diff --git a/jlens_materials/prompts/README.md b/jlens_materials/prompts/README.md new file mode 100644 index 0000000000000000000000000000000000000000..e6fc265ad8d6378e8bdd9c3e3dfac355a0da56f5 --- /dev/null +++ b/jlens_materials/prompts/README.md @@ -0,0 +1,53 @@ +# Prompt and experiment data + +`run_lens.py --prompts PATH` accepts either this toolkit's `{"prompts": [...]}` +schema or the released Jacobian Lens `{"items": [...]}` evaluation/probe-swap +schema. A directory loads every JSON file in lexical order. + +For a paper-protocol lens-quality item, provide: + +```json +{ + "slug": "stable-id", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "mechanics", + "text": "The question ending immediately before its answer is", + "readout_selector": "before_answer", + "tracked": ["latent-intermediate"], + "synonyms": {"latent-intermediate": ["alternative"]}, + "answer": "answer", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true +} +``` + +The available fixed selectors are `before_answer`, `final_prompt_token`, +`last_newline`, `assistant_response`, and `explicit`. `all_prompt` exists only +for exploratory visualization and is rejected by strict protocol mode. + +For `probe_swap`, also provide `swap_from`, `swap_to`, and `swap_answer`. +For `verbal_report`, omit `swap_from`: the clean greedy answer is selected +dynamically. Directed-modulation trials use the identical teacher-forced +carrier/targets across `focus`, `suppress`, and `control`, connected by a shared +`control_group`. +For paper-scale modulation, also provide stable `phrasing_id`, `carrier_id`, +and `target_family` values; strict paper runs require 24 distinct phrasings. + +[`mechanics-paper-example.json`](mechanics-paper-example.json) demonstrates all +three families. It is deliberately too small for quantitative reporting; +create at least 50 independent items per evaluation distribution and multiple +instruction phrasings/trials for modulation. + +[`materials-qualitative-pack.json`](materials-qualitative-pack.json) provides +14 materials-science case studies covering Hall--Petch strengthening, Orowan +bypass, martensitic transformation, Schmid slip, diffusional creep, dislocation +character, diffraction recognition, unnamed associations, matched modulation, +and causal swaps. Run it with `--recipe demo --min-items-per-shape 50` for close +inspection without accidentally labeling the small sample quantitative. Use +`--generation-max-new-tokens 1` when auditing the input/output-absence controls. + +`fracture.json` and `protein.json` are retained as legacy visualization sets. +The authoritative built-ins in `domain_prompts.py` include stricter scoring and +matched modulation controls; use the mechanics example as the starting point +for new paper-protocol datasets. diff --git a/jlens_materials/prompts/fracture.json b/jlens_materials/prompts/fracture.json new file mode 100644 index 0000000000000000000000000000000000000000..1a46c3d248669ae401ff6eca769f363585ac3043 --- /dev/null +++ b/jlens_materials/prompts/fracture.json @@ -0,0 +1,146 @@ +{ + "prompts": [ + { + "slug": "fracture-griffith", + "shape": "MULTIHOP", + "domain": "fracture", + "title": "Griffith criterion (multi-hop)", + "description": "Two-hop: the failure law for a brittle solid with a sharp flaw. Watch 'energy' / 'surface' / 'Griffith' surface before 'crack'.", + "text": "In linear elastic fracture mechanics, the critical stress for a brittle solid to fail is set by balancing the released strain energy against the energy needed to create new surface. The critical stress therefore scales inversely with the square root of the", + "readout_at": -1, + "tracked": [ + "energy", + "surface", + "Griffith", + "crack", + "length" + ], + "note": "Griffith's result sigma_c ~ sqrt(2 E gamma / (pi a)). The answer token is 'crack (length)'; 'energy', 'surface' and the eponym 'Griffith' are unspoken intermediates the derivation passes through -- the fracture analogue of Mars->color->red." + }, + { + "slug": "fracture-fatigue", + "shape": "MULTIHOP", + "domain": "fracture", + "title": "Cyclic loading -> failure mode (multi-hop)", + "description": "Cyclic sub-yield loading. 'fatigue' should lead 'crack', with 'Paris'/'striations' as deeper-layer associates.", + "text": "A steel component is loaded repeatedly far below its yield stress for millions of cycles. Tiny cracks nucleate at the surface and grow a little on every cycle until the part suddenly breaks. This progressive mode of failure is called", + "readout_at": -1, + "tracked": [ + "fatigue", + "crack", + "cyclic", + "Paris", + "striations" + ], + "note": "The answer is 'fatigue'. Whether 'Paris' (the Paris crack-growth law) or 'striations' (the fractographic fingerprint) appear in deeper layers probes how much associated fracture knowledge the workspace pulls in beyond the one-word answer." + }, + { + "slug": "fracture-toughness-chain", + "shape": "MULTIHOP", + "domain": "fracture", + "title": "Stress-intensity factor chain (multi-hop)", + "description": "Chain: geometry+load -> stress intensity K -> compare to K_Ic -> propagate. Track K / toughness / propagate in order.", + "text": "An engineer has a plate with an edge crack under tension. She first computes the stress intensity factor at the crack tip, then compares it against the material's fracture toughness. If the first exceeds the second, the crack will", + "readout_at": -1, + "tracked": [ + "stress", + "intensity", + "toughness", + "propagate", + "grow", + "unstable" + ], + "note": "Multi-step like (4+17)*2+7: compute K, then compare to K_Ic, then conclude 'propagate'. The paper's claim is that these steps surface in the lens in computed order and at successively later layers." + }, + { + "slug": "fracture-brittle-assoc", + "shape": "ASSOCIATION", + "domain": "fracture", + "title": "Brittle fracture (association, unnamed)", + "description": "A vignette of glass shattering. Does 'brittle' / 'fracture' rise in the lens at the final token though never named?", + "text": "The technician tapped the cold pane once with the hammer. Without bending or warning it flew apart into a hundred glittering shards that skated across the floor, each edge sharp as the moment before.", + "readout_at": -1, + "tracked": [ + "brittle", + "fracture", + "glass", + "shatter", + "crack" + ], + "note": "Association eval (paper: grief/Einstein/noir). The passage evokes brittle fracture without the words 'brittle' or 'fracture'; a workspace representation of the concept should be readable at the closing token." + }, + { + "slug": "fracture-ductile-assoc", + "shape": "ASSOCIATION", + "domain": "fracture", + "title": "Ductile failure (association, unnamed)", + "description": "A copper rod necking and drawing out. Contrast partner to the brittle vignette: expect 'ductile'/'plastic'/'neck'.", + "text": "As the load climbed the copper rod stopped springing back. It grew visibly thinner at one waist, stretching and drawing out like warm taffy, holding on far past the point anyone expected before it finally parted.", + "readout_at": -1, + "tracked": [ + "ductile", + "plastic", + "necking", + "yield", + "deformation" + ], + "note": "The matched control for fracture-brittle-assoc. Comparing the two tests whether the lens cleanly separates the two canonical failure regimes from prose alone." + }, + { + "slug": "fracture-stress-recognition", + "shape": "RECOGNITION", + "domain": "fracture", + "title": "Stress state from a tensor (recognition)", + "description": "A raw Cauchy stress tensor with one large tensile eigenvalue. Does the lens read out 'tension'/'crack'/'mode'?", + "text": "Consider the Cauchy stress tensor (MPa):\n[[420, 0, 0],\n [ 0, 15, 0],\n [ 0, 0, 10]]\nThe dominant loading state this represents is", + "readout_at": -1, + "tracked": [ + "tension", + "tensile", + "uniaxial", + "crack", + "opening", + "mode" + ], + "note": "Analogue of the paper reading 'protein' out of a raw sequence: here the model must parse a numeric tensor, recognise near-uniaxial tension, and (in fracture terms) associate it with Mode I opening." + }, + { + "slug": "fracture-modulation", + "shape": "MODULATION", + "domain": "fracture", + "title": "Hold 'crack-tip plasticity' while copying (modulation)", + "description": "Copy an unrelated sentence while concentrating on crack-tip plasticity. Does the concept surface over the carrier response?", + "user": "Write \"The lab notebook lay open on the bench.\" Concentrate on crack-tip plasticity while you write the sentence. Don't write anything else.", + "assistant_prefill": "The lab notebook lay open on the bench.", + "readout_at": -1, + "tracked": [ + "crack", + "plastic", + "plasticity", + "tip", + "yield", + "zone" + ], + "note": "Directed-modulation protocol. Success = 'crack'/'plastic'/'zone' appear in the lens across the carrier sentence, whose surface text is about a notebook -- evidence the workspace holds an instructed concept independent of output." + }, + { + "slug": "fracture-report-swap", + "shape": "REPORT_SWAP", + "domain": "fracture", + "title": "Think of a failure mode -> swap (verbal report)", + "description": "'Think of a failure mode. Answer in one word.' Swap the chosen mode's lens vector for a sibling and check the report changes.", + "user": "Think of a metal failure mode. Answer in one word.", + "readout_at": -1, + "tracked": [ + "fatigue", + "creep", + "corrosion", + "fracture", + "buckling" + ], + "swap_from": "fatigue", + "swap_to": "creep", + "note": "Verbal-report swap (paper: Soccer->Rugby). The siblings are all single-word failure modes; swapping the chosen word's J-lens coordinate for a sibling's should flip the one-word answer." + } + ] +} \ No newline at end of file diff --git a/jlens_materials/prompts/materials-heldout-v1-preregistered.json b/jlens_materials/prompts/materials-heldout-v1-preregistered.json new file mode 100644 index 0000000000000000000000000000000000000000..499a7a833f5afd3a72e641b6da30e373762be0f8 --- /dev/null +++ b/jlens_materials/prompts/materials-heldout-v1-preregistered.json @@ -0,0 +1,1068 @@ +{ + "format_version": 1, + "study": "materials-heldout-v1", + "frozen_before_execution": "2026-07-14", + "description": "Fifty held-out association descriptions: ten materials mechanism families with five new phrasings each. Generated and frozen before any held-out model or lens output was inspected.", + "prompts": [ + { + "slug": "heldout-v1-assoc-ductile-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "ductile", + "target_family": "ductile", + "phrasing_id": "heldout-ductile-01", + "title": "Energy-absorbing dimpled separation 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A round aluminum bar stretched into a pronounced waist before separating. The mating faces contained hemispherical pits centered on inclusions and a slanted tearing rim.", + "readout_selector": "final_prompt_token", + "tracked": [ + "ductile", + "nucleation", + "coalescence", + "void" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-ductile-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "ductile", + "target_family": "ductile", + "phrasing_id": "heldout-ductile-02", + "title": "Energy-absorbing dimpled separation 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A nickel coupon accumulated large permanent elongation before rupture. Microscopy showed a honeycomb of deep depressions surrounding second-phase particles.", + "readout_selector": "final_prompt_token", + "tracked": [ + "ductile", + "nucleation", + "coalescence", + "void" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-ductile-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "ductile", + "target_family": "ductile", + "phrasing_id": "heldout-ductile-03", + "title": "Energy-absorbing dimpled separation 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A copper tensile specimen lost much of its cross-sectional area before failure. Small particle-centered holes had enlarged and joined across the final ligament.", + "readout_selector": "final_prompt_token", + "tracked": [ + "ductile", + "nucleation", + "coalescence", + "void" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-ductile-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "ductile", + "target_family": "ductile", + "phrasing_id": "heldout-ductile-04", + "title": "Energy-absorbing dimpled separation 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "An impact-tested structural metal absorbed substantial energy and developed broad lateral lips. Its failure surface was covered by rounded microscopic depressions.", + "readout_selector": "final_prompt_token", + "tracked": [ + "ductile", + "nucleation", + "coalescence", + "void" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-ductile-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "ductile", + "target_family": "ductile", + "phrasing_id": "heldout-ductile-05", + "title": "Energy-absorbing dimpled separation 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A pressurized metal tube bulged strongly before opening. The torn wall displayed elongated pits near the surface and deeper equiaxed pits toward the center.", + "readout_selector": "final_prompt_token", + "tracked": [ + "ductile", + "nucleation", + "coalescence", + "void" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-boundary-attack-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "boundary-attack", + "target_family": "boundary-attack", + "phrasing_id": "heldout-boundary-attack-01", + "title": "Chromium-depleted interfacial attack 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A stainless weld spent several hours near 675 degrees Celsius. After nitric-acid exposure, narrow trenches followed the grain edges beside chromium-rich carbide rows.", + "readout_selector": "final_prompt_token", + "tracked": [ + "boundary", + "corrosion", + "sensitization" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-boundary-attack-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "boundary-attack", + "target_family": "boundary-attack", + "phrasing_id": "heldout-boundary-attack-02", + "title": "Chromium-depleted interfacial attack 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "An austenitic pipe was slowly cooled through an intermediate temperature range. A later chemical test exposed a connected network of material loss outlining individual grains.", + "readout_selector": "final_prompt_token", + "tracked": [ + "boundary", + "corrosion", + "sensitization" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-boundary-attack-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "boundary-attack", + "target_family": "boundary-attack", + "phrasing_id": "heldout-boundary-attack-03", + "title": "Chromium-depleted interfacial attack 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "Carbide particles decorated the interfaces in heat-affected stainless steel. Immersion testing removed chromium-depleted regions next to those particles while grain interiors remained sound.", + "readout_selector": "final_prompt_token", + "tracked": [ + "boundary", + "corrosion", + "sensitization" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-boundary-attack-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "boundary-attack", + "target_family": "boundary-attack", + "phrasing_id": "heldout-boundary-attack-04", + "title": "Chromium-depleted interfacial attack 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A stainless vessel received an improper post-weld thermal cycle. In service, fissures traced the polygonal grain-edge network instead of cutting through the crystallites.", + "readout_selector": "final_prompt_token", + "tracked": [ + "boundary", + "corrosion", + "sensitization" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-boundary-attack-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "boundary-attack", + "target_family": "boundary-attack", + "phrasing_id": "heldout-boundary-attack-05", + "title": "Chromium-depleted interfacial attack 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "Austenitic sheet aged near 650 degrees Celsius showed continuous carbide films around grains. An aggressive liquid subsequently produced narrow grooves along the same paths.", + "readout_selector": "final_prompt_token", + "tracked": [ + "boundary", + "corrosion", + "sensitization" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-cyclic-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "cyclic", + "target_family": "cyclic", + "phrasing_id": "heldout-cyclic-01", + "title": "Progressive damage under repeated loading 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A compressor blade endured millions of small vibration cycles before failing. Curved arrest lines radiated from a surface defect toward a small rough overload region.", + "readout_selector": "final_prompt_token", + "tracked": [ + "fatigue", + "crack", + "propagation" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-cyclic-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "cyclic", + "target_family": "cyclic", + "phrasing_id": "heldout-cyclic-02", + "title": "Progressive damage under repeated loading 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A bridge hanger separated although every measured load was below its monotonic capacity. Fine parallel striations recorded incremental front advance from a machining groove.", + "readout_selector": "final_prompt_token", + "tracked": [ + "fatigue", + "crack", + "propagation" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-cyclic-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "cyclic", + "target_family": "cyclic", + "phrasing_id": "heldout-cyclic-03", + "title": "Progressive damage under repeated loading 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A wheel axle survived years of repeated bending. The failure face contained thumbnail-shaped beach marks centered on several surface initiation sites.", + "readout_selector": "final_prompt_token", + "tracked": [ + "fatigue", + "crack", + "propagation" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-cyclic-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "cyclic", + "target_family": "cyclic", + "phrasing_id": "heldout-cyclic-04", + "title": "Progressive damage under repeated loading 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A bolted aluminum joint opened after many pressurization cycles. A smooth region with regularly spaced microscopic ridges occupied most of the separated surface.", + "readout_selector": "final_prompt_token", + "tracked": [ + "fatigue", + "crack", + "propagation" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-cyclic-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "cyclic", + "target_family": "cyclic", + "phrasing_id": "heldout-cyclic-05", + "title": "Progressive damage under repeated loading 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A rotating laboratory specimen failed after a long sequence of alternating stresses. Ratchet marks joined multiple surface origins before the remaining ligament broke suddenly.", + "readout_selector": "final_prompt_token", + "tracked": [ + "fatigue", + "crack", + "propagation" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-cleavage-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "cleavage", + "target_family": "cleavage", + "phrasing_id": "heldout-cleavage-01", + "title": "Faceted low-plasticity separation 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A ferritic plate separated abruptly during cold weather with almost no macroscopic distortion. Flat facets and converging river markings crossed the grain interiors.", + "readout_selector": "final_prompt_token", + "tracked": [ + "brittle", + "cleavage", + "transgranular" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-cleavage-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "cleavage", + "target_family": "cleavage", + "phrasing_id": "heldout-cleavage-02", + "title": "Faceted low-plasticity separation 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A low-temperature impact specimen absorbed little energy and retained its original cross section. The shiny failure face contained crystallographic steps and feather patterns.", + "readout_selector": "final_prompt_token", + "tracked": [ + "brittle", + "cleavage", + "transgranular" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-cleavage-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "cleavage", + "target_family": "cleavage", + "phrasing_id": "heldout-cleavage-03", + "title": "Faceted low-plasticity separation 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A body-centered metal failed suddenly below its transition temperature. Microscopy revealed broad planar facets connected by sharp ridges through individual crystallites.", + "readout_selector": "final_prompt_token", + "tracked": [ + "brittle", + "cleavage", + "transgranular" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-cleavage-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "cleavage", + "target_family": "cleavage", + "phrasing_id": "heldout-cleavage-04", + "title": "Faceted low-plasticity separation 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A thick steel section opened under modest loading after rapid cooling. The separated faces showed flat reflective planes and negligible evidence of local necking.", + "readout_selector": "final_prompt_token", + "tracked": [ + "brittle", + "cleavage", + "transgranular" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-cleavage-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "cleavage", + "target_family": "cleavage", + "phrasing_id": "heldout-cleavage-05", + "title": "Faceted low-plasticity separation 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A notched iron alloy snapped during a cold bend test before appreciable permanent curvature developed. River-like markings on the facets converged toward the initiation site.", + "readout_selector": "final_prompt_token", + "tracked": [ + "brittle", + "cleavage", + "transgranular" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "high-temperature-deformation", + "target_family": "high-temperature-deformation", + "phrasing_id": "heldout-high-temperature-deformation-01", + "title": "Time-dependent deformation under heat 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A steam-pipe alloy elongated gradually during ten years of steady load at 600 degrees Celsius. Rounded pores appeared at triple junctions late in life.", + "readout_selector": "final_prompt_token", + "tracked": [ + "creep", + "diffusion", + "cavity" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "high-temperature-deformation", + "target_family": "high-temperature-deformation", + "phrasing_id": "heldout-high-temperature-deformation-02", + "title": "Time-dependent deformation under heat 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A constant-load high-temperature test showed rapid initial strain, a long nearly linear segment, and accelerating extension before rupture.", + "readout_selector": "final_prompt_token", + "tracked": [ + "creep", + "diffusion", + "cavity" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "high-temperature-deformation", + "target_family": "high-temperature-deformation", + "phrasing_id": "heldout-high-temperature-deformation-03", + "title": "Time-dependent deformation under heat 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A turbine component operated under sustained stress near half its melting temperature. Grain-edge pores enlarged and linked even though the applied stress was below the room-temperature yield value.", + "readout_selector": "final_prompt_token", + "tracked": [ + "creep", + "diffusion", + "cavity" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "high-temperature-deformation", + "target_family": "high-temperature-deformation", + "phrasing_id": "heldout-high-temperature-deformation-04", + "title": "Time-dependent deformation under heat 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A fine-grained metal slowly changed shape during a prolonged hot hold. Matter moved away from compressed grain faces and accumulated on faces under tension.", + "readout_selector": "final_prompt_token", + "tracked": [ + "creep", + "diffusion", + "cavity" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "high-temperature-deformation", + "target_family": "high-temperature-deformation", + "phrasing_id": "heldout-high-temperature-deformation-05", + "title": "Time-dependent deformation under heat 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A heat-resistant alloy accumulated measurable permanent strain with increasing service time. Interfacial pores and wedge-shaped separations were concentrated near the final rupture zone.", + "readout_selector": "final_prompt_token", + "tracked": [ + "creep", + "diffusion", + "cavity" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "particle-strengthening", + "target_family": "particle-strengthening", + "phrasing_id": "heldout-particle-strengthening-01", + "title": "Nonshearable particle obstacles 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A metal matrix contains closely spaced rigid dispersoids that cannot be cut. Moving lattice lines arc between them and leave closed loops around each obstacle.", + "readout_selector": "final_prompt_token", + "tracked": [ + "precipitation", + "bowing", + "strengthening" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "particle-strengthening", + "target_family": "particle-strengthening", + "phrasing_id": "heldout-particle-strengthening-02", + "title": "Nonshearable particle obstacles 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "After aging, a dense population of hard nanoscale particles raises the stress required for plastic flow. Electron microscopy shows rings encircling the particles after deformation.", + "readout_selector": "final_prompt_token", + "tracked": [ + "precipitation", + "bowing", + "strengthening" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "particle-strengthening", + "target_family": "particle-strengthening", + "phrasing_id": "heldout-particle-strengthening-03", + "title": "Nonshearable particle obstacles 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "Reducing the spacing between stable nonshearable particles increases the yield stress. Flexible line defects must curve strongly to pass through the remaining channels.", + "readout_selector": "final_prompt_token", + "tracked": [ + "precipitation", + "bowing", + "strengthening" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "particle-strengthening", + "target_family": "particle-strengthening", + "phrasing_id": "heldout-particle-strengthening-04", + "title": "Nonshearable particle obstacles 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A dispersion-treated alloy contains hard particles embedded in a softer matrix. Mobile lattice imperfections wrap around the particles rather than passing through them.", + "readout_selector": "final_prompt_token", + "tracked": [ + "precipitation", + "bowing", + "strengthening" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "particle-strengthening", + "target_family": "particle-strengthening", + "phrasing_id": "heldout-particle-strengthening-05", + "title": "Nonshearable particle obstacles 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "Two alloys contain the same particle fraction, but the alloy with finer obstacle spacing requires a larger applied stress to move its line defects.", + "readout_selector": "final_prompt_token", + "tracked": [ + "precipitation", + "bowing", + "strengthening" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "rapid-transformation", + "target_family": "rapid-transformation", + "phrasing_id": "heldout-rapid-transformation-01", + "title": "Quench-induced coordinated transformation 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A carbon steel quenched too rapidly for long-range solute redistribution develops a hard acicular product with a body-centered cell elongated along one axis.", + "readout_selector": "final_prompt_token", + "tracked": [ + "martensite", + "shear", + "Bain", + "tetragonal" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "rapid-transformation", + "target_family": "rapid-transformation", + "phrasing_id": "heldout-rapid-transformation-02", + "title": "Quench-induced coordinated transformation 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "Severe cooling converts the parent face-centered phase into fine laths almost instantaneously. Carbon remains trapped and the product has unequal axial lattice parameters.", + "readout_selector": "final_prompt_token", + "tracked": [ + "martensite", + "shear", + "Bain", + "tetragonal" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "rapid-transformation", + "target_family": "rapid-transformation", + "phrasing_id": "heldout-rapid-transformation-03", + "title": "Quench-induced coordinated transformation 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A rapidly cooled steel forms hard plates by coordinated short-distance atomic motion. No composition partitioning is detected across the moving interface.", + "readout_selector": "final_prompt_token", + "tracked": [ + "martensite", + "shear", + "Bain", + "tetragonal" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "rapid-transformation", + "target_family": "rapid-transformation", + "phrasing_id": "heldout-rapid-transformation-04", + "title": "Quench-induced coordinated transformation 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "Quenching suppresses long-range atomic transport and produces packets of highly strained needles. The resulting body-centered unit cell has a c-to-a ratio above one.", + "readout_selector": "final_prompt_token", + "tracked": [ + "martensite", + "shear", + "Bain", + "tetragonal" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "rapid-transformation", + "target_family": "rapid-transformation", + "phrasing_id": "heldout-rapid-transformation-05", + "title": "Quench-induced coordinated transformation 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "An austenitic sample undergoes an abrupt, composition-preserving shape change during cooling. The product is hard, plate-like, and internally twinned.", + "readout_selector": "final_prompt_token", + "tracked": [ + "martensite", + "shear", + "Bain", + "tetragonal" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "line-defect-motion", + "target_family": "line-defect-motion", + "phrasing_id": "heldout-line-defect-motion-01", + "title": "Motion of linear lattice imperfections 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "Plastic flow begins when a linear lattice imperfection travels across a close-packed plane and leaves a permanent surface step.", + "readout_selector": "final_prompt_token", + "tracked": [ + "dislocation", + "glide", + "slip" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "line-defect-motion", + "target_family": "line-defect-motion", + "phrasing_id": "heldout-line-defect-motion-02", + "title": "Motion of linear lattice imperfections 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "During loading of a single crystal, etch-pit positions move along selected crystallographic planes and an irreversible offset accumulates.", + "readout_selector": "final_prompt_token", + "tracked": [ + "dislocation", + "glide", + "slip" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "line-defect-motion", + "target_family": "line-defect-motion", + "phrasing_id": "heldout-line-defect-motion-03", + "title": "Motion of linear lattice imperfections 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A one-dimensional defect sweeps through the crystal in the direction of its mismatch vector, displacing the material on opposite sides of its plane.", + "readout_selector": "final_prompt_token", + "tracked": [ + "dislocation", + "glide", + "slip" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "line-defect-motion", + "target_family": "line-defect-motion", + "phrasing_id": "heldout-line-defect-motion-04", + "title": "Motion of linear lattice imperfections 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "Once the resolved driving stress exceeds a threshold, mobile lattice lines traverse their favored planes and produce permanent strain.", + "readout_selector": "final_prompt_token", + "tracked": [ + "dislocation", + "glide", + "slip" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "line-defect-motion", + "target_family": "line-defect-motion", + "phrasing_id": "heldout-line-defect-motion-05", + "title": "Motion of linear lattice imperfections 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "High-speed microscopy shows linear imperfections moving across densely packed planes. Each passage creates a small step at the free surface.", + "readout_selector": "final_prompt_token", + "tracked": [ + "dislocation", + "glide", + "slip" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-notch-resistance-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "notch-resistance", + "target_family": "notch-resistance", + "phrasing_id": "heldout-notch-resistance-01", + "title": "Resistance to unstable flaw extension 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "Two steels have comparable yield stress, yet one pre-notched plate absorbs several times more energy before sudden separation and survives a much larger flaw.", + "readout_selector": "final_prompt_token", + "tracked": [ + "toughness", + "crack", + "fracture" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-notch-resistance-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "notch-resistance", + "target_family": "notch-resistance", + "phrasing_id": "heldout-notch-resistance-02", + "title": "Resistance to unstable flaw extension 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A sharp starter notch blunts as a plastic zone develops, allowing the specimen to carry additional load before rapid extension occurs.", + "readout_selector": "final_prompt_token", + "tracked": [ + "toughness", + "crack", + "fracture" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-notch-resistance-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "notch-resistance", + "target_family": "notch-resistance", + "phrasing_id": "heldout-notch-resistance-03", + "title": "Resistance to unstable flaw extension 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A compact-tension sample requires substantial work to advance its sharp flaw. Instability begins only at an unusually large stress-intensity value.", + "readout_selector": "final_prompt_token", + "tracked": [ + "toughness", + "crack", + "fracture" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-notch-resistance-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "notch-resistance", + "target_family": "notch-resistance", + "phrasing_id": "heldout-notch-resistance-04", + "title": "Resistance to unstable flaw extension 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A structural alloy containing a long defect remains stable at loads that immediately separate a comparison alloy of similar strength.", + "readout_selector": "final_prompt_token", + "tracked": [ + "toughness", + "crack", + "fracture" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-notch-resistance-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "notch-resistance", + "target_family": "notch-resistance", + "phrasing_id": "heldout-notch-resistance-05", + "title": "Resistance to unstable flaw extension 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "An instrumented impact test on a notched bar records high absorbed energy and extensive local deformation before the remaining ligament opens.", + "readout_selector": "final_prompt_token", + "tracked": [ + "toughness", + "crack", + "fracture" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "hot-air-surface-layer", + "target_family": "hot-air-surface-layer", + "phrasing_id": "heldout-hot-air-surface-layer-01", + "title": "Oxygen-rich high-temperature surface film 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A superalloy held in oxygen-bearing gas gains mass while developing a dense ceramic surface film whose thickness follows an approximately parabolic time dependence.", + "readout_selector": "final_prompt_token", + "tracked": [ + "oxidation", + "oxide", + "scale" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "hot-air-surface-layer", + "target_family": "hot-air-surface-layer", + "phrasing_id": "heldout-hot-air-surface-layer-02", + "title": "Oxygen-rich high-temperature surface film 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "Long furnace exposure covers a steel coupon with several brittle oxygen-rich layers. Continued growth requires ions to cross the existing reaction product.", + "readout_selector": "final_prompt_token", + "tracked": [ + "oxidation", + "oxide", + "scale" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "hot-air-surface-layer", + "target_family": "hot-air-surface-layer", + "phrasing_id": "heldout-hot-air-surface-layer-03", + "title": "Oxygen-rich high-temperature surface film 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A chromium-containing alloy forms a compact adherent surface film in hot air, sharply slowing additional inward oxygen transport.", + "readout_selector": "final_prompt_token", + "tracked": [ + "oxidation", + "oxide", + "scale" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "hot-air-surface-layer", + "target_family": "hot-air-surface-layer", + "phrasing_id": "heldout-hot-air-surface-layer-04", + "title": "Oxygen-rich high-temperature surface film 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "Repeated heating in air creates an external metal-oxygen reaction layer that thickens during each hold and sheds flakes during cooling.", + "readout_selector": "final_prompt_token", + "tracked": [ + "oxidation", + "oxide", + "scale" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "hot-air-surface-layer", + "target_family": "hot-air-surface-layer", + "phrasing_id": "heldout-hot-air-surface-layer-05", + "title": "Oxygen-rich high-temperature surface film 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A turbine component exposed to hot combustion gas develops a multilayer surface product containing metal cations and oxygen anions.", + "readout_selector": "final_prompt_token", + "tracked": [ + "oxidation", + "oxide", + "scale" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + } + ] +} diff --git a/jlens_materials/prompts/materials-heldout-v1-smoke.json b/jlens_materials/prompts/materials-heldout-v1-smoke.json new file mode 100644 index 0000000000000000000000000000000000000000..7ebaa006dbf167e446ffc58950732e2236673513 --- /dev/null +++ b/jlens_materials/prompts/materials-heldout-v1-smoke.json @@ -0,0 +1,29 @@ +{ + "format_version": 1, + "study": "materials-heldout-v1-smoke", + "source_manifest_sha256": "8c034cf33d287d379fddf842971914ec035a22b9e31d29f457258bf85c52e203", + "prompts": [ + { + "slug": "heldout-v1-assoc-ductile-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "ductile", + "target_family": "ductile", + "phrasing_id": "heldout-ductile-01", + "title": "Energy-absorbing dimpled separation 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "text": "A round aluminum bar stretched into a pronounced waist before separating. The mating faces contained hemispherical pits centered on inclusions and a slanted tearing rim.", + "readout_selector": "final_prompt_token", + "tracked": [ + "ductile", + "nucleation", + "coalescence", + "void" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them." + } + ] +} diff --git a/jlens_materials/prompts/materials-key-concept-traces-v1.json b/jlens_materials/prompts/materials-key-concept-traces-v1.json new file mode 100644 index 0000000000000000000000000000000000000000..af50ec2c7d341d3b88d56a798627bdd7397484b5 --- /dev/null +++ b/jlens_materials/prompts/materials-key-concept-traces-v1.json @@ -0,0 +1,121 @@ +{ + "description": "Exact replication subset from materials-paper-v2. Four strong cases and two prespecified weak/negative cases are rerun only to persist per-layer J/logit trajectories for auditable figures.", + "prompts": [ + { + "slug": "paper-v2-assoc-notch-resistance-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "notch-resistance", + "title": "Resistance to notch-driven failure 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "During a compact-tension test, substantial energy is dissipated near the notch tip before the specimen separates. The material tolerates larger defects than a comparison alloy.", + "readout_selector": "final_prompt_token", + "tracked": [ + "toughness", + "crack", + "fracture" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-ductile-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "ductile", + "title": "Dimpled tensile failure 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "After substantial plastic elongation, a metal bar separated along a surface filled with microscopic pits around second-phase particles. Neighboring pits had joined into larger depressions.", + "readout_selector": "final_prompt_token", + "tracked": [ + "ductile", + "nucleation", + "coalescence", + "void" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-line-defect-motion-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "line-defect-motion", + "title": "Crystal line-imperfection motion 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "Under resolved loading, a line imperfection moves across a close-packed plane in the direction of its mismatch vector, leaving a permanent offset at the free surface.", + "readout_selector": "final_prompt_token", + "tracked": [ + "dislocation", + "glide", + "slip" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-rapid-transformation-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "rapid-transformation", + "title": "Rapid diffusionless steel transformation 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "Suppressing atomic redistribution during cooling converts the parent face-centered phase into a hard acicular product. The new body-centered cell has a c-to-a ratio different from one.", + "readout_selector": "final_prompt_token", + "tracked": [ + "martensite", + "shear", + "Bain", + "tetragonal" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-cleavage-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "cleavage", + "title": "Faceted low-temperature failure 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "A thick steel plate failed suddenly in cold service without visible plastic distortion. Microscopy revealed flat planes and converging river patterns cutting across grain interiors.", + "readout_selector": "final_prompt_token", + "tracked": [ + "brittle", + "cleavage", + "transgranular" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-hot-air-surface-layer-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "hot-air-surface-layer", + "title": "High-temperature environmental surface layer 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "A nickel alloy held in hot air develops an adherent multilayer surface film as metal atoms react with oxygen. Continued exposure thickens the film according to an approximately parabolic time law.", + "readout_selector": "final_prompt_token", + "tracked": [ + "oxidation", + "oxide", + "scale" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + } + ] +} diff --git a/jlens_materials/prompts/materials-mechanism-name-v1.json b/jlens_materials/prompts/materials-mechanism-name-v1.json new file mode 100644 index 0000000000000000000000000000000000000000..de187682c72903ba8ec364ea5c8623ec7ed0f6fc --- /dev/null +++ b/jlens_materials/prompts/materials-mechanism-name-v1.json @@ -0,0 +1,905 @@ +{ + "description": "Frozen 50-item mechanism-versus-eponym materials evaluation: five principles, ten independent wordings each.", + "prompts": [ + { + "slug": "mechanism-name-grain-size-strength-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "grain-size-strength", + "title": "Grain-size strengthening 1", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "Two specimens of the same alloy receive different heat treatments. The one with much smaller crystallites requires a larger applied stress before permanent deformation begins.", + "readout_selector": "final_prompt_token", + "tracked": [ + "boundary", + "Hall" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-grain-size-strength-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "grain-size-strength", + "title": "Grain-size strengthening 2", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "A polycrystalline metal is processed until its average crystallite diameter is reduced by half. Its resistance to the onset of plastic flow increases.", + "readout_selector": "final_prompt_token", + "tracked": [ + "boundary", + "Hall" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-grain-size-strength-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "grain-size-strength", + "title": "Grain-size strengthening 3", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "An ultrafine-grained steel yields at a higher stress than a coarse-grained specimen with the same composition and phase fractions.", + "readout_selector": "final_prompt_token", + "tracked": [ + "boundary", + "Hall" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-grain-size-strength-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "grain-size-strength", + "title": "Grain-size strengthening 4", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "Repeated rolling and recrystallization create many small crystallites. Moving line defects encounter interfaces more frequently, and the measured yield stress rises.", + "readout_selector": "final_prompt_token", + "tracked": [ + "boundary", + "Hall" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-grain-size-strength-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "grain-size-strength", + "title": "Grain-size strengthening 5", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "A metal with coarse crystallites is compared with an otherwise identical fine-crystallite version. The refined material better resists the start of irreversible strain.", + "readout_selector": "final_prompt_token", + "tracked": [ + "boundary", + "Hall" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-grain-size-strength-06", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "grain-size-strength", + "title": "Grain-size strengthening 6", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "Thermomechanical processing reduces the characteristic crystal-region size without changing chemistry. The resulting sheet shows higher yield strength.", + "readout_selector": "final_prompt_token", + "tracked": [ + "boundary", + "Hall" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-grain-size-strength-07", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "grain-size-strength", + "title": "Grain-size strengthening 7", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "A line defect moving through one crystallite is blocked at the interface with a differently oriented neighbor. Making the crystallites smaller increases the number of such obstacles.", + "readout_selector": "final_prompt_token", + "tracked": [ + "boundary", + "Hall" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-grain-size-strength-08", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "grain-size-strength", + "title": "Grain-size strengthening 8", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "Two copper samples differ mainly in crystallite size. The sample containing more interfaces per unit volume begins plastic flow at the larger stress.", + "readout_selector": "final_prompt_token", + "tracked": [ + "boundary", + "Hall" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-grain-size-strength-09", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "grain-size-strength", + "title": "Grain-size strengthening 9", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "Recrystallized grains are refined from tens of micrometers to only a few micrometers. The stress needed to initiate slip increases approximately with the inverse square root of size.", + "readout_selector": "final_prompt_token", + "tracked": [ + "boundary", + "Hall" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-grain-size-strength-10", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "grain-size-strength", + "title": "Grain-size strengthening 10", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "A structural alloy is strengthened by subdividing it into smaller misoriented crystal regions, creating more barriers to the passage of moving line imperfections.", + "readout_selector": "final_prompt_token", + "tracked": [ + "boundary", + "Hall" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-flaw-controlled-failure-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "flaw-controlled-failure", + "title": "Flaw-controlled brittle failure 1", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "Two brittle plates carry the same remote tensile load, but one contains a surface flaw four times longer. The plate with the larger flaw becomes unstable at a lower applied stress.", + "readout_selector": "final_prompt_token", + "tracked": [ + "crack", + "Griffith" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-flaw-controlled-failure-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "flaw-controlled-failure", + "title": "Flaw-controlled brittle failure 2", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "A glass specimen with a sharp internal slit fails well below its theoretical bond strength because the local intensity at the slit tip is strongly amplified.", + "readout_selector": "final_prompt_token", + "tracked": [ + "crack", + "Griffith" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-flaw-controlled-failure-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "flaw-controlled-failure", + "title": "Flaw-controlled brittle failure 3", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "Doubling the length of a sharp flaw in an elastic ceramic reduces the remote stress required for unstable extension by roughly the square root of two.", + "readout_selector": "final_prompt_token", + "tracked": [ + "crack", + "Griffith" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-flaw-controlled-failure-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "flaw-controlled-failure", + "title": "Flaw-controlled brittle failure 4", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "A brittle solid separates when the elastic energy released by extending a sharp defect exceeds the energy needed to create two new surfaces.", + "readout_selector": "final_prompt_token", + "tracked": [ + "crack", + "Griffith" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-flaw-controlled-failure-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "flaw-controlled-failure", + "title": "Flaw-controlled brittle failure 5", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "A polished glass fiber is much stronger than a scratched one of the same diameter because the scratch concentrates tensile loading at its tip.", + "readout_selector": "final_prompt_token", + "tracked": [ + "crack", + "Griffith" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-flaw-controlled-failure-06", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "flaw-controlled-failure", + "title": "Flaw-controlled brittle failure 6", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "An elastic plate containing a central slit is loaded in tension. Instability begins when the energy-release rate reaches the material's surface-formation resistance.", + "readout_selector": "final_prompt_token", + "tracked": [ + "crack", + "Griffith" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-flaw-controlled-failure-07", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "flaw-controlled-failure", + "title": "Flaw-controlled brittle failure 7", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "A ceramic component survives a given tensile stress when its largest flaw is short, but fails after processing introduces a much longer sharp flaw.", + "readout_selector": "final_prompt_token", + "tracked": [ + "crack", + "Griffith" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-flaw-controlled-failure-08", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "flaw-controlled-failure", + "title": "Flaw-controlled brittle failure 8", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "The nominal strength of a brittle specimen scales approximately with the inverse square root of the size of its dominant sharp defect.", + "readout_selector": "final_prompt_token", + "tracked": [ + "crack", + "Griffith" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-flaw-controlled-failure-09", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "flaw-controlled-failure", + "title": "Flaw-controlled brittle failure 9", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "A sharp notch in a glass sheet locally magnifies stress, allowing separation to start even though the average applied stress is modest.", + "readout_selector": "final_prompt_token", + "tracked": [ + "crack", + "Griffith" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-flaw-controlled-failure-10", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "flaw-controlled-failure", + "title": "Flaw-controlled brittle failure 10", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "A brittle plate with a pre-existing slit becomes unstable when additional extension lowers the total elastic-plus-surface energy of the system.", + "readout_selector": "final_prompt_token", + "tracked": [ + "crack", + "Griffith" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-resolved-slip-threshold-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "resolved-slip-threshold", + "title": "Resolved slip threshold 1", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "A single crystal is pulled along an axis that places 120 MPa of resolved shear on its favored slip system. The critical value is 80 MPa, so microscopic plastic motion begins.", + "readout_selector": "final_prompt_token", + "tracked": [ + "dislocation", + "Schmid" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-resolved-slip-threshold-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "resolved-slip-threshold", + "title": "Resolved slip threshold 2", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "An applied uniaxial stress is projected onto a crystal's slip-plane normal and slip direction. Plastic flow starts when that resolved component exceeds a critical threshold.", + "readout_selector": "final_prompt_token", + "tracked": [ + "dislocation", + "Schmid" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-resolved-slip-threshold-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "resolved-slip-threshold", + "title": "Resolved slip threshold 3", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "Two identically loaded crystals have different orientations. The crystal with the larger product of the two direction cosines activates its favored slip system first.", + "readout_selector": "final_prompt_token", + "tracked": [ + "dislocation", + "Schmid" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-resolved-slip-threshold-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "resolved-slip-threshold", + "title": "Resolved slip threshold 4", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "A crystal remains elastic until the shear component acting along a permitted direction on a permitted plane reaches a material-specific critical value.", + "readout_selector": "final_prompt_token", + "tracked": [ + "dislocation", + "Schmid" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-resolved-slip-threshold-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "resolved-slip-threshold", + "title": "Resolved slip threshold 5", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "Under tension, only part of the applied load drives shear on a close-packed system. Once this projected driving force is large enough, line imperfections begin to glide.", + "readout_selector": "final_prompt_token", + "tracked": [ + "dislocation", + "Schmid" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-resolved-slip-threshold-06", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "resolved-slip-threshold", + "title": "Resolved slip threshold 6", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "Rotating a single crystal changes the axial stress required to initiate slip even though the critical resolved shear resistance is unchanged.", + "readout_selector": "final_prompt_token", + "tracked": [ + "dislocation", + "Schmid" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-resolved-slip-threshold-07", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "resolved-slip-threshold", + "title": "Resolved slip threshold 7", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "A favorably oriented slip system reaches its critical shear value before any other system, producing the first permanent surface steps.", + "readout_selector": "final_prompt_token", + "tracked": [ + "dislocation", + "Schmid" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-resolved-slip-threshold-08", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "resolved-slip-threshold", + "title": "Resolved slip threshold 8", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "The onset of plasticity in a single crystal is predicted by multiplying the applied tensile stress by geometric factors for the plane normal and slip direction.", + "readout_selector": "final_prompt_token", + "tracked": [ + "dislocation", + "Schmid" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-resolved-slip-threshold-09", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "resolved-slip-threshold", + "title": "Resolved slip threshold 9", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "One crystal orientation converts a larger fraction of the applied normal stress into shear on an allowed system, so it yields before a less favorable orientation.", + "readout_selector": "final_prompt_token", + "tracked": [ + "dislocation", + "Schmid" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-resolved-slip-threshold-10", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "resolved-slip-threshold", + "title": "Resolved slip threshold 10", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "When the resolved driving force on the most favorably oriented plane-direction pair exceeds its critical resistance, mobile line defects sweep across the crystal.", + "readout_selector": "final_prompt_token", + "tracked": [ + "dislocation", + "Schmid" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "lattice-diffusion-creep", + "title": "Lattice-diffusion creep 1", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "A fine polycrystal held at high temperature and low stress lengthens as atoms diffuse through crystal interiors from compressed faces toward tensile faces.", + "readout_selector": "final_prompt_token", + "tracked": [ + "vacancy", + "Herring" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "lattice-diffusion-creep", + "title": "Lattice-diffusion creep 2", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "At elevated temperature, atoms move through the lattice between oppositely loaded grain faces, producing slow elongation without extensive line-defect glide.", + "readout_selector": "final_prompt_token", + "tracked": [ + "vacancy", + "Herring" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "lattice-diffusion-creep", + "title": "Lattice-diffusion creep 3", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "A polycrystalline solid changes shape under a small sustained load because empty lattice sites migrate through grain interiors in the direction opposite atomic transport.", + "readout_selector": "final_prompt_token", + "tracked": [ + "vacancy", + "Herring" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "lattice-diffusion-creep", + "title": "Lattice-diffusion creep 4", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "Slow deformation at high homologous temperature is controlled by bulk atomic transport, and its rate increases strongly as crystallite size decreases.", + "readout_selector": "final_prompt_token", + "tracked": [ + "vacancy", + "Herring" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "lattice-diffusion-creep", + "title": "Lattice-diffusion creep 5", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "Material is transported through crystal interiors from interfaces under compression to interfaces under tension, gradually elongating the specimen.", + "readout_selector": "final_prompt_token", + "tracked": [ + "vacancy", + "Herring" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-06", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "lattice-diffusion-creep", + "title": "Lattice-diffusion creep 6", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "A fine-grained ceramic deforms under low stress near its melting temperature through diffusion across the volume of each crystallite rather than along interfaces.", + "readout_selector": "final_prompt_token", + "tracked": [ + "vacancy", + "Herring" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-07", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "lattice-diffusion-creep", + "title": "Lattice-diffusion creep 7", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "Atoms leave compressed grain faces, traverse the crystal lattice, and attach at tensile faces, leading to time-dependent shape change.", + "readout_selector": "final_prompt_token", + "tracked": [ + "vacancy", + "Herring" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-08", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "lattice-diffusion-creep", + "title": "Lattice-diffusion creep 8", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "The steady deformation rate varies inversely with the square of crystallite size and is controlled by bulk self-diffusion.", + "readout_selector": "final_prompt_token", + "tracked": [ + "vacancy", + "Herring" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-09", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "lattice-diffusion-creep", + "title": "Lattice-diffusion creep 9", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "A high-temperature specimen elongates as missing-site defects carry mass transport through the interiors of its constituent crystals.", + "readout_selector": "final_prompt_token", + "tracked": [ + "vacancy", + "Herring" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-10", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "lattice-diffusion-creep", + "title": "Lattice-diffusion creep 10", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "Under a small tensile load, bulk diffusion moves atoms toward faces normal to the loading direction, producing gradual axial extension.", + "readout_selector": "final_prompt_token", + "tracked": [ + "vacancy", + "Herring" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "diffusionless-lattice-change", + "title": "Diffusionless lattice change 1", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "Rapid cooling converts a face-centered parent lattice into a body-centered product whose vertical cell dimension differs from the two horizontal dimensions.", + "readout_selector": "final_prompt_token", + "tracked": [ + "tetragonal", + "Bain" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "diffusionless-lattice-change", + "title": "Diffusionless lattice change 2", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "A quenched carbon steel forms a hard phase by coordinated atomic motion. The product unit cell is stretched along one axis relative to the other two.", + "readout_selector": "final_prompt_token", + "tracked": [ + "tetragonal", + "Bain" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "diffusionless-lattice-change", + "title": "Diffusionless lattice change 3", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "Long-range solute redistribution is suppressed during cooling, leaving a body-centered cell with an axial ratio different from unity.", + "readout_selector": "final_prompt_token", + "tracked": [ + "tetragonal", + "Bain" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "diffusionless-lattice-change", + "title": "Diffusionless lattice change 4", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "The parent face-centered cell transforms through compression along one crystallographic axis and expansion along the other two, creating a distorted body-centered product.", + "readout_selector": "final_prompt_token", + "tracked": [ + "tetragonal", + "Bain" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "diffusionless-lattice-change", + "title": "Diffusionless lattice change 5", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "A rapid diffusionless transformation produces an acicular phase whose unit cell has two equal short axes and one longer axis.", + "readout_selector": "final_prompt_token", + "tracked": [ + "tetragonal", + "Bain" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-06", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "diffusionless-lattice-change", + "title": "Diffusionless lattice change 6", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "Carbon trapped during quenching distorts the body-centered product so that its c dimension is not equal to a and b.", + "readout_selector": "final_prompt_token", + "tracked": [ + "tetragonal", + "Bain" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-07", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "diffusionless-lattice-change", + "title": "Diffusionless lattice change 7", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "A coordinated lattice deformation maps the parent cubic arrangement into a body-centered cell elongated in one direction.", + "readout_selector": "final_prompt_token", + "tracked": [ + "tetragonal", + "Bain" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-08", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "diffusionless-lattice-change", + "title": "Diffusionless lattice change 8", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "The hard lath-shaped product of severe quenching has a c-to-a lattice ratio measurably greater than one.", + "readout_selector": "final_prompt_token", + "tracked": [ + "tetragonal", + "Bain" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-09", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "diffusionless-lattice-change", + "title": "Diffusionless lattice change 9", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "Atoms move cooperatively over short distances during a rapid transformation, generating a body-centered structure with unequal axial dimensions.", + "readout_selector": "final_prompt_token", + "tracked": [ + "tetragonal", + "Bain" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-10", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "diffusionless-lattice-change", + "title": "Diffusionless lattice change 10", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "text": "X-ray peaks from the quenched product split because one unit-cell axis differs from the two equivalent perpendicular axes.", + "readout_selector": "final_prompt_token", + "tracked": [ + "tetragonal", + "Bain" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens." + } + ] +} diff --git a/jlens_materials/prompts/materials-paper-case-studies-v1.json b/jlens_materials/prompts/materials-paper-case-studies-v1.json new file mode 100644 index 0000000000000000000000000000000000000000..cfb05da3840cc99735c390daf6a08c3c34b46557 --- /dev/null +++ b/jlens_materials/prompts/materials-paper-case-studies-v1.json @@ -0,0 +1,231 @@ +{ + "description": "Preregistered exploratory Gemma-4 materials case studies. Four unnamed materials vignettes test latent scientific associations, four constrained-answer items test mechanism/recognition traces, and two matched carrier triplets replicate directed modulation. This pack is designed for documented qualitative examples, not population-level quantitative claims.", + "prompts": [ + { + "slug": "paper-v1-ductile-fracture-replication", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Ductile-fracture replication vignette", + "description": "An independently worded fractography vignette tests replication of the ductile microvoid family.", + "text": "A tensile bar exhibited extensive necking before separation. The fracture surface was covered by rounded dimples centered on inclusions, and the final profile had a cup-shaped center with a surrounding shear lip.", + "readout_selector": "final_prompt_token", + "tracked": ["ductile", "void", "nucleation", "coalescence"], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Replication succeeds qualitatively if the ductile/microvoid family improves strongly under the J-lens relative to the logit lens. Do not infer an ordered mechanism unless nucleation precedes coalescence reproducibly." + }, + { + "slug": "paper-v1-intergranular-replication", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Boundary-attack replication vignette", + "description": "An independently worded stainless-steel vignette tests replication of the corrosion and sensitization family.", + "text": "A stainless-steel component spent hours near 650 degrees Celsius, allowing chromium-rich carbides to decorate grain interfaces. After immersion in a chloride solution, narrow connected grooves followed those interfaces while the grain interiors remained nearly untouched.", + "readout_selector": "final_prompt_token", + "tracked": ["boundary", "corrosion", "sensitization", "intergranular"], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "The strongest result would recover both generic corrosion and the specific sensitization/intergranular interpretation without those terms appearing in the prompt or continuation." + }, + { + "slug": "paper-v1-fatigue-fractography", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Cyclic-fracture vignette", + "description": "Fractographic and loading clues should evoke the cyclic damage family without naming it.", + "text": "A shaft survived thousands of alternating load cycles before sudden separation. Concentric beach marks spread from a surface notch, and microscopy showed closely spaced parallel ridges advancing across the smooth region.", + "readout_selector": "final_prompt_token", + "tracked": ["fatigue", "crack", "striations", "propagation"], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "This tests whether a coherent fatigue/crack-growth family emerges from loading history and fractographic morphology." + }, + { + "slug": "paper-v1-cleavage-fractography", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Low-temperature faceted-fracture vignette", + "description": "A faceted low-temperature fracture should evoke a brittle cleavage interpretation.", + "text": "A body-centered alloy failed at low temperature with almost no necking. Its fracture surface contained flat crystallographic facets joined by river-like markings, while macroscopic plastic deformation was minimal.", + "readout_selector": "final_prompt_token", + "tracked": ["brittle", "cleavage", "transgranular", "fracture"], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Compare the specific cleavage/transgranular terms with the broader brittle/fracture family." + }, + { + "slug": "paper-v1-hall-petch-constrained", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Constrained grain-size strengthening", + "description": "A forced binary completion prevents an adverb from invalidating the clean answer control.", + "text": "Two otherwise identical polycrystals have mean grain sizes of 60 micrometers and 6 micrometers. Interfaces impede carrier motion, so reducing the grain size changes the yield stress. Choose exactly one word, higher or lower: the fine-grained specimen's yield stress is", + "readout_selector": "before_answer", + "tracked": ["Hall", "Petch", "strengthening"], + "answer": "higher", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "This repairs the earlier clean-answer failure caused by the first generated token being 'significantly'." + }, + { + "slug": "paper-v1-schmid-constrained", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Constrained resolved-shear event", + "description": "A one-word microscopic-event request distinguishes slip from the macroscopic answer yield.", + "text": "For a single crystal, the product of applied stress and the two orientation cosines gives a resolved value of 120 MPa on the most favorably oriented system. The critical value is 80 MPa. Answer with one word naming the microscopic deformation event that begins:", + "readout_selector": "before_answer", + "tracked": ["Schmid", "dislocation"], + "answer": "slip", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "This repairs the earlier ambiguity in which the scientifically plausible first token was 'yield'." + }, + { + "slug": "paper-v1-fcc-constrained", + "shape": "RECOGNITION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Constrained diffraction recognition", + "description": "A strict abbreviation request prevents an initial article from invalidating the answer check.", + "text": "A cubic powder pattern permits reflections when the three Miller indices are all odd or all even and excludes mixed parity. Reply only with the standard three-letter Bravais-lattice abbreviation:", + "readout_selector": "before_answer", + "tracked": ["cubic", "extinction", "diffraction"], + "answer": "FCC", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "This repairs the earlier clean-answer failure caused by the first generated token being the article 'a'." + }, + { + "slug": "paper-v1-griffith-constrained", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Constrained flaw-size scaling", + "description": "A binary comparative answer tests whether the named fracture criterion appears before the scaling result.", + "text": "Two elastic plates have identical modulus and surface energy, but one contains an internal flaw four times as long as the other. Choose exactly one word, higher or lower: the critical remote tensile stress for the plate with the longer flaw is", + "readout_selector": "before_answer", + "tracked": ["Griffith", "crack", "fracture"], + "answer": "lower", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "The answer follows the inverse-square-root flaw-size scaling; Griffith is the predeclared mechanism-level concept." + }, + { + "slug": "paper-v1-pileup-focus-key", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Pile-up focus replication: brass key", + "description": "First new teacher-forced carrier for the directed-modulation replication.", + "user": "Write \"The brass key rested under the folded map.\" Concentrate on a dislocation pile-up and its stress concentration while you write the sentence. Do not write anything else.", + "assistant_prefill": "The brass key rested under the folded map.", + "readout_selector": "assistant_response", + "tracked": ["dislocation", "pile", "stress"], + "must_be_absent_from_output": true, + "condition": "focus", + "control_group": "paper-v1-pileup-brass-key", + "phrasing_id": "focus-02", + "carrier_id": "brass-key", + "target_family": "dislocation-pileup", + "note": "Interpret only relative to the matched suppress and neutral records using the identical carrier and target set." + }, + { + "slug": "paper-v1-pileup-suppress-key", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Pile-up suppression replication: brass key", + "description": "Matched suppress condition for the brass-key carrier.", + "user": "Write \"The brass key rested under the folded map.\" Try not to think about a dislocation pile-up or its stress concentration while you write the sentence. Do not write anything else.", + "assistant_prefill": "The brass key rested under the folded map.", + "readout_selector": "assistant_response", + "tracked": ["dislocation", "pile", "stress"], + "must_be_absent_from_output": true, + "condition": "suppress", + "control_group": "paper-v1-pileup-brass-key", + "phrasing_id": "suppress-02", + "carrier_id": "brass-key", + "target_family": "dislocation-pileup" + }, + { + "slug": "paper-v1-pileup-control-key", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Pile-up neutral control: brass key", + "description": "Matched neutral condition for the brass-key carrier.", + "user": "Write \"The brass key rested under the folded map.\" Do not write anything else.", + "assistant_prefill": "The brass key rested under the folded map.", + "readout_selector": "assistant_response", + "tracked": ["dislocation", "pile", "stress"], + "must_be_absent_from_output": true, + "condition": "control", + "control_group": "paper-v1-pileup-brass-key", + "phrasing_id": "control-02", + "carrier_id": "brass-key", + "target_family": "dislocation-pileup" + }, + { + "slug": "paper-v1-pileup-focus-cup", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Pile-up focus replication: white cup", + "description": "Second new teacher-forced carrier for the directed-modulation replication.", + "user": "Write \"A white cup stood beside the closed window.\" Keep a dislocation pile-up and the stress it concentrates in mind while you write the sentence. Do not write anything else.", + "assistant_prefill": "A white cup stood beside the closed window.", + "readout_selector": "assistant_response", + "tracked": ["dislocation", "pile", "stress"], + "must_be_absent_from_output": true, + "condition": "focus", + "control_group": "paper-v1-pileup-white-cup", + "phrasing_id": "focus-03", + "carrier_id": "white-cup", + "target_family": "dislocation-pileup", + "note": "Interpret only relative to the matched suppress and neutral records using the identical carrier and target set." + }, + { + "slug": "paper-v1-pileup-suppress-cup", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Pile-up suppression replication: white cup", + "description": "Matched suppress condition for the white-cup carrier.", + "user": "Write \"A white cup stood beside the closed window.\" Try not to think about a dislocation pile-up or the stress it concentrates while you write the sentence. Do not write anything else.", + "assistant_prefill": "A white cup stood beside the closed window.", + "readout_selector": "assistant_response", + "tracked": ["dislocation", "pile", "stress"], + "must_be_absent_from_output": true, + "condition": "suppress", + "control_group": "paper-v1-pileup-white-cup", + "phrasing_id": "suppress-03", + "carrier_id": "white-cup", + "target_family": "dislocation-pileup" + }, + { + "slug": "paper-v1-pileup-control-cup", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Pile-up neutral control: white cup", + "description": "Matched neutral condition for the white-cup carrier.", + "user": "Write \"A white cup stood beside the closed window.\" Do not write anything else.", + "assistant_prefill": "A white cup stood beside the closed window.", + "readout_selector": "assistant_response", + "tracked": ["dislocation", "pile", "stress"], + "must_be_absent_from_output": true, + "condition": "control", + "control_group": "paper-v1-pileup-white-cup", + "phrasing_id": "control-03", + "carrier_id": "white-cup", + "target_family": "dislocation-pileup" + } + ] +} diff --git a/jlens_materials/prompts/materials-paper-v2-preregistered.json b/jlens_materials/prompts/materials-paper-v2-preregistered.json new file mode 100644 index 0000000000000000000000000000000000000000..e8cfda5dbfd945fca1ac244b7c689dd588db4168 --- /dev/null +++ b/jlens_materials/prompts/materials-paper-v2-preregistered.json @@ -0,0 +1,2621 @@ +{ + "description": "Frozen preregistered materials-paper-v2 suite: 50 independent association vignettes and 24 matched focus/suppress/neutral directed-modulation triplets. Generated deterministically by scripts/generate_materials_paper_v2.py.", + "prompts": [ + { + "slug": "paper-v2-assoc-ductile-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "ductile", + "title": "Dimpled tensile failure 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "A tensile coupon developed pronounced necking before separation. Its failure face contained rounded dimples centered on inclusions, with a cup-shaped center and a surrounding slanted lip.", + "readout_selector": "final_prompt_token", + "tracked": [ + "ductile", + "nucleation", + "coalescence", + "void" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-ductile-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "ductile", + "title": "Dimpled tensile failure 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "After substantial plastic elongation, a metal bar separated along a surface filled with microscopic pits around second-phase particles. Neighboring pits had joined into larger depressions.", + "readout_selector": "final_prompt_token", + "tracked": [ + "ductile", + "nucleation", + "coalescence", + "void" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-ductile-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "ductile", + "title": "Dimpled tensile failure 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "A pulled specimen narrowed strongly in its gauge section. Electron microscopy of the separated faces showed deep equiaxed dimples around particles and elongated dimples near the outer rim.", + "readout_selector": "final_prompt_token", + "tracked": [ + "ductile", + "nucleation", + "coalescence", + "void" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-ductile-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "ductile", + "title": "Dimpled tensile failure 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "The load-displacement curve showed extensive post-yield deformation before final separation. The mating surfaces displayed many rounded depressions that had linked across the section.", + "readout_selector": "final_prompt_token", + "tracked": [ + "ductile", + "nucleation", + "coalescence", + "void" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-ductile-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "ductile", + "title": "Dimpled tensile failure 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "A structural alloy absorbed considerable energy and formed a visible waist before failure. Its cup-and-cone surface was covered by particle-centered microscopic pits.", + "readout_selector": "final_prompt_token", + "tracked": [ + "ductile", + "nucleation", + "coalescence", + "void" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-boundary-attack-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "boundary-attack", + "title": "Interface-localized stainless-steel attack 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "An austenitic stainless component remained near 650 degrees Celsius long enough for chromium-rich carbides to decorate grain interfaces. Chloride exposure then produced connected grooves along those interfaces while the interiors stayed intact.", + "readout_selector": "final_prompt_token", + "tracked": [ + "boundary", + "corrosion", + "sensitization" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-boundary-attack-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "boundary-attack", + "title": "Interface-localized stainless-steel attack 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "A welded stainless plate experienced a prolonged intermediate-temperature dwell. Subsequent acid testing revealed narrow continuous attack paths around each grain and chromium-depleted zones beside carbide particles.", + "readout_selector": "final_prompt_token", + "tracked": [ + "boundary", + "corrosion", + "sensitization" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-boundary-attack-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "boundary-attack", + "title": "Interface-localized stainless-steel attack 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "Metallography of heat-affected stainless steel showed carbide films at crystallite edges. After immersion in an aggressive aqueous solution, material loss followed those edges rather than crossing the grain interiors.", + "readout_selector": "final_prompt_token", + "tracked": [ + "boundary", + "corrosion", + "sensitization" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-boundary-attack-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "boundary-attack", + "title": "Interface-localized stainless-steel attack 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "A stainless tube cooled slowly through the carbide-forming temperature range. Service in chloride brine later produced a network of fissures and grooves tracing the outlines of individual grains.", + "readout_selector": "final_prompt_token", + "tracked": [ + "boundary", + "corrosion", + "sensitization" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-boundary-attack-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "boundary-attack", + "title": "Interface-localized stainless-steel attack 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "Following an intermediate-temperature heat treatment, austenitic steel contained chromium-rich particles at grain interfaces. Chemical exposure preferentially removed narrow regions next to those particles.", + "readout_selector": "final_prompt_token", + "tracked": [ + "boundary", + "corrosion", + "sensitization" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-cyclic-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "cyclic", + "title": "Cyclic loading and beach-mark morphology 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "A rotating shaft survived many thousands of alternating load cycles before sudden separation. Concentric beach marks spread from a surface notch, and fine parallel ridges covered the smooth region.", + "readout_selector": "final_prompt_token", + "tracked": [ + "fatigue", + "crack", + "propagation" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-cyclic-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "cyclic", + "title": "Cyclic loading and beach-mark morphology 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "A component failed after repeated stress reversals far below its monotonic strength. The separated surface contained a smooth semicircular region advancing from a machining mark and a rough final overload zone.", + "readout_selector": "final_prompt_token", + "tracked": [ + "fatigue", + "crack", + "propagation" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-cyclic-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "cyclic", + "title": "Cyclic loading and beach-mark morphology 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "An aircraft bracket endured a long sequence of takeoff and landing loads. Microscopy showed evenly spaced ridges marking incremental advance from a bolt-hole corner.", + "readout_selector": "final_prompt_token", + "tracked": [ + "fatigue", + "crack", + "propagation" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-cyclic-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "cyclic", + "title": "Cyclic loading and beach-mark morphology 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "A steel axle broke after millions of modest load cycles. Ratchet marks identified several surface origins, while curved arrest bands recorded successive stages of front advance.", + "readout_selector": "final_prompt_token", + "tracked": [ + "fatigue", + "crack", + "propagation" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-cyclic-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "cyclic", + "title": "Cyclic loading and beach-mark morphology 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "A notched specimen was subjected to a sinusoidal load until separation. Most of the surface was smooth and striated, followed by a small rough region formed during the final overload.", + "readout_selector": "final_prompt_token", + "tracked": [ + "fatigue", + "crack", + "propagation" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-cleavage-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "cleavage", + "title": "Faceted low-temperature failure 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "A body-centered alloy separated at low temperature with negligible necking. The failure face consisted of flat crystallographic facets connected by river-like markings.", + "readout_selector": "final_prompt_token", + "tracked": [ + "brittle", + "cleavage", + "transgranular" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-cleavage-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "cleavage", + "title": "Faceted low-temperature failure 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "During impact testing below the transition temperature, a ferritic specimen absorbed little energy. Its separated surface was shiny and faceted, with steps running through individual grains.", + "readout_selector": "final_prompt_token", + "tracked": [ + "brittle", + "cleavage", + "transgranular" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-cleavage-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "cleavage", + "title": "Faceted low-temperature failure 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "A thick steel plate failed suddenly in cold service without visible plastic distortion. Microscopy revealed flat planes and converging river patterns cutting across grain interiors.", + "readout_selector": "final_prompt_token", + "tracked": [ + "brittle", + "cleavage", + "transgranular" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-cleavage-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "cleavage", + "title": "Faceted low-temperature failure 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "A low-temperature bend test produced abrupt separation after almost no permanent curvature. The mating faces displayed large flat facets and feather-like markings.", + "readout_selector": "final_prompt_token", + "tracked": [ + "brittle", + "cleavage", + "transgranular" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-cleavage-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "cleavage", + "title": "Faceted low-temperature failure 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "A notched ferritic bar showed low impact energy and a bright granular-looking failure face. Microscopic steps passed directly through crystallites rather than around their edges.", + "readout_selector": "final_prompt_token", + "tracked": [ + "brittle", + "cleavage", + "transgranular" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-high-temperature-deformation-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "high-temperature-deformation", + "title": "Slow high-temperature deformation 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "A component held for months near half its melting temperature elongated slowly under a constant load well below its room-temperature yield strength. Small rounded holes accumulated at grain interfaces before rupture.", + "readout_selector": "final_prompt_token", + "tracked": [ + "creep", + "diffusion", + "cavity" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-high-temperature-deformation-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "high-temperature-deformation", + "title": "Slow high-temperature deformation 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "Under steady tensile load at elevated temperature, a polycrystal first deformed rapidly, then at an almost constant slow rate, and finally accelerated as microscopic holes linked along grain edges.", + "readout_selector": "final_prompt_token", + "tracked": [ + "creep", + "diffusion", + "cavity" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-high-temperature-deformation-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "high-temperature-deformation", + "title": "Slow high-temperature deformation 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "A turbine alloy exposed to sustained stress and heat developed time-dependent strain. Late in life, isolated pores at triple junctions enlarged and joined into an interfacial failure path.", + "readout_selector": "final_prompt_token", + "tracked": [ + "creep", + "diffusion", + "cavity" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-high-temperature-deformation-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "high-temperature-deformation", + "title": "Slow high-temperature deformation 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "A fine-grained metal changed shape gradually during a long low-stress hold close to its melting point. Atoms moved from compressed interfaces toward tensile ones and the specimen elongated.", + "readout_selector": "final_prompt_token", + "tracked": [ + "creep", + "diffusion", + "cavity" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-high-temperature-deformation-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "high-temperature-deformation", + "title": "Slow high-temperature deformation 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "Long-duration testing at high temperature produced a nearly linear strain-versus-time segment followed by rapid extension. Microscopy found linked pores along grain interfaces.", + "readout_selector": "final_prompt_token", + "tracked": [ + "creep", + "diffusion", + "cavity" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-particle-strengthening-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "particle-strengthening", + "title": "Hard-particle obstacle strengthening 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "A metal contains a dense dispersion of hard nonshearable nanoscale particles. Lattice line imperfections curve between neighboring particles and leave loops around them as load increases.", + "readout_selector": "final_prompt_token", + "tracked": [ + "precipitation", + "bowing", + "strengthening" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-particle-strengthening-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "particle-strengthening", + "title": "Hard-particle obstacle strengthening 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "Heat treatment creates many fine second-phase particles that resist cutting. Moving line defects must arc between the particles, and reducing their spacing raises the required stress.", + "readout_selector": "final_prompt_token", + "tracked": [ + "precipitation", + "bowing", + "strengthening" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-particle-strengthening-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "particle-strengthening", + "title": "Hard-particle obstacle strengthening 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "Electron microscopy after deformation shows loops encircling rigid particles within a metal matrix. The particles were too hard for moving lattice imperfections to pass through directly.", + "readout_selector": "final_prompt_token", + "tracked": [ + "precipitation", + "bowing", + "strengthening" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-particle-strengthening-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "particle-strengthening", + "title": "Hard-particle obstacle strengthening 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "An aged alloy gains yield strength from closely spaced stable particles. Under load, flexible line imperfections bend around each obstacle rather than slicing it.", + "readout_selector": "final_prompt_token", + "tracked": [ + "precipitation", + "bowing", + "strengthening" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-particle-strengthening-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "particle-strengthening", + "title": "Hard-particle obstacle strengthening 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "A fixed particle volume fraction is refined into a larger number of smaller nonshearable obstacles. The free span available to a moving line imperfection decreases markedly.", + "readout_selector": "final_prompt_token", + "tracked": [ + "precipitation", + "bowing", + "strengthening" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-rapid-transformation-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "rapid-transformation", + "title": "Rapid diffusionless steel transformation 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "Austenitic steel is cooled so quickly that long-range atomic redistribution cannot occur. A hard needle-like product forms by coordinated lattice motion, and its body-centered cell is elongated along one axis.", + "readout_selector": "final_prompt_token", + "tracked": [ + "martensite", + "shear", + "Bain", + "tetragonal" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-rapid-transformation-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "rapid-transformation", + "title": "Rapid diffusionless steel transformation 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "Rapid quenching produces thin laths without allowing carbon to redistribute over long distances. The product lattice is body-centered but has unequal axial dimensions.", + "readout_selector": "final_prompt_token", + "tracked": [ + "martensite", + "shear", + "Bain", + "tetragonal" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-rapid-transformation-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "rapid-transformation", + "title": "Rapid diffusionless steel transformation 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "A steel sample transforms almost instantaneously during severe cooling. Atoms move cooperatively over short distances, producing a hard plate-like phase with one stretched unit-cell axis.", + "readout_selector": "final_prompt_token", + "tracked": [ + "martensite", + "shear", + "Bain", + "tetragonal" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-rapid-transformation-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "rapid-transformation", + "title": "Rapid diffusionless steel transformation 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "Suppressing atomic redistribution during cooling converts the parent face-centered phase into a hard acicular product. The new body-centered cell has a c-to-a ratio different from one.", + "readout_selector": "final_prompt_token", + "tracked": [ + "martensite", + "shear", + "Bain", + "tetragonal" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-rapid-transformation-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "rapid-transformation", + "title": "Rapid diffusionless steel transformation 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "A quenched carbon steel contains packets of fine laths and high internal strain. Formation required a coordinated shape change rather than long-range solute transport.", + "readout_selector": "final_prompt_token", + "tracked": [ + "martensite", + "shear", + "Bain", + "tetragonal" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-line-defect-motion-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "line-defect-motion", + "title": "Crystal line-imperfection motion 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "Under resolved loading, a line imperfection moves across a close-packed plane in the direction of its mismatch vector, leaving a permanent offset at the free surface.", + "readout_selector": "final_prompt_token", + "tracked": [ + "dislocation", + "glide", + "slip" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-line-defect-motion-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "line-defect-motion", + "title": "Crystal line-imperfection motion 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "Plastic strain begins when mobile line imperfections sweep across selected crystallographic planes and create small surface steps.", + "readout_selector": "final_prompt_token", + "tracked": [ + "dislocation", + "glide", + "slip" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-line-defect-motion-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "line-defect-motion", + "title": "Crystal line-imperfection motion 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "A single crystal deforms by the passage of linear lattice imperfections along densely packed planes. Their motion produces an irreversible relative displacement of the crystal halves.", + "readout_selector": "final_prompt_token", + "tracked": [ + "dislocation", + "glide", + "slip" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-line-defect-motion-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "line-defect-motion", + "title": "Crystal line-imperfection motion 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "Etch pits tracing mobile line imperfections shift across a crystal during loading. Each passage leaves a step whose direction follows the mismatch vector.", + "readout_selector": "final_prompt_token", + "tracked": [ + "dislocation", + "glide", + "slip" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-line-defect-motion-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "line-defect-motion", + "title": "Crystal line-imperfection motion 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "Once the resolved driving force exceeds a critical value, a linear lattice defect travels on its favored plane and the specimen acquires permanent deformation.", + "readout_selector": "final_prompt_token", + "tracked": [ + "dislocation", + "glide", + "slip" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-notch-resistance-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "notch-resistance", + "title": "Resistance to notch-driven failure 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "Two alloys have similar yield strength, but one notched specimen absorbs far more energy before unstable separation and tolerates a much larger flaw under the same remote load.", + "readout_selector": "final_prompt_token", + "tracked": [ + "toughness", + "crack", + "fracture" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-notch-resistance-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "notch-resistance", + "title": "Resistance to notch-driven failure 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "A pre-notched plate continues to carry increasing load while a local damaged zone blunts the notch tip. Considerable work is required before rapid extension begins.", + "readout_selector": "final_prompt_token", + "tracked": [ + "toughness", + "crack", + "fracture" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-notch-resistance-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "notch-resistance", + "title": "Resistance to notch-driven failure 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "An alloy with a sharp starter notch resists sudden extension under increasing tensile load. The critical stress-intensity value measured at instability is unusually high.", + "readout_selector": "final_prompt_token", + "tracked": [ + "toughness", + "crack", + "fracture" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-notch-resistance-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "notch-resistance", + "title": "Resistance to notch-driven failure 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "During a compact-tension test, substantial energy is dissipated near the notch tip before the specimen separates. The material tolerates larger defects than a comparison alloy.", + "readout_selector": "final_prompt_token", + "tracked": [ + "toughness", + "crack", + "fracture" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-notch-resistance-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "notch-resistance", + "title": "Resistance to notch-driven failure 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "A structural steel containing a sharp flaw remains stable under loads that cause immediate separation in a less damage-resistant steel. Its critical intensity threshold is larger.", + "readout_selector": "final_prompt_token", + "tracked": [ + "toughness", + "crack", + "fracture" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-hot-air-surface-layer-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "hot-air-surface-layer", + "title": "High-temperature environmental surface layer 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "A nickel alloy held in hot air develops an adherent multilayer surface film as metal atoms react with oxygen. Continued exposure thickens the film according to an approximately parabolic time law.", + "readout_selector": "final_prompt_token", + "tracked": [ + "oxidation", + "oxide", + "scale" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-hot-air-surface-layer-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "hot-air-surface-layer", + "title": "High-temperature environmental surface layer 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "During prolonged furnace exposure, a metal component gains mass and forms a dark brittle surface layer rich in oxygen and metal cations.", + "readout_selector": "final_prompt_token", + "tracked": [ + "oxidation", + "oxide", + "scale" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-hot-air-surface-layer-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "hot-air-surface-layer", + "title": "High-temperature environmental surface layer 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "A hot steel coupon exposed to air becomes covered by several ceramic-like surface layers. Growth slows as ions must travel through the existing film.", + "readout_selector": "final_prompt_token", + "tracked": [ + "oxidation", + "oxide", + "scale" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-hot-air-surface-layer-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "hot-air-surface-layer", + "title": "High-temperature environmental surface layer 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "Elevated-temperature air exposure produces a compact protective film on a chromium-containing alloy. The film limits further oxygen ingress by solid-state transport.", + "readout_selector": "final_prompt_token", + "tracked": [ + "oxidation", + "oxide", + "scale" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "slug": "paper-v2-assoc-hot-air-surface-layer-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "category": "hot-air-surface-layer", + "title": "High-temperature environmental surface layer 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "text": "A turbine component operated in oxygen-bearing gas develops a thick external reaction product that can spall during thermal cycling.", + "readout_selector": "final_prompt_token", + "tracked": [ + "oxidation", + "oxide", + "scale" + ], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band." + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The amber notebook rested beside the ceramic bowl.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-01", + "carrier_id": "carrier-01", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-focus-01", + "title": "Directed focus 01", + "user": "Write exactly \"The amber notebook rested beside the ceramic bowl.\" Concentrate on a dislocation pile-up and its stress concentration while you write it. Do not write anything else.", + "condition": "focus" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The amber notebook rested beside the ceramic bowl.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-01", + "carrier_id": "carrier-01", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-suppress-01", + "title": "Directed suppression 01", + "user": "Write exactly \"The amber notebook rested beside the ceramic bowl.\" Try not to think about a dislocation pile-up or its stress concentration while you write it. Do not write anything else.", + "condition": "suppress" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The amber notebook rested beside the ceramic bowl.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-01", + "carrier_id": "carrier-01", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-control-01", + "title": "Neutral carrier control 01", + "user": "Write exactly \"The amber notebook rested beside the ceramic bowl.\" Do not write anything else.", + "condition": "control" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A silver spoon lay beneath the folded cloth.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-02", + "carrier_id": "carrier-02", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-focus-02", + "title": "Directed focus 02", + "user": "Write exactly \"A silver spoon lay beneath the folded cloth.\" Keep a dislocation pile-up and the stress it concentrates in mind while copying it. Do not write anything else.", + "condition": "focus" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A silver spoon lay beneath the folded cloth.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-02", + "carrier_id": "carrier-02", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-suppress-02", + "title": "Directed suppression 02", + "user": "Write exactly \"A silver spoon lay beneath the folded cloth.\" Keep your attention away from a dislocation pile-up and the stress it concentrates while copying it. Do not write anything else.", + "condition": "suppress" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A silver spoon lay beneath the folded cloth.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-02", + "carrier_id": "carrier-02", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-control-02", + "title": "Neutral carrier control 02", + "user": "Write exactly \"A silver spoon lay beneath the folded cloth.\" Do not write anything else.", + "condition": "control" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The green folder remained inside the wooden drawer.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-03", + "carrier_id": "carrier-03", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-focus-03", + "title": "Directed focus 03", + "user": "Write exactly \"The green folder remained inside the wooden drawer.\" Maintain an internal focus on a dislocation pile-up and its local stress concentration as you write. Do not write anything else.", + "condition": "focus" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The green folder remained inside the wooden drawer.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-03", + "carrier_id": "carrier-03", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-suppress-03", + "title": "Directed suppression 03", + "user": "Write exactly \"The green folder remained inside the wooden drawer.\" Avoid internally focusing on a dislocation pile-up or its local stress concentration as you write. Do not write anything else.", + "condition": "suppress" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The green folder remained inside the wooden drawer.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-03", + "carrier_id": "carrier-03", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-control-03", + "title": "Neutral carrier control 03", + "user": "Write exactly \"The green folder remained inside the wooden drawer.\" Do not write anything else.", + "condition": "control" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A small lantern stood near the closed window.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-04", + "carrier_id": "carrier-04", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-focus-04", + "title": "Directed focus 04", + "user": "Write exactly \"A small lantern stood near the closed window.\" Mentally attend to a dislocation pile-up and the concentrated stress near its head while reproducing it. Do not write anything else.", + "condition": "focus" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A small lantern stood near the closed window.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-04", + "carrier_id": "carrier-04", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-suppress-04", + "title": "Directed suppression 04", + "user": "Write exactly \"A small lantern stood near the closed window.\" Mentally suppress thoughts of a dislocation pile-up and the concentrated stress near its head while reproducing it. Do not write anything else.", + "condition": "suppress" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A small lantern stood near the closed window.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-04", + "carrier_id": "carrier-04", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-control-04", + "title": "Neutral carrier control 04", + "user": "Write exactly \"A small lantern stood near the closed window.\" Do not write anything else.", + "condition": "control" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The paper ticket waited under the glass jar.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-05", + "carrier_id": "carrier-05", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-focus-05", + "title": "Directed focus 05", + "user": "Write exactly \"The paper ticket waited under the glass jar.\" Hold the idea of a dislocation pile-up and its stress concentration in mind during the writing task. Do not write anything else.", + "condition": "focus" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The paper ticket waited under the glass jar.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-05", + "carrier_id": "carrier-05", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-suppress-05", + "title": "Directed suppression 05", + "user": "Write exactly \"The paper ticket waited under the glass jar.\" Do not hold the idea of a dislocation pile-up or its stress concentration in mind during the writing task. Do not write anything else.", + "condition": "suppress" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The paper ticket waited under the glass jar.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-05", + "carrier_id": "carrier-05", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-control-05", + "title": "Neutral carrier control 05", + "user": "Write exactly \"The paper ticket waited under the glass jar.\" Do not write anything else.", + "condition": "control" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A blue scarf hung behind the narrow door.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-06", + "carrier_id": "carrier-06", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-focus-06", + "title": "Directed focus 06", + "user": "Write exactly \"A blue scarf hung behind the narrow door.\" Direct your attention to a dislocation pile-up and the stress concentration it creates while writing. Do not write anything else.", + "condition": "focus" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A blue scarf hung behind the narrow door.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-06", + "carrier_id": "carrier-06", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-suppress-06", + "title": "Directed suppression 06", + "user": "Write exactly \"A blue scarf hung behind the narrow door.\" Direct your attention away from a dislocation pile-up and the stress concentration it creates while writing. Do not write anything else.", + "condition": "suppress" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A blue scarf hung behind the narrow door.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-06", + "carrier_id": "carrier-06", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-control-06", + "title": "Neutral carrier control 06", + "user": "Write exactly \"A blue scarf hung behind the narrow door.\" Do not write anything else.", + "condition": "control" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The brass compass sat beside the blank card.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-07", + "carrier_id": "carrier-07", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-focus-07", + "title": "Directed focus 07", + "user": "Write exactly \"The brass compass sat beside the blank card.\" While copying, actively think about a dislocation pile-up and its associated stress concentration. Do not write anything else.", + "condition": "focus" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The brass compass sat beside the blank card.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-07", + "carrier_id": "carrier-07", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-suppress-07", + "title": "Directed suppression 07", + "user": "Write exactly \"The brass compass sat beside the blank card.\" While copying, actively avoid thinking about a dislocation pile-up and its associated stress concentration. Do not write anything else.", + "condition": "suppress" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The brass compass sat beside the blank card.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-07", + "carrier_id": "carrier-07", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-control-07", + "title": "Neutral carrier control 07", + "user": "Write exactly \"The brass compass sat beside the blank card.\" Do not write anything else.", + "condition": "control" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A white candle stood on the stone shelf.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-08", + "carrier_id": "carrier-08", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-focus-08", + "title": "Directed focus 08", + "user": "Write exactly \"A white candle stood on the stone shelf.\" Keep your thoughts centered on a dislocation pile-up and concentrated stress as you produce the sentence. Do not write anything else.", + "condition": "focus" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A white candle stood on the stone shelf.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-08", + "carrier_id": "carrier-08", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-suppress-08", + "title": "Directed suppression 08", + "user": "Write exactly \"A white candle stood on the stone shelf.\" Keep your thoughts from dwelling on a dislocation pile-up or concentrated stress as you produce the sentence. Do not write anything else.", + "condition": "suppress" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A white candle stood on the stone shelf.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-08", + "carrier_id": "carrier-08", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-control-08", + "title": "Neutral carrier control 08", + "user": "Write exactly \"A white candle stood on the stone shelf.\" Do not write anything else.", + "condition": "control" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The red envelope remained beneath the old clock.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-09", + "carrier_id": "carrier-09", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-focus-09", + "title": "Directed focus 09", + "user": "Write exactly \"The red envelope remained beneath the old clock.\" Concentrate on a dislocation pile-up and its stress concentration while you write it. Do not write anything else.", + "condition": "focus" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The red envelope remained beneath the old clock.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-09", + "carrier_id": "carrier-09", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-suppress-09", + "title": "Directed suppression 09", + "user": "Write exactly \"The red envelope remained beneath the old clock.\" Try not to think about a dislocation pile-up or its stress concentration while you write it. Do not write anything else.", + "condition": "suppress" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The red envelope remained beneath the old clock.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-09", + "carrier_id": "carrier-09", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-control-09", + "title": "Neutral carrier control 09", + "user": "Write exactly \"The red envelope remained beneath the old clock.\" Do not write anything else.", + "condition": "control" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A clay cup waited near the folded map.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-10", + "carrier_id": "carrier-10", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-focus-10", + "title": "Directed focus 10", + "user": "Write exactly \"A clay cup waited near the folded map.\" Keep a dislocation pile-up and the stress it concentrates in mind while copying it. Do not write anything else.", + "condition": "focus" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A clay cup waited near the folded map.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-10", + "carrier_id": "carrier-10", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-suppress-10", + "title": "Directed suppression 10", + "user": "Write exactly \"A clay cup waited near the folded map.\" Keep your attention away from a dislocation pile-up and the stress it concentrates while copying it. Do not write anything else.", + "condition": "suppress" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A clay cup waited near the folded map.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-10", + "carrier_id": "carrier-10", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-control-10", + "title": "Neutral carrier control 10", + "user": "Write exactly \"A clay cup waited near the folded map.\" Do not write anything else.", + "condition": "control" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The black pencil lay across the yellow pad.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-11", + "carrier_id": "carrier-11", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-focus-11", + "title": "Directed focus 11", + "user": "Write exactly \"The black pencil lay across the yellow pad.\" Maintain an internal focus on a dislocation pile-up and its local stress concentration as you write. Do not write anything else.", + "condition": "focus" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The black pencil lay across the yellow pad.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-11", + "carrier_id": "carrier-11", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-suppress-11", + "title": "Directed suppression 11", + "user": "Write exactly \"The black pencil lay across the yellow pad.\" Avoid internally focusing on a dislocation pile-up or its local stress concentration as you write. Do not write anything else.", + "condition": "suppress" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The black pencil lay across the yellow pad.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-11", + "carrier_id": "carrier-11", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-control-11", + "title": "Neutral carrier control 11", + "user": "Write exactly \"The black pencil lay across the yellow pad.\" Do not write anything else.", + "condition": "control" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A linen pouch rested beside the copper tray.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-12", + "carrier_id": "carrier-12", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-focus-12", + "title": "Directed focus 12", + "user": "Write exactly \"A linen pouch rested beside the copper tray.\" Mentally attend to a dislocation pile-up and the concentrated stress near its head while reproducing it. Do not write anything else.", + "condition": "focus" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A linen pouch rested beside the copper tray.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-12", + "carrier_id": "carrier-12", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-suppress-12", + "title": "Directed suppression 12", + "user": "Write exactly \"A linen pouch rested beside the copper tray.\" Mentally suppress thoughts of a dislocation pile-up and the concentrated stress near its head while reproducing it. Do not write anything else.", + "condition": "suppress" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A linen pouch rested beside the copper tray.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-12", + "carrier_id": "carrier-12", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-control-12", + "title": "Neutral carrier control 12", + "user": "Write exactly \"A linen pouch rested beside the copper tray.\" Do not write anything else.", + "condition": "control" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The round mirror leaned against the gray box.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-13", + "carrier_id": "carrier-13", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-focus-13", + "title": "Directed focus 13", + "user": "Write exactly \"The round mirror leaned against the gray box.\" Hold the idea of a dislocation pile-up and its stress concentration in mind during the writing task. Do not write anything else.", + "condition": "focus" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The round mirror leaned against the gray box.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-13", + "carrier_id": "carrier-13", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-suppress-13", + "title": "Directed suppression 13", + "user": "Write exactly \"The round mirror leaned against the gray box.\" Do not hold the idea of a dislocation pile-up or its stress concentration in mind during the writing task. Do not write anything else.", + "condition": "suppress" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The round mirror leaned against the gray box.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-13", + "carrier_id": "carrier-13", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-control-13", + "title": "Neutral carrier control 13", + "user": "Write exactly \"The round mirror leaned against the gray box.\" Do not write anything else.", + "condition": "control" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A wooden token sat inside the shallow dish.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-14", + "carrier_id": "carrier-14", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-focus-14", + "title": "Directed focus 14", + "user": "Write exactly \"A wooden token sat inside the shallow dish.\" Direct your attention to a dislocation pile-up and the stress concentration it creates while writing. Do not write anything else.", + "condition": "focus" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A wooden token sat inside the shallow dish.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-14", + "carrier_id": "carrier-14", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-suppress-14", + "title": "Directed suppression 14", + "user": "Write exactly \"A wooden token sat inside the shallow dish.\" Direct your attention away from a dislocation pile-up and the stress concentration it creates while writing. Do not write anything else.", + "condition": "suppress" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A wooden token sat inside the shallow dish.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-14", + "carrier_id": "carrier-14", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-control-14", + "title": "Neutral carrier control 14", + "user": "Write exactly \"A wooden token sat inside the shallow dish.\" Do not write anything else.", + "condition": "control" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The violet ribbon lay below the framed sketch.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-15", + "carrier_id": "carrier-15", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-focus-15", + "title": "Directed focus 15", + "user": "Write exactly \"The violet ribbon lay below the framed sketch.\" While copying, actively think about a dislocation pile-up and its associated stress concentration. Do not write anything else.", + "condition": "focus" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The violet ribbon lay below the framed sketch.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-15", + "carrier_id": "carrier-15", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-suppress-15", + "title": "Directed suppression 15", + "user": "Write exactly \"The violet ribbon lay below the framed sketch.\" While copying, actively avoid thinking about a dislocation pile-up and its associated stress concentration. Do not write anything else.", + "condition": "suppress" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The violet ribbon lay below the framed sketch.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-15", + "carrier_id": "carrier-15", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-control-15", + "title": "Neutral carrier control 15", + "user": "Write exactly \"The violet ribbon lay below the framed sketch.\" Do not write anything else.", + "condition": "control" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A clear bottle stood next to the woven basket.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-16", + "carrier_id": "carrier-16", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-focus-16", + "title": "Directed focus 16", + "user": "Write exactly \"A clear bottle stood next to the woven basket.\" Keep your thoughts centered on a dislocation pile-up and concentrated stress as you produce the sentence. Do not write anything else.", + "condition": "focus" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A clear bottle stood next to the woven basket.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-16", + "carrier_id": "carrier-16", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-suppress-16", + "title": "Directed suppression 16", + "user": "Write exactly \"A clear bottle stood next to the woven basket.\" Keep your thoughts from dwelling on a dislocation pile-up or concentrated stress as you produce the sentence. Do not write anything else.", + "condition": "suppress" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A clear bottle stood next to the woven basket.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-16", + "carrier_id": "carrier-16", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-control-16", + "title": "Neutral carrier control 16", + "user": "Write exactly \"A clear bottle stood next to the woven basket.\" Do not write anything else.", + "condition": "control" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The bronze key rested above the sealed letter.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-17", + "carrier_id": "carrier-17", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-focus-17", + "title": "Directed focus 17", + "user": "Write exactly \"The bronze key rested above the sealed letter.\" Concentrate on a dislocation pile-up and its stress concentration while you write it. Do not write anything else.", + "condition": "focus" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The bronze key rested above the sealed letter.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-17", + "carrier_id": "carrier-17", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-suppress-17", + "title": "Directed suppression 17", + "user": "Write exactly \"The bronze key rested above the sealed letter.\" Try not to think about a dislocation pile-up or its stress concentration while you write it. Do not write anything else.", + "condition": "suppress" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The bronze key rested above the sealed letter.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-17", + "carrier_id": "carrier-17", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-control-17", + "title": "Neutral carrier control 17", + "user": "Write exactly \"The bronze key rested above the sealed letter.\" Do not write anything else.", + "condition": "control" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A cotton glove lay beside the empty vase.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-18", + "carrier_id": "carrier-18", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-focus-18", + "title": "Directed focus 18", + "user": "Write exactly \"A cotton glove lay beside the empty vase.\" Keep a dislocation pile-up and the stress it concentrates in mind while copying it. Do not write anything else.", + "condition": "focus" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A cotton glove lay beside the empty vase.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-18", + "carrier_id": "carrier-18", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-suppress-18", + "title": "Directed suppression 18", + "user": "Write exactly \"A cotton glove lay beside the empty vase.\" Keep your attention away from a dislocation pile-up and the stress it concentrates while copying it. Do not write anything else.", + "condition": "suppress" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A cotton glove lay beside the empty vase.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-18", + "carrier_id": "carrier-18", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-control-18", + "title": "Neutral carrier control 18", + "user": "Write exactly \"A cotton glove lay beside the empty vase.\" Do not write anything else.", + "condition": "control" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The narrow ruler remained under the green book.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-19", + "carrier_id": "carrier-19", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-focus-19", + "title": "Directed focus 19", + "user": "Write exactly \"The narrow ruler remained under the green book.\" Maintain an internal focus on a dislocation pile-up and its local stress concentration as you write. Do not write anything else.", + "condition": "focus" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The narrow ruler remained under the green book.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-19", + "carrier_id": "carrier-19", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-suppress-19", + "title": "Directed suppression 19", + "user": "Write exactly \"The narrow ruler remained under the green book.\" Avoid internally focusing on a dislocation pile-up or its local stress concentration as you write. Do not write anything else.", + "condition": "suppress" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The narrow ruler remained under the green book.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-19", + "carrier_id": "carrier-19", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-control-19", + "title": "Neutral carrier control 19", + "user": "Write exactly \"The narrow ruler remained under the green book.\" Do not write anything else.", + "condition": "control" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A ceramic bird stood near the folded towel.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-20", + "carrier_id": "carrier-20", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-focus-20", + "title": "Directed focus 20", + "user": "Write exactly \"A ceramic bird stood near the folded towel.\" Mentally attend to a dislocation pile-up and the concentrated stress near its head while reproducing it. Do not write anything else.", + "condition": "focus" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A ceramic bird stood near the folded towel.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-20", + "carrier_id": "carrier-20", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-suppress-20", + "title": "Directed suppression 20", + "user": "Write exactly \"A ceramic bird stood near the folded towel.\" Mentally suppress thoughts of a dislocation pile-up and the concentrated stress near its head while reproducing it. Do not write anything else.", + "condition": "suppress" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A ceramic bird stood near the folded towel.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-20", + "carrier_id": "carrier-20", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-control-20", + "title": "Neutral carrier control 20", + "user": "Write exactly \"A ceramic bird stood near the folded towel.\" Do not write anything else.", + "condition": "control" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The orange marker lay inside the metal tin.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-21", + "carrier_id": "carrier-21", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-focus-21", + "title": "Directed focus 21", + "user": "Write exactly \"The orange marker lay inside the metal tin.\" Hold the idea of a dislocation pile-up and its stress concentration in mind during the writing task. Do not write anything else.", + "condition": "focus" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The orange marker lay inside the metal tin.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-21", + "carrier_id": "carrier-21", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-suppress-21", + "title": "Directed suppression 21", + "user": "Write exactly \"The orange marker lay inside the metal tin.\" Do not hold the idea of a dislocation pile-up or its stress concentration in mind during the writing task. Do not write anything else.", + "condition": "suppress" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The orange marker lay inside the metal tin.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-21", + "carrier_id": "carrier-21", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-control-21", + "title": "Neutral carrier control 21", + "user": "Write exactly \"The orange marker lay inside the metal tin.\" Do not write anything else.", + "condition": "control" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A glass bead rested beside the paper label.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-22", + "carrier_id": "carrier-22", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-focus-22", + "title": "Directed focus 22", + "user": "Write exactly \"A glass bead rested beside the paper label.\" Direct your attention to a dislocation pile-up and the stress concentration it creates while writing. Do not write anything else.", + "condition": "focus" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A glass bead rested beside the paper label.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-22", + "carrier_id": "carrier-22", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-suppress-22", + "title": "Directed suppression 22", + "user": "Write exactly \"A glass bead rested beside the paper label.\" Direct your attention away from a dislocation pile-up and the stress concentration it creates while writing. Do not write anything else.", + "condition": "suppress" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A glass bead rested beside the paper label.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-22", + "carrier_id": "carrier-22", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-control-22", + "title": "Neutral carrier control 22", + "user": "Write exactly \"A glass bead rested beside the paper label.\" Do not write anything else.", + "condition": "control" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The brown wallet waited below the desk lamp.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-23", + "carrier_id": "carrier-23", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-focus-23", + "title": "Directed focus 23", + "user": "Write exactly \"The brown wallet waited below the desk lamp.\" While copying, actively think about a dislocation pile-up and its associated stress concentration. Do not write anything else.", + "condition": "focus" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The brown wallet waited below the desk lamp.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-23", + "carrier_id": "carrier-23", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-suppress-23", + "title": "Directed suppression 23", + "user": "Write exactly \"The brown wallet waited below the desk lamp.\" While copying, actively avoid thinking about a dislocation pile-up and its associated stress concentration. Do not write anything else.", + "condition": "suppress" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "The brown wallet waited below the desk lamp.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-23", + "carrier_id": "carrier-23", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-control-23", + "title": "Neutral carrier control 23", + "user": "Write exactly \"The brown wallet waited below the desk lamp.\" Do not write anything else.", + "condition": "control" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A steel clip lay across the plain postcard.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-24", + "carrier_id": "carrier-24", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-focus-24", + "title": "Directed focus 24", + "user": "Write exactly \"A steel clip lay across the plain postcard.\" Keep your thoughts centered on a dislocation pile-up and concentrated stress as you produce the sentence. Do not write anything else.", + "condition": "focus" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A steel clip lay across the plain postcard.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-24", + "carrier_id": "carrier-24", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-suppress-24", + "title": "Directed suppression 24", + "user": "Write exactly \"A steel clip lay across the plain postcard.\" Keep your thoughts from dwelling on a dislocation pile-up or concentrated stress as you produce the sentence. Do not write anything else.", + "condition": "suppress" + }, + { + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "description": "Preregistered matched directed-modulation triplet.", + "assistant_prefill": "A steel clip lay across the plain postcard.", + "readout_selector": "assistant_response", + "tracked": [ + "dislocation", + "pile", + "stress" + ], + "must_be_absent_from_output": true, + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-24", + "carrier_id": "carrier-24", + "target_family": "dislocation-pileup", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "slug": "paper-v2-mod-control-24", + "title": "Neutral carrier control 24", + "user": "Write exactly \"A steel clip lay across the plain postcard.\" Do not write anything else.", + "condition": "control" + } + ] +} diff --git a/jlens_materials/prompts/materials-qualitative-pack.json b/jlens_materials/prompts/materials-qualitative-pack.json new file mode 100644 index 0000000000000000000000000000000000000000..45742e83009fa43018e154aac45a07bb75168321 --- /dev/null +++ b/jlens_materials/prompts/materials-qualitative-pack.json @@ -0,0 +1,228 @@ +{ + "description": "Curated materials-science case studies for close qualitative inspection. These items exercise fixed score positions and controls, but the set is intentionally too small for paper-scale quantitative claims.", + "prompts": [ + { + "slug": "materials-hall-petch", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain refinement to yield strength", + "description": "Tests whether the named strengthening law surfaces before a one-word comparative answer.", + "text": "Two otherwise identical polycrystalline samples have average crystallite diameters of 50 micrometers and 5 micrometers. In the finer sample, interfaces interrupt carrier motion much more frequently. Its yield stress should therefore be", + "readout_selector": "before_answer", + "tracked": ["Hall", "Petch", "strengthening"], + "answer": "higher", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Inspect whether Hall/Petch rises before the answer, whether onset is sustained in the fixed band, and whether its J-lens rank improves materially over the matched logit-lens rank." + }, + { + "slug": "materials-orowan-spacing", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Obstacle spacing to bypass stress", + "description": "A particle-spacing change should evoke the bypass mechanism before the direction of the stress change.", + "text": "A metal contains a fixed volume fraction of hard, non-shearable nanoscale particles. When their center-to-center spacing is reduced, lattice line defects must bow more sharply between them. The stress required for passage should", + "readout_selector": "before_answer", + "tracked": ["Orowan", "bowing", "precipitation", "strengthening"], + "answer": "increase", + "acceptable_answers": ["rise"], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Look for Orowan as the specific latent mechanism rather than only generic strengthening. Compare it with the Hall-Petch case to test mechanism specificity." + }, + { + "slug": "materials-martensite-quench", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Rapid quench to martensite", + "description": "Tests whether transformation-mechanism concepts appear before the product name.", + "text": "Austenitic steel is cooled so rapidly that long-range atomic redistribution is suppressed. The product is hard and needle-like, and its body-centered unit cell is elongated so that c divided by a is not equal to one. Its crystal symmetry is", + "readout_selector": "before_answer", + "tracked": ["martensite", "shear", "Bain"], + "answer": "tetragonal", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "The answer is the lattice symmetry; shear and Bain encode the transformation mechanism. Gemma tokenizes martensite into multiple pieces, so the report should explicitly list that exact phase name as dropped rather than silently approximating it." + }, + { + "slug": "materials-schmid-slip", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved stress to slip", + "description": "An orientation-factor calculation should evoke the named criterion before the deformation event.", + "text": "A single crystal under uniaxial load has cos(phi) = 0.8 and cos(lambda) = 0.5. Multiplying these orientation factors by the applied stress gives 120 MPa, above the critical resolved value of 80 MPa. The crystal will begin to", + "readout_selector": "before_answer", + "tracked": ["Schmid", "dislocation"], + "answer": "slip", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Check whether Schmid appears as a law-level concept and whether dislocation appears as the physical carrier before the clean one-token answer." + }, + { + "slug": "materials-nabarro-herring", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "High-temperature deformation mechanism", + "description": "The transport path and loading regime imply a named creep mechanism before the transport-process answer.", + "text": "A fine-grained polycrystal is held near its melting temperature under low stress. Atoms migrate through grain interiors from compressed boundaries toward tensile boundaries, producing slow shape change. The dominant transport process is", + "readout_selector": "before_answer", + "tracked": ["creep", "Nabarro", "Herring"], + "answer": "diffusion", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Compare generic creep with the more specific Nabarro concept. If only creep surfaces, the representation may be scientifically broad but not mechanism-specific." + }, + { + "slug": "materials-screw-character", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Line-defect character", + "description": "Geometric information should evoke the standard defect vocabulary before the character label.", + "text": "For a line defect in a crystal, the displacement vector associated with the lattice mismatch is parallel to the defect's line direction. Its character is", + "readout_selector": "before_answer", + "tracked": ["Burgers", "dislocation"], + "answer": "screw", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "This separates recovery of the formal descriptor Burgers from the generic object class dislocation. Inspect their relative onset order rather than only their best ranks." + }, + { + "slug": "materials-fcc-extinctions", + "shape": "RECOGNITION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffraction selection-rule recognition", + "description": "A raw reflection rule must be mapped to a crystal-structure label.", + "text": "A powder diffraction pattern contains reflections only when h, k, and l are all odd or all even; mixed-parity reflections are systematically absent. The corresponding Bravais lattice is", + "readout_selector": "before_answer", + "tracked": ["cubic", "extinction", "close-packed"], + "answer": "FCC", + "acceptable_answers": ["face"], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "This is a recognition test rather than a prose association. Check that cubic rises from the extinction rule and is not merely present at the final layer." + }, + { + "slug": "materials-ductile-fractography", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Unnamed ductile-fracture vignette", + "description": "A fractographic description evokes a failure mechanism without naming it.", + "text": "The tensile specimen formed a pronounced waist before separation. Its failure surface contains rounded microscopic pits, each surrounding a second-phase particle, joined into a cup-and-cone profile.", + "readout_selector": "final_prompt_token", + "tracked": ["ductile", "microvoid", "void", "nucleation", "coalescence"], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "A strong result distinguishes the specific microvoid/coalescence mechanism from the broader adjective ductile. The generated-output absence control prevents counting a concept the model simply says next." + }, + { + "slug": "materials-intergranular-attack", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Unnamed boundary-localized degradation", + "description": "A processing and microscopy vignette should evoke a specific degradation mode.", + "text": "An austenitic stainless steel was held in a temperature range where carbides formed at crystallite edges. After exposure to an aggressive solution, attack traces connected paths along those edges while the grain interiors remain largely intact.", + "readout_selector": "final_prompt_token", + "tracked": ["intergranular", "boundary", "corrosion", "sensitization"], + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Inspect specificity: intergranular plus sensitization is more informative than generic corrosion. Tokenizer-level input checks catch accidental leakage." + }, + { + "slug": "materials-ductile-brittle-swap", + "shape": "PROBE_SWAP", + "protocol": "probe_swap", + "domain": "materials", + "category": "failure-response", + "title": "Ductile-to-brittle causal counterfactual", + "description": "Tests whether replacing a latent failure-response coordinate changes the declared downstream answer.", + "text": "A pure metal has many easy close-packed slip systems and accommodates extensive glide before separation. In a tensile test beyond yield it normally shows substantial", + "readout_selector": "before_answer", + "tracked": ["ductile"], + "answer": "elongation", + "swap_from": "ductile", + "swap_to": "brittle", + "swap_answer": "fracture", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Grade the clean and counterfactual output tokens. A target-rank improvement without the declared answer change is not causal success." + }, + { + "slug": "materials-pileup-focus", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Focus on a dislocation pile-up", + "description": "Teacher-forced carrier with a materials side concept.", + "user": "Write \"The blue notebook remained beside the furnace.\" Concentrate on a dislocation pile-up and its stress concentration while you write the sentence. Do not write anything else.", + "assistant_prefill": "The blue notebook remained beside the furnace.", + "readout_selector": "assistant_response", + "tracked": ["dislocation", "pile", "stress"], + "must_be_absent_from_output": true, + "condition": "focus", + "control_group": "materials-pileup-notebook", + "phrasing_id": "focus-01", + "carrier_id": "blue-notebook", + "target_family": "dislocation-pileup", + "note": "Compare only against the matched suppress and neutral records; the absolute rank by itself is not the modulation result." + }, + { + "slug": "materials-pileup-suppress", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Suppress a dislocation pile-up", + "description": "Matched suppress condition using the identical carrier and target set.", + "user": "Write \"The blue notebook remained beside the furnace.\" Try not to think about a dislocation pile-up or its stress concentration while you write the sentence. Do not write anything else.", + "assistant_prefill": "The blue notebook remained beside the furnace.", + "readout_selector": "assistant_response", + "tracked": ["dislocation", "pile", "stress"], + "must_be_absent_from_output": true, + "condition": "suppress", + "control_group": "materials-pileup-notebook", + "phrasing_id": "suppress-01", + "carrier_id": "blue-notebook", + "target_family": "dislocation-pileup" + }, + { + "slug": "materials-pileup-control", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Neutral carrier control", + "description": "Matched carrier with no materials side task.", + "user": "Write \"The blue notebook remained beside the furnace.\" Do not write anything else.", + "assistant_prefill": "The blue notebook remained beside the furnace.", + "readout_selector": "assistant_response", + "tracked": ["dislocation", "pile", "stress"], + "must_be_absent_from_output": true, + "condition": "control", + "control_group": "materials-pileup-notebook", + "phrasing_id": "control-01", + "carrier_id": "blue-notebook", + "target_family": "dislocation-pileup" + }, + { + "slug": "materials-defect-report", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Crystal-defect verbal-report swap", + "description": "Dynamically select the clean one-word report, then try sibling defect coordinates.", + "user": "Think of a crystalline defect. Answer in one word.", + "readout_selector": "final_prompt_token", + "tracked": ["vacancy", "dislocation", "interstitial", "twin", "boundary"], + "swap_to": "interstitial", + "candidates": ["vacancy", "dislocation", "interstitial", "twin", "boundary"], + "note": "Inspect every recorded candidate trial. The primary diagnostic is whether the one-word report changes to the installed sibling, not whether its internal rank merely improves." + } + ] +} diff --git a/jlens_materials/prompts/materials-reasoning-pilot-v1.json b/jlens_materials/prompts/materials-reasoning-pilot-v1.json new file mode 100644 index 0000000000000000000000000000000000000000..b06d933baa787e5a5957fe5550932172288ceb96 --- /dev/null +++ b/jlens_materials/prompts/materials-reasoning-pilot-v1.json @@ -0,0 +1,409 @@ +{ + "description": "Frozen chat-formatted clean-answer pilot.", + "prompts": [ + { + "slug": "reason-hall-01", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "category": "grain-size", + "title": "Grain-size comparison", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "user": "Two otherwise identical polycrystals have mean grain sizes 50 and 5 micrometers. Grain interfaces impede carrier motion. Which specimen has the larger yield stress? Reply with exactly one word: fine or coarse.", + "readout_selector": "before_answer", + "tracked": [ + "Hall", + "Petch", + "strengthening", + "dislocation" + ], + "answer": "fine", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer." + }, + { + "slug": "reason-hall-02", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "category": "grain-size", + "title": "Grain-size comparison", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "user": "Two otherwise identical polycrystals have mean grain sizes 100 and 10 micrometers. Grain interfaces impede carrier motion. Which specimen has the larger yield stress? Reply with exactly one word: fine or coarse.", + "readout_selector": "before_answer", + "tracked": [ + "Hall", + "Petch", + "strengthening", + "dislocation" + ], + "answer": "fine", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer." + }, + { + "slug": "reason-hall-03", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "category": "grain-size", + "title": "Grain-size comparison", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "user": "Two otherwise identical polycrystals have mean grain sizes 40 and 4 micrometers. Grain interfaces impede carrier motion. Which specimen has the larger yield stress? Reply with exactly one word: fine or coarse.", + "readout_selector": "before_answer", + "tracked": [ + "Hall", + "Petch", + "strengthening", + "dislocation" + ], + "answer": "fine", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer." + }, + { + "slug": "reason-hall-04", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "category": "grain-size", + "title": "Grain-size comparison", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "user": "Two otherwise identical polycrystals have mean grain sizes 80 and 8 micrometers. Grain interfaces impede carrier motion. Which specimen has the larger yield stress? Reply with exactly one word: fine or coarse.", + "readout_selector": "before_answer", + "tracked": [ + "Hall", + "Petch", + "strengthening", + "dislocation" + ], + "answer": "fine", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer." + }, + { + "slug": "reason-griffith-01", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "category": "flaw-scaling", + "title": "Flaw-size scaling", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "user": "Two elastic plates have the same modulus and surface energy. One contains an internal elliptical flaw 2 times as long as the other. Is the critical remote tensile stress of the longer-flaw plate higher or lower? Reply with exactly one word.", + "readout_selector": "before_answer", + "tracked": [ + "Griffith", + "crack", + "fracture" + ], + "answer": "lower", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer." + }, + { + "slug": "reason-griffith-02", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "category": "flaw-scaling", + "title": "Flaw-size scaling", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "user": "Two elastic plates have the same modulus and surface energy. One contains an internal elliptical flaw 4 times as long as the other. Is the critical remote tensile stress of the longer-flaw plate higher or lower? Reply with exactly one word.", + "readout_selector": "before_answer", + "tracked": [ + "Griffith", + "crack", + "fracture" + ], + "answer": "lower", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer." + }, + { + "slug": "reason-griffith-03", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "category": "flaw-scaling", + "title": "Flaw-size scaling", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "user": "Two elastic plates have the same modulus and surface energy. One contains an internal elliptical flaw 9 times as long as the other. Is the critical remote tensile stress of the longer-flaw plate higher or lower? Reply with exactly one word.", + "readout_selector": "before_answer", + "tracked": [ + "Griffith", + "crack", + "fracture" + ], + "answer": "lower", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer." + }, + { + "slug": "reason-griffith-04", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "category": "flaw-scaling", + "title": "Flaw-size scaling", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "user": "Two elastic plates have the same modulus and surface energy. One contains an internal elliptical flaw 16 times as long as the other. Is the critical remote tensile stress of the longer-flaw plate higher or lower? Reply with exactly one word.", + "readout_selector": "before_answer", + "tracked": [ + "Griffith", + "crack", + "fracture" + ], + "answer": "lower", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer." + }, + { + "slug": "reason-schmid-01", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "category": "resolved-threshold", + "title": "Resolved-force threshold", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "user": "A single crystal has a resolved driving value of 120 MPa on its most favorably oriented system; the critical value is 80 MPa. Does microscopic plastic motion begin, or does the crystal remain elastic? Reply with exactly one word: slip or elastic.", + "readout_selector": "before_answer", + "tracked": [ + "Schmid", + "dislocation" + ], + "answer": "slip", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer." + }, + { + "slug": "reason-schmid-02", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "category": "resolved-threshold", + "title": "Resolved-force threshold", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "user": "A single crystal has a resolved driving value of 60 MPa on its most favorably oriented system; the critical value is 80 MPa. Does microscopic plastic motion begin, or does the crystal remain elastic? Reply with exactly one word: slip or elastic.", + "readout_selector": "before_answer", + "tracked": [ + "Schmid", + "dislocation" + ], + "answer": "elastic", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer." + }, + { + "slug": "reason-schmid-03", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "category": "resolved-threshold", + "title": "Resolved-force threshold", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "user": "A single crystal has a resolved driving value of 95 MPa on its most favorably oriented system; the critical value is 70 MPa. Does microscopic plastic motion begin, or does the crystal remain elastic? Reply with exactly one word: slip or elastic.", + "readout_selector": "before_answer", + "tracked": [ + "Schmid", + "dislocation" + ], + "answer": "slip", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer." + }, + { + "slug": "reason-schmid-04", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "category": "resolved-threshold", + "title": "Resolved-force threshold", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "user": "A single crystal has a resolved driving value of 45 MPa on its most favorably oriented system; the critical value is 65 MPa. Does microscopic plastic motion begin, or does the crystal remain elastic? Reply with exactly one word: slip or elastic.", + "readout_selector": "before_answer", + "tracked": [ + "Schmid", + "dislocation" + ], + "answer": "elastic", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer." + }, + { + "slug": "reason-particle-01", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "category": "particle-spacing", + "title": "Obstacle-spacing comparison", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "user": "A metal contains a fixed volume fraction of hard nonshearable particles. The center-to-center particle spacing decreases, so moving lattice line defects must curve between the obstacles. Is the required applied stress higher or lower? Reply with exactly one word.", + "readout_selector": "before_answer", + "tracked": [ + "Orowan", + "bowing", + "precipitation", + "strengthening" + ], + "answer": "higher", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer." + }, + { + "slug": "reason-particle-02", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "category": "particle-spacing", + "title": "Obstacle-spacing comparison", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "user": "A metal contains a fixed volume fraction of hard nonshearable particles. The center-to-center particle spacing increases, so moving lattice line defects must curve between the obstacles. Is the required applied stress higher or lower? Reply with exactly one word.", + "readout_selector": "before_answer", + "tracked": [ + "Orowan", + "bowing", + "precipitation", + "strengthening" + ], + "answer": "lower", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer." + }, + { + "slug": "reason-particle-03", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "category": "particle-spacing", + "title": "Obstacle-spacing comparison", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "user": "A metal contains a fixed volume fraction of hard nonshearable particles. The center-to-center particle spacing halves, so moving lattice line defects must curve between the obstacles. Is the required applied stress higher or lower? Reply with exactly one word.", + "readout_selector": "before_answer", + "tracked": [ + "Orowan", + "bowing", + "precipitation", + "strengthening" + ], + "answer": "higher", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer." + }, + { + "slug": "reason-particle-04", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "category": "particle-spacing", + "title": "Obstacle-spacing comparison", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "user": "A metal contains a fixed volume fraction of hard nonshearable particles. The center-to-center particle spacing doubles, so moving lattice line defects must curve between the obstacles. Is the required applied stress higher or lower? Reply with exactly one word.", + "readout_selector": "before_answer", + "tracked": [ + "Orowan", + "bowing", + "precipitation", + "strengthening" + ], + "answer": "lower", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer." + }, + { + "slug": "reason-intensity-01", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "category": "intensity-threshold", + "title": "Stress-intensity threshold", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "user": "A notched plate has applied mode-I intensity 20 MPa square-root-meter and a critical intensity 40 MPa square-root-meter. Is rapid extension stable or unstable? Reply with exactly one word.", + "readout_selector": "before_answer", + "tracked": [ + "toughness", + "crack", + "fracture" + ], + "answer": "stable", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer." + }, + { + "slug": "reason-intensity-02", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "category": "intensity-threshold", + "title": "Stress-intensity threshold", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "user": "A notched plate has applied mode-I intensity 50 MPa square-root-meter and a critical intensity 40 MPa square-root-meter. Is rapid extension stable or unstable? Reply with exactly one word.", + "readout_selector": "before_answer", + "tracked": [ + "toughness", + "crack", + "fracture" + ], + "answer": "unstable", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer." + }, + { + "slug": "reason-intensity-03", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "category": "intensity-threshold", + "title": "Stress-intensity threshold", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "user": "A notched plate has applied mode-I intensity 15 MPa square-root-meter and a critical intensity 30 MPa square-root-meter. Is rapid extension stable or unstable? Reply with exactly one word.", + "readout_selector": "before_answer", + "tracked": [ + "toughness", + "crack", + "fracture" + ], + "answer": "stable", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer." + }, + { + "slug": "reason-intensity-04", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "category": "intensity-threshold", + "title": "Stress-intensity threshold", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "user": "A notched plate has applied mode-I intensity 45 MPa square-root-meter and a critical intensity 35 MPa square-root-meter. Is rapid extension stable or unstable? Reply with exactly one word.", + "readout_selector": "before_answer", + "tracked": [ + "toughness", + "crack", + "fracture" + ], + "answer": "unstable", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true, + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer." + } + ] +} diff --git a/jlens_materials/prompts/materials-report-swap-dose-v1.json b/jlens_materials/prompts/materials-report-swap-dose-v1.json new file mode 100644 index 0000000000000000000000000000000000000000..ddc34b97f701d424c5030c730f2042e9466fff84 --- /dev/null +++ b/jlens_materials/prompts/materials-report-swap-dose-v1.json @@ -0,0 +1,70 @@ +{ + "description": "Exploratory verbal-report intervention dose study across five materials categories.", + "prompts": [ + { + "slug": "dose-report-defect", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "category": "defect", + "title": "Crystalline defect report", + "description": "Dynamically select the clean report and install sibling defect coordinates.", + "user": "Think of a crystalline defect. Answer in one word.", + "readout_selector": "final_prompt_token", + "tracked": ["vacancy", "dislocation", "interstitial", "twin", "boundary"], + "candidates": ["vacancy", "dislocation", "interstitial", "twin", "boundary"] + }, + { + "slug": "dose-report-failure", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "category": "failure-mode", + "title": "Failure-mode report", + "description": "Dynamically select the clean report and install sibling failure-mode coordinates.", + "user": "Think of a materials failure mode. Answer in one word.", + "readout_selector": "final_prompt_token", + "tracked": ["ductile", "brittle", "fatigue", "cleavage", "creep"], + "candidates": ["ductile", "brittle", "fatigue", "cleavage", "creep"] + }, + { + "slug": "dose-report-lattice", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "category": "lattice", + "title": "Crystal-lattice report", + "description": "Dynamically select the clean report and install sibling lattice coordinates.", + "user": "Think of a common crystal lattice. Answer using one abbreviation.", + "readout_selector": "final_prompt_token", + "tracked": ["FCC", "BCC", "HCP"], + "candidates": ["FCC", "BCC", "HCP"] + }, + { + "slug": "dose-report-deformation", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "category": "deformation", + "title": "Deformation-mechanism report", + "description": "Dynamically select the clean report and install sibling deformation coordinates.", + "user": "Think of a material deformation mechanism. Answer in one word.", + "readout_selector": "final_prompt_token", + "tracked": ["slip", "twinning", "creep", "diffusion"], + "candidates": ["slip", "twinning", "creep", "diffusion"] + }, + { + "slug": "dose-report-strengthening", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "category": "strengthening", + "title": "Strengthening-mechanism report", + "description": "Dynamically select the clean report and install sibling strengthening coordinates.", + "user": "Think of a metal strengthening mechanism. Answer in one word.", + "readout_selector": "final_prompt_token", + "tracked": ["precipitation", "solution", "grain", "work"], + "candidates": ["precipitation", "solution", "grain", "work"] + } + ] +} diff --git a/jlens_materials/prompts/mechanics-paper-example.json b/jlens_materials/prompts/mechanics-paper-example.json new file mode 100644 index 0000000000000000000000000000000000000000..ff563bcb00a000d951d331c965af70398786b254 --- /dev/null +++ b/jlens_materials/prompts/mechanics-paper-example.json @@ -0,0 +1,118 @@ +{ + "description": "Small schema example only. Expand each evaluation distribution to at least 50 independent items before quantitative reporting.", + "prompts": [ + { + "slug": "griffith-length-example", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "mechanics", + "title": "Brittle flaw scaling", + "description": "Input-absent mechanism before the expected answer.", + "text": "A brittle elastic plate contains a sharp internal flaw. Its failure load follows from balancing stored work released during advance against the cost of forming two fresh faces. With material properties fixed, the critical load is inversely proportional to the square root of the flaw's", + "readout_selector": "before_answer", + "tracked": ["Griffith", "crack"], + "answer": "length", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true + }, + { + "slug": "fatigue-striations-example", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "mechanics", + "title": "Repeated loading to fractographic feature", + "description": "The mechanism is latent; the requested output is a different token.", + "text": "A polished steel shaft undergoes millions of sub-yield load reversals. Microscopy shows one small increment of advance per reversal. The characteristic parallel markings left on the failure surface are called", + "readout_selector": "before_answer", + "tracked": ["fatigue"], + "answer": "striations", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true + }, + { + "slug": "ductile-counterfactual-example", + "shape": "PROBE_SWAP", + "protocol": "probe_swap", + "domain": "materials", + "category": "failure-response", + "title": "Failure-response counterfactual", + "description": "Grade the downstream answer, not target-direction rank movement.", + "text": "A metal can accommodate extensive dislocation glide before separation. Under a tensile test beyond yield it will exhibit substantial", + "readout_selector": "before_answer", + "tracked": ["ductile"], + "answer": "elongation", + "swap_from": "ductile", + "swap_to": "brittle", + "swap_answer": "fracture", + "must_be_absent_from_input": true, + "must_be_absent_from_output": true + }, + { + "slug": "plasticity-focus-example", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "mechanics", + "title": "Focus condition", + "description": "Teacher-forced carrier with an instructed side concept.", + "user": "Write \"The lab notebook lay open on the bench.\" Concentrate on crack-tip plasticity while you write the sentence. Don't write anything else.", + "assistant_prefill": "The lab notebook lay open on the bench.", + "readout_selector": "assistant_response", + "tracked": ["crack", "plasticity", "yield"], + "must_be_absent_from_output": true, + "condition": "focus", + "control_group": "plasticity-notebook", + "phrasing_id": "concentrate-01", + "carrier_id": "notebook", + "target_family": "crack-tip-plasticity" + }, + { + "slug": "plasticity-suppress-example", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "mechanics", + "title": "Suppress condition", + "description": "Matched carrier and targets with a suppress instruction.", + "user": "Write \"The lab notebook lay open on the bench.\" Try not to think about crack-tip plasticity while you write it. Don't write anything else.", + "assistant_prefill": "The lab notebook lay open on the bench.", + "readout_selector": "assistant_response", + "tracked": ["crack", "plasticity", "yield"], + "must_be_absent_from_output": true, + "condition": "suppress", + "control_group": "plasticity-notebook", + "phrasing_id": "suppress-01", + "carrier_id": "notebook", + "target_family": "crack-tip-plasticity" + }, + { + "slug": "plasticity-control-example", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "mechanics", + "title": "Neutral control", + "description": "Matched carrier without a side-task instruction.", + "user": "Write \"The lab notebook lay open on the bench.\" Don't write anything else.", + "assistant_prefill": "The lab notebook lay open on the bench.", + "readout_selector": "assistant_response", + "tracked": ["crack", "plasticity", "yield"], + "must_be_absent_from_output": true, + "condition": "control", + "control_group": "plasticity-notebook", + "phrasing_id": "control-01", + "carrier_id": "notebook", + "target_family": "crack-tip-plasticity" + }, + { + "slug": "failure-mode-report-example", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Dynamic verbal-report swap", + "description": "The clean greedy report is selected dynamically as the source.", + "user": "Think of a metal failure mode. Answer in one word.", + "readout_selector": "final_prompt_token", + "tracked": ["fatigue", "creep", "corrosion", "fracture", "buckling"], + "swap_to": "creep", + "candidates": ["fatigue", "creep", "corrosion", "fracture", "buckling"] + } + ] +} diff --git a/jlens_materials/prompts/protein.json b/jlens_materials/prompts/protein.json new file mode 100644 index 0000000000000000000000000000000000000000..2f1a71803eb0b6850dd1a0c10b40aa84391d807c --- /dev/null +++ b/jlens_materials/prompts/protein.json @@ -0,0 +1,148 @@ +{ + "prompts": [ + { + "slug": "protein-helix-multihop", + "shape": "MULTIHOP", + "domain": "protein", + "title": "Backbone H-bonds -> secondary structure (multi-hop)", + "description": "i to i+4 backbone hydrogen bonding. Track 'hydrogen'/'backbone' before 'helix'.", + "text": "In a folded protein, when the backbone carbonyl oxygen of one residue accepts a hydrogen bond from the amide of the residue four positions later, and this repeats down the chain, the local fold that results is the alpha", + "readout_at": -1, + "tracked": [ + "hydrogen", + "bond", + "backbone", + "helix", + "spiral" + ], + "note": "Two-hop: i,i+4 H-bond pattern -> alpha helix. 'hydrogen'/'bond'/'backbone' are the unspoken intermediates before the answer 'helix'." + }, + { + "slug": "protein-gfp-recognition", + "shape": "RECOGNITION", + "domain": "protein", + "title": "GFP sequence -> function (recognition)", + "description": "The paper's own example, ported: a GFP N-terminal fragment. Watch 'protein'/'fluor'/'green' appear a few residues in.", + "text": "What is this? MSKGEELFTGVVPILVELDGDVNGHKFSVSGEGEGDATYGKLTLKFICTTGKLPVPWPTL", + "readout_at": -1, + "tracked": [ + "protein", + "fluor", + "green", + "GFP", + "sequence", + "amino" + ], + "note": "Direct port of the paper's Figure 3 protein example (GFP). Their lens reads 'protein' ~5 residues in, then 'fluor' and 'green'. Reproducing this on Gemma is the cleanest cross-model check that the fitted lens is behaving." + }, + { + "slug": "protein-collagen-recognition", + "shape": "RECOGNITION", + "domain": "protein", + "title": "Gly-X-Y repeat -> collagen (recognition)", + "description": "A (Gly-Pro-Hyp)_n-like repeat. Does the lens surface 'collagen'/'triple'/'helix' from the motif alone?", + "text": "What is this? GPPGPKGDPGPQGPRGPAGPPGPAGPQGPKGDPGPQGPRGPAGPP", + "readout_at": -1, + "tracked": [ + "collagen", + "triple", + "helix", + "glycine", + "proline", + "fibril" + ], + "note": "Gly-X-Y (often Gly-Pro-Hyp) is the collagen signature. Whether the lens jumps from generic 'protein' to specific 'collagen' probes how much structured biochemical knowledge sits in the workspace." + }, + { + "slug": "protein-transmembrane-recognition", + "shape": "RECOGNITION", + "domain": "protein", + "title": "Hydrophobic stretch -> transmembrane (recognition)", + "description": "A ~20-residue hydrophobic run. Expect 'membrane'/'hydrophobic'/'transmembrane'/'helix'.", + "text": "What is this? KKPNGFILVGGVLLLGAAIIGGVMLFAYVVKKPN", + "readout_at": -1, + "tracked": [ + "membrane", + "hydrophobic", + "transmembrane", + "helix", + "lipid" + ], + "note": "A flanked poly-(L/I/V/A/G/F) stretch is the transmembrane-helix signature. Recognising it requires reading residue *chemistry*, not just 'this is a sequence'." + }, + { + "slug": "protein-amyloid-assoc", + "shape": "ASSOCIATION", + "domain": "protein", + "title": "Amyloid aggregation (association, unnamed)", + "description": "A vignette of misfolding and fibril formation. Does 'amyloid'/'aggregate'/'fibril' rise without being named?", + "text": "Under the microscope the soluble molecules had abandoned their folds. They had stacked edge to edge into long stiff ribbons that clumped into tangled plaques, each strand locked into its neighbour in a rigid pleated sheet.", + "readout_at": -1, + "tracked": [ + "amyloid", + "fibril", + "aggregate", + "misfold", + "beta", + "plaque" + ], + "note": "Association eval. The passage describes cross-beta amyloid formation (misfolding -> stacked beta strands -> fibrils/plaques) without the diagnostic words; a workspace concept of 'amyloid' should be readable at the close." + }, + { + "slug": "protein-fold-multihop", + "shape": "MULTIHOP", + "domain": "protein", + "title": "Hydrophobic collapse -> tertiary fold (multi-hop)", + "description": "Chain: sequence -> hydrophobic core -> native fold. Track 'hydrophobic'/'core'/'fold' in order.", + "text": "A denatured protein is returned to water. Its nonpolar side chains are driven out of contact with solvent and pack together in the interior, and this burial of hydrophobic residues is the main force that drives the chain back to its native", + "readout_at": -1, + "tracked": [ + "hydrophobic", + "core", + "collapse", + "fold", + "structure", + "native" + ], + "note": "Anfinsen-style hydrophobic-collapse chain: the intermediates 'hydrophobic' and 'core' should precede the answer 'fold'/'structure' across layers." + }, + { + "slug": "protein-modulation", + "shape": "MODULATION", + "domain": "protein", + "title": "Hold 'disulfide bond' while copying (modulation)", + "description": "Copy an unrelated sentence while concentrating on disulfide bonds. Does 'disulfide'/'cysteine'/'bridge' surface?", + "user": "Write \"The rain tapped against the window all afternoon.\" Concentrate on disulfide bonds while you write the sentence. Don't write anything else.", + "assistant_prefill": "The rain tapped against the window all afternoon.", + "readout_at": -1, + "tracked": [ + "disulfide", + "cysteine", + "bridge", + "bond", + "sulfur", + "cross" + ], + "note": "Directed modulation. The carrier is about rain; success is 'disulfide'/'cysteine' appearing in the lens across it, showing the workspace holds an instructed biochemical concept off-output." + }, + { + "slug": "protein-report-swap", + "shape": "REPORT_SWAP", + "domain": "protein", + "title": "Think of an amino acid -> swap (verbal report)", + "description": "'Think of an amino acid. Answer in one word.' Swap the chosen residue's lens vector for a sibling; check the report changes.", + "user": "Think of an amino acid. Answer in one word.", + "readout_at": -1, + "tracked": [ + "glycine", + "alanine", + "leucine", + "serine", + "proline" + ], + "swap_from": "glycine", + "swap_to": "proline", + "note": "Verbal-report swap. Amino-acid names are the 'sport' category analogue; the swap tests whether the reported residue is set by the workspace coordinate at the report position." + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/comparison_Qwen25-05B-Instruct_vs_gpt2.json b/jlens_materials/runs/comparison_Qwen25-05B-Instruct_vs_gpt2.json new file mode 100644 index 0000000000000000000000000000000000000000..5985356c1951c7af557190773fa526c54f820ba9 --- /dev/null +++ b/jlens_materials/runs/comparison_Qwen25-05B-Instruct_vs_gpt2.json @@ -0,0 +1,198 @@ +{ + "tag": "Qwen25-05B-Instruct_vs_gpt2", + "models": [ + "Qwen/Qwen2.5-0.5B-Instruct", + "gpt2" + ], + "provider": "anthropic", + "offline": true, + "hitrate": { + "shapes": [ + "MULTIHOP", + "ASSOCIATION", + "RECOGNITION", + "MODULATION", + "REPORT_SWAP" + ], + "labels": [ + "Qwen2.5-0.5B-Instruct", + "gpt2" + ], + "values": [ + [ + 0.625, + 0.2, + 0.07142857142857142, + 0.5555555555555556, + 0.5 + ], + [ + 0.4782608695652174, + 0.3, + 0.0, + NaN, + NaN + ] + ] + }, + "swaps": [ + { + "model": "Qwen2.5-0.5B-Instruct", + "slug": "fracture-report-swap", + "source": "fatigue", + "target": "creep", + "alpha": 1.0, + "source_rank_clean": 86, + "source_rank_swapped": 7933, + "target_rank_clean": 324, + "target_rank_swapped": 154 + } + ], + "analysis": "[offline template] Comparison of Qwen2.5-0.5B-Instruct, gpt2. Highest overall top-5 surfacing rate: Qwen2.5-0.5B-Instruct. See the grouped-bar and concept-rank figures for the per-shape and per-concept breakdown.", + "per_prompt": [ + { + "slug": "fracture-griffith", + "title": "Griffith criterion (multi-hop)", + "shape": "MULTIHOP", + "domain": "fracture", + "figure": "figures/compare/Qwen25-05B-Instruct_vs_gpt2/fracture-griffith__ranks.png", + "cross": "[offline template] Qwen2.5-0.5B-Instruct: 3 concept(s) in lens top-5 (energy, surface, crack); gpt2: 2 concept(s) in lens top-5 (energy, surface).", + "models": [ + "Qwen2.5-0.5B-Instruct", + "gpt2" + ] + }, + { + "slug": "fracture-fatigue", + "title": "Cyclic loading -> failure mode (multi-hop)", + "shape": "MULTIHOP", + "domain": "fracture", + "figure": "figures/compare/Qwen25-05B-Instruct_vs_gpt2/fracture-fatigue__ranks.png", + "cross": "[offline template] Qwen2.5-0.5B-Instruct: 3 concept(s) in lens top-5 (fatigue, crack, cyclic); gpt2: 1 concept(s) in lens top-5 (crack).", + "models": [ + "Qwen2.5-0.5B-Instruct", + "gpt2" + ] + }, + { + "slug": "fracture-toughness-chain", + "title": "Stress-intensity factor chain (multi-hop)", + "shape": "MULTIHOP", + "domain": "fracture", + "figure": "figures/compare/Qwen25-05B-Instruct_vs_gpt2/fracture-toughness-chain__ranks.png", + "cross": "[offline template] Qwen2.5-0.5B-Instruct: 4 concept(s) in lens top-5 (stress, intensity, toughness, propagate); gpt2: 3 concept(s) in lens top-5 (stress, intensity, toughness).", + "models": [ + "Qwen2.5-0.5B-Instruct", + "gpt2" + ] + }, + { + "slug": "fracture-brittle-assoc", + "title": "Brittle fracture (association, unnamed)", + "shape": "ASSOCIATION", + "domain": "fracture", + "figure": "figures/compare/Qwen25-05B-Instruct_vs_gpt2/fracture-brittle-assoc__ranks.png", + "cross": "[offline template] Qwen2.5-0.5B-Instruct: 1 concept(s) in lens top-5 (glass); gpt2: 2 concept(s) in lens top-5 (glass, shatter).", + "models": [ + "Qwen2.5-0.5B-Instruct", + "gpt2" + ] + }, + { + "slug": "fracture-ductile-assoc", + "title": "Ductile failure (association, unnamed)", + "shape": "ASSOCIATION", + "domain": "fracture", + "figure": "figures/compare/Qwen25-05B-Instruct_vs_gpt2/fracture-ductile-assoc__ranks.png", + "cross": "[offline template] Qwen2.5-0.5B-Instruct: 0 concept(s) in lens top-5; gpt2: 0 concept(s) in lens top-5.", + "models": [ + "Qwen2.5-0.5B-Instruct", + "gpt2" + ] + }, + { + "slug": "fracture-stress-recognition", + "title": "Stress state from a tensor (recognition)", + "shape": "RECOGNITION", + "domain": "fracture", + "figure": "figures/compare/Qwen25-05B-Instruct_vs_gpt2/fracture-stress-recognition__ranks.png", + "cross": "[offline template] Qwen2.5-0.5B-Instruct: 1 concept(s) in lens top-5 (mode); gpt2: 0 concept(s) in lens top-5.", + "models": [ + "Qwen2.5-0.5B-Instruct", + "gpt2" + ] + }, + { + "slug": "protein-helix-multihop", + "title": "Backbone H-bonds -> secondary structure (multi-hop)", + "shape": "MULTIHOP", + "domain": "protein", + "figure": "figures/compare/Qwen25-05B-Instruct_vs_gpt2/protein-helix-multihop__ranks.png", + "cross": "[offline template] Qwen2.5-0.5B-Instruct: 3 concept(s) in lens top-5 (hydrogen, bond, backbone); gpt2: 3 concept(s) in lens top-5 (hydrogen, bond, backbone).", + "models": [ + "Qwen2.5-0.5B-Instruct", + "gpt2" + ] + }, + { + "slug": "protein-gfp-recognition", + "title": "GFP sequence -> function (recognition)", + "shape": "RECOGNITION", + "domain": "protein", + "figure": "figures/compare/Qwen25-05B-Instruct_vs_gpt2/protein-gfp-recognition__ranks.png", + "cross": "[offline template] Qwen2.5-0.5B-Instruct: 0 concept(s) in lens top-5; gpt2: 0 concept(s) in lens top-5.", + "models": [ + "Qwen2.5-0.5B-Instruct", + "gpt2" + ] + }, + { + "slug": "protein-collagen-recognition", + "title": "Gly-X-Y repeat -> collagen (recognition)", + "shape": "RECOGNITION", + "domain": "protein", + "figure": "figures/compare/Qwen25-05B-Instruct_vs_gpt2/protein-collagen-recognition__ranks.png", + "cross": "[offline template] Qwen2.5-0.5B-Instruct: 0 concept(s) in lens top-5; gpt2: 0 concept(s) in lens top-5.", + "models": [ + "Qwen2.5-0.5B-Instruct", + "gpt2" + ] + }, + { + "slug": "protein-transmembrane-recognition", + "title": "Hydrophobic stretch -> transmembrane (recognition)", + "shape": "RECOGNITION", + "domain": "protein", + "figure": "figures/compare/Qwen25-05B-Instruct_vs_gpt2/protein-transmembrane-recognition__ranks.png", + "cross": "[offline template] Qwen2.5-0.5B-Instruct: 0 concept(s) in lens top-5; gpt2: 0 concept(s) in lens top-5.", + "models": [ + "Qwen2.5-0.5B-Instruct", + "gpt2" + ] + }, + { + "slug": "protein-amyloid-assoc", + "title": "Amyloid aggregation (association, unnamed)", + "shape": "ASSOCIATION", + "domain": "protein", + "figure": "figures/compare/Qwen25-05B-Instruct_vs_gpt2/protein-amyloid-assoc__ranks.png", + "cross": "[offline template] Qwen2.5-0.5B-Instruct: 1 concept(s) in lens top-5 (plaque); gpt2: 1 concept(s) in lens top-5 (plaque).", + "models": [ + "Qwen2.5-0.5B-Instruct", + "gpt2" + ] + }, + { + "slug": "protein-fold-multihop", + "title": "Hydrophobic collapse -> tertiary fold (multi-hop)", + "shape": "MULTIHOP", + "domain": "protein", + "figure": "figures/compare/Qwen25-05B-Instruct_vs_gpt2/protein-fold-multihop__ranks.png", + "cross": "[offline template] Qwen2.5-0.5B-Instruct: 2 concept(s) in lens top-5 (structure, native); gpt2: 2 concept(s) in lens top-5 (structure, native).", + "models": [ + "Qwen2.5-0.5B-Instruct", + "gpt2" + ] + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-12b-it-heldout-v1-seed0.json b/jlens_materials/runs/gemma4-12b-it-heldout-v1-seed0.json new file mode 100644 index 0000000000000000000000000000000000000000..e1050d0fa76aa2c991cf1492fe2990fafef0c25e --- /dev/null +++ b/jlens_materials/runs/gemma4-12b-it-heldout-v1-seed0.json @@ -0,0 +1,157431 @@ +{ + "format_version": 2, + "created_at": "2026-08-25T09:51:19.652946+00:00", + "model": "google/gemma-4-12B-it", + "model_identity": { + "requested_id": "google/gemma-4-12B-it", + "requested_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "model_class": "Gemma4UnifiedForConditionalGeneration", + "config_name_or_path": "google/gemma-4-12B-it", + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-12B-it", + "vocab_size": 262144, + "n_layers": 48, + "d_model": 3840, + "dtype": "bfloat16" + }, + "tag": "gemma4-12b-it-heldout-v1-seed0", + "n_layers": 48, + "d_model": 3840, + "lens_n_prompts": 1000, + "lens_provenance": { + "corpus": { + "dataset": "Salesforce/wikitext", + "kind": "huggingface", + "min_chars": 600, + "records": 1000, + "requested_records": 1000, + "revision": "b08601e04326c79dfdd32d625aee71d232d685c3", + "seed": 0, + "sha256": "a4b31b0673b21a932e33494c8471fb53577bd39b041f0799431c912876f5681e", + "split": "train", + "subset": "wikitext-103-raw-v1", + "text_field": "text", + "unique_records": 1000 + }, + "created_at": "2026-08-21T14:18:23.415141+00:00", + "dim_batch": 12, + "format_version": 1, + "hub": { + "path_in_repo": "gemma4-12b-it/paper/seed0.pt", + "repo_id": "lamm-mit/gemma4-jacobian-lenses", + "repo_type": "model", + "revision": "main", + "uploaded_at": "2026-08-23T10:35:08.696240+00:00" + }, + "model": { + "config_name_or_path": "google/gemma-4-12B-it", + "d_model": 3840, + "dtype": "bfloat16", + "model_class": "Gemma4UnifiedForConditionalGeneration", + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "n_layers": 48, + "requested_id": "google/gemma-4-12B-it", + "requested_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-12B-it", + "vocab_size": 262144 + }, + "paper_reference": "https://transformer-circuits.pub/2026/workspace/index.html", + "recipe": { + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers.", + "max_seq_len": 128, + "n_fit": 1000, + "name": "paper", + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "target_layer": -2 + }, + "source_layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45 + ], + "target_layer": 46, + "upstream_reference": "lamm-mit/jacobian-lens@581d398613e5602a5af361e1c34d3a92ea82ba8e" + }, + "methodology": { + "recipe": { + "name": "paper", + "n_fit": 1000, + "max_seq_len": 128, + "target_layer": -2, + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers." + }, + "claims_level": "paper-protocol quantitative", + "paper_protocol_complete": true, + "strict_protocol": true, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 50, + "evaluation_max_seq_len": 512, + "generation_max_new_tokens": 1, + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "dtype": "bfloat16", + "layer_stride": 1, + "prompt_source": "prompts/materials-heldout-v1-preregistered.json", + "swaps_enabled": false, + "swap_alpha": 1.0 + }, + "shapes": [ + "ASSOCIATION" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": { + "ASSOCIATION": { + "n_items": 50, + "minimum_required": 50, + "sufficient_sample": true, + "ks": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "jacobian_lens": { + "pass_at_k": [ + 0.02333333333333333, + 0.02333333333333333, + 0.02333333333333333, + 0.02333333333333333, + 0.03, + 0.06833333333333333, + 0.09166666666666666 + ], + "auc_log_k": 0.03750429164859992, + "bootstrap_95": { + "1": { + "mean": 0.02333333333333333, + "low": 0.0, + "high": 0.05333333333333332 + }, + "2": { + "mean": 0.02333333333333333, + "low": 0.0, + "high": 0.05333333333333332 + }, + "5": { + "mean": 0.02333333333333333, + "low": 0.0, + "high": 0.05333333333333332 + }, + "10": { + "mean": 0.02333333333333333, + "low": 0.0, + "high": 0.05333333333333332 + }, + "20": { + "mean": 0.03, + "low": 0.006666666666666666, + "high": 0.06 + }, + "50": { + "mean": 0.06833333333333333, + "low": 0.03166666666666666, + "high": 0.10833333333333332 + }, + "100": { + "mean": 0.09166666666666666, + "low": 0.045, + "high": 0.14166666666666666 + } + } + }, + "logit_lens": { + "pass_at_k": [ + 0.02333333333333333, + 0.02333333333333333, + 0.028333333333333332, + 0.028333333333333332, + 0.04166666666666666, + 0.09166666666666666, + 0.17833333333333334 + ], + "auc_log_k": 0.051768883253839666 + } + } + }, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 0, + "n_graded": 0, + "minimum_required": 50, + "sufficient_sample": false, + "protocol_success_rate": null, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [], + "prompts": [ + { + "slug": "heldout-v1-assoc-ductile-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Energy-absorbing dimpled separation 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A round aluminum bar stretched into a pronounced waist before separating. The mating faces contained hemispherical pits centered on inclusions and a slanted tearing rim.", + "prompt_tail": "luminum bar stretched into a pronounced waist before separating. The mating faces contained hemispherical pits centered on inclusions and a slanted tearing rim.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-ductile-01", + "carrier_id": null, + "target_family": "ductile", + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " slanted", + "generated_token_ids": [ + 169434 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 891, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 2954 + }, + { + "label": "nucleation", + "best_rank": 33097, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 2833 + }, + { + "label": "coalescence", + "best_rank": 2837, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 1353 + }, + { + "label": "void", + "best_rank": 3076, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 920 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "orna", + "ement", + "supernatural", + "ily", + "Supernatural", + "oji", + "bou", + "Lorraine", + "jor", + "oport", + "Gui", + "Jang", + "Noor", + "plong", + "Cher", + "Abr", + "Supreme", + "olong", + "Mar", + "lak", + "jang" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ily", + "oji", + "orna", + "ugas", + "mathbb", + "mem", + "oms", + "iores", + "lak", + "Arora", + "ool", + "zym", + "ORS", + "gh", + "ingles", + "aboo", + "ORT", + "ORN", + "ht", + "ancher", + "Gui", + "luch", + "otrop" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Kham", + "Fres", + "handful", + "crawled", + "WORTH", + "TECHNICAL", + "Happen", + "hse", + "Birthday", + "RECOMM", + "happen", + "WHAT", + "EVERY", + "Scores", + "HAS", + "Hassel", + "GRAM", + "headline", + "lias" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Za", + "neuron", + "Printers", + "Hd", + "Printer", + "Za", + "squre", + "slik", + "ceo", + "rectMode", + "magnesium", + "innervation", + "Magnesium", + "DecodingError", + "Dryer", + "creases", + "prus", + "Writers" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "normalization", + "fqsen", + "Christi", + "Birthday", + "Lobkowicz", + "nvidia", + "NORMAL", + "Xiv", + "Za", + "pewno", + "odes", + "nascita", + "Highlights", + "Venez", + "KD" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Kristall", + "atth", + "rewrite", + "pewno", + "Chrys", + "NORMAL", + "Saldo", + "Saudi", + "Hd", + "uzz", + "Soda", + "chrysanthemum", + "pencil", + "Lens", + "Cameras", + "UD", + "Lambda" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Kristall", + "Chrys", + "Saldo", + "Birthday", + "pewno", + "sampel", + "mas", + "chrysanthemum", + "Ink", + "Hd", + "worsen", + "pencil", + "Saudi", + "Lazada", + "Sadd", + "rangea", + "Za", + "Lens", + "saa", + "XXV", + "domin", + "keV" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "WORTH", + "handful", + "WHIT", + "registro", + "berth", + "TECHNICAL", + "Lives", + "OFFICE", + "haf", + "COR", + "wah", + "FAF", + "Official", + "genesis", + "ForegroundColor", + "hetero", + "ForEach", + "Nickname", + "WHIT", + "nutric", + "enl", + "nho", + "Instance" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "t", + "creases", + "slik", + "energetic", + "exuber", + "Hd", + "sufferings", + "vc", + "Hd", + "softness", + "sene", + "cephal", + "compassion", + "sellers", + "genu", + "sensation", + "soften", + "impediments", + "s", + "incompar", + "salva" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "med", + "s", + "gehend", + "t", + "uette", + "dir", + "skept", + "nesses", + "ujos", + "en", + "mselves", + "uelles", + "ures", + "og", + "ebel", + "bulb", + "eness", + "est", + "enburg", + "domin", + "esia", + "oq", + "natural" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "med", + "en", + "s", + "rog", + "eness", + "heartedly", + "ujos", + "lepas", + "ures", + "ured", + "iven", + "night", + "gehend", + "urably", + "uette", + "haja", + "meng", + "g", + "uating", + "trach", + "shore", + "perfecta", + "med", + "theater", + "mole", + "haf" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "certeza", + "examples", + "urious", + "esimerkiksi", + "soften", + "voila", + "certainly", + "digamos", + "ures", + "Moreover", + "udir", + "ogo", + "softening", + "dog", + "Furthermore", + "dif", + "seductive", + "folds", + "conven", + "furthermore", + "heartedly", + "misalnya", + "gehend", + "relieves", + "cetera" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "examples", + "urious", + "esimerkiksi", + "certeza", + "soften", + "certainly", + "preponder", + "digamos", + "folds", + "enorm", + "softening", + "imperatives", + "dif", + "dog", + "ified", + "misalnya", + "comienzo", + "creases", + "ures", + "exuber", + "slik", + "relieves", + "vehement", + "sonsten", + "conven", + "etheless" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "virt", + "med", + "decadent", + "sheep", + "bole", + "urably", + "verg", + "hospitable", + "itect", + "voila", + "matics", + "deft", + "conspicuous", + "politik", + "mole", + "xr", + "tyle", + "necessary", + "sheep", + "zeug", + "perhaps", + "hl", + "roir", + "dismal", + "cuidado", + "prejudicial", + "xico", + "sworth" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sensibility", + "thoughtful", + "sheep", + "assertions", + "sheep", + "quartz", + "goddess", + "expansive", + "pragmatic", + "vehement", + "zeug", + "seductive", + "mah", + "ed", + "cryptic", + "extensive", + "defensive", + "skept", + "decadent", + "gegen", + "poetic", + "shady", + "erratic" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "cryptic", + "egregious", + "thoughtful", + "expansive", + "sporadic", + "whimsical", + "nefarious", + "extensive", + "sensibility", + "ODM", + "linson", + "ominous", + "gothic", + "protested", + "shaved", + "dismal", + "frivolous", + "capricious", + "defensive", + "discord", + "gems", + "mundane", + "obscured", + "heinous", + "assertions", + "poignant", + "erratic", + "typescript", + "engravings", + "horrid" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "thoughtful", + "cryptic", + "extensive", + "gothic", + "obscured", + "heinous", + "ornamental", + "expansive", + "typescript", + "Postgres", + "obtuse", + "ominous", + "gestures", + "protested", + "frivolous", + "noxious", + "gejala", + "adjacent", + "defensive", + "mundane", + "PLOAD", + "obnoxious", + "horrid", + "hashed", + "pubescent", + "dyspe" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "engraved", + "decadent", + "obscured", + "protruding", + "pubescent", + "egregious", + "sculpted", + "jagged", + "luscious", + "edges", + "extruded", + "ghostly", + "protested", + "angled", + "hashed", + "pvc", + "textured", + "undesirable", + "flared", + "vehement", + "mumbled", + "geometric", + "nuanced", + "treacherous", + "unruly", + "botched", + "extensive", + "irregular", + "problematic", + "sporadic", + "diffraction", + "expansive" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "s", + "jellem", + "zuz", + "khas", + "jagged", + "t", + "discernible", + "med", + "sur", + "preponder", + "dac", + "digamos", + "ed", + "predominant", + "beau", + "particular", + "Gestaltung", + "piro", + "seg", + "istry", + "rogen", + "sag", + "Integrity", + "decadent", + "dir", + "determinada", + "Tz", + "slanted" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "slanted", + "slant", + "seg", + "tapered", + "jagged", + "edges", + "ed", + "angled", + "pendientes", + "unfinished", + "NotImplemented", + "sheared", + "slant", + "stucco", + "latent", + "Sharp", + "sunken", + "raised", + "oriented", + "decadent", + "s", + "zig", + "pronunci", + "latent", + "undesirable", + "hinged", + "variegated", + "appreciable", + "ridges", + "faulted" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "slanted", + "slant", + "Raised", + "obliqu", + "sheared", + "raised", + "edge", + "angled", + "slant", + "Angular", + "angular", + "sloping", + "Alo", + "laterally", + "frayed", + "Posted", + "Alo", + "pronunci", + "recessed", + "angular", + "jagged", + "pendientes", + "angle", + "angles", + "Calvary", + "ymmetric" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "angled", + "slanted", + "raised", + "ed", + "jagged", + "slant", + "sheared", + "obliqu", + "sloping", + "slant", + "Raised", + "tilted", + "recessed", + "tapered", + "wedge", + "angle", + "ragged", + "raised", + "s", + "Plateau", + "pendientes", + "triangular", + "oblique", + "obtuse", + "visible", + "elevated", + "forth", + "Angular" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "slanted", + "slant", + "slant", + "tilted", + "angled", + "slalom", + "sheared", + "sl", + "sloping", + "bent", + "tapered", + "tilt", + "ilted", + "angled", + "Sl", + "pendientes", + "sl", + "torn", + "tilt", + "crooked", + "tangle", + "anted", + "triang", + "incline", + "raised", + "inclined", + "jagged" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "slanted", + "slant", + "slant", + "tilted", + "sl", + "angled", + "tapered", + "sheared", + "Sl", + "ilted", + "bent", + "slalom", + "angled", + "t", + "anted", + "wrinkled", + "notched", + "Taunton", + "l", + "incline", + "bl", + "lant", + "pendientes", + "sloping", + "ed", + "le", + "ta" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "slanted", + "slant", + "slant", + "Sl", + "sheared", + "tagli", + "sl", + "Slater", + "T", + "slotted", + "anted", + "Maitland", + "l", + "ilted", + "P", + "tilted", + "slashed", + "Taunton", + "ted", + "Consent", + "moulded", + "ooled", + "ounced", + "thickened", + "ta", + "landlord", + "slaughtered", + "ulated" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "slanted", + "tension", + "transition", + "slant", + "triangle", + "truncated", + "constant", + "linear", + "torn", + "tent", + "tangent", + "straight", + "solid", + "terr", + "slightly", + "horizontally", + "diagonal", + "bell", + "leftist", + "tilted", + "lens", + "l", + "continuous", + "salient", + "tangential", + "triangular", + "standard", + "heart", + "brittle", + "common", + "tensile", + "melted" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 33631, + 131029, + 238043, + 64530, + 228042, + 214655, + 234027, + 250256, + 81701, + 40286, + 67291, + 15770, + 12209, + 34147, + 7548, + 5992, + 4255, + 892, + 10449, + 2316, + 44998, + 13898, + 18606, + 39952, + 24929, + 26979 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 161669, + 64621, + 3859, + 191482, + 23723, + 60570, + 102509, + 3570, + 212424, + 202330, + 128190, + 243607, + 238386, + 124731, + 189508, + 170678, + 186013, + 33098, + 49088, + 52953, + 118621, + 142362, + 186655, + 222093, + 182891, + 62701 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 228737, + 222176, + 40835, + 17574, + 1064, + 778, + 10602, + 177158, + 6997, + 19889, + 37671, + 30983, + 22405, + 76672, + 57640, + 52783, + 63229, + 3375, + 6747, + 7529, + 59185, + 30566, + 2838, + 4526, + 7922, + 5606 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 104, + 312, + 185863, + 125497, + 146789, + 218692, + 147984, + 23749, + 159787, + 111402, + 28329, + 70652, + 73263, + 12472, + 36878, + 9148, + 19132, + 3937, + 4748, + 3077, + 6152, + 4255, + 6835, + 13991, + 39901, + 17016 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 89736, + 62173, + 25932, + 102114, + 101365, + 75553, + 37259, + 15712, + 4287, + 4332, + 3059, + 3430, + 6273, + 2955 + ] + }, + { + "label": "nucleation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 33877, + 50787, + 43887, + 63672, + 63699, + 12296, + 38782, + 4582, + 6741, + 2834, + 26315, + 15748, + 75710, + 48696 + ] + }, + { + "label": "coalescence", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 258650, + 259407, + 251786, + 216244, + 107775, + 7358, + 3772, + 1354, + 6441, + 21442, + 81406, + 54463, + 98890, + 60788 + ] + }, + { + "label": "void", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 32818, + 15554, + 11074, + 49934, + 25532, + 921, + 6611, + 7752, + 3364, + 19486, + 12619, + 3575, + 3095, + 93789 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "axis", + "score": 5.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "on", + "output_checked": true + }, + { + "concept": "edge", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "rim", + "output_checked": true + }, + { + "concept": "preponder", + "score": 4.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "cintura", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "waist", + "output_checked": true + }, + { + "concept": "separation", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pvc", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "swirls", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "mottled", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "strewn", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "sculpted", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "diverge", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "envision", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "foil", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "aluminio", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "The", + "output_checked": true + }, + { + "concept": "Eber", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "on", + "output_checked": true + }, + { + "concept": "XXL", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "pronounced", + "output_checked": true + }, + { + "concept": "semif", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "mated", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "luscious", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "silvery", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "defam", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "rim", + "output_checked": true + }, + { + "concept": "cryptic", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "civilisation", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "round", + "output_checked": true + }, + { + "concept": "obscured", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "NodeJS", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "hemisph", + "output_checked": true + }, + { + "concept": "obtuse", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "slanted", + "output_checked": true + }, + { + "concept": "atrocious", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "tearing", + "output_checked": true + }, + { + "concept": "softener", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rim", + "output_checked": true + }, + { + "concept": "minecraft", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Grounds", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "separating", + "output_checked": true + }, + { + "concept": "envisioned", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "Nodes", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "tearing", + "output_checked": true + }, + { + "concept": "khas", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "inclusions", + "output_checked": true + }, + { + "concept": "apostolic", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "tearing", + "output_checked": true + }, + { + "concept": "riba", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "rim", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "antes", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "parted", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sexes", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "peligros", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "edges", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "rim", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "muscul", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "around", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "split", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "anatom", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "soften", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "The", + "output_checked": true + }, + { + "concept": "Veamos", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "crux", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "virt", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sensibility", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ments", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "woody", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "separating", + "output_checked": true + }, + { + "concept": "Americas", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "hemisph", + "output_checked": true + }, + { + "concept": "garnished", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "whats", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "alcoved", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "arent", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "spoon", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "engraved", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "multitudes", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "bar", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "ter", + "th", + "wh", + "and", + "row", + "gh", + "ar", + "ne", + "ook", + "yst", + "inter", + "left", + "set", + "any", + "anc", + "clud", + "ton", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "min", + "ground", + "ts", + "ces", + "rol" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "assert", + "ju", + "purposes", + "rence", + "kepada", + "perk", + "haute", + "flows", + "ocs", + "aquele", + "menes", + "uq", + "pitted", + "conflicted", + "Habsburg", + "tr", + "ner", + "son", + "ant", + "sl" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "iv", + "j", + "ust", + "ib", + "one", + "ound", + "ON", + "ict", + "raph", + "ke", + "ij", + "som", + "arn", + "mark", + "fin", + "ivid", + "RO", + "ird", + "oot", + "pha", + "mag", + "ably", + "ograph", + "epend", + "aring", + "ambda" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "er", + "en", + "s", + "al", + "ou", + "el", + "l", + "re", + "im", + "be", + "st", + "ir", + "if", + "est", + "wh", + "se", + "ain", + "su", + "j", + "ch", + "by", + "ies", + "our", + "ust", + "int", + "un", + "ich", + "ff", + "orm", + "able" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "de", + "ch", + "qu", + "ess", + "ity", + "The", + "age", + "ha", + "from", + "im", + "ad", + "us", + "ign", + "your", + "which", + "app", + "ar", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ag", + "ize", + "we", + "return", + "ays" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "en", + "at", + "an", + "it", + "is", + "le", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "de", + "ay", + "ir", + "ly", + "ver", + "ere", + "ill", + "ath", + "ex", + "art", + "The", + "iz", + "ud", + "ive", + "all", + "ard" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res", + "D" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "set", + "to", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "liaison", + "bringen", + "n", + "s", + "they", + "selection", + "eat", + "sehen", + "evol", + "heer", + "Ils", + "Publicity", + "am", + "aw", + "photograph", + "Was", + "lid" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "depart", + "liaison", + "evol", + "tentative", + "bringen", + "mellow", + "wunder", + "Publicity", + "aw", + "equip", + "perfectly", + "reput", + "Ful", + "technically", + "grandfather", + "colabor", + "aal", + "youtu", + "bildung", + "eat", + "imitation", + "EG" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "substantial", + "Verenigde", + "behalf", + "Tog", + "Publicity", + "equip", + "colabor", + "pochi", + "reliance", + "ameri", + "readily", + "administ", + "aal", + "tentative", + "tog", + "dictator", + "garanti", + "tanti", + "Creators", + "ecek" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "ameri", + "kowy", + "pochi", + "Verenigde", + "Tog", + "asesin", + "fielder", + "substantial", + "shaped", + "acciaio", + "behest", + "immense", + "damn", + "declining", + "slight", + "papan", + "aal", + "expertly", + "er" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "acciaio", + "immense", + "Tog", + "asesin", + "kowy", + "bunun", + "Considerable", + "shaped", + "pochi", + "slight", + "substantial", + "lach", + "expertly", + "ampio", + "fielder", + "ameri", + "Creators", + "damn" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "substantial", + "notifying", + "immense", + "sobbing", + "considerably", + "acciaio", + "slight", + "bahwa", + "notable", + "enclosed", + "noteworthy", + "bunun", + "Creators", + "considerable", + "tanti" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "reminiscent", + "protruding", + "decorated", + "formidable", + "strewn", + "positioned", + "nCharString", + "tpVar", + "supporting", + "tagReport", + "CustB", + "ed", + "txtbtn" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "reminiscent", + "nestled", + "positioned", + "interspersed", + "surrounded", + "predefined", + "ed", + "featured", + "punctuated", + "strewn", + "indistinct", + "formed", + "shaped", + "bordered", + "outlined", + "arched" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "protruding", + "reinforced", + "nestled", + "overarching", + "jagged", + "protrusions", + "arched", + "heightened", + "predefined", + "tilted", + "nuanced", + "tiered", + "undulating", + "ed", + "heavily", + "reminiscent", + "towering", + "mirrored", + "surrounded", + "etched", + "sunken", + "prominent", + "emphasized", + "thorny", + "shaped", + "protr", + "swirling", + "marred", + "punctuated", + "curving", + "symmetrical" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "jagged", + "deeply", + "highly", + "cohesive", + "slightly", + "vibrant", + "undulating", + "ed", + "massive", + "prominent", + "polished", + "uneven", + "curved", + "glossy", + "curving", + "nearly", + "heavily", + "resilient", + "elongated", + "tenacious", + "distinctive", + "reinforcing", + "nuanced", + "multifaceted", + "protruding", + "irregular", + "hollow", + "etched", + "arched", + "rounded", + "triangular", + "sprawling" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "jagged", + "tilted", + "steeply", + "asymmetrical", + "tapered", + "angled", + "slightly", + "edges", + "shaped", + "steep", + "uneven", + "ed", + "deeply", + "slanted", + "well", + "pronounced", + "recessed", + "multifaceted", + "edge", + "prominent", + "abrupt", + "irregular", + "interconnected", + "distinct", + "curved", + "inherently", + "bevel", + "sculpted", + "convoluted", + "triangular", + "inward", + "parallel" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "tilted", + "jagged", + "steeply", + "angled", + "slanted", + "and", + "slightly", + "inclined", + "stepped", + "oblique", + "ed", + "sheared", + "recessed", + "skewed", + "asymmetrical", + "steep", + "edges", + "inward", + "sloping", + "uneven", + "faceted", + "raised", + "steeper", + "inwardly", + "angle", + "ramp", + "sl", + "depressed", + "ragged", + "abrupt", + "tapered" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "tilted", + "angled", + "slanted", + "stepped", + "steep", + "recessed", + "steeply", + "raised", + "skewed", + "jagged", + "inclined", + "sloping", + "oblique", + "sheared", + "Edge", + "sl", + "ed", + "edges", + "sunken", + "bevel", + "edge", + "steeper", + "slant", + "ragged", + "slope", + "Edge", + "elongated" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "tilted", + "slanted", + "jagged", + "angled", + "oblique", + "skewed", + "slant", + "sloping", + "raised", + "stepped", + "inclined", + "obliquely", + "edged", + "sheared", + "recessed", + "steeply", + "tiered", + "slant", + "staggered", + "edges", + "ragged", + "tiered", + "ed", + "sl", + "scall", + "contoured", + "asymmetrical" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "slanted", + "slant", + "slant", + "sl", + "sl", + "Sl", + "tilted", + "Sl", + "sloping", + "skewed", + "angled", + "jagged", + "inclined", + "SL", + "oblique", + "slopes", + "incline", + "stepped", + "sheared", + "and", + "staggered", + "Slope", + "slumped", + "skew", + "t", + "crooked", + "steeper", + "tilt" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "slanted", + "slant", + "slant", + "tilted", + "angled", + "Sl", + "sloping", + "Sl", + "sl", + "slumped", + "skewed", + "slotted", + "inclined", + "steeply", + "sheared", + "Slope", + "oblique", + "incline", + "sunken", + "slalom", + "indented", + "sl", + "slopes", + "tapered", + "fractured", + "notched", + "jagged" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "slanted", + "slant", + "as", + "Sl", + "slant", + "on", + "to", + "and", + "sl", + "and", + "torn", + "en", + "SL", + "T", + "in", + "ripped", + "slumped", + "ar", + "slotted", + "j", + "an", + "band", + "ilted", + "erland", + "l", + "torn", + "sl", + "errated", + "ob" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "slanted", + "tension", + "transition", + "slant", + "triangle", + "truncated", + "constant", + "linear", + "torn", + "tent", + "tangent", + "straight", + "solid", + "terr", + "slightly", + "horizontally", + "diagonal", + "bell", + "leftist", + "tilted", + "lens", + "l", + "continuous", + "salient", + "tangential", + "triangular", + "standard", + "heart", + "brittle", + "common", + "tensile", + "melted" + ] + } + ], + "logit_surprising": [ + { + "concept": "each", + "score": 9.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "separating", + "output_checked": true + }, + { + "concept": "considerably", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "hemisph", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 6.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "positioned", + "score": 6.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "hemisph", + "output_checked": true + }, + { + "concept": "edge", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "rim", + "output_checked": true + }, + { + "concept": "aligned", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "hemisph", + "output_checked": true + }, + { + "concept": "been", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "tearing", + "output_checked": true + }, + { + "concept": "slight", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "jagged", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rim", + "output_checked": true + }, + { + "concept": "being", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "before", + "output_checked": true + }, + { + "concept": "ample", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "prominently", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "readily", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "protruding", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "seemingly", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "numerous", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "located", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "inclusions", + "output_checked": true + }, + { + "concept": "tilted", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "elongated", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "into", + "output_checked": true + }, + { + "concept": "separation", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "behest", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "notifying", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "separating", + "output_checked": true + }, + { + "concept": "also", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "tapering", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "coated", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "sculpted", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "waist", + "output_checked": true + }, + { + "concept": "two", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "alloy", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "split", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "shapes", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "into", + "output_checked": true + }, + { + "concept": "axis", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "on", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "overcome", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "waning", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "into", + "output_checked": true + }, + { + "concept": "behalf", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "on", + "output_checked": true + }, + { + "concept": "pochi", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "pronounced", + "output_checked": true + }, + { + "concept": "damn", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "recesses", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "acciaio", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "utama", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "substantial", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "their", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "separating", + "output_checked": true + }, + { + "concept": "bagian", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "markedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "whitish", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "inclusions", + "output_checked": true + }, + { + "concept": "however", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "imparts", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "undulating", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "waist", + "output_checked": true + }, + { + "concept": "thick", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "recessed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "predetermined", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "excavated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "tearing", + "output_checked": true + }, + { + "concept": "enhance", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "various", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "into", + "output_checked": true + }, + { + "concept": "reaching", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "between", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "sized", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "hemisph", + "output_checked": true + }, + { + "concept": "protrusions", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "contoured", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "asymmetrical", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "slanted", + "output_checked": true + }, + { + "concept": "fractured", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "tearing", + "output_checked": true + }, + { + "concept": "exaggerated", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "pronounced", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-01__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-01__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-01__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-01__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-ductile-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Energy-absorbing dimpled separation 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A nickel coupon accumulated large permanent elongation before rupture. Microscopy showed a honeycomb of deep depressions surrounding second-phase particles.", + "prompt_tail": "A nickel coupon accumulated large permanent elongation before rupture. Microscopy showed a honeycomb of deep depressions surrounding second-phase particles.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-ductile-02", + "carrier_id": null, + "target_family": "ductile", + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 6251, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 183 + }, + { + "label": "nucleation", + "best_rank": 3522, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 218 + }, + { + "label": "coalescence", + "best_rank": 3832, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 886 + }, + { + "label": "void", + "best_rank": 71, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 125 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "supernatural", + "ily", + "bou", + "orna", + "Jang", + "Supernatural", + "jor", + "oport", + "Gui", + "Lorraine", + "Noor", + "Abr", + "oji", + "Supreme", + "plong", + "lagoons", + "felter", + "olong", + "marinated", + "Anspr", + "aboo" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "mem", + "ily", + "felter", + "aboo", + "Abr", + "ht", + "oji", + "iores", + "ool", + "zym", + "omitempty", + "Gui", + "argmax", + "GSM", + "cim", + "gh", + "lak", + "improbable", + "GSM", + "cellaneous", + "matics" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Hd", + "nikk", + "pewno", + "Kristall", + "chrysanthemum", + "XXV", + "liberalization", + "ViewBag", + "lias", + "Za", + "Happen", + "WHAT" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Za", + "Hd", + "pewno", + "debris", + "Writers", + "embossing", + "nascita", + "abilia", + "recorder", + "haman", + "Indeed", + "combing", + "Lobkovic", + "squre", + "magnesium" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "lessness", + "Glover", + "ripe", + "ligt", + "Georg", + "Curie", + "unts", + "ters", + "Christi", + "ligation", + "URING", + "orial", + "Egyptian", + "ophthal", + "FBI", + "lattice", + "Coke", + "xj", + "Vicki", + "cinn" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "rewrite", + "NORMAL", + "Birthday", + "nvidia", + "pewno", + "chrysanthemum", + "Chrys", + "zeichnis", + "Kristall", + "atth", + "pencil", + "Donation", + "nextNode", + "Vann" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "pewno", + "Kristall", + "Saldo", + "Chrys", + "mas", + "sampel", + "Saudi", + "Ink", + "Birthday", + "chrysanthemum", + "Lens", + "Hd", + "domin", + "worsen", + "saa", + "Webcam", + "Lazada", + "rangea", + "Za", + "Sadd", + "pencil" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "WORTH", + "handful", + "WHIT", + "berth", + "Lives", + "TECHNICAL", + "registro", + "WHIT", + "COR", + "haf", + "ForegroundColor", + "OFFICE", + "genesis", + "nutric", + "Nickname", + "ueuse", + "HAS", + "Official", + "escal", + "ForEach", + "FAF", + "hai", + "reib" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "t", + "ebel", + "s", + "genu", + "energetic", + "slik", + "Hd", + "creases", + "exuber", + "vc", + "Hd", + "sav", + "sellers", + "sene", + "incompar", + "sizer" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "dir", + "og", + "est", + "to", + "as", + "med", + "ujos", + "s", + "enberg", + "no", + "gehend", + "oq", + "ve", + "si", + "uette", + "eness", + "enburg", + "is" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "night", + "haf", + "theater", + "en", + "lepas", + "selves", + "dir", + "amos", + "uette", + "to", + "enin", + "t", + "ujos", + "sda", + "rog", + "eness", + "shore" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "med", + "uette", + "t", + "Moreover", + "Kalau", + "esimerkiksi", + "dif", + "examples", + "urious", + "moreover", + "ve", + "sink", + "cetera", + "digamos", + "lepas", + "sen", + "folds", + "sur", + "f", + "fif", + "beispielsweise", + "voila" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "t", + "med", + "sur", + "enorm", + "preponder", + "esimerkiksi", + "dif", + "ve", + "moreover", + "examples", + "urious", + "folds", + "digamos", + "slik", + "cetera", + "dass", + "sen", + "uette", + "sene", + "s", + "misalnya", + "sink" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "med", + "uette", + "selves", + "night", + "virt", + "conspicuous", + "lepas", + "sheep", + "do", + "Kalau", + "vajj", + "roir", + "haf", + "digamos", + "credo", + "tyle", + "urious", + "Etc", + "dif", + "ding" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "med", + "sheep", + "uette", + "Etc", + "sensibility", + "ium", + "vehement", + "sink", + "bv", + "system", + "credo", + "og", + "night", + "sensual", + "emphatically", + "examples", + "dog", + "sheep", + "ness", + "lang", + "exemplo", + "dac", + "sen", + "urious", + "wire", + "insc", + "rific", + "hoff" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sheep", + "sensibility", + "nnnn", + "sensual", + "Etc", + "sporadic", + "Societe", + "visuals", + "ness", + "remarked", + "sistemi", + "bv", + "ium", + "system", + "VisualStudio", + "sheep", + "metamorph", + "sworth", + "ceci", + "incessant", + "emphatically", + "delineation", + "ovi", + "diagnostic", + "photographic", + "ogado" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "thoughtful", + "ornamental", + "cryptic", + "remarked", + "visuals", + "sensibility", + "ItemGroup", + "additive", + "ographic", + "diagnostic", + "suggestive", + "metaphys", + "tactile", + "STYLE", + "sheep", + "obstetric", + "typescript", + "diagnostic", + "leyici", + "erratic", + "visualizations", + "defensive", + "physiology" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "visualized", + "discernible", + "remarked", + "gaze", + "theor", + "hierarch", + "idiosync", + "elucidated", + "described", + "protrusions", + "discerned", + "heterogeneity", + "sporadic", + "lamented", + "jellem", + "observed", + "sensory", + "distinctly", + "crater", + "displayName", + "discontinuities", + "visualizar", + "Societe", + "demarc", + "delineated", + "sociocultural", + "hallmarks", + "sensorial", + "intric", + "assemblages" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "jellem", + "sur", + "eman", + "no", + "Gestaltung", + "t", + "situation", + "khas", + "radiol", + "serpentine", + "en", + "s", + "sur", + "Fink", + "Jacobsen", + "discernible", + "logotipo", + "observed", + "egreg", + "waarbij", + "no", + "particular", + "say" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "eman", + "jellem", + "micrographs", + "seg", + "Observed", + "sobretudo", + "superstit", + "enium", + "diagrama", + "observed", + "egreg", + "discernible", + "innermost", + "erasan", + "itization", + "khas", + "intimately", + "Mediterr", + "serpentine", + "determinante", + "sichtbar", + "inner", + "infiltr", + "Injection", + "nedostat", + "sobren", + "observed" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "jellem", + "eman", + "lubric", + "corral", + "Observed", + "intimately", + "sobretudo", + "seg", + "observa", + "kesan", + "topology", + "infiltr", + "Observations", + "features", + "impression", + "observed", + "obser", + "ed", + "tanto", + "characterize", + "anormal", + "CBN", + "Deut" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "ed", + "jellem", + "sobretudo", + "seen", + "eman", + "dendritic", + "seg", + "sbagli", + "morphologies", + "hors", + "corral", + "morph", + "visible", + "e", + "obed", + "sacrament", + "itized", + "impression", + "Observed", + "sichtbar", + "so", + "hof", + "observed" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "Microscopy", + "microscopy", + "microstructure", + "micro", + "morphology", + "Micro", + "micrograph", + "micro", + "morphologies", + "microsc", + "microm", + "Morphology", + "mikro", + "morph", + "Micro", + "morf", + "micrographs", + "Microsc", + "mic", + "morph", + "Morph", + "microscopic", + "porosity", + "ed", + "topography", + "Mikro", + "morphological", + "Microscope", + "poros" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "Microscopy", + "micrograph", + "microscopy", + "microstructure", + "on", + "micrographs", + "Micro", + "micro", + "surface", + "morphologies", + "surface", + "top", + "sur", + "morphology", + "topography", + "micro", + "Surface", + "subsurface", + "morf", + "SEM", + "morph", + "topographic", + "en", + "ed", + "atop", + "confocal", + "poolside", + "no", + "morph", + "to", + "no" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "on", + "Microscopy", + "subsurface", + "to", + "Sub", + "sub", + "I", + "P", + "microscopy", + "micrograph", + "S", + "subsid", + "T", + "in", + "en", + "Surface", + "ON", + "Second", + "as", + "i", + "honey", + "ar", + "p", + "M", + "subplot", + "Sub", + "C" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Sub", + "Sub", + "sub", + "subsurface", + "surface", + "sub", + "Secondly", + "Surface", + "second", + "These", + "Secondary", + "Also", + "Here", + "Second", + "Understanding", + "Phase", + "Analysis", + "Under", + "Morphology", + "Second", + "Secondary", + "Morph", + "second", + "Pressure", + "Particles", + "Sur", + "surrounding", + "Observation", + "Below", + "Honey", + "However", + "The" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 26460, + 81639, + 196099, + 112663, + 157754, + 231479, + 228446, + 252067, + 128567, + 130607, + 162017, + 51089, + 42864, + 63289, + 39903, + 55554, + 16259, + 11985, + 44691, + 21285, + 42788, + 33756, + 7492, + 6252, + 16808, + 64169 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 178744, + 100634, + 14763, + 168417, + 33058, + 34093, + 107864, + 2508, + 141401, + 80538, + 58155, + 201628, + 206282, + 90960, + 131174, + 93488, + 121856, + 14293, + 20712, + 32934, + 23114, + 39150, + 3523, + 8121, + 22233, + 8312 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 239637, + 243998, + 26864, + 26802, + 4552, + 2105, + 7779, + 162148, + 5241, + 22401, + 23981, + 20540, + 17526, + 44224, + 41863, + 78889, + 93241, + 10513, + 7220, + 12927, + 7824, + 11923, + 9865, + 3833, + 3736, + 22667 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 65, + 128, + 184939, + 229678, + 11600, + 201137, + 148219, + 28308, + 189726, + 78683, + 24824, + 53355, + 65297, + 16937, + 46627, + 13008, + 24178, + 11378, + 6139, + 325, + 210, + 253, + 72, + 137, + 39, + 205 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 100723, + 54036, + 25575, + 74377, + 8617, + 3693, + 8437, + 17824, + 3944, + 2091, + 390, + 1315, + 626, + 184 + ] + }, + { + "label": "nucleation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 21734, + 23981, + 22904, + 19916, + 17296, + 3392, + 12215, + 2192, + 1016, + 1200, + 2620, + 2147, + 2730, + 219 + ] + }, + { + "label": "coalescence", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 260799, + 261290, + 258724, + 254126, + 192991, + 16738, + 2810, + 1994, + 887, + 4508, + 1515, + 7331, + 14807, + 5056 + ] + }, + { + "label": "void", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 52979, + 17497, + 10525, + 16724, + 47534, + 10455, + 9122, + 6094, + 2041, + 216, + 302, + 258, + 126, + 1515 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "pvc", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "size", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "large", + "output_checked": true + }, + { + "concept": "dure", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "extension", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "Ironman", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "innumerable", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "honeycomb", + "output_checked": true + }, + { + "concept": "StringSet", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "BCD", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "cytology", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "mostrar", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "mucous", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "scale", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "large", + "output_checked": true + }, + { + "concept": "visualized", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "surrounds", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "surrounding", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "multitudes", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "baseless", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "sciences", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "dichotomy", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "editText", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "Bottom", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "large", + "output_checked": true + }, + { + "concept": "horrid", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "psychic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "spectrometers", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "worthless", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "rune", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "lunatic", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "mottled", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "LWR", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "second", + "output_checked": true + }, + { + "concept": "Miscellaneous", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "PVC", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "sue", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "khas", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "antes", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "semif", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "schwer", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "jellem", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sea", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "deep", + "output_checked": true + }, + { + "concept": "sufferings", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "endowment", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "bottom", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "large", + "output_checked": true + }, + { + "concept": "Oto", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "unsound", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "gently", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "surrounding", + "output_checked": true + }, + { + "concept": "dynamo", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "determinante", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "grunds", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "nit", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "second", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "fato", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "manner", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Gewalt", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "deep", + "output_checked": true + }, + { + "concept": "flanking", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Gent", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "surrounding", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "th", + "wh", + "res", + "row", + "gh", + "ar", + "ne", + "sa", + "yst", + "inter", + "anc", + "ey", + "ton", + "tr", + "pect", + "red", + "ray", + "ser", + "min", + "ts", + "ces", + "equ", + "years", + "be", + "son", + "eb", + "span", + "na" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "pitted", + "rence", + "haute", + "aquele", + "uq", + "conflicted", + "assert", + "stem", + "yaitu", + "perk", + "flows", + "ocs", + "redox", + "suff", + "birbir", + "decayed", + "absorbed" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "ed", + "se", + "ast", + "one", + "red", + "som", + "mark", + "vol", + "To", + "RO", + "oot", + "thing", + "mag", + "ump", + "kan", + "ware", + "ambda", + "That", + "mit", + "Med", + "utions", + "suggest", + "quick", + "ramework", + "couple", + "believe", + "usion", + "digital" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "or", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "l", + "st", + "im", + "g", + "u", + "se", + "be", + "if", + "th", + "us", + "ht", + "ers", + "and", + "ere", + "com", + "ess", + "pe", + "ain", + "ity", + "j", + "pl", + "ame" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "A", + "B", + "C", + "D", + "E", + "F", + "G", + "H", + "I", + "J", + "K", + "L", + "M", + "N", + "O", + "P", + "Q", + "R", + "S", + "T", + "U", + "V" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "le", + "ion", + "as", + "ent", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "ht", + "ere", + "com", + "pe", + "end", + "ill", + "ex", + "art", + "this", + "ies", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "ice", + "comp", + "St", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "set" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "of", + "they", + "eat", + "liaison", + "sehen", + "evol", + "sof", + "bringen", + "wunder", + "n", + "ers", + "equip", + "photograph", + "lid", + "selection", + "novembre", + "aal" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "s", + "ers", + "equip", + "slash", + "officially", + "administrator", + "technically", + "grandfather", + "aal", + "martial", + "ein", + "eat", + "imitation", + "EG", + "superstar", + "liaison", + "tentative", + "sof", + "devenu", + "bringen", + "mellow", + "gymnasium" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "slash", + "imitation", + "Verenigde", + "Tog", + "equip", + "expert", + "readily", + "organization", + "demise", + "tog", + "reliance", + "presidenta", + "ameri", + "asesin", + "behalf", + "aal", + "martial", + "ributor", + "bunun", + "tanti", + "Publicity", + "easily" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "kowy", + "tog", + "demise", + "er", + "bunun", + "ET", + "Tog", + "fielder", + "readily", + "ributor", + "ameri", + "appro", + "cooking", + "hur", + "equip", + "declining", + "cellar", + "pochi", + "asesin", + "tanti", + "aal", + "attacker", + "expert", + "slash" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "bunun", + "kowy", + "demise", + "er", + "Tog", + "cellar", + "fielder", + "ributor", + "ET", + "asesin", + "cooking", + "organization", + "litigation", + "ed", + "tanti", + "schap", + "aal", + "errori" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "bunun", + "ed", + "phenylsulfanyl", + "explained", + "of", + "demise", + "plicht", + "Couldn", + "er", + "kowy", + "fielder", + "sprintf", + "tog", + "ujar", + "cooking", + "et", + "tanti", + "phenoxymethyl", + "voltou", + "cellar" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "desses", + "but", + "of", + "esses", + "exacerbated", + "diese", + "essas", + "these", + "These", + "isso", + "former", + "cette", + "because", + "destes", + "reminiscent", + "elated", + "Gambar", + "described", + "sigh" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "described", + "reminiscent", + "observed", + "characterized", + "likened", + "suggesting", + "macroscopic", + "resembled", + "characteristic", + "attributed", + "abrupt", + "indicating", + "analogous", + "resulted", + "markedly", + "morphology", + "exhibited", + "mechanisms", + "described", + "revealed", + "resembling", + "characteristics", + "mechanism", + "suggests", + "attributing", + "caused", + "discovered", + "emblematic", + "illustrated", + "remarked" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "described", + "reminiscent", + "observed", + "likened", + "morphology", + "corrobor", + "succinctly", + "suggests", + "characteristic", + "mechanisms", + "emphasized", + "resembled", + "corroborated", + "visualized", + "underscored", + "unequivocal", + "characteristics", + "mechanism", + "interpreted", + "illustrates", + "analogous", + "pathology", + "facilitated", + "markedly", + "profoundly", + "intensified", + "elucidated", + "perplexed", + "description", + "revealed", + "architecture", + "outlined" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "cohesive", + "numerous", + "reminiscent", + "uncovering", + "described", + "observed", + "massive", + "surrounded", + "visually", + "undulating", + "irregular", + "focused", + "deeply", + "widespread", + "highly", + "densely", + "intricately", + "enormous", + "localized", + "cylindrical", + "morphology", + "inverted", + "excavated", + "strikingly", + "jagged", + "tenacious", + "various", + "identified", + "closely", + "homogeneous", + "documented", + "unprecedented" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "morphology", + "observed", + "surrounding", + "surrounded", + "localized", + "interconnected", + "surface", + "reminiscent", + "described", + "valleys", + "those", + "widespread", + "topography", + "macroscopic", + "surrounds", + "micrographs", + "texture", + "visualized", + "eroded", + "nanoscale", + "microscopy", + "crater", + "resembling", + "patterned", + "magnified", + "jagged", + "upheaval", + "structures", + "surroundings", + "exquisite", + "asymmetric", + "pattern" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "micrographs", + "morphology", + "microscopy", + "nanoscale", + "surrounded", + "microstructure", + "micrograph", + "observed", + "microscopic", + "topography", + "micro", + "indentation", + "microscope", + "surrounding", + "microsc", + "morphologies", + "mic", + "indent", + "voids", + "interfacial", + "indented", + "macroscopic", + "magnified", + "localized", + "imaging", + "Observed", + "structure", + "porosity", + "surrounds", + "crater" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "morphology", + "morphologies", + "micrographs", + "topography", + "morphological", + "Morphology", + "micrograph", + "Voids", + "microstructure", + "grain", + "microscopy", + "morph", + "ed", + "Texture", + "Morph", + "Metallurgy", + "crater", + "interfacial", + "Morph", + "Grain", + "texture", + "surface", + "Grain", + "indentation", + "Around", + "depressions", + "craters", + "observation", + "grains", + "nanoscale" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "morphology", + "morphologies", + "morph", + "micrograph", + "Morphology", + "Morph", + "morphological", + "Voids", + "micrographs", + "microscopy", + "microstructure", + "Morph", + "ed", + "topography", + "morph", + "depressions", + "crater", + "interfacial", + "phase", + "Microscopy", + "phase", + "Examination", + "nanoscale", + "craters", + "contoured", + "imaging", + "SEM", + "morf", + "scallop", + "depiction", + "micro", + "imaging" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "micro", + "microscopy", + "morphology", + "Microscopy", + "microscopic", + "micro", + "Micro", + "microstructure", + "microsc", + "micrographs", + "morphologies", + "morph", + "mikro", + "micrograph", + "Micro", + "morphological", + "Morph", + "Mikro", + "er", + "depressions", + "Morphology", + "icro", + "morph", + "microm", + "morf", + "MICRO", + "topography", + "MICRO" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "Microscopy", + "microscopy", + "micrographs", + "morphology", + "micrograph", + "microstructure", + "micro", + "Micro", + "mikro", + "morf", + "MICRO", + "topography", + "depressions", + "Morphology", + "microsc", + "SEM", + "morphologies", + "micro", + "microscopic", + "SEM", + "MICRO", + "nanoscale", + "Mikro", + "Micro", + "morph", + "morphological", + "Morph", + "surface", + "Morph", + "morph" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Microscopy", + "on", + "sub", + "Sub", + "subsurface", + "as", + "to", + "subsid", + "micrograph", + "ar", + "Micro", + "SUB", + "Second", + "micro", + "morf", + "erland", + "band", + "Sco", + "Sub", + "microscopy", + "iminaries", + "indent", + "auan", + "circum", + "sottop", + "P", + "im" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Sub", + "Sub", + "sub", + "subsurface", + "surface", + "sub", + "Secondly", + "Surface", + "second", + "These", + "Secondary", + "Also", + "Here", + "Second", + "Understanding", + "Phase", + "Analysis", + "Under", + "Morphology", + "Second", + "Secondary", + "Morph", + "second", + "Pressure", + "Particles", + "Sur", + "surrounding", + "Observation", + "Below", + "Honey", + "However", + "The" + ] + } + ], + "logit_surprising": [ + { + "concept": "and", + "score": 10.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "large", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 8.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "before", + "output_checked": true + }, + { + "concept": "been", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "readily", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "ample", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "size", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "large", + "output_checked": true + }, + { + "concept": "rid", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "revealed", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "surrounded", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "morphology", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "behest", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "notifying", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "delicate", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "devoid", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "resembling", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "erneut", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "second", + "output_checked": true + }, + { + "concept": "described", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "each", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "surrounding", + "output_checked": true + }, + { + "concept": "lasting", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "brittle", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "precipitated", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "metal", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "identified", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 3, + "best_depth": 40.4, + "near_token": "honeycomb", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "introdu", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "large", + "output_checked": true + }, + { + "concept": "imitation", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "forma", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "deep", + "output_checked": true + }, + { + "concept": "somebody", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "fielder", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "immense", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "behalf", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "notable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "caution", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "second", + "output_checked": true + }, + { + "concept": "may", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "large", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "deep", + "output_checked": true + }, + { + "concept": "whitish", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "engender", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "preferably", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "redeem", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "unchanging", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "exerted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "svg", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "illogical", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "evaluated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "elated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "intricately", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "deep", + "output_checked": true + }, + { + "concept": "nestled", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "subjected", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "coated", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "rewards", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "enhance", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "sustained", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "preceding", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "ambiguous", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "examination", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "potentially", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "coupons", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "evidence", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "well", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "layered", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "of", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-02__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-02__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-02__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-02__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-ductile-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Energy-absorbing dimpled separation 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A copper tensile specimen lost much of its cross-sectional area before failure. Small particle-centered holes had enlarged and joined across the final ligament.", + "prompt_tail": "A copper tensile specimen lost much of its cross-sectional area before failure. Small particle-centered holes had enlarged and joined across the final ligament.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-ductile-03", + "carrier_id": null, + "target_family": "ductile", + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 4334, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 462 + }, + { + "label": "nucleation", + "best_rank": 20307, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 2257 + }, + { + "label": "coalescence", + "best_rank": 12946, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 604 + }, + { + "label": "void", + "best_rank": 502, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 107 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "orna", + "ement", + "ily", + "supernatural", + "jor", + "Supernatural", + "Noor", + "bou", + "Lorraine", + "Jang", + "oji", + "oport", + "Gui", + "plong", + "JOR", + "Supreme", + "lagoons", + "Supreme", + "Abr", + "ery" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ily", + "mem", + "aboo", + "felter", + "oji", + "iores", + "Abr", + "zym", + "orna", + "ht", + "lak", + "luch", + "Arora", + "otrop", + "ool", + "tray", + "Gui", + "ORN", + "ingles", + "cim", + "GSM" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "WHAT", + "nikk", + "pewno", + "lias", + "nvidia", + "chrysanthemum", + "Fres", + "Happen", + "Hd", + "HAS", + "hse", + "Nft" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Hd", + "pewno", + "Za", + "XXV", + "rewrite", + "chrysanthemum", + "nascita", + "haman", + "Indeed", + "Donation", + "breath", + "Hing", + "embossing" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Christi", + "nvidia", + "homework", + "Vann", + "normalization", + "Fir", + "odes", + "Venez", + "Context", + "Zagreb", + "atque", + "iquer", + "ulli", + "NING", + "nin", + "moz", + "Buffered", + "mining" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "rewrite", + "Birthday", + "nvidia", + "NORMAL", + "pencil", + "chrysanthemum", + "Chrys", + "zeichnis", + "pewno", + "nextNode", + "nus", + "FILL", + "akkhan", + "Donation", + "Lives" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Birthday", + "Kristall", + "Chrys", + "pewno", + "mas", + "sampel", + "Saldo", + "Ink", + "Saudi", + "Hd", + "chrysanthemum", + "pencil", + "rangea", + "saa", + "Lazada", + "Lens", + "Sadd", + "XXV", + "physiology", + "MEMBER", + "nvidia", + "Fifa" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "WORTH", + "haya", + "handful", + "WHIT", + "berth", + "Lives", + "TECHNICAL", + "registro", + "WHIT", + "OFFICE", + "COR", + "Official", + "FAF", + "wah", + "escal", + "hetero", + "ForEach", + "haf", + "ForegroundColor", + "VARIABLES", + "Instance", + "reib", + "HAS", + "technical" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "t", + "s", + "genu", + "energetic", + "Hd", + "exuber", + "creases", + "sav", + "vc", + "Hd", + "slik", + "sellers", + "inn", + "incompar", + "sizer", + "comienzo", + "mselves" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "dir", + "med", + "ujos", + "og", + "gehend", + "en", + "est", + "to", + "oq", + "uette", + "enburg", + "ve", + "uelles", + "enberg", + "uri", + "as", + "er", + "iven", + "eness" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "night", + "s", + "theater", + "med", + "urably", + "en", + "rog", + "iven", + "meng", + "amos", + "seguinte", + "eniendo", + "haf", + "ujos", + "uating", + "uette", + "gehend", + "roir", + "izability", + "oto", + "ured", + "selves", + "rad" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "certainly", + "Furthermore", + "med", + "esimerkiksi", + "digamos", + "Moreover", + "moreover", + "urious", + "furthermore", + "beispielsweise", + "Kalau", + "sur", + "certeza", + "sink", + "ve", + "examples", + "ified", + "enorm", + "celles", + "t", + "dif", + "Certainly", + "folds", + "fato", + "asegurarse" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "digamos", + "certainly", + "esimerkiksi", + "urious", + "t", + "sur", + "ve", + "moreover", + "enorm", + "furthermore", + "preponder", + "celles", + "beispielsweise", + "dif", + "ified", + "folds", + "Furthermore", + "sink", + "comienzo", + "examples", + "preval", + "certeza", + "Kalau" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "virt", + "roir", + "digamos", + "urably", + "urious", + "selves", + "sheep", + "voila", + "ding", + "dire", + "iven", + "perfect", + "night", + "uj", + "instances", + "xr", + "ogo", + "Kalau", + "uette", + "proverbial", + "particular", + "perhaps", + "asa" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sheep", + "sensibility", + "xr", + "Etc", + "ium", + "ulnerable", + "zeug", + "thoughtful", + "urably", + "virt", + "gie", + "voila", + "FundMe", + "sheep", + "icorn", + "instances", + "assertions", + "ardin" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "xr", + "nnnn", + "Etc", + "ODM", + "discord", + "sensibility", + "teh", + "sby", + "ary", + "ruptcy", + "sheep", + "ulnerable", + "fortitude", + "Romeo", + "gie", + "icorn", + "linson", + "FundMe" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "thoughtful", + "discord", + "intensive", + "ODM", + "extensive", + "ulnerable", + "ruptcy", + "AddRange", + "shaved", + "Discord", + "ornamental", + "ainder", + "protested" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "adage", + "shaft", + "Rourke", + "intend", + "bridged", + "vicinity", + "demarc", + "gdf", + "aholic", + "pvc", + "ulnerable", + "ulent", + "vertebrae", + "riterien", + "intentos", + "MNOP", + "olate", + "invariably", + "ruptcy", + "mole", + "radiol", + "enunciado", + "attempted" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "final", + "terakhir", + "definitivo", + "remaining", + "definitiva", + "resultante", + "determinante", + "final", + "letzte", + "bridged", + "Integrity", + "radian", + "Final", + "jellem", + "Remaining", + "dwind" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "terakhir", + "last", + "final", + "letzte", + "last", + "ultima", + "remaining", + "ultima", + "viime", + "final", + "Final", + "dernier", + "derniers" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "last", + "terakhir", + "last", + "ultima", + "final", + "final", + "dernier", + "Final", + "letzte", + "ultima", + "derniers", + "viime", + "Final", + "ultime" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "last", + "terakhir", + "ultima", + "final", + "last", + "final", + "ultima", + "letzte", + "dernier", + "Lastly", + "viime", + "Last", + "Final", + "derniers" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "final", + "final", + "Final", + "Final", + "FINAL", + "remaining", + "FINAL", + "finais", + "ligament", + "finales", + "Remaining", + "remaining", + "terakhir", + "last", + "Remaining", + "letzte", + "viime" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "final", + "final", + "Final", + "Final", + "FINAL", + "FINAL", + "Connecting", + "finais", + "connecting", + "Connecting", + "connecting", + "fin", + "fina", + "finales", + "finalText", + "finalizar", + "fin", + "Fin", + "ligament", + "Remaining", + "remaining", + "finale", + "finalList", + "connect", + "FIN", + "finals" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "final", + "ligament", + "final", + "ligaments", + "Final", + "FINAL", + "Final", + "bzw", + "Connecting", + "Lig", + "FINAL", + "finalizar", + "Joining", + "connecting", + "finans", + "spanning", + "ising", + "finais", + "I", + "finalText", + "atlet", + "rispond", + "financi", + "financement", + "Lig", + "Remaining" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "final", + "Final", + "I", + "No", + "join", + "remaining", + "and", + "You", + "last", + "Note", + "In", + "For", + "However", + "bridge", + "Use", + "tiny", + "user", + "This", + "Finally", + "We", + "small", + "find", + "To", + "Let", + "harder", + "close", + "weight", + "wall", + "ligament", + "area", + "use" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 26973, + 88170, + 217928, + 187046, + 205897, + 233332, + 242409, + 252242, + 128426, + 104002, + 120704, + 26695, + 27483, + 56028, + 35724, + 38132, + 15637, + 4335, + 22135, + 12005, + 18789, + 17850, + 7948, + 10663, + 9693, + 14633 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 163892, + 85926, + 13049, + 58175, + 14883, + 28669, + 79511, + 2968, + 116935, + 76630, + 42694, + 207770, + 206336, + 76545, + 144456, + 135596, + 159862, + 35123, + 20308, + 85410, + 123531, + 192958, + 134519, + 176493, + 162043, + 18894 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 228108, + 238576, + 18488, + 11358, + 1723, + 3228, + 8891, + 174163, + 4557, + 14459, + 32847, + 17959, + 16235, + 25853, + 22618, + 42126, + 58669, + 12947, + 43788, + 139534, + 139761, + 143807, + 112593, + 111108, + 108801, + 47187 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 75, + 130, + 178944, + 225999, + 52426, + 193500, + 142545, + 31059, + 164842, + 91331, + 35629, + 95131, + 80592, + 26564, + 46247, + 17765, + 26796, + 11827, + 2651, + 1488, + 503, + 1166, + 873, + 3878, + 1561, + 3409 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 42627, + 26635, + 12449, + 48188, + 13110, + 5513, + 7140, + 6416, + 669, + 2143, + 463, + 2010, + 4447, + 734 + ] + }, + { + "label": "nucleation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 42627, + 47578, + 44520, + 30589, + 31998, + 17420, + 5913, + 2770, + 2258, + 8771, + 72526, + 73241, + 34610, + 8073 + ] + }, + { + "label": "coalescence", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 260462, + 260805, + 258781, + 234278, + 155434, + 6502, + 605, + 4464, + 2313, + 29538, + 35126, + 57553, + 82928, + 44155 + ] + }, + { + "label": "void", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 66426, + 22179, + 11673, + 30589, + 22663, + 17420, + 7700, + 3894, + 822, + 3269, + 108, + 208, + 1805, + 6249 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "antes", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "before", + "output_checked": true + }, + { + "concept": "percentage", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "strength", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "sample", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "PLOAD", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Mainland", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "across", + "output_checked": true + }, + { + "concept": "zipcode", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "Contour", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "own", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "its", + "output_checked": true + }, + { + "concept": "void", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "percent", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "enlargement", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "Mathemat", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "sectional", + "output_checked": true + }, + { + "concept": "amount", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "Small", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "psicologia", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "copious", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "pvc", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "simply", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "area", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "vandalism", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "removable", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "had", + "output_checked": true + }, + { + "concept": "ajax", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "lost", + "output_checked": true + }, + { + "concept": "Tetrahedron", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "hypotension", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "Approximately", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "rune", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "compositional", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "SEL", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "scrutiny", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "irrevers", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "fede", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ligature", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Print", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Fracture", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ado", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "much", + "output_checked": true + }, + { + "concept": "size", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "loss", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "lost", + "output_checked": true + }, + { + "concept": "cost", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "much", + "output_checked": true + }, + { + "concept": "smaller", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "had", + "output_checked": true + }, + { + "concept": "joining", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "wire", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "copper", + "output_checked": true + }, + { + "concept": "weight", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "neck", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "certainly", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "BUILD", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Mathematics", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "area", + "output_checked": true + }, + { + "concept": "unimportant", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "Small", + "output_checked": true + }, + { + "concept": "NumberOf", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Miche", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "lost", + "output_checked": true + }, + { + "concept": "Fink", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "vertebrate", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "Small", + "output_checked": true + }, + { + "concept": "squre", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "lunatic", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "morphed", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "area", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Sable", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "latter", + "score": 1.0, + "best_rank": 4, + "best_depth": 51.1, + "near_token": "joined", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "th", + "wh", + "row", + "gh", + "ar", + "ne", + "sa", + "yst", + "inter", + "ype", + "any", + "anc", + "ey", + "ton", + "tr", + "pect", + "red", + "IN", + "ray", + "ative", + "ser", + "min", + "ts", + "ces", + "rol", + "equ", + "self", + "ed" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "rence", + "comple", + "flows", + "aquele", + "uq", + "pitted", + "conflicted", + "ning", + "assert", + "purposes", + "celle", + "yaitu", + "afin", + "stems", + "perk", + "ocs", + "voyages", + "suff", + "Heap", + "birbir" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "th", + "j", + "one", + "ystem", + "There", + "thing", + "kan", + "ware", + "ambda", + "That", + "mit", + "Med", + "lar", + "utions", + "With", + "quick", + "ramework", + "oldsymbol", + "kn", + "lied", + "ela", + "asked", + "sn", + "usion", + "oring", + "like", + "als", + "ignment" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ic", + "ion", + "el", + "l", + "im", + "g", + "u", + "se", + "ay", + "be", + "if", + "th", + "us", + "ht", + "and", + "ere", + "ess", + "pe", + "ity", + "j", + "pl", + "ame", + "iz", + "ies", + "ub", + "ich", + "av" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ic", + "ve", + "od", + "pe", + "pl", + "ha", + "ad", + "ign", + "which", + "app", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "ystem", + "ays", + "est", + "wo", + "who", + "rib", + "import", + "es", + "pos", + "what", + "This" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ere", + "com", + "pe", + "end", + "ill", + "ex", + "art", + "iz", + "ies", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire", + "ge" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "w", + "f", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "ith", + "P", + "est", + "al", + "you" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "ers", + "of", + "n", + "perfectly", + "lid", + "they", + "selection", + "youtu", + "eat", + "liaison", + "sehen", + "evol", + "kaya", + "bringen", + "wunder", + "e", + "ich", + "ature", + "ization" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "er", + "ers", + "rel", + "of", + "equip", + "perfectly", + "slash", + "administrator", + "aal", + "aat", + "youtu", + "eat", + "imitation", + "EG", + "tentative", + "mellow", + "e", + "aw", + "depart", + "setcounter", + "lid", + "officially" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "substantial", + "fielder", + "e", + "slash", + "substantially", + "Verenigde", + "ameri", + "declining", + "bodily", + "dictator", + "destra", + "Tog", + "readily", + "imitation", + "reliance", + "rel", + "equip", + "Systems", + "behalf", + "organization" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "substantial", + "Tog", + "kowy", + "slight", + "damn", + "er", + "ameri", + "fielder", + "asesin", + "papan", + "readily", + "Considerable", + "slash", + "immense", + "administ", + "declining", + "indicative", + "ET", + "litigation", + "ributor" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "asesin", + "immense", + "Tog", + "Considerable", + "kowy", + "substantial", + "damn", + "fielder", + "ed", + "slight", + "indicative", + "litigation", + "bunun", + "papan", + "slightly", + "slash", + "ampio" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "substantial", + "destra", + "tersebut", + "bizarre", + "ijnlijk", + "asesin", + "substantially", + "Diageo", + "botched", + "abrog", + "bunun", + "destes", + "immense", + "notifying", + "litigation", + "explained", + "tanti", + "debugShow", + "kubectl", + "fielder", + "ed", + "indicative", + "dictator" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "mereka", + "Webinar", + "exacerbated", + "precedente", + "reminiscent", + "vergang", + "imilar", + "previous", + "hindrance", + "increased", + "preced", + "worsening", + "similar", + "destes", + "desses", + "hindering", + "jgamma", + "scathing" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "exacerbated", + "reminiscent", + "resulting", + "neighboring", + "surrounding", + "adjacent", + "resembled", + "increased", + "resulted", + "vergang", + "adjacent", + "previous", + "resulting", + "interspersed", + "expanded", + "intensified", + "hinted", + "inciting", + "Adjacent", + "expanded", + "neighbouring" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "swiftly", + "impeding", + "penultimate", + "hindering", + "succumbed", + "intensifying", + "gradually", + "exacerbated", + "merciless", + "intensified", + "overarching", + "allowing", + "surrounding", + "dwind", + "worsening", + "dwindling", + "previous", + "notorious", + "endured", + "remnants", + "reinforcing", + "diminishing", + "unsightly", + "eroding", + "adjacent", + "heavily" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "ed", + "identified", + "numerous", + "smaller", + "nearly", + "fragile", + "existing", + "remaining", + "tiny", + "isolated", + "resilient", + "small", + "narrow", + "massive", + "majority", + "even", + "adjacent", + "critical", + "dwindling", + "highly", + "remnants", + "precarious", + "surrounding", + "cohesive", + "shrinking", + "the", + "entire", + "largest", + "highlighted", + "many", + "deeply", + "various" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "remaining", + "final", + "entire", + "ultimately", + "remnants", + "remnant", + "finally", + "ultimate", + "surviving", + "Remaining", + "surrounding", + "last", + "remainder", + "narrow", + "single", + "smaller", + "tiny", + "penultimate", + "dividing", + "remaining", + "across", + "reinforcing", + "defining", + "bridging", + "central" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "remaining", + "last", + "final", + "remnants", + "finally", + "ultimate", + "tiny", + "connecting", + "remnant", + "Last", + "surviving", + "terakhir", + "letzte", + "Last", + "bridging" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "last", + "remaining", + "final", + "last", + "terakhir", + "Last", + "Last", + "ultime", + "ultimate", + "dernier", + "remaining", + "letzte" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "final", + "last", + "terakhir", + "finally", + "letzte", + "remaining", + "final", + "dernier", + "last", + "ultime", + "laatste", + "derniers" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "final", + "final", + "Final", + "Final", + "FINAL", + "remaining", + "FINAL", + "finally", + "finales", + "last", + "finais", + "finale", + "remaining", + "connecting", + "finalized", + "Remaining", + "terakhir", + "finalize" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "final", + "Final", + "FINAL", + "final", + "FINAL", + "finais", + "remaining", + "finales", + "finalText", + "Final", + "finalists", + "fina", + "fin", + "finalist", + "connecting", + "finale", + "finally", + "finalizar", + "ligament", + "finals", + "finalize" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "final", + "final", + "ligament", + "ligaments", + "finalText", + "remaining", + "Final", + "FINAL", + "FINAL", + "Final", + "remaining", + "finais", + "Lig", + "Finally", + "ing", + "and", + "finally", + "as", + "lig", + "Remaining", + "Connecting", + "terakhir", + "lig", + "finalizar" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "final", + "Final", + "I", + "No", + "join", + "remaining", + "and", + "You", + "last", + "Note", + "In", + "For", + "However", + "bridge", + "Use", + "tiny", + "user", + "This", + "Finally", + "We", + "small", + "find", + "To", + "Let", + "harder", + "close", + "weight", + "wall", + "ligament", + "area", + "use" + ] + } + ], + "logit_surprising": [ + { + "concept": "considerably", + "score": 13.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "sectional", + "output_checked": true + }, + { + "concept": "readily", + "score": 10.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "been", + "score": 7.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "own", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "remaining", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "smaller", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "damn", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "fracture", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "percent", + "score": 4.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "somebody", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "ameri", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "withstand", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "together", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "significantly", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "had", + "output_checked": true + }, + { + "concept": "enlargement", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "particles", + "score": 3.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "horrible", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "evaluated", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "had", + "output_checked": true + }, + { + "concept": "when", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "percentage", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "axially", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "steadily", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "sized", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "approximately", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "sample", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "amount", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "Small", + "output_checked": true + }, + { + "concept": "strength", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "substantial", + "score": 2.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "scathing", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "final", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "promin", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "compl", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "importance", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "ability", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "amt", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "much", + "output_checked": true + }, + { + "concept": "corrobor", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "much", + "output_checked": true + }, + { + "concept": "severely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "exacerbated", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "excessively", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "debilit", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "also", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "had", + "output_checked": true + }, + { + "concept": "keseluruhan", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "sectional", + "output_checked": true + }, + { + "concept": "eroded", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "remained", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "ampere", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "copper", + "output_checked": true + }, + { + "concept": "typically", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "during", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "lost", + "output_checked": true + }, + { + "concept": "concise", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "vowed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "sectional", + "output_checked": true + }, + { + "concept": "decrease", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "area", + "output_checked": true + }, + { + "concept": "unwavering", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "before", + "output_checked": true + }, + { + "concept": "reduced", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "had", + "output_checked": true + }, + { + "concept": "upheaval", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "copper", + "output_checked": true + }, + { + "concept": "ample", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "much", + "output_checked": true + }, + { + "concept": "twisted", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "specified", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "area", + "output_checked": true + }, + { + "concept": "oriented", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "existing", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "across", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-03__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-03__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-03__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-03__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-ductile-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Energy-absorbing dimpled separation 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "An impact-tested structural metal absorbed substantial energy and developed broad lateral lips. Its failure surface was covered by rounded microscopic depressions.", + "prompt_tail": "impact-tested structural metal absorbed substantial energy and developed broad lateral lips. Its failure surface was covered by rounded microscopic depressions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-ductile-04", + "carrier_id": null, + "target_family": "ductile", + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 25, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 2 + }, + { + "label": "nucleation", + "best_rank": 2294, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 588 + }, + { + "label": "coalescence", + "best_rank": 82, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 254 + }, + { + "label": "void", + "best_rank": 948, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 356 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "supernatural", + "ily", + "bou", + "orna", + "Jang", + "Supernatural", + "jor", + "Lorraine", + "oport", + "Gui", + "Noor", + "Abr", + "plong", + "oji", + "Supreme", + "lagoons", + "ery", + "olong", + "marinated", + "felter" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ily", + "felter", + "aboo", + "Abr", + "mem", + "oji", + "Gui", + "Baylor", + "oleum", + "Jang", + "improbable", + "Noor", + "ardin", + "intercellular", + "lak", + "ORN", + "orna", + "supernatural", + "tray" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "pewno", + "lias", + "liberalization", + "melt", + "nikk", + "UNICEF", + "ViewBag", + "ocked", + "hse", + "Hd", + "hq", + "ushchev", + "nascita", + "Kristall", + "Za" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Za", + "Hd", + "pewno", + "nascita", + "Lobkovic", + "recorder", + "embossing", + "Indeed", + "abilia", + "Ix", + "Writers", + "squre", + "debris", + "creases", + "magnesium", + "kPa" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Christi", + "Glover", + "homework", + "GAL", + "ripe", + "Georg", + "Context", + "Curie", + "Fir", + "gallbladder", + "lessness", + "CCI", + "mining", + "Vicki", + "ligation", + "FIGURES", + "optosis", + "ters", + "pite", + "Egyptian" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "rewrite", + "Birthday", + "nvidia", + "NORMAL", + "chrysanthemum", + "zeichnis", + "pewno", + "Chrys", + "Kristall", + "pencil", + "naman", + "nextNode", + "FILL", + "CREDIT", + "Lambda" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "pewno", + "Kristall", + "Chrys", + "sampel", + "Saldo", + "Lens", + "Saudi", + "mas", + "Ink", + "Hd", + "chrysanthemum", + "Za", + "saa", + "Webcam", + "pencil", + "worsen", + "Lazada", + "Birthday", + "nbhd", + "Covid", + "domin" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "handful", + "WORTH", + "registro", + "haya", + "WHIT", + "Lives", + "haf", + "COR", + "nutric", + "TECHNICAL", + "ForEach", + "wah", + "OFFICE", + "berth", + "genesis", + "WHIT", + "ueuse", + "FAF", + "escal", + "Nickname", + "seguinte", + "Fruit", + "hetero", + "campeonato" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "t", + "slik", + "creases", + "energetic", + "Hd", + "softness", + "s", + "cephal", + "sufferings", + "genu", + "exuber", + "sene", + "impediments", + "Kristall", + "sav", + "sellers", + "Hil", + "Hd", + "compassion", + "singularities", + "sensation", + "supuesto", + "saran" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "med", + "dir", + "gehend", + "og", + "est", + "ebel", + "ve", + "uette", + "eur", + "sur", + "en", + "dac", + "mselves", + "vc", + "enburg", + "s", + "sellers", + "energetic", + "slik", + "de", + "eness" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "en", + "night", + "gehend", + "Moreover", + "f", + "selves", + "haf", + "g", + "eness", + "lepas", + "amos", + "ujos", + "osof", + "aqu", + "se", + "dir", + "manner", + "sentido", + "heartedly" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "Moreover", + "med", + "s", + "examples", + "voila", + "t", + "dif", + "folds", + "moreover", + "esimerkiksi", + "fif", + "Furthermore", + "urious", + "f", + "sur", + "uette", + "furthermore", + "rologist", + "digamos", + "sen", + "beispielsweise" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "t", + "examples", + "sur", + "Moreover", + "dif", + "enorm", + "folds", + "urious", + "digamos", + "esimerkiksi", + "moreover", + "f", + "furthermore", + "preponder", + "sen", + "exemplo", + "exuber", + "ve", + "slik" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "s", + "instances", + "marvelous", + "rolog", + "sheep", + "Moreover", + "vehement", + "tyle", + "virt", + "urious", + "Veamos", + "exemplo", + "uette", + "perfect", + "verd", + "manner", + "luscious", + "f", + "voila", + "ief", + "conspicuous", + "decadent", + "dif", + "selves", + "exquisite" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sheep", + "instances", + "sheep", + "vehement", + "med", + "quartz", + "artifacts", + "marvelous", + "examples", + "ium", + "insc", + "lavish", + "sensibility", + "voila", + "mah", + "vnd", + "thoughtful", + "skept", + "rologist", + "rolog", + "Veamos", + "ed", + "exemplo", + "likewise" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "instances", + "sheep", + "sporadic", + "vehement", + "ium", + "examples", + "sheep", + "remarked", + "incessant", + "fortitude", + "quartz", + "sensibility", + "dismal", + "xr", + "intricate", + "virtue", + "Etc", + "bv", + "nnnn", + "sensual", + "crafty", + "thoughtful", + "erratic", + "interposed" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "thoughtful", + "cryptic", + "tedious", + "extensive", + "testers", + "ornamental", + "rectangles", + "obnoxious", + "obtuse", + "byteArray", + "quartz", + "gejala", + "sheep", + "intensive", + "crystals", + "ankles", + "typescript", + "adjacent", + "unpleasant", + "metaphys" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "instances", + "discontinuities", + "remarked", + "lamented", + "ridges", + "intricate", + "sporadic", + "protrusions", + "gaze", + "hesitated", + "discernible", + "bmp", + "extensive", + "concave", + "velvety", + "gdf", + "idiosync", + "luscious", + "sporadically", + "irregularities", + "pierced", + "jagged", + "vehement", + "gazed", + "blemishes", + "predominant", + "irregularly", + "texture", + "multitud", + "sculpted" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "jellem", + "discernible", + "characteristics", + "ed", + "Gestaltung", + "khas", + "intric", + "Particular", + "particular", + "no", + "sur", + "Rober", + "contrario", + "roso", + "dac", + "ri", + "peculiarities", + "arred", + "Fink", + "karakteristik", + "sur", + "chend", + "determinada", + "canalicul" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "ridges", + "indistinct", + "jagged", + "distinctly", + "bree", + "muestra", + "canalicul", + "pyramidal", + "khas", + "cavities", + "OrderedDict", + "discontinuities", + "microm", + "Distinct", + "discernible", + "sobretudo", + "nedostat", + "scarred", + "roughness", + "pyramids", + "watersheds", + "distinct", + "seg", + "smoothed", + "Holes" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "crater", + "rounded", + "pyramidal", + "kesan", + "redonde", + "Rounded", + "corral", + "tessel", + "scars", + "smoothed", + "asper", + "arrondie", + "Holes", + "oval", + "erosion", + "lubric", + "pyramid", + "porosity", + "roughness", + "jagged", + "depressions", + "CBN", + "ridges", + "curvil", + "indistinct", + "grain", + "Conse", + "CRC", + "luster" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "crater", + "pits", + "scallops", + "plast", + "ridges", + "pyramidal", + "rounded", + "Holes", + "concave", + "depressions", + "scallop", + "pitting", + "plastic", + "smoothed", + "Plateau", + "craters", + "tessel", + "pitted", + "blisters", + "pyramid", + "Plastic", + "concentric", + "plast", + "Plast", + "holes", + "oval", + "scall" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "pits", + "rounded", + "plastic", + "Plastic", + "crater", + "craters", + "plastic", + "pit", + "depressions", + "pit", + "ridges", + "Plastic", + "pits", + "plast", + "Rounded", + "Rounded", + "Pit", + "pitting", + "Smoothing", + "cracks", + "smoothed", + "shallower", + "rounded", + "scooped", + "arrond", + "dim", + "shallow", + "roughness", + "rounding" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "pits", + "pit", + "pit", + "pitting", + "dim", + "Mound", + "craters", + "plastic", + "depressions", + "crater", + "rounded", + "Pit", + "ridges", + "dim", + "plastic", + "mounds", + "roughness", + "ditches", + "Plastic", + "scooped", + "ductile", + "Rounded", + "Pit", + "Compression", + "pitted", + "pits", + "Dim", + "slipper" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "rounded", + "Rounded", + "rounded", + "dim", + "Dim", + "Rounded", + "Dim", + "arrondi", + "dim", + "scallop", + "Micro", + "Rounding", + "pit", + "rounding", + "pitting", + "redonde", + "pits", + "scall", + "pit", + "rounds", + "arrond", + "arrondie", + "Maitland", + "Pit", + "sco", + "micro" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "They", + "For", + "To", + "These", + "We", + "If", + "Our", + "My", + "wall", + "The", + "Accordingly", + "Here", + "mm", + "In", + "There", + "Finally", + "microscopic", + "I", + "Sc", + "Why", + "rounded", + "of", + "formed", + "What", + "Made", + "so", + "Each", + "true", + "roof", + "Looking", + "made", + "roots" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 23672, + 48063, + 175545, + 88222, + 163444, + 230721, + 225647, + 248728, + 81869, + 66207, + 117303, + 25207, + 22108, + 34002, + 31714, + 14707, + 8806, + 3641, + 7159, + 604, + 528, + 58, + 36, + 26, + 85, + 36222 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 189065, + 121779, + 17307, + 156953, + 27974, + 38701, + 124359, + 3244, + 199782, + 139159, + 51283, + 185613, + 190318, + 103728, + 79185, + 88945, + 148885, + 34726, + 25201, + 23227, + 2295, + 15730, + 10547, + 16271, + 27462, + 27592 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 232908, + 237679, + 20253, + 17934, + 2112, + 1941, + 8423, + 175242, + 8241, + 21575, + 33540, + 34560, + 27272, + 71168, + 86414, + 95557, + 145120, + 8223, + 5135, + 7446, + 2555, + 1768, + 282, + 83, + 74, + 5953 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 86, + 93, + 163762, + 211309, + 21058, + 196180, + 165926, + 17000, + 191421, + 111168, + 33142, + 57413, + 65707, + 26037, + 35941, + 13265, + 22213, + 5472, + 7002, + 2112, + 4334, + 4749, + 983, + 949, + 1137, + 610 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 56527, + 23551, + 7204, + 16336, + 6100, + 1511, + 7151, + 13299, + 705, + 55, + 4, + 3, + 7, + 4 + ] + }, + { + "label": "nucleation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 29209, + 24107, + 17908, + 22091, + 5133, + 1511, + 9495, + 2716, + 1440, + 1016, + 589, + 934, + 13134, + 2828 + ] + }, + { + "label": "coalescence", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 260926, + 260905, + 257886, + 255857, + 132538, + 9309, + 2797, + 1996, + 705, + 922, + 370, + 411, + 1673, + 255 + ] + }, + { + "label": "void", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 34070, + 7753, + 10802, + 3619, + 9216, + 1376, + 3869, + 3633, + 934, + 1621, + 357, + 488, + 1370, + 8525 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "Typically", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "tedious", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "ridges", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 4.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "velvety", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "ITest", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "tested", + "output_checked": true + }, + { + "concept": "LPS", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "lips", + "output_checked": true + }, + { + "concept": "vertebrate", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "pits", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "chanel", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "lips", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "crater", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Abelian", + "score": 2.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "integrity", + "score": 2.0, + "best_rank": 3, + "best_depth": 87.2, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Forms", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "An", + "output_checked": true + }, + { + "concept": "editText", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "worthless", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "obtuse", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "lateral", + "output_checked": true + }, + { + "concept": "assorted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "failures", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "compositional", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "incite", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "lips", + "output_checked": true + }, + { + "concept": "contaminated", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "was", + "output_checked": true + }, + { + "concept": "khas", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "luminance", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "tainted", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "was", + "output_checked": true + }, + { + "concept": "Amat", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "by", + "output_checked": true + }, + { + "concept": "Borden", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "by", + "output_checked": true + }, + { + "concept": "impression", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "scope", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "FIVE", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "softener", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "lips", + "output_checked": true + }, + { + "concept": "Brainz", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Nitrate", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "instances", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Zou", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "koi", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "absorbs", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "temporally", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "amounts", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "itibaren", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "Mens", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "economica", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "Contour", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "An", + "output_checked": true + }, + { + "concept": "ces", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "Strick", + "score": 1.0, + "best_rank": 4, + "best_depth": 55.3, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "alps", + "score": 1.0, + "best_rank": 4, + "best_depth": 55.3, + "near_token": "lips", + "output_checked": true + }, + { + "concept": "fif", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "masalah", + "score": 1.0, + "best_rank": 4, + "best_depth": 63.8, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "ness", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "eman", + "score": 1.0, + "best_rank": 4, + "best_depth": 83.0, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "stuffed", + "score": 1.0, + "best_rank": 9, + "best_depth": 68.1, + "near_token": "rounded", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "th", + "wh", + "row", + "gh", + "ar", + "ne", + "sa", + "yst", + "inter", + "any", + "anc", + "ey", + "ton", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "min", + "ts", + "ces", + "rol", + "equ", + "self", + "years", + "be" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "rence", + "adanya", + "uq", + "conflicted", + "ning", + "ny", + "lar", + "qual", + "assert", + "ju", + "LI", + "comple", + "celle", + "haute", + "esco", + "voyages", + "aquele", + "suff", + "seo" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "t", + "on", + "one", + "che", + "red", + "want", + "som", + "mark", + "occ", + "thing", + "ump", + "kan", + "ambda", + "mit", + "Med", + "suggest", + "quick", + "asked", + "usion", + "ald", + "oring", + "nie", + "ipe", + "reme", + "lay" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "or", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "l", + "im", + "g", + "u", + "se", + "be", + "if", + "us", + "ht", + "ers", + "and", + "ere", + "com", + "ess", + "pe", + "ain", + "j", + "pl", + "ame", + "ies", + "int", + "un" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ic", + "ve", + "ch", + "ter", + "pe", + "The", + "pl", + "ure", + "ad", + "ign", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "work", + "ays", + "est", + "wo", + "who", + "rib" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "is", + "ion", + "as", + "ent", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ly", + "ver", + "un", + "ht", + "ere", + "end", + "ill", + "ex", + "art", + "this", + "iz", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "p", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "id", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ord", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "photograph", + "they", + "sof", + "n", + "s", + "ers", + "equip", + "aal", + "youtu", + "eat", + "liaison", + "sehen", + "evol", + "glow", + "bringen", + "thym", + "garnished", + "eol", + "cik" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "s", + "equip", + "depart", + "aal", + "youtu", + "evol", + "tentative", + "sof", + "Publicity", + "regard", + "photograph", + "perfectly", + "officially", + "administrator", + "Ful", + "aat", + "eat", + "imitation", + "liaison", + "offic", + "gambar", + "devenu", + "bringen" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "substantial", + "fielder", + "readily", + "substantially", + "resmi", + "equip", + "behalf", + "et", + "bunun", + "devenu", + "Tog", + "ameri", + "Publicity", + "ecek", + "expert", + "exc", + "aal", + "demise", + "tentative", + "offic", + "pochi", + "tog", + "rique", + "Verenigde" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "ET", + "damn", + "kowy", + "readily", + "ameri", + "Tog", + "pochi", + "bunun", + "fielder", + "slight", + "asesin", + "hur", + "ributor", + "resmi", + "et", + "administ", + "async", + "declining", + "demise", + "cooking", + "Looking", + "immense" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "bunun", + "immense", + "kowy", + "Tog", + "damn", + "ET", + "slight", + "caution", + "resmi", + "asesin", + "ed", + "demise", + "tentative", + "fielder", + "accepted", + "hur", + "cooking", + "shaped", + "pochi" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "ed", + "bunun", + "substantial", + "resmi", + "immense", + "caution", + "administr", + "sigh", + "voltou", + "et", + "administ", + "scorn", + "exc", + "explained", + "ameri", + "shaped", + "jp", + "antwort", + "gigantic", + "dupatta", + "path", + "phenylsulfanyl" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "reminiscent", + "of", + "these", + "desses", + "essas", + "reddish", + "yellowish", + "esses", + "exerted", + "bunun", + "mediated", + "noticeable", + "ezek", + "triggered", + "semblable" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "reminiscent", + "characterized", + "resembled", + "Characteristics", + "resembling", + "punctuated", + "cohesive", + "described", + "noticeable", + "characteristic", + "devoid", + "likened", + "underpinned", + "resulted", + "hinting", + "caused", + "suggesting", + "attributed", + "exhibited", + "interspersed", + "riddled", + "remarked", + "tenacious", + "characteristics", + "markedly", + "prevalent", + "elucidated", + "abrupt" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "reminiscent", + "punctuated", + "underpinned", + "monotonous", + "emphasized", + "fascinated", + "cohesive", + "resembled", + "perplexed", + "riddled", + "perplexing", + "meticulous", + "glistening", + "characteristic", + "accentuated", + "nuanced", + "protrusions", + "encompassed", + "tenacious", + "permeated", + "upheaval", + "succinctly", + "peculiar", + "expansive", + "Characteristics", + "resembling", + "hallmark", + "protruding", + "underscored", + "fascinating", + "noticeable" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "numerous", + "massive", + "cohesive", + "prominent", + "glistening", + "widespread", + "jagged", + "countless", + "focused", + "distinctive", + "predominantly", + "uneven", + "reminiscent", + "surrounded", + "irregular", + "riddled", + "undulating", + "tenacious", + "many", + "ed", + "highly", + "coated", + "distinct", + "shaped", + "mostly", + "extensive", + "densely", + "various", + "abundant", + "resilient", + "intricately", + "polished" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "numerous", + "riddled", + "widespread", + "rounded", + "distinct", + "jagged", + "countless", + "curved", + "predominantly", + "spherical", + "characteristic", + "crater", + "surface", + "diverse", + "distinctive", + "eroded", + "multifaceted", + "undulating", + "irregular", + "localized", + "concave", + "thousands", + "hundreds", + "surrounded", + "remarkable", + "depressed", + "morphology", + "remarkably", + "convoluted", + "unique", + "fascinating", + "noticeable" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "riddled", + "countless", + "crater", + "surrounded", + "numerous", + "jagged", + "craters", + "micro", + "distinct", + "hundreds", + "fatigue", + "microscopic", + "erosion", + "undulating", + "polished", + "thousands", + "rounded", + "eroded", + "holes", + "widespread", + "smoothed", + "machining", + "criss", + "interconnected", + "Crater", + "micrographs", + "predominantly", + "spherical", + "valleys", + "polishing", + "macroscopic", + "marred" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "crater", + "rounded", + "ductile", + "Crater", + "craters", + "pitting", + "riddled", + "ed", + "smeared", + "pits", + "grainy", + "spherical", + "etch", + "grain", + "marks", + "marcas", + "Voids", + "grains", + "micrographs", + "Hills", + "pitted", + "terraces", + "Arena", + "Grain", + "scall", + "roughness", + "grain", + "scallops", + "erosion" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "crater", + "pitting", + "ductile", + "craters", + "pits", + "Fatigue", + "fatigue", + "scallop", + "Crater", + "pitted", + "scallops", + "plast", + "rounded", + "smeared", + "riddled", + "scall", + "depressions", + "indentation", + "grooves", + "etch", + "depression", + "corrosion", + "etch", + "ridges", + "micro", + "rolled", + "interconnected", + "Cren", + "indented", + "rolling" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "rounded", + "depressions", + "pits", + "ductile", + "pitting", + "plastic", + "shallow", + "crater", + "scallops", + "depression", + "micro", + "rounding", + "craters", + "shallower", + "microscopic", + "pit", + "Round", + "round", + "scallop", + "Rounded", + "plastic", + "depression", + "dent", + "grooves", + "indentation", + "Rounding", + "microsc", + "indent", + "microm" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "pits", + "pitting", + "ductile", + "pit", + "depressions", + "craters", + "shallower", + "shallow", + "rounded", + "crater", + "plastic", + "depression", + "Pit", + "nanoscale", + "grooves", + "scallops", + "Shallow", + "machining", + "pitted", + "bowl", + "Pit", + "fatigue", + "Lakes", + "indentation", + "yielding", + "brittle", + "scall", + "Vase", + "Mart", + "cleavage", + "ridges" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "rounded", + "Dim", + "rounded", + "dim", + "Micro", + "Rounded", + "Dim", + "Rounded", + "dim", + "rounding", + "Mik", + "scallop", + "Rounding", + "micro", + "Pit", + "depos", + "microscopic", + "Mik", + "rounding", + "micro", + "pitting", + "Mic", + "sco", + "scallops", + "Micro", + "randomly", + "pits", + "Microsc", + "Rolling" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "They", + "For", + "To", + "These", + "We", + "If", + "Our", + "My", + "wall", + "The", + "Accordingly", + "Here", + "mm", + "In", + "There", + "Finally", + "microscopic", + "I", + "Sc", + "Why", + "rounded", + "of", + "formed", + "What", + "Made", + "so", + "Each", + "true", + "roof", + "Looking", + "made", + "roots" + ] + } + ], + "logit_surprising": [ + { + "concept": "been", + "score": 15.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "immense", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "numerous", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "resulted", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "integrity", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "substantially", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "considerably", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "damn", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "reverting", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "extensive", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "appealing", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "glorious", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "by", + "output_checked": true + }, + { + "concept": "indicative", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "considerable", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "was", + "output_checked": true + }, + { + "concept": "positioned", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "by", + "output_checked": true + }, + { + "concept": "resembling", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "rounded", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "enhance", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "lips", + "output_checked": true + }, + { + "concept": "situated", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "absorption", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "crater", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "exerted", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "convict", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "behest", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "theses", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "lateral", + "output_checked": true + }, + { + "concept": "notifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "tested", + "output_checked": true + }, + { + "concept": "plethora", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "tion", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "beispielsweise", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "erneut", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "also", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "remarkable", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "by", + "output_checked": true + }, + { + "concept": "tions", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "materials", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "perplexing", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "reinforce", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "outlining", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "underscored", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "lateral", + "output_checked": true + }, + { + "concept": "direcion", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "lips", + "output_checked": true + }, + { + "concept": "debated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "seemingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "resembled", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "consisted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "was", + "output_checked": true + }, + { + "concept": "unwavering", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "massive", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "by", + "output_checked": true + }, + { + "concept": "tenacious", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rounded", + "output_checked": true + }, + { + "concept": "intricately", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "holistic", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "tenets", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "tested", + "output_checked": true + }, + { + "concept": "fabricated", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "within", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "consequently", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "ample", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "empower", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "lateral", + "output_checked": true + }, + { + "concept": "astonishing", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "Its", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-04__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-04__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-04__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-04__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-ductile-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Energy-absorbing dimpled separation 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A pressurized metal tube bulged strongly before opening. The torn wall displayed elongated pits near the surface and deeper equiaxed pits toward the center.", + "prompt_tail": "A pressurized metal tube bulged strongly before opening. The torn wall displayed elongated pits near the surface and deeper equiaxed pits toward the center.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-ductile-05", + "carrier_id": null, + "target_family": "ductile", + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 2958, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 320 + }, + { + "label": "nucleation", + "best_rank": 7744, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 175 + }, + { + "label": "coalescence", + "best_rank": 2660, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 451 + }, + { + "label": "void", + "best_rank": 187, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 796 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "supernatural", + "ily", + "orna", + "bou", + "Supernatural", + "Jang", + "jor", + "Lorraine", + "oji", + "Gui", + "Noor", + "oport", + "Abr", + "plong", + "Supreme", + "ery", + "olong", + "Supreme", + "Cher" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ool", + "mathbb", + "oji", + "iores", + "ization", + "ugas", + "oms", + "lak", + "ily", + "zym", + "mem", + "ior", + "ORS", + "aboo", + "initialize", + "Oregon", + "ht", + "oj", + "orna", + "Skinner", + "ogenesis", + "ORN" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "handful", + "Kham", + "Ejec", + "ently", + "negie", + "Fres", + "GRAM", + "TABLES", + "TECHNICAL", + "indrical" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "neuron", + "resin", + "Resin", + "Printers", + "singleArray", + "prus", + "odymium", + "Carpet", + "innate", + "melamine", + "wcout", + "slik", + "broadened", + "macro", + "regulation", + "squre", + "customary", + "bitte", + "impediments", + "Sonos", + "encara" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Birthday", + "Alle", + "rewrite", + "normalization", + "NORMAL", + "renderer", + "EB", + "nvidia", + "chrysanthemum", + "FILL", + "breath", + "naman", + "Donation", + "wem", + "Fres", + "Lives", + "pewno", + "Hd", + "mathsize", + "XXV" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Kristall", + "pewno", + "atth", + "Saldo", + "rewrite", + "NORMAL", + "Saudi", + "chrysanthemum", + "Chrys", + "Lens", + "Soda", + "Hd", + "UD", + "triangleright", + "uzz", + "Cameras", + "creativity" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "sampel", + "Kristall", + "Chrys", + "pewno", + "Saldo", + "Birthday", + "mas", + "chrysanthemum", + "Saudi", + "Ink", + "pencil", + "Lens", + "Za", + "Hd", + "worsen", + "saa", + "Lazada", + "Webcam", + "XXV", + "Fifa" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "WORTH", + "haya", + "WHIT", + "handful", + "Lives", + "registro", + "TECHNICAL", + "Nickname", + "WHIT", + "OFFICE", + "nutric", + "berth", + "genesis", + "Birthday", + "haf", + "COR", + "wah", + "ueuse", + "Fruit", + "escal", + "FAF", + "seguinte", + "HAS", + "Official", + "hetero", + "ForegroundColor" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "t", + "slik", + "creases", + "energetic", + "sene", + "Hd", + "softness", + "sufferings", + "s", + "sav", + "Hil", + "genu", + "cephal", + "exuber", + "Hd", + "sensation", + "softening", + "soften", + "supuesto", + "salva", + "dac" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "med", + "dir", + "t", + "gehend", + "skept", + "ebel", + "og", + "uette", + "ve", + "domin", + "ified", + "de", + "est", + "uelles", + "sellers", + "bulb", + "eur", + "dac", + "sensation", + "Hd", + "mselves", + "enburg" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "med", + "s", + "night", + "gehend", + "en", + "theater", + "med", + "haja", + "g", + "selves", + "schein", + "lepas", + "uette", + "logrado", + "bu", + "dir", + "eness", + "gir", + "meng", + "ively", + "seguintes", + "f", + "behavior", + "instances" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "examples", + "dif", + "ardin", + "certainly", + "dog", + "ified", + "gehend", + "esimerkiksi", + "certeza", + "dass", + "Moreover", + "ve", + "urious", + "voila", + "natural", + "ogado", + "Kalau", + "soften", + "folds", + "fold", + "moreover", + "ogo" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "s", + "examples", + "dif", + "ified", + "dog", + "certainly", + "esimerkiksi", + "ve", + "gehend", + "urious", + "sur", + "particular", + "dass", + "preponder", + "leve", + "moreover", + "scapes", + "digamos", + "folds", + "especially", + "sink", + "f", + "sen" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "instances", + "sheep", + "particular", + "ed", + "Etc", + "dif", + "especially", + "selves", + "ding", + "deft", + "xr", + "vehement", + "virt", + "decadent", + "s", + "night", + "hoff", + "Especially", + "gehend", + "relatos", + "med", + "ogf", + "tyle", + "ogo" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "sheep", + "ed", + "sensibility", + "instances", + "ized", + "med", + "xr", + "vehement", + "ium", + "examples", + "ayscale", + "Seine", + "delineation", + "pped", + "distinctions", + "hsize", + "s", + "deft", + "dac", + "especially", + "rdf", + "assertions", + "sby", + "dif" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "Etc", + "sporadic", + "sensibility", + "rrrr", + "ODM", + "sheep", + "disparity", + "dismal", + "remarked", + "xr", + "nnnn", + "organizacji", + "linson", + "discrepancy", + "ium", + "pragmatic", + "horrend", + "engravings", + "gie", + "fortitude", + "Xr", + "evin" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "sensibility", + "Notas", + "distinctions", + "diferencias", + "disparity", + "Unterschiede", + "ODM", + "remarked", + "sporadic", + "cryptic", + "diferenciar", + "exfoliating", + "ornamental", + "hypotheses", + "discrepancy", + "distinct", + "pubescent", + "STYLE", + "discrep", + "thoughtful", + "speculative" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "disparity", + "Unterschiede", + "different", + "diferente", + "Different", + "differentially", + "different", + "unterschied", + "differentiated", + "Differences", + "distinctions", + "differences", + "distinta", + "no", + "Different", + "distinto", + "diferenci", + "heterogeneity", + "differed", + "Distinction", + "location", + "disparities", + "dichotomy" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "different", + "Different", + "unterschied", + "different", + "distinto", + "diferente", + "Different", + "distintos", + "diferentes", + "distintas", + "distinta", + "Unterschiede", + "diferencias", + "diferenci", + "differentially", + "differentiated", + "s", + "differently", + "sizes", + "jellem", + "verschill", + "Differentiation" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "different", + "unterschied", + "different", + "Different", + "diferentes", + "Different", + "distinto", + "distinta", + "diferente", + "distintos", + "distintas", + "diferenci", + "differently", + "berbeda", + "Unterschiede", + "differ", + "differentiated", + "verschill" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "different", + "unterschied", + "different", + "Different", + "Different", + "diferentes", + "distinto", + "distinta", + "microstructure", + "berbeda", + "diferente", + "distintos", + "Unterschied", + "diferite", + "Unterschiede", + "differently", + "Distribution", + "diferenci", + "quartzite", + "diferencias", + "verschill" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "size", + "sizes", + "different", + "size", + "unterschied", + "microstructure", + "sizes", + "Size", + "Size", + "Different", + "Different", + "different", + "Sizes", + "sized", + "distinta", + "Unterschied", + "distinto", + "diferentes", + "distintos", + "Sizes", + "coarser", + "diferente", + "Unterschiede", + "sizeof" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "morphology", + "microstructure", + "size", + "different", + "Morphology", + "morph", + "morphologies", + "sizes", + "different", + "porosity", + "morph", + "diferencias", + "Unterschied", + "Morph", + "Different", + "coarser", + "Different", + "size", + "finer", + "verschill", + "Size", + "diferente", + "morf", + "unterschied", + "transitioned", + "diferenci" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "size", + "microstructure", + "size", + "gradi", + "morphology", + "morphologies", + "surface", + "sizes", + "grad", + "gradient", + "transitioned", + "Size", + "different", + "taille", + "porosity", + "difference", + "graduated", + "surface", + "sizes", + "finer", + "morph", + "gradation", + "subsurface", + "diferenci", + "Sizes", + "superf", + "sized", + "transition" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "P", + "I", + "Different", + "Maitland", + "L", + "Morph", + "V", + "and", + "tailles", + "get", + "D", + "to", + "Surface", + "morf", + "S", + "T", + "F", + "as", + "And", + "on", + "myfaces", + "rispond", + "had" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "pits", + "size", + "Difference", + "transition", + "user", + "morphology", + "surface", + "Pit", + "material", + "Pend", + "Large", + "orientation", + "Pressure", + "Particle", + "nuances", + "pit", + "pit", + "transitions", + "contents", + "Importance", + "difference", + "production", + "Transition", + "progression", + "formula", + "Analysis", + "dimensions", + "transport", + "Production", + "Development", + "Differences", + "od" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 25925, + 136879, + 230545, + 20605, + 241610, + 207991, + 232092, + 251712, + 65608, + 58316, + 87343, + 22789, + 24617, + 39367, + 31373, + 48495, + 12725, + 7490, + 11632, + 2959, + 35096, + 36351, + 11387, + 13244, + 11776, + 4149 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 175232, + 43771, + 1966, + 241758, + 16439, + 69046, + 116440, + 3691, + 220046, + 209860, + 149601, + 241830, + 233948, + 172674, + 154437, + 122936, + 133403, + 41941, + 42763, + 7982, + 7745, + 15844, + 17400, + 45667, + 30379, + 11581 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 231274, + 208439, + 109969, + 48433, + 9958, + 622, + 11508, + 173081, + 10383, + 19870, + 46726, + 39271, + 27582, + 49162, + 57425, + 71056, + 65357, + 8208, + 7200, + 14018, + 12874, + 26160, + 2661, + 3200, + 9427, + 17952 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 95, + 681, + 164672, + 73047, + 181244, + 212271, + 134159, + 25871, + 176912, + 154892, + 33790, + 83848, + 87308, + 23476, + 42840, + 9545, + 23392, + 10431, + 18808, + 5210, + 2696, + 3425, + 188, + 969, + 381, + 4471 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 70119, + 44259, + 19034, + 118966, + 115264, + 19530, + 12480, + 14687, + 1283, + 752, + 321, + 895, + 1527, + 1608 + ] + }, + { + "label": "nucleation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 19343, + 20442, + 20509, + 13806, + 18995, + 1565, + 7887, + 9238, + 2678, + 347, + 176, + 390, + 7972, + 2265 + ] + }, + { + "label": "coalescence", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 258805, + 259714, + 252037, + 224050, + 151688, + 10130, + 1061, + 870, + 764, + 847, + 452, + 2661, + 17431, + 11469 + ] + }, + { + "label": "void", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 33071, + 11957, + 11621, + 13145, + 19925, + 10130, + 15290, + 10787, + 4709, + 2117, + 1444, + 3549, + 797, + 11469 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "dini", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "tube", + "output_checked": true + }, + { + "concept": "pvc", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "MYSQL", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "bulging", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "nit", + "score": 3.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "opening", + "output_checked": true + }, + { + "concept": "camber", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "equ", + "output_checked": true + }, + { + "concept": "EPC", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "morphed", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "tedious", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "XMFLOAT", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "engender", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "PVC", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "bekas", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "holes", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "size", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "elongation", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "Etc", + "score": 2.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "wooded", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "near", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "wall", + "output_checked": true + }, + { + "concept": "jut", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "interior", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "enorm", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "fro", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "iax", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "fundamentals", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "iax", + "output_checked": true + }, + { + "concept": "chanel", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "velvety", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "typescript", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "displays", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "SqlCommand", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "mottled", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "sculpted", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "OBC", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "Sood", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "listOf", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "DBC", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "antes", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "noticeably", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "mostrar", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "Pressure", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Therapeut", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "emin", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "inflated", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "muestra", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "fatigue", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "antidepressants", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "walls", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "wall", + "output_checked": true + }, + { + "concept": "Pressure", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Fatigue", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Procedure", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "valves", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "opening", + "output_checked": true + }, + { + "concept": "Corrosion", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "diameter", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "center", + "output_checked": true + }, + { + "concept": "morphology", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "procedural", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "Prasad", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "The", + "output_checked": true + }, + { + "concept": "cuales", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "The", + "output_checked": true + }, + { + "concept": "dass", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "soften", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "The", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "bul", + "output_checked": true + }, + { + "concept": "Diagnose", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "The", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "ter", + "th", + "wh", + "and", + "row", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "pr", + "left", + "any", + "anc", + "ey", + "ton", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "min", + "ground", + "ts" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "ner", + "son", + "assert", + "ju", + "rence", + "kepada", + "stems", + "perk", + "inci", + "flows", + "malloc", + "aquele", + "Heap", + "menes", + "pitted", + "conflicted", + "es", + "is", + "op" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "y", + "ere", + "j", + "ust", + "ib", + "ge", + "one", + "te", + "iew", + "ound", + "left", + "itt", + "ON", + "bet", + "ict", + "pol", + "result", + "roup", + "uring", + "raph", + "tem", + "gu", + "ke", + "ij", + "eb", + "som", + "arn" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "al", + "im", + "st", + "ir", + "if", + "est", + "wh", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "ff", + "orm", + "ast", + "ab", + "du", + "ge", + "ber", + "ear", + "row", + "St", + "ations", + "pr" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "de", + "qu", + "ess", + "ity", + "The", + "le", + "age", + "ha", + "ad", + "us", + "which", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "who", + "rib", + "oint", + "mask", + "them", + "es", + "pos" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "he", + "re", + "en", + "at", + "an", + "it", + "is", + "ar", + "le", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "ve", + "de", + "ay", + "qu", + "ir", + "os", + "ly", + "ra", + "un", + "ere", + "com" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "res", + "D", + "ort" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "ice", + "comp", + "ord", + "St", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "selection", + "eat", + "liaison", + "sehen", + "sof", + "bringen", + "n", + "s", + "photograph", + "lid", + "evol", + "eux", + "am", + "ers", + "ature", + "equip" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "s", + "equip", + "officially", + "technically", + "aal", + "eat", + "liaison", + "evol", + "tentative", + "sof", + "offic", + "bringen", + "Publicity", + "e", + "depart", + "ble", + "photograph", + "perfectly", + "setcounter", + "lid", + "selection", + "administrator", + "imitation", + "EG" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "readily", + "Tog", + "Verenigde", + "ecek", + "equip", + "expert", + "substantial", + "behalf", + "substantially", + "damn", + "resmi", + "tog", + "bunun", + "garanti", + "rique", + "reliance", + "ameri", + "et", + "pochi" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "readily", + "fielder", + "kowy", + "Tog", + "pochi", + "damn", + "ameri", + "ET", + "Avg", + "cooking", + "Verenigde", + "bunun", + "er", + "Looking", + "immense", + "ampio", + "Considerable", + "asesin", + "et", + "attacker", + "expert" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "Tog", + "kowy", + "fielder", + "ampio", + "immense", + "bunun", + "Considerable", + "readily", + "elicited", + "ed", + "pochi", + "asesin", + "bore", + "vieux", + "et", + "substantial", + "damn", + "anteced", + "acciaio" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "destes", + "dissati", + "tog", + "ed", + "phenoxymethyl", + "sigh", + "caution", + "explained", + "phenylsulfanyl", + "et", + "esas", + "elicited", + "associazione", + "febbraio", + "reprim", + "Correspondent", + "plicht", + "certains" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "these", + "These", + "exacerbated", + "of", + "IT", + "destes", + "These", + "was", + "associazione", + "ambas", + "explained", + "elicited" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "markedly", + "seemingly", + "suggesting", + "documented", + "clearly", + "seeming", + "similar", + "partially", + "differing", + "reminiscent", + "described", + "apparent", + "seemed", + "resulted", + "atypical", + "observed", + "indicating", + "punctuated", + "distinct", + "presumably", + "unequivocally", + "characterized", + "implying", + "exhibited", + "widespread", + "unequivocal" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "different", + "distinct", + "differing", + "nuanced", + "contrasting", + "tiered", + "differentiated", + "unequal", + "distinction", + "differentiation", + "stratified", + "varied", + "varying", + "progressively", + "differences", + "markedly", + "distinctions", + "atypical", + "seemingly", + "disparity", + "escalating", + "variegated", + "differently", + "distinguished", + "dissimilar", + "consecutive", + "evolving", + "distinctly", + "contradictory", + "divergent", + "disparate", + "distinguishable" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "different", + "differing", + "distinct", + "varying", + "both", + "various", + "contrasting", + "varied", + "differentiated", + "differently", + "divergent", + "tiered", + "distinctive", + "Different", + "distinctly", + "unequal", + "differences", + "diverse", + "differentiation", + "numerous", + "documented", + "different", + "markedly", + "nuanced", + "massive", + "distinguished", + "consistent", + "vastly", + "disparity", + "focused", + "conspicuous", + "disparate" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "different", + "differing", + "different", + "Different", + "varying", + "Different", + "differently", + "distinct", + "diferentes", + "DIFFERENT", + "varied", + "disparate", + "diverse", + "differentiated", + "differs", + "diferente", + "differ", + "types", + "unterschied", + "various", + "contrasting", + "differed" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "different", + "Different", + "different", + "differing", + "differently", + "varying", + "DIFFERENT", + "Different", + "diferentes", + "unterschied", + "diferente", + "progressively", + "distinct", + "differ", + "size", + "Differ", + "differentiated", + "berbeda", + "differ" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "different", + "Different", + "depth", + "differing", + "microstructure", + "varying", + "different", + "unterschied", + "morphology", + "distribution", + "diferentes", + "Different", + "Depth", + "coarser", + "size", + "Depth", + "DIFFERENT", + "grain", + "differently", + "porosity", + "recrystall", + "radial", + "diferente", + "coarse", + "radially" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "size", + "size", + "microstructure", + "sizes", + "different", + "sized", + "Size", + "morphology", + "coarser", + "different", + "taille", + "Size", + "varying", + "Different", + "differing", + "morphologies", + "unterschied", + "sizes", + "Sizes", + "tailles", + "finer", + "sized", + "coarse", + "SIZE", + "SIZE" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "different", + "size", + "morphology", + "size", + "sizes", + "morph", + "Morph", + "differing", + "varying", + "morphologies", + "Size", + "microstructure", + "unterschied", + "Different", + "siz", + "different", + "grad", + "macro", + "morph", + "sizes", + "gradation", + "Size", + "morphological", + "Morphology", + "grading" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "size", + "sizes", + "morphology", + "size", + "grad", + "gradi", + "gradation", + "Size", + "SIZE", + "varying", + "morph", + "microstructure", + "differing", + "Grad", + "siz", + "distribution", + "graduated", + "grading", + "finer", + "Morph", + "Size", + "Grad", + "sizes", + "grada", + "Surface", + "taille" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "as", + "P", + "tailles", + "size", + "morph", + "morf", + "and", + "taille", + "on", + "had", + "Sizes", + "ting", + "size", + "to", + "Size", + "er", + "authors", + "ersiz", + "equ", + "severity", + "sizes", + "sizes", + "equ" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "pits", + "size", + "Difference", + "transition", + "user", + "morphology", + "surface", + "Pit", + "material", + "Pend", + "Large", + "orientation", + "Pressure", + "Particle", + "nuances", + "pit", + "pit", + "transitions", + "contents", + "Importance", + "difference", + "production", + "Transition", + "progression", + "formula", + "Analysis", + "dimensions", + "transport", + "Production", + "Development", + "Differences", + "od" + ] + } + ], + "logit_surprising": [ + { + "concept": "been", + "score": 21.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "bulging", + "score": 8.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "different", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "whitish", + "score": 5.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "fatigue", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "considerably", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "iax", + "output_checked": true + }, + { + "concept": "readily", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "severely", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "numerous", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "slight", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "impeding", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "near", + "output_checked": true + }, + { + "concept": "caused", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "torn", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "near", + "output_checked": true + }, + { + "concept": "cylindrical", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "core", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "center", + "output_checked": true + }, + { + "concept": "damn", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "center", + "output_checked": true + }, + { + "concept": "botched", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "occasionally", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "resulted", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "wall", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "aftermath", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "torn", + "output_checked": true + }, + { + "concept": "reaching", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "located", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "periphery", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "walls", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "wall", + "output_checked": true + }, + { + "concept": "tearing", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "torn", + "output_checked": true + }, + { + "concept": "edges", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "near", + "output_checked": true + }, + { + "concept": "size", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "interior", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "tenacious", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "recrystall", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "iax", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "dishonesty", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "tube", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "fielder", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "impede", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "equ", + "output_checked": true + }, + { + "concept": "molti", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "incidences", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "bunun", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "deeply", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "torn", + "output_checked": true + }, + { + "concept": "Interestingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "near", + "output_checked": true + }, + { + "concept": "elaborate", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "equ", + "output_checked": true + }, + { + "concept": "tha", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "deform", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "reddish", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "opening", + "output_checked": true + }, + { + "concept": "also", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "devoid", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "iax", + "output_checked": true + }, + { + "concept": "when", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "resembling", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "localised", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "progressively", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "markedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "materials", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "subjected", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "tube", + "output_checked": true + }, + { + "concept": "protrusions", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "uncovering", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "opening", + "output_checked": true + }, + { + "concept": "surprisingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "protruding", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "extensive", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "txtbtn", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "equ", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-05__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-05__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-05__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-05__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-boundary-attack-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Chromium-depleted interfacial attack 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A stainless weld spent several hours near 675 degrees Celsius. After nitric-acid exposure, narrow trenches followed the grain edges beside chromium-rich carbide rows.", + "prompt_tail": "nless weld spent several hours near 675 degrees Celsius. After nitric-acid exposure, narrow trenches followed the grain edges beside chromium-rich carbide rows.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-boundary-attack-01", + "carrier_id": null, + "target_family": "boundary-attack", + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 5990, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 445 + }, + { + "label": "corrosion", + "best_rank": 6524, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 4989 + }, + { + "label": "sensitization", + "best_rank": 53080, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 5241 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "supernatural", + "ily", + "bou", + "orna", + "Jang", + "Supernatural", + "jor", + "Lorraine", + "Noor", + "Gui", + "oport", + "Abr", + "oji", + "Supreme", + "plong", + "lagoons", + "olong", + "Anspr", + "felter", + "Supreme" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ily", + "mem", + "felter", + "aboo", + "ool", + "oji", + "iores", + "zym", + "Abr", + "ht", + "omitempty", + "oj", + "lak", + "Gui", + "improbable", + "Ahn", + "ization", + "orna", + "otrop" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Hd", + "pewno", + "rewrite", + "XXV", + "chrysanthemum", + "nikk", + "Happen", + "Kristall", + "liberalization", + "exce", + "lias", + "nvidia", + "Za", + "breath", + "normalization", + "WHAT" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Hd", + "XXV", + "pewno", + "Za", + "rewrite", + "chrysanthemum", + "Donation", + "haman", + "nascita", + "Hing", + "ampled" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "odes", + "NING", + "Christi", + "iquer", + "nvidia", + "genesis", + "Fir", + "Lives", + "Nunes", + "Context", + "niki", + "Venez", + "mining", + "Berkeley", + "Vann", + "niejsze", + "Birthday", + "normalization" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "rewrite", + "NORMAL", + "Birthday", + "nvidia", + "pewno", + "atth", + "Chrys", + "chrysanthemum", + "Kristall", + "pencil", + "nus", + "zeichnis", + "akkhan", + "Donation" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Birthday", + "Kristall", + "Chrys", + "Saldo", + "pewno", + "mas", + "rangea", + "sampel", + "chrysanthemum", + "Ink", + "Sadd", + "pencil", + "Hd", + "worsen", + "Saudi", + "keV", + "XXV", + "Lazada", + "MEMBER", + "saa", + "physiology", + "nvidia", + "sadd" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "WORTH", + "Lives", + "registro", + "berth", + "handful", + "WHIT", + "Birthday", + "TECHNICAL", + "haf", + "Nickname", + "OFFICE", + "genesis", + "WHIT", + "ForegroundColor", + "reib", + "HAS", + "nutric", + "Instance", + "COR", + "Official", + "registro", + "hai", + "avorite" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "t", + "s", + "ebel", + "energetic", + "slik", + "creases", + "vc", + "exuber", + "sene", + "sav", + "mselves", + "saran", + "Hd", + "Hd", + "compassion", + "incompar", + "genu", + "sizer", + "sufferings", + "sat" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "dir", + "og", + "ujos", + "med", + "est", + "uette", + "vc", + "mselves", + "enburg", + "s", + "gehend", + "as", + "iven", + "eness", + "oq", + "ve", + "sizer", + "inness", + "to", + "latter" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "ujos", + "lepas", + "shore", + "uette", + "eness", + "rog", + "night", + "odora", + "dir", + "iven", + "meng", + "fif", + "haf", + "selves", + "udades", + "Moreover", + "osof", + "heartedly", + "sda", + "amos", + "en", + "Dordrecht" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "uette", + "voila", + "folds", + "s", + "Moreover", + "Kalau", + "esimerkiksi", + "fato", + "sink", + "examples", + "fif", + "Depois", + "udir", + "certainly", + "urious", + "sides", + "digamos", + "cetera", + "certeza", + "ogado", + "heartedly", + "ujos", + "fold" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "folds", + "esimerkiksi", + "urious", + "digamos", + "t", + "uette", + "preponder", + "ve", + "sink", + "examples", + "sur", + "ujos", + "voila", + "sides", + "sen", + "certainly", + "enorm", + "moreover", + "fato", + "Kalau", + "cetera", + "celles", + "preval", + "dif", + "Moreover" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "voila", + "conspicuous", + "decadent", + "luscious", + "uette", + "vehement", + "verd", + "virt", + "sheep", + "instances", + "notable", + "perfect", + "night", + "urably", + "selves", + "opulent", + "ding", + "uli", + "exquisite", + "Veamos", + "shore", + "ized", + "noticeable", + "s", + "vulner", + "vajj", + "spicuous", + "urious" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sheep", + "vehement", + "sensibility", + "ized", + "Etc", + "voila", + "ed", + "instances", + "sheep", + "sensual", + "decadent", + "quartz", + "thoughtful", + "conspicuous", + "poetic", + "xr", + "urably", + "goddess", + "rdf", + "lavish", + "sporadic", + "ium", + "examples", + "luscious", + "erratic", + "med" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "discord", + "sporadic", + "thoughtful", + "additive", + "nnnn", + "ODM", + "sheep", + "sensibility", + "fortitude", + "typescript", + "remarked", + "visuals", + "expansive", + "linson", + "intelligible", + "crafty", + "sensual", + "erratic", + "nimble", + "nefarious", + "extensive", + "jolie", + "virtue", + "quartz" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "thoughtful", + "ornamental", + "typescript", + "additive", + "discord", + "oteric", + "cryptic", + "extensive", + "Discord", + "psychic", + "PLOAD", + "intelligible", + "ODM", + "quartz", + "NonNull", + "remarked", + "ventured", + "sensibility", + "Notas", + "adjacent" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "ornamental", + "pierced", + "remarked", + "demarc", + "Notas", + "gdf", + "intricate", + "luscious", + "geometric", + "sculptural", + "sculpted", + "amassed", + "texture", + "Ornamental", + "instances", + "protested", + "woolen", + "Solaris", + "bitmap", + "textured", + "discontinuities", + "converse", + "circumvent", + "flanking", + "textural", + "extensive", + "gourmet", + "snowboard", + "bmp", + "textArea" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "jellem", + "s", + "eman", + "Gestaltung", + "no", + "bestimm", + "radiol", + "zuz", + "particular", + "ske", + "Tz", + "predominant", + "t", + "intric", + "sentido", + "bestimmten", + "sense", + "piro", + "ri", + "roso" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "topRight", + "predomin", + "predominant", + "crimson", + "bottomMargin", + "transverse", + "lengthwise", + "cytotoxic", + "cytometry", + "tritium", + "chh", + "Krom", + "CharPtr", + "erasan", + "umfang", + "predominantly", + "chromium", + "chord", + "boron", + "pyridin", + "minimax", + "eman", + "adecimal", + "circumferential", + "aporte", + "writeInt", + "chorizo", + "chor", + "adam" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "writeInt", + "chromium", + "topRight", + "Accum", + "MLM", + "Krom", + "Ornamental", + "cyclohexane", + "circumferential", + "opium", + "denunci", + "carbide", + "ochem", + "adam", + "chrome", + "cytotoxic", + "adham", + "tenham", + "chopper", + "bottomMargin", + "lengthwise", + "biochem", + "stainless", + "Grimm", + "fortune", + "carbono", + "Chromium", + "krom" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "chromium", + "carbide", + "stainless", + "boron", + "writeInt", + "denunci", + "traceback", + "Krom", + "Palladium", + "uranium", + "hair", + "oxygen", + "bottomMargin", + "otide", + "Chromium", + "carbides", + "adam", + "carbono", + "Germain", + "lengthwise", + "topRight", + "MLM", + "titanium", + "cyclohexane", + "carcin", + "rode", + "icarbon" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "chromium", + "carbide", + "carbides", + "grain", + "Chromium", + "chromium", + "Carbide", + "Chrom", + "Krom", + "CHROM", + "krom", + "Grain", + "krom", + "grain", + "CHROM", + "chrome", + "chromatin", + "chrom", + "carcin", + "carbone", + "CPM", + "spectrom", + "chrom", + "hair", + "ochrom", + "carbox", + "chym", + "carboxyl", + "HCM" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "chromium", + "carbide", + "Chrom", + "chromium", + "Chromium", + "grain", + "krom", + "carbides", + "Krom", + "krom", + "chrome", + "Carbide", + "CHROM", + "chrom", + "chrom", + "Grain", + "chrome", + "grain", + "Chrome", + "chromatin", + "ochrom", + "carbone", + "Chrom", + "spectrom", + "carboxyl", + "Chrome", + "CHROM", + "on" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "chromium", + "carbide", + "Chrom", + "krom", + "carbides", + "chromium", + "Chromium", + "Carbide", + "Krom", + "grain", + "krom", + "Grain", + "on", + "Cr", + "CHROM", + "chrom", + "P", + "ochrom", + "ium", + "chrom", + "Chom", + "Cr", + "C", + "to", + "carbone", + "T" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "carbides", + "carbide", + "Carbide", + "In", + "Row", + "However", + "Carr", + "Carnot", + "These", + "Note", + "Row", + "rides", + "On", + "In", + "carb", + "P", + "DE", + "Table", + "Car", + "L", + "od", + "row", + "aligned", + "C", + "Because", + "Studies", + "harder", + "bes", + "Analysis", + "car", + "Between" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 222770, + 123256, + 16107, + 18284, + 63103, + 26844, + 49483, + 55285, + 37709, + 53740, + 67359, + 58964, + 52431, + 34916, + 40170, + 31536, + 44264, + 55093, + 73021, + 47105, + 80469, + 35924, + 9997, + 5991, + 2407, + 448 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 54181, + 39670, + 159177, + 168594, + 125940, + 197092, + 159158, + 50845, + 221095, + 111135, + 49594, + 32519, + 58897, + 40240, + 63866, + 36750, + 33233, + 13727, + 11989, + 6525, + 8362, + 10863, + 20222, + 50582, + 98697, + 44968 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 197730, + 189489, + 30172, + 28450, + 55127, + 24618, + 65343, + 132101, + 11775, + 17109, + 56945, + 109996, + 88683, + 103761, + 60499, + 86300, + 100849, + 114071, + 60498, + 92617, + 162781, + 53081, + 145793, + 82381, + 175563, + 113257 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 30422, + 38734, + 36696, + 84212, + 163310, + 20522, + 3442, + 446, + 627, + 457, + 3574, + 907, + 2190, + 21638 + ] + }, + { + "label": "corrosion", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 62143, + 56301, + 44214, + 90844, + 44069, + 5988, + 7454, + 4990, + 41887, + 21951, + 30817, + 29131, + 68014, + 38851 + ] + }, + { + "label": "sensitization", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 146614, + 180269, + 173990, + 221184, + 182132, + 223563, + 81967, + 51092, + 21550, + 35802, + 35219, + 5242, + 50369, + 93606 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "inch", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "6", + "output_checked": true + }, + { + "concept": "softwood", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "direction", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "six", + "score": 3.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "7", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Machu", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "testers", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "tedious", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "hours", + "output_checked": true + }, + { + "concept": "GTX", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "compositional", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "edges", + "output_checked": true + }, + { + "concept": "MenuInflater", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "7", + "output_checked": true + }, + { + "concept": "steel", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "hydroxide", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "preponder", + "score": 2.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "beside", + "output_checked": true + }, + { + "concept": "violet", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "ZrO", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "peligros", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "acid", + "output_checked": true + }, + { + "concept": "fede", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "near", + "output_checked": true + }, + { + "concept": "Fahrenheit", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "agony", + "score": 2.0, + "best_rank": 4, + "best_depth": 55.3, + "near_token": "spent", + "output_checked": true + }, + { + "concept": "vertebrate", + "score": 2.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "org", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "5", + "output_checked": true + }, + { + "concept": "egregious", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "moieties", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "edges", + "output_checked": true + }, + { + "concept": "copious", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "beside", + "output_checked": true + }, + { + "concept": "obtuse", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "several", + "output_checked": true + }, + { + "concept": "chromatographed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "edges", + "output_checked": true + }, + { + "concept": "multifunction", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "beside", + "output_checked": true + }, + { + "concept": "fruitless", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Approximately", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Winter", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "followed", + "output_checked": true + }, + { + "concept": "bridle", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "ornamental", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "plen", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "5", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "denitrification", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "paralelas", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "beside", + "output_checked": true + }, + { + "concept": "topRight", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "grout", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "vic", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "welds", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "weld", + "output_checked": true + }, + { + "concept": "imper", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "7", + "output_checked": true + }, + { + "concept": "ditches", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "near", + "output_checked": true + }, + { + "concept": "carbides", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "INES", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "6", + "output_checked": true + }, + { + "concept": "auster", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "7", + "output_checked": true + }, + { + "concept": "imperative", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "bevel", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "edges", + "output_checked": true + }, + { + "concept": "NOx", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "intensive", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "whats", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "weld", + "output_checked": true + }, + { + "concept": "arent", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "near", + "output_checked": true + }, + { + "concept": "crucifix", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "acid", + "output_checked": true + }, + { + "concept": "RCC", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "Contour", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "edges", + "output_checked": true + }, + { + "concept": "extensa", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "rows", + "output_checked": true + }, + { + "concept": "abc", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "spent", + "output_checked": true + }, + { + "concept": "enteric", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "inox", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "6", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "se", + "th", + "row", + "ar", + "inter", + "any", + "anc", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "ts", + "ces", + "years", + "be", + "son", + "eb", + "span", + "ined", + "rivate", + "ters", + "roll", + "section", + "ler", + "mod", + "direct", + "return" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "rence", + "perk", + "haute", + "ocs", + "aquele", + "uq", + "conflicted", + "og", + "lish", + "assert", + "ju", + "purposes", + "stem", + "umeric", + "stems", + "flows", + "enburg", + "reduct" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "t", + "on", + "ro", + "se", + "y", + "j", + "ast", + "one", + "ru", + "ystem", + "ON", + "red", + "az", + "pol", + "som", + "mark", + "To", + "RO", + "rem", + "pha", + "occ", + "mag", + "vi", + "ograph", + "kan", + "special", + "yang", + "ware" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "l", + "im", + "g", + "u", + "se", + "ation", + "be", + "if", + "th", + "us", + "ht", + "and", + "ere", + "com", + "ess", + "pe", + "ain", + "ity", + "j", + "pl", + "ame", + "iz", + "ies" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ve", + "ch", + "ter", + "pe", + "pl", + "ha", + "ad", + "us", + "ign", + "ens", + "which", + "app", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ev", + "ize", + "we", + "ystem", + "ays", + "est", + "wo", + "who", + "rib", + "import", + "es" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "le", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ay", + "ir", + "ver", + "ere", + "end", + "ill", + "ex", + "art", + "ud", + "ang", + "ive", + "all", + "ard", + "ik", + "pl", + "ge", + "ph", + "ong", + "one", + "ence" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res", + "ort", + "se", + "L" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "ice", + "comp", + "St", + "ar", + "elf", + "sp", + "ah", + "ike", + "ric", + "set", + "to", + "app" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "of", + "photograph", + "eat", + "liaison", + "sof", + "n", + "second", + "perfectly", + "they", + "selection", + "sehen", + "evol", + "tentative", + "kaya", + "bringen", + "wunder", + "Publicity" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "e", + "s", + "perfectly", + "youtu", + "eat", + "EG", + "tentative", + "sof", + "mellow", + "wunder", + "Publicity", + "n", + "at", + "rel", + "aw", + "ET", + "equip", + "has", + "second", + "photograph", + "slash", + "officially" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "et", + "substantial", + "tog", + "Tog", + "Publicity", + "ET", + "Verenigde", + "e", + "equip", + "slash", + "imitation", + "resmi", + "readily", + "somebody", + "administrator", + "exc", + "damn", + "tentative", + "offic", + "formality" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "fielder", + "ET", + "damn", + "kowy", + "Tog", + "leisurely", + "readily", + "any", + "et", + "formality", + "cooking", + "asesin", + "slash", + "Looking", + "comfy", + "watchful", + "er", + "slight", + "papan", + "exc", + "resmi" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "Tog", + "kowy", + "damn", + "fielder", + "asesin", + "slight", + "leisurely", + "cooking", + "cellar", + "formality", + "bunun", + "ET", + "ampio", + "demise", + "papan", + "acciaio" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "phenoxymethyl", + "Diageo", + "kowy", + "scathing", + "phenylsulfanyl", + "slight", + "kubectl", + "bizarre", + "notifying", + "resmi", + "Tog", + "unearthed", + "fielder", + "decree", + "Italien", + "Rockstar", + "Publicity" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "whitish", + "scathing", + "reminiscent", + "these", + "noticeable", + "Webinar", + "reddish", + "glistening", + "cette", + "flanked", + "yellowish", + "grotesque", + "shaped", + "exhilar", + "rosy" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "reminiscent", + "interspersed", + "ed", + "these", + "noticeable", + "thick", + "visibly", + "flanked", + "unsightly", + "abrupt", + "resembling", + "abruptly", + "between", + "shaped", + "evenly", + "devoid", + "beneath", + "swiftly", + "resembled", + "esses" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "swiftly", + "these", + "gradually", + "visibly", + "irregularly", + "softly", + "subtly", + "upheaval", + "perplexed", + "sporadically", + "perplexing", + "jagged", + "aligned", + "positioned", + "conspicuous", + "abruptly", + "arched", + "intensifying", + "adjacent", + "perpendicular", + "irregular", + "intensified", + "protrusions", + "each", + "prominent", + "motionless", + "intently", + "unsightly", + "those", + "nestled", + "nuanced", + "unidirectional" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "massive", + "densely", + "cohesive", + "ed", + "deeply", + "intricately", + "outlined", + "aligned", + "highly", + "undulating", + "adjacent", + "various", + "closely", + "prominent", + "uneven", + "numerous", + "jagged", + "oriented", + "focused", + "heavily", + "perpendicular", + "dense", + "contrasting", + "existing", + "shaped", + "homogeneous", + "rectangular", + "polished", + "engraved", + "excavated", + "these", + "each" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "those", + "th", + "highly", + "various", + "D", + "numerous", + "S", + "on", + "St", + "d", + "ed", + "well", + "existing", + "t", + "e", + "ly", + "massive", + "these", + "the", + "f", + "parallel", + "prominent", + "prevailing", + "interconnected", + "ubiquitous", + "ex", + "each", + "distinct", + "th", + "Ex", + "closely" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "chromium", + "highly", + "alternating", + "th", + "enhanced", + "enhancing", + "decorated", + "chlorophyll", + "criss", + "seemingly", + "oriented", + "high", + "across", + "numerous", + "aligned", + "crimson", + "those", + "elevated", + "predominantly", + "cross", + "chrom", + "abundant", + "geometrically", + "countless", + "asymmetrical", + "Christmas", + "prominent", + "Rox", + "devoid", + "traversing", + "perimeter", + "crowned" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "chromium", + "th", + "C", + "Chromium", + "Chrom", + "chrome", + "Ch", + "krom", + "on", + "chrome", + "chromium", + "c", + "co", + "Of", + "across", + "Krom", + "chrom", + "Across", + "com", + "Pr", + "C", + "In", + "carbon", + "chlorophyll", + "metal", + "H", + "O", + "St", + "metal", + "Rox" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "chromium", + "Chromium", + "carbon", + "carbon", + "boron", + "chrome", + "chromium", + "karbon", + "chrom", + "Carbon", + "Krom", + "manganese", + "molybdenum", + "titanium", + "Chrom", + "krom", + "th", + "CARBON", + "chrome", + "carbide", + "platinum", + "chlorophyll", + "hydrocarbon", + "chromed", + "zirconium", + "cadmium", + "carbono", + "ruthenium", + "Cr", + "Titanium" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "chromium", + "grain", + "chromium", + "C", + "C", + "t", + "st", + "carbide", + "chrom", + "on", + "chrome", + "grain", + "Chromium", + "Grain", + "carbon", + "in", + "and", + "and", + "in", + "c", + "Chrom", + "carbides", + "p", + "un", + "krom", + "St", + "te", + "t", + "re" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "chromium", + "chromium", + "chrome", + "Chromium", + "Chrom", + "grain", + "chrom", + "krom", + "CHROM", + "chrome", + "Chrome", + "Grain", + "chrom", + "carbide", + "grain", + "chromosome", + "Grain", + "carbides", + "krom", + "Krom", + "CHROM", + "Cr", + "Cr", + "Chrome", + "chr", + "Chrom", + "chromatography", + "chr", + "chromos" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "chromium", + "Chrom", + "chromium", + "Cr", + "as", + "on", + "Chromium", + "and", + "grain", + "to", + "Grain", + "ochrom", + "krom", + "CHROM", + "carbide", + "Krom", + "C", + "Chrome", + "chrom", + "chrome", + "carbides", + "j", + "ing", + "Cr", + "or", + "en", + "grain", + "ar" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "carbides", + "carbide", + "Carbide", + "In", + "Row", + "However", + "Carr", + "Carnot", + "These", + "Note", + "Row", + "rides", + "On", + "In", + "carb", + "P", + "DE", + "Table", + "Car", + "L", + "od", + "row", + "aligned", + "C", + "Because", + "Studies", + "harder", + "bes", + "Analysis", + "car", + "Between" + ] + } + ], + "logit_surprising": [ + { + "concept": "and", + "score": 7.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "impeding", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "beside", + "output_checked": true + }, + { + "concept": "been", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "spent", + "output_checked": true + }, + { + "concept": "steel", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "temperature", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "enriched", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "near", + "output_checked": true + }, + { + "concept": "areas", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "slight", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "several", + "output_checked": true + }, + { + "concept": "readily", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "annen", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "whitish", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "each", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "based", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "subjected", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Fahrenheit", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "argumentative", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "6", + "output_checked": true + }, + { + "concept": "Looking", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "acid", + "output_checked": true + }, + { + "concept": "ample", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "additional", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "severely", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "spent", + "output_checked": true + }, + { + "concept": "afterward", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "copious", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "resulted", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "beside", + "output_checked": true + }, + { + "concept": "textBox", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "acid", + "output_checked": true + }, + { + "concept": "jagged", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "rows", + "output_checked": true + }, + { + "concept": "solution", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "acid", + "output_checked": true + }, + { + "concept": "carbides", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "lentement", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "convincing", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "spur", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": ",", + "output_checked": true + }, + { + "concept": "probationary", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "serp", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "weld", + "output_checked": true + }, + { + "concept": "indicative", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "edges", + "output_checked": true + }, + { + "concept": "autre", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "nitric", + "output_checked": true + }, + { + "concept": "anhyd", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "acid", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "several", + "output_checked": true + }, + { + "concept": "sized", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "7", + "output_checked": true + }, + { + "concept": "abutting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "5", + "output_checked": true + }, + { + "concept": "enmity", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "After", + "output_checked": true + }, + { + "concept": "enveloping", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "noticeable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "unrelenting", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "poderia", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "acid", + "output_checked": true + }, + { + "concept": "withstand", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "protruding", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "rows", + "output_checked": true + }, + { + "concept": "endroit", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "7", + "output_checked": true + }, + { + "concept": "kontinuier", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "devoid", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "yellowish", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ecommerce", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "machined", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "weld", + "output_checked": true + }, + { + "concept": "consumed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "spent", + "output_checked": true + }, + { + "concept": "unwavering", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "bzw", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "extent", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "emergence", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "followed", + "output_checked": true + }, + { + "concept": "gently", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "regions", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rich", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-01__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-01__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-01__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-01__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-boundary-attack-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Chromium-depleted interfacial attack 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "An austenitic pipe was slowly cooled through an intermediate temperature range. A later chemical test exposed a connected network of material loss outlining individual grains.", + "prompt_tail": "ipe was slowly cooled through an intermediate temperature range. A later chemical test exposed a connected network of material loss outlining individual grains.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-boundary-attack-02", + "carrier_id": null, + "target_family": "boundary-attack", + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 0, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": true, + "best_pos": 27, + "logit_lens_best_rank": 0 + }, + { + "label": "corrosion", + "best_rank": 410, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 362 + }, + { + "label": "sensitization", + "best_rank": 53544, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 28871 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "supernatural", + "ement", + "ily", + "bou", + "orna", + "Jang", + "Supernatural", + "jor", + "Lorraine", + "plong", + "oport", + "Noor", + "oji", + "Gui", + "Abr", + "Supreme", + "lagoons", + "marinated", + "ery", + "olong", + "JOR" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ily", + "aboo", + "oji", + "Abr", + "mem", + "orna", + "felter", + "ht", + "oj", + "lak", + "supernatural", + "Jang", + "ool", + "iores", + "Baylor", + "zym", + "ORN", + "ancher", + "ior", + "Gui", + "improbable" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "handful", + "Kham", + "Hassel", + "crawled", + "Fres", + "Happen", + "ERE", + "EVERY", + "Scores", + "Ejec", + "hse", + "dopiero", + "TECHNICAL", + "happen", + "RECOMM", + "ently" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "neuron", + "Za", + "Printers", + "DecodingError", + "rectMode", + "prus", + "Printer", + "Carpet", + "slik", + "squre", + "odymium", + "magnesium", + "innate", + "innervation", + "Za", + "ians", + "resin" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "normalization", + "Birthday", + "nvidia", + "Alle", + "NORMAL", + "Lobkowicz", + "fqsen", + "Za", + "Christi", + "pewno", + "Venez", + "Xiv", + "KD", + "nascita", + "elleen", + "Highlight", + "MEMBER", + "odes" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "atth", + "pewno", + "rewrite", + "Kristall", + "Saldo", + "NORMAL", + "Saudi", + "uzz", + "triangleright", + "Soda", + "chrysanthemum", + "Lens", + "Chrys", + "Cameras", + "Kal", + "UD", + "Hd" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Birthday", + "sampel", + "pewno", + "Chrys", + "Kristall", + "mas", + "pencil", + "Saldo", + "nvidia", + "chrysanthemum", + "MEMBER", + "physiology", + "Saudi", + "Ink", + "Sadd", + "worsen", + "rangea", + "Webcam", + "XXV" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "handful", + "WORTH", + "WHIT", + "TECHNICAL", + "COR", + "berth", + "registro", + "Lives", + "ForEach", + "WHIT", + "escal", + "nutric", + "wah", + "Official", + "OFFICE", + "genesis", + "hetero", + "haf", + "ueuse", + "Nickname", + "ForegroundColor", + "hay", + "hai" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "t", + "ebel", + "s", + "slik", + "energetic", + "sene", + "genu", + "creases", + "exuber", + "compassion", + "sufferings", + "Hd", + "predominance", + "vc", + "supuesto", + "Hd", + "moreover", + "sav", + "incompar" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "dir", + "gehend", + "med", + "ujos", + "og", + "est", + "ve", + "bulb", + "nesses", + "oq", + "ness", + "ebel", + "eben", + "mselves", + "enorm", + "pues", + "enberg", + "kaut", + "si" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "gehend", + "ujos", + "med", + "rog", + "Moreover", + "iven", + "manner", + "eness", + "en", + "selves", + "night", + "heartedly", + "lepas", + "osof", + "ively", + "amos", + "voila", + "dir" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "examples", + "esimerkiksi", + "voila", + "beispielsweise", + "med", + "Depois", + "folds", + "Furthermore", + "urious", + "Kalau", + "digamos", + "Moreover", + "certainly", + "enorm", + "vulner", + "misalnya", + "rologist", + "fato", + "certeza", + "udir", + "cetera" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "esimerkiksi", + "examples", + "med", + "enorm", + "folds", + "beispielsweise", + "urious", + "preponder", + "digamos", + "celles", + "misalnya", + "creases", + "certainly", + "preval", + "exuber", + "voila", + "dif", + "furthermore", + "cetera", + "scapes", + "sene" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "s", + "vulner", + "selves", + "notion", + "proverbial", + "decadent", + "vehement", + "tyle", + "digamos", + "voila", + "enorm", + "onun", + "gehend", + "ments", + "instances", + "ulnerable", + "primes", + "sembl", + "ding", + "scape", + "deft", + "manner", + "particularmente", + "verd" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "instances", + "sensibility", + "examples", + "vehement", + "fragmented", + "sheep", + "xr", + "horrend", + "intricate", + "voila", + "nefarious", + "ed", + "sheep", + "artifacts", + "ments", + "assertions", + "registros", + "scapes", + "decadent", + "crafty", + "mah", + "Etc", + "ium", + "ulnerable", + "quartz", + "fortitude", + "ers", + "dynamics" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "cryptic", + "discord", + "horrend", + "sensibility", + "fortitude", + "typescript", + "hexadecimal", + "discrete", + "xr", + "arcane", + "sheep", + "nefarious", + "horrid", + "extensive", + "sheep", + "sporadic", + "fragmented", + "grotesque", + "rediscovered", + "instances", + "scape", + "Xr", + "cosmetics", + "chipset", + "intricate", + "assertions" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "cryptic", + "typescript", + "extensive", + "discord", + "chipset", + "horrid", + "discrete", + "psychic", + "obscured", + "datasource", + "adjacent", + "bitmap", + "Discord", + "sensibility", + "arcane", + "hibernate", + "hexadecimal", + "ornamental", + "cipher", + "rectangles" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "demarc", + "hibernate", + "discord", + "visualized", + "discontinuities", + "instances", + "discernible", + "geometric", + "attempted", + "amassed", + "printStackTrace", + "diffraction", + "pvc", + "sculpted", + "reminiscent", + "psyche", + "delineated", + "necrotic", + "gaze", + "remarked", + "grotesque", + "corresponding", + "aneous", + "circumvent", + "lamented", + "typescript", + "discontinuity", + "disparity", + "breached", + "figurines" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "ed", + "pattern", + "Missing", + "discernible", + "nedostat", + "disparity", + "outlining", + "gaps", + "Gestaltung", + "particular", + "missing", + "situation", + "interstices", + "outline", + "pattern", + "Pattern", + "roso", + "canalicul", + "bitmap", + "porosity", + "breached", + "jagged", + "diffraction", + "ListOf", + "Unterschiede", + "geometric", + "intric", + "herni", + "jellem", + "discontinuities" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "nedostat", + "jagged", + "grout", + "Nota", + "canalicul", + "Nota", + "missing", + "outline", + "Missing", + "Interstitial", + "interstices", + "delineated", + "discernible", + "undesirable", + "consequ", + "cavities", + "ed", + "bitmap", + "demarc", + "outlining", + "Nossa", + "routed", + "demarcation", + "delimit", + "XPATH", + "mycel", + "IEnumerable", + "vertices", + "Outline" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "outline", + "Outline", + "outlines", + "outline", + "Outline", + "outlining", + "outlined", + "outlined", + "canalicul", + "missing", + "Missing", + "grout", + "Missing", + "porosity", + "nedostat", + "grain", + "jagged", + "Interstitial", + "carved", + "Lines", + "void", + "mapped", + "Contour", + "kehilangan", + "Mapa", + "lost", + "Grain", + "missing", + "deline" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "boundary", + "boundaries", + "Boundary", + "outline", + "Boundary", + "Boundaries", + "boundary", + "borders", + "boundaries", + "outlines", + "Outline", + "Outline", + "borders", + "outline", + "outlining", + "outlined", + "outlined", + "border", + "Lines", + "Grenzen", + "Borders", + "bordered", + "delineate", + "BOUNDARY", + "delineated", + "BOUND" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "material", + "material", + "Material", + "outline", + "Material", + "outlines", + "Outline", + "outlining", + "materiaal", + "outline", + "Outline", + "outlined", + "materiale", + "network", + "grain", + "MATERIAL", + "outlined", + "malzeme", + "materiali", + "MATERIAL", + "inter", + "materiales" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "material", + "grain", + "outlines", + "material", + "Material", + "outlining", + "materiaal", + "Material", + "outline", + "Grain", + "Outline", + "grain", + "Outline", + "outline", + "network", + "grains", + "materiale", + "Grain", + "outlined", + "inter", + "MATERIAL", + "intr", + "network", + "boundaries", + "Network", + "MATERIAL", + "malzeme", + "inter", + "outlined", + "Network" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "inter", + "inter", + "Inter", + "Inter", + "grain", + "interl", + "Grain", + "interd", + "INTER", + "interstitial", + "interle", + "interlocking", + "intercellular", + "INTER", + "grains", + "interfacial", + "intr", + "Interop", + "intercom", + "interleaved", + "interdiscipl", + "grain", + "material", + "outlining" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "This", + "However", + "of", + "Each", + "In", + "He", + "All", + "Alternatively", + "Network", + "These", + "You", + "No", + "We", + "Out", + "But", + "There", + "They", + "The", + "Since", + "but", + "Individual", + "Identifying", + "A", + "For", + "What", + "Let", + "Yes", + "Instead", + "Without", + "It", + "Not", + "While" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 222781, + 142849, + 25168, + 144674, + 38995, + 26115, + 48387, + 62093, + 40111, + 54944, + 92798, + 91893, + 96486, + 56736, + 60676, + 21188, + 26220, + 29906, + 6810, + 1201, + 98, + 1, + 78, + 69, + 692, + 240 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 57659, + 39234, + 101438, + 171310, + 143334, + 228090, + 153399, + 36052, + 213897, + 118794, + 21453, + 23900, + 54477, + 30282, + 57204, + 32789, + 24784, + 5959, + 1075, + 411, + 701, + 934, + 1013, + 5199, + 50702, + 2020 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 195664, + 176700, + 60531, + 51836, + 43321, + 14176, + 65104, + 139639, + 15429, + 26154, + 77415, + 143524, + 113539, + 129958, + 97785, + 147884, + 140512, + 99748, + 53545, + 57641, + 105995, + 81018, + 99246, + 61307, + 163157, + 79528 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 23802, + 40898, + 31874, + 53707, + 101228, + 5949, + 4328, + 614, + 33, + 18, + 16, + 1, + 33, + 35 + ] + }, + { + "label": "corrosion", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 96704, + 90883, + 74465, + 89764, + 36918, + 7551, + 5906, + 6066, + 363, + 1078, + 1914, + 801, + 2997, + 1523 + ] + }, + { + "label": "sensitization", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 161301, + 170727, + 174616, + 179421, + 109514, + 78164, + 52743, + 28872, + 41941, + 80992, + 81904, + 96159, + 33626, + 31920 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "outline", + "score": 5.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "outlining", + "output_checked": true + }, + { + "concept": "RED", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "later", + "output_checked": true + }, + { + "concept": "dure", + "score": 4.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "Typically", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "an", + "output_checked": true + }, + { + "concept": "innumerable", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "network", + "output_checked": true + }, + { + "concept": "testers", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "postulated", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "assorted", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "network", + "output_checked": true + }, + { + "concept": "tests", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "test", + "output_checked": true + }, + { + "concept": "unconnected", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "defects", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "material", + "output_checked": true + }, + { + "concept": "heathen", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "coloro", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "intermediate", + "output_checked": true + }, + { + "concept": "scribble", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "intermediate", + "output_checked": true + }, + { + "concept": "hesitated", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "reve", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "PDPN", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "outlining", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "An", + "output_checked": true + }, + { + "concept": "tainted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "cryptic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ampere", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "range", + "output_checked": true + }, + { + "concept": "edibles", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "loss", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "antara", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "intermediate", + "output_checked": true + }, + { + "concept": "outlined", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "outlining", + "output_checked": true + }, + { + "concept": "nedostat", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "inst", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "was", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "boundary", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "composition", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "chemical", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "carbide", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "aptitude", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "instances", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "infractions", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "normalmente", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "maksud", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Preset", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "demarc", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "determinada", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "A", + "output_checked": true + }, + { + "concept": "compositional", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "outlining", + "output_checked": true + }, + { + "concept": "Iceland", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "ToBe", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "was", + "output_checked": true + }, + { + "concept": "INE", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "INE", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "network", + "output_checked": true + }, + { + "concept": "ured", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "disconnected", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "certainly", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Err", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "oftentimes", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "material", + "output_checked": true + }, + { + "concept": "ligature", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "Satt", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "Harding", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "through", + "output_checked": true + }, + { + "concept": "treacherous", + "score": 1.0, + "best_rank": 5, + "best_depth": 63.8, + "near_token": "outlining", + "output_checked": true + }, + { + "concept": "sized", + "score": 1.0, + "best_rank": 6, + "best_depth": 59.6, + "near_token": "range", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "p", + "ve", + "se", + "ation", + "th", + "wh", + "ers", + "and", + "ment", + "row", + "so", + "ng", + "ther", + "gh", + "ar", + "ne", + "mathrm", + "ook", + "sa", + "yst", + "inter", + "pr", + "text", + "set", + "any", + "anc", + "ey", + "ton", + "der" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "ner", + "rence", + "umeric", + "perk", + "haute", + "uq", + "pitted", + "conflicted", + "es", + "an", + "is", + "ne", + "ning", + "son", + "qual", + "assert", + "sav", + "ju", + "purposes" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "iv", + "j", + "ib", + "ast", + "one", + "ound", + "itt", + "ON", + "red", + "ict", + "uring", + "raph", + "med", + "tem", + "ke", + "ij", + "som", + "mark", + "fin", + "essage", + "vol", + "duct", + "ivid", + "To", + "RO", + "ird", + "ability", + "oot" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "al", + "ou", + "el", + "l", + "st", + "re", + "im", + "ation", + "st", + "ir", + "if", + "ith", + "th", + "est", + "wh", + "ain", + "ore", + "su", + "j", + "ch", + "by", + "ies", + "our", + "ust", + "int", + "un", + "out", + "ich", + "ff", + "orm" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "de", + "ch", + "qu", + "ess", + "ity", + "The", + "age", + "ha", + "from", + "im", + "ad", + "us", + "ign", + "your", + "which", + "app", + "ar", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ag", + "ize", + "we", + "est", + "wo" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "en", + "at", + "an", + "it", + "is", + "le", + "ion", + "as", + "ent", + "n", + "ig", + "ur", + "ve", + "de", + "ay", + "ir", + "ly", + "un", + "ere", + "com", + "pe", + "end", + "ill", + "ath", + "ex", + "art", + "The", + "iz", + "ue", + "ud" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "og", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "ord", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "they", + "youtu", + "eat", + "of", + "perfectly", + "terrible", + "liaison", + "sehen", + "bringen", + "wunder", + "cik", + "n", + "ers", + "equip", + "photograph", + "begitu", + "evol", + "sof" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "youtu", + "s", + "equip", + "depart", + "slash", + "aal", + "eat", + "imitation", + "liaison", + "remember", + "tentative", + "sof", + "devenu", + "bringen", + "mellow", + "wunder", + "e", + "ers", + "rel", + "any", + "aw", + "amma" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "organization", + "imitation", + "e", + "slight", + "somebody", + "tog", + "reliance", + "Tog", + "ameri", + "et", + "equip", + "substantial", + "slash", + "behalf", + "damn", + "aal", + "devenu", + "Verenigde", + "ecek", + "easily", + "readily", + "substantially" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "damn", + "kowy", + "ET", + "slight", + "Tog", + "et", + "tanti", + "formality", + "ameri", + "organization", + "cooking", + "asesin", + "slash", + "error", + "Looking", + "ed", + "async", + "er", + "shaped", + "path", + "substantial", + "immense" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "kowy", + "damn", + "asesin", + "slight", + "Tog", + "immense", + "organization", + "declining", + "tanti", + "formality", + "scathing", + "bunun", + "error", + "indicative", + "fielder", + "impending", + "anteced", + "cellar", + "warning", + "ed" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "bizarre", + "tanti", + "horrifying", + "sobbing", + "reverting", + "horrific", + "substantial", + "Diageo", + "gigantic", + "horrible", + "immense", + "menacing", + "unearthed", + "ijnlijk", + "marred", + "shockingly", + "severely", + "scathing", + "despicable", + "ed", + "horrendous" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "reminiscent", + "caused", + "horrifying", + "scathing", + "resembling", + "horrific", + "tantamount", + "glistening", + "exasper", + "ed", + "arising", + "semblable", + "caused", + "similar", + "resulted", + "swelling", + "attributable", + "exacerbated", + "likened", + "sobbing", + "marred" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "reminiscent", + "resulted", + "which", + "caused", + "resulting", + "resembling", + "interspersed", + "ed", + "revealing", + "attributed", + "interwoven", + "similar", + "surrounding", + "causing", + "revela", + "widespread", + "contiguous", + "exasper", + "resembled", + "been", + "these", + "similar", + "exceedingly", + "grotesque", + "suggesting", + "localized" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "reminiscent", + "interconnected", + "distorted", + "resembling", + "resembled", + "outlined", + "intensified", + "fragmented", + "jagged", + "swelling", + "contiguous", + "mimicking", + "disrupted", + "horrifying", + "glistening", + "focused", + "interspersed", + "likened", + "senseless", + "localized", + "mirroring", + "interwoven", + "visible", + "reflecting", + "demarc", + "debilitating", + "arched", + "riddled", + "stabbing", + "radiating", + "exasper" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "massive", + "reminiscent", + "focused", + "jagged", + "interconnected", + "deeply", + "widespread", + "uncovering", + "visible", + "linked", + "outlined", + "nearly", + "distinct", + "demarc", + "numerous", + "fragmented", + "ed", + "hollow", + "structured", + "identified", + "surrounding", + "prominent", + "localized", + "undulating", + "intricately", + "each", + "glistening", + "highlighting", + "cohesive", + "highly", + "surrounded", + "centered" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "interconnected", + "jagged", + "surrounding", + "riddled", + "disrupted", + "boundaries", + "reminiscent", + "outlined", + "localized", + "outlines", + "fragmented", + "interconnect", + "outlining", + "depleted", + "surrounded", + "widespread", + "outline", + "mosaic", + "numerous", + "loss", + "aligned", + "cavities", + "eroded", + "voids", + "labyrinth", + "demarc", + "distinct", + "holes", + "gaps", + "cracks", + "interstitial", + "conspicuous" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "interconnected", + "riddled", + "boundaries", + "jagged", + "reminiscent", + "loss", + "voids", + "outlines", + "interstitial", + "surrounding", + "barely", + "surrounded", + "localized", + "outline", + "demarc", + "micro", + "outlining", + "boundary", + "interconnect", + "outlined", + "deline", + "network", + "lost", + "criss", + "pattern", + "countless", + "depleted", + "individual", + "grain", + "highlighted", + "seemingly", + "highlighting" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "outline", + "outlines", + "grain", + "outline", + "Outline", + "outlined", + "outlining", + "grains", + "Outline", + "interconnected", + "Grain", + "loss", + "deline", + "Grain", + "boundary", + "boundaries", + "matrix", + "ed", + "lost", + "grain", + "contour", + "etch", + "outlined", + "Boundary", + "contours", + "Inter", + "borders", + "skeleton", + "Lost", + "interconnect", + "demarc" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "boundary", + "boundaries", + "boundary", + "Boundary", + "Boundary", + "outline", + "outlines", + "boundaries", + "Boundaries", + "borders", + "outline", + "border", + "borders", + "border", + "outlining", + "outlined", + "Outline", + "Outline", + "bordering", + "BOUNDARY", + "bordered", + "demarcation", + "Bound", + "Border" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "material", + "material", + "inter", + "inter", + "Material", + "outlining", + "network", + "Material", + "network", + "outlines", + "outline", + "outline", + "outlined", + "Inter", + "Inter", + "grain", + "outlined", + "Int", + "Network", + "individual", + "Outline", + "Individual", + "between", + "Network", + "Individual", + "materiaal", + "Outline", + "individual" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "material", + "grain", + "outlining", + "inter", + "network", + "outlines", + "inter", + "Grain", + "grain", + "Grain", + "material", + "outlined", + "materiaal", + "Material", + "outline", + "Material", + "network", + "Network", + "outlined", + "Int", + "grains", + "outline", + "intr", + "Network", + "intra", + "Outline", + "interconnect", + "Inter", + "Outline", + "between" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "inter", + "inter", + "Inter", + "Inter", + "grain", + "interstitial", + "intercellular", + "INTER", + "interd", + "Grain", + "grain", + "Interfaith", + "Interstitial", + "interconnect", + "INTER", + "interl", + "network", + "grains", + "outlines", + "material", + "material", + "inters" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "This", + "However", + "of", + "Each", + "In", + "He", + "All", + "Alternatively", + "Network", + "These", + "You", + "No", + "We", + "Out", + "But", + "There", + "They", + "The", + "Since", + "but", + "Individual", + "Identifying", + "A", + "For", + "What", + "Let", + "Yes", + "Instead", + "Without", + "It", + "Not", + "While" + ] + } + ], + "logit_surprising": [ + { + "concept": "been", + "score": 10.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "interconnected", + "score": 7.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "network", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "later", + "output_checked": true + }, + { + "concept": "slight", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "network", + "output_checked": true + }, + { + "concept": "cooling", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "readily", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "an", + "output_checked": true + }, + { + "concept": "lentement", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "through", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 4.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "later", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 4.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "outline", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "outlining", + "output_checked": true + }, + { + "concept": "substantially", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "detrimental", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "material", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "conducted", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "test", + "output_checked": true + }, + { + "concept": "exposure", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "austenite", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "composition", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "chemical", + "output_checked": true + }, + { + "concept": "tacit", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "substantial", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "range", + "output_checked": true + }, + { + "concept": "somebody", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "behest", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "range", + "output_checked": true + }, + { + "concept": "immense", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "test", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "through", + "output_checked": true + }, + { + "concept": "resulted", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "revealed", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "subjected", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "moderately", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "through", + "output_checked": true + }, + { + "concept": "resulting", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "various", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "through", + "output_checked": true + }, + { + "concept": "tests", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "test", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "reput", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "impeding", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "formu", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "intermediate", + "output_checked": true + }, + { + "concept": "errori", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "A", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "eventful", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "chemical", + "output_checked": true + }, + { + "concept": "insulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "test", + "output_checked": true + }, + { + "concept": "impending", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "soort", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "complying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "described", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "severely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "undoubt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "chemical", + "output_checked": true + }, + { + "concept": "these", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "test", + "output_checked": true + }, + { + "concept": "notifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "intensively", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "formerly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "contiguous", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "outlining", + "output_checked": true + }, + { + "concept": "unusually", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "bzw", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "gradually", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "progressively", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "intermediate", + "output_checked": true + }, + { + "concept": "reverting", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "pointA", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "specified", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "range", + "output_checked": true + }, + { + "concept": "characteristics", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "chemical", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "portion", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "tenacious", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "intricately", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "outlining", + "output_checked": true + }, + { + "concept": "individuality", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "grains", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-02__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-02__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-02__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-02__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-boundary-attack-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Chromium-depleted interfacial attack 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Carbide particles decorated the interfaces in heat-affected stainless steel. Immersion testing removed chromium-depleted regions next to those particles while grain interiors remained sound.", + "prompt_tail": "e interfaces in heat-affected stainless steel. Immersion testing removed chromium-depleted regions next to those particles while grain interiors remained sound.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-boundary-attack-03", + "carrier_id": null, + "target_family": "boundary-attack", + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 3220, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 57 + }, + { + "label": "corrosion", + "best_rank": 1210, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 884 + }, + { + "label": "sensitization", + "best_rank": 23845, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 16513 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "supernatural", + "ily", + "bou", + "orna", + "Jang", + "Supernatural", + "jor", + "Gui", + "Lorraine", + "Noor", + "Abr", + "oport", + "oji", + "Supreme", + "plong", + "lagoons", + "olong", + "aboo", + "Supreme" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ily", + "iores", + "mathbb", + "oji", + "ugas", + "zym", + "ool", + "oms", + "Arora", + "ured", + "orna", + "ingles", + "ior", + "lak", + "osz", + "GSM", + "aboo", + "ORN", + "otrop", + "mem", + "itect", + "ORS", + "Gui", + "Ahn" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Kham", + "lias", + "JSONObject", + "Fres", + "hse", + "Ejec", + "hq", + "ocked", + "ently", + "ella", + "handful", + "analyzer", + "TABLES", + "RECOMM", + "flurry", + "Happen" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Za", + "Hd", + "pewno", + "ushchev", + "Za", + "magnesium", + "recorder", + "micron", + "Magnesium", + "kPa", + "abilia", + "flurry", + "norms", + "debris", + "Salman" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "lessness", + "Glover", + "eless", + "URING", + "Christi", + "ters", + "ligt", + "ophthal", + "orial", + "unts", + "Georg", + "ligation", + "Genesis", + "GAL", + "mining", + "Curie", + "omial", + "Context" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "pewno", + "NORMAL", + "rewrite", + "Chrys", + "nvidia", + "Kristall", + "chrysanthemum", + "atth", + "Lambda", + "normalization", + "Birthday", + "zeichnis", + "Novartis" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Chrys", + "Saldo", + "pewno", + "Kristall", + "mas", + "Ink", + "Saudi", + "sampel", + "Hd", + "Za", + "Lens", + "domin", + "saa", + "Lazada", + "chrysanthemum", + "worsen", + "Birthday", + "nbhd", + "ceo", + "rangea", + "Webcam" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "WORTH", + "haya", + "TECHNICAL", + "WHIT", + "handful", + "Lives", + "registro", + "berth", + "OFFICE", + "genesis", + "haf", + "Nickname", + "ForegroundColor", + "COR", + "FAF", + "Instance", + "Birthday", + "ForEach", + "WHIT", + "VARIABLES", + "enl", + "avorite", + "technical", + "escal", + "ueuse" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "t", + "ebel", + "energetic", + "vc", + "exuber", + "Hd", + "slik", + "creases", + "Hd", + "mselves", + "ujos", + "sizer", + "genu", + "bulb", + "est", + "sav", + "enburg", + "comienzo", + "mektedir", + "finiteness" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "med", + "dir", + "og", + "gehend", + "est", + "uette", + "ujos", + "ve", + "bulb", + "skept", + "enburg", + "eness", + "mselves", + "uelles", + "en", + "as", + "ebel", + "si", + "exuber", + "s" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "med", + "s", + "lepas", + "rad", + "night", + "eness", + "heartedly", + "gehend", + "hearted", + "shore", + "selves", + "dir", + "osof", + "meng", + "amos", + "fif", + "logrado", + "rologic", + "trach", + "Dordrecht", + "ujos", + "nnet", + "mat", + "brid" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "t", + "sur", + "esimerkiksi", + "med", + "dif", + "beispielsweise", + "certeza", + "ve", + "enorm", + "urious", + "ified", + "dass", + "certainly", + "kwamba", + "misalnya", + "digamos", + "cetera", + "fato", + "exuber", + "folds", + "moreover", + "celles", + "examples" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "t", + "s", + "sur", + "dif", + "esimerkiksi", + "enorm", + "urious", + "exuber", + "digamos", + "ve", + "beispielsweise", + "preval", + "preponder", + "certainly", + "certeza", + "misalnya", + "celles", + "ified", + "slik", + "folds", + "creases", + "f" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "urious", + "proverbial", + "dif", + "particular", + "selves", + "lepas", + "ding", + "digamos", + "vehement", + "Veamos", + "orable", + "vajj", + "exuber", + "decadent", + "let", + "ments", + "rad", + "preval", + "mole", + "certeza", + "gehend", + "enorm", + "ulnerable", + "ff", + "ond", + "perfect", + "virt", + "leve" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sensibility", + "Etc", + "skept", + "ium", + "med", + "dif", + "softening", + "sheep", + "vehement", + "ulnerable", + "necessariamente", + "virt", + "zeug", + "ments", + "particular", + "mate", + "decadent", + "Seine", + "politik", + "uptools", + "Veamos", + "urious", + "mah", + "rite" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "Etc", + "sensibility", + "dud", + "discord", + "bole", + "argumento", + "sporadic", + "sentiment", + "virtue", + "defens", + "xr", + "fortitude", + "rite", + "sheep", + "estructive", + "Xr", + "pois", + "ODM", + "defensive", + "mort", + "remarked", + "Zw", + "Nota", + "sensual" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "sensibility", + "softened", + "ornamental", + "gdf", + "discord", + "stderr", + "additive", + "orphaned", + "rectangles", + "remarked", + "arcade", + "posteriores", + "patchy", + "securityMarks" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "particular", + "untouched", + "unmodified", + "unaltered", + "jednotliv", + "Unterschiede", + "instances", + "radiol", + "remarked", + "gdf", + "vandal", + "bestimmte", + "bepaalde", + "vicinity", + "ostante", + "seg", + "Particular", + "vertebrae", + "pierced" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "unmodified", + "Unterschiede", + "untouched", + "continuidad", + "bepaalde", + "jellem", + "contrario", + "shaft", + "tandis", + "bestimmte", + "gewisse", + "vicinity", + "unaltered", + "particular", + "jednotliv", + "determinadas", + "ium", + "seg", + "Nota", + "Bereiche", + "existente", + "interior", + "intact", + "trab" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "grain", + "granite", + "Grain", + "unmodified", + "Grain", + "carbide", + "grain", + "grains", + "hardened", + "untouched", + "grains", + "grano", + "grained", + "enium", + "intact", + "microm", + "unaltered", + "virgin", + "undisturbed", + "Unterschiede", + "CBN", + "grout", + "pyramid", + "ejes", + "ningar", + "Bereiche", + "unaffected" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "grain", + "grain", + "Grain", + "Grain", + "grains", + "grained", + "grains", + "grained", + "grano", + "korn", + "granite", + "MSG", + "carbide", + "grainy", + "hardened", + "grout", + "granule", + "GraphicsUnit", + "CBN", + "granules", + "Garant", + "Korn", + "microm", + "granit", + "CBN", + "icore", + "Guinea" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "grain", + "grains", + "grain", + "Grain", + "Grain", + "grains", + "grained", + "grano", + "grained", + "carbide", + "korn", + "hardened", + "CBN", + "Siberia", + "midden", + "innerhalb", + "grainy", + "CBN", + "pergunta", + "microm", + "icore", + "granule", + "dentro", + "binnen", + "Korn", + "textArea", + "Island", + "Lamin", + "ndani" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "grain", + "Grain", + "Grain", + "grain", + "grains", + "grano", + "interiors", + "interior", + "interior", + "grainy", + "grained", + "Interiors", + "grains", + "Interior", + "carbide", + "grained", + "interiores", + "korn", + "Interior", + "interfaces", + "interstit", + "Interfaces", + "binnen", + "sentidos", + "granule" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "grain", + "Grain", + "grain", + "Grain", + "grains", + "grano", + "grains", + "grained", + "grained", + "grainy", + "korn", + "rain", + "GRA", + "gran", + "GRA", + "rains", + "granule", + "interiors", + "raint", + "interior", + "ainer", + "rained", + "Korn", + "gra", + "gran" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "grain", + "Grain", + "Grain", + "grain", + "grains", + "grano", + "grains", + "grained", + "interiors", + "grained", + "grainy", + "korn", + "rain", + "Ain", + "tain", + "cereal", + "in", + "rispond", + "P" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "com", + "in", + "However", + "Looking", + "While", + "Because", + "These", + "They", + "This", + "There", + "ru", + "Clearly", + "Although", + "In", + "Whereas", + "Actually", + "If", + "re", + "Nevertheless", + "I", + "ne", + "For", + "Since", + "Thus", + "We", + "It", + "int", + "ch", + "Unable", + "py", + "fi", + "Comparing" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 219929, + 120279, + 24173, + 52638, + 156025, + 28063, + 62177, + 57935, + 24809, + 49140, + 59117, + 76488, + 61656, + 39377, + 23821, + 23659, + 18597, + 31596, + 16514, + 4776, + 6444, + 3221, + 3533, + 5108, + 7457, + 2112 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 51894, + 25582, + 94065, + 168737, + 99483, + 219774, + 187663, + 50346, + 223067, + 139453, + 47105, + 92265, + 85432, + 102271, + 140343, + 65123, + 72958, + 7839, + 8499, + 1986, + 1211, + 2418, + 12525, + 20624, + 25240, + 9517 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 198770, + 190250, + 77097, + 46706, + 90038, + 19236, + 62351, + 133693, + 14349, + 33974, + 103012, + 98020, + 89723, + 105074, + 103775, + 116617, + 141853, + 49447, + 68535, + 100846, + 63649, + 23846, + 30793, + 30922, + 135375, + 234681 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 29488, + 47360, + 54442, + 65846, + 95477, + 1551, + 1270, + 297, + 112, + 58, + 481, + 409, + 1629, + 3844 + ] + }, + { + "label": "corrosion", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 38176, + 62389, + 42586, + 54342, + 70797, + 11867, + 12974, + 1968, + 885, + 2123, + 4084, + 2456, + 60316, + 4636 + ] + }, + { + "label": "sensitization", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 165937, + 161316, + 130204, + 155208, + 205551, + 106682, + 26305, + 16514, + 57964, + 68850, + 37284, + 35215, + 93970, + 123130 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "snowboard", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ITest", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "testing", + "output_checked": true + }, + { + "concept": "infested", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "unaltered", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "zonas", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "leted", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "sensibility", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Areas", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "untouched", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "McBride", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "zones", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "leted", + "output_checked": true + }, + { + "concept": "Zou", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "removed", + "output_checked": true + }, + { + "concept": "AID", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Tide", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "zone", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "affected", + "output_checked": true + }, + { + "concept": "compassion", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "Imm", + "output_checked": true + }, + { + "concept": "ind", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "b", + "output_checked": true + }, + { + "concept": "Abr", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "b", + "output_checked": true + }, + { + "concept": "trotzdem", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ide", + "output_checked": true + }, + { + "concept": "NodeJS", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "PLOAD", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "novelty", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "smoothed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "woody", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "WndProc", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "rune", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "Bavaria", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "respectful", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "Imm", + "output_checked": true + }, + { + "concept": "thereof", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "determinadas", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "discernible", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "unmodified", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "furnish", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "precipitates", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "grunds", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "iodide", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Bes", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "to", + "output_checked": true + }, + { + "concept": "exchangers", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "tests", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "testing", + "output_checked": true + }, + { + "concept": "ToRemove", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "removed", + "output_checked": true + }, + { + "concept": "oxide", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "EPI", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "dynamics", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sparkly", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "decorated", + "output_checked": true + }, + { + "concept": "Brotherhood", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "leted", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "sound", + "output_checked": true + }, + { + "concept": "arent", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "RCC", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "Mardi", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "decorated", + "output_checked": true + }, + { + "concept": "inox", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "INI", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "schoon", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "thermally", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "unaffected", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "mason", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "booklet", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "sound", + "output_checked": true + }, + { + "concept": "berapa", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "Brab", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "trivalent", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "insides", + "score": 1.0, + "best_rank": 4, + "best_depth": 76.6, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "deced", + "score": 1.0, + "best_rank": 5, + "best_depth": 59.6, + "near_token": "interiors", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "et", + "se", + "th", + "row", + "ar", + "ne", + "anc", + "pos", + "tr", + "red", + "ray", + "ser", + "roup", + "ces", + "self", + "years", + "be", + "son", + "span", + "ters", + "roll", + "section", + "ler", + "mod", + "return", + "max", + "time" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "ner", + "rence", + "conflicted", + "Habsburg", + "es", + "is", + "ne", + "br", + "son", + "super", + "qual", + "assert", + "ju", + "stem", + "umeric", + "kepada", + "vec", + "apt" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "w", + "iv", + "j", + "one", + "ru", + "te", + "ound", + "ax", + "pol", + "includ", + "med", + "som", + "mark", + "fin", + "vol", + "To", + "RO", + "oot", + "pha", + "mag", + "ump", + "vi", + "ably", + "kan", + "yang", + "epend", + "apt", + "ambda", + "That" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "s", + "or", + "le", + "ou", + "ic", + "ion", + "l", + "st", + "re", + "im", + "if", + "th", + "us", + "ht", + "ers", + "and", + "com", + "pe", + "or", + "ain", + "j", + "pl", + "ch", + "iz", + "ies", + "en", + "int", + "un", + "cl" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "A", + "B", + "C", + "D", + "E", + "F", + "G", + "H", + "I", + "J", + "K", + "L", + "M", + "N", + "O", + "P", + "Q", + "R", + "S", + "T", + "U", + "V" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "he", + "en", + "at", + "an", + "it", + "le", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ra", + "un", + "ere", + "com", + "pe", + "end", + "ill", + "ex", + "rom", + "art", + "this", + "ha", + "iz", + "ud", + "ang" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "ew", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "ice", + "comp", + "ord", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "perfectly", + "n", + "s", + "ers", + "of", + "aw", + "they", + "eat", + "EG", + "begitu", + "evol", + "kaya", + "sof", + "bringen", + "wunder", + "slipper", + "Publicity", + "tio", + "e", + "mi", + "equip", + "photograph" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "perfectly", + "e", + "s", + "of", + "equip", + "depart", + "substantial", + "aal", + "aat", + "youtu", + "eat", + "EG", + "tentative", + "rei", + "sof", + "bringen", + "mellow", + "wunder", + "ampio", + "Excuse", + "slipper", + "Publicity" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "substantial", + "readily", + "fielder", + "resmi", + "Verenigde", + "e", + "substantially", + "demise", + "reliance", + "Tog", + "easily", + "et", + "immense", + "martial", + "explained", + "bounty", + "ampio", + "watchful", + "Publicity", + "ain", + "slight", + "behalf" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "ET", + "readily", + "tog", + "asesin", + "et", + "demise", + "damn", + "Tog", + "er", + "substantial", + "ain", + "profoundly", + "elicited", + "fielder", + "immense", + "Excuse", + "slight", + "substantially", + "declining", + "Verenigde", + "behest", + "Considerable" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "markedly", + "readily", + "demise", + "asesin", + "ET", + "Considerable", + "er", + "et", + "elicited", + "principally", + "Tog", + "decid", + "impending", + "substantial", + "mainly", + "slight", + "immense", + "profoundly", + "slightly" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "markedly", + "ujar", + "continued", + "substantially", + "albeit", + "dissati", + "despite", + "considerably", + "elicited", + "et", + "asesin", + "appreciably", + "continued", + "demise", + "kabar", + "reverting", + "vergang", + "substantial", + "severely" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "albeit", + "despite", + "albeit", + "markedly", + "championed", + "whereas", + "profoundly", + "largely", + "seemed", + "exacerbated", + "because", + "elicited", + "continued", + "ujar", + "f", + "remained", + "perceptible", + "scarcely" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "but", + "resulting", + "surrounding", + "resulted", + "localized", + "whilst", + "revealed", + "similar", + "selectively", + "seemingly", + "allowing", + "championed", + "However", + "isolated", + "mechanisms", + "resistant", + "attributed", + "unaffected", + "devoid", + "predominantly", + "positioned", + "albeit", + "whereas", + "largely", + "markedly", + "irrespective" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "selectively", + "selective", + "isolated", + "localized", + "those", + "surrounding", + "regions", + "seemingly", + "only", + "remained", + "inadvertently", + "stubbornly", + "remaining", + "preferential", + "individualized", + "intensified", + "markedly", + "disproportion", + "unaffected", + "compartmental", + "deliberately", + "unexpectedly", + "unintentionally", + "perplexed", + "focused", + "allowing", + "consistently", + "predominantly", + "relatively", + "targeted", + "unchanged", + "significantly" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "deeply", + "isolated", + "selectively", + "surrounding", + "selective", + "intact", + "severely", + "highly", + "nearby", + "staunch", + "unchanged", + "strongly", + "remains", + "neighboring", + "majority", + "contrasting", + "stubbornly", + "areas", + "remain", + "adjacent", + "partially", + "remaining", + "existing", + "protected", + "remained", + "untouched", + "excavated", + "slightly", + "interior", + "remnant", + "consequently", + "localized" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "surrounding", + "unchanged", + "unaltered", + "nearby", + "adjacent", + "neighboring", + "areas", + "remaining", + "intact", + "interiors", + "unaffected", + "interior", + "regions", + "localized", + "unmodified", + "core", + "remains", + "remained", + "typical", + "inner", + "remainder", + "grain", + "undamaged", + "grains", + "untouched", + "existing", + "s", + "neighborhood", + "surroundings", + "those", + "deeply" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "grain", + "grains", + "unchanged", + "unaltered", + "grain", + "Grain", + "surrounding", + "adjacent", + "neighboring", + "unmodified", + "remained", + "unaffected", + "interiors", + "barely", + "remains", + "riddled", + "matrix", + "interior", + "Grain", + "and", + "intact", + "ish", + "regions", + "s", + "areas", + "microstructure", + "microscopic", + "neighbouring", + "untouched", + "remain", + "undamaged", + "grained" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "grain", + "grains", + "Grain", + "grain", + "Grain", + "grains", + "G", + "G", + "g", + "grano", + "grained", + "g", + "surrounding", + "adjacent", + "Gr", + "Gran", + "granule", + "crystalline", + "grained", + "O", + "neighboring", + "grainy", + "crystal", + "gran", + "Matrix", + "recrystall", + "s", + "N", + "Iron", + "Gerd" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "grain", + "grains", + "Grain", + "grain", + "Grain", + "grains", + "G", + "grano", + "grained", + "G", + "grained", + "interiors", + "granule", + "g", + "grainy", + "s", + "g", + "gr", + "gran", + "adjacent", + "interior", + "O", + "crystal", + "un", + "matrix" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "grain", + "grain", + "Grain", + "Grain", + "un", + "st", + "grains", + "on", + "m", + "grano", + "in", + "n", + "p", + "f", + "th", + "N", + "t", + "s", + "H", + "interior", + "M", + "U", + "inter", + "is", + "and", + "In", + "interior", + "S", + "h" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "grain", + "Grain", + "grain", + "Grain", + "grains", + "grains", + "grano", + "grained", + "gran", + "GRA", + "GRA", + "grained", + "grainy", + "Gran", + "Gran", + "granule", + "gra", + "Korn", + "gran", + "granular", + "interiors", + "korn", + "rain", + "granular" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "grain", + "Grain", + "Grain", + "grain", + "grains", + "grano", + "grains", + "grained", + "grained", + "GRA", + "GRA", + "grainy", + "interiors", + "interior", + "Interior", + "ukkan", + "Korn", + "korn", + "and", + "Interiors" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "com", + "in", + "However", + "Looking", + "While", + "Because", + "These", + "They", + "This", + "There", + "ru", + "Clearly", + "Although", + "In", + "Whereas", + "Actually", + "If", + "re", + "Nevertheless", + "I", + "ne", + "For", + "Since", + "Thus", + "We", + "It", + "int", + "ch", + "Unable", + "py", + "fi", + "Comparing" + ] + } + ], + "logit_surprising": [ + { + "concept": "adjacent", + "score": 8.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "areas", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "affected", + "output_checked": true + }, + { + "concept": "enhance", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Imm", + "output_checked": true + }, + { + "concept": "unchanged", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "slight", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "in", + "output_checked": true + }, + { + "concept": "readily", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "resulted", + "score": 5.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "testing", + "output_checked": true + }, + { + "concept": "conducted", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "testing", + "output_checked": true + }, + { + "concept": "zones", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "leted", + "output_checked": true + }, + { + "concept": "substantial", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "your", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "subjected", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "identified", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "those", + "output_checked": true + }, + { + "concept": "zone", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "affected", + "output_checked": true + }, + { + "concept": "removal", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "removed", + "output_checked": true + }, + { + "concept": "there", + "score": 4.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "necessitate", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "removed", + "output_checked": true + }, + { + "concept": "intact", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "sound", + "output_checked": true + }, + { + "concept": "boundary", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "impeding", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "to", + "output_checked": true + }, + { + "concept": "substantially", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "behest", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "glorious", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "decorated", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "etre", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "visibly", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "tions", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Imm", + "output_checked": true + }, + { + "concept": "conjunction", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "products", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "content", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "removing", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "removed", + "output_checked": true + }, + { + "concept": "containing", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "those", + "output_checked": true + }, + { + "concept": "decoration", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "decorated", + "output_checked": true + }, + { + "concept": "its", + "score": 2.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "b", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "grandsons", + "score": 2.0, + "best_rank": 4, + "best_depth": 87.2, + "near_token": "ide", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "somebody", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "embroiled", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "sound", + "output_checked": true + }, + { + "concept": "Misc", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "ersion", + "output_checked": true + }, + { + "concept": "indicative", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "effecting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "severely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cohesive", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "ersion", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "testing", + "output_checked": true + }, + { + "concept": "these", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "dep", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "Ehnerg", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "undesired", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "ersion", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "surprisingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "devoid", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "sound", + "output_checked": true + }, + { + "concept": "albeit", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "continuously", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ersion", + "output_checked": true + }, + { + "concept": "functionality", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "tersebut", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "revamp", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "natomiast", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "technologies", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "revealed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "removed", + "output_checked": true + }, + { + "concept": "decrease", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "enhances", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-03__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-03__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-03__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-03__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-boundary-attack-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Chromium-depleted interfacial attack 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A stainless vessel received an improper post-weld thermal cycle. In service, fissures traced the polygonal grain-edge network instead of cutting through the crystallites.", + "prompt_tail": "s vessel received an improper post-weld thermal cycle. In service, fissures traced the polygonal grain-edge network instead of cutting through the crystallites.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 32 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-boundary-attack-04", + "carrier_id": null, + "target_family": "boundary-attack", + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 1219, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 43 + }, + { + "label": "corrosion", + "best_rank": 2002, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 50 + }, + { + "label": "sensitization", + "best_rank": 34767, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 13493 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "supernatural", + "ily", + "bou", + "orna", + "Lorraine", + "Jang", + "Supernatural", + "jor", + "Noor", + "oport", + "oji", + "Gui", + "plong", + "Abr", + "Supreme", + "lagoons", + "Supreme", + "ery", + "JOR" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "iores", + "ily", + "oji", + "ool", + "mathbb", + "ugas", + "ization", + "ior", + "ured", + "oms", + "zym", + "ingles", + "Arora", + "mem", + "orna", + "Apex", + "otrop", + "GSM", + "aboo", + "oj", + "lak", + "matics", + "felter" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Fres", + "Happen", + "WHAT", + "lias", + "HAS", + "Birthday", + "Kham", + "pewno", + "happen", + "nikk", + "breath", + "normalization", + "RECOMM", + "hse", + "chrysanthemum", + "crawled" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "pewno", + "Hd", + "Za", + "XXV", + "chrysanthemum", + "rewrite", + "haman", + "fqsen", + "Donation", + "nascita", + "breath", + "MEMBER", + "nvidia", + "Kristall" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Christi", + "nvidia", + "odes", + "Fir", + "NING", + "mining", + "genesis", + "Vann", + "Context", + "homework", + "normalization", + "Venez", + "iquer", + "niki", + "Berkeley", + "niejsze", + "Lives" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "rewrite", + "nvidia", + "NORMAL", + "Birthday", + "pencil", + "atth", + "pewno", + "chrysanthemum", + "Chrys", + "Kristall", + "nus", + "zeichnis", + "akkhan", + "Donation", + "nextNode" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Chrys", + "Kristall", + "Saldo", + "pewno", + "sampel", + "mas", + "Saudi", + "Ink", + "Lens", + "Birthday", + "Hd", + "Lazada", + "chrysanthemum", + "worsen", + "saa", + "domin", + "pencil", + "rangea", + "Za", + "Sadd", + "Webcam", + "XXV", + "nbhd" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "WORTH", + "haya", + "handful", + "Lives", + "TECHNICAL", + "WHIT", + "registro", + "WHIT", + "Official", + "OFFICE", + "berth", + "hetero", + "Birthday", + "haf", + "ForegroundColor", + "FAF", + "COR", + "wah", + "Nickname", + "reib", + "HAS", + "genesis", + "Instance" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "t", + "creases", + "energetic", + "softness", + "softening", + "s", + "sene", + "Hd", + "Hd", + "perspectives", + "sensation", + "supuesto", + "soften", + "impediments", + "slik", + "sizer", + "sufferings", + "sellers", + "Hil", + "ides", + "domin", + "philosophies", + "compassion", + "Dos", + "exuber", + "urie" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "med", + "sellers", + "impediments", + "ified", + "ebel", + "dir", + "domin", + "creases", + "ve", + "sensation", + "philosophies", + "urie", + "og", + "dass", + "enorm", + "Hd", + "uelles", + "kwamba", + "sizer", + "skept", + "pertin", + "sene" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "uating", + "t", + "f", + "lepas", + "examples", + "uette", + "ures", + "SELS", + "ified", + "med", + "urious", + "sensibility", + "dir", + "sen", + "shore", + "g", + "ers", + "itten", + "dog", + "gehend", + "eness", + "diperoleh", + "dirigeants", + "amos" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "t", + "esimerkiksi", + "folds", + "certainly", + "examples", + "ified", + "Moreover", + "s", + "urious", + "cetera", + "ve", + "certeza", + "sink", + "uette", + "f", + "Kalau", + "beispielsweise", + "fold", + "fato", + "sen", + "strokes", + "diperoleh", + "dif" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "s", + "t", + "examples", + "ified", + "esimerkiksi", + "folds", + "certainly", + "urious", + "preponder", + "ve", + "cetera", + "f", + "enorm", + "preval", + "vehement", + "sen", + "certeza", + "particular", + "dif", + "exemplo", + "sink", + "sur", + "moreover" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "vehement", + "urious", + "uating", + "proverbial", + "particular", + "instances", + "s", + "uj", + "perfect", + "manner", + "conspicuous", + "do", + "ding", + "perd", + "med", + "preval", + "ers", + "use", + "sag", + "exemplo", + "exus", + "f", + "ief", + "ri" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "med", + "vehement", + "ized", + "s", + "ium", + "manner", + "lang", + "Etc", + "ers", + "mah", + "examples", + "sensibility", + "werks", + "exus", + "siniz", + "instances", + "eben", + "uj", + "necessariamente", + "ed", + "natural", + "ovi", + "incision", + "Gestaltung", + "wire", + "particular" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "nnnn", + "Etc", + "ovi", + "ized", + "daraus", + "ium", + "teh", + "argumento", + "lang", + "ensibility", + "dud", + "AAAAAAAA", + "rrrr", + "xr", + "sensibility", + "reasoned", + "horrend", + "izing", + "vehement", + "ovati", + "pois", + "sporadic", + "mah", + "siniz" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "desvi", + "sensibility", + "circumvent", + "traversing", + "theoretically", + "softened", + "rune", + "icida", + "Preference", + "technically", + "posteriores", + "krypt", + "softening", + "assertions", + "deleteOne", + "cryptic" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "no", + "ostante", + "discernible", + "s", + "undesirable", + "t", + "radiol", + "vertebrae", + "withstanding", + "discriminate", + "particular", + "cedence", + "way", + "seg", + "proverbial", + "preferably", + "adage", + "ek", + "olate", + "predominant", + "subsurface", + "benzodiazep", + "aforementioned", + "idiosync", + "Particular" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "jellem", + "t", + "sbagli", + "un", + "particular", + "Integrity", + "Particular", + "particularmente", + "in", + "way", + "structure", + "Gestaltung", + "s", + "ium", + "en", + "no", + "dir", + "ite", + "undesirable", + "de", + "pred", + "constitu", + "no", + "fundamental", + "zig", + "path", + "oline", + "ske" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "undesirable", + "preferentially", + "Prefer", + "zig", + "enium", + "Preferred", + "routed", + "NotImplemented", + "Prefer", + "prefer", + "Particular", + "discontinuities", + "goc", + "prefer", + "Fracture", + "penetrate", + "ite", + "oles", + "Penet", + "jellem", + "oriented", + "Oriented", + "inher", + "sheared", + "inherent", + "Concert", + "carbide" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Fracture", + "fracture", + "propag", + "crack", + "propagate", + "routed", + "traversing", + "penetrate", + "destruct", + "brittle", + "breakage", + "Planes", + "lengthwise", + "grain", + "Penet", + "te", + "obliqu", + "fract", + "penet", + "fractures", + "propagating", + "Portable", + "Fract", + "Propagation", + "bypassed", + "crumble", + "propag", + "transvers" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "crack", + "Fracture", + "tearing", + "propagation", + "traversing", + "Penet", + "propagation", + "Propagation", + "brittle", + "propagate", + "propag", + "fracture", + "te", + "routed", + "lengthwise", + "Kinder", + "slicing", + "Oriente", + "crack", + "fracturing", + "korn", + "corper", + "penetration", + "penetrate", + "penet", + "Fract" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "crack", + "cleavage", + "fracture", + "fract", + "inter", + "fractures", + "Fract", + "cracks", + "Fracture", + "crack", + "penet", + "penetration", + "penet", + "brittle", + "ductile", + "attravers", + "breakage", + "Interop", + "cross", + "dissolve", + "Penet", + "carbides", + "icle", + "SCC", + "crossing", + "penetrate", + "Interstitial" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "trans", + "trans", + "Trans", + "Trans", + "rans", + "transverse", + "transm", + "tran", + "transc", + "tran", + "TRANS", + "Transc", + "transvers", + "TRAN", + "Tran", + "TRANS", + "TRAN", + "Tran", + "transitive", + "transp", + "transom", + "transversal", + "transducers", + "transl", + "transgender", + "otrans", + "transact" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "trans", + "trans", + "Trans", + "Trans", + "inter", + "cle", + "cleavage", + "inter", + "transm", + "tran", + "interd", + "transverse", + "TRANS", + "Inter", + "Interop", + "toughness", + "SCC", + "Inter", + "itect", + "transvers", + "tran" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "crystall", + "powder", + "penta", + "liqu", + "fragile", + "fract", + "I", + "example", + "and", + "requirements", + "examples", + "brittle", + "trans", + "pent", + "Case", + "find", + "examination", + "And", + "equation", + "Find", + "Want", + "cleavage", + "standard", + "case", + "pure", + "plant", + "harder", + "McL", + "lecture", + "akka", + "gamma", + "Here" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 222012, + 118572, + 15479, + 22491, + 75269, + 27974, + 59650, + 55794, + 31116, + 56618, + 57024, + 79688, + 68421, + 51175, + 32675, + 21767, + 24749, + 75222, + 36580, + 22312, + 8489, + 1220, + 7351, + 6945, + 7836, + 4274 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 56161, + 28026, + 145299, + 175753, + 132199, + 201931, + 176644, + 51276, + 244162, + 215144, + 106981, + 52544, + 92414, + 84833, + 95691, + 88008, + 73457, + 12411, + 5471, + 5997, + 2305, + 2003, + 3261, + 33912, + 15000, + 1294 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 197042, + 188909, + 43098, + 36966, + 66197, + 27412, + 65174, + 141243, + 21043, + 21722, + 52020, + 91600, + 78255, + 68269, + 67413, + 121082, + 139740, + 52071, + 41296, + 40321, + 34768, + 48692, + 158366, + 101640, + 229856, + 215684 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 35374, + 36267, + 33833, + 67270, + 92719, + 5147, + 953, + 187, + 78, + 63, + 163, + 44, + 390, + 1084 + ] + }, + { + "label": "corrosion", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 92678, + 92035, + 74054, + 129963, + 48877, + 23246, + 9928, + 977, + 51, + 583, + 74, + 141, + 3753, + 14345 + ] + }, + { + "label": "sensitization", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 155878, + 152581, + 126465, + 190007, + 85969, + 156095, + 28843, + 14696, + 13494, + 56501, + 18519, + 32565, + 49392, + 40297 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "preponder", + "score": 6.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "crack", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "of", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "testers", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "topology", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "network", + "output_checked": true + }, + { + "concept": "welds", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "NOx", + "score": 3.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "arcade", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "receipt", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "received", + "output_checked": true + }, + { + "concept": "quartzite", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "steel", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "ZrO", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "compositional", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "edge", + "output_checked": true + }, + { + "concept": "faptul", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "In", + "output_checked": true + }, + { + "concept": "cracks", + "score": 2.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "avenues", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "traced", + "output_checked": true + }, + { + "concept": "Strict", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "abundantly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "Concerning", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "post", + "output_checked": true + }, + { + "concept": "obnoxious", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "attempted", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Scout", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "network", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "instead", + "output_checked": true + }, + { + "concept": "than", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "instead", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "deemed", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "nit", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "post", + "output_checked": true + }, + { + "concept": "SRP", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "finalists", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "w", + "output_checked": true + }, + { + "concept": "unsatisfactory", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Solicitor", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "Betfair", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "post", + "output_checked": true + }, + { + "concept": "incorrect", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "vessels", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "vessel", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "sensitized", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "sensitization", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "trans", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "imperative", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "detriment", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "In", + "output_checked": true + }, + { + "concept": "EPR", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "vessel", + "output_checked": true + }, + { + "concept": "innumerable", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "network", + "output_checked": true + }, + { + "concept": "typename", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "received", + "output_checked": true + }, + { + "concept": "Engineer", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "eld", + "output_checked": true + }, + { + "concept": "crockery", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "edge", + "output_checked": true + }, + { + "concept": "Chatter", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "eld", + "output_checked": true + }, + { + "concept": "postulated", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "dyads", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "through", + "output_checked": true + }, + { + "concept": "implique", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "inox", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "infested", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "Faithful", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "edges", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "edge", + "output_checked": true + }, + { + "concept": "Shapes", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "Corruption", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Fracture", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "determinante", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "post", + "output_checked": true + }, + { + "concept": "borde", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "edge", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "se", + "th", + "wh", + "and", + "row", + "gh", + "ar", + "ne", + "yst", + "inter", + "set", + "any", + "anc", + "ey", + "ton", + "pect", + "red", + "ray", + "ser", + "roup", + "ts", + "ces", + "years", + "be", + "log", + "son", + "eb", + "span", + "ined", + "na" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "op", + "assert", + "ju", + "purposes", + "rence", + "stem", + "umeric", + "LI", + "kepada", + "stems", + "pais", + "perk", + "haute", + "flows", + "ocs", + "malloc", + "aquele", + "uq", + "conflicted" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "se", + "y", + "ment", + "j", + "math", + "ib", + "ast", + "one", + "ru", + "ound", + "class", + "ON", + "red", + "pol", + "raph", + "ke", + "som", + "mark", + "vol", + "To", + "RO", + "pha", + "thing", + "mag", + "vi", + "ably", + "ograph", + "kan", + "pract" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ou", + "ic", + "ion", + "el", + "l", + "im", + "g", + "u", + "se", + "ation", + "if", + "th", + "us", + "ht", + "ers", + "and", + "ere", + "com", + "ess", + "pe", + "ain", + "j", + "le", + "pl", + "ame", + "iz", + "ies" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "et", + "ve", + "de", + "ch", + "pe", + "pl", + "age", + "ha", + "ure", + "ang", + "ace", + "ign", + "ens", + "which", + "app", + "ake", + "ater", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "work", + "ystem", + "ays", + "est", + "who" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "id", + "ig", + "ur", + "ay", + "ir", + "ere", + "ill", + "ex", + "art", + "iz", + "ud", + "ang", + "ive", + "all", + "ard", + "ik", + "pl", + "ire", + "ge", + "ph", + "ong", + "one", + "ence", + "au", + "ont" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "eat", + "begitu", + "sehen", + "second", + "perfectly", + "they", + "added", + "sof", + "siy", + "gambar", + "heer", + "wunder", + "Publicity", + "sina", + "n", + "s", + "met", + "photograph", + "lid", + "selection", + "youtu", + "EG", + "liaison" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "s", + "rel", + "perfectly", + "youtu", + "EG", + "gambar", + "Publicity", + "e", + "eat", + "begitu", + "evol", + "sof", + "devenu", + "lid", + "liaison", + "sehen" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "substantial", + "Publicity", + "fielder", + "e", + "ameri", + "rel", + "substantially", + "damn", + "Iz", + "pah", + "resmi", + "necessitate", + "Verenigde", + "serangan", + "outrage", + "lsulfanyl", + "slash", + "publicity", + "Iy", + "widths", + "destes", + "Considerable", + "Vereinigte", + "strongly", + "officially", + "diffuse" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "tog", + "damn", + "Looking", + "anteced", + "necessitate", + "ameri", + "substantial", + "any", + "Iz", + "appellate", + "impeding", + "slash", + "shaped", + "asesin", + "ET", + "Tog", + "strongly", + "somebody", + "Iy", + "fielder", + "Considerable", + "er", + "avrebbe", + "appro", + "aal", + "indicative", + "lach" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "readily", + "tog", + "anteced", + "damn", + "necessitate", + "Considerable", + "avrebbe", + "Tog", + "asesin", + "bunun", + "aal", + "ampio", + "indicative", + "substantial", + "destes", + "somebody", + "lach", + "nacht", + "bore", + "appellate", + "erden", + "strongly" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "readily", + "substantial", + "destes", + "towards", + "thereof", + "ujar", + "necessitate", + "avrebbe", + "erden", + "Iy", + "addirittura", + "strongly", + "merely", + "lsulfanyl", + "Iz", + "arupani", + "abutting", + "vergang", + "stanno", + "horrendous", + "markedly", + "commonly", + "necessitating", + "considerably", + "predominantly", + "horrend" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "because", + "tantamount", + "championed", + "resorting", + "termed", + "necessitating", + "merely", + "cohesive", + "debido", + "detrimental", + "unequivocal", + "stereotypical", + "substantiated", + "solely", + "resilient", + "tradiz", + "orientated", + "predefined", + "monolithic", + "anym", + "devoid", + "resembled", + "destes", + "anymore" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "monolithic", + "resembled", + "prevalent", + "predominant", + "resorting", + "allowing", + "predefined", + "preferential", + "orientated", + "Allowing", + "detrimental", + "positioned", + "cohesive", + "devoid", + "excessively", + "preferentially", + "characteristic", + "predominantly", + "facilitated", + "markedly", + "inherently" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "inherently", + "refrained", + "preferential", + "instinctively", + "bypassing", + "senseless", + "perplexed", + "deliberately", + "preferred", + "preferentially", + "resorting", + "instinctive", + "orientated", + "positioned", + "deliberate", + "hesitant", + "habitually", + "succinctly", + "stubbornly", + "preferable", + "tendencies", + "predetermined", + "avoids", + "excessively", + "redirected", + "redirection", + "perpendicular", + "these", + "inherent", + "nuanced" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "cohesive", + "inherently", + "inherent", + "typical", + "tenacious", + "predominantly", + "numerous", + "preferential", + "readily", + "focused", + "localized", + "devastating", + "staunch", + "bypassing", + "highly", + "aggressive", + "perpendicular", + "predominant", + "discerning", + "genuinely", + "resilient", + "crippling", + "deliberate", + "excessively", + "destructive", + "meandering", + "divergent", + "preferred", + "structural", + "coherent", + "aggressively", + "entrenched" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "inherently", + "fracture", + "penetration", + "bypassing", + "straightforward", + "traversing", + "typical", + "readily", + "penetrating", + "cohesive", + "truly", + "localized", + "tenacious", + "knife", + "rupture", + "penetrated", + "fracturing", + "tendency", + "straight", + "inherent", + "unidirectional", + "traversal", + "grain", + "predictable", + "tendencies", + "shattering", + "transverse", + "tenacity", + "resistant", + "cleavage", + "fractures", + "isotropic" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "fracture", + "grain", + "through", + "cleavage", + "preferentially", + "rupture", + "slicing", + "ductile", + "preferential", + "attravers", + "straight", + "bypassing", + "discontinuous", + "fracturing", + "plane", + "transverse", + "shearing", + "knife", + "brittle", + "Fracture", + "Grain", + "traversing", + "cross", + "traverse", + "across", + "cutting", + "grain", + "direction", + "boundaries", + "penetration", + "inherently", + "Knife" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "fracture", + "crack", + "Fracture", + "grain", + "brittle", + "cleavage", + "rupture", + "ductile", + "propagation", + "fractures", + "grains", + "Grain", + "attravers", + "Crack", + "fracturing", + "cracks", + "breakage", + "Grain", + "Acta", + "shearing", + "cracking", + "plane", + "Plane", + "knife", + "Mode", + "britt", + "HAZ", + "grain", + "recrystall", + "atraves", + "billet" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "fracture", + "crack", + "Fracture", + "cleavage", + "brittle", + "propagation", + "fractures", + "Crack", + "ductile", + "fracturing", + "grain", + "rupture", + "cracks", + "crack", + "tearing", + "Crack", + "epitaxial", + "breakage", + "slicing", + "fissure", + "tear", + "Direction", + "fractured", + "entlang", + "Propagation", + "attravers", + "Fract", + "through" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "inter", + "cleavage", + "cross", + "trans", + "inter", + "fracture", + "attravers", + "S", + "cross", + "across", + "Inter", + "Inter", + "es", + "Me", + "crack", + "straight", + "across", + "ductile", + "H", + "through", + "stra", + "grain", + "cracks", + "O", + "se", + "B", + "fract" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "trans", + "trans", + "Trans", + "Trans", + "TRAN", + "TRANS", + "rans", + "transverse", + "TRAN", + "transc", + "TRANS", + "transl", + "transm", + "transt", + "tran", + "transvers", + "tran", + "otrans", + "transp", + "inter", + "transnational", + "transg", + "cleavage", + "Tran", + "Transc", + "transposition", + "transom", + "Tran" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "trans", + "trans", + "Trans", + "Trans", + "cle", + "transm", + "inter", + "rans", + "TRANS", + "Cle", + "cleavage", + "inter", + "TRANS", + "otrans", + "transp", + "Cle", + "Inter", + "transverse", + "interd", + "transc", + "TRAN", + "transom", + "transvers", + "TRAN", + "tran", + "transmembrane" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "crystall", + "powder", + "penta", + "liqu", + "fragile", + "fract", + "I", + "example", + "and", + "requirements", + "examples", + "brittle", + "trans", + "pent", + "Case", + "find", + "examination", + "And", + "equation", + "Find", + "Want", + "cleavage", + "standard", + "case", + "pure", + "plant", + "harder", + "McL", + "lecture", + "akka", + "gamma", + "Here" + ] + } + ], + "logit_surprising": [ + { + "concept": "been", + "score": 19.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "an", + "output_checked": true + }, + { + "concept": "readily", + "score": 16.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "an", + "output_checked": true + }, + { + "concept": "excessively", + "score": 8.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "and", + "score": 8.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "received", + "output_checked": true + }, + { + "concept": "slight", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "network", + "output_checked": true + }, + { + "concept": "steel", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "severely", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "operational", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "service", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "fracture", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "boundary", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "heat", + "score": 4.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "thermal", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "provoked", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "post", + "output_checked": true + }, + { + "concept": "crack", + "score": 3.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "this", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "In", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "indicative", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "edge", + "output_checked": true + }, + { + "concept": "detrimental", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "cycle", + "output_checked": true + }, + { + "concept": "instigated", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "resulting", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "In", + "output_checked": true + }, + { + "concept": "resulted", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "unexpectedly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "baffling", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "instead", + "output_checked": true + }, + { + "concept": "traditional", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "inherently", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "accordance", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "In", + "output_checked": true + }, + { + "concept": "entire", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "monolithic", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "cycles", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "cycle", + "output_checked": true + }, + { + "concept": "suboptimal", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "vessels", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "vessel", + "output_checked": true + }, + { + "concept": "grains", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "sensitization", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "situated", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "appellate", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "willingness", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "behest", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "post", + "output_checked": true + }, + { + "concept": "impeded", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "substantial", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "instead", + "output_checked": true + }, + { + "concept": "grizz", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "litigation", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "thermal", + "output_checked": true + }, + { + "concept": "bizarre", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "copious", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "blatantly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "instead", + "output_checked": true + }, + { + "concept": "github", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "towards", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "through", + "output_checked": true + }, + { + "concept": "heinous", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "aquellos", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "concomitant", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "because", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "without", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "estadounid", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "w", + "output_checked": true + }, + { + "concept": "ecommerce", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "receives", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "received", + "output_checked": true + }, + { + "concept": "unjust", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "unknowingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "rectMode", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "w", + "output_checked": true + }, + { + "concept": "inadvertently", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "thermal", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-04__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-04__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-04__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-04__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-boundary-attack-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Chromium-depleted interfacial attack 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Austenitic sheet aged near 650 degrees Celsius showed continuous carbide films around grains. An aggressive liquid subsequently produced narrow grooves along the same paths.", + "prompt_tail": "eet aged near 650 degrees Celsius showed continuous carbide films around grains. An aggressive liquid subsequently produced narrow grooves along the same paths.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-boundary-attack-05", + "carrier_id": null, + "target_family": "boundary-attack", + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 101 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 19729, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 408 + }, + { + "label": "corrosion", + "best_rank": 230, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 100 + }, + { + "label": "sensitization", + "best_rank": 17160, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 11591 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "ily", + "supernatural", + "bou", + "orna", + "jor", + "Supernatural", + "Lorraine", + "Noor", + "Jang", + "oport", + "Gui", + "Abr", + "oji", + "plong", + "Supreme", + "lagoons", + "JOR", + "Brix", + "ery" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ily", + "Abr", + "mem", + "iores", + "felter", + "zym", + "luch", + "GSM", + "GSM", + "aboo", + "ht", + "Gui", + "argmax", + "cim", + "mathbb", + "oji", + "tray", + "lak", + "osz", + "otrop", + "ORN" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "lias", + "WHAT", + "UNICEF", + "Fres", + "hse", + "nikk", + "Dud", + "melt", + "Nft", + "ocked", + "normalization", + "Scores" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Za", + "Hd", + "pewno", + "nascita", + "haman", + "Writers", + "abilia", + "recorder", + "XXV", + "breath", + "Indeed", + "liberalization", + "combing" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "ligt", + "lessness", + "unts", + "ripe", + "Georg", + "URING", + "Glover", + "orial", + "ters", + "ligation", + "Egyptian", + "eless", + "Curie", + "ting", + "Turkish", + "lips", + "lore", + "Egyptian", + "glacial", + "cinn", + "ormal", + "omial" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "rewrite", + "Birthday", + "nvidia", + "NORMAL", + "pewno", + "Chrys", + "zeichnis", + "chrysanthemum", + "Lambda", + "pencil", + "normalization", + "FILL", + "nextNode", + "Kristall", + "naman" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Birthday", + "Kristall", + "Saldo", + "pewno", + "Chrys", + "sampel", + "Hd", + "mas", + "Sadd", + "Saudi", + "Ink", + "chrysanthemum", + "rangea", + "pencil", + "Lazada", + "MEMBER", + "saa", + "Webcam", + "sadd", + "worsen", + "XXV" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "WORTH", + "handful", + "Lives", + "registro", + "WHIT", + "berth", + "TECHNICAL", + "COR", + "WHIT", + "hetero", + "haf", + "wah", + "OFFICE", + "nutric", + "ForEach", + "Nickname", + "VARIABLES", + "ForegroundColor", + "FAF", + "Instance", + "Official", + "escal", + "genesis" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "t", + "ebel", + "slik", + "s", + "energetic", + "creases", + "sufferings", + "sene", + "sav", + "Hd", + "vc", + "exuber", + "saran", + "impediments", + "compassion", + "Hil", + "Hd", + "supuesto", + "predominance", + "genu", + "sellers", + "comienzo", + "mselves" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "dir", + "med", + "og", + "gehend", + "ujos", + "est", + "oq", + "ve", + "mselves", + "enburg", + "uette", + "vc", + "en", + "uelles", + "nesses", + "rutt", + "comienzo", + "as", + "enberg" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "dir", + "lepas", + "ujos", + "haf", + "rog", + "en", + "ures", + "gehend", + "amos", + "eness", + "aqu", + "uri", + "Moreover", + "selves", + "meng", + "heartedly", + "izability", + "f" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "examples", + "certainly", + "esimerkiksi", + "s", + "beispielsweise", + "urious", + "furthermore", + "certeza", + "sur", + "Moreover", + "soften", + "ures", + "moreover", + "cetera", + "t", + "softening", + "folds", + "dif", + "bur", + "celles", + "creases", + "voila", + "ified", + "enorm" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "esimerkiksi", + "t", + "certainly", + "sur", + "enorm", + "examples", + "urious", + "moreover", + "beispielsweise", + "celles", + "creases", + "ve", + "furthermore", + "cetera", + "preponder", + "exuber", + "dif", + "slik", + "folds", + "certeza", + "ures", + "preval", + "ified" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "s", + "urious", + "ures", + "vehement", + "voila", + "Veamos", + "decadent", + "dir", + "instances", + "perhaps", + "detriment", + "dac", + "do", + "digamos", + "tyle", + "ogo", + "lepas", + "enorm", + "coveted", + "uri", + "ogado", + "certeza", + "ond" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "examples", + "sensibility", + "vnd", + "ium", + "softening", + "assertions", + "sheep", + "vehement", + "Veamos", + "instances", + "bv", + "Ejemplo", + "dac", + "likewise", + "insistent", + "certainly", + "voila", + "detriment", + "Wolves", + "Examining", + "urably", + "wire", + "certeza" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "additive", + "horrid", + "adren", + "Pdf", + "dT", + "arcane", + "assertions", + "stderr", + "Dn", + "ghijkl", + "snd", + "ODM", + "assaults", + "posteriores", + "Postgres", + "WoW", + "unfounded", + "Xr", + "xr", + "pvc", + "Fallout" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "additive", + "stderr", + "NonNull", + "posteriores", + "softener", + "arcane", + "Postgres", + "attempting", + "adren", + "obnoxious", + "STADT", + "dT", + "testers", + "ycopg", + "attempted", + "arcade", + "assertions", + "NSF", + "typescript", + "horrid", + "deckung" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "pvc", + "subsequently", + "gdf", + "subsequent", + "vervolgens", + "attempted", + "adren", + "PSI", + "hasilnya", + "deckung", + "silicone", + "attempts", + "psi", + "posteriormente", + "Padres", + "psyched", + "seterusnya", + "intentos", + "PVC", + "MNOP", + "sebum", + "Tetrahedron", + "HOMO", + "resulting", + "Horde", + "WoW" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "subsequent", + "pvc", + "subsequently", + "PVC", + "sequent", + "Subsequent", + "PVC", + "adversaries", + "vervolgens", + "attempts", + "bepaalde", + "sen", + "successive", + "attempted", + "assaults", + "seterusnya", + "hydrocarbon", + "seguinte", + "unspecified", + "attempt", + "DTS", + "exertions" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "abrasive", + "enium", + "corrosive", + "subsequent", + "subsequently", + "attempting", + "adren", + "aceut", + "attempted", + "anthracene", + "assaults", + "aqueous", + "ulous", + "attempt", + "attempts", + "Acids", + "adversary", + "allergen", + "assail", + "grout", + "Transporte", + "lubric", + "acids", + "adversaries", + "Ammon", + "Attempts", + "icida" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "acid", + "Acids", + "acids", + "abrasive", + "corrosive", + "assail", + "adren", + "acidic", + "sulfuric", + "aggressive", + "liquids", + "solvent", + "aceite", + "lubric", + "gressive", + "ulous", + "Acid", + "sulphuric", + "additive", + "blamed", + "reagents", + "arrend", + "aqueous", + "acrylic", + "lubricant" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "Acids", + "acids", + "acid", + "corrosive", + "acidic", + "abrasive", + "Acid", + "alkaline", + "acidified", + "acids", + "ulent", + "aggressive", + "reagents", + "gressive", + "acid", + "caustic", + "attempt", + "aceite", + "sulfuric", + "aholic", + "acides", + "ulous", + "Acid", + "icida", + "Attempts", + "sulphuric", + "enium" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "aggressive", + "aggressive", + "Agg", + "agres", + "agress", + "Agg", + "aggressively", + "acid", + "acids", + "agg", + "Acids", + "corrosive", + "aggress", + "attack", + "gressive", + "Attack", + "agg", + "aggressiveness", + "Acid", + "acidic", + "liquids", + "attaque", + "attacked", + "aggression", + "assaults" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "aggressive", + "aggressive", + "Agg", + "Agg", + "agres", + "agress", + "aggress", + "agg", + "agg", + "acid", + "aggressively", + "aggressiveness", + "ag", + "corrosive", + "aggression", + "attack", + "liquid", + "liquid", + "aggregates", + "Aggregate", + "AG", + "liquids", + "Attack", + "gressive" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "aggressive", + "liquid", + "liquid", + "Agg", + "aggressive", + "Agg", + "agres", + "agg", + "liquids", + "Liquid", + "agg", + "Liquid", + "liquide", + "ag", + "aggress", + "agress", + "cairan", + "aggressively", + "Aggregate", + "acid" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "as", + "large", + "more", + "of", + "These", + "out", + "the", + "about", + "The", + "trapped", + "to", + "but", + "a", + "layer", + "liquid", + "and", + "thought", + "An", + "I", + "This", + "Liquid", + "outer", + "concentrated", + "Large", + "Each", + "they", + "high", + "They", + "The", + "many", + "left", + "analysis" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 221473, + 110178, + 21641, + 29165, + 164586, + 27015, + 43349, + 54291, + 45429, + 49530, + 72302, + 96875, + 85872, + 60954, + 50824, + 53257, + 40048, + 52539, + 40459, + 50751, + 114042, + 81660, + 37603, + 19730, + 28014, + 2483 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 50717, + 43040, + 131647, + 175449, + 117002, + 210608, + 170258, + 45710, + 220558, + 131554, + 28254, + 45686, + 63615, + 33479, + 46193, + 41685, + 37253, + 9240, + 2079, + 6997, + 2848, + 584, + 231, + 1963, + 6712, + 2463 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 195378, + 184686, + 40223, + 31981, + 103387, + 24730, + 55574, + 150239, + 14496, + 12845, + 55139, + 76630, + 64640, + 75281, + 60096, + 102188, + 89616, + 52893, + 17161, + 17390, + 46651, + 25253, + 51390, + 58852, + 98625, + 152596 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 37736, + 50749, + 50037, + 131648, + 129511, + 10207, + 27074, + 409, + 2870, + 5656, + 32324, + 44244, + 4603, + 11682 + ] + }, + { + "label": "corrosion", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 63205, + 44221, + 22583, + 18749, + 79002, + 10207, + 9905, + 2677, + 442, + 370, + 338, + 101, + 255, + 250 + ] + }, + { + "label": "sensitization", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 166096, + 167171, + 145245, + 175006, + 202259, + 211942, + 143918, + 24192, + 26399, + 11592, + 24517, + 43200, + 80750, + 167074 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "mismos", + "score": 5.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "same", + "output_checked": true + }, + { + "concept": "INES", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "6", + "output_checked": true + }, + { + "concept": "circumferential", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "aforementioned", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "same", + "output_checked": true + }, + { + "concept": "preponder", + "score": 3.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "films", + "output_checked": true + }, + { + "concept": "ITest", + "score": 3.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "continuous", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "additive", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "customize", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "compositional", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "films", + "output_checked": true + }, + { + "concept": "circumference", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "around", + "output_checked": true + }, + { + "concept": "ObjectId", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "mostrar", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "layer", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "films", + "output_checked": true + }, + { + "concept": "annealed", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "months", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "6", + "output_checked": true + }, + { + "concept": "violet", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "ridges", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "grooves", + "output_checked": true + }, + { + "concept": "Ine", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "arrib", + "score": 2.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "", + "output_checked": true + }, + { + "concept": "fede", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "near", + "output_checked": true + }, + { + "concept": "FFECT", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Oto", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "ODM", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Gewalt", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "paths", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "en", + "output_checked": true + }, + { + "concept": "wonderland", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "Psi", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "films", + "output_checked": true + }, + { + "concept": "typescript", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "paths", + "output_checked": true + }, + { + "concept": "chanel", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "films", + "output_checked": true + }, + { + "concept": "azide", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "Ontology", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "paths", + "output_checked": true + }, + { + "concept": "muestra", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "abrasive", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "traced", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "paths", + "output_checked": true + }, + { + "concept": "acid", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Acids", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "near", + "output_checked": true + }, + { + "concept": "carbides", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "periphery", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "around", + "output_checked": true + }, + { + "concept": "vicino", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "near", + "output_checked": true + }, + { + "concept": "six", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "5", + "output_checked": true + }, + { + "concept": "notches", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "grooves", + "output_checked": true + }, + { + "concept": "heat", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "natur", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "6", + "output_checked": true + }, + { + "concept": "slik", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "An", + "output_checked": true + }, + { + "concept": "exemplo", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "en", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "eman", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "films", + "output_checked": true + }, + { + "concept": "serta", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "along", + "output_checked": true + }, + { + "concept": "obtuse", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "continuous", + "output_checked": true + }, + { + "concept": "substitutional", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "Winter", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "around", + "output_checked": true + }, + { + "concept": "remarked", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pvc", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dukk", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "subsequently", + "output_checked": true + }, + { + "concept": "interstitials", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "6", + "output_checked": true + }, + { + "concept": "MenuInflater", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "5", + "output_checked": true + }, + { + "concept": "arrend", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "around", + "output_checked": true + }, + { + "concept": "temperature", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "vic", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "grains", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "et", + "se", + "th", + "wh", + "row", + "gh", + "ar", + "ne", + "sa", + "yst", + "inter", + "any", + "anc", + "ton", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "min", + "ces", + "rol", + "equ", + "self", + "years", + "be", + "log", + "son" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "uq", + "pitted", + "conflicted", + "comp", + "rence", + "flows", + "decayed", + "lasan", + "statesmen", + "assert", + "ju", + "comple", + "yaitu", + "afin", + "voyages", + "ridden" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "t", + "on", + "th", + "one", + "az", + "med", + "som", + "mark", + "fam", + "vol", + "To", + "mag", + "vi", + "ware", + "That", + "mit", + "Med", + "quick", + "lied", + "couple", + "rele", + "London", + "That", + "sen", + "supported" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "or", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "l", + "im", + "g", + "ur", + "se", + "be", + "th", + "us", + "ht", + "and", + "com", + "ess", + "pe", + "ity", + "j", + "le", + "pl", + "ure", + "un", + "av", + "able" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "A", + "B", + "C", + "D", + "E", + "F", + "G", + "H", + "I", + "J", + "K", + "L", + "M", + "N", + "O", + "P", + "Q", + "R", + "S", + "T", + "U", + "V" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "le", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "un", + "ere", + "com", + "pe", + "end", + "ill", + "ex", + "rom", + "art", + "this", + "iz", + "ies", + "ang", + "ive", + "all", + "ard" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "p", + "w", + "f", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "ew", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "ice", + "comp", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "set" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "of", + "they", + "eat", + "sehen", + "sof", + "wunder", + "tio", + "ers", + "equip", + "second", + "lid", + "terrible", + "selection", + "youtu", + "evol", + "Eles", + "bringen", + "mellow" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "mellow", + "s", + "rel", + "regard", + "equip", + "depart", + "reput", + "substantial", + "slash", + "administrator", + "Ful", + "technically", + "grandfather", + "aal", + "martial", + "aat", + "youtu", + "eat", + "imitation", + "sehen", + "successfully", + "evol", + "tentative", + "sof", + "offic", + "veterinarian", + "devenu" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "equip", + "substantial", + "slash", + "behalf", + "imitation", + "resmi", + "devenu", + "Tog", + "easily", + "et", + "readily", + "substantially", + "Looking", + "organization", + "aal", + "demise", + "offic", + "tog", + "tanti", + "Verenigde", + "successor", + "Publicity", + "Creators" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "fielder", + "demise", + "tog", + "slight", + "substantial", + "declining", + "Looking", + "ET", + "resmi", + "Tog", + "watchful", + "Creators", + "colloqu", + "Verenigde", + "readily", + "zaman", + "also", + "ameri", + "immense", + "damn", + "aal", + "ributor", + "tentative", + "dictator", + "Excuse", + "papan" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "demise", + "tog", + "fielder", + "slight", + "immense", + "Considerable", + "also", + "Tog", + "Creators", + "substantial", + "zaman", + "declining", + "necessitate", + "similar", + "damn", + "crs", + "shri", + "colloqu" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "contempt", + "scorn", + "destes", + "cati", + "outraged", + "shri", + "exacerbated", + "lousy", + "enraged", + "substantial", + "ameri", + "despicable", + "immense", + "rins", + "bunun", + "tanti", + "orting", + "Creators", + "fielder", + "esas" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "exacerbated", + "another", + "desses", + "tych", + "these", + "but", + "triggered", + "esses", + "insulting", + "worsened", + "destes", + "reminiscent", + "another", + "Subsequent", + "Elovl", + "additional" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "Subsequent", + "subsequent", + "subsequently", + "reminiscent", + "resulted", + "exacerbated", + "destabil", + "resulting", + "instigated", + "those", + "provoked", + "resembled", + "facilitated", + "Subsequently", + "triggered", + "followed", + "caused", + "Similar", + "revela", + "imparted", + "these", + "then", + "markedly" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "subsequent", + "subsequently", + "facilitated", + "resulting", + "consecutive", + "Subsequent", + "exerted", + "subsequ", + "resulted", + "successive", + "resultant", + "provoked", + "instigated", + "ensuing", + "exacerbated", + "protrusions", + "stimulated", + "reshaping", + "triggered", + "sparked", + "intensified", + "stroked", + "engender", + "accented", + "another", + "demonstrated", + "induced", + "markedly", + "swiftly", + "upheaval" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "subsequent", + "second", + "uncovering", + "deliberately", + "further", + "resulting", + "guided", + "highly", + "upheaval", + "observed", + "reshaping", + "strongly", + "deeply", + "striking", + "successive", + "purposeful", + "undulating", + "uneven", + "targeted", + "subsequently", + "consecutive", + "poorly", + "resultant", + "focused", + "aggressive", + "facilitated", + "excessively", + "applied", + "another", + "subjected", + "destructive", + "deliberate" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "subsequent", + "successive", + "liquids", + "second", + "subsequently", + "liquid", + "corrosive", + "further", + "aggressive", + "destructive", + "consecutive", + "Liqu", + "agitated", + "secondary", + "vigorous", + "Subsequent", + "liquefied", + "judicious", + "concentrated", + "purposeful", + "repeated", + "stirred", + "bombardment", + "intense", + "Liquid", + "onslaught", + "upheaval", + "deliberately", + "hammering", + "forceful", + "Liquids" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "subsequent", + "aggressive", + "corrosive", + "vigorous", + "dilute", + "aqueous", + "acidic", + "highly", + "diluted", + "abrasive", + "solution", + "concentrated", + "liquids", + "subsequently", + "immersion", + "intense", + "destructive", + "caustic", + "second", + "strongly", + "agitated", + "gentle", + "harsh", + "moderately", + "arduous", + "merciless", + "successive", + "reactive", + "alkaline", + "ruthless", + "onslaught" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "acid", + "corrosive", + "aggressive", + "acids", + "acidic", + "Acid", + "abrasive", + "an", + "Liquids", + "dilute", + "subsequent", + "liquids", + "solvent", + "Liqu", + "liquid", + "Acids", + "Liqu", + "etching", + "alkaline", + "aqueous", + "acetic", + "caustic", + "highly", + "diluted", + "Liquid" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "acid", + "acids", + "acidic", + "corrosive", + "Acid", + "aggressive", + "Acids", + "alkaline", + "caustic", + "acidified", + "acid", + "abrasive", + "acids", + "acetic", + "Acid", + "etching", + "HCl", + "corros", + "acides", + "alkali", + "dilute", + "acidity", + "NaOH", + "liquids", + "sulfuric" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "aggressive", + "aggressive", + "acid", + "Agg", + "Agg", + "aggress", + "agres", + "acids", + "aggression", + "corrosive", + "agress", + "aggressiveness", + "aggressively", + "liquid", + "attacking", + "acidic", + "Acids", + "agg", + "liquids", + "attack", + "agg", + "Acid", + "acid", + "liquid" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "aggressive", + "agres", + "Agg", + "Agg", + "aggressive", + "aggress", + "agress", + "liquid", + "aggression", + "acid", + "agg", + "liquid", + "liquids", + "corrosive", + "aggressiveness", + "AG", + "ag", + "aggressively", + "Liquid", + "liquide", + "Liquid", + "liquides" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "aggressive", + "aggressive", + "liquid", + "agres", + "Agg", + "liquid", + "Liquid", + "Agg", + "Liquid", + "agress", + "aggress", + "liquids", + "liquide", + "liquido", + "aggressiveness", + "aggressively", + "Liquids", + "ag", + "aggression", + "liquides" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "as", + "large", + "more", + "of", + "These", + "out", + "the", + "about", + "The", + "trapped", + "to", + "but", + "a", + "layer", + "liquid", + "and", + "thought", + "An", + "I", + "This", + "Liquid", + "outer", + "concentrated", + "Large", + "Each", + "they", + "high", + "They", + "The", + "many", + "left", + "analysis" + ] + } + ], + "logit_surprising": [ + { + "concept": "been", + "score": 7.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "somebody", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "analysis", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "An", + "output_checked": true + }, + { + "concept": "readily", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "An", + "output_checked": true + }, + { + "concept": "severely", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "your", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "damn", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "heat", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "there", + "score": 4.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "evoked", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "0", + "output_checked": true + }, + { + "concept": "impeding", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "continuous", + "output_checked": true + }, + { + "concept": "slight", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "produced", + "output_checked": true + }, + { + "concept": "resulted", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "films", + "output_checked": true + }, + { + "concept": "noticeable", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "grooves", + "output_checked": true + }, + { + "concept": "temperature", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "pathways", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "paths", + "output_checked": true + }, + { + "concept": "probationary", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "5", + "output_checked": true + }, + { + "concept": "unfore", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "continuous", + "output_checked": true + }, + { + "concept": "favore", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "around", + "output_checked": true + }, + { + "concept": "ample", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "subsequently", + "output_checked": true + }, + { + "concept": "Considerable", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "along", + "output_checked": true + }, + { + "concept": "awaiting", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "5", + "output_checked": true + }, + { + "concept": "ortam", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "uninterrupted", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "continuous", + "output_checked": true + }, + { + "concept": "excessively", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "aggressive", + "output_checked": true + }, + { + "concept": "outlining", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "periphery", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "around", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "approximately", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "extensive", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "subsequently", + "output_checked": true + }, + { + "concept": "tested", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "those", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "same", + "output_checked": true + }, + { + "concept": "carbon", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "aforementioned", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "same", + "output_checked": true + }, + { + "concept": "acid", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "fielder", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "years", + "score": 2.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "5", + "output_checked": true + }, + { + "concept": "hectares", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "0", + "output_checked": true + }, + { + "concept": "notoriously", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "pacific", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "disturbance", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "liquid", + "output_checked": true + }, + { + "concept": "serp", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "deteriorating", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "aggressive", + "output_checked": true + }, + { + "concept": "immisc", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "liquid", + "output_checked": true + }, + { + "concept": "impede", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "subsequently", + "output_checked": true + }, + { + "concept": "pochi", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "near", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "impeded", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "continuous", + "output_checked": true + }, + { + "concept": "eroding", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "aggressive", + "output_checked": true + }, + { + "concept": "anhyd", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "liquid", + "output_checked": true + }, + { + "concept": "impending", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "sorely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "films", + "output_checked": true + }, + { + "concept": "seemed", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "insulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "reportedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "whitish", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "exacerbated", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "produced", + "output_checked": true + }, + { + "concept": "but", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "unexpectedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "continuous", + "output_checked": true + }, + { + "concept": "migrate", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "erneut", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "subsequently", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-05__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-05__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-05__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-05__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cyclic-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Progressive damage under repeated loading 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A compressor blade endured millions of small vibration cycles before failing. Curved arrest lines radiated from a surface defect toward a small rough overload region.", + "prompt_tail": "ressor blade endured millions of small vibration cycles before failing. Curved arrest lines radiated from a surface defect toward a small rough overload region.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cyclic-01", + "carrier_id": null, + "target_family": "cyclic", + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 53394, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 731 + }, + { + "label": "crack", + "best_rank": 20, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 155 + }, + { + "label": "propagation", + "best_rank": 847, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 110 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "supernatural", + "ily", + "bou", + "orna", + "jor", + "Lorraine", + "Supernatural", + "Jang", + "oport", + "Noor", + "plong", + "oji", + "Gui", + "Abr", + "lagoons", + "Supreme", + "ery", + "JOR", + "marinated" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ily", + "aboo", + "Abr", + "oji", + "mem", + "orna", + "felter", + "Jang", + "Gui", + "supernatural", + "Baylor", + "bou", + "ORN", + "ancher", + "lak", + "Cunningham", + "improbable", + "Noor", + "Abr", + "intercellular", + "ht", + "TOG" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Kham", + "Ejec", + "Fres", + "handful", + "RECOMM", + "Happen", + "hse", + "ocked", + "ella", + "JSONObject", + "Hassel", + "IGENCE", + "analyzer", + "ently", + "lias" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Za", + "debris", + "Za", + "magnesium", + "micron", + "ushchev", + "lery", + "neuron", + "squre", + "odymium", + "Kalam", + "DecodingError", + "ebel", + "arendon", + "Magnesium", + "Salman", + "ornamented" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "lessness", + "cinn", + "Glover", + "Vicky", + "bucks", + "Georg", + "ters", + "Plato", + "crystall", + "Egyptian", + "lattice", + "nina", + "omeness", + "orial", + "URA", + "cinn", + "ligt", + "undos", + "Iraqi", + "Jia" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "pewno", + "Kristall", + "NORMAL", + "rewrite", + "atth", + "Chrys", + "chrysanthemum", + "pencil", + "nvidia", + "Lambda", + "Saudi", + "Donation", + "Soda", + "zeichnis", + "Cameras" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Kristall", + "pewno", + "Saldo", + "Chrys", + "Birthday", + "mas", + "Ink", + "sampel", + "Saudi", + "Hd", + "chrysanthemum", + "rangea", + "saa", + "Lazada", + "Sadd", + "pencil", + "keV", + "worsen", + "Lens", + "domin", + "Za", + "renderSquare" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "WORTH", + "handful", + "WHIT", + "registro", + "COR", + "haf", + "Lives", + "berth", + "TECHNICAL", + "OFFICE", + "wah", + "genesis", + "nutric", + "FAF", + "ForEach", + "ueuse", + "WHIT", + "ForegroundColor", + "hetero", + "Nickname", + "hay", + "Instance", + "Official" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "t", + "energetic", + "slik", + "creases", + "Hd", + "s", + "impediments", + "genu", + "sufferings", + "sene", + "Hd", + "sellers", + "compassion", + "sensation", + "supuesto", + "impediment", + "saran", + "vc", + "singularities", + "sav", + "exuber", + "Hil", + "philosophies" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "dir", + "med", + "og", + "ve", + "s", + "uette", + "gehend", + "sellers", + "ujos", + "est", + "ebel", + "comienzo", + "silvest", + "vc", + "say", + "enburg", + "r", + "mselves", + "moreover", + "sav" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "night", + "uette", + "theater", + "en", + "selves", + "shore", + "lepas", + "gehend", + "f", + "g", + "rog", + "ujos", + "dir", + "sen", + "Prim", + "meng", + "l", + "Moreover", + "eness", + "Prim", + "haf", + "to" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "med", + "certainly", + "Moreover", + "moreover", + "certeza", + "digamos", + "esimerkiksi", + "furthermore", + "Kalau", + "folds", + "Furthermore", + "voila", + "uette", + "examples", + "sen", + "urious", + "sink", + "beispielsweise", + "ve", + "dif", + "Prim", + "sides", + "sur" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "certainly", + "moreover", + "digamos", + "Moreover", + "furthermore", + "esimerkiksi", + "folds", + "certeza", + "sur", + "urious", + "preponder", + "ve", + "sen", + "enorm", + "t", + "examples", + "comienzo", + "celles", + "preval", + "dif", + "sink", + "beispielsweise", + "Kalau" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "voila", + "night", + "digamos", + "perhaps", + "sheep", + "instances", + "uette", + "perhaps", + "roir", + "virt", + "ogf", + "urably", + "s", + "certainly", + "Moreover", + "gie", + "Prim", + "xr", + "theater", + "ver", + "selves", + "vehement", + "amor", + "Moreover" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "vehement", + "Etc", + "sensibility", + "instances", + "sheep", + "xr", + "voila", + "Examining", + "med", + "certainly", + "assertions", + "examined", + "bv", + "perhaps", + "affirmed", + "sporadic", + "digamos", + "dac", + "icule", + "gie", + "moreover", + "mapped", + "uette", + "Bela", + "expans" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sporadic", + "instances", + "esque", + "visuals", + "opus", + "GSM", + "linson", + "sheep", + "ephemeral", + "engravings", + "hz", + "ed", + "visible", + "ghijkl", + "pvc", + "typescript", + "Romeo", + "enium", + "sensibility", + "discord", + "scapes", + "affirm", + "discrete", + "nefarious", + "ium" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "typescript", + "Discord", + "visualizations", + "visible", + "discord", + "visualized", + "Discord", + "gothic", + "ographic", + "ornamental", + "linson", + "cryptic", + "iteratively", + "rectangles", + "sporadic", + "MQTT", + "Kitty", + "intelligible", + "candles" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "visualized", + "gaze", + "geometries", + "demarc", + "fractal", + "visualizations", + "instances", + "tetrahedral", + "DISTINCT", + "discernible", + "trajectory", + "discern", + "bmp", + "jectories", + "diffract", + "visible", + "persisted", + "pierced", + "Notas", + "discerned", + "geometric", + "discord", + "mutable", + "ephemeral", + "posits", + "pvc", + "arithmic" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "ed", + "eman", + "en", + "emanating", + "Gestaltung", + "beau", + "f", + "seg", + "enunciado", + "situation", + "no", + "sled", + "anzeigen", + "sel", + "serpentine", + "determinadas", + "cen", + "jellem", + "s", + "ricanes", + "particular", + "since", + "determinada" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "eman", + "ed", + "centerline", + "traced", + "quartzite", + "seg", + "luminance", + "enium", + "emanating", + "Lines", + "lines", + "vanuit", + "ejes", + "linien", + "Convergence", + "OrderedDict", + "Convergence", + "anzeigen", + "lines", + "Eulerian", + "Intersection", + "Annotated", + "termini", + "vertices", + "axes", + "determinante" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Lines", + "lines", + "traced", + "ed", + "eman", + "Lines", + "lines", + "Convergence", + "Convergence", + "associ", + "quartzite", + "Anglican", + "LINES", + "ingles", + "tang", + "Ahl", + "Annotated", + "likely", + "likely", + "termini", + "curvil", + "linien", + "tangente", + "Proven", + "lasti" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "lines", + "Lines", + "lines", + "ed", + "Lines", + "linien", + "traced", + "eman", + "elines", + "line", + "linhas", + "LINES", + "crack", + "WriteLine", + "line", + "arcs", + "Trace", + "TRACE", + "ridges", + "tangente", + "centerline" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "curved", + "ed", + "Curved", + "curvil", + "curves", + "lines", + "cur", + "Curves", + "radiating", + "curvature", + "lines", + "curvy", + "radi", + "aried", + "crack", + "attered", + "traced", + "vibrating", + "ari", + "igated", + "Curves", + "ged", + "curve" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "curved", + "ed", + "Curved", + "attered", + "ar", + "cur", + "traced", + "ged", + "lines", + "igated", + "curvil", + "arcs", + "attering", + "curves", + "tapered", + "arches", + "arched", + "radi", + "aried", + "curvature", + "ari", + "textured", + "textured", + "curving", + "ared", + "arked", + "radiating", + "curvy", + "quartzite" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Curved", + "curved", + "cur", + "Cur", + "curvil", + "curvature", + "ar", + "ared", + "Cur", + "CUR", + "aried", + "arked", + "curvature", + "cur", + "igated", + "arrested", + "curves", + "curvy", + "ulated", + "curve", + "Curves", + "Cancelled", + "attered", + "or", + "Curves", + "curfew", + "curve" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "curved", + "cur", + "cur", + "user", + "stress", + "aligned", + "curve", + "analyst", + "surface", + "survey", + "linear", + "v", + "ell", + "lovely", + "accelerating", + "other", + "high", + "radiating", + "higher", + "I", + "outer", + "radially", + "analysis", + "align", + "realistic", + "aligned", + "unique", + "secondary", + "correct", + "elevated", + "clear", + "rough" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 24367, + 13520, + 190002, + 96185, + 136500, + 232554, + 160003, + 253772, + 235553, + 255630, + 247557, + 193249, + 198064, + 200592, + 99380, + 155709, + 65148, + 113053, + 223455, + 110503, + 53395, + 85974, + 109718, + 112963, + 119598, + 3625 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 26084, + 49941, + 184337, + 204811, + 75834, + 152105, + 209069, + 20436, + 111629, + 45643, + 28821, + 54738, + 55216, + 39381, + 46766, + 22228, + 20485, + 763, + 134, + 91, + 367, + 21, + 22, + 44, + 1404, + 50 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 83809, + 51856, + 29773, + 57640, + 74140, + 54676, + 51331, + 65887, + 36012, + 38225, + 42305, + 48783, + 45101, + 63123, + 87114, + 158811, + 107606, + 135035, + 95067, + 2212, + 1754, + 848, + 12918, + 37515, + 31588, + 1813 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 48463, + 71957, + 55530, + 127095, + 90145, + 23642, + 10839, + 12555, + 1849, + 732, + 2829, + 5776, + 21582, + 5537 + ] + }, + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 23532, + 25562, + 22524, + 9364, + 21019, + 28051, + 3255, + 1482, + 557, + 385, + 276, + 156, + 679, + 327 + ] + }, + { + "label": "propagation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 25844, + 63356, + 59360, + 52344, + 42183, + 1894, + 1975, + 3270, + 1465, + 111, + 725, + 612, + 14438, + 35995 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "failure", + "score": 8.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "before", + "output_checked": true + }, + { + "concept": "preponder", + "score": 6.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "billions", + "score": 5.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "millions", + "output_checked": true + }, + { + "concept": "flaws", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "roughness", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "region", + "output_checked": true + }, + { + "concept": "econ", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "ODM", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "antes", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "failing", + "output_checked": true + }, + { + "concept": "typescript", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "editText", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "from", + "output_checked": true + }, + { + "concept": "whats", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "vibration", + "output_checked": true + }, + { + "concept": "segura", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "suspected", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "region", + "output_checked": true + }, + { + "concept": "Failure", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "failing", + "output_checked": true + }, + { + "concept": "eman", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "area", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "region", + "output_checked": true + }, + { + "concept": "outward", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "cracks", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "small", + "output_checked": true + }, + { + "concept": "cytot", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "arrest", + "output_checked": true + }, + { + "concept": "blades", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "LITTLE", + "score": 2.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "small", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "encompassed", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "XHTML", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "from", + "output_checked": true + }, + { + "concept": "FIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "compressor", + "output_checked": true + }, + { + "concept": "Ironman", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "stout", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "manipulating", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "cryptic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "WndProc", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "overload", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "region", + "output_checked": true + }, + { + "concept": "MNOP", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "countDown", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "pvc", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "spheroid", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "Diffraction", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Significantly", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "overload", + "output_checked": true + }, + { + "concept": "EOUS", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "from", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "linea", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "loadings", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "overload", + "output_checked": true + }, + { + "concept": "priori", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "multitudes", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "vehement", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "unrest", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "region", + "output_checked": true + }, + { + "concept": "velocities", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "vibration", + "output_checked": true + }, + { + "concept": "MYSQL", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "from", + "output_checked": true + }, + { + "concept": "softener", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "visualized", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "consequential", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "emanating", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "circunferencia", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "from", + "output_checked": true + }, + { + "concept": "Anat", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "overload", + "output_checked": true + }, + { + "concept": "edges", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "outwards", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "Oblast", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "assorted", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "generalizations", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "unimportant", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "small", + "output_checked": true + }, + { + "concept": "devising", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "defect", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "th", + "wh", + "ers", + "and", + "row", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "set", + "any", + "anc", + "clud", + "ey", + "ton", + "tr", + "pect", + "red", + "tern", + "ray", + "ative", + "ser", + "roup", + "min" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "ner", + "rence", + "uq", + "pitted", + "conflicted", + "es", + "an", + "is", + "ne", + "br", + "son", + "qual", + "assert", + "sav", + "ju", + "umeric", + "LI", + "kepada", + "apt", + "yaitu" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "iv", + "j", + "one", + "ON", + "includ", + "med", + "tem", + "ke", + "som", + "mark", + "fin", + "vol", + "ivid", + "To", + "pha", + "mag", + "vi", + "ably", + "yang", + "epend", + "That", + "mit", + "Med", + "sugg", + "suggest", + "quick", + "iet", + "recomm" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "s", + "al", + "le", + "m", + "ing", + "ion", + "el", + "l", + "st", + "re", + "im", + "g", + "u", + "se", + "ation", + "be", + "st", + "if", + "th", + "us", + "ers", + "com", + "pe", + "ain", + "j", + "pl", + "ch", + "by", + "ies", + "en" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "H", + "K", + "O", + "S", + "U", + "V", + "W", + "d", + "f", + "g", + "j", + "m", + "t", + "u", + "v", + "z", + "he", + "m", + "ic", + "ve", + "The", + "ha", + "ad", + "which", + "app", + "xt", + "yst" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "le", + "ion", + "as", + "ent", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "ra", + "ere", + "com", + "pe", + "end", + "ill", + "ex", + "art", + "iz", + "ang", + "ive", + "all", + "ard", + "ik", + "pl", + "ge", + "ph" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "ith", + "est", + "al", + "you", + "wh", + "ers", + "res", + "D" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "ice", + "comp", + "ord", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "set" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "n", + "s", + "of", + "equip", + "photograph", + "lid", + "they", + "eat", + "liaison", + "sehen", + "evol", + "tentative", + "sof", + "bringen", + "kuchh", + "sina", + "ers", + "selection", + "novembre" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "equip", + "s", + "ers", + "rel", + "regard", + "depart", + "photograph", + "slash", + "lid", + "officially", + "administrator", + "technically", + "grandfather", + "aal", + "ein", + "youtu", + "bildung", + "eat", + "imitation", + "EG", + "evol", + "tentative", + "sof", + "veterinarian", + "bitterness", + "devenu" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "equip", + "substantial", + "slash", + "readily", + "imitation", + "tentative", + "behalf", + "aal", + "tanti", + "Verenigde", + "Tog", + "ameri", + "ET", + "organization", + "resmi", + "bunun", + "eem", + "destra", + "juridique", + "ecek", + "e", + "substantially", + "colabor", + "bodily" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "ET", + "kowy", + "er", + "bunun", + "fielder", + "readily", + "declining", + "Tog", + "shaped", + "ameri", + "papan", + "aal", + "tentative", + "path", + "ributor", + "asesin", + "tanti", + "damn", + "errori", + "ed", + "ER", + "equip", + "sprintf", + "ain" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "fielder", + "bunun", + "kowy", + "Tog", + "declining", + "tentative", + "asesin", + "ET", + "ed", + "caution", + "dupatta", + "er", + "slight", + "shaped", + "litigation", + "acciaio", + "path", + "damn", + "Excise", + "errori", + "aal" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "bunun", + "caution", + "phenylsulfanyl", + "esas", + "ijnlijk", + "dieser", + "fielder", + "errori", + "triggered", + "indicating", + "diese", + "also", + "kowy", + "phenoxymethyl", + "revealing", + "bizarre", + "explained", + "vergang", + "cati", + "concealing", + "ameri", + "Diageo", + "tanti", + "notifying" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "reminiscent", + "these", + "elated", + "desses", + "unbelievable", + "orchestrated", + "These", + "astonishing", + "markedly", + "documented", + "indicating", + "described", + "esses", + "unequivocal", + "of", + "indicating", + "essas", + "exacerbated", + "astonished", + "path" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "attributed", + "reminiscent", + "mechanisms", + "triggered", + "markedly", + "orchestrated", + "these", + "documented", + "initiated", + "discernible", + "been", + "depicted", + "underpinned", + "instigated", + "repeatedly", + "observed", + "evident", + "traced", + "coupled", + "remarkable", + "visible", + "indicating", + "aligned", + "remarkably", + "interspersed", + "pointing", + "originating", + "punctuated", + "unequivocal", + "known" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "focused", + "converging", + "these", + "steadily", + "originating", + "gradually", + "repetitive", + "aligned", + "markedly", + "distorted", + "interconnected", + "continuously", + "documented", + "mechanisms", + "repeatedly", + "trajectories", + "cohesive", + "persistently", + "consistently", + "coordinated", + "progressively", + "intensified", + "swirling", + "orchestrated", + "intensifying", + "pathways", + "trajectory", + "emanating", + "persistent", + "unwavering", + "radiating", + "patterns" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "focused", + "aligned", + "converging", + "directed", + "massive", + "prominent", + "highly", + "nearly", + "cohesive", + "numerous", + "structured", + "jagged", + "deeply", + "striking", + "intricately", + "observed", + "resilient", + "originating", + "identified", + "linked", + "documented", + "interconnected", + "pointed", + "targeted", + "directing", + "anchored", + "widespread", + "seemingly", + "curved", + "intersecting", + "these", + "vibrant" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "converging", + "aligned", + "interconnected", + "intersecting", + "lines", + "focused", + "shaped", + "originating", + "direction", + "nearly", + "directed", + "identified", + "intersection", + "directional", + "parallel", + "highly", + "structured", + "converged", + "these", + "numerous", + "centered", + "converge", + "cohesive", + "pointed", + "mathematical", + "curved", + "traced", + "anchored", + "established", + "convergence", + "localized", + "directing" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "lines", + "originating", + "converging", + "Lines", + "aligned", + "emanating", + "curved", + "starting", + "intersecting", + "addLine", + "lines", + "line", + "linee", + "demarc", + "radiating", + "criss", + "convergence", + "centerline", + "increasingly", + "curvature", + "converged", + "Lines", + "traced", + "initiating", + "linear", + "nearly", + "boundary", + "reaching", + "shaped" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "lines", + "Lines", + "Lines", + "lines", + "converging", + "lignes", + "linhas", + "traced", + "curved", + "linee", + "originating", + "line", + "LINES", + "converge", + "tracing", + "converged", + "LINES", + "addLine", + "Line", + "convergence", + "Trace", + "intersection", + "Curved", + "starting", + "ridges", + "curving" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "lines", + "lines", + "Lines", + "Lines", + "LINES", + "lignes", + "traced", + "curved", + "linhas", + "LINES", + "line", + "originating", + "converging", + "linee", + "elines", + "addLine", + "trace", + "lined", + "traces", + "tracing", + "curvature", + "originates", + "radiating", + "curving" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "curved", + "s", + "t", + "st", + "e", + "cur", + "Curved", + "l", + "Cur", + "at", + "ar", + "and", + "es", + "T", + "re", + "or", + "to", + "tr", + "er", + "as", + "v", + "S", + "P", + "N", + "Y", + "U", + "un", + "C", + "p", + "is", + "n" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "curved", + "Curved", + "curving", + "Cur", + "Curve", + "curves", + "arched", + "tr", + "cur", + "curvature", + "Cur", + "curvil", + "converging", + "radiating", + "lines", + "curve", + "lines", + "Curves", + "Curves", + "curvature", + "curves", + "ath", + "line", + "oline", + "lineTo", + "intersecting", + "S", + "curve" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Cur", + "Curved", + "cur", + "curved", + "ar", + "on", + "as", + "and", + "to", + "curvature", + "CUR", + "and", + "ur", + "Cur", + "Curve", + "t", + "Curves", + "rad", + "are", + "cur", + "ared", + "curve", + "even", + "arre", + "l", + "en", + "or", + "arked", + "bl", + "Curriculum" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "curved", + "cur", + "cur", + "user", + "stress", + "aligned", + "curve", + "analyst", + "surface", + "survey", + "linear", + "v", + "ell", + "lovely", + "accelerating", + "other", + "high", + "radiating", + "higher", + "I", + "outer", + "radially", + "analysis", + "align", + "realistic", + "aligned", + "unique", + "secondary", + "correct", + "elevated", + "clear", + "rough" + ] + } + ], + "logit_surprising": [ + { + "concept": "slight", + "score": 11.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "failure", + "score": 10.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "failing", + "output_checked": true + }, + { + "concept": "readily", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "impeding", + "score": 7.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "small", + "output_checked": true + }, + { + "concept": "been", + "score": 7.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "system", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "compressor", + "output_checked": true + }, + { + "concept": "thousands", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sized", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "small", + "output_checked": true + }, + { + "concept": "identified", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "radiating", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "defects", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "substantially", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "small", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "horrible", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "severely", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "failing", + "output_checked": true + }, + { + "concept": "positioned", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Curved", + "output_checked": true + }, + { + "concept": "arresting", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "arrest", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "roughness", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "rough", + "output_checked": true + }, + { + "concept": "damn", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "arrest", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "these", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "caused", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "relatively", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "small", + "output_checked": true + }, + { + "concept": "irregularities", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rough", + "output_checked": true + }, + { + "concept": "nearby", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "region", + "output_checked": true + }, + { + "concept": "focused", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "design", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "becoming", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "before", + "output_checked": true + }, + { + "concept": "blades", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "dollars", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "converging", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "compl", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "compressor", + "output_checked": true + }, + { + "concept": "Vereinigte", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "locu", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "vibration", + "output_checked": true + }, + { + "concept": "afar", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "from", + "output_checked": true + }, + { + "concept": "Looking", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "rough", + "output_checked": true + }, + { + "concept": "anhyd", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "compressor", + "output_checked": true + }, + { + "concept": "indicative", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "impending", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "overload", + "output_checked": true + }, + { + "concept": "systems", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "compressor", + "output_checked": true + }, + { + "concept": "detrimental", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "vibration", + "output_checked": true + }, + { + "concept": "horrific", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "failing", + "output_checked": true + }, + { + "concept": "horrifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "sobbing", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "region", + "output_checked": true + }, + { + "concept": "documented", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "attributed", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "continuously", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "incidents", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "vibration", + "output_checked": true + }, + { + "concept": "culminating", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "before", + "output_checked": true + }, + { + "concept": "distorted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "jagged", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "inflection", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "xaxis", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "overload", + "output_checked": true + }, + { + "concept": "resultant", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "vibration", + "output_checked": true + }, + { + "concept": "reaching", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "across", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "rough", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-01__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-01__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-01__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-01__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cyclic-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Progressive damage under repeated loading 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A bridge hanger separated although every measured load was below its monotonic capacity. Fine parallel striations recorded incremental front advance from a machining groove.", + "prompt_tail": "er separated although every measured load was below its monotonic capacity. Fine parallel striations recorded incremental front advance from a machining groove.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cyclic-02", + "carrier_id": null, + "target_family": "cyclic", + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 18496, + "best_depth": 63.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 735 + }, + { + "label": "crack", + "best_rank": 133, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 1018 + }, + { + "label": "propagation", + "best_rank": 5674, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 7258 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "orna", + "ily", + "supernatural", + "jor", + "Noor", + "Supernatural", + "bou", + "Jang", + "Lorraine", + "Gui", + "oji", + "oport", + "Abr", + "Supreme", + "plong", + "JOR", + "Supreme", + "lagoons", + "marinated" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ily", + "iores", + "Arora", + "felter", + "aboo", + "oji", + "mem", + "zym", + "ingles", + "matics", + "luch", + "otrop", + "mathbb", + "Gui", + "ORN", + "orna", + "ugas", + "ool", + "tray", + "lak", + "Abr", + "GSM", + "ht" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "WHAT", + "hse", + "nikk", + "lias", + "Happen", + "Birthday", + "Fres", + "UNICEF", + "Dias", + "HAS", + "nvidia", + "pewno", + "iquer", + "normalization", + "Dud", + "YEARS" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Za", + "pewno", + "Hd", + "nascita", + "embossing", + "Indeed", + "XXV", + "izawa", + "Hing", + "Writers", + "liberalization", + "breath", + "haman" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Georg", + "Glover", + "ters", + "ripe", + "ligt", + "lessness", + "Christi", + "GAL", + "homework", + "unts", + "Gerald", + "ligation", + "optosis", + "homeopathic", + "Buffered", + "URING", + "lattice", + "virial", + "eless", + "Context" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "rewrite", + "Birthday", + "nvidia", + "NORMAL", + "pewno", + "chrysanthemum", + "pencil", + "Chrys", + "FILL", + "zeichnis", + "CREDIT", + "nextNode", + "naman", + "Brasil", + "geweest" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Birthday", + "mas", + "pewno", + "Kristall", + "Chrys", + "sampel", + "nvidia", + "chrysanthemum", + "Saldo", + "pencil", + "Ink", + "rangea", + "saa", + "physiology", + "Sadd", + "Saudi", + "FILL", + "XXV", + "Hd", + "Lazada", + "MEMBER", + "Fifa" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "WORTH", + "handful", + "haya", + "Lives", + "WHIT", + "TECHNICAL", + "registro", + "WHIT", + "berth", + "Nickname", + "FAF", + "Instance", + "COR", + "Official", + "OFFICE", + "VARIABLES", + "wah", + "nutric", + "hetero", + "Birthday", + "haf", + "ueuse", + "genesis", + "ForEach", + "HAS" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "t", + "ebel", + "s", + "slik", + "creases", + "vc", + "energetic", + "sav", + "Hd", + "genu", + "exuber", + "sene", + "compassion", + "sellers", + "saran", + "impediments", + "Hd", + "inn", + "cephal" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "gehend", + "dir", + "oq", + "ujos", + "med", + "iven", + "to", + "s", + "og", + "en", + "odora", + "nit", + "est", + "si", + "vc", + "mal", + "enberg", + "as", + "ve" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "iven", + "selves", + "shore", + "gehend", + "night", + "ujos", + "en", + "lepas", + "rog", + "odora", + "schein", + "sen", + "digamos", + "haf", + "ures", + "mat", + "rad", + "osof", + "uette", + "meng", + "amos" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "med", + "examples", + "digamos", + "esimerkiksi", + "Moreover", + "voila", + "folds", + "sen", + "beispielsweise", + "exemplo", + "ve", + "certainly", + "furthermore", + "t", + "fif", + "uette", + "urious", + "Kalau", + "iven", + "Furthermore", + "selves", + "comienzo" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "digamos", + "examples", + "esimerkiksi", + "t", + "exemplo", + "folds", + "sen", + "ve", + "certainly", + "beispielsweise", + "sur", + "urious", + "dif", + "moreover", + "furthermore", + "comienzo", + "celles", + "enorm", + "etheless", + "cetera", + "s" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "s", + "roir", + "sheep", + "do", + "selves", + "virt", + "tyle", + "ver", + "iven", + "haf", + "night", + "voila", + "amos", + "shore", + "digamos", + "uating", + "conspicuous", + "perhaps", + "ver", + "urably", + "rog", + "sworth", + "ding", + "uri", + "enium" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "med", + "sheep", + "examples", + "uri", + "urious", + "sheep", + "digamos", + "uptools", + "ium", + "exemplo", + "shore", + "meng", + "insistent", + "uj", + "rdf", + "voila", + "oven", + "sen", + "ak", + "night", + "kit", + "wire", + "dac", + "ms", + "instances", + "vehement", + "oids" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "nnnn", + "s", + "fif", + "sheep", + "uri", + "sworth", + "dac", + "kit", + "motor", + "shoe", + "meister", + "md", + "sheep", + "sk", + "oids", + "rb", + "nn", + "ness", + "visuals", + "af", + "examples", + "scribe", + "mah", + "Feuer", + "mason", + "icul", + "artifacts", + "sensor" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "thoughtful", + "Engineer", + "cryptic", + "testers", + "oteric", + "engineers", + "NonNull", + "itect", + "sheep", + "DataSource", + "additive", + "ornamental", + "erratic", + "acne", + "workbook", + "leyici", + "ActionResult", + "Ajax", + "engineer", + "cytologic", + "engineer", + "Examin", + "quartz" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "Traverse", + "gdf", + "sanded", + "extensive", + "sporadic", + "mason", + "displace", + "ejec", + "erratic", + "Contour", + "maneuver", + "sculpted", + "pvc", + "attempted", + "esc", + "traverse", + "luscious", + "testers", + "velocidades", + "Continue", + "bmp", + "berhasil", + "emplacement", + "scrape", + "DEFGHIJKLMNOP", + "snd", + "extraneous" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "eman", + "s", + "en", + "dihasilkan", + "discernible", + "Deut", + "intric", + "conscient", + "t", + "particular", + "These", + "resultante", + "dac", + "sur", + "ske", + "serpentine", + "emanating", + "Gestaltung", + "e", + "occur", + "intricacies", + "striated", + "sbagli", + "enium", + "satisfactor" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "ridges", + "Traverse", + "semif", + "carbide", + "abrasive", + "enium", + "eman", + "erasan", + "machined", + "masonry", + "intricacies", + "Progression", + "engineered", + "appreciable", + "adamant", + "silicone", + "hardening", + "minimax", + "TRY", + "concave", + "spinner", + "concentric", + "einander", + "adam", + "tapered" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "machined", + "machining", + "Machinist", + "maquin", + "machinist", + "abrasive", + "machin", + "adam", + "MACHIN", + "chisel", + "carbide", + "adam", + "carved", + "semif", + "CNC", + "Thrust", + "ulous", + "Machine", + "PMC", + "tarmac", + "cnc", + "beiter", + "concentric", + "anormal", + "encamp", + "adamant", + "scratches", + "Cutting", + "engineered" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "machined", + "machining", + "maquin", + "machinist", + "Machinist", + "machine", + "finish", + "machin", + "acabado", + "finish", + "Machine", + "Machines", + "carving", + "MACHIN", + "Milling", + "finishing", + "Chatter", + "machine", + "adam", + "carved", + "carbide", + "Finishing", + "Machine", + "Parallel", + "abrasive", + "parallel", + "mach", + "Mach", + "Advance" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "machining", + "MACHIN", + "mach", + "machined", + "machine", + "machine", + "Mach", + "machin", + "Mach", + "Machine", + "MACH", + "MACHINE", + "machinist", + "Machinist", + "mach", + "fine", + "fine", + "parallel", + "machines", + "Machine", + "Fine", + "Machines", + "finish", + "maquin", + "machines", + "Parallel", + "Fine", + "hairline", + "finish", + "parallel" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "machining", + "machine", + "machine", + "mach", + "Machine", + "machined", + "machin", + "MACHINE", + "Mach", + "Mach", + "mach", + "Machine", + "MACHIN", + "machines", + "machines", + "machinist", + "Machines", + "MACH", + "Machinist", + "MACHINE", + "fine", + "Machines", + "fin", + "achine", + "Fine", + "Fine", + "maquin", + "maschine" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "machining", + "fine", + "Fine", + "Fine", + "mach", + "fine", + "Mach", + "mach", + "Mach", + "machine", + "MACH", + "machined", + "machine", + "machin", + "fin", + "FINE", + "to", + "Machine", + "FINE", + "MACHINE", + "finer", + "MACHIN", + "ancing", + "Machinist", + "imach", + "Machine", + "achine", + "parallel" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Fine", + "Parallel", + "In", + "mach", + "fine", + "machine", + "fi", + "These", + "However", + "line", + "use", + "Parallel", + "Each", + "in", + "From", + "Also", + "Even", + "The", + "com", + "machine", + "Fine", + "on", + "fine", + "all", + "Clearly", + "On", + "to", + "For", + "There", + "To", + "Machine", + "ore" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 24105, + 16097, + 200994, + 167732, + 174283, + 230257, + 187290, + 250955, + 234357, + 258139, + 229001, + 176387, + 180609, + 211346, + 125982, + 141039, + 18497, + 36907, + 174451, + 42149, + 47570, + 32865, + 92524, + 127722, + 215637, + 10450 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 23655, + 50021, + 186731, + 201569, + 75699, + 139670, + 191739, + 22242, + 88732, + 35892, + 35061, + 60607, + 54393, + 26940, + 101395, + 75607, + 70628, + 8025, + 282, + 688, + 6101, + 134, + 1905, + 2557, + 42868, + 4512 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 74817, + 39128, + 47972, + 57527, + 85502, + 76027, + 54848, + 72075, + 27119, + 27007, + 26685, + 54142, + 54408, + 53654, + 57373, + 129671, + 88546, + 107038, + 92100, + 15090, + 21343, + 5675, + 53488, + 103009, + 96284, + 7998 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 50018, + 71606, + 52299, + 81917, + 50193, + 10448, + 14624, + 31887, + 4186, + 736, + 6900, + 8867, + 23018, + 15234 + ] + }, + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 20732, + 12816, + 8283, + 2617, + 2888, + 1992, + 1019, + 3685, + 1336, + 1513, + 10699, + 4485, + 9770, + 4421 + ] + }, + { + "label": "propagation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 41104, + 77735, + 64210, + 55365, + 31952, + 19214, + 14260, + 7259, + 11919, + 12080, + 17696, + 8320, + 26730, + 18878 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "tedious", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "although", + "output_checked": true + }, + { + "concept": "separation", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "estruct", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "appreciable", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "machining", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "obtuse", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "parallel", + "output_checked": true + }, + { + "concept": "booklets", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "Military", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "camber", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "stri", + "output_checked": true + }, + { + "concept": "concreta", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "emin", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "bridge", + "output_checked": true + }, + { + "concept": "progress", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "increasing", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "monotonic", + "output_checked": true + }, + { + "concept": "machined", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "unsound", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "incremental", + "output_checked": true + }, + { + "concept": "Zou", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "groove", + "output_checked": true + }, + { + "concept": "LEC", + "score": 2.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "manner", + "score": 2.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "mnemonic", + "score": 2.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "mentally", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "although", + "output_checked": true + }, + { + "concept": "functors", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "stri", + "output_checked": true + }, + { + "concept": "melewati", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "bridge", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "MNOP", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Mantra", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "loads", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "load", + "output_checked": true + }, + { + "concept": "dure", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "separar", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "cargas", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "load", + "output_checked": true + }, + { + "concept": "limits", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "capacity", + "output_checked": true + }, + { + "concept": "Strip", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "stri", + "output_checked": true + }, + { + "concept": "strips", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "stri", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "morphed", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "mankind", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "every", + "output_checked": true + }, + { + "concept": "conscient", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "eman", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "oldCount", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "was", + "output_checked": true + }, + { + "concept": "dibawah", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "below", + "output_checked": true + }, + { + "concept": "parallelogram", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "parallel", + "output_checked": true + }, + { + "concept": "observed", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "recorded", + "output_checked": true + }, + { + "concept": "Miche", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "was", + "output_checked": true + }, + { + "concept": "Molding", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "machining", + "output_checked": true + }, + { + "concept": "Machines", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "machining", + "output_checked": true + }, + { + "concept": "ridges", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "groove", + "output_checked": true + }, + { + "concept": "limit", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "monsoon", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "capacity", + "output_checked": true + }, + { + "concept": "OrderedDict", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "groove", + "output_checked": true + }, + { + "concept": "sif", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "aucun", + "score": 1.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "inicial", + "score": 1.0, + "best_rank": 4, + "best_depth": 76.6, + "near_token": "from", + "output_checked": true + }, + { + "concept": "Lipschitz", + "score": 1.0, + "best_rank": 5, + "best_depth": 68.1, + "near_token": "recorded", + "output_checked": true + }, + { + "concept": "outages", + "score": 1.0, + "best_rank": 5, + "best_depth": 68.1, + "near_token": "incremental", + "output_checked": true + }, + { + "concept": "heathen", + "score": 1.0, + "best_rank": 7, + "best_depth": 63.8, + "near_token": "recorded", + "output_checked": true + }, + { + "concept": "Elli", + "score": 1.0, + "best_rank": 10, + "best_depth": 59.6, + "near_token": "groove", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "row", + "ar", + "ne", + "inter", + "any", + "ey", + "pect", + "red", + "ray", + "ces", + "years", + "be", + "son", + "na", + "ters", + "roll", + "section", + "ler", + "max", + "time", + "met", + "ley", + "ev", + "equ", + "mu" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "rence", + "flows", + "pitted", + "conflicted", + "es", + "assert", + "yards", + "aquele", + "uq", + "decayed", + "lasan", + "ju", + "Which", + "umeric", + "LI", + "comple", + "yaitu" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "t", + "on", + "one", + "red", + "med", + "tem", + "som", + "mark", + "vol", + "RO", + "oot", + "mag", + "ump", + "fore", + "kan", + "yang", + "ware", + "ambda", + "That", + "necess", + "mit", + "Med", + "utions", + "needs", + "suggest", + "quick", + "ramework", + "oldsymbol" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ou", + "ing", + "ion", + "el", + "l", + "st", + "im", + "g", + "se", + "ation", + "if", + "ly", + "th", + "us", + "ht", + "ers", + "and", + "ere", + "com", + "ess", + "pe", + "ain", + "ity", + "he", + "j", + "pl", + "ch" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "A", + "C", + "D", + "E", + "F", + "G", + "H", + "J", + "K", + "M", + "N", + "O", + "Q", + "R", + "S", + "T", + "U", + "V", + "W", + "X", + "Y", + "Z", + "a", + "b" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "at", + "an", + "it", + "is", + "le", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "un", + "ht", + "ere", + "com", + "pe", + "end", + "ill", + "ex", + "art", + "iz", + "ud", + "ies", + "ack", + "ang" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "w", + "f", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ph", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "n", + "s", + "sof", + "e", + "ers", + "perfectly", + "lid", + "they", + "selection", + "eat", + "liaison", + "sehen", + "evol", + "Publicity", + "sina", + "ature", + "son" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "s", + "ers", + "rel", + "perfectly", + "officially", + "grandfather", + "aal", + "youtu", + "imitation", + "liaison", + "tentative", + "sof", + "mellow", + "Publicity", + "e", + "n" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "imitation", + "fielder", + "aal", + "Tog", + "Publicity", + "equip", + "organization", + "colabor", + "bodily", + "demise", + "tog", + "reliance", + "ameri", + "e", + "any", + "ET", + "substantial", + "slash", + "behalf", + "grandfather", + "kowy" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "Tog", + "kowy", + "er", + "Looking", + "ET", + "any", + "demise", + "fielder", + "declining", + "ameri", + "hur", + "aal", + "ER", + "self", + "avrebbe", + "ewel", + "asesin", + "behalf", + "bigli", + "damn", + "ributor", + "slash" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "Tog", + "kowy", + "demise", + "fielder", + "er", + "avrebbe", + "bunun", + "also", + "litigation", + "acciaio", + "cooking", + "asesin", + "hur", + "damn", + "cellar", + "bore", + "ewel", + "ET", + "aal" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "also", + "kowy", + "litigation", + "bunun", + "fielder", + "acciaio", + "caution", + "tanti", + "rebuke", + "ujar", + "cooking", + "errori" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "also", + "article", + "another", + "essas", + "also", + "article", + "was", + "esses", + "annular", + "but", + "was", + "isso", + "of", + "inspired" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "fabrication", + "yester", + "Exhib", + "Drupal", + "pedestrians", + "annular", + "automotive", + "tensile", + "rpm", + "fabricated", + "ampler", + "been", + "described", + "aws", + "Fabrication", + "Orbital" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "swiftly", + "xaxis", + "commendable", + "chevron", + "confirmed", + "Gaussian", + "upheaval", + "reinforced", + "chatter", + "motionless", + "paragraph", + "resultant", + "flawless", + "thwarted", + "withstood", + "achieved", + "gorgeous", + "swelling", + "appraisal", + "impeccable", + "reverber", + "Kanban", + "immovable", + "sadistic", + "accomplished", + "tensile", + "symmetrical", + "astonished", + "Swagger", + "protrusions" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "jagged", + "uneven", + "highly", + "continuous", + "cohesive", + "moving", + "resilient", + "aesthetically", + "development", + "relatively", + "massive", + "remarkable", + "slightly", + "undulating", + "purposeful", + "visually", + "symmetrical", + "nearly", + "irregular", + "vibrant", + "upward", + "displaced", + "uncovering", + "situated", + "perpendicular", + "remarkably", + "various", + "established", + "outstanding", + "striking", + "identified", + "heavily" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "jagged", + "resultant", + "symmetrical", + "displaced", + "machining", + "those", + "various", + "resulting", + "subsurface", + "protrusions", + "riveting", + "irregularities", + "aesthetically", + "meniscus", + "precision", + "perpendicular", + "fascinating", + "distinct", + "remarkably", + "ridges", + "crevices", + "emerged", + "progressing", + "asymmetrical", + "numerous", + "manufacturing", + "polished", + "across", + "patterns", + "surfacing", + "surface", + "highly" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "machining", + "progress", + "machined", + "polished", + "jagged", + "progressing", + "perpendicular", + "parallel", + "inch", + "hairline", + "progressively", + "uneven", + "symmetrical", + "milling", + "ridges", + "slightly", + "etched", + "painstaking", + "millimeter", + "straight", + "progression", + "markings", + "meticulous", + "asymmetrical", + "protrusions", + "progressed", + "aligned", + "grinding", + "abrasive", + "and", + "rapidly", + "Progress" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "machining", + "machined", + "Mach", + "cutting", + "MACHIN", + "metal", + "CNC", + "Milling", + "Metal", + "abras", + "abrasive", + "metal", + "Mach", + "Tool", + "Machine", + "tool", + "marks", + "Machine", + "marks", + "cham", + "Metal", + "Cutting", + "milling", + "wrought", + "machin", + "chatter", + "machine", + "tool", + "In" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "machining", + "machined", + "mach", + "Mach", + "Mach", + "MACHIN", + "finishing", + "machine", + "finish", + "machin", + "mach", + "tool", + "tool", + "machine", + "finish", + "machinist", + "Machine", + "chip", + "parallel", + "chatter", + "saw", + "Milling", + "marks", + "chip", + "Finishing", + "tiny", + "Machinist", + "parallel", + "marks" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "machining", + "mach", + "fine", + "Mach", + "MACHIN", + "machined", + "Fine", + "Mach", + "mach", + "machine", + "machine", + "Fine", + "fine", + "MACH", + "machin", + "machinist", + "Machine", + "finish", + "parallel", + "machines", + "machines", + "Machine", + "fin", + "Fin", + "MACH", + "Finish", + "Machinist" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "machining", + "machine", + "Mach", + "mach", + "machined", + "machines", + "machine", + "mach", + "Machine", + "Machine", + "Mach", + "MACHIN", + "machin", + "fine", + "Machines", + "MACH", + "machines", + "MACHINE", + "machinist", + "Fine", + "Machinist", + "MACH", + "MACHINE", + "Machines", + "fine", + "Fine" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "fine", + "machining", + "Fine", + "fine", + "Fine", + "mach", + "mach", + "Mach", + "Mach", + "machined", + "machine", + "MACHIN", + "FINE", + "Machine", + "machine", + "MACH", + "machin", + "FINE", + "finer", + "fini", + "fin", + "machines", + "MACHINE", + "parallel", + "machines", + "fines", + "Machinist" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Fine", + "Parallel", + "In", + "mach", + "fine", + "machine", + "fi", + "These", + "However", + "line", + "use", + "Parallel", + "Each", + "in", + "From", + "Also", + "Even", + "The", + "com", + "machine", + "Fine", + "on", + "fine", + "all", + "Clearly", + "On", + "to", + "For", + "There", + "To", + "Machine", + "ore" + ] + } + ], + "logit_surprising": [ + { + "concept": "damn", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "every", + "output_checked": true + }, + { + "concept": "and", + "score": 7.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "every", + "output_checked": true + }, + { + "concept": "own", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 5.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "although", + "output_checked": true + }, + { + "concept": "steadily", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "incremental", + "output_checked": true + }, + { + "concept": "increasing", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "monotonic", + "output_checked": true + }, + { + "concept": "readily", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "although", + "output_checked": true + }, + { + "concept": "hindrance", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "load", + "output_checked": true + }, + { + "concept": "loads", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "was", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "been", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "separation", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "upholding", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "load", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "there", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "although", + "output_checked": true + }, + { + "concept": "recording", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "recorded", + "output_checked": true + }, + { + "concept": "increments", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "incremental", + "output_checked": true + }, + { + "concept": "overcoming", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "bridge", + "output_checked": true + }, + { + "concept": "indicative", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "notifying", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "monotonic", + "output_checked": true + }, + { + "concept": "caution", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "because", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "was", + "output_checked": true + }, + { + "concept": "corrobor", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "recorded", + "output_checked": true + }, + { + "concept": "process", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "machining", + "output_checked": true + }, + { + "concept": "evidence", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "able", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "was", + "output_checked": true + }, + { + "concept": "grooves", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "groove", + "output_checked": true + }, + { + "concept": "Strip", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "stri", + "output_checked": true + }, + { + "concept": "jagged", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "conquer", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "bridge", + "output_checked": true + }, + { + "concept": "prominently", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "monotonic", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "incremental", + "output_checked": true + }, + { + "concept": "behest", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "groove", + "output_checked": true + }, + { + "concept": "irgendwie", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "although", + "output_checked": true + }, + { + "concept": "allowed", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "below", + "output_checked": true + }, + { + "concept": "respective", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "reverting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "capacity", + "output_checked": true + }, + { + "concept": "autre", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "offenbar", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "monotonic", + "output_checked": true + }, + { + "concept": "andDevice", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "parallel", + "output_checked": true + }, + { + "concept": "another", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "riesce", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "its", + "output_checked": true + }, + { + "concept": "asserting", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "workpiece", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "machining", + "output_checked": true + }, + { + "concept": "ambiguous", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "although", + "output_checked": true + }, + { + "concept": "sensed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "illogical", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "reinforce", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "parallel", + "output_checked": true + }, + { + "concept": "txtbtn", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "stri", + "output_checked": true + }, + { + "concept": "gfx", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "concise", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "initiated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "groove", + "output_checked": true + }, + { + "concept": "railway", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "bridge", + "output_checked": true + }, + { + "concept": "between", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "considered", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "was", + "output_checked": true + }, + { + "concept": "acceptable", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "below", + "output_checked": true + }, + { + "concept": "spaced", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "within", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "from", + "output_checked": true + }, + { + "concept": "stunning", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "situated", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "groove", + "output_checked": true + }, + { + "concept": "measurement", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "threshold", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "below", + "output_checked": true + }, + { + "concept": "each", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-02__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-02__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-02__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-02__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cyclic-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Progressive damage under repeated loading 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A wheel axle survived years of repeated bending. The failure face contained thumbnail-shaped beach marks centered on several surface initiation sites.", + "prompt_tail": "A wheel axle survived years of repeated bending. The failure face contained thumbnail-shaped beach marks centered on several surface initiation sites.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cyclic-03", + "carrier_id": null, + "target_family": "cyclic", + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 18412, + "best_depth": 63.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 11509 + }, + { + "label": "crack", + "best_rank": 4573, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 3046 + }, + { + "label": "propagation", + "best_rank": 34536, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 7449 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "supernatural", + "bou", + "ily", + "orna", + "Lorraine", + "Jang", + "Supernatural", + "jor", + "Noor", + "oport", + "Gui", + "Abr", + "plong", + "Supreme", + "lagoons", + "oji", + "olong", + "ery", + "Supreme", + "marinated" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "aboo", + "ily", + "mem", + "oji", + "ool", + "Abr", + "lak", + "zym", + "orna", + "felter", + "ht", + "iores", + "Gui", + "ORN", + "Arora", + "ancher", + "oj", + "oms", + "ugas", + "ior", + "otrop", + "UserDefaults" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Kham", + "Fres", + "handful", + "Ejec", + "Happen", + "hse", + "Hassel", + "ella", + "RECOMM", + "indrical", + "lectual", + "negie", + "crawled", + "GRAM" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Za", + "neuron", + "Za", + "Printers", + "squre", + "magnesium", + "Printer", + "Hd", + "wC", + "slik", + "embossing", + "rectMode", + "Carpet", + "Magnesium", + "DecodingError", + "Lobkovic" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Christi", + "normalization", + "Lobkowicz", + "crystall", + "bilirubin", + "odes", + "moz", + "Bokeh", + "Fir", + "elleen", + "lessness", + "bucks", + "Genesis", + "mining", + "Glover", + "Definition", + "wavelet", + "Highlights", + "FBI", + "ters", + "Jen", + "greatness", + "sparkle", + "goggles", + "villa" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "atth", + "pewno", + "Kristall", + "NORMAL", + "Chrys", + "Saldo", + "rewrite", + "Saudi", + "uzz", + "UD", + "Vann", + "Lambda", + "Soda", + "chrysanthemum", + "ajes", + "Cameras" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Kristall", + "Saldo", + "Chrys", + "pewno", + "sampel", + "Hd", + "Saudi", + "Lens", + "chrysanthemum", + "domin", + "worsen", + "Ink", + "Lazada", + "Za", + "Webcam", + "mas", + "Covid", + "pencil", + "saa", + "rangea", + "ceo", + "XXV" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "WORTH", + "handful", + "WHIT", + "COR", + "TECHNICAL", + "berth", + "registro", + "genesis", + "Lives", + "OFFICE", + "nutric", + "haf", + "FAF", + "wah", + "hetero", + "ForEach", + "WHIT", + "escal", + "Nickname", + "ueuse", + "ForegroundColor" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "t", + "energetic", + "slik", + "creases", + "s", + "sene", + "exuber", + "impediments", + "Hd", + "saran", + "sav", + "supuesto", + "sufferings", + "sensation", + "Hil", + "vc", + "impediment", + "sellers", + "compassion", + "overview", + "predominance", + "genu" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "og", + "dir", + "med", + "est", + "gehend", + "ve", + "uelles", + "uette", + "mselves", + "ified", + "as", + "pertin", + "enburg", + "ebel", + "rogen", + "pues", + "ness", + "eur", + "energetic", + "rutt", + "comienzo", + "exuber", + "sellers" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "lepas", + "theater", + "heartedly", + "ively", + "uette", + "en", + "rologic", + "rog", + "night", + "selves", + "manner", + "eness", + "gehend", + "dir", + "haf", + "haja", + "vulner", + "amos", + "udades" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "examples", + "med", + "certainly", + "beispielsweise", + "ardin", + "voila", + "esimerkiksi", + "certeza", + "uette", + "Kalau", + "urious", + "misalnya", + "heartedly", + "ogo", + "dog", + "naturelles", + "hearted", + "ogado", + "naturali", + "cetera", + "folds" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "examples", + "s", + "certainly", + "esimerkiksi", + "misalnya", + "urious", + "beispielsweise", + "sur", + "ified", + "preponder", + "folds", + "dog", + "exemplo", + "uette", + "exuber", + "cetera", + "moreover", + "certeza", + "dif", + "Kalau", + "comienzo", + "digamos", + "voila" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "s", + "instances", + "vehement", + "selves", + "particularmente", + "ding", + "vajj", + "urious", + "conspicuous", + "sheep", + "ogf", + "virt", + "notable", + "requisite", + "uette", + "conceivably", + "ogo", + "voila", + "particular", + "vulner", + "deft", + "tyle", + "med" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "vehement", + "sheep", + "assertions", + "ed", + "med", + "instances", + "examples", + "sporadic", + "sheep", + "deft", + "sensibility", + "conspicuously", + "remarked", + "skept", + "hinsichtlich", + "dog", + "delineation", + "xr", + "vnd", + "leaped", + "conceivably", + "ardin", + "woolen", + "insistent" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sporadic", + "sensibility", + "sheep", + "ODM", + "remarked", + "nnnn", + "assertions", + "instances", + "sopr", + "xr", + "ghijkl", + "linson", + "fortitude", + "expansive", + "mort", + "cosmetics", + "erratic", + "cryptic", + "STYLE", + "DSM", + "egregious" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "ornamental", + "rectangles", + "cryptic", + "NonNull", + "typescript", + "thoughtful", + "PLOAD", + "psychic", + "STYLE", + "gejala", + "ODM", + "acne", + "extensive", + "sensibility", + "obtuse", + "additive", + "rhomb", + "obscured", + "Notas", + "cytologic", + "MYSQL" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "Notas", + "discontinuities", + "irregularly", + "sporadic", + "remarked", + "hallmarks", + "sporadically", + "visualized", + "psyche", + "acne", + "oblong", + "NonNull", + "ornamental", + "engraved", + "crater", + "hibernate", + "printStackTrace", + "sinusoidal", + "gdf", + "amassed", + "unnamed", + "snowboard", + "trapez", + "mucous", + "rhomb", + "hexadecimal", + "anecdote", + "infractions", + "sheep" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "intric", + "canalicul", + "ed", + "radiol", + "discernible", + "Bezeichnung", + "striated", + "Gestaltung", + "uchen", + "remarks", + "SEL", + "particular", + "roso", + "bridesmaids", + "jellem", + "anzeigen", + "remarked", + "meisjes", + "bree", + "predominant", + "bmp", + "determinada", + "riterien", + "t", + "plural", + "characteristics", + "theor", + "dreamstime" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "toothbrush", + "Ordinal", + "obtuse", + "tbsp", + "oblong", + "Contour", + "writeInt", + "unnamed", + "trapez", + "canalicul", + "acne", + "Nota", + "rhomb", + "ordinal", + "byteArray", + "lengthwise", + "snowboard", + "antler", + "bytecode", + "Unnamed", + "lastIndexOf", + "Utah", + "thumbnail", + "sheep", + "plural", + "breadcrumb", + "DISTINCT" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "thumbnail", + "Ordinal", + "canalicul", + "rhomb", + "writeInt", + "Handball", + "Thrust", + "trapez", + "toothbrush", + "Utah", + "Ornamental", + "snowboard", + "ordinal", + "thumbnail", + "Contour", + "quartzite", + "corral", + "acne", + "oblong", + "hourglass", + "parachute", + "sheep", + "tbsp", + "readme", + "obtuse", + "lengthwise", + "ornamental", + "Triangle", + "Sheep", + "curvil" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "thumbnail", + "sheep", + "writeInt", + "oblong", + "hourglass", + "hourglass", + "snowboard", + "rhomb", + "antler", + "knife", + "acne", + "trapez", + "tbsp", + "Sheep", + "thorn", + "spiaggia", + "corral", + "teddy", + "Siberia", + "troupe", + "bytecode", + "byteArray", + "toothbrush", + "Ordinal", + "lengthwise", + "toothpick", + "igious", + "thumbnail", + "Handball", + "sleigh", + "Island" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "thumbnail", + "thumbnail", + "Thumbnail", + "Thumbnail", + "beach", + "beach", + "spiaggia", + "thumbnails", + "BEACH", + "nail", + "praia", + "Beach", + "pantai", + "thumbnails", + "Beach", + "umbnail", + "nail", + "beaches", + "seashore", + "umball", + "seashell", + "shore", + "shoreline", + "Handball", + "Beaches", + "fingern", + "shore", + "shellfish", + "beachfront" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "thumbnail", + "thumbnail", + "beach", + "Thumbnail", + "beach", + "Thumbnail", + "spiaggia", + "thumbnails", + "Beach", + "BEACH", + "nail", + "Beach", + "thumbnails", + "seashore", + "beaches", + "seashell", + "praia", + "pantai", + "beachfront", + "umbnail", + "thumb", + "nail", + "thorn", + "Thailand", + "shoreline", + "umball", + "Handball", + "nails", + "seaside" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "thumbnail", + "Thumbnail", + "Thumbnail", + "thumbnail", + "thumbnails", + "thumbnails", + "TH", + "Thumb", + "Thakur", + "umbnail", + "Thailand", + "Thumb", + "uth", + "Thorn", + "spiaggia", + "thumb", + "thorn", + "Theta", + "thumb", + "thumbnailUrl", + "thromb", + "thumbs", + "Thorne", + "thon", + "Thailand", + "Thursday", + "THON", + "ThreadPool", + "th", + "ath" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "In", + "For", + "The", + "e", + "No", + "These", + "In", + "If", + "thought", + "beach", + "Let", + "Note", + "I", + "Also", + "Since", + "You", + "They", + "Each", + "This", + "Beach", + "The", + "It", + "Here", + "Use", + "Because", + "To", + "From", + "However", + "Actually", + "F", + "Bodies" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 19727, + 14082, + 177830, + 117175, + 157543, + 233089, + 138325, + 252552, + 220953, + 250707, + 234114, + 133626, + 170237, + 193101, + 89105, + 74287, + 18413, + 27830, + 173251, + 45327, + 92895, + 77326, + 101237, + 138058, + 131638, + 3692 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 28351, + 62701, + 176735, + 200442, + 155869, + 150334, + 218125, + 17297, + 97237, + 44900, + 30158, + 59034, + 53462, + 40999, + 90056, + 85268, + 151407, + 23745, + 4574, + 77656, + 126070, + 98895, + 68120, + 42343, + 141975, + 17912 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 83462, + 44293, + 44519, + 42674, + 43686, + 53060, + 56177, + 66980, + 34964, + 60620, + 68603, + 102754, + 91303, + 103037, + 153414, + 184225, + 157271, + 175581, + 100719, + 38679, + 34537, + 49126, + 110379, + 135391, + 118184, + 13652 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 54552, + 90414, + 70022, + 78642, + 101855, + 30956, + 11510, + 14866, + 16408, + 20093, + 105371, + 76309, + 150783, + 156860 + ] + }, + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 41167, + 27310, + 22491, + 23486, + 80723, + 49409, + 3633, + 3047, + 5611, + 32384, + 18894, + 22719, + 8101, + 14485 + ] + }, + { + "label": "propagation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 41959, + 70437, + 65980, + 39368, + 31716, + 9675, + 7450, + 21600, + 12226, + 26675, + 35270, + 17671, + 39791, + 49817 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "sized", + "score": 4.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "sydney", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "wheel", + "output_checked": true + }, + { + "concept": "fundamentals", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "beach", + "output_checked": true + }, + { + "concept": "seab", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "beach", + "output_checked": true + }, + { + "concept": "blemishes", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "irregularities", + "score": 3.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "dini", + "score": 3.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "arent", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "face", + "output_checked": true + }, + { + "concept": "points", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "ODM", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "multitudes", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "PLOAD", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "customizable", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "thumbnail", + "output_checked": true + }, + { + "concept": "kotlin", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "flanked", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "insane", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "years", + "output_checked": true + }, + { + "concept": "hallmarks", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "Notas", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "khas", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "bending", + "output_checked": true + }, + { + "concept": "SEL", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "failures", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "gambar", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "thumbnail", + "output_checked": true + }, + { + "concept": "axis", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "on", + "output_checked": true + }, + { + "concept": "toothbrush", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "thumbnails", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "thumbnail", + "output_checked": true + }, + { + "concept": "Initializer", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "sites", + "output_checked": true + }, + { + "concept": "age", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "of", + "output_checked": true + }, + { + "concept": "axles", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "The", + "output_checked": true + }, + { + "concept": "cracks", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "repetition", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "centers", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "on", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "examples", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "vehement", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "claves", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "namely", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "face", + "output_checked": true + }, + { + "concept": "mnemonic", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "thumbnail", + "output_checked": true + }, + { + "concept": "MNOP", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "bookstores", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "thumbnail", + "output_checked": true + }, + { + "concept": "respectful", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "implique", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "face", + "output_checked": true + }, + { + "concept": "spots", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "ample", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "vulner", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "face", + "output_checked": true + }, + { + "concept": "individualized", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "yellows", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "sites", + "output_checked": true + }, + { + "concept": "sast", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "Deputy", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "egreg", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "sites", + "output_checked": true + }, + { + "concept": "dispuestos", + "score": 1.0, + "best_rank": 5, + "best_depth": 72.3, + "near_token": "sites", + "output_checked": true + }, + { + "concept": "intric", + "score": 1.0, + "best_rank": 5, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 1.0, + "best_rank": 6, + "best_depth": 76.6, + "near_token": "surface", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "el", + "et", + "se", + "th", + "wh", + "row", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "anc", + "clud", + "ey", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "min", + "ground", + "ts", + "ces", + "rol", + "equ", + "self" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "ner", + "qual", + "assert", + "ju", + "rence", + "kepada", + "perk", + "haute", + "aquele", + "uq", + "pitted", + "conflicted", + "Habsburg", + "Tran", + "es", + "is", + "og", + "tr" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "iv", + "j", + "ib", + "one", + "ound", + "ON", + "ict", + "supp", + "includ", + "med", + "som", + "arn", + "mark", + "fin", + "vol", + "ivid", + "To", + "RO", + "oot", + "pha", + "mag", + "ived", + "vi", + "ably", + "mail", + "oney", + "ograph", + "yang", + "epend" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "al", + "ou", + "el", + "l", + "re", + "im", + "ation", + "y", + "st", + "ir", + "if", + "th", + "est", + "wh", + "se", + "ain", + "su", + "j", + "ch", + "by", + "ies", + "ust", + "un", + "ich", + "orm", + "able", + "ast", + "ip", + "ord", + "ge" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "de", + "ch", + "qu", + "ter", + "ity", + "The", + "age", + "ha", + "ad", + "us", + "ign", + "ens", + "which", + "app", + "ar", + "xt", + "yst", + "ro", + "ick", + "ple", + "par", + "ev", + "ize", + "we", + "ystem", + "ays", + "est", + "wo", + "who", + "rib" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "en", + "at", + "an", + "it", + "le", + "ion", + "as", + "ent", + "n", + "ol", + "ig", + "ur", + "ve", + "de", + "ay", + "ch", + "ir", + "ver", + "ra", + "ere", + "pe", + "end", + "ill", + "ath", + "ex", + "art", + "iz", + "ud", + "ang", + "ive" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "ord", + "St", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "eat", + "of", + "photograph", + "they", + "liaison", + "evol", + "n", + "s", + "ature", + "selection", + "ein", + "sehen", + "sof", + "eux", + "bringen", + "wunder", + "eol", + "cik", + "ihan", + "e" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "eat", + "s", + "equip", + "depart", + "photograph", + "officially", + "aal", + "aat", + "youtu", + "imitation", + "liaison", + "evol", + "tentative", + "offic", + "devenu", + "bringen", + "mellow", + "wunder", + "eol", + "ameri", + "ihan", + "e" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "fielder", + "et", + "substantial", + "behalf", + "substantially", + "resmi", + "e", + "offic", + "Verenigde", + "Tog", + "ameri", + "ecek", + "ET", + "equip", + "somebody", + "aal", + "antwort", + "imitation", + "demise", + "tog", + "devenu", + "easily" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "kowy", + "readily", + "tog", + "ET", + "fielder", + "ameri", + "et", + "bunun", + "Tog", + "damn", + "demise", + "er", + "slight", + "resmi", + "asesin", + "pochi", + "errori", + "ributor", + "cooking", + "ampio" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "bunun", + "kowy", + "tog", + "demise", + "Tog", + "fielder", + "asesin", + "readily", + "slight", + "immense", + "et", + "tentative", + "er", + "dieser", + "ributor", + "ampio", + "also" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "bunun", + "dieser", + "ed", + "severely", + "resmi", + "tersebut", + "kowy", + "destes", + "diesen", + "bizarre", + "explained", + "profoundly", + "unearthed", + "caution", + "concealing", + "voltou", + "diese", + "unequivocal", + "et", + "abrog", + "phenoxymethyl" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "tersebut", + "desses", + "markedly", + "resulted", + "described", + "dieser", + "diese", + "unequivocal", + "of", + "essas", + "reminiscent", + "destes", + "profoundly", + "exacerbated", + "these", + "tremendous", + "attributable", + "bunun" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "reminiscent", + "markedly", + "described", + "characterized", + "interspersed", + "punctuated", + "resulted", + "ornamented", + "outlined", + "encompassed", + "mechanisms", + "Characteristics", + "exceedingly", + "attributed", + "characteristics", + "peculiar", + "accentuated", + "developed", + "mechanism", + "extensively", + "unusually", + "delineated", + "elucidated", + "unequivocal", + "underpinned" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "reminiscent", + "ornamented", + "cylindrical", + "intricately", + "emphasized", + "conspicuous", + "rectangular", + "resembling", + "interwoven", + "unmistakable", + "mechanisms", + "interconnected", + "cohesive", + "intensified", + "undulating", + "characteristic", + "shaped", + "outlined", + "peculiar", + "unprecedented", + "intricate", + "markedly", + "interspersed", + "accentuated", + "distinctive", + "reinforced", + "distorted", + "individualized", + "resembled", + "multifaceted", + "protrusions", + "indistinct" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "numerous", + "massive", + "reminiscent", + "intricately", + "highly", + "deeply", + "prominent", + "focused", + "shaped", + "cohesive", + "ed", + "closely", + "extensive", + "heavily", + "distinctive", + "densely", + "widespread", + "outlined", + "undulating", + "nearly", + "strongly", + "elongated", + "strikingly", + "jagged", + "rectangular", + "structured", + "unmistakable", + "cylindrical", + "conspicuous", + "widely", + "striking", + "polished" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "numerous", + "broad", + "reminiscent", + "th", + "shaped", + "S", + "well", + "distinct", + "ed", + "shaped", + "highly", + "multifaceted", + "interconnected", + "st", + "resembling", + "e", + "unmistakable", + "unique", + "d", + "distinctive", + "emphasized", + "es", + "and", + "multiple", + "widespread", + "broadly", + "b", + "widely", + "characteristic", + "localized", + "horseshoe" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "shaped", + "horseshoe", + "s", + "th", + "shaped", + "ed", + "and", + "th", + "resembling", + "and", + "otch", + "und", + "small", + "t", + "shape", + "oblong", + "T", + "ish", + "bunch", + "h", + "h", + "web", + "like", + "vaguely", + "sh", + "rather", + "teard", + "st", + "toothbrush", + "reminiscent" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "th", + "t", + "th", + "T", + "of", + "t", + "H", + "thumbnail", + "H", + "h", + "beach", + "s", + "T", + "d", + "ad", + "Th", + "h", + "Th", + "b", + "V", + "D", + "N", + "thumbnail", + "st", + "b", + "thumb", + "u", + "at", + "iv", + "horseshoe", + "ed", + "ch" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "beach", + "beach", + "th", + "thumbnail", + "th", + "Beach", + "of", + "thumb", + "thumbnail", + "shell", + "Ocean", + "thumb", + "Beach", + "spiaggia", + "Thumbnail", + "Th", + "ocean", + "thumbs", + "horseshoe", + "t", + "be", + "scallop", + "t", + "BEACH", + "T", + "sh", + "thumbnails", + "d", + "whale", + "chon" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "thumbnail", + "thumbnail", + "beach", + "Thumbnail", + "beach", + "spiaggia", + "Thumbnail", + "Beach", + "Beach", + "thumb", + "shore", + "pantai", + "thumb", + "shore", + "nail", + "shoreline", + "praia", + "thumbnails", + "beachfront", + "Shore", + "t", + "beaches", + "BEACH", + "nail", + "th", + "TH", + "shell", + "N" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "thumbnail", + "thumbnail", + "beach", + "Thumbnail", + "beach", + "Thumbnail", + "Beach", + "Beach", + "spiaggia", + "thumb", + "thumb", + "thumbnails", + "BEACH", + "nail", + "Thumb", + "thumbnails", + "pantai", + "praia", + "beachfront", + "TH", + "beaches", + "Shore", + "thu", + "nail", + "Thu", + "umbnail", + "shore", + "Beaches" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "thumbnail", + "Thumbnail", + "Thumbnail", + "thumbnail", + "thumbnails", + "TH", + "TH", + "Thumb", + "thromb", + "umbnail", + "thumb", + "Thumb", + "thumbnailUrl", + "thumbnails", + "thumb", + "Thorn", + "Beach", + "Thorne", + "beach", + "THON", + "uth", + "Thom", + "thym", + "beach", + "Thromb", + "Thor" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "In", + "For", + "The", + "e", + "No", + "These", + "In", + "If", + "thought", + "beach", + "Let", + "Note", + "I", + "Also", + "Since", + "You", + "They", + "Each", + "This", + "Beach", + "The", + "It", + "Here", + "Use", + "Because", + "To", + "From", + "However", + "Actually", + "F", + "Bodies" + ] + } + ], + "logit_surprising": [ + { + "concept": "been", + "score": 9.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "hundred", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "several", + "output_checked": true + }, + { + "concept": "endured", + "score": 5.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "numerous", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "slight", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "sites", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 4.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "on", + "output_checked": true + }, + { + "concept": "sized", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "years", + "output_checked": true + }, + { + "concept": "resembling", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "repetitive", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "initiating", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "irregularities", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "famous", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "axle", + "output_checked": true + }, + { + "concept": "unfore", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "prominently", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "amt", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "thumbnail", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "gigantic", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "markedly", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "face", + "output_checked": true + }, + { + "concept": "positioned", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "resulting", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "resembled", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "face", + "output_checked": true + }, + { + "concept": "small", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "thumbnail", + "output_checked": true + }, + { + "concept": "aligned", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "markings", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "survival", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "around", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "wheels", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "The", + "output_checked": true + }, + { + "concept": "points", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "behalf", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "on", + "output_checked": true + }, + { + "concept": "appealing", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "face", + "output_checked": true + }, + { + "concept": "pochi", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "behest", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "on", + "output_checked": true + }, + { + "concept": "indicative", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "face", + "output_checked": true + }, + { + "concept": "considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "severely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "sites", + "output_checked": true + }, + { + "concept": "also", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "unusual", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "predominantly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "resulted", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "face", + "output_checked": true + }, + { + "concept": "railroad", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "axle", + "output_checked": true + }, + { + "concept": "consequently", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "consisted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "likened", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "patterned", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "on", + "output_checked": true + }, + { + "concept": "prominent", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "several", + "output_checked": true + }, + { + "concept": "protrusions", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "pointA", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "head", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "wheel", + "output_checked": true + }, + { + "concept": "cylindrical", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "axle", + "output_checked": true + }, + { + "concept": "both", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "continual", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "enduring", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "rectangular", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "identified", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "sites", + "output_checked": true + }, + { + "concept": "vessel", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "varying", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "faces", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "face", + "output_checked": true + }, + { + "concept": "size", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "thumbnail", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-03__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-03__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-03__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-03__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cyclic-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Progressive damage under repeated loading 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A bolted aluminum joint opened after many pressurization cycles. A smooth region with regularly spaced microscopic ridges occupied most of the separated surface.", + "prompt_tail": " bolted aluminum joint opened after many pressurization cycles. A smooth region with regularly spaced microscopic ridges occupied most of the separated surface.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cyclic-04", + "carrier_id": null, + "target_family": "cyclic", + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " In", + "generated_token_ids": [ + 799 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 45663, + "best_depth": 63.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 9754 + }, + { + "label": "crack", + "best_rank": 2382, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 1960 + }, + { + "label": "propagation", + "best_rank": 15075, + "best_depth": 51.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 8515 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "supernatural", + "orna", + "ily", + "ement", + "Supernatural", + "jor", + "oji", + "bou", + "Jang", + "Noor", + "oport", + "Gui", + "Lorraine", + "plong", + "JOR", + "Abr", + "lagoons", + "ery", + "Mar", + "Cher" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ily", + "oji", + "aboo", + "ht", + "mem", + "Abr", + "orna", + "ool", + "lak", + "supernatural", + "oj", + "Gui", + "felter", + "zym", + "ORN", + "ancher", + "Baylor", + "Arora", + "iores", + "tray", + "ppage", + "iya", + "improbable" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Kham", + "handful", + "Fres", + "ella", + "JSONObject", + "ocked", + "Hassel", + "ently", + "RECOMM", + "Ejec", + "Happen", + "negie", + "mobilization" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Za", + "Hd", + "Printer", + "pewno", + "Za", + "ebel", + "magnesium", + "Lobkovic", + "Magnesium", + "embossing", + "Writers", + "Kalam", + "recorder", + "norms", + "squre", + "Printers", + "neuron" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "lessness", + "Glover", + "cinn", + "ters", + "crystall", + "bucks", + "lattice", + "Vicky", + "orial", + "omeness", + "URA", + "Christi", + "otica", + "nina", + "Egyptian", + "Georg", + "eless", + "lessly", + "URING", + "Plato" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "atth", + "Kristall", + "pewno", + "Chrys", + "rewrite", + "NORMAL", + "Saudi", + "Saldo", + "chrysanthemum", + "UD", + "uzz", + "Lambda", + "Soda", + "Kal", + "Sholes" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Kristall", + "Saldo", + "Chrys", + "pewno", + "Birthday", + "sampel", + "Ink", + "mas", + "Hd", + "Saudi", + "chrysanthemum", + "worsen", + "domin", + "pencil", + "Sadd", + "rangea", + "Webcam", + "Lazada", + "Lens", + "saa", + "Za", + "keV" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "WORTH", + "handful", + "WHIT", + "registro", + "Lives", + "COR", + "berth", + "haf", + "TECHNICAL", + "OFFICE", + "ForegroundColor", + "wah", + "hetero", + "WHIT", + "FAF", + "reib", + "escal", + "genesis", + "nutric", + "ForEach", + "Nickname", + "Official", + "VARIABLES" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "t", + "s", + "ebel", + "energetic", + "slik", + "sav", + "exuber", + "sene", + "creases", + "Hd", + "genu", + "compassion", + "sufferings", + "impediments", + "vc", + "incompar", + "saran", + "predominance", + "Hd", + "Hil", + "sellers" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "dir", + "oq", + "to", + "est", + "med", + "ujos", + "og", + "as", + "manner", + "gehend", + "en", + "nou", + "haf", + "enberg", + "egin", + "uri", + "uette" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "manner", + "enu", + "night", + "eniendo", + "haf", + "ively", + "amos", + "rog", + "irov", + "theater", + "urably", + "med", + "orit", + "meden", + "lepas", + "ujos", + "manner" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "beispielsweise", + "Moreover", + "med", + "examples", + "certainly", + "esimerkiksi", + "natural", + "moreover", + "urious", + "ve", + "naturelles", + "s", + "fif", + "exuber", + "digamos", + "t", + "enorm", + "furthermore", + "naturali", + "certeza", + "dif", + "Furthermore", + "preponder" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "t", + "med", + "beispielsweise", + "preponder", + "enorm", + "examples", + "exuber", + "moreover", + "esimerkiksi", + "Moreover", + "certainly", + "ve", + "digamos", + "urious", + "er", + "sur", + "celles", + "particular", + "natural", + "folds", + "preval", + "furthermore", + "dif", + "creases" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "s", + "manner", + "particular", + "virt", + "verd", + "irov", + "conspicuous", + "do", + "perfect", + "amos", + "tyle", + "oj", + "considerable", + "lepas", + "particularmente", + "ver", + "rog", + "roir", + "Moreover", + "ujos", + "ief", + "haf", + "iven", + "sworth" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "med", + "s", + "manner", + "sensual", + "vehement", + "particular", + "sheep", + "diminutive", + "er", + "iveness", + "manner", + "sensibility", + "uptools", + "natural", + "lang", + "verd", + "sheep", + "beispielsweise", + "preponder", + "lavish", + "exuber", + "luscious", + "conspicuous", + "conspicuously", + "rdf", + "sworth", + "benevolent", + "decadent", + "unruly", + "incessant", + "naturelles" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sensual", + "sheep", + "luscious", + "sworth", + "sensibility", + "interposed", + "unruly", + "sprawling", + "incessant", + "vehement", + "quartz", + "adorned", + "ObjectModel", + "sheep", + "sporadic", + "exquisite", + "intricate", + "continual", + "rdf", + "instances", + "expans", + "intric", + "lang", + "mah", + "lavish", + "extravagant", + "pyridazine", + "virtue", + "rdf" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "thoughtful", + "ornamental", + "rectangles", + "quartz", + "adorned", + "additive", + "NonNull", + "nimble", + "typescript", + "fanciful", + "customizable", + "acne", + "baroque", + "scented", + "herbaceous", + "conspicuously", + "interposed", + "marble", + "configurable", + "ItemGroup", + "shaved", + "cryptic", + "leyici", + "sporadically" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "intricate", + "adorned", + "remarked", + "comprised", + "ornamental", + "sensory", + "gaze", + "silicone", + "gazed", + "cornice", + "outfitted", + "luscious", + "intricately", + "gdf", + "delineated", + "sporadically", + "textured", + "irregularly", + "reminiscent", + "sporadic", + "unruly", + "intric", + "oblong", + "sinusoidal", + "Notas", + "trapez", + "pierced", + "velvety", + "DEFGHIJKLMNOP" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "particular", + "s", + "tandis", + "jellem", + "predominant", + "primarily", + "intric", + "eman", + "determinada", + "preponder", + "waarbij", + "determinadas", + "Gestaltung", + "predomin", + "bestimmte", + "egreg", + "striated", + "nbsp", + "ensible", + "serpentine", + "meisten", + "dihasilkan", + "Particular", + "predominantly", + "particolare", + "bestimmten" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "silicone", + "semif", + "striated", + "predomin", + "predominantly", + "spinner", + "sinusoidal", + "tandis", + "predominant", + "Pron", + "comprised", + "minY", + "NonNull", + "mostly", + "Continuum", + "velvety", + "molded", + "hao", + "shrub", + "Krom", + "Spinner", + "inhabited", + "microm", + "circumferential", + "predom" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "smooth", + "pleasant", + "semif", + "NonNull", + "smoothed", + "adorned", + "groomed", + "comprised", + "pronounced", + "microm", + "striated", + "riche", + "scorn", + "machined", + "lubric", + "Pron", + "reproducible", + "omorf", + "schoon", + "bumpy", + "predomin", + "ornamental", + "adham", + "hairy", + "sheen", + "sanded", + "permeated", + "spinner", + "percor" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "pleasant", + "striated", + "hairy", + "smooth", + "ridges", + "adorned", + "ribbed", + "replicated", + "aboard", + "pendientes", + "bumpy", + "groomed", + "sanded", + "textured", + "NonNull", + "rode", + "Pron", + "lengthwise", + "spinner", + "schoon", + "smoothed", + "altamente", + "Subtle", + "permeated", + "anastom", + "corral", + "intermittently", + "reproducible", + "graces", + "immensely", + "inhabited", + "been" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "smooth", + "smooth", + "Smooth", + "Smooth", + "smoothness", + "smoother", + "smoothed", + "smoothly", + "smoothing", + "lisse", + "smoot", + "SMO", + "Smo", + "mooth", + "ridges", + "smo", + "smo", + "Smo", + "Smoothing", + "Smoothing", + "smoothing", + "smoothed", + "ribbed", + "Smoothie", + "suaves", + "smoothie", + "smoothies" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "smooth", + "Smooth", + "smooth", + "Smooth", + "smoothness", + "smoot", + "smoother", + "smoothed", + "smo", + "Smo", + "lisse", + "SMO", + "smoothly", + "smoothing", + "Smo", + "ridges", + "smo", + "Smoothing", + "suaves", + "Smoothie", + "mooth", + "smoothie", + "Smoothing", + "smoothing", + "rid", + "textured", + "smoothed" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "smooth", + "Smooth", + "Smooth", + "smooth", + "smoother", + "smoothness", + "smoot", + "Smo", + "Smo", + "smoothed", + "SMO", + "smo", + "smoothly", + "smoothing", + "ridges", + "lisse", + "ribbed", + "Smoothing", + "smoothed", + "smoothing", + "Smoothing", + "mooth", + "smo", + "SM", + "rid", + "regolare" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "In", + "A", + "The", + "However", + "I", + "In", + "Most", + "These", + "There", + "Here", + "A", + "Let", + "Smooth", + "Within", + "On", + "Of", + "smooth", + "For", + "If", + "Also", + "This", + "You", + "Even", + "Each", + "Bodies", + "T", + "And", + "My", + "Body", + "Between", + "a", + "Therefore" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 33427, + 18484, + 190036, + 173659, + 162440, + 228310, + 165884, + 252611, + 245134, + 261175, + 250819, + 186977, + 195768, + 233511, + 166606, + 154415, + 45664, + 83348, + 227353, + 104211, + 96639, + 86972, + 131066, + 154790, + 203107, + 10264 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 21357, + 55941, + 179191, + 200529, + 78667, + 142914, + 211924, + 17665, + 90742, + 37276, + 29746, + 68534, + 72486, + 34322, + 123131, + 132410, + 157697, + 17889, + 2579, + 23785, + 55078, + 2383, + 4869, + 4088, + 142154, + 9022 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 79223, + 44995, + 21842, + 39234, + 58767, + 50935, + 52115, + 72057, + 32531, + 18322, + 17984, + 39883, + 35397, + 15076, + 55071, + 142313, + 107630, + 156176, + 130911, + 64889, + 56183, + 40626, + 104933, + 117075, + 149189, + 4903 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 46327, + 63226, + 50871, + 77117, + 82847, + 30248, + 28295, + 46564, + 9755, + 14483, + 18102, + 11046, + 60254, + 55753 + ] + }, + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 20146, + 20841, + 16215, + 10519, + 34086, + 42581, + 6079, + 6130, + 7042, + 23249, + 26196, + 13266, + 1961, + 2527 + ] + }, + { + "label": "propagation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 79267, + 86549, + 75901, + 84088, + 64795, + 9196, + 14311, + 8516, + 15761, + 32295, + 56680, + 51955, + 95169, + 69962 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "determinada", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ization", + "output_checked": true + }, + { + "concept": "pvc", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "normalmente", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "chloride", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "ocup", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "occupied", + "output_checked": true + }, + { + "concept": "area", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "inhabited", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "region", + "output_checked": true + }, + { + "concept": "slik", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "bolted", + "output_checked": true + }, + { + "concept": "rump", + "score": 2.0, + "best_rank": 4, + "best_depth": 55.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "cytot", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "pressur", + "output_checked": true + }, + { + "concept": "Concerning", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "after", + "output_checked": true + }, + { + "concept": "mnoho", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "many", + "output_checked": true + }, + { + "concept": "workbook", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "customizable", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "XMFLOAT", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "many", + "output_checked": true + }, + { + "concept": "Traverse", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "compositional", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "temel", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "pressur", + "output_checked": true + }, + { + "concept": "PVC", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "ligament", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "RED", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "bolted", + "output_checked": true + }, + { + "concept": "finitely", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "region", + "output_checked": true + }, + { + "concept": "durs", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "vic", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "pressure", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "pressur", + "output_checked": true + }, + { + "concept": "beispielsweise", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "countrymen", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "pressur", + "output_checked": true + }, + { + "concept": "vnd", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Fallout", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sensual", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "TreeMap", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "occupied", + "output_checked": true + }, + { + "concept": "Abelian", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "intricate", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Barrios", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "occupied", + "output_checked": true + }, + { + "concept": "silicone", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "band", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "bolted", + "output_checked": true + }, + { + "concept": "Pressure", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "pressur", + "output_checked": true + }, + { + "concept": "sac", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "region", + "output_checked": true + }, + { + "concept": "pleasant", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "unrest", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "region", + "output_checked": true + }, + { + "concept": "Colombeau", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "assorted", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "particular", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "IMA", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "inch", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "Nothing", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "dolce", + "score": 1.0, + "best_rank": 4, + "best_depth": 63.8, + "near_token": "smooth", + "output_checked": true + }, + { + "concept": "Dynkin", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "occupied", + "output_checked": true + }, + { + "concept": "Zou", + "score": 1.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "Posted", + "score": 1.0, + "best_rank": 4, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ve", + "se", + "th", + "wh", + "and", + "row", + "gh", + "ar", + "ne", + "sa", + "yst", + "inter", + "pr", + "any", + "anc", + "ton", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "min", + "ts", + "ces", + "equ", + "self", + "years", + "be" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "es", + "comp", + "ner", + "ju", + "rence", + "comple", + "perk", + "haute", + "flows", + "uq", + "pitted", + "conflicted", + "an", + "is", + "tr", + "ne", + "ning", + "br", + "son", + "ant" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "j", + "math", + "ib", + "one", + "ON", + "ict", + "pol", + "includ", + "med", + "tem", + "som", + "mark", + "fin", + "vol", + "ivid", + "To", + "RO", + "pha", + "mag", + "ump", + "ived", + "vi", + "ably", + "oney" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "er", + "or", + "al", + "m", + "ou", + "ing", + "el", + "l", + "re", + "im", + "be", + "st", + "if", + "us", + "wh", + "com", + "pe", + "ain", + "j", + "ch", + "by", + "ies", + "int", + "ich", + "able", + "ast", + "ip", + "ord", + "ge", + "ph" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "de", + "qu", + "ter", + "ity", + "age", + "ha", + "ad", + "us", + "ign", + "ens", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ev", + "ize", + "we", + "work", + "ays", + "est", + "wo", + "who", + "rib" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "at", + "an", + "it", + "le", + "ion", + "as", + "ent", + "n", + "ol", + "ig", + "ur", + "ve", + "ay", + "ch", + "ir", + "ver", + "ra", + "ere", + "com", + "pe", + "end", + "ill", + "ex", + "art", + "iz", + "ud", + "ies", + "ang", + "ive", + "all" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res", + "k" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "ice", + "comp", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "ers", + "they", + "of", + "selection", + "eat", + "liaison", + "sehen", + "evol", + "sof", + "eine", + "bringen", + "garnished", + "tio", + "equip", + "photograph", + "lid", + "novembre", + "gust", + "ein" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "er", + "ers", + "of", + "ized", + "equip", + "aal", + "youtu", + "bildung", + "tentative", + "sof", + "bringen", + "ameri", + "e", + "rel", + "ei", + "officially", + "technically", + "ein", + "Aus", + "eat", + "imitation", + "EG" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "er", + "fielder", + "equip", + "imitation", + "reliance", + "destra", + "Verenigde", + "expert", + "behalf", + "Looking", + "resmi", + "kowy", + "Tog", + "ameri", + "Publicity", + "asesin", + "damn", + "colabor", + "martial", + "e", + "ET", + "boolean" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "er", + "kowy", + "tog", + "damn", + "Looking", + "ributor", + "bunun", + "Tog", + "ET", + "ameri", + "fielder", + "asesin", + "ER", + "equip", + "demise", + "hur", + "pochi", + "papan", + "zaman", + "errori", + "jp", + "declining" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "kowy", + "er", + "tog", + "bunun", + "Tog", + "asesin", + "damn", + "immense", + "demise", + "ributor", + "zaman", + "pochi", + "merkezi", + "fielder", + "equip", + "hur", + "cellar", + "ed", + "ueness", + "administr", + "declining", + "cooking", + "Looking" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "kowy", + "explained", + "merkezi", + "sigh", + "er", + "ed", + "bunun", + "also", + "phenoxymethyl", + "jp", + "boolean", + "azonban", + "voltou", + "skoj", + "papan", + "ueness", + "phenylsulfanyl", + "of", + "administr", + "Couldn", + "caution", + "increasing", + "asesin", + "zaman", + "contending" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "was", + "of", + "also", + "but", + "but", + "also", + "These", + "ed", + "However", + "azonban", + "sigh", + "desses", + "These", + "was", + "ER", + "because", + "S", + "pre" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "described", + "reminiscent", + "positioned", + "interspersed", + "characterized", + "However", + "but", + "configuration", + "referred", + "displayed", + "likened", + "featured", + "outlined", + "situated", + "which", + "several", + "revealed", + "arched", + "been", + "of", + "depicted", + "tions", + "structure", + "numerous", + "mechanisms", + "shaped", + "patterned", + "devoid" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "reinforced", + "protrusions", + "intricately", + "described", + "emphasized", + "undulating", + "ornamented", + "reminiscent", + "outlined", + "patterned", + "arched", + "decorated", + "rectangular", + "characterized", + "consisted", + "intricate", + "densely", + "adorned", + "protruding", + "interspersed", + "mottled", + "prominent", + "cylindrical", + "interconnected", + "exemplified", + "subdivided", + "captivated", + "accentuated", + "glistening", + "mechanisms", + "consisting", + "underpinned" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "undulating", + "numerous", + "intricately", + "densely", + "covered", + "various", + "highly", + "situated", + "subdivided", + "massive", + "prominent", + "structured", + "reinforced", + "nearly", + "consisting", + "surrounded", + "rectangular", + "uneven", + "described", + "approximately", + "coated", + "comprised", + "several", + "patterned", + "focused", + "heavily", + "concentrated", + "comprising", + "mostly", + "closely", + "extensive", + "textured" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "majority", + "widespread", + "highly", + "undulating", + "numerous", + "nearly", + "punctuated", + "predominantly", + "mostly", + "surfaces", + "patterned", + "interspersed", + "extensive", + "structured", + "vastly", + "interconnected", + "comparatively", + "textured", + "reinforced", + "densely", + "various", + "surface", + "massive", + "characterized", + "varying", + "heavily", + "fascinating", + "riddled", + "prominent", + "extensively", + "reminiscent" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "smooth", + "undulating", + "smoothed", + "textured", + "polished", + "riddled", + "patterned", + "uneven", + "dominated", + "structured", + "majority", + "regions", + "smoother", + "slightly", + "surfaces", + "highly", + "mostly", + "glossy", + "densely", + "nearly", + "comprised", + "punctuated", + "relatively", + "gently", + "smoothly", + "geometric", + "streamlined", + "grooves", + "alternating", + "well", + "composed" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "smooth", + "textured", + "Smooth", + "smoother", + "smoothed", + "mooth", + "smoothness", + "patterned", + "ribbed", + "surfaces", + "smoothly", + "smoothing", + "Textured", + "Smooth", + "texture", + "rough", + "Texture", + "polished", + "grooves", + "smooth", + "surface", + "striated", + "undulating", + "dominated", + "structured", + "Smo", + "lisse", + "textured", + "riddled", + "smoot" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "textured", + "smooth", + "ribbed", + "grooves", + "surfaces", + "smoother", + "riddled", + "smoothed", + "Smooth", + "patterned", + "contoured", + "striated", + "surface", + "smooth", + "textured", + "Textured", + "structured", + "smoothness", + "undulating", + "wrinkled", + "mooth", + "dominated", + "smoothing", + "surfaced", + "polished", + "rugged", + "corrugated", + "studded", + "jagged", + "smoothly", + "ridges" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "smooth", + "smooth", + "Smooth", + "smoother", + "Smooth", + "smoothness", + "smoothly", + "smoothed", + "smoothing", + "mooth", + "SMO", + "smoot", + "micro", + "ribbed", + "a", + "Smo", + "lisse", + "smo", + "smo", + "Micro", + "ridges", + "microsc", + "sm", + "textured", + "micro", + "suave", + "Smoothing" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "smooth", + "Smooth", + "smooth", + "Smooth", + "smoother", + "smoothly", + "smoothness", + "smoothed", + "smoothing", + "SMO", + "Smo", + "mooth", + "lisse", + "smoot", + "smo", + "smo", + "Smoothing", + "Smoothing", + "sm", + "SM", + "ridges", + "Smith", + "textured", + "smoothie", + "Smo", + "Smith" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Smooth", + "smooth", + "smooth", + "Smooth", + "smoothed", + "smoothness", + "smoother", + "smo", + "SMO", + "smoothing", + "smoothly", + "Smoothing", + "mooth", + "Smo", + "Smo", + "smoothing", + "smoothed", + "Smoothing", + "smoot", + "lisse", + "smoothies", + "ubercul", + "SM", + "smo", + "ribbed" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "In", + "A", + "The", + "However", + "I", + "In", + "Most", + "These", + "There", + "Here", + "A", + "Let", + "Smooth", + "Within", + "On", + "Of", + "smooth", + "For", + "If", + "Also", + "This", + "You", + "Even", + "Each", + "Bodies", + "T", + "And", + "My", + "Body", + "Between", + "a", + "Therefore" + ] + } + ], + "logit_surprising": [ + { + "concept": "avrebbe", + "score": 11.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "bolted", + "output_checked": true + }, + { + "concept": "damn", + "score": 10.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "and", + "score": 10.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "positioned", + "score": 6.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "joint", + "output_checked": true + }, + { + "concept": "majority", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "most", + "output_checked": true + }, + { + "concept": "been", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "slight", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "occupied", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "pressures", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "pressur", + "output_checked": true + }, + { + "concept": "readily", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "with", + "output_checked": true + }, + { + "concept": "considerably", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "achieved", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "smooth", + "output_checked": true + }, + { + "concept": "separation", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "area", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "impeding", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "smooth", + "output_checked": true + }, + { + "concept": "Pued", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "region", + "output_checked": true + }, + { + "concept": "impede", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "Creators", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "occupied", + "output_checked": true + }, + { + "concept": "albeit", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "smooth", + "output_checked": true + }, + { + "concept": "seemingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "portions", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "few", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "battered", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "prince", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "cou", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "occupied", + "output_checked": true + }, + { + "concept": "evoked", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "region", + "output_checked": true + }, + { + "concept": "Interestingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "mittlerweile", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "installiert", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "ization", + "output_checked": true + }, + { + "concept": "mainten", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "sporad", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "also", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "continuously", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "relatively", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "decreased", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "described", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ingredients", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "initiated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "grasped", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "after", + "output_checked": true + }, + { + "concept": "excessively", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "comprised", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "region", + "output_checked": true + }, + { + "concept": "suitable", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "aligned", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "situated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "occupied", + "output_checked": true + }, + { + "concept": "convoluted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "reinforced", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "between", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "joint", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "many", + "output_checked": true + }, + { + "concept": "endured", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "three", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "established", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "sized", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "provide", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "occupied", + "output_checked": true + }, + { + "concept": "vapor", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "ization", + "output_checked": true + }, + { + "concept": "various", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "characterized", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "region", + "output_checked": true + }, + { + "concept": "those", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "gliding", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "smooth", + "output_checked": true + }, + { + "concept": "regions", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "region", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-04__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-04__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-04__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-04__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cyclic-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Progressive damage under repeated loading 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A rotating laboratory specimen failed after a long sequence of alternating stresses. Ratchet marks joined multiple surface origins before the remaining ligament broke suddenly.", + "prompt_tail": "atory specimen failed after a long sequence of alternating stresses. Ratchet marks joined multiple surface origins before the remaining ligament broke suddenly.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cyclic-05", + "carrier_id": null, + "target_family": "cyclic", + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 25087, + "best_depth": 63.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 7730 + }, + { + "label": "crack", + "best_rank": 7003, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2825 + }, + { + "label": "propagation", + "best_rank": 15931, + "best_depth": 51.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 7858 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "supernatural", + "ily", + "orna", + "Supernatural", + "bou", + "Jang", + "jor", + "oji", + "Lorraine", + "Gui", + "Noor", + "oport", + "Abr", + "plong", + "olong", + "Cher", + "Supreme", + "lagoons", + "JOR" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ily", + "oji", + "aboo", + "mem", + "orna", + "Abr", + "ool", + "lak", + "felter", + "zym", + "iores", + "ht", + "Gui", + "Arora", + "ancher", + "oj", + "ORN", + "Baylor", + "ior", + "supernatural", + "improbable", + "UserDefaults" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Kham", + "Happen", + "RECOMM", + "Fres", + "hse", + "handful", + "WHAT", + "lias", + "HAS", + "crawled", + "iquer", + "Scores", + "Hassel", + "WORTH" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Za", + "pewno", + "Hd", + "recorder", + "ebel", + "abilia", + "nascita", + "embossing", + "Indeed", + "Za", + "Kalam", + "haman", + "twenty", + "combing", + "nesses", + "XXV" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "lessness", + "Georg", + "Christi", + "Glover", + "homeopathic", + "cinn", + "ters", + "GAL", + "gallbladder", + "ligation", + "optosis", + "Context", + "Buffered", + "lattice", + "Curie", + "URING", + "ripe", + "ophthal", + "mining", + "Vicki", + "homework", + "Egyptian" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "rewrite", + "chrysanthemum", + "NORMAL", + "nvidia", + "pewno", + "Birthday", + "Chrys", + "Kristall", + "normalization", + "Lambda", + "atth", + "pencil", + "zeichnis", + "breath", + "CREDIT" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "pewno", + "Chrys", + "Kristall", + "Saldo", + "Birthday", + "sampel", + "mas", + "Saudi", + "Ink", + "Lens", + "saa", + "Hd", + "chrysanthemum", + "worsen", + "Za", + "rangea", + "Webcam", + "Lazada", + "domin", + "pencil", + "nbhd" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "WORTH", + "haya", + "handful", + "WHIT", + "berth", + "TECHNICAL", + "Lives", + "registro", + "WHIT", + "OFFICE", + "FAF", + "COR", + "wah", + "Official", + "Nickname", + "Instance", + "escal", + "hetero", + "haf", + "ForegroundColor", + "Birthday", + "ForEach", + "avorite", + "genesis" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "t", + "ebel", + "s", + "genu", + "vc", + "creases", + "slik", + "Hd", + "energetic", + "exuber", + "inn", + "mektedir", + "mselves", + "sufferings", + "finiteness", + "sellers", + "Hd" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "to", + "oq", + "haf", + "gehend", + "ujos", + "t", + "dir", + "odora", + "en", + "izability", + "egin", + "med", + "iven", + "nit", + "enu", + "ohydro", + "og", + "enberg", + "ohid", + "Oliveira", + "rl" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "night", + "lepas", + "med", + "ujos", + "theater", + "haf", + "Moreover", + "manner", + "meng", + "trach", + "odora", + "gehend", + "oq", + "en", + "iven", + "to", + "ures", + "ively", + "amos", + "vigor" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "Moreover", + "t", + "fato", + "s", + "moreover", + "med", + "ve", + "furthermore", + "lepas", + "folds", + "Furthermore", + "urious", + "udir", + "digamos", + "ures", + "creases", + "ujos", + "beispielsweise", + "s", + "enorm", + "preponder" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "t", + "med", + "moreover", + "ve", + "digamos", + "fato", + "creases", + "folds", + "enorm", + "furthermore", + "preponder", + "s", + "Moreover", + "lepas", + "sur", + "urious", + "preval", + "ures", + "ujos", + "let", + "dass", + "sen", + "exuber", + "udir" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "lepas", + "med", + "do", + "ujos", + "manner", + "ver", + "Moreover", + "tyle", + "s", + "haf", + "digamos", + "fato", + "sworth", + "roir", + "laissez", + "iven", + "vigor", + "coveted", + "urably", + "IVER", + "amos", + "oder" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "uptools", + "Veamos", + "sensual", + "hinsichtlich", + "sheep", + "voila", + "sheep", + "ak", + "digamos", + "bv", + "luscious", + "oven", + "peces", + "artifacts", + "vehement", + "vnd", + "rite", + "rekom", + "urious", + "laissez", + "deer", + "Examining", + "moreover", + "erratic", + "ardin", + "lepas" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sworth", + "bv", + "Etc", + "sensual", + "sheep", + "erratic", + "unruly", + "nnnn", + "visuals", + "bree", + "hz", + "rite", + "sheep", + "imperative", + "oids", + "luscious", + "likewise", + "fpr", + "bottle", + "sistemi", + "iciary", + "sporadic", + "opus", + "shoe", + "dac", + "OfInterest", + "worrisome", + "evt", + "quartz" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "thoughtful", + "typescript", + "Postgres", + "leyici", + "Brainz", + "acne", + "psychic", + "Honour", + "subjunctive", + "LastError", + "a", + "mongoose", + "discord", + "iciary", + "workbook", + "erratic", + "edging", + "additive", + "spicy", + "dT", + "obsessive" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "pvc", + "Brainz", + "snowboard", + "treacherous", + "discord", + "hibernate", + "mucous", + "pedicure", + "rite", + "luscious", + "gdf", + "insane", + "Trout", + "ornamental", + "minecraft", + "adren", + "Regarding", + "erratic", + "sensory", + "iciary", + "textArea", + "Traverse", + "eyesight", + "MNOP", + "DEFGHIJKLMNOP", + "Postgres", + "bree", + "rosemary", + "ainder" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "ske", + "e", + "intricacies", + "t", + "Handlung", + "en", + "dac", + "Palis", + "er", + "sue", + "pvc", + "resiliency", + "jellem", + "trab", + "serpentine", + "intric", + "Integrity", + "fibrin", + "s", + "Foss", + "s", + "eman", + "Poir", + "iliency", + "canalicul", + "sag", + "tandis", + "seg", + "seg", + "Hutchinson" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "tendons", + "tendon", + "ligament", + "ligaments", + "retainer", + "wrinkle", + "canalicul", + "antler", + "knees", + "orthopedic", + "lastIndexOf", + "Muscles", + "enium", + "spinal", + "ingles", + "muscles", + "rette", + "ankles", + "semif", + "Ridg", + "placenta", + "mucous", + "Arthritis", + "spinal", + "keyCode", + "Pron" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "tendons", + "tendon", + "Muscles", + "muscles", + "ligament", + "ligaments", + "retainer", + "ankles", + "mucous", + "orthopedic", + "canalicul", + "Rein", + "muscle", + "cruciate", + "muscul", + "musculaire", + "antlers", + "Muscle", + "otot", + "Arthritis", + "musculoskeletal", + "Chiropractic", + "Muscle", + "anatom" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "ligament", + "tendon", + "tendons", + "muscles", + "Muscles", + "ligaments", + "retainer", + "mucous", + "antlers", + "cruciate", + "muscle", + "musculaire", + "muscle", + "muscul", + "biceps", + "antler", + "otot", + "ankles", + "Muscle", + "reinforced", + "orthopedic", + "anatom", + "musculoskeletal", + "kite", + "rheumatic" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "ligament", + "ligaments", + "tendon", + "tendons", + "lig", + "Rat", + "ratchet", + "rat", + "Rat", + "Lig", + "Muscles", + "lig", + "muscles", + "Lig", + "hamstring", + "cruciate", + "rat", + "racquet", + "orthopedic", + "Wrist", + "redient", + "wrist", + "Remaining", + "Ratch", + "cartilage" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "ligament", + "ligaments", + "Rat", + "ratchet", + "rat", + "Rat", + "tendons", + "tendon", + "ratified", + "rat", + "Muscles", + "RAT", + "RAT", + "hamstring", + "lig", + "lig", + "muscles", + "Ratch", + "retten", + "racquet", + "Rats", + "rheumatic", + "cartil", + "RCT", + "Ratings", + "cartilage", + "Remaining", + "Lig" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "ligament", + "rat", + "Rat", + "ligaments", + "ratchet", + "Rat", + "RAT", + "Lig", + "Lig", + "rat", + "Ratch", + "RAT", + "rato", + "lig", + "ratified", + "tendon", + "I", + "ratification", + "Retrieved", + "remaining", + "retten", + "T", + "racquet" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Rat", + "rat", + "thought", + "br", + "ligament", + "In", + "However", + "Lig", + "Let", + "remaining", + "Rat", + "rat", + "Remaining", + "e", + "These", + "lt", + "Rate", + "th", + "rt", + "Remaining", + "I", + "py", + "t", + "Note", + "g", + "Award", + "rr", + "All", + "rate", + "You", + "rs" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 24819, + 15878, + 201832, + 168433, + 172905, + 229526, + 155259, + 251217, + 252353, + 259983, + 234157, + 180497, + 189184, + 208476, + 112146, + 130136, + 25088, + 30189, + 155786, + 65817, + 43490, + 37319, + 31376, + 57901, + 99706, + 4238 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 22834, + 50615, + 166672, + 203284, + 78285, + 143931, + 211713, + 19794, + 102957, + 42246, + 60881, + 91636, + 76560, + 55529, + 145749, + 133915, + 139555, + 36820, + 7004, + 54341, + 90847, + 34781, + 120137, + 86322, + 186580, + 11474 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 74800, + 37889, + 35258, + 57274, + 80956, + 65803, + 49650, + 63903, + 23602, + 18793, + 17850, + 36624, + 43004, + 15932, + 51532, + 146537, + 107651, + 138361, + 70760, + 59639, + 72017, + 59574, + 188299, + 172475, + 113524, + 5384 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 44103, + 52988, + 38877, + 42874, + 69721, + 24741, + 66325, + 26492, + 8790, + 7731, + 39176, + 41926, + 52010, + 45361 + ] + }, + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 24581, + 18851, + 14661, + 13906, + 48774, + 24569, + 8268, + 2826, + 6655, + 34892, + 34663, + 21538, + 27659, + 47697 + ] + }, + { + "label": "propagation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 52251, + 100694, + 107010, + 119705, + 52398, + 66988, + 12551, + 16740, + 7859, + 20976, + 70625, + 77366, + 101953, + 85200 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "pvc", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "unexpected", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "GTX", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "alternating", + "output_checked": true + }, + { + "concept": "sample", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "tendon", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "dure", + "score": 3.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "long", + "output_checked": true + }, + { + "concept": "zipcode", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Rat", + "output_checked": true + }, + { + "concept": "PLOAD", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "testers", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Yellowstone", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "origins", + "output_checked": true + }, + { + "concept": "outages", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "tendons", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Break", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "report", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "rotating", + "output_checked": true + }, + { + "concept": "period", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "long", + "output_checked": true + }, + { + "concept": "break", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "ITest", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "assorted", + "score": 2.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "failure", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "nave", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "chet", + "output_checked": true + }, + { + "concept": "unsuccessful", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "Aye", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "chet", + "output_checked": true + }, + { + "concept": "Saxony", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pseudo", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "laboratory", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "acne", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Awak", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "stresses", + "output_checked": true + }, + { + "concept": "sedimentary", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "Rat", + "output_checked": true + }, + { + "concept": "DCS", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "chet", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "PVP", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "rump", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "Rat", + "output_checked": true + }, + { + "concept": "bekas", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "rejoindre", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "antes", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "Broken", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "ligaments", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "specimens", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "Sereth", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "slik", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "rotating", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "egreg", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "LEC", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "MNOP", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "seder", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "ske", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "alternation", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "alternating", + "output_checked": true + }, + { + "concept": "district", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "lepas", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "mania", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "mts", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "Brainz", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "Zou", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "mediate", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "fontweight", + "score": 1.0, + "best_rank": 5, + "best_depth": 63.8, + "near_token": "stresses", + "output_checked": true + }, + { + "concept": "keg", + "score": 1.0, + "best_rank": 9, + "best_depth": 72.3, + "near_token": "broke", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "s", + "ve", + "se", + "th", + "wh", + "ers", + "cl", + "row", + "gh", + "ar", + "ne", + "sa", + "yst", + "inter", + "ype", + "anc", + "clud", + "ey", + "ton", + "tr", + "pect", + "red", + "IN", + "ray", + "ative", + "ser", + "roup", + "min", + "ground" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "rence", + "uq", + "es", + "ner", + "umeric", + "perk", + "yards", + "haute", + "ocs", + "enburg", + "esco", + "samp", + "pitted", + "conflicted", + "validType", + "an", + "is", + "assert", + "ju", + "purposes" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "iv", + "j", + "one", + "ound", + "includ", + "med", + "som", + "mark", + "vol", + "To", + "pha", + "mag", + "vi", + "yang", + "epend", + "ware", + "ambda", + "That", + "mit", + "Med", + "sugg", + "suggest", + "quick", + "couple", + "depart", + "digital" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "al", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "l", + "st", + "im", + "g", + "u", + "se", + "if", + "th", + "us", + "ht", + "and", + "com", + "pe", + "ain", + "j", + "pl", + "ch", + "ies", + "ex", + "int", + "un", + "ich", + "able" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "A", + "C", + "D", + "E", + "F", + "G", + "H", + "K", + "O", + "R", + "S", + "T", + "U", + "V", + "W", + "Y", + "Z", + "d", + "e", + "f", + "g", + "j", + "k", + "l", + "m" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "un", + "ere", + "com", + "end", + "ill", + "ex", + "art", + "this", + "iz", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res", + "ort" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "os", + "ly", + "ers", + "ew", + "te", + "ain", + "he", + "og", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "set" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "n", + "s", + "perfectly", + "liaison", + "evol", + "kaya", + "e", + "am", + "ers", + "of", + "ature", + "photograph", + "aft", + "lid", + "aat", + "begitu", + "tentative", + "eas", + "heer", + "bringen", + "wunder", + "Ils", + "Publicity" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "e", + "n", + "s", + "er", + "ers", + "rel", + "of", + "aw", + "perfectly", + "aft", + "aal", + "aat", + "evol", + "tentative", + "kaya", + "mellow", + "Publicity", + "eleg", + "ature", + "UT", + "une" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "er", + "et", + "imitation", + "demise", + "reliance", + "fielder", + "e", + "behalf", + "aat", + "bounty", + "Verenigde", + "Tog", + "Publicity", + "ER", + "ET", + "United", + "doctor", + "successor", + "aal", + "resmi", + "Repositories" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "er", + "Tog", + "ER", + "ET", + "demise", + "tog", + "fielder", + "hur", + "kowy", + "behalf", + "Looking", + "ew", + "papan", + "bunun", + "ewel", + "attacker", + "resmi", + "self", + "declining", + "aal", + "behest", + "et", + "async", + "damn" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "er", + "Tog", + "tog", + "kowy", + "hur", + "bunun", + "papan", + "fielder", + "demise", + "ER", + "ewel", + "ET", + "cellar", + "ew", + "chime", + "damn", + "aal", + "avrebbe", + "cooking", + "also", + "attacker", + "resmi" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "voltou", + "kowy", + "evas", + "triggered", + "decree", + "ujar", + "bunun", + "fielder", + "behalf", + "also", + "enraged", + "another", + "bizarre", + "rookie", + "Tog", + "rebuke", + "videojuegos", + "resmi", + "bunu", + "another", + "cooking" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "also", + "also", + "essas", + "esses", + "utterance", + "cette", + "hindrance", + "another", + "these", + "two", + "debated", + "desses", + "triggered", + "another" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "also", + "also", + "of", + "of", + "but", + "Also", + "instigated", + "orchestrated", + "but", + "that", + "established", + "triggered", + "another", + "commotion", + "another", + "exacerbated", + "initiated", + "destabil", + "foreshadow", + "previous" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "intensifying", + "previous", + "swiftly", + "reverber", + "also", + "latter", + "mechanisms", + "highlighted", + "intensified", + "unbelievable", + "escalating", + "galvanized", + "orchestrated", + "sensation", + "culmination", + "instinctive", + "inciting", + "heavy", + "sequence", + "meticulously", + "treacherous", + "infuri", + "dominating", + "eventful", + "preceding", + "sweeping", + "intently", + "established", + "paragraph", + "heightened", + "sensations", + "sensational" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "heavy", + "various", + "cohesive", + "striking", + "treacherous", + "heavily", + "defining", + "seemingly", + "resilient", + "high", + "other", + "moving", + "highly", + "ed", + "massive", + "surrounding", + "deeply", + "precarious", + "connecting", + "interconnected", + "identified", + "jagged", + "S", + "secondary", + "reinforced", + "nearby", + "demanding", + "onset", + "taking", + "identifying", + "reinforcing" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "interconnected", + "and", + "anatomical", + "cohesive", + "specialized", + "various", + "second", + "th", + "specific", + "surrounding", + "ligaments", + "S", + "initial", + "tightly", + "reinforced", + "latter", + "resulting", + "impending", + "tight", + "St", + "particularly", + "anatomy", + "intricate", + "massive", + "reinforcing", + "multiple", + "multifaceted", + "inter", + "preceding", + "rigid", + "onset" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "ligament", + "knee", + "ligaments", + "tendons", + "ankle", + "wrist", + "anatomical", + "restraining", + "tendon", + "cartilage", + "tightening", + "underlying", + "reinforced", + "and", + "remaining", + "muscles", + "Knee", + "tight", + "resistant", + "tightened", + "anatomy", + "Strait", + "cushioning", + "hamstring", + "neck", + "muscle", + "shoulder", + "existing", + "hip", + "elbow", + "resistive", + "hinged" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "tendons", + "tendon", + "R", + "ligament", + "r", + "St", + "R", + "Muscles", + "knee", + "Re", + "re", + "ligaments", + "M", + "muscle", + "anatomical", + "T", + "T", + "N", + "re", + "muscles", + "O", + "L", + "restraining", + "er", + "t", + "at", + "an", + "The", + "Muscle" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "ligament", + "tendons", + "tendon", + "ligaments", + "re", + "Muscles", + "muscles", + "R", + "R", + "r", + "hamstring", + "muscle", + "and", + "rotator", + "St", + "r", + "in", + "un", + "Re", + "nerve", + "muscle", + "ruptured", + "re", + "Tend", + "Muscle", + "v", + "T", + "on" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "ligament", + "lig", + "ligaments", + "Rat", + "Lig", + "Rat", + "lig", + "Lig", + "rat", + "tendons", + "tendon", + "rat", + "st", + "liga", + "remaining", + "ratchet", + "remaining", + "liga", + "t", + "league", + "Remaining", + "RAT", + "R", + "r", + "knee", + "re", + "ment", + "leagues" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "ligament", + "Rat", + "ligaments", + "Rat", + "rat", + "ratchet", + "remaining", + "Ratch", + "Lig", + "rat", + "lig", + "Lig", + "remaining", + "lig", + "tendons", + "Remaining", + "RAT", + "tendon", + "Ratings", + "Remaining", + "Rach", + "ratified", + "Rats", + "Rate", + "Rating", + "Rawlings", + "racquet", + "ligature", + "Raton" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "ligament", + "rat", + "Rat", + "Rat", + "ligaments", + "Lig", + "rat", + "RAT", + "remaining", + "lig", + "ratchet", + "ratified", + "Lig", + "lig", + "rag", + "RAT", + "Remaining", + "Raton", + "Ratch", + "rats", + "rt", + "remaining" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Rat", + "rat", + "thought", + "br", + "ligament", + "In", + "However", + "Lig", + "Let", + "remaining", + "Rat", + "rat", + "Remaining", + "e", + "These", + "lt", + "Rate", + "th", + "rt", + "Remaining", + "I", + "py", + "t", + "Note", + "g", + "Award", + "rr", + "All", + "rate", + "You", + "rs" + ] + } + ], + "logit_surprising": [ + { + "concept": "and", + "score": 19.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 5.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "slight", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "stresses", + "output_checked": true + }, + { + "concept": "also", + "score": 4.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "consecutive", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "multiple", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "miserably", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "damn", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "another", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "period", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "long", + "output_checked": true + }, + { + "concept": "Considerable", + "score": 3.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "sequence", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "alternating", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "origins", + "output_checked": true + }, + { + "concept": "indicative", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "exacerbated", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "prevent", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "chet", + "output_checked": true + }, + { + "concept": "positioned", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "activities", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "laboratory", + "output_checked": true + }, + { + "concept": "categorized", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "indicate", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "chet", + "output_checked": true + }, + { + "concept": "samples", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "sample", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "research", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "rotating", + "output_checked": true + }, + { + "concept": "successful", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "immense", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "readily", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "hundred", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "multiple", + "output_checked": true + }, + { + "concept": "ample", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "enveloping", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "vergang", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "long", + "output_checked": true + }, + { + "concept": "notifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "alternating", + "output_checked": true + }, + { + "concept": "additionally", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "origins", + "output_checked": true + }, + { + "concept": "pertaining", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "Rat", + "output_checked": true + }, + { + "concept": "indicating", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "unable", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "exasper", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "andare", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "origins", + "output_checked": true + }, + { + "concept": "endured", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "unexpectedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "lengthy", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "long", + "output_checked": true + }, + { + "concept": "repeatedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "word", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "intensifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "examination", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "holistic", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "extensive", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "long", + "output_checked": true + }, + { + "concept": "continuous", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "sequence", + "output_checked": true + }, + { + "concept": "within", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "origins", + "output_checked": true + }, + { + "concept": "each", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "apex", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "validation", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "stressors", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "stresses", + "output_checked": true + }, + { + "concept": "together", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "taking", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "before", + "output_checked": true + }, + { + "concept": "anatomical", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "breakage", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "tendon", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "several", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "after", + "output_checked": true + }, + { + "concept": "duration", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "long", + "output_checked": true + }, + { + "concept": "sequences", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "sequence", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-05__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-05__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-05__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-05__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cleavage-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-plasticity separation 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A ferritic plate separated abruptly during cold weather with almost no macroscopic distortion. Flat facets and converging river markings crossed the grain interiors.", + "prompt_tail": "ritic plate separated abruptly during cold weather with almost no macroscopic distortion. Flat facets and converging river markings crossed the grain interiors.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cleavage-01", + "carrier_id": null, + "target_family": "cleavage", + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 13578, + "best_depth": 63.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 1410 + }, + { + "label": "cleavage", + "best_rank": 7306, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 374 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "supernatural", + "ily", + "orna", + "bou", + "Supernatural", + "Jang", + "jor", + "Lorraine", + "Gui", + "Noor", + "oji", + "oport", + "plong", + "Abr", + "Supreme", + "ery", + "Cher", + "Supreme", + "olong" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ily", + "Abr", + "felter", + "mem", + "aboo", + "oji", + "Gui", + "Baylor", + "ht", + "lak", + "GSM", + "ardin", + "zym", + "luch", + "improbable", + "ool", + "tray", + "argmax", + "omitempty", + "Abr" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "nikk", + "lias", + "UNICEF", + "hse", + "WHAT", + "Kham", + "Dud", + "Fres", + "ocked", + "pewno", + "flurry", + "ViewBag" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Za", + "Hd", + "pewno", + "nascita", + "debris", + "Writers", + "recorder", + "Indeed", + "embossing", + "abilia", + "combing", + "squre", + "haman", + "XXV", + "liberalization" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Christi", + "Glover", + "Context", + "ripe", + "ligation", + "homework", + "Fir", + "ophthal", + "odes", + "Genesis", + "Berkeley", + "xj", + "FBI", + "Georg", + "URING", + "niejsze", + "homeopathic", + "normalization" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Birthday", + "nvidia", + "rewrite", + "NORMAL", + "chrysanthemum", + "pencil", + "Chrys", + "naman", + "FILL", + "zeichnis", + "nextNode", + "pewno", + "geweest", + "CREDIT", + "Lambda", + "normalization" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "pewno", + "Saldo", + "Kristall", + "sampel", + "Chrys", + "Birthday", + "mas", + "Saudi", + "Ink", + "worsen", + "saa", + "chrysanthemum", + "rangea", + "Hd", + "XXV", + "Lazada", + "domin", + "pencil", + "Lens", + "Sadd", + "keV", + "nbhd", + "Za" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "WORTH", + "Lives", + "haya", + "handful", + "TECHNICAL", + "WHIT", + "registro", + "WHIT", + "Birthday", + "Nickname", + "berth", + "Instance", + "HAS", + "Official", + "OFFICE", + "ueuse", + "reib", + "technical", + "genesis", + "nutric", + "hetero", + "campeonato", + "haf", + "ForegroundColor" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "t", + "s", + "ebel", + "slik", + "creases", + "vc", + "energetic", + "sufferings", + "sene", + "compassion", + "sav", + "impediments", + "genu", + "Hd", + "incompar", + "sellers", + "s", + "ziren", + "mselves", + "Hd" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "to", + "iven", + "izability", + "haf", + "ujos", + "dir", + "med", + "oq", + "rl", + "en", + "odora", + "manner", + "enu", + "egin", + "gehend", + "ser", + "nou" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "night", + "en", + "haf", + "ujos", + "theater", + "lepas", + "iven", + "rog", + "manner", + "trach", + "shore", + "urably", + "ively", + "meng", + "gehend", + "amos", + "behavior", + "selves", + "rad", + "eness", + "odiazep" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "t", + "med", + "ve", + "Moreover", + "folds", + "urious", + "moreover", + "Kalau", + "ser", + "f", + "ujos", + "ures", + "furthermore", + "digamos", + "lepas", + "esimerkiksi", + "bur", + "enorm", + "preponder", + "creases", + "og", + "rad", + "uri", + "sen", + "fif" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "t", + "med", + "ve", + "preponder", + "moreover", + "folds", + "creases", + "s", + "enorm", + "urious", + "digamos", + "preval", + "esimerkiksi", + "let", + "ujos", + "f", + "sur", + "og", + "furthermore", + "Moreover", + "dif" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "med", + "haf", + "manner", + "ujos", + "perfect", + "iven", + "do", + "rog", + "to", + "uri", + "erts", + "ridge", + "urably", + "ver", + "amos", + "conspicuous", + "uring", + "lepas", + "Moreover", + "shore", + "roir", + "asa" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "sensual", + "ridge", + "med", + "ers", + "manner", + "manner", + "vehement", + "ridges", + "credo", + "urious", + "luscious", + "oids", + "ness", + "sheep", + "preponder", + "let", + "exus", + "sensibility", + "uptools", + "thoughtful", + "deft", + "Veamos", + "uri", + "oven", + "bv", + "Filosof" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sensual", + "luscious", + "oids", + "visuals", + "bv", + "nnnn", + "ness", + "sheep", + "Etc", + "Feuer", + "ridge", + "incessant", + "manner", + "thoughtful", + "sworth", + "woolen", + "unruly", + "interposed", + "vehement", + "masterful", + "dac", + "s", + "imperative", + "sensibility", + "icule", + "virtues", + "rrrr", + "Imagery", + "fortitude", + "bree", + "intricate", + "rdf" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "thoughtful", + "leyici", + "typescript", + "additive", + "oteric", + "Postgres", + "obtuse", + "cryptic", + "psychic", + "obscured", + "intelligible", + "subjunctive", + "Discord", + "editText", + "sophisticated", + "quartz", + "ornamental", + "Anxiety", + "StringBuffer", + "obsessive", + "traversing" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "luscious", + "nuanced", + "Traverse", + "denser", + "sculpted", + "intricate", + "obscured", + "Contour", + "typescript", + "adventurous", + "opaque", + "gdf", + "texture", + "velvety", + "textured", + "ornamental", + "sensual", + "discontinuities", + "psyched", + "renderings", + "gaze", + "concave", + "metamorph", + "Peaks", + "Solaris", + "unruly", + "thoughtful", + "TypeArguments", + "Notas", + "bree", + "mucous" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "jellem", + "intricacies", + "serpentine", + "eman", + "These", + "rog", + "intric", + "en", + "sled", + "dac", + "t", + "r", + "corriente", + "egreg", + "pyr", + "Gestaltung", + "radiol", + "e", + "Foss", + "striated", + "ri", + "bree", + "in", + "sink", + "dine", + "trab", + "eterminate" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "criss", + "Traverse", + "traversing", + "ridges", + "Contour", + "zigzag", + "writeInt", + "canalicul", + "converse", + "grout", + "concave", + "lengthwise", + "kaya", + "Conduit", + "discontinuities", + "circumferential", + "enium", + "hemeral", + "wrought", + "lastIndexOf", + "routed", + "Continuum", + "quartzite", + "corral", + "intersecting", + "Diffraction", + "intrinsic", + "ordinal" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "corral", + "Traverse", + "canalicul", + "traversing", + "quartzite", + "writeInt", + "Contour", + "routed", + "criss", + "grout", + "lengthwise", + "converse", + "Drainage", + "chevron", + "Conver", + "trout", + "grained", + "conver", + "chisel", + "mosaic", + "caries", + "circumferential", + "leyici", + "Konzert", + "infiltrating", + "ridges", + "curvil", + "Travers" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "criss", + "traversing", + "corral", + "crossed", + "routed", + "conver", + "intersecting", + "Traverse", + "Conver", + "infiltrating", + "grained", + "caries", + "crossing", + "lengthwise", + "converse", + "quartzite", + "rhomb", + "leyici", + "converging", + "concave", + "writeInt", + "traverse", + "canalicul", + "pendientes", + "alluvial", + "carved", + "ornamental", + "ridges", + "crossed" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "converging", + "conver", + "Conver", + "convergent", + "converge", + "Conver", + "converges", + "converged", + "converg", + "Convergence", + "convergence", + "crossed", + "Convergence", + "convergence", + "criss", + "crossing", + "intersecting", + "radiating", + "diverging", + "flowing", + "Crossing", + "redient", + "stream", + "dissolving", + "traversing", + "conver", + "rhomb", + "crossing", + "grain", + "conve", + "corriente" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "converging", + "conver", + "Conver", + "Conver", + "convergent", + "converges", + "converge", + "converg", + "converged", + "convergence", + "flowing", + "Convergence", + "convergence", + "crossing", + "Connecting", + "Crossing", + "Connecting", + "diverging", + "conve", + "radiating", + "convuls", + "flowing", + "Convergence", + "connecting", + "Converting", + "conjug", + "traversing", + "crossed", + "conquering", + "intersecting", + "convers", + "conver" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "converging", + "conver", + "Conver", + "Conver", + "converg", + "converges", + "converge", + "converged", + "convergence", + "convergent", + "Convergence", + "convergence", + "Convergence", + "conver", + "conv", + "CON", + "Conv", + "Cong", + "Converting", + "Converters", + "Cong", + "Conv", + "con", + "converter", + "convex", + "convi", + "Converting", + "convers", + "conve", + "Convent", + "Con" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "These", + "converging", + "The", + "They", + "Conver", + "In", + "However", + "I", + "Here", + "Conv", + "conver", + "For", + "Both", + "Conv", + "These", + "Looking", + "If", + "br", + "The", + "You", + "Each", + "org", + "Note", + "com", + "There", + "Let", + "Even", + "Here", + "Conver", + "Cross", + "py", + "They" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 4705, + 1109, + 185643, + 174076, + 151443, + 255296, + 249240, + 203072, + 206879, + 124092, + 65625, + 54351, + 60721, + 35765, + 23184, + 23312, + 13579, + 15303, + 167477, + 49865, + 59154, + 28638, + 69124, + 116244, + 179888, + 8156 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 217602, + 243592, + 201097, + 75763, + 166047, + 70524, + 37962, + 213962, + 7939, + 108435, + 224717, + 168579, + 120363, + 228732, + 222028, + 245387, + 237774, + 113132, + 77430, + 133536, + 55851, + 30445, + 7307, + 8459, + 105906, + 91876 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 36798, + 26946, + 7071, + 31690, + 2577, + 12732, + 11103, + 5461, + 1411, + 1542, + 13419, + 16500, + 39998, + 38925 + ] + }, + { + "label": "cleavage", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 132440, + 86021, + 103166, + 181684, + 177039, + 122859, + 9448, + 4120, + 1905, + 525, + 1491, + 375, + 3765, + 5078 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "Winter", + "score": 6.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "no", + "output_checked": true + }, + { + "concept": "tedious", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "abruptly", + "output_checked": true + }, + { + "concept": "Anteil", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "direction", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "softwood", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "appreciable", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "macroscopic", + "output_checked": true + }, + { + "concept": "compositional", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "Therapeut", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "runes", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "criss", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "moderately", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "abruptly", + "output_checked": true + }, + { + "concept": "wind", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "winter", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "valley", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "tributaries", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "river", + "output_checked": true + }, + { + "concept": "Pentec", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "vic", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "ridges", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "river", + "output_checked": true + }, + { + "concept": "Winter", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "no", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Firm", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "crossed", + "output_checked": true + }, + { + "concept": "copious", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "civilization", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "during", + "output_checked": true + }, + { + "concept": "heinous", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "admirably", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "Egipto", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "river", + "output_checked": true + }, + { + "concept": "compliments", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "weather", + "output_checked": true + }, + { + "concept": "geometrical", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "disruption", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "crucifix", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "crossed", + "output_checked": true + }, + { + "concept": "converse", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "deformation", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "furnished", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "corral", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "accuracies", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "abruptly", + "output_checked": true + }, + { + "concept": "separation", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "macron", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "ills", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "dass", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "slik", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "sage", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "morphed", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "sensual", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "JMenuItem", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "psychiatric", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "XMFLOAT", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "pseudo", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "abruptly", + "output_checked": true + }, + { + "concept": "dure", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "termini", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "intact", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "observables", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "macroscopic", + "output_checked": true + }, + { + "concept": "anteriormente", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "crossed", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "Glover", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "sheep", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Blues", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "instill", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "sedimentary", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "river", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "th", + "wh", + "and", + "row", + "gh", + "ar", + "ne", + "sa", + "yst", + "inter", + "pr", + "left", + "set", + "any", + "anc", + "ey", + "ton", + "very", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "fl", + "min", + "ts" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "flows", + "uq", + "pitted", + "conflicted", + "decayed", + "lar", + "assert", + "ju", + "rence", + "Which", + "LI", + "comple", + "afin", + "stems", + "haute", + "aquele", + "seo", + "idiots", + "echolog" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "ed", + "if", + "th", + "ra", + "j", + "one", + "che", + "red", + "som", + "mark", + "vol", + "To", + "occ", + "thing", + "key", + "kan", + "ambda", + "mit", + "Med", + "lar", + "utions", + "suggest", + "quick", + "asked", + "sn", + "usion", + "oring", + "anda", + "nie", + "That" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "or", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "l", + "im", + "g", + "u", + "se", + "if", + "us", + "ht", + "ers", + "and", + "ere", + "com", + "pe", + "j", + "pl", + "ame", + "ies", + "en", + "int", + "ich", + "able", + "ast" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ic", + "ve", + "ch", + "pe", + "W", + "The", + "ha", + "ad", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "ays", + "est", + "wo", + "who", + "rib", + "oy", + "import", + "es" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ly", + "ere", + "end", + "ill", + "ex", + "art", + "iz", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire", + "ge", + "ph" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "ort", + "se", + "L" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "ord", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "s", + "perfectly", + "lid", + "they", + "eat", + "liaison", + "sehen", + "evol", + "sof", + "sina", + "n", + "ers", + "ature", + "ization", + "most", + "equip", + "second", + "photograph" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "mellow", + "e", + "s", + "ers", + "and", + "rel", + "of", + "aw", + "ized", + "ET", + "equip", + "photograph", + "perfectly", + "slash", + "ei", + "administrator", + "grandfather", + "aal", + "aat", + "imitation", + "EG", + "superstar", + "remember", + "evol", + "tentative" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "Tog", + "fielder", + "ET", + "imitation", + "demise", + "tog", + "er", + "et", + "equip", + "expert", + "slash", + "behalf", + "colabor", + "bounty", + "Verenigde", + "ER", + "administrator", + "damn", + "aal", + "superstar", + "ributor", + "tentative", + "reliance", + "yere", + "Publicity" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "er", + "Tog", + "tog", + "ET", + "ER", + "kowy", + "fielder", + "bunun", + "Looking", + "damn", + "demise", + "and", + "hur", + "ributor", + "expert", + "attacker", + "ain", + "self", + "behalf", + "appro", + "cellar", + "zaman", + "et", + "any", + "async" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "er", + "Tog", + "tog", + "bunun", + "kowy", + "damn", + "fielder", + "ET", + "zaman", + "ributor", + "demise", + "cellar", + "hur", + "attacker", + "and", + "ER", + "Tur", + "cooking", + "papan", + "mostly", + "also", + "slash", + "avrebbe", + "merkezi", + "bore" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "also", + "kowy", + "Tog", + "merkezi", + "fielder", + "bunun", + "er", + "also", + "evas", + "ributor", + "voltou", + "administrator", + "associazione", + "Couldn", + "imitation", + "resmi", + "rebuke", + "cellar", + "tog" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "but", + "but", + "also", + "of", + "also", + "another", + "esses", + "and", + "two", + "another", + "essas", + "desses", + "of", + "these", + "pero", + "These", + "subtle", + "moisture", + "contentious" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "but", + "also", + "positioned", + "reminiscent", + "featured", + "asserting", + "of", + "pushing", + "accented", + "Also", + "these", + "centered", + "cohesive", + "which", + "situated", + "aromatic", + "described", + "Featured", + "also", + "transformative", + "feature", + "creating", + "esses" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "intensifying", + "interconnected", + "reverber", + "twisting", + "elevated", + "sweeping", + "soaring", + "invigorating", + "refined", + "swiftly", + "penetrating", + "anchoring", + "thick", + "outlined", + "lofty", + "hallmark", + "invigor", + "mesmerizing", + "underscored", + "expansive", + "exalt", + "intensified", + "swaying", + "galvanized", + "grasping", + "commendable", + "intently", + "inciting", + "these", + "mechanisms", + "aromatic", + "sleek" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "deeply", + "aligned", + "structured", + "cohesive", + "jagged", + "striking", + "highly", + "massive", + "vibrant", + "various", + "focused", + "weaving", + "intricately", + "deep", + "nearly", + "oriented", + "undulating", + "uncovering", + "prominent", + "situated", + "interconnected", + "ed", + "s", + "closely", + "defining", + "heavily", + "concentrated", + "centered", + "layered", + "uneven", + "slightly", + "hidden" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "interconnected", + "traversing", + "intersecting", + "internal", + "aligned", + "various", + "deeply", + "oriented", + "localized", + "defining", + "intricate", + "directional", + "nearly", + "pervasive", + "subtly", + "interwoven", + "permeated", + "these", + "cross", + "transverse", + "penetrating", + "traversed", + "asymmetrical", + "jagged", + "th", + "widespread", + "ly", + "deep", + "striking", + "those", + "distinct" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "and", + "cross", + "aligned", + "traversing", + "transverse", + "oriented", + "intersecting", + "jagged", + "internal", + "criss", + "nearly", + "directional", + "direction", + "crossing", + "traverses", + "riddled", + "unidirectional", + "asymmetrical", + "crossed", + "curved", + "inward", + "converging", + "perpendicular", + "recessed", + "diverging", + "Oriented", + "pathways", + "interconnected", + "through", + "traversed", + "Where", + "uneven" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "cross", + "C", + "R", + "T", + "S", + "N", + "In", + "C", + "S", + "c", + "V", + "cross", + "grain", + "O", + "The", + "St", + "Gr", + "travers", + "cl", + "Grain", + "L", + "Re", + "co", + "Pr", + "inter", + "converging", + "flowing", + "flow", + "ro" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "cross", + "cross", + "on", + "in", + "grain", + "inter", + "S", + "C", + "and", + "grain", + "un", + "parallel", + "con", + "converging", + "C", + "riddled", + "O", + "travers", + "Grain", + "c", + "T", + "co", + "N", + "per", + "sub", + "is", + "contoured", + "for" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "converging", + "conver", + "convergent", + "Conver", + "converged", + "converge", + "st", + "Conver", + "convergence", + "converg", + "converges", + "C", + "conver", + "conv", + "river", + "to", + "crossed", + "river", + "C", + "stream", + "con", + "cross", + "crossing", + "Convergence", + "Convergence", + "e", + "N", + "cross", + "diverging", + "T", + "so" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "converging", + "convergent", + "Conver", + "conver", + "converge", + "converged", + "Conver", + "converg", + "convergence", + "converges", + "intersecting", + "diverging", + "conv", + "Convergence", + "CON", + "conjug", + "flowing", + "Convergence", + "convergence", + "CON", + "conver", + "Con", + "Conv", + "crossing", + "Con", + "Conv", + "retreating", + "concurring", + "con", + "converting", + "branching", + "conve" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "converging", + "conver", + "Conver", + "Conver", + "convergent", + "converg", + "conver", + "converges", + "converge", + "convergence", + "converged", + "convergence", + "Convergence", + "conv", + "Convergence", + "CON", + "Conv", + "Converting", + "Converters", + "converter", + "Converting", + "CON", + "conve", + "Cong", + "Conv", + "Converter", + "con", + "convert", + "conven", + "convers", + "convo" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "These", + "converging", + "The", + "They", + "Conver", + "In", + "However", + "I", + "Here", + "Conv", + "conver", + "For", + "Both", + "Conv", + "These", + "Looking", + "If", + "br", + "The", + "You", + "Each", + "org", + "Note", + "com", + "There", + "Let", + "Even", + "Here", + "Conver", + "Cross", + "py", + "They" + ] + } + ], + "logit_surprising": [ + { + "concept": "avrebbe", + "score": 13.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "been", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "macroscopic", + "output_checked": true + }, + { + "concept": "aligned", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "readily", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "damn", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "slight", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "positioned", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "devoid", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "coated", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "enhance", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "adequate", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "various", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "every", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "wind", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "certainly", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "obscure", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "dudas", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "weather", + "output_checked": true + }, + { + "concept": "tersedia", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "pochi", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "behest", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "immense", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "no", + "output_checked": true + }, + { + "concept": "additionally", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "during", + "output_checked": true + }, + { + "concept": "insinu", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "weather", + "output_checked": true + }, + { + "concept": "severely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "no", + "output_checked": true + }, + { + "concept": "reverting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "macroscopic", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "andDevice", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "weather", + "output_checked": true + }, + { + "concept": "encompassed", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "crossed", + "output_checked": true + }, + { + "concept": "whitish", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "because", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "during", + "output_checked": true + }, + { + "concept": "characterized", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "conditions", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "resembled", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "stillness", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "unwavering", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sculptures", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "river", + "output_checked": true + }, + { + "concept": "intersecting", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "crossed", + "output_checked": true + }, + { + "concept": "enchanting", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "gently", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "nestled", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "intensifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "seasonal", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "weather", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "remarkably", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "across", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "crossed", + "output_checked": true + }, + { + "concept": "way", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "inside", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "deeply", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "inherently", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "apart", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "profound", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "abruptly", + "output_checked": true + }, + { + "concept": "discernible", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "no", + "output_checked": true + }, + { + "concept": "organisms", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "macroscopic", + "output_checked": true + }, + { + "concept": "sustained", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "faceted", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "jagged", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "river", + "output_checked": true + }, + { + "concept": "indent", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "plenty", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "with", + "output_checked": true + }, + { + "concept": "crystal", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "convergence", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "converging", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-01__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-01__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-01__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-01__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cleavage-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-plasticity separation 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A low-temperature impact specimen absorbed little energy and retained its original cross section. The shiny failure face contained crystallographic steps and feather patterns.", + "prompt_tail": "re impact specimen absorbed little energy and retained its original cross section. The shiny failure face contained crystallographic steps and feather patterns.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cleavage-02", + "carrier_id": null, + "target_family": "cleavage", + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 351, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 20 + }, + { + "label": "cleavage", + "best_rank": 0, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": true, + "best_pos": 28, + "logit_lens_best_rank": 0 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "supernatural", + "ily", + "bou", + "orna", + "Jang", + "Supernatural", + "jor", + "oport", + "Lorraine", + "Noor", + "Gui", + "Abr", + "plong", + "oji", + "Supreme", + "lagoons", + "aboo", + "ery", + "JOR", + "olong" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "aboo", + "Abr", + "ily", + "felter", + "mem", + "Baylor", + "oji", + "Gui", + "improbable", + "ardin", + "ht", + "lak", + "Abr", + "argmax", + "cim", + "zym", + "tray", + "ORN", + "luch", + "GSM", + "oleum" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "lias", + "pewno", + "ocked", + "hq", + "Fres", + "nikk", + "breath", + "liberalization", + "analyzer", + "ViewBag" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Za", + "Hd", + "pewno", + "nascita", + "embossing", + "Writers", + "XXV", + "Lobkovic", + "haman", + "Indeed", + "recorder", + "Kristall", + "unud", + "creases" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Georg", + "lessness", + "ripe", + "Glover", + "ligation", + "Christi", + "ligt", + "ters", + "optosis", + "Curie", + "cinn", + "lattice", + "Coke", + "Context", + "homework", + "Egyptian", + "unts", + "GAL", + "URING", + "homeopathic", + "goggles" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "rewrite", + "nvidia", + "NORMAL", + "Birthday", + "pewno", + "chrysanthemum", + "zeichnis", + "pencil", + "Chrys", + "FILL", + "nextNode", + "Kristall", + "atth", + "CREDIT", + "akkhan" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Kristall", + "Saldo", + "pewno", + "Chrys", + "Birthday", + "Ink", + "sampel", + "Saudi", + "mas", + "Hd", + "chrysanthemum", + "rangea", + "saa", + "domin", + "Sadd", + "worsen", + "Webcam", + "Lazada", + "Lens", + "Za", + "XXV" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "WORTH", + "handful", + "WHIT", + "berth", + "Lives", + "TECHNICAL", + "COR", + "registro", + "haf", + "FAF", + "genesis", + "ForegroundColor", + "Official", + "OFFICE", + "hetero", + "ForEach", + "Nickname", + "WHIT", + "avorite", + "wah", + "escal", + "nutric" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "t", + "energetic", + "creases", + "exuber", + "Hd", + "sensation", + "softness", + "s", + "genu", + "singularity", + "sizer", + "Hd", + "vc", + "supuesto", + "slik", + "domin", + "incompar", + "sufferings", + "Kristall", + "sellers", + "sav" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "med", + "dir", + "t", + "gehend", + "en", + "uette", + "est", + "og", + "ujos", + "uelles", + "natural", + "enburg", + "uri", + "domin", + "eness", + "ebel", + "ve", + "pues", + "skept", + "de", + "ures", + "ungen", + "Natural" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "en", + "night", + "urably", + "haja", + "theater", + "rog", + "voila", + "g", + "haf", + "lepas", + "manner", + "heartedly", + "behavior", + "eness", + "uette", + "perfect", + "meng", + "Prim", + "gehend", + "f" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "examples", + "med", + "voila", + "certainly", + "certeza", + "fold", + "folds", + "s", + "urious", + "Kalau", + "esimerkiksi", + "Examples", + "strokes", + "ardin", + "ly", + "Moreover", + "ulnerable", + "naturelles", + "natural", + "exemplo", + "heartedly", + "rologist", + "moreover", + "uette" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "examples", + "certainly", + "folds", + "preponder", + "fold", + "urious", + "moreover", + "esimerkiksi", + "certeza", + "voila", + "t", + "enorm", + "ly", + "exemplo", + "digamos", + "f", + "dif", + "exuber", + "ified", + "sen", + "uri", + "scapes", + "ures" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "s", + "ly", + "virt", + "roir", + "g", + "ding", + "voila", + "night", + "decadent", + "deft", + "uli", + "sheep", + "selves", + "particularmente", + "en", + "perfect", + "urably", + "conspicuous", + "examples", + "urious", + "Prim", + "uri", + "perhaps", + "haja", + "f", + "der", + "uj", + "manner" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "med", + "examples", + "ed", + "sheep", + "Etc", + "sensibility", + "s", + "ium", + "especially", + "assertions", + "etic", + "ly", + "ulnerable", + "deft", + "vehement", + "metamorph", + "delineation", + "haja", + "dog", + "indicative", + "xr", + "ers", + "voila", + "en", + "examined", + "gie", + "photographic" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sporadic", + "nnnn", + "photographic", + "sensibility", + "fortitude", + "Etc", + "remarked", + "expediency", + "scape", + "immediacy", + "cosmetics", + "visuals", + "metamorph", + "sheep", + "intric", + "sensual", + "ium", + "assertions", + "xr", + "pragmatic", + "delineation", + "examples", + "imagery", + "ephemeral", + "horrend" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "ornamental", + "cryptic", + "thoughtful", + "extensive", + "decorative", + "visualizations", + "gejala", + "remarked", + "suggestive", + "STYLE", + "sculptural", + "ographic", + "features", + "visuals", + "baroque", + "obscured", + "metamorph", + "sporadic", + "conspicuously", + "NonNull", + "obscure", + "crater", + "assertions", + "gothic", + "sensibility", + "typescript", + "examples", + "intensive", + "quartz" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "discernible", + "characteristics", + "remarked", + "particularly", + "characteristic", + "predominant", + "anzeigen", + "intric", + "visualized", + "discontinuities", + "variegated", + "peculiarities", + "idiosync", + "indistinct", + "particularly", + "jellem", + "Gestaltung", + "visible", + "displayed", + "intricacies", + "hallmarks", + "infraction", + "diffraction", + "couleur", + "gaze", + "noticeably", + "elucidated" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "in", + "no", + "particular", + "t", + "jellem", + "Gestaltung", + "s", + "on", + "characteristics", + "particularmente", + "S", + "structure", + "situation", + "discernible", + "en", + "is", + "ob", + "og", + "st", + "eman", + "determinada", + "particular" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "eman", + "jellem", + "features", + "in", + "crystallinity", + "indistinct", + "determinante", + "striated", + "inite", + "anzeigen", + "seg", + "crystall", + "khas", + "commensurate", + "s", + "particular", + "discontinuities", + "oles", + "canalicul", + "luster", + "Fracture" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "luster", + "crystall", + "features", + "Features", + "glitter", + "features", + "Features", + "gloss", + "sheen", + "CBN", + "jellem", + "obliqu", + "inali", + "striated", + "eliness", + "grain", + "kesan", + "microstructure", + "polycrystalline" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "glitter", + "crystall", + "striated", + "luster", + "schoon", + "gloss", + "microstructure", + "secondaire", + "crack", + "Visible", + "flake", + "sichtbar", + "visible", + "displayName", + "entation", + "congr", + "crystallinity", + "glittering", + "sheen", + "indicative", + "ed", + "visible", + "kina" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "crystall", + "microstructure", + "orientation", + "orientation", + "Orient", + "orientations", + "entation", + "coloration", + "grain", + "features", + "Microscopy", + "crack", + "fracture", + "dendritic", + "carbides", + "orient", + "Orient", + "Orientation", + "polycrystalline", + "orient", + "features", + "fract", + "pyraz", + "Plastic", + "oriente", + "Grain" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "cleavage", + "crack", + "features", + "crystall", + "crack", + "features", + "orientation", + "polygonal", + "entation", + "grain", + "Mound", + "fracture", + "Features", + "orient", + "parallel", + "Orient", + "orientations", + "texture", + "richt", + "sonucu", + "printStackTrace", + "Grain", + "gegangen", + "orientation", + "exhibited", + "roughness", + "grain", + "undulating", + "coloration" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "P", + "richt", + "drept", + "on", + "Springer", + "L", + "ON", + "Springer", + "S", + "Features", + "gegangen", + "typeface", + "CLE", + "defences", + "attracted", + "Indications", + "familien", + "correr", + "Photography", + "uncles", + "Raised", + "marcado", + "photography", + "marked" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Fe", + "Feather", + "feather", + "patterns", + "face", + "These", + "find", + "surface", + "For", + "Other", + "markings", + "orientation", + "same", + "might", + "ground", + "these", + "correct", + "dust", + "thinking", + "feature", + "right", + "could", + "many", + "Also", + "may", + "nuances", + "meaning", + "findings", + "most", + "other", + "features", + "feat" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 3687, + 1085, + 160909, + 192232, + 114448, + 255332, + 248379, + 179110, + 204261, + 79961, + 30423, + 15085, + 21605, + 9281, + 8159, + 5415, + 3086, + 10898, + 105940, + 5894, + 877, + 352, + 680, + 737, + 17306, + 115 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 213130, + 239116, + 191060, + 70663, + 152126, + 60208, + 31839, + 221624, + 9138, + 50652, + 233646, + 205243, + 154449, + 233569, + 229271, + 233215, + 192905, + 19827, + 46593, + 44765, + 4982, + 1294, + 43, + 1, + 284, + 1952 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 47903, + 26355, + 10693, + 30362, + 12334, + 4113, + 5088, + 1321, + 178, + 49, + 24, + 21, + 163, + 57 + ] + }, + { + "label": "cleavage", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 146006, + 108981, + 113393, + 146589, + 135674, + 57337, + 10262, + 2992, + 252, + 122, + 41, + 44, + 82, + 1 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "luster", + "score": 4.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "shiny", + "output_checked": true + }, + { + "concept": "sample", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "shape", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "original", + "output_checked": true + }, + { + "concept": "amount", + "score": 3.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "little", + "output_checked": true + }, + { + "concept": "arent", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "face", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "meeste", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "retained", + "output_checked": true + }, + { + "concept": "intact", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cryptographic", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "retaining", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "arrib", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "impactos", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "mental", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "unaltered", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "original", + "output_checked": true + }, + { + "concept": "findings", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "zipcode", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "retained", + "output_checked": true + }, + { + "concept": "silvery", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "editText", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "marble", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "retained", + "output_checked": true + }, + { + "concept": "escaped", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "failures", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "sensitively", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "ornamental", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "NotNull", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "unchanged", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "compositional", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "listOf", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "dihasilkan", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "swirls", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "therefore", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "suffered", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "retention", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "retained", + "output_checked": true + }, + { + "concept": "orientation", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "surface", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "cleavage", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "examples", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "soften", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "face", + "output_checked": true + }, + { + "concept": "manner", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "face", + "output_checked": true + }, + { + "concept": "detriment", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "infraction", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "namely", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "face", + "output_checked": true + }, + { + "concept": "woody", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "velvety", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "shiny", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "Wer", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "Bavaria", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "original", + "output_checked": true + }, + { + "concept": "Mathemat", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "section", + "output_checked": true + }, + { + "concept": "outlined", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "steps", + "output_checked": true + }, + { + "concept": "Solaris", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "discernible", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "insbesondere", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "absorbs", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "aporte", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Lik", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "anormal", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "During", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "paran", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "face", + "output_checked": true + }, + { + "concept": "Moder", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "Retention", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "retained", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "th", + "wh", + "row", + "gh", + "ar", + "ne", + "sa", + "yst", + "inter", + "pr", + "any", + "anc", + "ey", + "ton", + "tr", + "pect", + "red", + "IN", + "ray", + "ative", + "ser", + "min", + "ts", + "ces", + "rol", + "equ", + "self", + "years" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "rence", + "uq", + "conflicted", + "assert", + "ju", + "purposes", + "comple", + "yaitu", + "stems", + "perk", + "haute", + "flows", + "ocs", + "aquele", + "pitted", + "echolog", + "decayed", + "is" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "th", + "ra", + "j", + "one", + "class", + "red", + "som", + "mark", + "To", + "There", + "pha", + "thing", + "mag", + "kan", + "ware", + "ambda", + "mit", + "Med", + "lar", + "utions", + "suggest", + "quick", + "digital", + "oring", + "dengan", + "anda" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "l", + "im", + "g", + "u", + "se", + "be", + "if", + "th", + "us", + "ht", + "ers", + "and", + "ere", + "com", + "ess", + "pe", + "ity", + "he", + "j", + "pl", + "ame", + "iz", + "ies" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ic", + "ve", + "ch", + "ht", + "The", + "ha", + "ad", + "ign", + "The", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "ays", + "est", + "wo", + "who", + "rib", + "import", + "es" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "un", + "ht", + "ere", + "end", + "ill", + "ex", + "art", + "iz", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire", + "ge" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "w", + "f", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "orm", + "ib", + "ice", + "comp", + "ord", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "set" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "ers", + "of", + "equip", + "they", + "selection", + "novembre", + "ein", + "eat", + "begitu", + "liaison", + "sehen", + "evol", + "sof", + "glow", + "bringen", + "wunder", + "cik", + "Publicity", + "tio", + "n" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "aal", + "sehen", + "devenu", + "s", + "ers", + "equip", + "depart", + "reput", + "slash", + "grandfather", + "novembre", + "martial", + "ein", + "youtu", + "eat", + "imitation", + "begitu", + "liaison", + "evol", + "tentative", + "sof", + "offic" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "substantial", + "behalf", + "tog", + "equip", + "readily", + "resmi", + "bunun", + "tanti", + "devenu", + "Tog", + "ameri", + "et", + "slash", + "substantially", + "aal", + "imitation", + "demise", + "tentative", + "offic", + "Verenigde" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "bunun", + "kowy", + "fielder", + "Tog", + "ameri", + "demise", + "asesin", + "damn", + "ributor", + "slight", + "Looking", + "immense", + "ET", + "cooking", + "pochi", + "substantial", + "tanti", + "aal", + "equip", + "readily", + "et", + "tentative" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "bunun", + "immense", + "kowy", + "Tog", + "slight", + "asesin", + "demise", + "tentative", + "substantial", + "ributor", + "schap", + "damn", + "dupatta", + "fielder", + "Considerable", + "cooking", + "acciaio" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "bunun", + "diesen", + "ed", + "diese", + "destes", + "dieser", + "substantial", + "immense", + "icrosoft", + "vergang", + "concealing", + "ijnlijk", + "voltou", + "scorn", + "phenoxymethyl", + "certains" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "notable", + "noticeable", + "of", + "considerable", + "markedly", + "bunun", + "destes", + "substantial", + "ed", + "reminiscent", + "noteworthy", + "described", + "These", + "profoundly", + "veniva", + "these" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "noticeable", + "markedly", + "notable", + "reminiscent", + "exceedingly", + "noticeably", + "resembled", + "resulted", + "characterized", + "prevalent", + "described", + "characteristic", + "exhibited", + "remarkably", + "characteristics", + "outlined", + "noteworthy", + "punctuated", + "visible", + "characteristics", + "unusually", + "subdued", + "resembling", + "displayed", + "prominent", + "displaying", + "discernible" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "characteristic", + "characteristics", + "prominent", + "emphasized", + "conspicuous", + "noticeable", + "markedly", + "noticeably", + "ornamented", + "features", + "exhibited", + "resembled", + "unmistakable", + "indistinct", + "observed", + "prevalent", + "uncommon", + "noteworthy", + "notable", + "distinctive", + "subdued", + "visible", + "outlined", + "reminiscent", + "reddish", + "visibly", + "glaring", + "nuanced", + "ornamentation", + "mottled", + "detailed" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "numerous", + "prominent", + "distinctive", + "various", + "extensive", + "conspicuous", + "highly", + "detailed", + "striking", + "visible", + "observed", + "distinct", + "characteristic", + "documented", + "noticeable", + "remarkably", + "markedly", + "jagged", + "enormous", + "notable", + "polished", + "uneven", + "cohesive", + "noticeably", + "irregular", + "unmistakable", + "undulating", + "nearly", + "extremely", + "closely", + "varied", + "pronounced" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "characteristic", + "numerous", + "distinctive", + "phenomena", + "visible", + "jagged", + "features", + "polished", + "characteristics", + "distinct", + "noticeable", + "remarkably", + "observed", + "phenomenon", + "macroscopic", + "noticeably", + "smeared", + "faceted", + "fascinating", + "conspicuous", + "unmistakable", + "extremely", + "glossy", + "interconnected", + "debris", + "strikingly", + "striated", + "notable", + "intricate", + "distinctly", + "multifaceted", + "typical" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "fracture", + "crystall", + "glossy", + "macroscopic", + "faceted", + "polished", + "microstructure", + "glassy", + "facets", + "jagged", + "discontinuities", + "characteristic", + "patterns", + "criss", + "features", + "crystal", + "observed", + "distinctive", + "patterned", + "smeared", + "pattern", + "plane", + "macro", + "crystalline", + "riddled", + "oriented", + "microscopic", + "facet", + "distinct", + "visible", + "planes" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "crystall", + "stri", + "fracture", + "interference", + "glittering", + "glitter", + "crystal", + "glossy", + "microstructure", + "polycrystalline", + "birefring", + "striated", + "gou", + "etched", + "recrystall", + "smeared", + "features", + "luster", + "Interference", + "bright", + "metall", + "crystalline", + "markings", + "brittle", + "criss", + "polished", + "metallic", + "Glitter", + "grainy", + "facets" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "stri", + "crystall", + "facets", + "glitter", + "gro", + "glittering", + "striated", + "features", + "microstructure", + "gro", + "iridescent", + "birefring", + "fracture", + "crystallography", + "interference", + "crystal", + "microscopic", + "plast", + "crystalline", + "glossy", + "brittle", + "Glitter", + "faceted", + "faceted", + "grain", + "distinctive", + "textures", + "grain", + "roughness", + "grainy" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "stri", + "grain", + "crystall", + "orientation", + "twins", + "orientations", + "Kings", + "etch", + "Wid", + "neck", + "Orient", + "orient", + "twinning", + "ORI", + "Zig", + "distinct", + "oriented", + "facets", + "ABAB", + "crack", + "Orient", + "distinctive", + "Woods", + "features", + "Kings", + "stepped" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "cleavage", + "orientations", + "crack", + "ORI", + "stri", + "orientation", + "interference", + "intersecting", + "oriented", + "Examination", + "twins", + "neck", + "Oriented", + "fracture", + "grain", + "crystall", + "Orient", + "Hack", + "twinning", + "orient", + "Oxidation", + "Interference", + "facets", + "Microscopy", + "segni", + "interference" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "interference", + "features", + "getImageFolder", + "butter", + "Interference", + "Features", + "interference", + "on", + "orientations", + "Features", + "as", + "richt", + "terakhir", + "defences", + "mechanism", + "Opening", + "iffer", + "feature", + "Springer", + "ock", + "fotograf", + "Slip", + "iminaries", + "oc" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Fe", + "Feather", + "feather", + "patterns", + "face", + "These", + "find", + "surface", + "For", + "Other", + "markings", + "orientation", + "same", + "might", + "ground", + "these", + "correct", + "dust", + "thinking", + "feature", + "right", + "could", + "many", + "Also", + "may", + "nuances", + "meaning", + "findings", + "most", + "other", + "features", + "feat" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 10.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "its", + "output_checked": true + }, + { + "concept": "been", + "score": 8.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "substantially", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "original", + "output_checked": true + }, + { + "concept": "despite", + "score": 6.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "numerous", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "shiny", + "output_checked": true + }, + { + "concept": "noticeable", + "score": 4.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "own", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "retains", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "retained", + "output_checked": true + }, + { + "concept": "shape", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "original", + "output_checked": true + }, + { + "concept": "appealing", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "face", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "slight", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "retained", + "output_checked": true + }, + { + "concept": "therefore", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "etre", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "substantial", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "surprisingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "relatively", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "unaltered", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "such", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "amount", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "little", + "output_checked": true + }, + { + "concept": "dimensions", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "section", + "output_checked": true + }, + { + "concept": "maintaining", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sample", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "stri", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "outlined", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "stepped", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "steps", + "output_checked": true + }, + { + "concept": "fracture", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "revital", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "low", + "output_checked": true + }, + { + "concept": "mea", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "exponentially", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "little", + "output_checked": true + }, + { + "concept": "serangan", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "displeasure", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "shiny", + "output_checked": true + }, + { + "concept": "willingness", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "amt", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "little", + "output_checked": true + }, + { + "concept": "expend", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "shiny", + "output_checked": true + }, + { + "concept": "damn", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "juu", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "steps", + "output_checked": true + }, + { + "concept": "repent", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "indicative", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "obedient", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "shiny", + "output_checked": true + }, + { + "concept": "bunun", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "but", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "also", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "indicating", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "shiny", + "output_checked": true + }, + { + "concept": "resulted", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "face", + "output_checked": true + }, + { + "concept": "bzw", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "effects", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "remains", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "decreased", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "remained", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "retained", + "output_checked": true + }, + { + "concept": "unharmed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "original", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "imparted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "shiny", + "output_checked": true + }, + { + "concept": "wdir", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "generated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "steps", + "output_checked": true + }, + { + "concept": "influence", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "excessive", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "absorbed", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-02__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-02__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-02__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-02__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cleavage-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-plasticity separation 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A body-centered metal failed suddenly below its transition temperature. Microscopy revealed broad planar facets connected by sharp ridges through individual crystallites.", + "prompt_tail": "tered metal failed suddenly below its transition temperature. Microscopy revealed broad planar facets connected by sharp ridges through individual crystallites.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cleavage-03", + "carrier_id": null, + "target_family": "cleavage", + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 5121, + "best_depth": 63.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 1526 + }, + { + "label": "cleavage", + "best_rank": 25994, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 684 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "supernatural", + "ily", + "bou", + "orna", + "Supernatural", + "Lorraine", + "jor", + "Jang", + "oport", + "Noor", + "Gui", + "oji", + "Abr", + "Supreme", + "plong", + "lagoons", + "ery", + "Supreme", + "olong", + "marinated", + "Cher" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ily", + "oji", + "mem", + "aboo", + "felter", + "ool", + "Abr", + "iores", + "zym", + "lak", + "Gui", + "ht", + "orna", + "ior", + "oj", + "Arora", + "ORN", + "cellaneous", + "otrop", + "Baylor" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Kham", + "Fres", + "WHAT", + "lias", + "hse", + "Happen", + "nikk", + "chrysanthemum", + "pewno", + "Birthday", + "normalization", + "liberalization", + "RECOMM", + "breath", + "HAS" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Za", + "Hd", + "pewno", + "haman", + "recorder", + "nascita", + "embossing", + "XXV", + "ebel", + "izawa", + "Indeed", + "Writers", + "liberalization", + "breath" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Christi", + "Glover", + "lessness", + "Georg", + "URING", + "ophthal", + "ligation", + "ripe", + "ters", + "orial", + "unts", + "Genesis", + "Curie", + "xj", + "odes", + "eless", + "niejsze", + "bilirubin", + "FBI" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "NORMAL", + "rewrite", + "Birthday", + "nvidia", + "pewno", + "chrysanthemum", + "Kristall", + "pencil", + "Chrys", + "zeichnis", + "Lambda", + "atth", + "normalization", + "Donation", + "Cameras", + "nextNode" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Chrys", + "pewno", + "Kristall", + "Saldo", + "sampel", + "mas", + "Saudi", + "Lens", + "Ink", + "saa", + "chrysanthemum", + "worsen", + "Birthday", + "Lazada", + "domin", + "Hd", + "Za", + "rangea", + "pencil", + "renderSquare", + "Webcam", + "Sadd", + "nbhd" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "WORTH", + "haya", + "handful", + "WHIT", + "Lives", + "TECHNICAL", + "registro", + "COR", + "berth", + "haf", + "WHIT", + "wah", + "Official", + "OFFICE", + "genesis", + "nutric", + "technical", + "escal", + "ForEach", + "Nickname", + "ForegroundColor", + "FAF", + "HAS", + "hetero" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "t", + "ebel", + "s", + "energetic", + "creases", + "slik", + "genu", + "sene", + "exuber", + "compassion", + "sizer", + "vc", + "sav", + "sufferings", + "incompar", + "dac", + "saran", + "mselves" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "dir", + "med", + "ujos", + "gehend", + "og", + "iven", + "est", + "s", + "as", + "to", + "eness", + "ve", + "uette", + "en", + "si", + "itei", + "uri", + "oq", + "enberg", + "mselves", + "sizer" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "night", + "iven", + "haf", + "selves", + "eness", + "lepas", + "ujos", + "shore", + "fif", + "gehend", + "en", + "f", + "amos", + "heartedly", + "manner", + "uette", + "osof", + "rologic", + "izability", + "l" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "s", + "esimerkiksi", + "folds", + "Moreover", + "examples", + "moreover", + "fif", + "urious", + "certainly", + "certeza", + "Kalau", + "t", + "sink", + "furthermore", + "uette", + "digamos", + "voila", + "beispielsweise", + "heartedly", + "dif", + "ve", + "uri", + "dass", + "mason", + "cetera" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "t", + "folds", + "moreover", + "urious", + "digamos", + "esimerkiksi", + "enorm", + "preponder", + "certainly", + "examples", + "preval", + "furthermore", + "ve", + "sur", + "Moreover", + "sink", + "comienzo", + "sene", + "creases", + "dass", + "fif", + "sage", + "ified" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "s", + "vehement", + "urious", + "selves", + "ding", + "proverbial", + "digamos", + "let", + "credo", + "voila", + "istry", + "hoff", + "uette", + "uri", + "vulner", + "notion", + "perd", + "exemplo", + "instances", + "sage", + "sheep", + "folds", + "fif", + "moreover", + "ers", + "manner" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "vehement", + "s", + "ium", + "med", + "sheep", + "Etc", + "ers", + "examples", + "ized", + "istry", + "instances", + "xr", + "sensual", + "sensibility", + "decadent", + "dac", + "seductive", + "expans", + "exemplo", + "sink", + "credo", + "manner", + "edific", + "digamos", + "voila", + "dog", + "sby", + "manner", + "urious", + "proverbial", + "haja" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sheep", + "remarked", + "sensibility", + "vehement", + "xr", + "sporadic", + "ODM", + "intricate", + "sensual", + "fortitude", + "nnnn", + "instances", + "Etc", + "ium", + "horrend", + "egreg", + "visuals", + "pvc", + "egregious", + "crafty", + "delineation", + "expansive", + "arcane", + "discord", + "erratic", + "nefarious", + "scape" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "ornamental", + "arcane", + "remarked", + "sculptural", + "rectangles", + "baroque", + "cryptic", + "replicated", + "hypothesized", + "Notas", + "ODM", + "visualizations", + "ographic", + "thoughtful", + "postulated", + "obscured", + "extensive", + "hierarch", + "intricate", + "visuals", + "suggestive", + "sheep", + "gothic", + "sensibility", + "DISTINCT", + "gejala", + "acrylic" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "discernible", + "visualized", + "multitudes", + "demarc", + "discontinuities", + "protrusions", + "intricate", + "assemblages", + "hierarch", + "remarked", + "jednotliv", + "intric", + "sculpted", + "DISTINCT", + "discerned", + "gaze", + "fractal", + "wobei", + "delineated", + "concave", + "amassed", + "accentuated", + "granddaughters", + "gdf", + "emanating", + "pvc", + "instances", + "aforementioned", + "protruding" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "jellem", + "Gestaltung", + "determinadas", + "intric", + "eman", + "wobei", + "waarbij", + "s", + "discernible", + "striated", + "determinada", + "tandis", + "Darstellung", + "ske", + "ningar", + "particularmente", + "flamb", + "dihasilkan", + "seg", + "egreg", + "intricacies", + "determinados", + "anzeigen", + "sled", + "indistinct", + "determinado" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "Connectivity", + "connectedness", + "Continuum", + "einander", + "innerhalb", + "dentro", + "interconnected", + "striated", + "Mannschaften", + "tandis", + "envisioned", + "DISTINCT", + "ibilidad", + "indistinct", + "eman", + "Besar", + "quartzite", + "enium", + "hierarch", + "jellem", + "conect", + "seg", + "ridges", + "conjectured", + "uidade", + "determinadas", + "obtuse", + "fractal", + "discontinuities" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Connectivity", + "innerhalb", + "Connected", + "Besar", + "DefineConstants", + "connectedness", + "obtuse", + "jellem", + "Astron", + "corral", + "baik", + "dentro", + "pobl", + "otide", + "continente", + "tessel", + "inboard", + "Annotated", + "einander", + "Connected", + "canalicul", + "tanto", + "connected" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "Connectivity", + "Connected", + "connected", + "connected", + "Connected", + "innerhalb", + "dentro", + "Connecting", + "connectedness", + "connectivity", + "binnen", + "Connectivity", + "conect", + "interconnected", + "Connecting", + "conectar", + "connecting", + "jellem", + "Dentro", + "faceted", + "itect", + "conectado", + "connecting", + "disconnected", + "anastom", + "Besar", + "Planes" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "broad", + "broad", + "Broad", + "connected", + "Connecting", + "connected", + "Broad", + "facets", + "Connecting", + "Connected", + "Connectivity", + "connecting", + "Connected", + "planar", + "connectivity", + "large", + "connecting", + "planar", + "interconnect", + "interconnected", + "broadly", + "connectivity", + "binnen", + "faceted", + "broadband", + "innerhalb" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "broad", + "broad", + "Broad", + "Broad", + "connected", + "Connecting", + "Connecting", + "broadband", + "broadly", + "facets", + "connected", + "Connected", + "planar", + "connecting", + "Connected", + "connecting", + "faces", + "broadest", + "planar", + "wide", + "planes", + "plan" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "broad", + "broad", + "Broad", + "Broad", + "Connected", + "broadest", + "connected", + "facets", + "broadcaster", + "faces", + "broadly", + "luas", + "I", + "PLAN", + "ON" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "Plan", + "plan", + "However", + "Phase", + "broad", + "Broad", + "com", + "br", + "wide", + "plan", + "Plan", + "In", + "These", + "broad", + "large", + "planar", + "py", + "Note", + "hard", + "The", + "find", + "user", + "planar", + "the", + "I", + "This", + "pdf", + "ples", + "wide", + "phase", + "in" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 4066, + 1160, + 219169, + 197549, + 131384, + 256851, + 246812, + 187974, + 177572, + 98985, + 44909, + 27538, + 33712, + 12805, + 10194, + 8861, + 5122, + 27333, + 103617, + 17128, + 22287, + 6958, + 15089, + 25554, + 17056, + 58 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 211384, + 242656, + 175468, + 83226, + 177984, + 59639, + 38068, + 218571, + 7606, + 51454, + 214238, + 180731, + 133423, + 218851, + 230053, + 239866, + 198577, + 25995, + 64966, + 121993, + 119914, + 82407, + 50733, + 27487, + 94021, + 25016 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 28908, + 17027, + 7494, + 21180, + 9558, + 9989, + 6724, + 7553, + 1527, + 2116, + 5079, + 2792, + 2006, + 2120 + ] + }, + { + "label": "cleavage", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 105553, + 57704, + 70374, + 81409, + 84666, + 16090, + 5655, + 4449, + 685, + 1466, + 2955, + 772, + 7277, + 12992 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "amelyek", + "score": 5.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "through", + "output_checked": true + }, + { + "concept": "temporally", + "score": 5.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "grains", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "failure", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "unexpected", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "preponder", + "score": 3.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "compositional", + "score": 3.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "Connectivity", + "score": 3.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Colombeau", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "depicts", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "coloro", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "intermittently", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "sporadically", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "by", + "output_checked": true + }, + { + "concept": "defects", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "egregious", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "copious", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "atrocious", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "stderr", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "customizable", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "velvety", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "ornamental", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "amenity", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "mottled", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "anastom", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "jellem", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "semif", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "Linking", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Failure", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "well", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "far", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "expanse", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "corners", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "conven", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "disconcert", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "vehement", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Mazda", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "remarked", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "discernible", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dure", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "termini", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "melting", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "dior", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "seventeen", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "transition", + "output_checked": true + }, + { + "concept": "vertebrate", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "manner", + "score": 1.0, + "best_rank": 4, + "best_depth": 51.1, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 4, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "AUT", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "primes", + "score": 1.0, + "best_rank": 5, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Pentec", + "score": 1.0, + "best_rank": 6, + "best_depth": 63.8, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "ligature", + "score": 1.0, + "best_rank": 6, + "best_depth": 68.1, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "String", + "score": 1.0, + "best_rank": 9, + "best_depth": 63.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "valable", + "score": 1.0, + "best_rank": 9, + "best_depth": 83.0, + "near_token": "crystall", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "th", + "wh", + "ers", + "and", + "row", + "gh", + "ar", + "ne", + "yst", + "inter", + "ype", + "any", + "anc", + "ey", + "ton", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "min", + "ts", + "ces", + "equ", + "years", + "be" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "haute", + "uq", + "conflicted", + "ner", + "son", + "qual", + "assert", + "purposes", + "rence", + "umeric", + "LI", + "kepada", + "perk", + "ocs", + "enburg", + "malloc", + "lery", + "aquele" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "w", + "ed", + "con", + "iv", + "j", + "one", + "ound", + "want", + "ween", + "med", + "som", + "mark", + "fin", + "vol", + "RO", + "oot", + "pha", + "thing", + "mag", + "ump", + "vi", + "fore", + "ably", + "ograph", + "kan", + "pract", + "yang", + "epend", + "ambda", + "That" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "s", + "or", + "al", + "le", + "m", + "ou", + "ing", + "ic", + "ion", + "el", + "l", + "st", + "im", + "g", + "u", + "se", + "ation", + "if", + "th", + "us", + "ht", + "ers", + "and", + "ere", + "com", + "pe", + "ain", + "j", + "pl" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "A", + "B", + "C", + "D", + "E", + "F", + "G", + "H", + "I", + "J", + "K", + "L", + "M", + "N", + "O", + "P", + "Q", + "R", + "S", + "T", + "U", + "V" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ly", + "ere", + "com", + "end", + "ill", + "ex", + "art", + "this", + "iz", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire", + "ge" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res", + "ort" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "photograph", + "perfectly", + "lid", + "they", + "novembre", + "eat", + "begitu", + "liaison", + "sehen", + "evol", + "sof", + "bringen", + "wunder", + "n", + "equip" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "aal", + "eat", + "s", + "equip", + "depart", + "photograph", + "perfectly", + "slash", + "organization", + "technically", + "grandfather", + "ein", + "aat", + "youtu", + "imitation", + "EG", + "liaison", + "tentative", + "rei", + "sof", + "devenu" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "fielder", + "substantial", + "Tog", + "e", + "Verenigde", + "ET", + "slash", + "organization", + "imitation", + "demise", + "tentative", + "tog", + "ameri", + "et", + "equip", + "aal", + "resmi", + "cellar" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "ET", + "Tog", + "damn", + "kowy", + "demise", + "readily", + "et", + "slight", + "ributor", + "pochi", + "cellar", + "cooking", + "Auf", + "immense", + "Tapat", + "fielder", + "bunun", + "declining", + "tentative", + "Verenigde", + "Iy", + "asesin", + "appro", + "er" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "immense", + "Tog", + "kowy", + "demise", + "cellar", + "slight", + "damn", + "asesin", + "ed", + "tentative", + "ET", + "bunun", + "fielder", + "et", + "tremendous", + "decid", + "ributor", + "anteced", + "ampio", + "scathing", + "substantial" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "substantial", + "et", + "vergang", + "esas", + "phenylsulfanyl", + "dismal", + "stanno", + "tersebut", + "ed", + "immense", + "gigantic", + "destes", + "marred", + "demise", + "ujar", + "diese", + "Ik", + "staggering", + "phenoxymethyl", + "stai" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "reminiscent", + "of", + "but", + "These", + "exceedingly", + "astonishing", + "l", + "devoid", + "was", + "S", + "peculiar", + "t", + "which", + "C" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "reminiscent", + "resulted", + "characterized", + "exceedingly", + "coupled", + "cohesive", + "strikingly", + "described", + "suggesting", + "resulting", + "mechanisms", + "seemingly", + "markedly", + "resembling", + "interwoven", + "accentuated", + "devoid", + "seeming", + "resembled", + "which", + "unequivocally", + "unequivocal", + "likened", + "abrupt", + "characteristic" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "reminiscent", + "interconnected", + "seemingly", + "described", + "coupled", + "mechanisms", + "characterized", + "cohesive", + "interwoven", + "coordinated", + "intricately", + "expansive", + "characteristic", + "structured", + "emphasized", + "accentuated", + "characteristics", + "monolithic", + "complex", + "intertwined", + "arched", + "protrusions", + "architecture", + "intricate", + "multifaceted", + "orchestrated", + "likened", + "undulating", + "cylindrical", + "facilitated", + "distorted", + "resembling" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "numerous", + "massive", + "interconnected", + "cohesive", + "reminiscent", + "intricately", + "extensive", + "widespread", + "coupled", + "seemingly", + "various", + "coordinated", + "undulating", + "prominent", + "enormous", + "highly", + "structured", + "distinct", + "distinctive", + "unprecedented", + "elaborate", + "intricate", + "vastly", + "elongated", + "observed", + "structures", + "collective", + "striking", + "deeply", + "polished", + "strikingly", + "jagged" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "interconnected", + "interconnect", + "numerous", + "massive", + "reminiscent", + "widespread", + "structure", + "multiple", + "distinct", + "extensive", + "coupled", + "formation", + "distinctive", + "interwoven", + "complex", + "coordinated", + "elongated", + "elaborate", + "intricate", + "cohesive", + "structures", + "structured", + "multifaceted", + "characteristic", + "interlocking", + "connected", + "each", + "various", + "forming", + "junctions", + "jagged", + "intricately" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "interconnected", + "interconnect", + "macroscopic", + "connectivity", + "massive", + "extensive", + "connecting", + "large", + "broad", + "interlocking", + "structure", + "connected", + "reminiscent", + "planar", + "numerous", + "flattened", + "riddled", + "forming", + "multiple", + "formation", + "aligned", + "expansive", + "faceted", + "widespread", + "within", + "complex", + "continuous", + "structures", + "cohesive", + "junctions", + "formed", + "elongated" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "interconnected", + "macroscopic", + "interconnect", + "Within", + "planar", + "broad", + "interlocking", + "massive", + "large", + "elongated", + "connectivity", + "faceted", + "Broad", + "binnen", + "coalescence", + "expansive", + "monolithic", + "formation", + "macro", + "Large", + "flattened", + "joined", + "morphology", + "Connectivity", + "Each", + "contiguous" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "interconnected", + "connected", + "Connected", + "connected", + "planar", + "interconnect", + "connectedness", + "connecting", + "faceted", + "connectivity", + "planar", + "facet", + "Connected", + "facets", + "connectivity", + "disconnecting", + "Within", + "macroscopic", + "Connecting", + "interlocking", + "plane", + "connects", + "large", + "innerhalb", + "planes", + "conectar", + "Connectivity", + "CONNECTED", + "disconnect" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "broad", + "broad", + "Broad", + "Broad", + "connected", + "connecting", + "broadly", + "planar", + "wide", + "Connected", + "interconnected", + "interconnect", + "connected", + "broadband", + "Connecting", + "large", + "broader", + "connects", + "Connected", + "connectivity", + "Connecting", + "BROAD", + "connections", + "planar", + "connection", + "connectivity", + "Connections" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "broad", + "broad", + "Broad", + "Broad", + "broadly", + "wide", + "broadband", + "broader", + "planar", + "broadest", + "BROAD", + "broadened", + "amplio", + "broadening", + "interconnected", + "broaden", + "BRO", + "Broadband", + "connected", + "connecting", + "Wide" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "broad", + "Broad", + "broad", + "Broad", + "broadly", + "as", + "and", + "wide", + "BRO", + "er", + "BROAD", + "Connected", + "facets", + "plan", + "Broadway", + "on", + "Bro", + "bro", + "CONTIN", + "planar" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "Plan", + "plan", + "However", + "Phase", + "broad", + "Broad", + "com", + "br", + "wide", + "plan", + "Plan", + "In", + "These", + "broad", + "large", + "planar", + "py", + "Note", + "hard", + "The", + "find", + "user", + "planar", + "the", + "I", + "This", + "pdf", + "ples", + "wide", + "phase", + "in" + ] + } + ], + "logit_surprising": [ + { + "concept": "damn", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "severely", + "score": 7.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "interconnected", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 6.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "readily", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "its", + "output_checked": true + }, + { + "concept": "been", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "slight", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "focused", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "and", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "unexpectedly", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "own", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "its", + "output_checked": true + }, + { + "concept": "considerably", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "transition", + "output_checked": true + }, + { + "concept": "interspersed", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "numerous", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "by", + "output_checked": true + }, + { + "concept": "interconnect", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "by", + "output_checked": true + }, + { + "concept": "grains", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "corners", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "which", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "through", + "output_checked": true + }, + { + "concept": "pochi", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "impeded", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "below", + "output_checked": true + }, + { + "concept": "crappy", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "excessively", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "sharply", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "unexpected", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "uncovering", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "devoid", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "widespread", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "the", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "below", + "output_checked": true + }, + { + "concept": "stated", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "transition", + "output_checked": true + }, + { + "concept": "failure", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "faceted", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "throughout", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "through", + "output_checked": true + }, + { + "concept": "well", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "intended", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "its", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "unpleasant", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "anew", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "impede", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "Creators", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "etre", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "exacerbated", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "below", + "output_checked": true + }, + { + "concept": "unbelievable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "these", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "nearing", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "towards", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "vehement", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "exasper", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "surprisingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "caused", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "when", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "transition", + "output_checked": true + }, + { + "concept": "resulted", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "materials", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "relatively", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "analysis", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "resembling", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "sporadically", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "connected", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-03__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-03__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-03__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-03__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cleavage-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-plasticity separation 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A thick steel section opened under modest loading after rapid cooling. The separated faces showed flat reflective planes and negligible evidence of local necking.", + "prompt_tail": "thick steel section opened under modest loading after rapid cooling. The separated faces showed flat reflective planes and negligible evidence of local necking.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cleavage-04", + "carrier_id": null, + "target_family": "cleavage", + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 9905, + "best_depth": 55.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 6446 + }, + { + "label": "cleavage", + "best_rank": 80805, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2605 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "supernatural", + "ily", + "orna", + "bou", + "Supernatural", + "Gui", + "Lorraine", + "jor", + "oji", + "Jang", + "oport", + "Noor", + "Abr", + "olong", + "plong", + "Supreme", + "Cher", + "lagoons", + "Gustaf", + "Anspr" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "oji", + "ool", + "mem", + "ily", + "ization", + "iores", + "ugas", + "aboo", + "ht", + "oms", + "lak", + "oj", + "Oregon", + "orna", + "Skinner", + "ior", + "ingles", + "otrop", + "Arora", + "Gui", + "marvelous", + "IIS", + "omitempty", + "felter" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Kham", + "Fres", + "handful", + "Birthday", + "Happen", + "RECOMM", + "Hassel", + "happen", + "ella", + "headline", + "Ejec" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Za", + "neuron", + "Printers", + "Hd", + "squre", + "Printer", + "DecodingError", + "rectMode", + "Za", + "magnesium", + "Writers", + "wC", + "innervation", + "ceo", + "rezent", + "embossing", + "slik", + "classrooms" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "normalization", + "Birthday", + "nvidia", + "NORMAL", + "fqsen", + "Christi", + "Za", + "Lobkowicz", + "pewno", + "odes", + "Venez", + "Alle", + "elleen", + "Highlight", + "Kristall", + "Xiv", + "KD", + "rental", + "MEMBER" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "atth", + "rewrite", + "pewno", + "Saldo", + "Kristall", + "NORMAL", + "Saudi", + "Chrys", + "Soda", + "Hd", + "uzz", + "Lens", + "UD", + "creativity", + "Cameras" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "pewno", + "Kristall", + "Saldo", + "Chrys", + "sampel", + "Saudi", + "Ink", + "mas", + "Hd", + "Lens", + "pencil", + "nbhd", + "Za", + "chrysanthemum", + "domin", + "Birthday", + "Webcam", + "Lazada", + "worsen", + "saa", + "rangea" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "WORTH", + "handful", + "WHIT", + "TECHNICAL", + "berth", + "registro", + "Lives", + "WHIT", + "OFFICE", + "FAF", + "COR", + "wah", + "Official", + "ForegroundColor", + "ForEach", + "haf", + "escal", + "hetero", + "Nickname", + "Instance", + "avorite", + "nutric", + "VARIABLES" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "t", + "slik", + "Hd", + "creases", + "energetic", + "genu", + "exuber", + "Hd", + "softness", + "sene", + "cephal", + "s", + "sufferings", + "moreover", + "sav", + "sellers", + "Kristall", + "singularity", + "Siva", + "vc" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "gehend", + "s", + "t", + "med", + "en", + "dir", + "ujos", + "og", + "uette", + "est", + "eness", + "uri", + "ness", + "oq", + "ures", + "desac", + "enburg", + "ebel", + "uelles", + "dac", + "ve", + "de" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "night", + "gehend", + "med", + "Moreover", + "heartedly", + "theater", + "en", + "s", + "voila", + "haja", + "selves", + "ujos", + "Furthermore", + "eness", + "uating", + "manner", + "ured", + "rog", + "schein", + "logrado", + "rad" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "certainly", + "esimerkiksi", + "certeza", + "Moreover", + "Furthermore", + "beispielsweise", + "sonsten", + "furthermore", + "Kalau", + "cetera", + "misalnya", + "dif", + "moreover", + "detriment", + "gehend", + "folds", + "digamos", + "asegurarse", + "sur", + "soften", + "etheless", + "Certainly", + "ified", + "voila", + "dass" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "certainly", + "esimerkiksi", + "sonsten", + "sur", + "digamos", + "enorm", + "folds", + "dif", + "moreover", + "furthermore", + "certeza", + "detriment", + "misalnya", + "etheless", + "exuber", + "t", + "ified", + "beispielsweise", + "cetera", + "urious", + "asegurarse", + "preponder", + "med", + "gehend", + "ve", + "Moreover" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "sheep", + "zeug", + "proverbial", + "gehend", + "med", + "perhaps", + "virt", + "uating", + "perd", + "particularmente", + "do", + "noticeable", + "conspicuous", + "Etc", + "ulnerable", + "certainly", + "night", + "cuidado", + "tyle", + "voila", + "Exceptionally", + "ff", + "dire" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sensibility", + "sheep", + "sporadic", + "assertions", + "experimentation", + "pragmatic", + "thoughtful", + "ambiguity", + "zeug", + "remarked", + "Etc", + "xr", + "sheep", + "imperative", + "suggestive", + "Immediately", + "photographic", + "indicative", + "diminished", + "hypothetical" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sporadic", + "sensibility", + "remarked", + "teh", + "fortitude", + "psicologia", + "intensive", + "rediscovered", + "technically", + "Etc", + "GTEST", + "expediency", + "assertions", + "shaved", + "reconciled", + "metaphysical", + "XK" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "gejala", + "entirely", + "thoughtful", + "psicologia", + "GTEST", + "intensive", + "krypt", + "atrocious", + "PSY", + "cryptic", + "smoothed", + "shaved", + "PLOAD" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "absence", + "ausencia", + "lack", + "attempted", + "avoided", + "absence", + "esche", + "shortage", + "disdain", + "refrained", + "devoid", + "remarked", + "Absence", + "distaste", + "GTEST", + "Aucun", + "anecdote", + "mancanza", + "circumvent", + "infractions", + "avoidance", + "reluctance", + "absences", + "undesired" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "absence", + "absence", + "ausencia", + "inexist", + "no", + "lack", + "aucun", + "keine", + "casi", + "Absence", + "kein", + "lack", + "nedostat", + "nenhum", + "nenhuma", + "nessuna", + "none", + "aucune" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "absence", + "absence", + "ausencia", + "lack", + "absent", + "Absence", + "casi", + "nedostat", + "inexist", + "falta", + "Absent", + "quase", + "absences", + "Absent", + "lacking", + "lacked", + "Lack", + "lack", + "almost", + "negligible", + "lacks" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "absence", + "ausencia", + "absent", + "absence", + "Absence", + "Absent", + "Absent", + "lack", + "inexist", + "without", + "absences", + "nedostat", + "dearth", + "olmad", + "uten" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "absence", + "absence", + "ausencia", + "Absence", + "absent", + "Absent", + "Absent", + "lack", + "nedostat", + "inexist", + "without", + "falta", + "absences", + "dearth", + "lack", + "absen", + "Without" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "absence", + "absence", + "negl", + "Absence", + "ausencia", + "absent", + "negligible", + "neglig", + "lack", + "Absent", + "inexist", + "almost", + "without", + "casi", + "Neg", + "ohne", + "Neg", + "absences", + "Absent", + "no", + "quase" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "absence", + "local", + "local", + "absent", + "absence", + "Local", + "ausencia", + "Absence", + "getLocal", + "negl", + "neglig", + "Local", + "Absent", + "lack", + "LOCAL", + "neck", + "ne", + "lokale", + "ohne", + "negligible", + "lack", + "Neg", + "Abs", + "no" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "neck", + "negl", + "NEC", + "neck", + "Neg", + "neglig", + "Neg", + "Neck", + "Neck", + "NEC", + "necks", + "negligent", + "ne", + "NE", + "ne", + "negligible", + "nej", + "neg", + "nek", + "negligence", + "Ne" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "absence", + "local", + "neck", + "lack", + "other", + "Neck", + "no", + "evidence", + "a", + "No", + "cc", + "example", + "experience", + "resistance", + "ck", + "user", + "results", + "thought", + "neck", + "study", + "I", + "stable", + "ne", + "instance", + "fact", + "clear", + "significant", + "improvement", + "necks", + "all", + "standard" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 4040, + 1475, + 214176, + 175882, + 239497, + 254647, + 247248, + 183896, + 183618, + 73818, + 35096, + 29322, + 33621, + 10133, + 9906, + 17456, + 17769, + 44158, + 199307, + 147161, + 142924, + 75244, + 50645, + 87237, + 109158, + 979 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 218923, + 245219, + 203086, + 43222, + 129255, + 35385, + 32743, + 218645, + 8006, + 58980, + 236354, + 176455, + 150767, + 244738, + 255065, + 244902, + 229258, + 122452, + 168385, + 170389, + 135614, + 146278, + 80806, + 87231, + 162633, + 3608 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 30489, + 28898, + 7540, + 56021, + 117502, + 63170, + 20915, + 6766, + 6447, + 72174, + 71839, + 30495, + 12049, + 17345 + ] + }, + { + "label": "cleavage", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 117981, + 86604, + 84072, + 134618, + 166341, + 84965, + 22460, + 19229, + 4387, + 2606, + 15334, + 12799, + 4359, + 16555 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "absence", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "preponder", + "score": 5.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "crack", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Miche", + "score": 4.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "soften", + "score": 3.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "The", + "output_checked": true + }, + { + "concept": "loads", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 3.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "Etc", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "softened", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "breakage", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "undesired", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "are", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "muestra", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "reflection", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "reflective", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "certainly", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "aforementioned", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "evidence", + "output_checked": true + }, + { + "concept": "depois", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "after", + "output_checked": true + }, + { + "concept": "psicologia", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "SAFETY", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "neck", + "output_checked": true + }, + { + "concept": "masala", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "modest", + "output_checked": true + }, + { + "concept": "erect", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "dichas", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "pry", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "appreciable", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "modest", + "output_checked": true + }, + { + "concept": "sbagli", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Tested", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "orifices", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "fatigued", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "cracked", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "The", + "output_checked": true + }, + { + "concept": "thermal", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "stresses", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "cuales", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "The", + "output_checked": true + }, + { + "concept": "litoral", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "vnd", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "determinadas", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "sensibility", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ampere", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "under", + "output_checked": true + }, + { + "concept": "gently", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "Exceptionally", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "whats", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "slotted", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "SqlCommand", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "vitt", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "neck", + "output_checked": true + }, + { + "concept": "infinitesimal", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "negligible", + "output_checked": true + }, + { + "concept": "sides", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "ress", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "neck", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "adiabatic", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "unimportant", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "negligible", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "advers", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "OEM", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "manner", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "Oto", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "atrocious", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "RCC", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "section", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "implique", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "Anzahl", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "negligible", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "et", + "ve", + "se", + "th", + "wh", + "ers", + "res", + "and", + "row", + "gh", + "ar", + "ne", + "mathrm", + "ook", + "sa", + "yst", + "inter", + "left", + "text", + "set", + "any", + "anc", + "clud", + "ey", + "ton", + "tr", + "pect", + "red", + "IN" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "is", + "comp", + "ne", + "ner", + "ning", + "qual", + "sav", + "ju", + "purposes", + "rence", + "ows", + "umeric", + "stems", + "sst", + "perk", + "haute", + "flows", + "enburg", + "malloc", + "esco", + "aquele" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "y", + "con", + "iv", + "j", + "math", + "ib", + "ge", + "one", + "ound", + "itt", + "ON", + "red", + "ict", + "pol", + "raph", + "med", + "tem", + "ke", + "ij", + "som", + "arn", + "mark", + "fin", + "consider", + "vol", + "duct", + "ivid" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "al", + "ou", + "el", + "l", + "re", + "im", + "ation", + "be", + "st", + "ir", + "if", + "est", + "wh", + "se", + "ain", + "ore", + "su", + "j", + "ch", + "by", + "ies", + "our", + "ust", + "int", + "un", + "ich", + "ff", + "orm", + "able" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "de", + "ch", + "qu", + "ity", + "The", + "age", + "ha", + "port", + "im", + "ad", + "us", + "which", + "app", + "ar", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ag", + "ize", + "we", + "est", + "wo", + "who", + "rib" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "en", + "at", + "an", + "it", + "is", + "ion", + "as", + "ent", + "ol", + "ig", + "ur", + "ay", + "ir", + "ly", + "un", + "ere", + "com", + "end", + "ill", + "ath", + "ex", + "art", + "iz", + "ue", + "ud", + "ies", + "ive", + "all", + "ard", + "ik" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "set", + "to", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "n", + "s", + "ers", + "bringen", + "sina", + "photograph", + "perfectly", + "lid", + "they", + "eat", + "begitu", + "liaison", + "sehen", + "evol", + "sof", + "eux", + "gambar", + "heer", + "Ils", + "Publicity", + "ihan", + "tio" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "equip", + "depart", + "imitation", + "evol", + "sof", + "gambar", + "bringen", + "Publicity", + "perfectly", + "aat", + "youtu", + "EG", + "tentative", + "offic", + "devenu", + "mellow" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "substantial", + "fielder", + "substantially", + "ameri", + "ecek", + "litigation", + "aat", + "resmi", + "tog", + "reliance", + "Tog", + "Publicity", + "e", + "et", + "imitation", + "tanti", + "Iy", + "Considerable", + "equip", + "considerable", + "setting", + "diffuse", + "uating" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "tog", + "ameri", + "et", + "pochi", + "Tog", + "errori", + "kowy", + "ET", + "damn", + "demise", + "substantial", + "cJ", + "behest", + "litigation", + "cooking", + "er", + "dupatta", + "appro", + "Verenigde", + "elated", + "l", + "com", + "elicited", + "slight", + "accepted", + "aal" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "readily", + "Tog", + "demise", + "severity", + "damn", + "Considerable", + "substantial", + "bunun", + "litigation", + "slight", + "avrebbe", + "pochi", + "dupatta", + "acciaio", + "immense", + "kowy", + "ed", + "impending", + "et", + "accepted", + "severely", + "aal", + "accepted", + "cJ" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "substantially", + "markedly", + "considerably", + "alcun", + "of", + "severely", + "caution", + "Iy", + "elated", + "ed", + "et", + "suggesting", + "appreciably", + "ameri", + "substantial", + "attributable", + "complying", + "thereof", + "severity", + "slight", + "ailleurs", + "appreciable", + "explained", + "stai" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "attributable", + "because", + "despite", + "suggesting", + "similar", + "but", + "expected", + "because", + "associated", + "indicating", + "markedly", + "devoid", + "similar", + "of", + "l", + "associated", + "explained", + "ed", + "imparted", + "resulted", + "perceptible", + "et", + "described", + "s", + "elated", + "discernible" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "devoid", + "markedly", + "suggesting", + "negligible", + "implying", + "irrespective", + "reminiscent", + "unaffected", + "similar", + "predefined", + "resembled", + "severely", + "mechanisms", + "monolithic", + "described", + "completely", + "sufficient", + "achieved", + "resembling", + "resulted", + "indicating", + "attributable", + "discernible", + "expected", + "observed", + "unequiv", + "comparable", + "noticeable" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "hardly", + "negligible", + "devoid", + "refrained", + "neither", + "absence", + "avoided", + "seldom", + "scarcely", + "rarely", + "remarkably", + "markedly", + "excessively", + "perplexed", + "suggesting", + "reluctance", + "lack", + "insignificant", + "minimized", + "prevented", + "severely", + "noticeable", + "unaffected", + "discernible", + "without", + "observed", + "relatively", + "minimal", + "lacking", + "noticeably" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "neither", + "absence", + "hardly", + "negligible", + "lack", + "remarkably", + "devoid", + "rarely", + "noticeable", + "no", + "observed", + "seldom", + "conspicuous", + "noticeably", + "minimal", + "lacking", + "exceptional", + "pronounced", + "never", + "remarkable", + "virtually", + "excessively", + "strikingly", + "relatively", + "without", + "barely", + "documented", + "severely", + "localized", + "discernible", + "widespread", + "markedly" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "absence", + "lack", + "no", + "hardly", + "without", + "negligible", + "rarely", + "devoid", + "keine", + "lacking", + "lacks", + "noticeable", + "absence", + "neither", + "barely", + "virtually", + "tidak", + "localized", + "lacked", + "almost", + "seldom", + "absent", + "noticeably", + "relatively", + "minimal" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "absence", + "lack", + "absence", + "hardly", + "Absence", + "negligible", + "absent", + "Lack", + "ausencia", + "no", + "lacks", + "lacking", + "without", + "almost", + "lacked", + "lack", + "Absent", + "Lack", + "rarely", + "Hardly", + "keine", + "Without" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "absence", + "absence", + "Absence", + "ausencia", + "lack", + "absent", + "Without", + "lacks", + "Absent", + "negligible", + "Absent", + "keiner", + "keine", + "Lack", + "tanpa", + "lacked", + "Lack", + "lack", + "absen" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "absence", + "absence", + "Absence", + "ausencia", + "lack", + "absent", + "Absent", + "absences", + "Without", + "tanpa", + "absen", + "Absent", + "ohne", + "Lack", + "without", + "negligible", + "lack", + "lacks", + "Lack", + "keine", + "mancanza", + "devoid" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "absence", + "absence", + "Absence", + "local", + "negligible", + "ausencia", + "lack", + "absent", + "without", + "negl", + "Neg", + "Without", + "local", + "Abs", + "lack", + "almost", + "Absent", + "ohne", + "neck", + "Neg", + "Local", + "tanpa", + "lokal", + "Absent" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "local", + "absence", + "lokal", + "absence", + "ausencia", + "negligible", + "Absence", + "local", + "Neg", + "neck", + "Local", + "Without", + "LOCAL", + "negl", + "Local", + "localized", + "tanpa", + "getLocal", + "absent", + "Neck", + "lokale", + "localised" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "neck", + "negl", + "neck", + "neglig", + "Neck", + "Neg", + "Neg", + "Neck", + "necks", + "NEC", + "Ne", + "without", + "necks", + "local", + "neg", + "without", + "absence", + "negligence", + "negligible", + "NEC", + "absence", + "as", + "neg", + "nej", + "Nec", + "getLocal" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "absence", + "local", + "neck", + "lack", + "other", + "Neck", + "no", + "evidence", + "a", + "No", + "cc", + "example", + "experience", + "resistance", + "ck", + "user", + "results", + "thought", + "neck", + "study", + "I", + "stable", + "ne", + "instance", + "fact", + "clear", + "significant", + "improvement", + "necks", + "all", + "standard" + ] + } + ], + "logit_surprising": [ + { + "concept": "been", + "score": 11.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "reflective", + "output_checked": true + }, + { + "concept": "readily", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "negligible", + "output_checked": true + }, + { + "concept": "damn", + "score": 7.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "localized", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "local", + "output_checked": true + }, + { + "concept": "these", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "absence", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "considerably", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "under", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "subjected", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "separation", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "crack", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "thermal", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "incurring", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "slight", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "severely", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "local", + "output_checked": true + }, + { + "concept": "impending", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "substantially", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "geometrical", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "section", + "output_checked": true + }, + { + "concept": "caused", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "excessively", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "local", + "output_checked": true + }, + { + "concept": "noticeable", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "reflective", + "output_checked": true + }, + { + "concept": "hardly", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "negligible", + "output_checked": true + }, + { + "concept": "noticeably", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "design", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "section", + "output_checked": true + }, + { + "concept": "portions", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "sudden", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "profiles", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "section", + "output_checked": true + }, + { + "concept": "loads", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "few", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "after", + "output_checked": true + }, + { + "concept": "cracking", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "of", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "section", + "output_checked": true + }, + { + "concept": "annen", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "reflective", + "output_checked": true + }, + { + "concept": "errori", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "local", + "output_checked": true + }, + { + "concept": "notoriety", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "under", + "output_checked": true + }, + { + "concept": "hurled", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "imparted", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "whitish", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "reflective", + "output_checked": true + }, + { + "concept": "prolonged", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "neck", + "output_checked": true + }, + { + "concept": "resulted", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "markedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "when", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "neck", + "output_checked": true + }, + { + "concept": "devoid", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "withstand", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "characteristics", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "section", + "output_checked": true + }, + { + "concept": "enhance", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "under", + "output_checked": true + }, + { + "concept": "relatively", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "unexpectedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "portion", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "reverted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "surprisingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "glistening", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "reflective", + "output_checked": true + }, + { + "concept": "ample", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "modest", + "output_checked": true + }, + { + "concept": "provide", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "minimal", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "negligible", + "output_checked": true + }, + { + "concept": "neither", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-04__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-04__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-04__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-04__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cleavage-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-plasticity separation 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A notched iron alloy snapped during a cold bend test before appreciable permanent curvature developed. River-like markings on the facets converged toward the initiation site.", + "prompt_tail": " alloy snapped during a cold bend test before appreciable permanent curvature developed. River-like markings on the facets converged toward the initiation site.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cleavage-05", + "carrier_id": null, + "target_family": "cleavage", + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 7287, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 3638 + }, + { + "label": "cleavage", + "best_rank": 2612, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 1157 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "supernatural", + "ily", + "bou", + "orna", + "Jang", + "Supernatural", + "jor", + "oport", + "Gui", + "Lorraine", + "Noor", + "Abr", + "oji", + "Supreme", + "plong", + "felter", + "aboo", + "lagoons", + "Supreme", + "olong" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ily", + "mem", + "luch", + "Abr", + "aboo", + "gh", + "felter", + "ht", + "zym", + "Gui", + "oji", + "lak", + "mathbb", + "ORN", + "GSM", + "GSM", + "ancher", + "ool", + "iores", + "cim", + "Arora", + "tray", + "osz" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Fres", + "hse", + "Kham", + "ocked", + "lias", + "RECOMM", + "nikk", + "JSONObject", + "WHAT", + "Ejec", + "UNICEF", + "Happen", + "iquer", + "normalization" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Za", + "Hd", + "pewno", + "XXV", + "nascita", + "embossing", + "breath", + "Writers", + "recorder", + "haman", + "Indeed", + "Lobkovic" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "ligation", + "ligt", + "Glover", + "lessness", + "Christi", + "ters", + "unts", + "Georg", + "ripe", + "ophthal", + "homeopathic", + "orial", + "URING", + "Berkeley", + "Context", + "Genesis", + "Coke", + "Bokeh", + "eless", + "GAL", + "Curie" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "rewrite", + "Birthday", + "nvidia", + "NORMAL", + "pewno", + "chrysanthemum", + "Chrys", + "zeichnis", + "nextNode", + "pencil", + "normalization", + "CREDIT", + "Lambda", + "nus", + "naman", + "FILL" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "pewno", + "Saldo", + "Kristall", + "Chrys", + "Birthday", + "Saudi", + "sampel", + "mas", + "Ink", + "Hd", + "chrysanthemum", + "Lens", + "rangea", + "saa", + "Webcam", + "XXV", + "pencil", + "Za", + "worsen", + "Lazada", + "domin", + "nvidia" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "WORTH", + "haya", + "Lives", + "WHIT", + "TECHNICAL", + "handful", + "berth", + "genesis", + "Birthday", + "Nickname", + "WHIT", + "FAF", + "COR", + "registro", + "nutric", + "hetero", + "haf", + "Official", + "OFFICE", + "anel", + "VARIABLES", + "ForegroundColor", + "reib", + "avorite" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "t", + "creases", + "slik", + "impediments", + "energetic", + "Hil", + "sav", + "Hd", + "supuesto", + "sene", + "s", + "saran", + "decon", + "sufferings", + "impediment", + "panorama", + "singularities", + "cephal", + "softness" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "uelles", + "med", + "dir", + "og", + "ebel", + "ve", + "rutt", + "as", + "ujos", + "creases", + "nantinya", + "s", + "sav", + "enorm", + "pertin", + "uette", + "impediments", + "gehend", + "domin", + "sur", + "enburg" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "theater", + "lepas", + "rologic", + "night", + "uette", + "ujos", + "eness", + "rog", + "shore", + "dirigeants", + "ures", + "selves", + "urious", + "udades", + "uating", + "gehend", + "dir", + "uri" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "esimerkiksi", + "urious", + "beispielsweise", + "certeza", + "certainly", + "digamos", + "cetera", + "folds", + "Kalau", + "examples", + "voila", + "sur", + "moreover", + "misalnya", + "naturelles", + "uette", + "furthermore", + "uri", + "lepas", + "s", + "dif", + "Moreover" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "s", + "esimerkiksi", + "urious", + "certainly", + "digamos", + "sur", + "beispielsweise", + "folds", + "examples", + "certeza", + "cetera", + "preponder", + "misalnya", + "moreover", + "enorm", + "creases", + "particular", + "ve", + "uri", + "scapes", + "Kalau" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "urably", + "virt", + "theater", + "urious", + "uating", + "particularmente", + "particular", + "uri", + "lepas", + "conspicuous", + "roir", + "s", + "amos", + "uli", + "digamos", + "vehement", + "voila", + "night", + "perhaps", + "verd", + "uette", + "perhaps", + "instances" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "med", + "vehement", + "urious", + "theater", + "sensibility", + "urably", + "ed", + "virt", + "sheep", + "insistent", + "icule", + "metamorph", + "Veamos", + "delineation", + "ium", + "instances", + "scape", + "credo", + "conspicuous", + "perhaps", + "conspicuously", + "imperatives" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sporadic", + "visuals", + "nnnn", + "remarked", + "scape", + "evin", + "metamorph", + "vehement", + "urably", + "opus", + "ODM", + "VisualStudio", + "virtue", + "icorn", + "sensibility", + "fortitude", + "sistemi", + "poetic", + "instances", + "suggestive" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "ornamental", + "thoughtful", + "NonNull", + "ographic", + "leyici", + "gejala", + "cryptic", + "additive", + "psychic", + "oteric", + "cytologic", + "STYLE", + "arcane", + "OGRAPHIC", + "DataSource", + "wandering", + "suggestive", + "geospatial", + "typescript", + "slalom", + "adjacent" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "visualized", + "naissance", + "aneous", + "gaze", + "cedence", + "reminiscent", + "predominant", + "bloodstream", + "sculpted", + "discernible", + "circumferential", + "printStackTrace", + "continuidad", + "emanating", + "ritus", + "contoured", + "sociocultural", + "hairline", + "jellem", + "remarked", + "snowboard", + "iliency", + "hallmarks", + "enunci", + "demarc", + "amassed" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "eman", + "ri", + "sled", + "serpentine", + "jellem", + "discernible", + "These", + "trace", + "canalicul", + "emanating", + "uri", + "linien", + "determinante", + "on", + "striated", + "in", + "iota", + "conscient", + "no", + "particular", + "hors", + "iliency", + "Gestaltung", + "r", + "currentLocation", + "These", + "Linear" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "ridges", + "criss", + "Convergence", + "Convergence", + "Continuum", + "linien", + "eman", + "concentric", + "chevron", + "conver", + "lastIndexOf", + "converge", + "discontinuities", + "circumferential", + "chevron", + "corral", + "wrinkles", + "corriente", + "canalicul", + "euler", + "Contour", + "einander", + "Drawable", + "Ripple", + "converging", + "ripples", + "pyridin", + "convergence" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "conver", + "converge", + "Convergence", + "Convergence", + "converging", + "Conver", + "convergent", + "convergence", + "convergence", + "converg", + "Conver", + "converged", + "concentric", + "flow", + "converges", + "ridges", + "chevron", + "Lines", + "conver", + "Flow", + "corral", + "Flow", + "wrinkles", + "flow", + "eman", + "writeInt", + "oval", + "Concent", + "Lines", + "ridge" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "conver", + "Lines", + "converge", + "wrinkles", + "convergent", + "converging", + "lines", + "concentric", + "lines", + "Convergence", + "Convergence", + "Lines", + "ridges", + "Conver", + "convergence", + "linien", + "convergence", + "converged", + "chevron", + "wrinkle", + "ripples", + "Conver", + "converg", + "fluence", + "converges", + "Concent", + "Streams", + "centric", + "ridges", + "readlines" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "river", + "river", + "River", + "rivers", + "River", + "rivers", + "Rivers", + "dendritic", + "conver", + "Fluss", + "riverside", + "convergent", + "tree", + "RIVER", + "fiume", + "Rivers", + "radi", + "Streams", + "fluvial", + "stream", + "sungai", + "Streams", + "alluvial", + "Stream", + "converge" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "river", + "river", + "River", + "dendritic", + "River", + "stress", + "Fluss", + "radi", + "conver", + "fluvial", + "chevron", + "tree", + "rivers", + "rivers", + "stream", + "alluvial", + "stress", + "Stream", + "Stress", + "Rivers", + "convergent", + "fiume", + "flow", + "Streams", + "Strah", + "Flow", + "sungai" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "river", + "River", + "river", + "River", + "conver", + "Fluss", + "rivers", + "fiume", + "Conver", + "riv", + "chevron", + "sungai", + "fluvial", + "Convergence", + "Rivers", + "stress", + "on", + "rivers", + "Stress", + "Rivers", + "to", + "radial", + "path", + "radial" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "River", + "river", + "In", + "py", + "However", + "I", + "concentric", + "They", + "radial", + "To", + "These", + "Both", + "For", + "Your", + "propaganda", + "You", + "river", + "tree", + "My", + "Here", + "Rivers", + "dend", + "From", + "Pressure", + "The", + "If", + "fission", + "Concern", + "com", + "There", + "No", + "Note" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 3807, + 1614, + 191583, + 219441, + 123697, + 255918, + 249463, + 190159, + 174664, + 112371, + 47387, + 31475, + 37012, + 13017, + 9733, + 12188, + 8133, + 49716, + 187628, + 55360, + 24774, + 14235, + 7288, + 7787, + 12860, + 6737 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 220329, + 250639, + 204843, + 83305, + 179695, + 68815, + 33873, + 215084, + 5362, + 18498, + 153546, + 123069, + 106894, + 218633, + 222662, + 245168, + 227139, + 55289, + 48686, + 88482, + 77484, + 40956, + 2613, + 5560, + 21103, + 6141 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 21342, + 17751, + 7842, + 36529, + 6022, + 23794, + 19459, + 10392, + 13791, + 51692, + 39628, + 43433, + 8699, + 3639 + ] + }, + { + "label": "cleavage", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 120317, + 79821, + 93880, + 95913, + 137908, + 148735, + 38026, + 18088, + 3858, + 7866, + 39628, + 17928, + 2297, + 1158 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "deformation", + "score": 5.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "multitudes", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "converged", + "output_checked": true + }, + { + "concept": "unsound", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "appreciable", + "output_checked": true + }, + { + "concept": "pvc", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Danger", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "site", + "output_checked": true + }, + { + "concept": "convergence", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "gently", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "Ironman", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "Hazard", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "tedious", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "listOf", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "PVC", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "curvature", + "output_checked": true + }, + { + "concept": "evolve", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "alloys", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "Winter", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "Fracture", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "digamos", + "score": 2.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "on", + "output_checked": true + }, + { + "concept": "Ancient", + "score": 2.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "morphed", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "snapped", + "output_checked": true + }, + { + "concept": "memoranda", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "Southwest", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "during", + "output_checked": true + }, + { + "concept": "IGHT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "MainWindow", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "Berikut", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Err", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "MainForm", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "converged", + "output_checked": true + }, + { + "concept": "ornamental", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "BasicDBObject", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "curvature", + "output_checked": true + }, + { + "concept": "Colombeau", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "engender", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "fede", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "iron", + "output_checked": true + }, + { + "concept": "emin", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "irrevers", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "dulce", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "ITest", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "Tempest", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "site", + "output_checked": true + }, + { + "concept": "development", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "wint", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "noticeable", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Plastic", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "flow", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "like", + "output_checked": true + }, + { + "concept": "point", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sediment", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "River", + "output_checked": true + }, + { + "concept": "preponder", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "like", + "output_checked": true + }, + { + "concept": "customs", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "River", + "output_checked": true + }, + { + "concept": "Eber", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "on", + "output_checked": true + }, + { + "concept": "testers", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "mucosa", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "dilihat", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "visualized", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "revers", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "iron", + "output_checked": true + }, + { + "concept": "sid", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "Muster", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "converged", + "output_checked": true + }, + { + "concept": "ODM", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "dure", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "termini", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "crack", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Klassen", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "developed", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "et", + "se", + "th", + "row", + "gh", + "ne", + "yst", + "inter", + "pr", + "anc", + "ey", + "sh", + "pect", + "red", + "IN", + "ray", + "ative", + "ser", + "fl", + "ces", + "rol", + "equ", + "be", + "son", + "ized", + "span", + "na", + "ters", + "roll" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "assert", + "rence", + "comple", + "flows", + "aquele", + "uq", + "pitted", + "conflicted", + "es", + "is", + "ot", + "ju", + "Which", + "stems", + "perk", + "haute" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "j", + "one", + "tem", + "som", + "mark", + "vol", + "To", + "RO", + "There", + "thing", + "vi", + "pract", + "yang", + "ware", + "ambda", + "mit", + "Med", + "utions", + "needs", + "suggest", + "There", + "quick", + "sn", + "ja", + "described", + "oring", + "rele", + "ignment", + "nie" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "or", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "l", + "st", + "im", + "g", + "u", + "se", + "be", + "if", + "th", + "us", + "ht", + "and", + "ere", + "com", + "pe", + "or", + "he", + "j", + "le", + "pl", + "ch", + "ame" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ic", + "ve", + "ch", + "The", + "pl", + "ha", + "ad", + "which", + "app", + "xt", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "ays", + "est", + "wo", + "who", + "es", + "pos", + "what", + "This", + "ym", + "sh" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ay", + "ir", + "ver", + "ere", + "com", + "end", + "ill", + "ex", + "art", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ge", + "ph", + "ong", + "one", + "rm" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "ith", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ice", + "comp", + "ord", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel", + "tern", + "mo" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "s", + "ers", + "eat", + "n", + "met", + "equip", + "photograph", + "lid", + "they", + "selection", + "multitude", + "begitu", + "liaison", + "evol", + "sof", + "offic", + "gambar", + "sina", + "e", + "ich", + "ature" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "e", + "s", + "rel", + "equip", + "aat", + "youtu", + "eat", + "imitation", + "EG", + "veterinarian", + "mellow", + "ers", + "depart", + "photograph", + "setcounter", + "refuge", + "aal", + "evol", + "tentative", + "offic" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "substantial", + "fielder", + "et", + "readily", + "substantially", + "Tog", + "e", + "equip", + "behalf", + "imitation", + "bunun", + "rique", + "path", + "slash", + "exc", + "resmi", + "offic", + "biographical", + "destra", + "Verenigde", + "Iy", + "ameri", + "ecek" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "fielder", + "readily", + "tog", + "Tog", + "bunun", + "kowy", + "er", + "ET", + "et", + "substantial", + "ributor", + "ameri", + "ed", + "path", + "damn", + "attacker", + "pochi", + "demise", + "shaped", + "equip", + "immense", + "ew", + "erman", + "tanti" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "bunun", + "tog", + "Tog", + "fielder", + "immense", + "kowy", + "ed", + "shaped", + "attacker", + "demise", + "er", + "ewel", + "ributor", + "cellar", + "acciaio", + "path", + "ET", + "damn", + "tentative" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "bunun", + "ed", + "shaped", + "fielder", + "phenylsulfanyl", + "dieser", + "tentative", + "Deprecated", + "indicating", + "Couldn", + "also", + "et", + "explained", + "notifying", + "phenoxymethyl", + "Diageo" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "also", + "of", + "bunun", + "of", + "also", + "reminiscent", + "but", + "desses", + "ed", + "indicating", + "indicating", + "shaped", + "isso", + "These", + "similar", + "destes", + "decorated", + "sub" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "reminiscent", + "markedly", + "shaped", + "indicating", + "punctuated", + "shaped", + "patterned", + "arched", + "remarkably", + "cohesive", + "mechanisms", + "resulted", + "unbelievable", + "mechanism", + "exhibited", + "attributed", + "strewn", + "ornamented", + "described", + "characterized", + "resembled" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "reminiscent", + "streamlined", + "meticulous", + "interconnected", + "cohesive", + "shaped", + "aligned", + "methodical", + "resembling", + "meticulously", + "arched", + "indistinct", + "curving", + "intricately", + "patterned", + "tapered", + "intensifying", + "emphasized", + "mechanisms", + "systematic", + "distinctive", + "curved", + "converging", + "slanted", + "chevron", + "undulating", + "tightly", + "markedly", + "trending", + "intensified", + "subtly", + "radiating" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "focused", + "reminiscent", + "cohesive", + "s", + "highly", + "numerous", + "intricately", + "directed", + "prominent", + "converging", + "deeply", + "ed", + "nearly", + "aligned", + "massive", + "shaped", + "undulating", + "pointed", + "oriented", + "concentrated", + "streamlined", + "interconnected", + "heavily", + "seemingly", + "curved", + "jagged", + "curving", + "strongly", + "distinctive", + "inward", + "concentric", + "similar" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "converging", + "reminiscent", + "convergent", + "interconnected", + "highly", + "concentric", + "S", + "ing", + "direction", + "directed", + "inward", + "directional", + "nearly", + "focused", + "D", + "numerous", + "conver", + "unidirectional", + "th", + "like", + "similar", + "localized", + "symmetrical", + "streamlined", + "parallel", + "oriented", + "these", + "Stre", + "divergent", + "ed", + "Th" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "V", + "converging", + "R", + "directional", + "conver", + "and", + "direction", + "convergent", + "r", + "unidirectional", + "furrow", + "L", + "flow", + "S", + "reminiscent", + "Direction", + "streaks", + "directional", + "or", + "ch", + "D", + "like", + "l", + "P", + "pattern", + "ph", + "convergence", + "es", + "H" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "conver", + "converging", + "convergent", + "convergence", + "converge", + "convergence", + "V", + "radial", + "Convergence", + "Convergence", + "Conver", + "converges", + "converged", + "converg", + "R", + "flow", + "er", + "l", + "Conver", + "s", + "stream", + "radial", + "l", + "is", + "L", + "radially", + "org", + "ocon", + "on", + "B" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "conver", + "convergent", + "converging", + "on", + "convergence", + "s", + "l", + "lines", + "is", + "v", + "lines", + "converged", + "con", + "radial", + "converge", + "Conver", + "concentric", + "furrow", + "convergence", + "er", + "Lines", + "hier", + "V", + "parallel", + "ripples", + "wr", + "stream", + "rivulet", + "pattern", + "Lines" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "river", + "river", + "River", + "River", + "rivers", + "rivers", + "tree", + "Rivers", + "is", + "tree", + "fiume", + "fluvial", + "on", + "RIVER", + "Rivers", + "Fluss", + "st", + "V", + "convergent", + "converging", + "radial", + "v", + "Tree", + "flow" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "river", + "river", + "River", + "River", + "rivers", + "rivers", + "fluvial", + "tree", + "RIVER", + "converging", + "tree", + "radial", + "Rivers", + "convergent", + "fiume", + "Fluss", + "riv", + "dend", + "riv", + "dendritic", + "stream", + "stress" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "River", + "river", + "River", + "river", + "RIVER", + "rivers", + "fluvial", + "rivers", + "Rivers", + "fiume", + "conver", + "Rivers", + "radial", + "rad", + "radial", + "Ribe", + "fluv", + "Fluss", + "convergent", + "sungai", + "on", + "tree" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "River", + "river", + "In", + "py", + "However", + "I", + "concentric", + "They", + "radial", + "To", + "These", + "Both", + "For", + "Your", + "propaganda", + "You", + "river", + "tree", + "My", + "Here", + "Rivers", + "dend", + "From", + "Pressure", + "The", + "If", + "fission", + "Concern", + "com", + "There", + "No", + "Note" + ] + } + ], + "logit_surprising": [ + { + "concept": "been", + "score": 11.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "readily", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "surface", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "on", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 5.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "fracture", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "convergence", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "converged", + "output_checked": true + }, + { + "concept": "deformation", + "score": 5.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "resembling", + "score": 4.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "like", + "output_checked": true + }, + { + "concept": "flowing", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "like", + "output_checked": true + }, + { + "concept": "substantially", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "damn", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "slight", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "site", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "snapped", + "output_checked": true + }, + { + "concept": "definite", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "during", + "output_checked": true + }, + { + "concept": "ductile", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "additional", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "like", + "output_checked": true + }, + { + "concept": "bunun", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "autre", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "shinobi", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "bend", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "reddish", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "imparted", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "curvature", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "unwavering", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "central", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "utmost", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "brittle", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "faceted", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "initiating", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "marks", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "center", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "point", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "ameri", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "crappy", + "score": 2.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "damage", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "implication", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "convincing", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "test", + "output_checked": true + }, + { + "concept": "introdu", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "appreciable", + "output_checked": true + }, + { + "concept": "behalf", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "on", + "output_checked": true + }, + { + "concept": "notoriety", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "reconstru", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "snapped", + "output_checked": true + }, + { + "concept": "cheerio", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "during", + "output_checked": true + }, + { + "concept": "commotion", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "impending", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "bend", + "output_checked": true + }, + { + "concept": "despicable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "test", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "appreciable", + "output_checked": true + }, + { + "concept": "notifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "converged", + "output_checked": true + }, + { + "concept": "Brexit", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "snapped", + "output_checked": true + }, + { + "concept": "insulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "test", + "output_checked": true + }, + { + "concept": "but", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "fascinating", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "frictional", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "formed", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "on", + "output_checked": true + }, + { + "concept": "axially", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "concise", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "considering", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "before", + "output_checked": true + }, + { + "concept": "sensed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "appreciable", + "output_checked": true + }, + { + "concept": "heave", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "inexplicable", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-05__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-05__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-05__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-05__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Time-dependent deformation under heat 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A steam-pipe alloy elongated gradually during ten years of steady load at 600 degrees Celsius. Rounded pores appeared at triple junctions late in life.", + "prompt_tail": "A steam-pipe alloy elongated gradually during ten years of steady load at 600 degrees Celsius. Rounded pores appeared at triple junctions late in life.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-high-temperature-deformation-01", + "carrier_id": null, + "target_family": "high-temperature-deformation", + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 8291, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 130 + }, + { + "label": "diffusion", + "best_rank": 938, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 3135 + }, + { + "label": "cavity", + "best_rank": 21447, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 208 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "bou", + "supernatural", + "ily", + "Jang", + "jor", + "orna", + "Lorraine", + "Supernatural", + "Abr", + "Noor", + "plong", + "oport", + "Gui", + "Supreme", + "lagoons", + "oji", + "marinated", + "olong", + "JOR", + "Anspr", + "aboo" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ily", + "Abr", + "aboo", + "felter", + "mem", + "oji", + "Gui", + "cim", + "orna", + "luch", + "supernatural", + "tray", + "ORN", + "GSM", + "improbable", + "Baylor", + "lak", + "bou", + "Arora", + "ancher", + "argmax", + "Noor" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "WHAT", + "lias", + "hse", + "Happen", + "nvidia", + "nikk", + "UNICEF", + "Fres", + "iquer", + "Kham", + "Scores", + "Birthday", + "IGENCE", + "FULLY" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Za", + "pewno", + "Hd", + "nascita", + "XXV", + "haman", + "breath", + "Indeed", + "chrysanthemum", + "Hing", + "liberalization", + "unud", + "entertainment" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Christi", + "odes", + "normalization", + "Fir", + "mining", + "niejsze", + "nvidia", + "Context", + "bilirubin", + "Venez", + "genesis", + "Berkeley", + "iquer", + "Zagreb", + "Birthday", + "elleen", + "omial", + "NING" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Birthday", + "rewrite", + "NORMAL", + "nvidia", + "chrysanthemum", + "Chrys", + "pewno", + "Kristall", + "pencil", + "zeichnis", + "Donation", + "Sadd", + "naman" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Kristall", + "pewno", + "Saldo", + "Chrys", + "sampel", + "Ink", + "mas", + "Hd", + "Saudi", + "Birthday", + "Lens", + "worsen", + "Lazada", + "chrysanthemum", + "domin", + "Webcam", + "Za", + "saa", + "pencil", + "rangea", + "XXV" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "WORTH", + "handful", + "WHIT", + "FAF", + "registro", + "TECHNICAL", + "COR", + "WHIT", + "wah", + "OFFICE", + "berth", + "ForEach", + "Lives", + "Instance", + "Official", + "escal", + "nutric", + "hetero", + "haf", + "Nickname", + "avorite" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "t", + "ebel", + "creases", + "slik", + "impediments", + "compassion", + "energetic", + "singularities", + "sufferings", + "sene", + "supuesto", + "Hd", + "genu", + "Hil", + "rekom", + "overview", + "Hd", + "saran", + "decon", + "impediment" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "dir", + "og", + "med", + "gehend", + "to", + "oq", + "ujos", + "ve", + "uri", + "iven", + "est", + "mal", + "nit", + "uette", + "ohydro", + "ness", + "rds", + "s", + "as", + "ur", + "ser" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "night", + "med", + "theater", + "selves", + "haf", + "en", + "voila", + "oretic", + "lepas", + "uri", + "manner", + "rog", + "ujos", + "urably", + "haja", + "ured", + "schein", + "meng", + "gehend", + "ures", + "behavior", + "Moreover", + "shore", + "nad" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "voila", + "med", + "examples", + "moreover", + "s", + "dif", + "Moreover", + "Kalau", + "digamos", + "ve", + "furthermore", + "og", + "certeza", + "certainly", + "ogo", + "Furthermore", + "folds", + "t", + "ures", + "differenza", + "exemplo", + "Veamos", + "uri", + "enorm", + "sink", + "filosof" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "moreover", + "t", + "dif", + "examples", + "ve", + "voila", + "digamos", + "enorm", + "certainly", + "sur", + "celles", + "furthermore", + "og", + "folds", + "dass", + "slik", + "let", + "say", + "exemplo", + "ified", + "notion", + "certeza", + "dac" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "voila", + "night", + "Etc", + "ogf", + "orable", + "s", + "selves", + "icule", + "insc", + "Veamos", + "dif", + "do", + "digamos", + "let", + "ogo", + "uj", + "rolog", + "Dijstra", + "credo", + "dac", + "ding", + "gie", + "sage", + "urably", + "roir" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "bv", + "sheep", + "dac", + "assertions", + "sensibility", + "voila", + "ium", + "night", + "icule", + "Diagnostics", + "injury", + "gie", + "evt", + "dding", + "Injury", + "sporadic", + "ogf", + "ulnerable", + "uj", + "haja", + "affirmed", + "vehement", + "insc", + "Veamos", + "interposed" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sporadic", + "Etc", + "opus", + "ODM", + "defensive", + "sheep", + "discord", + "Diagnostics", + "VisualStudio", + "sensibility", + "erratic", + "fortitude", + "rediscovered", + "grief", + "metallurgy", + "additive", + "assertions", + "gothic", + "redux", + "dud", + "nnnn", + "metamorph", + "teh", + "catar", + "ogf", + "Fallout", + "essai", + "confirmed" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "sporadic", + "additive", + "redux", + "Notas", + "defensive", + "assertions", + "ornamental", + "discontinuities", + "typescript", + "Postgres", + "erratic", + "cryptic", + "infrequently", + "sporadically", + "ODM", + "rediscovered", + "discord", + "remarked", + "discontinuity", + "metamorph", + "gothic", + "VisualStudio", + "sensibility", + "gejala", + "arcane", + "sheep" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "sporadic", + "discontinuities", + "gravid", + "gdf", + "Notas", + "pvc", + "sporadically", + "snowboard", + "pierced", + "irregularly", + "hibernate", + "intermittently", + "bree", + "remarked", + "fiberglass", + "infrequently", + "diffraction", + "Solaris", + "vandal", + "irregularity", + "diffract", + "Severity", + "worrisome", + "gaze", + "undesirable" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "irrevers", + "ske", + "t", + "canalicul", + "anzeigen", + "gewisse", + "determinante", + "jellem", + "zuz", + "resiliency", + "quartzite", + "dac", + "TPR", + "roso", + "Gestaltung", + "undesirable", + "bestimmte", + "EOUS", + "snowboard", + "BMX", + "eman", + "uintes", + "auftreten", + "corral", + "hydroxide", + "sporadic", + "determinadas" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "quartzite", + "circumferential", + "carbide", + "aporte", + "Horde", + "ymptotic", + "dine", + "corral", + "rhomb", + "intermittently", + "determinante", + "Routed", + "Ordinal", + "routed", + "dendritic", + "tritium", + "uidade", + "canalicul", + "TPR", + "concave", + "snowboard", + "rumble", + "Instantiation", + "arrondie", + "cruc", + "trickle", + "sculpted", + "conjectured", + "undesirable", + "Routed" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "quartzite", + "writeInt", + "circumferential", + "corral", + "carbide", + "canalicul", + "Instantiation", + "ulous", + "MRC", + "retryWrites", + "redonde", + "unjung", + "dine", + "arrend", + "Posted", + "trapez", + "rhomb", + "reproducible", + "icyclo", + "aporte", + "Triangle", + "curvil", + "obtuse", + "anointed", + "arrondie", + "Routed" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "triangular", + "triplet", + "triangles", + "triangle", + "triplets", + "elliptical", + "circumferential", + "writeInt", + "triangle", + "Instantiation", + "triplicate", + "trapez", + "quartzite", + "Triangle", + "corral", + "carbide", + "routed", + "intermittently", + "elliptic", + "triang", + "rhomb", + "rette", + "redonde", + "rounded", + "angular", + "displayName", + "thrice", + "pyramidal", + "pierced" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "rounded", + "rounded", + "Rounded", + "Rounded", + "triple", + "rounding", + "redonde", + "rounding", + "triple", + "Rounding", + "Triple", + "ROUND", + "Triple", + "arrondie", + "round", + "Round", + "arrondi", + "Round", + "ROUND", + "arrondies", + "Runde", + "Rounds", + "rounds", + "arred", + "tripled", + "round", + "Rund", + "triangular", + "triplet", + "triples" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "triple", + "triple", + "tri", + "Triple", + "Triple", + "tripled", + "triplet", + "trip", + "triples", + "tri", + "Tri", + "Tri", + "triangular", + "triplets", + "rounded", + "triang", + "triathlon", + "Triangle", + "triangle", + "tripod", + "Rounded", + "trip", + "Rounded", + "triangle", + "Trip", + "triplicate", + "rounded", + "Triangular" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "triple", + "Triple", + "Triple", + "triple", + "triples", + "tri", + "tri", + "tripled", + "rounded", + "Tri", + "trip", + "Rounded", + "P", + "triplet", + "Tripp", + "rounded", + "Tri", + "Triangle", + "TR", + "to", + "triathlon", + "Rounded", + "I", + "Trim", + "triang", + "tripod" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "At", + "Also", + "In", + "Note", + "During", + "development", + "These", + "The", + "Development", + "Since", + "triple", + "If", + "I", + "This", + "You", + "Our", + "use", + "Research", + "We", + "While", + "Studies", + "Resistance", + "For", + "Use", + "Phase", + "Finally", + "time", + "py", + "Development", + "It", + "To" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 90016, + 31404, + 74647, + 115684, + 77583, + 125079, + 153297, + 49530, + 169398, + 110650, + 73660, + 147706, + 143126, + 53274, + 73208, + 27571, + 15247, + 22516, + 18602, + 8292, + 26822, + 27377, + 8504, + 25321, + 86808, + 72887 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 208105, + 223787, + 64120, + 80167, + 36777, + 23383, + 32934, + 94035, + 9801, + 8260, + 22173, + 15555, + 14468, + 25877, + 24882, + 14680, + 33662, + 10790, + 939, + 5996, + 37670, + 39393, + 11057, + 1161, + 16601, + 62008 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 254377, + 242461, + 34896, + 92700, + 65644, + 27540, + 51374, + 14954, + 174136, + 128762, + 48278, + 109624, + 158532, + 83964, + 93275, + 88796, + 70315, + 22832, + 21448, + 22130, + 50226, + 105159, + 183170, + 206711, + 222301, + 151123 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 236360, + 218094, + 199248, + 176249, + 68213, + 5130, + 413, + 1169, + 3105, + 131, + 528, + 313, + 13077, + 75496 + ] + }, + { + "label": "diffusion", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 56589, + 29266, + 27501, + 71728, + 66200, + 52710, + 37039, + 28375, + 32144, + 3136, + 10070, + 11084, + 15962, + 6335 + ] + }, + { + "label": "cavity", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 28666, + 21696, + 27847, + 5175, + 4388, + 968, + 677, + 695, + 209, + 1463, + 20673, + 13337, + 55682, + 214739 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "least", + "score": 14.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "dini", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "pvc", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "velvety", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Rounded", + "output_checked": true + }, + { + "concept": "summers", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "late", + "output_checked": true + }, + { + "concept": "sporadic", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sustained", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "slowly", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "apare", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "appeared", + "output_checked": true + }, + { + "concept": "dure", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "late", + "output_checked": true + }, + { + "concept": "mann", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "tedious", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "arent", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "6", + "output_checked": true + }, + { + "concept": "Winter", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "appeared", + "output_checked": true + }, + { + "concept": "loads", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "load", + "output_checked": true + }, + { + "concept": "quartzite", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cycle", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "life", + "output_checked": true + }, + { + "concept": "Etc", + "score": 2.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "manner", + "score": 2.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "life", + "output_checked": true + }, + { + "concept": "compositional", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "trinity", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "junctions", + "output_checked": true + }, + { + "concept": "percent", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "0", + "output_checked": true + }, + { + "concept": "state", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "steady", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "multitudes", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "egreg", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "NodeJS", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "PLOAD", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "", + "output_checked": true + }, + { + "concept": "customizable", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "Pseudo", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "endot", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "PVC", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "commensurate", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "listOf", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "Twenty", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "years", + "output_checked": true + }, + { + "concept": "ErrorMessage", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Foo", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "lan", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "steam", + "output_checked": true + }, + { + "concept": "Fitted", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "twenty", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "years", + "output_checked": true + }, + { + "concept": "endurance", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "shape", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "piping", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "service", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "voila", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "INES", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "6", + "output_checked": true + }, + { + "concept": "Dont", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "musicales", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "steady", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "steam", + "output_checked": true + }, + { + "concept": "hibernate", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "masonry", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "junctions", + "output_checked": true + }, + { + "concept": "irrevers", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "rinsed", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "arrend", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "at", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "operating", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "triangular", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dass", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "testers", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "at", + "output_checked": true + }, + { + "concept": "dian", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "steady", + "output_checked": true + }, + { + "concept": "MenuInflater", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "6", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "th", + "wh", + "ers", + "res", + "ment", + "row", + "gh", + "ar", + "ne", + "mathrm", + "ook", + "sa", + "yst", + "inter", + "text", + "any", + "anc", + "clud", + "ey", + "ton", + "pos", + "very", + "tr", + "pect", + "red", + "ray", + "ative", + "ser" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "uq", + "pitted", + "decayed", + "sovereigns", + "ke", + "lar", + "assert", + "purposes", + "rence", + "lon", + "LI", + "celle", + "afin", + "sat", + "sar", + "esco", + "adanya", + "persons", + "aquele", + "seo", + "birbir" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "th", + "j", + "ast", + "one", + "red", + "med", + "som", + "mark", + "fam", + "vol", + "To", + "RO", + "ability", + "mag", + "vi", + "ware", + "That", + "mit", + "Med", + "suggest", + "quick", + "ona", + "fit", + "ja", + "oring", + "FF", + "nie", + "That" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "or", + "le", + "ou", + "ing", + "ion", + "el", + "l", + "st", + "im", + "g", + "u", + "se", + "if", + "th", + "us", + "ht", + "and", + "ere", + "com", + "pe", + "or", + "he", + "j", + "pl", + "ch", + "ies", + "int", + "ich", + "able" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "H", + "O", + "m", + "z", + "he", + "ic", + "im", + "ve", + "ter", + "pe", + "ha", + "ad", + "ign", + "which", + "app", + "ook", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "old", + "ev", + "ize", + "we", + "return", + "ays", + "est" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "le", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "ere", + "com", + "ill", + "ex", + "art", + "this", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire", + "ge", + "ph" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "ith", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "n", + "s", + "ers", + "ich", + "eat", + "begitu", + "liaison", + "sehen", + "evol", + "bringen", + "wunder", + "e", + "mi", + "aw", + "ature", + "amma", + "photograph", + "lid", + "aal", + "multitude", + "aat", + "tentative", + "kaya" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "e", + "s", + "ers", + "ature", + "equip", + "setcounter", + "officially", + "technically", + "grandfather", + "aal", + "martial", + "aat", + "eat", + "imitation", + "begitu", + "liaison", + "evol", + "tentative", + "offic", + "veterinarian", + "devenu", + "bringen", + "mellow" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "imitation", + "demise", + "Tog", + "fielder", + "substantial", + "behalf", + "martial", + "aat", + "resmi", + "tog", + "ecek", + "e", + "Verenigde", + "et", + "of", + "equip", + "slash", + "readily", + "organization", + "successor", + "aal" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "demise", + "tog", + "er", + "Tog", + "ET", + "ributor", + "kowy", + "fielder", + "ameri", + "readily", + "attacker", + "damn", + "ER", + "slight", + "erman", + "hur", + "aal", + "resmi", + "bunun", + "Verenigde", + "ewel", + "Gul" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "demise", + "tog", + "Tog", + "kowy", + "bunun", + "immense", + "slight", + "ributor", + "crs", + "fielder", + "attacker", + "er", + "macroscopic", + "acciaio", + "damn", + "Gul", + "ewel", + "cellar", + "ecek" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "demise", + "bunun", + "explained", + "Tecn", + "triggered", + "ameri", + "sigh", + "guiclass", + "abrog", + "Vereinigte", + "ujar", + "phenylsulfanyl", + "caused", + "phenoxymethyl" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "but", + "of", + "because", + "because", + "resulting", + "arising", + "caused", + "resulting", + "triggered", + "exacerbated", + "of", + "caused", + "but", + "increased", + "triggered", + "blah", + "desses" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "upheaval", + "caused", + "unexpected", + "resulting", + "punctuated", + "mechanisms", + "occuring", + "triggered", + "reminiscent", + "abrupt", + "instigated", + "sporadically", + "resulted", + "attributed", + "arising", + "exacerbated", + "unexpectedly", + "sporadic", + "suggesting", + "precipitated", + "sporad", + "during", + "abruptly", + "Unexpected", + "observed", + "symptoms", + "induced" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "unexpected", + "unexpectedly", + "upheaval", + "sporadically", + "unanticipated", + "triggered", + "belated", + "sudden", + "exacerbated", + "sporadic", + "induced", + "gradually", + "abruptly", + "worsening", + "instigated", + "catastrophic", + "inadvertently", + "Unexpected", + "unplanned", + "slowly", + "mechanisms", + "emergence", + "sparked", + "debilitating", + "inexplicable", + "late", + "intensified", + "destabil", + "unintended", + "pernicious", + "abrupt", + "provoked" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "massive", + "unexpected", + "newly", + "unprecedented", + "numerous", + "deeply", + "wandering", + "upheaval", + "widespread", + "onset", + "development", + "observed", + "emergence", + "uneven", + "highly", + "developed", + "seemingly", + "poorly", + "persistent", + "sudden", + "devastating", + "formation", + "developing", + "documented", + "severely", + "localized", + "prominent", + "drastic", + "unexpectedly", + "excessively", + "focused", + "resilient" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "localized", + "late", + "numerous", + "onset", + "unexpected", + "widespread", + "S", + "secondary", + "sudden", + "emergence", + "specific", + "th", + "those", + "occurrence", + "resulting", + "formation", + "localized", + "b", + "near", + "deterioration", + "e", + "newly", + "seemingly", + "interconnected", + "initial", + "recurring", + "undesirable", + "characteristic", + "initiation", + "catastrophic" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "r", + "rounded", + "near", + "riddled", + "rounding", + "T", + "numerous", + "and", + "recessed", + "ph", + "spherical", + "w", + "R", + "localized", + "porous", + "interconnected", + "third", + "seemingly", + "late", + "curved", + "triangular", + "circumferential", + "at", + "Re", + "Cr", + "interfacial", + "round", + "around", + "onset", + "e", + "ed" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "rounded", + "T", + "r", + "round", + "R", + "Re", + "T", + "circular", + "Rounded", + "rounding", + "Rounded", + "arrondies", + "O", + "arrondie", + "P", + "R", + "Round", + "Bl", + "rounded", + "Rounding", + "t", + "d", + "O", + "ed", + "at", + "borderRadius", + "redonde", + "org", + "t" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "tri", + "rounded", + "round", + "triangular", + "T", + "rounding", + "r", + "Tri", + "tri", + "T", + "triple", + "R", + "arrondies", + "O", + "triple", + "t", + "spherical", + "circular", + "Tri", + "un", + "Triangular", + "arrondie", + "re", + "Re", + "Bl", + "third", + "Rounded", + "R", + "Rund" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "rounded", + "rounded", + "Rounded", + "Rounded", + "round", + "triple", + "Round", + "rounding", + "Rounding", + "Round", + "rounding", + "triple", + "round", + "Triple", + "ROUND", + "Triple", + "ROUND", + "redonde", + "arrondie", + "Rounds", + "rounds", + "arrondi", + "Rund", + "triples", + "Runde", + "trip" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "triple", + "Triple", + "triple", + "Triple", + "tri", + "tri", + "rounded", + "triples", + "tripled", + "Tri", + "Rounded", + "Tri", + "triangular", + "triplet", + "triplets", + "Rounded", + "trip", + "Rounding", + "Round", + "rounded", + "Trip", + "rounding", + "round", + "triang", + "tripod" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "triple", + "triple", + "Triple", + "Triple", + "tri", + "rounded", + "triples", + "rounded", + "Rounded", + "tri", + "Rounded", + "Rounding", + "tripled", + "Tri", + "as", + "trip", + "triplet", + "otri", + "triathlon", + "rounding", + "Tripp", + "tr", + "rounding", + "are", + "Tri" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "At", + "Also", + "In", + "Note", + "During", + "development", + "These", + "The", + "Development", + "Since", + "triple", + "If", + "I", + "This", + "You", + "Our", + "use", + "Research", + "We", + "While", + "Studies", + "Resistance", + "For", + "Use", + "Phase", + "Finally", + "time", + "py", + "Development", + "It", + "To" + ] + } + ], + "logit_surprising": [ + { + "concept": "avrebbe", + "score": 9.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "at", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "0", + "output_checked": true + }, + { + "concept": "and", + "score": 6.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "temperature", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "0", + "output_checked": true + }, + { + "concept": "kontinuier", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "0", + "output_checked": true + }, + { + "concept": "service", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "ample", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "mutter", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "been", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Rounded", + "output_checked": true + }, + { + "concept": "yrs", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "various", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "at", + "output_checked": true + }, + { + "concept": "least", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "readily", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "evoked", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "steady", + "output_checked": true + }, + { + "concept": "conceding", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "6", + "output_checked": true + }, + { + "concept": "slight", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "at", + "output_checked": true + }, + { + "concept": "reverting", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "load", + "output_checked": true + }, + { + "concept": "suitable", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "positioned", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "resulted", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "at", + "output_checked": true + }, + { + "concept": "materials", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "rectangular", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "underscored", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "", + "output_checked": true + }, + { + "concept": "unwavering", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "steady", + "output_checked": true + }, + { + "concept": "sustained", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "load", + "output_checked": true + }, + { + "concept": "decade", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "years", + "output_checked": true + }, + { + "concept": "subjected", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "slowly", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "adulthood", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "longevity", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "life", + "output_checked": true + }, + { + "concept": "piping", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "corners", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "Rounded", + "output_checked": true + }, + { + "concept": "demise", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "crappy", + "score": 2.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "life", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "surve", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "steam", + "output_checked": true + }, + { + "concept": "hyst", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "0", + "output_checked": true + }, + { + "concept": "probationary", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "0", + "output_checked": true + }, + { + "concept": "lentement", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "elabor", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "steam", + "output_checked": true + }, + { + "concept": "impede", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "behest", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "henceforth", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "0", + "output_checked": true + }, + { + "concept": "amt", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "Rounded", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "additionally", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "ten", + "output_checked": true + }, + { + "concept": "impending", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "moderately", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "0", + "output_checked": true + }, + { + "concept": "unrelenting", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "triple", + "output_checked": true + }, + { + "concept": "but", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "malaysia", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "could", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "endured", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "load", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "0", + "output_checked": true + }, + { + "concept": "devoid", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "formed", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "appeared", + "output_checked": true + }, + { + "concept": "upheaval", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "achieve", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "steam", + "output_checked": true + }, + { + "concept": "hazardous", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "pipe", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-01__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-01__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-01__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-01__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Time-dependent deformation under heat 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A constant-load high-temperature test showed rapid initial strain, a long nearly linear segment, and accelerating extension before rupture.", + "prompt_tail": "A constant-load high-temperature test showed rapid initial strain, a long nearly linear segment, and accelerating extension before rupture.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-high-temperature-deformation-02", + "carrier_id": null, + "target_family": "high-temperature-deformation", + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 532, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 92 + }, + { + "label": "diffusion", + "best_rank": 18040, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 20128 + }, + { + "label": "cavity", + "best_rank": 22606, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 4190 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "bou", + "supernatural", + "Abr", + "Jang", + "ily", + "Supernatural", + "Gui", + "Lorraine", + "jor", + "oport", + "Noor", + "orna", + "Supreme", + "Anspr", + "aboo", + "lagoons", + "plong", + "olong", + "felter", + "marinated" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ization", + "ool", + "analyzer", + "Oregon", + "izing", + "initialize", + "oms", + "iores", + "marvelous", + "ized", + "ogen", + "ously", + "ugas", + "lah", + "ior", + "icrob", + "ured", + "oj", + "ioxid", + "exus", + "tedir", + "lng", + "mem" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "happen", + "Kham", + "Happen", + "handful", + "izers", + "Fres", + "negie", + "liberalization", + "nyt", + "normalization", + "Birthday", + "crawled", + "Hassel", + "ipi", + "RECOMM" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "neuron", + "Printers", + "resin", + "singleArray", + "Resin", + "squre", + "rectMode", + "slik", + "impediments", + "prus", + "Carpet", + "odymium", + "classrooms", + "impediment", + "wcout", + "sawdust", + "dass", + "macro", + "broadened", + "melamine", + "dew", + "kvadrat" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Birthday", + "Alle", + "rewrite", + "normalization", + "NORMAL", + "renderer", + "nvidia", + "EB", + "Donation", + "Lives", + "chrysanthemum", + "XXV", + "wem", + "naman", + "FILL", + "Hd", + "pewno", + "Kappa" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "rewrite", + "Kristall", + "pewno", + "atth", + "NORMAL", + "Saldo", + "Saudi", + "Soda", + "Hd", + "Chrys", + "chrysanthemum", + "Lens", + "MSc", + "Webcam", + "creativity", + "Cameras", + "pencil", + "triangleright" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Birthday", + "mas", + "sampel", + "Chrys", + "pewno", + "Kristall", + "pencil", + "nvidia", + "Ink", + "physiology", + "MEMBER", + "chrysanthemum", + "Alle", + "Saudi", + "FILL", + "Lens", + "Sadd", + "Saldo", + "Lives", + "Fifa" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "WORTH", + "haya", + "handful", + "Lives", + "berth", + "TECHNICAL", + "WHIT", + "registro", + "Birthday", + "Nickname", + "Official", + "WHIT", + "Instance", + "wah", + "OFFICE", + "ForegroundColor", + "COR", + "genesis", + "FAF", + "avorite", + "HAS", + "hetero", + "ForEach", + "haf", + "ueuse" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "t", + "creases", + "slik", + "impediments", + "energetic", + "softness", + "singularities", + "sene", + "Hil", + "decon", + "compassion", + "softening", + "impediment", + "ified", + "sensation", + "sufferings", + "sellers", + "Hd", + "overview", + "songwriter", + "spur", + "squre", + "supuesto" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "ve", + "med", + "de", + "dir", + "gehend", + "og", + "uelles", + "sizer", + "sensation", + "as", + "sellers", + "est", + "s", + "si", + "ified", + "dac", + "domin", + "rogen", + "uette", + "sing", + "ebel", + "apses", + "er" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "t", + "ures", + "urious", + "shore", + "de", + "gehend", + "ve", + "lepas", + "f", + "dass", + "selves", + "folds", + "med", + "ified", + "esimerkiksi", + "dog", + "Interesse", + "uri", + "enorm", + "eness" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "esimerkiksi", + "med", + "ve", + "folds", + "ified", + "gehend", + "t", + "dass", + "de", + "dif", + "sur", + "cetera", + "leve", + "s", + "softening", + "certeza", + "urious", + "digamos", + "dog", + "ures", + "sink", + "f", + "exuber" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "t", + "med", + "ve", + "folds", + "esimerkiksi", + "gehend", + "sur", + "f", + "de", + "ified", + "dass", + "leve", + "say", + "dif", + "s", + "digamos", + "ures", + "enorm", + "urious", + "comienzo", + "exuber", + "sing", + "dog", + "etheless", + "creases" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "med", + "de", + "gehend", + "in", + "leve", + "selves", + "vehement", + "particular", + "notion", + "f", + "med", + "perd", + "say", + "dif", + "uri", + "ures", + "ayscale", + "g", + "bu", + "exuber", + "og", + "scape", + "hoff", + "especially", + "laissez", + "especially", + "dac" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "med", + "vehement", + "de", + "ayscale", + "particular", + "especially", + "dog", + "ism", + "ium", + "fud", + "seg", + "dac", + "successive", + "expans", + "defens", + "assertions", + "ne", + "system", + "lang", + "riezmann", + "gehend", + "scape", + "plaus", + "Etc", + "besonders", + "sensibility", + "xr", + "adage" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "egreg", + "rrrr", + "ayscale", + "nnnn", + "sporadic", + "ism", + "sans", + "pragmatic", + "ensibility", + "absol", + "fud", + "affirmation", + "vehement", + "defens", + "merk", + "egregious", + "repeated", + "seg", + "affirmed", + "de", + "gest", + "ovi", + "successive", + "system", + "and", + "scape", + "lang" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "gameplay", + "intensive", + "sporadic", + "extensive", + "ographic", + "sequential", + "suggestive", + "curvil", + "Notas", + "typical", + "Entsche", + "exploratory", + "postulated", + "metaphysical", + "discontinuities", + "schematic", + "assertions", + "visualizations", + "defensive", + "remarked", + "temperament", + "sequenced", + "maneuvers", + "repeatable", + "psych", + "phases" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "seg", + "trajectory", + "particular", + "describe", + "vertebrae", + "occurrence", + "characteristics", + "trajectory", + "wobei", + "envisaged", + "determinadas", + "measured", + "characteristics", + "discontinuities", + "sag", + "grap", + "benzodiazep", + "textural", + "vasculature", + "habitual", + "vertebrate", + "jellem", + "Particular", + "constitu" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "particular", + "structure", + "jellem", + "s", + "in", + "comportamiento", + "and", + "R", + "sag", + "behavior", + "t", + "characteristics", + "seg", + "s", + "karakteristik", + "specific", + "Structure", + "casi", + "evolucion", + "havior", + "Structure", + "situation", + "verhalten", + "way", + "particularmente" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "constitutive", + "diagrama", + "enium", + "consequ", + "casi", + "fases", + "superstit", + "elastomer", + "Continuum", + "havior", + "comportamiento", + "Consortium", + "constitu", + "da", + "tensile", + "datac", + "softwood", + "seg", + "inelastic", + "Strecke" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "constitutive", + "havior", + "constit", + "Annot", + "Progression", + "Construction", + "ungere", + "Annotated", + "moderated", + "moder", + "potenti", + "Continuum", + "RuntimeError", + "Typical", + "conven", + "Construction", + "hyster", + "Synd", + "Loading", + "Consortium", + "progressively", + "Consec", + "comportamiento", + "softening", + "Prog", + "TPR", + "nonlinear", + "anhyd", + "ksi" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "curve", + "curve", + "constitutive", + "Curve", + "Curves", + "curves", + "havior", + "Curve", + "curvil", + "Construction", + "behavior", + "conven", + "constit", + "curva", + "Construction", + "lastName", + "elastic", + "expect", + "constit", + "Typical", + "curvas", + "comportamiento", + "Constit", + "moder", + "softening", + "Constit" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "hysteresis", + "behavior", + "stress", + "force", + "strain", + "Stress", + "force", + "stress", + "havior", + "behavior", + "curve", + "Force", + "curve", + "hyst", + "verhalten", + "Load", + "Behavior", + "load", + "Behavior", + "Curve", + "comportamiento", + "path", + "Strain", + "Loading", + "Stress", + "load", + "behav", + "hyster", + "softening", + "Construction" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "stress", + "Stress", + "stress", + "Stress", + "stresses", + "strain", + "stressed", + "behavior", + "stressed", + "load", + "load", + "stres", + "force", + "Load", + "Loading", + "stressing", + "mech", + "Strain", + "force", + "behavior", + "strain", + "mech", + "ta", + "loading", + "en", + "comportamiento" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "stress", + "Stress", + "stress", + "Stress", + "stresses", + "stressing", + "stressed", + "force", + "H", + "stressed", + "S", + "force", + "strain", + "unloading", + "FORCE", + "to", + "Strain", + "strain", + "path", + "Force", + "T" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Note", + "However", + "This", + "And", + "Let", + "From", + "The", + "While", + "For", + "At", + "note", + "If", + "yes", + "It", + "Our", + "Phase", + "Here", + "A", + "test", + "Yes", + "Since", + "Option", + "More", + "Once", + "Y", + "Even", + "You", + "In", + "Final", + "Duke", + "Load", + "I" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 87537, + 64928, + 90125, + 213600, + 127406, + 173805, + 113212, + 48992, + 201579, + 133290, + 103229, + 137621, + 112510, + 60468, + 36249, + 8476, + 1281, + 533, + 2532, + 1024, + 1101, + 3588, + 2415, + 3447, + 6635, + 30669 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 211223, + 221936, + 154217, + 31008, + 35022, + 9644, + 41743, + 104495, + 14854, + 12900, + 27021, + 36310, + 26949, + 29752, + 29345, + 58959, + 101496, + 80644, + 18041, + 113292, + 146884, + 126824, + 77087, + 38554, + 14988, + 59628 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 254826, + 219134, + 24586, + 209976, + 15200, + 37469, + 32611, + 12771, + 168950, + 95897, + 60174, + 116942, + 137637, + 87028, + 94508, + 102681, + 51354, + 22607, + 38553, + 41449, + 76117, + 68221, + 166505, + 195772, + 195405, + 47314 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 223962, + 182925, + 145283, + 162832, + 88460, + 12117, + 3192, + 2565, + 721, + 169, + 93, + 288, + 234, + 1434 + ] + }, + { + "label": "diffusion", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 46154, + 23472, + 39735, + 91638, + 70569, + 27134, + 24646, + 20129, + 20396, + 21252, + 21018, + 73487, + 52001, + 60555 + ] + }, + { + "label": "cavity", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 4191, + 7724, + 8551, + 4233, + 31874, + 5947, + 4260, + 10099, + 12569, + 20299, + 52944, + 157494, + 145980, + 242257 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "ured", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "plateau", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Oto", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "Tou", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "segment", + "output_checked": true + }, + { + "concept": "then", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Plateau", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "finales", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "constitutive", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Burst", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "softening", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "and", + "output_checked": true + }, + { + "concept": "period", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "long", + "output_checked": true + }, + { + "concept": "acceleration", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "high", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "velocities", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "heinous", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "egreg", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "unsound", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "extend", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "sacking", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "Youn", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "testers", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Failed", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "mostrar", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "quickly", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Lik", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "bahwa", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "inicial", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "immediately", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "curve", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "hysteresis", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "strains", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "stress", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "esimerkiksi", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "motocicleta", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "etc", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Simply", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "constant", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "elast", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "segment", + "output_checked": true + }, + { + "concept": "softwood", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "Mazda", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "vertebrate", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "initial", + "output_checked": true + }, + { + "concept": "azide", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "Miche", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "len", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "segment", + "output_checked": true + }, + { + "concept": "voltage", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "high", + "output_checked": true + }, + { + "concept": "spoon", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "load", + "output_checked": true + }, + { + "concept": "ITest", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "monotonically", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "contribut", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "nearly", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "load", + "output_checked": true + }, + { + "concept": "loading", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "load", + "output_checked": true + }, + { + "concept": "finitely", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "cao", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "deceler", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "magnitudes", + "score": 1.0, + "best_rank": 4, + "best_depth": 76.6, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "Endian", + "score": 1.0, + "best_rank": 4, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "st", + "ve", + "se", + "th", + "wh", + "ers", + "res", + "and", + "or", + "ment", + "le", + "ive", + "row", + "ng", + "ther", + "gh", + "ar", + "dis", + "ne", + "sa", + "yst", + "inter", + "ype", + "text", + "anc", + "ey", + "ton", + "der", + "tr" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "t", + "es", + "an", + "is", + "comp", + "ne", + "az", + "ner", + "br", + "son", + "ware", + "qual", + "mais", + "assert", + "mente", + "rence", + "ows", + "umeric", + "sap", + "omers", + "sst", + "perk" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "y", + "ere", + "su", + "j", + "ch", + "ust", + "able", + "ib", + "ge", + "one", + "te", + "iew", + "ound", + "ike", + "left", + "acc", + "itt", + "ON", + "IN", + "ict", + "ible", + "pol", + "raph", + "ext", + "tem", + "ed", + "gu" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "al", + "ou", + "ro", + "l", + "im", + "ation", + "st", + "ir", + "if", + "th", + "est", + "wh", + "ist", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "ff", + "orm", + "ast", + "ile", + "ice", + "ab", + "du" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "de", + "ch", + "qu", + "ess", + "ity", + "le", + "ha", + "ad", + "us", + "which", + "i", + "ar", + "yst", + "che", + "ag", + "ize", + "we", + "est", + "ric", + "my", + "oint", + "mask", + "them", + "es" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "or", + "an", + "it", + "is", + "ar", + "le", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "ol", + "ig", + "ur", + "ve", + "de", + "ir", + "ly", + "un", + "ere", + "com", + "pe", + "end", + "ill", + "ath", + "ex" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res", + "D" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ment", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ring", + "ar", + "elf", + "sp", + "ah", + "ric", + "to", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "sehen", + "evol", + "e", + "n", + "of", + "photograph", + "eat", + "gambar", + "bringen", + "sina", + "ers", + "ature", + "equip", + "liaison", + "kaya", + "sof", + "heer", + "wunder", + "Ils" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "e", + "s", + "of", + "photograph", + "evol", + "gambar", + "bringen", + "rel", + "regard", + "equip", + "aal", + "aat", + "youtu", + "eat", + "imitation", + "liaison", + "sehen", + "sof", + "devenu", + "wunder", + "ampio", + "successor" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "substantial", + "e", + "readily", + "fielder", + "substantially", + "et", + "equip", + "imitation", + "pochi", + "tanti", + "devenu", + "Tog", + "ampio", + "slipper", + "successor", + "ecek", + "aal", + "reput" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "tog", + "er", + "immense", + "warning", + "ed", + "l", + "et", + "equip", + "elicited", + "Tog", + "e", + "tremendous", + "outrage", + "pochi", + "substantial", + "fielder", + "reput", + "aal", + "rather", + "caution", + "lach", + "ampio", + "ew", + "attacker" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tremendous", + "immense", + "nagyon", + "Considerable", + "been", + "ampio", + "similar", + "lach", + "destes", + "attacker", + "outrage", + "estes", + "fielder", + "ed", + "caution", + "anteced", + "vergang", + "acciaio", + "avrebbe" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "destes", + "vergang", + "immense", + "tremendous", + "shocked", + "markedly", + "ed", + "caution", + "profoundly", + "of", + "substantially", + "Chhattisgarh", + "mostrou", + "marred", + "destra", + "Kabhi" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "markedly", + "described", + "reminiscent", + "characteristics", + "characterized", + "strongly", + "profoundly", + "considerably", + "ed", + "mostrou", + "indicating", + "unequivocal", + "similar", + "albeit", + "probably", + "characteristic", + "widely" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "characteristics", + "markedly", + "abrupt", + "reminiscent", + "characterized", + "punctuated", + "characteristic", + "described", + "nuanced", + "multifaceted", + "remarkably", + "remarkable", + "documented", + "characteristics", + "unequivocal", + "outlined", + "noteworthy", + "initial", + "asymmetric", + "atypical", + "succinct", + "observed", + "notable", + "behaviours", + "underpinned", + "initially", + "coupled", + "consecutive", + "predictable", + "Characteristics", + "irregular", + "oscillatory" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "nuanced", + "characteristics", + "characteristic", + "markedly", + "multifaceted", + "varied", + "outlined", + "typical", + "stages", + "remarkable", + "phases", + "trajectory", + "noteworthy", + "predefined", + "atypical", + "punctuated", + "described", + "observed", + "succinct", + "sequence", + "dynamics", + "reminiscent", + "distinct", + "detailed", + "characterized", + "documented", + "exceptional", + "evolving", + "nuances", + "interrelated", + "succinctly", + "irregular" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "markedly", + "varied", + "distinct", + "multifaceted", + "nuanced", + "typical", + "trajectory", + "remarkably", + "characteristic", + "undulating", + "observed", + "characteristics", + "varying", + "documented", + "resilient", + "various", + "significantly", + "punctuated", + "eccentric", + "skewed", + "tenacious", + "cohesive", + "unexpectedly", + "progressively", + "diverse", + "remarkable", + "notable", + "abrupt", + "trajectories", + "different", + "fluctuating", + "interrelated" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "behavior", + "characteristic", + "nonlinear", + "characteristics", + "typical", + "tensile", + "dynamic", + "behaviour", + "nuanced", + "viscoelastic", + "progression", + "behaviors", + "unexpectedly", + "deformation", + "onset", + "markedly", + "elastic", + "response", + "elasticity", + "phenomenon", + "dynamics", + "trajectory", + "resilience", + "varied", + "overall", + "sequence", + "curve", + "curves", + "versatility", + "progressively", + "comportamiento", + "compressive" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "curve", + "behavior", + "behaviour", + "nonlinear", + "curves", + "deformation", + "Nonlinear", + "comportamiento", + "tensile", + "phases", + "hyster", + "behaviors", + "response", + "Curve", + "comportement", + "onset", + "behaviours", + "elasticity", + "behaves", + "hysteresis", + "viscoelastic", + "behav", + "elastic", + "comportamento", + "slope", + "Deformation", + "behaved", + "stepwise", + "phenomen", + "phase", + "characteristic", + "macroscopic" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "behavior", + "deformation", + "behaviour", + "curves", + "curve", + "response", + "nonlinear", + "comportamiento", + "Behavior", + "constitutive", + "Nonlinear", + "elastic", + "Deformation", + "tensile", + "elongation", + "behav", + "strain", + "failure", + "phases", + "hysteresis", + "behaviors", + "Response", + "elasticity", + "Behaviour", + "onset", + "typical", + "comportamento", + "Curve", + "viscoelastic", + "rhe" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "curve", + "curves", + "Curve", + "curve", + "behavior", + "Curve", + "Curves", + "comportamiento", + "courbes", + "curva", + "Curves", + "curvas", + "behaviour", + "strain", + "comportamento", + "Behavior", + "constitutive", + "curves", + "courbe", + "elastic", + "strain", + "behav", + "Strain", + "elastic", + "elasticity", + "behavior" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "behavior", + "strain", + "hysteresis", + "curve", + "strain", + "behaviour", + "nonlinear", + "comportamiento", + "stress", + "curves", + "Curve", + "behavior", + "Strain", + "Strain", + "load", + "behaviors", + "comportamento", + "Behavior", + "stress", + "hyster", + "extens", + "force", + "hyst", + "e", + "curve", + "Behavior", + "inelastic", + "Curve", + "behav", + "load", + "elastic", + "constitutive" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "stress", + "Stress", + "stress", + "Stress", + "stres", + "strain", + "behavior", + "stressing", + "stresses", + "stressed", + "strain", + "Strain", + "stressed", + "nonlinear", + "Strain", + "load", + "behavior", + "load", + "stre", + "Stretch", + "hysteresis", + "behaviour", + "mechanical" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "stress", + "stress", + "Stress", + "Stress", + "stres", + "as", + "force", + "stresses", + "behavior", + "strain", + "behavior", + "to", + "constit", + "strain", + "load", + "Strain", + "and", + "en", + "mechan", + "esfuerzo", + "Constit", + "Behavior", + "stressing", + "R" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Note", + "However", + "This", + "And", + "Let", + "From", + "The", + "While", + "For", + "At", + "note", + "If", + "yes", + "It", + "Our", + "Phase", + "Here", + "A", + "test", + "Yes", + "Since", + "Option", + "More", + "Once", + "Y", + "Even", + "You", + "In", + "Final", + "Duke", + "Load", + "I" + ] + } + ], + "logit_surprising": [ + { + "concept": "steady", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "then", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "reaching", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "before", + "output_checked": true + }, + { + "concept": "impeding", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "nearly", + "output_checked": true + }, + { + "concept": "elongation", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "voltage", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "high", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "markedly", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "initial", + "output_checked": true + }, + { + "concept": "progressively", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "long", + "output_checked": true + }, + { + "concept": "incrementally", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "punctuated", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "segment", + "output_checked": true + }, + { + "concept": "moderate", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "high", + "output_checked": true + }, + { + "concept": "behavior", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "period", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "long", + "output_checked": true + }, + { + "concept": "acceleration", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "substantially", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "initial", + "output_checked": true + }, + { + "concept": "rele", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "inhibition", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "test", + "output_checked": true + }, + { + "concept": "attacker", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "nagyon", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "segment", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "caution", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "brutally", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "resulted", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "steadily", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "value", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "constant", + "output_checked": true + }, + { + "concept": "conducted", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "test", + "output_checked": true + }, + { + "concept": "plateau", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "curve", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "compl", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "constant", + "output_checked": true + }, + { + "concept": "readily", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "serangan", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "apre", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "segment", + "output_checked": true + }, + { + "concept": "damn", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "load", + "output_checked": true + }, + { + "concept": "eventual", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "evoked", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "assez", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "Will", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "mankind", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "test", + "output_checked": true + }, + { + "concept": "inexplicable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "reverting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "long", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "test", + "output_checked": true + }, + { + "concept": "slightly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "long", + "output_checked": true + }, + { + "concept": "unwa", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "nearly", + "output_checked": true + }, + { + "concept": "prolong", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "detrimental", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "but", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "thereafter", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "segment", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "characteristics", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "percentage", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "load", + "output_checked": true + }, + { + "concept": "sustained", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "high", + "output_checked": true + }, + { + "concept": "accelerated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "protracted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "long", + "output_checked": true + }, + { + "concept": "negligible", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "nearly", + "output_checked": true + }, + { + "concept": "gradually", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "nuanced", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ampere", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "load", + "output_checked": true + }, + { + "concept": "that", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "resultant", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "strain", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-02__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-02__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-02__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-02__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Time-dependent deformation under heat 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A turbine component operated under sustained stress near half its melting temperature. Grain-edge pores enlarged and linked even though the applied stress was below the room-temperature yield value.", + "prompt_tail": "tained stress near half its melting temperature. Grain-edge pores enlarged and linked even though the applied stress was below the room-temperature yield value.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-high-temperature-deformation-03", + "carrier_id": null, + "target_family": "high-temperature-deformation", + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 2578, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 217 + }, + { + "label": "diffusion", + "best_rank": 6392, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 10494 + }, + { + "label": "cavity", + "best_rank": 12026, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 1329 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "supernatural", + "ily", + "orna", + "jor", + "bou", + "Jang", + "Supernatural", + "Noor", + "Lorraine", + "oport", + "Gui", + "oji", + "plong", + "Abr", + "Supreme", + "lagoons", + "JOR", + "marinated", + "ery", + "Supreme" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ization", + "ement", + "iores", + "ured", + "ool", + "oms", + "ugas", + "izing", + "Oregon", + "ized", + "mathbb", + "ORE", + "ior", + "analyzer", + "mno", + "ously", + "zym", + "marvelous", + "iors", + "initialize", + "ingles", + "oj", + "oji", + "ozione" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "handful", + "Kham", + "Ejec", + "happen", + "Fres", + "Birthday", + "RECOMM", + "indrical", + "Happen", + "crawled" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "neuron", + "Printers", + "resin", + "squre", + "Resin", + "slik", + "prus", + "rectMode", + "singleArray", + "macro", + "classrooms", + "Carpet", + "odymium", + "dew", + "innervation", + "ceo", + "broadened", + "DecodingError", + "sawdust", + "regulation" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Birthday", + "Alle", + "normalization", + "rewrite", + "NORMAL", + "nvidia", + "chrysanthemum", + "EB", + "Donation", + "pewno", + "Kristall", + "fqsen", + "zeichnis", + "Hd", + "breath", + "renderer", + "XXV", + "Kappa" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "rewrite", + "NORMAL", + "atth", + "pewno", + "Kristall", + "nus", + "Soda", + "Saldo", + "Cameras", + "nvidia", + "chrysanthemum", + "pencil", + "MSc", + "Chrys", + "triangleright", + "Vann" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Kristall", + "Chrys", + "Saldo", + "pewno", + "sampel", + "Lens", + "Saudi", + "mas", + "Hd", + "Ink", + "Lazada", + "chrysanthemum", + "Webcam", + "pencil", + "Za", + "worsen", + "saa", + "Covid", + "domin", + "pencil", + "ceo", + "Fifa", + "Certainly", + "Birthday" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "WORTH", + "handful", + "Lives", + "haya", + "WHIT", + "registro", + "TECHNICAL", + "nutric", + "haf", + "COR", + "genesis", + "Birthday", + "Nickname", + "WHIT", + "OFFICE", + "seguinte", + "berth", + "campeonato", + "ueuse", + "Official", + "NING", + "wah", + "HAS" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "t", + "slik", + "creases", + "sene", + "softness", + "Hd", + "cephal", + "sufferings", + "energetic", + "compassion", + "sellers", + "singularities", + "impediments", + "supuesto", + "vc", + "softening", + "Hd", + "Kristall", + "genu", + "sensation", + "sav", + "Hil", + "soften" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "gehend", + "ve", + "dir", + "ebel", + "vc", + "s", + "ujos", + "sur", + "med", + "eur", + "si", + "slik", + "mselves", + "de", + "esimerkiksi", + "sellers", + "kwamba", + "og", + "dac" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "gehend", + "night", + "en", + "lepas", + "fif", + "schein", + "digamos", + "f", + "dir", + "iven", + "g", + "perfect", + "selves", + "Moreover", + "ujos", + "shore", + "osof", + "theater", + "se", + "leve", + "heartedly", + "ve", + "med", + "sentido" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "s", + "sur", + "esimerkiksi", + "Moreover", + "sink", + "gehend", + "digamos", + "ve", + "certainly", + "dif", + "beispielsweise", + "certeza", + "leve", + "examples", + "fif", + "Kalau", + "etheless", + "sense", + "moreover", + "sen", + "Furthermore", + "ogado" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "sur", + "med", + "esimerkiksi", + "digamos", + "sense", + "dif", + "certainly", + "ve", + "gehend", + "leve", + "sink", + "beispielsweise", + "exemplo", + "etheless", + "t", + "sage", + "examples", + "sen", + "ified", + "say", + "moreover", + "s" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "s", + "proverbial", + "digamos", + "gehend", + "sage", + "night", + "sheep", + "perfect", + "exemplo", + "leve", + "Veamos", + "instances", + "perd", + "roir", + "ispielsweise", + "ogado", + "selves", + "orable", + "ended", + "incidencia", + "dif" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sensibility", + "sheep", + "med", + "philosophy", + "instances", + "experimentation", + "behavior", + "defens", + "ium", + "sheep", + "siniz", + "incidencia", + "pragmatic", + "Etc", + "attenzione", + "demonstrated", + "ambiguity", + "assertions", + "politik" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sensibility", + "Etc", + "sporadic", + "sheep", + "teh", + "remarked", + "dud", + "defens", + "horrend", + "ODM", + "resiliency", + "diminished", + "xr", + "fortitude", + "nnnn", + "ium", + "discord", + "necesidad", + "dismal", + "vehement", + "rediscovered", + "ensibility", + "merk", + "intensive" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "sensibility", + "faibles", + "GTEST", + "remarked", + "thoughtful", + "softened", + "cryptic", + "psicologia", + "intensive", + "sensibilities", + "defensive", + "sheep", + "shaved", + "defensively", + "krypt", + "DISCLAIMED" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "nonetheless", + "Nonetheless", + "absence", + "Nonetheless", + "adage", + "refrained", + "no", + "surpasses", + "measured", + "disparity", + "esche", + "incidencia", + "Caution", + "Note", + "radiol", + "aneous", + "exceeded", + "GTEST", + "seemed", + "remarked", + "inexplic", + "aholic", + "measured", + "NOx", + "ante" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "nonetheless", + "Nonetheless", + "LessThan", + "seemed", + "inconce", + "unsaturated", + "resiliency", + "surpasses", + "sorprendente", + "considerably", + "voordat", + "stead", + "inexplic", + "nonlinearity", + "sbagli", + "eman" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "unsaturated", + "LessThan", + "Nonetheless", + "undetectable", + "lower", + "Below", + "RuntimeError", + "feeble", + "inferiore", + "nonetheless", + "inferiores", + "voordat", + "Continuum", + "below", + "sill", + "ydd", + "inboard" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "lowland", + "faible", + "rendah", + "low", + "unsaturated", + "lower", + "low", + "unsaturated", + "Binder", + "Low", + "Low", + "timid", + "emde", + "Below", + "weaker", + "Dynasty", + "faibles", + "ydd", + "baja", + "minder", + "writeInt" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "lower", + "low", + "rendah", + "low", + "below", + "bassa", + "lowland", + "niedrig", + "Lower", + "Low", + "faible", + "Below", + "baja", + "LessThan", + "lower", + "Low", + "minder", + "Lower", + "LowerCase" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "below", + "Below", + "room", + "rendah", + "Yield", + "low", + "below", + "stress", + "Below", + "stress", + "room", + "yield", + "lower", + "yield", + "Stress", + "stresses", + "Stress", + "abaixo", + "Room", + "low", + "Room", + "Yield", + "BELOW" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "room", + "room", + "stress", + "stresses", + "stress", + "Stress", + "Yield", + "Stress", + "Room", + "yield", + "yield", + "Room", + "below", + "low", + "low", + "Yield", + "below", + "Elastic", + "rendah", + "Below", + "elastic", + "Below", + "elastic", + "yielded", + "rooms", + "Low", + "stressed" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Sub", + "below", + "sub", + "Yield", + "below", + "stresses", + "sub", + "Sub", + "subsurface", + "room", + "Below", + "Room", + "room", + "Below", + "yield", + "low", + "rendah", + "subi", + "low", + "yield", + "Low", + "SUB", + "getSub", + "stress", + "Unter", + "submarine" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "stress", + "Below", + "stress", + "Yield", + "Stress", + "yield", + "Yield", + "However", + "Stress", + "Even", + "stresses", + "At", + "sub", + "yields", + "room", + "Unlike", + "yield", + "at", + "p", + "Ye", + "Room", + "e", + "even", + "py", + "improvement", + "This", + "a", + "sub", + "Below", + "Y" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 91110, + 43861, + 31845, + 190966, + 132038, + 173934, + 151297, + 47905, + 179378, + 165051, + 136553, + 175534, + 161696, + 91769, + 96717, + 19005, + 12258, + 8040, + 5971, + 6107, + 16957, + 7818, + 2579, + 6608, + 72301, + 109562 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 204925, + 210035, + 161019, + 33834, + 26882, + 13595, + 37652, + 75544, + 7489, + 6611, + 14175, + 15865, + 12243, + 18385, + 11732, + 11197, + 37033, + 6393, + 10282, + 70980, + 176355, + 121479, + 34245, + 9131, + 28997, + 52243 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 254649, + 201831, + 20508, + 195135, + 15436, + 28094, + 51809, + 8869, + 146172, + 114330, + 41939, + 115857, + 160157, + 74696, + 45616, + 78476, + 35491, + 12027, + 24540, + 20133, + 44045, + 37620, + 39448, + 20977, + 72390, + 141180 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 219064, + 202853, + 173121, + 123351, + 72565, + 6456, + 3679, + 1418, + 218, + 281, + 1433, + 308, + 858, + 3235 + ] + }, + { + "label": "diffusion", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 23338, + 18075, + 19669, + 58754, + 48942, + 10495, + 13716, + 26540, + 15293, + 17602, + 36210, + 38893, + 17009, + 14694 + ] + }, + { + "label": "cavity", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 11800, + 8662, + 9658, + 5169, + 4220, + 1330, + 1415, + 4226, + 9640, + 25483, + 78148, + 60302, + 19109, + 64900 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "sensibility", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "size", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "ceramics", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "passengers", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "strength", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "virtual", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "even", + "output_checked": true + }, + { + "concept": "tedious", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "linkage", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "linked", + "output_checked": true + }, + { + "concept": "despite", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "though", + "output_checked": true + }, + { + "concept": "components", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "component", + "output_checked": true + }, + { + "concept": "strain", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "sustained", + "output_checked": true + }, + { + "concept": "linking", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "linked", + "output_checked": true + }, + { + "concept": "Ironman", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "sustained", + "output_checked": true + }, + { + "concept": "arent", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "near", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "celsius", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "emin", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "near", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "EFL", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "egreg", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "morphed", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "Mental", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "though", + "output_checked": true + }, + { + "concept": "yamaha", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "operated", + "output_checked": true + }, + { + "concept": "postulates", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Grain", + "output_checked": true + }, + { + "concept": "facing", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "lunatic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "edge", + "output_checked": true + }, + { + "concept": "bxc", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "gdf", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "postulated", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Winter", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "value", + "output_checked": true + }, + { + "concept": "PVC", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "EDT", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "setengah", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "grout", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "thermoplastic", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "currentValue", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "value", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Passengers", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "Linking", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "linked", + "output_checked": true + }, + { + "concept": "parts", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "component", + "output_checked": true + }, + { + "concept": "widened", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "force", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "enlargement", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "traversing", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "linked", + "output_checked": true + }, + { + "concept": "ankles", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "Mathematics", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "SqlCommand", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "finalists", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "room", + "output_checked": true + }, + { + "concept": "masonry", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "nonetheless", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "substitutional", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "Pressure", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "lower", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "was", + "output_checked": true + }, + { + "concept": "XMLHttpRequest", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "sustained", + "output_checked": true + }, + { + "concept": "Gewalt", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "testers", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "Maf", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "mann", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "edges", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "edge", + "output_checked": true + }, + { + "concept": "crucifix", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "Moder", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "was", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "th", + "wh", + "row", + "gh", + "ne", + "yst", + "inter", + "pr", + "any", + "anc", + "ey", + "ton", + "tr", + "pect", + "red", + "ray", + "ser", + "ts", + "ces", + "equ", + "self", + "years", + "be", + "son", + "eb", + "ized", + "span" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "is", + "comp", + "ne", + "ner", + "son", + "mente", + "ju", + "rence", + "umeric", + "perk", + "haute", + "enburg", + "malloc", + "encompasses", + "Heap", + "menes", + "ovvero", + "suk", + "samp" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "y", + "su", + "j", + "ust", + "ib", + "ge", + "one", + "te", + "iew", + "left", + "itt", + "ON", + "ict", + "pol", + "uring", + "raph", + "tem", + "gu", + "ke", + "ij", + "eb", + "som", + "arn", + "mark", + "ames", + "da", + "Image" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "al", + "l", + "re", + "im", + "ation", + "st", + "ir", + "if", + "est", + "wh", + "se", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "ff", + "cl", + "orm", + "ast", + "ile", + "ice", + "ab", + "du" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "de", + "ch", + "qu", + "ity", + "The", + "ha", + "ad", + "us", + "which", + "ar", + "yst", + "par", + "ag", + "ize", + "we", + "est", + "who", + "rib", + "them", + "es", + "pos", + "ann", + "add", + "ym", + "sh" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "en", + "at", + "an", + "it", + "is", + "ion", + "as", + "ent", + "n", + "ol", + "ig", + "ur", + "de", + "ay", + "ir", + "ly", + "pro", + "ere", + "com", + "pe", + "end", + "ill", + "ath", + "ex", + "art", + "ud", + "ies", + "ive", + "all", + "ard" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ut", + "ol", + "ad", + "S", + "ot", + "T", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res", + "ort", + "se" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "og", + "iz", + "ich", + "av", + "ib", + "comp", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "s", + "ers", + "lid", + "they", + "aal", + "liaison", + "sehen", + "wunder", + "garnished", + "Publicity", + "e", + "n", + "aw", + "ature", + "function", + "equip", + "project", + "perfectly", + "added", + "selection" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "e", + "s", + "ers", + "rel", + "aw", + "substantial", + "technically", + "aal", + "imitation", + "liaison", + "remember", + "tentative", + "kaya", + "sof", + "wunder", + "ampio", + "Publicity", + "eleg", + "n" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "substantial", + "readily", + "demise", + "fielder", + "tentative", + "Publicity", + "substantially", + "immense", + "resmi", + "watchful", + "ecek", + "e", + "dictator", + "devenu", + "reliance", + "Verenigde", + "prechen", + "declining", + "imitation", + "ributor", + "offic", + "garanti", + "rique" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "er", + "demise", + "readily", + "tog", + "immense", + "fielder", + "Tog", + "ributor", + "lach", + "errori", + "resmi", + "Verenigde", + "watchful", + "elated", + "asesin", + "declining", + "appellate", + "dictator", + "kowy", + "papan", + "appro" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "demise", + "er", + "tog", + "immense", + "Tog", + "readily", + "impending", + "asesin", + "severity", + "lach", + "fielder", + "circumstances", + "ributor", + "bizarre", + "tentative", + "anteced", + "dictator", + "aal", + "appellate", + "watchful", + "damn", + "kowy", + "Excise" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "bizarre", + "vehement", + "impending", + "demise", + "markedly", + "outraged", + "exacerbated", + "severely", + "nedeniyle", + "elated", + "subter", + "abrog", + "substantially", + "despicable", + "severity", + "enraged", + "nedeni", + "shockingly", + "reverting", + "errori", + "preclude", + "phenoxymethyl", + "er", + "caution", + "vicious" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "because", + "exacerbated", + "resulted", + "of", + "because", + "nedeniyle", + "of", + "inspired", + "impending", + "worsened", + "but", + "arising", + "Nevertheless", + "reminiscent", + "albeit", + "lsulfanyl", + "im", + "sub", + "profound", + "profoundly", + "detrimental", + "S", + "attributable", + "indicating", + "debido", + "indication" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "seemingly", + "unexpectedly", + "surprisingly", + "irrespective", + "despite", + "unexpected", + "seeming", + "unprecedented", + "reminiscent", + "because", + "devoid", + "without", + "resulted", + "surprising", + "drastically", + "detrimental", + "Surprisingly", + "triggered", + "localized", + "exerting", + "markedly", + "orchestrated", + "but", + "suggesting", + "exacerbated", + "during", + "exerted", + "instigated", + "induced", + "remarkably" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "seemingly", + "negligible", + "unexpectedly", + "devoid", + "refrained", + "low", + "relaxed", + "momentarily", + "unassuming", + "relatively", + "surprisingly", + "markedly", + "minimized", + "unbelievable", + "without", + "unexpected", + "drastically", + "irrespective", + "minimal", + "hardly", + "diminished", + "inherently", + "atypical", + "seeming", + "lessened", + "scarcely", + "initially", + "lenient", + "significantly", + "comparable", + "senseless", + "shockingly" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "negligible", + "comparable", + "relatively", + "drastically", + "unprecedented", + "even", + "low", + "slightly", + "significantly", + "vastly", + "equivalent", + "remarkably", + "lower", + "seemingly", + "surprisingly", + "staunch", + "despite", + "documented", + "markedly", + "extremely", + "comparatively", + "unexpectedly", + "potentially", + "barely", + "shockingly", + "borderline", + "never", + "marginally", + "although", + "historical", + "conservative", + "inherently" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "low", + "lower", + "surprising", + "relatively", + "negligible", + "comparatively", + "below", + "Low", + "even", + "greater", + "unexpectedly", + "less", + "compared", + "comparable", + "lowered", + "remarkably", + "magnitude", + "more", + "smaller", + "modest", + "surprisingly", + "unexpected", + "lesser", + "moderate", + "baseline", + "seemingly", + "relaxed", + "unprecedented", + "vastly" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "low", + "below", + "lower", + "Low", + "Below", + "relatively", + "BELOW", + "negligible", + "tensile", + "below", + "niedrig", + "magnitude", + "seemingly", + "rendah", + "moderate", + "pre", + "barely", + "even", + "predicted", + "seeming", + "surprising", + "onset", + "magnitudes", + "no" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "low", + "Low", + "lower", + "niedrig", + "below", + "Below", + "Low", + "rendah", + "below", + "low", + "Young", + "baixo", + "BELOW", + "Zero", + "no", + "abaixo", + "bajas", + "Below", + "Lower", + "Yet", + "zero" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "low", + "below", + "Low", + "lower", + "below", + "rendah", + "low", + "Below", + "Low", + "niedrig", + "niedr", + "Below", + "baixo", + "lower", + "Lower", + "baix", + "BELOW", + "bassa" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "below", + "low", + "Below", + "below", + "room", + "lower", + "Room", + "yield", + "Low", + "yield", + "abaixo", + "Below", + "low", + "Room", + "room", + "rendah", + "Yield", + "Low", + "Yield", + "baix", + "at", + "yielding", + "BELOW", + "stress", + "niedrig" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "room", + "below", + "Room", + "room", + "low", + "Room", + "yield", + "Below", + "Yield", + "below", + "rendah", + "yield", + "niedrig", + "Yield", + "sub", + "lower", + "stresses", + "abaixo", + "low", + "Low", + "Stress", + "Below", + "stress", + "yields", + "yielding", + "Stress", + "baix" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "sub", + "Sub", + "sub", + "below", + "Sub", + "Room", + "below", + "room", + "yield", + "as", + "Yield", + "SUB", + "Below", + "Below", + "subs", + "SUB", + "room", + "yield", + "subsid", + "Yield", + "abaixo", + "subs", + "even", + "low", + "Room" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "stress", + "Below", + "stress", + "Yield", + "Stress", + "yield", + "Yield", + "However", + "Stress", + "Even", + "stresses", + "At", + "sub", + "yields", + "room", + "Unlike", + "yield", + "at", + "p", + "Ye", + "Room", + "e", + "even", + "py", + "improvement", + "This", + "a", + "sub", + "Below", + "Y" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 23.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "its", + "output_checked": true + }, + { + "concept": "slight", + "score": 13.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "under", + "output_checked": true + }, + { + "concept": "components", + "score": 8.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "component", + "output_checked": true + }, + { + "concept": "during", + "score": 6.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "exerted", + "score": 6.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "relatively", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "was", + "output_checked": true + }, + { + "concept": "stresses", + "score": 6.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "despite", + "score": 5.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "though", + "output_checked": true + }, + { + "concept": "threshold", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "below", + "output_checked": true + }, + { + "concept": "impeding", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "near", + "output_checked": true + }, + { + "concept": "impending", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "persecution", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "was", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "revered", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "below", + "output_checked": true + }, + { + "concept": "severely", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "enhance", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "edge", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "linked", + "output_checked": true + }, + { + "concept": "imposed", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "sustained", + "output_checked": true + }, + { + "concept": "brittle", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "operation", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "operated", + "output_checked": true + }, + { + "concept": "porosity", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "there", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "though", + "output_checked": true + }, + { + "concept": "enlargement", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "ceramic", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "passengers", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "strain", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "sustained", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "damn", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "Surprisingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "room", + "output_checked": true + }, + { + "concept": "exorbit", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "seemingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "moderately", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "intensified", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "specified", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "below", + "output_checked": true + }, + { + "concept": "values", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "value", + "output_checked": true + }, + { + "concept": "tensile", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "strength", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "boundary", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "photograph", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "edge", + "output_checked": true + }, + { + "concept": "introdu", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "even", + "output_checked": true + }, + { + "concept": "serangan", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "value", + "output_checked": true + }, + { + "concept": "substantial", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ability", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "evoked", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "half", + "output_checked": true + }, + { + "concept": "leisurely", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "room", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "under", + "output_checked": true + }, + { + "concept": "severity", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "though", + "output_checked": true + }, + { + "concept": "markedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "was", + "output_checked": true + }, + { + "concept": "vergang", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "bizarre", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "prolonged", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "sustained", + "output_checked": true + }, + { + "concept": "exceedingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "remarkably", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "even", + "output_checked": true + }, + { + "concept": "concomitant", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "because", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "positioned", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "operated", + "output_checked": true + }, + { + "concept": "subjected", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "sustained", + "output_checked": true + }, + { + "concept": "yaml", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "bzw", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "characterized", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "resulted", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "and", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-03__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-03__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-03__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-03__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Time-dependent deformation under heat 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A fine-grained metal slowly changed shape during a prolonged hot hold. Matter moved away from compressed grain faces and accumulated on faces under tension.", + "prompt_tail": "A fine-grained metal slowly changed shape during a prolonged hot hold. Matter moved away from compressed grain faces and accumulated on faces under tension.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-high-temperature-deformation-04", + "carrier_id": null, + "target_family": "high-temperature-deformation", + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 194, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 10 + }, + { + "label": "diffusion", + "best_rank": 243, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 42 + }, + { + "label": "cavity", + "best_rank": 1124, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 611 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "supernatural", + "ily", + "bou", + "orna", + "jor", + "Jang", + "Supernatural", + "Noor", + "Lorraine", + "oport", + "Gui", + "Abr", + "plong", + "oji", + "Supreme", + "lagoons", + "JOR", + "marinated", + "Supreme", + "ery" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ily", + "oji", + "Arora", + "aboo", + "iores", + "orna", + "Abr", + "lak", + "Gui", + "ORN", + "ool", + "tray", + "zym", + "mem", + "felter", + "ancher", + "ht", + "ior", + "oj", + "otrop", + "Baylor", + "mathbb" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Kham", + "Happen", + "WHAT", + "Birthday", + "Fres", + "Scores", + "RECOMM", + "hse", + "handful", + "HAS", + "Hassel", + "WORTH", + "crawled", + "happen", + "HAS", + "EVERY" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Za", + "Hd", + "pewno", + "XXV", + "haman", + "chrysanthemum", + "MEMBER", + "nascita", + "nvidia", + "fqsen", + "Donation", + "izawa", + "normalization" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Glover", + "lessness", + "orial", + "ophthal", + "unts", + "ters", + "Christi", + "URING", + "eless", + "GAL", + "ripe", + "Curie", + "ligation", + "Genesis", + "UTICAL", + "Context", + "Georg", + "homeopathic", + "Egyptian" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "NORMAL", + "rewrite", + "nvidia", + "pewno", + "Birthday", + "Kristall", + "Chrys", + "chrysanthemum", + "atth", + "Lambda", + "pencil", + "zeichnis", + "Donation", + "Sadd" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Saldo", + "pewno", + "Kristall", + "Chrys", + "sampel", + "Birthday", + "mas", + "Ink", + "Lens", + "Saudi", + "Hd", + "domin", + "worsen", + "chrysanthemum", + "Za", + "nbhd", + "saa", + "Webcam", + "pencil", + "rangea", + "renderSquare" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "WORTH", + "handful", + "WHIT", + "berth", + "Lives", + "TECHNICAL", + "registro", + "OFFICE", + "haf", + "COR", + "wah", + "escal", + "ForegroundColor", + "Official", + "genesis", + "ForEach", + "Nickname", + "WHIT", + "FAF", + "Instance", + "nutric", + "reib" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "t", + "s", + "Hd", + "creases", + "slik", + "Hd", + "genu", + "energetic", + "exuber", + "sellers", + "vc", + "sufferings", + "sensation", + "softness", + "dac", + "sene", + "supuesto", + "sizer", + "incompar", + "bulb" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "og", + "dir", + "med", + "ve", + "ebel", + "sellers", + "est", + "dac", + "creases", + "ures", + "dass", + "enburg", + "s", + "de", + "slik", + "gehend", + "rogen", + "enorm", + "moreover", + "bulb", + "r", + "ified" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "haja", + "med", + "night", + "voila", + "urably", + "theater", + "amos", + "selves", + "en", + "ured", + "lepas", + "g", + "ures", + "eness", + "uable", + "schein", + "ively", + "haf", + "manner", + "uating", + "trach" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "voila", + "med", + "Kalau", + "certeza", + "ardin", + "certainly", + "folds", + "urious", + "moreover", + "digamos", + "esimerkiksi", + "Moreover", + "examples", + "beispielsweise", + "ures", + "ve", + "sink", + "uri", + "fold", + "celles", + "dif", + "ogo", + "Furthermore" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "digamos", + "sur", + "moreover", + "folds", + "ve", + "esimerkiksi", + "creases", + "dif", + "enorm", + "urious", + "celles", + "voila", + "t", + "og", + "dass", + "preval", + "preponder", + "ified", + "ures", + "sink", + "er", + "certainly", + "exuber", + "let", + "Kalau", + "particular", + "fold" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "voila", + "primes", + "particular", + "notion", + "selves", + "digamos", + "s", + "icule", + "let", + "uri", + "urious", + "requisite", + "ures", + "fold", + "hoff", + "haja", + "uli", + "ogo", + "vehement", + "uj", + "dif", + "ief", + "instances", + "perd", + "moreover" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "med", + "ized", + "sensibility", + "vehement", + "voila", + "xr", + "haja", + "etic", + "instances", + "assertions", + "ium", + "fold", + "sheep", + "lang", + "rite", + "mapped" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "Etc", + "nnnn", + "ium", + "rrrr", + "xr", + "sensibility", + "AAAAAAAA", + "affirm", + "Pdf", + "ized", + "med", + "ovi", + "teh", + "linson", + "izing", + "ove", + "examples", + "system", + "enders", + "discord", + "ism" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "estand", + "rune", + "Zw", + "defensive", + "sensibility", + "discord", + "examples", + "Zw", + "consecuencia", + "Discord", + "DataSource", + "ographic", + "Smoothing", + "affirm", + "Defining", + "icida", + "gdf", + "additive", + "Discord", + "assertions", + "softened" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "no", + "s", + "bepaalde", + "preferentially", + "particular", + "determinadas", + "sag", + "radiol", + "Unterschiede", + "og", + "consequently", + "ostante", + "depended", + "conversely", + "seg", + "locations", + "NumberOf", + "resisted", + "incidencia", + "measured", + "situation", + "cedence", + "jellem", + "disparity", + "egyes", + "and", + "ements", + "location", + "inversely" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "s", + "dir", + "no", + "sbagli", + "situation", + "determinada", + "in", + "and", + "bepaalde", + "to", + "sur", + "diseg", + "determinante", + "sag", + "tertentu", + "jellem", + "on", + "determinadas", + "dic", + "determinado", + "Jacobsen", + "particular", + "R", + "eman" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "redistribution", + "Redistribution", + "redist", + "determinante", + "direcion", + "oles", + "preferentially", + "Unterschiede", + "Integrity", + "enium", + "sbagli", + "equilibration", + "bepaalde", + "and", + "resultante", + "dir", + "ToBe", + "eman", + "dic", + "antic", + "diseg", + "dac", + "tertentu", + "Penit", + "to", + "redistributed", + "equilibrated", + "Transfer", + "equilibr", + "WEI", + "consequential" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "redistribution", + "Redistribution", + "Yield", + "yielding", + "Yield", + "Defined", + "direcion", + "redist", + "flow", + "Loading", + "ulous", + "Unterschiede", + "Defined", + "dilation", + "Dynamic", + "directed", + "Equilib", + "adi", + "Mist", + "Filling", + "sbagli", + "Synd", + "mue", + "determinante", + "yield", + "Transporte", + "Penit", + "Philosophie", + "Imp" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "redistribution", + "Redistribution", + "Yield", + "redist", + "yielding", + "Yield", + "redistributed", + "redistribute", + "yield", + "Relaxation", + "Redist", + "Relax", + "Equilib", + "Pressure", + "ressione", + "yielding", + "relaxation", + "Pressure", + "pressure", + "Smoothing", + "Relief", + "dilation", + "Smoothing", + "schoon", + "direcion", + "symmet", + "dilation", + "equilibr", + "smoothing" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "Relax", + "Relaxation", + "relaxation", + "relaxation", + "relax", + "relaxing", + "voids", + "Redistribution", + "Smoothing", + "tension", + "relax", + "Relax", + "relaxed", + "redistribution", + "relaxes", + "redist", + "relieve", + "stress", + "Stress", + "tension", + "Poisson", + "stress", + "oble", + "Yield", + "smoothing", + "DMA", + "Smoothing", + "void", + "relaj", + "Accum", + "tensile", + "diss" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "relaxation", + "relaxation", + "Relax", + "Relaxation", + "relax", + "stress", + "relax", + "relaxing", + "stress", + "Stress", + "relaxes", + "relieve", + "dilation", + "Relax", + "redistribution", + "relief", + "tens", + "Yield", + "strain", + "Accum", + "Redistribution", + "Stress", + "Pressure", + "Tens", + "tension", + "tension", + "rel", + "relieves", + "ile", + "relaxed", + "relaj", + "redist" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Stress", + "oble", + "stress", + "Relax", + "relax", + "stress", + "P", + "relaxation", + "relaxes", + "relaxation", + "Pressure", + "Relaxation", + "to", + "Yield", + "S", + "pressure", + "strain", + "stresses", + "Stress", + "T", + "or", + "relax", + "Tens", + "ver", + "relaj" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "tension", + "Tension", + "stress", + "relaxation", + "And", + "Relaxation", + "tensions", + "Stress", + "tension", + "and", + "pressure", + "development", + "relief", + "tan", + "To", + "constant", + "volume", + "expansion", + "surface", + "We", + "Under", + "exploration", + "tensile", + "effective", + "Pressure", + "These", + "formation", + "west", + "work", + "tens", + "tensor", + "exponent" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 89457, + 33854, + 47552, + 102274, + 108346, + 125549, + 149515, + 49586, + 179754, + 157437, + 127046, + 150623, + 147489, + 81169, + 78386, + 23352, + 10215, + 12496, + 17211, + 16821, + 4169, + 851, + 195, + 476, + 2680, + 2306 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 204908, + 208907, + 96308, + 78480, + 50334, + 15074, + 31344, + 104577, + 4292, + 5869, + 22234, + 14934, + 10219, + 13547, + 7163, + 3932, + 7399, + 878, + 337, + 244, + 1711, + 310, + 432, + 497, + 1256, + 905 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 255101, + 235519, + 30745, + 74809, + 133893, + 33044, + 47308, + 15169, + 112798, + 108477, + 21687, + 69704, + 139750, + 83050, + 107842, + 104881, + 82075, + 21506, + 22344, + 4790, + 2444, + 1125, + 1391, + 1884, + 58759, + 77591 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 228868, + 200818, + 204445, + 189903, + 201538, + 96591, + 13825, + 5302, + 3175, + 443, + 20, + 13, + 11, + 82 + ] + }, + { + "label": "diffusion", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 55685, + 26132, + 27631, + 47469, + 34778, + 6030, + 3378, + 2812, + 319, + 220, + 43, + 207, + 269, + 500 + ] + }, + { + "label": "cavity", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 14978, + 13116, + 14668, + 10788, + 6305, + 1543, + 912, + 2069, + 2573, + 2214, + 1259, + 612, + 944, + 4260 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "dure", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "LEC", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "boundary", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "redistribution", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Etc", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ODM", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Pseudo", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "emin", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "estruct", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "accumulation", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "imperative", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "shoulders", + "score": 2.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "on", + "output_checked": true + }, + { + "concept": "normal", + "score": 2.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "OLF", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "SETTINGS", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "prolonged", + "output_checked": true + }, + { + "concept": "mundane", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "lunatic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "swapped", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "changed", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "prolonged", + "output_checked": true + }, + { + "concept": "Ecco", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "aya", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "NonNull", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "postulated", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "sculpted", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "pvc", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Compression", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "thought", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Movement", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "moved", + "output_checked": true + }, + { + "concept": "compression", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "Relax", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "troll", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "crawls", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "heating", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "during", + "output_checked": true + }, + { + "concept": "voila", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "propon", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Manner", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "heathen", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "editText", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "away", + "output_checked": true + }, + { + "concept": "masala", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "Psychiatric", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "prolonged", + "output_checked": true + }, + { + "concept": "Gah", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "XMFLOAT", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "away", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "Nomad", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "thermally", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "conlleva", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "Matter", + "output_checked": true + }, + { + "concept": "assure", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "corners", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "from", + "output_checked": true + }, + { + "concept": "dass", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dif", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "bevel", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "Mens", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "egreg", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "faible", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "under", + "output_checked": true + }, + { + "concept": "semif", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "adage", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Saison", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "Matter", + "output_checked": true + }, + { + "concept": "spatially", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "moved", + "output_checked": true + }, + { + "concept": "segura", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "OnInit", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "amass", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "accumulated", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "th", + "wh", + "res", + "row", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "pr", + "set", + "anc", + "sh", + "pect", + "red", + "ray", + "ative", + "ser", + "min", + "ces", + "rol", + "equ", + "self", + "years", + "be" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "ner", + "ju", + "rence", + "perk", + "uq", + "pitted", + "conflicted", + "validType", + "Habsburg", + "es", + "is", + "br", + "son", + "sl", + "ir", + "qual", + "needed", + "assert", + "sav" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "ed", + "ro", + "iv", + "j", + "ib", + "one", + "ru", + "ound", + "ON", + "med", + "tem", + "som", + "mark", + "vol", + "To", + "RO", + "rem", + "oot", + "pha", + "thing", + "mag", + "ump", + "vi", + "ably", + "kan", + "yang", + "epend", + "aring" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "er", + "he", + "re", + "s", + "or", + "al", + "le", + "m", + "ing", + "ion", + "el", + "l", + "st", + "im", + "g", + "u", + "se", + "if", + "us", + "ht", + "ers", + "com", + "pe", + "ain", + "he", + "j", + "pl", + "ch", + "ies", + "ust", + "int" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "A", + "B", + "C", + "D", + "E", + "F", + "G", + "H", + "I", + "J", + "K", + "L", + "M", + "N", + "O", + "P", + "Q", + "R", + "S", + "T", + "U", + "V" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "le", + "ion", + "as", + "ent", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "ere", + "com", + "pe", + "end", + "ill", + "ex", + "art", + "iz", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res", + "k" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "of", + "photograph", + "evol", + "wunder", + "n", + "lid", + "they", + "terrible", + "youtu", + "eat", + "EG", + "liaison", + "sehen", + "sof", + "bringen", + "garnished", + "sli", + "Ils", + "Publicity" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "aal", + "aat", + "imitation", + "e", + "s", + "ain", + "rel", + "equip", + "depart", + "has", + "second", + "Uk", + "ble", + "photograph", + "displaystyle", + "reput", + "substantial", + "slash", + "lid", + "officially", + "administrator", + "technically", + "successor", + "grandfather", + "multitude" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "substantial", + "readily", + "fielder", + "e", + "behalf", + "substantially", + "imitation", + "tanti", + "destra", + "Tog", + "ecek", + "immense", + "aat", + "resmi", + "Publicity", + "asesin", + "ain", + "slash", + "successor", + "aal", + "explained" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "substantial", + "damn", + "slight", + "tog", + "Tog", + "fielder", + "immense", + "asesin", + "ET", + "ributor", + "e", + "kowy", + "declining", + "Verenigde", + "er", + "ain", + "begin", + "demise", + "sprintf", + "profoundly", + "tanti" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "slight", + "Tog", + "damn", + "immense", + "tog", + "asesin", + "substantial", + "fielder", + "slightly", + "readily", + "bunun", + "kowy", + "ed", + "ecek", + "Considerable", + "mostly", + "tentative", + "Will", + "severity", + "ributor" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "explained", + "damn", + "destra", + "bunun", + "substantial", + "abrog", + "slightly", + "slight", + "bizarre", + "esas", + "substantially", + "phenylsulfanyl", + "triggered", + "ed", + "dro", + "pushed" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "within", + "such", + "markedly", + "resulting", + "vehement", + "these", + "These", + "profoundly", + "between", + "exacerbated", + "despicable", + "substantial", + "profound", + "to", + "tantamount", + "analogous", + "diese", + "substantially" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "resulting", + "these", + "those", + "mechanisms", + "resulted", + "facilitated", + "analogous", + "noticeable", + "markedly", + "within", + "instigated", + "approximately", + "positioned", + "resultant", + "seemed", + "resulting", + "likened", + "driven", + "seemingly", + "noticeably", + "unequivocal", + "similar", + "cohesive", + "profoundly", + "These", + "promoting" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "these", + "those", + "preferentially", + "biased", + "upheaval", + "mechanisms", + "intensified", + "motivated", + "aligned", + "preferential", + "oriented", + "regions", + "facilitated", + "redistribution", + "nuanced", + "readjust", + "redistributed", + "orientated", + "opposite", + "accordance", + "positioned", + "instinctively", + "localized", + "direction", + "adjustments", + "predictable", + "markedly", + "selectively", + "aligning", + "subtly", + "accentuated" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "biased", + "opposite", + "displaced", + "preferential", + "focused", + "numerous", + "uneven", + "cohesive", + "reposition", + "aligned", + "motivated", + "documented", + "predominantly", + "those", + "various", + "slightly", + "localized", + "drastically", + "selectively", + "readjust", + "actively", + "preferentially", + "s", + "concentrated", + "perpendicular", + "outward", + "proportional", + "unequal", + "especially", + "asymmetrical", + "strategically", + "noticeably" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "asymmetrical", + "preferentially", + "asymmetric", + "tendency", + "uneven", + "redistribution", + "readjust", + "direction", + "biased", + "preferential", + "displaced", + "progressively", + "reposition", + "asymmetry", + "directional", + "nuanced", + "differential", + "dispersing", + "perplexed", + "tendencies", + "opposite", + "equilibrium", + "localized", + "inherently", + "exaggerated", + "those", + "relatively", + "incrementally", + "slightly", + "proportional", + "spontaneous", + "disproportion" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "redistribution", + "preferentially", + "preferential", + "displaced", + "displacement", + "Redistribution", + "direction", + "moved", + "progressively", + "redistributed", + "reposition", + "biased", + "redist", + "slack", + "uneven", + "tension", + "where", + "asymmetric", + "regions", + "deformation", + "migrated", + "stress", + "asymmetrical", + "flow", + "transfer", + "redistribute", + "movement", + "grain", + "directional" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "redistribution", + "Redistribution", + "preferentially", + "redist", + "preferential", + "tensile", + "redistribute", + "tension", + "Migration", + "move", + "moved", + "movement", + "relief", + "grain", + "redistributed", + "creep", + "directional", + "rep", + "Open", + "moves", + "deformation", + "growth", + "pressure", + "migration", + "Redist", + "recrystall", + "odic", + "expansion", + "accommodation" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "redistribution", + "Redistribution", + "redistributed", + "reposition", + "re", + "redistribute", + "redist", + "relaxation", + "reass", + "relief", + "relieved", + "rearrangement", + "creep", + "tensile", + "accommodation", + "tension", + "rell", + "pressures", + "relieve", + "Redist", + "pressure", + "reorganization", + "preferentially", + "stress", + "expansion", + "compressive", + "tension", + "stress", + "Stress", + "reloc", + "uneven" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "relaxation", + "redistribution", + "relaxing", + "Relaxation", + "relaxation", + "redist", + "tensile", + "re", + "relieving", + "tension", + "relax", + "creep", + "stress", + "stress", + "strain", + "relaxed", + "sliding", + "redistribute", + "Redistribution", + "relaxes", + "relief", + "tension", + "Relax", + "expansion", + "uneven", + "unequal", + "preferential", + "rel", + "plast", + "shear", + "reass", + "relieve" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "relaxation", + "redistribution", + "relieving", + "Stress", + "relief", + "relief", + "Relaxation", + "rel", + "stress", + "rel", + "stress", + "redist", + "relocation", + "relaxing", + "Stress", + "Relief", + "relaxation", + "Redistribution", + "preferential", + "REL", + "tensile", + "unequal", + "reliefs", + "red", + "relieved", + "bulging", + "strain", + "redistributed", + "Rel", + "Redist", + "directional", + "tension" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "stress", + "Stress", + "relaxation", + "relaxation", + "tension", + "Pressure", + "tens", + "stress", + "pressure", + "to", + "Tens", + "Relaxation", + "Relax", + "tension", + "sion", + "as", + "and", + "Stress", + "relief", + "relax", + "prefer", + "relaj", + "strain", + "relieving", + "fil", + "strain", + "libre", + "addirittura" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "tension", + "Tension", + "stress", + "relaxation", + "And", + "Relaxation", + "tensions", + "Stress", + "tension", + "and", + "pressure", + "development", + "relief", + "tan", + "To", + "constant", + "volume", + "expansion", + "surface", + "We", + "Under", + "exploration", + "tensile", + "effective", + "Pressure", + "These", + "formation", + "west", + "work", + "tens", + "tensor", + "exponent" + ] + } + ], + "logit_surprising": [ + { + "concept": "slight", + "score": 11.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "areas", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "from", + "output_checked": true + }, + { + "concept": "been", + "score": 7.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "changed", + "output_checked": true + }, + { + "concept": "accumulation", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "readily", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "damn", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "relatively", + "score": 5.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "on", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "impeding", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "behalf", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "on", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "finely", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "intense", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "duration", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "prolonged", + "output_checked": true + }, + { + "concept": "grains", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "granularity", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "redistribution", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "corners", + "score": 3.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "from", + "output_checked": true + }, + { + "concept": "substantially", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "kung", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "pochi", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "impending", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "seemingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Matter", + "output_checked": true + }, + { + "concept": "towards", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "away", + "output_checked": true + }, + { + "concept": "somewhere", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "materials", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "larger", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "on", + "output_checked": true + }, + { + "concept": "those", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "alloy", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "temperature", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "facing", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "into", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "changed", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "granular", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "heating", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "during", + "output_checked": true + }, + { + "concept": "relaxation", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "willingness", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "perceptual", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "disbelief", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "unrelenting", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "prolonged", + "output_checked": true + }, + { + "concept": "horrible", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "prolonged", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "changed", + "output_checked": true + }, + { + "concept": "leisurely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "prolonged", + "output_checked": true + }, + { + "concept": "slightly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "severely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "exerting", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "seemed", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "Matter", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "somewhat", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "on", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "caused", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "resulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "remains", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Matter", + "output_checked": true + }, + { + "concept": "toward", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "away", + "output_checked": true + }, + { + "concept": "gradually", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Conversely", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "under", + "output_checked": true + }, + { + "concept": "these", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "undue", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "fine", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-04__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-04__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-04__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-04__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Time-dependent deformation under heat 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A heat-resistant alloy accumulated measurable permanent strain with increasing service time. Interfacial pores and wedge-shaped separations were concentrated near the final rupture zone.", + "prompt_tail": "umulated measurable permanent strain with increasing service time. Interfacial pores and wedge-shaped separations were concentrated near the final rupture zone.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-high-temperature-deformation-05", + "carrier_id": null, + "target_family": "high-temperature-deformation", + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 2294, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 587 + }, + { + "label": "diffusion", + "best_rank": 3663, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 2467 + }, + { + "label": "cavity", + "best_rank": 1179, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 465 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "ily", + "orna", + "supernatural", + "bou", + "Supernatural", + "jor", + "Lorraine", + "Jang", + "Noor", + "oji", + "plong", + "oport", + "Gui", + "Supreme", + "lagoons", + "Abr", + "ery", + "Supreme", + "JOR", + "marinated" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ily", + "oji", + "aboo", + "mem", + "iores", + "Abr", + "ool", + "felter", + "zym", + "lak", + "orna", + "ht", + "ORN", + "ior", + "Arora", + "ancher", + "oj", + "otrop", + "ization", + "Gui", + "Baylor" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Fres", + "Kham", + "RECOMM", + "Birthday", + "hse", + "Happen", + "normalization", + "WHAT", + "HAS", + "lias", + "IGENCE", + "ocked", + "happen", + "iquer", + "Hassel", + "nikk" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Za", + "Hd", + "pewno", + "recorder", + "nascita", + "embossing", + "ebel", + "haman", + "Lobkovic", + "XXV", + "Za", + "Writers", + "Kalam", + "chrysanthemum" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Christi", + "Context", + "Glover", + "Fir", + "gallbladder", + "homework", + "mining", + "Vann", + "moz", + "crystall", + "nin", + "Coke", + "Vicki", + "nurses", + "normalization", + "Genesis", + "Buffered", + "quatern" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "rewrite", + "NORMAL", + "nvidia", + "Birthday", + "pewno", + "atth", + "chrysanthemum", + "Chrys", + "Kristall", + "pencil", + "zeichnis", + "nus", + "Donation", + "nextNode" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Kristall", + "Saldo", + "pewno", + "Chrys", + "sampel", + "Birthday", + "Ink", + "Saudi", + "chrysanthemum", + "mas", + "Hd", + "rangea", + "domin", + "Lens", + "Sadd", + "worsen", + "saa", + "Webcam", + "Lazada", + "pencil", + "Za" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "WORTH", + "haya", + "Lives", + "handful", + "WHIT", + "TECHNICAL", + "Birthday", + "berth", + "WHIT", + "registro", + "ueuse", + "nutric", + "haf", + "HAS", + "genesis", + "Nickname", + "reib", + "OFFICE", + "ForegroundColor", + "COR", + "technical", + "VARIABLES", + "NING", + "Official" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "t", + "energetic", + "creases", + "s", + "slik", + "sene", + "supuesto", + "exuber", + "Hd", + "Hd", + "sav", + "Hil", + "genu", + "compassion", + "dac", + "sensation", + "cephal", + "Kristall", + "sufferings", + "saran" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "med", + "dir", + "ebel", + "ve", + "uelles", + "vc", + "ujos", + "enburg", + "gehend", + "est", + "og", + "kwamba", + "enorm", + "uette", + "exuber", + "sensation", + "sellers", + "si", + "creases", + "energetic", + "desac" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "lepas", + "Moreover", + "theater", + "iven", + "night", + "ujos", + "fif", + "eness", + "gehend", + "dir", + "Interesse", + "urious", + "shore", + "siz", + "med", + "uette", + "meng" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "Moreover", + "esimerkiksi", + "moreover", + "dif", + "digamos", + "beispielsweise", + "sur", + "certeza", + "certainly", + "furthermore", + "Kalau", + "s", + "dass", + "urious", + "Furthermore", + "ve", + "cetera", + "enorm", + "folds", + "voila", + "examples", + "preval" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "s", + "moreover", + "digamos", + "sur", + "esimerkiksi", + "dif", + "Moreover", + "urious", + "certainly", + "enorm", + "preval", + "preponder", + "ve", + "dass", + "furthermore", + "beispielsweise", + "exuber", + "folds", + "certeza", + "t", + "examples", + "comienzo", + "cetera", + "particularmente", + "sides" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "particularmente", + "vehement", + "particular", + "virt", + "Moreover", + "conspicuous", + "s", + "perfect", + "manner", + "decadent", + "ding", + "night", + "proverbial", + "instances", + "cuidado", + "digamos", + "tyle", + "selves", + "iven", + "noticeable", + "lepas", + "siz", + "Prim", + "uj", + "especially" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "med", + "vehement", + "sensibility", + "especially", + "instances", + "relatos", + "moreover", + "sheep", + "virt", + "Moreover", + "examination", + "expans", + "tenderness", + "particular", + "assertions", + "sobretudo", + "conspicuous", + "s", + "manner", + "Etc", + "particularmente", + "haja", + "ed", + "dog", + "mah", + "rasekhar", + "dynamics", + "remarked", + "xr" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sensibility", + "sporadic", + "vehement", + "remarked", + "sheep", + "mort", + "xr", + "gest", + "instances", + "smanship", + "Etc", + "evin", + "ODM", + "expans", + "defens", + "system", + "especially", + "conspicuous", + "incessant", + "virt", + "scape", + "ovi", + "roso", + "egreg", + "icorn" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "extensive", + "thoughtful", + "remarked", + "ornamental", + "intensive", + "sporadic", + "sensibility", + "fondness", + "ODM", + "pheasant", + "protested", + "flashbacks", + "gejala", + "obsessive", + "erratic", + "edging", + "exclusive", + "adjacent", + "quartz", + "enthusiast", + "stormed", + "cryptic" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "vicinity", + "vehement", + "aforementioned", + "discontinuities", + "discernible", + "remarked", + "gaze", + "premed", + "particularly", + "wdir", + "seg", + "sporadic", + "demarc", + "observed", + "predominant", + "gazed", + "incidencia", + "particular", + "besonders", + "hesitated", + "lamented", + "delineated", + "sobretudo", + "inhomogeneities", + "heterogeneity", + "proximate", + "notably", + "visualized" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "vicinity", + "proxim", + "particular", + "particularmente", + "proximate", + "casi", + "discernible", + "particularly", + "sobretudo", + "determinante", + "particularly", + "nearest", + "near", + "predominant", + "nahe", + "jellem", + "near", + "besonders", + "tandis", + "terminus", + "eman", + "sink", + "Particular", + "NEAR", + "Poir", + "imminent" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "finalists", + "near", + "final", + "vicinity", + "sobretudo", + "determinante", + "casi", + "culminating", + "nahe", + "finales", + "Final", + "near", + "terakhir", + "nearing", + "finale", + "akhir", + "particularmente", + "lastIndexOf", + "enium", + "concentrated", + "infine" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "near", + "concentrated", + "Fracture", + "Concentration", + "concentration", + "finalists", + "Convergence", + "Concent", + "fracture", + "Near", + "sobretudo", + "Convergence", + "concentration", + "near", + "crack", + "Near", + "concentrations", + "concentra", + "Concentrate", + "vicinity", + "finales", + "concentrating", + "catastrophic", + "lastIndexOf", + "Accum", + "Concentrations", + "corral", + "concentrate" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "near", + "Near", + "crack", + "Near", + "concentrated", + "proximate", + "near", + "finalists", + "vicinity", + "nahe", + "sobretudo", + "Lastly", + "Concentration", + "catastrophic", + "NEAR", + "letzt", + "concentrate", + "concentration", + "finales", + "NEAR" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "near", + "final", + "final", + "Near", + "Final", + "finales", + "Near", + "near", + "Final", + "fracture", + "akhir", + "vicino", + "FINAL", + "finale", + "crack", + "finalists", + "letzte", + "finais", + "cracks", + "fractures", + "FINAL" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "final", + "near", + "final", + "Final", + "Final", + "Near", + "finale", + "vicino", + "near", + "finales", + "Near", + "akhir", + "finalists", + "FINAL", + "finais", + "FINAL", + "fracture", + "finale", + "crack", + "finals", + "cracks", + "finalizar" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Near", + "near", + "near", + "Near", + "NEAR", + "final", + "final", + "FINAL", + "Final", + "perto", + "vicino", + "concentration", + "Concent", + "dekat", + "NEAR", + "rupture", + "finalised", + "concentration" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Final", + "In", + "final", + "These", + "However", + "Note", + "The", + "I", + "Final", + "Near", + "Finally", + "You", + "Here", + "If", + "High", + "the", + "For", + "We", + "In", + "Therefore", + "To", + "Also", + "It", + "This", + "Unlike", + "Failure", + "At", + "Let", + "Use", + "The", + "There", + "near" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 95027, + 33846, + 70160, + 142456, + 133296, + 130592, + 135731, + 41712, + 145163, + 119741, + 116209, + 155729, + 137902, + 49946, + 80701, + 27736, + 14889, + 19808, + 30267, + 17106, + 15445, + 7829, + 2295, + 9634, + 26022, + 52114 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 210224, + 221004, + 99731, + 48880, + 18627, + 15949, + 31238, + 79305, + 13978, + 9522, + 15138, + 14982, + 15393, + 21066, + 11190, + 16962, + 32452, + 9257, + 3664, + 5159, + 36257, + 35079, + 34952, + 5887, + 17998, + 52795 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 254787, + 238155, + 31194, + 125749, + 92304, + 27214, + 51169, + 10432, + 161745, + 102866, + 44348, + 115380, + 141036, + 44524, + 57630, + 79808, + 31512, + 8822, + 6093, + 1180, + 3501, + 6321, + 9835, + 5054, + 34733, + 34942 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 222196, + 211665, + 181700, + 198887, + 193241, + 56567, + 5472, + 7391, + 10862, + 2224, + 2037, + 588, + 982, + 8414 + ] + }, + { + "label": "diffusion", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 59611, + 25317, + 26357, + 81738, + 41361, + 10024, + 5472, + 17029, + 24976, + 7271, + 6858, + 8562, + 8713, + 2468 + ] + }, + { + "label": "cavity", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 10058, + 21231, + 24892, + 18396, + 25265, + 3578, + 466, + 2510, + 783, + 821, + 1614, + 2516, + 8853, + 41442 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "observed", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "were", + "output_checked": true + }, + { + "concept": "singularities", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "dure", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "accumulation", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "lon", + "score": 3.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "service", + "output_checked": true + }, + { + "concept": "interfaces", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "facial", + "output_checked": true + }, + { + "concept": "Ironman", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "egreg", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "steadily", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "concentration", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "concentrated", + "output_checked": true + }, + { + "concept": "life", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "service", + "output_checked": true + }, + { + "concept": "particular", + "score": 2.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "time", + "output_checked": true + }, + { + "concept": "Miche", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "stages", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "final", + "output_checked": true + }, + { + "concept": "determinada", + "score": 2.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "near", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "baseless", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "ODM", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "editText", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "disappointments", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "ANIUM", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "outages", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "separations", + "output_checked": true + }, + { + "concept": "extensive", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Yellowstone", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "arent", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "wedge", + "output_checked": true + }, + { + "concept": "QVector", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "separations", + "output_checked": true + }, + { + "concept": "suffered", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "eman", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "commensurate", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "undesired", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "separations", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "primes", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "determinados", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "wedge", + "output_checked": true + }, + { + "concept": "bre", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "rnb", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "with", + "output_checked": true + }, + { + "concept": "Jpa", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "sensibility", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "NodeJS", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "measurable", + "output_checked": true + }, + { + "concept": "masala", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "resistant", + "output_checked": true + }, + { + "concept": "insane", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "measurable", + "output_checked": true + }, + { + "concept": "cumulative", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "accumulations", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "circumferential", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Alloys", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "Breaks", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "Danger", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "measurement", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "fixture", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "esimerkiksi", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "continual", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "time", + "output_checked": true + }, + { + "concept": "wooded", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "near", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "Psychiatric", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "facial", + "output_checked": true + }, + { + "concept": "ITest", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "near", + "output_checked": true + }, + { + "concept": "DISTINCT", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "mainly", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "concentrated", + "output_checked": true + }, + { + "concept": "arrend", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "near", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "th", + "wh", + "and", + "row", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "set", + "any", + "anc", + "ey", + "ton", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "min", + "ts", + "ces", + "rol", + "equ", + "self" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "uq", + "conflicted", + "ner", + "ning", + "qual", + "assert", + "ju", + "purposes", + "rence", + "LI", + "kepada", + "fac", + "comple", + "celle", + "yaitu", + "afin", + "stems", + "perk" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "j", + "ib", + "one", + "io", + "ound", + "ax", + "ON", + "ween", + "som", + "mark", + "fin", + "vol", + "To", + "RO", + "There", + "ability", + "oot", + "pha", + "thing", + "ump", + "ably", + "pract", + "yang", + "epend", + "ambda", + "That", + "mit" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "er", + "he", + "re", + "or", + "le", + "m", + "ou", + "ing", + "ion", + "el", + "l", + "st", + "re", + "im", + "g", + "se", + "be", + "if", + "th", + "us", + "ht", + "ers", + "com", + "pe", + "ain", + "he", + "j", + "pl", + "ch", + "ame", + "iz" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ic", + "ve", + "The", + "age", + "ha", + "ure", + "ad", + "ign", + "The", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "work", + "ays", + "est", + "wo", + "who", + "rib", + "them", + "import" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "id", + "ig", + "ur", + "ay", + "ir", + "ly", + "un", + "ere", + "ill", + "ex", + "art", + "ha", + "iz", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire", + "ge", + "ph", + "ong" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "s", + "they", + "eat", + "sehen", + "bringen", + "n", + "ers", + "equip", + "photograph", + "lid", + "selection", + "multitude", + "liaison", + "evol", + "eux", + "wunder", + "ihan" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "s", + "equip", + "technically", + "aal", + "eat", + "evol", + "tentative", + "offic", + "e", + "rel", + "ble", + "slash", + "officially", + "proceeding", + "administrator", + "aat", + "imitation", + "liaison", + "sehen", + "successfully" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "substantial", + "resmi", + "readily", + "substantially", + "damn", + "tentative", + "rique", + "ecek", + "e", + "et", + "behalf", + "demise", + "explained", + "offic", + "reliance", + "Verenigde", + "Tog", + "ameri", + "Publicity", + "Creators", + "Zweifel" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "damn", + "fielder", + "kowy", + "slight", + "readily", + "immense", + "pochi", + "substantial", + "Tog", + "Considerable", + "ameri", + "tremendous", + "ributor", + "profoundly", + "tog", + "Verenigde", + "indicative", + "resmi", + "asesin", + "behest", + "Iz", + "demise" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "immense", + "Considerable", + "damn", + "fielder", + "kowy", + "substantial", + "slight", + "tremendous", + "indicative", + "pochi", + "profoundly", + "Tog", + "demise", + "ributor", + "shri", + "readily", + "severely", + "tog", + "Creators", + "asesin" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "profoundly", + "substantial", + "destes", + "vehement", + "immense", + "despicable", + "tremendous", + "dieser", + "bizarre", + "indicative", + "concealing", + "unearthed", + "markedly", + "notifying", + "considerably", + "severely", + "explained", + "exacerbated", + "rique", + "destra" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "these", + "desses", + "destes", + "exacerbated", + "essas", + "reminiscent", + "vehement", + "profound", + "sporad", + "esses", + "hindrance", + "These", + "detrimental", + "profoundly", + "tersebut", + "elated", + "theses", + "tumultuous", + "corrobor" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "prevalent", + "reminiscent", + "exacerbated", + "accentuated", + "interspersed", + "markedly", + "punctuated", + "detrimental", + "remnants", + "cohesive", + "instigated", + "these", + "characterized", + "predominant", + "strewn", + "sporadically", + "mechanisms", + "intensified", + "resulted", + "destabil", + "orchestrated", + "attributed", + "positioned" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "prevalent", + "concentrated", + "epicenter", + "intensified", + "reminiscent", + "interconnected", + "accentuated", + "constricted", + "protrusions", + "intensifying", + "isolated", + "prominent", + "emphasized", + "localized", + "vicinity", + "markedly", + "conspicuous", + "interrelated", + "sporadically", + "facilitated", + "remnants", + "cohesive", + "predefined", + "exacerbated", + "excavated", + "preexisting", + "permeated", + "predominant", + "underscored", + "hbox", + "underpinned" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "numerous", + "concentrated", + "near", + "highly", + "vicinity", + "focused", + "adjacent", + "localized", + "cohesive", + "massive", + "widespread", + "extensive", + "prominent", + "intensified", + "observed", + "identified", + "conspicuous", + "situated", + "interconnected", + "multifaceted", + "particularly", + "closely", + "predominantly", + "incipient", + "isolated", + "resilient", + "densely", + "excavated", + "epicenter", + "nearly", + "heavily", + "abundant" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "near", + "vicinity", + "nearing", + "Near", + "concentrated", + "localized", + "proximity", + "near", + "adjacent", + "nearly", + "incipient", + "impending", + "imminent", + "nearby", + "proximal", + "concentrations", + "proximate", + "particularly", + "concentration", + "surrounding", + "around", + "Near", + "nearest", + "closely", + "approaching", + "nearer", + "catastrophic", + "areas", + "widespread", + "predominantly" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "near", + "nearing", + "near", + "final", + "Near", + "concentrated", + "vicinity", + "localized", + "nearly", + "adjacent", + "around", + "approaching", + "Near", + "penultimate", + "NEAR", + "fatigue", + "proximity", + "finalists", + "incipient", + "fracture", + "catastrophic", + "culminating", + "predominantly", + "Final" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "near", + "fracture", + "Near", + "Fracture", + "concentration", + "concentrated", + "crack", + "near", + "nearing", + "final", + "Near", + "concentrations", + "vicinity", + "Concentration", + "NEAR", + "localized", + "fractures", + "koncent", + "Concentrations", + "catastrophic", + "brittle", + "fatigue", + "cracks", + "concentration", + "NEAR", + "cracked", + "Concent" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "near", + "Near", + "fracture", + "near", + "Near", + "nearing", + "concentrated", + "final", + "crack", + "concentration", + "Fracture", + "concentrations", + "NEAR", + "vicinity", + "penultimate", + "cracks", + "finalists", + "brittle", + "Concentrations", + "localized", + "fractures", + "crack", + "NEAR", + "vicino", + "fracturing" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "final", + "near", + "final", + "Final", + "Final", + "FINAL", + "near", + "fracture", + "Near", + "FINAL", + "Near", + "finalists", + "finale", + "finales", + "finally", + "finalize", + "nearing", + "concentration", + "crack", + "finalized", + "finalist", + "penultimate" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "final", + "near", + "final", + "Final", + "finalists", + "FINAL", + "FINAL", + "Final", + "finalist", + "Near", + "finales", + "finale", + "near", + "finais", + "finally", + "fracture", + "Near", + "finalize", + "finalised", + "Finally", + "finals" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "near", + "near", + "Near", + "Near", + "final", + "final", + "NEAR", + "FINAL", + "NEAR", + "FINAL", + "Final", + "Final", + "Finally", + "finalists", + "finalised", + "concentration", + "Concent", + "finais", + "dekat", + "finally", + "Finally" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Final", + "In", + "final", + "These", + "However", + "Note", + "The", + "I", + "Final", + "Near", + "Finally", + "You", + "Here", + "If", + "High", + "the", + "For", + "We", + "In", + "Therefore", + "To", + "Also", + "It", + "This", + "Unlike", + "Failure", + "At", + "Let", + "Use", + "The", + "There", + "near" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 16.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "damn", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "concentrated", + "output_checked": true + }, + { + "concept": "observed", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "were", + "output_checked": true + }, + { + "concept": "slight", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "cumulative", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "accumulation", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "revered", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "near", + "output_checked": true + }, + { + "concept": "incrementally", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "increasing", + "output_checked": true + }, + { + "concept": "tangible", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "measurable", + "output_checked": true + }, + { + "concept": "longevity", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "service", + "output_checked": true + }, + { + "concept": "steadily", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "situated", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "concentrated", + "output_checked": true + }, + { + "concept": "lifespan", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "service", + "output_checked": true + }, + { + "concept": "elapsed", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "time", + "output_checked": true + }, + { + "concept": "porosity", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "concentration", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "concentrated", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "impeding", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "near", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "measurable", + "output_checked": true + }, + { + "concept": "reverting", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "concentrated", + "output_checked": true + }, + { + "concept": "for", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "prevalent", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "withstand", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "resistant", + "output_checked": true + }, + { + "concept": "unwavering", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "interfaces", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "facial", + "output_checked": true + }, + { + "concept": "area", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "life", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "service", + "output_checked": true + }, + { + "concept": "pochi", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "resistant", + "output_checked": true + }, + { + "concept": "highly", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "influx", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "obscure", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "resistant", + "output_checked": true + }, + { + "concept": "stupidity", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "facial", + "output_checked": true + }, + { + "concept": "annen", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "impede", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "behest", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "inertia", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "impending", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "measurable", + "output_checked": true + }, + { + "concept": "been", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "desses", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "facial", + "output_checked": true + }, + { + "concept": "severe", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "lako", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "resistant", + "output_checked": true + }, + { + "concept": "sporad", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "facial", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "were", + "output_checked": true + }, + { + "concept": "sublime", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "final", + "output_checked": true + }, + { + "concept": "evaluated", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "characterized", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "resulted", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "were", + "output_checked": true + }, + { + "concept": "mainly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "concentrated", + "output_checked": true + }, + { + "concept": "engineered", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "endured", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "gradually", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "time", + "output_checked": true + }, + { + "concept": "integrity", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "facial", + "output_checked": true + }, + { + "concept": "nucleation", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "found", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "were", + "output_checked": true + }, + { + "concept": "periphery", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "near", + "output_checked": true + }, + { + "concept": "accentuated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "uppermost", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "final", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-05__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-05__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-05__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-05__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Nonshearable particle obstacles 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A metal matrix contains closely spaced rigid dispersoids that cannot be cut. Moving lattice lines arc between them and leave closed loops around each obstacle.", + "prompt_tail": "A metal matrix contains closely spaced rigid dispersoids that cannot be cut. Moving lattice lines arc between them and leave closed loops around each obstacle.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-particle-strengthening-01", + "carrier_id": null, + "target_family": "particle-strengthening", + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 86788, + "best_depth": 44.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 3604 + }, + { + "label": "bowing", + "best_rank": 130928, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 3958 + }, + { + "label": "strengthening", + "best_rank": 35303, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 2088 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "supernatural", + "ily", + "orna", + "jor", + "bou", + "Jang", + "Supernatural", + "Noor", + "Lorraine", + "oji", + "oport", + "Gui", + "Abr", + "plong", + "lagoons", + "JOR", + "Supreme", + "olong", + "ery" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ily", + "oji", + "aboo", + "mem", + "zym", + "Abr", + "lak", + "ool", + "oj", + "ORN", + "orna", + "Arora", + "iores", + "Gui", + "ht", + "gh", + "otrop", + "felter", + "oms", + "ancher", + "mathbb", + "ORS" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Kham", + "Fres", + "handful", + "RECOMM", + "hse", + "Hassel", + "Ejec", + "Birthday", + "JSONObject", + "TABLES", + "xffff", + "ently", + "WHAT", + "Happen" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Za", + "pewno", + "Hd", + "XXV", + "nascita", + "haman", + "chrysanthemum", + "breath", + "fqsen", + "MEMBER", + "embossing", + "Indeed", + "recorder", + "Hing" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Christi", + "Fir", + "Context", + "homework", + "Glover", + "lessness", + "mining", + "normalization", + "Genesis", + "bilirubin", + "gallbladder", + "optosis", + "homeopathic", + "GAL", + "virial", + "eless", + "crystall", + "Buffered", + "ophthal", + "ligation" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "rewrite", + "NORMAL", + "Birthday", + "nvidia", + "pewno", + "pencil", + "chrysanthemum", + "Chrys", + "Kristall", + "atth", + "zeichnis", + "Cameras", + "CREDIT", + "Donation", + "nextNode" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "pewno", + "Kristall", + "Chrys", + "sampel", + "Saldo", + "mas", + "Lens", + "Saudi", + "Ink", + "saa", + "chrysanthemum", + "Birthday", + "Hd", + "Za", + "Lazada", + "pencil", + "worsen", + "Webcam", + "XXV", + "domin", + "rangea", + "nbhd" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "Lives", + "WORTH", + "handful", + "registro", + "haya", + "WHIT", + "TECHNICAL", + "Nickname", + "berth", + "nutric", + "Birthday", + "haf", + "WHIT", + "COR", + "genesis", + "seguinte", + "wah", + "Official", + "OFFICE", + "ForEach", + "campeonato", + "FAF", + "reib", + "hetero", + "VARIABLES" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "t", + "creases", + "slik", + "genu", + "energetic", + "sene", + "softness", + "s", + "Hd", + "soften", + "philosophies", + "sufferings", + "compassion", + "sellers", + "softening", + "Hd", + "exuber", + "Hil", + "cephal", + "impediments", + "ides" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "med", + "og", + "ebel", + "ve", + "creases", + "dir", + "uette", + "sellers", + "dac", + "en", + "gehend", + "ified", + "skept", + "ujos", + "est", + "enorm", + "uelles", + "philosophies", + "sizer", + "de", + "say", + "mselves" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "selves", + "night", + "shore", + "en", + "uette", + "lepas", + "heartedly", + "ujos", + "ures", + "uating", + "haf", + "theater", + "gehend", + "bu", + "osof", + "digamos", + "hores", + "siz", + "urably", + "g" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "certainly", + "certeza", + "med", + "digamos", + "soften", + "esimerkiksi", + "examples", + "beispielsweise", + "softening", + "folds", + "uette", + "urious", + "moreover", + "furthermore", + "voila", + "asegurarse", + "selves", + "fif", + "mason", + "ari", + "Kalau", + "dass", + "enorm", + "sink", + "udir", + "ve" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "certainly", + "digamos", + "s", + "certeza", + "esimerkiksi", + "folds", + "enorm", + "examples", + "t", + "ve", + "urious", + "asegurarse", + "moreover", + "beispielsweise", + "soften", + "creases", + "dass", + "leve", + "furthermore", + "ified", + "selves", + "sene", + "celles", + "sink" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "digamos", + "selves", + "certeza", + "certainly", + "lepas", + "particular", + "ding", + "ungen", + "leve", + "primes", + "let", + "sure", + "uette", + "folds", + "notion", + "urious", + "eben", + "voila", + "hoff", + "artific", + "night", + "manner", + "fif" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sensibility", + "mah", + "certeza", + "softening", + "sheep", + "dynamics", + "xr", + "voila", + "Etc", + "sistemi", + "journ", + "virt", + "quartz", + "insist", + "imperative", + "ujah", + "sheep", + "politik", + "Veamos", + "itect" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sporadic", + "fortitude", + "Etc", + "imperative", + "sistemi", + "dud", + "xr", + "woolen", + "certeza", + "sensibility", + "okolo", + "absol", + "sheep", + "certainly", + "virt", + "whimsical", + "gie", + "voila", + "scape", + "assertions" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "okolo", + "thoughtful", + "rectangles", + "obtuse", + "trapez", + "StatusCode", + "certeza", + "extensive", + "sporadic", + "traversing", + "whirlwind", + "STADT", + "cryptic", + "psychic", + "sensibility", + "PLOAD", + "psalm", + "ornamental" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "circumvent", + "discontinuities", + "rectangles", + "MNOP", + "hound", + "eventuali", + "gdf", + "Contour", + "Maladies", + "Gnome", + "denote", + "certeza", + "entrances", + "trapez", + "sporadic", + "protrusions", + "Existem", + "obtuse", + "traverse", + "ensues", + "encompass" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "ed", + "Gestaltung", + "bypass", + "loops", + "ensue", + "conund", + "s", + "resulting", + "intric", + "enunciado", + "conundrum", + "Loops", + "noche", + "serpentine", + "routed", + "corde", + "zag", + "encompass", + "Integrity", + "Brou", + "Cun", + "loop", + "en", + "resultante", + "occur" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "alrededor", + "okolo", + "loops", + "ed", + "kolem", + "circun", + "around", + "routed", + "quanh", + "enclose", + "entour", + "Oriente", + "Loops", + "Around", + "dic", + "centric", + "surrounds", + "concentric", + "corde", + "encompass", + "Conduit", + "oriented", + "envolvendo", + "StatusCode", + "kring", + "arounds", + "Loops" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "around", + "okolo", + "Around", + "alrededor", + "circun", + "entour", + "Around", + "quanh", + "circling", + "kolem", + "around", + "intorno", + "circumferential", + "surrounds", + "continente", + "Combat", + "encir", + "rond", + "concentric", + "Circ", + "Oriente", + "Contour", + "encirc", + "encamp", + "ed", + "autour", + "ymp" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "circling", + "ed", + "loop", + "encircled", + "loop", + "encir", + "path", + "circum", + "circun", + "encirc", + "entour", + "enclose", + "Circ", + "loops", + "routed", + "Loops", + "looping", + "enc", + "cir", + "loops", + "Loops", + "forth", + "criss", + "envolvendo", + "StatusCode", + "concentric", + "Contours" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "closed", + "closed", + "Closed", + "Closed", + "CLOSED", + "encir", + "circling", + "loops", + "entour", + "CLOSED", + "loop", + "loops", + "Contours", + "encirc", + "Loops", + "circumvent", + "PATHS", + "loop", + "circum", + "cerrada", + "enc", + "Cir", + "circun", + "formed", + "cir", + "enclose" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "closed", + "closed", + "Closed", + "Closed", + "CLOSED", + "CLOSED", + "cerrada", + "chiuso", + "closes", + "cerrado", + "closure", + "geschlossen", + "uzav", + "closing", + "Closing", + "closing", + "CLOS", + "cerr", + "Closure", + "menutup", + "cerrar", + "closures", + "closes", + "cierre", + "Closure", + "cierra" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "closed", + "closed", + "Closed", + "Closed", + "CLOSED", + "chiuso", + "cerrada", + "cerrado", + "CLOSED", + "closes", + "geschlossen", + "menutup", + "cierra", + "Closing", + "CLOS", + "closing", + "closes", + "tutup", + "uzav", + "Close", + "cerrar", + "closure", + "cerr", + "cierre" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "closed", + "closed", + "form", + "a", + "Closed", + "However", + "No", + "Closed", + "For", + "Close", + "In", + "thought", + "I", + "formed", + "user", + "circle", + "These", + "do", + "form", + "provide", + "ds", + "find", + "Here", + "Use", + "time", + "surround", + "close", + "use", + "trapped", + "example", + "orient", + "formed" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 134957, + 129634, + 123019, + 82551, + 36596, + 72509, + 15299, + 84516, + 103418, + 106765, + 110710, + 86789, + 104647, + 154971, + 164938, + 180899, + 180000, + 126563, + 203914, + 195475, + 220313, + 216354, + 198530, + 208405, + 50673, + 179205 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 221710, + 219266, + 52345, + 23315, + 5669, + 29196, + 129949, + 123241, + 190683, + 216814, + 243012, + 236917, + 230618, + 211797, + 196205, + 180296, + 167323, + 175869, + 211337, + 242381, + 243028, + 188651, + 130929, + 153350, + 218275, + 83355 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 193237, + 231552, + 160121, + 108980, + 144137, + 70370, + 123341, + 109057, + 35047, + 95729, + 216348, + 160623, + 135153, + 115773, + 127477, + 171025, + 140341, + 180876, + 143038, + 84770, + 42248, + 35304, + 95738, + 81151, + 106381, + 150312 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 27117, + 45985, + 23383, + 22515, + 3605, + 9288, + 7380, + 10468, + 45215, + 91672, + 160352, + 126326, + 179491, + 115813 + ] + }, + { + "label": "bowing", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 42375, + 51273, + 45476, + 27823, + 62596, + 16687, + 9095, + 3959, + 9527, + 79075, + 188546, + 99218, + 87491, + 48268 + ] + }, + { + "label": "strengthening", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 20719, + 43745, + 57843, + 20362, + 2089, + 10328, + 5651, + 7090, + 26699, + 91763, + 184684, + 176835, + 119497, + 49782 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "minimise", + "score": 5.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "between", + "output_checked": true + }, + { + "concept": "arent", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "arc", + "output_checked": true + }, + { + "concept": "preponder", + "score": 4.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "tetromino", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "customise", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "between", + "output_checked": true + }, + { + "concept": "whose", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "oids", + "output_checked": true + }, + { + "concept": "aforementioned", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "between", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "countably", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "that", + "output_checked": true + }, + { + "concept": "hurdles", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "them", + "output_checked": true + }, + { + "concept": "dispersed", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "oids", + "output_checked": true + }, + { + "concept": "reinforced", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "be", + "output_checked": true + }, + { + "concept": "leve", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "around", + "output_checked": true + }, + { + "concept": "editText", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "that", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Macros", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "oids", + "output_checked": true + }, + { + "concept": "pvc", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "sporadic", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "NSArray", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "dispers", + "output_checked": true + }, + { + "concept": "IENCE", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "oids", + "output_checked": true + }, + { + "concept": "Rupees", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "cyclist", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "between", + "output_checked": true + }, + { + "concept": "aquellos", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "around", + "output_checked": true + }, + { + "concept": "EOUS", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "displacing", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "surrounds", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "around", + "output_checked": true + }, + { + "concept": "alrededor", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "individual", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "each", + "output_checked": true + }, + { + "concept": "immensely", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "that", + "output_checked": true + }, + { + "concept": "arcs", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "arc", + "output_checked": true + }, + { + "concept": "obstacles", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "them", + "output_checked": true + }, + { + "concept": "composite", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "scat", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "dispers", + "output_checked": true + }, + { + "concept": "poles", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "between", + "output_checked": true + }, + { + "concept": "composites", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "disperse", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "oids", + "output_checked": true + }, + { + "concept": "moreover", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "oids", + "output_checked": true + }, + { + "concept": "certainly", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "oids", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "be", + "output_checked": true + }, + { + "concept": "sensibility", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ArrayBox", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "dispers", + "output_checked": true + }, + { + "concept": "krypt", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "unsound", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "Colombeau", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "dispers", + "output_checked": true + }, + { + "concept": "snowboard", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "be", + "output_checked": true + }, + { + "concept": "determinadas", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "be", + "output_checked": true + }, + { + "concept": "creases", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "Mardi", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "dispers", + "output_checked": true + }, + { + "concept": "indestructible", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "linea", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "delas", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "each", + "output_checked": true + }, + { + "concept": "circling", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "uncut", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "coloro", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "be", + "output_checked": true + }, + { + "concept": "profitieren", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "be", + "output_checked": true + }, + { + "concept": "grund", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "that", + "output_checked": true + }, + { + "concept": "equipments", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "metaphysical", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "nonparametric", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "rigid", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "cannot", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "se", + "th", + "ar", + "yst", + "inter", + "any", + "red", + "ray", + "years", + "be", + "son", + "ized", + "ters", + "roll", + "section", + "ler", + "direct", + "max", + "He", + "time", + "met", + "mill", + "ev", + "mu", + "igned" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "ner", + "assert", + "rence", + "perk", + "haute", + "flows", + "aquele", + "uq", + "pitted", + "conflicted", + "validType", + "Habsburg", + "es", + "is", + "tr" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "w", + "ed", + "y", + "iv", + "j", + "math", + "one", + "ru", + "ound", + "ystem", + "class", + "mod", + "ON", + "red", + "pol", + "includ", + "raph", + "med", + "tem", + "som", + "mark", + "vol", + "To", + "RO", + "rem", + "oot", + "pha", + "mag" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "or", + "al", + "le", + "m", + "ion", + "el", + "l", + "st", + "im", + "g", + "se", + "be", + "if", + "us", + "ht", + "ers", + "com", + "pe", + "ain", + "j", + "pl", + "ch", + "ies", + "en", + "ust", + "int", + "un", + "ich" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "H", + "K", + "O", + "S", + "U", + "V", + "W", + "d", + "f", + "g", + "j", + "m", + "u", + "z", + "he", + "m", + "ic", + "ve", + "ch", + "ter", + "The", + "ha", + "ure", + "ad", + "ign", + "which", + "app", + "xt" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "ere", + "com", + "ill", + "ex", + "art", + "iz", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire", + "ge", + "ph", + "ong" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "id", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ord", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "they", + "eat", + "evol", + "n", + "s", + "am", + "ers", + "ature", + "photograph", + "perfectly", + "lid", + "begitu", + "sehen", + "sof", + "bringen", + "garnished", + "Publicity", + "modulation", + "e" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "equip", + "perfectly", + "aal", + "youtu", + "eat", + "EG", + "evol", + "tentative", + "ampio", + "e", + "ers", + "ain", + "rel", + "ature", + "has", + "reput", + "setcounter", + "lid", + "ein", + "Aus" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "substantial", + "readily", + "Verenigde", + "e", + "ET", + "damn", + "equip", + "colabor", + "aat", + "ampio", + "Publicity", + "ain", + "any", + "expert", + "behalf", + "substantially", + "immense", + "administ", + "aal", + "Iz", + "tentative", + "resmi" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "damn", + "tog", + "ET", + "Considerable", + "kowy", + "fielder", + "readily", + "ampio", + "Tog", + "Looking", + "almost", + "Verenigde", + "increasing", + "Creators", + "asesin", + "equip", + "nur", + "indiv", + "er", + "appro", + "pochi", + "ain" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "Considerable", + "tog", + "damn", + "kowy", + "ampio", + "fielder", + "Tog", + "slightly", + "Creators", + "ET", + "immense", + "and", + "asesin", + "tage", + "fourteenth", + "slight", + "mostly", + "indicative", + "contiguous", + "acciaio" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "Creators", + "merkezi", + "tanti", + "substantial", + "almost", + "kowy", + "damn", + "et", + "Considerable", + "contiguous", + "commonly", + "printable", + "esas", + "suitable", + "phenylsulfanyl", + "fielder", + "prominently", + "truc", + "publications", + "jusque" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "almost", + "suitable", + "positioned", + "appropriate", + "despicable", + "compliant", + "phenylsulfanyl", + "reminiscent", + "rectilinear", + "farwydd", + "increasing", + "of", + "similar", + "exactly", + "commonly", + "mereka", + "translated", + "Supporting", + "publish" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "positioned", + "completely", + "surrounding", + "reminiscent", + "ensuring", + "those", + "these", + "sufficient", + "enveloping", + "ensure", + "surrounded", + "accommodating", + "appropriate" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "each", + "ensuring", + "ensured", + "predefined", + "enveloping", + "accommodating", + "these", + "surrounding", + "ensures", + "isolated", + "ensure", + "initially", + "positioned", + "demarc", + "entirety", + "Ensuring", + "protrusions", + "punctuated", + "gradually", + "reminiscent", + "predetermined", + "protruding", + "accordance" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "surrounding", + "ensuring", + "complete", + "numerous", + "well", + "each", + "Victorian", + "ensure", + "these", + "provide", + "massive", + "jagged", + "often", + "isolated", + "highly", + "tight", + "situated", + "surrounded", + "structured", + "tightly", + "nearly", + "distinct", + "deeply", + "identifying", + "stay", + "distinctive", + "detailed", + "focused", + "narrow", + "those", + "unique", + "weaving" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "surrounding", + "around", + "bypassing", + "creating", + "loop", + "behind", + "numerous", + "loops", + "bypass", + "resulting", + "ensuring", + "establishing", + "avoiding", + "s", + "well", + "paths", + "forming", + "localized", + "formation", + "unique", + "each", + "complete", + "looped", + "encirc", + "boundary", + "detour", + "there" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "around", + "surrounding", + "and", + "kolem", + "Around", + "around", + "loops", + "Around", + "surrounds", + "loop", + "autour", + "alrededor", + "circ", + "surrounded", + "encir", + "closed", + "paths", + "attorno", + "loops", + "criss", + "surround", + "boundary", + "through", + "trapped" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "around", + "Around", + "Around", + "encir", + "kolem", + "around", + "alrededor", + "autour", + "circ", + "encirc", + "surrounding", + "rundt", + "Circ", + "surrounds", + "intorno", + "kring", + "attorno", + "circum", + "circling", + "quanh" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "encir", + "encirc", + "loop", + "loops", + "loop", + "cir", + "loops", + "encircled", + "circulation", + "closed", + "circling", + "path", + "circum", + "Circ", + "entour", + "looping", + "s", + "circ", + "ed", + "tra", + "Loop", + "Tra", + "enclose", + "looped" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "closed", + "closed", + "Closed", + "Closed", + "encir", + "CLOSED", + "es", + "loops", + "CLOSED", + "loop", + "encirc", + "e", + "as", + "C", + "and", + "formed", + "uzav", + "and", + "forming", + "te", + "loop", + "formation", + "tra", + "forming" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "closed", + "closed", + "Closed", + "Closed", + "CLOSED", + "CLOSED", + "uzav", + "Closing", + "Closure", + "closure", + "closing", + "cerrada", + "Closing", + "Closure", + "closes", + "clos", + "Close", + "cerrado", + "chiuso", + "Close", + "closing", + "Clos", + "closures", + "cerr", + "CLOS" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "closed", + "closed", + "Closed", + "Closed", + "CLOSED", + "CLOSED", + "chiuso", + "cerrada", + "closing", + "Closing", + "geschlossen", + "Closing", + "closes", + "cerrado", + "CLOS", + "as", + "Close", + "uzav", + "closing", + "Closure", + "closes", + "Closure", + "clos", + "CLOS", + "menutup" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "closed", + "closed", + "form", + "a", + "Closed", + "However", + "No", + "Closed", + "For", + "Close", + "In", + "thought", + "I", + "formed", + "user", + "circle", + "These", + "do", + "form", + "provide", + "ds", + "find", + "Here", + "Use", + "time", + "surround", + "close", + "use", + "trapped", + "example", + "orient", + "formed" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 11.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "damn", + "score": 11.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "each", + "output_checked": true + }, + { + "concept": "individual", + "score": 7.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "each", + "output_checked": true + }, + { + "concept": "these", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "Moving", + "output_checked": true + }, + { + "concept": "provide", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "leave", + "output_checked": true + }, + { + "concept": "immense", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "positioned", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Moving", + "output_checked": true + }, + { + "concept": "obstacles", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "composite", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "uncut", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "slight", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "arc", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "Creators", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "closed", + "output_checked": true + }, + { + "concept": "surrounding", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "leave", + "output_checked": true + }, + { + "concept": "containing", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "dispersed", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "dispers", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "dispers", + "output_checked": true + }, + { + "concept": "rid", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "Moving", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "indicative", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "oids", + "output_checked": true + }, + { + "concept": "Considerable", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "loops", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "between", + "output_checked": true + }, + { + "concept": "materials", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "txtbtn", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "inherently", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "inevitably", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "closed", + "output_checked": true + }, + { + "concept": "situated", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "loops", + "output_checked": true + }, + { + "concept": "leaving", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "leave", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "obscure", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "rigid", + "output_checked": true + }, + { + "concept": "confusing", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "leave", + "output_checked": true + }, + { + "concept": "favore", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "around", + "output_checked": true + }, + { + "concept": "impeding", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "closely", + "output_checked": true + }, + { + "concept": "eroding", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "rigid", + "output_checked": true + }, + { + "concept": "impede", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "dispers", + "output_checked": true + }, + { + "concept": "appro", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "cut", + "output_checked": true + }, + { + "concept": "been", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "primarily", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "closely", + "output_checked": true + }, + { + "concept": "glorious", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "dispers", + "output_checked": true + }, + { + "concept": "severely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "towards", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "notifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "between", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "dispers", + "output_checked": true + }, + { + "concept": "capable", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "because", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "also", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "arc", + "output_checked": true + }, + { + "concept": "desses", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "between", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "leave", + "output_checked": true + }, + { + "concept": "inextricably", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "closed", + "output_checked": true + }, + { + "concept": "tions", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "rigid", + "output_checked": true + }, + { + "concept": "lorf", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "oids", + "output_checked": true + }, + { + "concept": "comprised", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "rigidly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rigid", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Moving", + "output_checked": true + }, + { + "concept": "difficult", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "are", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "identified", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "circle", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "arc", + "output_checked": true + }, + { + "concept": "zwischen", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "between", + "output_checked": true + }, + { + "concept": "arcs", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "arc", + "output_checked": true + }, + { + "concept": "behind", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "leave", + "output_checked": true + }, + { + "concept": "encir", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "left", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "leave", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-01__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-01__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-01__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-01__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Nonshearable particle obstacles 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "After aging, a dense population of hard nanoscale particles raises the stress required for plastic flow. Electron microscopy shows rings encircling the particles after deformation.", + "prompt_tail": " population of hard nanoscale particles raises the stress required for plastic flow. Electron microscopy shows rings encircling the particles after deformation.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-particle-strengthening-02", + "carrier_id": null, + "target_family": "particle-strengthening", + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 59288, + "best_depth": 44.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 12300 + }, + { + "label": "bowing", + "best_rank": 111074, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 2015 + }, + { + "label": "strengthening", + "best_rank": 10947, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 1070 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "ily", + "supernatural", + "orna", + "Supernatural", + "jor", + "bou", + "Gui", + "Noor", + "Lorraine", + "oji", + "oport", + "Jang", + "Abr", + "Brix", + "lak", + "Supreme", + "plong", + "Mar", + "cout", + "Cher" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ily", + "GSM", + "luch", + "GSM", + "zym", + "iores", + "felter", + "mem", + "oji", + "ingles", + "matics", + "aboo", + "mathbb", + "Abr", + "omitempty", + "tray", + "lak", + "Gui", + "argmax", + "osz", + "cim", + "yers", + "ugas" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "WHAT", + "nvidia", + "nikk", + "pewno", + "XXV", + "HAS", + "UNICEF", + "Nft", + "iquer", + "lias", + "FULLY", + "Happen", + "normalization", + "rewrite" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Hd", + "pewno", + "XXV", + "Za", + "nascita", + "rewrite", + "haman", + "embossing", + "Donation", + "amaze", + "Writers", + "Hing", + "Kristall", + "Indeed", + "sampel" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Christi", + "Fir", + "odes", + "homework", + "mining", + "nvidia", + "Context", + "Vann", + "Zagreb", + "atque", + "moz", + "normalization", + "AKI", + "nin", + "iquer", + "Glover" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Birthday", + "rewrite", + "nvidia", + "NORMAL", + "chrysanthemum", + "Chrys", + "zeichnis", + "pewno", + "pencil", + "FILL", + "Kristall", + "naman", + "Donation", + "akkhan", + "nextNode", + "Lives" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Kristall", + "pewno", + "sampel", + "Chrys", + "Saldo", + "Birthday", + "Ink", + "mas", + "Saudi", + "Lens", + "Sadd", + "saa", + "worsen", + "Webcam", + "Hd", + "chrysanthemum", + "Za", + "rangea", + "Lazada", + "Covid", + "renderSquare" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "WORTH", + "WHIT", + "handful", + "TECHNICAL", + "berth", + "Lives", + "COR", + "escal", + "hetero", + "ForEach", + "WHIT", + "FAF", + "registro", + "wah", + "technical", + "OFFICE", + "genesis", + "ueuse", + "nho", + "ForegroundColor", + "avorite" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "t", + "energetic", + "slik", + "creases", + "singularity", + "softness", + "s", + "genu", + "sene", + "sensation", + "dac", + "sufferings", + "urie", + "Hd", + "Hd", + "sizer", + "softening", + "inger", + "Hil", + "sellers", + "Kristall", + "sense", + "exuber" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "ebel", + "ified", + "sellers", + "creases", + "sensation", + "og", + "dac", + "slik", + "de", + "ve", + "med", + "moreover", + "uelles", + "dir", + "uette", + "esimerkiksi", + "Hd", + "enorm", + "dass", + "say", + "urie" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "voila", + "eness", + "lepas", + "t", + "sense", + "uette", + "logrado", + "selves", + "say", + "Kalau", + "gehend", + "dac", + "og", + "moreover", + "Moreover", + "exemplo", + "dass", + "esimerkiksi", + "SELS", + "f", + "brid", + "diperoleh", + "sene", + "folds" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "voila", + "examples", + "moreover", + "certeza", + "Kalau", + "esimerkiksi", + "Moreover", + "folds", + "med", + "furthermore", + "uette", + "certainly", + "beispielsweise", + "Veamos", + "digamos", + "ardin", + "fold", + "Furthermore", + "dass", + "exemplo", + "ssystem", + "natural" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "folds", + "moreover", + "examples", + "med", + "esimerkiksi", + "s", + "certeza", + "digamos", + "certainly", + "t", + "Kalau", + "furthermore", + "voila", + "sene", + "sur", + "Veamos", + "ified", + "enorm", + "creases", + "fold", + "exemplo", + "misalnya", + "sonsten", + "celles" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "voila", + "selves", + "Etc", + "ding", + "sheep", + "uette", + "Veamos", + "exemplo", + "s", + "night", + "instances", + "digamos", + "system", + "vehement", + "ogo", + "doce", + "behavior", + "icule", + "sembl", + "syntax", + "uj", + "uri", + "lepas" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "sheep", + "sensibility", + "examples", + "voila", + "vehement", + "system", + "assertions", + "ium", + "med", + "instances", + "exemplo", + "insc", + "lang", + "dac" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sensibility", + "fortitude", + "remarked", + "sheep", + "Etc", + "Escape", + "sporadic", + "linson", + "opus", + "teh", + "visuals", + "ODM", + "gothic", + "affirm", + "STYLE", + "Societe", + "andom" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "ornamental", + "rectangles", + "remarked", + "cryptic", + "additive", + "PLOAD", + "typescript", + "thoughtful", + "suggestive", + "visualizations", + "STADT", + "MYSQL", + "getc", + "ographic", + "datasource", + "extensive", + "intensive" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "remarked", + "visualized", + "demarc", + "observed", + "osite", + "billowing", + "instances", + "eman", + "Instances", + "pvc", + "Rosemary", + "fortitude", + "pierced", + "no", + "seg", + "artworks", + "BMX", + "towarz", + "pointy", + "particular" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "t", + "eman", + "s", + "jellem", + "ske", + "resulting", + "no", + "sur", + "determinada", + "determinante", + "r", + "seg", + "determinadas", + "seen", + "towarz", + "These", + "ri", + "og", + "site", + "fors" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "eman", + "determinante", + "seg", + "These", + "rings", + "rings", + "resultante", + "These", + "superstit", + "resulting", + "anillos", + "anzeigen", + "SEL", + "bekas", + "oles", + "circunferencia", + "ningar", + "bandas", + "Innen", + "remarks", + "diseg", + "circumferential", + "Nunn", + "traced", + "fibrin" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "concentric", + "ress", + "circumferential", + "baik", + "rings", + "visible", + "eman", + "terlihat", + "tanto", + "Posted", + "kesan", + "circunferencia", + "bandas", + "writeInt", + "corral", + "MARKS", + "Annot", + "and", + "bann", + "sobretudo", + "outlined", + "lasti" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "ed", + "visible", + "rings", + "concentric", + "eman", + "rings", + "so", + "tanto", + "bandas", + "forth", + "seen", + "circumferential", + "determinante", + "ring", + "circun", + "Visible", + "terlihat", + "visible", + "ylon", + "keli", + "anillos", + "Rings" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "rings", + "rings", + "Rings", + "ring", + "ring", + "anillos", + "Deformation", + "deformation", + "deformation", + "circumferential", + "anillo", + "Ring", + "ri", + "deform", + "ringing", + "ringar", + "kring", + "formation", + "surrounding", + "Ring", + "circum", + "entation", + "riam", + "ed", + "entour", + "erings" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "rings", + "rings", + "Rings", + "ring", + "ring", + "deformation", + "Deformation", + "deformation", + "anillos", + "deform", + "circumferential", + "ri", + "deformations", + "erings", + "Ring", + "ari", + "ed", + "deformity", + "en", + "ringing", + "anillo", + "on", + "entour", + "and", + "surrounding", + "diffraction", + "riam" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "rings", + "deformation", + "Deformation", + "deformation", + "R", + "on", + "ring", + "De", + "de", + "DE", + "to", + "as", + "rings", + "T", + "S", + "P", + "deform", + "Rings", + "C", + "ring", + "entour", + "or", + "p", + "deformations", + "are", + "ringing" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "deformation", + "Deformation", + "thought", + "These", + "ring", + "However", + "examination", + "plastic", + "observation", + "deformation", + "example", + "Example", + "stress", + "formation", + "study", + "answer", + "user", + "surrounding", + "development", + "observed", + "formula", + "De", + "If", + "research", + "The", + "expansion", + "Research", + "examples", + "sample", + "thought", + "For", + "Examination" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 144108, + 148629, + 78567, + 91063, + 41916, + 73889, + 13013, + 64236, + 97066, + 92192, + 86674, + 59289, + 61875, + 116355, + 98103, + 148676, + 94128, + 91572, + 165370, + 117040, + 117003, + 182737, + 101065, + 136031, + 17303, + 10657 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 206293, + 210860, + 14364, + 24085, + 4146, + 31158, + 131949, + 102049, + 197691, + 218269, + 248202, + 235981, + 239261, + 213562, + 206345, + 164868, + 157337, + 111075, + 165285, + 186670, + 235604, + 226696, + 182326, + 179413, + 253349, + 11056 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 200032, + 249450, + 132620, + 96148, + 118673, + 82045, + 128596, + 110842, + 34260, + 95714, + 196674, + 179447, + 165245, + 165930, + 165340, + 209925, + 187385, + 169076, + 97630, + 30864, + 17929, + 10948, + 16337, + 15188, + 40417, + 14649 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 49432, + 49857, + 23437, + 18263, + 16027, + 25509, + 13973, + 12301, + 19705, + 24455, + 107098, + 118067, + 75647, + 26137 + ] + }, + { + "label": "bowing", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 32955, + 25125, + 23437, + 23170, + 16890, + 7699, + 9157, + 2016, + 3433, + 9118, + 70019, + 41998, + 38188, + 17557 + ] + }, + { + "label": "strengthening", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 35876, + 66746, + 84831, + 54000, + 4048, + 2264, + 1071, + 3056, + 3433, + 1215, + 52966, + 31126, + 20449, + 8023 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "raising", + "score": 4.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "for", + "output_checked": true + }, + { + "concept": "depicts", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "mostrar", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "teh", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "dobre", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Yield", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "forest", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "density", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "population", + "output_checked": true + }, + { + "concept": "slik", + "score": 2.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "imperative", + "score": 2.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "photographs", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "NodeJS", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "nanoscale", + "output_checked": true + }, + { + "concept": "chorizo", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "Images", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "econ", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "raises", + "output_checked": true + }, + { + "concept": "Robust", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "defensive", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "detailed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "smoothed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "Neuroscience", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "imagenes", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "visualized", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "XMFLOAT", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "INE", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "pleaded", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "determinadas", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "resist", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "After", + "output_checked": true + }, + { + "concept": "contemplated", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "Annotated", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "After", + "output_checked": true + }, + { + "concept": "Assumption", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "circumferential", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "cling", + "output_checked": true + }, + { + "concept": "individuais", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "AID", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "voila", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "spre", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "innumerable", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "nanoscale", + "output_checked": true + }, + { + "concept": "Kampf", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "required", + "output_checked": true + }, + { + "concept": "tormented", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "cling", + "output_checked": true + }, + { + "concept": "Logo", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "heinous", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "for", + "output_checked": true + }, + { + "concept": "ankles", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "for", + "output_checked": true + }, + { + "concept": "Probation", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "encir", + "output_checked": true + }, + { + "concept": "remarked", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "selamat", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "required", + "output_checked": true + }, + { + "concept": "eman", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dure", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "impede", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "MenuInflater", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "After", + "output_checked": true + }, + { + "concept": "sized", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "entour", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "encir", + "output_checked": true + }, + { + "concept": "certainly", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "OTTOM", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "impediments", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "raises", + "output_checked": true + }, + { + "concept": "Ries", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "WHY", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "Electron", + "output_checked": true + }, + { + "concept": "Manipulation", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "LWR", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "required", + "output_checked": true + }, + { + "concept": "determinado", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "for", + "output_checked": true + }, + { + "concept": "azide", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "particles", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "th", + "and", + "row", + "ar", + "ne", + "yst", + "inter", + "anc", + "ey", + "ton", + "red", + "ser", + "fl", + "ces", + "rol", + "equ", + "be", + "son", + "ized", + "ters", + "roll", + "section", + "ler", + "direct", + "return", + "max" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "aquele", + "echolog", + "assert", + "esh", + "comple", + "flows", + "voyages", + "suff", + "pitted", + "conflicted", + "ny", + "Which", + "yah", + "adanya", + "birbir" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "se", + "oy", + "pol", + "som", + "mark", + "To", + "ability", + "pha", + "thing", + "vi", + "orig", + "ograph", + "kan", + "mit", + "Med", + "lar", + "alt", + "regard", + "couple", + "cing", + "sn", + "Code", + "anda", + "als", + "nie", + "That", + "ymax", + "lay" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "im", + "g", + "se", + "be", + "us", + "ht", + "ers", + "ere", + "com", + "ess", + "pe", + "ain", + "ity", + "he", + "j", + "pl", + "ha", + "ame", + "iz", + "ies", + "ich", + "av" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ic", + "ve", + "ch", + "pe", + "W", + "The", + "pl", + "ha", + "ad", + "ign", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "work", + "ystem", + "ays", + "est", + "wo", + "who" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "le", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "ere", + "end", + "ill", + "ex", + "art", + "iz", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ge", + "ph", + "ong" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "p", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "ith", + "P", + "est", + "al", + "you" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "ew", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "orm", + "ib", + "ice", + "comp", + "ord", + "St", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "equip", + "they", + "aal", + "eat", + "sehen", + "n", + "s", + "ers", + "photograph", + "liaison", + "evol", + "sof", + "glow", + "gambar", + "bringen", + "wunder", + "garnished", + "Publicity", + "drap" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "equip", + "depart", + "aal", + "martial", + "eat", + "imitation", + "sehen", + "gambar", + "ampio", + "ameri", + "e", + "n", + "ers", + "rel", + "has", + "photograph", + "reput", + "setcounter", + "slash", + "refuge" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "substantial", + "readily", + "equip", + "bunun", + "tanti", + "Tog", + "ampio", + "ameri", + "e", + "slash", + "aal", + "imitation", + "demise", + "rique", + "Verenigde", + "slight", + "substantially", + "martial", + "tog" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "fielder", + "bunun", + "readily", + "kowy", + "tog", + "substantial", + "ameri", + "immense", + "Tog", + "cooking", + "equip", + "demise", + "ET", + "damn", + "attacker", + "insulating", + "Verenigde", + "appro", + "ributor", + "tentative", + "accepted", + "errori" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "bunun", + "fielder", + "tog", + "immense", + "tentative", + "kowy", + "demise", + "Tog", + "substantial", + "readily", + "tremendous", + "slight", + "damn", + "accepted", + "equip", + "gigantic", + "attacker", + "Considerable" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "bunun", + "substantial", + "destes", + "markedly", + "also", + "esas", + "reminiscent", + "ijnlijk", + "similar", + "these", + "profoundly", + "phenylsulfanyl", + "desses", + "ameri", + "considerably", + "phenoxymethyl", + "tentative" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "reminiscent", + "these", + "These", + "desses", + "likened", + "of", + "indicating", + "emblematic", + "destes", + "These", + "similar", + "indicative", + "esses", + "because", + "similar", + "tych", + "semblable", + "described", + "analogous" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "reminiscent", + "resulting", + "these", + "likened", + "indicating", + "resulted", + "resulting", + "facilitated", + "attributed", + "suggesting", + "caused", + "unequivocal", + "described", + "characteristic", + "markedly", + "noticeable", + "resembling", + "characterized", + "promoting", + "indicative", + "imparted", + "similar", + "These", + "mechanisms", + "shaped" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "reminiscent", + "these", + "described", + "suggests", + "observed", + "facilitated", + "indicates", + "characteristic", + "revealed", + "indicating", + "fascinated", + "indicate", + "unexpected", + "seemingly", + "inexplicable", + "distinctive", + "sparked", + "protrusions", + "remarkable", + "attributed", + "peculiar", + "conspicuous", + "evidence", + "hallmark", + "likened", + "demonstrated", + "documented", + "manifested" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "numerous", + "these", + "observed", + "often", + "massive", + "reminiscent", + "distinctive", + "various", + "formation", + "identified", + "prominent", + "striking", + "remarkably", + "tenacious", + "wandering", + "conspicuous", + "enormous", + "seemingly", + "strikingly", + "highly", + "remarkable", + "persistent", + "elongated", + "frequently", + "brightly", + "visible", + "documented", + "uneven", + "glistening", + "nearby", + "irregular", + "unprecedented" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "these", + "observed", + "those", + "formation", + "visible", + "resulting", + "localized", + "reminiscent", + "formed", + "interconnected", + "resultant", + "phenomenon", + "surrounding", + "facilitated", + "often", + "identified", + "elongated", + "emergence", + "remarkably", + "induced", + "rings", + "forming", + "formations", + "distinct", + "frequently", + "seemingly", + "reinforcing", + "persistent", + "parallel" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "these", + "observed", + "formation", + "rings", + "surrounding", + "those", + "ring", + "formed", + "reminiscent", + "concentric", + "terbentuk", + "visible", + "seemingly", + "Formation", + "resultant", + "residual", + "localized", + "entour", + "Observed", + "aligned", + "imprinted", + "and", + "induced", + "surrounded", + "nearly" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Sur", + "rings", + "concentric", + "ring", + "Re", + "ed", + "terbentuk", + "Formation", + "Rings", + "These", + "entour", + "circumferential", + "Ring", + "Marks", + "Co", + "stri", + "Formation", + "kring", + "these", + "formation" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "rings", + "concentric", + "terbentuk", + "ring", + "ed", + "formation", + "formation", + "Formation", + "entour", + "Formation", + "Rings", + "Forming", + "anillo", + "formed", + "Ring", + "imprinted", + "entdeck", + "sur", + "forming", + "erings" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "rings", + "ring", + "Rings", + "ring", + "rings", + "Ring", + "deformation", + "deformation", + "Ring", + "Deformation", + "anillos", + "anillo", + "formation", + "surrounding", + "and", + "es", + "deform", + "pozost", + "entour", + "ringing", + "Formation", + "De" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "rings", + "ring", + "Rings", + "Deformation", + "deformation", + "deformation", + "rings", + "ring", + "anillo", + "anillos", + "Ring", + "Ring", + "deform", + "entour", + "deformations", + "surrounding", + "De", + "deformity", + "ringen", + "deformed", + "encir", + "De", + "RING", + "RING" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "as", + "rings", + "ring", + "deformation", + "Deformation", + "rings", + "R", + "on", + "deformation", + "and", + "De", + "to", + "Rings", + "de", + "Ring", + "erings", + "deformations", + "ring", + "ar", + "ing", + "ringing", + "in", + "en", + "are", + "and", + "er", + "ting", + "circum", + "RING" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "deformation", + "Deformation", + "thought", + "These", + "ring", + "However", + "examination", + "plastic", + "observation", + "deformation", + "example", + "Example", + "stress", + "formation", + "study", + "answer", + "user", + "surrounding", + "development", + "observed", + "formula", + "De", + "If", + "research", + "The", + "expansion", + "Research", + "examples", + "sample", + "thought", + "For", + "Examination" + ] + } + ], + "logit_surprising": [ + { + "concept": "and", + "score": 16.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "population", + "output_checked": true + }, + { + "concept": "readily", + "score": 10.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "considerably", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "damn", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "rings", + "output_checked": true + }, + { + "concept": "increase", + "score": 5.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "these", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 4.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "cling", + "output_checked": true + }, + { + "concept": "pochi", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "their", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "towards", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "densely", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "sized", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "nanoscale", + "output_checked": true + }, + { + "concept": "exerted", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "achieved", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "required", + "output_checked": true + }, + { + "concept": "increased", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "threshold", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "required", + "output_checked": true + }, + { + "concept": "imaging", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "yield", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "forest", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "individual", + "score": 3.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "appropriation", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "population", + "output_checked": true + }, + { + "concept": "impending", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "bunun", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "engend", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "encir", + "output_checked": true + }, + { + "concept": "hindering", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "formed", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rings", + "output_checked": true + }, + { + "concept": "each", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "after", + "output_checked": true + }, + { + "concept": "coupled", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "Electron", + "output_checked": true + }, + { + "concept": "significantly", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "raises", + "output_checked": true + }, + { + "concept": "highly", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "that", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "few", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "they", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "after", + "output_checked": true + }, + { + "concept": "resistance", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 2.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "slight", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "annen", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "Electron", + "output_checked": true + }, + { + "concept": "eroding", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "pathetic", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "chiefly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "herein", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "nanoscale", + "output_checked": true + }, + { + "concept": "diesen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "Electron", + "output_checked": true + }, + { + "concept": "concealing", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "cling", + "output_checked": true + }, + { + "concept": "Considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "micrographs", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "displaying", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "within", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "such", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "enhance", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "raises", + "output_checked": true + }, + { + "concept": "induced", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Electron", + "output_checked": true + }, + { + "concept": "confirmed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "situated", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "population", + "output_checked": true + }, + { + "concept": "coworkers", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "technologies", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "identified", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "tunneling", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "Electron", + "output_checked": true + }, + { + "concept": "those", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "cling", + "output_checked": true + }, + { + "concept": "showing", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "shows", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-02__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-02__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-02__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-02__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Nonshearable particle obstacles 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Reducing the spacing between stable nonshearable particles increases the yield stress. Flexible line defects must curve strongly to pass through the remaining channels.", + "prompt_tail": " the spacing between stable nonshearable particles increases the yield stress. Flexible line defects must curve strongly to pass through the remaining channels.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-particle-strengthening-03", + "carrier_id": null, + "target_family": "particle-strengthening", + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 60203, + "best_depth": 44.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 14621 + }, + { + "label": "bowing", + "best_rank": 33003, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 804 + }, + { + "label": "strengthening", + "best_rank": 24703, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 1395 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "supernatural", + "ily", + "bou", + "orna", + "jor", + "Jang", + "Supernatural", + "Lorraine", + "oport", + "Gui", + "Noor", + "Abr", + "oji", + "plong", + "Supreme", + "lagoons", + "JOR", + "olong", + "Brix" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ily", + "gh", + "ool", + "mathbb", + "ht", + "mem", + "Abr", + "omitempty", + "aboo", + "zym", + "oji", + "iores", + "GSM", + "GSM", + "lak", + "Gui", + "luch", + "felter", + "ugas", + "argmax", + "ancher", + "osz" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Kham", + "analyzer", + "hse", + "JSONObject", + "Ejec", + "ocked", + "lias", + "hq", + "dopiero", + "ChromeDriver", + "ized", + "xffff", + "Fres", + "Servlet" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Za", + "Hd", + "pewno", + "XXV", + "nascita", + "haman", + "Hing", + "unud", + "breath", + "Indeed", + "entertainment", + "chrysanthemum" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Christi", + "Glover", + "genesis", + "Context", + "homework", + "Fir", + "odes", + "Berkeley", + "niejsze", + "AKI", + "ophthal", + "ligation", + "normalization", + "xj", + "Venez", + "FBI", + "Genesis", + "Vann" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Birthday", + "nvidia", + "rewrite", + "NORMAL", + "Lives", + "FILL", + "pencil", + "naman", + "rental", + "zeichnis", + "CONTRIBUTION", + "chrysanthemum", + "CREDIT", + "Donation", + "nextNode" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Chrys", + "Birthday", + "sampel", + "Kristall", + "mas", + "Saudi", + "pewno", + "Lazada", + "pencil", + "physiology", + "Saldo", + "Ink", + "saa", + "Fifa", + "Sadd", + "Filters", + "Lens", + "chrysanthemum", + "MEMBER", + "Xiv", + "npc", + "rangea", + "renderSquare" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "WORTH", + "handful", + "Lives", + "haya", + "WHIT", + "TECHNICAL", + "registro", + "WHIT", + "hetero", + "Nickname", + "FAF", + "COR", + "Official", + "Birthday", + "haf", + "Instance", + "seguinte", + "wah", + "OFFICE", + "berth", + "genesis", + "ueuse", + "HAS", + "technical", + "escal" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "t", + "s", + "creases", + "vc", + "slik", + "genu", + "Hd", + "sizer", + "energetic", + "mektedir", + "sav", + "mselves", + "sene", + "Hd", + "dac", + "sellers", + "comienzo" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "dir", + "med", + "ve", + "est", + "s", + "og", + "ujos", + "as", + "gehend", + "no", + "uelles", + "ebel", + "sizer", + "ur", + "vc", + "to", + "si" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "t", + "lepas", + "f", + "ve", + "urious", + "shore", + "selves", + "dir", + "digamos", + "ujos", + "g", + "uri", + "ures", + "bu", + "diperoleh", + "iven", + "siz", + "s", + "rologic", + "siz" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "med", + "ve", + "t", + "ified", + "urious", + "certeza", + "folds", + "Moreover", + "dif", + "digamos", + "esimerkiksi", + "certainly", + "moreover", + "creases", + "furthermore", + "dass", + "sur", + "enorm", + "examples", + "sink", + "beispielsweise", + "f" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "t", + "ve", + "med", + "ified", + "urious", + "digamos", + "creases", + "enorm", + "folds", + "certainly", + "dif", + "esimerkiksi", + "moreover", + "certeza", + "sur", + "s", + "dass", + "furthermore", + "f", + "Moreover" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "med", + "perd", + "urious", + "digamos", + "do", + "eben", + "ve", + "dif", + "particular", + "g", + "laissez", + "t", + "let", + "enorm", + "in", + "selves", + "uri", + "lepas", + "iven", + "certeza", + "f", + "ers", + "ures", + "use" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "med", + "urious", + "vehement", + "ium", + "ers", + "argumento", + "sby", + "moreover", + "certainly", + "Etc", + "digamos", + "sink", + "uri", + "lang", + "Bela", + "sheep", + "perd", + "sheep", + "sensibility", + "instances", + "xr" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "argumento", + "xr", + "XK", + "sheep", + "additive", + "dud", + "sheep", + "sensibility", + "fortitude", + "ulnerable", + "hemeral", + "nnnn", + "mah", + "sistemi", + "imperative", + "opus", + "MMC", + "xk", + "astronom", + "constraint", + "Xr", + "eur", + "brauchen", + "Arguments", + "sopr" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "additive", + "maneuver", + "Notas", + "nimble", + "Arguments", + "psychic", + "oteric", + "PSY", + "msbuild", + "NonNull", + "arcade", + "faibles", + "itect", + "sheep", + "Milliseconds", + "requiring", + "circumvent", + "leyici", + "mathml" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "Notas", + "necesidad", + "circumvent", + "bepaalde", + "bree", + "gaze", + "Constraints", + "aneous", + "AAAAAAAA", + "need", + "discontinuities", + "MNOP", + "Limitations", + "undesirable", + "geometries", + "conversely", + "riterien", + "Constraints", + "geeignet", + "geometri", + "snowboard", + "gereken", + "Solaris", + "Euclidean" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "t", + "determinadas", + "determinados", + "bestimmte", + "particular", + "bepaalde", + "ske", + "determinante", + "determinada", + "s", + "radian", + "eman", + "dirigentes", + "de", + "resulting", + "sag", + "jellem", + "gewisse", + "bestimmten", + "nedostat", + "f", + "must", + "towarz", + "s" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "wrinkle", + "enium", + "lengthwise", + "Notas", + "LinkedList", + "inelastic", + "readlines", + "hemeral", + "determinante", + "cade", + "ylon", + "fcntl", + "iliency", + "nipples", + "yielding", + "pliable", + "canalicul", + "Limitations", + "ICY", + "printable", + "nimble", + "oles", + "fuertes", + "malleable", + "ulsive", + "Entsche" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "cade", + "lengthwise", + "wrinkle", + "ylon", + "Posted", + "readlines", + "faibles", + "WriteLine", + "Landes", + "MLM", + "corral", + "Pferde", + "tramp", + "saber", + "yel", + "LK", + "malleable", + "writeInt", + "chained", + "ingles", + "DefineConstants", + "kleinere" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "wrinkle", + "ylon", + "tramp", + "AppendLine", + "lengthwise", + "cade", + "malleable", + "lines", + "linea", + "readlines", + "resilient", + "kleinere", + "Lines", + "corral", + "WriteLine", + "yielding", + "lastName", + "leyici", + "readline", + "line", + "saber", + "bending", + "pergunta" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "line", + "flexible", + "Flexible", + "flexible", + "line", + "Flexible", + "Line", + "linea", + "flexibilidad", + "flexibles", + "malleable", + "Line", + "Linie", + "pliable", + "lines", + "linha", + "linee", + "Flexibility", + "linie", + "fleks", + "inflexible", + "lines", + "flex" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "flexible", + "Flexible", + "flexible", + "flex", + "flex", + "Flex", + "Flexible", + "flexibilidad", + "flexibles", + "flexibility", + "Flexibility", + "FLEX", + "fleks", + "Flex", + "flexibly", + "line", + "flexing", + "inflexible", + "line", + "flexion", + "malleable", + "pliable", + "elastic", + "elastic", + "Line" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Flexible", + "flexible", + "flexible", + "Flexible", + "fleks", + "flex", + "flexibilidad", + "FLEX", + "flexibles", + "flex", + "Flex", + "Flexibility", + "flexibility", + "Flex", + "line", + "line", + "flexing", + "flexibly", + "inflexible", + "Line", + "pliable", + "ammable", + "ensible", + "Touchable" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "These", + "If", + "They", + "a", + "To", + "Since", + "flexible", + "This", + "Because", + "Additionally", + "For", + "You", + "When", + "In", + "Also", + "The", + "line", + "they", + "Instead", + "We", + "many", + "high", + "Here", + "Each", + "thought", + "large", + "What", + "Therefore", + "more", + "the", + "It" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 119108, + 141959, + 139829, + 122404, + 45057, + 67515, + 9348, + 70449, + 79158, + 86641, + 78693, + 60204, + 68018, + 113308, + 118637, + 118019, + 99640, + 72683, + 179465, + 92824, + 67943, + 103158, + 98917, + 174424, + 16271, + 103703 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 220503, + 221540, + 64857, + 32040, + 5719, + 25706, + 142942, + 105914, + 208354, + 229151, + 255909, + 249021, + 249080, + 237724, + 241408, + 226202, + 216098, + 185691, + 205081, + 213774, + 180309, + 149076, + 67831, + 33004, + 172848, + 78312 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 203501, + 238106, + 200302, + 124343, + 116362, + 77429, + 141463, + 110777, + 49484, + 135290, + 222277, + 177275, + 140777, + 115885, + 127661, + 131812, + 95429, + 153993, + 136644, + 111255, + 61213, + 24704, + 71298, + 73399, + 146941, + 23709 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 26120, + 39704, + 26879, + 36232, + 14622, + 16528, + 28978, + 27990, + 117333, + 132706, + 174663, + 172410, + 191330, + 85160 + ] + }, + { + "label": "bowing", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 41511, + 31545, + 22524, + 14142, + 25087, + 805, + 3066, + 1037, + 2303, + 19438, + 136754, + 96913, + 14400, + 1643 + ] + }, + { + "label": "strengthening", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 39592, + 62572, + 58666, + 66010, + 8971, + 3747, + 1396, + 3713, + 8533, + 18121, + 45295, + 88022, + 126960, + 56275 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "minimise", + "score": 5.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "between", + "output_checked": true + }, + { + "concept": "Presence", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Annot", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "between", + "output_checked": true + }, + { + "concept": "strength", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "Err", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "dominates", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "Contour", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "mucous", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Flexible", + "output_checked": true + }, + { + "concept": "arent", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "hear", + "output_checked": true + }, + { + "concept": "avoid", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "to", + "output_checked": true + }, + { + "concept": "wrinkle", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Aust", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "curvature", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "slik", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "Zou", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "unaltered", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "OLF", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "slightest", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "Reducing", + "output_checked": true + }, + { + "concept": "sebuah", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "levar", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "normalised", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "between", + "output_checked": true + }, + { + "concept": "argumento", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "LIMITED", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "hear", + "output_checked": true + }, + { + "concept": "COMPUT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "line", + "output_checked": true + }, + { + "concept": "Structural", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "additive", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "gand", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "visualize", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Tetrahedron", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Amat", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "Curves", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "bend", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "to", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "imperative", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "samt", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "nons", + "output_checked": true + }, + { + "concept": "faibles", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "coloro", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "violet", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "channels", + "output_checked": true + }, + { + "concept": "Truly", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "nons", + "output_checked": true + }, + { + "concept": "WndProc", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "NodeJS", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "channels", + "output_checked": true + }, + { + "concept": "resultant", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "channels", + "output_checked": true + }, + { + "concept": "Notas", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "rigu", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Miche", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "hear", + "output_checked": true + }, + { + "concept": "finitely", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "masts", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "saber", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "hear", + "output_checked": true + }, + { + "concept": "chanel", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "channels", + "output_checked": true + }, + { + "concept": "Mato", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "Segments", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "line", + "output_checked": true + }, + { + "concept": "Covid", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "ribbed", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "McDonalds", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "Noeud", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "magnitudes", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "yielding", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "heathen", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "LEC", + "score": 1.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "Flexible", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "th", + "ers", + "row", + "gh", + "ne", + "sa", + "yst", + "inter", + "pr", + "any", + "anc", + "ey", + "der", + "sh", + "pect", + "red", + "ray", + "ative", + "roup", + "ces", + "rol", + "equ", + "years", + "be", + "log", + "son", + "eb" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "rence", + "perk", + "uq", + "pitted", + "conflicted", + "es", + "is", + "comm", + "ise", + "ner", + "br", + "son", + "super", + "qual", + "assert", + "sav" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "t", + "on", + "w", + "ro", + "ra", + "ri", + "one", + "ru", + "oy", + "ning", + "includ", + "want", + "med", + "tem", + "som", + "mark", + "fam", + "To", + "RO", + "oot", + "pha", + "thing", + "mag", + "vi", + "kan", + "ware", + "apt", + "ambda", + "That", + "necess", + "mit" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "l", + "im", + "g", + "u", + "se", + "ation", + "be", + "if", + "th", + "us", + "ht", + "and", + "ere", + "com", + "ess", + "pe", + "j", + "pl", + "ame", + "ies", + "int", + "un", + "ich" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ic", + "im", + "ve", + "ch", + "ter", + "od", + "pe", + "The", + "pl", + "ha", + "ad", + "ign", + "which", + "app", + "i", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "work", + "return", + "ays", + "est", + "wo" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ay", + "ir", + "ver", + "un", + "ere", + "com", + "pe", + "end", + "ill", + "ex", + "art", + "The", + "this", + "ha", + "iz", + "ud", + "ang", + "ive", + "all", + "ard", + "ia" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ut", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ar", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel", + "tern", + "mo", + "det", + "cur" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "ers", + "of", + "ature", + "photograph", + "perfectly", + "lid", + "eat", + "begitu", + "liaison", + "sehen", + "evol", + "bringen", + "wunder", + "ihan", + "n", + "they", + "selection", + "beloved", + "aal", + "youtu" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "s", + "ers", + "ature", + "perfectly", + "aal", + "youtu", + "begitu", + "remember", + "evol", + "ampio", + "ameri", + "e", + "er", + "rel", + "aw", + "equip", + "has", + "photograph", + "setcounter", + "slash", + "lid" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "damn", + "ameri", + "equip", + "substantial", + "tog", + "er", + "slash", + "readily", + "officially", + "dictator", + "devenu", + "Verenigde", + "Tog", + "Publicity", + "easily", + "e", + "doctor", + "perfectly", + "overcome", + "administrator", + "immense", + "explained", + "successor", + "Creators" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "damn", + "fielder", + "er", + "ributor", + "readily", + "kowy", + "ET", + "increasing", + "Tog", + "declining", + "hur", + "Suff", + "caution", + "ameri", + "Creators", + "self", + "Looking", + "PA", + "appro", + "zaman", + "demise", + "asesin", + "ER" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "damn", + "kowy", + "fielder", + "Suff", + "caution", + "ributor", + "asesin", + "demise", + "hur", + "declining", + "Tog", + "er", + "zaman", + "aal", + "slight", + "decid", + "tentative", + "slightly", + "Creators", + "increasing", + "Considerable" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "or", + "increasing", + "caution", + "another", + "phenylsulfanyl", + "caution", + "fielder", + "kowy", + "decid", + "damn", + "explained", + "sigh", + "slightly", + "Neder", + "Bauch", + "but", + "also", + "and" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "These", + "increasing", + "but", + "desses", + "However", + "also", + "of", + "Therefore", + "these", + "resulting", + "albeit", + "However", + "hindrance", + "resulting", + "whereas" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "relatively", + "Therefore", + "hindered", + "hindrance", + "However", + "unfavorable", + "mechanisms", + "decrease", + "therefore", + "resulting", + "tions", + "overcome", + "facilitated", + "imposed", + "detrimental", + "Relatively", + "thereby", + "constraint", + "Zhang", + "increase", + "substantial", + "these", + "disadvantage", + "potential", + "considerably", + "increased" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "hindered", + "costly", + "therefore", + "expensive", + "requiring", + "consequently", + "inherently", + "Therefore", + "unfavorable", + "increased", + "relatively", + "positioned", + "resulting", + "excessively", + "mechanisms", + "imposed", + "steep", + "cumbersome", + "motivated", + "hindrance", + "burdensome", + "requires", + "gradually", + "undesirable", + "require", + "required", + "increase", + "excessive", + "imposes", + "necessitates", + "impeded", + "these" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "highly", + "massive", + "required", + "strongly", + "requiring", + "demanding", + "tightly", + "steep", + "relatively", + "collective", + "more", + "requirement", + "capable", + "motivated", + "existing", + "heavily", + "resilient", + "excessively", + "moving", + "enormous", + "inherently", + "strong", + "larger", + "newly", + "hindered", + "able", + "certain", + "numerous", + "willing", + "costly", + "various", + "difficult" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "highly", + "tightly", + "requiring", + "therefore", + "specific", + "particularly", + "inherently", + "resulting", + "localized", + "tight", + "required", + "extremely", + "strongly", + "relatively", + "undesirable", + "they", + "must", + "requirement", + "well", + "demanding", + "when", + "requirements", + "heavy", + "deeply", + "very", + "existing", + "rigid", + "costly", + "these", + "massive", + "second", + "They" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "boundary", + "inelastic", + "relatively", + "and", + "highly", + "therefore", + "flexible", + "must", + "oriented", + "length", + "rigid", + "single", + "tight", + "transverse", + "aligned", + "tightly", + "e", + "inclined", + "needing", + "flex", + "particularly", + "increasingly", + "dislocation", + "inherently", + "f", + "lines", + "requiring", + "localized", + "riddled", + "leash" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "f", + "l", + "L", + "de", + "F", + "f", + "el", + "flex", + "e", + "L", + "bend", + "line", + "flex", + "O", + "H", + "P", + "T", + "H", + "Fl", + "E", + "Y", + "D", + "i", + "flexible", + "M", + "d", + "F", + "S", + "A", + "I" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "line", + "f", + "line", + "f", + "lines", + "flex", + "flex", + "O", + "lineTo", + "F", + "L", + "bend", + "de", + "Y", + "l", + "linea", + "F", + "Fl", + "flexible", + "lines", + "flexible", + "bend" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "line", + "line", + "flexible", + "Flexible", + "flexible", + "Flexible", + "Line", + "Line", + "flex", + "flexibles", + "linea", + "lines", + "linha", + "ligne", + "flex", + "lines", + "Flex", + "linee", + "Flex", + "FLEX", + "fleks" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "flex", + "flex", + "flexible", + "Flexible", + "Flexible", + "flexible", + "flexibles", + "line", + "flexibility", + "Flex", + "Flex", + "Flexibility", + "FLEX", + "fleks", + "flexibilidad", + "flexing", + "flexibly", + "line", + "Line", + "flexion", + "inflexible", + "Line", + "Fle", + "linh", + "Fle", + "pliable" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Flexible", + "flexible", + "flex", + "flexible", + "Flexible", + "fleks", + "flexibilidad", + "flex", + "FLEX", + "Flex", + "flexibles", + "flexibility", + "Flex", + "Flexibility", + "flexibly", + "flexing", + "line", + "line", + "inflexible", + "Fle", + "Fle", + "Line", + "inflex" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "These", + "If", + "They", + "a", + "To", + "Since", + "flexible", + "This", + "Because", + "Additionally", + "For", + "You", + "When", + "In", + "Also", + "The", + "line", + "they", + "Instead", + "We", + "many", + "high", + "Here", + "Each", + "thought", + "large", + "What", + "Therefore", + "more", + "the", + "It" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 20.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "damn", + "score": 9.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "and", + "score": 9.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 8.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "nons", + "output_checked": true + }, + { + "concept": "these", + "score": 8.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "pass", + "output_checked": true + }, + { + "concept": "your", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "avoid", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "there", + "score": 4.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "decrease", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "their", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "presence", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "curvature", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "curved", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "behest", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "channels", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "hear", + "output_checked": true + }, + { + "concept": "Considerable", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "somewhat", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "because", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "also", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "must", + "output_checked": true + }, + { + "concept": "overcome", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "ability", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "highly", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tensile", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "accommodate", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "pero", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "such", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "amount", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "stability", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "obscure", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "Surprisingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "impede", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "replete", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "nons", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "additionally", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "must", + "output_checked": true + }, + { + "concept": "for", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "enraged", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "pass", + "output_checked": true + }, + { + "concept": "prolonged", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "through", + "output_checked": true + }, + { + "concept": "considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "positioned", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "line", + "output_checked": true + }, + { + "concept": "reformulation", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "rectMode", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "hear", + "output_checked": true + }, + { + "concept": "enhance", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "initiate", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "achieve", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "hindered", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "moderate", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "lateral", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "hear", + "output_checked": true + }, + { + "concept": "essential", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "able", + "output_checked": true + }, + { + "concept": "entities", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "enough", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "provide", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "channels", + "output_checked": true + }, + { + "concept": "ductile", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "passage", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "pass", + "output_checked": true + }, + { + "concept": "openings", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "channels", + "output_checked": true + }, + { + "concept": "crowded", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "through", + "output_checked": true + }, + { + "concept": "strength", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "curves", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "nons", + "output_checked": true + }, + { + "concept": "appro", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "pass", + "output_checked": true + }, + { + "concept": "defi", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "despicable", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "overcoming", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "Flexible", + "output_checked": true + }, + { + "concept": "evaluated", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "line", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-03__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-03__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-03__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-03__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Nonshearable particle obstacles 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A dispersion-treated alloy contains hard particles embedded in a softer matrix. Mobile lattice imperfections wrap around the particles rather than passing through them.", + "prompt_tail": "sion-treated alloy contains hard particles embedded in a softer matrix. Mobile lattice imperfections wrap around the particles rather than passing through them.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-particle-strengthening-04", + "carrier_id": null, + "target_family": "particle-strengthening", + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 60050, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2494 + }, + { + "label": "bowing", + "best_rank": 145927, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2501 + }, + { + "label": "strengthening", + "best_rank": 35492, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2346 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "bou", + "supernatural", + "ily", + "Jang", + "orna", + "Lorraine", + "Supernatural", + "jor", + "Noor", + "oport", + "Abr", + "Gui", + "plong", + "Supreme", + "lagoons", + "oji", + "olong", + "marinated", + "Anspr", + "aboo", + "ery" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ily", + "oji", + "aboo", + "Abr", + "felter", + "mem", + "Gui", + "orna", + "lak", + "ool", + "zym", + "Arora", + "tray", + "ORN", + "improbable", + "Baylor", + "ancher", + "Martin", + "iores", + "oj" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Kham", + "hse", + "Fres", + "WHAT", + "Happen", + "RECOMM", + "Ejec", + "ella", + "lias", + "HAS", + "dopiero", + "Hassel", + "Birthday" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Za", + "Hd", + "pewno", + "XXV", + "haman", + "nascita", + "nesses", + "unud", + "flurry", + "Hing", + "recorder", + "iquel", + "grams" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Glover", + "Christi", + "odes", + "eless", + "Context", + "genesis", + "Fir", + "niejsze", + "omial", + "Genesis", + "URING", + "mining", + "ophthal", + "lessness", + "bilirubin", + "xj" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "NORMAL", + "Birthday", + "nvidia", + "pewno", + "Kristall", + "Chrys", + "rewrite", + "chrysanthemum", + "atth", + "Lambda", + "zeichnis", + "pencil", + "Donation", + "Sadd" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Kristall", + "Chrys", + "Saldo", + "pewno", + "Birthday", + "sampel", + "Ink", + "mas", + "Saudi", + "Hd", + "Sadd", + "worsen", + "chrysanthemum", + "rangea", + "saa", + "Lazada", + "domin", + "pencil", + "Lens", + "keV" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "Lives", + "WORTH", + "haya", + "registro", + "haf", + "handful", + "WHIT", + "TECHNICAL", + "genesis", + "Birthday", + "ForegroundColor", + "berth", + "nutric", + "Nickname", + "WHIT", + "VARIABLES", + "HAS", + "OFFICE", + "circledR", + "ueuse", + "COR", + "reib", + "Official", + "campeonato", + "enl" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "creases", + "t", + "slik", + "softness", + "impediments", + "energetic", + "singularities", + "Hd", + "compassion", + "sene", + "Hil", + "sufferings", + "sellers", + "supuesto", + "softening", + "Hd", + "philosophies", + "impediment", + "innervation", + "saran", + "soften" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "med", + "dir", + "og", + "uette", + "ebel", + "ve", + "sellers", + "uelles", + "sensation", + "gehend", + "vc", + "de", + "natural", + "dac", + "creases", + "skept", + "sizer", + "Hd", + "en", + "ujos" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "lepas", + "uette", + "selves", + "haf", + "night", + "amos", + "theater", + "bu", + "haja", + "en", + "g", + "med", + "trach", + "ures", + "behavior", + "shore", + "voila", + "itten", + "dir", + "uating", + "urably" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "s", + "folds", + "certeza", + "lepas", + "examples", + "digamos", + "uette", + "Moreover", + "voila", + "t", + "ures", + "certainly", + "ve", + "sink", + "urious", + "furthermore", + "ogo", + "esimerkiksi", + "creases", + "peces", + "dif", + "f", + "sen" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "t", + "folds", + "creases", + "digamos", + "examples", + "ified", + "certainly", + "esimerkiksi", + "ve", + "certeza", + "er", + "dif", + "dass", + "urious", + "furthermore", + "let", + "enorm", + "sene", + "sen", + "sur", + "moreover" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "s", + "digamos", + "ers", + "let", + "selves", + "ogf", + "ding", + "use", + "ures", + "lepas", + "folds", + "dif", + "dac", + "exus", + "uj", + "dg", + "voila", + "og", + "der", + "ogo", + "urious", + "ferences", + "sag" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sensibility", + "med", + "ers", + "mah", + "ium", + "ogf", + "sheep", + "nnet", + "instances", + "Etc", + "ulnerable", + "sensual", + "voila", + "rite", + "examples", + "dding", + "xr", + "assertions", + "MgO", + "virt", + "Diagnostics", + "gie", + "exus", + "sporadic" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "ODM", + "arcane", + "additive", + "deckung", + "getc", + "discord", + "ong", + "Escape", + "Postgres", + "Diagnostics", + "sensibility", + "defensive", + "thoughtful", + "Transforms", + "sheep", + "ycopg", + "flop", + "grief", + "fortitude" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "psychic", + "arcane", + "thoughtful", + "ycopg", + "STADT", + "additive", + "MYSQL", + "PLOAD", + "Postgres", + "PSY", + "ODM", + "datasource", + "DataSource", + "MQTT", + "softener", + "Escape", + "oteric", + "Entrance", + "typescript" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "creational", + "escent", + "hibernate", + "infractions", + "Notas", + "pvc", + "aneous", + "Diffraction", + "protrusions", + "sebum", + "psi", + "discontinuities", + "esche", + "SOCK", + "concave", + "infraction", + "MNOP", + "Maladies", + "arcade", + "snowboard", + "unscrupulous", + "Unterschiede" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "gewisse", + "jellem", + "brane", + "undesirable", + "permeates", + "eman", + "sag", + "ske", + "Unser", + "scriptsize", + "radiol", + "crucially", + "determinante", + "enium", + "sue", + "eous", + "vortices", + "og", + "oretic", + "unspecified", + "Defining", + "resiliency" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "grout", + "iodide", + "massless", + "instabilities", + "Sable", + "routed", + "lattice", + "Nucleic", + "mittels", + "malleable", + "Grenz", + "itinerant", + "wrinkle", + "luminance", + "vorticity", + "bacilli", + "Oblast", + "enium", + "laminate", + "senate", + "Notas", + "ductile", + "Horde", + "imidazol", + "silicone", + "MgO", + "undesirable", + "Lorentz", + "canalicul", + "lastIndexOf", + "gewisse", + "keyCode" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "malleable", + "migratory", + "ORIAL", + "ammable", + "itinerant", + "mullet", + "lattice", + "Moving", + "ILABLE", + "Mule", + "Moving", + "Migrate", + "traveling", + "Mig", + "canalicul", + "Compile", + "aval", + "kesulitan", + "moving", + "Localized", + "Mutable", + "massless", + "grout", + "MLS", + "nomadic", + "roving", + "wandering", + "lattice" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "mullet", + "lattice", + "malleable", + "ILABLE", + "Moving", + "Moving", + "migratory", + "lattice", + "Migrate", + "Mig", + "moving", + "collie", + "dislocation", + "aval", + "migrate", + "Goliath", + "movimenti", + "itinerant", + "ORIAL", + "traveling", + "lette", + "Localized", + "mut", + "sailing", + "entlich", + "ppable", + "Lattice" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "lattice", + "lattice", + "Lattice", + "ammable", + "movable", + "lattices", + "Migrate", + "trellis", + "malleable", + "Moving", + "hareket", + "moving", + "moved", + "movimenti", + "dislocation", + "idable", + "ovable", + "moveable", + "ILABLE", + "moves", + "dislocations", + "Moving", + "aille" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "mobile", + "Mobile", + "mobile", + "Mobile", + "mobil", + "MOBILE", + "obile", + "movable", + "movilidad", + "MOBILE", + "mobility", + "lattice", + "Mobil", + "mob", + "mov", + "Mobil", + "lattice", + "Mobility", + "mobiles", + "moveable", + "Mov", + "Mob" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "lattice", + "lattice", + "Lattice", + "mobile", + "ammable", + "MOBILE", + "Mobile", + "Mobile", + "mobil", + "mobile", + "lattices", + "MOBILE", + "obile", + "labile", + "latt", + "ILABLE", + "Serializable", + "lable", + "movable", + "lactate" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "For", + "In", + "And", + "Most", + "a", + "You", + "Many", + "This", + "Large", + "Instead", + "These", + "Barrier", + "Therefore", + "If", + "Small", + "Foundation", + "Solar", + "examples", + "mobile", + "No", + "Probably", + "Unfortunately", + "Correct", + "move", + "Standard", + "example", + "Also", + "Currently", + "Phase", + "I", + "Both" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 117290, + 114978, + 118354, + 123455, + 33941, + 65798, + 11237, + 66368, + 95274, + 93707, + 104615, + 69213, + 82924, + 125490, + 91488, + 104615, + 68430, + 60051, + 130330, + 116926, + 126257, + 118539, + 93218, + 196827, + 35961, + 45672 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 227272, + 222438, + 53685, + 36025, + 10731, + 33782, + 140381, + 116532, + 198798, + 237251, + 255689, + 254860, + 251659, + 245729, + 238635, + 215633, + 208187, + 191192, + 212596, + 211765, + 205384, + 173620, + 145928, + 208620, + 247954, + 111590 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 199607, + 234440, + 166956, + 124784, + 163911, + 84403, + 133936, + 119474, + 44072, + 150537, + 242297, + 211872, + 174963, + 189961, + 210562, + 152981, + 151761, + 119492, + 93671, + 138126, + 117987, + 35493, + 80684, + 85219, + 178711, + 31506 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 34900, + 48530, + 25628, + 13226, + 2495, + 28201, + 14608, + 12965, + 64694, + 60967, + 155117, + 158861, + 157742, + 88702 + ] + }, + { + "label": "bowing", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 40841, + 37634, + 23591, + 11645, + 18613, + 7852, + 7253, + 2502, + 11771, + 17376, + 171702, + 162328, + 73986, + 130775 + ] + }, + { + "label": "strengthening", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 48011, + 75867, + 69735, + 21200, + 18613, + 31797, + 2347, + 2363, + 21091, + 58242, + 137444, + 105236, + 108710, + 78044 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "multitudes", + "score": 5.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "embedded", + "output_checked": true + }, + { + "concept": "Composite", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "obstacles", + "score": 3.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "them", + "output_checked": true + }, + { + "concept": "pliable", + "score": 3.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "softer", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "defectos", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "lunatic", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "dispersion", + "output_checked": true + }, + { + "concept": "outlined", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "compositional", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "WEI", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Eps", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "stoneware", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "psychic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "editText", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "cyclone", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "visualized", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "genellikle", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Bathurst", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "Mobile", + "output_checked": true + }, + { + "concept": "china", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "aquellos", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "around", + "output_checked": true + }, + { + "concept": "PVC", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "waarbij", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Therapeut", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "commensurate", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Annot", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "dispersion", + "output_checked": true + }, + { + "concept": "Alloys", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "Wrapped", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "tratado", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "alloys", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "encompass", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "blemishes", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "composites", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Classic", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Gottes", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "sensibility", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "piu", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "JButton", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "pvc", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "summarize", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "Festive", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "impediments", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "them", + "output_checked": true + }, + { + "concept": "grout", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "harden", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "surrounds", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "around", + "output_checked": true + }, + { + "concept": "schwer", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "malleable", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "Lik", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "scattering", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "them", + "output_checked": true + }, + { + "concept": "oto", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "superstit", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Richter", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "Mobile", + "output_checked": true + }, + { + "concept": "circumference", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "around", + "output_checked": true + }, + { + "concept": "Usual", + "score": 1.0, + "best_rank": 5, + "best_depth": 72.3, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "ceramic", + "score": 1.0, + "best_rank": 7, + "best_depth": 68.1, + "near_token": "softer", + "output_checked": true + }, + { + "concept": "Posted", + "score": 1.0, + "best_rank": 8, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "et", + "se", + "th", + "row", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "anc", + "ey", + "pos", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "ground", + "ts", + "ces", + "rol", + "self", + "years", + "be", + "son", + "span" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "son", + "rence", + "enburg", + "samp", + "uq", + "pitted", + "conflicted", + "es", + "is", + "comm", + "ner", + "lar", + "ir", + "qual", + "assert", + "ju", + "carried", + "stem", + "umeric", + "eurs" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "ed", + "iv", + "j", + "ib", + "one", + "ru", + "ound", + "includ", + "med", + "som", + "mark", + "vol", + "RO", + "oot", + "pha", + "mag", + "ump", + "vi", + "ably", + "mail", + "kan", + "epend", + "ambda", + "That", + "necess", + "mit", + "Med", + "relations" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "s", + "or", + "al", + "le", + "m", + "ing", + "ion", + "as", + "el", + "l", + "st", + "im", + "g", + "u", + "se", + "ch", + "if", + "us", + "ht", + "and", + "com", + "pe", + "or", + "j", + "pl", + "ch", + "ies", + "ex", + "int" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "A", + "B", + "C", + "D", + "E", + "F", + "G", + "H", + "I", + "J", + "K", + "L", + "M", + "N", + "O", + "P", + "Q", + "R", + "S", + "T", + "U", + "V" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "ere", + "end", + "ill", + "ex", + "art", + "this", + "iz", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire", + "ge", + "ph" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "res", + "k" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "ice", + "comp", + "ord", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "n", + "ers", + "of", + "photograph", + "lid", + "they", + "selection", + "begitu", + "liaison", + "sehen", + "sof", + "heer", + "bringen", + "wunder", + "erweise", + "cik", + "Publicity", + "kuchh", + "s", + "equip" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "ers", + "rel", + "of", + "equip", + "photograph", + "perfectly", + "slash", + "lid", + "officially", + "immense", + "aal", + "martial", + "Aus", + "youtu", + "imitation", + "EG", + "tentative", + "gambar", + "devenu", + "bringen" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "fielder", + "immense", + "asesin", + "equip", + "substantial", + "damn", + "demise", + "resmi", + "Verenigde", + "Tog", + "expert", + "slash", + "tog", + "tanti", + "ameri", + "ecek", + "easily", + "e", + "er", + "creditor", + "imitation", + "explained" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "tog", + "damn", + "Tog", + "fielder", + "asesin", + "ET", + "demise", + "kowy", + "hur", + "immense", + "er", + "Looking", + "equip", + "appro", + "ributor", + "declining", + "evas", + "bunun" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "damn", + "readily", + "immense", + "Tog", + "demise", + "kowy", + "asesin", + "slight", + "mostly", + "fielder", + "hur", + "ET", + "decid", + "declining", + "bunun", + "vieux", + "crs" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "of", + "decid", + "Neder", + "phenylsulfanyl", + "readily", + "sigh", + "explained", + "merkezi", + "demise", + "fielder", + "caution", + "ujar", + "bunun", + "kowy", + "commonly", + "rather", + "enuation", + "almost" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "S", + "positioned", + "O", + "desses", + "These", + "However", + "hindrance", + "of", + "preventing", + "isso", + "and", + "but", + "lication", + "However" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "positioned", + "surrounding", + "preventing", + "resulting", + "of", + "mechanisms", + "situated", + "cohesive", + "allowing", + "structures", + "However", + "causing", + "such", + "memastikan", + "such", + "wanneer", + "ensuring", + "relatively", + "structure", + "influenced" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "mechanisms", + "resulting", + "selectively", + "actively", + "ensures", + "cohesive", + "interconnected", + "seemingly", + "gradually", + "atypical", + "tightly", + "unwavering", + "unique", + "external", + "preventing", + "predefined", + "positioned", + "inherently", + "surrounding", + "relatively", + "effectively", + "ed", + "ensuring", + "gently", + "subtly", + "refracted", + "continuously", + "situated", + "Unlike", + "self", + "prevents", + "seamlessly" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "highly", + "s", + "resilient", + "massive", + "rather", + "cohesive", + "more", + "focused", + "often", + "inherently", + "wandering", + "existing", + "relatively", + "surrounding", + "deeply", + "seemingly", + "S", + "typically", + "commonly", + "structured", + "staunch", + "nearby", + "localized", + "slightly", + "widespread", + "strongly", + "actively", + "guided", + "strategically", + "E", + "specialized", + "tightly" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "surrounding", + "highly", + "nearby", + "well", + "localized", + "rather", + "second", + "truly", + "resilient", + "cohesive", + "typical", + "inherently", + "boundary", + "specific", + "unique", + "nearly", + "ized", + "inherent", + "particularly", + "resulting", + "relatively", + "rarely", + "pervasive", + "complex", + "related", + "typically", + "widespread", + "tightly", + "interconnected", + "S", + "majority" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "mobile", + "mobile", + "Mobile", + "mobility", + "localized", + "lattice", + "and", + "moving", + "Mobile", + "movable", + "m", + "nearby", + "Mo", + "or", + "boundary", + "mobil", + "rather", + "local", + "relatively", + "s", + "M", + "metastable", + "mob", + "migrating", + "loosely", + "migratory", + "e" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "mobile", + "mobile", + "moving", + "Mobile", + "Mobile", + "movable", + "mobility", + "mobil", + "movilidad", + "M", + "Moving", + "mov", + "O", + "mov", + "Mobility", + "liik", + "Moving", + "moving", + "l", + "L", + "el", + "M", + "Mo" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "mobile", + "mobile", + "moving", + "mobility", + "movilidad", + "Mobile", + "Mobile", + "moving", + "Mobility", + "mobil", + "mov", + "mobil", + "mobility", + "Moving", + "movable", + "M", + "mov", + "m", + "move", + "MOBILE", + "moved", + "Moving" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "mobile", + "lattice", + "mobile", + "lattice", + "Mobile", + "moving", + "movable", + "Mobile", + "movilidad", + "getMove", + "MOBILE", + "mov", + "Moving", + "mobility", + "mobil", + "liik", + "moving", + "mov", + "re", + "H", + "moved", + "mobiles", + "M" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "mobile", + "mobile", + "Mobile", + "mob", + "Mobile", + "mobil", + "mobility", + "mobiles", + "movilidad", + "MOBILE", + "mob", + "Mobil", + "mobil", + "Mob", + "Mobility", + "Mobil", + "mobili", + "mobility", + "Mob", + "movable", + "MOBILE" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "mobile", + "mobile", + "Mobile", + "Mobile", + "MOBILE", + "mobil", + "MOBILE", + "mobil", + "mob", + "Mobil", + "mobiles", + "mob", + "Mobil", + "mobili", + "movilidad", + "obile", + "lattice", + "mobilize", + "mobilise", + "mobilized", + "lattice" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "For", + "In", + "And", + "Most", + "a", + "You", + "Many", + "This", + "Large", + "Instead", + "These", + "Barrier", + "Therefore", + "If", + "Small", + "Foundation", + "Solar", + "examples", + "mobile", + "No", + "Probably", + "Unfortunately", + "Correct", + "move", + "Standard", + "example", + "Also", + "Currently", + "Phase", + "I", + "Both" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 12.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "considerably", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "softer", + "output_checked": true + }, + { + "concept": "damn", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "treatment", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "been", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "asesin", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "embedded", + "output_checked": true + }, + { + "concept": "positioned", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Mobile", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "Interestingly", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "rather", + "output_checked": true + }, + { + "concept": "each", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "around", + "output_checked": true + }, + { + "concept": "various", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "slight", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "rebuke", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "around", + "output_checked": true + }, + { + "concept": "merely", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "through", + "output_checked": true + }, + { + "concept": "characterized", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "comparatively", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "softer", + "output_checked": true + }, + { + "concept": "comprising", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "enhance", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "inherently", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "such", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "provide", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "identified", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "numerous", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "surrounding", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "around", + "output_checked": true + }, + { + "concept": "phases", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "Mobile", + "output_checked": true + }, + { + "concept": "somebody", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "wan", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "in", + "output_checked": true + }, + { + "concept": "substantial", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "obscure", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "Mobile", + "output_checked": true + }, + { + "concept": "anhyd", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "etre", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "dispersion", + "output_checked": true + }, + { + "concept": "declining", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "Mobile", + "output_checked": true + }, + { + "concept": "Looking", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "presum", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "additionally", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "toward", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "Mobile", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "appalling", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "them", + "output_checked": true + }, + { + "concept": "manufact", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "suitable", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "insulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "commonly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "detrimental", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "cenderung", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "them", + "output_checked": true + }, + { + "concept": "remarkably", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "exerting", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "surrounded", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "embedded", + "output_checked": true + }, + { + "concept": "relatively", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "herhangi", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "them", + "output_checked": true + }, + { + "concept": "odnosno", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "utilized", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "compositions", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "possesses", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "tenacious", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "propelled", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "layers", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "embedded", + "output_checked": true + }, + { + "concept": "Typically", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "typically", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Mobile", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "preferentially", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rather", + "output_checked": true + }, + { + "concept": "rigidly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "than", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-04__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-04__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-04__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-04__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Nonshearable particle obstacles 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Two alloys contain the same particle fraction, but the alloy with finer obstacle spacing requires a larger applied stress to move its line defects.", + "prompt_tail": "Two alloys contain the same particle fraction, but the alloy with finer obstacle spacing requires a larger applied stress to move its line defects.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-particle-strengthening-05", + "carrier_id": null, + "target_family": "particle-strengthening", + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 22326, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 7371 + }, + { + "label": "bowing", + "best_rank": 90203, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 2402 + }, + { + "label": "strengthening", + "best_rank": 27697, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 2000 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "bou", + "supernatural", + "ily", + "Abr", + "Lorraine", + "Jang", + "Supernatural", + "jor", + "oport", + "Gui", + "orna", + "Noor", + "plong", + "lagoons", + "Supreme", + "Anspr", + "oji", + "olong", + "aboo", + "Cunningham" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ool", + "oji", + "mem", + "aboo", + "ht", + "mathbb", + "ugas", + "ancher", + "oms", + "Oregon", + "gh", + "oj", + "lak", + "Abr", + "iores", + "initialize", + "theater", + "ily", + "zym", + "osz", + "Skinner" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "ement", + "otional", + "TOG", + "stom", + "orna", + "TOF", + "gh", + "ay", + "ht", + "ies", + "luch", + "felter", + "ancher", + "vest", + "ceptor", + "hnt", + "Thorpe", + "isons", + "hostess", + "ejection", + "mlflow", + "ifeng", + "MAN" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "neuron", + "resin", + "Resin", + "singleArray", + "customary", + "Carpet", + "odymium", + "wcout", + "Printers", + "melamine", + "encara", + "prus", + "macro", + "slik", + "broadened", + "Dumper", + "innate", + "bitte", + "impediments", + "Godfather", + "Janata" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Birthday", + "Alle", + "rewrite", + "renderer", + "normalization", + "EB", + "NORMAL", + "naman", + "FILL", + "nvidia", + "chrysanthemum", + "breath", + "wem", + "Fres", + "Donation", + "Lives", + "Kappa", + "mathsize", + "pewno", + "Venez" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Kristall", + "rewrite", + "pewno", + "atth", + "NORMAL", + "Saldo", + "Soda", + "Hd", + "Lens", + "Saudi", + "triangleright", + "chrysanthemum", + "Chrys", + "Cameras", + "UD", + "Webcam", + "pencil", + "creativity" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Chrys", + "Birthday", + "sampel", + "Kristall", + "pewno", + "mas", + "chrysanthemum", + "pencil", + "Saldo", + "Ink", + "Lens", + "worsen", + "Saudi", + "Lazada", + "MEMBER", + "XXV", + "Fifa", + "physiology", + "saa", + "Hd", + "keV", + "nbhd" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "WORTH", + "handful", + "TECHNICAL", + "registro", + "wah", + "Lives", + "WHIT", + "ForegroundColor", + "COR", + "berth", + "FAF", + "Official", + "OFFICE", + "hetero", + "WHIT", + "Instance", + "avorite", + "escal", + "Birthday", + "ForEach", + "haf", + "Nickname" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "t", + "creases", + "compassion", + "slik", + "impediments", + "sene", + "energetic", + "supuesto", + "Hil", + "impediment", + "Hd", + "singularities", + "softness", + "Hd", + "sufferings", + "sellers", + "enorm", + "softening", + "sav", + "soften", + "cephal" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "impediments", + "ebel", + "ve", + "enorm", + "creases", + "ified", + "sellers", + "say", + "gehend", + "dac", + "sensation", + "esimerkiksi", + "sav", + "kwamba", + "slik", + "sa", + "urie", + "pertin", + "Hd", + "sur", + "dass", + "uelles", + "dir", + "eur", + "energetic" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "gehend", + "ujos", + "med", + "selves", + "rog", + "lepas", + "t", + "amos", + "siz", + "iven", + "uri", + "dir", + "shore", + "say", + "siz", + "digamos", + "g", + "og", + "Moreover", + "osof" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "gehend", + "Moreover", + "esimerkiksi", + "med", + "ve", + "hearted", + "fato", + "s", + "Kalau", + "ujos", + "t", + "selves", + "digamos", + "iven", + "certainly", + "osof", + "folds", + "do", + "uri", + "enorm", + "Furthermore", + "fif" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "t", + "enorm", + "esimerkiksi", + "ve", + "certainly", + "sur", + "digamos", + "comienzo", + "med", + "folds", + "gehend", + "dif", + "ified", + "say", + "creases", + "s", + "preponder", + "slik", + "sa", + "moreover", + "misalnya", + "sene" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "do", + "selves", + "med", + "gehend", + "ments", + "perd", + "ief", + "proverbial", + "particular", + "zeug", + "enorm", + "instances", + "ogf", + "da", + "orable", + "instances", + "opr" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "dac", + "s", + "ments", + "vehement", + "Etc", + "do", + "system", + "instances", + "proverbial", + "size", + "egu", + "registers", + "sby", + "argumento", + "da", + "siniz", + "ite", + "eurs", + "suced", + "vb", + "assertions", + "siz" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "nnnn", + "rrrr", + "rade", + "assertions", + "xr", + "contended", + "Etc", + "ments", + "imperative", + "diamonds", + "teh", + "zeug", + "constraint", + "dud", + "rrr", + "Xr", + "ghijkl", + "fortitude", + "ODM", + "expans", + "geschwindigkeit", + "eur" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "PLOAD", + "Notas", + "securityMarks", + "psychic", + "assertions", + "intensive", + "psicologia", + "astronom", + "sensibility", + "ODM", + "AnimationFrame", + "mathml", + "softener", + "diamonds", + "esfuerzos", + "ycopg" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "Notas", + "postulated", + "discontinuities", + "Nota", + "ceptible", + "gdf", + "MNOP", + "remarked", + "Contour", + "meisjes", + "infractions", + "engender", + "gesellschaft", + "uminate", + "bepaalde", + "Increment", + "whisk", + "busters", + "adage", + "infraction" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "Notas", + "Nota", + "Note", + "Nota", + "Notes", + "undesirable", + "lemonade", + "ed", + "bepaalde", + "intend", + "Increment", + "enunciado", + "whisk", + "Unterschiede", + "woolen", + "determinadas", + "Note", + "dirigentes", + "zapis", + "beachten" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "Lines", + "linea", + "lineales", + "line", + "Line", + "lineHeight", + "line", + "lineage", + "Notas", + "Line", + "LINE", + "lines", + "linie", + "Lamin", + "LINES", + "lines", + "linie", + "Transporte", + "iliency", + "Linen", + "enium", + "Lines", + "Linie", + "sine" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Lines", + "line", + "lines", + "Lines", + "linea", + "LINES", + "Line", + "LINES", + "lines", + "Line", + "line", + "lineHeight", + "newLine", + "LINE", + "elines", + "eline", + "Linie", + "linie", + "dislocation", + "lignes", + "linha", + "linie", + "dislocations", + "Linea" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "Lines", + "lines", + "line", + "Lines", + "LINES", + "linea", + "lines", + "Line", + "Line", + "LINES", + "line", + "elines", + "rope", + "lignes", + "newLine", + "Linie", + "addLine", + "linee", + "linha" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "line", + "line", + "Line", + "Line", + "lines", + "Lines", + "linea", + "ligne", + "Linie", + "Lines", + "linha", + "linee", + "newLine", + "lines", + "LINE", + "linie", + "linie", + "lineHeight", + "LINE", + "lijn" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "line", + "line", + "Line", + "Line", + "linea", + "lines", + "LINE", + "ligne", + "Lines", + "Linie", + "eline", + "Lines", + "LINE", + "linee", + "newLine", + "lines", + "iline", + "linha", + "linie" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "line", + "Line", + "line", + "Line", + "Linie", + "linea", + "LINE", + "ligne", + "newLine", + "LINE", + "linee", + "iline", + "lines", + "linha", + "lijn", + "lineHeight", + "eline", + "Lines" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Wait", + "ities", + "In", + "These", + "but", + "atoms", + "space", + "com", + "our", + "No", + "For", + "the", + "particles", + "space", + "However", + "line", + "s", + "from", + "structure", + "entire", + "ies", + "organic", + "symbols", + "of", + "Our", + "We", + "Each", + "Is", + "quantity", + "these", + "Instead" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 112819, + 160683, + 164023, + 40334, + 62123, + 58022, + 13801, + 81871, + 93405, + 101385, + 75167, + 40098, + 81113, + 141489, + 106321, + 79260, + 61903, + 97132, + 105650, + 22327, + 40677, + 75065, + 39833, + 83682, + 19715, + 10274 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 229852, + 215828, + 207328, + 162355, + 23701, + 36600, + 133071, + 112633, + 203679, + 228855, + 248937, + 246947, + 242439, + 240455, + 238863, + 243259, + 211822, + 216344, + 202408, + 210041, + 210173, + 161003, + 172395, + 90204, + 153213, + 29470 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 199989, + 196732, + 182415, + 82255, + 28772, + 31324, + 128396, + 109656, + 47043, + 89329, + 193672, + 156579, + 149157, + 91814, + 110968, + 156880, + 89424, + 142253, + 160243, + 129986, + 73880, + 47632, + 65656, + 27698, + 108098, + 3420 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 37455, + 53352, + 32256, + 21471, + 9088, + 22106, + 8333, + 7372, + 53087, + 44266, + 40454, + 69241, + 86039, + 54720 + ] + }, + { + "label": "bowing", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 3980, + 5009, + 8892, + 3014, + 12632, + 18956, + 7418, + 2403, + 60850, + 188917, + 200071, + 167609, + 60754, + 44262 + ] + }, + { + "label": "strengthening", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 23517, + 24935, + 63352, + 63782, + 41949, + 45515, + 2040, + 2001, + 14525, + 35395, + 63561, + 95661, + 58545, + 14749 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "Lines", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "size", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "slik", + "score": 3.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 3.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "its", + "output_checked": true + }, + { + "concept": "boundary", + "score": 3.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "line", + "output_checked": true + }, + { + "concept": "than", + "score": 3.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "Notas", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Anteil", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "compositional", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "Breathe", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Breath", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "intervals", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "more", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "force", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "determinada", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "with", + "output_checked": true + }, + { + "concept": "RED", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "flanking", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "Both", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "approximates", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "Mathematics", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "LEC", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "line", + "output_checked": true + }, + { + "concept": "tendon", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "INI", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "Inv", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "Particles", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "they", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "but", + "output_checked": true + }, + { + "concept": "Dtos", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "obstacles", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "determinado", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "BMX", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "atrocious", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "crystals", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "mismos", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "same", + "output_checked": true + }, + { + "concept": "Comment", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "line", + "output_checked": true + }, + { + "concept": "grained", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "finer", + "output_checked": true + }, + { + "concept": "digress", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "workbook", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "same", + "output_checked": true + }, + { + "concept": "azide", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "LEC", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "finer", + "output_checked": true + }, + { + "concept": "Manipulation", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "SEL", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "line", + "output_checked": true + }, + { + "concept": "number", + "score": 1.0, + "best_rank": 3, + "best_depth": 91.5, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "jon", + "score": 1.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "stress", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "ter", + "th", + "wh", + "ers", + "res", + "le", + "row", + "ng", + "ther", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "pr", + "text", + "any", + "anc", + "clud", + "ey", + "oint", + "der", + "tr", + "sh", + "pect" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "t", + "es", + "is", + "og", + "ie", + "comp", + "az", + "ner", + "son", + "ware", + "sl", + "ir", + "assert", + "mente", + "sav", + "ju", + "carried", + "rence", + "stem", + "umeric", + "Enable", + "kepada", + "vec" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "or", + "y", + "j", + "ch", + "ive", + "ust", + "all", + "math", + "ib", + "ast", + "one", + "iew", + "ound", + "ike", + "left", + "itt", + "ON", + "gr", + "ict", + "pol", + "raph", + "ext", + "tem", + "ke", + "som", + "ized", + "arn", + "mark", + "mathb" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "en", + "al", + "ou", + "ro", + "l", + "im", + "ation", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "ff", + "orm", + "ast", + "ile", + "ice", + "ab", + "du", + "ge", + "ber", + "ear", + "row" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "de", + "ch", + "qu", + "ity", + "The", + "le", + "ha", + "from", + "im", + "ad", + "us", + "which", + "com", + "i", + "ar", + "yst", + "che", + "ag", + "ize", + "we", + "est", + "my", + "oint", + "mask" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "an", + "it", + "is", + "le", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "ve", + "de", + "ay", + "ch", + "qu", + "ir", + "ly", + "ra", + "un", + "ere", + "com", + "pe", + "end", + "ill" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "ort", + "se", + "L" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ment", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ring", + "ar", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "son", + "sina", + "n", + "s", + "ature", + "has", + "photograph", + "perfectly", + "youtu", + "eat", + "sof", + "ers", + "ses", + "they", + "liaison", + "evol", + "glow", + "gambar", + "heer", + "Publicity", + "e", + "ly", + "ment" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "youtu", + "successfully", + "e", + "rel", + "of", + "ature", + "has", + "perfectly", + "sof", + "successor", + "ameri", + "easily", + "n", + "son", + "strongly", + "sleep", + "shaped", + "Aus", + "eat", + "remember", + "evol", + "gambar", + "Publicity" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "substantial", + "substantially", + "ameri", + "fielder", + "e", + "damn", + "tanti", + "easily", + "outrage", + "Publicity", + "united", + "pah", + "facilmente", + "fourteenth", + "Iy", + "overcome", + "explained", + "somebody", + "diffuse", + "facilement", + "Tog" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "damn", + "readily", + "ameri", + "outrage", + "substantial", + "declining", + "fielder", + "substantially", + "litigation", + "cooking", + "immense", + "tanti", + "overcome", + "hindrance", + "Iy", + "impeding", + "Tog", + "hindering", + "Publicity", + "impending", + "somebody", + "anteced" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "damn", + "tog", + "impending", + "outrage", + "immense", + "readily", + "Considerable", + "substantial", + "declining", + "outraged", + "ameri", + "avrebbe", + "Tog", + "fielder", + "litigation", + "prohibit", + "papan", + "hindrance", + "acceptable", + "oppression", + "anteced", + "aquele", + "tanti" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "outraged", + "enraged", + "substantially", + "damn", + "hindering", + "ameri", + "vehement", + "outrage", + "agreeing", + "horrend", + "despicable", + "substantial", + "ujar", + "considerably", + "vehemently", + "impending", + "preponder", + "Publicity", + "immense", + "suppressing", + "reforms", + "severely", + "Decree", + "contending", + "shockingly", + "publicity", + "prohibiting" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "imposed", + "hurled", + "preponder", + "insulting", + "substantially", + "termed", + "hindering", + "despicable", + "lorf", + "because", + "analogous", + "criticizing", + "tantamount", + "hindrance", + "criticized", + "avrebbe", + "zunehm", + "markedly", + "hindered", + "promoting", + "indicating", + "bepaalde", + "similar", + "detrimental" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "surpassing", + "tions", + "imposed", + "behavi", + "Essas", + "lorf", + "relatively", + "Allowing", + "comparatively", + "tion", + "Generalized", + "mechanisms", + "Similar", + "Exponential", + "increased", + "Zhang" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "these", + "mechanisms", + "hindered", + "resultant", + "theses", + "ability", + "decrease", + "resisting", + "those", + "intrinsic", + "hindering", + "their", + "inherently", + "frictional", + "upheaval", + "characteristic", + "achieving", + "tions", + "increase", + "specified", + "adversely", + "inducing", + "hindrance", + "tional", + "thwarted" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "collective", + "wandering", + "larger", + "highly", + "storied", + "massive", + "various", + "these", + "associated", + "those", + "simply", + "its", + "newly", + "numerous", + "more", + "active", + "relatively", + "disruptive", + "their", + "existing", + "outstanding", + "some", + "crippling", + "motivated", + "upward", + "striking", + "local", + "internal", + "identified", + "resilient", + "cohesive", + "well" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "S", + "m", + "L", + "N", + "l", + "f", + "st", + "n", + "H", + "d", + "M", + "on", + "A", + "D", + "re", + "R", + "a", + "E", + "U", + "a", + "k", + "O", + "K", + "G", + "un", + "h", + "C", + "e", + "t", + "In" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "line", + "l", + "s", + "l", + "L", + "S", + "n", + "L", + "N", + "line", + "on", + "H", + "m", + "un", + "h", + "e", + "p", + "and", + "d", + "ons", + "man", + "O", + "an", + "T", + "re", + "i", + "I", + "S", + "and", + "de", + "H" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "l", + "line", + "line", + "l", + "L", + "L", + "lines", + "lines", + "Line", + "un", + "N", + "O", + "H", + "Line", + "d", + "S", + "Lines", + "el", + "n", + "oline", + "D", + "eline", + "v", + "M", + "ad", + "de", + "Lines" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "line", + "line", + "l", + "l", + "L", + "Line", + "lines", + "Line", + "d", + "lines", + "N", + "O", + "S", + "L", + "Lines", + "m", + "un", + "n", + "H", + "Lines", + "B", + "v", + "M", + "ne", + "s", + "on", + "p", + "A", + "ine", + "re" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "line", + "line", + "Line", + "Line", + "lines", + "ligne", + "linha", + "Lines", + "linea", + "lines", + "addLine", + "LINE", + "linie", + "linee", + "LINE", + "l", + "Linie", + "eline", + "Lines" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "line", + "line", + "Line", + "Line", + "linea", + "lines", + "LINE", + "ligne", + "LINE", + "linha", + "linee", + "eline", + "lines", + "Lines", + "Lines", + "linie", + "addLine", + "lin", + "Linie" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "line", + "line", + "Line", + "Line", + "LINE", + "linea", + "LINE", + "linee", + "ligne", + "lines", + "iline", + "linha", + "Linea", + "lineHeight", + "Linie", + "lineNumber" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Wait", + "ities", + "In", + "These", + "but", + "atoms", + "space", + "com", + "our", + "No", + "For", + "the", + "particles", + "space", + "However", + "line", + "s", + "from", + "structure", + "entire", + "ies", + "organic", + "symbols", + "of", + "Our", + "We", + "Each", + "Is", + "quantity", + "these", + "Instead" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 22.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "higher", + "score": 11.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "they", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "but", + "output_checked": true + }, + { + "concept": "more", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "damn", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "same", + "output_checked": true + }, + { + "concept": "these", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "exerted", + "score": 5.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "voltage", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "line", + "output_checked": true + }, + { + "concept": "amount", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "grained", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "finer", + "output_checked": true + }, + { + "concept": "size", + "score": 4.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "outrage", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "to", + "output_checked": true + }, + { + "concept": "slight", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "lorf", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "greater", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "fractions", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "fraction", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "its", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "finer", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "ameri", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "contain", + "output_checked": true + }, + { + "concept": "engend", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "significantly", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "whose", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "achieved", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "finer", + "output_checked": true + }, + { + "concept": "respective", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "systems", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "proportions", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Looking", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "glorious", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "juu", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "impending", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "multitude", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "reverting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "fraction", + "output_checked": true + }, + { + "concept": "markedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "hindering", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "Interestingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "persevere", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "acceptable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "outraged", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "may", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "same", + "output_checked": true + }, + { + "concept": "daha", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "excessively", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "finer", + "output_checked": true + }, + { + "concept": "because", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "bzw", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "resulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "relatively", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "its", + "output_checked": true + }, + { + "concept": "concepts", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "same", + "output_checked": true + }, + { + "concept": "components", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "produced", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "decrease", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "increased", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "effective", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "compositions", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "excellent", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "contain", + "output_checked": true + }, + { + "concept": "possesses", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "overall", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "finer", + "output_checked": true + }, + { + "concept": "fewer", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "increase", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "minimum", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "applied", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-05__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-05__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-05__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-05__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Quench-induced coordinated transformation 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A carbon steel quenched too rapidly for long-range solute redistribution develops a hard acicular product with a body-centered cell elongated along one axis.", + "prompt_tail": "A carbon steel quenched too rapidly for long-range solute redistribution develops a hard acicular product with a body-centered cell elongated along one axis.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-rapid-transformation-01", + "carrier_id": null, + "target_family": "rapid-transformation", + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 6008, + "best_depth": 55.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 6994 + }, + { + "label": "Bain", + "best_rank": 15095, + "best_depth": 44.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 368 + }, + { + "label": "tetragonal", + "best_rank": 4874, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 405 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "supernatural", + "ement", + "ily", + "orna", + "Supernatural", + "jor", + "bou", + "Lorraine", + "Jang", + "oji", + "oport", + "Noor", + "plong", + "Gui", + "lagoons", + "JOR", + "Supreme", + "Abr", + "marinated", + "ery", + "Supreme" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "oms", + "ORE", + "ugas", + "oji", + "iores", + "Oregon", + "ool", + "ization", + "ured", + "ior", + "oj", + "mathbb", + "ously", + "ORS", + "initialize", + "lah", + "orna", + "iors", + "theater", + "ingles", + "lore", + "izing", + "zym", + "Malam" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "ement", + "orna", + "TOG", + "Gustaf", + "intestinal", + "luch", + "ancher", + "Arora", + "tray", + "bou", + "felter", + "lak", + "isons", + "osz", + "osch", + "tray", + "ORN", + "ily", + "Mars", + "ORM" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "customary", + "resin", + "encara", + "Resin", + "Godfather", + "ButtonGroup", + "wcout", + "Ruta", + "Carpet", + "motels", + "singleArray", + "Debra", + "odymium", + "Mariner", + "neuron", + "Dumper", + "setObjectName", + "melamine", + "Raju", + "scrat", + "regulation" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Birthday", + "Alle", + "normalization", + "rewrite", + "NORMAL", + "chrysanthemum", + "renderer", + "EB", + "pewno", + "Kappa", + "mathsize", + "Lens", + "nvidia", + "breath", + "Za", + "Ink", + "Hd", + "Lambda", + "Normal", + "zeichnis", + "naman", + "kredit" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "atth", + "pewno", + "triangleright", + "rewrite", + "NORMAL", + "consisted", + "Saldo", + "Soda", + "Kristall", + "avatt", + "Larger", + "chrysanthemum", + "UD", + "KD", + "Vann", + "iga", + "uzz", + "lens", + "Kal", + "Lens" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "sampel", + "Chrys", + "Kristall", + "mas", + "pencil", + "Birthday", + "pewno", + "Lens", + "chrysanthemum", + "physiology", + "Saudi", + "Ink", + "Fifa", + "Lazada", + "MEMBER", + "Webcam", + "Saldo", + "worsen", + "renderSquare", + "nvidia" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "WORTH", + "handful", + "Lives", + "haya", + "registro", + "WHIT", + "nutric", + "TECHNICAL", + "genesis", + "Nickname", + "Birthday", + "WHIT", + "haf", + "OFFICE", + "COR", + "wah", + "HAS", + "Official", + "berth", + "campeonato", + "seguinte", + "ForegroundColor", + "hai" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "t", + "ebel", + "slik", + "creases", + "compassion", + "energetic", + "Hd", + "sene", + "supuesto", + "impediments", + "genu", + "Hil", + "sufferings", + "sav", + "singularities", + "cephal", + "softness", + "Hd", + "exuber", + "impediment", + "sellers", + "saran" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "t", + "s", + "ujos", + "s", + "si", + "dir", + "gehend", + "ve", + "ebel", + "med", + "comienzo", + "est", + "og", + "enorm", + "vc", + "kwamba", + "creases", + "ness", + "latter", + "sav", + "nantinya" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "ujos", + "med", + "gehend", + "selves", + "heartedly", + "bu", + "amos", + "perfect", + "shore", + "lepas", + "night", + "rog", + "osof", + "ures", + "iven", + "manner", + "rologic", + "rad", + "eness", + "haf", + "g", + "schein" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "esimerkiksi", + "certeza", + "Moreover", + "Kalau", + "certainly", + "furthermore", + "folds", + "fato", + "beispielsweise", + "med", + "examples", + "moreover", + "scapes", + "digamos", + "Furthermore", + "heartedly", + "ified", + "voila", + "dif" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "esimerkiksi", + "s", + "med", + "digamos", + "t", + "preponder", + "folds", + "ified", + "certeza", + "certainly", + "moreover", + "comienzo", + "creases", + "dif", + "furthermore", + "enorm", + "scapes", + "examples", + "Kalau", + "Moreover", + "beispielsweise", + "ve", + "urious", + "fato" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "selves", + "perfect", + "requisite", + "decadent", + "manner", + "laissez", + "do", + "conspicuous", + "oretic", + "digamos", + "vehement", + "tyle", + "ures", + "ief", + "ding", + "primes", + "s", + "final", + "particular", + "zeug", + "heartedly", + "proverbial" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "thoughtful", + "itect", + "zeug", + "assertions", + "sheep", + "sensibility", + "ardin", + "xr", + "sheep", + "quartz", + "goddess", + "Maladies", + "mah", + "postulated", + "matics", + "Sheep", + "gie", + "Finalmente", + "amingo", + "builders" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "thoughtful", + "ODM", + "Xr", + "ainder", + "zeug", + "rious", + "sheep", + "Organization", + "rebuilt", + "rectangles", + "indows", + "additive", + "Blocks", + "iciary", + "Diagnostics", + "Transforms", + "ghijkl", + "setP", + "XHTML", + "getc", + "organization" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "thoughtful", + "ainder", + "PLOAD", + "rectangles", + "adjacent", + "obtuse", + "additive", + "undirected", + "ODM", + "psychic", + "cryptic", + "BUILD", + "itect", + "stderr", + "STADT", + "Unique", + "workbook", + "rhomb", + "MTLTexture", + "NonNull" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "concave", + "ainder", + "malleable", + "irregularly", + "comprised", + "sporadically", + "infractions", + "hierarch", + "extraneous", + "hypothesized", + "postulated", + "DISTINCT", + "distinct", + "erection", + "trapez", + "masonry", + "delineated", + "geometric", + "erect", + "weed", + "requisite", + "oblong", + "visualized", + "mainstay", + "cuyos", + "NonNull", + "extant", + "einzige", + "undirected", + "striated", + "hibernate", + "alphanumeric" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "Gestaltung", + "jellem", + "striated", + "chambres", + "commensurate", + "clave", + "radiol", + "diminta", + "sen", + "chelon", + "unique", + "predominant", + "radian", + "carab", + "conscient", + "wren", + "resultante", + "Klassen", + "determinante", + "s", + "trab", + "predomin", + "SEL", + "preferentially", + "cuyos", + "claves" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "centric", + "Oriente", + "lucent", + "concave", + "commensurate", + "luminance", + "oriented", + "circumferential", + "chambres", + "caldera", + "partite", + "Oriented", + "determinante", + "orientado", + "clave", + "obtuse", + "derzeit", + "Orientation", + "prism", + "bimestre", + "semif", + "privy", + "striated", + "pyramidal", + "contrived", + "indeterminate", + "Continuum" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "centric", + "CRC", + "lengthwise", + "Oriente", + "obtuse", + "TypeCode", + "circumferential", + "dihedral", + "Binder", + "prism", + "CRC", + "lucent", + "arca", + "derzeit", + "LastError", + "spheroid", + "camped", + "PMC", + "IERC", + "quartzite", + "condomin", + "Harcourt", + "Indexed", + "inboard", + "Borden", + "unsaturated", + "chal" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "centric", + "Oriente", + "oriente", + "lengthwise", + "spheroid", + "oriented", + "orientation", + "prism", + "arca", + "orientado", + "Pentec", + "PMC", + "CRC", + "Orientation", + "LastError", + "determinante", + "Oriented", + "centered", + "ellipsoid", + "circumferential", + "tri", + "createState", + "Mittel" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "Centered", + "CENTER", + "MiddleCenter", + "centered", + "centered", + "centering", + "cent", + "centric", + "centering", + "centri", + "centrifuged", + "cell", + "centro", + "ocentric", + "Cent", + "Zent", + "centers", + "cells", + "Cent", + "centros", + "anced", + "ocent", + "CENTR", + "cent", + "centro", + "AlignCenter", + "centroids" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "body", + "Centered", + "cent", + "Cent", + "centered", + "centered", + "centering", + "centers", + "Cent", + "CENTER", + "centrifuged", + "Body", + "Body", + "centro", + "cent", + "centers", + "centri", + "body", + "center", + "center", + "centric", + "centering", + "MiddleCenter", + "ocentric" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "body", + "Body", + "Bodies", + "Body", + "bodies", + "body", + "BCC", + "Bodies", + "cuerpo", + "FromBody", + "badan", + "centrifuged", + "bodied", + "anci", + "bcc", + "ace", + "cuerpos" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "axis", + "body", + "ated", + "These", + "amen", + "axis", + "op", + "Axis", + "alpha", + "many", + "ath", + "No", + "Phase", + "a", + "one", + "in", + "I", + "cell", + "In", + "right", + "Body", + "hardened", + "aligned", + "student", + "BC", + "elongated", + "Thorne", + "proton", + "Alpha", + "times" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 54081, + 125052, + 54639, + 7308, + 179366, + 160696, + 72020, + 243047, + 48441, + 111033, + 97429, + 17278, + 20028, + 52124, + 6009, + 37620, + 16646, + 27815, + 28545, + 26370, + 12871, + 47947, + 29494, + 35797, + 21013, + 3149 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 1591, + 8980, + 4025, + 20968, + 178241, + 118599, + 145960, + 43449, + 72017, + 28606, + 34278, + 15096, + 18124, + 31507, + 91432, + 176010, + 192991, + 157491, + 25972, + 39794, + 94927, + 68036, + 70116, + 64367, + 137695, + 4521 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 19443, + 2391, + 4410, + 241156, + 192635, + 258648, + 242104, + 72649, + 261066, + 259549, + 234776, + 259963, + 259822, + 202960, + 188225, + 36041, + 13574, + 29168, + 126899, + 66823, + 4875, + 7239, + 5739, + 11520, + 8930, + 4004 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 9067, + 21296, + 17525, + 130257, + 167909, + 88393, + 125547, + 8866, + 33192, + 6995, + 13026, + 23629, + 77075, + 116147 + ] + }, + { + "label": "Bain", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 21905, + 24814, + 19761, + 33595, + 54535, + 29047, + 24954, + 12881, + 2688, + 969, + 369, + 3406, + 2308, + 3439 + ] + }, + { + "label": "tetragonal", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 205673, + 146964, + 87631, + 66339, + 11296, + 12875, + 18976, + 18542, + 6958, + 651, + 406, + 1152, + 3239, + 3129 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "time", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "long", + "output_checked": true + }, + { + "concept": "dure", + "score": 4.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "long", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "particular", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "martens", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "distance", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "cubic", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "elongation", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "dioxide", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "esimerkiksi", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "SIZE", + "score": 2.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "range", + "output_checked": true + }, + { + "concept": "XYZ", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "ITest", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "too", + "output_checked": true + }, + { + "concept": "serta", + "score": 2.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "along", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "fundamentals", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "govt", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "MYSQL", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "PLOAD", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "mottled", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "ajax", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "concave", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "mut", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "dichas", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "carbono", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Ranges", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "range", + "output_checked": true + }, + { + "concept": "extension", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "far", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "too", + "output_checked": true + }, + { + "concept": "needles", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "aigu", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "with", + "output_checked": true + }, + { + "concept": "Transformation", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "dont", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "too", + "output_checked": true + }, + { + "concept": "philosoph", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Pseudo", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "visualize", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "MRD", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "havent", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "too", + "output_checked": true + }, + { + "concept": "outages", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "for", + "output_checked": true + }, + { + "concept": "hazards", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "range", + "output_checked": true + }, + { + "concept": "arent", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "spheroid", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "pseudo", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "Zou", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "singularities", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "constit", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "predisposition", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "fringes", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "along", + "output_checked": true + }, + { + "concept": "latent", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "IMA", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "innate", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "with", + "output_checked": true + }, + { + "concept": "Brahman", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "harden", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "for", + "output_checked": true + }, + { + "concept": "dian", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "solutes", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "resh", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "direction", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "along", + "output_checked": true + }, + { + "concept": "Caste", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "ISHED", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "testers", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "for", + "output_checked": true + }, + { + "concept": "instante", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "s", + "se", + "th", + "row", + "gh", + "ar", + "ne", + "ook", + "inter", + "anc", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "min", + "ground", + "ts", + "ces", + "self", + "years", + "be", + "son", + "span", + "ined", + "ke", + "na", + "rivate", + "ters" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "is", + "comp", + "ner", + "son", + "whatever", + "rence", + "umeric", + "sap", + "multif", + "sst", + "perk", + "haute", + "ocs", + "enburg", + "malloc", + "encompasses", + "spar", + "menes" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "j", + "ust", + "ib", + "ge", + "one", + "te", + "iew", + "ild", + "ound", + "left", + "ob", + "itt", + "ON", + "cept", + "ict", + "uring", + "raph", + "ext", + "ke", + "ij", + "eb", + "arn", + "mathb", + "da", + "fin" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "ro", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "du", + "ge", + "ber", + "row", + "pr", + "mathrm", + "sa", + "de", + "St", + "col", + "yst", + "round" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "on", + "he", + "en", + "s", + "m", + "de", + "qu", + "ra", + "pro", + "com", + "ity", + "The", + "le", + "ha", + "from", + "ad", + "The", + "which", + "com", + "i", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "who" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "s", + "an", + "it", + "is", + "al", + "ar", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "de", + "ay", + "qu", + "ir", + "os", + "ly", + "ra", + "un", + "ri", + "pro", + "ere" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ut", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "app", + "rel", + "tern", + "mo", + "cur", + "ident" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "bringen", + "n", + "s", + "of", + "ization", + "photograph", + "they", + "selection", + "liaison", + "sehen", + "sof", + "e", + "perfectly", + "eat", + "EG", + "evol", + "kaya", + "glow", + "wunder", + "RJ" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "technically", + "bringen", + "e", + "officially", + "aal", + "EG", + "liaison", + "remember", + "evol", + "tentative", + "sof", + "ampio", + "er", + "ET", + "equip", + "has", + "FIG" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "substantial", + "Verenigde", + "e", + "organization", + "fielder", + "ET", + "pochi", + "bringen", + "Tog", + "ameri", + "equip", + "colabor", + "aal", + "reliance", + "er", + "appro", + "reput", + "substantially", + "shaped", + "immense", + "damn", + "imitation", + "tentative" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "ET", + "tog", + "er", + "damn", + "Tog", + "shaped", + "pochi", + "kowy", + "Verenigde", + "e", + "ameri", + "substantial", + "gigantic", + "immense", + "aal", + "appro", + "indiv", + "profoundly", + "avrebbe", + "slight", + "ischen", + "organization", + "ampio", + "stai", + "currently" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "Tog", + "shaped", + "avrebbe", + "immense", + "readily", + "Considerable", + "ET", + "gigantic", + "damn", + "aal", + "profoundly", + "slight", + "pochi", + "kowy", + "ampio", + "slightly", + "er", + "decid", + "primarily", + "tremendous", + "organization" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "profoundly", + "sigh", + "avrebbe", + "shaped", + "ameri", + "scathing", + "markedly", + "plethora", + "substantial", + "gigantic", + "tentative", + "Verenigde", + "slightly", + "Iz", + "PhysRev", + "slight", + "decidedly", + "stai", + "considerably", + "profound", + "immense", + "reminiscent", + "Selon" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "profoundly", + "reminiscent", + "Webinar", + "concomitant", + "tumultuous", + "Cependant", + "markedly", + "plethora", + "Webin", + "considerable", + "profound", + "similaire", + "traduction", + "scathing", + "difund", + "conm", + "Considerable" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "reminiscent", + "characterized", + "Seperti", + "prevalent", + "shaped", + "markedly", + "devoid", + "defined", + "predefined", + "wherein", + "exceedingly", + "formed", + "shaped", + "positioned", + "termed", + "uninterrupted", + "consisting" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "predefined", + "devoid", + "defined", + "reminiscent", + "strongly", + "seemingly", + "markedly", + "tilted", + "shaped", + "tightly", + "succinctly", + "surrounded", + "profoundly", + "aligned", + "exemplified", + "marred", + "prevalent", + "misguided", + "moderately", + "intricately", + "accompanied", + "succinct", + "punctuated", + "unassuming", + "rapidly", + "consisting", + "inherently", + "homogenous", + "focused", + "resultant", + "swiftly", + "resembling" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "defined", + "S", + "typically", + "ed", + "highly", + "focused", + "strongly", + "structured", + "nearly", + "massive", + "distinct", + "centered", + "surrounded", + "predominantly", + "storied", + "prominent", + "established", + "often", + "E", + "intricately", + "typical", + "vibrant", + "sprawling", + "comprising", + "aligned", + "developed", + "deeply", + "notable", + "vastly", + "devoid", + "th" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "S", + "b", + "well", + "structure", + "resulting", + "notable", + "structured", + "and", + "defined", + "highly", + "single", + "massive", + "elongated", + "centered", + "resultant", + "a", + "formed", + "multifaceted", + "typical", + "overall", + "e", + "focused", + "specialized", + "oriented", + "tailored", + "typically", + "common", + "established", + "ed", + "symmetrical" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "and", + "oriented", + "b", + "centric", + "a", + "centered", + "typically", + "been", + "single", + "structure", + "cavity", + "structured", + "riddled", + "ed", + "core", + "well", + "octahedral", + "pyramidal", + "centric", + "aligned", + "shaped", + "crystal", + "B", + "typical", + "crystall", + "besieged", + "co", + "phase", + "surrounded" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "elongated", + "B", + "C", + "Ta", + "a", + "Up", + "Ih", + "centric", + "c", + "b", + "besitzt", + "Ah", + "Pr", + "Se", + "cylindrical", + "Single", + "bores", + "Sur", + "Bl", + "Lo", + "Sl", + "Bader", + "S", + "D", + "single", + "Bl" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "centered", + "centric", + "centric", + "Centered", + "centered", + "centred", + "center", + "center", + "centers", + "bie", + "Center", + "centrally", + "cell", + "centering", + "Zentrum", + "centros", + "oriented", + "ized", + "spher", + "Center", + "centre", + "centro", + "centra", + "cells", + "elongated", + "CENTER" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "cell", + "B", + "cells", + "centered", + "Centered", + "centered", + "body", + "cent", + "BC", + "Cent", + "centering", + "centros", + "b", + "centro", + "MiddleCenter", + "BCC", + "B", + "center", + "Cent", + "Cells", + "CENTER", + "cellules", + "centering", + "Body", + "centric", + "getCell", + "CENT", + "Body", + "centrally", + "cellule" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "body", + "Body", + "Body", + "cent", + "Cent", + "body", + "center", + "Cent", + "bodies", + "centered", + "Centered", + "cell", + "centers", + "cuerpo", + "CENTER", + "centered", + "BODY", + "centering", + "cent", + "centre", + "CENT", + "centering", + "centra", + "BODY" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "body", + "body", + "Body", + "Body", + "Bodies", + "bodies", + "BCC", + "Bodies", + "BODY", + "cuerpo", + "BODY", + "Cent", + "Cent", + "bodied", + "cent", + "FromBody", + "Centered" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "axis", + "body", + "ated", + "These", + "amen", + "axis", + "op", + "Axis", + "alpha", + "many", + "ath", + "No", + "Phase", + "a", + "one", + "in", + "I", + "cell", + "In", + "right", + "Body", + "hardened", + "aligned", + "student", + "BC", + "elongated", + "Thorne", + "proton", + "Alpha", + "times" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 17.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "for", + "output_checked": true + }, + { + "concept": "considerably", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "body", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "too", + "output_checked": true + }, + { + "concept": "slight", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "damn", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "devoid", + "score": 4.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "product", + "output_checked": true + }, + { + "concept": "time", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "long", + "output_checked": true + }, + { + "concept": "cubic", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "substantial", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "excessively", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "excessive", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "concomitant", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "products", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "product", + "output_checked": true + }, + { + "concept": "quenching", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "soon", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "too", + "output_checked": true + }, + { + "concept": "Looking", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "somebody", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "behest", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "along", + "output_checked": true + }, + { + "concept": "impending", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "autre", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "copious", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "toward", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "along", + "output_checked": true + }, + { + "concept": "detrimental", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tenacious", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "long", + "output_checked": true + }, + { + "concept": "facilitated", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "comprising", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "body", + "output_checked": true + }, + { + "concept": "appreciable", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "long", + "output_checked": true + }, + { + "concept": "extensive", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "structure", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "direction", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "along", + "output_checked": true + }, + { + "concept": "lasting", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "long", + "output_checked": true + }, + { + "concept": "hardness", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "crystal", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "martens", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "brittle", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "conventional", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "hardening", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "exc", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "inmedi", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "range", + "output_checked": true + }, + { + "concept": "imasmim", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "apre", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "along", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "ample", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "plethora", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "undesired", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "body", + "output_checked": true + }, + { + "concept": "peculiar", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "along", + "output_checked": true + }, + { + "concept": "predominant", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "markedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "predominantly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "body", + "output_checked": true + }, + { + "concept": "functionalities", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "produce", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "intensively", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "debilit", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "range", + "output_checked": true + }, + { + "concept": "removeItem", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "becomes", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "resulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-01__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-01__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-01__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-01__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Quench-induced coordinated transformation 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Severe cooling converts the parent face-centered phase into fine laths almost instantaneously. Carbon remains trapped and the product has unequal axial lattice parameters.", + "prompt_tail": "ing converts the parent face-centered phase into fine laths almost instantaneously. Carbon remains trapped and the product has unequal axial lattice parameters.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-rapid-transformation-02", + "carrier_id": null, + "target_family": "rapid-transformation", + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "thought", + "generated_token_ids": [ + 45518 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 11228, + "best_depth": 63.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 2377 + }, + { + "label": "Bain", + "best_rank": 1755, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 4336 + }, + { + "label": "tetragonal", + "best_rank": 123, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 87 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "supernatural", + "ily", + "bou", + "orna", + "jor", + "Jang", + "Lorraine", + "Supernatural", + "Noor", + "oport", + "Gui", + "Abr", + "plong", + "oji", + "Supreme", + "lagoons", + "ery", + "Supreme", + "marinated", + "JOR" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "felter", + "ily", + "aboo", + "mem", + "Abr", + "oji", + "Gui", + "improbable", + "Baylor", + "zym", + "lak", + "argmax", + "oleum", + "ht", + "iores", + "ORN", + "cellaneous", + "cim", + "Abr" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "WHAT", + "nikk", + "hse", + "pewno", + "lias", + "UNICEF", + "XXV", + "chrysanthemum", + "Fres", + "Happen", + "Birthday", + "mbH", + "HAS" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Za", + "pewno", + "Hd", + "nascita", + "squre", + "debris", + "Writers", + "Indeed", + "embossing", + "recorder", + "abilia", + "Lobkovic", + "combing", + "unud", + "impse" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Glover", + "Christi", + "lessness", + "Georg", + "Curie", + "ripe", + "homework", + "xj", + "Vicki", + "ligation", + "FBI", + "ters", + "Context", + "unts", + "Fir", + "ophthal", + "gallbladder", + "virial", + "FIGURES" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Birthday", + "nvidia", + "rewrite", + "NORMAL", + "chrysanthemum", + "pewno", + "pencil", + "Chrys", + "FILL", + "zeichnis", + "nextNode", + "naman", + "normalization", + "Lives", + "Kristall" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Kristall", + "Chrys", + "pewno", + "sampel", + "Saldo", + "mas", + "Saudi", + "Lens", + "Birthday", + "Ink", + "Lazada", + "chrysanthemum", + "pencil", + "Za", + "Hd", + "saa", + "XXV", + "Webcam", + "physiology", + "Fifa", + "domin", + "worsen" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "WORTH", + "haya", + "handful", + "Lives", + "TECHNICAL", + "WHIT", + "berth", + "Nickname", + "registro", + "genesis", + "WHIT", + "FAF", + "wah", + "OFFICE", + "Birthday", + "Instance", + "COR", + "Official", + "ueuse", + "ForegroundColor", + "HAS", + "hetero", + "ForEach", + "haf" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "creases", + "slik", + "softness", + "impediments", + "sufferings", + "supuesto", + "singularities", + "impediment", + "energetic", + "softening", + "soften", + "cephal", + "Hd", + "squre", + "sene", + "saran", + "t", + "ified", + "compassion" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "dir", + "ebel", + "ified", + "ve", + "og", + "med", + "impediments", + "creases", + "moreover", + "slik", + "sellers", + "urious", + "gehend", + "preponderance", + "enorm", + "esimerkiksi", + "predominance", + "sav", + "s", + "comienzo", + "ujos", + "mselves", + "est", + "dac" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "gehend", + "ujos", + "en", + "lepas", + "night", + "Moreover", + "theater", + "dir", + "behavior", + "uri", + "shore", + "rog", + "manner", + "urious", + "eness", + "selves", + "nad", + "digamos", + "rologic", + "whereas", + "se", + "f" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "Moreover", + "Furthermore", + "furthermore", + "certeza", + "digamos", + "urious", + "filosof", + "esimerkiksi", + "moreover", + "ve", + "med", + "Kalau", + "certainly", + "ujos", + "beispielsweise", + "dif", + "folds", + "preval", + "differenza", + "cetera", + "t", + "ified" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "urious", + "enorm", + "moreover", + "digamos", + "esimerkiksi", + "furthermore", + "ve", + "t", + "creases", + "ified", + "Moreover", + "preval", + "certeza", + "s", + "certainly", + "dif", + "sur", + "filosof", + "med", + "folds", + "preponder", + "misalnya", + "comienzo", + "preponderance" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "particular", + "Moreover", + "urious", + "manner", + "digamos", + "proverbial", + "vehement", + "perfect", + "preval", + "filosof", + "posteriori", + "notion", + "eben", + "Etc", + "dire", + "perd", + "particularmente", + "dif", + "argumento", + "Veamos", + "amor", + "leve", + "certeza", + "doce", + "fundamental", + "rolog" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sensibility", + "Etc", + "quartz", + "vehement", + "assertions", + "argumento", + "sheep", + "philosophy", + "ium", + "sheep", + "imperative", + "xr", + "particular", + "aptitude", + "fortitude", + "zeug", + "softening", + "politik", + "horrend", + "bcd", + "consequently", + "interposed", + "horror", + "filosofia", + "dac", + "dud", + "disparity", + "peculiarity" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "fortitude", + "discord", + "nnnn", + "rrrr", + "horrid", + "atrocious", + "Etc", + "sensibility", + "rediscovered", + "aptitude", + "cryptic", + "quartz", + "sheep", + "horrend", + "ODM", + "horrible", + "sporadic", + "conflicting", + "metaphysical", + "mmmm", + "grotesque", + "additive", + "obtuse", + "andom", + "mysterious" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "WRITE", + "cryptic", + "discord", + "obtuse", + "horrid", + "additive", + "Resultado", + "cipher", + "Postgres", + "MYSQL", + "psychic", + "krypt", + "MQTT", + "obnoxious", + "typescript", + "atrocious", + "securityMarks", + "obsessive", + "heinous" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "disparity", + "discord", + "disparities", + "undesirable", + "magnitudes", + "mysteriously", + "mumbled", + "Unterschiede", + "Different", + "mysterious", + "problematic", + "paranormal", + "Notas", + "remarked", + "Nomad", + "undesired", + "diferente", + "aptitude", + "MNOP", + "attempted", + "irregular", + "consequently", + "heterogeneity", + "unbalanced", + "Solaris", + "Gnome", + "mismatched", + "Unterschied", + "sporadic" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "disparity", + "mismatched", + "undesirable", + "Unterschiede", + "unequal", + "inequ", + "disparities", + "unterschied", + "inconsistencies", + "inequality", + "discrepancies", + "Differences", + "deviated", + "unbalanced", + "incompatible", + "imbalances", + "Inequality", + "diferencias", + "inconsistent", + "undesired", + "dissimilar", + "differing", + "mismatch", + "Different", + "differentiated", + "unsatisfactory", + "inexplic", + "asymmetrical", + "discrepancy", + "heterogeneity", + "unsatisfied" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "unequal", + "mismatched", + "inequ", + "inequality", + "undesirable", + "desigual", + "unbalanced", + "inconsistent", + "Inequality", + "anisotropic", + "unequ", + "inhomogeneous", + "inequalities", + "uneven", + "unsatisfactory", + "undesired", + "unterschied", + "atypical", + "Inequal", + "incompatible", + "unsatisfied", + "impure", + "asymmetrical", + "Unterschiede", + "unjust", + "nonuniform", + "uncorrelated", + "inequities", + "indeterminate" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "unequal", + "mismatched", + "desigual", + "inequality", + "inequ", + "inconsistent", + "undesirable", + "unbalanced", + "anharmonic", + "unequ", + "inequalities", + "unpleasant", + "Inequal", + "angles", + "incompatible", + "uneven", + "asymmetric", + "anisotropic", + "Inequality", + "unterschied", + "angled", + "asymmetrical", + "inad", + "undefined", + "irregular", + "Infant", + "tainted" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "unequal", + "desigual", + "mismatched", + "inequ", + "inequality", + "uneven", + "unequ", + "Une", + "asymmetrical", + "inequalities", + "asymmetric", + "anisotropic", + "Inequality", + "inconsistent", + "unbalanced", + "Inequal", + "irregular", + "Une", + "incongru", + "unpleasant", + "undesirable", + "illogical", + "desigualdad", + "incompatible", + "anharmonic", + "incorrect", + "inhomogeneous", + "discordant" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "unequal", + "inequality", + "desigual", + "Une", + "Une", + "unequ", + "Inequal", + "une", + "inequ", + "inequalities", + "Inequality", + "desigualdad", + "isEqual", + "une", + "uneven", + "UNE", + "mismatched", + "inequities", + "uneas", + "assertEqual", + "Unreal", + "UNE", + "Bernal", + "Equal", + "toEqual", + "unreal", + "equil" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "unequal", + "inequality", + "desigual", + "Une", + "unequ", + "Une", + "une", + "inequ", + "Inequal", + "desigualdad", + "inequalities", + "Inequality", + "inequities", + "isEqual", + "UNE", + "EQU", + "equil", + "une", + "assertEqual", + "equ", + "eq", + "UNE", + "uq", + "uniaxial", + "EQ", + "equatorial", + "equ" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "unequal", + "Une", + "Une", + "desigual", + "une", + "Inequal", + "inequality", + "unequ", + "desigualdad", + "UNE", + "UNE", + "inequalities", + "une", + "inequ", + "Inequality", + "Ine", + "neq", + "uene", + "hne", + "Unmarshal", + "ine", + "uned", + "uniaxial", + "uine", + "unea", + "dine" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "For", + "ne", + "I", + "Let", + "These", + "In", + "You", + "respect", + "com", + "png", + "shape", + "ically", + "Thus", + "Unlike", + "We", + "some", + "e", + "line", + "York", + "one", + "It", + "other", + "Ia", + "Paris", + "also", + "many", + "Ordnung", + "as", + "a", + "only" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 45058, + 37345, + 156794, + 20710, + 188612, + 200993, + 70126, + 244006, + 48689, + 58700, + 105353, + 27481, + 17152, + 42455, + 23832, + 14875, + 11229, + 26327, + 59344, + 65748, + 39274, + 39346, + 21657, + 15383, + 16220, + 10482 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 1666, + 3882, + 139963, + 220335, + 73870, + 96271, + 138964, + 45200, + 92532, + 32154, + 31868, + 12033, + 17685, + 24370, + 34726, + 72774, + 121515, + 17463, + 1756, + 7059, + 27123, + 14762, + 109027, + 116301, + 143277, + 37912 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 20115, + 6116, + 120857, + 240270, + 117496, + 234367, + 251426, + 47240, + 260950, + 260539, + 207115, + 256567, + 258593, + 202615, + 194607, + 49193, + 16391, + 21785, + 43353, + 9839, + 1871, + 387, + 160, + 124, + 396, + 25359 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 8038, + 18330, + 13650, + 94066, + 108428, + 62771, + 41729, + 2378, + 4885, + 5134, + 6307, + 3065, + 8605, + 43812 + ] + }, + { + "label": "Bain", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 24363, + 20437, + 15987, + 25253, + 36659, + 74635, + 53718, + 8413, + 6121, + 4337, + 6793, + 12824, + 36440, + 57064 + ] + }, + { + "label": "tetragonal", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 188388, + 162383, + 107793, + 55046, + 50056, + 50691, + 15731, + 23654, + 3971, + 412, + 174, + 88, + 726, + 145 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "dure", + "score": 5.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "tedious", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "parents", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "been", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "has", + "output_checked": true + }, + { + "concept": "carbono", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "tuk", + "score": 3.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "cuidado", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "atrocious", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "parameters", + "output_checked": true + }, + { + "concept": "aporta", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "disparity", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "looted", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "SPC", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "colorless", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "dioxide", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "Carbon", + "output_checked": true + }, + { + "concept": "manner", + "score": 2.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "vscode", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "aths", + "output_checked": true + }, + { + "concept": "respectful", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "Carbon", + "output_checked": true + }, + { + "concept": "vertebrate", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "ind", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "eure", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "teh", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "coloro", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "fortitude", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "exploring", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "customizable", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "into", + "output_checked": true + }, + { + "concept": "worthless", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "suffices", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "ornamented", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "apreciar", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ILayout", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "into", + "output_checked": true + }, + { + "concept": "tribulations", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "Mazda", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "parameters", + "output_checked": true + }, + { + "concept": "oficio", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "circumstantial", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "unaltered", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "OCA", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "anointed", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "aths", + "output_checked": true + }, + { + "concept": "instinctively", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "atherosclerosis", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "focus", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "phases", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "into", + "output_checked": true + }, + { + "concept": "fim", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "principi", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "examples", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sensibility", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "MNOP", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "into", + "output_checked": true + }, + { + "concept": "LEC", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "visualize", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "Carbon", + "output_checked": true + }, + { + "concept": "nonparametric", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "intric", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "compositional", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "normal", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "face", + "output_checked": true + }, + { + "concept": "anormal", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "face", + "output_checked": true + }, + { + "concept": "RequestContext", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "chords", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "aths", + "output_checked": true + }, + { + "concept": "traps", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "lieb", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "parameters", + "output_checked": true + }, + { + "concept": "daarbij", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "Carbon", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "et", + "se", + "th", + "wh", + "row", + "ar", + "ne", + "yst", + "inter", + "any", + "anc", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "ces", + "rol", + "years", + "be", + "log", + "son", + "span", + "ters", + "roll", + "section", + "ler", + "mod", + "direct" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "uq", + "lar", + "rence", + "enburg", + "seo", + "amit", + "pitted", + "conflicted", + "decayed", + "lasan", + "son", + "assert", + "ju", + "umeric", + "LI", + "comple", + "afin" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "ed", + "ro", + "se", + "if", + "ra", + "one", + "ru", + "che", + "oy", + "red", + "ning", + "includ", + "som", + "mark", + "vol", + "ush", + "oot", + "pha", + "thing", + "mag", + "key", + "vi", + "kan", + "ambda", + "That", + "mit", + "Med", + "lar", + "alt", + "utions", + "suggest" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ing", + "ion", + "el", + "l", + "im", + "g", + "ur", + "se", + "ation", + "if", + "th", + "us", + "ht", + "ers", + "ere", + "com", + "ess", + "pe", + "ity", + "j", + "pl", + "ame", + "ex", + "int", + "ich", + "av" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "A", + "B", + "C", + "D", + "E", + "F", + "G", + "H", + "I", + "J", + "K", + "L", + "M", + "N", + "O", + "P", + "Q", + "R", + "S", + "T", + "U", + "V" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ay", + "ir", + "ver", + "ht", + "ere", + "end", + "ill", + "ex", + "art", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire", + "ge", + "ph", + "ong" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "id", + "ut", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "ew", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "comp", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "set", + "to", + "app" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "lid", + "they", + "eat", + "begitu", + "sehen", + "evol", + "sof", + "heer", + "bringen", + "liberd", + "wunder", + "n", + "s", + "ers", + "aw", + "substantial", + "selection", + "novembre", + "octobre", + "Ik", + "aar", + "aat" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "depart", + "substantial", + "aal", + "aat", + "eat", + "remember", + "sof", + "wunder", + "ampio", + "ain", + "aw", + "slash", + "lid", + "officially", + "pog", + "ein", + "imitation", + "superstar", + "begitu", + "liaison", + "sehen", + "evol" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "substantial", + "Tog", + "fielder", + "tog", + "behalf", + "substantially", + "rique", + "Verenigde", + "ameri", + "ecek", + "Uit", + "et", + "amente", + "aat", + "antwort", + "tentative", + "profoundly", + "garanti", + "Outgoing", + "throwback", + "fourteenth", + "Creators", + "merkezi", + "slight" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "readily", + "Tog", + "fielder", + "kowy", + "ameri", + "damn", + "ributor", + "avrebbe", + "contending", + "Verenigde", + "substantial", + "aat", + "demise", + "circumstances", + "asesin", + "ET", + "slight", + "appro", + "ain", + "immense", + "attacker", + "accepted", + "pochi" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "Tog", + "avrebbe", + "fielder", + "kowy", + "readily", + "damn", + "ributor", + "contending", + "substantial", + "immense", + "demise", + "ameri", + "slight", + "aat", + "asesin", + "tentative", + "circumstances", + "attacker", + "lichkeit", + "accepted", + "ecek", + "acciaio" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "ameri", + "substantial", + "considerably", + "nedeniyle", + "arupani", + "contending", + "jgamma", + "decree", + "reverting", + "bunun", + "damn", + "bizarre", + "substantially", + "exacerbated", + "avrebbe", + "tanti", + "CustB", + "severely", + "Decree", + "despicable", + "immense", + "aat" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "exacerbated", + "resulted", + "elated", + "championed", + "caused", + "resulting", + "insulting", + "another", + "resulting", + "despite", + "scolded", + "protruding", + "tersebut", + "hindrance", + "marred", + "because", + "unfavorable" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "resulting", + "resulted", + "resulting", + "characterized", + "resultant", + "undesirable", + "reminiscent", + "caused", + "characteristics", + "coupled", + "characteristic", + "imparted", + "characteristics", + "unfavorable", + "described", + "imposed", + "associated", + "allowing", + "exceedingly", + "excessively", + "exacerbated", + "detrimental", + "unsatisfactory", + "upheaval", + "causing", + "marred" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "resulting", + "skewed", + "undesirable", + "unequal", + "excessively", + "perplexed", + "stubbornly", + "disparity", + "resulted", + "characteristic", + "unfavorable", + "upheaval", + "unexpectedly", + "exacerbated", + "unbalanced", + "asymmetrical", + "abnormally", + "unintentionally", + "inexplicable", + "inexplic", + "debilitating", + "resultant", + "heightened", + "exasper", + "perplexing", + "inherent", + "markedly", + "noticeably", + "undesired", + "hindering", + "unintentional", + "unapolog" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "unequal", + "skewed", + "unbalanced", + "slightly", + "uneven", + "asymmetrical", + "excessively", + "stubbornly", + "asymmetric", + "staggering", + "differing", + "disparity", + "abnormally", + "abnormal", + "highly", + "disproportion", + "different", + "strongly", + "coupled", + "unprecedented", + "markedly", + "divergent", + "tilted", + "slight", + "vastly", + "mismatched", + "significantly", + "fractured", + "noticeably", + "irregular", + "inherent", + "severely" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "unequal", + "mismatched", + "asymmetrical", + "asymmetric", + "differing", + "mismatch", + "different", + "uneven", + "unbalanced", + "disparity", + "disparate", + "dissimilar", + "varying", + "irregular", + "inequ", + "asymmetry", + "inconsistent", + "skewed", + "divergent", + "unequ", + "nonuniform", + "symmetrical", + "discrepancies", + "inequality", + "distorted", + "imbalance", + "ymmetrical", + "atypical", + "poorly", + "disproportion", + "unconventional", + "staggered" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "unequal", + "inequ", + "mismatched", + "unequ", + "desigual", + "uneven", + "non", + "asymmetric", + "asymmetrical", + "inequality", + "un", + "different", + "irregular", + "Une", + "differing", + "mismatch", + "nonuniform", + "inequalities", + "Un", + "dissimilar", + "disproportion", + "atypical", + "irregularly", + "disparate", + "unbalanced", + "equal", + "varying", + "Une", + "unconventional" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "unequal", + "Un", + "unequ", + "inequ", + "Une", + "mismatched", + "desigual", + "un", + "Une", + "uniaxial", + "non", + "inequality", + "skewed", + "mismatch", + "inequalities", + "asymmetric", + "asymmetrical", + "Un", + "Ir", + "irregular", + "Non", + "une", + "atypical", + "uneven", + "Twist", + "unbalanced" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "unequal", + "inequ", + "unequ", + "inequality", + "uneven", + "Une", + "desigual", + "inequalities", + "mismatched", + "Une", + "asymmetric", + "irregular", + "asymmetrical", + "nonuniform", + "anisotropic", + "mismatch", + "skewed", + "uniaxial", + "Inequality", + "Un", + "irregularly", + "Inequal", + "desigualdad", + "une", + "unbalanced", + "distorted", + "irrational" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "unequal", + "une", + "Une", + "Une", + "unequ", + "desigual", + "inequ", + "inequality", + "une", + "uneven", + "Inequal", + "equal", + "equal", + "UNE", + "Inequality", + "Equal", + "inequalities", + "axial", + "desigualdad", + "UNE", + "axial", + "un", + "EQU", + "uniaxial", + "Equal", + "unea", + "neq" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "unequal", + "une", + "Une", + "Une", + "unequ", + "inequ", + "desigual", + "inequality", + "Inequal", + "une", + "inequalities", + "unea", + "UNE", + "Inequality", + "EQU", + "desigualdad", + "UNE", + "axial", + "neq", + "unia", + "equ", + "EQ", + "uneven", + "axial", + "EQ", + "Equal", + "uniaxial" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "unequal", + "Une", + "une", + "Une", + "UNE", + "Inequal", + "unequ", + "UNE", + "inequ", + "desigual", + "inequality", + "une", + "ine", + "inequalities", + "Ine", + "Inequality", + "equ", + "hne", + "unia", + "AQ", + "uene", + "EQ", + "ane", + "neq", + "ne", + "NE", + "Sne", + "unea" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "For", + "ne", + "I", + "Let", + "These", + "In", + "You", + "respect", + "com", + "png", + "shape", + "ically", + "Thus", + "Unlike", + "We", + "some", + "e", + "line", + "York", + "one", + "It", + "other", + "Ia", + "Paris", + "also", + "many", + "Ordnung", + "as", + "a", + "only" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 8.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "has", + "output_checked": true + }, + { + "concept": "been", + "score": 8.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "has", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 6.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "into", + "output_checked": true + }, + { + "concept": "your", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "certainly", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "there", + "score": 4.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "parents", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "axis", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "introdu", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "impede", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "Looking", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "product", + "output_checked": true + }, + { + "concept": "amt", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "within", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "positioned", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "resulting", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "resembling", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "produced", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "product", + "output_checked": true + }, + { + "concept": "configurations", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "well", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "therefore", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "parenting", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "appellate", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "grosseur", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "creditor", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "face", + "output_checked": true + }, + { + "concept": "certiorari", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "l", + "output_checked": true + }, + { + "concept": "overcoming", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "revered", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "immense", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "anhyd", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "product", + "output_checked": true + }, + { + "concept": "utter", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "face", + "output_checked": true + }, + { + "concept": "appreciative", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "severely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "substantial", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "product", + "output_checked": true + }, + { + "concept": "notifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "remained", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "product", + "output_checked": true + }, + { + "concept": "insulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "consequently", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "product", + "output_checked": true + }, + { + "concept": "emotions", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "face", + "output_checked": true + }, + { + "concept": "centric", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "trajectory", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "effortlessly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "exquisite", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "initiate", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Carbon", + "output_checked": true + }, + { + "concept": "motionless", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "bizarre", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "uneven", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "unequal", + "output_checked": true + }, + { + "concept": "rectMode", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "differences", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "parameters", + "output_checked": true + }, + { + "concept": "webpages", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "face", + "output_checked": true + }, + { + "concept": "holistic", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "aligned", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "approximate", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "surrounding", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "resultant", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "product", + "output_checked": true + }, + { + "concept": "exceptional", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "unequal", + "output_checked": true + }, + { + "concept": "situated", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "coupled", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "parameters", + "output_checked": true + }, + { + "concept": "provide", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "coherent", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "layered", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "aths", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-02__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-02__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-02__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-02__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Quench-induced coordinated transformation 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A rapidly cooled steel forms hard plates by coordinated short-distance atomic motion. No composition partitioning is detected across the moving interface.", + "prompt_tail": "A rapidly cooled steel forms hard plates by coordinated short-distance atomic motion. No composition partitioning is detected across the moving interface.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-rapid-transformation-03", + "carrier_id": null, + "target_family": "rapid-transformation", + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 20551, + "best_depth": 46.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 320 + }, + { + "label": "Bain", + "best_rank": 688, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 994 + }, + { + "label": "tetragonal", + "best_rank": 8016, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 3296 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "supernatural", + "bou", + "Jang", + "ily", + "Abr", + "Supernatural", + "jor", + "Lorraine", + "Noor", + "oport", + "Gui", + "orna", + "plong", + "Supreme", + "lagoons", + "marinated", + "aboo", + "ery", + "Anspr", + "oji", + "Cunningham" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ily", + "felter", + "mem", + "Abr", + "aboo", + "oji", + "Gui", + "luch", + "zym", + "GSM", + "cim", + "GSM", + "ht", + "lak", + "argmax", + "Baylor", + "ancher", + "tray", + "matics", + "otrop" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "hse", + "lias", + "UNICEF", + "Fres", + "ocked", + "iquel", + "JSONObject", + "WHAT", + "mls" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Za", + "Hd", + "pewno", + "nascita", + "XXV", + "embossing", + "haman", + "breath", + "Writers", + "recorder", + "Indeed", + "Lobkovic" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Christi", + "Georg", + "ligation", + "Glover", + "Fir", + "homework", + "Coke", + "Context", + "lattice", + "optosis", + "ters", + "lessness", + "Curie", + "ligt", + "ripe", + "xj", + "normalization", + "Buffered", + "URING" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "rewrite", + "Birthday", + "nvidia", + "NORMAL", + "chrysanthemum", + "pencil", + "Chrys", + "zeichnis", + "pewno", + "FILL", + "Kristall", + "breath", + "naman", + "CREDIT", + "akkhan" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Kristall", + "pewno", + "Saldo", + "Chrys", + "sampel", + "Saudi", + "Hd", + "mas", + "Birthday", + "Ink", + "Lens", + "saa", + "XXV", + "Lazada", + "chrysanthemum", + "Za", + "domin", + "worsen", + "Webcam", + "rangea", + "nbhd", + "pencil", + "keV" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "WORTH", + "handful", + "Lives", + "haya", + "registro", + "TECHNICAL", + "WHIT", + "Nickname", + "COR", + "berth", + "nutric", + "Birthday", + "ueuse", + "WHIT", + "wah", + "HAS", + "Official", + "OFFICE", + "hetero", + "haf", + "TRR", + "FAF", + "technical", + "genesis", + "ForEach" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "slik", + "Hd", + "creases", + "energetic", + "t", + "softness", + "supuesto", + "singularities", + "sene", + "impediments", + "sufferings", + "innervation", + "Hil", + "compassion", + "impediment", + "sav", + "decon", + "sellers", + "Hd", + "panorama", + "squre", + "Kontrolle" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "ebel", + "est", + "as", + "de", + "og", + "ve", + "gehend", + "dir", + "r", + "med", + "ee", + "eur", + "dac", + "ness", + "uette", + "sellers", + "in", + "si", + "uelles", + "sensation", + "sav", + "since" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "en", + "night", + "selves", + "gehend", + "theater", + "iven", + "amos", + "lepas", + "se", + "Moreover", + "voila", + "ements", + "uri", + "haja", + "nad", + "ended", + "heartedly", + "digamos", + "g", + "de", + "behavior", + "f" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "digamos", + "esimerkiksi", + "ve", + "beispielsweise", + "furthermore", + "cetera", + "moreover", + "Moreover", + "dif", + "sur", + "med", + "dass", + "t", + "folds", + "s", + "urious", + "certeza", + "certainly", + "Kalau", + "Furthermore", + "misalnya", + "ified", + "voila" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "ve", + "digamos", + "t", + "sur", + "esimerkiksi", + "moreover", + "cetera", + "furthermore", + "folds", + "preval", + "dif", + "med", + "enorm", + "beispielsweise", + "comienzo", + "dass", + "urious", + "sage", + "exuber", + "ified", + "determinadas", + "particular", + "creases" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "digamos", + "med", + "proverbial", + "s", + "particular", + "preval", + "laissez", + "sage", + "eben", + "Etc", + "particularmente", + "vehement", + "dac", + "ve", + "semantics", + "urious", + "let", + "perd", + "selves", + "moreover", + "dif", + "notion", + "leve", + "Moreover", + "filosof" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "ium", + "vehement", + "ovi", + "proverbial", + "lang", + "dac", + "gesellschaft", + "sensibility", + "argumento", + "interposed", + "hypothetical", + "xr", + "imperative", + "pragmatic", + "theoretical", + "mah", + "sheep", + "semantics", + "politik", + "opus", + "theoretic", + "motocicleta", + "enium", + "assertions" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "Etc", + "theoretically", + "opus", + "metaphysical", + "ovi", + "sporadic", + "virtue", + "technically", + "additive", + "dud", + "VisualStudio", + "nnnn", + "teh", + "interposed", + "ontological", + "ODM", + "ObjectModel", + "rrrr", + "theoretical", + "xr", + "exclusive", + "metaphys", + "gesellschaft" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "additive", + "theoretically", + "Postgres", + "psychic", + "DISTINCT", + "entirely", + "speculative", + "a", + "seperate", + "ANIUM", + "metaphysical", + "ILayout", + "shaved", + "psicologia", + "datasource", + "thermodynamics", + "oteric", + "rune" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "heterogeneity", + "nessuna", + "nenhuma", + "unaltered", + "absence", + "aneous", + "devoid", + "ausencia", + "continuidad", + "esche", + "keine", + "neither", + "nonetheless", + "DISTINCT", + "Distinction", + "tanpa", + "indistinct", + "integrity", + "lediglich", + "refrained", + "discontinuities", + "eko" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "no", + "nenhuma", + "nonetheless", + "nessuna", + "inexist", + "nenhum", + "None", + "keine", + "ausencia", + "unaltered", + "aucun", + "Nonetheless", + "Integrity", + "ninguno", + "absence", + "jellem", + "None", + "continuidad", + "no", + "situation", + "aucune", + "warrantless", + "none", + "niente" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "Continuum", + "ausencia", + "unaltered", + "Transporte", + "enium", + "Consortium", + "massless", + "energetically", + "nonetheless", + "Nonetheless", + "nenhum", + "intact", + "Integrity", + "indistinct", + "nenhuma", + "adamant", + "tanpa", + "permanec", + "consequ", + "absence", + "impurity", + "Equality", + "Jericho", + "aporte", + "inexist", + "intrinsic" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Concert", + "without", + "Consortium", + "Continuum", + "None", + "uniform", + "adi", + "intimately", + "Satt", + "Invariant", + "continuamente", + "enan", + "Konzert", + "Without", + "infiltr", + "invariant", + "adiabatic", + "Violence", + "ceedings", + "fay", + "aya", + "ott", + "bene", + "itt", + "aporte" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "composition", + "compositional", + "Composition", + "Composition", + "chemical", + "composition", + "ochemical", + "chemical", + "compos", + "chemically", + "kompos", + "seg", + "Chemical", + "uniform", + "Chemical", + "atomic", + "homogeneous", + "atomically", + "stoichiometric", + "without", + "diffuse", + "compose", + "symmet", + "dissolution", + "diffusing" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "composition", + "Composition", + "compositional", + "composition", + "Composition", + "chemical", + "chemical", + "kompos", + "compositions", + "chemically", + "compos", + "ochemical", + "Chemical", + "chimique", + "Chemical", + "chemistry", + "CHEMICAL", + "compost", + "compose", + "chimiques", + "CHEMICAL", + "composable", + "Composable" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "chemical", + "composition", + "chemical", + "compositional", + "no", + "homogeneous", + "Composition", + "homogen", + "chemically", + "composition", + "CHEMICAL", + "ochemical", + "Composition", + "Chemical", + "kompos", + "Chemical", + "compositions", + "homogenous", + "homogeneity", + "diffuse", + "chem", + "CHEMICAL", + "homogene", + "chemistry", + "Hom", + "hom", + "compos" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Composition", + "to", + "Chem", + "chemically", + "Chemical", + "chem", + "chemical", + "chemical", + "I", + "Chemical", + "No", + "diffusive", + "P", + "composition", + "T", + "Composition", + "Chem", + "composition", + "on", + "inter", + "diffus", + "Composable", + "Diff", + "diff", + "ille", + "chem", + "chemists", + "CHEMICAL", + "without" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "No", + "However", + "During", + "Therefore", + "There", + "No", + "Even", + "In", + "At", + "I", + "no", + "Here", + "Each", + "To", + "These", + "Note", + "This", + "None", + "Thus", + "And", + "During", + "For", + "The", + "Once", + "Most", + "If", + "Since", + "You", + "Without", + "interface", + "Any", + "We" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 36014, + 42703, + 152172, + 54970, + 190436, + 197675, + 74800, + 243669, + 59113, + 111222, + 128191, + 20810, + 20552, + 50410, + 24026, + 41948, + 24462, + 54320, + 61527, + 56121, + 45602, + 70135, + 26919, + 34664, + 15882, + 8365 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 1609, + 4994, + 148245, + 228375, + 99530, + 112251, + 147141, + 41404, + 76215, + 14799, + 10215, + 4324, + 6314, + 4876, + 10389, + 59497, + 79230, + 9223, + 3197, + 3682, + 1464, + 689, + 2001, + 7198, + 47195, + 6760 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 25422, + 6121, + 89344, + 238346, + 123272, + 236858, + 252080, + 47010, + 260814, + 260427, + 242889, + 261233, + 260992, + 247355, + 247873, + 181475, + 127008, + 186440, + 212269, + 138331, + 73588, + 80029, + 8017, + 9925, + 102392, + 68911 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 2406, + 6124, + 8012, + 58144, + 32123, + 5415, + 7415, + 1482, + 1923, + 321, + 6424, + 5114, + 11608, + 38122 + ] + }, + { + "label": "Bain", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 19558, + 13686, + 11162, + 20950, + 32994, + 62411, + 49363, + 11366, + 9188, + 3678, + 995, + 1057, + 1499, + 2715 + ] + }, + { + "label": "tetragonal", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 180368, + 120343, + 70217, + 64371, + 16422, + 13465, + 47132, + 51778, + 26007, + 14489, + 6424, + 11090, + 13071, + 3297 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "Etc", + "score": 4.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Winter", + "score": 4.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "No", + "output_checked": true + }, + { + "concept": "tradeoffs", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "concerted", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "observed", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "detected", + "output_checked": true + }, + { + "concept": "Molding", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "by", + "output_checked": true + }, + { + "concept": "coded", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "coordination", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "Gewalt", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "short", + "output_checked": true + }, + { + "concept": "FXML", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "sponge", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "distance", + "output_checked": true + }, + { + "concept": "PVP", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "slik", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "AndKeys", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "egreg", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "partitioning", + "output_checked": true + }, + { + "concept": "StringTo", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "by", + "output_checked": true + }, + { + "concept": "psychic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "assorted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "across", + "output_checked": true + }, + { + "concept": "chanel", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "plates", + "output_checked": true + }, + { + "concept": "olefin", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "by", + "output_checked": true + }, + { + "concept": "ajax", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "Colombeau", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "partitioning", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "diffract", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "contemplated", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "is", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "RTP", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "slabs", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "plates", + "output_checked": true + }, + { + "concept": "antler", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "is", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "UMP", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "Verte", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "partitioning", + "output_checked": true + }, + { + "concept": "Championship", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "is", + "output_checked": true + }, + { + "concept": "reporte", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "divides", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "partitioning", + "output_checked": true + }, + { + "concept": "fim", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "detected", + "output_checked": true + }, + { + "concept": "replicated", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Rec", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "esimerkiksi", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "leve", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "concreta", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "McDonalds", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "plates", + "output_checked": true + }, + { + "concept": "additive", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sane", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "mnist", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "bevel", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "determinadas", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sast", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "Barrios", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "partitioning", + "output_checked": true + }, + { + "concept": "ured", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "by", + "output_checked": true + }, + { + "concept": "Mannschaften", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "Oliv", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "interfaces", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "shapes", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "chemical", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "digamos", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "filosof", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tumult", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "heterogeneity", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "compositional", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "interface", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "th", + "ers", + "ne", + "yst", + "inter", + "set", + "anc", + "ey", + "les", + "sh", + "pect", + "red", + "ray", + "ative", + "ces", + "equ", + "yle", + "be", + "log", + "son", + "span", + "na", + "ters", + "roll", + "section", + "ler", + "use", + "direct" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "uq", + "comp", + "ny", + "lar", + "LI", + "comple", + "flows", + "ridden", + "seo", + "pitted", + "conflicted", + "lasan", + "ot", + "ger", + "rence", + "Which", + "celui", + "afin" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "vol", + "There", + "kan", + "pract", + "mit", + "Med", + "lar", + "utions", + "suggest", + "quick", + "usion", + "nie", + "That", + "ymax", + "sen", + "wish", + "guess", + "substit", + "ection", + "royalty", + "lad", + "nost", + "partial", + "sal" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "l", + "im", + "g", + "u", + "se", + "be", + "if", + "th", + "us", + "ht", + "and", + "ere", + "com", + "ess", + "pe", + "or", + "ain", + "j", + "pl", + "ame", + "iz", + "ies", + "int" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "A", + "B", + "C", + "D", + "E", + "F", + "G", + "H", + "I", + "J", + "K", + "L", + "M", + "N", + "O", + "P", + "Q", + "R", + "S", + "T", + "U", + "V" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "un", + "ere", + "com", + "end", + "ill", + "ex", + "art", + "iz", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "ord", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "begitu", + "ers", + "of", + "photograph", + "novembre", + "evol", + "offic", + "wunder", + "ihan", + "n", + "s", + "equip", + "perfectly", + "lid", + "they", + "terrible", + "multitude", + "eat", + "liaison", + "sehen", + "remember", + "tentative" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "begitu", + "remember", + "evol", + "tentative", + "offic", + "gambar", + "devenu", + "ampio", + "Publicity", + "of", + "orn", + "regard", + "equip", + "depart", + "photograph", + "ast", + "perfectly", + "setcounter", + "officially", + "administrator", + "immense", + "aal", + "imitation" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "readily", + "ecek", + "substantial", + "demise", + "immense", + "conclusive", + "garanti", + "profondeur", + "Verenigde", + "damn", + "tentative", + "resmi", + "rique", + "asesin", + "equip", + "behalf", + "cependant", + "ributor", + "bounty", + "bunun", + "devenu", + "reliance", + "orting", + "Publicity", + "e" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "tog", + "kowy", + "fielder", + "damn", + "demise", + "immense", + "Considerable", + "bunun", + "profondeur", + "ributor", + "Tog", + "ecek", + "acciaio", + "asesin", + "slight", + "appro", + "ET", + "equip", + "substantial", + "mwen", + "ameri", + "dupatta", + "erdapat", + "cooking", + "Verenigde" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "immense", + "kowy", + "readily", + "fielder", + "demise", + "ecek", + "acciaio", + "damn", + "bunun", + "Considerable", + "asesin", + "avrebbe", + "dupatta", + "Tog", + "profondeur", + "ewel", + "erdapat", + "ueness", + "conclusive", + "equip", + "substantial", + "ampio" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "kowy", + "satisfe", + "esas", + "fielder", + "preclude", + "Ik", + "tersebut", + "phenylsulfanyl", + "nedeniyle", + "profondeur", + "That", + "ujar", + "widths", + "ain", + "because", + "fulfilled", + "rique", + "despicable", + "thereof", + "readily" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "but", + "because", + "S", + "because", + "of", + "imparted", + "O", + "C", + "R", + "Y", + "G", + "of", + "However", + "albeit", + "K", + "However", + "azonban", + "albeit", + "N", + "F", + "cependant" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "unwavering", + "unaffected", + "uninterrupted", + "cohesive", + "mechanisms", + "devoid", + "completely", + "but", + "achieved", + "unchanging", + "remarkably", + "unaltered", + "unchanged", + "monolithic", + "remarkable", + "imparted", + "within", + "consistent", + "seamlessly", + "irrespective", + "unobstructed", + "resilient", + "functionalities", + "manner", + "impecc", + "resulting", + "seamless", + "undisturbed", + "unmodified", + "fully" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "unwavering", + "devoid", + "unapolog", + "unchanged", + "inherently", + "unaffected", + "unaltered", + "cohesive", + "completely", + "unmodified", + "maintained", + "negligible", + "uninterrupted", + "oblivious", + "steadfast", + "neither", + "mechanisms", + "keine", + "discernible", + "hardly", + "minimized", + "immaculate", + "unchanging", + "impeccable", + "integrity", + "seemingly", + "irrespective", + "egalitarian", + "inherent" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "neither", + "unwavering", + "no", + "cohesive", + "negligible", + "remarkably", + "devoid", + "unchanged", + "steadfast", + "unapolog", + "No", + "observed", + "remarkable", + "exceptional", + "upheaval", + "inherent", + "zero", + "consistent", + "absence", + "absolutely", + "completely", + "unst", + "immaculate", + "unchanging", + "none", + "ensuring", + "inherently", + "unaltered", + "without", + "localized", + "noticeably", + "staunch" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "cohesive", + "unchanged", + "homogeneous", + "unaltered", + "continuous", + "identical", + "unwavering", + "homogenous", + "unchanging", + "consistent", + "seamless", + "simultaneous", + "egalitarian", + "unified", + "monolithic", + "upheaval", + "uniform", + "negligible", + "maintaining", + "localized", + "devoid", + "bypassing", + "maintained", + "spontaneous", + "remarkably", + "no", + "lack", + "boundary", + "substantial", + "aligned", + "zero", + "none" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "cohesive", + "continuous", + "mixing", + "no", + "homogeneous", + "zero", + "continuity", + "continuum", + "uniform", + "Mixing", + "egalitarian", + "without", + "boundary", + "melt", + "vanishing", + "chemistry", + "keine", + "abrupt", + "homogenized", + "kontinuier", + "seamless", + "simultaneous", + "spontaneous", + "keiner", + "unaltered", + "gradients", + "unchanged", + "absence" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "diffusion", + "keiner", + "homogen", + "Diffusion", + "uniform", + "keine", + "Mixing", + "homogenized", + "seamless", + "solute", + "diffus", + "homogeneous", + "cohesive", + "no", + "continuous", + "diffusing", + "egalitarian", + "homo", + "diffusive", + "diffusion", + "Homo", + "mixing", + "solutes", + "homogenization", + "kontinuier", + "melt", + "diff" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "composition", + "Composition", + "compositional", + "composition", + "compositions", + "chemical", + "Composition", + "diffusion", + "compos", + "kompos", + "chemically", + "chemistry", + "Chemical", + "stoichiometry", + "chemical", + "egalitarian", + "cohesive", + "diffusing", + "Diffusion", + "Chemical", + "keine", + "ochemical", + "homogeneous" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "composition", + "composition", + "Composition", + "compositions", + "compositional", + "chemical", + "compos", + "Composition", + "kompos", + "interface", + "ochemical", + "Chemical", + "es", + "no", + "chemical", + "Chemical", + "chemically", + "interface", + "or", + "to", + "no" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "composition", + "composition", + "compositional", + "chemical", + "compositions", + "kompos", + "hom", + "homogeneous", + "Hom", + "Composition", + "Hom", + "homogen", + "hom", + "Composition", + "compos", + "chemistry", + "Chemical", + "no", + "ochemical", + "Chemical", + "chemically", + "misc", + "homogenous", + "homogenization", + "CHEMICAL" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Chem", + "composition", + "Composition", + "No", + "Chemical", + "chem", + "inter", + "composition", + "chemically", + "to", + "no", + "chemical", + "on", + "Chemical", + "no", + "chemical", + "Composition", + "compositional", + "chem", + "No", + "and", + "compos", + "inter", + "as" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "No", + "However", + "During", + "Therefore", + "There", + "No", + "Even", + "In", + "At", + "I", + "no", + "Here", + "Each", + "To", + "These", + "Note", + "This", + "None", + "Thus", + "And", + "During", + "For", + "The", + "Once", + "Most", + "If", + "Since", + "You", + "Without", + "interface", + "Any", + "We" + ] + } + ], + "logit_surprising": [ + { + "concept": "and", + "score": 21.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "damn", + "score": 8.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "readily", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "No", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 7.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "various", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "considerably", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "cohesive", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "regions", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "across", + "output_checked": true + }, + { + "concept": "movement", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "slight", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "distances", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "distance", + "output_checked": true + }, + { + "concept": "into", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "coded", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "etre", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "these", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "No", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "facilitated", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "interactions", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "neither", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "detected", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "doubt", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "No", + "output_checked": true + }, + { + "concept": "process", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "by", + "output_checked": true + }, + { + "concept": "detection", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "detected", + "output_checked": true + }, + { + "concept": "collective", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "observed", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "greatly", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "somebody", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "plates", + "output_checked": true + }, + { + "concept": "whopping", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "by", + "output_checked": true + }, + { + "concept": "deprive", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "exponentially", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "short", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "behalf", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "appealing", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "impeded", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "reput", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "distance", + "output_checked": true + }, + { + "concept": "diesen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "distance", + "output_checked": true + }, + { + "concept": "preclude", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "partitioning", + "output_checked": true + }, + { + "concept": "actuellement", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "detected", + "output_checked": true + }, + { + "concept": "lorf", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "championed", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "because", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "detected", + "output_checked": true + }, + { + "concept": "excellent", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "from", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "by", + "output_checked": true + }, + { + "concept": "Nevertheless", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "distance", + "output_checked": true + }, + { + "concept": "within", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "detected", + "output_checked": true + }, + { + "concept": "withstand", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "using", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "by", + "output_checked": true + }, + { + "concept": "lexical", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "changes", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "achieved", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "unwavering", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "spaced", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "short", + "output_checked": true + }, + { + "concept": "any", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "No", + "output_checked": true + }, + { + "concept": "change", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "nor", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "partitioning", + "output_checked": true + }, + { + "concept": "areas", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "separation", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "partitioning", + "output_checked": true + }, + { + "concept": "taking", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "by", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-03__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-03__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-03__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-03__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Quench-induced coordinated transformation 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Quenching suppresses long-range atomic transport and produces packets of highly strained needles. The resulting body-centered unit cell has a c-to-a ratio above one.", + "prompt_tail": "hing suppresses long-range atomic transport and produces packets of highly strained needles. The resulting body-centered unit cell has a c-to-a ratio above one.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 35 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-rapid-transformation-04", + "carrier_id": null, + "target_family": "rapid-transformation", + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 7785, + "best_depth": 46.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 1432 + }, + { + "label": "Bain", + "best_rank": 475, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 1081 + }, + { + "label": "tetragonal", + "best_rank": 916, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 27 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "supernatural", + "ily", + "bou", + "Supernatural", + "orna", + "Jang", + "jor", + "Abr", + "Lorraine", + "Noor", + "Gui", + "oji", + "oport", + "Cunningham", + "Supreme", + "felter", + "olong", + "Brix", + "Cher", + "Gustaf" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "mathbb", + "iores", + "zym", + "ugas", + "osz", + "ool", + "ily", + "ization", + "oms", + "oji", + "Apex", + "mem", + "ured", + "felter", + "oj", + "Oregon", + "aboo", + "Ahn", + "ht", + "mno", + "GSM", + "ior", + "Golf" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "ized", + "ization", + "ushchev", + "exus", + "Kham", + "hq", + "lijk", + "fresher", + "dex", + "ed", + "ently", + "otional", + "tedir" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "exus", + "ushchev", + "Za", + "oln", + "embr", + "LX", + "andex", + "lery", + "stum", + "micron", + "i", + "debris", + "SPMs", + "abilia", + "ornamented", + "coran", + "Pratap" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "lessness", + "cinn", + "omeness", + "ligt", + "false", + "Georg", + "FALSE", + "terminology", + "iji", + "wondered", + "Iraqi", + "Jia", + "Plato", + "ligence", + "FALSE", + "false", + "lah", + "urable", + "Georg", + "iorum" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "pewno", + "chrysanthemum", + "resa", + "atth", + "Chrys", + "rewrite", + "breath", + "Novartis", + "Kristall", + "NORMAL", + "pencil", + "Saudi", + "azolid", + "Lambda", + "Soda", + "nvidia", + "Kal" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Chrys", + "Kristall", + "pewno", + "sampel", + "Lens", + "Saudi", + "mas", + "Saldo", + "Ink", + "pencil", + "Za", + "Lazada", + "Fifa", + "chrysanthemum", + "Certainly", + "saa", + "Webcam", + "Hd", + "creativity", + "physiology", + "Pencil", + "MEMBER", + "renderSquare" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "WORTH", + "WHIT", + "TECHNICAL", + "handful", + "registro", + "haya", + "Lives", + "WHIT", + "Nickname", + "FAF", + "COR", + "wah", + "OFFICE", + "berth", + "hetero", + "seguinte", + "Official", + "technical", + "nho", + "Instance", + "Birth", + "Fruit", + "genesis" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "t", + "creases", + "cephal", + "slik", + "energetic", + "Dos", + "supuesto", + "Sade", + "genu", + "sav", + "comienzo", + "predominance", + "compassion", + "urie", + "Hd", + "Kristall", + "exuber", + "Hil", + "decon" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "t", + "ebel", + "ified", + "ve", + "esimerkiksi", + "predominance", + "preponderance", + "ujos", + "philosophies", + "urie", + "comienzo", + "gehend", + "issie", + "skept", + "folds", + "creases", + "Bela", + "cetera", + "impediments", + "dass", + "slik", + "domin", + "ossal", + "est", + "ided" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "med", + "ujos", + "uj", + "theater", + "ledes", + "ver", + "to", + "med", + "behavior", + "gehend", + "en", + "registr", + "bu", + "amos", + "vice", + "ured", + "manner", + "dire", + "evin" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "esimerkiksi", + "preponderance", + "med", + "dif", + "certeza", + "folds", + "t", + "ledes", + "certainly", + "digamos", + "predominance", + "ve", + "urious", + "udir", + "examples", + "particular", + "fato", + "beispielsweise", + "determinada", + "vice", + "ujos", + "furthermore", + "hearted", + "dizer", + "differenza" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "esimerkiksi", + "preponderance", + "t", + "particular", + "dif", + "med", + "urious", + "folds", + "ve", + "determinada", + "digamos", + "predominance", + "certainly", + "enorm", + "preval", + "furthermore", + "examples", + "determinado", + "certeza", + "comienzo", + "ledes", + "ujos", + "moreover", + "determinadas", + "creases", + "particularmente" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "particular", + "preponderance", + "ledes", + "med", + "particularmente", + "uj", + "insist", + "requisite", + "incremento", + "expans", + "sure", + "vice", + "urious", + "dire", + "Bela", + "merksamkeit", + "dif", + "imperative", + "contended", + "med", + "predominance", + "dok", + "superiority", + "exus" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "restrictive", + "uj", + "ledes", + "insist", + "imperative", + "particular", + "exus", + "superiority", + "Bela", + "manner", + "regularity", + "incremento", + "greg", + "rasekhar", + "vice", + "Etc", + "Dink", + "especificar", + "standard", + "expans", + "requisite", + "preponderance", + "difference", + "dok", + "FFFF", + "registros" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "restrictive", + "nnnn", + "teh", + "standard", + "imperative", + "discrete", + "FFFF", + "nick", + "standard", + "fortitude", + "mathematics", + "math", + "affirmative", + "shaved", + "standards", + "theoretically", + "endeav", + "mav", + "hexadecimal", + "gehe", + "virtue", + "Etc", + "Beau", + "diameter", + "exclusive", + "theoretical" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "WRITE", + "mathematics", + "ainder", + "theoretically", + "restrictive", + "shaved", + "mathematicians", + "paranoid", + "math", + "cruiser", + "posteriores", + "securityMarks", + "Resultado", + "krypt", + "standard", + "standards", + "hexadecimal", + "psicologia", + "obtuse", + "gyne", + "discrete" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "diameter", + "disparity", + "FFFF", + "ratio", + "width", + "diameter", + "Therefore", + "beau", + "whereas", + "Furthermore", + "criterion", + "squared", + "circumference", + "bride", + "mathematics", + "especificar", + "mathematicians", + "OrEqualTo", + "standard", + "Therefore", + "shaft", + "theoretically", + "Furthermore", + "standard", + "consequently" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "ratio", + "beau", + "disparity", + "criterion", + "exceeds", + "ratios", + "exceed", + "exceeded", + "Ratio", + "chirality", + "and", + "consec", + "rod", + "superiority", + "inequality", + "weir", + "bepaalde", + "above", + "parity", + "contraire", + "AAAAAAAAAAAAAAAA", + "twierd" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "ratio", + "Ratio", + "minY", + "shire", + "fcntl", + "aceut", + "centimeter", + "anio", + "eccentricity", + "circumference", + "stride", + "ratios", + "dirigente", + "krypt", + "substantive", + "emde", + "diameter", + "twice", + "chrysanthemum", + "canoe", + "dirigentes", + "equality", + "GreaterThan", + "commensurate", + "ratio", + "whis" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "ratio", + "krypt", + "shire", + "aceut", + "cannon", + "Ratio", + "Chrys", + "corral", + "calcite", + "consecrated", + "quartzite", + "canoe", + "consec", + "pyrr", + "carbide", + "Mage", + "ratios", + "Ratio", + "Sainte", + "Contour", + "Consec", + "Constantinople", + "capitol", + "eccentricity", + "Astron", + "radians", + "chevron", + "Canaan" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "ratio", + "ANO", + "shire", + "Ratio", + "krypt", + "cacao", + "conse", + "cannon", + "Conse", + "rapporto", + "Seite", + "corral", + "Mage", + "Oriente", + "ratios", + "canoe", + "deer", + "abbia", + "consecrated", + "capitol", + "acan", + "Siberia", + "Values", + "ILT", + "eccentricity", + "consec", + "chevron", + "sanitize", + "oodoo" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "c", + "ratio", + "ratios", + "Ratio", + "Ratio", + "ratio", + "c", + "aceut", + "racers", + "race", + "rapporto", + "race", + "racing", + "Aspect", + "racer", + "lech", + "deer", + "Hands", + "Races", + "cy", + "shire" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "c", + "c", + "and", + "ratio", + "ratios", + "C", + "opium", + "S", + "oc", + "b", + "Hands", + "cy", + "cc", + "toc", + "rapporto", + "cy", + "aci", + "Axes", + "estranged", + "HT" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "c", + "C", + "c", + "C", + "setC", + "S", + "cysteine", + "cask", + "cleft", + "casserole", + "caza", + "cili", + "canto", + "T", + "cata" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "but", + "you", + "and", + "we", + "which", + "We", + "the", + "For", + "In", + "Therefore", + "There", + "The", + "c", + "However", + "Thus", + "You", + "On", + "one", + "Since", + "Each", + "And", + "b", + "though", + "e", + "Finally", + "One", + "What", + "These", + "I", + "He", + "Although", + "i" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 64212, + 74757, + 35369, + 6613, + 70022, + 185524, + 56161, + 244067, + 75024, + 32886, + 30424, + 7875, + 7786, + 10621, + 14507, + 22436, + 11011, + 46313, + 54095, + 71253, + 22724, + 34199, + 28446, + 13466, + 33132, + 12280 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 1702, + 8334, + 43770, + 48379, + 14666, + 104511, + 180341, + 57977, + 69751, + 29151, + 19213, + 7114, + 11596, + 19222, + 26173, + 39914, + 81269, + 10000, + 664, + 476, + 12620, + 22810, + 10840, + 8227, + 53640, + 5625 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 12242, + 3112, + 19224, + 207948, + 144794, + 257421, + 254058, + 50209, + 261207, + 261089, + 212032, + 258237, + 258096, + 214729, + 213875, + 64769, + 19795, + 27046, + 38301, + 72165, + 19909, + 27489, + 7088, + 917, + 5035, + 9279 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 1433, + 2821, + 2538, + 21575, + 56116, + 69393, + 44829, + 3341, + 12609, + 6887, + 18721, + 44240, + 60669, + 101133 + ] + }, + { + "label": "Bain", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 43640, + 39100, + 32910, + 65303, + 64061, + 36090, + 64566, + 20571, + 4477, + 8731, + 4247, + 1082, + 1995, + 6014 + ] + }, + { + "label": "tetragonal", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 62322, + 47440, + 18665, + 4569, + 3075, + 610, + 3138, + 2600, + 329, + 200, + 109, + 41, + 59, + 28 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "Normally", + "score": 10.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "c", + "output_checked": true + }, + { + "concept": "Assumptions", + "score": 6.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "been", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "has", + "output_checked": true + }, + { + "concept": "deregulation", + "score": 3.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "rump", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "has", + "output_checked": true + }, + { + "concept": "restrictive", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "visualiser", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "packets", + "output_checked": true + }, + { + "concept": "heinous", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "comprised", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "solute", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "endure", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "tyle", + "score": 2.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Thought", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Stress", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "strained", + "output_checked": true + }, + { + "concept": "comienzo", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "has", + "output_checked": true + }, + { + "concept": "English", + "score": 2.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "c", + "output_checked": true + }, + { + "concept": "odour", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "ching", + "output_checked": true + }, + { + "concept": "vnd", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "hoses", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "annum", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "besitzt", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "suppresses", + "output_checked": true + }, + { + "concept": "psychic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dynamically", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "instill", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "thereof", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "packets", + "output_checked": true + }, + { + "concept": "MNOP", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "mucosa", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "body", + "output_checked": true + }, + { + "concept": "diameter", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Heels", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "alcance", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "range", + "output_checked": true + }, + { + "concept": "TNT", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "cuyos", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "ITest", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Charset", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "trasport", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "troupe", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "kesan", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "displace", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ago", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "long", + "output_checked": true + }, + { + "concept": "cubic", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "axes", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "c", + "output_checked": true + }, + { + "concept": "strains", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "strained", + "output_checked": true + }, + { + "concept": "respeito", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "esimerkiksi", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "particular", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "preponder", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "strained", + "output_checked": true + }, + { + "concept": "innate", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "copious", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "strained", + "output_checked": true + }, + { + "concept": "Chic", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "sih", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "above", + "output_checked": true + }, + { + "concept": "disappointments", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "strained", + "output_checked": true + }, + { + "concept": "Przypisy", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "needles", + "output_checked": true + }, + { + "concept": "Miscellaneous", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "needles", + "output_checked": true + }, + { + "concept": "Respect", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "contribut", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "highly", + "output_checked": true + }, + { + "concept": "unspecified", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "aigu", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "needles", + "output_checked": true + }, + { + "concept": "commensurate", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "point", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "slik", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "and", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ve", + "se", + "cl", + "ey", + "pect", + "red", + "ray", + "yle", + "be", + "son", + "na", + "ters", + "ny", + "max", + "time", + "eng", + "met", + "mu", + "thers", + "ched", + "sel", + "larg", + "lar", + "tem", + "enough", + "quad", + "pers", + "times" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "tr", + "rence", + "umeric", + "pais", + "perk", + "haute", + "flows", + "aquele", + "suff", + "Heap", + "menes", + "uq", + "pitted", + "amenity", + "conflicted", + "clo", + "absorbed" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "w", + "j", + "one", + "includ", + "tem", + "som", + "mark", + "vol", + "To", + "RO", + "oot", + "pha", + "mag", + "vi", + "kan", + "yang", + "apt", + "ambda", + "That", + "mit", + "Med", + "utions", + "needs", + "sugg", + "suggest", + "quick", + "recomm" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "s", + "or", + "le", + "ou", + "ing", + "ic", + "ion", + "el", + "l", + "st", + "im", + "g", + "se", + "ation", + "if", + "th", + "us", + "ht", + "ers", + "com", + "ess", + "pe", + "or", + "j", + "pl", + "ch", + "ies", + "en", + "int" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ic", + "ve", + "The", + "ha", + "ad", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "ays", + "est", + "wo", + "who", + "them", + "es", + "pos", + "into", + "what", + "This", + "ym" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "f", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ly", + "ra", + "un", + "ere", + "com", + "end", + "ill", + "ex", + "rom", + "art", + "this", + "ies", + "ang", + "ive", + "all", + "ard", + "ia" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "res", + "D" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "ph", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "ers", + "of", + "nya", + "they", + "selection", + "EW", + "e", + "n", + "ly", + "aw", + "lid", + "EG", + "gambar", + "bringen", + "kuru", + "t" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "cri", + "immense", + "ameri", + "kuru", + "e", + "rel", + "beloved", + "pog", + "imitation", + "reliance", + "Hej", + "galactic", + "Uit" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "immense", + "Hej", + "readily", + "Vereinigte", + "reliance", + "ameri", + "e", + "appro", + "considerable", + "nei", + "vergang", + "contending", + "fourteenth", + "koa", + "ecek", + "Uit", + "notoriously", + "garanti", + "Repositories" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "immense", + "appro", + "readily", + "ameri", + "er", + "Tog", + "contending", + "IN", + "tog", + "tremendous", + "accepted", + "dictator", + "cooking", + "Looking", + "indiv", + "Repositories", + "ET", + "nur", + "JT", + "PA", + "S", + "rati", + "notoriously" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "immense", + "Tog", + "tremendous", + "tog", + "Considerable", + "accepted", + "kowy", + "appro", + "readily", + "enormous", + "gigantic", + "dictator", + "er", + "Will", + "cooking", + "embroiled", + "begin", + "substantial", + "ameri" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "or", + "JT", + "whereas", + "tertinggi", + "vehement", + "accepted", + "substantially", + "dracon", + "tremendous", + "gigantic", + "Sas", + "dictator", + "immense", + "substantial", + "bizarre", + "Ask", + "Repositories", + "ufficial", + "perturb", + "ameri", + "jp", + "peculiar", + "allowed", + "ordin", + "Iz" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "or", + "but", + "S", + "because", + "of", + "reminiscent", + "whereas", + "tantamount", + "whereas", + "because", + "p", + "increased", + "Y", + "despite", + "allowed", + "apetiti", + "markedly", + "championed", + "O", + "promoting", + "positioned", + "preponder" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "but", + "surpassing", + "reminiscent", + "comparable", + "or", + "resulting", + "characterized", + "defined", + "compared", + "wherein", + "achieved", + "attributable", + "tantamount", + "characteristic", + "exceeding", + "Obwohl", + "resembled", + "exceed", + "surpasses", + "which", + "resembling", + "of" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "greater", + "exceeding", + "surpassing", + "exceed", + "increase", + "implying", + "increased", + "ratio", + "elevated", + "unfavorable", + "predicated", + "greater", + "characterized", + "relatively", + "heightened", + "inequality", + "exceeds", + "noticeably", + "contrary", + "higher", + "noticeable", + "atypical", + "allowing", + "implies", + "favorable" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "equal", + "greater", + "ratio", + "a", + "even", + "unequal", + "inequality", + "comparable", + "slightly", + "significantly", + "relatively", + "height", + "contrary", + "implying", + "larger", + "significant", + "equivalent", + "skewed", + "more", + "odd", + "ratios", + "the", + "than", + "equality", + "implied", + "abnormal", + "noticeably", + "relative", + "bigger", + "atypical", + "an", + "either" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "ratio", + "ratios", + "greater", + "inequality", + "a", + "ratio", + "exceeding", + "Ratio", + "elongated", + "the", + "higher", + "proportions", + "values", + "greater", + "larger", + "even", + "taller", + "Ratio", + "slightly", + "elevated", + "height", + "oversized", + "equal", + "exceeds", + "exceeded", + "exceed", + "fractional", + "relatively" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "ratio", + "ratios", + "Ratio", + "ratio", + "Ratio", + "a", + "greater", + "AspectRatio", + "inequality", + "proportions", + "aspectRatio", + "values", + "height", + "higher", + "slightly", + "perpendicular", + "anisotropy", + "where", + "unfavorable", + "Worse", + "the", + "unity", + "elevated", + "fractional", + "axial", + "abnormally" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "ratio", + "c", + "ratios", + "C", + "Ratio", + "Ratio", + "ratio", + "Corm", + "Ce", + "Crystal", + "C", + "Hic", + "proportions", + "AspectRatio", + "crystal", + "Mesa", + "height", + "rapporto", + "ceo", + "cao", + "Crystal" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "ratio", + "ratios", + "Ratio", + "c", + "ratio", + "Ratio", + "proportions", + "ORIENT", + "rapporto", + "AspectRatio", + "Relations", + "ceo", + "parameters", + "axial", + "Cdc", + "unfavorable", + "crystall", + "relations", + "dimensions", + "Zr", + "Wann", + "parameter" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "c", + "c", + "ratio", + "ratios", + "ratio", + "C", + "Ratio", + "C", + "Ratio", + "proportions", + "and", + "rapporto", + "b", + "setC", + "the", + "e", + "cull", + "proportion" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "c", + "c", + "ratios", + "ratio", + "C", + "C", + "ratio", + "Ratio", + "cym", + "tetragonal", + "cull", + "rapporto", + "toc", + "Corm", + "cot", + "Ratio", + "ceded", + "Cc" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "c", + "C", + "C", + "c", + "setC", + "Cxt", + "cilt", + "CFL", + "getCql", + "CT", + "CST", + "cih", + "ceded" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "but", + "you", + "and", + "we", + "which", + "We", + "the", + "For", + "In", + "Therefore", + "There", + "The", + "c", + "However", + "Thus", + "You", + "On", + "one", + "Since", + "Each", + "And", + "b", + "though", + "e", + "Finally", + "One", + "What", + "These", + "I", + "He", + "Although", + "i" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 15.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "long", + "output_checked": true + }, + { + "concept": "been", + "score": 10.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "your", + "score": 9.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "there", + "score": 8.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "considerably", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "body", + "output_checked": true + }, + { + "concept": "immense", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "damn", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "resulting", + "output_checked": true + }, + { + "concept": "crystal", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "hundred", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "axis", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "c", + "output_checked": true + }, + { + "concept": "cubic", + "score": 4.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "slight", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "exceedingly", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "configuration", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "structure", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "greater", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ratios", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "amt", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "needles", + "output_checked": true + }, + { + "concept": "uproar", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "highly", + "output_checked": true + }, + { + "concept": "towards", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "packets", + "output_checked": true + }, + { + "concept": "severely", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "strained", + "output_checked": true + }, + { + "concept": "lorf", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "unit", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "provide", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "produces", + "output_checked": true + }, + { + "concept": "resultant", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "resulting", + "output_checked": true + }, + { + "concept": "configurations", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "versus", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "c", + "output_checked": true + }, + { + "concept": "tetragonal", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "equal", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "one", + "output_checked": true + }, + { + "concept": "cou", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "highly", + "output_checked": true + }, + { + "concept": "ample", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "resulting", + "output_checked": true + }, + { + "concept": "Acknowledg", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "shattering", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "c", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "enshrined", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "nonetheless", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "produces", + "output_checked": true + }, + { + "concept": "considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "unit", + "output_checked": true + }, + { + "concept": "diesen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "notable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "c", + "output_checked": true + }, + { + "concept": "respective", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Interestingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "above", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "devoid", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "tantamount", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "above", + "output_checked": true + }, + { + "concept": "destined", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "packets", + "output_checked": true + }, + { + "concept": "consequently", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "resulting", + "output_checked": true + }, + { + "concept": "functionalities", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "tersebut", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "bmw", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "range", + "output_checked": true + }, + { + "concept": "initiate", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "produces", + "output_checked": true + }, + { + "concept": "allocate", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "packets", + "output_checked": true + }, + { + "concept": "intricately", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "highly", + "output_checked": true + }, + { + "concept": "categorize", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "needles", + "output_checked": true + }, + { + "concept": "horrifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "seemingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "stockno", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "unit", + "output_checked": true + }, + { + "concept": "induce", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "coherent", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "packets", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-04__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-04__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-04__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-04__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Quench-induced coordinated transformation 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "An austenitic sample undergoes an abrupt, composition-preserving shape change during cooling. The product is hard, plate-like, and internally twinned.", + "prompt_tail": "An austenitic sample undergoes an abrupt, composition-preserving shape change during cooling. The product is hard, plate-like, and internally twinned.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-rapid-transformation-05", + "carrier_id": null, + "target_family": "rapid-transformation", + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 10523, + "best_depth": 46.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 2463 + }, + { + "label": "Bain", + "best_rank": 1456, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 880 + }, + { + "label": "tetragonal", + "best_rank": 10689, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 2146 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "ily", + "supernatural", + "orna", + "bou", + "Supernatural", + "Lorraine", + "Jang", + "jor", + "Noor", + "oji", + "oport", + "Gui", + "Supreme", + "plong", + "Abr", + "lagoons", + "Supreme", + "Cher", + "JOR" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "mathbb", + "iores", + "ugas", + "mno", + "ingles", + "oms", + "ured", + "JsonResult", + "GSM", + "ily", + "matics", + "Ahn", + "zym", + "hj", + "ization", + "osz", + "luch", + "cuidadosamente", + "yers", + "Apex" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "pewno", + "Hd", + "lias", + "nikk", + "Za", + "liberalization", + "Happen", + "Fres", + "XXV", + "chrysanthemum", + "breath" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Hd", + "XXV", + "pewno", + "Za", + "rewrite", + "Donation", + "Hing", + "chrysanthemum", + "amaze", + "haman", + "fqsen", + "nascita" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "odes", + "Vann", + "Christi", + "nvidia", + "Nunes", + "homework", + "Context", + "Domin", + "moz", + "iquer", + "normalization", + "Fir", + "ECTORS", + "NING", + "nin", + "Venez", + "fqsen", + "Coke" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "rewrite", + "Birthday", + "nvidia", + "NORMAL", + "Chrys", + "pencil", + "pewno", + "chrysanthemum", + "Kristall", + "akkhan", + "Donation", + "atth", + "nus", + "zeko", + "zeichnis", + "nextNode" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "pewno", + "Saldo", + "Kristall", + "Chrys", + "Hd", + "Ink", + "chrysanthemum", + "Saudi", + "sampel", + "mas", + "worsen", + "rangea", + "Lazada", + "Za", + "Lens", + "saa", + "XXV", + "domin", + "keV", + "Webcam", + "pencil", + "nbhd" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "WORTH", + "handful", + "berth", + "ForEach", + "FAF", + "avorite", + "OFFICE", + "WHIT", + "ForegroundColor", + "wah", + "TECHNICAL", + "COR", + "registro", + "escal", + "haf", + "Official", + "hetero", + "IRQHandler", + "orh", + "Fruit" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "creases", + "t", + "slik", + "energetic", + "Hd", + "supuesto", + "softness", + "cephal", + "impediments", + "Hd", + "urie", + "exuber", + "squre", + "sensation", + "Hil", + "genu", + "impediment", + "inger", + "perspectives", + "moreover", + "softening" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "t", + "og", + "s", + "med", + "uri", + "est", + "gehend", + "ve", + "dir", + "ebel", + "rogen", + "ness", + "ified", + "esia", + "creases", + "de", + "skept", + "Hd", + "uelles", + "urious", + "ures", + "ee", + "enburg", + "nesses", + "ujos", + "eness", + "uette" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "urably", + "amos", + "rog", + "med", + "night", + "en", + "uri", + "endo", + "oretic", + "haf", + "s", + "odiazep", + "rod", + "ured", + "theater", + "gehend", + "enu", + "selves", + "orit", + "to", + "ude", + "manner", + "necessary", + "atorios" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "urious", + "certeza", + "ified", + "examples", + "cetera", + "uri", + "folds", + "fato", + "certainly", + "gehend", + "moreover", + "ogo", + "ve", + "fold", + "udir", + "esimerkiksi", + "voila", + "hearted", + "scapes", + "rub", + "mate", + "deer", + "rologist" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "urious", + "ified", + "examples", + "folds", + "uri", + "cetera", + "certainly", + "moreover", + "certeza", + "preponder", + "t", + "enorm", + "notion", + "ve", + "esimerkiksi", + "fold", + "particular", + "scapes", + "misalnya", + "gehend", + "sur", + "ogo", + "slik" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "ogf", + "med", + "urably", + "Etc", + "oved", + "requisite", + "uri", + "zeug", + "xr", + "sheep", + "decadent", + "particular", + "proverbial", + "ding", + "voila", + "selves", + "affinity", + "registros", + "lang", + "notable", + "registro", + "credo", + "ogo", + "cuidado" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "zeug", + "ium", + "assertions", + "xr", + "sheep", + "sensibility", + "ujah", + "ed", + "quartz", + "Immediately", + "lang", + "mate", + "mah", + "vehement", + "ogf", + "scape", + "pragmatic", + "gesellschaft", + "ized", + "oved", + "fragmented", + "decadent", + "amot", + "sheep", + "expansive", + "massive", + "rade" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "XK", + "fortitude", + "nnnn", + "ODM", + "XHTML", + "xr", + "ghijkl", + "Xr", + "gothic", + "teh", + "Etc", + "copious", + "horrid", + "rrrr", + "cryptic", + "rediscovered", + "frequently", + "quartz", + "brute", + "sheep", + "rhomb", + "horrend", + "STYLE", + "boutique", + "unciation", + "FK", + "assertions" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "psychic", + "cryptic", + "typescript", + "workbook", + "obnoxious", + "horrid", + "frequently", + "gothic", + "chipset", + "ycopg", + "migraines", + "thoughtful", + "acne", + "tortured", + "MQTT", + "pubescent", + "obtuse", + "orphaned", + "securityMarks" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "pubescent", + "frequently", + "rhomb", + "remarked", + "MNOP", + "concave", + "protested", + "discontinuities", + "geometric", + "weed", + "irregularly", + "mosaics", + "partite", + "sporadically", + "icated", + "ographic", + "Notas", + "comprised", + "genellikle", + "Nota", + "mosaic", + "ribbed", + "frosted", + "rune", + "mumbled", + "migraines", + "Gnome", + "ornamental", + "lamented" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "geometric", + "Nota", + "Nota", + "iliency", + "compositional", + "Unterschiede", + "striated", + "Kite", + "fraternal", + "PTI", + "Mannschaften", + "Elementos", + "Mosaic", + "seg", + "predominant", + "variegated", + "Marian", + "Untersuchungen", + "modificaciones", + "canalicul", + "rites", + "intric", + "cruc", + "pubescent" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "internally", + "iliency", + "inwardly", + "intimately", + "intermittently", + "fraternal", + "writeInt", + "intranet", + "continually", + "Resultado", + "distinctly", + "outlined", + "imb", + "intArray", + "woolen", + "cryptographic", + "Isometric", + "innerhalb", + "repeatedly", + "pseudo", + "perpetually", + "pyramidal", + "Unterschiede", + "carbide", + "tessel", + "samband", + "antler", + "Nota", + "riddled" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "dynasty", + "writeInt", + "internally", + "Dynasty", + "topologically", + "outlined", + "tessel", + "insanity", + "intimately", + "intermittently", + "inwardly", + "Kain", + "dynamically", + "spiritually", + "intensively", + "intrinsically", + "fraternal", + "lengthwise", + "Dyn", + "imb", + "Annotated", + "mosaic", + "clan", + "cloned", + "artificially", + "thermally" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "dynasty", + "rhomb", + "internally", + "icated", + "intermittently", + "binnen", + "outlined", + "tessel", + "Dynasty", + "topologically", + "accented", + "writeInt", + "innerhalb", + "intensively", + "trin", + "symbolically", + "repeatedly", + "icherung", + "iliency", + "mosaic", + "cloned", + "spiritually", + "kanie", + "Lamin", + "WITHIN", + "Inventor", + "antler", + "intranet", + "intimately", + "troupe" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "internally", + "plate", + "internos", + "plate", + "externally", + "Intern", + "interno", + "Intern", + "platelet", + "intern", + "PLATE", + "twinning", + "interne", + "PLATE", + "Plate", + "energetically", + "topologically", + "interni", + "Kearns", + "inwardly", + "Plate", + "intermittently", + "tw", + "Extern", + "internas", + "Tw", + "ographically", + "tw", + "adentro" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "internally", + "tw", + "tw", + "Tw", + "Tw", + "Intern", + "intern", + "interno", + "internos", + "twins", + "Intern", + "Internal", + "interne", + "twinning", + "TW", + "internas", + "externally", + "interni", + "interno", + "Internal", + "internal", + "INTERNAL", + "internes", + "internal", + "twin", + "internals", + "Twins", + "INTERNAL", + "TW" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "internally", + "Tw", + "tw", + "tw", + "Intern", + "Intern", + "Tw", + "intern", + "intern", + "TW", + "interne", + "interno", + "internos", + "TW", + "internes", + "twins", + "internas", + "twinning", + "tweeting", + "externally", + "Twitch", + "interni", + "Twe", + "interns", + "Zw", + "Internal", + "Extern", + "twe", + "interno", + "twist" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "internally", + "ced", + "formed", + "ky", + "thy", + "ightly", + "ially", + "ently", + "a", + "hed", + "w", + "ped", + "py", + "rectangular", + "plicated", + "form", + "ited", + "Thus", + "aged", + "like", + "nt", + "astically", + "singly", + "Let", + "ther", + "pt", + "cher", + "tw", + "chi", + "pped", + "ched" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 52036, + 107233, + 143828, + 145871, + 220043, + 206651, + 69756, + 238121, + 74618, + 90658, + 160846, + 11718, + 10524, + 36714, + 15269, + 32119, + 17776, + 60083, + 98439, + 123457, + 110062, + 150954, + 35354, + 32599, + 50740, + 47516 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 1930, + 18003, + 153515, + 165681, + 88697, + 107700, + 119542, + 33432, + 50203, + 15848, + 30215, + 17900, + 23695, + 40093, + 66774, + 98944, + 147636, + 24076, + 1722, + 1457, + 1855, + 3497, + 52482, + 54259, + 73077, + 6119 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 15913, + 2440, + 144984, + 219152, + 168811, + 234198, + 255399, + 27192, + 261090, + 260931, + 172230, + 261167, + 260914, + 211916, + 236687, + 106376, + 44448, + 32114, + 36122, + 10690, + 20365, + 11182, + 133333, + 93270, + 226802, + 4594 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 3392, + 8103, + 8231, + 124815, + 106966, + 27994, + 44309, + 2464, + 9078, + 7007, + 10415, + 5672, + 15957, + 24338 + ] + }, + { + "label": "Bain", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 9539, + 12403, + 13518, + 30702, + 101856, + 66789, + 26688, + 11339, + 4734, + 4681, + 1782, + 881, + 10419, + 6972 + ] + }, + { + "label": "tetragonal", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 164407, + 121040, + 66633, + 31853, + 4789, + 7438, + 4265, + 13619, + 3757, + 2147, + 31538, + 23959, + 137240, + 81451 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "Integrity", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "preserving", + "output_checked": true + }, + { + "concept": "preponder", + "score": 4.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "like", + "output_checked": true + }, + { + "concept": "rump", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "tedious", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "lunatic", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "preserving", + "output_checked": true + }, + { + "concept": "psychic", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "scribble", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "Ontology", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "change", + "output_checked": true + }, + { + "concept": "camber", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "tw", + "output_checked": true + }, + { + "concept": "dynasty", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "scarred", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "harden", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "mantra", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "preserving", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "An", + "output_checked": true + }, + { + "concept": "QTreeWidgetItem", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "consisting", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "Spatial", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "abrupt", + "output_checked": true + }, + { + "concept": "normalmente", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "pvc", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "pubescent", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "PVC", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "compositional", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "like", + "output_checked": true + }, + { + "concept": "acne", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Preservation", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "preserving", + "output_checked": true + }, + { + "concept": "Modem", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "sic", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "change", + "output_checked": true + }, + { + "concept": "crystallization", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Transformation", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ",", + "output_checked": true + }, + { + "concept": "daarbij", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "The", + "output_checked": true + }, + { + "concept": "natur", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "cigar", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "heinous", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "EEE", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "change", + "output_checked": true + }, + { + "concept": "etc", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "regexp", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "like", + "output_checked": true + }, + { + "concept": "ornamented", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "STAN", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "inned", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "loosely", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "geometric", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Iceland", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "outburst", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "abrupt", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "conservar", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "preserving", + "output_checked": true + }, + { + "concept": "follicular", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "like", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "oto", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "product", + "output_checked": true + }, + { + "concept": "ured", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "tw", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "An", + "output_checked": true + }, + { + "concept": "Miche", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "seder", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "Satt", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "RequestContext", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "preserving", + "output_checked": true + }, + { + "concept": "Gent", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "cooling", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "th", + "ne", + "yst", + "anc", + "ey", + "pect", + "red", + "ray", + "ative", + "ser", + "ces", + "be", + "son", + "eb", + "span", + "na", + "ters", + "roll", + "section", + "ler", + "mod", + "max", + "time", + "gen", + "met", + "ended" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "flows", + "aquele", + "assert", + "rence", + "esh", + "pais", + "noticing", + "heres", + "pitted", + "olines", + "tr", + "umeric", + "comple", + "stems", + "zak", + "ocs" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "t", + "on", + "w", + "se", + "y", + "ay", + "th", + "ment", + "ib", + "one", + "ru", + "lo", + "che", + "ound", + "ystem", + "red", + "loc", + "son", + "som", + "mark", + "vol", + "ush", + "pha", + "thing", + "mag", + "vi", + "kan", + "yang", + "ware", + "igned" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "l", + "im", + "g", + "u", + "se", + "be", + "if", + "us", + "ht", + "and", + "ere", + "pe", + "j", + "pl", + "ies", + "ub", + "ich", + "av", + "able", + "ib", + "ast", + "ge", + "ph" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ic", + "ve", + "ch", + "od", + "pe", + "pl", + "ha", + "ad", + "ign", + "your", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "ev", + "ize", + "we", + "work", + "ystem", + "ays", + "est", + "wo", + "who", + "rib", + "them" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "le", + "ion", + "as", + "ent", + "n", + "id", + "ur", + "ay", + "ir", + "ver", + "ht", + "ere", + "end", + "ill", + "ex", + "art", + "iz", + "ang", + "ive", + "all", + "ard", + "ik", + "pl", + "ge", + "ph", + "ong", + "one", + "ence" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "id", + "ol", + "ad", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ice", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "pr", + "ike", + "ric", + "set", + "to", + "ER" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "they", + "youtu", + "eat", + "s", + "selection", + "begitu", + "sehen", + "gambar", + "bringen", + "tio", + "ers", + "met", + "nya", + "perfectly", + "lid", + "terrible", + "bij", + "multitude", + "eux" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "depart", + "youtu", + "eat", + "mellow", + "magnifique", + "Paryayvachi", + "slightly", + "ameri", + "ain", + "reput", + "ein", + "gambar", + "bringen", + "wunder", + "sli", + "e" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "substantial", + "ameri", + "fielder", + "behalf", + "readily", + "substantially", + "tog", + "slightly", + "e", + "Verenigde", + "Tog", + "immense", + "uating", + "commonly", + "unequivocal", + "lsulfanyl", + "equip", + "considerably", + "damn", + "antwort", + "comfy", + "tentative", + "resmi" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "ameri", + "slightly", + "ed", + "Tog", + "immense", + "damn", + "bunun", + "ain", + "et", + "substantial", + "profoundly", + "gigantic", + "er", + "shaped", + "self", + "ET", + "avrebbe", + "lach", + "Verenigde", + "fielder", + "readily", + "indiv", + "stai" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "immense", + "slightly", + "bunun", + "ed", + "Tog", + "gigantic", + "damn", + "impending", + "profoundly", + "avrebbe", + "substantial", + "severely", + "lach", + "Considerable", + "considerably", + "expertly", + "emeritus", + "ameri", + "stai", + "asesin", + "embroiled" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "profoundly", + "gigantic", + "considerably", + "substantial", + "ed", + "immense", + "interspersed", + "severely", + "shortly", + "substantially", + "markedly", + "bunun", + "ameri", + "dissati", + "et", + "unequivocal", + "noteworthy", + "contending", + "tog", + "copious", + "incum", + "notable" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "profoundly", + "reminiscent", + "championed", + "remarkable", + "resulted", + "similar", + "emblematic", + "described", + "similar", + "shaped", + "formidable", + "exacerbated", + "elated", + "markedly", + "strikingly", + "riddled", + "characterized" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "reminiscent", + "characterized", + "resembling", + "described", + "markedly", + "interspersed", + "strikingly", + "characteristic", + "resulted", + "resulting", + "resembled", + "characteristics", + "exceedingly", + "surpassing", + "profoundly", + "devoid", + "underpinned", + "championed", + "punctuated", + "produced", + "Characteristics", + "formed" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "characterized", + "characteristic", + "densely", + "devoid", + "characteristics", + "riddled", + "intricately", + "markedly", + "underpinned", + "punctuated", + "surrounded", + "cohesive", + "massively", + "predominantly", + "reminiscent", + "interspersed", + "steeped", + "brimming", + "containing", + "typically", + "featuring", + "comprising", + "reinforced", + "exhibiting", + "excessively", + "intensely", + "profoundly", + "nestled", + "exemplified", + "structurally", + "described" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "massive", + "highly", + "often", + "densely", + "numerous", + "structured", + "deeply", + "predominantly", + "excessively", + "frequently", + "intensely", + "strongly", + "extensive", + "oriented", + "severely", + "extensively", + "storied", + "intricately", + "massively", + "strikingly", + "profoundly", + "heavily", + "prominent", + "vastly", + "cohesive", + "fragmented", + "structurally", + "typically", + "comprised", + "reinforcing", + "steeped", + "thriving" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "numerous", + "frequently", + "multiple", + "various", + "riddled", + "highly", + "internal", + "structurally", + "extensively", + "extensive", + "fractured", + "fragmented", + "layered", + "repetitive", + "deeply", + "predominantly", + "multifaceted", + "often", + "structure", + "nearly", + "seemingly", + "extremely", + "structured", + "interconnected", + "geometric", + "internally", + "massive", + "partially", + "inherently", + "many", + "closely", + "repeatedly" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "internal", + "internally", + "riddled", + "numerous", + "internal", + "interior", + "Internal", + "inwardly", + "self", + "frequently", + "multiple", + "inter", + "extensively", + "predominantly", + "intern", + "intra", + "ally", + "Internal", + "structurally", + "inter", + "within", + "regularly", + "crystall" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "internally", + "S", + "internal", + "N", + "inter", + "ed", + "M", + "O", + "internal", + "es", + "m", + "T", + "ally", + "twinning", + "n", + "J", + "t", + "an", + "de", + "h", + "D", + "H", + "un", + "U", + "ver", + "Int" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "internally", + "internal", + "inter", + "internal", + "twinning", + "t", + "S", + "ed", + "m", + "un", + "Internal", + "h", + "N", + "Internal", + "de", + "ib", + "v", + "M", + "O", + "intern", + "twins", + "b", + "thermally", + "is", + "str" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "internally", + "intern", + "Intern", + "internal", + "tw", + "tw", + "Tw", + "Intern", + "internal", + "Internal", + "INTERNAL", + "internos", + "plate", + "Internal", + "interne", + "interno", + "plate", + "twinning", + "Plate", + "internes", + "interni", + "Tw", + "intern", + "interno", + "externally", + "t", + "plates" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "internally", + "tw", + "Intern", + "Tw", + "tw", + "internal", + "intern", + "Tw", + "internos", + "Intern", + "TW", + "internes", + "internal", + "Internal", + "Internal", + "twins", + "interne", + "interna", + "interno", + "interno", + "INTERNAL", + "twinning", + "intern", + "twin", + "TW" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "internally", + "tw", + "Intern", + "tw", + "Intern", + "intern", + "Tw", + "Tw", + "intern", + "internos", + "TW", + "interne", + "internes", + "internas", + "internal", + "Internal", + "TW", + "interno", + "INTERNAL", + "Internal", + "internal", + "interna", + "interno", + "twinning", + "interni", + "INTERNAL", + "interns", + "internals", + "externally" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "internally", + "ced", + "formed", + "ky", + "thy", + "ightly", + "ially", + "ently", + "a", + "hed", + "w", + "ped", + "py", + "rectangular", + "plicated", + "form", + "ited", + "Thus", + "aged", + "like", + "nt", + "astically", + "singly", + "Let", + "ther", + "pt", + "cher", + "tw", + "chi", + "pped", + "ched" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 12.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "considerably", + "score": 10.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "been", + "score": 7.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "an", + "output_checked": true + }, + { + "concept": "austenite", + "score": 5.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "damn", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "but", + "score": 4.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "resulting", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "product", + "output_checked": true + }, + { + "concept": "highly", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "brittle", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "tacit", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "severely", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "copious", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "substantially", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "facilitated", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "change", + "output_checked": true + }, + { + "concept": "noticeably", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "characterized", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "upheaval", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "relatively", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "undergone", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "undergoes", + "output_checked": true + }, + { + "concept": "concise", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "an", + "output_checked": true + }, + { + "concept": "predominantly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "like", + "output_checked": true + }, + { + "concept": "densely", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "oriented", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "like", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "undergoes", + "output_checked": true + }, + { + "concept": "fractured", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "inned", + "output_checked": true + }, + { + "concept": "hardness", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "crystals", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "like", + "output_checked": true + }, + { + "concept": "crystall", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "einen", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "an", + "output_checked": true + }, + { + "concept": "products", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "is", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "sincere", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "Looking", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "product", + "output_checked": true + }, + { + "concept": "exceedingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "impede", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "soort", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "tersebut", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "consistently", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "undergoes", + "output_checked": true + }, + { + "concept": "reverting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "abrupt", + "output_checked": true + }, + { + "concept": "profound", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "described", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "termed", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "change", + "output_checked": true + }, + { + "concept": "considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "edt", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "abrupt", + "output_checked": true + }, + { + "concept": "strikingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "abrupt", + "output_checked": true + }, + { + "concept": "delicately", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "reshaping", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "peculiar", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "typically", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "moderately", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "orientated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "devoid", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "enhance", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "consisting", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "approximately", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "undergoes", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "an", + "output_checked": true + }, + { + "concept": "achieved", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "change", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-05__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-05__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-05__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-05__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Motion of linear lattice imperfections 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Plastic flow begins when a linear lattice imperfection travels across a close-packed plane and leaves a permanent surface step.", + "prompt_tail": "Plastic flow begins when a linear lattice imperfection travels across a close-packed plane and leaves a permanent surface step.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 22 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-line-defect-motion-01", + "carrier_id": null, + "target_family": "line-defect-motion", + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 12701, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 1473 + }, + { + "label": "glide", + "best_rank": 1002, + "best_depth": 63.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 4913 + }, + { + "label": "slip", + "best_rank": 2395, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 74 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "supernatural", + "bou", + "ily", + "Jang", + "Supernatural", + "orna", + "jor", + "Lorraine", + "Gui", + "oport", + "Abr", + "Noor", + "oji", + "plong", + "Supreme", + "lagoons", + "olong", + "Anspr", + "marinated" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ool", + "oji", + "mathbb", + "oms", + "ugas", + "iores", + "ily", + "lak", + "ization", + "oj", + "ORS", + "theater", + "mem", + "initialize", + "Oregon", + "ancher", + "ior", + "ured", + "izing", + "ORE", + "zym", + "orna" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "ement", + "TOG", + "bou", + "orna", + "Gustaf", + "felter", + "ancher", + "intestinal", + "Mars", + "olong", + "osch", + "luch", + "isons", + "lak", + "tray", + "ifeng", + "Abr", + "Arora", + "martial", + "tray", + "ORN" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "resin", + "Resin", + "customary", + "encara", + "neuron", + "singleArray", + "Carpet", + "wcout", + "Godfather", + "ButtonGroup", + "odymium", + "melamine", + "Ruta", + "Dumper", + "prus", + "Debra", + "Mariner", + "motels", + "scrat", + "setObjectName", + "innate", + "magnetism", + "broadened" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Birthday", + "Alle", + "renderer", + "normalization", + "rewrite", + "EB", + "NORMAL", + "chrysanthemum", + "nvidia", + "naman", + "FILL", + "mathsize", + "pewno", + "breath", + "RECOMM", + "Kappa", + "Donation", + "Venez", + "wem", + "relse", + "kredit" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "NORMAL", + "rewrite", + "pewno", + "Kristall", + "chrysanthemum", + "atth", + "triangleright", + "pencil", + "Lens", + "Saldo", + "Cameras", + "Chrys", + "Larger", + "Saudi", + "Soda", + "Sadd", + "MSc", + "normalization" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Chrys", + "Kristall", + "sampel", + "mas", + "pewno", + "Birthday", + "pencil", + "chrysanthemum", + "Lens", + "Saldo", + "Ink", + "Fifa", + "Lazada", + "Saudi", + "saa", + "Hd", + "Filters", + "Webcam", + "XXV", + "breath", + "Za", + "worsen", + "MEMBER", + "Certainly" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "registro", + "handful", + "WORTH", + "haya", + "Lives", + "haf", + "nutric", + "wah", + "genesis", + "WHIT", + "TECHNICAL", + "COR", + "ForEach", + "Nickname", + "FAF", + "berth", + "campeonato", + "OFFICE", + "Fruit", + "hetero", + "Birthday", + "registro" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "t", + "ebel", + "s", + "slik", + "genu", + "creases", + "vc", + "energetic", + "sene", + "mektedir", + "comienzo", + "compassion", + "sufferings", + "s", + "exuber", + "sellers", + "Hd", + "sav", + "Hd", + "dac" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "gehend", + "iven", + "oq", + "haf", + "si", + "to", + "dir", + "ujos", + "s", + "idades", + "er", + "med", + "og", + "Oliveira", + "est", + "egin", + "manner", + "nou", + "izability" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "Moreover", + "gehend", + "iven", + "med", + "ujos", + "t", + "manner", + "night", + "fif", + "lepas", + "haf", + "heartedly", + "selves", + "ures", + "rog", + "osof", + "do" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "Moreover", + "t", + "folds", + "esimerkiksi", + "furthermore", + "moreover", + "digamos", + "med", + "voila", + "fato", + "comienzo", + "ve", + "fif", + "udir", + "Kalau", + "Furthermore", + "Depois", + "ures", + "beispielsweise", + "dif" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "t", + "folds", + "digamos", + "esimerkiksi", + "s", + "Moreover", + "furthermore", + "comienzo", + "ve", + "med", + "enorm", + "moreover", + "creases", + "slik", + "s", + "sur", + "dif", + "ures", + "er", + "dass", + "dig", + "fato", + "celles" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "Moreover", + "digamos", + "do", + "ures", + "voila", + "folds", + "dig", + "zeug", + "sure", + "selves", + "vulner", + "let", + "tyle", + "fif", + "dig", + "manner", + "fato", + "Moreover", + "deer", + "lepas", + "dif" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Finally", + "finalized", + "manner", + "Finalmente", + "voila", + "sheep", + "vnd", + "skept", + "Moreover", + "mah", + "finalize", + "dynamics", + "zeug", + "behaviors", + "finalmente", + "ChangedEventArgs", + "ures", + "minecraft", + "rekom", + "ridges", + "matics", + "synthesize", + "wire" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "Dynamics", + "dynamics", + "Finally", + "civ", + "sheep", + "Miner", + "dynamics", + "mason", + "dud", + "zeug", + "minecraft", + "Finalmente", + "finalized", + "cnc", + "instances", + "mah", + "finalmente", + "Romeo", + "finally", + "fif" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "WRITE", + "Langkah", + "thoughtful", + "BUILD", + "Brainz", + "WRITE", + "Annotation", + "psychic", + "hibernate", + "PLOAD", + "uglify", + "langkah", + "rectangles", + "Ajax", + "ainder", + "MYSQL", + "Thought", + "Dynamics" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "Brainz", + "Lorsque", + "hibernate", + "discontinuities", + "Dynamics", + "displace", + "bmp", + "Contour", + "Psi", + "psi", + "Quando", + "gdf", + "Neuron", + "intend", + "hensible", + "Annotation", + "Scientists", + "Pokud", + "Neuroscience", + "Traverse", + "objc", + "Nomad", + "Zidane", + "zerst", + "Miner" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "intend", + "sigu", + "Note", + "did", + "Psi", + "strides", + "blemishes", + "solute", + "geometric", + "Lorsque", + "oretic", + "anzeigen", + "enje", + "constitu", + "theor", + "Describe", + "solicitud", + "equi", + "steps", + "consec", + "hensible", + "bmp", + "Integrity", + "Therefore", + "lamented", + "crit" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "steps", + "Steps", + "sheep", + "STEP", + "dap", + "bekas", + "oretic", + "Tread", + "enje", + "step", + "Step", + "sekaligus", + "Entropy", + "Marian", + "footprints", + "Schritte", + "eous", + "strides", + "blemishes", + "Hemp", + "solute", + "irreparable", + "seguir", + "Entsche", + "Schritt", + "LastError", + "XPATH", + "Psi" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "steps", + "step", + "STEP", + "Steps", + "steps", + "Step", + "step", + "Steps", + "Step", + "estep", + "LastError", + "permanent", + "yak", + "pasos", + "STEP", + "footprints", + "espacial", + "Schritt", + "passos", + "Contour", + "Chrys", + "sekaligus", + "efet", + "passen", + "Psi", + "espera" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "steps", + "step", + "steps", + "Steps", + "STEP", + "step", + "Steps", + "Step", + "footprints", + "Step", + "footsteps", + "STEP", + "pasos", + "footprint", + "stepped", + "stepping", + "Prints", + "estep", + "Schritte", + "passos", + "kesan", + "impression", + "Schritt", + "Impression", + "foot", + "sekaligus", + "imprinted", + "esteps", + "permanent" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "steps", + "prints", + "step", + "surface", + "step", + "imprinted", + "steps", + "Surface", + "Prints", + "Prints", + "Steps", + "imprint", + "permanent", + "surface", + "footprint", + "Steps", + "foot", + "impression", + "footprints", + "stepped", + "prints", + "Surface", + "pasos", + "printing", + "permanent", + "Permanent", + "Printing" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "surface", + "Surface", + "Surface", + "surface", + "SURFACE", + "surfaces", + "superficie", + "permukaan", + "SUR", + "Surfaces", + "surfaced", + "urface", + "oppervlak", + "surf", + "powierzchn", + "surf", + "subsurface", + "surfacing", + "povr", + "sur", + "permanent", + "Surf", + "superficies", + "Sur" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "surface", + "Surface", + "Surface", + "surface", + "SURFACE", + "surfaces", + "SUR", + "permukaan", + "superficie", + "Surfaces", + "superficies", + "permanent", + "Permanent", + "permanent", + "superfici", + "urface", + "Sur", + "Permanent", + "powierzchn", + "oppervlak", + "perman", + "surf", + "surfaced", + "subsurface", + "Surat" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Permanent", + "In", + "This", + "However", + "Actually", + "Surface", + "There", + "Since", + "We", + "Note", + "You", + "They", + "If", + "Alternatively", + "I", + "No", + "permanent", + "Additionally", + "It", + "thought", + "In", + "Each", + "These", + "Permanent", + "Many", + "Both", + "Required", + "When", + "For", + "Usually", + "More", + "A" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 95431, + 184673, + 223793, + 82319, + 180094, + 67218, + 216159, + 235279, + 63919, + 124227, + 198203, + 148480, + 117683, + 124126, + 157108, + 114690, + 99407, + 107806, + 36932, + 145932, + 71529, + 41550, + 12702, + 13093, + 95307, + 99949 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 172247, + 25804, + 96942, + 89312, + 26414, + 44709, + 23384, + 33947, + 183830, + 180997, + 166359, + 154863, + 172321, + 153716, + 73655, + 3454, + 1003, + 1916, + 15001, + 21951, + 7307, + 22942, + 33203, + 34530, + 65131, + 85211 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 34744, + 99475, + 43866, + 100762, + 208009, + 206016, + 180673, + 122759, + 165536, + 154418, + 165145, + 132480, + 135465, + 128207, + 101690, + 162203, + 133911, + 131169, + 169140, + 22314, + 37497, + 3503, + 2396, + 6227, + 5212, + 30989 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 29251, + 49663, + 25311, + 45756, + 27524, + 19137, + 6801, + 1474, + 6037, + 86021, + 63791, + 21157, + 12864, + 2735 + ] + }, + { + "label": "glide", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 183770, + 194967, + 181013, + 161821, + 162010, + 77467, + 7996, + 13151, + 8584, + 4914, + 42717, + 24483, + 23249, + 46405 + ] + }, + { + "label": "slip", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 70829, + 80960, + 58336, + 169612, + 207794, + 128285, + 26785, + 8916, + 3111, + 75, + 6611, + 241, + 529, + 1029 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "steps", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "step", + "output_checked": true + }, + { + "concept": "Finally", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "step", + "output_checked": true + }, + { + "concept": "impedances", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "aporta", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "multitud", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "Zou", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "finitely", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "ured", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "blemishes", + "score": 2.0, + "best_rank": 3, + "best_depth": 87.2, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Oto", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "besitzt", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Plastic", + "output_checked": true + }, + { + "concept": "cyclone", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "softener", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "masala", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "summarize", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "Trouver", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "Paribas", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "minify", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "step", + "output_checked": true + }, + { + "concept": "AIS", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "compositional", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "PvP", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "SearchResult", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "defects", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "snowboard", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cuyos", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "meninggalkan", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "END", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "Injection", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Acrylic", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "through", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "traveling", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "chirurg", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Caste", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "Plastic", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "Keyboard", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "tetromino", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "replace", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "ajax", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "Abelian", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "Brainz", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "enriched", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "chorizo", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "close", + "output_checked": true + }, + { + "concept": "Assumptions", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "close", + "output_checked": true + }, + { + "concept": "dure", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "Latter", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "surgery", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "close", + "output_checked": true + }, + { + "concept": "voids", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "BOSE", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "close", + "output_checked": true + }, + { + "concept": "slik", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Dynamics", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "determinada", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "close", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "Plastic", + "output_checked": true + }, + { + "concept": "tubing", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "bzw", + "score": 1.0, + "best_rank": 3, + "best_depth": 87.2, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "deformation", + "score": 1.0, + "best_rank": 3, + "best_depth": 91.5, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "logotipo", + "score": 1.0, + "best_rank": 4, + "best_depth": 51.1, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "saber", + "score": 1.0, + "best_rank": 4, + "best_depth": 80.9, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "INI", + "score": 1.0, + "best_rank": 5, + "best_depth": 76.6, + "near_token": "surface", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "s", + "ve", + "se", + "ter", + "th", + "wh", + "le", + "cl", + "row", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "any", + "anc", + "clud", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "min", + "ground", + "ts", + "ced" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "is", + "comp", + "ner", + "rence", + "umeric", + "sap", + "perk", + "haute", + "flows", + "malloc", + "aquele", + "menes", + "uq", + "conflicted", + "og", + "tr", + "ne", + "ise", + "iy", + "qual", + "assert", + "More" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "j", + "ust", + "ib", + "one", + "te", + "ON", + "bet", + "ict", + "uring", + "raph", + "ke", + "som", + "arn", + "mark", + "da", + "fin", + "essage", + "ivid", + "RO", + "ability", + "iss", + "pha", + "mag", + "ived", + "uild", + "mar", + "ably", + "ograph" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "ou", + "ro", + "im", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "du", + "ge", + "ber", + "row", + "St", + "pr", + "mathrm", + "sa", + "de" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "on", + "he", + "en", + "s", + "m", + "de", + "qu", + "ra", + "pro", + "com", + "ity", + "The", + "le", + "ha", + "ad", + "which", + "com", + "i", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "who", + "ric", + "rib" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "s", + "an", + "it", + "is", + "ar", + "le", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "ol", + "ig", + "ur", + "ve", + "de", + "ay", + "qu", + "ir", + "ly", + "ra", + "un", + "ri", + "ere", + "com", + "pe" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "id", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "ort", + "se" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "os", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "comp", + "lic", + "St", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "set", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "of", + "ization", + "perfectly", + "lid", + "liaison", + "kaya", + "bringen", + "Ils", + "Publicity", + "n", + "ers", + "nya", + "photograph", + "reput", + "they", + "selection", + "lym", + "bildung" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "perfectly", + "lid", + "administrator", + "grandfather", + "aal", + "bildung", + "superstar", + "liaison", + "remember", + "tentative", + "bringen", + "mellow", + "wunder", + "ampio", + "Publicity", + "e", + "n" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "colabor", + "imitation", + "Publicity", + "fielder", + "any", + "equip", + "damn", + "aal", + "reliance", + "er", + "expert", + "perfectly", + "administrator", + "Looking", + "superstar", + "bounty", + "Verenigde", + "Tog", + "Excuse", + "e", + "ET", + "behalf", + "readily", + "officially" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "er", + "Looking", + "damn", + "tog", + "avrebbe", + "immense", + "any", + "colabor", + "been", + "ET", + "Tog", + "fielder", + "asesin", + "kowy", + "Excuse", + "demise", + "aal", + "Publicity", + "paltry", + "behest", + "PA", + "behalf", + "readily", + "tremendous", + "similar" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "damn", + "avrebbe", + "immense", + "Tog", + "tog", + "er", + "fielder", + "colabor", + "demise", + "asesin", + "similar", + "been", + "kowy", + "Looking", + "paltry", + "Excuse", + "scathing", + "terribly", + "slight", + "also", + "equip", + "banal", + "schap" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "enraged", + "decree", + "despicable", + "triggered", + "immense", + "multitude", + "behalf", + "damn", + "horrific", + "vergang", + "scathing", + "localized", + "tanti", + "tremendous", + "vicious", + "rebuke", + "kubectl", + "banal", + "notoriety", + "also", + "sigh", + "ameri", + "another", + "druge", + "devenu", + "Verenigde" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "tantamount", + "imilar", + "profound", + "scathing", + "detrimental", + "tumultuous", + "Webinar", + "stillness", + "vergang", + "threx", + "mechanisms", + "phenomenon", + "termed", + "traduction", + "FIGURE", + "championed", + "despicable", + "Subsection", + "exacerbated", + "profoundly", + "applause", + "insulting" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "unsurpassed", + "championed", + "engender", + "Allows", + "tantamount", + "tions", + "Allows", + "which", + "behavi", + "propagates", + "resul", + "termed" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "immovable", + "marred", + "indelible", + "instigated", + "solidified", + "reverber", + "debilitating", + "likened", + "mqtt", + "stillness", + "listBox", + "scrollView", + "unknowingly", + "callBack", + "detrimental", + "translateY", + "focuss", + "webhook", + "championed", + "setItems", + "lingering", + "stalemate", + "mesmer", + "upheaval" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "permanent", + "lingering", + "unwanted", + "devastating", + "been", + "persistent", + "irreversible", + "permanently", + "indelible", + "lasting", + "marking", + "damaged", + "resultant", + "etched", + "debilitating", + "momentous", + "marks", + "upheaval", + "resilient", + "jagged", + "unforgettable", + "forceful", + "tenacious", + "damage", + "profound", + "consequently", + "enduring", + "disruptive", + "imprint", + "Marking", + "undesirable", + "disrupted" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "indelible", + "permanent", + "indent", + "scarring", + "stepping", + "localized", + "etched", + "stepped", + "repercussions", + "devastating", + "imprint", + "reverber", + "jagged", + "upheaval", + "imprinted", + "noticeable", + "debilitating", + "defects", + "defect", + "resultant", + "lingering", + "results", + "likened", + "been", + "step", + "unintended", + "widespread", + "persistent", + "lasting", + "irregularities", + "indentation", + "protrusions" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "steps", + "step", + "stepping", + "permanent", + "a", + "stepped", + "footprints", + "imprint", + "Step", + "footprint", + "spots", + "Steps", + "indelible", + "STEP", + "footsteps", + "Steps", + "Foot", + "pasos", + "etched", + "STEP", + "LSP", + "estep", + "etching", + "steppe", + "imprinted", + "steps", + "permanente", + "lasting" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "steps", + "step", + "S", + "N", + "steps", + "E", + "step", + "B", + "STEP", + "O", + "Step", + "Steps", + "ed", + "pasos", + "is", + "Steps", + "a", + "el", + "on", + "A", + "B", + "e", + "I", + "D", + "foot", + "P", + "St", + "stepped", + "stepping", + "S" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "step", + "steps", + "step", + "steps", + "STEP", + "Step", + "Steps", + "stepped", + "foot", + "stepping", + "pasos", + "Steps", + "footprint", + "Step", + "footsteps", + "Foot", + "footprints", + "Foot", + "estep", + "imprint", + "STEP", + "S", + "passos", + "imprinted", + "stepping", + "ed", + "foot", + "B" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "S", + "surface", + "foot", + "step", + "A", + "steps", + "permanent", + "s", + "Step", + "N", + "B", + "step", + "H", + "P", + "a", + "Surface", + "surface", + "m", + "D", + "O", + "steps", + "t", + "Surface", + "Steps", + "and", + "n", + "is", + "footprint", + "L" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "surface", + "Surface", + "Surface", + "surface", + "SUR", + "SURFACE", + "surfaces", + "superficie", + "urface", + "permukaan", + "S", + "surf", + "Surfaces", + "Sur", + "powierzchni", + "oppervlak", + "surfaced", + "sur", + "povr", + "foot", + "permanent", + "superfici" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "surface", + "Surface", + "Surface", + "surface", + "SURFACE", + "SUR", + "surfaces", + "permukaan", + "superficie", + "Surfaces", + "superfici", + "urface", + "permanent", + "surf", + "permanent", + "Permanent", + "Sur", + "Surf", + "surf", + "powierzchni", + "superficies", + "Permanent", + "povr", + "surfaced" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Permanent", + "In", + "This", + "However", + "Actually", + "Surface", + "There", + "Since", + "We", + "Note", + "You", + "They", + "If", + "Alternatively", + "I", + "No", + "permanent", + "Additionally", + "It", + "thought", + "In", + "Each", + "These", + "Permanent", + "Many", + "Both", + "Required", + "When", + "For", + "Usually", + "More", + "A" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 8.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "damn", + "score": 7.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "close", + "output_checked": true + }, + { + "concept": "been", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "densely", + "score": 5.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "destabil", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "tightly", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "severely", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "crossing", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "across", + "output_checked": true + }, + { + "concept": "multitude", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "pochi", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "glorious", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "step", + "output_checked": true + }, + { + "concept": "scathing", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "these", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "across", + "output_checked": true + }, + { + "concept": "stillness", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "beispielsweise", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "positioned", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "system", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "instigated", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "tenets", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "coupled", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "they", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "when", + "output_checked": true + }, + { + "concept": "leaving", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "fixture", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "behind", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "wake", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "steps", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "introdu", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "leisurely", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "slight", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "inevitably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "toward", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "step", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "momentous", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "lorf", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "streamline", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "initiate", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "composed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "induced", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cohesive", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "immovable", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "overview", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "through", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "intersecting", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "across", + "output_checked": true + }, + { + "concept": "structured", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "close", + "output_checked": true + }, + { + "concept": "consequently", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "plenty", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "workable", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "lasting", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "defects", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "phenomena", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "lingering", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "stepping", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "step", + "output_checked": true + }, + { + "concept": "start", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "nonlinear", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "traveling", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "beginning", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "regression", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "imperfections", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "imperfection", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-01__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-01__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-01__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-01__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Motion of linear lattice imperfections 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "During loading of a single crystal, etch-pit positions move along selected crystallographic planes and an irreversible offset accumulates.", + "prompt_tail": "During loading of a single crystal, etch-pit positions move along selected crystallographic planes and an irreversible offset accumulates.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-line-defect-motion-02", + "carrier_id": null, + "target_family": "line-defect-motion", + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 9636, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 5298 + }, + { + "label": "glide", + "best_rank": 5222, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 5850 + }, + { + "label": "slip", + "best_rank": 13961, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 7833 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "bou", + "supernatural", + "Jang", + "Abr", + "Lorraine", + "ily", + "Supernatural", + "jor", + "oport", + "Gui", + "lagoons", + "Supreme", + "Noor", + "plong", + "orna", + "Anspr", + "olong", + "marinated", + "aboo", + "Cunningham" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ool", + "oms", + "ization", + "ugas", + "oji", + "iores", + "ior", + "zym", + "Oregon", + "mathbb", + "mem", + "oj", + "initialize", + "lak", + "ingles", + "aboo", + "ured", + "izing", + "ously", + "IIS" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "otional", + "Kham", + "handful", + "hnt", + "em", + "ederal", + "ceptor", + "ies", + "negie", + "yers", + "helpers", + "TOF", + "hedral", + "fresher", + "ized", + "MAN", + "stom", + "en", + "ceedings", + "ently" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "neuron", + "Printers", + "rectMode", + "odymium", + "slik", + "squre", + "singleArray", + "Carpet", + "resin", + "macro", + "prus", + "Resin", + "impediments", + "wcout", + "classrooms", + "impediment", + "dew", + "melamine" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Birthday", + "Alle", + "normalization", + "pewno", + "chrysanthemum", + "Za", + "NORMAL", + "rewrite", + "nvidia", + "breath", + "Kristall", + "mathsize", + "Kappa", + "Lens", + "nascita", + "Donation", + "Hd", + "Lambda", + "fqsen", + "naman" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Kristall", + "pewno", + "rewrite", + "NORMAL", + "Lens", + "Chrys", + "chrysanthemum", + "atth", + "Saldo", + "Saudi", + "Hd", + "pencil", + "Cameras", + "Soda", + "nascita", + "Lambda", + "pencil", + "triangleright", + "Webcam" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Chrys", + "pewno", + "Kristall", + "sampel", + "mas", + "Lens", + "Saldo", + "Birthday", + "Ink", + "Saudi", + "chrysanthemum", + "pencil", + "Lazada", + "Za", + "nbhd", + "saa", + "Fifa", + "Hd", + "Filters", + "newblock", + "worsen", + "Webcam" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "WORTH", + "haya", + "handful", + "Lives", + "TECHNICAL", + "registro", + "berth", + "WHIT", + "FAF", + "Official", + "ForegroundColor", + "wah", + "OFFICE", + "genesis", + "COR", + "technical", + "hetero", + "ForEach", + "haf", + "nho", + "Instance", + "avorite", + "Birth", + "Birthday" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "creases", + "t", + "energetic", + "Kristall", + "exuber", + "sizer", + "Hd", + "paradigm", + "singularity", + "genu", + "Hd", + "slik", + "baka", + "vc", + "domin", + "sensation", + "laces", + "saran", + "sufferings", + "dac", + "softening", + "singularities" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "t", + "s", + "ve", + "ebel", + "impediments", + "creases", + "dir", + "sellers", + "exuber", + "enorm", + "sensation", + "dac", + "silvest", + "kwamba", + "og", + "Hd", + "particular", + "rogen", + "uette", + "sizer", + "skept", + "uelles", + "s", + "ified", + "domin", + "philosophies" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "lepas", + "urious", + "certeza", + "digamos", + "fato", + "ve", + "selves", + "manner", + "dac", + "ures", + "uette", + "voila", + "eness", + "Kalau", + "haja", + "uating", + "Interesse", + "dir", + "dass", + "uri", + "consequently" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "soften", + "softening", + "certeza", + "mason", + "beispielsweise", + "creases", + "folds", + "certainly", + "filosof", + "urious", + "fato", + "digamos", + "asegurarse", + "seldom", + "rekom", + "moreover", + "Kalau", + "Veamos", + "misalnya", + "cetera", + "Caution", + "imperatives", + "celles", + "ve", + "Depois", + "esimerkiksi" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "creases", + "softening", + "soften", + "certeza", + "certainly", + "folds", + "mason", + "beispielsweise", + "urious", + "digamos", + "enorm", + "impediments", + "celles", + "preponder", + "misalnya", + "asegurarse", + "ve", + "Veamos", + "esimerkiksi", + "imperatives", + "ified", + "softness", + "rekom", + "filosof", + "exuber", + "cetera", + "moreover" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "softening", + "certeza", + "vehement", + "Veamos", + "imperative", + "creases", + "digamos", + "urious", + "mason", + "culpa", + "postulated", + "imperatives", + "liability", + "vogue", + "particular", + "sensibility", + "refinements", + "primes", + "softened", + "filosof", + "Savage", + "laissez", + "sayang", + "folds" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "assertions", + "softening", + "vehement", + "softener", + "dynamics", + "mah", + "sensibility", + "postulated", + "softened", + "paranoid", + "Dynamics", + "imperative", + "faibles", + "rxjs", + "quartz", + "axiom", + "Etc", + "unfounded", + "pragmatic", + "skeptic", + "Veamos", + "Bootstrap", + "imperatives", + "voila", + "psicologia", + "Diagnostics", + "skept", + "regimen" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "dynamically", + "atrocious", + "Measure", + "rrrr", + "Postgres", + "additive", + "metaphysical", + "psicologia", + "arcane", + "dynamics", + "Dynamics", + "heinous", + "ODM", + "obtuse", + "nnnn", + "fortitude", + "assertions", + "negated", + "Xr", + "Porque" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "Postgres", + "MYSQL", + "a", + "psychic", + "PLOAD", + "Ansible", + "subjunctive", + "Measure", + "additive", + "WRITE", + "obnoxious", + "obtuse", + "MQTT", + "psicologia", + "softener", + "tedious", + "typescript", + "atrocious", + "Resultado", + "heinous", + "ILayout", + "chipset", + "paranoid" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "Mutation", + "Mutation", + "psicologia", + "SqlCommand", + "Postgres", + "steadily", + "accumulates", + "obsessive", + "incrementally", + "softmax", + "arcade", + "Entsche", + "pedicure", + "rosemary", + "obtuse", + "softener", + "PSI", + "Contour", + "Gnome", + "mumbled", + "trapezium", + "dfs", + "accumulator", + "Bz", + "Psi", + "typescript", + "InnoDB", + "unnamed" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "steadily", + "consequ", + "continually", + "incrementally", + "cumulative", + "irreversible", + "Psi", + "invariable", + "Mutation", + "grout", + "pseudo", + "consecuencia", + "PvP", + "cumul", + "aporte", + "Horde", + "Increment", + "undesirable", + "undesired", + "accrue", + "Aries", + "rrrr", + "engender", + "lemonade", + "Notas", + "syntactic", + "modificaciones", + "brisket", + "accentuated" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "irreversible", + "permanently", + "irrevers", + "irrevocable", + "incurable", + "irreparable", + "irreducible", + "continually", + "undesirable", + "perpetually", + "Perman", + "incrementally", + "cumulative", + "immutable", + "irreplaceable", + "Immutable", + "invariable", + "permanente", + "Unnamed", + "accumulating", + "indelible", + "undesired", + "permanent", + "irrepar", + "writeInt", + "configurable", + "obtuse", + "carbide", + "permanent", + "impure", + "grout", + "atrocious" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "irreversible", + "irrevers", + "reversible", + "irrevocable", + "acumul", + "accumulating", + "unpleasant", + "undesirable", + "invincible", + "irreparable", + "irreducible", + "reversible", + "cumulative", + "additive", + "accum", + "permanently", + "incurable", + "atrocious", + "accumulate", + "writeInt", + "irre", + "an", + "Accum", + "invertible", + "carbide", + "Unnamed", + "Infant", + "Jericho", + "grout", + "irreplaceable" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "irreversible", + "irrevers", + "reversible", + "acumul", + "accumulate", + "irrevocable", + "reversible", + "cumulative", + "accumulating", + "irreparable", + "invertible", + "continually", + "accum", + "irre", + "additive", + "undesirable", + "accumulator", + "addi", + "Accum", + "accumulates", + "inversely", + "carbide", + "ILayout", + "incurable", + "loosing", + "Infant", + "invincible", + "unpleasant", + "irreducible", + "accum", + "lastIndexOf" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "irreversible", + "irrevers", + "offset", + "irre", + "reversible", + "reversible", + "Ir", + "Offset", + "irreducible", + "accumulate", + "invertible", + "acumul", + "accumulator", + "offset", + "Ir", + "accum", + "Offset", + "cumulative", + "irreparable", + "Accum", + "irrevocable", + "accumulates", + "irr", + "accum", + "Accum", + "cumsum", + "offsets", + "accumulations", + "accumulated" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "irreversible", + "Ir", + "offset", + "irre", + "Ir", + "irrevers", + "offset", + "Offset", + "Offset", + "reversible", + "irreducible", + "reversible", + "OFFSET", + "irr", + "offsets", + "Irwin", + "acumul", + "IRL", + "offsetting", + "accum", + "Accum", + "IRR", + "ir", + "accumulate", + "reducible", + "accumulator", + "OFFSET", + "irrevocable", + "irre" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Ir", + "Ir", + "irre", + "irreversible", + "ir", + "irreducible", + "Irr", + "irre", + "irr", + "Irving", + "Irwin", + "ir", + "IR", + "IR", + "Irr", + "irrevers", + "Iris", + "Irrigation", + "irrigated", + "Irvine", + "iridescent", + "irradiance", + "irritable", + "irrevocable", + "irr", + "Irradiation" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "other", + "In", + "stands", + "I", + "the", + "that", + "These", + "This", + "which", + "It", + "States", + "Zwischen", + "We", + "There", + "ating", + "For", + "Together", + "ut", + "an", + "They", + "so", + "only", + "and", + "By", + "as", + "depending", + "in", + "Therefore", + "When" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 109139, + 176543, + 227418, + 55468, + 169972, + 83548, + 200081, + 235709, + 51566, + 57950, + 133968, + 116106, + 81984, + 67754, + 104797, + 90676, + 103292, + 65840, + 9637, + 54159, + 24975, + 11805, + 111191, + 87780, + 102311, + 87925 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 173271, + 16725, + 20130, + 51879, + 20179, + 32623, + 23895, + 23548, + 157991, + 212728, + 202735, + 173685, + 188637, + 195967, + 109171, + 26196, + 14731, + 5223, + 13936, + 25143, + 16278, + 18419, + 53568, + 78703, + 63928, + 41355 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 35189, + 126830, + 98320, + 128011, + 217151, + 205049, + 187441, + 103020, + 181033, + 195482, + 140725, + 121436, + 122690, + 105712, + 59826, + 28499, + 35156, + 13962, + 44934, + 16266, + 25643, + 36438, + 52499, + 70648, + 180904, + 33375 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 58809, + 84478, + 45751, + 85459, + 107565, + 23052, + 28254, + 5299, + 8215, + 90668, + 84414, + 37589, + 110065, + 46699 + ] + }, + { + "label": "glide", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 154431, + 159485, + 149227, + 178038, + 167256, + 34136, + 6605, + 5851, + 19242, + 52981, + 26052, + 50832, + 108329, + 131581 + ] + }, + { + "label": "slip", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 68412, + 85966, + 74579, + 197226, + 187354, + 132865, + 50519, + 7834, + 45074, + 22873, + 39840, + 25616, + 8070, + 31668 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "Integrity", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "Therapeut", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "OOP", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "STRUCTIONS", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "bezier", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "along", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "an", + "output_checked": true + }, + { + "concept": "amass", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "accumulates", + "output_checked": true + }, + { + "concept": "slik", + "score": 2.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "crystals", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "During", + "output_checked": true + }, + { + "concept": "NodeJS", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "Solaris", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Colombeau", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "Mutation", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Invasion", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "determinada", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "steadily", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "minced", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Entsche", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "seminary", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Mule", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "ERP", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "orientations", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "surface", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "direction", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "soften", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "creases", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "particular", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "softening", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dynamically", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Merrick", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "PLOAD", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Spectral", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "move", + "output_checked": true + }, + { + "concept": "mental", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "offset", + "output_checked": true + }, + { + "concept": "Pseudo", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "accumulates", + "output_checked": true + }, + { + "concept": "INE", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "single", + "output_checked": true + }, + { + "concept": "thereof", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "Ontology", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "creeps", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "along", + "output_checked": true + }, + { + "concept": "EOUS", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "axis", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "along", + "output_checked": true + }, + { + "concept": "finitely", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "towards", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "move", + "output_checked": true + }, + { + "concept": "axes", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "along", + "output_checked": true + }, + { + "concept": "betreff", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "selected", + "output_checked": true + }, + { + "concept": "egreg", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "tribulations", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "accumulates", + "output_checked": true + }, + { + "concept": "arent", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "move", + "output_checked": true + }, + { + "concept": "dispuestos", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "along", + "output_checked": true + }, + { + "concept": "cany", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "accumulates", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "During", + "output_checked": true + }, + { + "concept": "Chosen", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "selected", + "output_checked": true + }, + { + "concept": "oriented", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "EEE", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "determinadas", + "score": 1.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "selected", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "ter", + "th", + "wh", + "res", + "cl", + "row", + "ng", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "ype", + "anc", + "clud", + "ey", + "ton", + "pos", + "tr", + "pect", + "red", + "IN", + "ract", + "ray", + "ative", + "ser" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "is", + "og", + "tr", + "comp", + "ner", + "son", + "sl", + "assert", + "purposes", + "rence", + "stem", + "umeric", + "multif", + "stems", + "sst", + "perk", + "haute", + "flows", + "ocs", + "malloc", + "encompasses", + "reduct", + "aquele", + "Heap" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "y", + "j", + "ust", + "math", + "ib", + "ast", + "one", + "ound", + "itt", + "ON", + "ict", + "pol", + "raph", + "ke", + "ij", + "som", + "arn", + "mark", + "mathb", + "fin", + "essage", + "vol", + "ivid", + "To", + "RO", + "ability", + "pha" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "en", + "al", + "ou", + "el", + "l", + "re", + "im", + "ation", + "st", + "ir", + "if", + "th", + "est", + "wh", + "ist", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "ff", + "orm", + "ast", + "ip", + "ice", + "comp", + "du" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "de", + "ch", + "qu", + "ity", + "The", + "le", + "ha", + "from", + "ad", + "us", + "ign", + "which", + "i", + "ar", + "ask", + "yst", + "ick", + "ple", + "che", + "par", + "ag", + "ize", + "we", + "est", + "wo", + "who", + "my", + "oint", + "mask" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "an", + "it", + "is", + "le", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "ve", + "de", + "ay", + "ir", + "ly", + "ra", + "un", + "ere", + "com", + "end", + "ill", + "ath", + "ex", + "art" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "res", + "k", + "com" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "ew", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "of", + "eat", + "e", + "photograph", + "they", + "youtu", + "begitu", + "sehen", + "evol", + "heer", + "bringen", + "n", + "equip", + "has", + "second", + "aat", + "sof", + "wunder", + "thym" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "e", + "s", + "of", + "has", + "reput", + "aal", + "aat", + "eat", + "remember", + "evol", + "mellow", + "ampio", + "slightly", + "obile", + "equip", + "depart", + "second", + "refuge", + "administrator", + "pog", + "youtu", + "imitation", + "EG", + "successfully", + "rei", + "eas", + "sof" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "fielder", + "substantially", + "slightly", + "e", + "equip", + "substantial", + "considerably", + "aat", + "profoundly", + "Repositories", + "tanti", + "rique", + "reliance", + "ampio", + "ecek", + "begin", + "resmi", + "reput", + "behalf", + "immense", + "precision", + "aal", + "remember", + "rather", + "uninterrupted" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "readily", + "considerably", + "begin", + "slightly", + "fielder", + "slight", + "substantial", + "aat", + "Repositories", + "asesin", + "kowy", + "ain", + "ampio", + "equip", + "decid", + "rique", + "Verenigde", + "ecek", + "aal", + "errori", + "rati" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "considerably", + "tog", + "slightly", + "ecek", + "fielder", + "slight", + "decid", + "ampio", + "asesin", + "substantial", + "slew", + "Tog", + "readily", + "aal", + "aat", + "rather", + "kowy", + "equip", + "tanti" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "considerably", + "slew", + "stanno", + "substantially", + "profoundly", + "tanti", + "sigh", + "markedly", + "substantial", + "kubectl", + "enraged", + "bizarre", + "errori", + "decree", + "vergang", + "volv", + "esas", + "appreciably", + "Repositories" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "concomitant", + "exacerbated", + "of", + "caused", + "detrimental", + "championed", + "worsened", + "albeit", + "worsening", + "perceptible", + "orchestrated", + "triggered", + "dubbed", + "imparted", + "engender", + "profound", + "termed", + "profoundly" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "resulting", + "detrimental", + "resultant", + "progressively", + "progressivement", + "gradually", + "caused", + "beispielsweise", + "imparted", + "resulting", + "associated", + "reminiscent" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "gradually", + "steadily", + "progressively", + "gradual", + "slowly", + "accumulated", + "incrementally", + "increasingly", + "consecutive", + "engender", + "resulting", + "continues", + "continuously", + "resultant", + "worsening", + "misguided", + "continuous", + "cumulative", + "measurable", + "instigated", + "continual", + "persistently", + "become", + "invariably", + "undulating", + "progressivement", + "stubbornly", + "steady", + "inadvertently", + "unrelenting" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "a", + "massive", + "progressive", + "progressively", + "cumulative", + "continuous", + "persistent", + "undesirable", + "often", + "increasingly", + "systematic", + "gradual", + "undulating", + "gradually", + "profound", + "unequal", + "stubbornly", + "exponential", + "continued", + "concerted", + "development", + "monumental", + "steadfast", + "momentous", + "significant", + "slowly", + "potentially", + "meaningful", + "misguided", + "an", + "undeniable", + "steady" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "cumulative", + "a", + "progressively", + "permanent", + "increasingly", + "an", + "persistent", + "measurable", + "s", + "accumulated", + "irreversible", + "systematic", + "steadily", + "gradually", + "unavoidable", + "significant", + "quantifiable", + "gradual", + "permanently", + "meaningful", + "inex", + "substantial", + "geometric", + "steady", + "well", + "each", + "non", + "continually", + "increasing", + "historical", + "undeniable", + "continuously" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "irreversible", + "permanent", + "an", + "irrevers", + "irre", + "permanently", + "irreparable", + "irre", + "irrevocable", + "cumulative", + "permanent", + "non", + "Ir", + "forever", + "indelible", + "un", + "ir", + "inex", + "Un", + "unavoidable", + "irreducible", + "perman", + "progressively", + "und", + "irrepar", + "increasingly", + "intrans" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "irreversible", + "irre", + "irrevers", + "an", + "Ir", + "irre", + "reversible", + "irreparable", + "Un", + "irrevocable", + "Un", + "Ir", + "permanent", + "ir", + "cumulative", + "revers", + "re", + "non", + "reversible", + "un", + "irreducible", + "In", + "i", + "irrepar", + "R", + "non" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "irreversible", + "irrevers", + "reversible", + "irre", + "irre", + "Ir", + "revers", + "reversible", + "an", + "irreparable", + "irrevocable", + "cumulative", + "ir", + "Ir", + "re", + "non", + "permanent", + "non", + "irrepar", + "Un", + "un", + "uncon", + "reversals", + "irreducible", + "unre", + "irrever", + "Re", + "reversed" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "irreversible", + "Ir", + "Ir", + "irre", + "irrevers", + "irre", + "offset", + "ir", + "irreducible", + "an", + "reversible", + "offset", + "IR", + "Offset", + "reversible", + "Irving", + "Offset", + "cumulative", + "revers", + "IR", + "offsets", + "un", + "irreplaceable", + "irres", + "offsetting", + "Un", + "IRR", + "Un" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "Ir", + "Ir", + "irreversible", + "irre", + "offset", + "irre", + "IR", + "irrevers", + "ir", + "Offset", + "Irving", + "offset", + "Offset", + "irreducible", + "offsets", + "IRR", + "IR", + "Irwin", + "offsets", + "offsetting", + "Iris", + "Off", + "reversible", + "Irrigation", + "Ire", + "irr", + "Offsets" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Ir", + "Ir", + "irreversible", + "irre", + "irre", + "IR", + "ir", + "irreducible", + "Irving", + "irrevers", + "Irwin", + "Irr", + "IR", + "ir", + "Irrigation", + "irr", + "Iris", + "IRR", + "Irr", + "IRI", + "Irina", + "Iris", + "Irradiation", + "Ire", + "irrig", + "irradiance", + "irrevocable" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "other", + "In", + "stands", + "I", + "the", + "that", + "These", + "This", + "which", + "It", + "States", + "Zwischen", + "We", + "There", + "ating", + "For", + "Together", + "ut", + "an", + "They", + "so", + "only", + "and", + "By", + "as", + "depending", + "in", + "Therefore", + "When" + ] + } + ], + "logit_surprising": [ + { + "concept": "etching", + "score": 7.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "orientations", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "readily", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "these", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "towards", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "along", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "accumulates", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "nucleation", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "pit", + "output_checked": true + }, + { + "concept": "gradually", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "accumulates", + "output_checked": true + }, + { + "concept": "grown", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "hundred", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "single", + "output_checked": true + }, + { + "concept": "ameri", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "accumulates", + "output_checked": true + }, + { + "concept": "also", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "move", + "output_checked": true + }, + { + "concept": "extensively", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "change", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "offset", + "output_checked": true + }, + { + "concept": "possessing", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "progressively", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "move", + "output_checked": true + }, + { + "concept": "predefined", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "selected", + "output_checked": true + }, + { + "concept": "the", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "along", + "output_checked": true + }, + { + "concept": "oriented", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "criteria", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "selected", + "output_checked": true + }, + { + "concept": "accumulation", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "accumulates", + "output_checked": true + }, + { + "concept": "directions", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "increase", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "offset", + "output_checked": true + }, + { + "concept": "number", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "enlarge", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "damn", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "appetizer", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "rashes", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "pit", + "output_checked": true + }, + { + "concept": "impeded", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "Interestingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "move", + "output_checked": true + }, + { + "concept": "severely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "ujar", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "offset", + "output_checked": true + }, + { + "concept": "encompassed", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "engender", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "exemplary", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "selected", + "output_checked": true + }, + { + "concept": "thereby", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "erneut", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "associated", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "relatively", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "move", + "output_checked": true + }, + { + "concept": "albeit", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "slowly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "conundrum", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "respective", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "txtbtn", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "subsequently", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "an", + "output_checked": true + }, + { + "concept": "situated", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "significantly", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "move", + "output_checked": true + }, + { + "concept": "highly", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "inherently", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "accumulated", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "accumulates", + "output_checked": true + }, + { + "concept": "locations", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "coordinates", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "Upon", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "steep", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "surface", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "behest", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "tersebut", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "excessive", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "profound", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "of", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-02__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-02__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-02__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-02__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Motion of linear lattice imperfections 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A one-dimensional defect sweeps through the crystal in the direction of its mismatch vector, displacing the material on opposite sides of its plane.", + "prompt_tail": "A one-dimensional defect sweeps through the crystal in the direction of its mismatch vector, displacing the material on opposite sides of its plane.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-line-defect-motion-03", + "carrier_id": null, + "target_family": "line-defect-motion", + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 16, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 34 + }, + { + "label": "glide", + "best_rank": 3611, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2905 + }, + { + "label": "slip", + "best_rank": 845, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 211 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "supernatural", + "ement", + "ily", + "jor", + "orna", + "Supernatural", + "bou", + "Lorraine", + "Noor", + "Jang", + "oji", + "oport", + "plong", + "Gui", + "lagoons", + "JOR", + "Abr", + "Supreme", + "marinated", + "ery" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ization", + "ORE", + "ugas", + "ement", + "analyzer", + "ured", + "mathbb", + "oms", + "ously", + "iores", + "ized", + "ool", + "izing", + "Oregon", + "ior", + "enu", + "theater", + "mno", + "Malam", + "lah", + "ochemical", + "tedir", + "equalizer", + "ioxid" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "ement", + "orna", + "otional", + "ceedings", + "ies", + "ingles", + "TOF", + "osz", + "hnt", + "orh", + "ay", + "ization", + "em", + "yers", + "ORM", + "intestinal", + "luch", + "TOG", + "hostess", + "isons", + "ugas", + "ejection" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "resin", + "neuron", + "Resin", + "singleArray", + "customary", + "wcout", + "encara", + "Carpet", + "odymium", + "melamine", + "Printers", + "impediments", + "prus", + "broadened", + "slik", + "ButtonGroup", + "Dumper", + "scrat", + "innate", + "magnetism", + "Ruta" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Birthday", + "Alle", + "rewrite", + "normalization", + "NORMAL", + "pewno", + "chrysanthemum", + "renderer", + "EB", + "Hd", + "nvidia", + "XXV", + "Lens", + "Kappa", + "Donation", + "breath", + "naman", + "zeichnis", + "Kristall", + "Lambda" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Kristall", + "atth", + "Saldo", + "rewrite", + "pewno", + "NORMAL", + "Soda", + "Lens", + "Saudi", + "chrysanthemum", + "Chrys", + "triangleright", + "Hd", + "pencil", + "Webcam", + "UD", + "creativity", + "pencil" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Birthday", + "Chrys", + "mas", + "sampel", + "Kristall", + "pewno", + "Saldo", + "Ink", + "pencil", + "chrysanthemum", + "Sadd", + "Saudi", + "Fifa", + "Lazada", + "keV", + "nvidia", + "physiology", + "worsen", + "MEMBER", + "rangea", + "XXV", + "Hd", + "saa" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "WORTH", + "haya", + "Lives", + "registro", + "Birthday", + "handful", + "TECHNICAL", + "Official", + "Nickname", + "ForegroundColor", + "circledR", + "haf", + "WHIT", + "WHIT", + "Instance", + "HAS", + "OFFICE", + "berth", + "genesis", + "COR", + "wah", + "technical", + "nutric" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "creases", + "impediments", + "singularities", + "Hd", + "softness", + "impediment", + "decon", + "compassion", + "slik", + "panorama", + "Hil", + "energetic", + "softening", + "sellers", + "t", + "songwriter", + "philosophies", + "sufferings", + "saran", + "sene", + "Hd" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "enorm", + "uelles", + "ebel", + "sellers", + "creases", + "ified", + "ve", + "cetera", + "og", + "dir", + "impediments", + "dac", + "uette", + "med", + "sensation", + "enburg", + "urie", + "energetic", + "ujos", + "uri", + "urious", + "credo", + "kwamba", + "esimerkiksi", + "Hd" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "selves", + "uri", + "urious", + "credo", + "med", + "shore", + "fif", + "Moreover", + "hearted", + "lepas", + "ures", + "amos", + "rog", + "night", + "uette", + "heartedly", + "ief", + "manner", + "fato", + "gehend", + "necessary", + "ujos" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "cetera", + "esimerkiksi", + "urious", + "enorm", + "certainly", + "folds", + "beispielsweise", + "mason", + "sur", + "certeza", + "misalnya", + "ified", + "fato", + "asegurarse", + "Moreover", + "examples", + "creases", + "hearted", + "fif", + "scapes", + "moreover", + "t", + "ve", + "credo", + "dif" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "enorm", + "urious", + "cetera", + "esimerkiksi", + "folds", + "s", + "sur", + "t", + "ve", + "uri", + "ified", + "fato", + "selves", + "med", + "certainly", + "digamos", + "misalnya", + "creases", + "dif", + "notion", + "particular", + "fif", + "Moreover", + "mason", + "beispielsweise", + "comienzo" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "selves", + "urious", + "credo", + "ief", + "particular", + "manner", + "scape", + "enorm", + "uri", + "tyle", + "lenen", + "zeug", + "fato", + "do", + "fif", + "proverbial", + "med", + "notion", + "necessary", + "amor", + "cetera", + "ovati", + "ogado", + "laissez", + "argumento", + "imperative", + "ironic" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "credo", + "argumento", + "manner", + "vehement", + "scape", + "lang", + "imperative", + "assertions", + "instances", + "urious", + "exus", + "ief", + "particular", + "localized", + "ovati", + "zeug", + "xr", + "ulnerable", + "mah", + "sensual", + "ujah" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "nnnn", + "Romeo", + "XK", + "teh", + "Xr", + "Romeo", + "imperative", + "fortitude", + "discord", + "argumento", + "xr", + "shaved", + "ebd", + "Dynamics", + "metaphysical", + "Organizing", + "scape", + "diamonds", + "sporadic", + "Sailor", + "localized", + "horrend", + "sensibility" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "rectangles", + "shaved", + "securityMarks", + "Organizing", + "thoughtful", + "discord", + "additive", + "ornamental", + "psychic", + "PLOAD", + "trapez", + "obnoxious", + "heinous", + "obtuse", + "maneuver", + "Smoothing", + "PRNewswire", + "Sailor", + "attempting" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "Romeo", + "remarked", + "aneous", + "Notas", + "Bz", + "Romeo", + "Unterschiede", + "concave", + "MNOP", + "unruly", + "discord", + "intend", + "aforementioned", + "vandal", + "discontinuities", + "ToRemove", + "Mutation", + "consequ", + "bepaalde", + "esc", + "intentos", + "instantaneously", + "Rourke", + "Solaris", + "hemispheres" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "distintas", + "depending", + "Gestaltung", + "Unterschiede", + "distintos", + "determinadas", + "s", + "opposite", + "say", + "way", + "unterschied", + "eman", + "t", + "particular", + "diseg", + "determinado", + "de", + "ri", + "determinada", + "different", + "resulting", + "bepaalde", + "determinados", + "distinto", + "situation" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "unterschied", + "Unterschiede", + "displacing", + "displace", + "desplazamiento", + "instantaneously", + "opposite", + "distintas", + "displacement", + "distinto", + "depending", + "NotImplemented", + "Auswirkungen", + "displ", + "distintos", + "consecuencia", + "distinta", + "einander", + "consequ", + "Transporte", + "displacement", + "different", + "berbeda", + "LastError", + "determinadas", + "discontinuities", + "displacements" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "unterschied", + "displacement", + "displace", + "Displacement", + "displacing", + "displacement", + "diverg", + "displ", + "adi", + "Transporte", + "mut", + "diverge", + "Exper", + "discord", + "SearchResult", + "geg", + "ingles", + "Compression", + "Unterschiede", + "divergence", + "LastError", + "displacements", + "opposite", + "XP", + "yielding", + "Thrust", + "arma", + "Lore" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "displacement", + "displace", + "displacement", + "Displacement", + "displacing", + "distortion", + "desplazamiento", + "displacements", + "Distortion", + "dilation", + "yielding", + "displ", + "displaced", + "unterschied", + "distortion", + "dislocation", + "XP", + "desplaz", + "Unterschiede", + "distort", + "mut", + "shifted", + "discord", + "displayName", + "darg", + "mismatched", + "sheared", + "shearing", + "LastError", + "andando", + "dilatation" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "displacement", + "displacement", + "displacements", + "displace", + "Material", + "material", + "Displacement", + "displacing", + "Material", + "desplazamiento", + "material", + "MATERIAL", + "desplaz", + "displ", + "materiali", + "MATERIAL", + "displaced", + "materiales", + "dilation", + "Materials", + "materiale", + "Materialien", + "dislocation", + "materia", + "dilation", + "materiais", + "Materials", + "materiaal", + "materi" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "displacement", + "displacement", + "displacements", + "displacing", + "material", + "Material", + "displace", + "material", + "Material", + "Displacement", + "dilation", + "materiale", + "MATERIAL", + "desplazamiento", + "MATERIAL", + "materiali", + "desplaz", + "dilation", + "displaced", + "Materials", + "materiales", + "displ", + "Materials", + "materials", + "separation", + "dislocation", + "disp", + "Materialien", + "materiais", + "materiaal", + "separation" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "materiale", + "material", + "material", + "displacements", + "displacement", + "materiales", + "Material", + "displacement", + "materiais", + "displacing", + "Materials", + "materials", + "Materials", + "MATERIAL", + "materials", + "Material", + "materia", + "displace", + "on", + "shearing", + "materiali", + "materiaal" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "material", + "In", + "opposite", + "You", + "And", + "However", + "I", + "There", + "We", + "It", + "To", + "one", + "For", + "One", + "relative", + "Why", + "Nothing", + "On", + "you", + "opening", + "Material", + "Let", + "movement", + "No", + "two", + "locally", + "displacement", + "The", + "model", + "moving", + "motion", + "local" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 81906, + 157462, + 231088, + 60289, + 160461, + 49547, + 219775, + 231997, + 33318, + 56556, + 177687, + 129117, + 122933, + 119485, + 100282, + 54124, + 35805, + 31764, + 1998, + 502, + 84, + 17, + 25, + 26, + 1359, + 6048 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 173348, + 12732, + 47101, + 96749, + 27343, + 55838, + 26529, + 25041, + 165724, + 204284, + 188248, + 176413, + 190267, + 181607, + 117865, + 56045, + 21719, + 64719, + 51081, + 23573, + 3777, + 3612, + 8111, + 12885, + 4942, + 2812 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 35357, + 132374, + 54137, + 108861, + 212650, + 206770, + 187291, + 123103, + 163768, + 199281, + 169893, + 158193, + 162600, + 175573, + 144152, + 58366, + 102706, + 70678, + 111530, + 41783, + 14313, + 7397, + 846, + 1232, + 2328, + 4350 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 12380, + 18521, + 9941, + 40070, + 32172, + 13886, + 2511, + 4617, + 446, + 97, + 42, + 38, + 43, + 35 + ] + }, + { + "label": "glide", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 189774, + 157382, + 129352, + 127507, + 79746, + 52766, + 12395, + 42838, + 40288, + 25256, + 16676, + 21267, + 2906, + 10241 + ] + }, + { + "label": "slip", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 39731, + 57481, + 54512, + 119544, + 170316, + 129150, + 129842, + 39921, + 48733, + 17111, + 3775, + 818, + 268, + 212 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "mismatched", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "lattice", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "displacement", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Eber", + "score": 3.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "on", + "output_checked": true + }, + { + "concept": "Object", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "determinada", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "distintas", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "unterschied", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "misfit", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "misalnya", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "grunds", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "vector", + "output_checked": true + }, + { + "concept": "oftentimes", + "score": 2.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "material", + "output_checked": true + }, + { + "concept": "constituents", + "score": 2.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "material", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "vnd", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "INE", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "xyz", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "through", + "output_checked": true + }, + { + "concept": "psychic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "wandering", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "PLOAD", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "AAAAAAAA", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "baseY", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "MIP", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "bicyclists", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "through", + "output_checked": true + }, + { + "concept": "Unnamed", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "faults", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "sailing", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "through", + "output_checked": true + }, + { + "concept": "preponder", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "sides", + "output_checked": true + }, + { + "concept": "cetera", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "enorm", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "manner", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "fontweight", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "sides", + "output_checked": true + }, + { + "concept": "destruct", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "nave", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "piu", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "ANSWER", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "creeps", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "adage", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Colombeau", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "displacing", + "output_checked": true + }, + { + "concept": "XMFLOAT", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "material", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "on", + "output_checked": true + }, + { + "concept": "azide", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "axis", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "THREE", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "coder", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "behalf", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "on", + "output_checked": true + }, + { + "concept": "atoms", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "material", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "material", + "output_checked": true + }, + { + "concept": "frosts", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "olev", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "namely", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "opposite", + "output_checked": true + }, + { + "concept": "LastError", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "th", + "wh", + "row", + "gh", + "ar", + "ne", + "yst", + "inter", + "any", + "anc", + "clud", + "ey", + "pect", + "red", + "ray", + "ser", + "ational", + "roup", + "min", + "ground", + "ts", + "ces", + "ced", + "self", + "years", + "be" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "t", + "es", + "op", + "og", + "ie", + "comp", + "ise", + "ner", + "son", + "ware", + "sl", + "ir", + "qual", + "assert", + "mente", + "sav", + "ju", + "carried", + "purposes", + "whatever", + "rence", + "stem", + "umeric", + "refresh" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "y", + "ere", + "su", + "j", + "ust", + "ib", + "ast", + "ge", + "one", + "iew", + "ound", + "ike", + "left", + "pe", + "itt", + "ON", + "cept", + "ict", + "pol", + "roup", + "uring", + "raph", + "ext", + "tem", + "gu", + "ke", + "ij" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "al", + "ou", + "ro", + "ation", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "ice", + "ab", + "du", + "ge", + "ber", + "ear", + "ition", + "row", + "St", + "ations" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "on", + "he", + "en", + "s", + "de", + "qu", + "com", + "ess", + "ity", + "le", + "ha", + "ad", + "which", + "com", + "i", + "ar", + "ask", + "yst", + "ag", + "ize", + "we", + "est", + "who", + "ric", + "my", + "rib", + "oint" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "er", + "on", + "re", + "en", + "at", + "an", + "it", + "is", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "de", + "ay", + "qu", + "ir", + "ly", + "ra", + "un", + "ere", + "end", + "ill", + "ath", + "ex", + "art", + "The" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "D", + "ort", + "se", + "L" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "ew", + "te", + "ain", + "he", + "og", + "iz", + "ik", + "ich", + "av", + "ib", + "comp", + "ar", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ers", + "ization", + "selection", + "eat", + "Eles", + "e", + "n", + "s", + "of", + "lid", + "they", + "productive", + "sehen", + "sof", + "eux", + "glow", + "gambar", + "Bismillahirrah", + "decomposition", + "solidly" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "e", + "s", + "ers", + "has", + "eat", + "successor", + "rel", + "of", + "ischen", + "eur", + "ble", + "ast", + "officially", + "immense", + "aal", + "Aus", + "bildung", + "sehen", + "remember", + "evol", + "Eles", + "eine", + "eux", + "gambar" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "e", + "immense", + "fielder", + "substantial", + "shaped", + "Iz", + "contacting", + "Iy", + "ameri", + "Publicity", + "Tog", + "easily", + "readily", + "shaped", + "damn", + "circuitry", + "blinking", + "Verenigde", + "fourteenth", + "widths", + "dro", + "overcome", + "etection", + "pah" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "shaped", + "immense", + "e", + "fielder", + "readily", + "shaped", + "damn", + "anteced", + "papan", + "Tog", + "circuitry", + "B", + "ischen", + "activated", + "Looking", + "Iz", + "ET", + "substantial", + "self", + "contacting", + "currently", + "ameri", + "indiv", + "er", + "kowy", + "Verenigde", + "fourteenth" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "immense", + "damn", + "anteced", + "Tog", + "shaped", + "avrebbe", + "papan", + "acciaio", + "slight", + "indiv", + "circuitry", + "shaped", + "asesin", + "appellate", + "Excise", + "ed", + "circumstances", + "slightly", + "fielder", + "chime", + "activated", + "indicative", + "diocese", + "dupatta", + "B", + "substantial" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "immense", + "Iz", + "shaped", + "profoundly", + "stanno", + "tremendous", + "et", + "unequivocal", + "shaped", + "elated", + "acciaio", + "ed", + "caused", + "dupatta", + "substantially", + "damn", + "almost", + "transgender", + "slightly", + "vehement", + "kubectl", + "substantial", + "ally", + "profound", + "Decree" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "profoundly", + "profound", + "immense", + "tumultuous", + "championed", + "genellikle", + "known", + "stereotypical", + "described", + "momentous", + "engender", + "tremendous", + "markedly", + "unequivocal", + "created", + "substantial", + "positioned", + "swiftly", + "astonishing", + "of", + "vehement", + "elated", + "similar", + "aligned", + "intertwined", + "exhilar" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "resulting", + "facilitating", + "reminiscent", + "similar", + "approximately", + "positioned", + "mechanisms", + "characteristic", + "characterized", + "aligned", + "functionalities", + "profoundly", + "juxtaposition", + "facilitated", + "described", + "essentially", + "progressively", + "asymmetrical", + "instigated", + "caused", + "allowing", + "causing" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "progressively", + "markedly", + "profoundly", + "slightly", + "gradually", + "swiftly", + "asymmetrical", + "subtly", + "essentially", + "mechanisms", + "somewhat", + "symmetrical", + "dramatically", + "unequivocal", + "perpendicular", + "unequal", + "exponentially", + "succinctly", + "each", + "relatively", + "aligned", + "positioned", + "localized", + "facilitated", + "heightened", + "nuanced", + "perplexed", + "juxtaposition", + "significantly", + "effectively", + "drastically" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "slightly", + "different", + "various", + "highly", + "unequal", + "massive", + "two", + "approximately", + "opposite", + "widely", + "vastly", + "aligned", + "s", + "significantly", + "progressively", + "differing", + "relatively", + "strongly", + "drastically", + "asymmetrical", + "profoundly", + "completely", + "somewhat", + "equal", + "striking", + "cohesive", + "some", + "potentially", + "severely", + "neighboring", + "uneven", + "deeply" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "different", + "differing", + "opposite", + "asymmetrical", + "displaced", + "Different", + "asymmetric", + "differently", + "varying", + "staggered", + "progressively", + "divergent", + "displacement", + "different", + "pushing", + "slightly", + "unequal", + "disparate", + "upheaval", + "DIFFERENT", + "various", + "positively", + "simultaneous", + "dissimilar", + "alternating", + "displacing", + "pulling", + "each", + "side", + "separated", + "two" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "displacement", + "different", + "displaced", + "displacements", + "opposite", + "pushing", + "DIFFERENT", + "displacing", + "Different", + "differently", + "pulling", + "shifted", + "opposit", + "Displacement", + "asymmetrical", + "two", + "differing", + "asymmetric", + "laterally", + "out", + "slightly", + "pushed", + "alternating", + "pushes", + "displace", + "Opposite", + "deformation", + "disparity" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "displacement", + "divergence", + "opposite", + "displacements", + "divergent", + "diverging", + "pulling", + "displaced", + "pushing", + "ymmet", + "opposit", + "shear", + "Displacement", + "diverge", + "push", + "pushes", + "moved", + "Shear", + "desplazamiento", + "Diver", + "staggered", + "asymmetrical", + "displacing", + "Push", + "shifted", + "asymmetric", + "del" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "displacement", + "displacements", + "distortion", + "shear", + "displaced", + "desplazamiento", + "shear", + "Displacement", + "displacing", + "displace", + "sheared", + "displ", + "shifted", + "shearing", + "distort", + "displacement", + "ymmet", + "distortions", + "staggered", + "Shear", + "dilation", + "laterally", + "dist", + "distortion", + "desloc", + "deformation", + "Material", + "material", + "strain", + "shifts", + "disparity" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "displacement", + "material", + "displacements", + "Material", + "Material", + "material", + "MATERIAL", + "MATERIAL", + "displacing", + "displacement", + "desplazamiento", + "displaced", + "materials", + "materiale", + "Displacement", + "materiales", + "displace", + "Materials", + "Materials", + "desplaz", + "materiais", + "displ", + "dilation", + "materia", + "materiali", + "opposite", + "shear" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "material", + "displacement", + "displacements", + "Material", + "Material", + "material", + "MATERIAL", + "materiale", + "displacing", + "materials", + "materiales", + "MATERIAL", + "desplaz", + "desplazamiento", + "Materials", + "displaced", + "Materials", + "displacement", + "materiais", + "Displacement", + "displace", + "materials", + "materiali", + "bulging", + "materiaal" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "material", + "material", + "Material", + "materiale", + "Material", + "materiales", + "MATERIAL", + "MATERIAL", + "materials", + "materials", + "displacements", + "materiais", + "Materials", + "on", + "displacement", + "Materials", + "materiaal", + "displacement", + "materially", + "materia", + "to", + "displacing", + "materiali", + "dis", + "ateral" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "material", + "In", + "opposite", + "You", + "And", + "However", + "I", + "There", + "We", + "It", + "To", + "one", + "For", + "One", + "relative", + "Why", + "Nothing", + "On", + "you", + "opening", + "Material", + "Let", + "movement", + "No", + "two", + "locally", + "displacement", + "The", + "model", + "moving", + "motion", + "local" + ] + } + ], + "logit_surprising": [ + { + "concept": "been", + "score": 10.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "respective", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "its", + "output_checked": true + }, + { + "concept": "own", + "score": 9.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "its", + "output_checked": true + }, + { + "concept": "displacement", + "score": 8.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "displacing", + "output_checked": true + }, + { + "concept": "and", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "readily", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "various", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "different", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "opposite", + "output_checked": true + }, + { + "concept": "behest", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "sides", + "output_checked": true + }, + { + "concept": "propagation", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "imparted", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "progressively", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "opposite", + "output_checked": true + }, + { + "concept": "lattice", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "behalf", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "on", + "output_checked": true + }, + { + "concept": "impeding", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "toward", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "vehement", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "increasingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "on", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "specified", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "approximately", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "displacing", + "output_checked": true + }, + { + "concept": "localized", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "displaced", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "displacing", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "slight", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "through", + "output_checked": true + }, + { + "concept": "zaman", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "supporting", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "momento", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "opposite", + "output_checked": true + }, + { + "concept": "damn", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "muitos", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "vergang", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "immense", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "stereotypical", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "opposite", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "its", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "beispielsweise", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "lorf", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "However", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "from", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "on", + "output_checked": true + }, + { + "concept": "resulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "coupled", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "steadily", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "through", + "output_checked": true + }, + { + "concept": "continuously", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "predefined", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "entire", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "material", + "output_checked": true + }, + { + "concept": "varying", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "on", + "output_checked": true + }, + { + "concept": "expanse", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "periodically", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "through", + "output_checked": true + }, + { + "concept": "possessing", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "advancing", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "accordance", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "surrounding", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "material", + "output_checked": true + }, + { + "concept": "identified", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "slightly", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "periodic", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "each", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "on", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "on", + "output_checked": true + }, + { + "concept": "swept", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "through", + "output_checked": true + }, + { + "concept": "papan", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "vector", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "dimensional", + "output_checked": true + }, + { + "concept": "situated", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "defect", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-03__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-03__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-03__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-03__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Motion of linear lattice imperfections 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Once the resolved driving stress exceeds a threshold, mobile lattice lines traverse their favored planes and produce permanent strain.", + "prompt_tail": "Once the resolved driving stress exceeds a threshold, mobile lattice lines traverse their favored planes and produce permanent strain.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 21 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-line-defect-motion-04", + "carrier_id": null, + "target_family": "line-defect-motion", + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "thought", + "generated_token_ids": [ + 45518 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 4245, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 1435 + }, + { + "label": "glide", + "best_rank": 17363, + "best_depth": 63.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 7403 + }, + { + "label": "slip", + "best_rank": 3102, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 799 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "bou", + "supernatural", + "Jang", + "ily", + "Abr", + "Lorraine", + "Supernatural", + "Gui", + "jor", + "oport", + "orna", + "Noor", + "Supreme", + "plong", + "lagoons", + "olong", + "oji", + "Anspr", + "aboo", + "marinated", + "felter" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ool", + "oji", + "ization", + "ugas", + "oms", + "mathbb", + "iores", + "ior", + "oj", + "izing", + "Oregon", + "ht", + "zym", + "lak", + "mem", + "ORS", + "initialize", + "ingles", + "aboo", + "ily", + "ously" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "handful", + "Kham", + "em", + "negie", + "otional", + "ob", + "hnt", + "ceptor", + "etails", + "ently", + "ederal", + "ublic", + "helpers", + "ightly", + "yers", + "ization", + "mathbb", + "asa", + "GRAM", + "Thorpe" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "neuron", + "resin", + "singleArray", + "Printers", + "Resin", + "odymium", + "prus", + "wcout", + "Carpet", + "impediments", + "slik", + "melamine", + "rectMode", + "macro", + "broadened", + "squre", + "Sonos", + "magnetism", + "impediment", + "encara", + "Dumper" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Birthday", + "Alle", + "rewrite", + "normalization", + "renderer", + "EB", + "NORMAL", + "chrysanthemum", + "naman", + "nvidia", + "FILL", + "breath", + "wem", + "mathsize", + "Fres", + "Donation", + "pewno", + "XXV", + "Hd", + "Kappa", + "kredit" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "rewrite", + "pewno", + "Kristall", + "NORMAL", + "atth", + "Saldo", + "Soda", + "Hd", + "Lens", + "Chrys", + "Saudi", + "Cameras", + "chrysanthemum", + "triangleright", + "creativity", + "pencil", + "MSc", + "Webcam" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Birthday", + "Chrys", + "mas", + "sampel", + "pewno", + "pencil", + "Kristall", + "Ink", + "chrysanthemum", + "Lens", + "Saudi", + "nvidia", + "physiology", + "Saldo", + "MEMBER", + "Fifa", + "Sadd", + "Alle", + "saa", + "renderSquare", + "Filters", + "Homework" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "WORTH", + "haya", + "handful", + "TECHNICAL", + "Lives", + "berth", + "WHIT", + "OFFICE", + "Birthday", + "Nickname", + "registro", + "genesis", + "ForegroundColor", + "Official", + "FAF", + "Instance", + "WHIT", + "COR", + "avorite", + "wah", + "HAS", + "Birth" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "energetic", + "creases", + "t", + "sensation", + "exuber", + "softness", + "Hd", + "singularity", + "sene", + "softening", + "sizer", + "perspectives", + "slik", + "paradigm", + "philosophies", + "impediments", + "Hd", + "domin", + "genu", + "dac", + "dedication", + "singularities", + "impediment", + "inger", + "domin", + "laces" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "og", + "dir", + "med", + "gehend", + "uri", + "est", + "dac", + "enorm", + "ujos", + "de", + "ve", + "nou", + "uette", + "sizer", + "sensation", + "pues", + "si", + "rogen", + "uelles", + "credo", + "er", + "domin", + "sucede", + "haf" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "credo", + "med", + "gehend", + "uri", + "heartedly", + "selves", + "laissez", + "voila", + "rologic", + "lepas", + "fif", + "behavior", + "digamos", + "s", + "rog", + "urious", + "certeza", + "manner", + "enorm", + "fato", + "ujos", + "theater", + "nou" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "certeza", + "enorm", + "folds", + "mason", + "fato", + "esimerkiksi", + "creases", + "t", + "certainly", + "softening", + "digamos", + "soften", + "beispielsweise", + "ve", + "cetera", + "urious", + "moreover", + "deer", + "asegurarse", + "kwamba", + "er", + "misalnya", + "enormes", + "suits", + "dass", + "Kalau" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "enorm", + "folds", + "creases", + "t", + "digamos", + "certeza", + "ve", + "er", + "esimerkiksi", + "urious", + "fato", + "certainly", + "mason", + "comienzo", + "cetera", + "med", + "notion", + "dif", + "exuber", + "detriment", + "sensibil", + "s", + "moreover", + "misalnya", + "deer" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "do", + "laissez", + "enorm", + "Etc", + "selves", + "requisite", + "ding", + "credo", + "vehement", + "med", + "digamos", + "amor", + "fato", + "decadent", + "voila", + "perd", + "urably", + "certeza", + "uri", + "zeug", + "damit", + "cuidado", + "ogf" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "assertions", + "vehement", + "mason", + "sensibility", + "imperative", + "argumento", + "dynamics", + "xr", + "quartz", + "sheep", + "mah", + "Bela", + "Dynamics", + "softening", + "labor", + "lang", + "zeug", + "liability", + "horrend", + "vb", + "ujah", + "gesellschaft", + "voila" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "Etc", + "nnnn", + "rediscovered", + "rrrr", + "xr", + "assertions", + "Societe", + "teh", + "mason", + "fortitude", + "sporadic", + "eur", + "Joints", + "affirm", + "opus", + "mason", + "Xr", + "discord", + "dud", + "imperative", + "dbcontext", + "Fallout", + "atrocious", + "cio", + "sistemi" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "psychic", + "typescript", + "workbook", + "thoughtful", + "blamed", + "WRITE", + "PLOAD", + "Postgres", + "atrocious", + "additive", + "negatives", + "heinous", + "MYSQL", + "WRITE", + "rectangles", + "Resultado", + "horrid", + "obtuse", + "stderr", + "STADT", + "softener" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "MNOP", + "Brainz", + "gdf", + "Mutation", + "Notas", + "weed", + "Contour", + "Solaris", + "Gnome", + "Zidane", + "hibernate", + "sporadic", + "Bz", + "partite", + "rune", + "Mutation", + "Solidity", + "pvc", + "Beware", + "tessel", + "getInstance", + "Horde", + "PSI", + "Psi" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "resultante", + "resultado", + "irreversible", + "consequ", + "bepaalde", + "resulting", + "consecuencia", + "intend", + "engender", + "undesirable", + "pvc", + "aporte", + "Horde", + "determinante", + "Implications", + "Solaris", + "Notas", + "risultato", + "t", + "grout", + "Psi", + "DTS", + "yielding", + "rune", + "seg", + "detriment", + "Resultado", + "imparts", + "weed" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "permanently", + "Perman", + "permanent", + "permanente", + "writeInt", + "Permanent", + "permanent", + "grout", + "everlasting", + "perman", + "aporte", + "RuntimeError", + "irreversible", + "perman", + "carbide", + "insanity", + "feral", + "kesan", + "Infinite", + "tainted", + "Permanente", + "intrinsic", + "certeza", + "adamant", + "Perman", + "Permanent", + "irreparable", + "Notas", + "antler", + "aportan", + "ceramic" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "permanent", + "permanently", + "Perman", + "permanent", + "permanente", + "Permanent", + "Permanent", + "perman", + "perman", + "Perman", + "Permanente", + "writeInt", + "everlasting", + "permanence", + "Infant", + "irreversible", + "perennial", + "carbide", + "eternal", + "Perpetual", + "paranormal", + "dauer", + "Kain", + "insanity", + "grout", + "acne", + "impression", + "tainted" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "permanent", + "permanently", + "Perman", + "permanente", + "permanent", + "Permanent", + "perman", + "perman", + "Perman", + "Permanent", + "Permanente", + "dauer", + "everlasting", + "permanence", + "irreversible", + "writeInt", + "lasting", + "endure", + "perennial", + "eternal", + "carbide", + "sustained", + "kesan", + "enduring", + "perpetual", + "Forever", + "perpetually" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "strain", + "permanent", + "strain", + "Strain", + "Permanent", + "Strain", + "permanente", + "permanent", + "Permanent", + "strains", + "strained", + "Permanente", + "permanently", + "perman", + "Perman", + "perm", + "straining", + "Perman", + "PER", + "dauer", + "perman", + "plastic", + "permanence", + "STRA", + "perm" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "strain", + "permanent", + "strain", + "Strain", + "Strain", + "Permanent", + "Permanent", + "permanent", + "strains", + "permanente", + "strained", + "perman", + "PER", + "Permanente", + "perm", + "Perman", + "straining", + "permanently", + "Perman", + "PER", + "perm", + "train", + "rain", + "perman", + "plastic", + "dauer", + "STRA", + "Train", + "permanence", + "Perm" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "strain", + "permanent", + "Strain", + "strain", + "Permanent", + "Permanent", + "Strain", + "strains", + "permanent", + "permanente", + "strained", + "PER", + "PER", + "straining", + "zki", + "perman", + "strainer", + "Perp", + "Permanente", + "permanently", + "Pfer", + "perm", + "plastic", + "Train", + "STRA" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "permanent", + "com", + "image", + "of", + "ification", + "only", + "layer", + "equations", + "we", + "layers", + "image", + "In", + "instances", + "s", + "cases", + "Permanent", + "the", + "think", + "Each", + "failure", + "thought", + "issues", + "that", + "However", + "ne", + "So", + "sense", + "We", + "some", + "large", + "create" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 108516, + 169069, + 228963, + 60564, + 179634, + 59984, + 220111, + 233341, + 25262, + 56252, + 100979, + 83191, + 73830, + 78818, + 60146, + 44366, + 52259, + 28442, + 4246, + 103813, + 63929, + 34982, + 5294, + 4946, + 26013, + 7144 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 167926, + 20044, + 35924, + 73706, + 22777, + 39766, + 19825, + 24577, + 156665, + 200103, + 219441, + 209840, + 216266, + 218747, + 162536, + 91546, + 17364, + 29598, + 48509, + 32463, + 25908, + 30587, + 92273, + 125100, + 95856, + 86851 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 35574, + 116589, + 109582, + 122101, + 210118, + 206075, + 188662, + 115426, + 169730, + 212925, + 173569, + 136031, + 140455, + 145413, + 67106, + 27526, + 49433, + 25087, + 36533, + 3103, + 6798, + 7344, + 8006, + 7628, + 3799, + 60994 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 21697, + 56484, + 20535, + 36601, + 57229, + 4985, + 2404, + 1875, + 1436, + 60951, + 72382, + 35109, + 15710, + 2801 + ] + }, + { + "label": "glide", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 198600, + 197728, + 176395, + 215008, + 141131, + 76615, + 7404, + 12035, + 10988, + 24925, + 32337, + 65231, + 81744, + 91052 + ] + }, + { + "label": "slip", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 29322, + 51880, + 44042, + 123270, + 75933, + 46536, + 23935, + 13384, + 27127, + 8320, + 6124, + 1051, + 800, + 852 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "thresholds", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "threshold", + "output_checked": true + }, + { + "concept": "preponder", + "score": 4.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 3.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Etc", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "heinous", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "ampere", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "produce", + "output_checked": true + }, + { + "concept": "Psychiatric", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "scribble", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "produce", + "output_checked": true + }, + { + "concept": "migratory", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Miche", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "respective", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "their", + "output_checked": true + }, + { + "concept": "LEC", + "score": 2.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "axioms", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Psychiatry", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "PDPN", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "traverse", + "output_checked": true + }, + { + "concept": "egreg", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "PTSD", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "threshold", + "output_checked": true + }, + { + "concept": "softener", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "atrocious", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "disappointments", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "Alps", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "Mania", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "threshold", + "output_checked": true + }, + { + "concept": "chanel", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "roadmap", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "traverse", + "output_checked": true + }, + { + "concept": "PvP", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "exceeded", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "creases", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "dichas", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "eman", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "resultante", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "permanently", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "exceeding", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "certeza", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "enorm", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "litoral", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "Instantiate", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "superman", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "Pleistocene", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "MNOP", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "behest", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "hostility", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "masala", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Amat", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "celular", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "mobile", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "st", + "ve", + "se", + "ation", + "ter", + "th", + "wh", + "res", + "and", + "le", + "con", + "row", + "ng", + "ther", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "pr", + "left", + "text", + "set", + "any", + "anc", + "clud", + "ey", + "ton" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "is", + "comp", + "ner", + "assert", + "rence", + "umeric", + "perk", + "flows", + "ocs", + "malloc", + "aquele", + "menes", + "uq", + "conflicted", + "sman", + "es", + "og", + "tr", + "ne", + "son", + "ister", + "super", + "lish" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "y", + "j", + "ch", + "ust", + "math", + "ib", + "one", + "ound", + "ike", + "itt", + "ON", + "ict", + "pol", + "supp", + "raph", + "ke", + "arn", + "mark", + "mathb", + "da", + "fin", + "essage", + "begin", + "ivid", + "To", + "View", + "RO", + "ability" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "en", + "al", + "ou", + "ro", + "l", + "re", + "im", + "ation", + "st", + "if", + "th", + "est", + "wh", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "ff", + "orm", + "ast", + "ice", + "du", + "ge", + "ber", + "ear", + "row" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "de", + "ch", + "qu", + "ity", + "The", + "le", + "ha", + "im", + "ad", + "which", + "i", + "ar", + "ask", + "yst", + "che", + "ag", + "ize", + "we", + "est", + "ric", + "my", + "oint", + "mask", + "them", + "es" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "an", + "it", + "is", + "ar", + "le", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "ol", + "ig", + "ur", + "ve", + "de", + "ay", + "ir", + "ly", + "ra", + "un", + "ere", + "com", + "pe", + "end", + "ill", + "ath" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "ort", + "se", + "L" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ring", + "ar", + "elf", + "sp", + "ah", + "ric", + "set", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "of", + "second", + "eat", + "e", + "n", + "ers", + "photograph", + "perfectly", + "they", + "sehen", + "evol", + "eas", + "sof", + "gambar", + "heer", + "bringen", + "wunder", + "solidly", + "sli", + "Publicity", + "drap" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "e", + "s", + "ain", + "has", + "second", + "aal", + "eat", + "imitation", + "evol", + "mellow", + "ampio", + "Publicity", + "n", + "equip", + "depart", + "reput", + "youtu", + "EG", + "remember", + "eas", + "sof", + "gambar", + "wunder" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "e", + "substantial", + "readily", + "fielder", + "imitation", + "tanti", + "Publicity", + "s", + "ain", + "reput", + "somebody", + "immense", + "Repositories", + "Tog", + "ecek", + "Will", + "substantially", + "outrage", + "explained", + "facilmente", + "ameri", + "begin", + "has", + "eu", + "etection" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "damn", + "readily", + "fielder", + "substantial", + "immense", + "ain", + "Tog", + "e", + "slight", + "asesin", + "begin", + "Looking", + "outrage", + "ET", + "somebody", + "G", + "sa", + "slightly", + "ameri", + "erman" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "immense", + "damn", + "fielder", + "Tog", + "slightly", + "slight", + "substantial", + "asesin", + "outrage", + "also", + "tremendous", + "impending", + "tanti", + "been", + "crs", + "ampio", + "somebody", + "Will", + "severely" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "somebody", + "substantial", + "tanti", + "sigh", + "triggered", + "impending", + "substantially", + "immense", + "decree", + "stanno", + "caused", + "also", + "tremendous", + "severely", + "ameri", + "kubectl", + "outraged", + "exacerbated", + "continued", + "litigation", + "damn", + "bunun" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "caused", + "of", + "these", + "exacerbated", + "detrimental", + "championed", + "tantamount", + "also", + "triggered", + "become", + "widespread", + "another", + "worsened", + "hurled", + "of", + "referred", + "become", + "arising", + "caused" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "caused", + "resulting", + "detrimental", + "resulting", + "instigated", + "causing", + "engender", + "been", + "become", + "championed", + "provoked", + "mechanisms", + "inflicted", + "resulted", + "destabil", + "these", + "arising", + "triggered", + "those", + "causing", + "exacerbated" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "detrimental", + "irreversible", + "provoked", + "debilitating", + "unintentionally", + "inadvertently", + "worsening", + "undesirable", + "irreparable", + "immovable", + "lingering", + "localized", + "inevitably", + "repercussions", + "unintended", + "unintentional", + "instigated", + "devastating", + "engender", + "indelible", + "mechanisms", + "lasting", + "facilitated", + "undesired", + "triggered", + "inadvert", + "accelerated", + "pernicious", + "swelling", + "enduring", + "inducing", + "horrifying" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "massive", + "enduring", + "irreversible", + "profound", + "substantial", + "induced", + "lasting", + "undesirable", + "debilitating", + "potentially", + "unwanted", + "permanent", + "devastating", + "been", + "resulting", + "causing", + "damage", + "sustained", + "localized", + "resultant", + "inducing", + "damaging", + "inherent", + "persistent", + "severely", + "permanently", + "inherently", + "wandering", + "lingering", + "some", + "crippling", + "excessive" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "permanent", + "resulting", + "lasting", + "irreversible", + "permanently", + "resultant", + "causing", + "localized", + "enduring", + "sustained", + "scarring", + "substantial", + "a", + "unwanted", + "s", + "generating", + "creating", + "significant", + "undesirable", + "results", + "caused", + "irreparable", + "result", + "measurable", + "induced", + "unintended", + "damaging", + "debilitating", + "permanent", + "persistent", + "irrevers", + "consequence" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "permanent", + "permanently", + "lasting", + "permanent", + "Permanent", + "irreversible", + "irreparable", + "perman", + "permanente", + "Permanent", + "dauer", + "induced", + "enduring", + "forever", + "a", + "perpetual", + "permanence", + "irrevers", + "irre", + "perman", + "Permanente", + "sustained", + "persistent", + "generating", + "irrepar", + "everlasting", + "and", + "und" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "permanent", + "permanent", + "Permanent", + "perman", + "permanente", + "permanently", + "Permanent", + "perman", + "permanence", + "Perman", + "Permanente", + "dauer", + "Perman", + "irreversible", + "P", + "lasting", + "perpetual", + "strain", + "deformation", + "irreparable", + "p", + "irre", + "forever", + "Forever", + "N" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "permanent", + "permanent", + "Permanent", + "perman", + "permanently", + "permanente", + "Permanent", + "perman", + "Perman", + "permanence", + "Perman", + "dauer", + "Permanente", + "lasting", + "irreversible", + "perpetual", + "forever", + "Forever", + "forever", + "enduring", + "strain", + "irrevers", + "irre", + "irreparable" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "permanent", + "Permanent", + "permanent", + "Permanent", + "permanente", + "strain", + "perman", + "strain", + "permanently", + "perman", + "Strain", + "Strain", + "Perman", + "permanence", + "Permanente", + "Perman", + "strains", + "PER", + "dauer", + "perm", + "PER", + "p" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "permanent", + "Permanent", + "permanent", + "permanente", + "Permanent", + "strain", + "perman", + "strain", + "Strain", + "Strain", + "permanently", + "strains", + "Perman", + "PER", + "permanence", + "Permanente", + "perman", + "Perman", + "dauer", + "strained", + "PER", + "perm", + "straining", + "STRA", + "Perm" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "permanent", + "Permanent", + "permanent", + "Permanent", + "permanente", + "perman", + "strain", + "strain", + "permanently", + "strains", + "Permanente", + "Strain", + "Strain", + "Perman", + "PER", + "Perman", + "PER", + "perman", + "permanence", + "perm", + "perm", + "and", + "Perm", + "dauer", + "STRA" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "permanent", + "com", + "image", + "of", + "ification", + "only", + "layer", + "equations", + "we", + "layers", + "image", + "In", + "instances", + "s", + "cases", + "Permanent", + "the", + "think", + "Each", + "failure", + "thought", + "issues", + "that", + "However", + "ne", + "So", + "sense", + "We", + "some", + "large", + "create" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "own", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "their", + "output_checked": true + }, + { + "concept": "preferred", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "respective", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "behest", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "your", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "produce", + "output_checked": true + }, + { + "concept": "phone", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "there", + "score": 4.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "affective", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "damn", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "traverse", + "output_checked": true + }, + { + "concept": "leisurely", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "produce", + "output_checked": true + }, + { + "concept": "automobile", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "intersecting", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "traverse", + "output_checked": true + }, + { + "concept": "provide", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "produce", + "output_checked": true + }, + { + "concept": "detrimental", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "lasting", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "willingness", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "ample", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "roadside", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "activates", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "slight", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "vehement", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "threshold", + "output_checked": true + }, + { + "concept": "awaiting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "indicative", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "notifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "traverse", + "output_checked": true + }, + { + "concept": "another", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "deleterious", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "threshold", + "output_checked": true + }, + { + "concept": "maneuver", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "positioned", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "invariably", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "mereka", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "irrepar", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "caused", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "emotions", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "enhance", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "incidents", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "configuration", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "remain", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "accelerated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "irreversible", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "tenets", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "predefined", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "threshold", + "output_checked": true + }, + { + "concept": "holistic", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "spanning", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "are", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "thresholds", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "resolution", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "phones", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "obscure", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "somebody", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "wellbeing", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "various", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "massive", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "resultant", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "orthogonal", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "fixtures", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "permanent", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-04__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-04__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-04__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-04__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Motion of linear lattice imperfections 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "High-speed microscopy shows linear imperfections moving across densely packed planes. Each passage creates a small step at the free surface.", + "prompt_tail": "High-speed microscopy shows linear imperfections moving across densely packed planes. Each passage creates a small step at the free surface.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-line-defect-motion-05", + "carrier_id": null, + "target_family": "line-defect-motion", + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " a", + "generated_token_ids": [ + 496 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 17539, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 1177 + }, + { + "label": "glide", + "best_rank": 1444, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 6337 + }, + { + "label": "slip", + "best_rank": 7736, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 1903 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "orna", + "ily", + "supernatural", + "ement", + "Supernatural", + "jor", + "oji", + "bou", + "Noor", + "Lorraine", + "Jang", + "oport", + "Gui", + "plong", + "JOR", + "Supreme", + "Abr", + "lagoons", + "Mar", + "Cher" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ily", + "mem", + "oji", + "felter", + "aboo", + "zym", + "Abr", + "ht", + "Gui", + "luch", + "iores", + "GSM", + "lak", + "gh", + "orna", + "ool", + "GSM", + "osz", + "cim", + "Arora", + "mathbb", + "tray", + "argmax" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Fres", + "hse", + "Kham", + "lias", + "ocked", + "JSONObject", + "Ejec", + "iquel", + "hq", + "UNICEF", + "Servlet", + "RECOMM" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Za", + "Hd", + "pewno", + "nascita", + "XXV", + "haman", + "Writers", + "Hing", + "embossing", + "unud", + "grams", + "Indeed", + "Kalam", + "abilia", + "recorder" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Glover", + "Christi", + "odes", + "ligation", + "bilirubin", + "xj", + "unts", + "Coke", + "genesis", + "Berkeley", + "Fir", + "niejsze", + "ophthal", + "ters", + "ligt", + "egin", + "Context", + "Genesis", + "nun" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Birthday", + "NORMAL", + "rewrite", + "nvidia", + "chrysanthemum", + "Chrys", + "zeichnis", + "Kristall", + "pewno", + "naman", + "atth", + "pencil", + "Donation", + "nextNode" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Kristall", + "Birthday", + "Chrys", + "Saldo", + "pewno", + "sampel", + "mas", + "Ink", + "Hd", + "Saudi", + "Sadd", + "saa", + "chrysanthemum", + "domin", + "Lens", + "Webcam", + "pencil", + "worsen", + "rangea", + "Lazada", + "Za" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "WORTH", + "handful", + "COR", + "WHIT", + "registro", + "haf", + "ForEach", + "Lives", + "wah", + "FAF", + "berth", + "nutric", + "TECHNICAL", + "hay", + "Fruit", + "hetero", + "escal", + "WHIT", + "TRR", + "ForegroundColor", + "OFFICE", + "xim" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "t", + "creases", + "energetic", + "slik", + "Hd", + "genu", + "Hil", + "softness", + "sellers", + "supuesto", + "Hd", + "sav", + "exuber", + "sufferings", + "urie", + "s", + "sene", + "ified", + "sensation", + "incompar", + "cephal" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "dir", + "est", + "med", + "uette", + "gehend", + "en", + "de", + "as", + "ve", + "ujos", + "uelles", + "og", + "oq", + "uri", + "op", + "enburg", + "esia", + "haf", + "ebel", + "pues", + "ening", + "iven", + "dac" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "voila", + "med", + "night", + "s", + "selves", + "lepas", + "t", + "uette", + "g", + "bu", + "exemplo", + "dire", + "Moreover", + "digamos", + "theater", + "dif", + "ures", + "ended", + "heartedly", + "gehend", + "en", + "Kalau", + "de", + "uri" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "Moreover", + "t", + "folds", + "certainly", + "soften", + "moreover", + "furthermore", + "esimerkiksi", + "dif", + "Furthermore", + "ified", + "voila", + "ardin", + "certeza", + "beispielsweise", + "ve", + "mason", + "misalnya", + "filosof", + "digamos", + "creases", + "Kalau" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "t", + "folds", + "certainly", + "dif", + "ified", + "moreover", + "creases", + "soften", + "ve", + "enorm", + "esimerkiksi", + "furthermore", + "Moreover", + "slik", + "digamos", + "comienzo", + "sur", + "celles", + "reliefs", + "dass", + "urious", + "exemplo", + "misalnya" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "dif", + "med", + "particular", + "selves", + "Moreover", + "voila", + "lepas", + "exemplo", + "do", + "cuidado", + "dire", + "Moreover", + "particularmente", + "digamos", + "instances", + "zeug", + "ures", + "certainly", + "uette", + "tyle", + "folds", + "use", + "manner" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sheep", + "wire", + "sheep", + "zw", + "particular", + "mah", + "insc", + "ak", + "peculiarity", + "instances", + "lang", + "lepas", + "Bela", + "ief", + "hoff", + "ively", + "manner", + "regularity", + "dif", + "ufe", + "use", + "do" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sheep", + "teh", + "Sheep", + "sheep", + "certainly", + "shaved", + "interposed", + "endeav", + "nimble", + "ontwerp", + "rune", + "instances", + "imperative", + "ebd", + "FUND", + "intensive", + "mah", + "ornamental", + "faibles", + "kate", + "organizacji" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "a", + "rectangles", + "PLOAD", + "shaved", + "nimble", + "ornamental", + "psychic", + "FLOAT", + "softener", + "faibles", + "STADT", + "thoughtful", + "additive", + "WRITE", + "ANO", + "WRITE", + "spawned", + "MYSQL", + "Ansible" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "jeweils", + "Each", + "Each", + "gdf", + "each", + "discontinuities", + "Setiap", + "MNOP", + "jedes", + "discontinuity", + "Contour", + "Psi", + "Nomad", + "vertex", + "Chaque", + "Notas", + "imparts", + "rectangles" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "jeweils", + "Each", + "each", + "bepaalde", + "chaque", + "Kite", + "Unterschiede", + "Each", + "impulses", + "Psi", + "ed", + "imparts", + "entsprechende", + "zetek", + "particular", + "SEL", + "jedes", + "solicitudes", + "strides", + "Notas", + "cias", + "each", + "Fonte" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "jeweils", + "piccoli", + "pequenos", + "kecil", + "each", + "each", + "chaque", + "pequena", + "emde", + "pequenas", + "Each", + "Each", + "kleine", + "hvert", + "unnamed", + "pequeno", + "setiap", + "tiny", + "Notas" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "piccoli", + "kecil", + "pequenos", + "jeweils", + "a", + "emde", + "pequena", + "kleine", + "Subtle", + "faibles", + "small", + "kleinen", + "pequeno", + "Each", + "unnamed", + "gejala", + "piccola", + "feral", + "Primitives" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "steps", + "Steps", + "step", + "Step", + "stepped", + "Steps", + "step", + "piccoli", + "steps", + "Step", + "langkah", + "Langkah", + "kecil", + "STEP", + "STEP", + "Schritte", + "stepping", + "pequenos", + "Schritt", + "pequena", + "pasos", + "jeweils", + "emde" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "step", + "steps", + "step", + "steps", + "Steps", + "Steps", + "Step", + "Step", + "stepped", + "pasos", + "langkah", + "STEP", + "stepping", + "STEP", + "Schritte", + "passos", + "Schritt", + "Langkah", + "passo", + "esteps", + "paso", + "steg", + "stepping" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "step", + "steps", + "step", + "steps", + "Steps", + "Steps", + "Step", + "Step", + "stepped", + "small", + "ste", + "Ste", + "pasos", + "STEP", + "stepping", + "steg", + "Ste", + "Small", + "STEP", + "kleinen", + "langkah", + "pequena", + "pequeno" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "steps", + "step", + "Steps", + "steps", + "Steps", + "Step", + "step", + "Step", + "pequena", + "small", + "langkah", + "Small", + "pasos", + "stepped", + "Ste", + "kleine", + "STEP", + "Small", + "STEP", + "passo", + "pequeno", + "passos", + "Ste", + "steg" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "a", + "small", + "the", + "and", + "but", + "free", + "which", + "while", + "layer", + "free", + "ured", + "also", + "high", + "ifies", + "submerged", + "more", + "there", + "each", + "large", + "one", + "some", + "find", + "only", + "it", + "be", + "you", + "long", + "slightly", + "that", + "like", + "wall", + "ically" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 86013, + 198436, + 161578, + 96002, + 142825, + 116772, + 186262, + 228493, + 34144, + 70033, + 152480, + 142229, + 107834, + 119325, + 117424, + 45114, + 59655, + 52081, + 17797, + 53103, + 35418, + 31729, + 21329, + 17540, + 104903, + 10053 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 163981, + 30465, + 1542, + 3632, + 13917, + 17901, + 27175, + 32427, + 138769, + 140800, + 146474, + 113435, + 130987, + 116374, + 76621, + 7398, + 1833, + 1713, + 1445, + 2361, + 2695, + 4293, + 8405, + 10930, + 44378, + 10266 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 37701, + 86175, + 221206, + 208159, + 120845, + 206183, + 200706, + 104997, + 182612, + 220402, + 207868, + 169121, + 158872, + 158931, + 132655, + 98228, + 92561, + 32165, + 79889, + 41167, + 56866, + 58296, + 7737, + 8706, + 112053, + 32943 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 20745, + 30987, + 11216, + 11606, + 36552, + 2283, + 2554, + 2223, + 2016, + 1178, + 5155, + 4383, + 5960, + 3740 + ] + }, + { + "label": "glide", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 180854, + 144259, + 112090, + 151052, + 136136, + 32407, + 8634, + 6338, + 7952, + 6971, + 54373, + 84836, + 43684, + 44614 + ] + }, + { + "label": "slip", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 47240, + 38588, + 37586, + 119871, + 173784, + 89775, + 34882, + 13135, + 19085, + 15706, + 6294, + 10129, + 1904, + 5600 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "scope", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "least", + "score": 4.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "ensues", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "mostrar", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "blemishes", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "populated", + "score": 3.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "normally", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Each", + "output_checked": true + }, + { + "concept": "jeweils", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "eyepiece", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "conven", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "at", + "output_checked": true + }, + { + "concept": "myriad", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "pvc", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ured", + "score": 2.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "free", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Oto", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "PDPN", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "ODM", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "High", + "output_checked": true + }, + { + "concept": "atrocious", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "PLOAD", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "outages", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "TARIFF", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "ORIENTATION", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Iod", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "zabez", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "lineales", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Scope", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "steps", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "screen", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "across", + "output_checked": true + }, + { + "concept": "voila", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "conveniente", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "sheep", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "innumerable", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "Gewalt", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "step", + "output_checked": true + }, + { + "concept": "strewn", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "tetromino", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "Trouver", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "arcade", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "kneel", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "step", + "output_checked": true + }, + { + "concept": "determinada", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "Terbaik", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "injustices", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "Ordinal", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Lines", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "towards", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "edges", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "free", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "exemplo", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "High", + "output_checked": true + }, + { + "concept": "Graphs", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "multitudes", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "hvert", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "at", + "output_checked": true + }, + { + "concept": "Zou", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "High", + "output_checked": true + }, + { + "concept": "dure", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "small", + "output_checked": true + }, + { + "concept": "ress", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "ness", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "free", + "output_checked": true + }, + { + "concept": "waterline", + "score": 1.0, + "best_rank": 4, + "best_depth": 76.6, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "Nitrate", + "score": 1.0, + "best_rank": 5, + "best_depth": 68.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "edging", + "score": 1.0, + "best_rank": 6, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "se", + "ter", + "th", + "wh", + "and", + "row", + "gh", + "ar", + "ne", + "yst", + "inter", + "pr", + "any", + "anc", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "ts", + "ces", + "self", + "years", + "be", + "son", + "span", + "ined", + "ke" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "conflicted", + "rence", + "flows", + "uq", + "pitted", + "ny", + "cel", + "assert", + "ju", + "LI", + "comple", + "haute", + "ocs", + "aquele", + "turtle", + "decayed", + "tr", + "ner", + "lar" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "ro", + "se", + "j", + "one", + "bet", + "red", + "som", + "mark", + "vol", + "ush", + "To", + "RO", + "There", + "thing", + "ump", + "ably", + "kan", + "pract", + "yang", + "ware", + "That", + "mit", + "Med", + "lar", + "suggest", + "quick" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "or", + "le", + "m", + "ing", + "ion", + "l", + "st", + "im", + "g", + "u", + "se", + "be", + "th", + "us", + "ht", + "and", + "ere", + "com", + "ess", + "pe", + "j", + "pl", + "ame", + "iz", + "ies", + "int", + "ich", + "able", + "ast" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "A", + "B", + "C", + "D", + "E", + "F", + "G", + "H", + "I", + "J", + "K", + "L", + "M", + "N", + "O", + "P", + "Q", + "R", + "S", + "T", + "U", + "V" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "le", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "ere", + "com", + "pe", + "end", + "ill", + "ex", + "art", + "this", + "ies", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "p", + "w", + "f", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "ith", + "P", + "est", + "al", + "you", + "wh" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "ice", + "comp", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ers", + "s", + "of", + "lid", + "n", + "ature", + "photograph", + "they", + "selection", + "youtu", + "eat", + "begitu", + "gambar", + "wunder", + "Publicity", + "ich", + "equip", + "reput", + "multitude" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "s", + "ers", + "lid", + "youtu", + "imitation", + "devenu", + "Publicity", + "e", + "rel", + "ature", + "equip", + "sa", + "reput", + "setcounter", + "officially", + "immense", + "multitude", + "martial", + "Aus", + "eat", + "gambar" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "substantial", + "readily", + "ecek", + "fourteenth", + "fielder", + "e", + "substantially", + "damn", + "imitation", + "commonly", + "ameri", + "Publicity", + "tremendous", + "immense", + "explained", + "equip", + "considerable", + "reput", + "behalf", + "boolean", + "Looking" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "substantial", + "Looking", + "damn", + "tog", + "ameri", + "fourteenth", + "schap", + "readily", + "tremendous", + "slight", + "Considerable", + "immense", + "asesin", + "self", + "sa", + "substantially", + "successive", + "declining", + "appellate", + "nur", + "fielder", + "acciaio", + "slash", + "mutually", + "increasing" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "slight", + "tremendous", + "Considerable", + "damn", + "immense", + "schap", + "substantial", + "tog", + "asesin", + "slightly", + "fourteenth", + "fielder", + "acciaio", + "pochi", + "boolean", + "indicative", + "ecek", + "Tog", + "dieser", + "considerably" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "tremendous", + "these", + "substantial", + "esas", + "dieser", + "stanno", + "successive", + "audible", + "vergang", + "considerable", + "substantially", + "ameri", + "boolean", + "immense", + "tanti", + "desses", + "slidesPerGroup", + "essas", + "appreciable", + "oblique", + "transom" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "these", + "These", + "These", + "essas", + "desses", + "tremendous", + "of", + "esses", + "dieser", + "tych", + "tersebut", + "esas", + "THESE", + "dichas", + "noticeable", + "perceptible", + "spowod", + "phenomenon", + "exerted", + "detrimental" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "resulting", + "these", + "resulting", + "increase", + "Collectively", + "imparted", + "resultant", + "effecting", + "noticeable", + "tions", + "mechanisms", + "generated", + "effected", + "detrimental", + "collectively", + "These", + "destabil", + "perceptible", + "caused", + "those", + "characteristic" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "each", + "resulting", + "these", + "resultant", + "generated", + "Each", + "measurable", + "increase", + "Chaque", + "protrusions", + "creating", + "characteristic", + "mechanisms", + "collectively", + "undesirable", + "creates", + "generates", + "noticeable", + "facilitated", + "destabil", + "inducing", + "unintentional", + "decrease", + "causing", + "induced", + "inadvertently" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "each", + "every", + "unique", + "noticeable", + "approximately", + "slightly", + "smaller", + "small", + "resulting", + "significant", + "massive", + "resultant", + "increase", + "creating", + "distinct", + "uneven", + "noticeably", + "different", + "jagged", + "slight", + "Each", + "projected", + "Every", + "collective", + "collectively", + "inherently", + "tiny", + "irregular", + "significantly", + "prominent", + "either", + "potentially" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "creating", + "each", + "noticeable", + "significant", + "distinct", + "stepping", + "resulting", + "localized", + "every", + "these", + "measurable", + "different", + "small", + "unique", + "creates", + "stepped", + "successive", + "a", + "smaller", + "creation", + "tiny", + "stair", + "associated", + "corresponding", + "notable", + "staircase", + "jagged", + "slight", + "specific", + "substantial", + "create", + "nearly" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "each", + "small", + "slight", + "tiny", + "every", + "little", + "kecil", + "Chaque", + "a", + "SMALL", + "smaller", + "Each", + "stepping", + "step", + "Small", + "chaque", + "pequena", + "kleinen", + "pequenos", + "small", + "stair", + "steep" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "small", + "each", + "Each", + "little", + "Each", + "at", + "pequena", + "tiny", + "kecil", + "pequenos", + "a", + "slight", + "Little", + "piccole", + "piccoli", + "kleinen", + "Small", + "kleine", + "St" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "step", + "steps", + "step", + "stepped", + "Step", + "Step", + "steps", + "Steps", + "Steps", + "stepping", + "small", + "STEP", + "STEP", + "each", + "pasos", + "each", + "Schritte", + "stair", + "small", + "estep", + "Each", + "passo", + "Schritt", + "Each", + "staircase", + "stepwise" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "step", + "steps", + "step", + "steps", + "small", + "Step", + "Step", + "stepped", + "stepping", + "Steps", + "Steps", + "small", + "pasos", + "Small", + "Small", + "STEP", + "ste", + "paso", + "STEP", + "ste", + "Schritt", + "Schritte", + "passos", + "esteps", + "stepping" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "small", + "step", + "steps", + "ste", + "Ste", + "step", + "Step", + "small", + "Small", + "Small", + "steps", + "stepped", + "ste", + "Ste", + "Step", + "STE", + "Steps", + "stepping", + "Steps", + "Stephens", + "STEP", + "pequena", + "kecil", + "STEP", + "STE" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "steps", + "step", + "small", + "steps", + "step", + "Steps", + "Steps", + "Ste", + "Small", + "ste", + "Ste", + "Small", + "Step", + "small", + "Stephen", + "STE", + "Stephen", + "STEP", + "steg", + "Stephens", + "ste", + "Step", + "stepped", + "STE", + "pequena" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "a", + "small", + "the", + "and", + "but", + "free", + "which", + "while", + "layer", + "free", + "ured", + "also", + "high", + "ifies", + "submerged", + "more", + "there", + "each", + "large", + "one", + "some", + "find", + "only", + "it", + "be", + "you", + "long", + "slightly", + "that", + "like", + "wall", + "ically" + ] + } + ], + "logit_surprising": [ + { + "concept": "slight", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "readily", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "damn", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "Each", + "output_checked": true + }, + { + "concept": "towards", + "score": 5.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "impeded", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "considerably", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "small", + "output_checked": true + }, + { + "concept": "pochi", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "immense", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "free", + "output_checked": true + }, + { + "concept": "positioned", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "showing", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "various", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "across", + "output_checked": true + }, + { + "concept": "individual", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "Each", + "output_checked": true + }, + { + "concept": "relationship", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "these", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "step", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "Each", + "output_checked": true + }, + { + "concept": "pertaining", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "screen", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "across", + "output_checked": true + }, + { + "concept": "substantial", + "score": 2.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "SubDirectoryPath", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "somebody", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "honest", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "indeed", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "unexpectedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "invariably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "at", + "output_checked": true + }, + { + "concept": "albeit", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "inevitably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "free", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "seemed", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "infrequently", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "small", + "output_checked": true + }, + { + "concept": "when", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "whilst", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "which", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "classify", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "speed", + "output_checked": true + }, + { + "concept": "concepts", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "achieved", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "slowly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "undulating", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "across", + "output_checked": true + }, + { + "concept": "pulsating", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "encompassed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "spearheaded", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "localized", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "small", + "output_checked": true + }, + { + "concept": "discontinuity", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "step", + "output_checked": true + }, + { + "concept": "emphasized", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "periphery", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "free", + "output_checked": true + }, + { + "concept": "holistic", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "that", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "continuously", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "spaced", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "however", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "between", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "step", + "output_checked": true + }, + { + "concept": "passages", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "stepping", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "step", + "output_checked": true + }, + { + "concept": "sized", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "small", + "output_checked": true + }, + { + "concept": "linearity", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "populated", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "wide", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "down", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "step", + "output_checked": true + }, + { + "concept": "decent", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "surface", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-05__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-05__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-05__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-05__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-notch-resistance-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to unstable flaw extension 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Two steels have comparable yield stress, yet one pre-notched plate absorbs several times more energy before sudden separation and survives a much larger flaw.", + "prompt_tail": "Two steels have comparable yield stress, yet one pre-notched plate absorbs several times more energy before sudden separation and survives a much larger flaw.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-notch-resistance-01", + "carrier_id": null, + "target_family": "notch-resistance", + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 6801, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 698 + }, + { + "label": "crack", + "best_rank": 226, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 87 + }, + { + "label": "fracture", + "best_rank": 410, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 142 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "supernatural", + "ement", + "bou", + "Jang", + "ily", + "orna", + "Supernatural", + "jor", + "Lorraine", + "plong", + "oji", + "oport", + "Noor", + "Gui", + "lagoons", + "Abr", + "Supreme", + "JOR", + "olong", + "marinated", + "ery" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ization", + "ORE", + "ement", + "Oregon", + "ugas", + "analyzer", + "iores", + "oms", + "ously", + "ool", + "ized", + "mathbb", + "izing", + "ured", + "initialize", + "Malam", + "ior", + "theater", + "mno", + "enu", + "equalizer", + "oji", + "marvelous", + "oj", + "ochlor", + "trouble", + "iors" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "ement", + "orna", + "TOG", + "otional", + "ancher", + "osz", + "luch", + "stom", + "ies", + "isons", + "ceedings", + "orh", + "TOF", + "Gustaf", + "Arora", + "hnt", + "tray", + "ORM", + "intestinal", + "ay", + "lak", + "ejection" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "resin", + "neuron", + "Resin", + "singleArray", + "customary", + "encara", + "Carpet", + "wcout", + "melamine", + "odymium", + "prus", + "broadened", + "Printers", + "ButtonGroup", + "Dumper", + "impediments", + "Ruta", + "scrat", + "magnetism", + "Debra", + "Godfather", + "innate", + "slik" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Birthday", + "Alle", + "rewrite", + "normalization", + "NORMAL", + "renderer", + "EB", + "chrysanthemum", + "pewno", + "nvidia", + "Kappa", + "Lens", + "Hd", + "breath", + "naman", + "mathsize", + "Lambda", + "FILL", + "zeichnis", + "Donation", + "XXV" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "atth", + "rewrite", + "pewno", + "NORMAL", + "Saldo", + "Soda", + "Kristall", + "triangleright", + "Lens", + "Saudi", + "Hd", + "Cameras", + "Vann", + "chrysanthemum", + "uzz", + "creativity", + "Webcam" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Birthday", + "mas", + "Chrys", + "sampel", + "pencil", + "nvidia", + "pewno", + "FILL", + "MEMBER", + "Kristall", + "chrysanthemum", + "Ink", + "Fifa", + "physiology", + "Alle", + "relse", + "worsen", + "rangea", + "Sadd", + "renderSquare" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "WORTH", + "handful", + "TECHNICAL", + "Lives", + "berth", + "WHIT", + "registro", + "COR", + "Birthday", + "Official", + "wah", + "OFFICE", + "WHIT", + "ForegroundColor", + "genesis", + "Nickname", + "FAF", + "Instance", + "avorite", + "technical", + "hetero", + "ForEach", + "haf" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "creases", + "compassion", + "t", + "singularities", + "sene", + "impediments", + "slik", + "energetic", + "supuesto", + "sufferings", + "Kristall", + "Hil", + "exuber", + "Hd", + "Hd", + "singularity", + "softness", + "domin", + "impediment", + "domin" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "ve", + "kwamba", + "dir", + "ebel", + "med", + "impediments", + "ified", + "sensation", + "sellers", + "enorm", + "er", + "dass", + "silvest", + "og", + "particular", + "creases", + "natural", + "eur", + "exuber", + "si", + "domin", + "rogen", + "sing", + "urious", + "urie" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "med", + "s", + "lepas", + "haja", + "amos", + "sol", + "ser", + "Kalau", + "urious", + "med", + "dir", + "ures", + "uri", + "trach", + "ively", + "berg", + "particular", + "ief", + "fif", + "udades", + "isons" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "certeza", + "Kalau", + "certainly", + "urious", + "folds", + "fato", + "udir", + "esimerkiksi", + "enorm", + "cetera", + "ve", + "particular", + "ified", + "examples", + "ser", + "Depois", + "deer", + "kwamba", + "enormes" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "s", + "enorm", + "ified", + "esimerkiksi", + "er", + "urious", + "folds", + "certainly", + "ve", + "particular", + "notion", + "certeza", + "examples", + "t", + "sur", + "dog", + "digamos", + "dif", + "cetera", + "sized", + "exuber", + "preval", + "Kalau", + "parvec" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "ding", + "particular", + "proverbial", + "scape", + "tyle", + "Etc", + "vehement", + "decadent", + "dire", + "selves", + "notion", + "verg", + "fundamental", + "notable", + "requisite", + "reti", + "cuidado", + "sistemi", + "sayang", + "perd", + "amor", + "zeug", + "certeza", + "xr" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "sensibility", + "vehement", + "scape", + "assertions", + "xr", + "pragmatic", + "defens", + "sistemi", + "horrend", + "proverbial", + "injury", + "dud", + "hsize", + "ulnerable", + "rasekhar", + "skept", + "adage", + "enormes", + "expans", + "expansive", + "skeptic", + "fundamental", + "immense", + "decadent", + "deswegen" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "Etc", + "fortitude", + "dud", + "hsize", + "expansive", + "dismal", + "Romeo", + "defens", + "xr", + "defensive", + "horrend", + "egregious", + "ODM", + "egreg", + "scape", + "vehement", + "rediscovered", + "akin", + "Romeo", + "assertions", + "geek", + "sensibility", + "expansive", + "XK", + "absur", + "idable", + "pragmatic", + "feats", + "adage", + "Xr" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "mathml", + "additive", + "defensive", + "cryptic", + "ainder", + "paranoid", + "homer", + "extensive", + "geek", + "fortitude", + "assertions", + "stderr", + "sensibility", + "Postgres", + "atrocious", + "rediscovered", + "faibles", + "PLOAD", + "securityMarks", + "krypt", + "psicologia" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "Romeo", + "withstand", + "Romeo", + "withstood", + "catastrophic", + "Bz", + "MNOP", + "tolerate", + "unnamed", + "unequiv", + "stave", + "Tolerance", + "malleable", + "remarked", + "egregious", + "countenance", + "considerably", + "circumvent", + "femur", + "denser", + "complacent", + "particular", + "PSI", + "Mutation", + "fatality", + "adage", + "Minimize", + "unscathed" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "survive", + "Tolerance", + "withstand", + "sobrevivir", + "sobreviv", + "resiliency", + "withstood", + "tolerated", + "forgiving", + "toler", + "permissible", + "survived", + "sobrev", + "allowable", + "tolerance", + "tolerate", + "stave", + "withstanding", + "malleable", + "resilient", + "Toler", + "bepaalde", + "determinante", + "unequiv", + "permitted", + "engender", + "contemplated", + "Existence", + "saber", + "Compatible", + "idable" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "survive", + "withstand", + "survived", + "withstood", + "Tolerance", + "sobrev", + "sobrevivir", + "survives", + "sobreviv", + "tolerate", + "Surviv", + "tolerated", + "forgiving", + "Survive", + "undetected", + "surviv", + "unscathed", + "surviving", + "catastrophic", + "RuntimeError", + "survivor", + "XPATH", + "supervivencia", + "Survival", + "resilient", + "Surv", + "toler", + "endure", + "emde", + "Toler" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "survive", + "Surviv", + "surviv", + "survived", + "sobrevivir", + "sobrev", + "Survive", + "Surv", + "sobreviv", + "Survival", + "tolerate", + "survivor", + "tolerated", + "survives", + "Surviv", + "survival", + "surviving", + "supervivencia", + "Survivors", + "Survivor", + "Tolerance", + "survival", + "Survival", + "withstand", + "larger", + "forgiving", + "longer", + "sanitize", + "Survivor", + "Dangerous", + "Larger", + "withstood" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "survive", + "survived", + "Surviv", + "Survive", + "surviv", + "tolerate", + "tolerated", + "sobrevivir", + "sobrev", + "larger", + "Survival", + "sobreviv", + "Tolerance", + "surviving", + "survival", + "survives", + "Surv", + "Larger", + "larger", + "supervivencia", + "size", + "survivor", + "forgiving", + "survival", + "Survival", + "tolerance", + "bigger", + "Surviv", + "Larg", + "longer", + "tolerable" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "survive", + "larger", + "surviv", + "flaw", + "surviving", + "Surv", + "sobrevivir", + "survival", + "survived", + "Surviv", + "sobreviv", + "Survive", + "flaws", + "survivor", + "Survival", + "survives", + "Larger", + "Surviv", + "larger", + "Survival", + "sobrev", + "surv", + "Larg", + "survival", + "Survivor", + "supervivencia", + "soprav", + "bigger", + "Survivor", + "Survivors", + "flawed" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "survive", + "Surv", + "survival", + "survived", + "surviv", + "surviving", + "sobreviv", + "Survive", + "sobrevivir", + "survivor", + "flaw", + "Surviv", + "Survival", + "sobrev", + "Survival", + "Surviv", + "larger", + "surv", + "survives", + "survival", + "Survived", + "Survivor", + "fl", + "survivors", + "Survivors", + "Fl", + "Larg", + "larger", + "supervivencia", + "Larger", + "soprav" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "fl", + "Fl", + "Surv", + "flaw", + "fl", + "Fl", + "Survive", + "larger", + "survive", + "Larg", + "Sur", + "flaws", + "soprav", + "surviv", + "surviving", + "sobreviv", + "sobrev", + "sobrevivir", + "Surviv", + "Survived", + "superviv", + "flute", + "FL", + "Larger", + "larger", + "surv" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "In", + "However", + "Let", + "For", + "Since", + "Additionally", + "How", + "While", + "Here", + "Though", + "We", + "The", + "Large", + "This", + "Death", + "Therefore", + "If", + "But", + "Larger", + "Thus", + "It", + "Even", + "You", + "Depth", + "larger", + "Note", + "One", + "Each", + "More", + "Yes", + "Given", + "Does" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 77829, + 178000, + 221921, + 67851, + 151542, + 105467, + 59363, + 156633, + 38070, + 50169, + 36081, + 19185, + 24135, + 18511, + 9583, + 17060, + 32891, + 33447, + 52454, + 28644, + 31569, + 29940, + 26232, + 6802, + 5601, + 8632 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 27390, + 103912, + 56238, + 145116, + 189887, + 158038, + 191381, + 24859, + 113449, + 60962, + 54936, + 53515, + 46005, + 27508, + 47675, + 82270, + 69785, + 3755, + 283, + 553, + 1772, + 290, + 289, + 227, + 11047, + 736 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 177199, + 186672, + 225978, + 46722, + 101670, + 70626, + 43098, + 110591, + 25894, + 32696, + 23036, + 18751, + 19842, + 5425, + 15589, + 20741, + 44264, + 1098, + 806, + 1725, + 5705, + 3606, + 473, + 411, + 2944, + 479 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 88108, + 92012, + 60356, + 36282, + 15561, + 6805, + 1368, + 3766, + 1109, + 699, + 10312, + 20675, + 31311, + 16234 + ] + }, + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 14373, + 7017, + 7928, + 6514, + 34946, + 11968, + 6188, + 2349, + 558, + 171, + 88, + 216, + 375, + 161 + ] + }, + { + "label": "fracture", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 31255, + 22608, + 19000, + 12582, + 89985, + 4606, + 4804, + 749, + 227, + 145, + 245, + 169, + 232, + 143 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "than", + "score": 6.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "strength", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "absorbed", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "size", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Etc", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Colombeau", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "INI", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "separation", + "output_checked": true + }, + { + "concept": "stronger", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "times", + "output_checked": true + }, + { + "concept": "death", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "longer", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "much", + "output_checked": true + }, + { + "concept": "testers", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "more", + "output_checked": true + }, + { + "concept": "slik", + "score": 2.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "have", + "output_checked": true + }, + { + "concept": "ITest", + "score": 2.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "pre", + "output_checked": true + }, + { + "concept": "Mis", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "much", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "have", + "output_checked": true + }, + { + "concept": "Danger", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "segura", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "cheaper", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "times", + "output_checked": true + }, + { + "concept": "maxillary", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "Romeo", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Annotated", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "more", + "output_checked": true + }, + { + "concept": "ruptura", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "separation", + "output_checked": true + }, + { + "concept": "Instrumented", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Fracture", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "ductility", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "percent", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "several", + "output_checked": true + }, + { + "concept": "failure", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "before", + "output_checked": true + }, + { + "concept": "juven", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "woody", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "separation", + "output_checked": true + }, + { + "concept": "ShaderProgram", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "comparable", + "output_checked": true + }, + { + "concept": "Pseudo", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "absorbs", + "output_checked": true + }, + { + "concept": "regexp", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "times", + "output_checked": true + }, + { + "concept": "Chevalier", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "more", + "output_checked": true + }, + { + "concept": "snowboard", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "magnitudes", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "several", + "output_checked": true + }, + { + "concept": "Failed", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "vic", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "separation", + "output_checked": true + }, + { + "concept": "anesthet", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "notches", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "ched", + "output_checked": true + }, + { + "concept": "LEC", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "Fink", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "harder", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "much", + "output_checked": true + }, + { + "concept": "are", + "score": 1.0, + "best_rank": 3, + "best_depth": 87.2, + "near_token": "steels", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "s", + "ve", + "se", + "ter", + "th", + "wh", + "row", + "ng", + "ther", + "gh", + "ar", + "ne", + "mathrm", + "ook", + "sa", + "yst", + "inter", + "ype", + "text", + "set", + "any", + "anc", + "ey", + "ton", + "pos", + "tr", + "sh", + "pect", + "red", + "ray" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "t", + "es", + "an", + "is", + "r", + "og", + "ie", + "comp", + "ne", + "az", + "ner", + "son", + "ware", + "qual", + "mais", + "mente", + "sav", + "ju", + "reflect", + "carried", + "purposes", + "whatever", + "rence", + "atau", + "avascript" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "y", + "su", + "j", + "ch", + "ust", + "ib", + "ge", + "one", + "te", + "iew", + "ound", + "ike", + "left", + "pe", + "itt", + "ON", + "cept", + "ict", + "pol", + "uring", + "raph", + "ext", + "ke", + "ized", + "arn", + "mark", + "da", + "fin" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "en", + "ro", + "st", + "th", + "est", + "wh", + "ain", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "du", + "ge", + "ber", + "St", + "pr", + "mathrm", + "sa", + "de", + "St", + "col", + "yst" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "on", + "he", + "en", + "s", + "de", + "ch", + "qu", + "ra", + "pro", + "com", + "ity", + "The", + "le", + "ha", + "from", + "ad", + "which", + "ther", + "com", + "i", + "ar", + "yst", + "ag", + "ize", + "we", + "est" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "an", + "it", + "is", + "le", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "de", + "ay", + "ir", + "ly", + "ra", + "un", + "pro", + "ere", + "com", + "pe", + "end", + "ill", + "ath", + "ex", + "rom" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "B", + "al", + "you", + "wh", + "ers", + "res", + "k", + "D" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ar", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "n", + "of", + "photograph", + "liaison", + "sehen", + "evol", + "kaya", + "sof", + "heer", + "bringen", + "wunder", + "drap", + "s", + "son", + "equip", + "ble", + "perfectly", + "reput", + "they", + "selection", + "afin", + "documentary", + "plea" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "equip", + "ble", + "photograph", + "reput", + "aal", + "remember", + "evol", + "sof", + "bringen", + "ameri", + "e", + "n", + "s", + "rel", + "of", + "has", + "perfectly", + "officially", + "documentary", + "immense", + "youtu", + "bildung", + "liaison", + "successfully", + "kaya", + "gambar", + "heer" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "e", + "readily", + "immense", + "er", + "substantially", + "damn", + "demise", + "tanti", + "Tog", + "equip", + "outrage", + "explained", + "profoundly", + "ameri", + "asesin", + "com", + "substantial", + "resmi", + "cooking", + "reliance", + "Verenigde" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "immense", + "er", + "readily", + "asesin", + "damn", + "outrage", + "fielder", + "tanti", + "Tog", + "com", + "kowy", + "cooking", + "demise", + "tog", + "nur", + "profoundly", + "ameri", + "ET", + "equip", + "circumstances", + "ampio", + "Considerable", + "substantially", + "outraged" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "immense", + "asesin", + "outrage", + "damn", + "readily", + "Considerable", + "er", + "severely", + "tanti", + "demise", + "sorely", + "primarily", + "principally", + "outraged", + "Tog", + "circumstances", + "fielder", + "primarily", + "profoundly", + "ampio", + "com", + "kowy", + "substantially", + "tremendous" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "outraged", + "enraged", + "fundamentally", + "substantially", + "outrage", + "tanti", + "severely", + "vehement", + "championed", + "reverting", + "immense", + "damn", + "sorely", + "ameri", + "scathing", + "profoundly", + "explained", + "botched", + "urgery", + "vergang", + "defi", + "hurled" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "championed", + "despite", + "despite", + "resilient", + "resilience", + "trotz", + "lauded", + "hurled", + "supported", + "vergang", + "of", + "allowing", + "Y", + "resil", + "robust", + "enabled", + "similar", + "inspired" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "resilient", + "despite", + "withstand", + "significantly", + "comparatively", + "dramatically", + "championed", + "compared", + "drastically", + "allowing", + "substantially", + "resilience", + "stronger", + "resistant", + "longer", + "toler", + "withstood", + "whereas", + "capability", + "lauded", + "markedly", + "resiliency", + "Allowing", + "considerably", + "embold", + "mechanisms" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "toler", + "tolerant", + "tolerated", + "allowing", + "withstand", + "resilient", + "greater", + "significantly", + "tolerance", + "comparatively", + "tolerate", + "tolerable", + "stronger", + "dramatically", + "longer", + "relatively", + "nuanced", + "lenient", + "withstood", + "resilience", + "Toler", + "tolerances", + "capability", + "Allowing", + "resiliency", + "more", + "higher", + "proportionately", + "larger", + "demonstrated", + "broader" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "toler", + "tolerated", + "tolerance", + "more", + "larger", + "capable", + "tolerant", + "resilient", + "smaller", + "potentially", + "greater", + "significantly", + "tolerate", + "vastly", + "even", + "relatively", + "allowing", + "devastating", + "withstand", + "Toler", + "both", + "tolerable", + "comparatively", + "longer", + "seemingly", + "staggering", + "proportionately", + "bigger", + "capability", + "remarkably", + "able", + "threshold" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "toler", + "withstand", + "tolerated", + "tolerance", + "permissible", + "allowable", + "Toler", + "toler", + "tolerant", + "surviving", + "larger", + "tolerate", + "tolerances", + "surviv", + "smaller", + "tolerable", + "longer", + "more", + "allowed", + "allowing", + "allows", + "survive", + "resilient", + "withstood", + "accommodating", + "capable", + "resistant", + "survived", + "accepting", + "forgiving", + "Tolerance" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "toler", + "survive", + "withstand", + "surviv", + "Toler", + "tolerance", + "surviving", + "survived", + "toler", + "tolerated", + "survives", + "survival", + "tolerate", + "tolerable", + "larger", + "tolerant", + "tolerances", + "smaller", + "Tolerance", + "longer", + "withstood", + "size", + "Survive", + "Surviv", + "tolerancia", + "Surv", + "sobreviv", + "undetected", + "survivor" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "surviv", + "survive", + "survival", + "surviving", + "survived", + "sobreviv", + "survives", + "larger", + "soprav", + "Surviv", + "sobrevivir", + "Surviv", + "Surv", + "survival", + "sobrev", + "size", + "surv", + "Survival", + "Larger", + "supervivencia", + "smaller", + "Survival", + "survivor", + "toler", + "Survive", + "Toler", + "bigger", + "more", + "tamanho", + "larger", + "size", + "toler" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "survival", + "survive", + "larger", + "surviv", + "survived", + "surviving", + "sobreviv", + "larger", + "survival", + "survives", + "size", + "Larger", + "soprav", + "bigger", + "Survival", + "size", + "toler", + "survivor", + "Survive", + "Survival", + "toler", + "sobrev", + "sobrevivir", + "sized", + "supervivencia", + "tamanho", + "surv", + "Size", + "SIZE", + "Surv" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "larger", + "flaw", + "Larger", + "survive", + "surviving", + "larger", + "fl", + "survival", + "surviv", + "Fl", + "surv", + "bigger", + "flaws", + "sobreviv", + "Fl", + "survived", + "Larg", + "Surv", + "survives", + "Survive", + "survivor", + "Survival", + "fl", + "survival", + "soprav", + "sobrevivir", + "Survival", + "large", + "Surviv" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "larger", + "Larger", + "survive", + "flaw", + "surviving", + "Surv", + "surv", + "survival", + "sobreviv", + "larger", + "surviv", + "Fl", + "survivor", + "Survive", + "survived", + "survives", + "flaws", + "Larg", + "soprav", + "fl", + "Fl", + "sobrevivir", + "bigger", + "Survival", + "Survival", + "survivors", + "survival", + "supervivencia", + "sobrev", + "Surviv", + "Surviv" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "fl", + "Fl", + "Fl", + "flaw", + "larger", + "fl", + "Larger", + "Surv", + "larger", + "Larg", + "surv", + "flaws", + "survive", + "soprav", + "Survive", + "unfl", + "Sur", + "survives", + "FLA", + "sobreviv", + "surviving", + "FL", + "Flanagan", + "SUR", + "surviv" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "In", + "However", + "Let", + "For", + "Since", + "Additionally", + "How", + "While", + "Here", + "Though", + "We", + "The", + "Large", + "This", + "Death", + "Therefore", + "If", + "But", + "Larger", + "Thus", + "It", + "Even", + "You", + "Depth", + "larger", + "Note", + "One", + "Each", + "More", + "Yes", + "Given", + "Does" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 22.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "have", + "output_checked": true + }, + { + "concept": "substantially", + "score": 11.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "absorbs", + "output_checked": true + }, + { + "concept": "hundred", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "several", + "output_checked": true + }, + { + "concept": "fracture", + "score": 7.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "considerably", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "but", + "score": 6.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "comparable", + "output_checked": true + }, + { + "concept": "longer", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "survives", + "output_checked": true + }, + { + "concept": "impending", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "tensile", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "they", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "yet", + "output_checked": true + }, + { + "concept": "size", + "score": 5.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "survival", + "score": 5.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "survives", + "output_checked": true + }, + { + "concept": "toler", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "levels", + "score": 4.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "ameri", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "ched", + "output_checked": true + }, + { + "concept": "immense", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pointA", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "potentially", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "different", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "separation", + "output_checked": true + }, + { + "concept": "tested", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "than", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "similar", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "strength", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "death", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "absorbed", + "score": 3.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "nagyon", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "have", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "these", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "outraged", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "significantly", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "several", + "output_checked": true + }, + { + "concept": "resilient", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "identical", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "comparable", + "output_checked": true + }, + { + "concept": "seemingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "yet", + "output_checked": true + }, + { + "concept": "subjected", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "versus", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "more", + "output_checked": true + }, + { + "concept": "endured", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "achieving", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "before", + "output_checked": true + }, + { + "concept": "vastly", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "one", + "output_checked": true + }, + { + "concept": "becoming", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "before", + "output_checked": true + }, + { + "concept": "sized", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "failure", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "before", + "output_checked": true + }, + { + "concept": "diameter", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "Twenty", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "have", + "output_checked": true + }, + { + "concept": "notches", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "ched", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "newbie", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "ched", + "output_checked": true + }, + { + "concept": "overcome", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "incurring", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "exponentially", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "much", + "output_checked": true + }, + { + "concept": "predomin", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "etre", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "pre", + "output_checked": true + }, + { + "concept": "impede", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "not", + "output_checked": true + }, + { + "concept": "elated", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "ched", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "comparable", + "output_checked": true + }, + { + "concept": "ultimately", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "not", + "output_checked": true + }, + { + "concept": "championed", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "bzw", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "not", + "output_checked": true + }, + { + "concept": "despite", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "behavi", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "debilit", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "inherently", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "pre", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-01__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-01__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-01__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-01__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-notch-resistance-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to unstable flaw extension 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A sharp starter notch blunts as a plastic zone develops, allowing the specimen to carry additional load before rapid extension occurs.", + "prompt_tail": "A sharp starter notch blunts as a plastic zone develops, allowing the specimen to carry additional load before rapid extension occurs.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-notch-resistance-02", + "carrier_id": null, + "target_family": "notch-resistance", + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 0, + "best_depth": 87.2, + "onset_depth": 87.2, + "reached_top1": true, + "best_pos": 24, + "logit_lens_best_rank": 0 + }, + { + "label": "crack", + "best_rank": 561, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 575 + }, + { + "label": "fracture", + "best_rank": 221, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 69 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "bou", + "supernatural", + "ily", + "orna", + "Lorraine", + "Jang", + "Supernatural", + "Gui", + "Abr", + "jor", + "oport", + "oji", + "Noor", + "Supreme", + "olong", + "plong", + "Anspr", + "lagoons", + "Gustaf", + "aboo", + "Brix" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ool", + "oji", + "oj", + "Oregon", + "ugas", + "oms", + "iores", + "mathbb", + "ior", + "lak", + "mem", + "aboo", + "ht", + "zym", + "initialize", + "ancher", + "ily", + "ization", + "Gui", + "osz" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "otional", + "hnt", + "em", + "ies", + "handful", + "ceptor", + "Kham", + "TOF", + "ement", + "ederal", + "MAN", + "ceedings", + "helpers", + "Thorpe", + "stom", + "ay", + "ization", + "Corn", + "hostess", + "orh" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "neuron", + "resin", + "Printers", + "singleArray", + "rectMode", + "Carpet", + "Resin", + "odymium", + "prus", + "wcout", + "squre", + "impediments", + "macro", + "classrooms", + "slik", + "broadened", + "melamine", + "impediment", + "Sonos", + "Dumper" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Birthday", + "Alle", + "rewrite", + "normalization", + "renderer", + "EB", + "chrysanthemum", + "NORMAL", + "naman", + "nvidia", + "FILL", + "Donation", + "pewno", + "breath", + "wem", + "Fres", + "Lives", + "XXV", + "Hd", + "Kappa", + "mathsize" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Kristall", + "pewno", + "Saldo", + "rewrite", + "atth", + "NORMAL", + "Hd", + "Lens", + "Saudi", + "Soda", + "chrysanthemum", + "Chrys", + "pencil", + "UD", + "triangleright", + "Cameras", + "Webcam", + "pencil" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Chrys", + "pewno", + "Birthday", + "sampel", + "Kristall", + "mas", + "Saldo", + "Saudi", + "Ink", + "pencil", + "Lens", + "Lazada", + "chrysanthemum", + "Fifa", + "worsen", + "nbhd", + "saa", + "Za", + "keV", + "Hd", + "physiology", + "rangea" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "WORTH", + "haya", + "handful", + "Lives", + "Birthday", + "registro", + "TECHNICAL", + "WHIT", + "Nickname", + "Official", + "WHIT", + "wah", + "COR", + "OFFICE", + "berth", + "genesis", + "haf", + "ForegroundColor", + "FAF", + "Instance", + "ForEach", + "Birth", + "nutric", + "hetero" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "creases", + "Hd", + "energetic", + "t", + "softness", + "Hd", + "softening", + "slik", + "exuber", + "philosophies", + "supuesto", + "sensation", + "sellers", + "saran", + "perspectives", + "dedication", + "singularities", + "Kristall", + "soften", + "sene", + "impediments", + "compassion", + "sizer" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "dir", + "ve", + "med", + "ebel", + "uelles", + "sellers", + "sensation", + "creases", + "enorm", + "particular", + "gehend", + "og", + "ified", + "saa", + "uri", + "uette", + "dac", + "ness", + "si", + "sing", + "de", + "vc" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "amos", + "med", + "night", + "haf", + "theater", + "gehend", + "haja", + "bu", + "selves", + "behavior", + "uri", + "heartedly", + "urably", + "shore", + "Oliveira", + "ief", + "odiazep", + "uable", + "trach", + "Mississippi" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "folds", + "certeza", + "esimerkiksi", + "fato", + "certainly", + "beispielsweise", + "cetera", + "med", + "ve", + "hearted", + "creases", + "urious", + "mason", + "examples", + "fif", + "ures", + "softening", + "asegurarse", + "particular", + "uri", + "sing", + "t", + "Moreover", + "imperative", + "soften", + "gehend" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "folds", + "med", + "s", + "esimerkiksi", + "creases", + "t", + "ve", + "er", + "enorm", + "certainly", + "particular", + "exuber", + "cetera", + "urious", + "certeza", + "fato", + "sur", + "digamos", + "dif", + "beispielsweise", + "sing", + "asegurarse", + "ified", + "ures" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "s", + "particular", + "ures", + "uri", + "laissez", + "proverbial", + "ief", + "folds", + "perd", + "selves", + "sayang", + "tyle", + "scape", + "notable", + "urious", + "de", + "sage", + "gehend", + "digamos", + "med", + "amos", + "expans", + "hoff", + "defens", + "sage" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "dac", + "vehement", + "softening", + "siniz", + "asegurarse", + "expans", + "uptools", + "er", + "med", + "particular", + "ures", + "ief", + "lang", + "imperative", + "aforementioned", + "xr", + "ium", + "defens", + "laissez", + "adage", + "instances", + "ovin", + "motocicleta", + "uri", + "Etc" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "nnnn", + "aforementioned", + "egreg", + "caveat", + "adage", + "defens", + "sporadic", + "fortitude", + "cautionary", + "absol", + "imperative", + "defensive", + "remarked", + "rrrr", + "fif", + "ovati", + "ovin", + "XK", + "slowed", + "sistemi", + "ovia", + "expans", + "duit", + "vehement", + "intric", + "dud" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "defensive", + "leyici", + "edging", + "safeguard", + "defensively", + "softener", + "cautionary", + "obtuse", + "additive", + "thoughtful", + "precautionary", + "berfungsi", + "PLOAD", + "softened", + "extensive", + "remarked", + "softening", + "Defensive", + "cautious", + "psychic", + "cautiously", + "therapeutics", + "maneuver", + "configurable" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "seg", + "hesitate", + "withstand", + "vertebrae", + "intend", + "safeguard", + "withstood", + "envisaged", + "adage", + "hesitant", + "idiosync", + "undesirable", + "PSI", + "Increases", + "benzodiazep", + "increases", + "psi", + "surpasses", + "Caution", + "aforementioned", + "slowed", + "cautious", + "circumvent", + "precautionary", + "hazard", + "theor" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "conscient", + "resist", + "Fink", + "t", + "resilient", + "Prev", + "determinante", + "Integrity", + "particular", + "withstand", + "withstanding", + "ceci", + "resiliency", + "antes", + "egreg", + "dir", + "capacit", + "facilitation", + "Resilience", + "piro", + "essent", + "Resist", + "seg", + "determinada" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "withstand", + "withstanding", + "limite", + "resilient", + "wytr", + "datac", + "dure", + "Integrity", + "superstit", + "evita", + "Increases", + "withstood", + "antes", + "increases", + "segura", + "Durand", + "determinante", + "scru", + "Resilience", + "antes", + "evitando", + "iliency", + "odol", + "limit", + "resist" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Yield", + "yielding", + "yielding", + "MenuInflater", + "Endurance", + "kec", + "withstand", + "Yield", + "harden", + "strengthen", + "endure", + "reinforcing", + "reinforce", + "Loading", + "moder", + "elastic", + "reinforced", + "caoutch", + "dian", + "Strengthen", + "Rein", + "Durand", + "lubric", + "Dynamic", + "yield", + "Brace" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "Yield", + "yielding", + "yielding", + "Yield", + "ductility", + "strengthen", + "yield", + "toug", + "elastic", + "strengthening", + "strengthened", + "Endurance", + "toughness", + "endurance", + "Strengthen", + "stiffer", + "resilient", + "resistencia", + "hardening", + "Strengthening", + "strength", + "Strength", + "hardening", + "reinforced", + "tolerance", + "Tolerance", + "strength", + "yield", + "withstand", + "reinforcing" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "toughness", + "ductility", + "plastic", + "toug", + "ductile", + "hardening", + "plast", + "Plastic", + "ngthening", + "stiff", + "duct", + "plasticity", + "strength", + "Yield", + "energy", + "strength", + "softening", + "viscoelastic", + "energy", + "plastic", + "strengthened", + "hardening", + "Energy", + "plast", + "strain", + "stiffness", + "oplast", + "strengthen", + "tougher", + "Strength", + "endurance" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "toughness", + "toug", + "ductility", + "hardening", + "tou", + "tough", + "plastic", + "duct", + "stiff", + "tougher", + "tuff", + "plasticity", + "ductile", + "ngthening", + "Tou", + "hardening", + "Tough", + "to", + "energy", + "energy", + "Plastic", + "Energy", + "toughest", + "en", + "plastic", + "viscoelastic", + "postpone", + "strength", + "stre", + "Yield" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "tou", + "to", + "Tou", + "toughness", + "toug", + "TO", + "tough", + "duct", + "get", + "T", + "tou", + "without", + "Tou", + "strain", + "ngthening", + "To", + "tuff", + "ductile", + "toler", + "en", + "strain", + "before", + "tougher", + "lui", + "Without", + "tubercul", + "ato" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "Here", + "This", + "These", + "Therefore", + "It", + "To", + "I", + "Note", + "For", + "In", + "We", + "You", + "The", + "Here", + "Below", + "Because", + "Without", + "To", + "During", + "While", + "This", + "They", + "At", + "However", + "Notably", + "Although", + "Both", + "Thus", + "Additionally", + "Though", + "Since" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 90383, + 190613, + 251280, + 88815, + 163539, + 118203, + 48036, + 155275, + 44548, + 45747, + 55564, + 30909, + 28844, + 26017, + 43481, + 68690, + 85893, + 46694, + 11848, + 5528, + 296, + 14, + 1, + 1, + 4, + 935 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 28612, + 77696, + 134025, + 160805, + 190721, + 167593, + 215104, + 24994, + 105729, + 62582, + 29091, + 50315, + 41648, + 19501, + 61875, + 61949, + 63421, + 3006, + 562, + 2276, + 13603, + 977, + 1853, + 914, + 26173, + 5871 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 184351, + 201467, + 243567, + 51416, + 108028, + 73011, + 39320, + 104409, + 17933, + 25233, + 13554, + 11220, + 10878, + 3056, + 20509, + 43779, + 80989, + 2895, + 941, + 390, + 3257, + 2637, + 228, + 222, + 3398, + 2442 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 63822, + 84315, + 73790, + 61717, + 58605, + 12839, + 1983, + 1477, + 188, + 13, + 2, + 1, + 3, + 1 + ] + }, + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 11269, + 7222, + 6772, + 2328, + 9607, + 20143, + 7581, + 1567, + 956, + 576, + 1057, + 2444, + 1429, + 1858 + ] + }, + { + "label": "fracture", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 49076, + 31764, + 20823, + 31920, + 110188, + 29024, + 10619, + 2053, + 456, + 163, + 579, + 550, + 90, + 70 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "respectful", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "allowing", + "output_checked": true + }, + { + "concept": "Finals", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "RED", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "fede", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "evolve", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "loads", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "load", + "output_checked": true + }, + { + "concept": "sample", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "weight", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "toughness", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "latter", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "as", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "egreg", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "aporta", + "score": 2.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "vnd", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Gewalt", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "defensive", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "glazed", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "starter", + "output_checked": true + }, + { + "concept": "Brainz", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "occurs", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "chorizo", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "as", + "output_checked": true + }, + { + "concept": "amass", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "PVP", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "muestra", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "extend", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "antih", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "mucous", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "ori", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "soften", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "delimit", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "govt", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "bl", + "output_checked": true + }, + { + "concept": "Singular", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "coloro", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "masala", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "Psychiatric", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "seg", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sue", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "conscient", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Aries", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "tub", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "carta", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "occurs", + "output_checked": true + }, + { + "concept": "withstand", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Miche", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "starter", + "output_checked": true + }, + { + "concept": "inst", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "Dynamic", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "occurs", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "Yield", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "consp", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "governmental", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "as", + "output_checked": true + }, + { + "concept": "suatu", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "fontweight", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "mentally", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "unts", + "output_checked": true + }, + { + "concept": "diversify", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "Significantly", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "load", + "output_checked": true + }, + { + "concept": "Zou", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "substitutional", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "cultivate", + "score": 1.0, + "best_rank": 4, + "best_depth": 63.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "Bam", + "score": 1.0, + "best_rank": 4, + "best_depth": 83.0, + "near_token": "occurs", + "output_checked": true + }, + { + "concept": "Fink", + "score": 1.0, + "best_rank": 5, + "best_depth": 72.3, + "near_token": "load", + "output_checked": true + }, + { + "concept": "covenants", + "score": 1.0, + "best_rank": 9, + "best_depth": 59.6, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "manner", + "score": 1.0, + "best_rank": 10, + "best_depth": 55.3, + "near_token": "unts", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "s", + "ve", + "se", + "ter", + "th", + "wh", + "res", + "row", + "ng", + "gh", + "ar", + "ne", + "mathrm", + "ook", + "sa", + "yst", + "inter", + "pr", + "text", + "anc", + "clud", + "ey", + "ton", + "pos", + "very", + "tr", + "pect", + "red", + "IN" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "es", + "is", + "og", + "comp", + "az", + "ner", + "ware", + "qual", + "assert", + "purposes", + "rence", + "umeric", + "kepada", + "vec", + "sst", + "perk", + "haute", + "ocs", + "enburg", + "malloc", + "reduct" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "or", + "y", + "j", + "ch", + "ust", + "math", + "ib", + "ast", + "ge", + "one", + "erv", + "iew", + "ound", + "ike", + "left", + "itt", + "ON", + "gr", + "ict", + "pol", + "of", + "raph", + "ext", + "tem", + "ed", + "gu" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "al", + "ou", + "l", + "re", + "im", + "ation", + "st", + "if", + "th", + "est", + "wh", + "ist", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "ff", + "orm", + "ast", + "ile", + "ice", + "du", + "ge", + "ber" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "de", + "ch", + "qu", + "ess", + "ity", + "le", + "ha", + "from", + "im", + "ad", + "us", + "which", + "com", + "i", + "ar", + "yst", + "che", + "ag", + "ize", + "we", + "est", + "who", + "my", + "oint" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "or", + "an", + "it", + "is", + "ar", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "ve", + "de", + "ay", + "ir", + "ly", + "ra", + "ere", + "com", + "pe", + "end", + "ill", + "ath", + "ex" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "res", + "D" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "l", + "am", + "ad", + "ly", + "ers", + "ew", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "ring", + "ar", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "n", + "s", + "of", + "ature", + "son", + "photograph", + "gambar", + "bringen", + "sina", + "e", + "ers", + "ses", + "ble", + "perfectly", + "lid", + "eat", + "liaison", + "sehen", + "evol", + "kaya", + "sof", + "pouvons", + "heer", + "Bismillahirrah", + "wunder", + "successor" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "e", + "n", + "s", + "rel", + "ature", + "equip", + "has", + "second", + "photograph", + "officially", + "aal", + "remember", + "evol", + "sof", + "gambar", + "devenu", + "Bismillahirrah", + "bringen", + "wunder", + "ampio", + "successor", + "ameri", + "ers", + "function" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "e", + "fielder", + "successor", + "equip", + "substantial", + "immense", + "devenu", + "ameri", + "easily", + "officially", + "also", + "facilmente", + "Tog", + "er", + "safe", + "substantially", + "jeden", + "imitation", + "garanti", + "ampio", + "com", + "ut", + "easily", + "has", + "appro" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "er", + "com", + "ameri", + "ischen", + "immense", + "e", + "B", + "tog", + "Considerable", + "l", + "pochi", + "fielder", + "similar", + "accepted", + "kowy", + "of", + "Tog", + "and", + "set", + "appro", + "damn", + "ampio", + "slightly", + "ET", + "aal", + "caution", + "tremendous" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "immense", + "readily", + "Considerable", + "slightly", + "similar", + "er", + "tremendous", + "damn", + "accepted", + "tog", + "considerably", + "com", + "circuitry", + "Tog", + "shaped", + "caution", + "ampio", + "aal", + "pochi", + "kowy", + "Accepted", + "fielder", + "also", + "ischen", + "slight", + "profoundly", + "asesin", + "mostly" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "caution", + "considerably", + "explained", + "et", + "substantially", + "accepted", + "slightly", + "ameri", + "Ik", + "plicht", + "commonly", + "damn", + "acceptable", + "officially", + "shutdown", + "another", + "of", + "formerly", + "similar", + "Decree", + "Considerable", + "certains", + "Deprecated" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "of", + "that", + "albeit", + "because", + "S", + "similar", + "N", + "former", + "formerly", + "but", + "whereby", + "championed", + "because", + "formerly", + "C", + "additional", + "during", + "another", + "desses", + "previous", + "additional", + "Deprecated", + "erstwhile", + "commonly", + "aforementioned", + "that", + "l" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "additional", + "increase", + "enhance", + "enhances", + "allows", + "allowing", + "facilitated", + "enables", + "mechanisms", + "considerably", + "enabling", + "decrease", + "facilitating", + "facilitates", + "enhanced", + "improves", + "of", + "advantages", + "previous", + "increased", + "enhancing", + "Increase", + "potentially", + "prevents", + "buffering", + "increases", + "modified", + "Increases", + "Improves", + "significantly", + "preventing", + "increase" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "increase", + "increased", + "increases", + "enhance", + "enhancing", + "enhances", + "additional", + "bolstering", + "strengthen", + "enhanced", + "strengthened", + "strengthens", + "strengthening", + "significantly", + "improves", + "Increases", + "decrease", + "decreases", + "safeguard", + "Increase", + "heightened", + "allows", + "mechanisms", + "advantages", + "gradually", + "considerably", + "boosting", + "markedly", + "lessened", + "increasing", + "reinforces", + "buffering" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "resilient", + "increase", + "significantly", + "increased", + "enhanced", + "various", + "additional", + "inherently", + "ability", + "predetermined", + "able", + "slightly", + "resistant", + "more", + "highly", + "enhance", + "considerably", + "increases", + "greater", + "substantially", + "tolerance", + "vastly", + "allows", + "inherent", + "resilience", + "withstand", + "undesirable", + "allowing", + "prolonged", + "drastically", + "cohesive", + "ensuring" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "withstand", + "increased", + "increase", + "resilient", + "resilience", + "resistance", + "increases", + "enhanced", + "resistant", + "significantly", + "additional", + "allows", + "tolerance", + "ability", + "increasing", + "tensile", + "resisting", + "resiliency", + "allowing", + "stability", + "sustained", + "more", + "prolonged", + "incrementally", + "capacity", + "enabling", + "resists", + "greater", + "extended", + "enhance", + "flexibility", + "stabilizing" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "withstand", + "increased", + "resilience", + "tensile", + "resilient", + "tolerance", + "resistance", + "endurance", + "ability", + "enhanced", + "overload", + "increase", + "increasing", + "toughness", + "capacity", + "onset", + "increases", + "ductile", + "allows", + "capability", + "viscoelastic", + "resists", + "allowing", + "resisting", + "steady", + "sustained", + "cushioning", + "wytr", + "resistant", + "pre", + "additional" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "withstand", + "toughness", + "resistance", + "ductile", + "tensile", + "ductility", + "stretch", + "cushioning", + "resilience", + "yield", + "overload", + "resilient", + "elongation", + "delaying", + "capacity", + "deformation", + "strain", + "resists", + "Deformation", + "reinforcing", + "stretching", + "viscoelastic", + "increased", + "endurance", + "resisting", + "delayed", + "yielding", + "resistencia" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "toughness", + "toug", + "ductility", + "ductile", + "capacity", + "resistance", + "cushioning", + "yield", + "yield", + "delaying", + "resilience", + "postpone", + "ed", + "ability", + "tolerance", + "elasticity", + "yielding", + "hardening", + "resilient", + "plast", + "postpon", + "endurance", + "postponing", + "stretch", + "strengthening", + "withstand", + "plasticity", + "elongation", + "elast" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "toug", + "ductility", + "toughness", + "ductile", + "energy", + "plastic", + "plast", + "strain", + "strengthening", + "yielding", + "ngthening", + "strength", + "Energy", + "plastic", + "hardening", + "energy", + "Energy", + "strengthen", + "tougher", + "strengthened", + "reinforcement", + "duct", + "strain", + "creep", + "Strengthening", + "yield", + "stiff", + "annealing", + "plasticity" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "toughness", + "toug", + "ductile", + "Tou", + "ductility", + "ngthening", + "Tough", + "tou", + "duct", + "tougher", + "hardening", + "tough", + "yielding", + "energy", + "strengthening", + "Duct", + "strengthens", + "plastic", + "tough", + "stiff", + "Energy", + "Strengthening", + "toughest", + "renforc", + "strength", + "hardening", + "Energy", + "plastic", + "strain", + "reinforcement" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Tou", + "tou", + "toug", + "to", + "duct", + "Tou", + "toughness", + "ngthening", + "To", + "tough", + "TO", + "se", + "en", + "t", + "tou", + "ato", + "toler", + "ar", + "work", + "lui", + "ductile", + "R", + "as", + "additional", + "strain", + "ductility" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "Here", + "This", + "These", + "Therefore", + "It", + "To", + "I", + "Note", + "For", + "In", + "We", + "You", + "The", + "Here", + "Below", + "Because", + "Without", + "To", + "During", + "While", + "This", + "They", + "At", + "However", + "Notably", + "Although", + "Both", + "Thus", + "Additionally", + "Though", + "Since" + ] + } + ], + "logit_surprising": [ + { + "concept": "and", + "score": 20.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "starter", + "output_checked": true + }, + { + "concept": "readily", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "been", + "score": 7.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "development", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 5.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "enhance", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "allowing", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "autre", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "withstand", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "reaching", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "amt", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "unts", + "output_checked": true + }, + { + "concept": "revered", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "hindrance", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "load", + "output_checked": true + }, + { + "concept": "immense", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "additionally", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "as", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "incrementally", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "load", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "increase", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "various", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "well", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "as", + "output_checked": true + }, + { + "concept": "Stretching", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "toughness", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sharps", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "another", + "score": 2.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "appro", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "allowing", + "output_checked": true + }, + { + "concept": "damn", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "allowing", + "output_checked": true + }, + { + "concept": "Will", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "authorizations", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "unts", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "touted", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "incurring", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "reluctant", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "impending", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "occurs", + "output_checked": true + }, + { + "concept": "territ", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "insulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "preventing", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "before", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "lament", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "occurs", + "output_checked": true + }, + { + "concept": "andare", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "but", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "allows", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "allowing", + "output_checked": true + }, + { + "concept": "effectively", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "exerted", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "load", + "output_checked": true + }, + { + "concept": "imparted", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "initiate", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "starter", + "output_checked": true + }, + { + "concept": "htob", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "bl", + "output_checked": true + }, + { + "concept": "sensibilities", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "unts", + "output_checked": true + }, + { + "concept": "aligning", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "as", + "output_checked": true + }, + { + "concept": "bizarre", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "flimsy", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "restricts", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "steadily", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "promote", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "achieve", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "achieving", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "before", + "output_checked": true + }, + { + "concept": "inevitably", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "occurs", + "output_checked": true + }, + { + "concept": "valued", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "as", + "output_checked": true + }, + { + "concept": "workable", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "situated", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "booming", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "although", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-02__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-02__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-02__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-02__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-notch-resistance-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to unstable flaw extension 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A compact-tension sample requires substantial work to advance its sharp flaw. Instability begins only at an unusually large stress-intensity value.", + "prompt_tail": "A compact-tension sample requires substantial work to advance its sharp flaw. Instability begins only at an unusually large stress-intensity value.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-notch-resistance-03", + "carrier_id": null, + "target_family": "notch-resistance", + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 1681, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 794 + }, + { + "label": "crack", + "best_rank": 253, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 159 + }, + { + "label": "fracture", + "best_rank": 873, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 88 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "bou", + "supernatural", + "ily", + "Jang", + "Abr", + "jor", + "Noor", + "Supernatural", + "Gui", + "orna", + "Lorraine", + "oport", + "oji", + "Supreme", + "plong", + "aboo", + "lagoons", + "Cunningham", + "olong", + "Anspr", + "felter" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ily", + "aboo", + "Abr", + "mem", + "felter", + "Gui", + "oji", + "Baylor", + "Arora", + "tray", + "lak", + "ORN", + "improbable", + "ht", + "argmax", + "luch", + "iores", + "orna", + "cim", + "gh", + "ool" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "ization", + "ocked", + "ized", + "hq", + "JSONObject", + "ushchev", + "ently", + "tedir", + "analyzer", + "ChromeDriver", + "Ejec" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Za", + "Hd", + "debris", + "squre", + "nascita", + "Writers", + "abilia", + "pewno", + "embossing", + "lembut", + "creases", + "combing", + "recorder" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "lessness", + "Curie", + "ligt", + "Glover", + "Georg", + "ligation", + "cinn", + "URING", + "ripe", + "lattice", + "unts", + "orial", + "Glad", + "otica", + "ters", + "ugin", + "eless", + "Egyptian", + "Eck", + "Galois", + "Coke" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "rewrite", + "NORMAL", + "Birthday", + "nvidia", + "pewno", + "chrysanthemum", + "Chrys", + "Kristall", + "pencil", + "atth", + "zeichnis", + "Donation", + "nextNode", + "Lambda", + "Novartis" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Saldo", + "pewno", + "Kristall", + "Chrys", + "Hd", + "Saudi", + "Ink", + "domin", + "Lens", + "Za", + "mas", + "sampel", + "saa", + "Webcam", + "chrysanthemum", + "rangea", + "Lazada", + "Soda", + "Printer", + "Sadd", + "worsen" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "WORTH", + "haya", + "handful", + "registro", + "Lives", + "TECHNICAL", + "WHIT", + "haf", + "Nickname", + "COR", + "wah", + "berth", + "Birthday", + "ForEach", + "WHIT", + "ForegroundColor", + "FAF", + "avorite", + "hetero", + "ueuse", + "Instance", + "reib", + "HAS", + "Official", + "technical" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "t", + "creases", + "slik", + "Hil", + "supuesto", + "impediments", + "Hd", + "sene", + "sav", + "singularities", + "cephal", + "decon", + "energetic", + "sufferings", + "compassion", + "softness", + "impediment", + "saran", + "Kristall", + "innervation", + "s" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "ebel", + "ve", + "dir", + "ified", + "og", + "de", + "med", + "dass", + "sellers", + "creases", + "r", + "slik", + "gehend", + "s", + "est", + "sensation", + "enorm", + "si", + "eur", + "say", + "cetera", + "dac", + "vc" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "lepas", + "t", + "Moreover", + "gehend", + "dir", + "nad", + "f", + "to", + "g", + "bu", + "amos", + "theater", + "se", + "ures", + "uri", + "manner", + "l", + "iven", + "eness", + "selves", + "ve" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "Moreover", + "med", + "s", + "gehend", + "cetera", + "certainly", + "digamos", + "Furthermore", + "hearted", + "furthermore", + "ledes", + "lepas", + "t", + "ures", + "certeza", + "dif", + "dass", + "urious", + "moreover", + "Moreover", + "Kalau", + "ve", + "comienzo" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "t", + "Moreover", + "digamos", + "sur", + "dif", + "dass", + "certainly", + "cetera", + "ve", + "urious", + "moreover", + "furthermore", + "comienzo", + "esimerkiksi", + "gehend", + "say", + "creases", + "s", + "ified", + "enorm", + "sage" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "Moreover", + "s", + "Moreover", + "manner", + "digamos", + "particular", + "eben", + "perd", + "ledes", + "lepas", + "perfect", + "gehend", + "dif", + "ief", + "sage", + "primes", + "enium", + "urious", + "credo", + "let", + "do", + "sure", + "ogo", + "rolog", + "proverbial" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "imperative", + "Etc", + "quartz", + "mah", + "sensibility", + "ium", + "xr", + "icule", + "Moreover", + "assertions", + "Assertion", + "peculiarity", + "skept", + "certainly", + "sheep", + "imperatives", + "med", + "defens", + "ogf", + "ulnerable", + "lang", + "regimen", + "sporadic" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "nnnn", + "sporadic", + "imperative", + "sensibility", + "virtue", + "Etc", + "fortitude", + "quartz", + "xr", + "Romeo", + "mah", + "ium", + "astronom", + "ogf", + "intensive", + "bole", + "novelty", + "dud", + "aptitude", + "vehement", + "ong", + "exceedingly" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "infrequently", + "faibles", + "gejala", + "testers", + "arcane", + "intensive", + "quartz", + "stderr", + "obtuse", + "LastError", + "tentatively", + "cryptic", + "Exceptionally", + "astronom", + "exceedingly", + "testes", + "Verbose", + "ycopg", + "Concerning", + "Postgres", + "softener" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "infrequently", + "undesirable", + "nontrivial", + "sporadic", + "magnitudes", + "Severity", + "occurs", + "hazardous", + "psi", + "LastError", + "RuntimeError", + "remarked", + "Notas", + "Occurrence", + "gdf", + "catastrophic", + "detriment", + "exorbitant", + "sporadically", + "occur", + "XPATH", + "egregious", + "worrisome", + "infractions", + "severity", + "undesired" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "determinante", + "NotImplemented", + "significativa", + "undesirable", + "nontrivial", + "disconcert", + "Nunn", + "incidencia", + "inexist", + "jellem", + "significativo", + "radiol", + "nonlinearity", + "inconce", + "particular", + "eman", + "indetermin", + "intric", + "egreg", + "occur", + "substantial", + "appreciable", + "sorprendente", + "troublesome", + "Inicio", + "irrevers", + "inexplic" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "instabilities", + "NotImplemented", + "undesirable", + "instability", + "RuntimeError", + "indetermin", + "worrisome", + "Stability", + "unstable", + "indeterminate", + "infrequently", + "luminance", + "quartzite", + "inboard", + "sanity", + "silicone", + "iodide", + "insanity", + "uncharted", + "wrinkle", + "metastability", + "nontrivial", + "unsaturated", + "metastable", + "RuntimeException", + "determinante", + "sbagli", + "inelastic", + "Inicio", + "incompressible" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "instability", + "instabilities", + "unstable", + "Stability", + "stability", + "stability", + "Inst", + "Stability", + "estabilidad", + "insanity", + "stabilize", + "destabil", + "indetermin", + "insecurities", + "inst", + "Inst", + "stable", + "insecurity", + "stabilizing", + "undesirable", + "stable", + "Instantiate", + "metastability", + "Stable", + "hypotension" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "instability", + "unstable", + "instabilities", + "Stability", + "stability", + "stability", + "Inst", + "Stability", + "estabilidad", + "stabilize", + "stable", + "indetermin", + "stable", + "stabilizing", + "Stable", + "destabil", + "unsteady", + "Stabil", + "stabilizes", + "Inst", + "indeterminate", + "inst", + "Stable", + "Stabil", + "insanity" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "instability", + "Inst", + "Inst", + "inst", + "instabilities", + "inst", + "unstable", + "INST", + "Instantiate", + "unsteady", + "instill", + "Instantiation", + "insecurity", + "instantiate", + "Insta", + "instantiated", + "metastability", + "infidelity", + "destabil", + "instantiation", + "Instr", + "impatience", + "instilled", + "inhomogeneity", + "InstanceState", + "infertility" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "instability", + "inst", + "Inst", + "Inst", + "inst", + "instabilities", + "INST", + "INST", + "instill", + "unstable", + "Insta", + "instilled", + "Institute", + "institute", + "Instr", + "InstanceState", + "destabil", + "plasticity", + "instancia", + "instantiate", + "instantiated", + "Instantiation", + "getInstance", + "stability", + "instantiation", + "Instantiate" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "inst", + "Inst", + "Inst", + "inst", + "instability", + "INST", + "INST", + "instabilities", + "unst", + "instancia", + "nst", + "lst", + "istencia", + "getInstance", + "mist", + "to", + "Instantiation", + "niest", + "yst", + "hest", + "atost", + "ilst", + "ISTR", + "instru" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Inst", + "Inst", + "inst", + "inst", + "thought", + "instability", + "In", + "However", + "Ins", + "Thus", + "You", + "e", + "stress", + "Only", + "ins", + "stress", + "Y", + "In", + "To", + "Therefore", + "Note", + "V", + "R", + "For", + "rs", + "large", + "If", + "Note" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 89077, + 176267, + 232844, + 222693, + 776, + 140136, + 46647, + 135619, + 46454, + 47343, + 36215, + 22099, + 23819, + 17417, + 37379, + 49545, + 54739, + 11971, + 3951, + 4462, + 1836, + 3383, + 9910, + 1682, + 1267, + 3989 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 29788, + 52315, + 169217, + 189589, + 60993, + 150392, + 216427, + 15365, + 98389, + 49862, + 32566, + 54600, + 44467, + 48863, + 119251, + 104822, + 111028, + 6723, + 254, + 1885, + 7493, + 918, + 8678, + 6332, + 106327, + 20022 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 184254, + 207587, + 208321, + 110711, + 69773, + 86734, + 40116, + 99309, + 29478, + 41108, + 21202, + 18463, + 19571, + 12942, + 59802, + 48569, + 76234, + 5832, + 874, + 3170, + 7608, + 5917, + 6105, + 1214, + 34952, + 12150 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 169864, + 150476, + 123068, + 99961, + 60337, + 31958, + 6435, + 3485, + 1031, + 795, + 5460, + 14909, + 105342, + 15343 + ] + }, + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 18795, + 10978, + 10803, + 7081, + 23951, + 38343, + 5134, + 1030, + 773, + 341, + 160, + 409, + 1571, + 999 + ] + }, + { + "label": "fracture", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 28536, + 25557, + 15951, + 24370, + 109504, + 79466, + 12768, + 2305, + 621, + 302, + 245, + 89, + 298, + 275 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "tedious", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "least", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "progress", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "flaws", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "valable", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "Inst", + "output_checked": true + }, + { + "concept": "Anforderungen", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "starts", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "determinado", + "score": 3.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "value", + "output_checked": true + }, + { + "concept": "innate", + "score": 3.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "camber", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "Inst", + "output_checked": true + }, + { + "concept": "effort", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "work", + "output_checked": true + }, + { + "concept": "scale", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "large", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Manipulation", + "score": 2.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "lacrosse", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "croche", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "sensational", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "UTES", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "oficio", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "Gewalt", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "aporte", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "currentValue", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "value", + "output_checked": true + }, + { + "concept": "instabilities", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Reuben", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "scary", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "vic", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "advancement", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "its", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "debacle", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "manner", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "abc", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "honing", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "Remote", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "PROBLEM", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "large", + "output_checked": true + }, + { + "concept": "Spectral", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "Danger", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "envisioned", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "convenio", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "determinada", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "value", + "output_checked": true + }, + { + "concept": "appreciable", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "amount", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "Subtle", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "determinante", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "lon", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "size", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "large", + "output_checked": true + }, + { + "concept": "Sable", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "hardness", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "value", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 4, + "best_depth": 80.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "magnitudes", + "score": 1.0, + "best_rank": 4, + "best_depth": 80.9, + "near_token": "intensity", + "output_checked": true + }, + { + "concept": "preponder", + "score": 1.0, + "best_rank": 5, + "best_depth": 55.3, + "near_token": "large", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 6, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ve", + "se", + "th", + "wh", + "con", + "row", + "yst", + "inter", + "anc", + "tr", + "pect", + "red", + "ray", + "ground", + "ts", + "ces", + "years", + "be", + "log", + "ij", + "eb", + "span", + "ke", + "na", + "ters", + "roll", + "cont", + "section", + "prof" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "rence", + "esco", + "adanya", + "suff", + "uq", + "pitted", + "conflicted", + "Habsburg", + "is", + "ner", + "qual", + "umeric", + "perk", + "enburg" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "t", + "on", + "w", + "th", + "one", + "red", + "som", + "mark", + "vol", + "To", + "mag", + "kan", + "ware", + "mit", + "Med", + "utions", + "suggest", + "q", + "quick", + "couple", + "usion", + "oring", + "handle", + "nie", + "That" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "or", + "le", + "m", + "ing", + "ion", + "el", + "im", + "g", + "u", + "se", + "be", + "if", + "th", + "us", + "ht", + "and", + "ere", + "com", + "ess", + "pe", + "or", + "he", + "j", + "pl", + "ch", + "ies", + "int", + "ich", + "able" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "H", + "K", + "O", + "S", + "U", + "V", + "W", + "Y", + "d", + "f", + "g", + "j", + "k", + "m", + "o", + "t", + "u", + "z", + "he", + "m", + "ic", + "ve", + "od", + "The", + "pl", + "ha", + "ad" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "un", + "ere", + "com", + "end", + "ill", + "ex", + "art", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire", + "ge", + "ph", + "ong" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "p", + "w", + "f", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "ew", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "ice", + "comp", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "ers", + "of", + "they", + "n", + "photograph", + "lid", + "selection", + "novembre", + "eat", + "begitu", + "sehen", + "evol", + "sof", + "siy", + "gambar", + "wunder", + "smartphone", + "ature", + "son" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "ers", + "rel", + "of", + "equip", + "aal", + "imitation", + "gambar", + "devenu", + "e", + "ble", + "perfectly", + "slash", + "lid", + "officially", + "aat", + "eat", + "begitu", + "evol", + "tentative", + "sof", + "veterinarian", + "wunder", + "Publicity" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "e", + "readily", + "fielder", + "devenu", + "ecek", + "equip", + "substantial", + "slash", + "demise", + "vergang", + "ameri", + "Publicity", + "reput", + "aal", + "reliance", + "rel", + "of", + "imitation", + "scheme", + "explained", + "pekerjaan", + "eem" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "er", + "tog", + "kowy", + "aal", + "readily", + "immense", + "equip", + "demise", + "ameri", + "Considerable", + "ributor", + "e", + "com", + "schap", + "Will", + "fielder", + "erst", + "scheme", + "pochi", + "mwen", + "contro", + "Accept" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "er", + "immense", + "Considerable", + "tog", + "mostly", + "demise", + "kowy", + "aal", + "Will", + "tremendous", + "crs", + "mostly", + "ributor", + "equip", + "caution", + "slightly", + "conceding", + "impending", + "Gul", + "damn" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "caution", + "explained", + "dieser", + "of", + "or", + "of", + "sigh", + "Considerable", + "caution", + "destes", + "also", + "demise", + "phenylsulfanyl", + "PhysRev", + "azonban", + "continued", + "because", + "criticized" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "but", + "However", + "or", + "However", + "azonban", + "because", + "caution", + "cependant", + "because", + "albeit", + "scathing", + "sigh", + "reminiscent", + "considerable", + "peculiar", + "albeit", + "despicable", + "Nevertheless" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "However", + "relatively", + "but", + "comparatively", + "However", + "surprisingly", + "Nevertheless", + "peculiar", + "Surprisingly", + "detrimental", + "exceedingly", + "surprising", + "atypical", + "when", + "however", + "extremely", + "Relatively", + "characteristic", + "characterized", + "tions", + "unexpected", + "Nonetheless", + "exceptional" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "relatively", + "comparatively", + "surprisingly", + "Relatively", + "negligible", + "Surprisingly", + "moderately", + "hardly", + "Surprisingly", + "only", + "exceptional", + "abnormal", + "remarkably", + "unexpectedly", + "abnormally", + "infrequent", + "slowly", + "excessively", + "atypical", + "exceedingly", + "noticeably", + "stubbornly", + "surprising", + "gradually", + "restricted", + "exceptionally", + "markedly", + "unusually", + "conspicuous", + "peculiarity", + "perplexed", + "gradual" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "only", + "onset", + "massive", + "negligible", + "steep", + "extremely", + "relatively", + "threshold", + "exceptional", + "excessive", + "surprisingly", + "excessively", + "extreme", + "remarkably", + "high", + "higher", + "slightly", + "extraordinary", + "abnormal", + "highly", + "prolonged", + "initial", + "substantial", + "moderate", + "staggering", + "borderline", + "apparent", + "surprising", + "unexpected", + "exponential", + "abnormally", + "stubbornly" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "onset", + "significant", + "catastrophic", + "initiation", + "extremely", + "substantial", + "surprising", + "unexpected", + "steep", + "noticeable", + "extreme", + "threshold", + "exceptional", + "remarkable", + "incipient", + "moderate", + "massive", + "severe", + "initial", + "profound", + "remarkably", + "instability", + "excessive", + "enormous", + "susceptibility", + "drastic", + "appreciable", + "surprisingly", + "critical", + "extraordinary", + "negligible", + "unusually" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "stability", + "instability", + "onset", + "stable", + "instabilities", + "unstable", + "Stability", + "nonlinear", + "catastrophic", + "stability", + "starting", + "moderate", + "Nonlinear", + "estabilidad", + "initiation", + "extreme", + "intrinsic", + "difficulty", + "beginning", + "seemingly", + "unst", + "metastable", + "xc", + "abnormally", + "threshold", + "phenomena", + "destabil", + "starts", + "steady", + "endurance", + "oscillatory", + "negligible" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "instability", + "stability", + "Stability", + "unstable", + "instabilities", + "Stability", + "stability", + "estabilidad", + "stable", + "Stable", + "destabil", + "stabilizing", + "stabilization", + "stabilized", + "Stable", + "stabilizes", + "stabil", + "stabilit", + "stabilize", + "Stabilization", + "Stabil", + "stable" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "instability", + "stability", + "unstable", + "instabilities", + "Stability", + "stability", + "stable", + "Stability", + "estabilidad", + "Stable", + "destabil", + "stabilizing", + "Stable", + "stable", + "stabil", + "stabilization", + "stabilized", + "stabilizes", + "stabilit", + "Stabilization", + "stabilize", + "Stabil", + "stabile" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "instability", + "Inst", + "Inst", + "inst", + "inst", + "instabilities", + "unstable", + "INST", + "Insta", + "Instr", + "INST", + "unst", + "destabil", + "Instantiate", + "instilled", + "metastability", + "Ins", + "unsteady", + "Einst", + "instill" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "Inst", + "Inst", + "instability", + "inst", + "inst", + "instabilities", + "INST", + "INST", + "Instr", + "Insta", + "insta", + "instilled", + "instr", + "unstable", + "instill", + "Institute", + "Instantiate", + "Instr", + "insta", + "Instantiation", + "destabil" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "inst", + "Inst", + "instability", + "Inst", + "inst", + "INST", + "instabilities", + "INST", + "unst", + "niest", + "Instr", + "insta", + "InstanceState", + "Instr", + "Instantiate", + "enst", + "unst", + "Instructions", + "nst", + "mist", + "unstable", + "instag", + "Instru" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Inst", + "Inst", + "inst", + "inst", + "thought", + "instability", + "In", + "However", + "Ins", + "Thus", + "You", + "e", + "stress", + "Only", + "ins", + "stress", + "Y", + "In", + "To", + "Therefore", + "Note", + "V", + "R", + "For", + "rs", + "large", + "If", + "Note" + ] + } + ], + "logit_surprising": [ + { + "concept": "and", + "score": 10.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "work", + "output_checked": true + }, + { + "concept": "readily", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "been", + "score": 8.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "when", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "at", + "output_checked": true + }, + { + "concept": "own", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "progress", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "impeding", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "exerted", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "requirements", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "flaws", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "slight", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "Surprisingly", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "only", + "output_checked": true + }, + { + "concept": "effort", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "work", + "output_checked": true + }, + { + "concept": "scale", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "large", + "output_checked": true + }, + { + "concept": "ratio", + "score": 3.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "intensity", + "output_checked": true + }, + { + "concept": "least", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "Interestingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "large", + "output_checked": true + }, + { + "concept": "damn", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "theses", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "unrelenting", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "because", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "only", + "output_checked": true + }, + { + "concept": "examples", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "needed", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "exceptional", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "unusually", + "output_checked": true + }, + { + "concept": "considerable", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "large", + "output_checked": true + }, + { + "concept": "certain", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "values", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "value", + "output_checked": true + }, + { + "concept": "after", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "only", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "imitation", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pla", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "another", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "intensity", + "output_checked": true + }, + { + "concept": "circumvent", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "impending", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "conceding", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "unusually", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "seemed", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "instilled", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "interspersed", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "However", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "necessary", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "lengthy", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "dissatisf", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "concise", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Inst", + "output_checked": true + }, + { + "concept": "inevitably", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "seldom", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "an", + "output_checked": true + }, + { + "concept": "vehement", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "large", + "output_checked": true + }, + { + "concept": "adjective", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "specified", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "value", + "output_checked": true + }, + { + "concept": "relatively", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "provide", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "respective", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "destabil", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "magnitude", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "intensity", + "output_checked": true + }, + { + "concept": "coupled", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "value", + "output_checked": true + }, + { + "concept": "onset", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "compactness", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "elevated", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "value", + "output_checked": true + }, + { + "concept": "rectify", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-03__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-03__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-03__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-03__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-notch-resistance-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to unstable flaw extension 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A structural alloy containing a long defect remains stable at loads that immediately separate a comparison alloy of similar strength.", + "prompt_tail": "A structural alloy containing a long defect remains stable at loads that immediately separate a comparison alloy of similar strength.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 21 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-notch-resistance-04", + "carrier_id": null, + "target_family": "notch-resistance", + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 14305, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 5414 + }, + { + "label": "crack", + "best_rank": 39, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 61 + }, + { + "label": "fracture", + "best_rank": 186, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 82 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "bou", + "supernatural", + "ily", + "Jang", + "Supernatural", + "jor", + "Abr", + "Lorraine", + "oport", + "Gui", + "orna", + "Noor", + "oji", + "lagoons", + "Supreme", + "olong", + "Anspr", + "plong", + "aboo", + "felter", + "Gustaf" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "oji", + "ool", + "ily", + "aboo", + "oj", + "lak", + "mem", + "ancher", + "iores", + "Gui", + "oms", + "ORN", + "ht", + "ior", + "ugas", + "felter", + "mathbb", + "orna", + "Arora", + "Oregon", + "gh", + "zym" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "ement", + "TOG", + "intestinal", + "orna", + "Gustaf", + "felter", + "isons", + "bou", + "Mars", + "lak", + "luch", + "Arora", + "ancher", + "martial", + "gh", + "ORN", + "vest", + "olong", + "ifeng", + "tray" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "resin", + "Resin", + "customary", + "encara", + "neuron", + "singleArray", + "wcout", + "Godfather", + "Carpet", + "odymium", + "ButtonGroup", + "melamine", + "Ruta", + "prus", + "motels", + "Dumper", + "Debra", + "Mariner", + "innate", + "bitte", + "Janata" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Birthday", + "Alle", + "normalization", + "rewrite", + "renderer", + "EB", + "NORMAL", + "chrysanthemum", + "mathsize", + "pewno", + "Kappa", + "naman", + "breath", + "Lens", + "FILL", + "nvidia", + "kredit", + "Lambda", + "Za", + "Kre", + "Hd" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "rewrite", + "pewno", + "Kristall", + "triangleright", + "NORMAL", + "atth", + "chrysanthemum", + "Saldo", + "Saudi", + "Cameras", + "pencil", + "Lens", + "Soda", + "Chrys", + "Larger", + "MSc" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "sampel", + "Chrys", + "Kristall", + "Birthday", + "mas", + "pewno", + "pencil", + "chrysanthemum", + "Saldo", + "Lens", + "Ink", + "worsen", + "Hd", + "Fifa", + "Lazada", + "Saudi", + "Webcam", + "physiology", + "MEMBER", + "Sadd", + "Za", + "Filters" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "WORTH", + "bert", + "Lives", + "haya", + "Birthday", + "handful", + "Nickname", + "registro", + "TECHNICAL", + "genesis", + "HAS", + "WHIT", + "campeonato", + "NING", + "berth", + "ueuse", + "WHIT", + "OFFICE", + "nutric", + "haf", + "Instance", + "registro", + "Campe", + "VARIABLES", + "ForegroundColor", + "nibh" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "t", + "ebel", + "slik", + "Hd", + "creases", + "s", + "genu", + "vc", + "exuber", + "sene", + "compassion", + "saran", + "energetic", + "sellers", + "mektedir", + "comienzo", + "supuesto", + "Hd", + "Kristall", + "sav" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "gehend", + "ujos", + "med", + "oq", + "si", + "dir", + "og", + "iven", + "ve", + "s", + "to", + "bulb", + "manner", + "rds", + "nesses", + "ures", + "mal" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "manner", + "Moreover", + "gehend", + "night", + "rog", + "hearted", + "heartedly", + "selves", + "iven", + "fif", + "ujos", + "ures", + "rad", + "tyle", + "lepas", + "ively", + "shore", + "ocorrer" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "esimerkiksi", + "examples", + "certainly", + "cetera", + "med", + "beispielsweise", + "hearted", + "digamos", + "sur", + "certeza", + "ardin", + "fif", + "gehend", + "Moreover", + "soften", + "differenza", + "Furthermore", + "sink", + "fato", + "furthermore", + "Kalau", + "ified", + "mason", + "folds" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "esimerkiksi", + "examples", + "med", + "digamos", + "certainly", + "beispielsweise", + "sur", + "cetera", + "exemplo", + "enorm", + "ified", + "gehend", + "dif", + "misalnya", + "folds", + "certeza", + "differenza", + "celles", + "ve", + "etheless", + "soften", + "sonsten", + "adage" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "night", + "tyle", + "selves", + "digamos", + "voila", + "heartedly", + "ended", + "primes", + "examples", + "zeug", + "exemplo", + "scape", + "fif", + "imperative", + "cuidado", + "differenza", + "gehend", + "ulnerable", + "bole", + "ly", + "dire", + "Etc" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "ardin", + "night", + "examples", + "thoughtful", + "zeug", + "sensibility", + "Ironically", + "imperative", + "xr", + "standards", + "ulnerable", + "urably", + "differenza", + "matics" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "night", + "engi", + "mesinin", + "ODM", + "examples", + "leap", + "seguinte", + "SizeF", + "xr", + "competir", + "Romeo", + "Pued", + "estand", + "Pdf", + "Beispiele", + "flop", + "Xr" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "PLOAD", + "competir", + "Pued", + "leap", + "ODM", + "thoughtful", + "discord" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "entsprechende", + "Unfortunately", + "psi", + "Pued", + "Unterschiede", + "tested", + "MNOP", + "geometric", + "same", + "Beispiele", + "nnet", + "verhalten", + "examples", + "Similarly", + "ibacter", + "crucially", + "gdf", + "entsprechenden", + "Romeo" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "same", + "comparable", + "same", + "similarly", + "Comparable", + "Comparable", + "similar", + "entsprechende", + "gleiche", + "SAME", + "vergleich", + "zelfde", + "Similarly", + "Similarly", + "mesma", + "SAME", + "similaire", + "Similar", + "misma" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "comparable", + "Comparable", + "Comparable", + "kedua", + "theoretically", + "counterpart", + "same", + "concurrently", + "conceivably", + "gleiche", + "twice", + "igual", + "slightly", + "identical", + "commensurate", + "vergleich", + "konkuren", + "Vergleich", + "identical", + "consecuencia", + "SAME", + "weaker", + "negligible", + "mesma" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "identical", + "identical", + "theoretically", + "Concrete", + "tendered", + "kedua", + "weaker", + "Competitive", + "unsaturated", + "slightly", + "tangential", + "Versuch", + "Strength", + "Concurrent", + "comparable", + "amental", + "Posted", + "chal", + "NEAR", + "mesma" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "theoretically", + "identical", + "NEAR", + "Strength", + "delicately", + "identical", + "kedua", + "posure", + "materially", + "weaker", + "yak", + "instante", + "ubar", + "identically", + "theoretical", + "tangential", + "unsaturated" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "comparison", + "comparison", + "Comparison", + "Vergleich", + "COMPAR", + "Comparison", + "comparaison", + "compar", + "Compar", + "comparable", + "compara", + "Comparable", + "Compar", + "compar", + "COMPAR", + "comparative", + "Compare", + "Comparative", + "Comparable", + "comparability", + "compare", + "Compare", + "Comparative", + "comparing", + "compare", + "comparisons", + "Comparator", + "Comparing" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "Comparison", + "comparison", + "comparison", + "COMPAR", + "Comparison", + "Compar", + "compar", + "separation", + "separ", + "Vergleich", + "comparaison", + "compara", + "Separ", + "comparative", + "separation", + "compar", + "Comparator", + "Comparable", + "Compar", + "separable", + "Comparative", + "Separation", + "separations", + "comparable", + "Compare", + "COMPAR", + "comparing", + "Comparing" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Comparison", + "compara", + "Compare", + "comparison", + "COMPAR", + "Comparison", + "comparison", + "Comparing", + "Vergleich", + "comparaison", + "Compare", + "Compar", + "comparar", + "Comparative", + "COMPAR", + "comparing", + "compar", + "Compar", + "compare", + "compares", + "compar", + "Comparing", + "Comparable", + "Compared", + "compare", + "comparatively", + "Comparative" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "Here", + "In", + "Below", + "Comparison", + "This", + "For", + "Therefore", + "Note", + "Compare", + "And", + "Unlike", + "I", + "Because", + "Comparing", + "To", + "Why", + "These", + "Also", + "At", + "You", + "Still", + "A", + "same", + "Both", + "Actually", + "In", + "quality", + "Now", + "Additionally", + "Since", + "But" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 89367, + 164468, + 208808, + 68172, + 155198, + 115561, + 48367, + 144121, + 44725, + 37165, + 26060, + 19297, + 21869, + 15671, + 27418, + 26048, + 22075, + 15914, + 46115, + 42424, + 37092, + 31171, + 30316, + 14306, + 3504, + 8953 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 31053, + 71739, + 59148, + 135647, + 192422, + 153601, + 210494, + 30320, + 93614, + 74800, + 52119, + 53820, + 57320, + 50721, + 129726, + 68026, + 63639, + 1276, + 198, + 928, + 938, + 96, + 99, + 40, + 4042, + 1326 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 186039, + 197252, + 224976, + 45051, + 100218, + 73023, + 47676, + 107338, + 34125, + 37299, + 20420, + 18871, + 19923, + 6769, + 48921, + 35721, + 39231, + 1120, + 287, + 187, + 1579, + 1304, + 795, + 1527, + 30286, + 1688 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 92514, + 111226, + 83388, + 97408, + 56086, + 32026, + 5415, + 10839, + 8885, + 12557, + 44383, + 105057, + 76010, + 19272 + ] + }, + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 19315, + 13809, + 10973, + 2526, + 33568, + 26204, + 5415, + 1690, + 507, + 556, + 160, + 62, + 256, + 111 + ] + }, + { + "label": "fracture", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 26533, + 19151, + 21087, + 15982, + 35433, + 49820, + 13511, + 1690, + 338, + 592, + 1377, + 83, + 423, + 499 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "least", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "at", + "output_checked": true + }, + { + "concept": "precede", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "are", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "that", + "output_checked": true + }, + { + "concept": "comparable", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "at", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 4.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "tribulations", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "MNIST", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "Comparable", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "alloys", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "injury", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "resistance", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "esimerkiksi", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "syntax", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "coloro", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "filoz", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Examin", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Neuroscience", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "unenforceable", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "commensurate", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "ToBe", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "Normally", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Syntax", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "Alloys", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "comparaison", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "similarly", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "flaws", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "iht", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "crack", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "separation", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "separate", + "output_checked": true + }, + { + "concept": "WOW", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "faibles", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "entsprechende", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Defects", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "size", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "similar", + "output_checked": true + }, + { + "concept": "priori", + "score": 1.0, + "best_rank": 3, + "best_depth": 40.4, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "problem", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "infested", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "bahsed", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "dure", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "long", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Ade", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "separate", + "output_checked": true + }, + { + "concept": "slik", + "score": 1.0, + "best_rank": 4, + "best_depth": 46.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 4, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "NOT", + "score": 1.0, + "best_rank": 4, + "best_depth": 55.3, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "ation", + "th", + "wh", + "and", + "cl", + "row", + "ng", + "gh", + "ar", + "ne", + "sa", + "yst", + "inter", + "set", + "any", + "anc", + "clud", + "ey", + "ton", + "tr", + "pect", + "red", + "ract", + "tern", + "ray", + "ative", + "ser", + "roup" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "t", + "es", + "is", + "ie", + "tr", + "comp", + "ne", + "ise", + "az", + "ner", + "son", + "ware", + "qual", + "mente", + "carried", + "rence", + "umeric", + "sap", + "omers", + "multif", + "ltre", + "perk", + "inci", + "haute" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "j", + "ust", + "ib", + "ge", + "one", + "erv", + "te", + "ound", + "left", + "ob", + "ON", + "cept", + "ict", + "ible", + "pol", + "includ", + "uring", + "raph", + "ext", + "ke", + "ij", + "som", + "arn", + "mark", + "mathb", + "da", + "fin" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "al", + "ou", + "ro", + "im", + "ation", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "du", + "ge", + "ber", + "row", + "St", + "pr", + "mathrm" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "m", + "de", + "qu", + "ra", + "pro", + "ity", + "The", + "le", + "ha", + "from", + "ad", + "which", + "com", + "i", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "who", + "ric", + "rib", + "oint" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "s", + "an", + "it", + "is", + "ar", + "le", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "ve", + "de", + "ay", + "ch", + "qu", + "ir", + "os", + "ly", + "ra", + "un", + "ri" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ment", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "comp", + "St", + "ring", + "ar", + "elf", + "sp", + "ah", + "ric", + "set", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "n", + "s", + "of", + "perfectly", + "lid", + "EG", + "sof", + "bringen", + "wunder", + "successor", + "Ils", + "ers", + "nya", + "photograph", + "reput", + "they", + "selection", + "eat", + "liaison" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "e", + "s", + "er", + "of", + "perfectly", + "aal", + "aat", + "remember", + "evol", + "tentative", + "sof", + "bringen", + "wunder", + "ampio", + "successor", + "Publicity", + "rel", + "ET", + "ble", + "lid", + "officially", + "technically", + "grandfather", + "bildung", + "EG", + "superstar" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "Publicity", + "e", + "ET", + "damn", + "fielder", + "substantial", + "aat", + "superstar", + "demise", + "pochi", + "reliance", + "Verenigde", + "Tog", + "er", + "begin", + "successor", + "fourteenth", + "successor", + "ameri", + "ecek", + "equip", + "appro", + "aal" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "damn", + "tog", + "Tog", + "pochi", + "demise", + "asesin", + "ET", + "Verenigde", + "er", + "kowy", + "fielder", + "ributor", + "avrebbe", + "begin", + "Looking", + "declining", + "slight", + "ameri", + "ario" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "readily", + "Tog", + "damn", + "tog", + "asesin", + "demise", + "pochi", + "avrebbe", + "slight", + "immense", + "decid", + "Verenigde", + "declining", + "ributor", + "kowy", + "Excise" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "markedly", + "demise", + "damn", + "slight", + "decree", + "similar", + "similar", + "decre", + "merely", + "readily", + "bizarre", + "outraged", + "considerably", + "commonly", + "similaires", + "ameri", + "Cmd", + "Verenigde", + "asesin", + "enraged", + "continued", + "increased", + "paltry" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "markedly", + "imilar", + "behavi", + "vehement", + "profoundly", + "unequiv", + "deleterious", + "Atomnoj", + "paltry", + "CustB", + "failings", + "considerable", + "alred", + "comparable", + "similar", + "consente" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "markedly", + "comparatively", + "comparable", + "similarly", + "Compar", + "abruptly", + "abrupt", + "unequiv", + "unequivocally", + "conspicuously", + "unprecedented", + "profoundly", + "Compar", + "Similarly", + "seemingly", + "inexplic", + "inexplicable", + "Vergleich", + "similar", + "fundamentally", + "drastically" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "abruptly", + "markedly", + "unexpectedly", + "abrupt", + "decisively", + "effortlessly", + "spectacularly", + "swiftly", + "unequivocal", + "succinctly", + "inexplicable", + "senseless", + "surprising", + "momentarily", + "sudden", + "instantly", + "seemingly", + "drastically", + "seamlessly", + "debilitating", + "selfless", + "shockingly", + "similarly", + "inexplic", + "ignite", + "convincingly", + "excessively", + "devastation", + "unequivocally" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "similar", + "similarly", + "comparable", + "identical", + "same", + "equivalent", + "irrespective", + "both", + "different", + "slightly", + "excessively", + "surprising", + "seemingly", + "differently", + "drastically", + "abruptly", + "comparatively", + "devastating", + "vastly", + "crucially", + "potentially", + "certain", + "unexpectedly", + "resilient", + "differing", + "even", + "markedly", + "predetermined", + "stronger", + "striking", + "impending", + "violently" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "comparable", + "similar", + "identical", + "similarly", + "same", + "equivalent", + "Similar", + "same", + "similar", + "Same", + "identically", + "even", + "marginally", + "ugyan", + "misma", + "counterparts", + "Same", + "Similarly", + "both", + "identical", + "comparatively", + "Similarly", + "contrasting", + "Comparable" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "comparable", + "identical", + "similar", + "and", + "and", + "same", + "slightly", + "s", + "equivalent", + "marginally", + "identically", + "benzer", + "ugyan", + "a", + "even", + "without", + "similarly", + "barely", + "identical", + "parallel", + "mismo", + "vergleich", + "co", + "seemingly", + "compar", + "or", + "Comparable", + "counterparts" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "identical", + "identical", + "Ident", + "Same", + "identically", + "mismo", + "S", + "identique", + "Without", + "identiques", + "C", + "co", + "Ident", + "C", + "A", + "A", + "a", + "de", + "But", + "el", + "S", + "o", + "and", + "e" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "identically", + "identical", + "identical", + "Ident", + "Same", + "identique", + "same", + "identiques", + "iguales", + "iguais", + "Strain", + "Ident", + "Same", + "Similarly", + "marginally", + "Likewise", + "ugyan", + "comparable", + "similarly", + "without", + "same", + "mismo", + "fragilis", + "ibid" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "comparison", + "compar", + "Comparison", + "Vergleich", + "comparison", + "Comparison", + "COMPAR", + "compar", + "COMPAR", + "compare", + "comparable", + "comparing", + "compares", + "Comparing", + "comparative", + "comparisons", + "Compar", + "Comparator", + "Comparable", + "Compar", + "Compare", + "Comparable", + "Comparing", + "comparator", + "Comparisons", + "Compare" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "comparison", + "compar", + "Comparison", + "Vergleich", + "COMPAR", + "COMPAR", + "Comparison", + "Compar", + "comparative", + "comparison", + "Comparing", + "comparisons", + "compares", + "comparator", + "Comparable", + "separation", + "Separ", + "compare", + "Comparator", + "Separation", + "compara", + "compar", + "Compar", + "Compare", + "Comparative" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "comparison", + "Comparison", + "comparison", + "compar", + "Vergleich", + "COMPAR", + "Comparison", + "compar", + "comparing", + "Comparing", + "COMPAR", + "Compar", + "Comparing", + "Compar", + "comparaison", + "comparing", + "comparar", + "as", + "compara", + "comparisons", + "compares", + "compare", + "compare" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "Here", + "In", + "Below", + "Comparison", + "This", + "For", + "Therefore", + "Note", + "Compare", + "And", + "Unlike", + "I", + "Because", + "Comparing", + "To", + "Why", + "These", + "Also", + "At", + "You", + "Still", + "A", + "same", + "Both", + "Actually", + "In", + "quality", + "Now", + "Additionally", + "Since", + "But" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 18.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "slight", + "score": 8.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "that", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "and", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "long", + "output_checked": true + }, + { + "concept": "separation", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "separate", + "output_checked": true + }, + { + "concept": "stability", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "comparable", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "severely", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "loads", + "output_checked": true + }, + { + "concept": "impede", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "exceed", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "precede", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "size", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "similar", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "markedly", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "exceeding", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "loads", + "output_checked": true + }, + { + "concept": "crack", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "long", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "at", + "output_checked": true + }, + { + "concept": "detrimental", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "separate", + "output_checked": true + }, + { + "concept": "exceeds", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "that", + "output_checked": true + }, + { + "concept": "various", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "at", + "output_checked": true + }, + { + "concept": "the", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "separate", + "output_checked": true + }, + { + "concept": "are", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "that", + "output_checked": true + }, + { + "concept": "same", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "injury", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "that", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "indicative", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "separate", + "output_checked": true + }, + { + "concept": "technically", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "been", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "impending", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "loads", + "output_checked": true + }, + { + "concept": "intensifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "separate", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "merely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "commonly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "prolonged", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "loads", + "output_checked": true + }, + { + "concept": "when", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "loads", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "similares", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "even", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "at", + "output_checked": true + }, + { + "concept": "moderately", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "versatile", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "workable", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "three", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "provide", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "higher", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "that", + "output_checked": true + }, + { + "concept": "between", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "achieved", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "existing", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "overall", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "separates", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "separate", + "output_checked": true + }, + { + "concept": "sized", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "similar", + "output_checked": true + }, + { + "concept": "defects", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "flaw", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "identically", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "presumably", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "separate", + "output_checked": true + }, + { + "concept": "such", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "single", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "pero", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "assessment", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "Typically", + "score": 1.0, + "best_rank": 6, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-04__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-04__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-04__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-04__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-notch-resistance-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to unstable flaw extension 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "An instrumented impact test on a notched bar records high absorbed energy and extensive local deformation before the remaining ligament opens.", + "prompt_tail": "An instrumented impact test on a notched bar records high absorbed energy and extensive local deformation before the remaining ligament opens.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-notch-resistance-05", + "carrier_id": null, + "target_family": "notch-resistance", + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 13088, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 7067 + }, + { + "label": "crack", + "best_rank": 31, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 99 + }, + { + "label": "fracture", + "best_rank": 82, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 12 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "bou", + "supernatural", + "Jang", + "ily", + "Abr", + "Lorraine", + "Supernatural", + "jor", + "oport", + "Gui", + "orna", + "plong", + "lagoons", + "Supreme", + "Noor", + "olong", + "Anspr", + "oji", + "marinated", + "aboo", + "Schell" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "oji", + "ool", + "oj", + "oms", + "Oregon", + "lak", + "ugas", + "aboo", + "iores", + "initialize", + "ily", + "mem", + "ior", + "mathbb", + "ancher", + "ht", + "orna", + "Skinner", + "ization", + "Gui" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "ement", + "TOG", + "orna", + "ancher", + "Gustaf", + "bou", + "felter", + "olong", + "Mars", + "intestinal", + "luch", + "osch", + "lak", + "isons", + "Abr", + "ifeng", + "gh", + "ORN", + "uminous", + "tray" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "resin", + "customary", + "encara", + "Resin", + "Godfather", + "neuron", + "singleArray", + "Debra", + "odymium", + "ButtonGroup", + "Carpet", + "melamine", + "wcout", + "Mariner", + "Ruta", + "motels", + "Dumper", + "innate", + "broadened", + "Janata", + "prus", + "setObjectName" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Alle", + "Birthday", + "renderer", + "normalization", + "EB", + "rewrite", + "chrysanthemum", + "NORMAL", + "mathsize", + "breath", + "naman", + "pewno", + "Kappa", + "kredit", + "FILL", + "RECOMM", + "nvidia", + "Lens", + "wem", + "Kre", + "geweest" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "pewno", + "triangleright", + "chrysanthemum", + "rewrite", + "NORMAL", + "Kristall", + "Larger", + "atth", + "Lens", + "consisted", + "azolid", + "pencil", + "Saldo", + "Saudi", + "Cameras", + "iga", + "Soda", + "lens", + "normalization" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "sampel", + "pewno", + "Kristall", + "mas", + "Chrys", + "pencil", + "Birthday", + "Lens", + "chrysanthemum", + "Saudi", + "Fifa", + "physiology", + "Ink", + "saa", + "Lazada", + "Za", + "Filters", + "Saldo", + "MEMBER", + "nvidia" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "WORTH", + "Lives", + "handful", + "TECHNICAL", + "WHIT", + "haya", + "registro", + "genesis", + "Nickname", + "WHIT", + "nutric", + "Birthday", + "berth", + "COR", + "seguinte", + "Official", + "technical", + "OFFICE", + "ueuse", + "wah", + "Birth", + "haf", + "FAF" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "t", + "genu", + "slik", + "creases", + "Hd", + "Kristall", + "energetic", + "exuber", + "Hd", + "sene", + "singularity", + "compassion", + "sizer", + "vc", + "sufferings", + "supuesto" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "gehend", + "t", + "s", + "dir", + "ujos", + "ve", + "iven", + "med", + "si", + "oq", + "en", + "est", + "ures", + "eness", + "comienzo", + "uette", + "dac", + "er", + "enburg" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "night", + "gehend", + "lepas", + "ures", + "ujos", + "Moreover", + "eness", + "Kalau", + "voila", + "selves", + "iven", + "heartedly", + "ricamente", + "manner", + "trach", + "med", + "haja", + "behavior", + "ively", + "ured" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "Depois", + "certeza", + "Moreover", + "esimerkiksi", + "certainly", + "soften", + "voila", + "folds", + "Kalau", + "moreover", + "asegurarse", + "dass", + "Veamos", + "ardin", + "digamos", + "beispielsweise", + "celles", + "Furthermore", + "enorm", + "fato", + "furthermore", + "comienzo", + "dif", + "mason", + "ve" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "esimerkiksi", + "folds", + "enorm", + "digamos", + "certainly", + "dass", + "moreover", + "certeza", + "comienzo", + "asegurarse", + "celles", + "dif", + "ve", + "soften", + "exuber", + "Veamos", + "creases", + "t", + "ified", + "Kalau", + "notion", + "med", + "Moreover", + "reliefs", + "voila" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "depois", + "Veamos", + "voila", + "digamos", + "Depois", + "vehement", + "folds", + "Moreover", + "vulner", + "zeug", + "ures", + "semble", + "certeza", + "doce", + "night", + "dac", + "Bela", + "med", + "incremento", + "riqueza", + "lepas", + "vice", + "enorm", + "manner", + "hmann" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "Veamos", + "vehement", + "voila", + "Bela", + "AndWait", + "zeug", + "sensibility", + "sheep", + "massive", + "rxjs", + "softening", + "dac", + "Caution", + "sheep", + "assertions", + "haja", + "isasi", + "night", + "icule", + "sire" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "Etc", + "ODM", + "dud", + "sheep", + "sensibility", + "Fallout", + "getc", + "xr", + "intensive", + "thoughtful", + "visuals", + "boom", + "STYLE", + "ruptcy", + "zeug", + "Zw", + "eyesight", + "cryst", + "grief", + "assertions", + "gothic" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "PLOAD", + "PSY", + "additive", + "thoughtful", + "STADT", + "MYSQL", + "Postgres", + "berfungsi", + "Btn", + "FLOAT", + "ODM", + "softener", + "Untuk", + "psicologia", + "getc", + "securityMarks", + "textArea", + "typescript" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "shaft", + "gdf", + "pvc", + "Bz", + "trapezium", + "attempted", + "psi", + "Tetrahedron", + "bxc", + "whisk", + "textArea", + "concave", + "visualized", + "snowboard", + "circumvent", + "incendio", + "shaft", + "Bernoulli", + "infraction", + "getc", + "puberty", + "subsequently", + "erect", + "ethos", + "tikzpicture", + "Romeo", + "vertex", + "hibernate", + "adage", + "balloon", + "demarc" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "pvc", + "seg", + "shaft", + "herni", + "unequiv", + "bree", + "consequ", + "determinada", + "resiliency", + "canalicul", + "enunciado", + "enium", + "determinante", + "dle", + "Integrity", + "elastomer", + "whisk", + "bxc", + "iliency", + "antes", + "cruc", + "Tetrahedron", + "Gestaltung", + "crack", + "bridged", + "bepaalde", + "conson", + "PVC", + "momentarily" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "ligament", + "enium", + "yielding", + "grout", + "samband", + "tendon", + "ingles", + "tentatively", + "tendons", + "instantaneously", + "Limitations", + "lediglich", + "iliency", + "Solaris", + "consequ", + "canalicul", + "resiliency", + "brace", + "arrondissement", + "Unnamed", + "Lamin", + "lastIndexOf", + "LPARAM", + "ksi", + "elastomer", + "ParamList", + "regimen", + "laminate", + "parted" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "ligament", + "tendon", + "yielding", + "MSG", + "tendons", + "canalicul", + "elongate", + "ligaments", + "radians", + "resiliency", + "enium", + "ylon", + "sling", + "grout", + "Canine", + "rescued", + "RSM", + "resilient", + "cruciate", + "bandage", + "readme", + "ParamList", + "ingles", + "malleable", + "Muscles", + "rescuing" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "ligament", + "ligaments", + "yielding", + "sling", + "tendon", + "enium", + "resilient", + "elongate", + "radians", + "resiliency", + "pierced", + "ylon", + "canine", + "endangered", + "angler", + "swung", + "legg", + "erect", + "tearing", + "tendons", + "ulent", + "MSG", + "malleable", + "pergunta", + "Tonight" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "ligament", + "ligaments", + "lig", + "ligand", + "Lig", + "Lig", + "Ligue", + "remaining", + "lig", + "Remaining", + "Liga", + "remaining", + "Liga", + "liga", + "ligature", + "Remaining", + "legume", + "liga", + "league", + "League", + "league", + "League", + "ligands", + "ligado", + "restante" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "ligament", + "ligaments", + "lig", + "Lig", + "Lig", + "ligand", + "lig", + "Remaining", + "Ligue", + "remaining", + "remaining", + "opening", + "Remaining", + "legume", + "Liga", + "ament", + "opening", + "Opening", + "liga", + "Liga", + "ligature", + "slit", + "openings", + "slit", + "ligado" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "ligament", + "Lig", + "Lig", + "ligaments", + "lig", + "ligand", + "lig", + "Ligue", + "ligature", + "ligt", + "Liga", + "liga", + "ligado", + "liga", + "Liga", + "Remaining", + "ilig", + "remaining", + "igue", + "ligands", + "lieutenant" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "a", + "the", + "that", + "opening", + "it", + "system", + "when", + "It", + "slightly", + "to", + "A", + "if", + "of", + "There", + "remaining", + "one", + "This", + "she", + "survey", + "wall", + "leaving", + "In", + "following", + "while", + "When", + "While", + "use", + "increasing", + "Looking", + "Because", + "and", + "I" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 87980, + 177394, + 202501, + 68301, + 163660, + 120894, + 44518, + 146527, + 46507, + 50635, + 33926, + 26792, + 28440, + 33737, + 38421, + 72083, + 68995, + 29373, + 70960, + 88331, + 54673, + 97300, + 50012, + 13089, + 4359, + 9118 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 30524, + 76643, + 47370, + 138375, + 190533, + 162153, + 196919, + 20860, + 78156, + 53852, + 32536, + 71652, + 63047, + 48508, + 81346, + 86580, + 88766, + 558, + 32, + 3292, + 6186, + 792, + 25304, + 19439, + 117511, + 2352 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 175975, + 193273, + 218657, + 49603, + 104438, + 72407, + 35519, + 99288, + 15108, + 14846, + 12898, + 19232, + 15714, + 6432, + 15107, + 8057, + 19423, + 83, + 116, + 1314, + 3619, + 5284, + 6827, + 7664, + 21564, + 2457 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 151658, + 143841, + 116880, + 149242, + 157815, + 96379, + 11064, + 10403, + 10384, + 7068, + 22133, + 65983, + 148356, + 74059 + ] + }, + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 32574, + 18123, + 19739, + 22139, + 28292, + 22271, + 1123, + 335, + 100, + 1157, + 1121, + 448, + 6587, + 1930 + ] + }, + { + "label": "fracture", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 53556, + 28164, + 24101, + 25988, + 68227, + 16133, + 1253, + 172, + 13, + 99, + 3003, + 1338, + 10281, + 2293 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "pvc", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "scribble", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "ITest", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "on", + "output_checked": true + }, + { + "concept": "apertura", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "opens", + "output_checked": true + }, + { + "concept": "depois", + "score": 3.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "temporally", + "score": 3.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "high", + "output_checked": true + }, + { + "concept": "krypt", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "testers", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "antes", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "zipcode", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "scope", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "unaltered", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "Instrumentation", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "unbalanced", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Eber", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "on", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "wrinkle", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "An", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "unsafe", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "vandal", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "shaft", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "COD", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "bepaalde", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "impacto", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "portion", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "ung", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Depois", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "esimerkiksi", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cigar", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "whose", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "records", + "output_checked": true + }, + { + "concept": "WndProc", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "disa", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "opens", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "dilat", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "dose", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "high", + "output_checked": true + }, + { + "concept": "slik", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Way", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "opens", + "output_checked": true + }, + { + "concept": "procedimento", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "estad", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "records", + "output_checked": true + }, + { + "concept": "XMFLOAT", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "contribut", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "high", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "An", + "output_checked": true + }, + { + "concept": "RED", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "peaks", + "score": 1.0, + "best_rank": 3, + "best_depth": 91.5, + "near_token": "high", + "output_checked": true + }, + { + "concept": "Mathematics", + "score": 1.0, + "best_rank": 4, + "best_depth": 63.8, + "near_token": "records", + "output_checked": true + }, + { + "concept": "schre", + "score": 1.0, + "best_rank": 4, + "best_depth": 80.9, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "Aha", + "score": 1.0, + "best_rank": 5, + "best_depth": 59.6, + "near_token": "notched", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "s", + "st", + "ve", + "se", + "ation", + "ter", + "th", + "wh", + "ers", + "res", + "ment", + "le", + "en", + "ive", + "cl", + "ph", + "row", + "ng", + "ther", + "com", + "gh", + "ar", + "dis", + "ne", + "mathrm", + "ook", + "sa", + "yst", + "inter", + "left" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "t", + "or", + "r", + "comp", + "az", + "ner", + "son", + "rence", + "umeric", + "kepada", + "sap", + "perk", + "haute", + "ocs", + "malloc", + "Arial", + "encompasses", + "reduct", + "menes", + "azam", + "samp" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "su", + "j", + "ust", + "ib", + "ge", + "one", + "erv", + "te", + "iew", + "ild", + "ound", + "left", + "ob", + "itt", + "ON", + "cept", + "bet", + "ict", + "result", + "uring", + "raph", + "ke", + "ij", + "eb", + "som", + "arn", + "mark" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "ro", + "im", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "du", + "ge", + "ber", + "row", + "St", + "pr", + "mathrm", + "sa", + "de", + "St" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "m", + "de", + "qu", + "ra", + "pro", + "com", + "ity", + "le", + "ha", + "ad", + "The", + "which", + "com", + "i", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "who", + "ric", + "rib", + "oint" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "he", + "re", + "en", + "at", + "s", + "an", + "it", + "is", + "ar", + "le", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "ve", + "de", + "ch", + "qu", + "ir", + "os", + "ly", + "ra", + "un", + "ri" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "or", + "al", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "id", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "B", + "al" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "app", + "rel", + "tern", + "mo", + "cur", + "ident", + "mi" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "of", + "n", + "ers", + "lid", + "evol", + "wunder", + "Publicity", + "modulation", + "e", + "ich", + "ization", + "photograph", + "perfectly", + "they", + "selection", + "manage", + "aat", + "eat", + "liaison", + "sehen" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "e", + "s", + "Publicity", + "ature", + "officially", + "administrator", + "technically", + "aal", + "aat", + "imitation", + "liaison", + "evol", + "gambar", + "ampio", + "n", + "equip", + "has" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "e", + "Publicity", + "substantial", + "readily", + "resmi", + "fielder", + "substantially", + "publicity", + "outrage", + "imitation", + "Verenigde", + "officially", + "administrator", + "immense", + "aal", + "affront", + "appellate", + "explained", + "wikipedia", + "devenu", + "reliance", + "destra", + "ampio", + "watchful", + "ameri" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "slight", + "immense", + "outrage", + "substantial", + "readily", + "ampio", + "er", + "tremendous", + "anteced", + "tog", + "fielder", + "similar", + "litigation", + "appellate", + "Publicity", + "Considerable", + "enraged", + "elicited", + "ameri", + "and", + "shaped", + "outraged", + "Verenigde", + "asesin", + "e", + "warning", + "impending", + "aal" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "immense", + "impending", + "slight", + "ampio", + "Considerable", + "anteced", + "asesin", + "appellate", + "substantial", + "litigation", + "tremendous", + "similar", + "decid", + "elicited", + "fielder", + "tog", + "outraged", + "demise", + "scathing", + "outrage", + "slightly", + "Tog", + "enraged", + "er", + "indicative" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "enraged", + "outraged", + "impending", + "substantial", + "immense", + "shocked", + "scathing", + "caution", + "Verteid", + "exacerbated", + "shri", + "necessitating", + "tremendous", + "aggravating", + "intensifying", + "continued", + "triggered", + "pushed", + "vergang", + "incum", + "despicable", + "reverting", + "stunned", + "worsening", + "vehement" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "orchestrated", + "of", + "exacerbated", + "horrific", + "theat", + "tumultuous", + "hurled", + "another", + "scathing", + "triggered", + "stillness", + "unrelenting", + "horrifying", + "worsening", + "shri", + "brutally", + "shaped", + "precedente", + "exhilar", + "insulting", + "profound", + "unwa", + "forcefully", + "championed", + "undulating", + "abrupt", + "vergang" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "orchestrated", + "of", + "abruptly", + "abrupt", + "inciting", + "reminiscent", + "inevitably", + "theat", + "instigated", + "eventually", + "punctuated", + "achieved", + "Yet", + "exacerbated", + "resembled", + "facilitated", + "engulfed", + "gradually" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "inevitably", + "inevitable", + "abruptly", + "eventually", + "subsequent", + "gradually", + "momentarily", + "belated", + "unexpectedly", + "initiating", + "unravel", + "uncovering", + "stubbornly", + "secondary", + "reluctantly", + "orchestrated", + "upheaval", + "inciting", + "initially", + "slowly", + "impending", + "simmering", + "mechanisms", + "transitioning", + "escalating", + "unwavering", + "exasper", + "stalemate", + "perpendicular", + "eventual" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "massive", + "the", + "impending", + "onset", + "initial", + "first", + "perpendicular", + "eventually", + "development", + "inevitable", + "resilient", + "erupt", + "uncovering", + "forcibly", + "upheaval", + "pulling", + "eventual", + "unst", + "surrounding", + "inevitably", + "stubbornly", + "further", + "forced", + "initially", + "a", + "section", + "bursting", + "initiation", + "cohesive", + "fractured", + "unravel", + "expected" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "the", + "initial", + "initiation", + "opening", + "impending", + "surrounding", + "unravel", + "subsequent", + "underlying", + "a", + "fracture", + "rupture", + "development", + "initially", + "secondary", + "localized", + "collapse", + "beginnings", + "seemingly", + "onset", + "internal", + "resulting", + "eventual", + "breakthrough", + "erupt", + "following", + "self", + "majority", + "lateral", + "whether", + "inherently", + "initiating" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "ligament", + "remaining", + "opening", + "the", + "surrounding", + "underlying", + "parting", + "initial", + "subsequent", + "a", + "erupt", + "widening", + "and", + "resilient", + "riddled", + "ing", + "lateral", + "ening", + "initially", + "neck", + "existing", + "eventually", + "remainder", + "unravel", + "internal", + "Lightning", + "ligaments", + "Strait", + "reluctantly", + "self", + "separating" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "l", + "ligament", + "el", + "L", + "opening", + "I", + "r", + "neck", + "re", + "remaining", + "R", + "neck", + "L", + "ing", + "T", + "up", + "In", + "ening", + "kin", + "M", + "il", + "tendons", + "of", + "O", + "and", + "The", + "el", + "V", + "H", + "a", + "re" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "ligament", + "ligaments", + "re", + "un", + "opening", + "tendons", + "il", + "re", + "tearing", + "ing", + "el", + "neck", + "l", + "neck", + "r", + "ed", + "hinge", + "hinges", + "rupture", + "remaining", + "surrounding", + "ruptured", + "tear", + "L", + "hing", + "Le", + "lament" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "ligament", + "lig", + "Lig", + "remaining", + "remaining", + "Lig", + "lig", + "Remaining", + "ligaments", + "ligand", + "liga", + "liga", + "league", + "Remaining", + "l", + "ligature", + "Liga", + "L", + "ligt", + "ilig", + "Liga", + "restant", + "t", + "ig" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "ligament", + "remaining", + "Lig", + "Lig", + "lig", + "ligaments", + "lig", + "remaining", + "Remaining", + "Remaining", + "ligand", + "liga", + "ligature", + "league", + "Liga", + "liga", + "opening", + "abrir", + "Liga", + "Ligue", + "openings", + "opens", + "leg", + "legume" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "ligament", + "Lig", + "Lig", + "lig", + "lig", + "ligaments", + "remaining", + "ligand", + "liga", + "remaining", + "ligature", + "liga", + "Liga", + "Remaining", + "Ligue", + "ligt", + "ilig", + "Liga", + "Remaining", + "ig", + "igue", + "igare", + "ligation", + "League" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "a", + "the", + "that", + "opening", + "it", + "system", + "when", + "It", + "slightly", + "to", + "A", + "if", + "of", + "There", + "remaining", + "one", + "This", + "she", + "survey", + "wall", + "leaving", + "In", + "following", + "while", + "When", + "While", + "use", + "increasing", + "Looking", + "Because", + "and", + "I" + ] + } + ], + "logit_surprising": [ + { + "concept": "localized", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "local", + "output_checked": true + }, + { + "concept": "portion", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "substantially", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "readily", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "severely", + "score": 5.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "local", + "output_checked": true + }, + { + "concept": "recording", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "records", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "opens", + "output_checked": true + }, + { + "concept": "slight", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "markedly", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "conducted", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "test", + "output_checked": true + }, + { + "concept": "reaching", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "considerable", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "high", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "impeding", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "local", + "output_checked": true + }, + { + "concept": "remained", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "significantly", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "endured", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "that", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "instrument", + "output_checked": true + }, + { + "concept": "opening", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "opens", + "output_checked": true + }, + { + "concept": "declining", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "on", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "probationary", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "high", + "output_checked": true + }, + { + "concept": "impending", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "high", + "output_checked": true + }, + { + "concept": "immense", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "diesen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "test", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "high", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "intensifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "opens", + "output_checked": true + }, + { + "concept": "enraged", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "during", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "instigated", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "opens", + "output_checked": true + }, + { + "concept": "when", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "high", + "output_checked": true + }, + { + "concept": "but", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "evaluated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "test", + "output_checked": true + }, + { + "concept": "enhance", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "containing", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "approximately", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "records", + "output_checked": true + }, + { + "concept": "unusually", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "high", + "output_checked": true + }, + { + "concept": "comparatively", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "specially", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "inevitably", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "empower", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "asymmetrical", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "subjected", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "three", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "records", + "output_checked": true + }, + { + "concept": "achieved", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "exiting", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "massive", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "barbell", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "values", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "achieving", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "before", + "output_checked": true + }, + { + "concept": "noticeably", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "opens", + "output_checked": true + }, + { + "concept": "voltage", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "high", + "output_checked": true + }, + { + "concept": "specimen", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "peaks", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "high", + "output_checked": true + }, + { + "concept": "ligaments", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "cracks", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "opens", + "output_checked": true + }, + { + "concept": "notches", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "orchestrated", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "textbox", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "combined", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "area", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "local", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-05__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-05__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-05__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-05__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Oxygen-rich high-temperature surface film 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A superalloy held in oxygen-bearing gas gains mass while developing a dense ceramic surface film whose thickness follows an approximately parabolic time dependence.", + "prompt_tail": "peralloy held in oxygen-bearing gas gains mass while developing a dense ceramic surface film whose thickness follows an approximately parabolic time dependence.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-hot-air-surface-layer-01", + "carrier_id": null, + "target_family": "hot-air-surface-layer", + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 5850, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 7213 + }, + { + "label": "oxide", + "best_rank": 1966, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 5788 + }, + { + "label": "scale", + "best_rank": 4259, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 333 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "supernatural", + "bou", + "ily", + "Jang", + "Supernatural", + "jor", + "orna", + "Lorraine", + "Noor", + "oport", + "oji", + "Gui", + "Abr", + "plong", + "lagoons", + "Supreme", + "olong", + "ery", + "JOR", + "marinated" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ization", + "Oregon", + "ORE", + "ool", + "oms", + "iores", + "analyzer", + "ugas", + "marvelous", + "initialize", + "ously", + "theater", + "ior", + "oji", + "ured", + "oj", + "lah", + "iors", + "Malam", + "ized", + "lessness", + "lore", + "enu", + "izing", + "Scro", + "mathbb", + "Oregon" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "ement", + "orna", + "intestinal", + "TOG", + "Arora", + "ancher", + "luch", + "isons", + "tray", + "osz", + "Gustaf", + "osch", + "lak", + "otional", + "ORM", + "felter", + "ies", + "ceedings", + "ORN" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "resin", + "customary", + "encara", + "Resin", + "ButtonGroup", + "wcout", + "Godfather", + "Ruta", + "singleArray", + "neuron", + "Carpet", + "motels", + "Debra", + "odymium", + "Dumper", + "melamine", + "Mariner", + "setObjectName", + "scrat", + "broadened" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Birthday", + "Alle", + "normalization", + "rewrite", + "chrysanthemum", + "EB", + "pewno", + "NORMAL", + "renderer", + "mathsize", + "Lens", + "Kappa", + "breath", + "Za", + "Hd", + "naman", + "nvidia", + "Webcam", + "triangleright", + "Kre", + "kredit", + "Ink" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "atth", + "rewrite", + "triangleright", + "NORMAL", + "pewno", + "chrysanthemum", + "Larger", + "consisted", + "Kristall", + "Soda", + "Saldo", + "pencil", + "Vann", + "Cameras", + "KD", + "iga", + "azolid", + "Lens", + "Saudi" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Birthday", + "sampel", + "Chrys", + "pewno", + "Kristall", + "mas", + "Fifa", + "pencil", + "Lens", + "Saudi", + "Ink", + "chrysanthemum", + "Saldo", + "worsen", + "Lazada", + "physiology", + "Filters", + "MEMBER", + "nvidia", + "saa" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "WORTH", + "Lives", + "handful", + "haya", + "WHIT", + "registro", + "Birthday", + "TECHNICAL", + "genesis", + "berth", + "Nickname", + "WHIT", + "COR", + "Official", + "nutric", + "haf", + "ForegroundColor", + "hetero", + "nho", + "wah", + "HAS", + "OFFICE", + "FAF", + "Instance" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "t", + "ebel", + "s", + "creases", + "slik", + "genu", + "energetic", + "Hd", + "sellers", + "sene", + "vc", + "sav", + "exuber", + "Hd", + "saran", + "sensation", + "compassion", + "sufferings" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "gehend", + "ve", + "si", + "sellers", + "og", + "ness", + "dir", + "s", + "rogen", + "ified", + "say", + "med", + "ujos", + "sensation", + "ebel", + "kwamba", + "dass", + "moreover", + "cetera", + "dac", + "silvest", + "de" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "gehend", + "manner", + "Moreover", + "med", + "rog", + "eness", + "ujos", + "lepas", + "ures", + "shore", + "theater", + "selves", + "oretic", + "uri", + "amos", + "fif", + "sda" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "Moreover", + "certainly", + "moreover", + "furthermore", + "folds", + "esimerkiksi", + "dass", + "certeza", + "digamos", + "cetera", + "fato", + "ified", + "Furthermore", + "fif", + "ve", + "asegurarse", + "sure", + "mason", + "beispielsweise", + "gehend", + "dif" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "folds", + "moreover", + "s", + "t", + "furthermore", + "certainly", + "digamos", + "Moreover", + "ified", + "esimerkiksi", + "ve", + "dass", + "sur", + "say", + "comienzo", + "cetera", + "asegurarse", + "creases", + "preval", + "dif", + "s", + "sage" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "digamos", + "med", + "primes", + "Moreover", + "Etc", + "sure", + "certainly", + "perd", + "sage", + "sage", + "notion", + "manner", + "fif", + "s", + "moreover", + "gehend", + "dac", + "certeza", + "say", + "laissez", + "syntax", + "vogue", + "vehement", + "dif", + "ended", + "scape" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sheep", + "sensibility", + "imperative", + "Etc", + "scape", + "gie", + "regimen", + "assertions", + "sheep", + "pragmatic", + "xr", + "ogf", + "adage", + "certainly", + "examination", + "imperatives", + "ium", + "mah", + "builders", + "regularity", + "standards", + "vehement", + "mason", + "zeug" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "Etc", + "teh", + "nnnn", + "dud", + "sheep", + "sensibility", + "imperative", + "mason", + "regimen", + "xr", + "standards", + "certainly", + "sporadic", + "hexadecimal", + "adage", + "essai", + "gie", + "fortitude", + "remarked", + "syntax", + "Romeo", + "ogf", + "aptitude", + "expediency" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "a", + "sensibility", + "Neuroscience", + "ainder", + "calculus", + "syntax", + "standards", + "pharmacology", + "Trapez", + "ANSWER", + "trapez", + "mathematics", + "seguinte", + "geek", + "aptitude", + "neuroscience", + "mathematicians", + "typescript", + "mathml" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "trajectory", + "initial", + "trajectory", + "seg", + "aneous", + "swear", + "particular", + "wobei", + "beau", + "initially", + "adage", + "measured", + "benzodiazep", + "Initial", + "invariably", + "measured", + "ephemeral", + "linear", + "determinada", + "successive", + "trajectories", + "surmounted", + "invariable", + "Particular", + "Starting", + "enunciado", + "meisjes", + "incidencia", + "systolic" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "t", + "particular", + "determinada", + "tertentu", + "beau", + "sag", + "wobei", + "no", + "say", + "bepaalde", + "determinadas", + "s", + "ek", + "in", + "and", + "sur", + "certo", + "s", + "seg", + "en", + "de", + "trajectory", + "determinado", + "waarbij", + "er", + "initial" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "parabola", + "quadratic", + "conjectured", + "parabolic", + "instantaneously", + "quadratic", + "initially", + "asymptotically", + "parabol", + "determinada", + "gage", + "parab", + "particularmente", + "timescale", + "contemplated", + "enium", + "paused", + "uidade", + "inay", + "squared", + "ymptotic", + "grout", + "alcanza", + "quartic" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "quadratic", + "quadratic", + "Exponential", + "parabola", + "implica", + "particularmente", + "anointed", + "asymptotically", + "magnitudes", + "parabol", + "exponentes", + "instante", + "instantaneously", + "exponential", + "parab", + "XP", + "parabolic", + "alcance", + "procede", + "XS", + "Polynomial", + "Exponent", + "contemplated" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "root", + "quadratic", + "quadratic", + "parabolic", + "racine", + "parabola", + "root", + "implica", + "parabol", + "instantaneously", + "instante", + "Winkler", + "anic", + "asymptotically", + "anzeigen", + "roots", + "RootNamespace", + "particularmente", + "racines", + "aparentemente", + "approxim" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "parabolic", + "quadratic", + "quadratic", + "quadrat", + "square", + "Quadratic", + "Square", + "squared", + "Square", + "parabol", + "square", + "Quadr", + "cuadrados", + "Squared", + "kvadrat", + "sqrt", + "pribli", + "peak", + "parab", + "sqrt", + "squared", + "crian", + "instante", + "infancia", + "Quadrat", + "Squared" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "quadratic", + "parabolic", + "quadratic", + "quadrat", + "Quadratic", + "Square", + "cuadrados", + "squared", + "square", + "Quadr", + "par", + "peak", + "Square", + "pribli", + "parab", + "kvadrat", + "peaked", + "Caut", + "approx", + "Mound", + "deceler", + "Winkler", + "and", + "parabol", + "RSA", + "ballistic", + "square" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "parabolic", + "par", + "parabol", + "Par", + "quadratic", + "Par", + "parab", + "are", + "Square", + "quadratic", + "parachute", + "parche", + "cuadrados", + "parochial", + "par", + "PAR", + "to", + "parc", + "Parce", + "kvadrat", + "I", + "Squares", + "Parc", + "have", + "waitUntil", + "parco", + "Also", + "Squ", + "Paralympic", + "Square" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Note", + "For", + "Since", + "However", + "This", + "In", + "If", + "Let", + "Here", + "These", + "The", + "I", + "Actually", + "Note", + "To", + "You", + "Time", + "It", + "Also", + "Therefore", + "We", + "Follow", + "Even", + "For", + "To", + "How", + "Some", + "Here", + "Example", + "From", + "There", + "Following" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 96951, + 70224, + 64885, + 169683, + 58161, + 68033, + 67423, + 46721, + 63238, + 73206, + 59331, + 95443, + 113229, + 90575, + 80970, + 92835, + 72168, + 7238, + 5851, + 18573, + 48729, + 33240, + 46016, + 94802, + 156868, + 10700 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 79394, + 36644, + 19537, + 152450, + 13334, + 48887, + 28165, + 51637, + 43407, + 48155, + 87072, + 105429, + 105972, + 139258, + 127632, + 116214, + 72431, + 48514, + 34253, + 8214, + 7255, + 13695, + 1967, + 6690, + 14480, + 11901 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 59743, + 136259, + 50844, + 135280, + 101117, + 136268, + 171234, + 85143, + 59243, + 42473, + 51667, + 34608, + 33893, + 17702, + 11975, + 11861, + 34171, + 4260, + 9219, + 30150, + 59414, + 18791, + 16501, + 6764, + 6098, + 803 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 238560, + 250972, + 244204, + 234349, + 249766, + 108772, + 31563, + 21406, + 11699, + 19855, + 13115, + 15931, + 31083, + 7214 + ] + }, + { + "label": "oxide", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 195303, + 182299, + 169526, + 186523, + 158616, + 32352, + 48658, + 51206, + 48133, + 14796, + 6670, + 5789, + 8132, + 21738 + ] + }, + { + "label": "scale", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 12073, + 3108, + 6603, + 19046, + 21328, + 42405, + 11520, + 334, + 1302, + 896, + 10728, + 19907, + 4310, + 18002 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "trajectory", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "cui", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "nit", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "film", + "output_checked": true + }, + { + "concept": "parabola", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "quadratic", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "lunatic", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "bearing", + "output_checked": true + }, + { + "concept": "approximates", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "thickness", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "lose", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "hand", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "in", + "output_checked": true + }, + { + "concept": "slik", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "held", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "mts", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "gains", + "output_checked": true + }, + { + "concept": "acquires", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "gains", + "output_checked": true + }, + { + "concept": "Automatic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "film", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "Mathematics", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "follows", + "output_checked": true + }, + { + "concept": "whats", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "gains", + "output_checked": true + }, + { + "concept": "Noether", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "film", + "output_checked": true + }, + { + "concept": "blames", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "unspecified", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "determinada", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Miche", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "bearing", + "output_checked": true + }, + { + "concept": "cujo", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Alloys", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "nitrous", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "outermost", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "film", + "output_checked": true + }, + { + "concept": "tank", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "loss", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "while", + "output_checked": true + }, + { + "concept": "bearings", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "bearing", + "output_checked": true + }, + { + "concept": "mixture", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "preponder", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "gains", + "output_checked": true + }, + { + "concept": "piu", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "honing", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "covenants", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "film", + "output_checked": true + }, + { + "concept": "vaguely", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "Ontology", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "Supernatural", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "mage", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "estructural", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "schre", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "film", + "output_checked": true + }, + { + "concept": "dependency", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "dependence", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "dure", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "layer", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "And", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "dependence", + "output_checked": true + }, + { + "concept": "losing", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "while", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "digamos", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "copious", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "infinitesimal", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "follows", + "output_checked": true + }, + { + "concept": "namely", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "manipulating", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "conjectured", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "follows", + "output_checked": true + }, + { + "concept": "ROC", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "an", + "output_checked": true + }, + { + "concept": "Couture", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "compositional", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "film", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "ter", + "th", + "wh", + "res", + "row", + "gh", + "ar", + "ne", + "mathrm", + "ook", + "yst", + "inter", + "pr", + "anc", + "ey", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "min", + "ground", + "ts", + "ces", + "self", + "years", + "be" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "t", + "or", + "es", + "an", + "is", + "oc", + "og", + "ie", + "comp", + "ne", + "az", + "ner", + "son", + "gl", + "ware", + "mais", + "mente", + "sav", + "ju", + "whatever", + "rence", + "kur", + "avascript", + "umeric" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "j", + "ib", + "ge", + "one", + "te", + "iew", + "ound", + "left", + "itt", + "ON", + "cept", + "ict", + "uring", + "raph", + "ext", + "ke", + "eb", + "arn", + "mathb", + "partic", + "da", + "indow", + "fin", + "proble", + "essage", + "consider" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "ro", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "og", + "our", + "ust", + "un", + "out", + "are", + "ich", + "orm", + "ast", + "du", + "ge", + "ber", + "row", + "pr", + "mathrm", + "de", + "St", + "col", + "yst", + "round" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "on", + "he", + "en", + "s", + "m", + "de", + "qu", + "ra", + "pro", + "com", + "ity", + "ha", + "from", + "ad", + "which", + "ther", + "com", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "who", + "ric", + "rib", + "oint" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "he", + "re", + "en", + "at", + "s", + "an", + "it", + "is", + "ar", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "de", + "qu", + "ir", + "os", + "ly", + "ra", + "ri", + "pro", + "ere", + "com", + "pe" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "D", + "ort" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "og", + "iz", + "ich", + "av", + "ib", + "comp", + "ar", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "of", + "equip", + "they", + "eat", + "sehen", + "evol", + "sof", + "bringen", + "Ils", + "n", + "am", + "ization", + "EE", + "photograph", + "perfectly", + "lid", + "aal", + "liaison", + "kaya" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "equip", + "aal", + "sehen", + "tentative", + "rei", + "sof", + "wunder", + "ampio", + "Publicity", + "e", + "ble", + "perfectly", + "reput", + "officially", + "administrator", + "technically", + "pog", + "aat", + "eat", + "EG", + "begitu" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "equip", + "readily", + "aal", + "e", + "Tog", + "fielder", + "reput", + "tentative", + "ameri", + "Publicity", + "ecek", + "substantial", + "substantially", + "tog", + "Repositories", + "any", + "behalf", + "immense", + "pog", + "colabor", + "aat", + "profoundly", + "wunder", + "Verenigde" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "equip", + "tog", + "Tog", + "kowy", + "readily", + "aal", + "ameri", + "any", + "ET", + "damn", + "er", + "ischen", + "immense", + "tentative", + "pochi", + "avrebbe", + "Verenigde", + "administr", + "errori", + "similar", + "decid", + "ributor" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "equip", + "tog", + "Tog", + "immense", + "avrebbe", + "tentative", + "kowy", + "tremendous", + "readily", + "damn", + "similar", + "decid", + "aal", + "caution", + "ampio", + "lichkeit", + "slight", + "administr", + "slightly", + "Considerable", + "scathing" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "despicable", + "unequivocal", + "equip", + "vergang", + "tumultuous", + "sigh", + "profoundly", + "markedly", + "scathing", + "esas", + "tersebut", + "bizarre", + "downright", + "stanno", + "Neder", + "remuneration", + "administr", + "tentative" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "such", + "concomitant", + "markedly", + "reminiscent", + "analogous", + "such", + "described", + "thereof", + "profoundly", + "defined", + "tersebut", + "unequivocal", + "coupled", + "notable", + "albeit", + "despicable", + "similar", + "termed", + "albeit" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "exponential", + "steadily", + "described", + "relatively", + "defined", + "initially", + "Exponential", + "characterized", + "markedly", + "rapidly", + "initial", + "analogous", + "exponentially", + "gradually", + "initialization", + "reminiscent", + "Shortly", + "constant", + "progressively", + "predefined", + "such", + "exceedingly" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "gradually", + "steadily", + "rapidly", + "initially", + "exponential", + "evolving", + "predefined", + "swiftly", + "progressively", + "transitory", + "trajectory", + "moderately", + "accelerated", + "beginnings", + "initial", + "relatively", + "gradual", + "exponentially", + "modulated", + "transitioning", + "incrementally", + "slowly", + "oscillating", + "Exponential", + "unwavering", + "succinctly" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "exponential", + "rapidly", + "exponentially", + "accelerating", + "initial", + "expected", + "steady", + "trajectory", + "negligible", + "initially", + "slightly", + "varying", + "onset", + "accelerated", + "steadily", + "rapid", + "evolving", + "fluctuating", + "undulating", + "relatively", + "proportional", + "predictable", + "presumed", + "oscillating", + "linear", + "vanishing", + "logarithmic", + "asymptotic", + "moderately", + "short", + "remarkably", + "predefined" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "rapidly", + "initially", + "rapid", + "exponential", + "initial", + "parabolic", + "accelerating", + "time", + "quadratic", + "curve", + "second", + "evolving", + "exponentially", + "increasing", + "trajectory", + "accelerated", + "predictable", + "velocity", + "first", + "behavior", + "typical", + "perceived", + "steadily", + "well", + "onset", + "beginnings", + "gradually", + "varying", + "early", + "expected", + "slowly", + "achieving" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "parabolic", + "second", + "quadratic", + "peak", + "initially", + "time", + "rapid", + "curve", + "rapidly", + "parabola", + "exponential", + "up", + "initial", + "reaching", + "nonlinear", + "curvature", + "peaked", + "behavior", + "increasing", + "velocity", + "accelerating", + "onset", + "plateau", + "exponentially", + "speed", + "nearly", + "profile", + "Second", + "and", + "accelerated", + "early", + "almost" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "parabolic", + "profile", + "second", + "peak", + "time", + "Profile", + "rapid", + "rise", + "thickness", + "initially", + "Time", + "maximum", + "Time", + "peaked", + "Young", + "up", + "profiles", + "parabola", + "roots", + "zweite", + "time", + "nonlinear", + "rapidly", + "quadratic", + "parabol", + "onset", + "bell", + "Plateau", + "roots", + "Profile", + "Peak" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "parabolic", + "roots", + "parabol", + "roots", + "parabola", + "quadratic", + "maximum", + "root", + "peaked", + "second", + "profile", + "getRoot", + "deceler", + "peak", + "Wurzel", + "Root", + "Roots", + "scrollHeight", + "second", + "rooted", + "Profile", + "roughly", + "accelerated", + "peaking", + "Roots", + "root", + "initially", + "nonlinear" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "parabolic", + "quadratic", + "square", + "Square", + "Square", + "square", + "squared", + "par", + "parabol", + "e", + "sq", + "quadrat", + "par", + "kvadrat", + "sqrt", + "Squares", + "Par", + "squares", + "quadratic", + "SQUARE", + "Par", + "Squ", + "p", + "approximately", + "parab", + "Quadratic", + "x", + "nonlinear" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "parabolic", + "quadratic", + "Square", + "Square", + "squared", + "square", + "kvadrat", + "Squ", + "quadrat", + "quadratic", + "Quadratic", + "square", + "Squares", + "sqrt", + "peaked", + "Squ", + "sqrt", + "squaring", + "QUAD", + "roots", + "SQUARE", + "squares", + "cuadrados", + "quadrada", + "Squared", + "sq", + "par", + "Quadr", + "Sqrt" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "parabolic", + "par", + "Par", + "parabol", + "parab", + "Par", + "PAR", + "quadratic", + "Paralympic", + "PAR", + "Square", + "parc", + "are", + "Parc", + "as", + "Squ", + "parche", + "par", + "quadratic", + "Pear", + "cuadrados", + "Parab", + "and", + "parli", + "epar", + "Parce", + "parochial" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Note", + "For", + "Since", + "However", + "This", + "In", + "If", + "Let", + "Here", + "These", + "The", + "I", + "Actually", + "Note", + "To", + "You", + "Time", + "It", + "Also", + "Therefore", + "We", + "Follow", + "Even", + "For", + "To", + "How", + "Some", + "Here", + "Example", + "From", + "There", + "Following" + ] + } + ], + "logit_surprising": [ + { + "concept": "exponential", + "score": 17.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "time", + "output_checked": true + }, + { + "concept": "readily", + "score": 11.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "bearing", + "output_checked": true + }, + { + "concept": "considerably", + "score": 11.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "and", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "super", + "output_checked": true + }, + { + "concept": "slight", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "tenacious", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "elapsed", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "time", + "output_checked": true + }, + { + "concept": "declining", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "insulting", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "such", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "increase", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "equip", + "score": 3.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ample", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "follows", + "output_checked": true + }, + { + "concept": "pochi", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "substantially", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "while", + "output_checked": true + }, + { + "concept": "concomitant", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "become", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "gains", + "output_checked": true + }, + { + "concept": "withstand", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "an", + "output_checked": true + }, + { + "concept": "relatively", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "others", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "while", + "output_checked": true + }, + { + "concept": "enriched", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "atmosphere", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "dependency", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "dependence", + "output_checked": true + }, + { + "concept": "rich", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "develops", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "hand", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "in", + "output_checked": true + }, + { + "concept": "weight", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "losing", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "while", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Though", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "super", + "output_checked": true + }, + { + "concept": "Vereinigte", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "despl", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "convincing", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "film", + "output_checked": true + }, + { + "concept": "retort", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "reput", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "been", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "asesin", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "elucid", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "eroding", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "bearing", + "output_checked": true + }, + { + "concept": "reverting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "decreasing", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "autre", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "heinous", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "indeed", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "time", + "output_checked": true + }, + { + "concept": "prolonged", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "described", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "follows", + "output_checked": true + }, + { + "concept": "undesired", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "an", + "output_checked": true + }, + { + "concept": "which", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "entities", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "bearing", + "output_checked": true + }, + { + "concept": "escalating", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "wiederum", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "depends", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "thickness", + "output_checked": true + }, + { + "concept": "tapered", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "tapering", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "getTime", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "time", + "output_checked": true + }, + { + "concept": "gradually", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "engineered", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "alloy", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-01__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-01__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-01__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-01__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Oxygen-rich high-temperature surface film 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Long furnace exposure covers a steel coupon with several brittle oxygen-rich layers. Continued growth requires ions to cross the existing reaction product.", + "prompt_tail": "Long furnace exposure covers a steel coupon with several brittle oxygen-rich layers. Continued growth requires ions to cross the existing reaction product.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-hot-air-surface-layer-02", + "carrier_id": null, + "target_family": "hot-air-surface-layer", + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 3361, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 355 + }, + { + "label": "oxide", + "best_rank": 140, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 427 + }, + { + "label": "scale", + "best_rank": 17482, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 1606 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "supernatural", + "ily", + "bou", + "orna", + "Supernatural", + "Jang", + "jor", + "oport", + "Gui", + "Abr", + "Lorraine", + "Noor", + "oji", + "Supreme", + "plong", + "Brix", + "lagoons", + "aboo", + "Cunningham", + "olong" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ily", + "mem", + "Abr", + "felter", + "aboo", + "GSM", + "luch", + "Baylor", + "oji", + "Gui", + "cim", + "ht", + "tray", + "gh", + "zym", + "lak", + "ORN", + "argmax", + "improbable", + "Arora", + "Mars", + "Apollo" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "hse", + "Kham", + "lias", + "ocked", + "JSONObject", + "Fres", + "iquel", + "Dud", + "WHAT", + "nikk", + "analyzer", + "Ejec", + "UNICEF", + "Happen", + "hq", + "mls" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Za", + "Hd", + "pewno", + "embossing", + "Writers", + "nascita", + "XXV", + "Indeed", + "breath", + "haman", + "recorder", + "unud", + "izawa" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Christi", + "homework", + "Glover", + "ligation", + "Fir", + "Context", + "normalization", + "Buffered", + "FBI", + "Coke", + "Berkeley", + "Vann", + "xj", + "optosis", + "odes", + "Genesis", + "Vicki", + "homeopathic", + "ophthal", + "Georg" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "rewrite", + "NORMAL", + "Birthday", + "nvidia", + "chrysanthemum", + "pencil", + "Chrys", + "zeichnis", + "pewno", + "FILL", + "naman", + "nextNode", + "Kristall", + "atth", + "normalization" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Kristall", + "Chrys", + "pewno", + "Saldo", + "sampel", + "Saudi", + "Lens", + "saa", + "Hd", + "Lazada", + "mas", + "Ink", + "XXV", + "Za", + "Webcam", + "chrysanthemum", + "pencil", + "worsen", + "domin", + "Birthday", + "rangea", + "Bezir" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "WORTH", + "handful", + "WHIT", + "haya", + "TECHNICAL", + "registro", + "Lives", + "COR", + "WHIT", + "wah", + "nutric", + "hetero", + "haf", + "OFFICE", + "FAF", + "berth", + "escal", + "genesis", + "ForEach", + "Nickname", + "ueuse", + "TECHNICAL", + "technical" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "t", + "creases", + "energetic", + "sensation", + "slik", + "s", + "sene", + "supuesto", + "vc", + "sizer", + "genu", + "singularity", + "Hd", + "exuber", + "Siva", + "Kristall", + "ified", + "sav", + "dac", + "sellers", + "laces" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "dir", + "gehend", + "med", + "uette", + "og", + "ujos", + "oq", + "esia", + "en", + "est", + "ve", + "ebel", + "pues", + "enburg", + "de", + "selves", + "eur", + "nou", + "as", + "sizer" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "selves", + "ured", + "voila", + "med", + "gehend", + "ujos", + "haf", + "night", + "digamos", + "izability", + "en", + "amos", + "behavior", + "rog", + "uating", + "eniendo", + "theater", + "manner" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "digamos", + "esimerkiksi", + "voila", + "Moreover", + "comienzo", + "furthermore", + "folds", + "certainly", + "Furthermore", + "ve", + "selves", + "med", + "beispielsweise", + "examples", + "moreover", + "Depois", + "celles", + "sink", + "t", + "dif", + "certeza", + "Kalau" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "digamos", + "comienzo", + "t", + "esimerkiksi", + "folds", + "ve", + "furthermore", + "med", + "s", + "selves", + "dif", + "celles", + "sur", + "enorm", + "voila", + "creases", + "certainly", + "sink", + "moreover", + "ified", + "Moreover", + "exemplo", + "urious" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "selves", + "voila", + "digamos", + "Veamos", + "med", + "instances", + "necessary", + "ogf", + "zeug", + "imperative", + "Etc", + "Thus", + "exus", + "insist", + "sensibility", + "sink", + "gehend" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sensibility", + "Etc", + "ium", + "argumento", + "ove", + "limitation", + "dud", + "sheep", + "quartz", + "sistemi", + "Veamos", + "Rc", + "selves", + "sheep", + "imperative", + "necessidade", + "hypothetical", + "dding", + "necessary", + "axiom", + "notwendig", + "filosofia" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "dud", + "necessidade", + "sensibility", + "necesidad", + "brauchen", + "Etc", + "imperative", + "rrrr", + "sistemi", + "ium", + "sheep", + "bottle", + "nnnn", + "need", + "argumento", + "xr", + "VisualStudio", + "sheep", + "sistema", + "constraint", + "impeded", + "bole", + "Abr" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "psychic", + "thoughtful", + "additive", + "sensibility", + "impeded", + "obnoxious", + "intensive", + "oteric", + "esfuerzos", + "Postgres", + "obtuse", + "quartz", + "Ajax", + "PSY", + "PLOAD", + "discord" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "conundrum", + "Therefore", + "necessari", + "necessary", + "undesirable", + "necesitas", + "circumvent", + "necesarios", + "notwend", + "necesaria", + "adage", + "impeded", + "necesidad", + "bepaalde", + "undesired", + "ibacter", + "nedostat", + "bottleneck", + "conund", + "Thus", + "crucially", + "benzodiazep", + "intend", + "Constraints", + "necesario", + "gaze" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "conundrum", + "imped", + "obstacles", + "determinada", + "undesirable", + "necesarios", + "predisposition", + "impediments", + "bepaalde", + "necesaria", + "implique", + "Integrity", + "seg", + "obstacle", + "Implicit", + "obstacles", + "rochemical", + "egreg", + "barrier", + "ements", + "enium", + "consequ", + "chem", + "impediment", + "conund" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "undesirable", + "superstit", + "enium", + "Integrity", + "kerak", + "Mannschaften", + "vic", + "amac", + "oles", + "iliency", + "Transporte", + "Implicit", + "steric", + "consequ", + "aporte", + "dif", + "conundrum", + "permeate", + "unsaturated", + "Jericho", + "implique", + "deposit", + "undesired", + "deposit", + "Acacia", + "condicion", + "acacia", + "Diffusion", + "grout", + "bepaalde", + "intrinsic" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Diffusion", + "diffusion", + "Diffusion", + "diffusion", + "diffusing", + "diffusive", + "diffusione", + "dif", + "Transporte", + "diffus", + "permeate", + "Concentration", + "Concent", + "osmotic", + "concentration", + "diffused", + "conven", + "Transport", + "permeated", + "concentration", + "diffuse", + "transporte", + "Diffraction", + "Diffuse", + "vic" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "Diffusion", + "diffusion", + "diffusion", + "Diffusion", + "diffusing", + "diffusione", + "diffus", + "diffusive", + "dif", + "diffused", + "Dif", + "permeate", + "diffuse", + "Diff", + "permeated", + "diff", + "effusion", + "Diffuse", + "diffusivity", + "obstacles", + "DIFF", + "transporte", + "Barriers", + "diffuser", + "difund", + "layer", + "Transport", + "obstacles" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "diffusion", + "diffusion", + "Diffusion", + "Diffusion", + "diffusing", + "diffus", + "diffusione", + "Dif", + "diffused", + "dif", + "prodotti", + "diff", + "DIFF", + "obstacles", + "product", + "obstacles", + "ions", + "diffuse", + "DIFF", + "Ions", + "produits", + "product", + "Diff", + "diffusive", + "Productos", + "Diffuse", + "ion" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "diffusion", + "Diffusion", + "Diffusion", + "diffusion", + "diffus", + "diffusing", + "diffusione", + "diff", + "diffused", + "DIFF", + "dif", + "product", + "Dif", + "obstacles", + "product", + "DIFF", + "diffusive", + "diffuse", + "difund", + "obstacles", + "Diff", + "prodotti", + "produit", + "producto", + "produto", + "obstacle", + "diffusivity", + "Diffuse" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Diffusion", + "diffusion", + "Diffusion", + "diffusing", + "dif", + "Diff", + "diff", + "Diff", + "diffus", + "diffusione", + "Dif", + "Dif", + "diffusion", + "DIFF", + "Diffuse", + "diff", + "diffuse", + "diffused", + "diffusive", + "DIFF", + "dif", + "diffraction", + "diffusivity", + "diffuser", + "difund", + "Diffraction", + "ff", + "diffract" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "For", + "They", + "You", + "Thus", + "There", + "In", + "I", + "It", + "However", + "Since", + "To", + "These", + "While", + "Additionally", + "At", + "Use", + "Specifically", + "Layer", + "Unlike", + "When", + "We", + "New", + "Barrier", + "Therefore", + "Each", + "Does", + "Need", + "This", + "A", + "Any", + "Increasing", + "io" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 89463, + 85263, + 98317, + 78311, + 152331, + 76853, + 67464, + 36261, + 75095, + 48693, + 46582, + 81833, + 84423, + 65344, + 45089, + 68748, + 73128, + 3362, + 3451, + 7050, + 9585, + 49894, + 12045, + 43667, + 21074, + 2621 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 70675, + 26346, + 15625, + 21874, + 120885, + 30458, + 27102, + 44151, + 43669, + 38540, + 43822, + 93261, + 91328, + 56497, + 46725, + 65580, + 30814, + 9441, + 13258, + 712, + 141, + 1690, + 5635, + 6911, + 10178, + 970 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 54430, + 92136, + 190798, + 154988, + 229113, + 160514, + 173889, + 96181, + 92215, + 58671, + 59561, + 56870, + 47993, + 33128, + 22891, + 29034, + 85031, + 39954, + 17483, + 44399, + 77628, + 55803, + 44800, + 24223, + 50921, + 488 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 223242, + 234984, + 220877, + 215976, + 137919, + 155949, + 43756, + 6565, + 865, + 1596, + 356, + 2829, + 23778, + 74783 + ] + }, + { + "label": "oxide", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 119673, + 115326, + 135425, + 115762, + 90795, + 39293, + 36523, + 34450, + 2791, + 699, + 428, + 1054, + 21168, + 38863 + ] + }, + { + "label": "scale", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 41798, + 21075, + 28356, + 62701, + 126363, + 69694, + 29930, + 1607, + 10471, + 5203, + 12657, + 24257, + 5286, + 9567 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "assorted", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "dure", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "dini", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "aporte", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "atoms", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "digamos", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "additive", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Ancient", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "conundrum", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Diffusion", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "slik", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Ade", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Long", + "output_checked": true + }, + { + "concept": "mucous", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "crystals", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "penyimpanan", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "Tetrahedron", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "vandal", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "intric", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "PVC", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Kalyan", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "MRP", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "with", + "output_checked": true + }, + { + "concept": "existente", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "existing", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "lan", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "furnace", + "output_checked": true + }, + { + "concept": "expose", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "SRP", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "migrate", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "rup", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "furnace", + "output_checked": true + }, + { + "concept": "spurt", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "growth", + "output_checked": true + }, + { + "concept": "products", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "continues", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "growth", + "output_checked": true + }, + { + "concept": "fizi", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "Finally", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "product", + "output_checked": true + }, + { + "concept": "Member", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "insane", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "focussing", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "Iceland", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "LoggerFactory", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "Continued", + "output_checked": true + }, + { + "concept": "necessitates", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "dyads", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "nonparametric", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "existing", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "fundamental", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "cubierta", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "ago", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "atom", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "esimerkiksi", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "eTo", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "lunatic", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "Long", + "output_checked": true + }, + { + "concept": "iaitu", + "score": 1.0, + "best_rank": 4, + "best_depth": 44.7, + "near_token": "with", + "output_checked": true + }, + { + "concept": "meliputi", + "score": 1.0, + "best_rank": 4, + "best_depth": 63.8, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "loy", + "score": 1.0, + "best_rank": 4, + "best_depth": 80.9, + "near_token": "cross", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "se", + "th", + "row", + "ne", + "yst", + "pr", + "anc", + "tr", + "pect", + "red", + "ray", + "ser", + "ces", + "years", + "be", + "span", + "na", + "ters", + "roll", + "section", + "ler", + "mod", + "ny", + "return", + "max", + "time", + "itive", + "met" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "uq", + "rence", + "flows", + "esco", + "suff", + "seo", + "pitted", + "conflicted", + "decayed", + "lasan", + "es", + "ny", + "lar", + "assert", + "Which", + "comple", + "afin", + "yards", + "upaten", + "owed", + "enburg" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "ound", + "red", + "med", + "There", + "mit", + "Med", + "lar", + "suggest", + "quick", + "cing", + "sn", + "nie", + "That", + "bbox", + "ikan", + "ymax", + "lay", + "wish", + "lan", + "guess", + "ection", + "atar", + "nost" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "or", + "le", + "m", + "ic", + "ion", + "el", + "l", + "im", + "g", + "u", + "se", + "th", + "us", + "ht", + "ers", + "ere", + "com", + "ess", + "pe", + "ity", + "j", + "pl", + "ame", + "ies", + "int", + "able", + "ast", + "ite" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "A", + "C", + "D", + "E", + "F", + "G", + "H", + "J", + "K", + "M", + "N", + "O", + "Q", + "R", + "S", + "T", + "U", + "V", + "W", + "X", + "Y", + "Z", + "a", + "b", + "d" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "le", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "ere", + "com", + "end", + "ill", + "ex", + "art", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire", + "ge" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "res" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "ew", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "ord", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ers", + "lid", + "youtu", + "s", + "of", + "ature", + "photograph", + "perfectly", + "eat", + "mellow", + "wunder", + "sina", + "n", + "rel", + "equip", + "second", + "reput", + "they", + "selection", + "novembre" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "rel", + "of", + "youtu", + "mellow", + "s", + "ers", + "ature", + "depart", + "has", + "strongly", + "perfectly", + "reput", + "substantial", + "lid", + "aal", + "eat", + "imitation", + "EG", + "remember", + "wunder", + "ampio", + "slightly", + "ameri", + "e" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "substantial", + "fielder", + "readily", + "damn", + "imitation", + "e", + "rel", + "has", + "substantially", + "Tog", + "ameri", + "slight", + "immense", + "youtu", + "vergang", + "mellow", + "Verenigde", + "Iy", + "organization", + "reliance", + "formality", + "Uit", + "successor", + "addirittura" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "damn", + "fielder", + "substantial", + "ameri", + "Looking", + "necessitate", + "slight", + "readily", + "Iy", + "immense", + "formality", + "Tog", + "er", + "declining", + "nur", + "Verenigde", + "ET", + "indicative", + "kowy", + "exclusivity", + "somebody", + "similar" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "necessitate", + "tog", + "fielder", + "damn", + "immense", + "substantial", + "slight", + "hindrance", + "indicative", + "similar", + "either", + "demise", + "anteced", + "formality", + "Tog", + "readily", + "autre", + "bunun", + "primarily", + "litigation" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "substantial", + "hindrance", + "necessitate", + "destes", + "mereka", + "rebuke", + "bunun", + "ameri", + "or", + "tremendous", + "either", + "Andere", + "also", + "hindering", + "necessitating", + "immense", + "another", + "stanno", + "enraged", + "fielder", + "continued", + "caution", + "ezek" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "or", + "hindrance", + "detrimental", + "hindering", + "mereka", + "insulting", + "these", + "stifle", + "jgamma", + "prerequisite", + "hinders", + "hindered", + "pathway", + "promoting", + "destes" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "or", + "but", + "hindered", + "hindrance", + "impeded", + "hindering", + "obstacles", + "hinder", + "these", + "daunting", + "hurdles", + "detrimental", + "prerequisite", + "bottlenecks", + "pathway", + "reluctant", + "hampered", + "hinders", + "bottleneck", + "zunehm", + "impeding", + "difficult", + "dwind", + "pathways" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "obstacles", + "hindered", + "impeded", + "these", + "hindering", + "impeding", + "hinder", + "arduous", + "hindrance", + "impediments", + "mechanisms", + "increasingly", + "hurdles", + "cumbersome", + "uphill", + "hinders", + "roadblocks", + "difficult", + "pathways", + "overcoming", + "impede", + "undesirable", + "daunting", + "overcome", + "inherent", + "progressively", + "hampered", + "bottlenecks", + "debilitating" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "obstacles", + "hindrance", + "hindered", + "crowded", + "tenacious", + "barriers", + "roadblocks", + "hindering", + "massive", + "pathways", + "arduous", + "hurdles", + "pathway", + "impediments", + "barrier", + "overcoming", + "disruptive", + "entrenched", + "overcome", + "bitter", + "hinder", + "uphill", + "stubborn", + "difficult", + "newly", + "stubbornly", + "inherent", + "cohesive", + "bypassing", + "impeded", + "undesirable", + "treacherous" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "barriers", + "obstacles", + "roadblocks", + "barrier", + "hurdles", + "hindrance", + "impediments", + "overcoming", + "roadblock", + "crowded", + "impenetrable", + "bypassing", + "bottlenecks", + "obstacle", + "hindered", + "hindering", + "overcome", + "hinder", + "impediment", + "Barrier", + "hurdle", + "impeded", + "blockage", + "impeding", + "hinders", + "entrenched", + "insurmountable", + "reactions", + "bottleneck", + "catalysts", + "uphill", + "existing" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "diffusion", + "roadblocks", + "barriers", + "hurdles", + "layers", + "barrier", + "crowded", + "Diffusion", + "multilayer", + "concentrations", + "obstacles", + "entrenched", + "porous", + "trapped", + "catalysts", + "existing", + "dense", + "concentration", + "colloidal", + "incrementally", + "layer", + "ionic", + "reactant", + "arduous", + "through", + "deposits", + "penetration", + "progressively", + "overcoming", + "excessively", + "recrystall", + "currentRow" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "diffusion", + "Diffusion", + "Diffusion", + "diffusion", + "diffus", + "diffusing", + "diffusive", + "diffusione", + "barrier", + "diffusivity", + "transport", + "Transport", + "diff", + "diffused", + "Diff", + "DIFF", + "concentration", + "barriers", + "perme", + "diffuse", + "hurdles", + "diffuser", + "barrier", + "obstacles", + "ionic", + "Transport", + "Barrier", + "roadblocks", + "porous" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "diffusion", + "Diffusion", + "Diffusion", + "diffusion", + "diffusing", + "diffus", + "diffusione", + "diffusive", + "diffused", + "transport", + "DIFF", + "diffusivity", + "diff", + "ions", + "perme", + "diff", + "Diff", + "diffuser", + "Transport", + "diffuse", + "barrier", + "barriers", + "permeate", + "through", + "Transport", + "permeates", + "obstacles", + "porous" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "diffusion", + "Diffusion", + "diffus", + "Diffusion", + "diffusion", + "diffusing", + "diff", + "Product", + "products", + "ions", + "diffusione", + "diffusive", + "product", + "diffused", + "product", + "products", + "Products", + "ion", + "S", + "diff", + "tort", + "diffuse", + "Products", + "Product", + "prodotti" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "diffusion", + "Diffusion", + "Diffusion", + "diffus", + "diffusing", + "product", + "diffusion", + "diffusive", + "Product", + "products", + "Product", + "product", + "diffusione", + "diff", + "Produkt", + "diffused", + "Products", + "Products", + "products", + "producto", + "produktu", + "tort", + "ions" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "diffusion", + "diff", + "Diffusion", + "diff", + "Diffusion", + "Diff", + "Dif", + "diffusion", + "diffusione", + "dif", + "diffusing", + "DIFF", + "diffus", + "Diff", + "diffuse", + "Dif", + "DIFF", + "diffused", + "diffusive", + "Diffuse", + "dif", + "diffraction", + "diffusivity", + "diffuser", + "iff", + "Jeff", + "DIF" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "For", + "They", + "You", + "Thus", + "There", + "In", + "I", + "It", + "However", + "Since", + "To", + "These", + "While", + "Additionally", + "At", + "Use", + "Specifically", + "Layer", + "Unlike", + "When", + "We", + "New", + "Barrier", + "Therefore", + "Each", + "Does", + "Need", + "This", + "A", + "Any", + "Increasing", + "io" + ] + } + ], + "logit_surprising": [ + { + "concept": "slight", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "products", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "damn", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "substantial", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "product", + "output_checked": true + }, + { + "concept": "coupons", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "readily", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "severely", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "regarding", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "furnace", + "output_checked": true + }, + { + "concept": "these", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "enriched", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "barriers", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "crossing", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "hundred", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "several", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "annen", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "additionally", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "to", + "output_checked": true + }, + { + "concept": "immense", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "existing", + "output_checked": true + }, + { + "concept": "exceedingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "layers", + "output_checked": true + }, + { + "concept": "dieser", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "pertaining", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "destabil", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ions", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "obstacles", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "different", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "several", + "output_checked": true + }, + { + "concept": "produced", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "product", + "output_checked": true + }, + { + "concept": "atoms", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "Will", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "existing", + "output_checked": true + }, + { + "concept": "behest", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "impeding", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "pochi", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "Looking", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "product", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "horrifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "several", + "output_checked": true + }, + { + "concept": "sporad", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "Discord", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "insulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "layers", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "hurdles", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "existing", + "output_checked": true + }, + { + "concept": "inflicted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "containing", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "components", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "callBack", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "orchestral", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "excessively", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "interspersed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "layers", + "output_checked": true + }, + { + "concept": "consisting", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "continuous", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Continued", + "output_checked": true + }, + { + "concept": "facilitated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ions", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "accumulations", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "hindering", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "product", + "output_checked": true + }, + { + "concept": "prolonged", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "extensive", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "fabricated", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "that", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "coupon", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-02__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-02__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-02__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-02__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Oxygen-rich high-temperature surface film 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A chromium-containing alloy forms a compact adherent surface film in hot air, sharply slowing additional inward oxygen transport.", + "prompt_tail": "A chromium-containing alloy forms a compact adherent surface film in hot air, sharply slowing additional inward oxygen transport.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 22 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-hot-air-surface-layer-03", + "carrier_id": null, + "target_family": "hot-air-surface-layer", + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 786, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 44 + }, + { + "label": "oxide", + "best_rank": 24, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 96 + }, + { + "label": "scale", + "best_rank": 9028, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 1649 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "bou", + "supernatural", + "Jang", + "ily", + "Abr", + "Lorraine", + "jor", + "Supernatural", + "oport", + "Gui", + "orna", + "Noor", + "Supreme", + "plong", + "lagoons", + "Anspr", + "olong", + "marinated", + "aboo", + "oji", + "Supreme" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "oji", + "ool", + "ily", + "mem", + "ancher", + "aboo", + "lak", + "Abr", + "ht", + "Gui", + "felter", + "oj", + "iores", + "orna", + "mathbb", + "ORN", + "ugas", + "zym", + "Arora", + "gh", + "ior", + "Zeitung" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "otional", + "helpers", + "Kham", + "ization", + "ently", + "ederal", + "handful", + "ized", + "ceedings", + "ceptor", + "etails", + "negie", + "JSONObject", + "Corn", + "izing", + "mno", + "igualmente", + "hnt", + "ejection", + "internalization", + "ublic" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "odymium", + "neuron", + "impediments", + "resin", + "Printers", + "singleArray", + "Carpet", + "slik", + "Resin", + "wcout", + "Dumper", + "rectMode", + "macro", + "prus", + "sonst", + "melamine", + "impediment", + "squre" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "normalization", + "Birthday", + "nvidia", + "pewno", + "Za", + "NORMAL", + "Alle", + "fqsen", + "Lobkowicz", + "Kappa", + "Christi", + "Venez", + "nascita", + "Xiv", + "KD", + "Highlight", + "rewrite", + "Ink" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Kristall", + "pewno", + "Saldo", + "atth", + "rewrite", + "Saudi", + "NORMAL", + "Chrys", + "Hd", + "Lens", + "UD", + "Webcam", + "Soda", + "embossing", + "chrysanthemum", + "creativity", + "Cameras", + "Za", + "triangleright", + "uzz" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Chrys", + "pewno", + "Kristall", + "Saldo", + "Birthday", + "sampel", + "mas", + "Ink", + "Saudi", + "chrysanthemum", + "Lens", + "worsen", + "Hd", + "pencil", + "Lazada", + "saa", + "rangea", + "Webcam", + "domin", + "keV", + "Sadd", + "XXV", + "Za" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "WORTH", + "haya", + "Lives", + "Birthday", + "genesis", + "handful", + "berth", + "TECHNICAL", + "ForegroundColor", + "registro", + "HAS", + "haf", + "WHIT", + "Nickname", + "reib", + "nutric", + "circledR", + "COR", + "WHIT", + "Official", + "enl", + "hai", + "BEGIN", + "technical" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "t", + "ebel", + "creases", + "s", + "energetic", + "slik", + "vc", + "sene", + "Hd", + "sensation", + "compassion", + "exuber", + "sav", + "saran", + "Hd", + "sellers", + "impediments", + "mselves", + "genu", + "sufferings" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "ujos", + "dir", + "gehend", + "si", + "og", + "oq", + "s", + "med", + "iven", + "ve", + "silvest", + "uri", + "mselves", + "kwamba", + "est", + "to", + "latter", + "vc" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "ujos", + "lepas", + "shore", + "theater", + "fif", + "night", + "rog", + "rologic", + "med", + "vigor", + "haf", + "itei", + "odora", + "urably", + "manner", + "osof", + "heartedly", + "meden" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "cetera", + "certeza", + "folds", + "creases", + "mason", + "soften", + "esimerkiksi", + "certainly", + "urious", + "softening", + "beispielsweise", + "scapes", + "sink", + "imperatives", + "rara", + "seldom", + "asegurarse", + "sur", + "enorm", + "furthermore", + "ified", + "fif", + "nantinya", + "fokus", + "impediments" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "creases", + "cetera", + "folds", + "enorm", + "certeza", + "esimerkiksi", + "urious", + "sink", + "sur", + "scapes", + "digamos", + "soften", + "certainly", + "impediments", + "ified", + "beispielsweise", + "asegurarse", + "imperatives", + "mason", + "softening", + "sonsten", + "fokus", + "t", + "furthermore", + "detriment", + "rara" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "laissez", + "credo", + "vehement", + "urious", + "urably", + "scape", + "scapes", + "thoughtfully", + "decadent", + "ond", + "sage", + "lepas", + "med", + "expans", + "coveted", + "proverbial", + "fif", + "imperative", + "sensual", + "certeza" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "imperative", + "sensibility", + "vehement", + "thoughtful", + "imperatives", + "urably", + "scape", + "Etc", + "lavish", + "xr", + "adage", + "dynamics", + "softening", + "diminished", + "sporadic", + "Dynamics", + "diminishes", + "uptools", + "mason", + "MgO", + "massive", + "mah", + "scapes" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sporadic", + "ODM", + "dud", + "cryptic", + "MgO", + "akin", + "intensive", + "horrend", + "negated", + "XK", + "defensive", + "imperative", + "Xr", + "nefarious", + "ruptcy", + "mundane", + "woolen", + "adage", + "storm", + "bole", + "scape", + "xr", + "dismal", + "Effect", + "fortitude", + "remarked" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "cryptic", + "intensive", + "thoughtful", + "extensive", + "defensive", + "psychic", + "PLOAD", + "tedious", + "nimble", + "obtuse", + "atrocious", + "virtually", + "remarked", + "obnoxious", + "ODM", + "stderr", + "DENUMIRE", + "impede", + "mundane", + "sporadic", + "obsessive", + "heinous", + "horrid" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "adage", + "remarked", + "instantaneously", + "undesired", + "appreciably", + "vehement", + "circumvent", + "impede", + "Bz", + "MNOP", + "considerably", + "detriment", + "imped", + "Reduction", + "undesirable", + "bottleneck", + "dirigentes", + "intend", + "sporadic", + "withstood", + "aneous", + "exceedingly", + "hesitated", + "seg", + "ochemical", + "tremendously", + "impedir", + "intentos", + "resisting", + "unequiv" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "imped", + "tremendously", + "appreciable", + "casi", + "substantially", + "appreciably", + "considerably", + "impeding", + "Reduction", + "unequiv", + "impede", + "particular", + "s", + "immensely", + "conscient", + "bottleneck", + "impediment", + "egreg", + "eficaz", + "way", + "zuz", + "exceedingly", + "canalicul", + "instantaneously", + "dals", + "determinante" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "imped", + "appreciable", + "instantaneously", + "exceedingly", + "substantially", + "tremendously", + "considerably", + "casi", + "eficaz", + "canalicul", + "appreciably", + "ium", + "diatomic", + "limiting", + "impede", + "dals", + "determinante", + "immensely", + "immediately", + "efic", + "quase", + "impediment", + "sacrific", + "bottleneck", + "aporte", + "imparts", + "impeded", + "steric" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Diffusion", + "Diffusion", + "sacrific", + "diffusion", + "diffusing", + "effectively", + "diffusive", + "diffusion", + "immediately", + "eficaz", + "Barrier", + "impede", + "barrier", + "appreciable", + "imped", + "barrier", + "impenetr", + "Immediately", + "canalicul", + "oxide", + "Transporte", + "barric", + "instantaneously", + "limiting", + "Barrier", + "obtuse", + "instantly", + "effusion" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "limiting", + "Limited", + "limiting", + "limited", + "Barrier", + "Barriers", + "barrier", + "impede", + "Diffusion", + "LIMITED", + "Diffusion", + "barrier", + "effectively", + "efektif", + "bari", + "diffusion", + "diffusion", + "Barrier", + "effusion", + "limited", + "Limited", + "limiti", + "LIMITED", + "barriers", + "obstruct", + "gbar", + "diffusive", + "diffusing", + "limitado", + "imped" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "barrier", + "Transport", + "barrier", + "Diffusion", + "transport", + "transport", + "Barrier", + "Transport", + "barriers", + "diffusion", + "impede", + "diffusion", + "Barrier", + "Barriers", + "kinet", + "Diffusion", + "kinetic", + "diffus", + "keyed", + "imped", + "kinetics", + "inhib", + "TRANSPORT", + "stif", + "kinetic", + "diffusione", + "hinder", + "Kinetic", + "bari", + "hinders" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "diffusion", + "Diffusion", + "diffusion", + "transport", + "Diffusion", + "kinet", + "Transport", + "kinetics", + "transport", + "barrier", + "keyed", + "diffus", + "Transport", + "stif", + "barrier", + "kinetic", + "kinetic", + "barriers", + "diffusive", + "Barrier", + "diffusione", + "Kin", + "effusion", + "limiting", + "Barrier", + "hindering", + "kin", + "diff", + "sluggish", + "impede", + "suffoc" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Diffusion", + "diffusion", + "kinet", + "diffusion", + "kinetics", + "Diffusion", + "Kin", + "ki", + "sluggish", + "Kirchhoff", + "keyed", + "Diff", + "kinetic", + "kinetic", + "Kinetics", + "diffusione", + "blocked", + "effusion", + "diffusive", + "rific", + "Dif", + "Kidd", + "efficacement", + "Barrier", + "barrier", + "Kf", + "efic" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "limited", + "Additionally", + "inward", + "However", + "how", + "oxygen", + "reduced", + "diffusion", + "Oxygen", + "x", + "oxygen", + "X", + "effectively", + "film", + "Additionally", + "odpowiedzi", + "transport", + "Chemical", + "slowed", + "T", + "attack", + "kinetic", + "pow", + "Sol", + "slowing", + "barrier", + "imped", + "film", + "solute", + "slows", + "Reduced" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 96389, + 78356, + 61532, + 174714, + 86397, + 88160, + 65612, + 44132, + 64916, + 67616, + 65584, + 103338, + 106626, + 80963, + 98144, + 108372, + 136041, + 12748, + 5355, + 2533, + 2191, + 3257, + 1042, + 787, + 4798, + 102 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 70201, + 25119, + 16739, + 122124, + 18107, + 49104, + 28089, + 42528, + 37487, + 35677, + 78127, + 101580, + 94429, + 99014, + 122486, + 134683, + 84818, + 34196, + 40231, + 369, + 25, + 702, + 707, + 974, + 6624, + 50 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 56370, + 95688, + 57446, + 138135, + 160367, + 157463, + 171455, + 109455, + 64777, + 68945, + 80731, + 49561, + 45016, + 34971, + 36737, + 36828, + 83405, + 25070, + 18370, + 47343, + 53151, + 20829, + 11973, + 9029, + 64114, + 1045 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 168841, + 201711, + 192181, + 145836, + 137152, + 47596, + 31444, + 13462, + 730, + 171, + 45, + 70, + 188, + 310 + ] + }, + { + "label": "oxide", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 169217, + 138310, + 119211, + 74553, + 46742, + 25920, + 66972, + 34930, + 2401, + 197, + 97, + 455, + 437, + 1359 + ] + }, + { + "label": "scale", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 18357, + 8853, + 15051, + 47707, + 129144, + 124268, + 55031, + 2412, + 5732, + 5458, + 6040, + 1650, + 4214, + 6080 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "layer", + "score": 4.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "magnitudes", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "down", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "slowing", + "output_checked": true + }, + { + "concept": "contribut", + "score": 3.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "film", + "output_checked": true + }, + { + "concept": "imped", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "rusting", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "humid", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "determinadas", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "in", + "output_checked": true + }, + { + "concept": "scribble", + "score": 2.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "inward", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 2.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Christianity", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "PLOAD", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "WndProc", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "apache", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "combustion", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "previsto", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "Ontology", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "trivalent", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "McBride", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "mucous", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "entrega", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "Alloys", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "annotate", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "atom", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "convey", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "furnaces", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "air", + "output_checked": true + }, + { + "concept": "reduces", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "solubility", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "cetera", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "creases", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "laissez", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "imperative", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pouches", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "sporadic", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ilan", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "dynamically", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "usual", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "film", + "output_checked": true + }, + { + "concept": "shaved", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "inward", + "output_checked": true + }, + { + "concept": "arent", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "compositional", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "film", + "output_checked": true + }, + { + "concept": "adage", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Diffusion", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "outermost", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "film", + "output_checked": true + }, + { + "concept": "inflate", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "air", + "output_checked": true + }, + { + "concept": "reduce", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "limiting", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "editText", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "Sublime", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "amis", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "Invasion", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "inward", + "output_checked": true + }, + { + "concept": "MenuInflater", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "violet", + "score": 1.0, + "best_rank": 4, + "best_depth": 55.3, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "covenants", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "film", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "s", + "st", + "ve", + "se", + "ter", + "th", + "wh", + "res", + "row", + "ng", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "text", + "anc", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "min", + "ground", + "ts", + "ces" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "assert", + "rence", + "umeric", + "perk", + "haute", + "ocs", + "aquele", + "menes", + "uq", + "conflicted", + "validType", + "absorbed", + "es", + "oc", + "og", + "tr", + "ner", + "sl", + "purposes", + "stem" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "or", + "y", + "iv", + "j", + "ast", + "ge", + "one", + "ike", + "left", + "ob", + "itt", + "ON", + "ict", + "pol", + "raph", + "ed", + "vari", + "gu", + "ke", + "som", + "arn", + "mark", + "da", + "fin", + "begin", + "vol", + "ivid" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "en", + "or", + "al", + "ou", + "el", + "l", + "re", + "im", + "ation", + "st", + "ir", + "if", + "th", + "est", + "wh", + "ment", + "ain", + "su", + "j", + "ch", + "og", + "ive", + "ust", + "un", + "ich", + "ff", + "orm", + "able", + "ast", + "ip", + "ice" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "de", + "ch", + "qu", + "ess", + "ity", + "age", + "ha", + "from", + "ial", + "im", + "ad", + "us", + "ign", + "your", + "which", + "app", + "i", + "ar", + "ask", + "xt", + "yst", + "ick", + "ple", + "che", + "par", + "ev", + "ag", + "ize", + "we", + "est" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "er", + "on", + "en", + "at", + "or", + "an", + "it", + "is", + "le", + "ing", + "ed", + "ion", + "as", + "ent", + "ol", + "ig", + "ur", + "ve", + "de", + "ay", + "ir", + "ly", + "un", + "ere", + "ill", + "ath", + "ex", + "art", + "The", + "iz", + "ue" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "D", + "com" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ring", + "ar", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "n", + "s", + "photograph", + "sina", + "e", + "of", + "perfectly", + "they", + "evol", + "sof", + "bringen", + "successor", + "rel", + "second", + "technically", + "sehen", + "mali", + "tentative", + "kaya" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "e", + "s", + "rel", + "of", + "technically", + "sof", + "n", + "arrow", + "has", + "second", + "ble", + "photograph", + "perfectly", + "officially", + "administrator", + "youtu", + "EG", + "remember", + "tentative", + "gambar", + "devenu", + "bringen", + "ampio", + "successor" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "e", + "substantial", + "fielder", + "successor", + "Publicity", + "rel", + "liability", + "immense", + "imitation", + "rather", + "utm", + "reliance", + "destra", + "necessitate", + "Cread", + "Considerable", + "any", + "officially", + "outrage", + "facilmente", + "impeded", + "ecek" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "tog", + "immense", + "any", + "appro", + "damn", + "pochi", + "hindrance", + "fielder", + "Considerable", + "necessitate", + "circuitry", + "substantial", + "activated", + "accepted", + "Tog", + "com", + "insulating", + "impeded", + "begin", + "Iz", + "formality", + "shaped", + "decid", + "profoundly", + "Accept", + "ET", + "declining" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "immense", + "Considerable", + "hindrance", + "damn", + "profoundly", + "severely", + "circuitry", + "tog", + "readily", + "necessitate", + "ampio", + "substantial", + "tremendous", + "gigantic", + "sorely", + "decid", + "impending", + "accepted", + "impeded", + "asesin", + "none", + "fielder", + "Tog", + "allowed", + "preclude", + "cellar", + "notifying" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "immense", + "explained", + "hindering", + "drastically", + "impending", + "enraged", + "profoundly", + "reverting", + "severely", + "sorely", + "hindrance", + "outraged", + "allowed", + "damn", + "notifying", + "exacerbated", + "another", + "dubbed", + "horrified", + "rebranded", + "vehemently", + "explica", + "ujar", + "necessitating", + "preventing" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "profoundly", + "markedly", + "hindering", + "immense", + "tantamount", + "profound", + "likened", + "hindrance", + "detrimental", + "tremendous", + "reminiscent", + "tumultuous", + "exorbitant", + "sorely", + "despicable", + "perceptible", + "prodigious", + "exacerbated", + "enshrined", + "exhilarating", + "vehement", + "crucial" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "hindering", + "detrimental", + "markedly", + "reminiscent", + "hindered", + "preventing", + "hindrance", + "tenacious", + "impede", + "swiftly", + "suppressing", + "likened", + "thereby", + "prevalent", + "impeding", + "remarkably", + "drastically", + "facilitated", + "exceedingly", + "exerting", + "considerably", + "abrupt", + "abruptly", + "greatly", + "impeded", + "inhibit", + "inhibiting", + "stif" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "markedly", + "swiftly", + "tenacious", + "sharply", + "profoundly", + "exceedingly", + "abruptly", + "abrupt", + "remarkably", + "powerfully", + "hindering", + "succinctly", + "rapidly", + "ruthless", + "drastically", + "vastly", + "staunch", + "immensely", + "massively", + "greatly", + "dramatically", + "severely", + "thwart", + "debilitating", + "hindrance", + "impeding", + "significantly", + "effectively", + "hindered", + "suffoc", + "decisively" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "tenacious", + "highly", + "remarkably", + "drastically", + "vastly", + "staunch", + "hindered", + "extremely", + "rapidly", + "hindering", + "profoundly", + "significantly", + "severely", + "markedly", + "massive", + "dramatically", + "drastic", + "hindrance", + "preventing", + "tremendous", + "debilitating", + "halting", + "incredibly", + "negligible", + "effectively", + "considerably", + "immensely", + "prohibiting", + "very", + "substantial", + "enormous", + "swiftly" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "dramatically", + "tenacious", + "drastically", + "inhibiting", + "rapidly", + "roadblocks", + "impeding", + "drastic", + "hindering", + "barrier", + "barriers", + "halting", + "preventing", + "dramatic", + "quickly", + "significantly", + "effectively", + "vastly", + "steeply", + "extremely", + "swiftly", + "remarkably", + "stif", + "hindrance", + "slowing", + "impenetrable", + "rapid", + "blocking", + "restricting", + "tenacity", + "stopping", + "markedly" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "dramatically", + "rapidly", + "drastically", + "inhibiting", + "significantly", + "barrier", + "rapid", + "barriers", + "vastly", + "nearly", + "quickly", + "greatly", + "diffusion", + "effectively", + "roadblocks", + "limiting", + "virtually", + "exceedingly", + "elapsedTime", + "extremely", + "abruptly", + "Diffusion", + "slowed", + "slowing", + "slows", + "almost", + "drastic", + "diffusing", + "tenacious", + "boundary", + "readily", + "stopper" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "diffusion", + "Diffusion", + "Diffusion", + "barrier", + "diffusing", + "diffus", + "diffusion", + "barrier", + "Barrier", + "diffusive", + "barriers", + "diffusione", + "diffusivity", + "oxygen", + "roadblocks", + "diff", + "Diff", + "permeability", + "diffused", + "Barrier", + "hindrance", + "inhibiting", + "slows", + "Film", + "DIFF", + "roadblock", + "hinders", + "passivation", + "blocking" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "diffusion", + "Diffusion", + "barrier", + "Diffusion", + "diffusion", + "barrier", + "diffus", + "barriers", + "diffusing", + "Barrier", + "slows", + "hindrance", + "diffusione", + "hinder", + "diffusivity", + "hinders", + "roadblocks", + "hindered", + "slowed", + "hindering", + "Barrier", + "limiting", + "diffusive", + "oxygen", + "transport", + "diff", + "effectively" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "diffusion", + "transport", + "barrier", + "Diffusion", + "barrier", + "Transport", + "Transport", + "transport", + "diffusion", + "kinetic", + "Diffusion", + "barriers", + "limiting", + "kinetics", + "diffus", + "inhibiting", + "hinder", + "hindrance", + "hindering", + "diffusione", + "diffusive", + "kinetic", + "Barrier", + "kinet", + "slows", + "Barrier", + "TRANSPORT", + "Kin", + "hindered", + "diff", + "slowed" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "diffusion", + "transport", + "Diffusion", + "Kin", + "kinetic", + "Transport", + "kinetics", + "transport", + "diffusion", + "Transport", + "Diffusion", + "kinetic", + "kinet", + "hinders", + "hindrance", + "Kinetic", + "Kinetics", + "hindering", + "limiting", + "hinder", + "TRANSPORT", + "barrier", + "diffus", + "diffusive", + "transporte", + "barrier", + "transports" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Kin", + "Diffusion", + "diffusion", + "Kit", + "kinet", + "diffusion", + "ki", + "kinetic", + "Kirchhoff", + "uggish", + "kinetic", + "kinetics", + "Kir", + "Diffusion", + "Kinetics", + "Ki", + "sluggish", + "kin", + "transport", + "Kis" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "limited", + "Additionally", + "inward", + "However", + "how", + "oxygen", + "reduced", + "diffusion", + "Oxygen", + "x", + "oxygen", + "X", + "effectively", + "film", + "Additionally", + "odpowiedzi", + "transport", + "Chemical", + "slowed", + "T", + "attack", + "kinetic", + "pow", + "Sol", + "slowing", + "barrier", + "imped", + "film", + "solute", + "slows", + "Reduced" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 12.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "tenacious", + "score": 8.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "damn", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "remarkably", + "score": 4.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "increase", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "down", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "slowing", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "impeded", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "slowing", + "output_checked": true + }, + { + "concept": "markedly", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "slowing", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "inward", + "output_checked": true + }, + { + "concept": "further", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "dramatically", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "slowing", + "output_checked": true + }, + { + "concept": "layer", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "film", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "exceedingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "anhyd", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "air", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "hindering", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "slowing", + "output_checked": true + }, + { + "concept": "inevitably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "inward", + "output_checked": true + }, + { + "concept": "enhance", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "cohesive", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "inroads", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "inward", + "output_checked": true + }, + { + "concept": "facilitated", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "products", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "coated", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "greatly", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "convincing", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "film", + "output_checked": true + }, + { + "concept": "serangan", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "air", + "output_checked": true + }, + { + "concept": "outwe", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "slowing", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "Considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "mutter", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "inward", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "noticeable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "undoubt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "vehement", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "air", + "output_checked": true + }, + { + "concept": "unequivocally", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "hervorrag", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "satisfactory", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "film", + "output_checked": true + }, + { + "concept": "widespread", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "arduous", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "insulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "when", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "endured", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "inwardly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "inward", + "output_checked": true + }, + { + "concept": "detrimental", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "characterized", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "protects", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "film", + "output_checked": true + }, + { + "concept": "environments", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "immersing", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "air", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "alloys", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "appreciable", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "extensive", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "ternary", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "air", + "output_checked": true + }, + { + "concept": "penetration", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "inward", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-03__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-03__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-03__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-03__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Oxygen-rich high-temperature surface film 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Repeated heating in air creates an external metal-oxygen reaction layer that thickens during each hold and sheds flakes during cooling.", + "prompt_tail": "Repeated heating in air creates an external metal-oxygen reaction layer that thickens during each hold and sheds flakes during cooling.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-hot-air-surface-layer-04", + "carrier_id": null, + "target_family": "hot-air-surface-layer", + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 4574, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 4825 + }, + { + "label": "oxide", + "best_rank": 1022, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 880 + }, + { + "label": "scale", + "best_rank": 33, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 56 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "bou", + "supernatural", + "Jang", + "ily", + "Lorraine", + "Supernatural", + "Abr", + "jor", + "oport", + "Gui", + "orna", + "plong", + "lagoons", + "Supreme", + "Noor", + "Anspr", + "oji", + "olong", + "aboo", + "marinated" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ool", + "oms", + "oji", + "ization", + "iores", + "oj", + "Oregon", + "ior", + "ugas", + "initialize", + "lak", + "aboo", + "mem", + "zym", + "theater", + "orna", + "Skinner", + "ogenesis", + "marvelous", + "ancher", + "ily", + "mathbb" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "ement", + "orna", + "TOG", + "ancher", + "intestinal", + "luch", + "Gustaf", + "isons", + "lak", + "felter", + "bou", + "osch", + "tray", + "Arora", + "vest", + "ceedings", + "ORM", + "osz", + "tray", + "TOF", + "stom" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "customary", + "encara", + "resin", + "Resin", + "Godfather", + "ButtonGroup", + "wcout", + "neuron", + "Carpet", + "singleArray", + "Ruta", + "Debra", + "odymium", + "Dumper", + "Mariner", + "melamine", + "motels", + "setObjectName", + "Raju", + "scrat", + "broadened" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Birthday", + "normalization", + "Alle", + "renderer", + "rewrite", + "EB", + "NORMAL", + "chrysanthemum", + "mathsize", + "Kappa", + "pewno", + "Lens", + "Za", + "Lambda", + "Venez", + "nvidia", + "Hd", + "breath", + "highlight", + "naman" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "rewrite", + "triangleright", + "atth", + "NORMAL", + "pewno", + "Larger", + "Kristall", + "Soda", + "chrysanthemum", + "consisted", + "Lens", + "Cameras", + "azolid", + "pencil", + "nus", + "uzz", + "Lambda", + "normalization" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Chrys", + "Kristall", + "pewno", + "sampel", + "mas", + "Lens", + "Saudi", + "Saldo", + "Lazada", + "Ink", + "pencil", + "Za", + "Birthday", + "Fifa", + "chrysanthemum", + "Webcam", + "Hd", + "nbhd", + "saa", + "newblock", + "Filters", + "worsen", + "renderSquare" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "WORTH", + "handful", + "haya", + "Lives", + "registro", + "WHIT", + "TECHNICAL", + "Birthday", + "Nickname", + "OFFICE", + "WHIT", + "FAF", + "Instance", + "berth", + "genesis", + "haf", + "ueuse", + "ForegroundColor", + "wah", + "Official", + "Birth", + "nutric", + "campeonato" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "t", + "ebel", + "genu", + "creases", + "slik", + "Hd", + "energetic", + "vc", + "Kristall", + "exuber", + "compassion", + "mektedir", + "s", + "supuesto", + "saran", + "Hd", + "sellers", + "sav" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "gehend", + "t", + "oq", + "iven", + "haf", + "og", + "dir", + "ujos", + "est", + "odora", + "Oliveira", + "en", + "itei", + "med", + "rl", + "vamos", + "stituting" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "gehend", + "s", + "amos", + "haf", + "iven", + "behavior", + "hearted", + "night", + "Oliveira", + "ujos", + "odora", + "rad", + "Mississippi", + "heartedly", + "fif", + "Moreover" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "fato", + "t", + "folds", + "esimerkiksi", + "dass", + "Moreover", + "furthermore", + "moreover", + "creases", + "ve", + "enorm", + "cetera", + "digamos", + "certeza", + "gehend", + "ardin", + "voila", + "hearted", + "ures", + "dif", + "kwamba", + "natural", + "beispielsweise" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "t", + "s", + "folds", + "enorm", + "creases", + "dass", + "fato", + "digamos", + "esimerkiksi", + "ve", + "slik", + "med", + "dif", + "moreover", + "furthermore", + "ures", + "cetera", + "og", + "exuber", + "sur", + "gehend", + "celles", + "ified", + "er" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "voila", + "digamos", + "s", + "laissez", + "ures", + "do", + "tyle", + "uri", + "gehend", + "credo", + "perd", + "fato", + "folds", + "ogo", + "decadent", + "gage", + "particular", + "orable", + "Etc", + "og", + "scape", + "enorm" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "adage", + "voila", + "Maladies", + "dud", + "xr", + "decadent", + "ulnerable", + "ium", + "ogf", + "imperative", + "erratic", + "seductive", + "sheep", + "sensibility", + "ardin", + "scape", + "zeug", + "deer", + "vnd", + "Diagnostics", + "lavish", + "credo", + "ogo", + "artifacts", + "builders", + "defens" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "ODM", + "copious", + "egregious", + "Escape", + "gie", + "sheep", + "FRG", + "VFX", + "Unique", + "prep", + "extensive", + "Pdf", + "Transforms", + "typescript", + "biotech", + "hiqdev", + "adage", + "Maladies", + "additive", + "Confirmation", + "fortitude", + "confirmations", + "ephemeral", + "olol" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "ODM", + "typescript", + "obnoxious", + "extensive", + "PLOAD", + "Unique", + "additive", + "Discord", + "MYSQL", + "organizes", + "Escape", + "prep", + "cryptic", + "irregularly", + "Notas", + "gdf", + "unfortunate", + "accusations", + "gpu", + "hypogly", + "biotech" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "MNOP", + "gdf", + "pvc", + "undesired", + "irregularly", + "Beware", + "ODM", + "infraction", + "puppies", + "infractions", + "Beware", + "adage", + "bison", + "discontinuities", + "pesky", + "Unique", + "UnitTest", + "Caution", + "pierced", + "bmp", + "PSO", + "typescript", + "Minimize", + "Caution", + "Notas", + "fruitless" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "undesired", + "undesirable", + "Beware", + "lose", + "Unique", + "Unique", + "Lose", + "pvc", + "Beware", + "bree", + "Lose", + "beware", + "elems", + "Nota", + "she", + "bison", + "sebum", + "imparts", + "hemeral", + "loses", + "Discord", + "soften", + "comporte", + "anigans", + "Inspection", + "lose", + "PSI", + "Nota", + "discontinuities", + "Discord" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "shedding", + "undesired", + "lose", + "shed", + "undesirable", + "yielding", + "Lose", + "confetti", + "dropping", + "loses", + "Lose", + "Losing", + "sheath", + "Beware", + "hemeral", + "OMG", + "dropping", + "drops", + "kehilangan", + "PDEs", + "Beware", + "dandruff", + "embe", + "jett", + "sebum", + "exfoliating", + "anigans", + "loosing", + "Unique", + "geld", + "RTE", + "losing" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "shedding", + "shed", + "Shed", + "exfoliating", + "shed", + "exfol", + "sheds", + "dandruff", + "peeling", + "peel", + "yielding", + "Zed", + "sheath", + "Discard", + "peeled", + "exfoli", + "flake", + "loosing", + "dough", + "Shake", + "flakes", + "sheen", + "Losing", + "discard", + "Lose", + "steelhead", + "Shale", + "zed", + "embe" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "shedding", + "shed", + "exfoliating", + "Shed", + "shed", + "sheds", + "exfol", + "flakes", + "peeling", + "sheath", + "dandruff", + "flake", + "peeled", + "yielding", + "dough", + "LORD", + "peel", + "Coating", + "Shake", + "sheen", + "Losing", + "aides", + "flaky", + "flakes", + "exceedingly", + "peels", + "steelhead", + "scale" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "shed", + "shedding", + "Shed", + "shed", + "sheds", + "flakes", + "heds", + "exfoliating", + "flake", + "dandruff", + "Shred", + "shred", + "Zed", + "ecd", + "hed", + "ced", + "flakes", + "exfol", + "shreds", + "peeling", + "Zed", + "ked", + "zed", + "iched", + "HUD", + "sled", + "ECD", + "SHE", + "shredded" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "shed", + "shedding", + "sheds", + "Shed", + "shed", + "heds", + "exfol", + "flake", + "shred", + "hed", + "Shred", + "shreds", + "shader", + "flakes", + "shader", + "Skin", + "Shader", + "Shetty", + "Shetland", + "SHADER", + "Skin", + "shale", + "shelling", + "shudder", + "skin", + "skins", + "SHE" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "shedding", + "shed", + "shed", + "Shed", + "sheds", + "S", + "heds", + "heda", + "Zed", + "shred", + "hed", + "sledge", + "eding", + "shreds", + "shearing", + "SHADER", + "chipping", + "zed", + "sher", + "Zed", + "shelling", + "Ced", + "shepherds", + "sled" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "S", + "still", + "Example", + "last", + "she", + "shedding", + "layer", + "This", + "or", + "and", + "example", + "These", + "monthly", + "Once", + "months", + "No", + "What", + "however", + "motor", + "Each", + "Still", + "during", + "user", + "Apple", + "but", + "s", + "Shed", + "In", + "once" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 94941, + 78277, + 57864, + 174114, + 61777, + 66087, + 62337, + 42462, + 50820, + 50842, + 66671, + 105959, + 110607, + 99329, + 53358, + 37110, + 56504, + 7046, + 4575, + 24561, + 49990, + 101937, + 27491, + 41743, + 48238, + 9507 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 70052, + 26476, + 17901, + 153517, + 12373, + 44709, + 28267, + 47816, + 33427, + 39310, + 73022, + 100718, + 92619, + 110567, + 108410, + 123490, + 96822, + 34372, + 25324, + 8946, + 10204, + 3687, + 1042, + 1023, + 1959, + 695 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 53419, + 102684, + 38427, + 136294, + 107117, + 146904, + 176060, + 88715, + 76823, + 111371, + 109125, + 38795, + 28846, + 19062, + 12913, + 76843, + 124173, + 35058, + 6665, + 2946, + 1122, + 34, + 57, + 192, + 1312, + 727 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 228404, + 233289, + 227797, + 218143, + 104590, + 23020, + 40253, + 12231, + 5123, + 92293, + 29639, + 51095, + 69761, + 4826 + ] + }, + { + "label": "oxide", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 138545, + 100274, + 100115, + 104174, + 101905, + 63473, + 42494, + 14201, + 2780, + 5776, + 13234, + 5021, + 881, + 3462 + ] + }, + { + "label": "scale", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 19695, + 6464, + 6417, + 10819, + 24779, + 32667, + 23321, + 207, + 2624, + 776, + 201, + 57, + 59, + 232 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "shedding", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "thickening", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "Miche", + "score": 3.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "Pinn", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "incrementally", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "MMA", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "that", + "output_checked": true + }, + { + "concept": "contemplated", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "down", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "ODM", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Middles", + "score": 2.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "flakes", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "copious", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "sheds", + "output_checked": true + }, + { + "concept": "customized", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "layer", + "output_checked": true + }, + { + "concept": "outpost", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "elytra", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "sheds", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "consisting", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "layer", + "output_checked": true + }, + { + "concept": "editText", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "that", + "output_checked": true + }, + { + "concept": "MNOP", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "undesired", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "Repe", + "output_checked": true + }, + { + "concept": "INE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "chy", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "lose", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "sheds", + "output_checked": true + }, + { + "concept": "alfalfa", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "flakes", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "Repe", + "output_checked": true + }, + { + "concept": "nit", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "Speaker", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "aspirant", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "an", + "output_checked": true + }, + { + "concept": "dandruff", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "flakes", + "output_checked": true + }, + { + "concept": "speaker", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "filet", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "in", + "output_checked": true + }, + { + "concept": "heir", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "an", + "output_checked": true + }, + { + "concept": "cycle", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "each", + "output_checked": true + }, + { + "concept": "release", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "during", + "output_checked": true + }, + { + "concept": "OLF", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "teh", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "pseudo", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "mania", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "air", + "output_checked": true + }, + { + "concept": "airs", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "oxide", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "MSG", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "that", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "fato", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "conven", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "dior", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "AFB", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "mediates", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "that", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "heating", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "Repe", + "output_checked": true + }, + { + "concept": "examples", + "score": 1.0, + "best_rank": 4, + "best_depth": 44.7, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "slik", + "score": 1.0, + "best_rank": 4, + "best_depth": 46.8, + "near_token": "air", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cuestion", + "score": 1.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "flakes", + "output_checked": true + }, + { + "concept": "gesagt", + "score": 1.0, + "best_rank": 8, + "best_depth": 68.1, + "near_token": "heating", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "ation", + "ter", + "th", + "wh", + "res", + "ment", + "le", + "row", + "ng", + "ther", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "ype", + "text", + "any", + "anc", + "clud", + "ey", + "ton", + "pos", + "tr", + "pect", + "red" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "or", + "es", + "is", + "ers", + "r", + "ie", + "comp", + "az", + "ner", + "br", + "son", + "sl", + "ils", + "qual", + "assert", + "sav", + "purposes", + "rence", + "lon", + "dan", + "ows", + "kk", + "umeric", + "elegant", + "kepada" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "al", + "su", + "j", + "ust", + "ib", + "one", + "ask", + "te", + "iew", + "ild", + "ound", + "left", + "pe", + "cept", + "ood", + "ict", + "uring", + "raph", + "ext", + "ke", + "ij", + "eb", + "arn", + "mark", + "mathb", + "partic", + "da", + "fin" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "en", + "ro", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "du", + "ge", + "ber", + "row", + "pr", + "mathrm", + "sa", + "de", + "St", + "col", + "yst" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "m", + "qu", + "ra", + "pro", + "ity", + "The", + "ha", + "from", + "ad", + "which", + "com", + "i", + "ar", + "ask", + "yst", + "ag", + "ize", + "we", + "est", + "who", + "ric", + "oint", + "mask" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "he", + "re", + "en", + "at", + "s", + "an", + "it", + "is", + "le", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "g", + "ol", + "ig", + "ur", + "de", + "qu", + "ir", + "ly", + "ra", + "un", + "ri", + "pro", + "ere", + "com", + "pe" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "p", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "B", + "al", + "you", + "wh" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ar", + "elf", + "sp", + "ah", + "ric", + "rel", + "tern", + "mo", + "cur", + "ident", + "mi" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "n", + "s", + "of", + "begitu", + "sehen", + "bringen", + "Ils", + "perfectly", + "lid", + "they", + "liaison", + "sof", + "heer", + "wunder", + "sli", + "Publicity", + "sina", + "ers", + "ization", + "equip" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "aal", + "e", + "s", + "equip", + "perfectly", + "lid", + "officially", + "administrator", + "technically", + "grandfather", + "bildung", + "imitation", + "begitu", + "liaison", + "sehen", + "tentative", + "devenu", + "bringen", + "mellow", + "wunder", + "ampio", + "Excuse", + "sli", + "Ils", + "ameri" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "equip", + "fielder", + "readily", + "devenu", + "Publicity", + "e", + "reput", + "behalf", + "somebody", + "officially", + "jeden", + "imitation", + "tog", + "reliance", + "Verenigde", + "ameri", + "any", + "organization", + "damn", + "colabor", + "aal", + "Tog", + "ampio", + "successor", + "merkezi" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "readily", + "damn", + "asesin", + "fielder", + "immense", + "slight", + "kowy", + "Tog", + "ameri", + "ampio", + "Excuse", + "Looking", + "cooking", + "ain", + "any", + "demise", + "merkezi", + "equip", + "appro", + "hur", + "jeden", + "slightly" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "damn", + "asesin", + "slight", + "slightly", + "mostly", + "also", + "immense", + "denna", + "acciaio", + "Considerable", + "fielder", + "kowy", + "terribly", + "cooking", + "Tog", + "avrebbe", + "demise", + "bunun", + "warning", + "dieser", + "xxxxxxxx" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "also", + "bunun", + "plicht", + "destes", + "etc", + "ameri", + "explained", + "acciaio", + "commonly", + "damn", + "caution", + "slight", + "rins", + "slightly", + "dieser", + "diesen", + "somebody", + "demise", + "asesin" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "resulting", + "been", + "exacerbated", + "resulting", + "caused", + "tantamount", + "such", + "similar", + "detrimental", + "such", + "but", + "to", + "etc", + "destes", + "of", + "triggered", + "resulted" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "resulting", + "of", + "resulting", + "exacerbated", + "during", + "detrimental", + "mechanisms", + "such", + "been", + "described", + "instigated", + "such", + "undesirable", + "but", + "triggered", + "known" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "devastating", + "undesirable", + "resulting", + "become", + "increase", + "inadvertently", + "baseless", + "exacerbated", + "becomes", + "creates", + "debilitating", + "these", + "during", + "readjust", + "resultant", + "buildup", + "upheaval", + "poorly", + "deposition", + "convoluted", + "detrimental", + "unfavorable", + "destabil", + "unsettling", + "thick", + "promotes", + "exaggerated", + "excessively" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "various", + "numerous", + "massive", + "unst", + "often", + "dispersed", + "its", + "fl", + "sw", + "deeply", + "both", + "undesirable", + "she", + "def", + "unf", + "uneven", + "upheaval", + "a", + "many", + "unw", + "dis", + "sc", + "th", + "typically", + "partially", + "notorious", + "producing", + "abundance", + "sprawling", + "several", + "bursting" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "shedding", + "debris", + "release", + "she", + "during", + "She", + "sh", + "releases", + "erupt", + "exud", + "fragmented", + "layers", + "brittle", + "exudes", + "solidified", + "sl", + "releasing", + "self", + "Shed", + "def", + "rapidly", + "cohesive", + "teard", + "dramatically", + "upheaval", + "widespread", + "numerous", + "eject", + "meltdown", + "det", + "formation" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "shedding", + "shed", + "Shed", + "sheds", + "shed", + "sh", + "and", + "she", + "peeling", + "lose", + "loss", + "de", + "fl", + "eject", + "se", + "off", + "She", + "peel", + "jett", + "es", + "dropping", + "del", + "und", + "sl", + "sle", + "shred", + "peels" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "shedding", + "shed", + "Shed", + "shed", + "sheds", + "peeling", + "exfol", + "peel", + "peels", + "Peel", + "exfoli", + "exfoliating", + "skin", + "sl", + "peeled", + "flake", + "eks", + "fl", + "sheath", + "flakes", + "dandruff", + "exudes", + "ex", + "Ex" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "shedding", + "shed", + "Shed", + "shed", + "sheds", + "peeling", + "exfol", + "peels", + "exfoliating", + "peel", + "exfoli", + "Peel", + "snake", + "skin", + "snakes", + "peeled", + "exudes", + "shell", + "flake", + "dandruff", + "skin", + "Layer", + "flakes", + "Skin", + "Skin" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "shed", + "shedding", + "Shed", + "shed", + "sheds", + "shred", + "hed", + "s", + "flake", + "heds", + "flakes", + "peeling", + "Shred", + "exfol", + "SHE", + "exfoliating", + "S", + "dandruff", + "flaky", + "ced", + "shale", + "shreds", + "SHE", + "ecd", + "shredded", + "sh", + "ed", + "sheeting" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "shedding", + "Shed", + "shed", + "sheds", + "shed", + "shred", + "SHE", + "shale", + "Shred", + "skin", + "peeling", + "Shao", + "shell", + "flake", + "shea", + "SHE", + "exfol", + "Skin", + "Shetty", + "sheeting", + "SH", + "dandruff", + "shaft", + "SHA", + "Skin", + "Shah", + "shreds" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Shed", + "shed", + "shed", + "shedding", + "sheds", + "shred", + "s", + "S", + "shreds", + "hed", + "Shred", + "heds", + "sled", + "Sher", + "eding", + "shea", + "Sheffield", + "Ced", + "SHER", + "SH", + "edo", + "sled", + "Shell", + "Zed", + "sledge", + "SH", + "Shao" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "S", + "still", + "Example", + "last", + "she", + "shedding", + "layer", + "This", + "or", + "and", + "example", + "These", + "monthly", + "Once", + "months", + "No", + "What", + "however", + "motor", + "Each", + "Still", + "during", + "user", + "Apple", + "but", + "s", + "Shed", + "In", + "once" + ] + } + ], + "logit_surprising": [ + { + "concept": "slight", + "score": 11.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "sheds", + "output_checked": true + }, + { + "concept": "shedding", + "score": 9.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "sheds", + "output_checked": true + }, + { + "concept": "considerably", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "during", + "output_checked": true + }, + { + "concept": "thickness", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "thickening", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "cycle", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "each", + "output_checked": true + }, + { + "concept": "readily", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "an", + "output_checked": true + }, + { + "concept": "exponentially", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "detrimental", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "reactions", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "damn", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "each", + "output_checked": true + }, + { + "concept": "eventually", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "when", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "wanneer", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "air", + "output_checked": true + }, + { + "concept": "progressively", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "provide", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "chemistry", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "increase", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "every", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "each", + "output_checked": true + }, + { + "concept": "cooldown", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "appellate", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "addirittura", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "willingness", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "flakes", + "output_checked": true + }, + { + "concept": "sincere", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "annen", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "exceedingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "insofar", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "heating", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "reverting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "layer", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "severely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "flakes", + "output_checked": true + }, + { + "concept": "behest", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "during", + "output_checked": true + }, + { + "concept": "ema", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "lentamente", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "during", + "output_checked": true + }, + { + "concept": "successive", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "each", + "output_checked": true + }, + { + "concept": "prolonged", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "audio", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "each", + "output_checked": true + }, + { + "concept": "also", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "sheds", + "output_checked": true + }, + { + "concept": "resulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "possono", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "an", + "output_checked": true + }, + { + "concept": "enhance", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "external", + "output_checked": true + }, + { + "concept": "fastening", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "bzw", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "viewModel", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "initiated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "inevitably", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "layer", + "output_checked": true + }, + { + "concept": "which", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "that", + "output_checked": true + }, + { + "concept": "continuously", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "stillness", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "gradually", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "devastating", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "holistic", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "external", + "output_checked": true + }, + { + "concept": "such", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "approximately", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "its", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "sheds", + "output_checked": true + }, + { + "concept": "products", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "flakes", + "output_checked": true + }, + { + "concept": "based", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "layers", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "layer", + "output_checked": true + }, + { + "concept": "holding", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "hold", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-04__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-04__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-04__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-04__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Oxygen-rich high-temperature surface film 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A turbine component exposed to hot combustion gas develops a multilayer surface product containing metal cations and oxygen anions.", + "prompt_tail": "A turbine component exposed to hot combustion gas develops a multilayer surface product containing metal cations and oxygen anions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 20 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-hot-air-surface-layer-05", + "carrier_id": null, + "target_family": "hot-air-surface-layer", + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 2953, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 818 + }, + { + "label": "oxide", + "best_rank": 68, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 46 + }, + { + "label": "scale", + "best_rank": 4617, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 1630 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "supernatural", + "bou", + "Supernatural", + "ily", + "orna", + "Jang", + "jor", + "Gui", + "Lorraine", + "oport", + "Abr", + "Noor", + "oji", + "olong", + "plong", + "lagoons", + "Supreme", + "Anspr", + "felter", + "aboo" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ool", + "oji", + "oms", + "mem", + "ization", + "Oregon", + "ugas", + "aboo", + "oj", + "iores", + "mathbb", + "ior", + "ancher", + "ht", + "zym", + "initialize", + "felter", + "otrop", + "IIS", + "ily", + "izing", + "lak" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "ement", + "TOG", + "intestinal", + "otional", + "ceedings", + "orna", + "felter", + "vest", + "ejection", + "hnt", + "mlflow", + "stom", + "ies", + "isons", + "Mars", + "Gustaf", + "luch", + "TOF", + "gh", + "ization", + "ancher" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "resin", + "neuron", + "Resin", + "singleArray", + "wcout", + "encara", + "customary", + "odymium", + "Carpet", + "melamine", + "Printers", + "Dumper", + "prus", + "broadened", + "innate", + "Godfather", + "magnetism", + "Ruta", + "ButtonGroup", + "macro", + "scrat" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Birthday", + "Alle", + "normalization", + "rewrite", + "renderer", + "chrysanthemum", + "EB", + "NORMAL", + "mathsize", + "nvidia", + "pewno", + "naman", + "Kappa", + "breath", + "Lens", + "FILL", + "zeichnis", + "Venez", + "kredit", + "Donation", + "Hd" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "rewrite", + "pewno", + "Kristall", + "NORMAL", + "atth", + "triangleright", + "chrysanthemum", + "Saldo", + "pencil", + "Lens", + "Saudi", + "Cameras", + "Chrys", + "Soda", + "Webcam", + "Hd", + "creativity", + "pencil" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Kristall", + "Chrys", + "pewno", + "sampel", + "pencil", + "mas", + "Lens", + "Saldo", + "chrysanthemum", + "Saudi", + "Ink", + "Lazada", + "Pencil", + "Webcam", + "pencil", + "Hd", + "Certainly", + "Za", + "Fifa", + "worsen", + "saa", + "newblock" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "WORTH", + "bert", + "handful", + "Lives", + "registro", + "haya", + "genesis", + "Birthday", + "haf", + "TECHNICAL", + "WHIT", + "Nickname", + "HAS", + "nutric", + "WHIT", + "Official", + "OFFICE", + "Fruit", + "Instance", + "wah", + "campeonato", + "registro", + "ForegroundColor", + "FAF" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "t", + "creases", + "energetic", + "slik", + "Hd", + "genu", + "sensation", + "supuesto", + "Hd", + "exuber", + "impediments", + "Kristall", + "sene", + "saran", + "compassion", + "vc", + "Hil", + "softness", + "sufferings" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "t", + "gehend", + "s", + "ujos", + "ve", + "dir", + "sensation", + "ebel", + "med", + "comienzo", + "og", + "uelles", + "cetera", + "sellers", + "esia", + "uette", + "dac", + "si", + "esimerkiksi", + "mselves" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "gehend", + "en", + "night", + "s", + "voila", + "ujos", + "haja", + "med", + "selves", + "heartedly", + "rog", + "eniendo", + "schein", + "haf", + "osof", + "shore", + "urably", + "amos", + "Mississippi", + "tyle" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "voila", + "Moreover", + "examples", + "Furthermore", + "furthermore", + "certainly", + "esimerkiksi", + "med", + "Kalau", + "fato", + "digamos", + "mason", + "ardin", + "folds", + "Depois", + "differenza", + "beispielsweise", + "gehend", + "fif", + "moreover" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "voila", + "digamos", + "med", + "examples", + "esimerkiksi", + "s", + "furthermore", + "folds", + "exemplo", + "dif", + "certainly", + "enorm", + "sage", + "comienzo", + "celles", + "t", + "mason", + "Kalau", + "exuber", + "selves", + "beispielsweise", + "sene" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "voila", + "med", + "selves", + "xr", + "digamos", + "tyle", + "primes", + "decadent", + "sage", + "notion", + "sheep", + "ding", + "virt", + "exemplo", + "artific", + "Etc", + "cuidado", + "insc", + "sage", + "gehend", + "scape", + "vehement", + "ended", + "instances" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "xr", + "Etc", + "voila", + "goddess", + "sheep", + "examples", + "Helvetica", + "ed", + "assertions", + "minecraft", + "mah", + "sensibility", + "haja", + "experimentation", + "imperative", + "Pdf", + "ulnerable", + "eser", + "engi", + "hse" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "xr", + "pvc", + "Xr", + "nnnn", + "metaphys", + "sporadic", + "Pdf", + "Societe", + "defensive", + "cosmetics", + "sheep", + "catar", + "cryst", + "goddess", + "orphous", + "gothic", + "metaphysical", + "horrend", + "Examination", + "geometric", + "rrrr", + "fortitude", + "scape", + "diamonds", + "therapeutics", + "MgO", + "metallurgy" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "psychic", + "defensive", + "typescript", + "hibernate", + "gothic", + "metaphysical", + "cryptic", + "metaphys", + "Tetrahedron", + "endocrine", + "hexadecimal", + "decorative", + "orphous", + "gemstones", + "MYSQL", + "Diffraction", + "extensive", + "ornamental", + "geometric", + "geotechnical", + "metallurgy", + "geek", + "greasy", + "hypogly", + "intensive", + "waterproof" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "pvc", + "sebum", + "hibernate", + "Tetrahedron", + "geometric", + "mucous", + "postulated", + "Molecules", + "diffract", + "gravid", + "ochemical", + "theor", + "biochemical", + "gemstones", + "metaphys", + "psyche", + "thermodynamic", + "minecraft", + "nonatomic", + "syntactic", + "undesired", + "necrotic", + "aneous", + "undesirable", + "Diffraction", + "kinetic", + "Societe", + "amassed", + "tetrahedral", + "entsteht", + "definite", + "diffraction" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "roso", + "invariable", + "pvc", + "unspecified", + "senyawa", + "undefined", + "undesirable", + "jellem", + "sebum", + "PVC", + "mut", + "Mason", + "SEL", + "postulated", + "PVC", + "foresaid", + "roon", + "PvP", + "resultante", + "imparts", + "ochemical", + "syntactic", + "permeates", + "definite", + "intric", + "tred", + "eman", + "conson", + "entsprechende", + "PVP" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "invariable", + "semif", + "multilayer", + "unsaturated", + "postulated", + "mucous", + "ochemical", + "undesirable", + "unsaturated", + "multifaceted", + "Mannschaften", + "masonry", + "polymeric", + "undefined", + "laminated", + "multipurpose", + "ManyToMany", + "layered", + "polycrystalline", + "multipart", + "variegated", + "anhydrous", + "appreciable", + "multivalued", + "conglomerate", + "partite", + "quartzite", + "therapeutic", + "octahedral", + "metastable", + "composite" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Minerals", + "mucous", + "semif", + "Mater", + "unsaturated", + "Chrys", + "tessel", + "PVP", + "quartzite", + "Makeup", + "multilayer", + "LAYER", + "remarked", + "ovalent", + "masonry", + "therapeut", + "postulated", + "lengthwise", + "morn", + "wrought", + "metaphys", + "polycrystalline", + "seminary", + "olecular", + "ochemical", + "layered", + "Makeup", + "ynamics" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "multilayer", + "layer", + "Layer", + "layered", + "layer", + "Layers", + "layered", + "Layer", + "layers", + "replicated", + "LAYER", + "Minerals", + "mucous", + "Mater", + "outer", + "mulberry", + "colLast", + "mater", + "nanoparticles", + "camada", + "layers", + "ilayer", + "multiplayer", + "multipart", + "multi", + "wrought", + "antler", + "mapper" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "multilayer", + "multilayer", + "layer", + "layered", + "layered", + "layers", + "multi", + "layer", + "mult", + "Layer", + "multil", + "layers", + "Mult", + "Mult", + "Layers", + "ilayer", + "mult", + "multilateral", + "LAYER", + "Layers", + "multit", + "multipart", + "layering", + "mul", + "mul", + "Layer" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "multilayer", + "multilayer", + "layer", + "layered", + "Layer", + "layered", + "layer", + "LAYER", + "layers", + "ilayer", + "layering", + "layers", + "Layers", + "ayer", + "ophyll", + "Layer", + "ayers", + "Layers", + "mult", + "ulay", + "Tayler", + "ular", + "oxy", + "multipart", + "interlayer", + "laminated", + "multilateral" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "mult", + "multilayer", + "Mult", + "multilayer", + "multil", + "Mult", + "multilateral", + "multit", + "mult", + "MUL", + "MULT", + "MULT", + "Multipart", + "multiply", + "Mul", + "Multiply", + "mul", + "multiply", + "multipart", + "Mul", + "multi", + "multist", + "multivalued", + "multip" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "surface", + "oxide", + "products", + "product", + "user", + "This", + "Note", + "You", + "missed", + "oxygen", + "These", + "Bond", + "I", + "In", + "products", + "ML", + "Oxygen", + "time", + "use", + "My", + "short", + "However", + "work", + "requirements", + "example", + "Products", + "system", + "Note", + "Phase", + "gas", + "attention", + "oxides" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 87307, + 76614, + 48050, + 170885, + 64203, + 69215, + 69400, + 39155, + 75234, + 77699, + 53875, + 60925, + 72022, + 49006, + 22989, + 25039, + 24132, + 2954, + 3594, + 12512, + 28665, + 44885, + 23664, + 30187, + 24794, + 970 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 67738, + 25286, + 18700, + 133402, + 12711, + 40940, + 27984, + 44271, + 38837, + 33938, + 22066, + 68196, + 78364, + 39847, + 43600, + 41538, + 29309, + 7253, + 5800, + 714, + 69, + 754, + 279, + 854, + 3120, + 3 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 56577, + 111637, + 53618, + 148684, + 109723, + 151921, + 158781, + 76241, + 64919, + 64930, + 82166, + 44769, + 34068, + 25111, + 12568, + 19058, + 52733, + 26244, + 4618, + 6387, + 25745, + 18534, + 49970, + 23372, + 64270, + 5470 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 243152, + 239537, + 244984, + 224781, + 197404, + 19318, + 8194, + 7989, + 1015, + 819, + 1943, + 8144, + 14204, + 17315 + ] + }, + { + "label": "oxide", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 129648, + 74889, + 93116, + 148018, + 84823, + 37165, + 22101, + 14748, + 716, + 240, + 47, + 126, + 163, + 606 + ] + }, + { + "label": "scale", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 33317, + 16901, + 22117, + 62061, + 128095, + 90558, + 51604, + 1631, + 3610, + 2210, + 5677, + 8830, + 26927, + 46342 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "namely", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "voila", + "score": 3.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "WndProc", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cations", + "output_checked": true + }, + { + "concept": "mucous", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "whats", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "passengers", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "components", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "component", + "output_checked": true + }, + { + "concept": "gases", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "Etc", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "pvc", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "slik", + "score": 2.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "EFL", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "facing", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "editText", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "psychic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ajax", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "comprised", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "thereof", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "sulphate", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "anions", + "output_checked": true + }, + { + "concept": "EOUS", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "plethora", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "EDT", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "alcance", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "product", + "output_checked": true + }, + { + "concept": "iodide", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Passengers", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "sump", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "dew", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "Miscellaneous", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "parts", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "component", + "output_checked": true + }, + { + "concept": "oxides", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "atoms", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "oxide", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "Eps", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "cations", + "output_checked": true + }, + { + "concept": "dynamically", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "MYSQL", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "replace", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "olefin", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "typically", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "anions", + "output_checked": true + }, + { + "concept": "invariable", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Minerals", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "chamber", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "Bes", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "cations", + "output_checked": true + }, + { + "concept": "economica", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "virtual", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "Blues", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "Zou", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "predisposition", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "cations", + "output_checked": true + }, + { + "concept": "azide", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "lon", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "brazil", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "component", + "output_checked": true + }, + { + "concept": "havoc", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 5, + "best_depth": 76.6, + "near_token": "surface", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "th", + "wh", + "row", + "ng", + "gh", + "ar", + "ne", + "ook", + "yst", + "inter", + "anc", + "ey", + "und", + "tr", + "pect", + "red", + "ray", + "ser", + "roup", + "min", + "ts", + "ces", + "rol", + "equ", + "self", + "years", + "be" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "is", + "comp", + "ner", + "assert", + "rence", + "umeric", + "kepada", + "stems", + "perk", + "haute", + "flows", + "spar", + "aquele", + "menes", + "airs", + "azam", + "samp", + "uq", + "pitted", + "conflicted", + "sman" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "j", + "ust", + "ib", + "ge", + "one", + "erv", + "te", + "ound", + "ON", + "ict", + "ible", + "pol", + "uc", + "uring", + "raph", + "ext", + "ke", + "ij", + "eb", + "som", + "arn", + "mark", + "mathb", + "da", + "fin", + "essage", + "consider", + "vol" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "al", + "ou", + "im", + "st", + "if", + "th", + "est", + "wh", + "ain", + "su", + "j", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "ile", + "du", + "ge", + "ber", + "row", + "St", + "pr", + "mathrm", + "sa", + "de" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "m", + "de", + "qu", + "ra", + "pro", + "ity", + "The", + "le", + "ha", + "from", + "ad", + "which", + "com", + "i", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "who", + "ric", + "my", + "rib", + "oint" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "an", + "it", + "is", + "ar", + "le", + "ing", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "de", + "qu", + "ir", + "ly", + "ra", + "un", + "ere", + "com", + "pe", + "end", + "ill", + "ath", + "ex" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "res", + "D", + "ort" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ring", + "ar", + "sp", + "ah", + "ric", + "rel", + "tern", + "mo", + "cur", + "mi", + "of", + "aw" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "of", + "sehen", + "bringen", + "n", + "perfectly", + "eat", + "begitu", + "liaison", + "kaya", + "sof", + "glow", + "wunder", + "Ils", + "Publicity", + "second", + "photograph", + "they" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "s", + "technically", + "superstar", + "liaison", + "remember", + "bringen", + "wunder", + "ampio", + "Publicity", + "e", + "depart", + "perfectly", + "officially", + "grandfather", + "aal", + "multitude", + "aat", + "eat", + "imitation", + "EG", + "begitu" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "substantial", + "fielder", + "Verenigde", + "immense", + "Publicity", + "e", + "behalf", + "somebody", + "superstar", + "demise", + "tentative", + "tog", + "reliance", + "fourteenth", + "commonly", + "ameri", + "expert", + "officially", + "substantially", + "tremendous", + "organization" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "tog", + "ET", + "immense", + "demise", + "tremendous", + "substantial", + "damn", + "kowy", + "appro", + "Tog", + "pochi", + "asesin", + "ameri", + "Verenigde", + "fielder", + "PA", + "Looking", + "mutually", + "ampio", + "declining", + "glorious", + "ischen", + "profoundly", + "decreasing", + "nur", + "JT" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "immense", + "tremendous", + "Tog", + "readily", + "Considerable", + "asesin", + "pochi", + "kowy", + "damn", + "ET", + "demise", + "accepted", + "declining", + "bunun", + "ampio", + "autre", + "avrebbe", + "substantial", + "glorious", + "gigantic", + "profoundly", + "slight" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "vergang", + "dieser", + "or", + "tumultuous", + "another", + "ameri", + "immense", + "associazione", + "tremendous", + "bunun", + "tentative", + "profoundly", + "accepted", + "stanno", + "diesen", + "cooking", + "contending", + "merkezi", + "despicable", + "destes", + "substantial", + "tersebut" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "termed", + "mediated", + "formed", + "resulting", + "suatu", + "reminiscent", + "whereby", + "or", + "solcher", + "of", + "created", + "arising", + "such", + "analogous", + "vergang", + "semblable", + "detrimental", + "cohesive", + "insulting", + "but", + "similar", + "devoid" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "formed", + "resulting", + "or", + "undesirable", + "exceedingly", + "cohesive", + "structures", + "characterized", + "composed", + "described", + "ed", + "structure", + "resulted", + "forming", + "solidified", + "arising", + "suatu", + "homogenous", + "a", + "engender", + "transitory", + "characteristic", + "devoid", + "undesired", + "characteristics", + "resultant" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "cohesive", + "solidified", + "comprising", + "undesirable", + "composed", + "characteristic", + "inherently", + "predefined", + "interrelated", + "homogenous", + "undesired", + "coupled", + "resulting", + "structured", + "resultant", + "devoid", + "overarching", + "multifaceted", + "structure", + "thick", + "consisting", + "structures", + "swelling", + "formation", + "encompassing", + "convoluted", + "transitory", + "coating", + "localized", + "evolving" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "S", + "comprising", + "cohesive", + "composed", + "s", + "structured", + "highly", + "ed", + "a", + "various", + "complex", + "formation", + "consisting", + "coupled", + "multifaceted", + "numerous", + "predominantly", + "encompassing", + "interconnected", + "defined", + "widespread", + "including", + "formed", + "focused", + "massive", + "embracing", + "devoid", + "solid", + "basic", + "extensive", + "resilient", + "abundant" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "multifaceted", + "complex", + "cohesive", + "interconnected", + "multilayer", + "highly", + "layered", + "formation", + "multi", + "multifunctional", + "structured", + "layers", + "layer", + "overarching", + "including", + "coupled", + "widespread", + "formed", + "diverse", + "structure", + "resultant", + "a", + "interrelated", + "solidified", + "structures", + "collective", + "homogenous", + "interwoven", + "second", + "surface", + "resulting" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "multilayer", + "multi", + "layered", + "multifaceted", + "multist", + "multifunctional", + "multic", + "multiplayer", + "complex", + "layer", + "single", + "monolayer", + "mult", + "Layer", + "layers", + "structured", + "multis", + "multip", + "multimodal", + "multitasking", + "stratified", + "webpage", + "multiuser", + "multil", + "stepwise", + "Multi", + "layered", + "a", + "multiple", + "multipart", + "countless" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "multilayer", + "multi", + "layered", + "mineral", + "multiplayer", + "minerals", + "Minerals", + "monolayer", + "multic", + "Mineral", + "multifunctional", + "th", + "multifaceted", + "multist", + "multip", + "Multi", + "layered", + "monolithic", + "surface", + "Metal", + "metal", + "Layer", + "mult", + "Mineral", + "crystal", + "macrom", + "layer" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "multilayer", + "layer", + "layered", + "multi", + "monolayer", + "multiplayer", + "layers", + "layer", + "layered", + "Layer", + "surface", + "minerals", + "surface", + "multil", + "multip", + "Multi", + "layers", + "Minerals", + "multilayer", + "mineral", + "surfaces", + "multist", + "multic", + "multifunctional", + "mult", + "Layer", + "m" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "multilayer", + "mult", + "multi", + "Mult", + "multil", + "mult", + "multic", + "multilayer", + "Mult", + "layered", + "multip", + "multilateral", + "multist", + "layer", + "layers", + "mul", + "multif", + "multi", + "Multi", + "layers", + "multifaceted", + "layered", + "multiplayer" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "multilayer", + "multilayer", + "layered", + "multil", + "ilayer", + "layer", + "Layer", + "layered", + "mult", + "multi", + "layers", + "multilateral", + "layer", + "layers", + "Mult", + "layering", + "lapisan", + "multiplayer", + "multip", + "multic", + "mult", + "mul", + "Layer", + "monolayer", + "LAYER" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "mult", + "multil", + "Mult", + "multilayer", + "Mult", + "multilayer", + "mult", + "MULT", + "Mul", + "MUL", + "mul", + "multilateral", + "multi", + "multip", + "MULT", + "multip", + "multi", + "Mul", + "MULTIP", + "multim", + "multit", + "multist", + "mul", + "multic" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "surface", + "oxide", + "products", + "product", + "user", + "This", + "Note", + "You", + "missed", + "oxygen", + "These", + "Bond", + "I", + "In", + "products", + "ML", + "Oxygen", + "time", + "use", + "My", + "short", + "However", + "work", + "requirements", + "example", + "Products", + "system", + "Note", + "Phase", + "gas", + "attention", + "oxides" + ] + } + ], + "logit_surprising": [ + { + "concept": "slight", + "score": 12.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "to", + "output_checked": true + }, + { + "concept": "components", + "score": 10.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "component", + "output_checked": true + }, + { + "concept": "readily", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "various", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "substantial", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "cations", + "output_checked": true + }, + { + "concept": "passengers", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "Looking", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "product", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "anhyd", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "resultant", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "fumes", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "excessively", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "detrimental", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "product", + "output_checked": true + }, + { + "concept": "provide", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "elements", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "exposure", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "atoms", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "contains", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "serangan", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "Will", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "amidst", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "component", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "been", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "indicative", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "product", + "output_checked": true + }, + { + "concept": "somebody", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "rebuke", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "hydrocarbon", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "concomitant", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "necesarios", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "but", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "functionalities", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "formed", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "temperature", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "become", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "comprised", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "homogenous", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "product", + "output_checked": true + }, + { + "concept": "potentially", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "collectionView", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "cohesive", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "external", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "extensive", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "subjected", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "mainly", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "cations", + "output_checked": true + }, + { + "concept": "hazardous", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "adept", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "product", + "output_checked": true + }, + { + "concept": "gases", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "obscure", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "corrosive", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "vehement", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "anions", + "output_checked": true + }, + { + "concept": "lorf", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "anions", + "output_checked": true + }, + { + "concept": "baffling", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "abundant", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "coupled", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "anions", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "multifaceted", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "layers", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "oxides", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "pero", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "A", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-05__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-05__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-05__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-05__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-05__heatmap.png" + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-12b-it-heldout-v1-seed1.json b/jlens_materials/runs/gemma4-12b-it-heldout-v1-seed1.json new file mode 100644 index 0000000000000000000000000000000000000000..7dca8e7699b8c8b01dbbe86d34844a247bff5478 --- /dev/null +++ b/jlens_materials/runs/gemma4-12b-it-heldout-v1-seed1.json @@ -0,0 +1,158974 @@ +{ + "format_version": 2, + "created_at": "2026-08-25T09:56:14.456577+00:00", + "model": "google/gemma-4-12B-it", + "model_identity": { + "requested_id": "google/gemma-4-12B-it", + "requested_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "model_class": "Gemma4UnifiedForConditionalGeneration", + "config_name_or_path": "google/gemma-4-12B-it", + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-12B-it", + "vocab_size": 262144, + "n_layers": 48, + "d_model": 3840, + "dtype": "bfloat16" + }, + "tag": "gemma4-12b-it-heldout-v1-seed1", + "n_layers": 48, + "d_model": 3840, + "lens_n_prompts": 1000, + "lens_provenance": { + "corpus": { + "dataset": "Salesforce/wikitext", + "kind": "huggingface", + "min_chars": 600, + "records": 1000, + "requested_records": 1000, + "revision": "b08601e04326c79dfdd32d625aee71d232d685c3", + "seed": 1, + "sha256": "339321308896ebec0e2f4e77c3c911f240e11677a92fd46c9e7e978e8df61065", + "split": "train", + "subset": "wikitext-103-raw-v1", + "text_field": "text", + "unique_records": 1000 + }, + "created_at": "2026-08-23T10:35:39.069422+00:00", + "dim_batch": 12, + "format_version": 1, + "hub": { + "path_in_repo": "gemma4-12b-it/paper/seed1.pt", + "repo_id": "lamm-mit/gemma4-jacobian-lenses", + "repo_type": "model", + "revision": "main", + "uploaded_at": "2026-08-25T06:54:59.313300+00:00" + }, + "model": { + "config_name_or_path": "google/gemma-4-12B-it", + "d_model": 3840, + "dtype": "bfloat16", + "model_class": "Gemma4UnifiedForConditionalGeneration", + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "n_layers": 48, + "requested_id": "google/gemma-4-12B-it", + "requested_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-12B-it", + "vocab_size": 262144 + }, + "paper_reference": "https://transformer-circuits.pub/2026/workspace/index.html", + "recipe": { + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers.", + "max_seq_len": 128, + "n_fit": 1000, + "name": "paper", + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "target_layer": -2 + }, + "source_layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45 + ], + "target_layer": 46, + "upstream_reference": "lamm-mit/jacobian-lens@581d398613e5602a5af361e1c34d3a92ea82ba8e" + }, + "methodology": { + "recipe": { + "name": "paper", + "n_fit": 1000, + "max_seq_len": 128, + "target_layer": -2, + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers." + }, + "claims_level": "paper-protocol quantitative", + "paper_protocol_complete": true, + "strict_protocol": true, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 50, + "evaluation_max_seq_len": 512, + "generation_max_new_tokens": 1, + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "dtype": "bfloat16", + "layer_stride": 1, + "prompt_source": "prompts/materials-heldout-v1-preregistered.json", + "swaps_enabled": false, + "swap_alpha": 1.0 + }, + "shapes": [ + "ASSOCIATION" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": { + "ASSOCIATION": { + "n_items": 50, + "minimum_required": 50, + "sufficient_sample": true, + "ks": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "jacobian_lens": { + "pass_at_k": [ + 0.013333333333333332, + 0.02333333333333333, + 0.02333333333333333, + 0.02333333333333333, + 0.03666666666666666, + 0.06833333333333333, + 0.09166666666666666 + ], + "auc_log_k": 0.03791666666666667, + "bootstrap_95": { + "1": { + "mean": 0.013333333333333332, + "low": 0.0, + "high": 0.03333333333333333 + }, + "2": { + "mean": 0.02333333333333333, + "low": 0.0, + "high": 0.05333333333333333 + }, + "5": { + "mean": 0.02333333333333333, + "low": 0.0, + "high": 0.05333333333333333 + }, + "10": { + "mean": 0.02333333333333333, + "low": 0.0, + "high": 0.05333333333333333 + }, + "20": { + "mean": 0.03666666666666666, + "low": 0.00991666666666667, + "high": 0.06999999999999999 + }, + "50": { + "mean": 0.06833333333333333, + "low": 0.03166666666666666, + "high": 0.10666666666666666 + }, + "100": { + "mean": 0.09166666666666666, + "low": 0.046625, + "high": 0.14 + } + } + }, + "logit_lens": { + "pass_at_k": [ + 0.02333333333333333, + 0.02333333333333333, + 0.028333333333333332, + 0.028333333333333332, + 0.04166666666666666, + 0.09166666666666666, + 0.17833333333333334 + ], + "auc_log_k": 0.051768883253839666 + } + } + }, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 0, + "n_graded": 0, + "minimum_required": 50, + "sufficient_sample": false, + "protocol_success_rate": null, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [], + "prompts": [ + { + "slug": "heldout-v1-assoc-ductile-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Energy-absorbing dimpled separation 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A round aluminum bar stretched into a pronounced waist before separating. The mating faces contained hemispherical pits centered on inclusions and a slanted tearing rim.", + "prompt_tail": "luminum bar stretched into a pronounced waist before separating. The mating faces contained hemispherical pits centered on inclusions and a slanted tearing rim.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-ductile-01", + "carrier_id": null, + "target_family": "ductile", + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " slanted", + "generated_token_ids": [ + 169434 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 780, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 2954 + }, + { + "label": "nucleation", + "best_rank": 32111, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 2833 + }, + { + "label": "coalescence", + "best_rank": 2927, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 1353 + }, + { + "label": "void", + "best_rank": 3023, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 920 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "forcing", + "arnataka", + "fg", + "WATER", + "Uy", + "Executor", + "qc", + "arn", + "employment", + "ForegroundColor", + "Sask", + "forcing", + "niki", + "bors", + "ork", + "Accelerator", + "Blocking", + "APPA", + "irg", + "pn", + "employment", + "blocking", + "ginas", + "liy", + "vork", + "lty", + "ExpNow", + "ners" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "release", + "Signing", + "Release", + "Signing", + "signing", + "Release", + "signed", + "release", + "Signed", + "Released", + "Signed", + "RELEASE", + "leasing", + "angent", + "releasing", + "Signs", + "addItem", + "oscopy", + "ently", + "releases", + "whisper", + "ril", + "else", + "trance", + "signings" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "educativo", + "whisper", + "Signing", + "tempi", + "alignItems", + "Franken", + "Signing", + "addItem", + "release", + "trance", + "Whisper", + "ycopg", + "Analyze", + "GRANT", + "marginLeft", + "Whis", + "ently", + "Brentwood" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "signed", + "Socrates", + "mrs", + "compressive", + "Mrs", + "Aquarelle", + "Pum", + "weg", + "Mrs", + "signed", + "signer", + "signings", + "english", + "wC", + "Pump", + "Angst", + "Signing", + "debris", + "Signup", + "melamine", + "Wed", + "panorama", + "itsa" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "atian", + "Atletico", + "ARIOS", + "Zayn", + "Azul", + "Dij", + "Angular", + "Civilization", + "Akh", + "Oliveira", + "Angles", + "Mongols", + "Atty", + "Lynn", + "Coke", + "Akh", + "Jeter", + "Respiratory", + "zmian", + "Dawn", + "vocalist", + "Catedral", + "Dekor", + "plumber" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "atibus", + "umers", + "qc", + "kvadr", + "nCenters", + "Qaraldi", + "Nicholas", + "daniel", + "strategies", + "Aus", + "pdelay", + "jp", + "celtic", + "cp", + "restricting", + "nath", + "amts", + "astri", + "carlos", + "blockSize", + "inz", + "wonders" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Ums", + "mason", + "nesium", + "jaye", + "Pleas", + "myl", + "python", + "ple", + "ruptedException", + "Chrys", + "mysql", + "softener", + "umer", + "Cardinals", + "paragraph", + "Finally", + "allclasses", + "Srinagar", + "Aires", + "iphone", + "Eminem", + "cuer", + "Pump", + "Signup" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "RELEASE", + "tha", + "gh", + "enl", + "leasing", + "release", + "mathbb", + "FAF", + "algo", + "Release", + "tho", + "mno", + "ForEach", + "hl", + "Fruit", + "supermerc", + "numpy", + "Released", + "getragen", + "prive", + "bli", + "escal", + "esto" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "bly", + "releases", + "compassion", + "synes", + "ve", + "ypress", + "adentro", + "dig", + "dere", + "Alexander", + "softener", + "release", + "released", + "prises", + "kipun", + "impulso", + "s", + "Caffeine", + "kitten", + "impres" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "dere", + "j", + "r", + "releases", + "ve", + "Siren", + "ypress", + "med", + "energi", + "ors", + "release", + "en", + "ja", + "mal", + "Alexander", + "bly", + "med", + "cer", + "direccion", + "oss", + "pyridine", + "f", + "ments", + "gent", + "ed", + "dir", + "acular" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "med", + "en", + "s", + "rog", + "ures", + "ured", + "heartedly", + "shore", + "gehend", + "iven", + "perfecta", + "mole", + "night", + "urably", + "eness", + "perfect", + "hores", + "meng", + "ujos", + "lepas", + "uette", + "haf", + "trach", + "g", + "uating", + "med", + "itei" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "certeza", + "soften", + "urious", + "voila", + "esimerkiksi", + "examples", + "certainly", + "ogo", + "ures", + "dog", + "ardin", + "digamos", + "fato", + "softening", + "udir", + "naturali", + "Furthermore", + "heartedly", + "conven", + "cetera", + "seductive", + "Moreover", + "deer", + "dif", + "zeug" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "urious", + "soften", + "examples", + "esimerkiksi", + "certeza", + "certainly", + "preponder", + "digamos", + "imperatives", + "dog", + "folds", + "dif", + "vehement", + "creases", + "ified", + "softening", + "conven", + "misalnya", + "comienzo", + "ures", + "enorm", + "sonsten", + "voila", + "etheless", + "relieves", + "seductive" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "virt", + "med", + "decadent", + "sheep", + "bole", + "urably", + "verg", + "voila", + "itect", + "matics", + "deft", + "hospitable", + "mole", + "conspicuous", + "politik", + "hl", + "sheep", + "zeug", + "tyle", + "necessary", + "sworth", + "xr", + "dismal", + "frivolous", + "vehement", + "luscious", + "scape" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sensibility", + "thoughtful", + "sheep", + "assertions", + "quartz", + "sheep", + "goddess", + "vehement", + "ed", + "mah", + "pragmatic", + "seductive", + "zeug", + "expansive", + "defensive", + "skept", + "decadent", + "extensive", + "cryptic", + "gegen", + "poetic", + "rxjs", + "crafty", + "suggestive" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "cryptic", + "egregious", + "thoughtful", + "expansive", + "sporadic", + "whimsical", + "nefarious", + "sensibility", + "linson", + "ODM", + "extensive", + "ominous", + "dismal", + "discord", + "mundane", + "protested", + "shaved", + "frivolous", + "capricious", + "defensive", + "assertions", + "gothic", + "heinous", + "engravings", + "atrocious", + "gems", + "poignant", + "obscured", + "erratic" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "thoughtful", + "cryptic", + "extensive", + "gothic", + "obscured", + "heinous", + "ornamental", + "typescript", + "Postgres", + "obtuse", + "expansive", + "gestures", + "ominous", + "frivolous", + "noxious", + "protested", + "horrid", + "defensive", + "mundane", + "PLOAD", + "pubescent", + "obnoxious", + "gejala", + "atrocious", + "adjacent", + "rectangles", + "hashed" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "engraved", + "decadent", + "pubescent", + "egregious", + "obscured", + "protruding", + "sculpted", + "jagged", + "luscious", + "edges", + "ghostly", + "protested", + "angled", + "extruded", + "hashed", + "vehement", + "pvc", + "mumbled", + "textured", + "undesirable", + "flared", + "unruly", + "geometric", + "problematic", + "nuanced", + "treacherous", + "botched", + "extensive", + "irregular", + "diffraction", + "sporadic", + "velvety" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "s", + "jellem", + "zuz", + "khas", + "jagged", + "discernible", + "t", + "sur", + "med", + "preponder", + "dac", + "predominant", + "digamos", + "ed", + "beau", + "Gestaltung", + "particular", + "piro", + "rogen", + "seg", + "Integrity", + "istry", + "sag", + "dilapidated", + "decadent", + "Tz", + "way", + "dir" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "slanted", + "slant", + "jagged", + "seg", + "edges", + "tapered", + "ed", + "angled", + "pendientes", + "unfinished", + "NotImplemented", + "sheared", + "slant", + "latent", + "Sharp", + "stucco", + "sunken", + "raised", + "oriented", + "pronunci", + "s", + "zig", + "latent", + "decadent", + "undesirable", + "embossed", + "hinged", + "appreciable", + "obtuse", + "variegated" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "slanted", + "slant", + "Raised", + "obliqu", + "sheared", + "raised", + "edge", + "angled", + "slant", + "Angular", + "angular", + "sloping", + "Alo", + "frayed", + "Posted", + "laterally", + "pronunci", + "Alo", + "recessed", + "angle", + "angular", + "jagged", + "pendientes", + "Calvary", + "angles", + "ed" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "angled", + "slanted", + "raised", + "ed", + "jagged", + "slant", + "sheared", + "obliqu", + "sloping", + "slant", + "Raised", + "tilted", + "recessed", + "wedge", + "tapered", + "angle", + "ragged", + "raised", + "s", + "Plateau", + "pendientes", + "triangular", + "obtuse", + "oblique", + "visible", + "elevated", + "Angular", + "forth" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "slanted", + "slant", + "slant", + "tilted", + "angled", + "slalom", + "sheared", + "sl", + "sloping", + "bent", + "tilt", + "tapered", + "ilted", + "angled", + "Sl", + "pendientes", + "sl", + "torn", + "tilt", + "crooked", + "anted", + "tangle", + "triang", + "incline", + "raised", + "inclined", + "jagged" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "slanted", + "slant", + "slant", + "tilted", + "sl", + "angled", + "tapered", + "Sl", + "sheared", + "ilted", + "bent", + "slalom", + "angled", + "t", + "anted", + "wrinkled", + "Taunton", + "notched", + "l", + "incline", + "bl", + "lant", + "pendientes", + "sloping", + "ed", + "PATENT", + "le" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "slanted", + "slant", + "slant", + "Sl", + "sheared", + "tagli", + "sl", + "Slater", + "T", + "slotted", + "anted", + "Maitland", + "l", + "ilted", + "P", + "tilted", + "slashed", + "Taunton", + "moulded", + "Consent", + "ooled", + "ted", + "ounced", + "thickened", + "ta", + "landlord", + "slaughtered", + "ulated" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "slanted", + "tension", + "transition", + "slant", + "triangle", + "truncated", + "constant", + "linear", + "torn", + "tent", + "tangent", + "straight", + "solid", + "terr", + "slightly", + "horizontally", + "diagonal", + "bell", + "leftist", + "tilted", + "lens", + "l", + "continuous", + "salient", + "tangential", + "triangular", + "standard", + "heart", + "brittle", + "common", + "tensile", + "melted" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 77443, + 235611, + 197698, + 88530, + 169791, + 173241, + 154374, + 242209, + 65611, + 77662, + 71237, + 16622, + 12151, + 37143, + 7666, + 5715, + 3695, + 781, + 9523, + 2148, + 44850, + 14007, + 18307, + 39542, + 24914, + 26979 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 48768, + 98671, + 165446, + 239730, + 221023, + 256087, + 253820, + 25729, + 251128, + 245095, + 116467, + 241719, + 236286, + 124232, + 187764, + 171873, + 186208, + 32112, + 49583, + 52342, + 117715, + 141081, + 186716, + 222260, + 183762, + 62701 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 158684, + 223798, + 196498, + 152712, + 8679, + 66667, + 154471, + 239981, + 184206, + 184569, + 45249, + 39763, + 24891, + 82589, + 60939, + 57452, + 66076, + 3594, + 6726, + 7297, + 58860, + 30607, + 2928, + 4307, + 7906, + 5606 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 33024, + 7385, + 58929, + 18791, + 72681, + 109587, + 22860, + 2113, + 29765, + 21667, + 25177, + 53243, + 63510, + 11670, + 35142, + 8540, + 19255, + 3751, + 4583, + 3024, + 6271, + 4095, + 6368, + 13994, + 40361, + 17016 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 89736, + 62173, + 25932, + 102114, + 101365, + 75553, + 37259, + 15712, + 4287, + 4332, + 3059, + 3430, + 6273, + 2955 + ] + }, + { + "label": "nucleation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 33877, + 50787, + 43887, + 63672, + 63699, + 12296, + 38782, + 4582, + 6741, + 2834, + 26315, + 15748, + 75710, + 48696 + ] + }, + { + "label": "coalescence", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 258650, + 259407, + 251786, + 216244, + 107775, + 7358, + 3772, + 1354, + 6441, + 21442, + 81406, + 54463, + 98890, + 60788 + ] + }, + { + "label": "void", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 32818, + 15554, + 11074, + 49934, + 25532, + 921, + 6611, + 7752, + 3364, + 19486, + 12619, + 3575, + 3095, + 93789 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "axis", + "score": 5.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "on", + "output_checked": true + }, + { + "concept": "edge", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "rim", + "output_checked": true + }, + { + "concept": "preponder", + "score": 4.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "cintura", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "waist", + "output_checked": true + }, + { + "concept": "separation", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pvc", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "swirls", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "mottled", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "strewn", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "sculpted", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "diverge", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "envision", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "foil", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "aluminio", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "The", + "output_checked": true + }, + { + "concept": "Eber", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "on", + "output_checked": true + }, + { + "concept": "XXL", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "pronounced", + "output_checked": true + }, + { + "concept": "semif", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "mated", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "luscious", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "silvery", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "defam", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "rim", + "output_checked": true + }, + { + "concept": "cryptic", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "civilisation", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "round", + "output_checked": true + }, + { + "concept": "obscured", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "NodeJS", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "hemisph", + "output_checked": true + }, + { + "concept": "obtuse", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "slanted", + "output_checked": true + }, + { + "concept": "atrocious", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "tearing", + "output_checked": true + }, + { + "concept": "softener", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rim", + "output_checked": true + }, + { + "concept": "minecraft", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Grounds", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "separating", + "output_checked": true + }, + { + "concept": "envisioned", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "Nodes", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "tearing", + "output_checked": true + }, + { + "concept": "khas", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "inclusions", + "output_checked": true + }, + { + "concept": "apostolic", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "tearing", + "output_checked": true + }, + { + "concept": "riba", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "rim", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "antes", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "parted", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sexes", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "peligros", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "muscul", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "around", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "split", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "anatom", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "voila", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "soften", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "The", + "output_checked": true + }, + { + "concept": "Veamos", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "crux", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "virt", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sensibility", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ments", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "copious", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "pronounced", + "output_checked": true + }, + { + "concept": "woody", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "separating", + "output_checked": true + }, + { + "concept": "Americas", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "hemisph", + "output_checked": true + }, + { + "concept": "garnished", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "whats", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "alcoved", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "arent", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "spoon", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "engraved", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "multitudes", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "bar", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "ter", + "th", + "wh", + "and", + "row", + "gh", + "ar", + "ne", + "ook", + "yst", + "inter", + "left", + "set", + "any", + "anc", + "clud", + "ton", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "min", + "ground", + "ts", + "ces", + "rol" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "assert", + "ju", + "purposes", + "rence", + "kepada", + "perk", + "haute", + "flows", + "ocs", + "aquele", + "menes", + "uq", + "pitted", + "conflicted", + "Habsburg", + "tr", + "ner", + "son", + "ant", + "sl" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "iv", + "j", + "ust", + "ib", + "one", + "ound", + "ON", + "ict", + "raph", + "ke", + "ij", + "som", + "arn", + "mark", + "fin", + "ivid", + "RO", + "ird", + "oot", + "pha", + "mag", + "ably", + "ograph", + "epend", + "aring", + "ambda" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "er", + "en", + "s", + "al", + "ou", + "el", + "l", + "re", + "im", + "be", + "st", + "ir", + "if", + "est", + "wh", + "se", + "ain", + "su", + "j", + "ch", + "by", + "ies", + "our", + "ust", + "int", + "un", + "ich", + "ff", + "orm", + "able" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "de", + "ch", + "qu", + "ess", + "ity", + "The", + "age", + "ha", + "from", + "im", + "ad", + "us", + "ign", + "your", + "which", + "app", + "ar", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ag", + "ize", + "we", + "return", + "ays" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "en", + "at", + "an", + "it", + "is", + "le", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "de", + "ay", + "ir", + "ly", + "ver", + "ere", + "ill", + "ath", + "ex", + "art", + "The", + "iz", + "ud", + "ive", + "all", + "ard" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res", + "D" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "set", + "to", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "liaison", + "bringen", + "n", + "s", + "they", + "selection", + "eat", + "sehen", + "evol", + "heer", + "Ils", + "Publicity", + "am", + "aw", + "photograph", + "Was", + "lid" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "depart", + "liaison", + "evol", + "tentative", + "bringen", + "mellow", + "wunder", + "Publicity", + "aw", + "equip", + "perfectly", + "reput", + "Ful", + "technically", + "grandfather", + "colabor", + "aal", + "youtu", + "bildung", + "eat", + "imitation", + "EG" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "substantial", + "Verenigde", + "behalf", + "Tog", + "Publicity", + "equip", + "colabor", + "pochi", + "reliance", + "ameri", + "readily", + "administ", + "aal", + "tentative", + "tog", + "dictator", + "garanti", + "tanti", + "Creators", + "ecek" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "ameri", + "kowy", + "pochi", + "Verenigde", + "Tog", + "asesin", + "fielder", + "substantial", + "shaped", + "acciaio", + "behest", + "immense", + "damn", + "declining", + "slight", + "papan", + "aal", + "expertly", + "er" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "acciaio", + "immense", + "Tog", + "asesin", + "kowy", + "bunun", + "Considerable", + "shaped", + "pochi", + "slight", + "substantial", + "lach", + "expertly", + "ampio", + "fielder", + "ameri", + "Creators", + "damn" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "substantial", + "notifying", + "immense", + "sobbing", + "considerably", + "acciaio", + "slight", + "bahwa", + "notable", + "enclosed", + "noteworthy", + "bunun", + "Creators", + "considerable", + "tanti" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "reminiscent", + "protruding", + "decorated", + "formidable", + "strewn", + "positioned", + "nCharString", + "tpVar", + "supporting", + "tagReport", + "CustB", + "ed", + "txtbtn" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "reminiscent", + "nestled", + "positioned", + "interspersed", + "surrounded", + "predefined", + "ed", + "featured", + "punctuated", + "strewn", + "indistinct", + "formed", + "shaped", + "bordered", + "outlined", + "arched" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "protruding", + "reinforced", + "nestled", + "overarching", + "jagged", + "protrusions", + "arched", + "heightened", + "predefined", + "tilted", + "nuanced", + "tiered", + "undulating", + "ed", + "heavily", + "reminiscent", + "towering", + "mirrored", + "surrounded", + "etched", + "sunken", + "prominent", + "emphasized", + "thorny", + "shaped", + "protr", + "swirling", + "marred", + "punctuated", + "curving", + "symmetrical" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "jagged", + "deeply", + "highly", + "cohesive", + "slightly", + "vibrant", + "undulating", + "ed", + "massive", + "prominent", + "polished", + "uneven", + "curved", + "glossy", + "curving", + "nearly", + "heavily", + "resilient", + "elongated", + "tenacious", + "distinctive", + "reinforcing", + "nuanced", + "multifaceted", + "protruding", + "irregular", + "hollow", + "etched", + "arched", + "rounded", + "triangular", + "sprawling" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "jagged", + "tilted", + "steeply", + "asymmetrical", + "tapered", + "angled", + "slightly", + "edges", + "shaped", + "steep", + "uneven", + "ed", + "deeply", + "slanted", + "well", + "pronounced", + "recessed", + "multifaceted", + "edge", + "prominent", + "abrupt", + "irregular", + "interconnected", + "distinct", + "curved", + "inherently", + "bevel", + "sculpted", + "convoluted", + "triangular", + "inward", + "parallel" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "tilted", + "jagged", + "steeply", + "angled", + "slanted", + "and", + "slightly", + "inclined", + "stepped", + "oblique", + "ed", + "sheared", + "recessed", + "skewed", + "asymmetrical", + "steep", + "edges", + "inward", + "sloping", + "uneven", + "faceted", + "raised", + "steeper", + "inwardly", + "angle", + "ramp", + "sl", + "depressed", + "ragged", + "abrupt", + "tapered" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "tilted", + "angled", + "slanted", + "stepped", + "steep", + "recessed", + "steeply", + "raised", + "skewed", + "jagged", + "inclined", + "sloping", + "oblique", + "sheared", + "Edge", + "sl", + "ed", + "edges", + "sunken", + "bevel", + "edge", + "steeper", + "slant", + "ragged", + "slope", + "Edge", + "elongated" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "tilted", + "slanted", + "jagged", + "angled", + "oblique", + "skewed", + "slant", + "sloping", + "raised", + "stepped", + "inclined", + "obliquely", + "edged", + "sheared", + "recessed", + "steeply", + "tiered", + "slant", + "staggered", + "edges", + "ragged", + "tiered", + "ed", + "sl", + "scall", + "contoured", + "asymmetrical" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "slanted", + "slant", + "slant", + "sl", + "sl", + "Sl", + "tilted", + "Sl", + "sloping", + "skewed", + "angled", + "jagged", + "inclined", + "SL", + "oblique", + "slopes", + "incline", + "stepped", + "sheared", + "and", + "staggered", + "Slope", + "slumped", + "skew", + "t", + "crooked", + "steeper", + "tilt" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "slanted", + "slant", + "slant", + "tilted", + "angled", + "Sl", + "sloping", + "Sl", + "sl", + "slumped", + "skewed", + "slotted", + "inclined", + "steeply", + "sheared", + "Slope", + "oblique", + "incline", + "sunken", + "slalom", + "indented", + "sl", + "slopes", + "tapered", + "fractured", + "notched", + "jagged" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "slanted", + "slant", + "as", + "Sl", + "slant", + "on", + "to", + "and", + "sl", + "and", + "torn", + "en", + "SL", + "T", + "in", + "ripped", + "slumped", + "ar", + "slotted", + "j", + "an", + "band", + "ilted", + "erland", + "l", + "torn", + "sl", + "errated", + "ob" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "slanted", + "tension", + "transition", + "slant", + "triangle", + "truncated", + "constant", + "linear", + "torn", + "tent", + "tangent", + "straight", + "solid", + "terr", + "slightly", + "horizontally", + "diagonal", + "bell", + "leftist", + "tilted", + "lens", + "l", + "continuous", + "salient", + "tangential", + "triangular", + "standard", + "heart", + "brittle", + "common", + "tensile", + "melted" + ] + } + ], + "logit_surprising": [ + { + "concept": "each", + "score": 9.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "separating", + "output_checked": true + }, + { + "concept": "considerably", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "hemisph", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 6.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "positioned", + "score": 6.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "hemisph", + "output_checked": true + }, + { + "concept": "edge", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "rim", + "output_checked": true + }, + { + "concept": "aligned", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "hemisph", + "output_checked": true + }, + { + "concept": "been", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "tearing", + "output_checked": true + }, + { + "concept": "slight", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "jagged", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rim", + "output_checked": true + }, + { + "concept": "being", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "before", + "output_checked": true + }, + { + "concept": "ample", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "prominently", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "readily", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "protruding", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "seemingly", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "numerous", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "located", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "inclusions", + "output_checked": true + }, + { + "concept": "tilted", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "elongated", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "into", + "output_checked": true + }, + { + "concept": "separation", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "behest", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "notifying", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "separating", + "output_checked": true + }, + { + "concept": "also", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "tapering", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "coated", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "sculpted", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "waist", + "output_checked": true + }, + { + "concept": "two", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "alloy", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "split", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "shapes", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "into", + "output_checked": true + }, + { + "concept": "axis", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "on", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "overcome", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "waning", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "into", + "output_checked": true + }, + { + "concept": "behalf", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "on", + "output_checked": true + }, + { + "concept": "pochi", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "pronounced", + "output_checked": true + }, + { + "concept": "damn", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "recesses", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "acciaio", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "utama", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "substantial", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "their", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "separating", + "output_checked": true + }, + { + "concept": "bagian", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "markedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "whitish", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "inclusions", + "output_checked": true + }, + { + "concept": "however", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "imparts", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "undulating", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "waist", + "output_checked": true + }, + { + "concept": "thick", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "recessed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "predetermined", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "excavated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "tearing", + "output_checked": true + }, + { + "concept": "enhance", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "various", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "into", + "output_checked": true + }, + { + "concept": "reaching", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "between", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "sized", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "hemisph", + "output_checked": true + }, + { + "concept": "protrusions", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "contoured", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "asymmetrical", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "slanted", + "output_checked": true + }, + { + "concept": "fractured", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "tearing", + "output_checked": true + }, + { + "concept": "exaggerated", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "pronounced", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-01__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-01__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-01__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-01__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-ductile-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Energy-absorbing dimpled separation 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A nickel coupon accumulated large permanent elongation before rupture. Microscopy showed a honeycomb of deep depressions surrounding second-phase particles.", + "prompt_tail": "A nickel coupon accumulated large permanent elongation before rupture. Microscopy showed a honeycomb of deep depressions surrounding second-phase particles.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-ductile-02", + "carrier_id": null, + "target_family": "ductile", + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 6227, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 183 + }, + { + "label": "nucleation", + "best_rank": 3495, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 218 + }, + { + "label": "coalescence", + "best_rank": 3798, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 886 + }, + { + "label": "void", + "best_rank": 64, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 125 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "forcing", + "fg", + "employment", + "arn", + "arnataka", + "employment", + "nabi", + "niki", + "Executor", + "qc", + "release", + "sigs", + "Blocking", + "forcing", + "Blake", + "irken", + "blocking", + "ginas", + "SIG", + "RELEASE", + "Angelina", + "Gina", + "Forsyth", + "Released", + "Uy", + "Fors" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "release", + "Signing", + "Signing", + "signed", + "Release", + "signing", + "Release", + "Signed", + "release", + "Released", + "Signs", + "Signed", + "trance", + "angent", + "leasing", + "ril", + "RELEASE", + "releasing", + "signer", + "signings", + "releases", + "oscopy", + "ueless", + "else", + "released", + "ammed", + "addItem" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "jaye", + "marginLeft", + "Methyl", + "ocked", + "Campylobacter", + "ProductCategory", + "methyl", + "jai", + "Methyl", + "Earl", + "mik", + "requireNonNull" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "mrs", + "compressive", + "LX", + "Angst", + "weg", + "ksi", + "akan", + "Conventions", + "Mrs", + "saranno", + "ueless", + "Pum", + "sped", + "Microsc", + "feldt", + "Wed", + "Mrs", + "memset" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "DOP", + "elingen", + "Lynn", + "Glover", + "Egyptian", + "Oliveira", + "jordan", + "Ungarn", + "BOP", + "hispanic", + "atian", + "glacial", + "Cp", + "Jorge", + "Liga", + "cp", + "Georg", + "Dore", + "Rocha", + "Horner", + "ccin", + "magnetite", + "cinn", + "UNG", + "Cc", + "plante", + "Jorge", + "Bowman" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Cp", + "lt", + "umers", + "cp", + "Qaraldi", + "qc", + "celtic", + "jp", + "lng", + "Nichols", + "Ellis", + "dental", + "atibus", + "Niagara", + "dukk", + "plumber", + "Tricks", + "atlantic", + "Peki", + "jh" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mason", + "Ums", + "Pleas", + "umer", + "nesium", + "myl", + "ple", + "python", + "Chrys", + "softener", + "jaye", + "Chiron", + "minecraft", + "Finally", + "paragraph", + "orian", + "LeBron", + "Eminem", + "ruptedException", + "scissors", + "t", + "Aires" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "RELEASE", + "haya", + "tha", + "release", + "leasing", + "enl", + "gh", + "Released", + "ForEach", + "numpy", + "Release", + "en", + "getragen", + "prive", + "FAF", + "mathbb", + "tho", + "algo", + "mno", + "escal", + "hent", + "lycer", + "yya", + "ukai" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "ve", + "bly", + "release", + "r", + "s", + "released", + "Alexander", + "compassion", + "t", + "dere", + "synes", + "Release", + "Releases", + "el", + "ja", + "impulso", + "d", + "oss", + "energi" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "j", + "dere", + "ve", + "r", + "s", + "t", + "si", + "dir", + "ors", + "ny", + "mal", + "is", + "f", + "oss", + "issant", + "ele", + "f", + "en", + "use", + "eless", + "min", + "ja", + "cer", + "ser" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "night", + "med", + "en", + "haf", + "theater", + "shore", + "to", + "dir", + "lepas", + "t", + "sel", + "rad", + "amos", + "orit", + "enin", + "uette", + "sda", + "rog", + "irov", + "gehend", + "sley" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "med", + "t", + "uette", + "esimerkiksi", + "Moreover", + "urious", + "Kalau", + "cetera", + "dif", + "fato", + "voila", + "ve", + "sen", + "beispielsweise", + "dass", + "examples", + "moreover", + "digamos", + "lepas", + "sink", + "certeza", + "exemplo" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "t", + "med", + "preponder", + "esimerkiksi", + "dif", + "urious", + "ve", + "enorm", + "sur", + "moreover", + "digamos", + "cetera", + "folds", + "sen", + "dass", + "examples", + "slik", + "misalnya", + "s", + "exemplo" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "med", + "uette", + "selves", + "virt", + "night", + "conspicuous", + "lepas", + "Kalau", + "sheep", + "vajj", + "roir", + "haf", + "credo", + "do", + "urious", + "insc", + "digamos", + "tyle", + "dif", + "vulner" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "med", + "sheep", + "uette", + "Etc", + "sensibility", + "vehement", + "ium", + "system", + "sink", + "bv", + "credo", + "og", + "sensual", + "night", + "examples", + "emphatically", + "sen", + "dog", + "sheep", + "exemplo", + "insc", + "dac", + "ness", + "lang", + "urious", + "wire", + "rific", + "szer", + "digamos" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sheep", + "nnnn", + "sensibility", + "sensual", + "Etc", + "sporadic", + "Societe", + "remarked", + "ness", + "visuals", + "sistemi", + "bv", + "system", + "ium", + "incessant", + "sworth", + "VisualStudio", + "ceci", + "sheep", + "photographic", + "metamorph", + "delineation", + "bottle", + "ogado", + "erratic" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "thoughtful", + "remarked", + "ornamental", + "cryptic", + "ItemGroup", + "visuals", + "sensibility", + "ographic", + "diagnostic", + "additive", + "suggestive", + "metaphys", + "sheep", + "tactile", + "STYLE", + "typescript", + "obstetric", + "diagnostic", + "erratic", + "leyici", + "defensive", + "NonNull", + "crater" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "visualized", + "discernible", + "remarked", + "gaze", + "theor", + "idiosync", + "hierarch", + "elucidated", + "described", + "protrusions", + "discerned", + "sporadic", + "lamented", + "jellem", + "Societe", + "observed", + "sensory", + "distinctly", + "heterogeneity", + "crater", + "displayName", + "demarc", + "discontinuities", + "visualizar", + "delineated", + "sociocultural", + "sensorial", + "hallmarks", + "gazing", + "luscious" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "jellem", + "sur", + "eman", + "no", + "Gestaltung", + "t", + "situation", + "khas", + "sur", + "radiol", + "serpentine", + "s", + "Fink", + "discernible", + "Jacobsen", + "en", + "logotipo", + "observed", + "waarbij", + "egreg", + "particular", + "say", + "fors" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "eman", + "jellem", + "micrographs", + "seg", + "Observed", + "sobretudo", + "superstit", + "enium", + "diagrama", + "observed", + "egreg", + "discernible", + "innermost", + "erasan", + "itization", + "khas", + "Mediterr", + "Injection", + "intimately", + "serpentine", + "determinante", + "sichtbar", + "inner", + "infiltr", + "nedostat", + "sobren", + "observed" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "jellem", + "eman", + "lubric", + "corral", + "Observed", + "intimately", + "sobretudo", + "observa", + "kesan", + "topology", + "seg", + "infiltr", + "Observations", + "features", + "observed", + "ed", + "impression", + "characterize", + "obser", + "tanto", + "anormal", + "Deut", + "Injection" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "ed", + "jellem", + "sobretudo", + "seen", + "eman", + "dendritic", + "sbagli", + "seg", + "morphologies", + "hors", + "corral", + "morph", + "visible", + "obed", + "e", + "itized", + "sacrament", + "so", + "impression", + "observed", + "Observed", + "depressions", + "sichtbar", + "hof" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "Microscopy", + "microscopy", + "microstructure", + "micro", + "morphology", + "Micro", + "micrograph", + "micro", + "morphologies", + "microsc", + "microm", + "Morphology", + "mikro", + "morph", + "Micro", + "morf", + "micrographs", + "Microsc", + "mic", + "morph", + "Morph", + "microscopic", + "ed", + "topography", + "porosity", + "Mikro", + "morphological", + "poros", + "Microscope" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "Microscopy", + "micrograph", + "microscopy", + "microstructure", + "on", + "micrographs", + "Micro", + "micro", + "surface", + "morphologies", + "surface", + "sur", + "top", + "morphology", + "topography", + "micro", + "Surface", + "subsurface", + "morf", + "en", + "SEM", + "morph", + "topographic", + "ed", + "atop", + "confocal", + "poolside", + "morph", + "no", + "no", + "to" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "on", + "Microscopy", + "subsurface", + "to", + "Sub", + "sub", + "microscopy", + "I", + "P", + "micrograph", + "S", + "subsid", + "T", + "in", + "en", + "Surface", + "ON", + "Second", + "as", + "honey", + "i", + "p", + "M", + "ar", + "Sub", + "subplot", + "had" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Sub", + "Sub", + "sub", + "subsurface", + "surface", + "sub", + "Secondly", + "Surface", + "second", + "These", + "Secondary", + "Also", + "Here", + "Second", + "Understanding", + "Phase", + "Analysis", + "Under", + "Morphology", + "Second", + "Secondary", + "Morph", + "second", + "Pressure", + "Particles", + "Sur", + "surrounding", + "Observation", + "Below", + "Honey", + "However", + "The" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 94725, + 226847, + 172928, + 126577, + 130373, + 226863, + 142468, + 246548, + 97133, + 152442, + 162313, + 49404, + 41674, + 67781, + 41130, + 55828, + 14993, + 11397, + 43490, + 20436, + 42517, + 33322, + 7609, + 6228, + 16717, + 64169 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 67263, + 143028, + 218622, + 234148, + 164231, + 252524, + 251601, + 19881, + 238209, + 180775, + 55904, + 201521, + 203606, + 95544, + 130158, + 90875, + 119433, + 13851, + 21012, + 32360, + 22779, + 38759, + 3496, + 8088, + 22340, + 8312 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 208975, + 232148, + 77743, + 167814, + 19073, + 65674, + 117439, + 239403, + 177704, + 164140, + 35878, + 29365, + 19377, + 45589, + 46524, + 92116, + 97393, + 11922, + 7364, + 12814, + 7778, + 12271, + 9968, + 3799, + 3797, + 22667 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 13125, + 6758, + 32903, + 29469, + 15265, + 56017, + 20587, + 2170, + 29968, + 16316, + 19105, + 36762, + 55343, + 17302, + 46004, + 13159, + 23561, + 11631, + 6479, + 323, + 201, + 249, + 65, + 134, + 42, + 205 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 100723, + 54036, + 25575, + 74377, + 8617, + 3693, + 8437, + 17824, + 3944, + 2091, + 390, + 1315, + 626, + 184 + ] + }, + { + "label": "nucleation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 21734, + 23981, + 22904, + 19916, + 17296, + 3392, + 12215, + 2192, + 1016, + 1200, + 2620, + 2147, + 2730, + 219 + ] + }, + { + "label": "coalescence", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 260799, + 261290, + 258724, + 254126, + 192991, + 16738, + 2810, + 1994, + 887, + 4508, + 1515, + 7331, + 14807, + 5056 + ] + }, + { + "label": "void", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 52979, + 17497, + 10525, + 16724, + 47534, + 10455, + 9122, + 6094, + 2041, + 216, + 302, + 258, + 126, + 1515 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "pvc", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "size", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "large", + "output_checked": true + }, + { + "concept": "dure", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "extension", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "Ironman", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "innumerable", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "honeycomb", + "output_checked": true + }, + { + "concept": "StringSet", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "rune", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "BCD", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "cytology", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "mostrar", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "mucous", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "scale", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "large", + "output_checked": true + }, + { + "concept": "surrounds", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "surrounding", + "output_checked": true + }, + { + "concept": "sciences", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "dichotomy", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "editText", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "Bottom", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "large", + "output_checked": true + }, + { + "concept": "horrid", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "psychic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "spectrometers", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "worthless", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "lunatic", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "mottled", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "LWR", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "second", + "output_checked": true + }, + { + "concept": "Miscellaneous", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "PVC", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "sue", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "khas", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "antes", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "semif", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "schwer", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "jellem", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sea", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "deep", + "output_checked": true + }, + { + "concept": "sufferings", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "manner", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "multitudes", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "endowment", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "baseless", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "bottom", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "large", + "output_checked": true + }, + { + "concept": "Oto", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "unsound", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "gently", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "surrounding", + "output_checked": true + }, + { + "concept": "dynamo", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "determinante", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "grunds", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "nit", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "second", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "fato", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Gewalt", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "deep", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Gent", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "surrounding", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "th", + "wh", + "res", + "row", + "gh", + "ar", + "ne", + "sa", + "yst", + "inter", + "anc", + "ey", + "ton", + "tr", + "pect", + "red", + "ray", + "ser", + "min", + "ts", + "ces", + "equ", + "years", + "be", + "son", + "eb", + "span", + "na" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "pitted", + "rence", + "haute", + "aquele", + "uq", + "conflicted", + "assert", + "stem", + "yaitu", + "perk", + "flows", + "ocs", + "redox", + "suff", + "birbir", + "decayed", + "absorbed" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "ed", + "se", + "ast", + "one", + "red", + "som", + "mark", + "vol", + "To", + "RO", + "oot", + "thing", + "mag", + "ump", + "kan", + "ware", + "ambda", + "That", + "mit", + "Med", + "utions", + "suggest", + "quick", + "ramework", + "couple", + "believe", + "usion", + "digital" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "or", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "l", + "st", + "im", + "g", + "u", + "se", + "be", + "if", + "th", + "us", + "ht", + "ers", + "and", + "ere", + "com", + "ess", + "pe", + "ain", + "ity", + "j", + "pl", + "ame" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "A", + "B", + "C", + "D", + "E", + "F", + "G", + "H", + "I", + "J", + "K", + "L", + "M", + "N", + "O", + "P", + "Q", + "R", + "S", + "T", + "U", + "V" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "le", + "ion", + "as", + "ent", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "ht", + "ere", + "com", + "pe", + "end", + "ill", + "ex", + "art", + "this", + "ies", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "ice", + "comp", + "St", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "set" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "of", + "they", + "eat", + "liaison", + "sehen", + "evol", + "sof", + "bringen", + "wunder", + "n", + "ers", + "equip", + "photograph", + "lid", + "selection", + "novembre", + "aal" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "s", + "ers", + "equip", + "slash", + "officially", + "administrator", + "technically", + "grandfather", + "aal", + "martial", + "ein", + "eat", + "imitation", + "EG", + "superstar", + "liaison", + "tentative", + "sof", + "devenu", + "bringen", + "mellow", + "gymnasium" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "slash", + "imitation", + "Verenigde", + "Tog", + "equip", + "expert", + "readily", + "organization", + "demise", + "tog", + "reliance", + "presidenta", + "ameri", + "asesin", + "behalf", + "aal", + "martial", + "ributor", + "bunun", + "tanti", + "Publicity", + "easily" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "kowy", + "tog", + "demise", + "er", + "bunun", + "ET", + "Tog", + "fielder", + "readily", + "ributor", + "ameri", + "appro", + "cooking", + "hur", + "equip", + "declining", + "cellar", + "pochi", + "asesin", + "tanti", + "aal", + "attacker", + "expert", + "slash" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "bunun", + "kowy", + "demise", + "er", + "Tog", + "cellar", + "fielder", + "ributor", + "ET", + "asesin", + "cooking", + "organization", + "litigation", + "ed", + "tanti", + "schap", + "aal", + "errori" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "bunun", + "ed", + "phenylsulfanyl", + "explained", + "of", + "demise", + "plicht", + "Couldn", + "er", + "kowy", + "fielder", + "sprintf", + "tog", + "ujar", + "cooking", + "et", + "tanti", + "phenoxymethyl", + "voltou", + "cellar" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "desses", + "but", + "of", + "esses", + "exacerbated", + "diese", + "essas", + "these", + "These", + "isso", + "former", + "cette", + "because", + "destes", + "reminiscent", + "elated", + "Gambar", + "described", + "sigh" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "described", + "reminiscent", + "observed", + "characterized", + "likened", + "suggesting", + "macroscopic", + "resembled", + "characteristic", + "attributed", + "abrupt", + "indicating", + "analogous", + "resulted", + "markedly", + "morphology", + "exhibited", + "mechanisms", + "described", + "revealed", + "resembling", + "characteristics", + "mechanism", + "suggests", + "attributing", + "caused", + "discovered", + "emblematic", + "illustrated", + "remarked" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "described", + "reminiscent", + "observed", + "likened", + "morphology", + "corrobor", + "succinctly", + "suggests", + "characteristic", + "mechanisms", + "emphasized", + "resembled", + "corroborated", + "visualized", + "underscored", + "unequivocal", + "characteristics", + "mechanism", + "interpreted", + "illustrates", + "analogous", + "pathology", + "facilitated", + "markedly", + "profoundly", + "intensified", + "elucidated", + "perplexed", + "description", + "revealed", + "architecture", + "outlined" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "cohesive", + "numerous", + "reminiscent", + "uncovering", + "described", + "observed", + "massive", + "surrounded", + "visually", + "undulating", + "irregular", + "focused", + "deeply", + "widespread", + "highly", + "densely", + "intricately", + "enormous", + "localized", + "cylindrical", + "morphology", + "inverted", + "excavated", + "strikingly", + "jagged", + "tenacious", + "various", + "identified", + "closely", + "homogeneous", + "documented", + "unprecedented" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "morphology", + "observed", + "surrounding", + "surrounded", + "localized", + "interconnected", + "surface", + "reminiscent", + "described", + "valleys", + "those", + "widespread", + "topography", + "macroscopic", + "surrounds", + "micrographs", + "texture", + "visualized", + "eroded", + "nanoscale", + "microscopy", + "crater", + "resembling", + "patterned", + "magnified", + "jagged", + "upheaval", + "structures", + "surroundings", + "exquisite", + "asymmetric", + "pattern" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "micrographs", + "morphology", + "microscopy", + "nanoscale", + "surrounded", + "microstructure", + "micrograph", + "observed", + "microscopic", + "topography", + "micro", + "indentation", + "microscope", + "surrounding", + "microsc", + "morphologies", + "mic", + "indent", + "voids", + "interfacial", + "indented", + "macroscopic", + "magnified", + "localized", + "imaging", + "Observed", + "structure", + "porosity", + "surrounds", + "crater" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "morphology", + "morphologies", + "micrographs", + "topography", + "morphological", + "Morphology", + "micrograph", + "Voids", + "microstructure", + "grain", + "microscopy", + "morph", + "ed", + "Texture", + "Morph", + "Metallurgy", + "crater", + "interfacial", + "Morph", + "Grain", + "texture", + "surface", + "Grain", + "indentation", + "Around", + "depressions", + "craters", + "observation", + "grains", + "nanoscale" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "morphology", + "morphologies", + "morph", + "micrograph", + "Morphology", + "Morph", + "morphological", + "Voids", + "micrographs", + "microscopy", + "microstructure", + "Morph", + "ed", + "topography", + "morph", + "depressions", + "crater", + "interfacial", + "phase", + "Microscopy", + "phase", + "Examination", + "nanoscale", + "craters", + "contoured", + "imaging", + "SEM", + "morf", + "scallop", + "depiction", + "micro", + "imaging" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "micro", + "microscopy", + "morphology", + "Microscopy", + "microscopic", + "micro", + "Micro", + "microstructure", + "microsc", + "micrographs", + "morphologies", + "morph", + "mikro", + "micrograph", + "Micro", + "morphological", + "Morph", + "Mikro", + "er", + "depressions", + "Morphology", + "icro", + "morph", + "microm", + "morf", + "MICRO", + "topography", + "MICRO" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "Microscopy", + "microscopy", + "micrographs", + "morphology", + "micrograph", + "microstructure", + "micro", + "Micro", + "mikro", + "morf", + "MICRO", + "topography", + "depressions", + "Morphology", + "microsc", + "SEM", + "morphologies", + "micro", + "microscopic", + "SEM", + "MICRO", + "nanoscale", + "Mikro", + "Micro", + "morph", + "morphological", + "Morph", + "surface", + "Morph", + "morph" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Microscopy", + "on", + "sub", + "Sub", + "subsurface", + "as", + "to", + "subsid", + "micrograph", + "ar", + "Micro", + "SUB", + "Second", + "micro", + "morf", + "erland", + "band", + "Sco", + "Sub", + "microscopy", + "iminaries", + "indent", + "auan", + "circum", + "sottop", + "P", + "im" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Sub", + "Sub", + "sub", + "subsurface", + "surface", + "sub", + "Secondly", + "Surface", + "second", + "These", + "Secondary", + "Also", + "Here", + "Second", + "Understanding", + "Phase", + "Analysis", + "Under", + "Morphology", + "Second", + "Secondary", + "Morph", + "second", + "Pressure", + "Particles", + "Sur", + "surrounding", + "Observation", + "Below", + "Honey", + "However", + "The" + ] + } + ], + "logit_surprising": [ + { + "concept": "and", + "score": 10.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "large", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 8.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "before", + "output_checked": true + }, + { + "concept": "been", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "readily", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "ample", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "size", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "large", + "output_checked": true + }, + { + "concept": "rid", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "revealed", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "surrounded", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "morphology", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "behest", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "notifying", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "delicate", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "devoid", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "resembling", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "erneut", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "second", + "output_checked": true + }, + { + "concept": "described", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "each", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "surrounding", + "output_checked": true + }, + { + "concept": "lasting", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "brittle", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "precipitated", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "metal", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "identified", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 3, + "best_depth": 40.4, + "near_token": "honeycomb", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "introdu", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "large", + "output_checked": true + }, + { + "concept": "imitation", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "forma", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "deep", + "output_checked": true + }, + { + "concept": "somebody", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "fielder", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "immense", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "behalf", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "notable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "caution", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "second", + "output_checked": true + }, + { + "concept": "may", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "large", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "deep", + "output_checked": true + }, + { + "concept": "whitish", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "engender", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "preferably", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "redeem", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "unchanging", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "exerted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "svg", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "illogical", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "evaluated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "elated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "intricately", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "deep", + "output_checked": true + }, + { + "concept": "nestled", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "subjected", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "coated", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "rewards", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "enhance", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "sustained", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "preceding", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "ambiguous", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "examination", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "potentially", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "coupons", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "evidence", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "well", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "layered", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "of", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-02__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-02__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-02__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-02__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-ductile-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Energy-absorbing dimpled separation 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A copper tensile specimen lost much of its cross-sectional area before failure. Small particle-centered holes had enlarged and joined across the final ligament.", + "prompt_tail": "A copper tensile specimen lost much of its cross-sectional area before failure. Small particle-centered holes had enlarged and joined across the final ligament.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-ductile-03", + "carrier_id": null, + "target_family": "ductile", + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 4058, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 462 + }, + { + "label": "nucleation", + "best_rank": 20642, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 2257 + }, + { + "label": "coalescence", + "best_rank": 14405, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 604 + }, + { + "label": "void", + "best_rank": 478, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 107 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "arn", + "forcing", + "fg", + "arnataka", + "employment", + "Gina", + "qc", + "nabi", + "pn", + "niki", + "Uy", + "Executor", + "Blocking", + "employment", + "forcing", + "Sask", + "ginas", + "WATER", + "astri", + "sigs", + "Gina", + "ork", + "ners", + "blocking", + "Blake", + "superior", + "lifeline" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "release", + "Signing", + "Release", + "Signing", + "signed", + "signing", + "Release", + "release", + "Signed", + "Released", + "Signed", + "Signs", + "angent", + "releases", + "RELEASE", + "leasing", + "trance", + "ril", + "releasing", + "signings", + "oscopy", + "addItem", + "else", + "released", + "ently", + "signer", + "signs" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "jaye", + "Finals", + "ocked", + "maven", + "Analyze", + "trance", + "marginLeft", + "methyl", + "Earl", + "Methyl", + "requireNonNull", + "apt", + "educativo", + "Selig", + "Douglas" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "mrs", + "compressive", + "Angst", + "LX", + "ksi", + "memset", + "Pum", + "weg", + "Douglas", + "Signing", + "gqlgen", + "akan", + "leigh", + "apt", + "pageSize", + "Pump", + "signed" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "elingen", + "DOP", + "Glover", + "Egyptian", + "Lynn", + "jordan", + "glacial", + "atian", + "Oliveira", + "BOP", + "Horner", + "ccin", + "hispanic", + "Rocha", + "cinn", + "Nuclear", + "Liga", + "Georg", + "Cp", + "plante", + "Jorge", + "Buckley", + "Orr", + "orial", + "ection", + "cp" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Cp", + "umers", + "lt", + "qc", + "cp", + "Niagara", + "Nichols", + "Qaraldi", + "Quincy", + "hamilton", + "lng", + "jp", + "tmp", + "celtic", + "Ellis", + "alex", + "plumber", + "Tricks", + "Nicholas", + "atlantic", + "dental", + "january", + "APPA" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mason", + "Pleas", + "Ums", + "mysql", + "nesium", + "python", + "Finally", + "ple", + "myl", + "menos", + "jaye", + "umer", + "eless", + "parabol", + "ruptedException", + "mysql", + "paragraph", + "Cardinals", + "multiply", + "Chrys", + "Chiron", + "orian", + "iphone", + "icrob" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "RELEASE", + "haya", + "tha", + "release", + "leasing", + "gh", + "enl", + "Release", + "algo", + "Released", + "escal", + "ForEach", + "Fruit", + "getragen", + "FAF", + "en", + "numpy", + "Psych", + "mathbb", + "hent", + "hl", + "tho", + "RELEASE", + "mno", + "bli", + "supermerc" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "release", + "released", + "bly", + "ve", + "r", + "dere", + "Releases", + "Release", + "signings", + "Release", + "release", + "ril", + "Alexander", + "oss", + "dere", + "s", + "signed", + "plantings", + "SIGN", + "RELEASE", + "energi", + "google", + "ypress", + "impulso" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "j", + "s", + "dere", + "ve", + "r", + "dir", + "en", + "oss", + "mal", + "s", + "ors", + "release", + "cer", + "releases", + "f", + "eless", + "rec", + "ny", + "ser", + "si", + "issant", + "f", + "st", + "g", + "su", + "Finally", + "energi", + "dere" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "night", + "theater", + "s", + "en", + "med", + "urably", + "rog", + "Finally", + "roir", + "meng", + "oto", + "gehend", + "iven", + "shore", + "heartedly", + "rad", + "uating", + "schein", + "meden", + "swell", + "ively", + "ured", + "amos", + "haf" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "Furthermore", + "certainly", + "esimerkiksi", + "digamos", + "med", + "urious", + "beispielsweise", + "Moreover", + "moreover", + "certeza", + "furthermore", + "Kalau", + "fato", + "ified", + "sur", + "sink", + "ve", + "voila", + "sonsten", + "t", + "dif", + "differenza", + "enorm", + "Certainly", + "mason", + "celles", + "examples" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "digamos", + "s", + "certainly", + "urious", + "esimerkiksi", + "t", + "ve", + "moreover", + "sur", + "furthermore", + "enorm", + "preponder", + "beispielsweise", + "celles", + "ified", + "dif", + "Furthermore", + "certeza", + "folds", + "preval", + "sink", + "fato", + "comienzo", + "sonsten", + "examples", + "Moreover" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "virt", + "roir", + "digamos", + "urably", + "urious", + "dire", + "night", + "sheep", + "voila", + "uj", + "perfect", + "iven", + "ogo", + "ding", + "selves", + "Kalau", + "sworth", + "xr", + "uette", + "gehend", + "particular", + "instances", + "shore" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sensibility", + "sheep", + "xr", + "Etc", + "ium", + "ulnerable", + "zeug", + "thoughtful", + "gie", + "virt", + "urably", + "sheep", + "voila", + "FundMe", + "icorn", + "ardin", + "ogo" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "xr", + "nnnn", + "Etc", + "ODM", + "discord", + "teh", + "sensibility", + "sby", + "ary", + "ruptcy", + "sheep", + "ulnerable", + "Romeo", + "gie", + "icorn", + "linson", + "fortitude", + "FundMe" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "thoughtful", + "discord", + "intensive", + "ODM", + "extensive", + "ulnerable", + "ruptcy", + "AddRange", + "shaved", + "Discord", + "ornamental", + "protested" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "adage", + "shaft", + "Rourke", + "intend", + "demarc", + "bridged", + "vicinity", + "gdf", + "aholic", + "pvc", + "ulnerable", + "ulent", + "vertebrae", + "riterien", + "MNOP", + "intentos", + "mole", + "olate", + "invariably", + "ruptcy", + "enunciado" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "final", + "terakhir", + "remaining", + "definitivo", + "definitiva", + "resultante", + "determinante", + "final", + "letzte", + "bridged", + "Integrity", + "Final", + "jellem", + "radian", + "Remaining", + "perdida" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "terakhir", + "last", + "final", + "letzte", + "last", + "ultima", + "remaining", + "ultima", + "final", + "viime", + "Final", + "Lastly", + "dernier", + "derniers" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "last", + "terakhir", + "ultima", + "final", + "last", + "final", + "dernier", + "ultima", + "Final", + "letzte", + "derniers", + "viime", + "Final", + "ultime" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "last", + "terakhir", + "ultima", + "final", + "final", + "last", + "ultima", + "dernier", + "letzte", + "Lastly", + "viime", + "Last", + "Final", + "derniers" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "final", + "final", + "Final", + "Final", + "FINAL", + "remaining", + "FINAL", + "finais", + "ligament", + "finales", + "Remaining", + "remaining", + "terakhir", + "last", + "Remaining", + "letzte", + "viime" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "final", + "final", + "Final", + "Final", + "FINAL", + "FINAL", + "Connecting", + "finais", + "connecting", + "Connecting", + "connecting", + "fin", + "fina", + "finales", + "finalText", + "finalizar", + "fin", + "Fin", + "finale", + "ligament", + "Remaining", + "remaining", + "connect", + "finalList", + "FIN", + "finals" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "final", + "ligament", + "final", + "ligaments", + "Final", + "FINAL", + "Final", + "bzw", + "Connecting", + "Lig", + "FINAL", + "finalizar", + "connecting", + "finans", + "Joining", + "spanning", + "ising", + "finais", + "I", + "finalText", + "atlet", + "rispond", + "financi", + "financement", + "Connecting", + "Verbind" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "final", + "Final", + "I", + "No", + "join", + "remaining", + "and", + "You", + "last", + "Note", + "In", + "For", + "However", + "bridge", + "Use", + "tiny", + "user", + "This", + "Finally", + "We", + "small", + "find", + "To", + "Let", + "harder", + "close", + "weight", + "wall", + "ligament", + "area", + "use" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 74280, + 226261, + 161007, + 136333, + 140611, + 233593, + 161662, + 243771, + 104447, + 125885, + 117620, + 27858, + 27147, + 60259, + 37428, + 38418, + 14973, + 4059, + 20951, + 11662, + 18030, + 17292, + 7898, + 10345, + 9625, + 14633 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 60830, + 125772, + 212437, + 224771, + 152240, + 252996, + 248619, + 25485, + 234061, + 180597, + 42245, + 205469, + 202966, + 72773, + 143401, + 135183, + 158444, + 34663, + 20643, + 85121, + 123075, + 193116, + 134926, + 175997, + 161960, + 18894 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 182790, + 234332, + 130561, + 190590, + 25747, + 93887, + 133666, + 245245, + 195851, + 169011, + 45808, + 24157, + 18200, + 30390, + 26254, + 48766, + 62311, + 14406, + 44064, + 138957, + 140501, + 144719, + 114722, + 110480, + 108342, + 47187 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 20921, + 5718, + 32167, + 20428, + 8380, + 35314, + 19538, + 2171, + 27189, + 16382, + 28048, + 76280, + 70656, + 25364, + 45130, + 17716, + 26420, + 12424, + 2586, + 1434, + 479, + 1155, + 874, + 3880, + 1553, + 3409 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 42627, + 26635, + 12449, + 48188, + 13110, + 5513, + 7140, + 6416, + 669, + 2143, + 463, + 2010, + 4447, + 734 + ] + }, + { + "label": "nucleation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 42627, + 47578, + 44520, + 30589, + 31998, + 17420, + 5913, + 2770, + 2258, + 8771, + 72526, + 73241, + 34610, + 8073 + ] + }, + { + "label": "coalescence", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 260462, + 260805, + 258781, + 234278, + 155434, + 6502, + 605, + 4464, + 2313, + 29538, + 35126, + 57553, + 82928, + 44155 + ] + }, + { + "label": "void", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 66426, + 22179, + 11673, + 30589, + 22663, + 17420, + 7700, + 3894, + 822, + 3269, + 108, + 208, + 1805, + 6249 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "antes", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "before", + "output_checked": true + }, + { + "concept": "percentage", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "strength", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "sample", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "PLOAD", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Mainland", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "across", + "output_checked": true + }, + { + "concept": "zipcode", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "Contour", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "void", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "percent", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "smaller", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "had", + "output_checked": true + }, + { + "concept": "enlargement", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "Mathemat", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "sectional", + "output_checked": true + }, + { + "concept": "amount", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "Small", + "output_checked": true + }, + { + "concept": "psicologia", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "copious", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Simply", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "area", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "removable", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "had", + "output_checked": true + }, + { + "concept": "ajax", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "lost", + "output_checked": true + }, + { + "concept": "bookstore", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "hypotension", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "Approximately", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "rune", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "SEL", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "scrutiny", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "irrevers", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "ony", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "fede", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ligature", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Fracture", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ado", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "much", + "output_checked": true + }, + { + "concept": "size", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "loss", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "lost", + "output_checked": true + }, + { + "concept": "cost", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "much", + "output_checked": true + }, + { + "concept": "own", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "its", + "output_checked": true + }, + { + "concept": "joining", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "wire", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "copper", + "output_checked": true + }, + { + "concept": "weight", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "neck", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "BUILD", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Mathematics", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "area", + "output_checked": true + }, + { + "concept": "unimportant", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "Small", + "output_checked": true + }, + { + "concept": "NumberOf", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Miche", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "lost", + "output_checked": true + }, + { + "concept": "Fink", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "vertebrate", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "Small", + "output_checked": true + }, + { + "concept": "Print", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "squre", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "morphed", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "Manipulation", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "area", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Sable", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "diameter", + "score": 1.0, + "best_rank": 4, + "best_depth": 80.9, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "latter", + "score": 1.0, + "best_rank": 5, + "best_depth": 51.1, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "SIZE", + "score": 1.0, + "best_rank": 5, + "best_depth": 55.3, + "near_token": "much", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "th", + "wh", + "row", + "gh", + "ar", + "ne", + "sa", + "yst", + "inter", + "ype", + "any", + "anc", + "ey", + "ton", + "tr", + "pect", + "red", + "IN", + "ray", + "ative", + "ser", + "min", + "ts", + "ces", + "rol", + "equ", + "self", + "ed" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "rence", + "comple", + "flows", + "aquele", + "uq", + "pitted", + "conflicted", + "ning", + "assert", + "purposes", + "celle", + "yaitu", + "afin", + "stems", + "perk", + "ocs", + "voyages", + "suff", + "Heap", + "birbir" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "th", + "j", + "one", + "ystem", + "There", + "thing", + "kan", + "ware", + "ambda", + "That", + "mit", + "Med", + "lar", + "utions", + "With", + "quick", + "ramework", + "oldsymbol", + "kn", + "lied", + "ela", + "asked", + "sn", + "usion", + "oring", + "like", + "als", + "ignment" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ic", + "ion", + "el", + "l", + "im", + "g", + "u", + "se", + "ay", + "be", + "if", + "th", + "us", + "ht", + "and", + "ere", + "ess", + "pe", + "ity", + "j", + "pl", + "ame", + "iz", + "ies", + "ub", + "ich", + "av" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ic", + "ve", + "od", + "pe", + "pl", + "ha", + "ad", + "ign", + "which", + "app", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "ystem", + "ays", + "est", + "wo", + "who", + "rib", + "import", + "es", + "pos", + "what", + "This" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ere", + "com", + "pe", + "end", + "ill", + "ex", + "art", + "iz", + "ies", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire", + "ge" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "w", + "f", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "ith", + "P", + "est", + "al", + "you" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "ers", + "of", + "n", + "perfectly", + "lid", + "they", + "selection", + "youtu", + "eat", + "liaison", + "sehen", + "evol", + "kaya", + "bringen", + "wunder", + "e", + "ich", + "ature", + "ization" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "er", + "ers", + "rel", + "of", + "equip", + "perfectly", + "slash", + "administrator", + "aal", + "aat", + "youtu", + "eat", + "imitation", + "EG", + "tentative", + "mellow", + "e", + "aw", + "depart", + "setcounter", + "lid", + "officially" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "substantial", + "fielder", + "e", + "slash", + "substantially", + "Verenigde", + "ameri", + "declining", + "bodily", + "dictator", + "destra", + "Tog", + "readily", + "imitation", + "reliance", + "rel", + "equip", + "Systems", + "behalf", + "organization" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "substantial", + "Tog", + "kowy", + "slight", + "damn", + "er", + "ameri", + "fielder", + "asesin", + "papan", + "readily", + "Considerable", + "slash", + "immense", + "administ", + "declining", + "indicative", + "ET", + "litigation", + "ributor" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "asesin", + "immense", + "Tog", + "Considerable", + "kowy", + "substantial", + "damn", + "fielder", + "ed", + "slight", + "indicative", + "litigation", + "bunun", + "papan", + "slightly", + "slash", + "ampio" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "substantial", + "destra", + "tersebut", + "bizarre", + "ijnlijk", + "asesin", + "substantially", + "Diageo", + "botched", + "abrog", + "bunun", + "destes", + "immense", + "notifying", + "litigation", + "explained", + "tanti", + "debugShow", + "kubectl", + "fielder", + "ed", + "indicative", + "dictator" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "mereka", + "Webinar", + "exacerbated", + "precedente", + "reminiscent", + "vergang", + "imilar", + "previous", + "hindrance", + "increased", + "preced", + "worsening", + "similar", + "destes", + "desses", + "hindering", + "jgamma", + "scathing" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "exacerbated", + "reminiscent", + "resulting", + "neighboring", + "surrounding", + "adjacent", + "resembled", + "increased", + "resulted", + "vergang", + "adjacent", + "previous", + "resulting", + "interspersed", + "expanded", + "intensified", + "hinted", + "inciting", + "Adjacent", + "expanded", + "neighbouring" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "swiftly", + "impeding", + "penultimate", + "hindering", + "succumbed", + "intensifying", + "gradually", + "exacerbated", + "merciless", + "intensified", + "overarching", + "allowing", + "surrounding", + "dwind", + "worsening", + "dwindling", + "previous", + "notorious", + "endured", + "remnants", + "reinforcing", + "diminishing", + "unsightly", + "eroding", + "adjacent", + "heavily" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "ed", + "identified", + "numerous", + "smaller", + "nearly", + "fragile", + "existing", + "remaining", + "tiny", + "isolated", + "resilient", + "small", + "narrow", + "massive", + "majority", + "even", + "adjacent", + "critical", + "dwindling", + "highly", + "remnants", + "precarious", + "surrounding", + "cohesive", + "shrinking", + "the", + "entire", + "largest", + "highlighted", + "many", + "deeply", + "various" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "remaining", + "final", + "entire", + "ultimately", + "remnants", + "remnant", + "finally", + "ultimate", + "surviving", + "Remaining", + "surrounding", + "last", + "remainder", + "narrow", + "single", + "smaller", + "tiny", + "penultimate", + "dividing", + "remaining", + "across", + "reinforcing", + "defining", + "bridging", + "central" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "remaining", + "last", + "final", + "remnants", + "finally", + "ultimate", + "tiny", + "connecting", + "remnant", + "Last", + "surviving", + "terakhir", + "letzte", + "Last", + "bridging" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "last", + "remaining", + "final", + "last", + "terakhir", + "Last", + "Last", + "ultime", + "ultimate", + "dernier", + "remaining", + "letzte" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "final", + "last", + "terakhir", + "finally", + "letzte", + "remaining", + "final", + "dernier", + "last", + "ultime", + "laatste", + "derniers" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "final", + "final", + "Final", + "Final", + "FINAL", + "remaining", + "FINAL", + "finally", + "finales", + "last", + "finais", + "finale", + "remaining", + "connecting", + "finalized", + "Remaining", + "terakhir", + "finalize" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "final", + "Final", + "FINAL", + "final", + "FINAL", + "finais", + "remaining", + "finales", + "finalText", + "Final", + "finalists", + "fina", + "fin", + "finalist", + "connecting", + "finale", + "finally", + "finalizar", + "ligament", + "finals", + "finalize" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "final", + "final", + "ligament", + "ligaments", + "finalText", + "remaining", + "Final", + "FINAL", + "FINAL", + "Final", + "remaining", + "finais", + "Lig", + "Finally", + "ing", + "and", + "finally", + "as", + "lig", + "Remaining", + "Connecting", + "terakhir", + "lig", + "finalizar" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "final", + "Final", + "I", + "No", + "join", + "remaining", + "and", + "You", + "last", + "Note", + "In", + "For", + "However", + "bridge", + "Use", + "tiny", + "user", + "This", + "Finally", + "We", + "small", + "find", + "To", + "Let", + "harder", + "close", + "weight", + "wall", + "ligament", + "area", + "use" + ] + } + ], + "logit_surprising": [ + { + "concept": "considerably", + "score": 13.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "sectional", + "output_checked": true + }, + { + "concept": "readily", + "score": 10.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "been", + "score": 7.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "own", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "remaining", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "smaller", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "damn", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "fracture", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "percent", + "score": 4.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "somebody", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "ameri", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "withstand", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "together", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "significantly", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "had", + "output_checked": true + }, + { + "concept": "enlargement", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "particles", + "score": 3.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "horrible", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "evaluated", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "had", + "output_checked": true + }, + { + "concept": "when", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "percentage", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "axially", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "steadily", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "sized", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "approximately", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "sample", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "amount", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "Small", + "output_checked": true + }, + { + "concept": "strength", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "substantial", + "score": 2.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "scathing", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "final", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "promin", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "compl", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "importance", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "ability", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "amt", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "much", + "output_checked": true + }, + { + "concept": "corrobor", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "much", + "output_checked": true + }, + { + "concept": "severely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "exacerbated", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "excessively", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "debilit", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "also", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "had", + "output_checked": true + }, + { + "concept": "keseluruhan", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "sectional", + "output_checked": true + }, + { + "concept": "eroded", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "remained", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "ampere", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "copper", + "output_checked": true + }, + { + "concept": "typically", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "during", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "lost", + "output_checked": true + }, + { + "concept": "concise", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "vowed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "sectional", + "output_checked": true + }, + { + "concept": "decrease", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "area", + "output_checked": true + }, + { + "concept": "unwavering", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "before", + "output_checked": true + }, + { + "concept": "reduced", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "had", + "output_checked": true + }, + { + "concept": "upheaval", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "copper", + "output_checked": true + }, + { + "concept": "ample", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "much", + "output_checked": true + }, + { + "concept": "twisted", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "specified", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "area", + "output_checked": true + }, + { + "concept": "oriented", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "existing", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "across", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-03__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-03__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-03__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-03__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-ductile-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Energy-absorbing dimpled separation 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "An impact-tested structural metal absorbed substantial energy and developed broad lateral lips. Its failure surface was covered by rounded microscopic depressions.", + "prompt_tail": "impact-tested structural metal absorbed substantial energy and developed broad lateral lips. Its failure surface was covered by rounded microscopic depressions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-ductile-04", + "carrier_id": null, + "target_family": "ductile", + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 22, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 2 + }, + { + "label": "nucleation", + "best_rank": 2307, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 588 + }, + { + "label": "coalescence", + "best_rank": 78, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 254 + }, + { + "label": "void", + "best_rank": 942, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 356 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "forcing", + "employment", + "arnataka", + "arn", + "fg", + "nabi", + "employment", + "qc", + "forcing", + "Gina", + "Executor", + "astri", + "Blocking", + "WATER", + "Blake", + "ners", + "blocking", + "pn", + "niki", + "denly", + "Uy", + "Nong", + "Sask", + "irg", + "Fors", + "ginas", + "lyl" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "release", + "Signing", + "signed", + "signing", + "Signing", + "Signed", + "Release", + "Release", + "Released", + "Signed", + "release", + "Signs", + "releases", + "signer", + "signings", + "angent", + "releasing", + "released", + "ammed", + "RELEASE", + "ently", + "oscopy", + "trance", + "Releases", + "ueless", + "ril", + "leasing" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "jaye", + "Methyl", + "ocked", + "methyl", + "requireNonNull", + "Douglas", + "compressive", + "Campylobacter", + "ProductCategory", + "marginLeft", + "tumble", + "Flix", + "Kati" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "mrs", + "compressive", + "Angst", + "weg", + "LX", + "Pum", + "Mrs", + "ksi", + "memset", + "Douglas", + "Angeb", + "signed", + "Mrs", + "Signing", + "Conventions", + "saranno", + "ueless", + "Microsc", + "Wed", + "Socrates" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "elingen", + "Ungarn", + "DOP", + "Jorge", + "Egyptian", + "Lynn", + "hispanic", + "Horner", + "ccin", + "magnetite", + "practitioner", + "Jorge", + "Oliveira", + "Glover", + "Rocha", + "APPA", + "lifeline", + "cinn", + "BOP", + "anner", + "Hungary", + "jordan", + "UNG", + "Liga", + "plante", + "Duffy", + "lig", + "wonders" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Cp", + "lt", + "Qaraldi", + "qc", + "celtic", + "jp", + "Nicholas", + "umers", + "lng", + "cp", + "alex", + "Nichols", + "daniel", + "nordic", + "Ellis", + "atibus", + "APPA", + "mols", + "jh" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mason", + "Pleas", + "Ums", + "nesium", + "softener", + "ruptedException", + "umer", + "Chrys", + "myl", + "ple", + "jaye", + "python", + "multiply", + "Eminem", + "Chiron", + "cuer", + "Dyson", + "Gm", + "Aires", + "Signup", + "LeBron", + "Resin", + "Gm", + "Kristall" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "tha", + "bert", + "RELEASE", + "haya", + "en", + "leasing", + "enl", + "gh", + "tho", + "ForEach", + "release", + "getragen", + "Released", + "prive", + "urably", + "front", + "numpy", + "Release", + "front", + "mno", + "gi", + "FAF", + "lle", + "handful", + "uire", + "ukai" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "bly", + "ve", + "releases", + "compassion", + "synes", + "r", + "s", + "prises", + "kipun", + "sm", + "ypress", + "d", + "bev", + "impres", + "furthermore", + "asegurarse", + "h", + "Releases", + "release" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "r", + "j", + "ve", + "f", + "s", + "dere", + "en", + "si", + "dir", + "med", + "releases", + "ments", + "bly", + "d", + "t", + "mal", + "ors", + "Siren", + "f", + "ja", + "g", + "b", + "release", + "cer", + "h", + "de", + "eben" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "night", + "en", + "gehend", + "Moreover", + "haf", + "f", + "heartedly", + "g", + "siz", + "Dordrecht", + "sley", + "se", + "to", + "aqu", + "lepas", + "theater", + "sentido" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "Moreover", + "med", + "s", + "voila", + "examples", + "Furthermore", + "urious", + "t", + "rologist", + "dif", + "esimerkiksi", + "furthermore", + "moreover", + "folds", + "fif", + "rolog", + "beispielsweise", + "digamos", + "sen", + "seldom", + "f" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "t", + "examples", + "dif", + "sur", + "Moreover", + "urious", + "digamos", + "esimerkiksi", + "moreover", + "folds", + "enorm", + "exemplo", + "furthermore", + "preponder", + "sen", + "ve", + "rolog", + "exuber" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "s", + "instances", + "marvelous", + "rolog", + "vehement", + "Moreover", + "sheep", + "virt", + "verd", + "tyle", + "perfect", + "luscious", + "Veamos", + "urious", + "manner", + "uette", + "f", + "exemplo", + "ief", + "conspicuous", + "decadent", + "voila", + "dif", + "selves", + "seldom" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sheep", + "instances", + "vehement", + "sheep", + "med", + "quartz", + "artifacts", + "marvelous", + "ium", + "examples", + "lavish", + "sensibility", + "insc", + "mah", + "skept", + "vnd", + "voila", + "thoughtful", + "rologist", + "rolog", + "Veamos", + "exemplo", + "ed", + "registro", + "registros" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "instances", + "vehement", + "sporadic", + "sheep", + "remarked", + "incessant", + "ium", + "examples", + "sheep", + "sensibility", + "dismal", + "fortitude", + "quartz", + "intricate", + "xr", + "virtue", + "Etc", + "nnnn", + "bv", + "sensual", + "crafty", + "erratic", + "interposed", + "nefarious", + "mesinin", + "thoughtful" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "thoughtful", + "tedious", + "cryptic", + "extensive", + "ornamental", + "testers", + "rectangles", + "obnoxious", + "obtuse", + "byteArray", + "sheep", + "quartz", + "gejala", + "intensive", + "crystals", + "ankles", + "typescript", + "adjacent", + "unpleasant", + "metaphys" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "instances", + "discontinuities", + "remarked", + "lamented", + "ridges", + "protrusions", + "sporadic", + "discernible", + "intricate", + "bmp", + "gaze", + "hesitated", + "extensive", + "concave", + "velvety", + "pierced", + "idiosync", + "jagged", + "vehement", + "gazed", + "luscious", + "blemishes", + "gdf", + "irregularities", + "predominant", + "irregularly", + "sporadically", + "sculpted", + "multitud" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "jellem", + "discernible", + "characteristics", + "ed", + "khas", + "Gestaltung", + "intric", + "particular", + "Particular", + "no", + "sur", + "contrario", + "Rober", + "roso", + "dac", + "ri", + "peculiarities", + "arred", + "Fink", + "karakteristik", + "sur", + "canalicul", + "ium", + "chend", + "discern" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "ridges", + "indistinct", + "jagged", + "distinctly", + "bree", + "canalicul", + "muestra", + "khas", + "pyramidal", + "cavities", + "OrderedDict", + "discontinuities", + "discernible", + "sobretudo", + "Distinct", + "microm", + "smoothed", + "nedostat", + "scarred", + "roughness", + "pyramids", + "Holes", + "jellem", + "ed", + "distinct" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "crater", + "rounded", + "pyramidal", + "kesan", + "redonde", + "Rounded", + "corral", + "tessel", + "asper", + "smoothed", + "arrondie", + "scars", + "Holes", + "oval", + "lubric", + "pyramid", + "roughness", + "jagged", + "erosion", + "depressions", + "porosity", + "CBN", + "grain", + "ridges", + "curvil", + "indistinct", + "CRC", + "spheroid", + "tubercles" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "crater", + "pits", + "scallops", + "ridges", + "pyramidal", + "plast", + "rounded", + "Holes", + "concave", + "depressions", + "scallop", + "smoothed", + "Plateau", + "pitting", + "craters", + "plastic", + "tessel", + "pitted", + "pyramid", + "blisters", + "Plastic", + "plast", + "concentric", + "holes", + "scall", + "blister", + "dendritic", + "plastik" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "pits", + "rounded", + "plastic", + "Plastic", + "crater", + "craters", + "plastic", + "pit", + "depressions", + "pit", + "ridges", + "pits", + "plast", + "Plastic", + "Rounded", + "Rounded", + "Pit", + "pitting", + "Smoothing", + "cracks", + "smoothed", + "shallower", + "rounded", + "arrond", + "scooped", + "dim", + "shallow", + "rounding", + "Compression" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "pits", + "pit", + "pit", + "pitting", + "dim", + "Mound", + "craters", + "plastic", + "depressions", + "crater", + "Pit", + "rounded", + "ridges", + "plastic", + "mounds", + "dim", + "ditches", + "ductile", + "roughness", + "Plastic", + "scooped", + "Rounded", + "Pit", + "Compression", + "pitted", + "Dim", + "slipper", + "pits" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "rounded", + "Rounded", + "rounded", + "dim", + "Dim", + "Rounded", + "Dim", + "arrondi", + "dim", + "scallop", + "Micro", + "Rounding", + "pit", + "rounding", + "pitting", + "redonde", + "pits", + "pit", + "rounds", + "arrond", + "scall", + "arrondie", + "Maitland", + "Pit", + "sco", + "micro" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "They", + "For", + "To", + "These", + "We", + "If", + "Our", + "My", + "wall", + "The", + "Accordingly", + "Here", + "mm", + "In", + "There", + "Finally", + "microscopic", + "I", + "Sc", + "Why", + "rounded", + "of", + "formed", + "What", + "Made", + "so", + "Each", + "true", + "roof", + "Looking", + "made", + "roots" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 61127, + 216233, + 150486, + 94925, + 107661, + 214770, + 141833, + 240017, + 63714, + 94466, + 111076, + 25017, + 21702, + 37867, + 32152, + 14173, + 8379, + 3251, + 6543, + 579, + 496, + 50, + 35, + 23, + 85, + 36222 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 71378, + 150053, + 231496, + 235614, + 170249, + 255437, + 256108, + 22406, + 247179, + 212901, + 51472, + 185946, + 188226, + 105400, + 81915, + 90046, + 148843, + 35141, + 26017, + 23446, + 2308, + 15675, + 10683, + 16501, + 27310, + 27592 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 176721, + 224248, + 85981, + 174664, + 33600, + 80858, + 126560, + 238429, + 163717, + 164636, + 43977, + 44306, + 29359, + 74586, + 91735, + 109345, + 148273, + 9046, + 5222, + 7440, + 2553, + 1736, + 284, + 79, + 74, + 5953 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 25607, + 4683, + 31536, + 22554, + 35659, + 86059, + 34671, + 1643, + 39375, + 19583, + 21086, + 43020, + 57056, + 26178, + 35539, + 13161, + 22296, + 5406, + 7240, + 2151, + 4367, + 4406, + 943, + 945, + 1128, + 610 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 56527, + 23551, + 7204, + 16336, + 6100, + 1511, + 7151, + 13299, + 705, + 55, + 4, + 3, + 7, + 4 + ] + }, + { + "label": "nucleation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 29209, + 24107, + 17908, + 22091, + 5133, + 1511, + 9495, + 2716, + 1440, + 1016, + 589, + 934, + 13134, + 2828 + ] + }, + { + "label": "coalescence", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 260926, + 260905, + 257886, + 255857, + 132538, + 9309, + 2797, + 1996, + 705, + 922, + 370, + 411, + 1673, + 255 + ] + }, + { + "label": "void", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 34070, + 7753, + 10802, + 3619, + 9216, + 1376, + 3869, + 3633, + 934, + 1621, + 357, + 488, + 1370, + 8525 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "Typically", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ridges", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 4.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "velvety", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "tedious", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "ITest", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "tested", + "output_checked": true + }, + { + "concept": "LPS", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "lips", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "pits", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "chanel", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "lips", + "output_checked": true + }, + { + "concept": "vertebrate", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tyle", + "score": 2.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "Abelian", + "score": 2.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "integrity", + "score": 2.0, + "best_rank": 3, + "best_depth": 87.2, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "Forms", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "besitzt", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "An", + "output_checked": true + }, + { + "concept": "editText", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "worthless", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "obtuse", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "lateral", + "output_checked": true + }, + { + "concept": "assorted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "failures", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "Mensch", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "compositional", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "incite", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "lips", + "output_checked": true + }, + { + "concept": "cek", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "was", + "output_checked": true + }, + { + "concept": "khas", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "luminance", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "temporally", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "tainted", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "was", + "output_checked": true + }, + { + "concept": "Amat", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "by", + "output_checked": true + }, + { + "concept": "Borden", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "by", + "output_checked": true + }, + { + "concept": "impression", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "scope", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "alps", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "lips", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "FIVE", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "softener", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "lips", + "output_checked": true + }, + { + "concept": "Brainz", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "instances", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Zou", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "koi", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "absorbs", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "crater", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "amounts", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Mens", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "Contour", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "An", + "output_checked": true + }, + { + "concept": "ces", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "itibaren", + "score": 1.0, + "best_rank": 4, + "best_depth": 46.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Strick", + "score": 1.0, + "best_rank": 4, + "best_depth": 55.3, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "masalah", + "score": 1.0, + "best_rank": 4, + "best_depth": 63.8, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "ness", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "eman", + "score": 1.0, + "best_rank": 4, + "best_depth": 83.0, + "near_token": "surface", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "th", + "wh", + "row", + "gh", + "ar", + "ne", + "sa", + "yst", + "inter", + "any", + "anc", + "ey", + "ton", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "min", + "ts", + "ces", + "rol", + "equ", + "self", + "years", + "be" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "rence", + "adanya", + "uq", + "conflicted", + "ning", + "ny", + "lar", + "qual", + "assert", + "ju", + "LI", + "comple", + "celle", + "haute", + "esco", + "voyages", + "aquele", + "suff", + "seo" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "t", + "on", + "one", + "che", + "red", + "want", + "som", + "mark", + "occ", + "thing", + "ump", + "kan", + "ambda", + "mit", + "Med", + "suggest", + "quick", + "asked", + "usion", + "ald", + "oring", + "nie", + "ipe", + "reme", + "lay" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "or", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "l", + "im", + "g", + "u", + "se", + "be", + "if", + "us", + "ht", + "ers", + "and", + "ere", + "com", + "ess", + "pe", + "ain", + "j", + "pl", + "ame", + "ies", + "int", + "un" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ic", + "ve", + "ch", + "ter", + "pe", + "The", + "pl", + "ure", + "ad", + "ign", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "work", + "ays", + "est", + "wo", + "who", + "rib" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "is", + "ion", + "as", + "ent", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ly", + "ver", + "un", + "ht", + "ere", + "end", + "ill", + "ex", + "art", + "this", + "iz", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "p", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "id", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ord", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "photograph", + "they", + "sof", + "n", + "s", + "ers", + "equip", + "aal", + "youtu", + "eat", + "liaison", + "sehen", + "evol", + "glow", + "bringen", + "thym", + "garnished", + "eol", + "cik" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "s", + "equip", + "depart", + "aal", + "youtu", + "evol", + "tentative", + "sof", + "Publicity", + "regard", + "photograph", + "perfectly", + "officially", + "administrator", + "Ful", + "aat", + "eat", + "imitation", + "liaison", + "offic", + "gambar", + "devenu", + "bringen" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "substantial", + "fielder", + "readily", + "substantially", + "resmi", + "equip", + "behalf", + "et", + "bunun", + "devenu", + "Tog", + "ameri", + "Publicity", + "ecek", + "expert", + "exc", + "aal", + "demise", + "tentative", + "offic", + "pochi", + "tog", + "rique", + "Verenigde" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "ET", + "damn", + "kowy", + "readily", + "ameri", + "Tog", + "pochi", + "bunun", + "fielder", + "slight", + "asesin", + "hur", + "ributor", + "resmi", + "et", + "administ", + "async", + "declining", + "demise", + "cooking", + "Looking", + "immense" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "bunun", + "immense", + "kowy", + "Tog", + "damn", + "ET", + "slight", + "caution", + "resmi", + "asesin", + "ed", + "demise", + "tentative", + "fielder", + "accepted", + "hur", + "cooking", + "shaped", + "pochi" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "ed", + "bunun", + "substantial", + "resmi", + "immense", + "caution", + "administr", + "sigh", + "voltou", + "et", + "administ", + "scorn", + "exc", + "explained", + "ameri", + "shaped", + "jp", + "antwort", + "gigantic", + "dupatta", + "path", + "phenylsulfanyl" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "reminiscent", + "of", + "these", + "desses", + "essas", + "reddish", + "yellowish", + "esses", + "exerted", + "bunun", + "mediated", + "noticeable", + "ezek", + "triggered", + "semblable" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "reminiscent", + "characterized", + "resembled", + "Characteristics", + "resembling", + "punctuated", + "cohesive", + "described", + "noticeable", + "characteristic", + "devoid", + "likened", + "underpinned", + "resulted", + "hinting", + "caused", + "suggesting", + "attributed", + "exhibited", + "interspersed", + "riddled", + "remarked", + "tenacious", + "characteristics", + "markedly", + "prevalent", + "elucidated", + "abrupt" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "reminiscent", + "punctuated", + "underpinned", + "monotonous", + "emphasized", + "fascinated", + "cohesive", + "resembled", + "perplexed", + "riddled", + "perplexing", + "meticulous", + "glistening", + "characteristic", + "accentuated", + "nuanced", + "protrusions", + "encompassed", + "tenacious", + "permeated", + "upheaval", + "succinctly", + "peculiar", + "expansive", + "Characteristics", + "resembling", + "hallmark", + "protruding", + "underscored", + "fascinating", + "noticeable" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "numerous", + "massive", + "cohesive", + "prominent", + "glistening", + "widespread", + "jagged", + "countless", + "focused", + "distinctive", + "predominantly", + "uneven", + "reminiscent", + "surrounded", + "irregular", + "riddled", + "undulating", + "tenacious", + "many", + "ed", + "highly", + "coated", + "distinct", + "shaped", + "mostly", + "extensive", + "densely", + "various", + "abundant", + "resilient", + "intricately", + "polished" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "numerous", + "riddled", + "widespread", + "rounded", + "distinct", + "jagged", + "countless", + "curved", + "predominantly", + "spherical", + "characteristic", + "crater", + "surface", + "diverse", + "distinctive", + "eroded", + "multifaceted", + "undulating", + "irregular", + "localized", + "concave", + "thousands", + "hundreds", + "surrounded", + "remarkable", + "depressed", + "morphology", + "remarkably", + "convoluted", + "unique", + "fascinating", + "noticeable" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "riddled", + "countless", + "crater", + "surrounded", + "numerous", + "jagged", + "craters", + "micro", + "distinct", + "hundreds", + "fatigue", + "microscopic", + "erosion", + "undulating", + "polished", + "thousands", + "rounded", + "eroded", + "holes", + "widespread", + "smoothed", + "machining", + "criss", + "interconnected", + "Crater", + "micrographs", + "predominantly", + "spherical", + "valleys", + "polishing", + "macroscopic", + "marred" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "crater", + "rounded", + "ductile", + "Crater", + "craters", + "pitting", + "riddled", + "ed", + "smeared", + "pits", + "grainy", + "spherical", + "etch", + "grain", + "marks", + "marcas", + "Voids", + "grains", + "micrographs", + "Hills", + "pitted", + "terraces", + "Arena", + "Grain", + "scall", + "roughness", + "grain", + "scallops", + "erosion" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "crater", + "pitting", + "ductile", + "craters", + "pits", + "Fatigue", + "fatigue", + "scallop", + "Crater", + "pitted", + "scallops", + "plast", + "rounded", + "smeared", + "riddled", + "scall", + "depressions", + "indentation", + "grooves", + "etch", + "depression", + "corrosion", + "etch", + "ridges", + "micro", + "rolled", + "interconnected", + "Cren", + "indented", + "rolling" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "rounded", + "depressions", + "pits", + "ductile", + "pitting", + "plastic", + "shallow", + "crater", + "scallops", + "depression", + "micro", + "rounding", + "craters", + "shallower", + "microscopic", + "pit", + "Round", + "round", + "scallop", + "Rounded", + "plastic", + "depression", + "dent", + "grooves", + "indentation", + "Rounding", + "microsc", + "indent", + "microm" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "pits", + "pitting", + "ductile", + "pit", + "depressions", + "craters", + "shallower", + "shallow", + "rounded", + "crater", + "plastic", + "depression", + "Pit", + "nanoscale", + "grooves", + "scallops", + "Shallow", + "machining", + "pitted", + "bowl", + "Pit", + "fatigue", + "Lakes", + "indentation", + "yielding", + "brittle", + "scall", + "Vase", + "Mart", + "cleavage", + "ridges" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "rounded", + "Dim", + "rounded", + "dim", + "Micro", + "Rounded", + "Dim", + "Rounded", + "dim", + "rounding", + "Mik", + "scallop", + "Rounding", + "micro", + "Pit", + "depos", + "microscopic", + "Mik", + "rounding", + "micro", + "pitting", + "Mic", + "sco", + "scallops", + "Micro", + "randomly", + "pits", + "Microsc", + "Rolling" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "They", + "For", + "To", + "These", + "We", + "If", + "Our", + "My", + "wall", + "The", + "Accordingly", + "Here", + "mm", + "In", + "There", + "Finally", + "microscopic", + "I", + "Sc", + "Why", + "rounded", + "of", + "formed", + "What", + "Made", + "so", + "Each", + "true", + "roof", + "Looking", + "made", + "roots" + ] + } + ], + "logit_surprising": [ + { + "concept": "been", + "score": 15.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "immense", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "numerous", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "resulted", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "integrity", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "substantially", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "considerably", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "damn", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "reverting", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "extensive", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "appealing", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "glorious", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "by", + "output_checked": true + }, + { + "concept": "indicative", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "considerable", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "was", + "output_checked": true + }, + { + "concept": "positioned", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "by", + "output_checked": true + }, + { + "concept": "resembling", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "rounded", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "enhance", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "lips", + "output_checked": true + }, + { + "concept": "situated", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "absorption", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "crater", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "exerted", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "convict", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "behest", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "theses", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "lateral", + "output_checked": true + }, + { + "concept": "notifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "tested", + "output_checked": true + }, + { + "concept": "plethora", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "tion", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "beispielsweise", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "erneut", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "also", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "remarkable", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "by", + "output_checked": true + }, + { + "concept": "tions", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "materials", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "perplexing", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "reinforce", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "outlining", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "underscored", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "lateral", + "output_checked": true + }, + { + "concept": "direcion", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "lips", + "output_checked": true + }, + { + "concept": "debated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "seemingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "resembled", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "consisted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "was", + "output_checked": true + }, + { + "concept": "unwavering", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "massive", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "by", + "output_checked": true + }, + { + "concept": "tenacious", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rounded", + "output_checked": true + }, + { + "concept": "intricately", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "holistic", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "tenets", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "tested", + "output_checked": true + }, + { + "concept": "fabricated", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "within", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "consequently", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "ample", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "empower", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "lateral", + "output_checked": true + }, + { + "concept": "astonishing", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "Its", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-04__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-04__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-04__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-04__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-ductile-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Energy-absorbing dimpled separation 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A pressurized metal tube bulged strongly before opening. The torn wall displayed elongated pits near the surface and deeper equiaxed pits toward the center.", + "prompt_tail": "A pressurized metal tube bulged strongly before opening. The torn wall displayed elongated pits near the surface and deeper equiaxed pits toward the center.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-ductile-05", + "carrier_id": null, + "target_family": "ductile", + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 2838, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 320 + }, + { + "label": "nucleation", + "best_rank": 7748, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 175 + }, + { + "label": "coalescence", + "best_rank": 2642, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 451 + }, + { + "label": "void", + "best_rank": 186, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 796 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "fg", + "arnataka", + "forcing", + "qc", + "arn", + "Executor", + "employment", + "Uy", + "Sask", + "WATER", + "Blocking", + "nabi", + "niki", + "Gina", + "blocking", + "irg", + "ork", + "bors", + "pn", + "forcing", + "ginas", + "Blake", + "ForegroundColor", + "ners", + "cp" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "Signing", + "release", + "Signing", + "signing", + "Release", + "signed", + "release", + "Release", + "Signed", + "Signed", + "oscopy", + "Released", + "ril", + "Signs", + "releasing", + "releases", + "RELEASE", + "addItem", + "angent", + "leasing", + "else", + "signings", + "released", + "whisper", + "trance", + "marginLeft" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Signing", + "release", + "Signing", + "Release", + "signing", + "educativo", + "whisper", + "signings", + "tempi", + "addItem", + "release", + "Release", + "Signed", + "something", + "alignItems", + "RELEASE", + "aise", + "else", + "Whisper", + "Signed", + "getSign", + "October", + "prelim" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "squre", + "er", + "panorama", + "Resin", + "kvadr", + "compassion", + "sintered", + "weg", + "itsa", + "wC", + "txn", + "odymium", + "classrooms", + "lasts", + "rest", + "aced", + "endregion", + "Mrs", + "Socrates", + "dew", + "neuron", + "mrs", + "proporcion", + "prus" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Civilization", + "NotNull", + "ail", + "Constitution", + "aches", + "debugger", + "getDefault", + "Codes", + "hale", + "addObject", + "antibiotics", + "arthritis", + "antibiotic", + "Atletico", + "bane", + "Cren", + "Negative", + "Zet", + "mig", + "crypt" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "daniel", + "nCenters", + "atibus", + "Nicholas", + "restricting", + "umers", + "qc", + "inz", + "Qaraldi", + "pdelay", + "nath", + "jp", + "Sankt", + "celtic", + "carlos", + "amts", + "kvadr", + "dew", + "Napa", + "cpt", + "Apna", + "Aleks" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mason", + "Ums", + "Pleas", + "nesium", + "jaye", + "singh", + "ruptedException", + "softener", + "Chrys", + "myl", + "Srinagar", + "umer", + "python", + "mysql", + "ple", + "cuer", + "minecraft", + "Eminem", + "paragraph", + "Cardinals", + "Bedroom", + "Chiron", + "Finally", + "Aires" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "RELEASE", + "tha", + "leasing", + "haya", + "gh", + "tho", + "release", + "enl", + "getragen", + "Released", + "numpy", + "Release", + "Fruit", + "ForEach", + "FAF", + "mathbb", + "mno", + "front", + "prive", + "urably", + "en", + "uire", + "supermerc", + "front" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "bly", + "ypress", + "synes", + "compassion", + "ve", + "prises", + "impres", + "python", + "Releases", + "Caffeine", + "kipun", + "ch", + "dig", + "impulso", + "Ayu", + "energii", + "r" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "j", + "ve", + "r", + "dere", + "s", + "releases", + "dir", + "f", + "ments", + "prises", + "energi", + "d", + "bly", + "en", + "s", + "ed", + "Siren", + "ja", + "si", + "acular", + "med", + "ypress", + "oss", + "h", + "el", + "ors", + "su" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "med", + "s", + "night", + "en", + "gehend", + "shore", + "theater", + "haja", + "med", + "schein", + "logrado", + "meng", + "g", + "ures", + "siz", + "f", + "dir", + "gir", + "ured", + "ively", + "ended", + "perfect", + "heartedly", + "haf", + "bu", + "selves", + "rad" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "ardin", + "med", + "dog", + "examples", + "dif", + "ified", + "certeza", + "certainly", + "dass", + "soften", + "gehend", + "voila", + "sensibility", + "naturali", + "ogo", + "urious", + "natural", + "fold", + "ogado", + "esimerkiksi", + "fato", + "mason", + "deer" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "s", + "dif", + "examples", + "dog", + "ified", + "urious", + "certainly", + "gehend", + "ve", + "esimerkiksi", + "dass", + "fold", + "vehement", + "ardin", + "natural", + "especially", + "certeza", + "digamos", + "sen", + "ogo", + "exemplo", + "leve" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "ed", + "instances", + "sheep", + "particular", + "especially", + "dif", + "Etc", + "deft", + "selves", + "s", + "ding", + "virt", + "vehement", + "dog", + "night", + "ogo", + "gehend", + "xr", + "decadent", + "ogf", + "relatos", + "med", + "Especially", + "sensibility", + "dog" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "sheep", + "ed", + "sensibility", + "ized", + "med", + "instances", + "vehement", + "xr", + "ium", + "ayscale", + "s", + "pped", + "deft", + "Seine", + "examples", + "rdf", + "distinctions", + "hsize", + "delineation", + "especially", + "dog", + "dac", + "ers", + "dif" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "Etc", + "sporadic", + "sensibility", + "rrrr", + "ODM", + "sheep", + "remarked", + "disparity", + "dismal", + "nnnn", + "xr", + "organizacji", + "linson", + "engravings", + "ium", + "gie", + "discrepancy", + "pragmatic", + "horrend", + "evin", + "egregious", + "instances" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "sensibility", + "Notas", + "distinctions", + "diferencias", + "disparity", + "Unterschiede", + "ODM", + "remarked", + "sporadic", + "exfoliating", + "cryptic", + "diferenciar", + "distinct", + "ornamental", + "hypotheses", + "discrepancy", + "pubescent", + "STYLE", + "discrep", + "speculative", + "abusive" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "disparity", + "Unterschiede", + "different", + "diferente", + "Different", + "different", + "differentially", + "unterschied", + "differentiated", + "Differences", + "differences", + "distinctions", + "distinta", + "no", + "Different", + "distinto", + "diferenci", + "differed", + "location", + "heterogeneity", + "disparities", + "dichotomy", + "Distinction" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "different", + "Different", + "unterschied", + "different", + "diferente", + "distinto", + "Different", + "distintos", + "diferentes", + "distintas", + "distinta", + "Unterschiede", + "diferencias", + "diferenci", + "differentially", + "differentiated", + "sizes", + "s", + "differently", + "Differentiation", + "jellem", + "particular" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "different", + "different", + "unterschied", + "Different", + "diferentes", + "Different", + "distinto", + "distinta", + "diferente", + "distintos", + "distintas", + "diferenci", + "differently", + "berbeda", + "Unterschiede", + "differ", + "differentiated", + "verschill" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "different", + "unterschied", + "different", + "Different", + "Different", + "diferentes", + "distinto", + "distinta", + "microstructure", + "berbeda", + "diferente", + "distintos", + "Unterschied", + "diferite", + "Unterschiede", + "differently", + "Distribution", + "diferenci", + "quartzite", + "diferencias", + "verschill" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "size", + "sizes", + "different", + "size", + "unterschied", + "microstructure", + "Different", + "sizes", + "Size", + "Size", + "Different", + "different", + "Sizes", + "sized", + "distinta", + "Unterschied", + "diferentes", + "distintos", + "Sizes", + "distinto", + "coarser", + "diferente", + "Unterschiede", + "sizeof" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "morphology", + "microstructure", + "size", + "different", + "Morphology", + "morph", + "sizes", + "morphologies", + "different", + "morph", + "porosity", + "diferencias", + "Unterschied", + "Different", + "Morph", + "coarser", + "Different", + "size", + "finer", + "verschill", + "Size", + "morf", + "diferente", + "unterschied", + "transitioned", + "diferenci" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "size", + "microstructure", + "size", + "gradi", + "morphology", + "morphologies", + "surface", + "sizes", + "grad", + "gradient", + "transitioned", + "different", + "Size", + "taille", + "porosity", + "difference", + "surface", + "finer", + "gradation", + "graduated", + "sizes", + "morph", + "subsurface", + "diferenci", + "Sizes", + "superf", + "sized", + "transition" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "P", + "I", + "Different", + "Maitland", + "L", + "Morph", + "V", + "and", + "tailles", + "get", + "D", + "to", + "Surface", + "morf", + "S", + "T", + "F", + "as", + "And", + "on", + "myfaces", + "Organisation", + "rispond", + "had" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "pits", + "size", + "Difference", + "transition", + "user", + "morphology", + "surface", + "Pit", + "material", + "Pend", + "Large", + "orientation", + "Pressure", + "Particle", + "nuances", + "pit", + "pit", + "transitions", + "contents", + "Importance", + "difference", + "production", + "Transition", + "progression", + "formula", + "Analysis", + "dimensions", + "transport", + "Production", + "Development", + "Differences", + "od" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 64777, + 235259, + 200798, + 71134, + 224294, + 137705, + 151353, + 240158, + 64581, + 85596, + 92564, + 23905, + 25034, + 44681, + 32724, + 49720, + 12052, + 7100, + 10836, + 2839, + 34357, + 36161, + 11313, + 12654, + 11789, + 4149 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 59399, + 104303, + 150135, + 240496, + 139952, + 252162, + 255955, + 26018, + 248947, + 241603, + 141124, + 239725, + 231161, + 172883, + 152831, + 122785, + 133374, + 42089, + 43439, + 7948, + 7749, + 15623, + 17060, + 45579, + 30653, + 11581 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 158468, + 216488, + 230085, + 91480, + 36172, + 72216, + 145475, + 242323, + 185767, + 191802, + 61867, + 56458, + 35265, + 54161, + 64151, + 79499, + 74933, + 8788, + 7195, + 13967, + 12617, + 26005, + 2643, + 3197, + 9440, + 17952 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 23932, + 7429, + 33745, + 41640, + 52033, + 155261, + 21633, + 1665, + 28872, + 24614, + 23612, + 64899, + 68684, + 21188, + 41818, + 9244, + 22719, + 10536, + 18804, + 5205, + 2611, + 3305, + 187, + 1004, + 382, + 4471 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 70119, + 44259, + 19034, + 118966, + 115264, + 19530, + 12480, + 14687, + 1283, + 752, + 321, + 895, + 1527, + 1608 + ] + }, + { + "label": "nucleation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 19343, + 20442, + 20509, + 13806, + 18995, + 1565, + 7887, + 9238, + 2678, + 347, + 176, + 390, + 7972, + 2265 + ] + }, + { + "label": "coalescence", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 258805, + 259714, + 252037, + 224050, + 151688, + 10130, + 1061, + 870, + 764, + 847, + 452, + 2661, + 17431, + 11469 + ] + }, + { + "label": "void", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 33071, + 11957, + 11621, + 13145, + 19925, + 10130, + 15290, + 10787, + 4709, + 2117, + 1444, + 3549, + 797, + 11469 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "dini", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "tube", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "pvc", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "MYSQL", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "bulging", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "nit", + "score": 3.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "opening", + "output_checked": true + }, + { + "concept": "camber", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "equ", + "output_checked": true + }, + { + "concept": "tedious", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "engender", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "PVC", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "bekas", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "holes", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "size", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "elongation", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "Etc", + "score": 2.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "wooded", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "near", + "output_checked": true + }, + { + "concept": "XMFLOAT", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "wall", + "output_checked": true + }, + { + "concept": "jut", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "interior", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "enorm", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "flawed", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "chanel", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "EPC", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "dud", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "velvety", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "morphed", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "displays", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "SqlCommand", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "mottled", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "sculpted", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "OBC", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "Sood", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "listOf", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "DBC", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "antes", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "noticeably", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "mostrar", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "Pressure", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Therapeut", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "emin", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "inflated", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "muestra", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "fatigue", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "antidepressants", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "walls", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "wall", + "output_checked": true + }, + { + "concept": "Pressure", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Procedure", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "valves", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "opening", + "output_checked": true + }, + { + "concept": "Corrosion", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "diameter", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "center", + "output_checked": true + }, + { + "concept": "morphology", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "procedural", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "Prasad", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "The", + "output_checked": true + }, + { + "concept": "cuales", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "The", + "output_checked": true + }, + { + "concept": "dass", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "soften", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "The", + "output_checked": true + }, + { + "concept": "impediments", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "iax", + "output_checked": true + }, + { + "concept": "fro", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "iax", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "bul", + "output_checked": true + }, + { + "concept": "Neo", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "marbled", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "elongated", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "ter", + "th", + "wh", + "and", + "row", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "pr", + "left", + "any", + "anc", + "ey", + "ton", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "min", + "ground", + "ts" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "ner", + "son", + "assert", + "ju", + "rence", + "kepada", + "stems", + "perk", + "inci", + "flows", + "malloc", + "aquele", + "Heap", + "menes", + "pitted", + "conflicted", + "es", + "is", + "op" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "y", + "ere", + "j", + "ust", + "ib", + "ge", + "one", + "te", + "iew", + "ound", + "left", + "itt", + "ON", + "bet", + "ict", + "pol", + "result", + "roup", + "uring", + "raph", + "tem", + "gu", + "ke", + "ij", + "eb", + "som", + "arn" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "al", + "im", + "st", + "ir", + "if", + "est", + "wh", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "ff", + "orm", + "ast", + "ab", + "du", + "ge", + "ber", + "ear", + "row", + "St", + "ations", + "pr" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "de", + "qu", + "ess", + "ity", + "The", + "le", + "age", + "ha", + "ad", + "us", + "which", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "who", + "rib", + "oint", + "mask", + "them", + "es", + "pos" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "he", + "re", + "en", + "at", + "an", + "it", + "is", + "ar", + "le", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "ve", + "de", + "ay", + "qu", + "ir", + "os", + "ly", + "ra", + "un", + "ere", + "com" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "res", + "D", + "ort" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "ice", + "comp", + "ord", + "St", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "selection", + "eat", + "liaison", + "sehen", + "sof", + "bringen", + "n", + "s", + "photograph", + "lid", + "evol", + "eux", + "am", + "ers", + "ature", + "equip" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "s", + "equip", + "officially", + "technically", + "aal", + "eat", + "liaison", + "evol", + "tentative", + "sof", + "offic", + "bringen", + "Publicity", + "e", + "depart", + "ble", + "photograph", + "perfectly", + "setcounter", + "lid", + "selection", + "administrator", + "imitation", + "EG" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "readily", + "Tog", + "Verenigde", + "ecek", + "equip", + "expert", + "substantial", + "behalf", + "substantially", + "damn", + "resmi", + "tog", + "bunun", + "garanti", + "rique", + "reliance", + "ameri", + "et", + "pochi" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "readily", + "fielder", + "kowy", + "Tog", + "pochi", + "damn", + "ameri", + "ET", + "Avg", + "cooking", + "Verenigde", + "bunun", + "er", + "Looking", + "immense", + "ampio", + "Considerable", + "asesin", + "et", + "attacker", + "expert" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "Tog", + "kowy", + "fielder", + "ampio", + "immense", + "bunun", + "Considerable", + "readily", + "elicited", + "ed", + "pochi", + "asesin", + "bore", + "vieux", + "et", + "substantial", + "damn", + "anteced", + "acciaio" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "destes", + "dissati", + "tog", + "ed", + "phenoxymethyl", + "sigh", + "caution", + "explained", + "phenylsulfanyl", + "et", + "esas", + "elicited", + "associazione", + "febbraio", + "reprim", + "Correspondent", + "plicht", + "certains" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "these", + "These", + "exacerbated", + "of", + "IT", + "destes", + "These", + "was", + "associazione", + "ambas", + "explained", + "elicited" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "markedly", + "seemingly", + "suggesting", + "documented", + "clearly", + "seeming", + "similar", + "partially", + "differing", + "reminiscent", + "described", + "apparent", + "seemed", + "resulted", + "atypical", + "observed", + "indicating", + "punctuated", + "distinct", + "presumably", + "unequivocally", + "characterized", + "implying", + "exhibited", + "widespread", + "unequivocal" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "different", + "distinct", + "differing", + "nuanced", + "contrasting", + "tiered", + "differentiated", + "unequal", + "distinction", + "differentiation", + "stratified", + "varied", + "varying", + "progressively", + "differences", + "markedly", + "distinctions", + "atypical", + "seemingly", + "disparity", + "escalating", + "variegated", + "differently", + "distinguished", + "dissimilar", + "consecutive", + "evolving", + "distinctly", + "contradictory", + "divergent", + "disparate", + "distinguishable" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "different", + "differing", + "distinct", + "varying", + "both", + "various", + "contrasting", + "varied", + "differentiated", + "differently", + "divergent", + "tiered", + "distinctive", + "Different", + "distinctly", + "unequal", + "differences", + "diverse", + "differentiation", + "numerous", + "documented", + "different", + "markedly", + "nuanced", + "massive", + "distinguished", + "consistent", + "vastly", + "disparity", + "focused", + "conspicuous", + "disparate" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "different", + "differing", + "different", + "Different", + "varying", + "Different", + "differently", + "distinct", + "diferentes", + "DIFFERENT", + "varied", + "disparate", + "diverse", + "differentiated", + "differs", + "diferente", + "differ", + "types", + "unterschied", + "various", + "contrasting", + "differed" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "different", + "Different", + "different", + "differing", + "differently", + "varying", + "DIFFERENT", + "Different", + "diferentes", + "unterschied", + "diferente", + "progressively", + "distinct", + "differ", + "size", + "Differ", + "differentiated", + "berbeda", + "differ" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "different", + "Different", + "depth", + "differing", + "microstructure", + "varying", + "different", + "unterschied", + "morphology", + "distribution", + "diferentes", + "Different", + "Depth", + "coarser", + "size", + "Depth", + "DIFFERENT", + "grain", + "differently", + "porosity", + "recrystall", + "radial", + "diferente", + "coarse", + "radially" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "size", + "size", + "microstructure", + "sizes", + "different", + "sized", + "Size", + "morphology", + "coarser", + "different", + "taille", + "Size", + "varying", + "Different", + "differing", + "morphologies", + "unterschied", + "sizes", + "Sizes", + "tailles", + "finer", + "sized", + "coarse", + "SIZE", + "SIZE" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "different", + "size", + "morphology", + "size", + "sizes", + "morph", + "Morph", + "differing", + "varying", + "morphologies", + "Size", + "microstructure", + "unterschied", + "Different", + "siz", + "different", + "grad", + "macro", + "morph", + "sizes", + "gradation", + "Size", + "morphological", + "Morphology", + "grading" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "size", + "sizes", + "morphology", + "size", + "grad", + "gradi", + "gradation", + "Size", + "SIZE", + "varying", + "morph", + "microstructure", + "differing", + "Grad", + "siz", + "distribution", + "graduated", + "grading", + "finer", + "Morph", + "Size", + "Grad", + "sizes", + "grada", + "Surface", + "taille" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "as", + "P", + "tailles", + "size", + "morph", + "morf", + "and", + "taille", + "on", + "had", + "Sizes", + "ting", + "size", + "to", + "Size", + "er", + "authors", + "ersiz", + "equ", + "severity", + "sizes", + "sizes", + "equ" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "pits", + "size", + "Difference", + "transition", + "user", + "morphology", + "surface", + "Pit", + "material", + "Pend", + "Large", + "orientation", + "Pressure", + "Particle", + "nuances", + "pit", + "pit", + "transitions", + "contents", + "Importance", + "difference", + "production", + "Transition", + "progression", + "formula", + "Analysis", + "dimensions", + "transport", + "Production", + "Development", + "Differences", + "od" + ] + } + ], + "logit_surprising": [ + { + "concept": "been", + "score": 21.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "bulging", + "score": 8.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "different", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "whitish", + "score": 5.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "fatigue", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "considerably", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "iax", + "output_checked": true + }, + { + "concept": "readily", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "severely", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "numerous", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "slight", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "impeding", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "near", + "output_checked": true + }, + { + "concept": "caused", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "torn", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "near", + "output_checked": true + }, + { + "concept": "cylindrical", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "core", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "center", + "output_checked": true + }, + { + "concept": "damn", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "center", + "output_checked": true + }, + { + "concept": "botched", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "occasionally", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "resulted", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "wall", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "aftermath", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "torn", + "output_checked": true + }, + { + "concept": "reaching", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "located", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "periphery", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "walls", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "wall", + "output_checked": true + }, + { + "concept": "tearing", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "torn", + "output_checked": true + }, + { + "concept": "edges", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "near", + "output_checked": true + }, + { + "concept": "size", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "interior", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "tenacious", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "recrystall", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "iax", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "dishonesty", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "tube", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "fielder", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "impede", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "equ", + "output_checked": true + }, + { + "concept": "molti", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "incidences", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "bunun", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "deeply", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "torn", + "output_checked": true + }, + { + "concept": "Interestingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "near", + "output_checked": true + }, + { + "concept": "elaborate", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "equ", + "output_checked": true + }, + { + "concept": "tha", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "deform", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "reddish", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "opening", + "output_checked": true + }, + { + "concept": "also", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "devoid", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "iax", + "output_checked": true + }, + { + "concept": "when", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "resembling", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "localised", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "progressively", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "markedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "materials", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "subjected", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "tube", + "output_checked": true + }, + { + "concept": "protrusions", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "uncovering", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "opening", + "output_checked": true + }, + { + "concept": "surprisingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "protruding", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "extensive", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "txtbtn", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "equ", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-05__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-05__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-05__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-05__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-boundary-attack-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Chromium-depleted interfacial attack 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A stainless weld spent several hours near 675 degrees Celsius. After nitric-acid exposure, narrow trenches followed the grain edges beside chromium-rich carbide rows.", + "prompt_tail": "nless weld spent several hours near 675 degrees Celsius. After nitric-acid exposure, narrow trenches followed the grain edges beside chromium-rich carbide rows.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-boundary-attack-01", + "carrier_id": null, + "target_family": "boundary-attack", + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 5867, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 445 + }, + { + "label": "corrosion", + "best_rank": 6638, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 4989 + }, + { + "label": "sensitization", + "best_rank": 51919, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 5241 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "forcing", + "arnataka", + "arn", + "fg", + "employment", + "nabi", + "Executor", + "qc", + "forcing", + "Gina", + "Blocking", + "blocking", + "niki", + "Fors", + "irg", + "Nong", + "irken", + "sigs", + "Uy", + "astri", + "sorption", + "Forsyth", + "ork", + "absor", + "ginas" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "Signing", + "release", + "Signing", + "signed", + "signing", + "Release", + "Signed", + "release", + "Release", + "Released", + "Signed", + "Signs", + "angent", + "ril", + "signer", + "leasing", + "ueless", + "trance", + "ammed", + "oscopy", + "RELEASE", + "signings", + "releases", + "releasing", + "marginLeft" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "jaye", + "ProductCategory", + "methyl", + "requireNonNull", + "marginLeft", + "Methyl", + "Douglas", + "mik", + "Earl", + "Dex", + "educativo", + "aad", + "trance", + "ocked", + "Methyl", + "Franken", + "Pump", + "mno", + "Campylobacter", + "Microphone" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Signing", + "ksi", + "Signing", + "signings", + "release", + "memset", + "signed", + "signing", + "mrs", + "Release", + "leigh", + "Douglas", + "spasm", + "pageSize", + "compressive", + "ycopg", + "LX", + "akan", + "padx", + "Release", + "Signs" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "elingen", + "DOP", + "Oliveira", + "Tory", + "Trafford", + "glacial", + "Glover", + "Lynn", + "atian", + "ynit", + "lips", + "opl", + "Egyptian", + "Liga", + "jordan", + "ACTIVITY", + "Couldn", + "BOP", + "eless", + "Cincinnati", + "vys", + "vampire", + "Rocha", + "Orr", + "Horner" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Cp", + "umers", + "qc", + "Quincy", + "Niagara", + "cp", + "Tory", + "wadi", + "Qaraldi", + "scrollTop", + "lt", + "tmp", + "plumber", + "Uy", + "Tricks", + "niki", + "Vass", + "hamilton", + "Aus", + "Nicholas", + "Penta", + "Nichols", + "APPA" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "nesium", + "Ums", + "mason", + "Pleas", + "ple", + "jaye", + "umer", + "python", + "eless", + "myl", + "mysql", + "Finally", + "paragraph", + "menos", + "chy", + "Chrys", + "ruptedException", + "scissors", + "parabol", + "Srinagar", + "Aires" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "RELEASE", + "bert", + "haya", + "tha", + "release", + "leasing", + "enl", + "gh", + "Released", + "Release", + "ForEach", + "tho", + "getragen", + "prive", + "en", + "bli", + "numpy", + "nl", + "RELEASE", + "hent", + "algo", + "mathbb", + "lle", + "mno", + "ukai", + "supermerc", + "front" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "release", + "bly", + "released", + "r", + "ve", + "compassion", + "s", + "dere", + "signings", + "plantings", + "Alexander", + "Release", + "neath", + "signed", + "furthermore", + "dere", + "Releases", + "synes", + "t", + "ch", + "ril", + "SIGN" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "j", + "dere", + "r", + "ve", + "s", + "dir", + "mal", + "ors", + "si", + "oss", + "releases", + "issant", + "f", + "ser", + "release", + "iber", + "serpent", + "dere", + "Siren", + "f", + "ja", + "pyridine", + "t", + "en", + "bly", + "ele", + "eless" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "shore", + "night", + "ujos", + "lepas", + "rog", + "uette", + "heartedly", + "meng", + "en", + "odora", + "dir", + "iven", + "Dordrecht", + "issant", + "gehend", + "haf", + "Moreover", + "ser", + "sel", + "sley", + "eness" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "voila", + "fato", + "uette", + "folds", + "Kalau", + "esimerkiksi", + "s", + "Moreover", + "urious", + "cetera", + "udir", + "certeza", + "heartedly", + "fold", + "sink", + "ogado", + "fif", + "sides", + "digamos", + "certainly", + "beispielsweise", + "examples", + "hearted", + "deer" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "folds", + "urious", + "digamos", + "esimerkiksi", + "t", + "fato", + "voila", + "preponder", + "uette", + "ve", + "sen", + "sink", + "cetera", + "examples", + "fold", + "Kalau", + "sides", + "ujos", + "preval", + "certainly", + "vehement", + "rara", + "dif" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "voila", + "conspicuous", + "decadent", + "luscious", + "vehement", + "verd", + "virt", + "uette", + "perfect", + "sheep", + "night", + "instances", + "notable", + "uli", + "opulent", + "urably", + "s", + "ized", + "ding", + "selves", + "exquisite", + "shore", + "Veamos", + "vulner", + "noticeable", + "sensual", + "spicuous", + "mole" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sheep", + "vehement", + "sensibility", + "ized", + "Etc", + "voila", + "sensual", + "ed", + "sheep", + "decadent", + "instances", + "quartz", + "conspicuous", + "thoughtful", + "lavish", + "poetic", + "rdf", + "xr", + "luscious", + "urably", + "ium", + "med", + "goddess", + "sporadic", + "mah", + "scapes" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "discord", + "sporadic", + "thoughtful", + "nnnn", + "additive", + "ODM", + "remarked", + "sheep", + "sensibility", + "linson", + "fortitude", + "typescript", + "visuals", + "expansive", + "intelligible", + "sensual", + "nimble", + "crafty", + "nefarious", + "erratic", + "jolie", + "extensive" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "thoughtful", + "ornamental", + "typescript", + "additive", + "discord", + "oteric", + "cryptic", + "extensive", + "Discord", + "psychic", + "PLOAD", + "intelligible", + "ODM", + "quartz", + "NonNull", + "remarked", + "ventured", + "sensibility", + "Notas", + "cipher" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "ornamental", + "pierced", + "remarked", + "demarc", + "Notas", + "luscious", + "intricate", + "gdf", + "geometric", + "sculpted", + "sculptural", + "amassed", + "texture", + "instances", + "protested", + "woolen", + "Solaris", + "Ornamental", + "bitmap", + "textured", + "discontinuities", + "circumvent", + "flanking", + "infrastructural", + "textural", + "extensive", + "NonNull", + "converse", + "gourmet" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "jellem", + "s", + "eman", + "Gestaltung", + "no", + "bestimm", + "radiol", + "zuz", + "particular", + "ske", + "Tz", + "t", + "intric", + "predominant", + "bestimmten", + "sentido", + "ri", + "sense", + "piro", + "roso" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "topRight", + "predomin", + "predominant", + "crimson", + "bottomMargin", + "lengthwise", + "transverse", + "cytotoxic", + "chh", + "cytometry", + "tritium", + "Krom", + "erasan", + "CharPtr", + "umfang", + "predominantly", + "chromium", + "chord", + "minimax", + "boron", + "pyridin", + "writeInt", + "adecimal", + "aporte", + "chorizo", + "circumferential", + "chor", + "adam", + "hydrocarbon" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "writeInt", + "chromium", + "topRight", + "MLM", + "Accum", + "Krom", + "carbide", + "cyclohexane", + "circumferential", + "opium", + "Ornamental", + "adam", + "denunci", + "ochem", + "chrome", + "cytotoxic", + "adham", + "tenham", + "chopper", + "bottomMargin", + "lengthwise", + "stainless", + "biochem", + "fortune", + "oxygen", + "carbono", + "Chromium", + "krom" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "chromium", + "carbide", + "stainless", + "boron", + "writeInt", + "traceback", + "Palladium", + "oxygen", + "denunci", + "Krom", + "uranium", + "hair", + "bottomMargin", + "otide", + "carbono", + "carbides", + "adam", + "Chromium", + "Germain", + "lengthwise", + "topRight", + "MLM", + "titanium", + "icarbon", + "adham", + "cyclohexane", + "carbon" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "chromium", + "carbide", + "carbides", + "grain", + "Chromium", + "chromium", + "Carbide", + "Chrom", + "Krom", + "CHROM", + "krom", + "Grain", + "krom", + "grain", + "CHROM", + "chromatin", + "chrom", + "chrome", + "carcin", + "carbone", + "CPM", + "chrom", + "hair", + "HCM", + "chym", + "spectrom", + "ochrom", + "carbox", + "ium" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "chromium", + "carbide", + "Chrom", + "chromium", + "Chromium", + "grain", + "krom", + "carbides", + "Krom", + "krom", + "chrome", + "Carbide", + "CHROM", + "chrom", + "chrom", + "Grain", + "chrome", + "grain", + "Chrome", + "chromatin", + "ochrom", + "carbone", + "Chrom", + "spectrom", + "carboxyl", + "Chrome", + "CHROM", + "on" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "chromium", + "carbide", + "Chrom", + "krom", + "carbides", + "chromium", + "Chromium", + "Carbide", + "Krom", + "grain", + "krom", + "Grain", + "on", + "Cr", + "CHROM", + "chrom", + "P", + "ochrom", + "ium", + "chrom", + "Chom", + "Cr", + "to", + "carbone", + "C", + "T" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "carbides", + "carbide", + "Carbide", + "In", + "Row", + "However", + "Carr", + "Carnot", + "These", + "Note", + "Row", + "rides", + "On", + "In", + "carb", + "P", + "DE", + "Table", + "Car", + "L", + "od", + "row", + "aligned", + "C", + "Because", + "Studies", + "harder", + "bes", + "Analysis", + "car", + "Between" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 13394, + 35594, + 26862, + 51911, + 100876, + 12625, + 141302, + 67612, + 62058, + 55681, + 65560, + 56455, + 49589, + 31185, + 34509, + 29785, + 41313, + 51551, + 70988, + 47335, + 82307, + 36965, + 9935, + 5868, + 2377, + 448 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 106511, + 67232, + 123091, + 222897, + 67828, + 119223, + 163959, + 43983, + 230869, + 158871, + 49180, + 46179, + 70731, + 41455, + 60979, + 33744, + 31751, + 13686, + 11655, + 6639, + 8996, + 11091, + 20463, + 49842, + 98635, + 44968 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 107907, + 69634, + 83176, + 71705, + 205568, + 125038, + 247282, + 203440, + 135702, + 146499, + 79062, + 128555, + 97683, + 102961, + 59555, + 83841, + 98703, + 116993, + 59071, + 89058, + 160054, + 51920, + 145058, + 82110, + 174493, + 113257 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 30422, + 38734, + 36696, + 84212, + 163310, + 20522, + 3442, + 446, + 627, + 457, + 3574, + 907, + 2190, + 21638 + ] + }, + { + "label": "corrosion", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 62143, + 56301, + 44214, + 90844, + 44069, + 5988, + 7454, + 4990, + 41887, + 21951, + 30817, + 29131, + 68014, + 38851 + ] + }, + { + "label": "sensitization", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 146614, + 180269, + 173990, + 221184, + 182132, + 223563, + 81967, + 51092, + 21550, + 35802, + 35219, + 5242, + 50369, + 93606 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "inch", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "6", + "output_checked": true + }, + { + "concept": "softwood", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "tedious", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "hours", + "output_checked": true + }, + { + "concept": "direction", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "six", + "score": 3.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "7", + "output_checked": true + }, + { + "concept": "preponder", + "score": 3.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "edges", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Winter", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "followed", + "output_checked": true + }, + { + "concept": "GTX", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "compositional", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "edges", + "output_checked": true + }, + { + "concept": "MenuInflater", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "7", + "output_checked": true + }, + { + "concept": "steel", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "hydroxide", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "violet", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "ZrO", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "peligros", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "acid", + "output_checked": true + }, + { + "concept": "fede", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "near", + "output_checked": true + }, + { + "concept": "Fahrenheit", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "agony", + "score": 2.0, + "best_rank": 4, + "best_depth": 55.3, + "near_token": "spent", + "output_checked": true + }, + { + "concept": "vertebrate", + "score": 2.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "org", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "5", + "output_checked": true + }, + { + "concept": "egregious", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "moieties", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "edges", + "output_checked": true + }, + { + "concept": "copious", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "beside", + "output_checked": true + }, + { + "concept": "Machu", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "testers", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "chromatographed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "edges", + "output_checked": true + }, + { + "concept": "customizable", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "beside", + "output_checked": true + }, + { + "concept": "fruitless", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Approximately", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "bridle", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "ornamental", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "plen", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "5", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "denitrification", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "paralelas", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "beside", + "output_checked": true + }, + { + "concept": "topRight", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "grout", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "vic", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "welds", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "weld", + "output_checked": true + }, + { + "concept": "imper", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "7", + "output_checked": true + }, + { + "concept": "ditches", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "near", + "output_checked": true + }, + { + "concept": "carbides", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "INES", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "6", + "output_checked": true + }, + { + "concept": "auster", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "7", + "output_checked": true + }, + { + "concept": "imperative", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "EPC", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "intensive", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "whats", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "weld", + "output_checked": true + }, + { + "concept": "arent", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "near", + "output_checked": true + }, + { + "concept": "Approximately", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "crucifix", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "acid", + "output_checked": true + }, + { + "concept": "vocation", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "Contour", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "edges", + "output_checked": true + }, + { + "concept": "Differential", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "rows", + "output_checked": true + }, + { + "concept": "abc", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "spent", + "output_checked": true + }, + { + "concept": "enteric", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "inox", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "6", + "output_checked": true + }, + { + "concept": "deposit", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "spend", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "spent", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "se", + "th", + "row", + "ar", + "inter", + "any", + "anc", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "ts", + "ces", + "years", + "be", + "son", + "eb", + "span", + "ined", + "rivate", + "ters", + "roll", + "section", + "ler", + "mod", + "direct", + "return" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "rence", + "perk", + "haute", + "ocs", + "aquele", + "uq", + "conflicted", + "og", + "lish", + "assert", + "ju", + "purposes", + "stem", + "umeric", + "stems", + "flows", + "enburg", + "reduct" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "t", + "on", + "ro", + "se", + "y", + "j", + "ast", + "one", + "ru", + "ystem", + "ON", + "red", + "az", + "pol", + "som", + "mark", + "To", + "RO", + "rem", + "pha", + "occ", + "mag", + "vi", + "ograph", + "kan", + "special", + "yang", + "ware" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "l", + "im", + "g", + "u", + "se", + "ation", + "be", + "if", + "th", + "us", + "ht", + "and", + "ere", + "com", + "ess", + "pe", + "ain", + "ity", + "j", + "pl", + "ame", + "iz", + "ies" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ve", + "ch", + "ter", + "pe", + "pl", + "ha", + "ad", + "us", + "ign", + "ens", + "which", + "app", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ev", + "ize", + "we", + "ystem", + "ays", + "est", + "wo", + "who", + "rib", + "import", + "es" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "le", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ay", + "ir", + "ver", + "ere", + "end", + "ill", + "ex", + "art", + "ud", + "ang", + "ive", + "all", + "ard", + "ik", + "pl", + "ge", + "ph", + "ong", + "one", + "ence" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res", + "ort", + "se", + "L" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "ice", + "comp", + "St", + "ar", + "elf", + "sp", + "ah", + "ike", + "ric", + "set", + "to", + "app" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "of", + "photograph", + "eat", + "liaison", + "sof", + "n", + "second", + "perfectly", + "they", + "selection", + "sehen", + "evol", + "tentative", + "kaya", + "bringen", + "wunder", + "Publicity" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "e", + "s", + "perfectly", + "youtu", + "eat", + "EG", + "tentative", + "sof", + "mellow", + "wunder", + "Publicity", + "n", + "at", + "rel", + "aw", + "ET", + "equip", + "has", + "second", + "photograph", + "slash", + "officially" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "et", + "substantial", + "tog", + "Tog", + "Publicity", + "ET", + "Verenigde", + "e", + "equip", + "slash", + "imitation", + "resmi", + "readily", + "somebody", + "administrator", + "exc", + "damn", + "tentative", + "offic", + "formality" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "fielder", + "ET", + "damn", + "kowy", + "Tog", + "leisurely", + "readily", + "any", + "et", + "formality", + "cooking", + "asesin", + "slash", + "Looking", + "comfy", + "watchful", + "er", + "slight", + "papan", + "exc", + "resmi" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "Tog", + "kowy", + "damn", + "fielder", + "asesin", + "slight", + "leisurely", + "cooking", + "cellar", + "formality", + "bunun", + "ET", + "ampio", + "demise", + "papan", + "acciaio" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "phenoxymethyl", + "Diageo", + "kowy", + "scathing", + "phenylsulfanyl", + "slight", + "kubectl", + "bizarre", + "notifying", + "resmi", + "Tog", + "unearthed", + "fielder", + "decree", + "Italien", + "Rockstar", + "Publicity" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "whitish", + "scathing", + "reminiscent", + "these", + "noticeable", + "Webinar", + "reddish", + "glistening", + "cette", + "flanked", + "yellowish", + "grotesque", + "shaped", + "exhilar", + "rosy" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "reminiscent", + "interspersed", + "ed", + "these", + "noticeable", + "thick", + "visibly", + "flanked", + "unsightly", + "abrupt", + "resembling", + "abruptly", + "between", + "shaped", + "evenly", + "devoid", + "beneath", + "swiftly", + "resembled", + "esses" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "swiftly", + "these", + "gradually", + "visibly", + "irregularly", + "softly", + "subtly", + "upheaval", + "perplexed", + "sporadically", + "perplexing", + "jagged", + "aligned", + "positioned", + "conspicuous", + "abruptly", + "arched", + "intensifying", + "adjacent", + "perpendicular", + "irregular", + "intensified", + "protrusions", + "each", + "prominent", + "motionless", + "intently", + "unsightly", + "those", + "nestled", + "nuanced", + "unidirectional" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "massive", + "densely", + "cohesive", + "ed", + "deeply", + "intricately", + "outlined", + "aligned", + "highly", + "undulating", + "adjacent", + "various", + "closely", + "prominent", + "uneven", + "numerous", + "jagged", + "oriented", + "focused", + "heavily", + "perpendicular", + "dense", + "contrasting", + "existing", + "shaped", + "homogeneous", + "rectangular", + "polished", + "engraved", + "excavated", + "these", + "each" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "those", + "th", + "highly", + "various", + "D", + "numerous", + "S", + "on", + "St", + "d", + "ed", + "well", + "existing", + "t", + "e", + "ly", + "massive", + "these", + "the", + "f", + "parallel", + "prominent", + "prevailing", + "interconnected", + "ubiquitous", + "ex", + "each", + "distinct", + "th", + "Ex", + "closely" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "chromium", + "highly", + "alternating", + "th", + "enhanced", + "enhancing", + "decorated", + "chlorophyll", + "criss", + "seemingly", + "oriented", + "high", + "across", + "numerous", + "aligned", + "crimson", + "those", + "elevated", + "predominantly", + "cross", + "chrom", + "abundant", + "geometrically", + "countless", + "asymmetrical", + "Christmas", + "prominent", + "Rox", + "devoid", + "traversing", + "perimeter", + "crowned" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "chromium", + "th", + "C", + "Chromium", + "Chrom", + "chrome", + "Ch", + "krom", + "on", + "chrome", + "chromium", + "c", + "co", + "Of", + "across", + "Krom", + "chrom", + "Across", + "com", + "Pr", + "C", + "In", + "carbon", + "chlorophyll", + "metal", + "H", + "O", + "St", + "metal", + "Rox" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "chromium", + "Chromium", + "carbon", + "carbon", + "boron", + "chrome", + "chromium", + "karbon", + "chrom", + "Carbon", + "Krom", + "manganese", + "molybdenum", + "titanium", + "Chrom", + "krom", + "th", + "CARBON", + "chrome", + "carbide", + "platinum", + "chlorophyll", + "hydrocarbon", + "chromed", + "zirconium", + "cadmium", + "carbono", + "ruthenium", + "Cr", + "Titanium" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "chromium", + "grain", + "chromium", + "C", + "C", + "t", + "st", + "carbide", + "chrom", + "on", + "chrome", + "grain", + "Chromium", + "Grain", + "carbon", + "in", + "and", + "and", + "in", + "c", + "Chrom", + "carbides", + "p", + "un", + "krom", + "St", + "te", + "t", + "re" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "chromium", + "chromium", + "chrome", + "Chromium", + "Chrom", + "grain", + "chrom", + "krom", + "CHROM", + "chrome", + "Chrome", + "Grain", + "chrom", + "carbide", + "grain", + "chromosome", + "Grain", + "carbides", + "krom", + "Krom", + "CHROM", + "Cr", + "Cr", + "Chrome", + "chr", + "Chrom", + "chromatography", + "chr", + "chromos" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "chromium", + "Chrom", + "chromium", + "Cr", + "as", + "on", + "Chromium", + "and", + "grain", + "to", + "Grain", + "ochrom", + "krom", + "CHROM", + "carbide", + "Krom", + "C", + "Chrome", + "chrom", + "chrome", + "carbides", + "j", + "ing", + "Cr", + "or", + "en", + "grain", + "ar" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "carbides", + "carbide", + "Carbide", + "In", + "Row", + "However", + "Carr", + "Carnot", + "These", + "Note", + "Row", + "rides", + "On", + "In", + "carb", + "P", + "DE", + "Table", + "Car", + "L", + "od", + "row", + "aligned", + "C", + "Because", + "Studies", + "harder", + "bes", + "Analysis", + "car", + "Between" + ] + } + ], + "logit_surprising": [ + { + "concept": "and", + "score": 7.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "impeding", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "beside", + "output_checked": true + }, + { + "concept": "been", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "spent", + "output_checked": true + }, + { + "concept": "steel", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "temperature", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "enriched", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "near", + "output_checked": true + }, + { + "concept": "areas", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "slight", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "several", + "output_checked": true + }, + { + "concept": "readily", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "annen", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "whitish", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "each", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "based", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "subjected", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Fahrenheit", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "argumentative", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "6", + "output_checked": true + }, + { + "concept": "Looking", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "acid", + "output_checked": true + }, + { + "concept": "ample", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "additional", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "severely", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "spent", + "output_checked": true + }, + { + "concept": "afterward", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "copious", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "resulted", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "beside", + "output_checked": true + }, + { + "concept": "textBox", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "acid", + "output_checked": true + }, + { + "concept": "jagged", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "rows", + "output_checked": true + }, + { + "concept": "solution", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "acid", + "output_checked": true + }, + { + "concept": "carbides", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "lentement", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "convincing", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "spur", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": ",", + "output_checked": true + }, + { + "concept": "probationary", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "serp", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "weld", + "output_checked": true + }, + { + "concept": "indicative", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "edges", + "output_checked": true + }, + { + "concept": "autre", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "nitric", + "output_checked": true + }, + { + "concept": "anhyd", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "acid", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "several", + "output_checked": true + }, + { + "concept": "sized", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "7", + "output_checked": true + }, + { + "concept": "abutting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "5", + "output_checked": true + }, + { + "concept": "enmity", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "After", + "output_checked": true + }, + { + "concept": "enveloping", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "noticeable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "unrelenting", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "poderia", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "acid", + "output_checked": true + }, + { + "concept": "withstand", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "protruding", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "rows", + "output_checked": true + }, + { + "concept": "endroit", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "7", + "output_checked": true + }, + { + "concept": "kontinuier", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "devoid", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "yellowish", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ecommerce", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "machined", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "weld", + "output_checked": true + }, + { + "concept": "consumed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "spent", + "output_checked": true + }, + { + "concept": "unwavering", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "bzw", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "extent", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "emergence", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "followed", + "output_checked": true + }, + { + "concept": "gently", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "regions", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rich", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-01__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-01__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-01__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-01__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-boundary-attack-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Chromium-depleted interfacial attack 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "An austenitic pipe was slowly cooled through an intermediate temperature range. A later chemical test exposed a connected network of material loss outlining individual grains.", + "prompt_tail": "ipe was slowly cooled through an intermediate temperature range. A later chemical test exposed a connected network of material loss outlining individual grains.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-boundary-attack-02", + "carrier_id": null, + "target_family": "boundary-attack", + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 0, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": true, + "best_pos": 27, + "logit_lens_best_rank": 0 + }, + { + "label": "corrosion", + "best_rank": 439, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 362 + }, + { + "label": "sensitization", + "best_rank": 55833, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 28871 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "forcing", + "arnataka", + "arn", + "employment", + "Sask", + "nabi", + "forcing", + "astri", + "WATER", + "ipedia", + "fg", + "Gina", + "qc", + "Blocking", + "ners", + "Executor", + "awesome", + "Asalamualaikum", + "Absorption", + "blocking", + "wget", + "Karla", + "Nong", + "shang", + "Accelerator", + "lifeline", + "jose" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "release", + "Signing", + "Signing", + "Release", + "signing", + "signed", + "Release", + "release", + "Released", + "releases", + "oscopy", + "Signs", + "releasing", + "Signed", + "angent", + "Signed", + "ril", + "RELEASE", + "signings", + "released", + "leasing", + "signer", + "else", + "Angelina", + "Releases", + "ueless", + "trance" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Signing", + "educativo", + "tempi", + "Franken", + "release", + "alignItems", + "whisper", + "Signing", + "marginLeft", + "trance", + "addItem", + "ently", + "signing", + "ycopg", + "Whisper", + "mathbb", + "getDate", + "Kendall", + "Eink" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "signed", + "Socrates", + "mrs", + "Mrs", + "compressive", + "melamine", + "Mrs", + "Aquarelle", + "weg", + "english", + "wC", + "signer", + "Pum", + "odymium", + "debris", + "Signup", + "Angst", + "Wed", + "signed", + "aced", + "gonna", + "Arabidopsis", + "Jaguars" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "atian", + "Civilization", + "Atletico", + "ARIOS", + "Angular", + "Mongols", + "Azul", + "Zet", + "getDefault", + "Angles", + "debugger", + "bane", + "arthritis", + "zmian", + "aches", + "acids", + "civilization", + "graphic", + "Acids", + "Akh", + "waveguide", + "civilisation" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "atibus", + "Nicholas", + "restricting", + "daniel", + "nCenters", + "nath", + "qc", + "jp", + "Natalia", + "kvadr", + "lejos", + "carlos", + "inz", + "amts", + "wendungen", + "Sankt", + "astri", + "neler", + "Alexander", + "pdelay", + "Somalia", + "Temporary" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "nesium", + "mysql", + "ple", + "python", + "Ums", + "ruptedException", + "mason", + "menos", + "chy", + "eless", + "mysql", + "Finally", + "Pleas", + "Signup", + "minecraft", + "cuer", + "memasuki", + "singh", + "orian", + "jaye", + "icrob", + "paragraph" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "RELEASE", + "tha", + "leasing", + "ForEach", + "enl", + "release", + "numpy", + "prive", + "gh", + "mathbb", + "tho", + "ukai", + "getragen", + "urably", + "lycer", + "mno", + "Released", + "escal", + "en", + "hent", + "FAF", + "algo", + "handful" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "release", + "releases", + "bly", + "ve", + "released", + "dere", + "Alexander", + "compassion", + "SIGN", + "Releases", + "signings", + "r", + "Release", + "neath", + "signed", + "synes", + "signer", + "oss", + "furthermore", + "asegurarse", + "s", + "ril", + "dere" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "j", + "dere", + "ve", + "r", + "ors", + "s", + "si", + "dir", + "releases", + "ja", + "f", + "ments", + "ser", + "iber", + "ele", + "mal", + "oss", + "cer", + "eben", + "t", + "release", + "pertin", + "bly", + "f", + "ny", + "en", + "pyridine" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "gehend", + "med", + "en", + "manner", + "night", + "ujos", + "iven", + "Moreover", + "rad", + "rog", + "heartedly", + "meden", + "ively", + "amos", + "haf", + "itei", + "sen", + "ures", + "ser", + "dir" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "voila", + "esimerkiksi", + "beispielsweise", + "med", + "examples", + "Furthermore", + "urious", + "fato", + "Kalau", + "folds", + "rologist", + "Depois", + "Moreover", + "digamos", + "cetera", + "vulner", + "certeza", + "certainly", + "enorm", + "differenza", + "misalnya", + "gehend", + "udir", + "rara" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "esimerkiksi", + "examples", + "folds", + "enorm", + "urious", + "beispielsweise", + "preponder", + "digamos", + "celles", + "creases", + "preval", + "misalnya", + "voila", + "certainly", + "furthermore", + "cetera", + "dif", + "sen", + "exuber" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "s", + "vulner", + "selves", + "notion", + "decadent", + "vehement", + "proverbial", + "gehend", + "tyle", + "voila", + "ments", + "digamos", + "enorm", + "primes", + "ulnerable", + "instances", + "onun", + "scape", + "deft", + "ding", + "sembl", + "manner", + "uli", + "verd", + "urious", + "dismal" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sensibility", + "vehement", + "instances", + "examples", + "fragmented", + "sheep", + "horrend", + "xr", + "ed", + "sheep", + "intricate", + "voila", + "nefarious", + "ments", + "registros", + "scapes", + "artifacts", + "assertions", + "decadent", + "crafty", + "mah", + "ers", + "ium", + "Etc", + "quartz", + "ulnerable", + "scape", + "dismal", + "dynamics" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "cryptic", + "discord", + "horrend", + "sensibility", + "fortitude", + "typescript", + "hexadecimal", + "discrete", + "xr", + "nefarious", + "arcane", + "sheep", + "horrid", + "extensive", + "sheep", + "sporadic", + "grotesque", + "instances", + "fragmented", + "GSM", + "rediscovered", + "scape", + "Xr", + "cosmetics", + "chipset", + "remarked" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "cryptic", + "typescript", + "extensive", + "discord", + "chipset", + "horrid", + "discrete", + "bitmap", + "Discord", + "psychic", + "obscured", + "datasource", + "sensibility", + "adjacent", + "hibernate", + "hexadecimal", + "grotesque", + "MYSQL", + "arcane", + "ornamental" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "demarc", + "discord", + "hibernate", + "visualized", + "instances", + "discontinuities", + "discernible", + "geometric", + "attempted", + "amassed", + "printStackTrace", + "pvc", + "diffraction", + "sculpted", + "necrotic", + "psyche", + "lamented", + "delineated", + "grotesque", + "aneous", + "remarked", + "reminiscent", + "corresponding", + "gaze", + "circumvent", + "breached", + "figurines", + "Notas", + "typescript", + "infractions" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "ed", + "pattern", + "Missing", + "discernible", + "nedostat", + "outlining", + "disparity", + "gaps", + "Gestaltung", + "missing", + "interstices", + "particular", + "outline", + "pattern", + "Pattern", + "situation", + "roso", + "bitmap", + "breached", + "canalicul", + "porosity", + "jagged", + "ListOf", + "Unterschiede", + "geometric", + "diffraction", + "herni", + "intric", + "jellem" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "nedostat", + "jagged", + "grout", + "Nota", + "canalicul", + "missing", + "outline", + "Missing", + "Nota", + "Interstitial", + "interstices", + "delineated", + "discernible", + "undesirable", + "ed", + "consequ", + "bitmap", + "cavities", + "demarc", + "routed", + "outlining", + "Nossa", + "mycel", + "demarcation", + "delimit", + "XPATH", + "IEnumerable", + "vertices", + "vittime" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "outline", + "Outline", + "outlines", + "outline", + "Outline", + "outlining", + "outlined", + "outlined", + "canalicul", + "missing", + "Missing", + "grout", + "Missing", + "porosity", + "nedostat", + "grain", + "jagged", + "Interstitial", + "carved", + "Lines", + "void", + "mapped", + "Contour", + "Mapa", + "grained", + "kehilangan", + "LOST", + "lost", + "missing" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "boundary", + "boundaries", + "Boundary", + "Boundary", + "outline", + "boundary", + "Boundaries", + "borders", + "boundaries", + "outlines", + "Outline", + "Outline", + "outline", + "borders", + "outlining", + "outlined", + "outlined", + "border", + "Lines", + "Grenzen", + "Borders", + "bordered", + "delineate", + "BOUNDARY", + "BOUND", + "delineated" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "material", + "material", + "Material", + "outline", + "Material", + "Outline", + "outlining", + "materiaal", + "outlines", + "outline", + "Outline", + "outlined", + "materiale", + "network", + "grain", + "MATERIAL", + "outlined", + "malzeme", + "materiali", + "MATERIAL", + "inter", + "materiales" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "material", + "grain", + "outlines", + "material", + "Material", + "outlining", + "materiaal", + "Material", + "outline", + "Grain", + "Outline", + "grain", + "Outline", + "outline", + "network", + "grains", + "materiale", + "Grain", + "outlined", + "MATERIAL", + "inter", + "intr", + "network", + "boundaries", + "Network", + "MATERIAL", + "malzeme", + "inter", + "Network", + "outlined" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "inter", + "inter", + "Inter", + "Inter", + "grain", + "interl", + "Grain", + "interd", + "interstitial", + "INTER", + "interle", + "interlocking", + "intercellular", + "INTER", + "grains", + "interfacial", + "intr", + "Interop", + "intercom", + "interleaved", + "interdiscipl", + "grain", + "outlining", + "Intercept" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "This", + "However", + "of", + "Each", + "In", + "He", + "All", + "Alternatively", + "Network", + "These", + "You", + "No", + "We", + "Out", + "But", + "There", + "They", + "The", + "Since", + "but", + "Individual", + "Identifying", + "A", + "For", + "What", + "Let", + "Yes", + "Instead", + "Without", + "It", + "Not", + "While" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 12965, + 41951, + 70063, + 110977, + 100504, + 24018, + 141951, + 67211, + 56939, + 58333, + 86210, + 96327, + 94725, + 53169, + 54168, + 20264, + 24917, + 28540, + 6829, + 1157, + 98, + 1, + 79, + 69, + 689, + 240 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 149497, + 95120, + 125772, + 208250, + 58286, + 152208, + 162982, + 29320, + 218859, + 164169, + 17750, + 33502, + 64829, + 30495, + 54239, + 30617, + 25459, + 5771, + 1037, + 440, + 736, + 992, + 1032, + 5287, + 50606, + 2020 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 132742, + 60831, + 100407, + 63305, + 80019, + 164037, + 250067, + 198611, + 135823, + 160226, + 84382, + 154656, + 119845, + 129989, + 97343, + 146090, + 140040, + 104026, + 55834, + 57499, + 106095, + 81894, + 97748, + 61672, + 162851, + 79528 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 23802, + 40898, + 31874, + 53707, + 101228, + 5949, + 4328, + 614, + 33, + 18, + 16, + 1, + 33, + 35 + ] + }, + { + "label": "corrosion", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 96704, + 90883, + 74465, + 89764, + 36918, + 7551, + 5906, + 6066, + 363, + 1078, + 1914, + 801, + 2997, + 1523 + ] + }, + { + "label": "sensitization", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 161301, + 170727, + 174616, + 179421, + 109514, + 78164, + 52743, + 28872, + 41941, + 80992, + 81904, + 96159, + 33626, + 31920 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "outline", + "score": 5.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "outlining", + "output_checked": true + }, + { + "concept": "RED", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "later", + "output_checked": true + }, + { + "concept": "dure", + "score": 4.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "Typically", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "an", + "output_checked": true + }, + { + "concept": "coloro", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "innumerable", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "network", + "output_checked": true + }, + { + "concept": "testers", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "postulated", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "tests", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "test", + "output_checked": true + }, + { + "concept": "unconnected", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "defects", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "material", + "output_checked": true + }, + { + "concept": "heathen", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "scribble", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "intermediate", + "output_checked": true + }, + { + "concept": "hesitated", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "normalmente", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "reve", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "PDPN", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "outlining", + "output_checked": true + }, + { + "concept": "besitzt", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "An", + "output_checked": true + }, + { + "concept": "stoneware", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "tainted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "cryptic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ampere", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "range", + "output_checked": true + }, + { + "concept": "edibles", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "loss", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "antara", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "intermediate", + "output_checked": true + }, + { + "concept": "nedostat", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "inst", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "was", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "boundary", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "composition", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "chemical", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "carbide", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "voila", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sensibility", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "infractions", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "maksud", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Preset", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "demarc", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "determinada", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "A", + "output_checked": true + }, + { + "concept": "compositional", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "outlining", + "output_checked": true + }, + { + "concept": "Iceland", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "ToBe", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "was", + "output_checked": true + }, + { + "concept": "INE", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "network", + "output_checked": true + }, + { + "concept": "ured", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "disconnected", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "certainly", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "aptitude", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Err", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "assorted", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "material", + "output_checked": true + }, + { + "concept": "oftentimes", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "material", + "output_checked": true + }, + { + "concept": "ligature", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "Satt", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "Harding", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "through", + "output_checked": true + }, + { + "concept": "sort", + "score": 1.0, + "best_rank": 6, + "best_depth": 59.6, + "near_token": "range", + "output_checked": true + }, + { + "concept": "resembling", + "score": 1.0, + "best_rank": 6, + "best_depth": 63.8, + "near_token": "outlining", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "p", + "ve", + "se", + "ation", + "th", + "wh", + "ers", + "and", + "ment", + "row", + "so", + "ng", + "ther", + "gh", + "ar", + "ne", + "mathrm", + "ook", + "sa", + "yst", + "inter", + "pr", + "text", + "set", + "any", + "anc", + "ey", + "ton", + "der" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "ner", + "rence", + "umeric", + "perk", + "haute", + "uq", + "pitted", + "conflicted", + "es", + "an", + "is", + "ne", + "ning", + "son", + "qual", + "assert", + "sav", + "ju", + "purposes" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "iv", + "j", + "ib", + "ast", + "one", + "ound", + "itt", + "ON", + "red", + "ict", + "uring", + "raph", + "med", + "tem", + "ke", + "ij", + "som", + "mark", + "fin", + "essage", + "vol", + "duct", + "ivid", + "To", + "RO", + "ird", + "ability", + "oot" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "al", + "ou", + "el", + "l", + "st", + "re", + "im", + "ation", + "st", + "ir", + "if", + "ith", + "th", + "est", + "wh", + "ain", + "ore", + "su", + "j", + "ch", + "by", + "ies", + "our", + "ust", + "int", + "un", + "out", + "ich", + "ff", + "orm" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "de", + "ch", + "qu", + "ess", + "ity", + "The", + "age", + "ha", + "from", + "im", + "ad", + "us", + "ign", + "your", + "which", + "app", + "ar", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ag", + "ize", + "we", + "est", + "wo" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "en", + "at", + "an", + "it", + "is", + "le", + "ion", + "as", + "ent", + "n", + "ig", + "ur", + "ve", + "de", + "ay", + "ir", + "ly", + "un", + "ere", + "com", + "pe", + "end", + "ill", + "ath", + "ex", + "art", + "The", + "iz", + "ue", + "ud" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "og", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "ord", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "they", + "youtu", + "eat", + "of", + "perfectly", + "terrible", + "liaison", + "sehen", + "bringen", + "wunder", + "cik", + "n", + "ers", + "equip", + "photograph", + "begitu", + "evol", + "sof" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "youtu", + "s", + "equip", + "depart", + "slash", + "aal", + "eat", + "imitation", + "liaison", + "remember", + "tentative", + "sof", + "devenu", + "bringen", + "mellow", + "wunder", + "e", + "ers", + "rel", + "any", + "aw", + "amma" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "organization", + "imitation", + "e", + "slight", + "somebody", + "tog", + "reliance", + "Tog", + "ameri", + "et", + "equip", + "substantial", + "slash", + "behalf", + "damn", + "aal", + "devenu", + "Verenigde", + "ecek", + "easily", + "readily", + "substantially" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "damn", + "kowy", + "ET", + "slight", + "Tog", + "et", + "tanti", + "formality", + "ameri", + "organization", + "cooking", + "asesin", + "slash", + "error", + "Looking", + "ed", + "async", + "er", + "shaped", + "path", + "substantial", + "immense" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "kowy", + "damn", + "asesin", + "slight", + "Tog", + "immense", + "organization", + "declining", + "tanti", + "formality", + "scathing", + "bunun", + "error", + "indicative", + "fielder", + "impending", + "anteced", + "cellar", + "warning", + "ed" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "bizarre", + "tanti", + "horrifying", + "sobbing", + "reverting", + "horrific", + "substantial", + "Diageo", + "gigantic", + "horrible", + "immense", + "menacing", + "unearthed", + "ijnlijk", + "marred", + "shockingly", + "severely", + "scathing", + "despicable", + "ed", + "horrendous" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "reminiscent", + "caused", + "horrifying", + "scathing", + "resembling", + "horrific", + "tantamount", + "glistening", + "exasper", + "ed", + "arising", + "semblable", + "caused", + "similar", + "resulted", + "swelling", + "attributable", + "exacerbated", + "likened", + "sobbing", + "marred" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "reminiscent", + "resulted", + "which", + "caused", + "resulting", + "resembling", + "interspersed", + "ed", + "revealing", + "attributed", + "interwoven", + "similar", + "surrounding", + "causing", + "revela", + "widespread", + "contiguous", + "exasper", + "resembled", + "been", + "these", + "similar", + "exceedingly", + "grotesque", + "suggesting", + "localized" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "reminiscent", + "interconnected", + "distorted", + "resembling", + "resembled", + "outlined", + "intensified", + "fragmented", + "jagged", + "swelling", + "contiguous", + "mimicking", + "disrupted", + "horrifying", + "glistening", + "focused", + "interspersed", + "likened", + "senseless", + "localized", + "mirroring", + "interwoven", + "visible", + "reflecting", + "demarc", + "debilitating", + "arched", + "riddled", + "stabbing", + "radiating", + "exasper" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "massive", + "reminiscent", + "focused", + "jagged", + "interconnected", + "deeply", + "widespread", + "uncovering", + "visible", + "linked", + "outlined", + "nearly", + "distinct", + "demarc", + "numerous", + "fragmented", + "ed", + "hollow", + "structured", + "identified", + "surrounding", + "prominent", + "localized", + "undulating", + "intricately", + "each", + "glistening", + "highlighting", + "cohesive", + "highly", + "surrounded", + "centered" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "interconnected", + "jagged", + "surrounding", + "riddled", + "disrupted", + "boundaries", + "reminiscent", + "outlined", + "localized", + "outlines", + "fragmented", + "interconnect", + "outlining", + "depleted", + "surrounded", + "widespread", + "outline", + "mosaic", + "numerous", + "loss", + "aligned", + "cavities", + "eroded", + "voids", + "labyrinth", + "demarc", + "distinct", + "holes", + "gaps", + "cracks", + "interstitial", + "conspicuous" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "interconnected", + "riddled", + "boundaries", + "jagged", + "reminiscent", + "loss", + "voids", + "outlines", + "interstitial", + "surrounding", + "barely", + "surrounded", + "localized", + "outline", + "demarc", + "micro", + "outlining", + "boundary", + "interconnect", + "outlined", + "deline", + "network", + "lost", + "criss", + "pattern", + "countless", + "depleted", + "individual", + "grain", + "highlighted", + "seemingly", + "highlighting" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "outline", + "outlines", + "grain", + "outline", + "Outline", + "outlined", + "outlining", + "grains", + "Outline", + "interconnected", + "Grain", + "loss", + "deline", + "Grain", + "boundary", + "boundaries", + "matrix", + "ed", + "lost", + "grain", + "contour", + "etch", + "outlined", + "Boundary", + "contours", + "Inter", + "borders", + "skeleton", + "Lost", + "interconnect", + "demarc" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "boundary", + "boundaries", + "boundary", + "Boundary", + "Boundary", + "outline", + "outlines", + "boundaries", + "Boundaries", + "borders", + "outline", + "border", + "borders", + "border", + "outlining", + "outlined", + "Outline", + "Outline", + "bordering", + "BOUNDARY", + "bordered", + "demarcation", + "Bound", + "Border" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "material", + "material", + "inter", + "inter", + "Material", + "outlining", + "network", + "Material", + "network", + "outlines", + "outline", + "outline", + "outlined", + "Inter", + "Inter", + "grain", + "outlined", + "Int", + "Network", + "individual", + "Outline", + "Individual", + "between", + "Network", + "Individual", + "materiaal", + "Outline", + "individual" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "material", + "grain", + "outlining", + "inter", + "network", + "outlines", + "inter", + "Grain", + "grain", + "Grain", + "material", + "outlined", + "materiaal", + "Material", + "outline", + "Material", + "network", + "Network", + "outlined", + "Int", + "grains", + "outline", + "intr", + "Network", + "intra", + "Outline", + "interconnect", + "Inter", + "Outline", + "between" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "inter", + "inter", + "Inter", + "Inter", + "grain", + "interstitial", + "intercellular", + "INTER", + "interd", + "Grain", + "grain", + "Interfaith", + "Interstitial", + "interconnect", + "INTER", + "interl", + "network", + "grains", + "outlines", + "material", + "material", + "inters" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "This", + "However", + "of", + "Each", + "In", + "He", + "All", + "Alternatively", + "Network", + "These", + "You", + "No", + "We", + "Out", + "But", + "There", + "They", + "The", + "Since", + "but", + "Individual", + "Identifying", + "A", + "For", + "What", + "Let", + "Yes", + "Instead", + "Without", + "It", + "Not", + "While" + ] + } + ], + "logit_surprising": [ + { + "concept": "been", + "score": 10.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "interconnected", + "score": 7.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "network", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "later", + "output_checked": true + }, + { + "concept": "slight", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "network", + "output_checked": true + }, + { + "concept": "cooling", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "readily", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "an", + "output_checked": true + }, + { + "concept": "lentement", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "through", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 4.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "later", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 4.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "outline", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "outlining", + "output_checked": true + }, + { + "concept": "substantially", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "detrimental", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "material", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "conducted", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "test", + "output_checked": true + }, + { + "concept": "exposure", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "austenite", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "composition", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "chemical", + "output_checked": true + }, + { + "concept": "tacit", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "substantial", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "range", + "output_checked": true + }, + { + "concept": "somebody", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "behest", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "range", + "output_checked": true + }, + { + "concept": "immense", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "test", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "through", + "output_checked": true + }, + { + "concept": "resulted", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "revealed", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "subjected", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "moderately", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "through", + "output_checked": true + }, + { + "concept": "resulting", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "various", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "through", + "output_checked": true + }, + { + "concept": "tests", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "test", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "reput", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "impeding", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "formu", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "intermediate", + "output_checked": true + }, + { + "concept": "errori", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "A", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "eventful", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "chemical", + "output_checked": true + }, + { + "concept": "insulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "test", + "output_checked": true + }, + { + "concept": "impending", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "soort", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "complying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "described", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "severely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "undoubt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "chemical", + "output_checked": true + }, + { + "concept": "these", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "test", + "output_checked": true + }, + { + "concept": "notifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "intensively", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "formerly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "contiguous", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "outlining", + "output_checked": true + }, + { + "concept": "unusually", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "bzw", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "gradually", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "progressively", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "intermediate", + "output_checked": true + }, + { + "concept": "reverting", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "pointA", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "specified", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "range", + "output_checked": true + }, + { + "concept": "characteristics", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "chemical", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "portion", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "tenacious", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "intricately", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "outlining", + "output_checked": true + }, + { + "concept": "individuality", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "grains", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-02__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-02__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-02__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-02__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-boundary-attack-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Chromium-depleted interfacial attack 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Carbide particles decorated the interfaces in heat-affected stainless steel. Immersion testing removed chromium-depleted regions next to those particles while grain interiors remained sound.", + "prompt_tail": "e interfaces in heat-affected stainless steel. Immersion testing removed chromium-depleted regions next to those particles while grain interiors remained sound.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-boundary-attack-03", + "carrier_id": null, + "target_family": "boundary-attack", + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 3291, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 57 + }, + { + "label": "corrosion", + "best_rank": 1258, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 884 + }, + { + "label": "sensitization", + "best_rank": 24022, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 16513 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "arnataka", + "forcing", + "fg", + "arn", + "employment", + "nabi", + "Executor", + "forcing", + "Forsyth", + "Gina", + "qc", + "niki", + "irken", + "sigs", + "ork", + "absor", + "irg", + "Fors", + "blocking", + "SIG", + "sorption", + "Blocking", + "hydros", + "Nong", + "ostics" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "release", + "Signing", + "Release", + "Signing", + "signed", + "signing", + "Release", + "Signed", + "Released", + "Signed", + "release", + "RELEASE", + "releasing", + "leasing", + "Signs", + "angent", + "releases", + "oscopy", + "signings", + "else", + "released", + "ently", + "ril", + "whisper", + "signer" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "whisper", + "educativo", + "Signing", + "Signing", + "Analyze", + "release", + "alignItems", + "Dex", + "trance", + "aset", + "ycopg", + "Selig", + "signing", + "aad", + "Franken", + "mols", + "ently", + "Aram", + "Enrich", + "Whisper", + "Methyl" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "mrs", + "Signing", + "Signing", + "signed", + "release", + "a", + "Angst", + "Release", + "signings", + "Pum", + "Socrates", + "Caffeine", + "anglais", + "Alexander", + "signing", + "Release", + "compressive", + "english", + "memset", + "Mrs", + "Signs", + "Signs" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "DOP", + "elingen", + "Lynn", + "Ungarn", + "Egyptian", + "Glover", + "hispanic", + "Horner", + "Jorge", + "Oliveira", + "atian", + "Jorge", + "jordan", + "ccin", + "magnetite", + "glacial", + "Buckley", + "cardiology", + "BOP", + "Nuclear", + "plante", + "Tory", + "olska", + "cinn", + "Liga", + "cp", + "Brilliant", + "Rocha" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Qaraldi", + "Nicholas", + "lt", + "atibus", + "cp", + "Cp", + "jp", + "celtic", + "daniel", + "qc", + "umers", + "alex", + "Nichols", + "lng", + "Tricks", + "nordic", + "jh", + "carlos", + "Joao", + "dental" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mason", + "Pleas", + "nesium", + "Ums", + "Chrys", + "python", + "myl", + "ple", + "umer", + "softener", + "ruptedException", + "paragraph", + "memasuki", + "jaye", + "mysql", + "minecraft", + "Srinagar", + "min", + "multiply", + "Chiron", + "cuer" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "RELEASE", + "haya", + "tha", + "leasing", + "enl", + "ForEach", + "FAF", + "numpy", + "tho", + "en", + "gh", + "release", + "Released", + "prive", + "getragen", + "urably", + "mathbb", + "mno", + "escal", + "lycer", + "bli", + "Release", + "lle" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "release", + "dere", + "bly", + "released", + "ve", + "Release", + "ril", + "Release", + "plantings", + "oss", + "release", + "Releases", + "r", + "s", + "gent", + "signings", + "dere", + "ch", + "Alexander", + "Caffeine", + "signed", + "RELEASE" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "ve", + "dere", + "j", + "s", + "r", + "s", + "ser", + "dir", + "si", + "f", + "med", + "mal", + "en", + "ors", + "ja", + "Siren", + "ments", + "releases", + "min", + "oss", + "g", + "t", + "bly", + "cer", + "iber", + "issant", + "energi" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "med", + "s", + "rad", + "shore", + "lepas", + "night", + "heartedly", + "gehend", + "hearted", + "Dordrecht", + "meng", + "logrado", + "en", + "perfect", + "dir", + "eness", + "nnet", + "mat", + "ures", + "brid", + "trach", + "amos" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "t", + "med", + "sur", + "esimerkiksi", + "dif", + "beispielsweise", + "certeza", + "kwamba", + "ve", + "urious", + "dass", + "enorm", + "ified", + "fato", + "misalnya", + "cetera", + "certainly", + "digamos", + "soften", + "moreover", + "creases", + "exuber" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "t", + "med", + "s", + "dif", + "sur", + "urious", + "esimerkiksi", + "enorm", + "ve", + "digamos", + "exuber", + "certeza", + "beispielsweise", + "preval", + "fato", + "cetera", + "preponder", + "misalnya", + "celles", + "ified", + "dass", + "kwamba" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "urious", + "dif", + "proverbial", + "particular", + "selves", + "lepas", + "vehement", + "ments", + "ding", + "decadent", + "let", + "mole", + "digamos", + "Veamos", + "orable", + "certeza", + "vajj", + "exuber", + "virt", + "gehend", + "rad", + "ogo", + "preval", + "s", + "ff", + "ond", + "perfect", + "enorm", + "siz" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sensibility", + "Etc", + "skept", + "ium", + "med", + "dif", + "softening", + "sheep", + "vehement", + "virt", + "ments", + "particular", + "mate", + "zeug", + "ulnerable", + "necessariamente", + "decadent", + "mole", + "Seine", + "uptools", + "rite", + "mah", + "dud", + "politik", + "Veamos", + "urious" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "Etc", + "sensibility", + "dud", + "discord", + "bole", + "argumento", + "sporadic", + "sentiment", + "virtue", + "defens", + "xr", + "fortitude", + "rite", + "sheep", + "pois", + "remarked", + "estructive", + "Xr", + "Zw", + "sensual", + "ODM", + "Nota", + "ulnerable", + "defensive", + "mort" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "sensibility", + "softened", + "ornamental", + "discord", + "gdf", + "stderr", + "additive", + "remarked", + "orphaned", + "rectangles", + "intensive", + "arcade", + "patchy", + "securityMarks" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "untouched", + "particular", + "unmodified", + "unaltered", + "jednotliv", + "instances", + "Unterschiede", + "radiol", + "remarked", + "gdf", + "vandal", + "bepaalde", + "bestimmte", + "vicinity", + "ostante", + "Particular", + "seg", + "pierced", + "discontinuities" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "unmodified", + "Unterschiede", + "untouched", + "bepaalde", + "continuidad", + "contrario", + "jellem", + "shaft", + "tandis", + "bestimmte", + "unaltered", + "gewisse", + "vicinity", + "particular", + "jednotliv", + "determinadas", + "ium", + "Bereiche", + "seg", + "existente", + "interior", + "intact", + "Nota" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "grain", + "granite", + "Grain", + "unmodified", + "Grain", + "carbide", + "grain", + "grains", + "hardened", + "untouched", + "grains", + "grained", + "grano", + "enium", + "intact", + "unaltered", + "virgin", + "microm", + "undisturbed", + "CBN", + "Unterschiede", + "pyramid", + "ejes", + "Bereiche", + "grout", + "ningar", + "grained" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "grain", + "grain", + "Grain", + "grains", + "grained", + "grains", + "Grain", + "grained", + "grano", + "korn", + "granite", + "MSG", + "carbide", + "hardened", + "grainy", + "granule", + "grout", + "GraphicsUnit", + "CBN", + "granules", + "Korn", + "granit", + "CBN", + "Garant", + "Guinea", + "microm", + "Horde", + "icore" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "grain", + "grains", + "grain", + "Grain", + "grains", + "Grain", + "grained", + "grano", + "grained", + "korn", + "carbide", + "hardened", + "CBN", + "Siberia", + "innerhalb", + "midden", + "CBN", + "pergunta", + "icore", + "microm", + "granule", + "grainy", + "dentro", + "binnen", + "Korn", + "textArea", + "granite", + "Lamin", + "ndani" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "grain", + "Grain", + "Grain", + "grain", + "grains", + "grano", + "interiors", + "interior", + "interior", + "grainy", + "grained", + "Interiors", + "grains", + "Interior", + "carbide", + "grained", + "interiores", + "korn", + "Interior", + "interfaces", + "interstit", + "Interfaces", + "binnen", + "sentidos", + "granule" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "grain", + "Grain", + "grain", + "Grain", + "grains", + "grano", + "grains", + "grained", + "grained", + "grainy", + "korn", + "rain", + "GRA", + "gran", + "GRA", + "rains", + "granule", + "interiors", + "raint", + "interior", + "ainer", + "Korn", + "rained", + "gra", + "gran" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "grain", + "Grain", + "Grain", + "grain", + "grains", + "grano", + "grains", + "grained", + "interiors", + "grained", + "grainy", + "korn", + "rain", + "Ain", + "tain", + "cereal", + "in", + "rispond", + "P" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "com", + "in", + "However", + "Looking", + "While", + "Because", + "These", + "They", + "This", + "There", + "ru", + "Clearly", + "Although", + "In", + "Whereas", + "Actually", + "If", + "re", + "Nevertheless", + "I", + "ne", + "For", + "Since", + "Thus", + "We", + "It", + "int", + "ch", + "Unable", + "py", + "fi", + "Comparing" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 11776, + 36589, + 45441, + 63702, + 97040, + 6451, + 148637, + 62367, + 60531, + 62095, + 57948, + 74782, + 53982, + 34257, + 20992, + 22188, + 17022, + 30600, + 16019, + 4768, + 6874, + 3292, + 3511, + 5070, + 7446, + 2112 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 98100, + 62546, + 124777, + 217040, + 48985, + 111574, + 199848, + 40623, + 227435, + 176963, + 44969, + 103419, + 98557, + 103109, + 136725, + 60301, + 70945, + 7666, + 8146, + 2147, + 1259, + 2596, + 12651, + 20528, + 25063, + 9517 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 100936, + 115332, + 155829, + 90754, + 202800, + 127074, + 237094, + 191271, + 159953, + 169074, + 114348, + 105047, + 98983, + 103530, + 103609, + 115795, + 141575, + 52137, + 68495, + 99452, + 63248, + 24023, + 30626, + 31029, + 133899, + 234681 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 29488, + 47360, + 54442, + 65846, + 95477, + 1551, + 1270, + 297, + 112, + 58, + 481, + 409, + 1629, + 3844 + ] + }, + { + "label": "corrosion", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 38176, + 62389, + 42586, + 54342, + 70797, + 11867, + 12974, + 1968, + 885, + 2123, + 4084, + 2456, + 60316, + 4636 + ] + }, + { + "label": "sensitization", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 165937, + 161316, + 130204, + 155208, + 205551, + 106682, + 26305, + 16514, + 57964, + 68850, + 37284, + 35215, + 93970, + 123130 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "infested", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "snowboard", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ITest", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "testing", + "output_checked": true + }, + { + "concept": "unaltered", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "zonas", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "leted", + "output_checked": true + }, + { + "concept": "sensibility", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Areas", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "McBride", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "zones", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "leted", + "output_checked": true + }, + { + "concept": "Zou", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "removed", + "output_checked": true + }, + { + "concept": "AID", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Tide", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "zone", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "affected", + "output_checked": true + }, + { + "concept": "ind", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "b", + "output_checked": true + }, + { + "concept": "slightest", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "Car", + "output_checked": true + }, + { + "concept": "Abr", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "b", + "output_checked": true + }, + { + "concept": "trotzdem", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ide", + "output_checked": true + }, + { + "concept": "NodeJS", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "PLOAD", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "novelty", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "smoothed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "WndProc", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "rune", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "Bavaria", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "respectful", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "Imm", + "output_checked": true + }, + { + "concept": "thereof", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "determinadas", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "discernible", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "unmodified", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "furnish", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "precipitates", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "grunds", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "iodide", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Bes", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "to", + "output_checked": true + }, + { + "concept": "exchangers", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "tests", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "testing", + "output_checked": true + }, + { + "concept": "ToRemove", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "removed", + "output_checked": true + }, + { + "concept": "depletion", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "untouched", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "oxide", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "EPI", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "dynamics", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sparkly", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "decorated", + "output_checked": true + }, + { + "concept": "Brotherhood", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "leted", + "output_checked": true + }, + { + "concept": "woody", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "sound", + "output_checked": true + }, + { + "concept": "Baby", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "decorated", + "output_checked": true + }, + { + "concept": "arent", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "RCC", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "Mardi", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "decorated", + "output_checked": true + }, + { + "concept": "inox", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "INI", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "schoon", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "thermally", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "unaffected", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "bucks", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "Imm", + "output_checked": true + }, + { + "concept": "compassion", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "Imm", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "booklet", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "sound", + "output_checked": true + }, + { + "concept": "berapa", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "Brab", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "chromium", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "et", + "se", + "th", + "row", + "ar", + "ne", + "anc", + "pos", + "tr", + "red", + "ray", + "ser", + "roup", + "ces", + "self", + "years", + "be", + "son", + "span", + "ters", + "roll", + "section", + "ler", + "mod", + "return", + "max", + "time" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "ner", + "rence", + "conflicted", + "Habsburg", + "es", + "is", + "ne", + "br", + "son", + "super", + "qual", + "assert", + "ju", + "stem", + "umeric", + "kepada", + "vec", + "apt" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "w", + "iv", + "j", + "one", + "ru", + "te", + "ound", + "ax", + "pol", + "includ", + "med", + "som", + "mark", + "fin", + "vol", + "To", + "RO", + "oot", + "pha", + "mag", + "ump", + "vi", + "ably", + "kan", + "yang", + "epend", + "apt", + "ambda", + "That" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "s", + "or", + "le", + "ou", + "ic", + "ion", + "l", + "st", + "re", + "im", + "if", + "th", + "us", + "ht", + "ers", + "and", + "com", + "pe", + "or", + "ain", + "j", + "pl", + "ch", + "iz", + "ies", + "en", + "int", + "un", + "cl" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "A", + "B", + "C", + "D", + "E", + "F", + "G", + "H", + "I", + "J", + "K", + "L", + "M", + "N", + "O", + "P", + "Q", + "R", + "S", + "T", + "U", + "V" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "he", + "en", + "at", + "an", + "it", + "le", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ra", + "un", + "ere", + "com", + "pe", + "end", + "ill", + "ex", + "rom", + "art", + "this", + "ha", + "iz", + "ud", + "ang" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "ew", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "ice", + "comp", + "ord", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "perfectly", + "n", + "s", + "ers", + "of", + "aw", + "they", + "eat", + "EG", + "begitu", + "evol", + "kaya", + "sof", + "bringen", + "wunder", + "slipper", + "Publicity", + "tio", + "e", + "mi", + "equip", + "photograph" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "perfectly", + "e", + "s", + "of", + "equip", + "depart", + "substantial", + "aal", + "aat", + "youtu", + "eat", + "EG", + "tentative", + "rei", + "sof", + "bringen", + "mellow", + "wunder", + "ampio", + "Excuse", + "slipper", + "Publicity" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "substantial", + "readily", + "fielder", + "resmi", + "Verenigde", + "e", + "substantially", + "demise", + "reliance", + "Tog", + "easily", + "et", + "immense", + "martial", + "explained", + "bounty", + "ampio", + "watchful", + "Publicity", + "ain", + "slight", + "behalf" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "ET", + "readily", + "tog", + "asesin", + "et", + "demise", + "damn", + "Tog", + "er", + "substantial", + "ain", + "profoundly", + "elicited", + "fielder", + "immense", + "Excuse", + "slight", + "substantially", + "declining", + "Verenigde", + "behest", + "Considerable" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "markedly", + "readily", + "demise", + "asesin", + "ET", + "Considerable", + "er", + "et", + "elicited", + "principally", + "Tog", + "decid", + "impending", + "substantial", + "mainly", + "slight", + "immense", + "profoundly", + "slightly" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "markedly", + "ujar", + "continued", + "substantially", + "albeit", + "dissati", + "despite", + "considerably", + "elicited", + "et", + "asesin", + "appreciably", + "continued", + "demise", + "kabar", + "reverting", + "vergang", + "substantial", + "severely" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "albeit", + "despite", + "albeit", + "markedly", + "championed", + "whereas", + "profoundly", + "largely", + "seemed", + "exacerbated", + "because", + "elicited", + "continued", + "ujar", + "f", + "remained", + "perceptible", + "scarcely" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "but", + "resulting", + "surrounding", + "resulted", + "localized", + "whilst", + "revealed", + "similar", + "selectively", + "seemingly", + "allowing", + "championed", + "However", + "isolated", + "mechanisms", + "resistant", + "attributed", + "unaffected", + "devoid", + "predominantly", + "positioned", + "albeit", + "whereas", + "largely", + "markedly", + "irrespective" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "selectively", + "selective", + "isolated", + "localized", + "those", + "surrounding", + "regions", + "seemingly", + "only", + "remained", + "inadvertently", + "stubbornly", + "remaining", + "preferential", + "individualized", + "intensified", + "markedly", + "disproportion", + "unaffected", + "compartmental", + "deliberately", + "unexpectedly", + "unintentionally", + "perplexed", + "focused", + "allowing", + "consistently", + "predominantly", + "relatively", + "targeted", + "unchanged", + "significantly" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "deeply", + "isolated", + "selectively", + "surrounding", + "selective", + "intact", + "severely", + "highly", + "nearby", + "staunch", + "unchanged", + "strongly", + "remains", + "neighboring", + "majority", + "contrasting", + "stubbornly", + "areas", + "remain", + "adjacent", + "partially", + "remaining", + "existing", + "protected", + "remained", + "untouched", + "excavated", + "slightly", + "interior", + "remnant", + "consequently", + "localized" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "surrounding", + "unchanged", + "unaltered", + "nearby", + "adjacent", + "neighboring", + "areas", + "remaining", + "intact", + "interiors", + "unaffected", + "interior", + "regions", + "localized", + "unmodified", + "core", + "remains", + "remained", + "typical", + "inner", + "remainder", + "grain", + "undamaged", + "grains", + "untouched", + "existing", + "s", + "neighborhood", + "surroundings", + "those", + "deeply" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "grain", + "grains", + "unchanged", + "unaltered", + "grain", + "Grain", + "surrounding", + "adjacent", + "neighboring", + "unmodified", + "remained", + "unaffected", + "interiors", + "barely", + "remains", + "riddled", + "matrix", + "interior", + "Grain", + "and", + "intact", + "ish", + "regions", + "s", + "areas", + "microstructure", + "microscopic", + "neighbouring", + "untouched", + "remain", + "undamaged", + "grained" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "grain", + "grains", + "Grain", + "grain", + "Grain", + "grains", + "G", + "G", + "g", + "grano", + "grained", + "g", + "surrounding", + "adjacent", + "Gr", + "Gran", + "granule", + "crystalline", + "grained", + "O", + "neighboring", + "grainy", + "crystal", + "gran", + "Matrix", + "recrystall", + "s", + "N", + "Iron", + "Gerd" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "grain", + "grains", + "Grain", + "grain", + "Grain", + "grains", + "G", + "grano", + "grained", + "G", + "grained", + "interiors", + "granule", + "g", + "grainy", + "s", + "g", + "gr", + "gran", + "adjacent", + "interior", + "O", + "crystal", + "un", + "matrix" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "grain", + "grain", + "Grain", + "Grain", + "un", + "st", + "grains", + "on", + "m", + "grano", + "in", + "n", + "p", + "f", + "th", + "N", + "t", + "s", + "H", + "interior", + "M", + "U", + "inter", + "is", + "and", + "In", + "interior", + "S", + "h" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "grain", + "Grain", + "grain", + "Grain", + "grains", + "grains", + "grano", + "grained", + "gran", + "GRA", + "GRA", + "grained", + "grainy", + "Gran", + "Gran", + "granule", + "gra", + "Korn", + "gran", + "granular", + "interiors", + "korn", + "rain", + "granular" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "grain", + "Grain", + "Grain", + "grain", + "grains", + "grano", + "grains", + "grained", + "grained", + "GRA", + "GRA", + "grainy", + "interiors", + "interior", + "Interior", + "ukkan", + "Korn", + "korn", + "and", + "Interiors" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "com", + "in", + "However", + "Looking", + "While", + "Because", + "These", + "They", + "This", + "There", + "ru", + "Clearly", + "Although", + "In", + "Whereas", + "Actually", + "If", + "re", + "Nevertheless", + "I", + "ne", + "For", + "Since", + "Thus", + "We", + "It", + "int", + "ch", + "Unable", + "py", + "fi", + "Comparing" + ] + } + ], + "logit_surprising": [ + { + "concept": "adjacent", + "score": 8.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "areas", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "affected", + "output_checked": true + }, + { + "concept": "enhance", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Imm", + "output_checked": true + }, + { + "concept": "unchanged", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "slight", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "in", + "output_checked": true + }, + { + "concept": "readily", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "resulted", + "score": 5.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "testing", + "output_checked": true + }, + { + "concept": "conducted", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "testing", + "output_checked": true + }, + { + "concept": "zones", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "leted", + "output_checked": true + }, + { + "concept": "substantial", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "your", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "subjected", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "identified", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "those", + "output_checked": true + }, + { + "concept": "zone", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "affected", + "output_checked": true + }, + { + "concept": "removal", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "removed", + "output_checked": true + }, + { + "concept": "there", + "score": 4.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "necessitate", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "removed", + "output_checked": true + }, + { + "concept": "intact", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "sound", + "output_checked": true + }, + { + "concept": "boundary", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "impeding", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "to", + "output_checked": true + }, + { + "concept": "substantially", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "behest", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "glorious", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "decorated", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "etre", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "visibly", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "tions", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Imm", + "output_checked": true + }, + { + "concept": "conjunction", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "products", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "content", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "removing", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "removed", + "output_checked": true + }, + { + "concept": "containing", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "those", + "output_checked": true + }, + { + "concept": "decoration", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "decorated", + "output_checked": true + }, + { + "concept": "its", + "score": 2.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "b", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "grandsons", + "score": 2.0, + "best_rank": 4, + "best_depth": 87.2, + "near_token": "ide", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "somebody", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "embroiled", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "sound", + "output_checked": true + }, + { + "concept": "Misc", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "ersion", + "output_checked": true + }, + { + "concept": "indicative", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "effecting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "severely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cohesive", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "ersion", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "testing", + "output_checked": true + }, + { + "concept": "these", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "dep", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "Ehnerg", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "undesired", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "ersion", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "surprisingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "devoid", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "sound", + "output_checked": true + }, + { + "concept": "albeit", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "continuously", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ersion", + "output_checked": true + }, + { + "concept": "functionality", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "tersebut", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "revamp", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "natomiast", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "technologies", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "revealed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "removed", + "output_checked": true + }, + { + "concept": "decrease", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "enhances", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-03__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-03__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-03__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-03__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-boundary-attack-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Chromium-depleted interfacial attack 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A stainless vessel received an improper post-weld thermal cycle. In service, fissures traced the polygonal grain-edge network instead of cutting through the crystallites.", + "prompt_tail": "s vessel received an improper post-weld thermal cycle. In service, fissures traced the polygonal grain-edge network instead of cutting through the crystallites.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 32 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-boundary-attack-04", + "carrier_id": null, + "target_family": "boundary-attack", + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 1286, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 43 + }, + { + "label": "corrosion", + "best_rank": 2071, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 50 + }, + { + "label": "sensitization", + "best_rank": 34577, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 13493 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "arn", + "arnataka", + "forcing", + "fg", + "WATER", + "Gina", + "nabi", + "qc", + "astri", + "ners", + "pn", + "Nong", + "Karla", + "employment", + "Blocking", + "forcing", + "denly", + "Uy", + "Executor", + "bors", + "Sask", + "niki", + "irg", + "hydros", + "jose", + "Fors" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "release", + "Signing", + "Signing", + "Release", + "signed", + "signing", + "Release", + "Signed", + "release", + "Released", + "Signed", + "Signs", + "angent", + "ril", + "oscopy", + "RELEASE", + "leasing", + "releasing", + "ently", + "trance", + "releases", + "addItem", + "signer", + "else", + "ammed" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "educativo", + "marginLeft", + "trance", + "Signing", + "aad", + "Franken", + "Signing", + "Methyl", + "jaye", + "Capricorn", + "methyl", + "alignItems", + "mik", + "whisper", + "Whisper", + "signing", + "Analyze", + "requireNonNull", + "apt", + "Pump" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Signing", + "release", + "Signing", + "signed", + "Release", + "ksi", + "signing", + "mrs", + "signings", + "Release", + "memset", + "Signs", + "compressive", + "Signup", + "pageSize", + "Signs", + "Whisper", + "leigh", + "Pum", + "else", + "spasm", + "Pump", + "Caffeine" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "DOP", + "elingen", + "Oliveira", + "glacial", + "Glover", + "Egyptian", + "Lynn", + "Trafford", + "opl", + "atian", + "jordan", + "Horner", + "ynit", + "BOP", + "lips", + "Liga", + "Tory", + "Rocha", + "orial", + "Nuclear", + "ccin", + "Jorge", + "Cincinnati", + "Compact" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "umers", + "Cp", + "qc", + "cp", + "Niagara", + "lt", + "Quincy", + "Qaraldi", + "Nicholas", + "Tricks", + "wadi", + "APPA", + "jp", + "Aus", + "tmp", + "alex", + "lng", + "Nichols", + "plumber", + "celtic", + "Uy", + "jh", + "hamilton" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Ums", + "mason", + "Pleas", + "nesium", + "myl", + "jaye", + "python", + "Chrys", + "ple", + "softener", + "umer", + "ruptedException", + "paragraph", + "mysql", + "Signup", + "Finally", + "allclasses", + "Pump", + "Chiron", + "Srinagar", + "cuer", + "Aires" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "RELEASE", + "bert", + "haya", + "tha", + "release", + "leasing", + "gh", + "Release", + "Released", + "tho", + "enl", + "getragen", + "algo", + "mathbb", + "RELEASE", + "supermerc", + "FAF", + "front", + "bli", + "Fruit", + "numpy", + "mno", + "escal" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "python", + "ypress", + "Caffeine", + "released", + "release", + "prises", + "signings", + "Release", + "Release", + "signed", + "pump", + "energii", + "k", + "Alexander", + "ipsum", + "softener", + "Releases", + "Socrates", + "negligence", + "bly" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "r", + "j", + "s", + "ve", + "prises", + "ja", + "ments", + "d", + "k", + "med", + "pertin", + "s", + "ors", + "dir", + "f", + "releases", + "pump", + "t", + "dere", + "Alexander", + "bly", + "b", + "ke", + "si", + "ypress", + "Siren", + "el", + "min" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "ers", + "uating", + "shore", + "f", + "t", + "ures", + "sensibility", + "sen", + "mate", + "dog", + "siz", + "diperoleh", + "lepas", + "en", + "itten", + "fold", + "uette", + "perfect", + "dir", + "ified", + "gehend", + "med", + "ser", + "ended", + "perfecta" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "t", + "cetera", + "ified", + "urious", + "esimerkiksi", + "certainly", + "folds", + "s", + "Moreover", + "fato", + "certeza", + "examples", + "ve", + "fold", + "sink", + "sen", + "Kalau", + "strokes", + "f", + "beispielsweise", + "uette", + "dass", + "kwamba", + "diperoleh" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "s", + "t", + "ified", + "urious", + "examples", + "esimerkiksi", + "certainly", + "folds", + "cetera", + "ve", + "preponder", + "vehement", + "preval", + "sen", + "certeza", + "enorm", + "f", + "dif", + "fold", + "creases", + "particular", + "dog", + "exemplo" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "vehement", + "urious", + "uating", + "s", + "particular", + "uj", + "proverbial", + "perfect", + "manner", + "instances", + "ers", + "conspicuous", + "do", + "ding", + "med", + "use", + "preval", + "perd", + "exus", + "sag", + "ogf", + "credo", + "f", + "ief", + "ri" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "med", + "vehement", + "ized", + "s", + "ium", + "manner", + "lang", + "Etc", + "ers", + "mah", + "werks", + "sensibility", + "exus", + "siniz", + "eben", + "examples", + "uj", + "necessariamente", + "natural", + "ed", + "instances", + "incision", + "Gestaltung", + "wire", + "ovi" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "nnnn", + "Etc", + "ized", + "ovi", + "daraus", + "ium", + "teh", + "argumento", + "lang", + "dud", + "ensibility", + "izing", + "sensibility", + "rrrr", + "xr", + "reasoned", + "AAAAAAAA", + "horrend", + "ovati", + "nyi", + "vehement", + "pois", + "siniz", + "sporadic" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "desvi", + "sensibility", + "traversing", + "circumvent", + "icida", + "theoretically", + "rune", + "softened", + "Preference", + "technically", + "krypt", + "softening", + "posteriores", + "undesirable", + "assertions", + "deleteOne", + "ODM" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "no", + "ostante", + "discernible", + "s", + "undesirable", + "t", + "vertebrae", + "radiol", + "withstanding", + "discriminate", + "particular", + "way", + "cedence", + "preferably", + "proverbial", + "seg", + "ek", + "predominant", + "subsurface", + "adage", + "benzodiazep", + "olate", + "aforementioned", + "aneous", + "idiosync" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "jellem", + "t", + "sbagli", + "un", + "particular", + "Integrity", + "Particular", + "particularmente", + "Gestaltung", + "in", + "way", + "structure", + "s", + "en", + "no", + "ium", + "de", + "undesirable", + "ite", + "dir", + "pred", + "constitu", + "no", + "path", + "ri", + "fundamental", + "oline", + "zig", + "ske" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "undesirable", + "preferentially", + "Prefer", + "zig", + "enium", + "Preferred", + "NotImplemented", + "routed", + "Prefer", + "prefer", + "Particular", + "discontinuities", + "goc", + "prefer", + "penetrate", + "Penet", + "ite", + "Fracture", + "jellem", + "oles", + "oriented", + "Oriented", + "inher", + "Concert", + "bene", + "penetrated", + "salami" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Fracture", + "propag", + "fracture", + "propagate", + "crack", + "traversing", + "routed", + "penetrate", + "destruct", + "brittle", + "breakage", + "Planes", + "lengthwise", + "Penet", + "te", + "grain", + "obliqu", + "fract", + "propagating", + "Propagation", + "bypassed", + "penet", + "Fract", + "fractures", + "crumble", + "Portable", + "propag", + "propagation" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "crack", + "Fracture", + "propagation", + "tearing", + "propagation", + "traversing", + "Penet", + "Propagation", + "propagate", + "propag", + "brittle", + "te", + "fracture", + "routed", + "lengthwise", + "Kinder", + "slicing", + "Oriente", + "crack", + "fracturing", + "corper", + "penetration", + "penetrate", + "penet", + "korn", + "Fract" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "crack", + "cleavage", + "fracture", + "fract", + "fractures", + "inter", + "Fract", + "cracks", + "Fracture", + "crack", + "penet", + "penetration", + "penet", + "brittle", + "ductile", + "attravers", + "breakage", + "Interop", + "cross", + "dissolve", + "Penet", + "carbides", + "icle", + "SCC", + "crossing", + "penetrate", + "Interstitial" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "trans", + "trans", + "Trans", + "Trans", + "rans", + "transverse", + "transm", + "tran", + "transc", + "tran", + "Transc", + "transvers", + "TRANS", + "TRAN", + "TRANS", + "Tran", + "TRAN", + "Tran", + "transitive", + "transp", + "transom", + "transversal", + "transducers", + "transl", + "transgender", + "otrans", + "transact" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "trans", + "trans", + "Trans", + "Trans", + "inter", + "cle", + "cleavage", + "inter", + "transm", + "tran", + "transverse", + "TRANS", + "interd", + "Inter", + "toughness", + "Interop", + "SCC", + "Inter", + "itect", + "tran", + "transvers" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "crystall", + "powder", + "penta", + "liqu", + "fragile", + "fract", + "I", + "example", + "and", + "requirements", + "examples", + "brittle", + "trans", + "pent", + "Case", + "find", + "examination", + "And", + "equation", + "Find", + "Want", + "cleavage", + "standard", + "case", + "pure", + "plant", + "harder", + "McL", + "lecture", + "akka", + "gamma", + "Here" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 12283, + 41867, + 42757, + 63404, + 146698, + 12389, + 162827, + 73849, + 74367, + 57969, + 52809, + 74280, + 63238, + 44853, + 29077, + 20328, + 24201, + 72601, + 36387, + 22739, + 9069, + 1287, + 7525, + 6913, + 7820, + 4274 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 126675, + 60478, + 119241, + 222408, + 63548, + 129577, + 188126, + 52793, + 252766, + 228900, + 95456, + 64676, + 105826, + 89404, + 94460, + 77709, + 73214, + 12530, + 5364, + 6534, + 2541, + 2072, + 3485, + 33880, + 15244, + 1294 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 134679, + 90066, + 107647, + 86069, + 203769, + 130096, + 241037, + 206195, + 169450, + 123340, + 63247, + 100016, + 84698, + 67614, + 70662, + 120139, + 137865, + 56167, + 42174, + 40540, + 34578, + 48361, + 158030, + 100918, + 229808, + 215684 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 35374, + 36267, + 33833, + 67270, + 92719, + 5147, + 953, + 187, + 78, + 63, + 163, + 44, + 390, + 1084 + ] + }, + { + "label": "corrosion", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 92678, + 92035, + 74054, + 129963, + 48877, + 23246, + 9928, + 977, + 51, + 583, + 74, + 141, + 3753, + 14345 + ] + }, + { + "label": "sensitization", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 155878, + 152581, + 126465, + 190007, + 85969, + 156095, + 28843, + 14696, + 13494, + 56501, + 18519, + 32565, + 49392, + 40297 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "preponder", + "score": 7.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "crack", + "score": 5.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "of", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "testers", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "receipt", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "received", + "output_checked": true + }, + { + "concept": "topology", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "network", + "output_checked": true + }, + { + "concept": "welds", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "faptul", + "score": 3.0, + "best_rank": 3, + "best_depth": 40.4, + "near_token": "In", + "output_checked": true + }, + { + "concept": "quartzite", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "steel", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "ZrO", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "compositional", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "edge", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Strict", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "abundantly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "typename", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "received", + "output_checked": true + }, + { + "concept": "Concerning", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "post", + "output_checked": true + }, + { + "concept": "unfortunate", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "attempted", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "arcade", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "Scout", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "network", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "instead", + "output_checked": true + }, + { + "concept": "than", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "instead", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "deemed", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "nit", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "post", + "output_checked": true + }, + { + "concept": "SRP", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "finalists", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "w", + "output_checked": true + }, + { + "concept": "unsatisfactory", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Solicitor", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "Betfair", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "post", + "output_checked": true + }, + { + "concept": "unpleasant", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "sensitized", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "sensitization", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "trans", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "imperative", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "detriment", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "In", + "output_checked": true + }, + { + "concept": "EPR", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "vessel", + "output_checked": true + }, + { + "concept": "innumerable", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "network", + "output_checked": true + }, + { + "concept": "Engineer", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "eld", + "output_checked": true + }, + { + "concept": "NOx", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "obtuse", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "crockery", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "edge", + "output_checked": true + }, + { + "concept": "Chatter", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "eld", + "output_checked": true + }, + { + "concept": "postulated", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "dyads", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "through", + "output_checked": true + }, + { + "concept": "implique", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "inox", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "infested", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "Faithful", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "edges", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "edge", + "output_checked": true + }, + { + "concept": "Shapes", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "Corruption", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Fracture", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "borde", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "edge", + "output_checked": true + }, + { + "concept": "grains", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "certainly", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "cuidado", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "In", + "output_checked": true + }, + { + "concept": "Gewalt", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "post", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "se", + "th", + "wh", + "and", + "row", + "gh", + "ar", + "ne", + "yst", + "inter", + "set", + "any", + "anc", + "ey", + "ton", + "pect", + "red", + "ray", + "ser", + "roup", + "ts", + "ces", + "years", + "be", + "log", + "son", + "eb", + "span", + "ined", + "na" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "op", + "assert", + "ju", + "purposes", + "rence", + "stem", + "umeric", + "LI", + "kepada", + "stems", + "pais", + "perk", + "haute", + "flows", + "ocs", + "malloc", + "aquele", + "uq", + "conflicted" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "se", + "y", + "ment", + "j", + "math", + "ib", + "ast", + "one", + "ru", + "ound", + "class", + "ON", + "red", + "pol", + "raph", + "ke", + "som", + "mark", + "vol", + "To", + "RO", + "pha", + "thing", + "mag", + "vi", + "ably", + "ograph", + "kan", + "pract" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ou", + "ic", + "ion", + "el", + "l", + "im", + "g", + "u", + "se", + "ation", + "if", + "th", + "us", + "ht", + "ers", + "and", + "ere", + "com", + "ess", + "pe", + "ain", + "j", + "le", + "pl", + "ame", + "iz", + "ies" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "et", + "ve", + "de", + "ch", + "pe", + "pl", + "age", + "ha", + "ure", + "ang", + "ace", + "ign", + "ens", + "which", + "app", + "ake", + "ater", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "work", + "ystem", + "ays", + "est", + "who" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "id", + "ig", + "ur", + "ay", + "ir", + "ere", + "ill", + "ex", + "art", + "iz", + "ud", + "ang", + "ive", + "all", + "ard", + "ik", + "pl", + "ire", + "ge", + "ph", + "ong", + "one", + "ence", + "au", + "ont" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "eat", + "begitu", + "sehen", + "second", + "perfectly", + "they", + "added", + "sof", + "siy", + "gambar", + "heer", + "wunder", + "Publicity", + "sina", + "n", + "s", + "met", + "photograph", + "lid", + "selection", + "youtu", + "EG", + "liaison" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "s", + "rel", + "perfectly", + "youtu", + "EG", + "gambar", + "Publicity", + "e", + "eat", + "begitu", + "evol", + "sof", + "devenu", + "lid", + "liaison", + "sehen" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "substantial", + "Publicity", + "fielder", + "e", + "ameri", + "rel", + "substantially", + "damn", + "Iz", + "pah", + "resmi", + "necessitate", + "Verenigde", + "serangan", + "outrage", + "lsulfanyl", + "slash", + "publicity", + "Iy", + "widths", + "destes", + "Considerable", + "Vereinigte", + "strongly", + "officially", + "diffuse" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "tog", + "damn", + "Looking", + "anteced", + "necessitate", + "ameri", + "substantial", + "any", + "Iz", + "appellate", + "impeding", + "slash", + "shaped", + "asesin", + "ET", + "Tog", + "strongly", + "somebody", + "Iy", + "fielder", + "Considerable", + "er", + "avrebbe", + "appro", + "aal", + "indicative", + "lach" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "readily", + "tog", + "anteced", + "damn", + "necessitate", + "Considerable", + "avrebbe", + "Tog", + "asesin", + "bunun", + "aal", + "ampio", + "indicative", + "substantial", + "destes", + "somebody", + "lach", + "nacht", + "bore", + "appellate", + "erden", + "strongly" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "readily", + "substantial", + "destes", + "towards", + "thereof", + "ujar", + "necessitate", + "avrebbe", + "erden", + "Iy", + "addirittura", + "strongly", + "merely", + "lsulfanyl", + "Iz", + "arupani", + "abutting", + "vergang", + "stanno", + "horrendous", + "markedly", + "commonly", + "necessitating", + "considerably", + "predominantly", + "horrend" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "because", + "tantamount", + "championed", + "resorting", + "termed", + "necessitating", + "merely", + "cohesive", + "debido", + "detrimental", + "unequivocal", + "stereotypical", + "substantiated", + "solely", + "resilient", + "tradiz", + "orientated", + "predefined", + "monolithic", + "anym", + "devoid", + "resembled", + "destes", + "anymore" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "monolithic", + "resembled", + "prevalent", + "predominant", + "resorting", + "allowing", + "predefined", + "preferential", + "orientated", + "Allowing", + "detrimental", + "positioned", + "cohesive", + "devoid", + "excessively", + "preferentially", + "characteristic", + "predominantly", + "facilitated", + "markedly", + "inherently" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "inherently", + "refrained", + "preferential", + "instinctively", + "bypassing", + "senseless", + "perplexed", + "deliberately", + "preferred", + "preferentially", + "resorting", + "instinctive", + "orientated", + "positioned", + "deliberate", + "hesitant", + "habitually", + "succinctly", + "stubbornly", + "preferable", + "tendencies", + "predetermined", + "avoids", + "excessively", + "redirected", + "redirection", + "perpendicular", + "these", + "inherent", + "nuanced" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "cohesive", + "inherently", + "inherent", + "typical", + "tenacious", + "predominantly", + "numerous", + "preferential", + "readily", + "focused", + "localized", + "devastating", + "staunch", + "bypassing", + "highly", + "aggressive", + "perpendicular", + "predominant", + "discerning", + "genuinely", + "resilient", + "crippling", + "deliberate", + "excessively", + "destructive", + "meandering", + "divergent", + "preferred", + "structural", + "coherent", + "aggressively", + "entrenched" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "inherently", + "fracture", + "penetration", + "bypassing", + "straightforward", + "traversing", + "typical", + "readily", + "penetrating", + "cohesive", + "truly", + "localized", + "tenacious", + "knife", + "rupture", + "penetrated", + "fracturing", + "tendency", + "straight", + "inherent", + "unidirectional", + "traversal", + "grain", + "predictable", + "tendencies", + "shattering", + "transverse", + "tenacity", + "resistant", + "cleavage", + "fractures", + "isotropic" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "fracture", + "grain", + "through", + "cleavage", + "preferentially", + "rupture", + "slicing", + "ductile", + "preferential", + "attravers", + "straight", + "bypassing", + "discontinuous", + "fracturing", + "plane", + "transverse", + "shearing", + "knife", + "brittle", + "Fracture", + "Grain", + "traversing", + "cross", + "traverse", + "across", + "cutting", + "grain", + "direction", + "boundaries", + "penetration", + "inherently", + "Knife" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "fracture", + "crack", + "Fracture", + "grain", + "brittle", + "cleavage", + "rupture", + "ductile", + "propagation", + "fractures", + "grains", + "Grain", + "attravers", + "Crack", + "fracturing", + "cracks", + "breakage", + "Grain", + "Acta", + "shearing", + "cracking", + "plane", + "Plane", + "knife", + "Mode", + "britt", + "HAZ", + "grain", + "recrystall", + "atraves", + "billet" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "fracture", + "crack", + "Fracture", + "cleavage", + "brittle", + "propagation", + "fractures", + "Crack", + "ductile", + "fracturing", + "grain", + "rupture", + "cracks", + "crack", + "tearing", + "Crack", + "epitaxial", + "breakage", + "slicing", + "fissure", + "tear", + "Direction", + "fractured", + "entlang", + "Propagation", + "attravers", + "Fract", + "through" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "inter", + "cleavage", + "cross", + "trans", + "inter", + "fracture", + "attravers", + "S", + "cross", + "across", + "Inter", + "Inter", + "es", + "Me", + "crack", + "straight", + "across", + "ductile", + "H", + "through", + "stra", + "grain", + "cracks", + "O", + "se", + "B", + "fract" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "trans", + "trans", + "Trans", + "Trans", + "TRAN", + "TRANS", + "rans", + "transverse", + "TRAN", + "transc", + "TRANS", + "transl", + "transm", + "transt", + "tran", + "transvers", + "tran", + "otrans", + "transp", + "inter", + "transnational", + "transg", + "cleavage", + "Tran", + "Transc", + "transposition", + "transom", + "Tran" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "trans", + "trans", + "Trans", + "Trans", + "cle", + "transm", + "inter", + "rans", + "TRANS", + "Cle", + "cleavage", + "inter", + "TRANS", + "otrans", + "transp", + "Cle", + "Inter", + "transverse", + "interd", + "transc", + "TRAN", + "transom", + "transvers", + "TRAN", + "tran", + "transmembrane" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "crystall", + "powder", + "penta", + "liqu", + "fragile", + "fract", + "I", + "example", + "and", + "requirements", + "examples", + "brittle", + "trans", + "pent", + "Case", + "find", + "examination", + "And", + "equation", + "Find", + "Want", + "cleavage", + "standard", + "case", + "pure", + "plant", + "harder", + "McL", + "lecture", + "akka", + "gamma", + "Here" + ] + } + ], + "logit_surprising": [ + { + "concept": "been", + "score": 19.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "an", + "output_checked": true + }, + { + "concept": "readily", + "score": 16.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "an", + "output_checked": true + }, + { + "concept": "excessively", + "score": 8.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "and", + "score": 8.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "received", + "output_checked": true + }, + { + "concept": "slight", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "network", + "output_checked": true + }, + { + "concept": "steel", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "severely", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "operational", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "service", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "fracture", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "boundary", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "heat", + "score": 4.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "thermal", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "provoked", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "post", + "output_checked": true + }, + { + "concept": "crack", + "score": 3.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "this", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "In", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "indicative", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "edge", + "output_checked": true + }, + { + "concept": "detrimental", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "cycle", + "output_checked": true + }, + { + "concept": "instigated", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "resulting", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "In", + "output_checked": true + }, + { + "concept": "resulted", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "unexpectedly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "baffling", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "instead", + "output_checked": true + }, + { + "concept": "traditional", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "inherently", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "accordance", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "In", + "output_checked": true + }, + { + "concept": "entire", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "monolithic", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "cycles", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "cycle", + "output_checked": true + }, + { + "concept": "suboptimal", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "vessels", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "vessel", + "output_checked": true + }, + { + "concept": "grains", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "sensitization", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "situated", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "appellate", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "willingness", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "behest", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "post", + "output_checked": true + }, + { + "concept": "impeded", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "substantial", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "instead", + "output_checked": true + }, + { + "concept": "grizz", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "litigation", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "thermal", + "output_checked": true + }, + { + "concept": "bizarre", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "copious", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "blatantly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "instead", + "output_checked": true + }, + { + "concept": "github", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "towards", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "through", + "output_checked": true + }, + { + "concept": "heinous", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "aquellos", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "concomitant", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "because", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "without", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "estadounid", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "w", + "output_checked": true + }, + { + "concept": "ecommerce", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "receives", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "received", + "output_checked": true + }, + { + "concept": "unjust", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "unknowingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "rectMode", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "w", + "output_checked": true + }, + { + "concept": "inadvertently", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "thermal", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-04__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-04__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-04__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-04__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-boundary-attack-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Chromium-depleted interfacial attack 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Austenitic sheet aged near 650 degrees Celsius showed continuous carbide films around grains. An aggressive liquid subsequently produced narrow grooves along the same paths.", + "prompt_tail": "eet aged near 650 degrees Celsius showed continuous carbide films around grains. An aggressive liquid subsequently produced narrow grooves along the same paths.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-boundary-attack-05", + "carrier_id": null, + "target_family": "boundary-attack", + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 101 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 19506, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 408 + }, + { + "label": "corrosion", + "best_rank": 240, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 100 + }, + { + "label": "sensitization", + "best_rank": 17404, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 11591 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "arn", + "forcing", + "fg", + "arnataka", + "nabi", + "Gina", + "forcing", + "Executor", + "ork", + "employment", + "niki", + "WATER", + "qc", + "pn", + "irg", + "Blocking", + "blocking", + "SIG", + "Uy", + "hydros", + "irken", + "ners", + "astri", + "sorption", + "Nong", + "sigs" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "release", + "Signing", + "Release", + "Signing", + "signed", + "signing", + "Release", + "Signed", + "Released", + "release", + "leasing", + "Signs", + "Signed", + "RELEASE", + "trance", + "releasing", + "addItem", + "releases", + "ently", + "angent", + "released", + "else", + "signs", + "signings", + "ril" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "ocked", + "jaye", + "Methyl", + "mno", + "marginLeft", + "Methyl", + "methyl", + "Earl", + "trance", + "CCCCCC", + "ProductCategory", + "jai", + "icro" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "mrs", + "compressive", + "LX", + "Angst", + "ksi", + "a", + "akan", + "memset", + "Signing", + "Mrs", + "apt", + "Douglas", + "analges", + "microphones", + "pageSize", + "gqlgen", + "signed", + "weg", + "petroleum" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Oliveira", + "DOP", + "Glover", + "Egyptian", + "elingen", + "Lynn", + "Ungarn", + "atian", + "avorite", + "glacial", + "hispanic", + "magnetite", + "Georg", + "Jorge", + "Cp", + "ccin", + "Jorge", + "BOP", + "lig", + "Fitzgerald", + "jordan", + "Nuclear", + "Liga", + "Buckley", + "cinn" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Cp", + "lt", + "Nichols", + "cp", + "Nicholas", + "celtic", + "umers", + "lng", + "qc", + "Qaraldi", + "jp", + "alex", + "Niagara", + "atibus", + "dental", + "Ellis", + "Tricks", + "atlantic", + "daniel", + "Alexander", + "weg" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Pleas", + "mason", + "umer", + "nesium", + "Ums", + "myl", + "python", + "ple", + "scissors", + "eless", + "minecraft", + "t", + "chy", + "orian", + "LeBron", + "Finally", + "cuer", + "paragraph", + "Tucson", + "Chiron", + "ruptedException", + "Chrys", + "Srinagar" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "RELEASE", + "haya", + "tha", + "leasing", + "release", + "gh", + "enl", + "Release", + "Released", + "algo", + "getragen", + "ForEach", + "supermerc", + "en", + "hent", + "tho", + "Fruit", + "bli", + "RELEASE", + "Psych", + "escal", + "urably", + "mathbb", + "front", + "hl" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "release", + "bly", + "ve", + "released", + "r", + "compassion", + "Alexander", + "furthermore", + "synes", + "google", + "signed", + "Releases", + "signings", + "Release", + "Caffeine", + "s", + "dere", + "ypress", + "ril" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "j", + "s", + "r", + "ve", + "dere", + "dir", + "ors", + "releases", + "mal", + "release", + "s", + "oss", + "ny", + "energi", + "ja", + "bly", + "f", + "si", + "rec", + "Siren", + "cer", + "Alexander", + "dere", + "en", + "ments", + "iber", + "eless", + "issant" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "en", + "dir", + "night", + "rog", + "haf", + "ures", + "heartedly", + "gehend", + "lepas", + "Dordrecht", + "shore", + "irov", + "meng", + "ujos", + "ively", + "aqu", + "manner", + "mat", + "rad", + "uri" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "esimerkiksi", + "certainly", + "examples", + "soften", + "s", + "certeza", + "urious", + "beispielsweise", + "cetera", + "furthermore", + "softening", + "ures", + "voila", + "Moreover", + "t", + "creases", + "moreover", + "ified", + "sur", + "dif", + "rosion", + "fato", + "folds" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "esimerkiksi", + "t", + "certainly", + "urious", + "sur", + "enorm", + "examples", + "creases", + "moreover", + "cetera", + "furthermore", + "beispielsweise", + "celles", + "ve", + "preponder", + "dif", + "certeza", + "exuber", + "folds", + "preval", + "ures", + "soften", + "slik", + "ified" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "s", + "ures", + "urious", + "vehement", + "voila", + "decadent", + "dir", + "Veamos", + "ogo", + "dac", + "uri", + "lepas", + "do", + "instances", + "coveted", + "certeza", + "detriment", + "enorm", + "ritic", + "perhaps", + "ogado", + "tyle", + "digamos", + "ond", + "uj" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "sensibility", + "examples", + "vnd", + "ium", + "sheep", + "vehement", + "softening", + "assertions", + "Veamos", + "instances", + "dac", + "bv", + "insistent", + "Ejemplo", + "likewise", + "certainly", + "voila", + "detriment", + "ures", + "wire", + "certeza", + "urably" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "additive", + "horrid", + "Pdf", + "adren", + "assertions", + "stderr", + "Dn", + "ghijkl", + "arcane", + "snd", + "dT", + "ODM", + "assaults", + "Postgres", + "posteriores", + "WoW", + "Fallout", + "Xr", + "deckung", + "Postfix", + "dud", + "xr" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "additive", + "stderr", + "NonNull", + "softener", + "posteriores", + "Postgres", + "attempting", + "arcane", + "adren", + "obnoxious", + "ycopg", + "STADT", + "dT", + "attempted", + "testers", + "horrid", + "deckung", + "arcade", + "assertions", + "NSF" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "pvc", + "subsequently", + "gdf", + "subsequent", + "vervolgens", + "attempted", + "PSI", + "adren", + "hasilnya", + "deckung", + "seterusnya", + "attempts", + "silicone", + "PVC", + "intentos", + "sebum", + "psi", + "posteriormente", + "MNOP", + "psyched", + "Padres", + "HOMO", + "Bb", + "Tetrahedron", + "resulting", + "dfs", + "Horde" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "subsequent", + "pvc", + "subsequently", + "PVC", + "sequent", + "PVC", + "Subsequent", + "adversaries", + "vervolgens", + "bepaalde", + "attempts", + "sen", + "attempted", + "successive", + "assaults", + "seterusnya", + "hydrocarbon", + "unspecified", + "attempt", + "seguinte", + "DTS", + "exertions" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "abrasive", + "enium", + "corrosive", + "subsequent", + "adren", + "attempting", + "subsequently", + "attempted", + "assaults", + "anthracene", + "aceut", + "ulous", + "aqueous", + "attempt", + "attempts", + "Acids", + "adversary", + "assail", + "allergen", + "grout", + "lubric", + "Transporte", + "acids", + "adversaries", + "Attempts", + "Ammon", + "undesired" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "acid", + "Acids", + "acids", + "abrasive", + "corrosive", + "assail", + "adren", + "acidic", + "sulfuric", + "aggressive", + "liquids", + "solvent", + "aceite", + "ulous", + "lubric", + "Acid", + "gressive", + "sulphuric", + "additive", + "reagents", + "blamed", + "arrend", + "aqueous", + "acids" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "Acids", + "acids", + "acid", + "corrosive", + "acidic", + "abrasive", + "Acid", + "alkaline", + "acidified", + "acids", + "gressive", + "ulent", + "aggressive", + "reagents", + "acid", + "caustic", + "attempt", + "aceite", + "sulfuric", + "aholic", + "ulous", + "Acid", + "acides", + "assail", + "icida", + "enium", + "Attempts" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "aggressive", + "aggressive", + "Agg", + "agres", + "agress", + "Agg", + "aggressively", + "acid", + "agg", + "acids", + "Acids", + "corrosive", + "aggress", + "attack", + "gressive", + "Attack", + "agg", + "aggressiveness", + "Acid", + "acidic", + "liquids", + "attaque", + "aggression", + "assaults", + "attacked" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "aggressive", + "aggressive", + "Agg", + "Agg", + "agres", + "agress", + "aggress", + "agg", + "agg", + "acid", + "aggressively", + "aggressiveness", + "ag", + "corrosive", + "aggression", + "attack", + "liquid", + "liquid", + "aggregates", + "Aggregate", + "AG", + "liquids", + "Attack", + "gressive" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "aggressive", + "liquid", + "liquid", + "Agg", + "aggressive", + "Agg", + "agres", + "agg", + "liquids", + "Liquid", + "agg", + "Liquid", + "liquide", + "ag", + "aggress", + "agress", + "cairan", + "aggressively", + "Aggregate", + "liquido" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "as", + "large", + "more", + "of", + "These", + "out", + "the", + "about", + "The", + "trapped", + "to", + "but", + "a", + "layer", + "liquid", + "and", + "thought", + "An", + "I", + "This", + "Liquid", + "outer", + "concentrated", + "Large", + "Each", + "they", + "high", + "They", + "The", + "many", + "left", + "analysis" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 13636, + 53020, + 32277, + 43171, + 97723, + 6197, + 123123, + 64053, + 62955, + 52532, + 66026, + 93738, + 83319, + 54340, + 45873, + 52957, + 39112, + 51416, + 40772, + 52617, + 116512, + 83031, + 37717, + 19507, + 27707, + 2483 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 111658, + 91645, + 71604, + 216423, + 54876, + 98730, + 177855, + 46705, + 236185, + 174351, + 32416, + 58155, + 70810, + 33167, + 42305, + 37640, + 35961, + 9066, + 1989, + 7467, + 3095, + 650, + 241, + 2051, + 6804, + 2463 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 122237, + 84368, + 120853, + 54121, + 167067, + 126755, + 240931, + 214902, + 132446, + 140304, + 76178, + 94574, + 71855, + 77506, + 61933, + 101075, + 88556, + 56180, + 17451, + 17405, + 47607, + 25273, + 50377, + 58477, + 98416, + 152596 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 37736, + 50749, + 50037, + 131648, + 129511, + 10207, + 27074, + 409, + 2870, + 5656, + 32324, + 44244, + 4603, + 11682 + ] + }, + { + "label": "corrosion", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 63205, + 44221, + 22583, + 18749, + 79002, + 10207, + 9905, + 2677, + 442, + 370, + 338, + 101, + 255, + 250 + ] + }, + { + "label": "sensitization", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 166096, + 167171, + 145245, + 175006, + 202259, + 211942, + 143918, + 24192, + 26399, + 11592, + 24517, + 43200, + 80750, + 167074 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "mismos", + "score": 5.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "same", + "output_checked": true + }, + { + "concept": "INES", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "6", + "output_checked": true + }, + { + "concept": "aforementioned", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "same", + "output_checked": true + }, + { + "concept": "preponder", + "score": 3.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "films", + "output_checked": true + }, + { + "concept": "ITest", + "score": 3.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "continuous", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "Aust", + "output_checked": true + }, + { + "concept": "Gewalt", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "paths", + "output_checked": true + }, + { + "concept": "additive", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "customize", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "compositional", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "films", + "output_checked": true + }, + { + "concept": "circumference", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "around", + "output_checked": true + }, + { + "concept": "circumferential", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ObjectId", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "mostrar", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "layer", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "films", + "output_checked": true + }, + { + "concept": "annealed", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "months", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "6", + "output_checked": true + }, + { + "concept": "violet", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "ridges", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "grooves", + "output_checked": true + }, + { + "concept": "Ine", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "FFECT", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Oto", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "ODM", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "en", + "output_checked": true + }, + { + "concept": "wonderland", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "Psi", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "films", + "output_checked": true + }, + { + "concept": "typescript", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "paths", + "output_checked": true + }, + { + "concept": "chanel", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "films", + "output_checked": true + }, + { + "concept": "azide", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "Ontology", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "paths", + "output_checked": true + }, + { + "concept": "muestra", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "abrasive", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "traced", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "paths", + "output_checked": true + }, + { + "concept": "acid", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Acids", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "near", + "output_checked": true + }, + { + "concept": "carbides", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "periphery", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "around", + "output_checked": true + }, + { + "concept": "vicino", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "near", + "output_checked": true + }, + { + "concept": "six", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "5", + "output_checked": true + }, + { + "concept": "heat", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "natur", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "6", + "output_checked": true + }, + { + "concept": "exemplo", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "en", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "eman", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "films", + "output_checked": true + }, + { + "concept": "serta", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "along", + "output_checked": true + }, + { + "concept": "obtuse", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "continuous", + "output_checked": true + }, + { + "concept": "substitutional", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "Winter", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "around", + "output_checked": true + }, + { + "concept": "remarked", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pvc", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "observed", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dukk", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "subsequently", + "output_checked": true + }, + { + "concept": "interstitials", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "6", + "output_checked": true + }, + { + "concept": "MenuInflater", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "5", + "output_checked": true + }, + { + "concept": "arrend", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "around", + "output_checked": true + }, + { + "concept": "temperature", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "vic", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "fort", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "subsequently", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "conven", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "et", + "se", + "th", + "wh", + "row", + "gh", + "ar", + "ne", + "sa", + "yst", + "inter", + "any", + "anc", + "ton", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "min", + "ces", + "rol", + "equ", + "self", + "years", + "be", + "log", + "son" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "uq", + "pitted", + "conflicted", + "comp", + "rence", + "flows", + "decayed", + "lasan", + "statesmen", + "assert", + "ju", + "comple", + "yaitu", + "afin", + "voyages", + "ridden" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "t", + "on", + "th", + "one", + "az", + "med", + "som", + "mark", + "fam", + "vol", + "To", + "mag", + "vi", + "ware", + "That", + "mit", + "Med", + "quick", + "lied", + "couple", + "rele", + "London", + "That", + "sen", + "supported" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "or", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "l", + "im", + "g", + "ur", + "se", + "be", + "th", + "us", + "ht", + "and", + "com", + "ess", + "pe", + "ity", + "j", + "le", + "pl", + "ure", + "un", + "av", + "able" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "A", + "B", + "C", + "D", + "E", + "F", + "G", + "H", + "I", + "J", + "K", + "L", + "M", + "N", + "O", + "P", + "Q", + "R", + "S", + "T", + "U", + "V" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "le", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "un", + "ere", + "com", + "pe", + "end", + "ill", + "ex", + "rom", + "art", + "this", + "iz", + "ies", + "ang", + "ive", + "all", + "ard" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "p", + "w", + "f", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "ew", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "ice", + "comp", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "set" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "of", + "they", + "eat", + "sehen", + "sof", + "wunder", + "tio", + "ers", + "equip", + "second", + "lid", + "terrible", + "selection", + "youtu", + "evol", + "Eles", + "bringen", + "mellow" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "mellow", + "s", + "rel", + "regard", + "equip", + "depart", + "reput", + "substantial", + "slash", + "administrator", + "Ful", + "technically", + "grandfather", + "aal", + "martial", + "aat", + "youtu", + "eat", + "imitation", + "sehen", + "successfully", + "evol", + "tentative", + "sof", + "offic", + "veterinarian", + "devenu" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "equip", + "substantial", + "slash", + "behalf", + "imitation", + "resmi", + "devenu", + "Tog", + "easily", + "et", + "readily", + "substantially", + "Looking", + "organization", + "aal", + "demise", + "offic", + "tog", + "tanti", + "Verenigde", + "successor", + "Publicity", + "Creators" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "fielder", + "demise", + "tog", + "slight", + "substantial", + "declining", + "Looking", + "ET", + "resmi", + "Tog", + "watchful", + "Creators", + "colloqu", + "Verenigde", + "readily", + "zaman", + "also", + "ameri", + "immense", + "damn", + "aal", + "ributor", + "tentative", + "dictator", + "Excuse", + "papan" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "demise", + "tog", + "fielder", + "slight", + "immense", + "Considerable", + "also", + "Tog", + "Creators", + "substantial", + "zaman", + "declining", + "necessitate", + "similar", + "damn", + "crs", + "shri", + "colloqu" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "contempt", + "scorn", + "destes", + "cati", + "outraged", + "shri", + "exacerbated", + "lousy", + "enraged", + "substantial", + "ameri", + "despicable", + "immense", + "rins", + "bunun", + "tanti", + "orting", + "Creators", + "fielder", + "esas" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "exacerbated", + "another", + "desses", + "tych", + "these", + "but", + "triggered", + "esses", + "insulting", + "worsened", + "destes", + "reminiscent", + "another", + "Subsequent", + "Elovl", + "additional" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "Subsequent", + "subsequent", + "subsequently", + "reminiscent", + "resulted", + "exacerbated", + "destabil", + "resulting", + "instigated", + "those", + "provoked", + "resembled", + "facilitated", + "Subsequently", + "triggered", + "followed", + "caused", + "Similar", + "revela", + "imparted", + "these", + "then", + "markedly" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "subsequent", + "subsequently", + "facilitated", + "resulting", + "consecutive", + "Subsequent", + "exerted", + "subsequ", + "resulted", + "successive", + "resultant", + "provoked", + "instigated", + "ensuing", + "exacerbated", + "protrusions", + "stimulated", + "reshaping", + "triggered", + "sparked", + "intensified", + "stroked", + "engender", + "accented", + "another", + "demonstrated", + "induced", + "markedly", + "swiftly", + "upheaval" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "subsequent", + "second", + "uncovering", + "deliberately", + "further", + "resulting", + "guided", + "highly", + "upheaval", + "observed", + "reshaping", + "strongly", + "deeply", + "striking", + "successive", + "purposeful", + "undulating", + "uneven", + "targeted", + "subsequently", + "consecutive", + "poorly", + "resultant", + "focused", + "aggressive", + "facilitated", + "excessively", + "applied", + "another", + "subjected", + "destructive", + "deliberate" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "subsequent", + "successive", + "liquids", + "second", + "subsequently", + "liquid", + "corrosive", + "further", + "aggressive", + "destructive", + "consecutive", + "Liqu", + "agitated", + "secondary", + "vigorous", + "Subsequent", + "liquefied", + "judicious", + "concentrated", + "purposeful", + "repeated", + "stirred", + "bombardment", + "intense", + "Liquid", + "onslaught", + "upheaval", + "deliberately", + "hammering", + "forceful", + "Liquids" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "subsequent", + "aggressive", + "corrosive", + "vigorous", + "dilute", + "aqueous", + "acidic", + "highly", + "diluted", + "abrasive", + "solution", + "concentrated", + "liquids", + "subsequently", + "immersion", + "intense", + "destructive", + "caustic", + "second", + "strongly", + "agitated", + "gentle", + "harsh", + "moderately", + "arduous", + "merciless", + "successive", + "reactive", + "alkaline", + "ruthless", + "onslaught" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "acid", + "corrosive", + "aggressive", + "acids", + "acidic", + "Acid", + "abrasive", + "an", + "Liquids", + "dilute", + "subsequent", + "liquids", + "solvent", + "Liqu", + "liquid", + "Acids", + "Liqu", + "etching", + "alkaline", + "aqueous", + "acetic", + "caustic", + "highly", + "diluted", + "Liquid" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "acid", + "acids", + "acidic", + "corrosive", + "Acid", + "aggressive", + "Acids", + "alkaline", + "caustic", + "acidified", + "acid", + "abrasive", + "acids", + "acetic", + "Acid", + "etching", + "HCl", + "corros", + "acides", + "alkali", + "dilute", + "acidity", + "NaOH", + "liquids", + "sulfuric" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "aggressive", + "aggressive", + "acid", + "Agg", + "Agg", + "aggress", + "agres", + "acids", + "aggression", + "corrosive", + "agress", + "aggressiveness", + "aggressively", + "liquid", + "attacking", + "acidic", + "Acids", + "agg", + "liquids", + "attack", + "agg", + "Acid", + "acid", + "liquid" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "aggressive", + "agres", + "Agg", + "Agg", + "aggressive", + "aggress", + "agress", + "liquid", + "aggression", + "acid", + "agg", + "liquid", + "liquids", + "corrosive", + "aggressiveness", + "AG", + "ag", + "aggressively", + "Liquid", + "liquide", + "Liquid", + "liquides" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "aggressive", + "aggressive", + "liquid", + "agres", + "Agg", + "liquid", + "Liquid", + "Agg", + "Liquid", + "agress", + "aggress", + "liquids", + "liquide", + "liquido", + "aggressiveness", + "aggressively", + "Liquids", + "ag", + "aggression", + "liquides" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "as", + "large", + "more", + "of", + "These", + "out", + "the", + "about", + "The", + "trapped", + "to", + "but", + "a", + "layer", + "liquid", + "and", + "thought", + "An", + "I", + "This", + "Liquid", + "outer", + "concentrated", + "Large", + "Each", + "they", + "high", + "They", + "The", + "many", + "left", + "analysis" + ] + } + ], + "logit_surprising": [ + { + "concept": "been", + "score": 7.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "somebody", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "analysis", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "An", + "output_checked": true + }, + { + "concept": "readily", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "An", + "output_checked": true + }, + { + "concept": "severely", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "your", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "damn", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "heat", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "there", + "score": 4.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "evoked", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "0", + "output_checked": true + }, + { + "concept": "impeding", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "continuous", + "output_checked": true + }, + { + "concept": "slight", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "produced", + "output_checked": true + }, + { + "concept": "resulted", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "films", + "output_checked": true + }, + { + "concept": "noticeable", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "grooves", + "output_checked": true + }, + { + "concept": "temperature", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "pathways", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "paths", + "output_checked": true + }, + { + "concept": "probationary", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "5", + "output_checked": true + }, + { + "concept": "unfore", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "continuous", + "output_checked": true + }, + { + "concept": "favore", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "around", + "output_checked": true + }, + { + "concept": "ample", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "subsequently", + "output_checked": true + }, + { + "concept": "Considerable", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "along", + "output_checked": true + }, + { + "concept": "awaiting", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "5", + "output_checked": true + }, + { + "concept": "ortam", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "uninterrupted", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "continuous", + "output_checked": true + }, + { + "concept": "excessively", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "aggressive", + "output_checked": true + }, + { + "concept": "outlining", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "periphery", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "around", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "approximately", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "extensive", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "subsequently", + "output_checked": true + }, + { + "concept": "tested", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "those", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "same", + "output_checked": true + }, + { + "concept": "carbon", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "aforementioned", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "same", + "output_checked": true + }, + { + "concept": "acid", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "fielder", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "years", + "score": 2.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "5", + "output_checked": true + }, + { + "concept": "hectares", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "0", + "output_checked": true + }, + { + "concept": "notoriously", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "pacific", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "disturbance", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "liquid", + "output_checked": true + }, + { + "concept": "serp", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "deteriorating", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "aggressive", + "output_checked": true + }, + { + "concept": "immisc", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "liquid", + "output_checked": true + }, + { + "concept": "impede", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "subsequently", + "output_checked": true + }, + { + "concept": "pochi", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "near", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "impeded", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "continuous", + "output_checked": true + }, + { + "concept": "eroding", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "aggressive", + "output_checked": true + }, + { + "concept": "anhyd", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "liquid", + "output_checked": true + }, + { + "concept": "impending", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "sorely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "films", + "output_checked": true + }, + { + "concept": "seemed", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "insulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "reportedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "whitish", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "exacerbated", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "produced", + "output_checked": true + }, + { + "concept": "but", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "unexpectedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "continuous", + "output_checked": true + }, + { + "concept": "migrate", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "erneut", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "subsequently", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-05__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-05__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-05__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-05__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cyclic-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Progressive damage under repeated loading 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A compressor blade endured millions of small vibration cycles before failing. Curved arrest lines radiated from a surface defect toward a small rough overload region.", + "prompt_tail": "ressor blade endured millions of small vibration cycles before failing. Curved arrest lines radiated from a surface defect toward a small rough overload region.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cyclic-01", + "carrier_id": null, + "target_family": "cyclic", + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 54792, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 731 + }, + { + "label": "crack", + "best_rank": 18, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 155 + }, + { + "label": "propagation", + "best_rank": 849, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 110 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "arnataka", + "forcing", + "employment", + "arn", + "qc", + "WATER", + "fg", + "nabi", + "Sask", + "Gina", + "Blocking", + "employment", + "bors", + "astri", + "Fors", + "Uy", + "forcing", + "denly", + "lifeline", + "Executor", + "Karla", + "blocking", + "APPA", + "irg", + "jose", + "Nong", + "Forsyth" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "Signing", + "release", + "Signing", + "signed", + "signing", + "Release", + "Release", + "Signed", + "oscopy", + "release", + "Signed", + "Released", + "Signs", + "angent", + "ril", + "releasing", + "releases", + "signer", + "leasing", + "signings", + "RELEASE", + "ammed", + "ueless", + "else", + "released", + "ently" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Signing", + "marginLeft", + "educativo", + "Eink", + "Signing", + "ently", + "mno", + "signing", + "Wembley", + "Franken", + "trance", + "Eren", + "icro", + "whisper", + "Methyl", + "Selig", + "mathbb", + "ategorie" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "mrs", + "compressive", + "signed", + "Angst", + "Pum", + "Mrs", + "Signing", + "weg", + "english", + "Mrs", + "changers", + "Signing", + "Socrates", + "adulthood", + "Signup", + "Signs", + "anglais", + "akan" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "DOP", + "Horner", + "Bowman", + "Lynn", + "resalt", + "elingen", + "Jorge", + "cinn", + "Ungarn", + "hispanic", + "atian", + "Jorge", + "ccin", + "anner", + "Karan", + "Glover", + "atism", + "wonders", + "Lazio", + "Egyptian", + "Arqu", + "jordan", + "Brilliant", + "Krakow", + "opl", + "Atty", + "Santorini", + "Kazim", + "practitioner", + "Galer" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "umers", + "atibus", + "celtic", + "lt", + "jp", + "Qaraldi", + "cp", + "qc", + "kvadr", + "Nicholas", + "Cp", + "daniel", + "strategies", + "Tricks", + "Aus", + "carlos", + "Joao", + "inz", + "amts", + "Satt", + "dental" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mason", + "Ums", + "nesium", + "Pleas", + "umer", + "myl", + "python", + "ple", + "paragraph", + "jaye", + "eless", + "ruptedException", + "mysql", + "Chrys", + "orian", + "Finally", + "softener", + "Chiron", + "scissors", + "minecraft", + "chy", + "Aires" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "RELEASE", + "haya", + "tha", + "enl", + "release", + "leasing", + "en", + "numpy", + "ForEach", + "prive", + "tho", + "gh", + "Released", + "FAF", + "mno", + "ukai", + "getragen", + "mathbb", + "lycer", + "Release", + "uire", + "urably", + "escal", + "bli", + "xing" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "bly", + "releases", + "ve", + "compassion", + "synes", + "r", + "s", + "sm", + "ypress", + "prises", + "d", + "signed", + "kipun", + "impulso", + "pertin", + "asegurarse", + "released", + "kitten", + "su" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "j", + "ve", + "r", + "s", + "dere", + "si", + "dir", + "mal", + "f", + "bly", + "f", + "issant", + "d", + "releases", + "t", + "en", + "oss", + "Siren", + "ja", + "ors", + "energi", + "pertin", + "st", + "ser", + "med", + "min", + "su" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "night", + "en", + "theater", + "shore", + "uette", + "sen", + "f", + "gehend", + "meng", + "rog", + "Dordrecht", + "to", + "dir", + "ures", + "ively", + "heartedly", + "lepas", + "manner", + "l", + "g", + "ledes" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "s", + "certainly", + "Moreover", + "certeza", + "moreover", + "digamos", + "voila", + "Furthermore", + "esimerkiksi", + "urious", + "furthermore", + "Kalau", + "beispielsweise", + "fold", + "folds", + "sen", + "uette", + "cetera", + "heartedly", + "ve", + "fato", + "dass", + "sink" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "moreover", + "certainly", + "digamos", + "Moreover", + "urious", + "furthermore", + "certeza", + "esimerkiksi", + "folds", + "sen", + "preponder", + "ve", + "t", + "enorm", + "comienzo", + "sur", + "preval", + "fold", + "beispielsweise", + "celles", + "dif", + "ified" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "voila", + "digamos", + "night", + "perhaps", + "virt", + "uette", + "instances", + "gie", + "sheep", + "roir", + "s", + "Prim", + "urably", + "perhaps", + "certainly", + "Moreover", + "ogf", + "ver", + "xr", + "vehement", + "theater", + "selves", + "ogo" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "vehement", + "sensibility", + "Etc", + "instances", + "sheep", + "med", + "voila", + "Examining", + "certainly", + "xr", + "examined", + "assertions", + "affirmed", + "bv", + "gie", + "digamos", + "perhaps", + "icule", + "sporadic", + "dac", + "mapped", + "uette", + "moreover", + "Bela", + "enunci" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "instances", + "sporadic", + "esque", + "visuals", + "GSM", + "linson", + "opus", + "engravings", + "sheep", + "ephemeral", + "hz", + "ghijkl", + "Romeo", + "ed", + "visible", + "pvc", + "typescript", + "sensibility", + "affirm", + "enium", + "discord", + "scapes", + "nefarious" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "typescript", + "Discord", + "visualizations", + "discord", + "visible", + "visualized", + "Discord", + "ographic", + "gothic", + "linson", + "cryptic", + "intelligible", + "ornamental", + "visuals", + "rectangles", + "sporadic", + "MQTT", + "estand", + "iteratively", + "engravings" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "visualized", + "geometries", + "demarc", + "gaze", + "fractal", + "instances", + "visualizations", + "tetrahedral", + "discernible", + "DISTINCT", + "discern", + "bmp", + "jectories", + "trajectory", + "diffract", + "visible", + "persisted", + "pierced", + "Notas", + "discerned", + "geometric", + "discord", + "mutable", + "ephemeral", + "arithmic", + "posits", + "pvc" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "ed", + "eman", + "en", + "emanating", + "Gestaltung", + "beau", + "f", + "seg", + "enunciado", + "situation", + "anzeigen", + "no", + "sled", + "sel", + "serpentine", + "cen", + "jellem", + "s", + "ricanes", + "determinadas", + "particular", + "since", + "Darstellung" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "ed", + "eman", + "centerline", + "traced", + "quartzite", + "seg", + "luminance", + "enium", + "emanating", + "Lines", + "lines", + "vanuit", + "ejes", + "linien", + "Convergence", + "OrderedDict", + "anzeigen", + "Convergence", + "lines", + "Eulerian", + "termini", + "Intersection", + "Annotated", + "vertices", + "OCA", + "determinante" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Lines", + "lines", + "ed", + "traced", + "eman", + "Lines", + "lines", + "Convergence", + "Convergence", + "associ", + "quartzite", + "Anglican", + "Ahl", + "LINES", + "ingles", + "tang", + "likely", + "curvil", + "tangente", + "Annotated", + "likely", + "termini", + "Proven", + "linien", + "lasti" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "lines", + "Lines", + "lines", + "ed", + "Lines", + "linien", + "traced", + "eman", + "elines", + "line", + "linhas", + "LINES", + "crack", + "WriteLine", + "line", + "arcs", + "Trace", + "tangente", + "ridges", + "centerline" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "curved", + "ed", + "Curved", + "curvil", + "curves", + "lines", + "cur", + "Curves", + "radiating", + "curvature", + "lines", + "curvy", + "radi", + "crack", + "attered", + "aried", + "vibrating", + "traced", + "igated", + "Curves", + "ari", + "ged", + "curve" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "curved", + "ed", + "Curved", + "attered", + "ar", + "cur", + "traced", + "ged", + "lines", + "igated", + "curvil", + "arcs", + "attering", + "curves", + "arched", + "tapered", + "arches", + "aried", + "curvature", + "radi", + "textured", + "textured", + "curving", + "ari", + "ared", + "arked", + "radiating", + "curvy", + "quartzite" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Curved", + "curved", + "cur", + "Cur", + "curvil", + "curvature", + "ar", + "ared", + "Cur", + "CUR", + "aried", + "arked", + "curvature", + "cur", + "igated", + "arrested", + "curves", + "ulated", + "curvy", + "curve", + "Curves", + "Cancelled", + "attered", + "or", + "Curves", + "curfew", + "curve" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "curved", + "cur", + "cur", + "user", + "stress", + "aligned", + "curve", + "analyst", + "surface", + "survey", + "linear", + "v", + "ell", + "lovely", + "accelerating", + "other", + "high", + "radiating", + "higher", + "I", + "outer", + "radially", + "analysis", + "align", + "realistic", + "aligned", + "unique", + "secondary", + "correct", + "elevated", + "clear", + "rough" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 231857, + 185791, + 196043, + 100273, + 165101, + 162623, + 15419, + 219001, + 156568, + 196289, + 244927, + 159841, + 181642, + 205520, + 101849, + 157431, + 65162, + 115363, + 223719, + 112282, + 54793, + 87247, + 109262, + 111831, + 119119, + 3625 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 17977, + 20433, + 27191, + 81892, + 145626, + 41342, + 217434, + 14843, + 136149, + 95457, + 28991, + 61670, + 57470, + 36884, + 44508, + 21129, + 19115, + 708, + 133, + 86, + 361, + 19, + 21, + 45, + 1406, + 50 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 82040, + 120009, + 139546, + 89598, + 50695, + 141313, + 54576, + 95733, + 47261, + 23882, + 21956, + 26331, + 31559, + 62500, + 81356, + 158371, + 105710, + 134645, + 92959, + 2014, + 1644, + 850, + 13052, + 36734, + 31119, + 1813 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 48463, + 71957, + 55530, + 127095, + 90145, + 23642, + 10839, + 12555, + 1849, + 732, + 2829, + 5776, + 21582, + 5537 + ] + }, + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 23532, + 25562, + 22524, + 9364, + 21019, + 28051, + 3255, + 1482, + 557, + 385, + 276, + 156, + 679, + 327 + ] + }, + { + "label": "propagation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 25844, + 63356, + 59360, + 52344, + 42183, + 1894, + 1975, + 3270, + 1465, + 111, + 725, + 612, + 14438, + 35995 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "failure", + "score": 7.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "before", + "output_checked": true + }, + { + "concept": "preponder", + "score": 7.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "billions", + "score": 5.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "millions", + "output_checked": true + }, + { + "concept": "flaws", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "roughness", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "region", + "output_checked": true + }, + { + "concept": "ODM", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "antes", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "failing", + "output_checked": true + }, + { + "concept": "typescript", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "editText", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "from", + "output_checked": true + }, + { + "concept": "whats", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "vibration", + "output_checked": true + }, + { + "concept": "segura", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "suspected", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "region", + "output_checked": true + }, + { + "concept": "Failure", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "failing", + "output_checked": true + }, + { + "concept": "area", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "region", + "output_checked": true + }, + { + "concept": "outward", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "cracks", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "small", + "output_checked": true + }, + { + "concept": "cytot", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "arrest", + "output_checked": true + }, + { + "concept": "blades", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "econ", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "encompassed", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "XHTML", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "from", + "output_checked": true + }, + { + "concept": "FIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "compressor", + "output_checked": true + }, + { + "concept": "Ironman", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "stout", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "MYSQL", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "from", + "output_checked": true + }, + { + "concept": "unruly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "cryptic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "WndProc", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "overload", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "region", + "output_checked": true + }, + { + "concept": "MNOP", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "countDown", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "pvc", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "spheroid", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "Diffraction", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Significantly", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "overload", + "output_checked": true + }, + { + "concept": "EOUS", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "from", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "infinitesimal", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "linea", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "eman", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "loadings", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "overload", + "output_checked": true + }, + { + "concept": "priori", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "multitudes", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "vehement", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "unrest", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "region", + "output_checked": true + }, + { + "concept": "velocities", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "vibration", + "output_checked": true + }, + { + "concept": "Noeud", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "Curved", + "output_checked": true + }, + { + "concept": "tetromino", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "visualized", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "emanating", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "circunferencia", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "from", + "output_checked": true + }, + { + "concept": "edges", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "outwards", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "fato", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "LITTLE", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "small", + "output_checked": true + }, + { + "concept": "Oblast", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "Trouver", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "generalizations", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "devising", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "defect", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "th", + "wh", + "ers", + "and", + "row", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "set", + "any", + "anc", + "clud", + "ey", + "ton", + "tr", + "pect", + "red", + "tern", + "ray", + "ative", + "ser", + "roup", + "min" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "ner", + "rence", + "uq", + "pitted", + "conflicted", + "es", + "an", + "is", + "ne", + "br", + "son", + "qual", + "assert", + "sav", + "ju", + "umeric", + "LI", + "kepada", + "apt", + "yaitu" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "iv", + "j", + "one", + "ON", + "includ", + "med", + "tem", + "ke", + "som", + "mark", + "fin", + "vol", + "ivid", + "To", + "pha", + "mag", + "vi", + "ably", + "yang", + "epend", + "That", + "mit", + "Med", + "sugg", + "suggest", + "quick", + "iet", + "recomm" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "s", + "al", + "le", + "m", + "ing", + "ion", + "el", + "l", + "st", + "re", + "im", + "g", + "u", + "se", + "ation", + "be", + "st", + "if", + "th", + "us", + "ers", + "com", + "pe", + "ain", + "j", + "pl", + "ch", + "by", + "ies", + "en" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "H", + "K", + "O", + "S", + "U", + "V", + "W", + "d", + "f", + "g", + "j", + "m", + "t", + "u", + "v", + "z", + "he", + "m", + "ic", + "ve", + "The", + "ha", + "ad", + "which", + "app", + "xt", + "yst" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "le", + "ion", + "as", + "ent", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "ra", + "ere", + "com", + "pe", + "end", + "ill", + "ex", + "art", + "iz", + "ang", + "ive", + "all", + "ard", + "ik", + "pl", + "ge", + "ph" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "ith", + "est", + "al", + "you", + "wh", + "ers", + "res", + "D" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "ice", + "comp", + "ord", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "set" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "n", + "s", + "of", + "equip", + "photograph", + "lid", + "they", + "eat", + "liaison", + "sehen", + "evol", + "tentative", + "sof", + "bringen", + "kuchh", + "sina", + "ers", + "selection", + "novembre" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "equip", + "s", + "ers", + "rel", + "regard", + "depart", + "photograph", + "slash", + "lid", + "officially", + "administrator", + "technically", + "grandfather", + "aal", + "ein", + "youtu", + "bildung", + "eat", + "imitation", + "EG", + "evol", + "tentative", + "sof", + "veterinarian", + "bitterness", + "devenu" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "equip", + "substantial", + "slash", + "readily", + "imitation", + "tentative", + "behalf", + "aal", + "tanti", + "Verenigde", + "Tog", + "ameri", + "ET", + "organization", + "resmi", + "bunun", + "eem", + "destra", + "juridique", + "ecek", + "e", + "substantially", + "colabor", + "bodily" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "ET", + "kowy", + "er", + "bunun", + "fielder", + "readily", + "declining", + "Tog", + "shaped", + "ameri", + "papan", + "aal", + "tentative", + "path", + "ributor", + "asesin", + "tanti", + "damn", + "errori", + "ed", + "ER", + "equip", + "sprintf", + "ain" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "fielder", + "bunun", + "kowy", + "Tog", + "declining", + "tentative", + "asesin", + "ET", + "ed", + "caution", + "dupatta", + "er", + "slight", + "shaped", + "litigation", + "acciaio", + "path", + "damn", + "Excise", + "errori", + "aal" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "bunun", + "caution", + "phenylsulfanyl", + "esas", + "ijnlijk", + "dieser", + "fielder", + "errori", + "triggered", + "indicating", + "diese", + "also", + "kowy", + "phenoxymethyl", + "revealing", + "bizarre", + "explained", + "vergang", + "cati", + "concealing", + "ameri", + "Diageo", + "tanti", + "notifying" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "reminiscent", + "these", + "elated", + "desses", + "unbelievable", + "orchestrated", + "These", + "astonishing", + "markedly", + "documented", + "indicating", + "described", + "esses", + "unequivocal", + "of", + "indicating", + "essas", + "exacerbated", + "astonished", + "path" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "attributed", + "reminiscent", + "mechanisms", + "triggered", + "markedly", + "orchestrated", + "these", + "documented", + "initiated", + "discernible", + "been", + "depicted", + "underpinned", + "instigated", + "repeatedly", + "observed", + "evident", + "traced", + "coupled", + "remarkable", + "visible", + "indicating", + "aligned", + "remarkably", + "interspersed", + "pointing", + "originating", + "punctuated", + "unequivocal", + "known" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "focused", + "converging", + "these", + "steadily", + "originating", + "gradually", + "repetitive", + "aligned", + "markedly", + "distorted", + "interconnected", + "continuously", + "documented", + "mechanisms", + "repeatedly", + "trajectories", + "cohesive", + "persistently", + "consistently", + "coordinated", + "progressively", + "intensified", + "swirling", + "orchestrated", + "intensifying", + "pathways", + "trajectory", + "emanating", + "persistent", + "unwavering", + "radiating", + "patterns" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "focused", + "aligned", + "converging", + "directed", + "massive", + "prominent", + "highly", + "nearly", + "cohesive", + "numerous", + "structured", + "jagged", + "deeply", + "striking", + "intricately", + "observed", + "resilient", + "originating", + "identified", + "linked", + "documented", + "interconnected", + "pointed", + "targeted", + "directing", + "anchored", + "widespread", + "seemingly", + "curved", + "intersecting", + "these", + "vibrant" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "converging", + "aligned", + "interconnected", + "intersecting", + "lines", + "focused", + "shaped", + "originating", + "direction", + "nearly", + "directed", + "identified", + "intersection", + "directional", + "parallel", + "highly", + "structured", + "converged", + "these", + "numerous", + "centered", + "converge", + "cohesive", + "pointed", + "mathematical", + "curved", + "traced", + "anchored", + "established", + "convergence", + "localized", + "directing" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "lines", + "originating", + "converging", + "Lines", + "aligned", + "emanating", + "curved", + "starting", + "intersecting", + "addLine", + "lines", + "line", + "linee", + "demarc", + "radiating", + "criss", + "convergence", + "centerline", + "increasingly", + "curvature", + "converged", + "Lines", + "traced", + "initiating", + "linear", + "nearly", + "boundary", + "reaching", + "shaped" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "lines", + "Lines", + "Lines", + "lines", + "converging", + "lignes", + "linhas", + "traced", + "curved", + "linee", + "originating", + "line", + "LINES", + "converge", + "tracing", + "converged", + "LINES", + "addLine", + "Line", + "convergence", + "Trace", + "intersection", + "Curved", + "starting", + "ridges", + "curving" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "lines", + "lines", + "Lines", + "Lines", + "LINES", + "lignes", + "traced", + "curved", + "linhas", + "LINES", + "line", + "originating", + "converging", + "linee", + "elines", + "addLine", + "trace", + "lined", + "traces", + "tracing", + "curvature", + "originates", + "radiating", + "curving" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "curved", + "s", + "t", + "st", + "e", + "cur", + "Curved", + "l", + "Cur", + "at", + "ar", + "and", + "es", + "T", + "re", + "or", + "to", + "tr", + "er", + "as", + "v", + "S", + "P", + "N", + "Y", + "U", + "un", + "C", + "p", + "is", + "n" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "curved", + "Curved", + "curving", + "Cur", + "Curve", + "curves", + "arched", + "tr", + "cur", + "curvature", + "Cur", + "curvil", + "converging", + "radiating", + "lines", + "curve", + "lines", + "Curves", + "Curves", + "curvature", + "curves", + "ath", + "line", + "oline", + "lineTo", + "intersecting", + "S", + "curve" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Cur", + "Curved", + "cur", + "curved", + "ar", + "on", + "as", + "and", + "to", + "curvature", + "CUR", + "and", + "ur", + "Cur", + "Curve", + "t", + "Curves", + "rad", + "are", + "cur", + "ared", + "curve", + "even", + "arre", + "l", + "en", + "or", + "arked", + "bl", + "Curriculum" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "curved", + "cur", + "cur", + "user", + "stress", + "aligned", + "curve", + "analyst", + "surface", + "survey", + "linear", + "v", + "ell", + "lovely", + "accelerating", + "other", + "high", + "radiating", + "higher", + "I", + "outer", + "radially", + "analysis", + "align", + "realistic", + "aligned", + "unique", + "secondary", + "correct", + "elevated", + "clear", + "rough" + ] + } + ], + "logit_surprising": [ + { + "concept": "slight", + "score": 11.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "failure", + "score": 10.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "failing", + "output_checked": true + }, + { + "concept": "readily", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "impeding", + "score": 7.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "small", + "output_checked": true + }, + { + "concept": "been", + "score": 7.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "system", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "compressor", + "output_checked": true + }, + { + "concept": "thousands", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sized", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "small", + "output_checked": true + }, + { + "concept": "identified", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "radiating", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "defects", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "substantially", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "small", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "horrible", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "severely", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "failing", + "output_checked": true + }, + { + "concept": "positioned", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Curved", + "output_checked": true + }, + { + "concept": "arresting", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "arrest", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "roughness", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "rough", + "output_checked": true + }, + { + "concept": "damn", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "arrest", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "these", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "caused", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "relatively", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "small", + "output_checked": true + }, + { + "concept": "irregularities", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rough", + "output_checked": true + }, + { + "concept": "nearby", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "region", + "output_checked": true + }, + { + "concept": "focused", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "design", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "becoming", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "before", + "output_checked": true + }, + { + "concept": "blades", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "dollars", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "converging", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "compl", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "compressor", + "output_checked": true + }, + { + "concept": "Vereinigte", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "locu", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "vibration", + "output_checked": true + }, + { + "concept": "afar", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "from", + "output_checked": true + }, + { + "concept": "Looking", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "rough", + "output_checked": true + }, + { + "concept": "anhyd", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "compressor", + "output_checked": true + }, + { + "concept": "indicative", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "impending", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "overload", + "output_checked": true + }, + { + "concept": "systems", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "compressor", + "output_checked": true + }, + { + "concept": "detrimental", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "vibration", + "output_checked": true + }, + { + "concept": "horrific", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "failing", + "output_checked": true + }, + { + "concept": "horrifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "sobbing", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "region", + "output_checked": true + }, + { + "concept": "documented", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "attributed", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "continuously", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "incidents", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "vibration", + "output_checked": true + }, + { + "concept": "culminating", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "before", + "output_checked": true + }, + { + "concept": "distorted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "jagged", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "inflection", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "xaxis", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "overload", + "output_checked": true + }, + { + "concept": "resultant", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "vibration", + "output_checked": true + }, + { + "concept": "reaching", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "across", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "rough", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-01__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-01__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-01__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-01__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cyclic-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Progressive damage under repeated loading 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A bridge hanger separated although every measured load was below its monotonic capacity. Fine parallel striations recorded incremental front advance from a machining groove.", + "prompt_tail": "er separated although every measured load was below its monotonic capacity. Fine parallel striations recorded incremental front advance from a machining groove.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cyclic-02", + "carrier_id": null, + "target_family": "cyclic", + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 18451, + "best_depth": 63.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 735 + }, + { + "label": "crack", + "best_rank": 133, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 1018 + }, + { + "label": "propagation", + "best_rank": 5381, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 7258 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "arn", + "fg", + "forcing", + "arnataka", + "nabi", + "Executor", + "employment", + "Gina", + "forcing", + "qc", + "Blocking", + "blocking", + "pn", + "niki", + "sigs", + "astri", + "SIG", + "irken", + "ork", + "absor", + "ginas", + "Uy", + "sorption", + "irg", + "hydros", + "Nong", + "neet" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "release", + "Signing", + "signed", + "Release", + "Signing", + "Signed", + "Released", + "signing", + "Release", + "Signed", + "release", + "RELEASE", + "Signs", + "leasing", + "releasing", + "angent", + "released", + "releases", + "signer", + "signings", + "ently", + "oscopy", + "trance", + "ammed" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "jaye", + "ocked", + "Methyl", + "mno", + "maven", + "Analyze", + "Earl", + "Finals", + "marginLeft", + "Selig", + "methyl", + "trance", + "requireNonNull", + "Methyl" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "mrs", + "LX", + "compressive", + "Angst", + "a", + "weg", + "english", + "adulthood", + "akan", + "petroleum", + "analges", + "Pum", + "Mrs", + "memset", + "Mrs", + "anglais" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "DOP", + "Jorge", + "Egyptian", + "hispanic", + "elingen", + "Ungarn", + "Lynn", + "Jorge", + "Georg", + "Oliveira", + "Glover", + "avorite", + "atian", + "ccin", + "magnetite", + "Nuclear", + "cinn", + "optosis", + "glacial", + "cardiology", + "plante", + "cp", + "opl", + "Alonso", + "applause" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Nicholas", + "Nichols", + "Cp", + "lt", + "jp", + "lng", + "celtic", + "cp", + "Niagara", + "alex", + "qc", + "january", + "Qaraldi", + "atlantic", + "hamilton", + "umers", + "Alessandro", + "Tricks", + "mols", + "Alexander", + "dental", + "february" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mysql", + "nesium", + "menos", + "mysql", + "mason", + "Ums", + "python", + "eless", + "Finally", + "jaye", + "ple", + "ruptedException", + "Bedroom", + "parabol", + "Finalmente", + "Chirurgien", + "icrob", + "Pleas", + "paragraph", + "minecraft", + "memasuki", + "chy", + "multiply", + "Cardinals" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "RELEASE", + "haya", + "tha", + "leasing", + "gh", + "release", + "enl", + "ForEach", + "FAF", + "algo", + "Release", + "Released", + "prive", + "escal", + "en", + "ukai", + "getragen", + "lycer", + "supermerc", + "numpy", + "gi", + "hent", + "tho", + "Fruit" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "ve", + "bly", + "release", + "compassion", + "r", + "Alexander", + "s", + "t", + "released", + "dere", + "synes", + "sm", + "impulso", + "signed", + "asegurarse", + "iber", + "oss", + "energi", + "signings" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "j", + "ve", + "dere", + "r", + "s", + "mal", + "si", + "oss", + "ele", + "ors", + "t", + "f", + "iber", + "cer", + "ny", + "is", + "issant", + "use", + "vc", + "mal", + "al", + "min", + "dir", + "gent", + "f", + "final", + "su" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "shore", + "gehend", + "iven", + "night", + "en", + "selves", + "rad", + "sen", + "odora", + "rog", + "schein", + "ujos", + "ures", + "sel", + "mat", + "heartedly", + "digamos", + "haf", + "ser", + "lepas", + "hearted" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "med", + "digamos", + "voila", + "esimerkiksi", + "examples", + "beispielsweise", + "Moreover", + "exemplo", + "sen", + "folds", + "urious", + "certainly", + "Furthermore", + "furthermore", + "fato", + "t", + "ve", + "cetera", + "certeza", + "fif", + "differenza", + "Kalau" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "digamos", + "examples", + "esimerkiksi", + "t", + "exemplo", + "sen", + "urious", + "certainly", + "folds", + "ve", + "beispielsweise", + "dif", + "furthermore", + "comienzo", + "etheless", + "moreover", + "cetera", + "voila", + "celles", + "let", + "sur", + "s" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "s", + "virt", + "roir", + "sheep", + "tyle", + "do", + "ver", + "iven", + "selves", + "haf", + "voila", + "amos", + "night", + "shore", + "digamos", + "conspicuous", + "perhaps", + "uating", + "ver", + "sworth", + "urably", + "uri", + "rog", + "enium", + "ding" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "med", + "sheep", + "uri", + "urious", + "digamos", + "examples", + "exemplo", + "meng", + "ium", + "sheep", + "shore", + "uptools", + "insistent", + "uj", + "kit", + "sen", + "voila", + "ms", + "vehement", + "ak", + "oven", + "wire", + "rdf", + "dac", + "night", + "oids", + "let", + "instances" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "nnnn", + "s", + "fif", + "uri", + "sheep", + "sworth", + "kit", + "md", + "shoe", + "meister", + "rb", + "sheep", + "motor", + "dac", + "sk", + "oids", + "af", + "nn", + "visuals", + "Feuer", + "ness", + "icul", + "mah", + "examples", + "scribe", + "sensor", + "mason", + "bottle", + "marvelous" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "thoughtful", + "Engineer", + "testers", + "cryptic", + "engineers", + "DataSource", + "oteric", + "sheep", + "NonNull", + "itect", + "additive", + "ornamental", + "erratic", + "cytologic", + "leyici", + "engineer", + "ActionResult", + "acne", + "workbook", + "Ajax", + "engineer", + "Examin", + "quartz" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "Traverse", + "gdf", + "extensive", + "sanded", + "mason", + "sporadic", + "displace", + "maneuver", + "erratic", + "Contour", + "pvc", + "ejec", + "sculpted", + "esc", + "attempted", + "traverse", + "luscious", + "testers", + "Continue", + "velocidades", + "emplacement", + "berhasil", + "bmp", + "DEFGHIJKLMNOP", + "snd", + "psyched", + "tenacious" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "eman", + "s", + "en", + "dihasilkan", + "discernible", + "Deut", + "intric", + "conscient", + "t", + "particular", + "These", + "resultante", + "sur", + "dac", + "ske", + "serpentine", + "emanating", + "Gestaltung", + "occur", + "e", + "intricacies", + "striated", + "enium", + "satisfactor", + "eterminate" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "ridges", + "abrasive", + "Traverse", + "semif", + "enium", + "carbide", + "erasan", + "eman", + "machined", + "masonry", + "intricacies", + "Progression", + "engineered", + "adamant", + "minimax", + "appreciable", + "hardening", + "adam", + "silicone", + "concave", + "TRY", + "concentric", + "einander", + "scru", + "spinner" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "machined", + "machining", + "Machinist", + "maquin", + "machinist", + "abrasive", + "adam", + "machin", + "MACHIN", + "chisel", + "adam", + "carbide", + "carved", + "semif", + "Thrust", + "ulous", + "Machine", + "CNC", + "tarmac", + "PMC", + "beiter", + "concentric", + "adamant", + "anormal", + "cnc", + "encamp", + "engineered", + "CNC", + "scratches" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "machined", + "machining", + "maquin", + "machinist", + "Machinist", + "machine", + "finish", + "finish", + "acabado", + "machin", + "Machine", + "Machines", + "MACHIN", + "carving", + "Milling", + "finishing", + "Chatter", + "machine", + "Finishing", + "adam", + "carved", + "carbide", + "Machine", + "Parallel", + "abrasive", + "parallel", + "mach", + "Mach", + "Advance" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "machining", + "MACHIN", + "mach", + "machined", + "machine", + "machine", + "Mach", + "machin", + "Mach", + "Machine", + "MACH", + "MACHINE", + "machinist", + "Machinist", + "mach", + "fine", + "fine", + "parallel", + "machines", + "Machine", + "Fine", + "Machines", + "finish", + "maquin", + "machines", + "Parallel", + "Fine", + "hairline", + "finish", + "parallel" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "machining", + "machine", + "machine", + "mach", + "Machine", + "machined", + "machin", + "MACHINE", + "Mach", + "Mach", + "mach", + "Machine", + "MACHIN", + "machines", + "machines", + "machinist", + "Machines", + "MACH", + "Machinist", + "MACHINE", + "fine", + "Machines", + "fin", + "achine", + "Fine", + "maquin", + "maschine", + "Fine" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "machining", + "fine", + "Fine", + "Fine", + "mach", + "fine", + "Mach", + "mach", + "Mach", + "machine", + "MACH", + "machined", + "machine", + "machin", + "fin", + "FINE", + "to", + "Machine", + "FINE", + "MACHINE", + "finer", + "MACHIN", + "ancing", + "Machinist", + "imach", + "Machine", + "achine", + "parallel" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Fine", + "Parallel", + "In", + "mach", + "fine", + "machine", + "fi", + "These", + "However", + "line", + "use", + "Parallel", + "Each", + "in", + "From", + "Also", + "Even", + "The", + "com", + "machine", + "Fine", + "on", + "fine", + "all", + "Clearly", + "On", + "to", + "For", + "There", + "To", + "Machine", + "ore" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 212509, + 163123, + 128562, + 60362, + 176888, + 189126, + 18928, + 204696, + 160379, + 233108, + 227363, + 145309, + 167406, + 209890, + 128653, + 142897, + 18452, + 37122, + 176482, + 43127, + 47593, + 32984, + 91484, + 126878, + 213541, + 10450 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 17514, + 19510, + 44053, + 84908, + 107811, + 28175, + 218112, + 18301, + 97928, + 98260, + 36449, + 65710, + 55299, + 26239, + 96946, + 71578, + 67024, + 7502, + 247, + 585, + 6087, + 134, + 1846, + 2430, + 42581, + 4512 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 93765, + 116379, + 103047, + 87168, + 85557, + 172370, + 34322, + 93075, + 49804, + 17986, + 15610, + 35114, + 42685, + 51688, + 60105, + 129646, + 85733, + 102723, + 89752, + 14142, + 20404, + 5382, + 54252, + 100676, + 95959, + 7998 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 50018, + 71606, + 52299, + 81917, + 50193, + 10448, + 14624, + 31887, + 4186, + 736, + 6900, + 8867, + 23018, + 15234 + ] + }, + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 20732, + 12816, + 8283, + 2617, + 2888, + 1992, + 1019, + 3685, + 1336, + 1513, + 10699, + 4485, + 9770, + 4421 + ] + }, + { + "label": "propagation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 41104, + 77735, + 64210, + 55365, + 31952, + 19214, + 14260, + 7259, + 11919, + 12080, + 17696, + 8320, + 26730, + 18878 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "tedious", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "although", + "output_checked": true + }, + { + "concept": "camber", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "stri", + "output_checked": true + }, + { + "concept": "separation", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "obtuse", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "parallel", + "output_checked": true + }, + { + "concept": "appreciable", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "machining", + "output_checked": true + }, + { + "concept": "functors", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "stri", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "booklets", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "Military", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "concreta", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "emin", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "bridge", + "output_checked": true + }, + { + "concept": "progress", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "increasing", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "monotonic", + "output_checked": true + }, + { + "concept": "machined", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "estruct", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "LEC", + "score": 2.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "manner", + "score": 2.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "unsound", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "incremental", + "output_checked": true + }, + { + "concept": "Zou", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "groove", + "output_checked": true + }, + { + "concept": "mnemonic", + "score": 2.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "melewati", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "bridge", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "MNOP", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Mantra", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "loads", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "load", + "output_checked": true + }, + { + "concept": "dure", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "separar", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "cargas", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "load", + "output_checked": true + }, + { + "concept": "limits", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "capacity", + "output_checked": true + }, + { + "concept": "Strip", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "stri", + "output_checked": true + }, + { + "concept": "strips", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "stri", + "output_checked": true + }, + { + "concept": "dass", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "morphed", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "mankind", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "every", + "output_checked": true + }, + { + "concept": "Mait", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "conscient", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "eman", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "oldCount", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "was", + "output_checked": true + }, + { + "concept": "dibawah", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "below", + "output_checked": true + }, + { + "concept": "parallelogram", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "parallel", + "output_checked": true + }, + { + "concept": "observed", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "recorded", + "output_checked": true + }, + { + "concept": "Miche", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "was", + "output_checked": true + }, + { + "concept": "Molding", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "machining", + "output_checked": true + }, + { + "concept": "Machines", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "machining", + "output_checked": true + }, + { + "concept": "ridges", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "groove", + "output_checked": true + }, + { + "concept": "limit", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "monsoon", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "capacity", + "output_checked": true + }, + { + "concept": "logrado", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "OrderedDict", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "groove", + "output_checked": true + }, + { + "concept": "sif", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "inicial", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "from", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "aucun", + "score": 1.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "Lipschitz", + "score": 1.0, + "best_rank": 5, + "best_depth": 68.1, + "near_token": "recorded", + "output_checked": true + }, + { + "concept": "outages", + "score": 1.0, + "best_rank": 5, + "best_depth": 68.1, + "near_token": "incremental", + "output_checked": true + }, + { + "concept": "heathen", + "score": 1.0, + "best_rank": 7, + "best_depth": 63.8, + "near_token": "recorded", + "output_checked": true + }, + { + "concept": "Elli", + "score": 1.0, + "best_rank": 11, + "best_depth": 59.6, + "near_token": "groove", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "row", + "ar", + "ne", + "inter", + "any", + "ey", + "pect", + "red", + "ray", + "ces", + "years", + "be", + "son", + "na", + "ters", + "roll", + "section", + "ler", + "max", + "time", + "met", + "ley", + "ev", + "equ", + "mu" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "rence", + "flows", + "pitted", + "conflicted", + "es", + "assert", + "yards", + "aquele", + "uq", + "decayed", + "lasan", + "ju", + "Which", + "umeric", + "LI", + "comple", + "yaitu" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "t", + "on", + "one", + "red", + "med", + "tem", + "som", + "mark", + "vol", + "RO", + "oot", + "mag", + "ump", + "fore", + "kan", + "yang", + "ware", + "ambda", + "That", + "necess", + "mit", + "Med", + "utions", + "needs", + "suggest", + "quick", + "ramework", + "oldsymbol" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ou", + "ing", + "ion", + "el", + "l", + "st", + "im", + "g", + "se", + "ation", + "if", + "ly", + "th", + "us", + "ht", + "ers", + "and", + "ere", + "com", + "ess", + "pe", + "ain", + "ity", + "he", + "j", + "pl", + "ch" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "A", + "C", + "D", + "E", + "F", + "G", + "H", + "J", + "K", + "M", + "N", + "O", + "Q", + "R", + "S", + "T", + "U", + "V", + "W", + "X", + "Y", + "Z", + "a", + "b" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "at", + "an", + "it", + "is", + "le", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "un", + "ht", + "ere", + "com", + "pe", + "end", + "ill", + "ex", + "art", + "iz", + "ud", + "ies", + "ack", + "ang" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "w", + "f", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ph", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "n", + "s", + "sof", + "e", + "ers", + "perfectly", + "lid", + "they", + "selection", + "eat", + "liaison", + "sehen", + "evol", + "Publicity", + "sina", + "ature", + "son" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "s", + "ers", + "rel", + "perfectly", + "officially", + "grandfather", + "aal", + "youtu", + "imitation", + "liaison", + "tentative", + "sof", + "mellow", + "Publicity", + "e", + "n" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "imitation", + "fielder", + "aal", + "Tog", + "Publicity", + "equip", + "organization", + "colabor", + "bodily", + "demise", + "tog", + "reliance", + "ameri", + "e", + "any", + "ET", + "substantial", + "slash", + "behalf", + "grandfather", + "kowy" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "Tog", + "kowy", + "er", + "Looking", + "ET", + "any", + "demise", + "fielder", + "declining", + "ameri", + "hur", + "aal", + "ER", + "self", + "avrebbe", + "ewel", + "asesin", + "behalf", + "bigli", + "damn", + "ributor", + "slash" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "Tog", + "kowy", + "demise", + "fielder", + "er", + "avrebbe", + "bunun", + "also", + "litigation", + "acciaio", + "cooking", + "asesin", + "hur", + "damn", + "cellar", + "bore", + "ewel", + "ET", + "aal" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "also", + "kowy", + "litigation", + "bunun", + "fielder", + "acciaio", + "caution", + "tanti", + "rebuke", + "ujar", + "cooking", + "errori" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "also", + "article", + "another", + "essas", + "also", + "article", + "was", + "esses", + "annular", + "but", + "was", + "isso", + "of", + "inspired" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "fabrication", + "yester", + "Exhib", + "Drupal", + "pedestrians", + "annular", + "automotive", + "tensile", + "rpm", + "fabricated", + "ampler", + "been", + "described", + "aws", + "Fabrication", + "Orbital" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "swiftly", + "xaxis", + "commendable", + "chevron", + "confirmed", + "Gaussian", + "upheaval", + "reinforced", + "chatter", + "motionless", + "paragraph", + "resultant", + "flawless", + "thwarted", + "withstood", + "achieved", + "gorgeous", + "swelling", + "appraisal", + "impeccable", + "reverber", + "Kanban", + "immovable", + "sadistic", + "accomplished", + "tensile", + "symmetrical", + "astonished", + "Swagger", + "protrusions" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "jagged", + "uneven", + "highly", + "continuous", + "cohesive", + "moving", + "resilient", + "aesthetically", + "development", + "relatively", + "massive", + "remarkable", + "slightly", + "undulating", + "purposeful", + "visually", + "symmetrical", + "nearly", + "irregular", + "vibrant", + "upward", + "displaced", + "uncovering", + "situated", + "perpendicular", + "remarkably", + "various", + "established", + "outstanding", + "striking", + "identified", + "heavily" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "jagged", + "resultant", + "symmetrical", + "displaced", + "machining", + "those", + "various", + "resulting", + "subsurface", + "protrusions", + "riveting", + "irregularities", + "aesthetically", + "meniscus", + "precision", + "perpendicular", + "fascinating", + "distinct", + "remarkably", + "ridges", + "crevices", + "emerged", + "progressing", + "asymmetrical", + "numerous", + "manufacturing", + "polished", + "across", + "patterns", + "surfacing", + "surface", + "highly" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "machining", + "progress", + "machined", + "polished", + "jagged", + "progressing", + "perpendicular", + "parallel", + "inch", + "hairline", + "progressively", + "uneven", + "symmetrical", + "milling", + "ridges", + "slightly", + "etched", + "painstaking", + "millimeter", + "straight", + "progression", + "markings", + "meticulous", + "asymmetrical", + "protrusions", + "progressed", + "aligned", + "grinding", + "abrasive", + "and", + "rapidly", + "Progress" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "machining", + "machined", + "Mach", + "cutting", + "MACHIN", + "metal", + "CNC", + "Milling", + "Metal", + "abras", + "abrasive", + "metal", + "Mach", + "Tool", + "Machine", + "tool", + "marks", + "Machine", + "marks", + "cham", + "Metal", + "Cutting", + "milling", + "wrought", + "machin", + "chatter", + "machine", + "tool", + "In" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "machining", + "machined", + "mach", + "Mach", + "Mach", + "MACHIN", + "finishing", + "machine", + "finish", + "machin", + "mach", + "tool", + "tool", + "machine", + "finish", + "machinist", + "Machine", + "chip", + "parallel", + "chatter", + "saw", + "Milling", + "marks", + "chip", + "Finishing", + "tiny", + "Machinist", + "parallel", + "marks" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "machining", + "mach", + "fine", + "Mach", + "MACHIN", + "machined", + "Fine", + "Mach", + "mach", + "machine", + "machine", + "Fine", + "fine", + "MACH", + "machin", + "machinist", + "Machine", + "finish", + "parallel", + "machines", + "machines", + "Machine", + "fin", + "Fin", + "MACH", + "Finish", + "Machinist" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "machining", + "machine", + "Mach", + "mach", + "machined", + "machines", + "machine", + "mach", + "Machine", + "Machine", + "Mach", + "MACHIN", + "machin", + "fine", + "Machines", + "MACH", + "machines", + "MACHINE", + "machinist", + "Fine", + "Machinist", + "MACH", + "MACHINE", + "Machines", + "fine", + "Fine" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "fine", + "machining", + "Fine", + "fine", + "Fine", + "mach", + "mach", + "Mach", + "Mach", + "machined", + "machine", + "MACHIN", + "FINE", + "Machine", + "machine", + "MACH", + "machin", + "FINE", + "finer", + "fini", + "fin", + "machines", + "MACHINE", + "parallel", + "machines", + "fines", + "Machinist" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Fine", + "Parallel", + "In", + "mach", + "fine", + "machine", + "fi", + "These", + "However", + "line", + "use", + "Parallel", + "Each", + "in", + "From", + "Also", + "Even", + "The", + "com", + "machine", + "Fine", + "on", + "fine", + "all", + "Clearly", + "On", + "to", + "For", + "There", + "To", + "Machine", + "ore" + ] + } + ], + "logit_surprising": [ + { + "concept": "damn", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "every", + "output_checked": true + }, + { + "concept": "and", + "score": 7.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "every", + "output_checked": true + }, + { + "concept": "own", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 5.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "although", + "output_checked": true + }, + { + "concept": "steadily", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "incremental", + "output_checked": true + }, + { + "concept": "increasing", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "monotonic", + "output_checked": true + }, + { + "concept": "readily", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "although", + "output_checked": true + }, + { + "concept": "hindrance", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "load", + "output_checked": true + }, + { + "concept": "loads", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "was", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "been", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "separation", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "upholding", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "load", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "there", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "although", + "output_checked": true + }, + { + "concept": "recording", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "recorded", + "output_checked": true + }, + { + "concept": "increments", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "incremental", + "output_checked": true + }, + { + "concept": "overcoming", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "bridge", + "output_checked": true + }, + { + "concept": "indicative", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "notifying", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "monotonic", + "output_checked": true + }, + { + "concept": "caution", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "because", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "was", + "output_checked": true + }, + { + "concept": "corrobor", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "recorded", + "output_checked": true + }, + { + "concept": "process", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "machining", + "output_checked": true + }, + { + "concept": "evidence", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "able", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "was", + "output_checked": true + }, + { + "concept": "grooves", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "groove", + "output_checked": true + }, + { + "concept": "Strip", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "stri", + "output_checked": true + }, + { + "concept": "jagged", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "conquer", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "bridge", + "output_checked": true + }, + { + "concept": "prominently", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "monotonic", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "incremental", + "output_checked": true + }, + { + "concept": "behest", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "groove", + "output_checked": true + }, + { + "concept": "irgendwie", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "although", + "output_checked": true + }, + { + "concept": "allowed", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "below", + "output_checked": true + }, + { + "concept": "respective", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "reverting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "capacity", + "output_checked": true + }, + { + "concept": "autre", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "offenbar", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "monotonic", + "output_checked": true + }, + { + "concept": "andDevice", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "parallel", + "output_checked": true + }, + { + "concept": "another", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "riesce", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "its", + "output_checked": true + }, + { + "concept": "asserting", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "workpiece", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "machining", + "output_checked": true + }, + { + "concept": "ambiguous", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "although", + "output_checked": true + }, + { + "concept": "sensed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "illogical", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "reinforce", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "parallel", + "output_checked": true + }, + { + "concept": "txtbtn", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "stri", + "output_checked": true + }, + { + "concept": "gfx", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "concise", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "initiated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "groove", + "output_checked": true + }, + { + "concept": "railway", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "bridge", + "output_checked": true + }, + { + "concept": "between", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "considered", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "was", + "output_checked": true + }, + { + "concept": "acceptable", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "below", + "output_checked": true + }, + { + "concept": "spaced", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "within", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "from", + "output_checked": true + }, + { + "concept": "stunning", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "situated", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "groove", + "output_checked": true + }, + { + "concept": "measurement", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "threshold", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "below", + "output_checked": true + }, + { + "concept": "each", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-02__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-02__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-02__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-02__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cyclic-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Progressive damage under repeated loading 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A wheel axle survived years of repeated bending. The failure face contained thumbnail-shaped beach marks centered on several surface initiation sites.", + "prompt_tail": "A wheel axle survived years of repeated bending. The failure face contained thumbnail-shaped beach marks centered on several surface initiation sites.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cyclic-03", + "carrier_id": null, + "target_family": "cyclic", + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 18022, + "best_depth": 63.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 11509 + }, + { + "label": "crack", + "best_rank": 4403, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 3046 + }, + { + "label": "propagation", + "best_rank": 32858, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 7449 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "arn", + "forcing", + "fg", + "arnataka", + "nabi", + "employment", + "qc", + "sigs", + "Gina", + "Fors", + "Blocking", + "Executor", + "blocking", + "pn", + "forcing", + "absor", + "astri", + "Nong", + "Forsyth", + "niki", + "denly", + "WATER", + "ners", + "ginas" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "release", + "Signing", + "Signing", + "signed", + "signing", + "Release", + "Release", + "Signed", + "release", + "Signed", + "Released", + "Signs", + "oscopy", + "angent", + "releases", + "releasing", + "ril", + "leasing", + "RELEASE", + "signings", + "else", + "released", + "signer", + "trance", + "ently", + "whisper", + "Releases" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Signing", + "educativo", + "Signing", + "signing", + "whisper", + "release", + "marginLeft", + "alignItems", + "tempi", + "Franken", + "signings", + "trance", + "Eren", + "aad", + "ently", + "Capricorn", + "Kendall", + "Whisper", + "aset", + "addItem", + "GRANT", + "Wembley" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "mrs", + "signed", + "compressive", + "Socrates", + "english", + "Pum", + "Mrs", + "Angst", + "Mrs", + "Aquarelle", + "Signing", + "weg", + "signer", + "signing", + "changers", + "wC", + "Jaguars", + "signings", + "Wed", + "Pump", + "Signup", + "Arabidopsis", + "debris" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "atian", + "Lynn", + "DOP", + "Atty", + "Bowman", + "Zayn", + "Oliveira", + "resalt", + "plumber", + "Atletico", + "hispanic", + "Angular", + "Akh", + "atan", + "Krakow", + "atism", + "Santorini", + "Karan", + "jordan", + "Iceland", + "Dawn", + "Dij", + "Rojo", + "ARIOS", + "Compact", + "Tory", + "Hanson", + "Buckley", + "Atlet" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "atibus", + "Qaraldi", + "qc", + "kvadr", + "strategies", + "pdelay", + "nCenters", + "umers", + "daniel", + "Satt", + "nath", + "inz", + "cp", + "Nicholas", + "cpt", + "carlos", + "Aus", + "restricting", + "celtic", + "Joao", + "axter", + "nordic", + "jp" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mason", + "Ums", + "Pleas", + "softener", + "nesium", + "myl", + "Chrys", + "jaye", + "python", + "ruptedException", + "umer", + "cuer", + "compassion", + "allclasses", + "Resin", + "ple", + "tips", + "Dyson", + "Srinagar", + "Eminem", + "Chiron", + "paragraph", + "scissors", + "iphone", + "Eps", + "signifikan" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "RELEASE", + "haya", + "tha", + "leasing", + "release", + "enl", + "ForEach", + "gh", + "Released", + "getragen", + "numpy", + "Release", + "tho", + "FAF", + "ukai", + "prive", + "lycer", + "en", + "algo", + "mno", + "escal", + "urably", + "bli", + "supermerc" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "bly", + "compassion", + "ve", + "synes", + "s", + "r", + "energii", + "ypress", + "pertin", + "sm", + "d", + "kipun", + "release", + "dere", + "prises", + "Releases" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "j", + "ve", + "r", + "dere", + "releases", + "dir", + "si", + "ments", + "ja", + "pertin", + "ors", + "s", + "f", + "d", + "mal", + "Siren", + "med", + "en", + "energi", + "direccion", + "ser", + "release", + "rutt", + "ed", + "acular" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "theater", + "heartedly", + "en", + "ively", + "night", + "shore", + "rog", + "lepas", + "irov", + "gehend", + "meden", + "rologic", + "manner", + "uette", + "haf", + "haja", + "vulner", + "meng", + "Dordrecht", + "dir", + "uating" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "ardin", + "med", + "examples", + "voila", + "beispielsweise", + "certainly", + "certeza", + "heartedly", + "ogo", + "dog", + "urious", + "naturali", + "esimerkiksi", + "hearted", + "misalnya", + "ogado", + "naturelles", + "Kalau", + "sensibility", + "cetera", + "deer", + "natural", + "fold" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "examples", + "s", + "certainly", + "urious", + "misalnya", + "esimerkiksi", + "beispielsweise", + "ified", + "dog", + "exemplo", + "certeza", + "preponder", + "cetera", + "voila", + "ardin", + "vehement", + "folds", + "sur", + "ogo", + "fold", + "imperatives", + "sen", + "Kalau" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "s", + "instances", + "vehement", + "selves", + "urious", + "vajj", + "virt", + "ogo", + "requisite", + "particularmente", + "ding", + "conspicuous", + "sheep", + "ogf", + "notable", + "deft", + "particular", + "vulner", + "uette", + "voila", + "conceivably", + "med", + "uri" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "vehement", + "sheep", + "ed", + "med", + "assertions", + "instances", + "sporadic", + "examples", + "sheep", + "deft", + "sensibility", + "remarked", + "conspicuously", + "dog", + "skept", + "vnd", + "woolen", + "delineation", + "hinsichtlich", + "leaped", + "conceivably", + "ardin", + "insistent", + "ogo", + "conspicuous" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sporadic", + "sensibility", + "sheep", + "remarked", + "ODM", + "nnnn", + "assertions", + "instances", + "ghijkl", + "sopr", + "linson", + "fortitude", + "xr", + "mort", + "cosmetics", + "expansive", + "erratic", + "cryptic", + "DSM", + "egregious" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "ornamental", + "rectangles", + "cryptic", + "NonNull", + "thoughtful", + "typescript", + "PLOAD", + "psychic", + "STYLE", + "gejala", + "ODM", + "acne", + "extensive", + "sensibility", + "obtuse", + "additive", + "rhomb", + "sporadic", + "obscured", + "Notas", + "cytologic" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "Notas", + "sporadic", + "discontinuities", + "irregularly", + "remarked", + "psyche", + "hallmarks", + "sporadically", + "NonNull", + "acne", + "oblong", + "crater", + "visualized", + "ornamental", + "engraved", + "hibernate", + "printStackTrace", + "gdf", + "sinusoidal", + "sheep", + "unnamed", + "mucous", + "rhomb", + "amassed", + "anecdote", + "infractions", + "snowboard", + "trapez" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "canalicul", + "ed", + "intric", + "discernible", + "radiol", + "Bezeichnung", + "Gestaltung", + "striated", + "uchen", + "remarks", + "SEL", + "particular", + "roso", + "bridesmaids", + "jellem", + "anzeigen", + "remarked", + "predominant", + "bree", + "bmp", + "meisjes", + "t", + "theor", + "Hutchinson", + "determinada", + "bepaalde", + "riterien", + "dreamstime" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "toothbrush", + "obtuse", + "Ordinal", + "tbsp", + "oblong", + "Contour", + "writeInt", + "trapez", + "unnamed", + "canalicul", + "rhomb", + "ordinal", + "acne", + "Nota", + "byteArray", + "lengthwise", + "bytecode", + "antler", + "Unnamed", + "snowboard", + "lastIndexOf", + "sheep", + "DISTINCT", + "Utah", + "thumbnail", + "plural", + "breadcrumb", + "goatee" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "thumbnail", + "Ordinal", + "canalicul", + "writeInt", + "rhomb", + "trapez", + "Handball", + "Thrust", + "toothbrush", + "snowboard", + "Utah", + "ordinal", + "Ornamental", + "Contour", + "quartzite", + "thumbnail", + "oblong", + "tbsp", + "corral", + "acne", + "hourglass", + "parachute", + "sheep", + "Triangle", + "readme", + "obtuse", + "lengthwise", + "ornamental", + "curvil", + "ObjectId" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "thumbnail", + "sheep", + "writeInt", + "oblong", + "hourglass", + "antler", + "hourglass", + "snowboard", + "rhomb", + "tbsp", + "acne", + "trapez", + "thorn", + "knife", + "Sheep", + "spiaggia", + "corral", + "teddy", + "Siberia", + "troupe", + "byteArray", + "bytecode", + "Ordinal", + "lengthwise", + "igious", + "toothbrush", + "Handball", + "sleigh", + "toothpick", + "thumbnail", + "Island" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "thumbnail", + "thumbnail", + "Thumbnail", + "Thumbnail", + "beach", + "beach", + "spiaggia", + "thumbnails", + "BEACH", + "nail", + "Beach", + "pantai", + "praia", + "thumbnails", + "Beach", + "umbnail", + "nail", + "seashore", + "beaches", + "shore", + "shoreline", + "umball", + "seashell", + "Handball", + "Beaches", + "fingern", + "shore", + "shellfish", + "beachfront" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "thumbnail", + "thumbnail", + "beach", + "Thumbnail", + "beach", + "Thumbnail", + "spiaggia", + "thumbnails", + "Beach", + "nail", + "BEACH", + "thumbnails", + "Beach", + "beaches", + "seashore", + "seashell", + "praia", + "pantai", + "umbnail", + "beachfront", + "thumb", + "nail", + "thorn", + "Thailand", + "umball", + "Handball", + "nails", + "shoreline", + "seaside", + "trailhead" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "thumbnail", + "Thumbnail", + "Thumbnail", + "thumbnail", + "thumbnails", + "thumbnails", + "TH", + "Thumb", + "Thakur", + "umbnail", + "Thailand", + "Thumb", + "uth", + "Thorn", + "thorn", + "spiaggia", + "thumb", + "thumbnailUrl", + "Theta", + "thumb", + "thromb", + "thumbs", + "Thorne", + "thon", + "Thailand", + "Thursday", + "THON", + "ThreadPool", + "th", + "ath" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "In", + "For", + "The", + "e", + "No", + "These", + "In", + "If", + "thought", + "beach", + "Let", + "Note", + "I", + "Also", + "Since", + "You", + "They", + "Each", + "This", + "Beach", + "The", + "It", + "Here", + "Use", + "Because", + "To", + "From", + "However", + "Actually", + "F", + "Bodies" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 227280, + 170403, + 179713, + 94847, + 113918, + 146023, + 13235, + 206465, + 143819, + 180727, + 230099, + 95662, + 142372, + 192713, + 90486, + 75723, + 18023, + 27232, + 172327, + 45558, + 93567, + 78481, + 100820, + 137893, + 131936, + 3692 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 12898, + 25072, + 28998, + 70288, + 175353, + 64703, + 207593, + 15657, + 128363, + 91605, + 29414, + 63965, + 54703, + 39393, + 86310, + 81918, + 150103, + 23079, + 4404, + 75831, + 124887, + 98195, + 66563, + 41264, + 141684, + 17912 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 100550, + 129921, + 156136, + 103545, + 38887, + 104812, + 69312, + 86277, + 44565, + 46173, + 40318, + 55248, + 64928, + 100629, + 146225, + 181849, + 155836, + 171608, + 97594, + 37166, + 32859, + 48169, + 110702, + 134635, + 117891, + 13652 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 54552, + 90414, + 70022, + 78642, + 101855, + 30956, + 11510, + 14866, + 16408, + 20093, + 105371, + 76309, + 150783, + 156860 + ] + }, + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 41167, + 27310, + 22491, + 23486, + 80723, + 49409, + 3633, + 3047, + 5611, + 32384, + 18894, + 22719, + 8101, + 14485 + ] + }, + { + "label": "propagation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 41959, + 70437, + 65980, + 39368, + 31716, + 9675, + 7450, + 21600, + 12226, + 26675, + 35270, + 17671, + 39791, + 49817 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "irregularities", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "sized", + "score": 4.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "sydney", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "wheel", + "output_checked": true + }, + { + "concept": "fundamentals", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "beach", + "output_checked": true + }, + { + "concept": "blemishes", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "dini", + "score": 3.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "multitudes", + "score": 3.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "arent", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "face", + "output_checked": true + }, + { + "concept": "seab", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "beach", + "output_checked": true + }, + { + "concept": "points", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "ODM", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "customizable", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "thumbnail", + "output_checked": true + }, + { + "concept": "kotlin", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "flanked", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "baron", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "years", + "output_checked": true + }, + { + "concept": "Notas", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "khas", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "bending", + "output_checked": true + }, + { + "concept": "SEL", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "gambar", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "thumbnail", + "output_checked": true + }, + { + "concept": "toothbrush", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "thumbnails", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "thumbnail", + "output_checked": true + }, + { + "concept": "Initializer", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "sites", + "output_checked": true + }, + { + "concept": "age", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "of", + "output_checked": true + }, + { + "concept": "axles", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "The", + "output_checked": true + }, + { + "concept": "centers", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "on", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "vehement", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "claves", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "namely", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "face", + "output_checked": true + }, + { + "concept": "MNOP", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "hallmarks", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "bookstores", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "thumbnail", + "output_checked": true + }, + { + "concept": "respectful", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "implique", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "face", + "output_checked": true + }, + { + "concept": "axis", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "on", + "output_checked": true + }, + { + "concept": "spots", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "ample", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "vulner", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "face", + "output_checked": true + }, + { + "concept": "individualized", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "yellows", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "sites", + "output_checked": true + }, + { + "concept": "sast", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "Deputy", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "egreg", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "sites", + "output_checked": true + }, + { + "concept": "dispuestos", + "score": 1.0, + "best_rank": 5, + "best_depth": 72.3, + "near_token": "sites", + "output_checked": true + }, + { + "concept": "canalicul", + "score": 1.0, + "best_rank": 5, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 1.0, + "best_rank": 6, + "best_depth": 76.6, + "near_token": "surface", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "el", + "et", + "se", + "th", + "wh", + "row", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "anc", + "clud", + "ey", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "min", + "ground", + "ts", + "ces", + "rol", + "equ", + "self" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "ner", + "qual", + "assert", + "ju", + "rence", + "kepada", + "perk", + "haute", + "aquele", + "uq", + "pitted", + "conflicted", + "Habsburg", + "Tran", + "es", + "is", + "og", + "tr" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "iv", + "j", + "ib", + "one", + "ound", + "ON", + "ict", + "supp", + "includ", + "med", + "som", + "arn", + "mark", + "fin", + "vol", + "ivid", + "To", + "RO", + "oot", + "pha", + "mag", + "ived", + "vi", + "ably", + "mail", + "oney", + "ograph", + "yang", + "epend" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "al", + "ou", + "el", + "l", + "re", + "im", + "ation", + "y", + "st", + "ir", + "if", + "th", + "est", + "wh", + "se", + "ain", + "su", + "j", + "ch", + "by", + "ies", + "ust", + "un", + "ich", + "orm", + "able", + "ast", + "ip", + "ord", + "ge" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "de", + "ch", + "qu", + "ter", + "ity", + "The", + "age", + "ha", + "ad", + "us", + "ign", + "ens", + "which", + "app", + "ar", + "xt", + "yst", + "ro", + "ick", + "ple", + "par", + "ev", + "ize", + "we", + "ystem", + "ays", + "est", + "wo", + "who", + "rib" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "en", + "at", + "an", + "it", + "le", + "ion", + "as", + "ent", + "n", + "ol", + "ig", + "ur", + "ve", + "de", + "ay", + "ch", + "ir", + "ver", + "ra", + "ere", + "pe", + "end", + "ill", + "ath", + "ex", + "art", + "iz", + "ud", + "ang", + "ive" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "ord", + "St", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "eat", + "of", + "photograph", + "they", + "liaison", + "evol", + "n", + "s", + "ature", + "selection", + "ein", + "sehen", + "sof", + "eux", + "bringen", + "wunder", + "eol", + "cik", + "ihan", + "e" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "eat", + "s", + "equip", + "depart", + "photograph", + "officially", + "aal", + "aat", + "youtu", + "imitation", + "liaison", + "evol", + "tentative", + "offic", + "devenu", + "bringen", + "mellow", + "wunder", + "eol", + "ameri", + "ihan", + "e" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "fielder", + "et", + "substantial", + "behalf", + "substantially", + "resmi", + "e", + "offic", + "Verenigde", + "Tog", + "ameri", + "ecek", + "ET", + "equip", + "somebody", + "aal", + "antwort", + "imitation", + "demise", + "tog", + "devenu", + "easily" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "kowy", + "readily", + "tog", + "ET", + "fielder", + "ameri", + "et", + "bunun", + "Tog", + "damn", + "demise", + "er", + "slight", + "resmi", + "asesin", + "pochi", + "errori", + "ributor", + "cooking", + "ampio" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "bunun", + "kowy", + "tog", + "demise", + "Tog", + "fielder", + "asesin", + "readily", + "slight", + "immense", + "et", + "tentative", + "er", + "dieser", + "ributor", + "ampio", + "also" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "bunun", + "dieser", + "ed", + "severely", + "resmi", + "tersebut", + "kowy", + "destes", + "diesen", + "bizarre", + "explained", + "profoundly", + "unearthed", + "caution", + "concealing", + "voltou", + "diese", + "unequivocal", + "et", + "abrog", + "phenoxymethyl" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "tersebut", + "desses", + "markedly", + "resulted", + "described", + "dieser", + "diese", + "unequivocal", + "of", + "essas", + "reminiscent", + "destes", + "profoundly", + "exacerbated", + "these", + "tremendous", + "attributable", + "bunun" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "reminiscent", + "markedly", + "described", + "characterized", + "interspersed", + "punctuated", + "resulted", + "ornamented", + "outlined", + "encompassed", + "mechanisms", + "Characteristics", + "exceedingly", + "attributed", + "characteristics", + "peculiar", + "accentuated", + "developed", + "mechanism", + "extensively", + "unusually", + "delineated", + "elucidated", + "unequivocal", + "underpinned" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "reminiscent", + "ornamented", + "cylindrical", + "intricately", + "emphasized", + "conspicuous", + "rectangular", + "resembling", + "interwoven", + "unmistakable", + "mechanisms", + "interconnected", + "cohesive", + "intensified", + "undulating", + "characteristic", + "shaped", + "outlined", + "peculiar", + "unprecedented", + "intricate", + "markedly", + "interspersed", + "accentuated", + "distinctive", + "reinforced", + "distorted", + "individualized", + "resembled", + "multifaceted", + "protrusions", + "indistinct" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "numerous", + "massive", + "reminiscent", + "intricately", + "highly", + "deeply", + "prominent", + "focused", + "shaped", + "cohesive", + "ed", + "closely", + "extensive", + "heavily", + "distinctive", + "densely", + "widespread", + "outlined", + "undulating", + "nearly", + "strongly", + "elongated", + "strikingly", + "jagged", + "rectangular", + "structured", + "unmistakable", + "cylindrical", + "conspicuous", + "widely", + "striking", + "polished" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "numerous", + "broad", + "reminiscent", + "th", + "shaped", + "S", + "well", + "distinct", + "ed", + "shaped", + "highly", + "multifaceted", + "interconnected", + "st", + "resembling", + "e", + "unmistakable", + "unique", + "d", + "distinctive", + "emphasized", + "es", + "and", + "multiple", + "widespread", + "broadly", + "b", + "widely", + "characteristic", + "localized", + "horseshoe" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "shaped", + "horseshoe", + "s", + "th", + "shaped", + "ed", + "and", + "th", + "resembling", + "and", + "otch", + "und", + "small", + "t", + "shape", + "oblong", + "T", + "ish", + "bunch", + "h", + "h", + "web", + "like", + "vaguely", + "sh", + "rather", + "teard", + "st", + "toothbrush", + "reminiscent" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "th", + "t", + "th", + "T", + "of", + "t", + "H", + "thumbnail", + "H", + "h", + "beach", + "s", + "T", + "d", + "ad", + "Th", + "h", + "Th", + "b", + "V", + "D", + "N", + "thumbnail", + "st", + "b", + "thumb", + "u", + "at", + "iv", + "horseshoe", + "ed", + "ch" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "beach", + "beach", + "th", + "thumbnail", + "th", + "Beach", + "of", + "thumb", + "thumbnail", + "shell", + "Ocean", + "thumb", + "Beach", + "spiaggia", + "Thumbnail", + "Th", + "ocean", + "thumbs", + "horseshoe", + "t", + "be", + "scallop", + "t", + "BEACH", + "T", + "sh", + "thumbnails", + "d", + "whale", + "chon" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "thumbnail", + "thumbnail", + "beach", + "Thumbnail", + "beach", + "spiaggia", + "Thumbnail", + "Beach", + "Beach", + "thumb", + "shore", + "pantai", + "thumb", + "shore", + "nail", + "shoreline", + "praia", + "thumbnails", + "beachfront", + "Shore", + "t", + "beaches", + "BEACH", + "nail", + "th", + "TH", + "shell", + "N" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "thumbnail", + "thumbnail", + "beach", + "Thumbnail", + "beach", + "Thumbnail", + "Beach", + "Beach", + "spiaggia", + "thumb", + "thumb", + "thumbnails", + "BEACH", + "nail", + "Thumb", + "thumbnails", + "pantai", + "praia", + "beachfront", + "TH", + "beaches", + "Shore", + "thu", + "nail", + "Thu", + "umbnail", + "shore", + "Beaches" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "thumbnail", + "Thumbnail", + "Thumbnail", + "thumbnail", + "thumbnails", + "TH", + "TH", + "Thumb", + "thromb", + "umbnail", + "thumb", + "Thumb", + "thumbnailUrl", + "thumbnails", + "thumb", + "Thorn", + "Beach", + "Thorne", + "beach", + "THON", + "uth", + "Thom", + "thym", + "beach", + "Thromb", + "Thor" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "In", + "For", + "The", + "e", + "No", + "These", + "In", + "If", + "thought", + "beach", + "Let", + "Note", + "I", + "Also", + "Since", + "You", + "They", + "Each", + "This", + "Beach", + "The", + "It", + "Here", + "Use", + "Because", + "To", + "From", + "However", + "Actually", + "F", + "Bodies" + ] + } + ], + "logit_surprising": [ + { + "concept": "been", + "score": 9.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "hundred", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "several", + "output_checked": true + }, + { + "concept": "endured", + "score": 5.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "numerous", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "slight", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "sites", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 4.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "on", + "output_checked": true + }, + { + "concept": "sized", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "years", + "output_checked": true + }, + { + "concept": "resembling", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "repetitive", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "initiating", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "irregularities", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "famous", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "axle", + "output_checked": true + }, + { + "concept": "unfore", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "prominently", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "amt", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "thumbnail", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "gigantic", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "markedly", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "face", + "output_checked": true + }, + { + "concept": "positioned", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "resulting", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "resembled", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "face", + "output_checked": true + }, + { + "concept": "small", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "thumbnail", + "output_checked": true + }, + { + "concept": "aligned", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "markings", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "survival", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "around", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "wheels", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "The", + "output_checked": true + }, + { + "concept": "points", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "behalf", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "on", + "output_checked": true + }, + { + "concept": "appealing", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "face", + "output_checked": true + }, + { + "concept": "pochi", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "behest", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "on", + "output_checked": true + }, + { + "concept": "indicative", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "face", + "output_checked": true + }, + { + "concept": "considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "severely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "sites", + "output_checked": true + }, + { + "concept": "also", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "unusual", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "predominantly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "resulted", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "face", + "output_checked": true + }, + { + "concept": "railroad", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "axle", + "output_checked": true + }, + { + "concept": "consequently", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "consisted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "likened", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "patterned", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "on", + "output_checked": true + }, + { + "concept": "prominent", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "several", + "output_checked": true + }, + { + "concept": "protrusions", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "pointA", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "head", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "wheel", + "output_checked": true + }, + { + "concept": "cylindrical", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "axle", + "output_checked": true + }, + { + "concept": "both", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "continual", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "enduring", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "rectangular", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "identified", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "sites", + "output_checked": true + }, + { + "concept": "vessel", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "varying", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "faces", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "face", + "output_checked": true + }, + { + "concept": "size", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "thumbnail", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-03__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-03__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-03__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-03__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cyclic-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Progressive damage under repeated loading 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A bolted aluminum joint opened after many pressurization cycles. A smooth region with regularly spaced microscopic ridges occupied most of the separated surface.", + "prompt_tail": " bolted aluminum joint opened after many pressurization cycles. A smooth region with regularly spaced microscopic ridges occupied most of the separated surface.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cyclic-04", + "carrier_id": null, + "target_family": "cyclic", + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " In", + "generated_token_ids": [ + 799 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 44746, + "best_depth": 63.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 9754 + }, + { + "label": "crack", + "best_rank": 2427, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 1960 + }, + { + "label": "propagation", + "best_rank": 12946, + "best_depth": 40.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 8515 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "forcing", + "arnataka", + "arn", + "fg", + "Sask", + "employment", + "qc", + "Uy", + "forcing", + "WATER", + "Blocking", + "Executor", + "bors", + "blocking", + "Gina", + "nabi", + "irg", + "Karla", + "ForegroundColor", + "ork", + "employment", + "pn", + "ginas", + "niki", + "astri", + "vork", + "Fors", + "patria" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "Signing", + "release", + "Signing", + "Release", + "signing", + "signed", + "Release", + "release", + "Signed", + "Signed", + "oscopy", + "Released", + "Signs", + "angent", + "releasing", + "RELEASE", + "leasing", + "ril", + "releases", + "else", + "trance", + "signings", + "addItem", + "ently", + "whisper" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Signing", + "Signing", + "signing", + "release", + "educativo", + "marginLeft", + "whisper", + "signings", + "Franken", + "aset", + "ently", + "trance", + "alignItems", + "aad", + "tempi", + "Kendall", + "Eink", + "Capricorn", + "tem", + "Selig", + "ategorie", + "Dex" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "signed", + "mrs", + "Signing", + "compressive", + "Pum", + "Socrates", + "Signing", + "Angst", + "signings", + "signing", + "Mrs", + "Signup", + "Mrs", + "english", + "release", + "Alexander", + "weg", + "Signs", + "signer", + "Caffeine", + "Release", + "Pump" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "DOP", + "resalt", + "Horner", + "Ungarn", + "Lynn", + "Bowman", + "elingen", + "hispanic", + "Santorini", + "Jorge", + "cinn", + "Lazio", + "Iceland", + "atian", + "Jorge", + "Brilliant", + "wonders", + "oriental", + "Karan", + "opl", + "PARENT", + "jordan", + "atism", + "Rocha", + "ccin", + "Zayn", + "Egyptian", + "occupant", + "Krakow", + "Atty", + "anner" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "atibus", + "umers", + "kvadr", + "Qaraldi", + "strategies", + "Nicholas", + "daniel", + "jp", + "celtic", + "pdelay", + "inz", + "Aus", + "lt", + "nCenters", + "carlos", + "qc", + "amts", + "Satt", + "cp", + "Joao", + "wendungen", + "joseph", + "Burlington" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "nesium", + "mason", + "Ums", + "Pleas", + "umer", + "python", + "myl", + "ple", + "Chrys", + "ruptedException", + "softener", + "paragraph", + "scissors", + "jaye", + "cuer", + "minecraft", + "Srinagar", + "Chiron", + "eless", + "Finally", + "mysql", + "chy", + "LeBron" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "RELEASE", + "haya", + "tha", + "leasing", + "enl", + "release", + "gh", + "tho", + "ForEach", + "getragen", + "mathbb", + "Release", + "mno", + "prive", + "FAF", + "Released", + "en", + "numpy", + "algo", + "bli", + "Fruit", + "uire", + "urably", + "front", + "escal" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "bly", + "ve", + "r", + "compassion", + "s", + "release", + "synes", + "dere", + "iber", + "ch", + "signed", + "kipun", + "sm", + "released", + "ril", + "signings", + "t", + "oss" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "dere", + "s", + "j", + "ors", + "ve", + "ele", + "eless", + "ny", + "r", + "cer", + "oss", + "ones", + "use", + "dir", + "mal", + "s", + "is", + "final", + "SPIR", + "f", + "si", + "pyridine", + "f", + "g", + "release", + "rec", + "issant", + "Cannabis" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "manner", + "night", + "irov", + "ively", + "enu", + "eniendo", + "theater", + "meden", + "haf", + "urably", + "rog", + "med", + "orit", + "manner", + "amos", + "en", + "ver", + "ver", + "ERE", + "heartedly" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "beispielsweise", + "Moreover", + "med", + "natural", + "examples", + "esimerkiksi", + "certainly", + "urious", + "ardin", + "naturali", + "naturelles", + "certeza", + "ve", + "moreover", + "Furthermore", + "t", + "sen", + "furthermore", + "digamos", + "dass", + "fif", + "Natural" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "t", + "beispielsweise", + "preponder", + "med", + "esimerkiksi", + "examples", + "Moreover", + "enorm", + "urious", + "moreover", + "exuber", + "ve", + "certainly", + "digamos", + "natural", + "celles", + "particular", + "er", + "preval", + "furthermore", + "exemplo", + "folds", + "sur", + "creases", + "sen" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "s", + "manner", + "particular", + "virt", + "verd", + "irov", + "amos", + "perfect", + "conspicuous", + "do", + "tyle", + "oj", + "considerable", + "lepas", + "Moreover", + "ver", + "iven", + "roir", + "particularmente", + "ujos", + "ief", + "rog", + "Moreover", + "uri" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "med", + "s", + "manner", + "particular", + "sensual", + "vehement", + "er", + "sheep", + "diminutive", + "manner", + "iveness", + "sensibility", + "preponder", + "luscious", + "natural", + "verd", + "lavish", + "beispielsweise", + "unruly", + "conspicuous", + "exuber", + "uptools", + "lang", + "sheep", + "benevolent", + "conspicuously", + "naturelles", + "decadent", + "interposed", + "sworth", + "incessant" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sensual", + "sheep", + "luscious", + "unruly", + "sworth", + "sensibility", + "interposed", + "incessant", + "vehement", + "sprawling", + "ObjectModel", + "quartz", + "sheep", + "continual", + "instances", + "intric", + "exquisite", + "sporadic", + "intricate", + "lavish", + "adorned", + "lang", + "virtue", + "expans", + "egreg", + "rdf", + "mah", + "extravagant", + "photographs" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "thoughtful", + "ornamental", + "rectangles", + "quartz", + "NonNull", + "adorned", + "additive", + "nimble", + "fanciful", + "typescript", + "customizable", + "marble", + "acne", + "configurable", + "scented", + "herbaceous", + "conspicuously", + "interposed", + "ItemGroup", + "baroque", + "shaved", + "cryptic", + "leyici", + "remarked" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "intricate", + "remarked", + "adorned", + "comprised", + "ornamental", + "sensory", + "gaze", + "luscious", + "silicone", + "gazed", + "outfitted", + "gdf", + "delineated", + "cornice", + "intricately", + "sporadically", + "textured", + "irregularly", + "unruly", + "reminiscent", + "oblong", + "pierced", + "sporadic", + "DEFGHIJKLMNOP", + "Notas", + "velvety", + "sinusoidal", + "trapez", + "intric", + "NonNull" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "particular", + "s", + "tandis", + "jellem", + "predominant", + "primarily", + "intric", + "eman", + "determinada", + "preponder", + "waarbij", + "determinadas", + "Gestaltung", + "predomin", + "bestimmte", + "striated", + "nbsp", + "egreg", + "serpentine", + "meisten", + "ensible", + "dihasilkan", + "predominantly", + "particolare", + "Particular", + "bestimmten", + "t" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "silicone", + "semif", + "striated", + "predomin", + "predominantly", + "sinusoidal", + "spinner", + "tandis", + "predominant", + "Pron", + "minY", + "comprised", + "NonNull", + "velvety", + "mostly", + "molded", + "Krom", + "Continuum", + "hao", + "shrub", + "Spinner", + "inhabited", + "microm", + "predom" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "smooth", + "pleasant", + "semif", + "NonNull", + "smoothed", + "groomed", + "adorned", + "comprised", + "pronounced", + "microm", + "scorn", + "striated", + "lubric", + "Pron", + "reproducible", + "riche", + "machined", + "omorf", + "schoon", + "adham", + "bumpy", + "predomin", + "ornamental", + "percor", + "sanded", + "permeated", + "spinner", + "immensely", + "hairy" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "pleasant", + "striated", + "hairy", + "smooth", + "ridges", + "adorned", + "ribbed", + "replicated", + "groomed", + "aboard", + "pendientes", + "sanded", + "bumpy", + "textured", + "NonNull", + "rode", + "Pron", + "lengthwise", + "spinner", + "smoothed", + "altamente", + "Subtle", + "schoon", + "permeated", + "anastom", + "corral", + "intermittently", + "reproducible", + "graces", + "immensely", + "been", + "predomin" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "smooth", + "Smooth", + "smooth", + "Smooth", + "smoothness", + "smoother", + "smoothed", + "smoothly", + "smoothing", + "lisse", + "smoot", + "SMO", + "Smo", + "mooth", + "ridges", + "smo", + "smo", + "Smo", + "Smoothing", + "smoothing", + "Smoothing", + "smoothed", + "ribbed", + "Smoothie", + "suaves", + "smoothie", + "smoothies" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "smooth", + "Smooth", + "smooth", + "Smooth", + "smoothness", + "smoot", + "smoother", + "smoothed", + "smo", + "lisse", + "SMO", + "Smo", + "smoothly", + "smoothing", + "Smo", + "ridges", + "smo", + "Smoothing", + "suaves", + "Smoothie", + "mooth", + "smoothie", + "Smoothing", + "smoothing", + "rid", + "textured", + "smoothed" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "smooth", + "Smooth", + "Smooth", + "smooth", + "smoother", + "smoothness", + "smoot", + "Smo", + "Smo", + "smoothed", + "SMO", + "smo", + "smoothly", + "ridges", + "smoothing", + "lisse", + "ribbed", + "Smoothing", + "smoothed", + "smoothing", + "Smoothing", + "mooth", + "smo", + "SM", + "rid", + "regolare" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "In", + "A", + "The", + "However", + "I", + "In", + "Most", + "These", + "There", + "Here", + "A", + "Let", + "Smooth", + "Within", + "On", + "Of", + "smooth", + "For", + "If", + "Also", + "This", + "You", + "Even", + "Each", + "Bodies", + "T", + "And", + "My", + "Body", + "Between", + "a", + "Therefore" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 225397, + 176312, + 194702, + 102203, + 136778, + 142823, + 14692, + 212662, + 171741, + 247901, + 248798, + 156304, + 186304, + 235741, + 168157, + 155376, + 44747, + 83643, + 228022, + 106417, + 98168, + 88026, + 129895, + 153708, + 201768, + 10264 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 20704, + 26001, + 23173, + 69819, + 154744, + 52827, + 220489, + 17273, + 128824, + 111993, + 46742, + 76536, + 74436, + 32253, + 118044, + 126905, + 153149, + 16712, + 2570, + 23039, + 54717, + 2428, + 4836, + 4048, + 142066, + 9022 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 76406, + 108149, + 148582, + 77712, + 36178, + 114467, + 59890, + 93294, + 40203, + 24439, + 12947, + 23079, + 27818, + 16107, + 55510, + 142280, + 104738, + 152261, + 127081, + 62506, + 54609, + 39248, + 105227, + 115732, + 149159, + 4903 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 46327, + 63226, + 50871, + 77117, + 82847, + 30248, + 28295, + 46564, + 9755, + 14483, + 18102, + 11046, + 60254, + 55753 + ] + }, + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 20146, + 20841, + 16215, + 10519, + 34086, + 42581, + 6079, + 6130, + 7042, + 23249, + 26196, + 13266, + 1961, + 2527 + ] + }, + { + "label": "propagation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 79267, + 86549, + 75901, + 84088, + 64795, + 9196, + 14311, + 8516, + 15761, + 32295, + 56680, + 51955, + 95169, + 69962 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "determinada", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ization", + "output_checked": true + }, + { + "concept": "rump", + "score": 3.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "pvc", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "normalmente", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "chloride", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "ocup", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "occupied", + "output_checked": true + }, + { + "concept": "area", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "inhabited", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "region", + "output_checked": true + }, + { + "concept": "countrymen", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "pressur", + "output_checked": true + }, + { + "concept": "cytot", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "pressur", + "output_checked": true + }, + { + "concept": "Concerning", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "after", + "output_checked": true + }, + { + "concept": "mnoho", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "many", + "output_checked": true + }, + { + "concept": "workbook", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "velvety", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "XMFLOAT", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "many", + "output_checked": true + }, + { + "concept": "Traverse", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "temel", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "pressur", + "output_checked": true + }, + { + "concept": "PVC", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "ligament", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "RED", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "bolted", + "output_checked": true + }, + { + "concept": "finitely", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "region", + "output_checked": true + }, + { + "concept": "durs", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "vic", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "pressure", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "pressur", + "output_checked": true + }, + { + "concept": "fato", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "beispielsweise", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "vnd", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sensual", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "TreeMap", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "occupied", + "output_checked": true + }, + { + "concept": "compositional", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "intricate", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Barrios", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "occupied", + "output_checked": true + }, + { + "concept": "Few", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "pressur", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "Pressure", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "pressur", + "output_checked": true + }, + { + "concept": "sac", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "region", + "output_checked": true + }, + { + "concept": "pleasant", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "slik", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "bolted", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Fallout", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "unrest", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "region", + "output_checked": true + }, + { + "concept": "impediments", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "Abelian", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "assorted", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "particular", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "IMA", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "silicone", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "inch", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "Nothing", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "dolce", + "score": 1.0, + "best_rank": 4, + "best_depth": 63.8, + "near_token": "smooth", + "output_checked": true + }, + { + "concept": "Colombeau", + "score": 1.0, + "best_rank": 4, + "best_depth": 63.8, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "Dynkin", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "occupied", + "output_checked": true + }, + { + "concept": "Zou", + "score": 1.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "Posted", + "score": 1.0, + "best_rank": 4, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ve", + "se", + "th", + "wh", + "and", + "row", + "gh", + "ar", + "ne", + "sa", + "yst", + "inter", + "pr", + "any", + "anc", + "ton", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "min", + "ts", + "ces", + "equ", + "self", + "years", + "be" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "es", + "comp", + "ner", + "ju", + "rence", + "comple", + "perk", + "haute", + "flows", + "uq", + "pitted", + "conflicted", + "an", + "is", + "tr", + "ne", + "ning", + "br", + "son", + "ant" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "j", + "math", + "ib", + "one", + "ON", + "ict", + "pol", + "includ", + "med", + "tem", + "som", + "mark", + "fin", + "vol", + "ivid", + "To", + "RO", + "pha", + "mag", + "ump", + "ived", + "vi", + "ably", + "oney" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "er", + "or", + "al", + "m", + "ou", + "ing", + "el", + "l", + "re", + "im", + "be", + "st", + "if", + "us", + "wh", + "com", + "pe", + "ain", + "j", + "ch", + "by", + "ies", + "int", + "ich", + "able", + "ast", + "ip", + "ord", + "ge", + "ph" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "de", + "qu", + "ter", + "ity", + "age", + "ha", + "ad", + "us", + "ign", + "ens", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ev", + "ize", + "we", + "work", + "ays", + "est", + "wo", + "who", + "rib" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "at", + "an", + "it", + "le", + "ion", + "as", + "ent", + "n", + "ol", + "ig", + "ur", + "ve", + "ay", + "ch", + "ir", + "ver", + "ra", + "ere", + "com", + "pe", + "end", + "ill", + "ex", + "art", + "iz", + "ud", + "ies", + "ang", + "ive", + "all" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res", + "k" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "ice", + "comp", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "ers", + "they", + "of", + "selection", + "eat", + "liaison", + "sehen", + "evol", + "sof", + "eine", + "bringen", + "garnished", + "tio", + "equip", + "photograph", + "lid", + "novembre", + "gust", + "ein" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "er", + "ers", + "of", + "ized", + "equip", + "aal", + "youtu", + "bildung", + "tentative", + "sof", + "bringen", + "ameri", + "e", + "rel", + "ei", + "officially", + "technically", + "ein", + "Aus", + "eat", + "imitation", + "EG" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "er", + "fielder", + "equip", + "imitation", + "reliance", + "destra", + "Verenigde", + "expert", + "behalf", + "Looking", + "resmi", + "kowy", + "Tog", + "ameri", + "Publicity", + "asesin", + "damn", + "colabor", + "martial", + "e", + "ET", + "boolean" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "er", + "kowy", + "tog", + "damn", + "Looking", + "ributor", + "bunun", + "Tog", + "ET", + "ameri", + "fielder", + "asesin", + "ER", + "equip", + "demise", + "hur", + "pochi", + "papan", + "zaman", + "errori", + "jp", + "declining" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "kowy", + "er", + "tog", + "bunun", + "Tog", + "asesin", + "damn", + "immense", + "demise", + "ributor", + "zaman", + "pochi", + "merkezi", + "fielder", + "equip", + "hur", + "cellar", + "ed", + "ueness", + "administr", + "declining", + "cooking", + "Looking" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "kowy", + "explained", + "merkezi", + "sigh", + "er", + "ed", + "bunun", + "also", + "phenoxymethyl", + "jp", + "boolean", + "azonban", + "voltou", + "skoj", + "papan", + "ueness", + "phenylsulfanyl", + "of", + "administr", + "Couldn", + "caution", + "increasing", + "asesin", + "zaman", + "contending" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "was", + "of", + "also", + "but", + "but", + "also", + "These", + "ed", + "However", + "azonban", + "sigh", + "desses", + "These", + "was", + "ER", + "because", + "S", + "pre" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "described", + "reminiscent", + "positioned", + "interspersed", + "characterized", + "However", + "but", + "configuration", + "referred", + "displayed", + "likened", + "featured", + "outlined", + "situated", + "which", + "several", + "revealed", + "arched", + "been", + "of", + "depicted", + "tions", + "structure", + "numerous", + "mechanisms", + "shaped", + "patterned", + "devoid" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "reinforced", + "protrusions", + "intricately", + "described", + "emphasized", + "undulating", + "ornamented", + "reminiscent", + "outlined", + "patterned", + "arched", + "decorated", + "rectangular", + "characterized", + "consisted", + "intricate", + "densely", + "adorned", + "protruding", + "interspersed", + "mottled", + "prominent", + "cylindrical", + "interconnected", + "exemplified", + "subdivided", + "captivated", + "accentuated", + "glistening", + "mechanisms", + "consisting", + "underpinned" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "undulating", + "numerous", + "intricately", + "densely", + "covered", + "various", + "highly", + "situated", + "subdivided", + "massive", + "prominent", + "structured", + "reinforced", + "nearly", + "consisting", + "surrounded", + "rectangular", + "uneven", + "described", + "approximately", + "coated", + "comprised", + "several", + "patterned", + "focused", + "heavily", + "concentrated", + "comprising", + "mostly", + "closely", + "extensive", + "textured" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "majority", + "widespread", + "highly", + "undulating", + "numerous", + "nearly", + "punctuated", + "predominantly", + "mostly", + "surfaces", + "patterned", + "interspersed", + "extensive", + "structured", + "vastly", + "interconnected", + "comparatively", + "textured", + "reinforced", + "densely", + "various", + "surface", + "massive", + "characterized", + "varying", + "heavily", + "fascinating", + "riddled", + "prominent", + "extensively", + "reminiscent" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "smooth", + "undulating", + "smoothed", + "textured", + "polished", + "riddled", + "patterned", + "uneven", + "dominated", + "structured", + "majority", + "regions", + "smoother", + "slightly", + "surfaces", + "highly", + "mostly", + "glossy", + "densely", + "nearly", + "comprised", + "punctuated", + "relatively", + "gently", + "smoothly", + "geometric", + "streamlined", + "grooves", + "alternating", + "well", + "composed" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "smooth", + "textured", + "Smooth", + "smoother", + "smoothed", + "mooth", + "smoothness", + "patterned", + "ribbed", + "surfaces", + "smoothly", + "smoothing", + "Textured", + "Smooth", + "texture", + "rough", + "Texture", + "polished", + "grooves", + "smooth", + "surface", + "striated", + "undulating", + "dominated", + "structured", + "Smo", + "lisse", + "textured", + "riddled", + "smoot" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "textured", + "smooth", + "ribbed", + "grooves", + "surfaces", + "smoother", + "riddled", + "smoothed", + "Smooth", + "patterned", + "contoured", + "striated", + "surface", + "smooth", + "textured", + "Textured", + "structured", + "smoothness", + "undulating", + "wrinkled", + "mooth", + "dominated", + "smoothing", + "surfaced", + "polished", + "rugged", + "corrugated", + "studded", + "jagged", + "smoothly", + "ridges" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "smooth", + "smooth", + "Smooth", + "smoother", + "Smooth", + "smoothness", + "smoothly", + "smoothed", + "smoothing", + "mooth", + "SMO", + "smoot", + "micro", + "ribbed", + "a", + "Smo", + "lisse", + "smo", + "smo", + "Micro", + "ridges", + "microsc", + "sm", + "textured", + "micro", + "suave", + "Smoothing" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "smooth", + "Smooth", + "smooth", + "Smooth", + "smoother", + "smoothly", + "smoothness", + "smoothed", + "smoothing", + "SMO", + "Smo", + "mooth", + "lisse", + "smoot", + "smo", + "smo", + "Smoothing", + "Smoothing", + "sm", + "SM", + "ridges", + "Smith", + "textured", + "smoothie", + "Smo", + "Smith" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Smooth", + "smooth", + "smooth", + "Smooth", + "smoothed", + "smoothness", + "smoother", + "smo", + "SMO", + "smoothing", + "smoothly", + "Smoothing", + "mooth", + "Smo", + "Smo", + "smoothing", + "smoothed", + "Smoothing", + "smoot", + "lisse", + "smoothies", + "ubercul", + "SM", + "smo", + "ribbed" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "In", + "A", + "The", + "However", + "I", + "In", + "Most", + "These", + "There", + "Here", + "A", + "Let", + "Smooth", + "Within", + "On", + "Of", + "smooth", + "For", + "If", + "Also", + "This", + "You", + "Even", + "Each", + "Bodies", + "T", + "And", + "My", + "Body", + "Between", + "a", + "Therefore" + ] + } + ], + "logit_surprising": [ + { + "concept": "avrebbe", + "score": 11.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "bolted", + "output_checked": true + }, + { + "concept": "damn", + "score": 10.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "and", + "score": 10.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "positioned", + "score": 6.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "joint", + "output_checked": true + }, + { + "concept": "majority", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "most", + "output_checked": true + }, + { + "concept": "been", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "slight", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "occupied", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "pressures", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "pressur", + "output_checked": true + }, + { + "concept": "readily", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "with", + "output_checked": true + }, + { + "concept": "considerably", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "achieved", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "smooth", + "output_checked": true + }, + { + "concept": "separation", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "area", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "impeding", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "smooth", + "output_checked": true + }, + { + "concept": "Pued", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "region", + "output_checked": true + }, + { + "concept": "impede", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "Creators", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "occupied", + "output_checked": true + }, + { + "concept": "albeit", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "smooth", + "output_checked": true + }, + { + "concept": "seemingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "portions", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "few", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "battered", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "prince", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "cou", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "occupied", + "output_checked": true + }, + { + "concept": "evoked", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "region", + "output_checked": true + }, + { + "concept": "Interestingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "mittlerweile", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "installiert", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "ization", + "output_checked": true + }, + { + "concept": "mainten", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "sporad", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "also", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "continuously", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "relatively", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "decreased", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "described", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ingredients", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "initiated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "grasped", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "after", + "output_checked": true + }, + { + "concept": "excessively", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "comprised", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "region", + "output_checked": true + }, + { + "concept": "suitable", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "aligned", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "situated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "occupied", + "output_checked": true + }, + { + "concept": "convoluted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "reinforced", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "between", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "joint", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "many", + "output_checked": true + }, + { + "concept": "endured", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "three", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "established", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "sized", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "provide", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "occupied", + "output_checked": true + }, + { + "concept": "vapor", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "ization", + "output_checked": true + }, + { + "concept": "various", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "characterized", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "region", + "output_checked": true + }, + { + "concept": "those", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "gliding", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "smooth", + "output_checked": true + }, + { + "concept": "regions", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "region", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-04__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-04__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-04__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-04__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cyclic-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Progressive damage under repeated loading 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A rotating laboratory specimen failed after a long sequence of alternating stresses. Ratchet marks joined multiple surface origins before the remaining ligament broke suddenly.", + "prompt_tail": "atory specimen failed after a long sequence of alternating stresses. Ratchet marks joined multiple surface origins before the remaining ligament broke suddenly.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cyclic-05", + "carrier_id": null, + "target_family": "cyclic", + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 24948, + "best_depth": 63.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 7730 + }, + { + "label": "crack", + "best_rank": 6270, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2825 + }, + { + "label": "propagation", + "best_rank": 7950, + "best_depth": 40.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 7858 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "forcing", + "fg", + "arnataka", + "arn", + "employment", + "qc", + "Executor", + "WATER", + "Uy", + "Gina", + "nabi", + "Sask", + "niki", + "Nong", + "employment", + "bors", + "Blocking", + "ork", + "pn", + "forcing", + "irg", + "irken", + "ForegroundColor", + "Accelerator", + "puri", + "ginas" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "Signing", + "release", + "Signing", + "Release", + "signed", + "signing", + "Release", + "release", + "Signed", + "Signs", + "Signed", + "Released", + "ril", + "angent", + "oscopy", + "releases", + "releasing", + "else", + "trance", + "leasing", + "signings", + "whisper", + "signer", + "RELEASE", + "ueless", + "Releases", + "released" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "educativo", + "Signing", + "marginLeft", + "trance", + "mno", + "Eink", + "Franken", + "whisper", + "Signing", + "Analyze", + "Whisper", + "jam", + "tempi", + "ently", + "mathbb", + "berhasil", + "alignItems" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "a", + "mrs", + "leigh", + "Signing", + "compressive", + "anglais", + "Signing", + "Signup", + "Pum", + "akan", + "Angst", + "signed", + "ksi", + "petroleum", + "Signs", + "memset", + "LX", + "gqlgen", + "Whisper", + "Caffeine" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "DOP", + "Jorge", + "atian", + "Georg", + "elingen", + "Horner", + "Jorge", + "cinn", + "Ungarn", + "Egyptian", + "Lynn", + "magnetite", + "Bowman", + "Glover", + "hispanic", + "optosis", + "opl", + "Arqu", + "ccin", + "cardiology", + "applause", + "Kazim", + "wonders", + "Compact" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Nicholas", + "lt", + "jp", + "celtic", + "Qaraldi", + "Nichols", + "umers", + "lng", + "atibus", + "Cp", + "cp", + "alex", + "qc", + "daniel", + "Niagara", + "Tricks", + "dental", + "Joao", + "Alexander", + "Natalia" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "nesium", + "mason", + "Pleas", + "Ums", + "python", + "ruptedException", + "mysql", + "softener", + "ple", + "myl", + "Chrys", + "umer", + "menos", + "paragraph", + "minecraft", + "Signup", + "eless", + "Finally", + "memasuki", + "cuer", + "chy", + "jaye", + "multiply" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "tha", + "RELEASE", + "leasing", + "enl", + "gh", + "ForEach", + "FAF", + "escal", + "prive", + "mathbb", + "release", + "algo", + "tho", + "ukai", + "handful", + "urably", + "numpy", + "Release", + "Released", + "getragen", + "hent", + "esto" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "release", + "releases", + "bly", + "r", + "released", + "ve", + "signings", + "s", + "signed", + "Alexander", + "dere", + "Release", + "release", + "ril", + "ch", + "SIGN", + "Releases", + "signed", + "signer", + "dere", + "compassion", + "s", + "iber", + "plantings", + "serpentine", + "signing" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "dere", + "ny", + "eless", + "j", + "final", + "ve", + "hl", + "oss", + "Finally", + "ors", + "use", + "ele", + "ohl", + "rish", + "release", + "s", + "cer", + "gent", + "g", + "rig", + "pyridine", + "f", + "s", + "mal", + "SPIR", + "strawberry", + "rec", + "iber" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "night", + "theater", + "med", + "lepas", + "Moreover", + "gehend", + "haf", + "meng", + "trach", + "en", + "ujos", + "odora", + "to", + "manner", + "ser", + "ively", + "heartedly", + "meden", + "ver", + "iven" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "fato", + "t", + "Moreover", + "moreover", + "furthermore", + "ve", + "lepas", + "urious", + "med", + "Furthermore", + "udir", + "s", + "beispielsweise", + "creases", + "digamos", + "voila", + "folds", + "ures", + "naturali", + "dass", + "ujos" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "t", + "ve", + "fato", + "med", + "moreover", + "digamos", + "creases", + "preponder", + "furthermore", + "urious", + "s", + "folds", + "lepas", + "let", + "Moreover", + "enorm", + "preval", + "dass", + "ures", + "udir", + "ujos", + "dif" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "lepas", + "med", + "do", + "manner", + "ujos", + "ver", + "Moreover", + "tyle", + "haf", + "s", + "fato", + "digamos", + "iven", + "vigor", + "amos", + "roir", + "sworth", + "urably", + "verd", + "laissez", + "strive", + "IVER" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Veamos", + "uptools", + "sensual", + "sheep", + "hinsichtlich", + "voila", + "sheep", + "ak", + "digamos", + "luscious", + "bv", + "oven", + "vehement", + "moreover", + "vnd", + "peces", + "rite", + "urious", + "artifacts", + "laissez", + "Examining", + "manner", + "skept", + "deer", + "lepas" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sworth", + "bv", + "Etc", + "sensual", + "erratic", + "sheep", + "unruly", + "nnnn", + "visuals", + "bree", + "hz", + "rite", + "sheep", + "oids", + "luscious", + "likewise", + "imperative", + "bottle", + "fpr", + "sistemi", + "shoe", + "OfInterest", + "iciary", + "sporadic", + "opus", + "vb", + "dac", + "worrisome", + "GetInstance" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "thoughtful", + "typescript", + "Postgres", + "leyici", + "Brainz", + "acne", + "psychic", + "LastError", + "Honour", + "mongoose", + "discord", + "iciary", + "workbook", + "erratic", + "subjunctive", + "a", + "additive", + "Discord", + "edging", + "dT", + "spicy" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "pvc", + "Brainz", + "snowboard", + "treacherous", + "discord", + "mucous", + "pedicure", + "hibernate", + "luscious", + "rite", + "gdf", + "insane", + "Trout", + "minecraft", + "ornamental", + "adren", + "sensory", + "iciary", + "Regarding", + "erratic", + "MNOP", + "DEFGHIJKLMNOP", + "Traverse", + "eyesight", + "psyched", + "Postgres", + "bree", + "rosemary", + "ainder" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "ske", + "e", + "intricacies", + "t", + "Handlung", + "er", + "dac", + "en", + "sue", + "pvc", + "Palis", + "serpentine", + "jellem", + "trab", + "intric", + "resiliency", + "s", + "Integrity", + "fibrin", + "Foss", + "s", + "eman", + "canalicul", + "Poir", + "tandis", + "iliency", + "seg", + "Hutchinson", + "sag" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "tendons", + "tendon", + "ligament", + "ligaments", + "retainer", + "wrinkle", + "canalicul", + "antler", + "knees", + "lastIndexOf", + "orthopedic", + "enium", + "Muscles", + "ingles", + "spinal", + "muscles", + "rette", + "ankles", + "Ridg", + "semif", + "placenta", + "mucous", + "Pron", + "Arthritis", + "spinal", + "keyCode" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "tendons", + "tendon", + "Muscles", + "muscles", + "ligament", + "ligaments", + "retainer", + "ankles", + "mucous", + "orthopedic", + "canalicul", + "Rein", + "muscle", + "cruciate", + "muscul", + "musculaire", + "Muscle", + "antlers", + "musculoskeletal", + "Chiropractic", + "otot", + "Arthritis", + "Muscle", + "anatom" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "ligament", + "tendon", + "tendons", + "muscles", + "Muscles", + "ligaments", + "retainer", + "mucous", + "antlers", + "cruciate", + "muscle", + "musculaire", + "muscle", + "muscul", + "biceps", + "antler", + "otot", + "ankles", + "Muscle", + "reinforced", + "orthopedic", + "anatom", + "musculoskeletal", + "kite", + "rheumatic" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "ligament", + "ligaments", + "tendon", + "tendons", + "lig", + "Rat", + "ratchet", + "rat", + "Lig", + "Rat", + "Muscles", + "lig", + "muscles", + "Lig", + "hamstring", + "cruciate", + "rat", + "orthopedic", + "racquet", + "Wrist", + "wrist", + "Remaining", + "Ratch", + "redient", + "cartilage", + "Rats" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "ligament", + "ligaments", + "Rat", + "ratchet", + "rat", + "Rat", + "tendons", + "tendon", + "ratified", + "rat", + "Muscles", + "RAT", + "RAT", + "hamstring", + "lig", + "lig", + "muscles", + "Ratch", + "retten", + "racquet", + "Rats", + "rheumatic", + "cartil", + "Ratings", + "RCT", + "cartilage", + "Remaining", + "Lig" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "ligament", + "rat", + "Rat", + "ligaments", + "ratchet", + "Rat", + "RAT", + "Lig", + "Lig", + "rat", + "Ratch", + "RAT", + "rato", + "lig", + "ratified", + "tendon", + "I", + "ratification", + "Retrieved", + "remaining", + "retten", + "T", + "racquet" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Rat", + "rat", + "thought", + "br", + "ligament", + "In", + "However", + "Lig", + "Let", + "remaining", + "Rat", + "rat", + "Remaining", + "e", + "These", + "lt", + "Rate", + "th", + "rt", + "Remaining", + "I", + "py", + "t", + "Note", + "g", + "Award", + "rr", + "All", + "rate", + "You", + "rs" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 229147, + 164554, + 152438, + 69779, + 166586, + 181318, + 11514, + 208716, + 182414, + 232786, + 232702, + 149051, + 174815, + 212538, + 118996, + 137051, + 24949, + 29877, + 156590, + 67343, + 44370, + 38596, + 31539, + 57441, + 98911, + 4238 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 13139, + 23958, + 43235, + 87576, + 133343, + 33248, + 213855, + 16311, + 90070, + 126532, + 70604, + 102871, + 79481, + 52896, + 140682, + 128069, + 136928, + 34130, + 6271, + 51235, + 90366, + 34242, + 117596, + 84399, + 185979, + 11474 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 80815, + 99834, + 96452, + 59170, + 61540, + 160691, + 42582, + 85859, + 73639, + 17897, + 7951, + 20528, + 31499, + 17870, + 59149, + 145996, + 105782, + 134913, + 69306, + 58185, + 70694, + 58837, + 187966, + 172311, + 113153, + 5384 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 44103, + 52988, + 38877, + 42874, + 69721, + 24741, + 66325, + 26492, + 8790, + 7731, + 39176, + 41926, + 52010, + 45361 + ] + }, + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 24581, + 18851, + 14661, + 13906, + 48774, + 24569, + 8268, + 2826, + 6655, + 34892, + 34663, + 21538, + 27659, + 47697 + ] + }, + { + "label": "propagation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 52251, + 100694, + 107010, + 119705, + 52398, + 66988, + 12551, + 16740, + 7859, + 20976, + 70625, + 77366, + 101953, + 85200 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "pvc", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "unexpected", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "GTX", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "alternating", + "output_checked": true + }, + { + "concept": "sample", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "tendon", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "dure", + "score": 3.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "long", + "output_checked": true + }, + { + "concept": "zipcode", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Rat", + "output_checked": true + }, + { + "concept": "pseudo", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "laboratory", + "output_checked": true + }, + { + "concept": "PLOAD", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "testers", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Yellowstone", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "origins", + "output_checked": true + }, + { + "concept": "outages", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "tendons", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Break", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "report", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "rotating", + "output_checked": true + }, + { + "concept": "period", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "long", + "output_checked": true + }, + { + "concept": "break", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "ITest", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "assorted", + "score": 2.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "failure", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "nave", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "chet", + "output_checked": true + }, + { + "concept": "unsuccessful", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "Aye", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "chet", + "output_checked": true + }, + { + "concept": "Saxony", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "LEC", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "acne", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Awak", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "stresses", + "output_checked": true + }, + { + "concept": "sedimentary", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "Rat", + "output_checked": true + }, + { + "concept": "DCS", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "chet", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "PVP", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "rump", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "Rat", + "output_checked": true + }, + { + "concept": "bekas", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "rejoindre", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "antes", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "Broken", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "specimens", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "Sereth", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "fato", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Veamos", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "egreg", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "MNOP", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "seder", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "ske", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "alternation", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "alternating", + "output_checked": true + }, + { + "concept": "district", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "lepas", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "mts", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "Brainz", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "mediate", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Zou", + "score": 1.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "fontweight", + "score": 1.0, + "best_rank": 5, + "best_depth": 63.8, + "near_token": "stresses", + "output_checked": true + }, + { + "concept": "keg", + "score": 1.0, + "best_rank": 9, + "best_depth": 72.3, + "near_token": "broke", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "s", + "ve", + "se", + "th", + "wh", + "ers", + "cl", + "row", + "gh", + "ar", + "ne", + "sa", + "yst", + "inter", + "ype", + "anc", + "clud", + "ey", + "ton", + "tr", + "pect", + "red", + "IN", + "ray", + "ative", + "ser", + "roup", + "min", + "ground" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "rence", + "uq", + "es", + "ner", + "umeric", + "perk", + "yards", + "haute", + "ocs", + "enburg", + "esco", + "samp", + "pitted", + "conflicted", + "validType", + "an", + "is", + "assert", + "ju", + "purposes" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "iv", + "j", + "one", + "ound", + "includ", + "med", + "som", + "mark", + "vol", + "To", + "pha", + "mag", + "vi", + "yang", + "epend", + "ware", + "ambda", + "That", + "mit", + "Med", + "sugg", + "suggest", + "quick", + "couple", + "depart", + "digital" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "al", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "l", + "st", + "im", + "g", + "u", + "se", + "if", + "th", + "us", + "ht", + "and", + "com", + "pe", + "ain", + "j", + "pl", + "ch", + "ies", + "ex", + "int", + "un", + "ich", + "able" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "A", + "C", + "D", + "E", + "F", + "G", + "H", + "K", + "O", + "R", + "S", + "T", + "U", + "V", + "W", + "Y", + "Z", + "d", + "e", + "f", + "g", + "j", + "k", + "l", + "m" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "un", + "ere", + "com", + "end", + "ill", + "ex", + "art", + "this", + "iz", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res", + "ort" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "os", + "ly", + "ers", + "ew", + "te", + "ain", + "he", + "og", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "set" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "n", + "s", + "perfectly", + "liaison", + "evol", + "kaya", + "e", + "am", + "ers", + "of", + "ature", + "photograph", + "aft", + "lid", + "aat", + "begitu", + "tentative", + "eas", + "heer", + "bringen", + "wunder", + "Ils", + "Publicity" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "e", + "n", + "s", + "er", + "ers", + "rel", + "of", + "aw", + "perfectly", + "aft", + "aal", + "aat", + "evol", + "tentative", + "kaya", + "mellow", + "Publicity", + "eleg", + "ature", + "UT", + "une" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "er", + "et", + "imitation", + "demise", + "reliance", + "fielder", + "e", + "behalf", + "aat", + "bounty", + "Verenigde", + "Tog", + "Publicity", + "ER", + "ET", + "United", + "doctor", + "successor", + "aal", + "resmi", + "Repositories" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "er", + "Tog", + "ER", + "ET", + "demise", + "tog", + "fielder", + "hur", + "kowy", + "behalf", + "Looking", + "ew", + "papan", + "bunun", + "ewel", + "attacker", + "resmi", + "self", + "declining", + "aal", + "behest", + "et", + "async", + "damn" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "er", + "Tog", + "tog", + "kowy", + "hur", + "bunun", + "papan", + "fielder", + "demise", + "ER", + "ewel", + "ET", + "cellar", + "ew", + "chime", + "damn", + "aal", + "avrebbe", + "cooking", + "also", + "attacker", + "resmi" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "voltou", + "kowy", + "evas", + "triggered", + "decree", + "ujar", + "bunun", + "fielder", + "behalf", + "also", + "enraged", + "another", + "bizarre", + "rookie", + "Tog", + "rebuke", + "videojuegos", + "resmi", + "bunu", + "another", + "cooking" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "also", + "also", + "essas", + "esses", + "utterance", + "cette", + "hindrance", + "another", + "these", + "two", + "debated", + "desses", + "triggered", + "another" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "also", + "also", + "of", + "of", + "but", + "Also", + "instigated", + "orchestrated", + "but", + "that", + "established", + "triggered", + "another", + "commotion", + "another", + "exacerbated", + "initiated", + "destabil", + "foreshadow", + "previous" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "intensifying", + "previous", + "swiftly", + "reverber", + "also", + "latter", + "mechanisms", + "highlighted", + "intensified", + "unbelievable", + "escalating", + "galvanized", + "orchestrated", + "sensation", + "culmination", + "instinctive", + "inciting", + "heavy", + "sequence", + "meticulously", + "treacherous", + "infuri", + "dominating", + "eventful", + "preceding", + "sweeping", + "intently", + "established", + "paragraph", + "heightened", + "sensations", + "sensational" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "heavy", + "various", + "cohesive", + "striking", + "treacherous", + "heavily", + "defining", + "seemingly", + "resilient", + "high", + "other", + "moving", + "highly", + "ed", + "massive", + "surrounding", + "deeply", + "precarious", + "connecting", + "interconnected", + "identified", + "jagged", + "S", + "secondary", + "reinforced", + "nearby", + "demanding", + "onset", + "taking", + "identifying", + "reinforcing" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "interconnected", + "and", + "anatomical", + "cohesive", + "specialized", + "various", + "second", + "th", + "specific", + "surrounding", + "ligaments", + "S", + "initial", + "tightly", + "reinforced", + "latter", + "resulting", + "impending", + "tight", + "St", + "particularly", + "anatomy", + "intricate", + "massive", + "reinforcing", + "multiple", + "multifaceted", + "inter", + "preceding", + "rigid", + "onset" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "ligament", + "knee", + "ligaments", + "tendons", + "ankle", + "wrist", + "anatomical", + "restraining", + "tendon", + "cartilage", + "tightening", + "underlying", + "reinforced", + "and", + "remaining", + "muscles", + "Knee", + "tight", + "resistant", + "tightened", + "anatomy", + "Strait", + "cushioning", + "hamstring", + "neck", + "muscle", + "shoulder", + "existing", + "hip", + "elbow", + "resistive", + "hinged" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "tendons", + "tendon", + "R", + "ligament", + "r", + "St", + "R", + "Muscles", + "knee", + "Re", + "re", + "ligaments", + "M", + "muscle", + "anatomical", + "T", + "T", + "N", + "re", + "muscles", + "O", + "L", + "restraining", + "er", + "t", + "at", + "an", + "The", + "Muscle" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "ligament", + "tendons", + "tendon", + "ligaments", + "re", + "Muscles", + "muscles", + "R", + "R", + "r", + "hamstring", + "muscle", + "and", + "rotator", + "St", + "r", + "in", + "un", + "Re", + "nerve", + "muscle", + "ruptured", + "re", + "Tend", + "Muscle", + "v", + "T", + "on" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "ligament", + "lig", + "ligaments", + "Rat", + "Lig", + "Rat", + "lig", + "Lig", + "rat", + "tendons", + "tendon", + "rat", + "st", + "liga", + "remaining", + "ratchet", + "remaining", + "liga", + "t", + "league", + "Remaining", + "RAT", + "R", + "r", + "knee", + "re", + "ment", + "leagues" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "ligament", + "Rat", + "ligaments", + "Rat", + "rat", + "ratchet", + "remaining", + "Ratch", + "Lig", + "rat", + "lig", + "Lig", + "remaining", + "lig", + "tendons", + "Remaining", + "RAT", + "tendon", + "Ratings", + "Remaining", + "Rach", + "ratified", + "Rats", + "Rate", + "Rating", + "Rawlings", + "racquet", + "ligature", + "Raton" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "ligament", + "rat", + "Rat", + "Rat", + "ligaments", + "Lig", + "rat", + "RAT", + "remaining", + "lig", + "ratchet", + "ratified", + "Lig", + "lig", + "rag", + "RAT", + "Remaining", + "Raton", + "Ratch", + "rats", + "rt", + "remaining" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Rat", + "rat", + "thought", + "br", + "ligament", + "In", + "However", + "Lig", + "Let", + "remaining", + "Rat", + "rat", + "Remaining", + "e", + "These", + "lt", + "Rate", + "th", + "rt", + "Remaining", + "I", + "py", + "t", + "Note", + "g", + "Award", + "rr", + "All", + "rate", + "You", + "rs" + ] + } + ], + "logit_surprising": [ + { + "concept": "and", + "score": 19.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 5.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "slight", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "stresses", + "output_checked": true + }, + { + "concept": "also", + "score": 4.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "consecutive", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "multiple", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "miserably", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "damn", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "another", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "period", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "long", + "output_checked": true + }, + { + "concept": "Considerable", + "score": 3.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "sequence", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "alternating", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "origins", + "output_checked": true + }, + { + "concept": "indicative", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "exacerbated", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "prevent", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "chet", + "output_checked": true + }, + { + "concept": "positioned", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "activities", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "laboratory", + "output_checked": true + }, + { + "concept": "categorized", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "indicate", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "chet", + "output_checked": true + }, + { + "concept": "samples", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "sample", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "research", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "rotating", + "output_checked": true + }, + { + "concept": "successful", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "immense", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "readily", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "hundred", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "multiple", + "output_checked": true + }, + { + "concept": "ample", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "enveloping", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "vergang", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "long", + "output_checked": true + }, + { + "concept": "notifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "alternating", + "output_checked": true + }, + { + "concept": "additionally", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "origins", + "output_checked": true + }, + { + "concept": "pertaining", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "Rat", + "output_checked": true + }, + { + "concept": "indicating", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "unable", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "exasper", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "andare", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "origins", + "output_checked": true + }, + { + "concept": "endured", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "unexpectedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "lengthy", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "long", + "output_checked": true + }, + { + "concept": "repeatedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "word", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "intensifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "examination", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "holistic", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "extensive", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "long", + "output_checked": true + }, + { + "concept": "continuous", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "sequence", + "output_checked": true + }, + { + "concept": "within", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "origins", + "output_checked": true + }, + { + "concept": "each", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "apex", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "validation", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "stressors", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "stresses", + "output_checked": true + }, + { + "concept": "together", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "taking", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "before", + "output_checked": true + }, + { + "concept": "anatomical", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "breakage", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "tendon", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "several", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "after", + "output_checked": true + }, + { + "concept": "duration", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "long", + "output_checked": true + }, + { + "concept": "sequences", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "sequence", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-05__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-05__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-05__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-05__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cleavage-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-plasticity separation 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A ferritic plate separated abruptly during cold weather with almost no macroscopic distortion. Flat facets and converging river markings crossed the grain interiors.", + "prompt_tail": "ritic plate separated abruptly during cold weather with almost no macroscopic distortion. Flat facets and converging river markings crossed the grain interiors.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cleavage-01", + "carrier_id": null, + "target_family": "cleavage", + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 13549, + "best_depth": 63.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 1410 + }, + { + "label": "cleavage", + "best_rank": 7224, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 374 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "forcing", + "fg", + "employment", + "arnataka", + "qc", + "arn", + "Executor", + "WATER", + "Uy", + "employment", + "forcing", + "ners", + "niki", + "Gina", + "nabi", + "Blocking", + "pn", + "Blake", + "Sask", + "irg", + "ork", + "bors", + "blocking", + "ginas", + "astri", + "APPA", + "ForegroundColor" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "Signing", + "release", + "signed", + "Signing", + "Release", + "signing", + "Signed", + "Release", + "release", + "Released", + "Signs", + "trance", + "leasing", + "angent", + "ril", + "Signed", + "ueless", + "ammed", + "oscopy", + "signer", + "ently", + "releases", + "releasing", + "RELEASE", + "addItem" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "jaye", + "ocked", + "Methyl", + "methyl", + "marginLeft", + "Methyl", + "ProductCategory", + "Campylobacter", + "trance", + "requireNonNull", + "icro" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "mrs", + "compressive", + "LX", + "ksi", + "akan", + "a", + "Angst", + "weg", + "Mrs", + "leigh", + "sped", + "memset", + "saranno", + "analges", + "Signing", + "Pum" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "DOP", + "elingen", + "Glover", + "Egyptian", + "Lynn", + "Oliveira", + "atian", + "glacial", + "jordan", + "ccin", + "Jorge", + "Ungarn", + "BOP", + "Liga", + "hispanic", + "magnetite", + "avorite", + "Nuclear", + "Georg", + "Jorge", + "opl", + "Horner", + "cardiology", + "APPA", + "cinn" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Cp", + "lt", + "Nicholas", + "qc", + "lng", + "Nichols", + "jp", + "celtic", + "alex", + "Niagara", + "mols", + "hamilton", + "cp", + "Qaraldi", + "tmp", + "umers", + "january", + "APPA", + "atlantic", + "Ellis", + "Tricks", + "dental" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "nesium", + "Ums", + "mason", + "Pleas", + "umer", + "python", + "myl", + "ple", + "softener", + "scissors", + "jaye", + "LeBron", + "ruptedException", + "mysql", + "chy", + "minecraft", + "Chrys", + "cuer", + "paragraph", + "orian", + "Tucson" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "RELEASE", + "bert", + "haya", + "release", + "tha", + "leasing", + "Release", + "gh", + "Released", + "enl", + "algo", + "getragen", + "Fruit", + "supermerc", + "RELEASE", + "escal", + "en", + "ForEach", + "tho", + "FAF", + "mathbb", + "gi", + "hent", + "hl", + "lle" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "release", + "ve", + "bly", + "r", + "compassion", + "released", + "s", + "signings", + "t", + "Alexander", + "signed", + "dere", + "s", + "iber", + "Release", + "Releases", + "google", + "ypress", + "furthermore", + "synes", + "sm", + "ril" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "dere", + "eless", + "final", + "ors", + "oss", + "ny", + "s", + "ve", + "release", + "hl", + "use", + "cer", + "j", + "f", + "gent", + "ele", + "Finally", + "SPIR", + "ones", + "Cannabis", + "g", + "rish", + "r", + "iber", + "rog", + "ohl", + "Mississippi" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "night", + "med", + "en", + "theater", + "shore", + "haf", + "ively", + "rad", + "ridge", + "gehend", + "iven", + "rog", + "urably", + "Dordrecht", + "trach", + "manner", + "lepas", + "ser", + "meng", + "ujos", + "heartedly" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "t", + "med", + "ve", + "Moreover", + "urious", + "fato", + "Kalau", + "let", + "creases", + "esimerkiksi", + "ures", + "moreover", + "lepas", + "folds", + "digamos", + "ser", + "ujos", + "furthermore", + "certeza", + "f", + "sen", + "preponder" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "t", + "med", + "ve", + "preponder", + "urious", + "creases", + "s", + "let", + "moreover", + "digamos", + "folds", + "preval", + "esimerkiksi", + "enorm", + "dif", + "furthermore", + "ujos", + "Moreover", + "sen" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "med", + "manner", + "haf", + "ujos", + "iven", + "perfect", + "uri", + "to", + "do", + "amos", + "rog", + "erts", + "urably", + "ver", + "uring", + "Moreover", + "ridge", + "conspicuous", + "lepas", + "roir", + "asa", + "t", + "selves" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "sensual", + "med", + "ridge", + "manner", + "ers", + "vehement", + "manner", + "credo", + "urious", + "luscious", + "ridges", + "preponder", + "oids", + "ness", + "uri", + "let", + "deft", + "exus", + "sheep", + "oven", + "Veamos", + "insistent", + "edific", + "thoughtful", + "moreover", + "sensibility", + "bv" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sensual", + "luscious", + "oids", + "nnnn", + "visuals", + "Etc", + "ness", + "sheep", + "bv", + "Feuer", + "incessant", + "manner", + "ridge", + "sworth", + "thoughtful", + "woolen", + "unruly", + "vehement", + "interposed", + "s", + "masterful", + "rrrr", + "sensibility", + "Imagery", + "icule", + "imperative", + "dac", + "virtues", + "OfInterest", + "bree", + "fortitude", + "intricate" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "thoughtful", + "leyici", + "typescript", + "additive", + "oteric", + "Postgres", + "obtuse", + "cryptic", + "Discord", + "psychic", + "intelligible", + "subjunctive", + "obscured", + "editText", + "sophisticated", + "quartz", + "ornamental", + "StringBuffer", + "obsessive", + "traversing", + "cytologic" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "luscious", + "nuanced", + "Traverse", + "sculpted", + "denser", + "intricate", + "obscured", + "Contour", + "typescript", + "adventurous", + "gdf", + "velvety", + "textured", + "opaque", + "texture", + "ornamental", + "sensual", + "metamorph", + "discontinuities", + "Peaks", + "psyched", + "unruly", + "renderings", + "gaze", + "concave", + "TypeArguments", + "Notas", + "Solaris", + "bree", + "thoughtful", + "discord" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "jellem", + "serpentine", + "intricacies", + "eman", + "These", + "rog", + "intric", + "en", + "r", + "sled", + "dac", + "t", + "corriente", + "egreg", + "Gestaltung", + "pyr", + "radiol", + "e", + "ri", + "Foss", + "striated", + "bree", + "in", + "dine", + "trab", + "sink", + "eterminate", + "on" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "criss", + "Traverse", + "traversing", + "ridges", + "Contour", + "writeInt", + "zigzag", + "canalicul", + "concave", + "converse", + "grout", + "lengthwise", + "quartzite", + "kaya", + "discontinuities", + "circumferential", + "Conduit", + "enium", + "hemeral", + "wrought", + "lastIndexOf", + "routed", + "corral", + "intersecting", + "Continuum", + "intrinsic", + "Injection", + "ordinal" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "corral", + "Traverse", + "canalicul", + "traversing", + "quartzite", + "writeInt", + "Contour", + "routed", + "criss", + "lengthwise", + "grout", + "converse", + "Drainage", + "Conver", + "trout", + "grained", + "chevron", + "chisel", + "mosaic", + "conver", + "caries", + "leyici", + "Konzert", + "infiltrating", + "circumferential", + "Travers", + "ridges", + "curvil" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "criss", + "traversing", + "corral", + "crossed", + "routed", + "conver", + "intersecting", + "Traverse", + "Conver", + "infiltrating", + "grained", + "quartzite", + "crossing", + "caries", + "lengthwise", + "converse", + "rhomb", + "leyici", + "concave", + "converging", + "traverse", + "writeInt", + "canalicul", + "itect", + "carved", + "ornamental", + "ridges", + "pendientes", + "crossed" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "converging", + "conver", + "Conver", + "convergent", + "converge", + "converges", + "Conver", + "converged", + "converg", + "convergence", + "Convergence", + "crossed", + "convergence", + "Convergence", + "criss", + "crossing", + "intersecting", + "radiating", + "diverging", + "flowing", + "Crossing", + "redient", + "stream", + "dissolving", + "traversing", + "conver", + "rhomb", + "crossing", + "grain", + "conve", + "Crossing" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "converging", + "conver", + "Conver", + "Conver", + "convergent", + "converges", + "converge", + "converg", + "converged", + "convergence", + "Convergence", + "flowing", + "convergence", + "crossing", + "Connecting", + "Crossing", + "Connecting", + "diverging", + "conve", + "radiating", + "convuls", + "flowing", + "Convergence", + "connecting", + "conjug", + "Converting", + "traversing", + "crossed", + "conquering", + "intersecting", + "convers", + "confluent" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "converging", + "conver", + "Conver", + "Conver", + "converg", + "converges", + "converge", + "converged", + "convergence", + "convergent", + "Convergence", + "convergence", + "Convergence", + "conver", + "conv", + "CON", + "Conv", + "Cong", + "Converting", + "Converters", + "Cong", + "Conv", + "con", + "converter", + "convex", + "convi", + "Converting", + "convers", + "conve", + "Convent", + "Con" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "These", + "converging", + "The", + "They", + "Conver", + "In", + "However", + "I", + "Here", + "Conv", + "conver", + "For", + "Both", + "Conv", + "These", + "Looking", + "If", + "br", + "The", + "You", + "Each", + "org", + "Note", + "com", + "There", + "Let", + "Even", + "Here", + "Conver", + "Cross", + "py", + "They" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 80519, + 72308, + 49660, + 87674, + 104275, + 98336, + 107286, + 153340, + 159649, + 128884, + 61825, + 54070, + 63576, + 34925, + 22910, + 23433, + 13550, + 14480, + 162082, + 49065, + 57744, + 27997, + 67925, + 115294, + 179905, + 8156 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 114836, + 220828, + 249178, + 197870, + 235026, + 162628, + 101080, + 193594, + 21101, + 100547, + 225630, + 179501, + 126215, + 230094, + 223181, + 246646, + 237795, + 112662, + 75297, + 132850, + 56188, + 31094, + 7225, + 8655, + 106285, + 91876 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 36798, + 26946, + 7071, + 31690, + 2577, + 12732, + 11103, + 5461, + 1411, + 1542, + 13419, + 16500, + 39998, + 38925 + ] + }, + { + "label": "cleavage", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 132440, + 86021, + 103166, + 181684, + 177039, + 122859, + 9448, + 4120, + 1905, + 525, + 1491, + 375, + 3765, + 5078 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "Winter", + "score": 6.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "no", + "output_checked": true + }, + { + "concept": "tedious", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "abruptly", + "output_checked": true + }, + { + "concept": "direction", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "softwood", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "appreciable", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "macroscopic", + "output_checked": true + }, + { + "concept": "compositional", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "Therapeut", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "Anteil", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "runes", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "criss", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "moderately", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "abruptly", + "output_checked": true + }, + { + "concept": "wind", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "winter", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "valley", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Pentec", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "vic", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "ridges", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "river", + "output_checked": true + }, + { + "concept": "Winter", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "no", + "output_checked": true + }, + { + "concept": "Firm", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "crossed", + "output_checked": true + }, + { + "concept": "copious", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "civilization", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "during", + "output_checked": true + }, + { + "concept": "heinous", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "admirably", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "Egipto", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "river", + "output_checked": true + }, + { + "concept": "compliments", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "weather", + "output_checked": true + }, + { + "concept": "geometrical", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "disruption", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "crucifix", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "crossed", + "output_checked": true + }, + { + "concept": "converse", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "deformation", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "muted", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "corral", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "accuracies", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "abruptly", + "output_checked": true + }, + { + "concept": "separation", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "macron", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "ills", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "dass", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "slik", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "esimerkiksi", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sage", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sheep", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "morphed", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "sensual", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "JMenuItem", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "psychiatric", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "XMFLOAT", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "pseudo", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "abruptly", + "output_checked": true + }, + { + "concept": "nue", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "river", + "output_checked": true + }, + { + "concept": "dure", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "termini", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "intact", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "observables", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "macroscopic", + "output_checked": true + }, + { + "concept": "anteriormente", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "crossed", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "tributaries", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "river", + "output_checked": true + }, + { + "concept": "Blues", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "instill", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "sedimentary", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "river", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "th", + "wh", + "and", + "row", + "gh", + "ar", + "ne", + "sa", + "yst", + "inter", + "pr", + "left", + "set", + "any", + "anc", + "ey", + "ton", + "very", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "fl", + "min", + "ts" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "flows", + "uq", + "pitted", + "conflicted", + "decayed", + "lar", + "assert", + "ju", + "rence", + "Which", + "LI", + "comple", + "afin", + "stems", + "haute", + "aquele", + "seo", + "idiots", + "echolog" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "ed", + "if", + "th", + "ra", + "j", + "one", + "che", + "red", + "som", + "mark", + "vol", + "To", + "occ", + "thing", + "key", + "kan", + "ambda", + "mit", + "Med", + "lar", + "utions", + "suggest", + "quick", + "asked", + "sn", + "usion", + "oring", + "anda", + "nie", + "That" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "or", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "l", + "im", + "g", + "u", + "se", + "if", + "us", + "ht", + "ers", + "and", + "ere", + "com", + "pe", + "j", + "pl", + "ame", + "ies", + "en", + "int", + "ich", + "able", + "ast" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ic", + "ve", + "ch", + "pe", + "W", + "The", + "ha", + "ad", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "ays", + "est", + "wo", + "who", + "rib", + "oy", + "import", + "es" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ly", + "ere", + "end", + "ill", + "ex", + "art", + "iz", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire", + "ge", + "ph" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "ort", + "se", + "L" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "ord", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "s", + "perfectly", + "lid", + "they", + "eat", + "liaison", + "sehen", + "evol", + "sof", + "sina", + "n", + "ers", + "ature", + "ization", + "most", + "equip", + "second", + "photograph" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "mellow", + "e", + "s", + "ers", + "and", + "rel", + "of", + "aw", + "ized", + "ET", + "equip", + "photograph", + "perfectly", + "slash", + "ei", + "administrator", + "grandfather", + "aal", + "aat", + "imitation", + "EG", + "superstar", + "remember", + "evol", + "tentative" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "Tog", + "fielder", + "ET", + "imitation", + "demise", + "tog", + "er", + "et", + "equip", + "expert", + "slash", + "behalf", + "colabor", + "bounty", + "Verenigde", + "ER", + "administrator", + "damn", + "aal", + "superstar", + "ributor", + "tentative", + "reliance", + "yere", + "Publicity" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "er", + "Tog", + "tog", + "ET", + "ER", + "kowy", + "fielder", + "bunun", + "Looking", + "damn", + "demise", + "and", + "hur", + "ributor", + "expert", + "attacker", + "ain", + "self", + "behalf", + "appro", + "cellar", + "zaman", + "et", + "any", + "async" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "er", + "Tog", + "tog", + "bunun", + "kowy", + "damn", + "fielder", + "ET", + "zaman", + "ributor", + "demise", + "cellar", + "hur", + "attacker", + "and", + "ER", + "Tur", + "cooking", + "papan", + "mostly", + "also", + "slash", + "avrebbe", + "merkezi", + "bore" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "also", + "kowy", + "Tog", + "merkezi", + "fielder", + "bunun", + "er", + "also", + "evas", + "ributor", + "voltou", + "administrator", + "associazione", + "Couldn", + "imitation", + "resmi", + "rebuke", + "cellar", + "tog" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "but", + "but", + "also", + "of", + "also", + "another", + "esses", + "and", + "two", + "another", + "essas", + "desses", + "of", + "these", + "pero", + "These", + "subtle", + "moisture", + "contentious" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "but", + "also", + "positioned", + "reminiscent", + "featured", + "asserting", + "of", + "pushing", + "accented", + "Also", + "these", + "centered", + "cohesive", + "which", + "situated", + "aromatic", + "described", + "Featured", + "also", + "transformative", + "feature", + "creating", + "esses" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "intensifying", + "interconnected", + "reverber", + "twisting", + "elevated", + "sweeping", + "soaring", + "invigorating", + "refined", + "swiftly", + "penetrating", + "anchoring", + "thick", + "outlined", + "lofty", + "hallmark", + "invigor", + "mesmerizing", + "underscored", + "expansive", + "exalt", + "intensified", + "swaying", + "galvanized", + "grasping", + "commendable", + "intently", + "inciting", + "these", + "mechanisms", + "aromatic", + "sleek" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "deeply", + "aligned", + "structured", + "cohesive", + "jagged", + "striking", + "highly", + "massive", + "vibrant", + "various", + "focused", + "weaving", + "intricately", + "deep", + "nearly", + "oriented", + "undulating", + "uncovering", + "prominent", + "situated", + "interconnected", + "ed", + "s", + "closely", + "defining", + "heavily", + "concentrated", + "centered", + "layered", + "uneven", + "slightly", + "hidden" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "interconnected", + "traversing", + "intersecting", + "internal", + "aligned", + "various", + "deeply", + "oriented", + "localized", + "defining", + "intricate", + "directional", + "nearly", + "pervasive", + "subtly", + "interwoven", + "permeated", + "these", + "cross", + "transverse", + "penetrating", + "traversed", + "asymmetrical", + "jagged", + "th", + "widespread", + "ly", + "deep", + "striking", + "those", + "distinct" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "and", + "cross", + "aligned", + "traversing", + "transverse", + "oriented", + "intersecting", + "jagged", + "internal", + "criss", + "nearly", + "directional", + "direction", + "crossing", + "traverses", + "riddled", + "unidirectional", + "asymmetrical", + "crossed", + "curved", + "inward", + "converging", + "perpendicular", + "recessed", + "diverging", + "Oriented", + "pathways", + "interconnected", + "through", + "traversed", + "Where", + "uneven" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "cross", + "C", + "R", + "T", + "S", + "N", + "In", + "C", + "S", + "c", + "V", + "cross", + "grain", + "O", + "The", + "St", + "Gr", + "travers", + "cl", + "Grain", + "L", + "Re", + "co", + "Pr", + "inter", + "converging", + "flowing", + "flow", + "ro" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "cross", + "cross", + "on", + "in", + "grain", + "inter", + "S", + "C", + "and", + "grain", + "un", + "parallel", + "con", + "converging", + "C", + "riddled", + "O", + "travers", + "Grain", + "c", + "T", + "co", + "N", + "per", + "sub", + "is", + "contoured", + "for" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "converging", + "conver", + "convergent", + "Conver", + "converged", + "converge", + "st", + "Conver", + "convergence", + "converg", + "converges", + "C", + "conver", + "conv", + "river", + "to", + "crossed", + "river", + "C", + "stream", + "con", + "cross", + "crossing", + "Convergence", + "Convergence", + "e", + "N", + "cross", + "diverging", + "T", + "so" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "converging", + "convergent", + "Conver", + "conver", + "converge", + "converged", + "Conver", + "converg", + "convergence", + "converges", + "intersecting", + "diverging", + "conv", + "Convergence", + "CON", + "conjug", + "flowing", + "Convergence", + "convergence", + "CON", + "conver", + "Con", + "Conv", + "crossing", + "Con", + "Conv", + "retreating", + "concurring", + "con", + "converting", + "branching", + "conve" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "converging", + "conver", + "Conver", + "Conver", + "convergent", + "converg", + "conver", + "converges", + "converge", + "convergence", + "converged", + "convergence", + "Convergence", + "conv", + "Convergence", + "CON", + "Conv", + "Converting", + "Converters", + "converter", + "Converting", + "CON", + "conve", + "Cong", + "Conv", + "Converter", + "con", + "convert", + "conven", + "convers", + "convo" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "These", + "converging", + "The", + "They", + "Conver", + "In", + "However", + "I", + "Here", + "Conv", + "conver", + "For", + "Both", + "Conv", + "These", + "Looking", + "If", + "br", + "The", + "You", + "Each", + "org", + "Note", + "com", + "There", + "Let", + "Even", + "Here", + "Conver", + "Cross", + "py", + "They" + ] + } + ], + "logit_surprising": [ + { + "concept": "avrebbe", + "score": 13.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "been", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "macroscopic", + "output_checked": true + }, + { + "concept": "aligned", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "readily", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "damn", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "slight", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "positioned", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "devoid", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "coated", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "enhance", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "adequate", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "various", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "every", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "wind", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "certainly", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "obscure", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "dudas", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "weather", + "output_checked": true + }, + { + "concept": "tersedia", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "pochi", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "behest", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "immense", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "no", + "output_checked": true + }, + { + "concept": "additionally", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "during", + "output_checked": true + }, + { + "concept": "insinu", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "weather", + "output_checked": true + }, + { + "concept": "severely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "no", + "output_checked": true + }, + { + "concept": "reverting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "macroscopic", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "andDevice", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "weather", + "output_checked": true + }, + { + "concept": "encompassed", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "crossed", + "output_checked": true + }, + { + "concept": "whitish", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "because", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "during", + "output_checked": true + }, + { + "concept": "characterized", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "conditions", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "resembled", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "stillness", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "unwavering", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sculptures", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "river", + "output_checked": true + }, + { + "concept": "intersecting", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "crossed", + "output_checked": true + }, + { + "concept": "enchanting", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "gently", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "nestled", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "intensifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "seasonal", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "weather", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "remarkably", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "across", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "crossed", + "output_checked": true + }, + { + "concept": "way", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "inside", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "deeply", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "inherently", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "apart", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "profound", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "abruptly", + "output_checked": true + }, + { + "concept": "discernible", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "no", + "output_checked": true + }, + { + "concept": "organisms", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "macroscopic", + "output_checked": true + }, + { + "concept": "sustained", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "faceted", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "jagged", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "river", + "output_checked": true + }, + { + "concept": "indent", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "plenty", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "with", + "output_checked": true + }, + { + "concept": "crystal", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "convergence", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "converging", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-01__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-01__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-01__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-01__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cleavage-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-plasticity separation 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A low-temperature impact specimen absorbed little energy and retained its original cross section. The shiny failure face contained crystallographic steps and feather patterns.", + "prompt_tail": "re impact specimen absorbed little energy and retained its original cross section. The shiny failure face contained crystallographic steps and feather patterns.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cleavage-02", + "carrier_id": null, + "target_family": "cleavage", + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 341, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 20 + }, + { + "label": "cleavage", + "best_rank": 1, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 0 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "forcing", + "employment", + "arnataka", + "arn", + "fg", + "nabi", + "employment", + "Gina", + "Blocking", + "astri", + "Executor", + "qc", + "blocking", + "forcing", + "Fors", + "niki", + "irg", + "Forsyth", + "sigs", + "pn", + "absor", + "ginas", + "denly", + "SIG", + "Uy", + "sorption" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "release", + "Signing", + "signing", + "signed", + "Signing", + "Release", + "Signed", + "Release", + "release", + "Released", + "Signs", + "Signed", + "angent", + "trance", + "signings", + "ril", + "releases", + "ammed", + "ueless", + "leasing", + "ently", + "releasing", + "signer", + "oscopy", + "RELEASE", + "marginLeft", + "released" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "jaye", + "Methyl", + "marginLeft", + "methyl", + "ocked", + "Methyl", + "compressive", + "requireNonNull", + "mik", + "aad", + "Douglas", + "Wembley", + "Campylobacter", + "ProductCategory", + "Earl" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "mrs", + "compressive", + "Angst", + "LX", + "weg", + "ksi", + "signed", + "Signing", + "Pum", + "Mrs", + "Conventions", + "akan", + "Mrs", + "memset", + "Microsc", + "Wed", + "signing", + "Douglas", + "Pump", + "saranno" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "DOP", + "elingen", + "Glover", + "Egyptian", + "Lynn", + "Ungarn", + "Jorge", + "cinn", + "Georg", + "Jorge", + "Oliveira", + "Bowman", + "jordan", + "Horner", + "ccin", + "magnetite", + "optosis", + "atian", + "hispanic", + "BOP", + "anner", + "glacial", + "lig", + "Buckley", + "practitioner", + "Cp" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Cp", + "lt", + "Nicholas", + "jp", + "celtic", + "Nichols", + "umers", + "lng", + "cp", + "qc", + "Qaraldi", + "alex", + "atibus", + "Niagara", + "Tricks", + "daniel", + "APPA", + "atlantic", + "dental", + "Ellis", + "weg" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mason", + "Pleas", + "nesium", + "Ums", + "umer", + "myl", + "ple", + "python", + "Chrys", + "minecraft", + "softener", + "ruptedException", + "scissors", + "t", + "eless", + "paragraph", + "LeBron", + "Tucson", + "simplify" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "RELEASE", + "haya", + "tha", + "leasing", + "release", + "enl", + "Released", + "gh", + "Release", + "ForEach", + "getragen", + "FAF", + "tho", + "numpy", + "algo", + "escal", + "ukai", + "urably", + "en", + "mathbb", + "bli", + "prive", + "mno", + "RELEASE" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "release", + "released", + "bly", + "Releases", + "Release", + "Release", + "ypress", + "ve", + "Alexander", + "signings", + "synes", + "Caffeine", + "r", + "impres", + "release", + "signed", + "ch", + "python", + "dere", + "energii", + "h" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "r", + "j", + "ve", + "en", + "s", + "dere", + "dir", + "med", + "f", + "ja", + "releases", + "ors", + "ones", + "g", + "ripsi", + "cer", + "mal", + "prim", + "acular", + "release", + "s", + "cer", + "ments", + "oss", + "mal", + "dere", + "bly", + "direccion" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "en", + "night", + "urably", + "theater", + "haja", + "rog", + "haf", + "perfect", + "manner", + "voila", + "ured", + "meng", + "heartedly", + "g", + "shore", + "lepas", + "f", + "logrado", + "uli", + "forth", + "Prim", + "gehend", + "uri" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "examples", + "med", + "voila", + "certeza", + "ardin", + "certainly", + "fold", + "urious", + "strokes", + "rologist", + "Kalau", + "heartedly", + "ulnerable", + "esimerkiksi", + "ly", + "haps", + "ogo", + "naturelles", + "natural", + "exemplo", + "naturali", + "folds", + "s", + "dog" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "examples", + "certainly", + "fold", + "urious", + "preponder", + "folds", + "voila", + "esimerkiksi", + "moreover", + "certeza", + "t", + "exemplo", + "ly", + "digamos", + "enorm", + "dif", + "ified", + "sen", + "dog", + "natural", + "exuber", + "f" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "s", + "ly", + "virt", + "roir", + "g", + "ding", + "deft", + "voila", + "night", + "uli", + "decadent", + "sheep", + "en", + "perfect", + "selves", + "Prim", + "conspicuous", + "particularmente", + "uri", + "urious", + "mole", + "urably", + "uj", + "manner", + "examples", + "haja", + "f", + "der" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "med", + "ed", + "examples", + "sheep", + "Etc", + "sensibility", + "s", + "especially", + "ium", + "etic", + "ly", + "deft", + "assertions", + "vehement", + "dog", + "ers", + "metamorph", + "ulnerable", + "en", + "gie", + "photographic", + "delineation", + "haja", + "indicative", + "examined", + "xr" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sporadic", + "photographic", + "nnnn", + "remarked", + "sensibility", + "Etc", + "fortitude", + "expediency", + "immediacy", + "scape", + "cosmetics", + "visuals", + "sensual", + "metamorph", + "sheep", + "intric", + "assertions", + "ium", + "imagery", + "xr", + "ephemeral", + "pragmatic", + "affirm", + "horrend", + "vehement" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "ornamental", + "cryptic", + "thoughtful", + "extensive", + "decorative", + "remarked", + "visualizations", + "gejala", + "ographic", + "suggestive", + "sculptural", + "STYLE", + "features", + "visuals", + "obscured", + "metamorph", + "baroque", + "sporadic", + "conspicuously", + "intensive", + "quartz", + "NonNull", + "obscure", + "crater", + "assertions", + "gothic", + "sensibility", + "pubescent", + "typescript" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "discernible", + "characteristics", + "remarked", + "particularly", + "predominant", + "characteristic", + "anzeigen", + "intric", + "visualized", + "peculiarities", + "discontinuities", + "variegated", + "particularly", + "idiosync", + "indistinct", + "jellem", + "Gestaltung", + "visible", + "displayed", + "infraction", + "intricacies", + "hallmarks", + "diffraction", + "gaze", + "noticeably", + "displayed", + "couleur" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "in", + "particular", + "no", + "t", + "jellem", + "Gestaltung", + "s", + "on", + "characteristics", + "structure", + "particularmente", + "discernible", + "situation", + "S", + "is", + "ob", + "en", + "og", + "st", + "eman", + "determinada", + "particular" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "eman", + "jellem", + "features", + "in", + "crystallinity", + "indistinct", + "determinante", + "inite", + "striated", + "anzeigen", + "crystall", + "khas", + "seg", + "commensurate", + "s", + "discontinuities", + "particular", + "oles", + "canalicul", + "Fracture", + "oriented" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "luster", + "crystall", + "features", + "Features", + "glitter", + "features", + "Features", + "gloss", + "sheen", + "CBN", + "jellem", + "obliqu", + "inali", + "eliness", + "striated", + "kesan", + "grain", + "microstructure", + "polycrystalline" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "glitter", + "crystall", + "striated", + "luster", + "schoon", + "gloss", + "microstructure", + "crack", + "secondaire", + "Visible", + "flake", + "sichtbar", + "visible", + "displayName", + "entation", + "congr", + "crystallinity", + "glittering", + "sheen", + "ed", + "indicative", + "kina", + "Microscopy" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "crystall", + "microstructure", + "orientation", + "orientation", + "Orient", + "orientations", + "entation", + "coloration", + "grain", + "features", + "Microscopy", + "crack", + "fracture", + "dendritic", + "carbides", + "orient", + "Orient", + "Orientation", + "polycrystalline", + "orient", + "features", + "fract", + "pyraz", + "Plastic", + "oriente", + "Grain" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "crack", + "cleavage", + "features", + "crystall", + "crack", + "features", + "orientation", + "polygonal", + "entation", + "grain", + "Mound", + "fracture", + "Features", + "parallel", + "orient", + "richt", + "texture", + "Orient", + "orientations", + "sonucu", + "Grain", + "gegangen", + "orientation", + "printStackTrace", + "exhibited", + "roughness", + "grain", + "undulating", + "opge" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "P", + "richt", + "drept", + "on", + "Springer", + "L", + "ON", + "Springer", + "S", + "Features", + "gegangen", + "typeface", + "CLE", + "defences", + "attracted", + "Indications", + "correr", + "Photography", + "uncles", + "familien", + "Raised", + "marcado", + "photography", + "marked" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Fe", + "Feather", + "feather", + "patterns", + "face", + "These", + "find", + "surface", + "For", + "Other", + "markings", + "orientation", + "same", + "might", + "ground", + "these", + "correct", + "dust", + "thinking", + "feature", + "right", + "could", + "many", + "Also", + "may", + "nuances", + "meaning", + "findings", + "most", + "other", + "features", + "feat" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 72603, + 73779, + 50216, + 82593, + 93969, + 94322, + 114099, + 141781, + 158806, + 109193, + 26472, + 14628, + 21601, + 8627, + 8092, + 5225, + 3067, + 10425, + 99011, + 5943, + 865, + 342, + 669, + 782, + 17249, + 115 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 81148, + 208755, + 239689, + 182907, + 214601, + 134373, + 81338, + 183768, + 27853, + 41967, + 232455, + 211589, + 155959, + 236243, + 232233, + 235353, + 191209, + 19261, + 44639, + 43705, + 4620, + 1221, + 46, + 2, + 279, + 1952 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 47903, + 26355, + 10693, + 30362, + 12334, + 4113, + 5088, + 1321, + 178, + 49, + 24, + 21, + 163, + 57 + ] + }, + { + "label": "cleavage", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 146006, + 108981, + 113393, + 146589, + 135674, + 57337, + 10262, + 2992, + 252, + 122, + 41, + 44, + 82, + 1 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "luster", + "score": 4.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "shiny", + "output_checked": true + }, + { + "concept": "sample", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "shape", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "original", + "output_checked": true + }, + { + "concept": "arrib", + "score": 3.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "amount", + "score": 3.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "little", + "output_checked": true + }, + { + "concept": "impactos", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "meeste", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "retained", + "output_checked": true + }, + { + "concept": "intact", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cryptographic", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "retaining", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "soften", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "The", + "output_checked": true + }, + { + "concept": "absorbs", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "mental", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "unaltered", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "original", + "output_checked": true + }, + { + "concept": "findings", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "zipcode", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "retained", + "output_checked": true + }, + { + "concept": "silvery", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "editText", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "marble", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "retained", + "output_checked": true + }, + { + "concept": "escaped", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "sensitively", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "ornamental", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "NotNull", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "cyclone", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "retained", + "output_checked": true + }, + { + "concept": "unchanged", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "compositional", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "arent", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "face", + "output_checked": true + }, + { + "concept": "Mostly", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "dihasilkan", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "swirls", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "suffered", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "retention", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "retained", + "output_checked": true + }, + { + "concept": "orientation", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "surface", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "crack", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "face", + "output_checked": true + }, + { + "concept": "manner", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "face", + "output_checked": true + }, + { + "concept": "detriment", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "postura", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "infraction", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "namely", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "face", + "output_checked": true + }, + { + "concept": "woody", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "velvety", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "shiny", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "Wer", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "Mathemat", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "section", + "output_checked": true + }, + { + "concept": "outlined", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "steps", + "output_checked": true + }, + { + "concept": "Solaris", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "discernible", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "insbesondere", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "aporte", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Lik", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "anormal", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "therefore", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "paran", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "face", + "output_checked": true + }, + { + "concept": "Moder", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "Retention", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "retained", + "output_checked": true + }, + { + "concept": "exposed", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "face", + "output_checked": true + }, + { + "concept": "astrological", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "and", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "th", + "wh", + "row", + "gh", + "ar", + "ne", + "sa", + "yst", + "inter", + "pr", + "any", + "anc", + "ey", + "ton", + "tr", + "pect", + "red", + "IN", + "ray", + "ative", + "ser", + "min", + "ts", + "ces", + "rol", + "equ", + "self", + "years" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "rence", + "uq", + "conflicted", + "assert", + "ju", + "purposes", + "comple", + "yaitu", + "stems", + "perk", + "haute", + "flows", + "ocs", + "aquele", + "pitted", + "echolog", + "decayed", + "is" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "th", + "ra", + "j", + "one", + "class", + "red", + "som", + "mark", + "To", + "There", + "pha", + "thing", + "mag", + "kan", + "ware", + "ambda", + "mit", + "Med", + "lar", + "utions", + "suggest", + "quick", + "digital", + "oring", + "dengan", + "anda" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "l", + "im", + "g", + "u", + "se", + "be", + "if", + "th", + "us", + "ht", + "ers", + "and", + "ere", + "com", + "ess", + "pe", + "ity", + "he", + "j", + "pl", + "ame", + "iz", + "ies" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ic", + "ve", + "ch", + "ht", + "The", + "ha", + "ad", + "ign", + "The", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "ays", + "est", + "wo", + "who", + "rib", + "import", + "es" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "un", + "ht", + "ere", + "end", + "ill", + "ex", + "art", + "iz", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire", + "ge" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "w", + "f", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "orm", + "ib", + "ice", + "comp", + "ord", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "set" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "ers", + "of", + "equip", + "they", + "selection", + "novembre", + "ein", + "eat", + "begitu", + "liaison", + "sehen", + "evol", + "sof", + "glow", + "bringen", + "wunder", + "cik", + "Publicity", + "tio", + "n" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "aal", + "sehen", + "devenu", + "s", + "ers", + "equip", + "depart", + "reput", + "slash", + "grandfather", + "novembre", + "martial", + "ein", + "youtu", + "eat", + "imitation", + "begitu", + "liaison", + "evol", + "tentative", + "sof", + "offic" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "substantial", + "behalf", + "tog", + "equip", + "readily", + "resmi", + "bunun", + "tanti", + "devenu", + "Tog", + "ameri", + "et", + "slash", + "substantially", + "aal", + "imitation", + "demise", + "tentative", + "offic", + "Verenigde" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "bunun", + "kowy", + "fielder", + "Tog", + "ameri", + "demise", + "asesin", + "damn", + "ributor", + "slight", + "Looking", + "immense", + "ET", + "cooking", + "pochi", + "substantial", + "tanti", + "aal", + "equip", + "readily", + "et", + "tentative" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "bunun", + "immense", + "kowy", + "Tog", + "slight", + "asesin", + "demise", + "tentative", + "substantial", + "ributor", + "schap", + "damn", + "dupatta", + "fielder", + "Considerable", + "cooking", + "acciaio" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "bunun", + "diesen", + "ed", + "diese", + "destes", + "dieser", + "substantial", + "immense", + "icrosoft", + "vergang", + "concealing", + "ijnlijk", + "voltou", + "scorn", + "phenoxymethyl", + "certains" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "notable", + "noticeable", + "of", + "considerable", + "markedly", + "bunun", + "destes", + "substantial", + "ed", + "reminiscent", + "noteworthy", + "described", + "These", + "profoundly", + "veniva", + "these" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "noticeable", + "markedly", + "notable", + "reminiscent", + "exceedingly", + "noticeably", + "resembled", + "resulted", + "characterized", + "prevalent", + "described", + "characteristic", + "exhibited", + "remarkably", + "characteristics", + "outlined", + "noteworthy", + "punctuated", + "visible", + "characteristics", + "unusually", + "subdued", + "resembling", + "displayed", + "prominent", + "displaying", + "discernible" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "characteristic", + "characteristics", + "prominent", + "emphasized", + "conspicuous", + "noticeable", + "markedly", + "noticeably", + "ornamented", + "features", + "exhibited", + "resembled", + "unmistakable", + "indistinct", + "observed", + "prevalent", + "uncommon", + "noteworthy", + "notable", + "distinctive", + "subdued", + "visible", + "outlined", + "reminiscent", + "reddish", + "visibly", + "glaring", + "nuanced", + "ornamentation", + "mottled", + "detailed" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "numerous", + "prominent", + "distinctive", + "various", + "extensive", + "conspicuous", + "highly", + "detailed", + "striking", + "visible", + "observed", + "distinct", + "characteristic", + "documented", + "noticeable", + "remarkably", + "markedly", + "jagged", + "enormous", + "notable", + "polished", + "uneven", + "cohesive", + "noticeably", + "irregular", + "unmistakable", + "undulating", + "nearly", + "extremely", + "closely", + "varied", + "pronounced" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "characteristic", + "numerous", + "distinctive", + "phenomena", + "visible", + "jagged", + "features", + "polished", + "characteristics", + "distinct", + "noticeable", + "remarkably", + "observed", + "phenomenon", + "macroscopic", + "noticeably", + "smeared", + "faceted", + "fascinating", + "conspicuous", + "unmistakable", + "extremely", + "glossy", + "interconnected", + "debris", + "strikingly", + "striated", + "notable", + "intricate", + "distinctly", + "multifaceted", + "typical" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "fracture", + "crystall", + "glossy", + "macroscopic", + "faceted", + "polished", + "microstructure", + "glassy", + "facets", + "jagged", + "discontinuities", + "characteristic", + "patterns", + "criss", + "features", + "crystal", + "observed", + "distinctive", + "patterned", + "smeared", + "pattern", + "plane", + "macro", + "crystalline", + "riddled", + "oriented", + "microscopic", + "facet", + "distinct", + "visible", + "planes" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "crystall", + "stri", + "fracture", + "interference", + "glittering", + "glitter", + "crystal", + "glossy", + "microstructure", + "polycrystalline", + "birefring", + "striated", + "gou", + "etched", + "recrystall", + "smeared", + "features", + "luster", + "Interference", + "bright", + "metall", + "crystalline", + "markings", + "brittle", + "criss", + "polished", + "metallic", + "Glitter", + "grainy", + "facets" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "stri", + "crystall", + "facets", + "glitter", + "gro", + "glittering", + "striated", + "features", + "microstructure", + "gro", + "iridescent", + "birefring", + "fracture", + "crystallography", + "interference", + "crystal", + "microscopic", + "plast", + "crystalline", + "glossy", + "brittle", + "Glitter", + "faceted", + "faceted", + "grain", + "distinctive", + "textures", + "grain", + "roughness", + "grainy" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "stri", + "grain", + "crystall", + "orientation", + "twins", + "orientations", + "Kings", + "etch", + "Wid", + "neck", + "Orient", + "orient", + "twinning", + "ORI", + "Zig", + "distinct", + "oriented", + "facets", + "ABAB", + "crack", + "Orient", + "distinctive", + "Woods", + "features", + "Kings", + "stepped" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "cleavage", + "orientations", + "crack", + "ORI", + "stri", + "orientation", + "interference", + "intersecting", + "oriented", + "Examination", + "twins", + "neck", + "Oriented", + "fracture", + "grain", + "crystall", + "Orient", + "Hack", + "twinning", + "orient", + "Oxidation", + "Interference", + "facets", + "Microscopy", + "segni", + "interference" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "interference", + "features", + "getImageFolder", + "butter", + "Interference", + "Features", + "interference", + "on", + "orientations", + "Features", + "as", + "richt", + "terakhir", + "defences", + "mechanism", + "Opening", + "iffer", + "feature", + "Springer", + "ock", + "fotograf", + "Slip", + "iminaries", + "oc" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Fe", + "Feather", + "feather", + "patterns", + "face", + "These", + "find", + "surface", + "For", + "Other", + "markings", + "orientation", + "same", + "might", + "ground", + "these", + "correct", + "dust", + "thinking", + "feature", + "right", + "could", + "many", + "Also", + "may", + "nuances", + "meaning", + "findings", + "most", + "other", + "features", + "feat" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 10.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "its", + "output_checked": true + }, + { + "concept": "been", + "score": 8.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "substantially", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "original", + "output_checked": true + }, + { + "concept": "despite", + "score": 6.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "numerous", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "shiny", + "output_checked": true + }, + { + "concept": "noticeable", + "score": 4.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "own", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "retains", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "retained", + "output_checked": true + }, + { + "concept": "shape", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "original", + "output_checked": true + }, + { + "concept": "appealing", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "face", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "slight", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "retained", + "output_checked": true + }, + { + "concept": "therefore", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "etre", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "substantial", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "surprisingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "relatively", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "unaltered", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "such", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "amount", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "little", + "output_checked": true + }, + { + "concept": "dimensions", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "section", + "output_checked": true + }, + { + "concept": "maintaining", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sample", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "stri", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "outlined", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "stepped", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "steps", + "output_checked": true + }, + { + "concept": "fracture", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "revital", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "low", + "output_checked": true + }, + { + "concept": "mea", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "exponentially", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "little", + "output_checked": true + }, + { + "concept": "serangan", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "displeasure", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "shiny", + "output_checked": true + }, + { + "concept": "willingness", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "amt", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "little", + "output_checked": true + }, + { + "concept": "expend", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "shiny", + "output_checked": true + }, + { + "concept": "damn", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "juu", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "steps", + "output_checked": true + }, + { + "concept": "repent", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "indicative", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "obedient", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "shiny", + "output_checked": true + }, + { + "concept": "bunun", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "but", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "also", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "indicating", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "shiny", + "output_checked": true + }, + { + "concept": "resulted", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "face", + "output_checked": true + }, + { + "concept": "bzw", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "effects", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "remains", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "decreased", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "remained", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "retained", + "output_checked": true + }, + { + "concept": "unharmed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "original", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "imparted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "shiny", + "output_checked": true + }, + { + "concept": "wdir", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "generated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "steps", + "output_checked": true + }, + { + "concept": "influence", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "excessive", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "absorbed", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-02__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-02__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-02__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-02__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cleavage-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-plasticity separation 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A body-centered metal failed suddenly below its transition temperature. Microscopy revealed broad planar facets connected by sharp ridges through individual crystallites.", + "prompt_tail": "tered metal failed suddenly below its transition temperature. Microscopy revealed broad planar facets connected by sharp ridges through individual crystallites.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cleavage-03", + "carrier_id": null, + "target_family": "cleavage", + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 4658, + "best_depth": 63.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 1526 + }, + { + "label": "cleavage", + "best_rank": 25789, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 684 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "fg", + "arn", + "forcing", + "arnataka", + "qc", + "employment", + "nabi", + "Gina", + "Executor", + "Blocking", + "niki", + "astri", + "Blake", + "ners", + "blocking", + "forcing", + "WATER", + "Uy", + "ginas", + "denly", + "lifeline", + "sigs", + "ork", + "pn" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "release", + "Signing", + "Signing", + "signed", + "signing", + "Release", + "Signed", + "Release", + "release", + "Released", + "Signed", + "Signs", + "angent", + "oscopy", + "signer", + "ril", + "releases", + "RELEASE", + "leasing", + "ammed", + "releasing", + "ueless", + "trance", + "signings", + "released", + "ently" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "marginLeft", + "jaye", + "Earl", + "educativo", + "ocked", + "mik", + "methyl", + "apt", + "Finals", + "Wembley", + "WANT", + "trance", + "Methyl", + "Franken", + "Analyze", + "Eren", + "icro", + "mno" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "mrs", + "compressive", + "akan", + "LX", + "Angst", + "ksi", + "leigh", + "Pum", + "weg", + "anglais", + "memset", + "microphones", + "Signing", + "a", + "english", + "Douglas", + "petroleum" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "DOP", + "elingen", + "Lynn", + "Oliveira", + "Glover", + "BOP", + "Egyptian", + "atian", + "glacial", + "jordan", + "hispanic", + "Liga", + "Jorge", + "Nuclear", + "Georg", + "Horner", + "ccin", + "magnetite", + "Cp", + "Ungarn", + "cp", + "Jorge", + "Buckley", + "cinn" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "lt", + "Cp", + "umers", + "Qaraldi", + "cp", + "qc", + "celtic", + "Nichols", + "atibus", + "jp", + "Peki", + "Niagara", + "lng", + "Ellis", + "Penta", + "dental", + "Nicholas", + "cw", + "Tricks", + "nordic", + "jh" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mason", + "Ums", + "Pleas", + "nesium", + "myl", + "python", + "jaye", + "Chrys", + "softener", + "umer", + "ple", + "ruptedException", + "mysql", + "paragraph", + "multiply", + "Chiron", + "Aires", + "Eminem", + "menos", + "Finally", + "cuer", + "Cardinals", + "Signup", + "Eps" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "RELEASE", + "haya", + "tha", + "leasing", + "release", + "enl", + "gh", + "Released", + "getragen", + "Release", + "tho", + "en", + "ForEach", + "prive", + "numpy", + "mno", + "FAF", + "mathbb", + "algo", + "front", + "ukai", + "RELEASE", + "bli", + "escal", + "supermerc", + "urably" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "release", + "bly", + "released", + "ve", + "s", + "compassion", + "synes", + "r", + "dere", + "Releases", + "Release", + "signed", + "signings", + "impulso", + "ch", + "kipun", + "plantings", + "energii", + "Caffeine", + "ypress" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "j", + "s", + "dere", + "ve", + "r", + "s", + "si", + "ors", + "dir", + "cer", + "f", + "t", + "oss", + "release", + "f", + "min", + "mal", + "ser", + "issant", + "ny", + "releases", + "en", + "iber", + "sida", + "Siren", + "energi", + "serpent" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "night", + "shore", + "en", + "iven", + "heartedly", + "haf", + "gehend", + "Dordrecht", + "theater", + "f", + "t", + "rad", + "lepas", + "manner", + "sley", + "l", + "fif", + "siz", + "uating" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "urious", + "esimerkiksi", + "certeza", + "s", + "Moreover", + "folds", + "moreover", + "voila", + "fif", + "fato", + "t", + "certainly", + "Kalau", + "examples", + "mason", + "furthermore", + "heartedly", + "dass", + "beispielsweise", + "cetera", + "sink", + "digamos", + "brid", + "uette", + "differenza" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "t", + "moreover", + "folds", + "urious", + "digamos", + "esimerkiksi", + "preponder", + "preval", + "furthermore", + "certainly", + "enorm", + "Moreover", + "ve", + "creases", + "let", + "examples", + "sur", + "dass", + "ified", + "sink", + "certeza", + "comienzo", + "s" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "s", + "vehement", + "urious", + "selves", + "ding", + "digamos", + "proverbial", + "credo", + "uri", + "let", + "istry", + "vulner", + "hoff", + "voila", + "notion", + "uette", + "fif", + "perd", + "exemplo", + "folds", + "manner", + "ogo", + "instances", + "moreover", + "sheep", + "ers" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "vehement", + "s", + "med", + "ium", + "sheep", + "Etc", + "ers", + "ized", + "examples", + "istry", + "instances", + "sensual", + "dac", + "sensibility", + "decadent", + "xr", + "credo", + "seductive", + "expans", + "exemplo", + "edific", + "sink", + "manner", + "digamos", + "manner", + "dog", + "voila", + "urious", + "haja", + "logrado", + "proverbial" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sheep", + "remarked", + "vehement", + "sensibility", + "xr", + "sporadic", + "nnnn", + "ODM", + "instances", + "sensual", + "Etc", + "egreg", + "fortitude", + "intricate", + "horrend", + "ium", + "visuals", + "pvc", + "egregious", + "crafty", + "delineation", + "discord", + "erratic", + "resiliency", + "fotografi", + "nefarious", + "arcane" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "ornamental", + "arcane", + "remarked", + "sculptural", + "rectangles", + "cryptic", + "Notas", + "replicated", + "hypothesized", + "baroque", + "ODM", + "visualizations", + "ographic", + "thoughtful", + "visuals", + "postulated", + "obscured", + "DISTINCT", + "acrylic", + "intricate", + "suggestive", + "sheep", + "gothic", + "sensibility", + "gejala", + "extensive" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "discernible", + "visualized", + "multitudes", + "demarc", + "discontinuities", + "protrusions", + "remarked", + "jednotliv", + "assemblages", + "hierarch", + "intricate", + "sculpted", + "discerned", + "intric", + "wobei", + "DISTINCT", + "gaze", + "fractal", + "delineated", + "concave", + "amassed", + "granddaughters", + "pvc", + "accentuated", + "instances", + "emanating", + "gdf", + "protruding", + "elucidated" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "jellem", + "Gestaltung", + "determinadas", + "intric", + "wobei", + "s", + "eman", + "waarbij", + "discernible", + "striated", + "tandis", + "determinada", + "Darstellung", + "ske", + "particularmente", + "dihasilkan", + "ningar", + "flamb", + "seg", + "egreg", + "determinados", + "intricacies", + "anzeigen", + "sled", + "accentuated", + "indistinct", + "bepaalde" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "connectedness", + "Continuum", + "Connectivity", + "einander", + "interconnected", + "innerhalb", + "dentro", + "striated", + "Mannschaften", + "DISTINCT", + "tandis", + "envisioned", + "indistinct", + "ibilidad", + "quartzite", + "Besar", + "enium", + "eman", + "jellem", + "hierarch", + "conect", + "ridges", + "conjectured", + "obtuse", + "discontinuities", + "uidade", + "seg", + "fractal", + "postulated" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Connectivity", + "innerhalb", + "Connected", + "DefineConstants", + "Besar", + "connectedness", + "obtuse", + "jellem", + "corral", + "Astron", + "dentro", + "baik", + "continente", + "inboard", + "Annotated", + "einander", + "pobl", + "Connected", + "otide", + "tessel", + "canalicul", + "connected", + "intimately" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "Connected", + "Connectivity", + "connected", + "connected", + "Connected", + "innerhalb", + "dentro", + "Connecting", + "connectivity", + "connectedness", + "binnen", + "Connectivity", + "conect", + "interconnected", + "Connecting", + "conectar", + "connecting", + "jellem", + "Dentro", + "itect", + "faceted", + "conectado", + "connecting", + "disconnected", + "anastom", + "CONNECT", + "Besar", + "CONNECT" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "broad", + "broad", + "Broad", + "Connecting", + "connected", + "connected", + "Broad", + "facets", + "Connecting", + "Connected", + "Connectivity", + "connecting", + "Connected", + "connectivity", + "large", + "planar", + "connecting", + "interconnect", + "planar", + "interconnected", + "broadly", + "connectivity", + "binnen", + "broadband", + "innerhalb", + "connectedness" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "broad", + "broad", + "Broad", + "Broad", + "connected", + "Connecting", + "Connecting", + "broadband", + "broadly", + "facets", + "connected", + "Connected", + "planar", + "connecting", + "Connected", + "connecting", + "broadest", + "faces", + "planar", + "wide", + "planes", + "plan" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "broad", + "broad", + "Broad", + "Broad", + "Connected", + "broadest", + "connected", + "facets", + "broadcaster", + "faces", + "broadly", + "I", + "luas", + "PLAN", + "ON" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "Plan", + "plan", + "However", + "Phase", + "broad", + "Broad", + "com", + "br", + "wide", + "plan", + "Plan", + "In", + "These", + "broad", + "large", + "planar", + "py", + "Note", + "hard", + "The", + "find", + "user", + "planar", + "the", + "I", + "This", + "pdf", + "ples", + "wide", + "phase", + "in" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 80265, + 72230, + 61932, + 87501, + 105123, + 96700, + 126904, + 146876, + 161527, + 119653, + 40488, + 25948, + 33790, + 11709, + 9694, + 8478, + 4659, + 25812, + 97685, + 17080, + 21632, + 6988, + 14909, + 25142, + 16945, + 58 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 95421, + 209841, + 249534, + 202023, + 241343, + 119064, + 122342, + 183546, + 24546, + 44278, + 210649, + 184554, + 133630, + 220795, + 232475, + 242242, + 198877, + 25790, + 62514, + 120975, + 119215, + 81893, + 50104, + 27770, + 93319, + 25016 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 28908, + 17027, + 7494, + 21180, + 9558, + 9989, + 6724, + 7553, + 1527, + 2116, + 5079, + 2792, + 2006, + 2120 + ] + }, + { + "label": "cleavage", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 105553, + 57704, + 70374, + 81409, + 84666, + 16090, + 5655, + 4449, + 685, + 1466, + 2955, + 772, + 7277, + 12992 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "amelyek", + "score": 5.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "through", + "output_checked": true + }, + { + "concept": "preponder", + "score": 5.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "temporally", + "score": 5.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "grains", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "failure", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "unexpected", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "compositional", + "score": 3.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "velvety", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "Colombeau", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "depicts", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "defects", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "coloro", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "intermittently", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "sporadically", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "by", + "output_checked": true + }, + { + "concept": "egregious", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "copious", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "atrocious", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "stderr", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "customizable", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "ornamental", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "amenity", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "mottled", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "jellem", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Linking", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Failure", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "well", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "far", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "expanse", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "corners", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "disconcert", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "vehement", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Mazda", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "remarked", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "discernible", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "termini", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "Connectivity", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "melting", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "conven", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "dior", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "seventeen", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "transition", + "output_checked": true + }, + { + "concept": "connectedness", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 4, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "primes", + "score": 1.0, + "best_rank": 5, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ligature", + "score": 1.0, + "best_rank": 7, + "best_depth": 68.1, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "Pentec", + "score": 1.0, + "best_rank": 8, + "best_depth": 63.8, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "valable", + "score": 1.0, + "best_rank": 9, + "best_depth": 83.0, + "near_token": "crystall", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "th", + "wh", + "ers", + "and", + "row", + "gh", + "ar", + "ne", + "yst", + "inter", + "ype", + "any", + "anc", + "ey", + "ton", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "min", + "ts", + "ces", + "equ", + "years", + "be" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "haute", + "uq", + "conflicted", + "ner", + "son", + "qual", + "assert", + "purposes", + "rence", + "umeric", + "LI", + "kepada", + "perk", + "ocs", + "enburg", + "malloc", + "lery", + "aquele" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "w", + "ed", + "con", + "iv", + "j", + "one", + "ound", + "want", + "ween", + "med", + "som", + "mark", + "fin", + "vol", + "RO", + "oot", + "pha", + "thing", + "mag", + "ump", + "vi", + "fore", + "ably", + "ograph", + "kan", + "pract", + "yang", + "epend", + "ambda", + "That" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "s", + "or", + "al", + "le", + "m", + "ou", + "ing", + "ic", + "ion", + "el", + "l", + "st", + "im", + "g", + "u", + "se", + "ation", + "if", + "th", + "us", + "ht", + "ers", + "and", + "ere", + "com", + "pe", + "ain", + "j", + "pl" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "A", + "B", + "C", + "D", + "E", + "F", + "G", + "H", + "I", + "J", + "K", + "L", + "M", + "N", + "O", + "P", + "Q", + "R", + "S", + "T", + "U", + "V" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ly", + "ere", + "com", + "end", + "ill", + "ex", + "art", + "this", + "iz", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire", + "ge" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res", + "ort" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "photograph", + "perfectly", + "lid", + "they", + "novembre", + "eat", + "begitu", + "liaison", + "sehen", + "evol", + "sof", + "bringen", + "wunder", + "n", + "equip" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "aal", + "eat", + "s", + "equip", + "depart", + "photograph", + "perfectly", + "slash", + "organization", + "technically", + "grandfather", + "ein", + "aat", + "youtu", + "imitation", + "EG", + "liaison", + "tentative", + "rei", + "sof", + "devenu" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "fielder", + "substantial", + "Tog", + "e", + "Verenigde", + "ET", + "slash", + "organization", + "imitation", + "demise", + "tentative", + "tog", + "ameri", + "et", + "equip", + "aal", + "resmi", + "cellar" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "ET", + "Tog", + "damn", + "kowy", + "demise", + "readily", + "et", + "slight", + "ributor", + "pochi", + "cellar", + "cooking", + "Auf", + "immense", + "Tapat", + "fielder", + "bunun", + "declining", + "tentative", + "Verenigde", + "Iy", + "asesin", + "appro", + "er" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "immense", + "Tog", + "kowy", + "demise", + "cellar", + "slight", + "damn", + "asesin", + "ed", + "tentative", + "ET", + "bunun", + "fielder", + "et", + "tremendous", + "decid", + "ributor", + "anteced", + "ampio", + "scathing", + "substantial" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "substantial", + "et", + "vergang", + "esas", + "phenylsulfanyl", + "dismal", + "stanno", + "tersebut", + "ed", + "immense", + "gigantic", + "destes", + "marred", + "demise", + "ujar", + "diese", + "Ik", + "staggering", + "phenoxymethyl", + "stai" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "reminiscent", + "of", + "but", + "These", + "exceedingly", + "astonishing", + "l", + "devoid", + "was", + "S", + "peculiar", + "t", + "which", + "C" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "reminiscent", + "resulted", + "characterized", + "exceedingly", + "coupled", + "cohesive", + "strikingly", + "described", + "suggesting", + "resulting", + "mechanisms", + "seemingly", + "markedly", + "resembling", + "interwoven", + "accentuated", + "devoid", + "seeming", + "resembled", + "which", + "unequivocally", + "unequivocal", + "likened", + "abrupt", + "characteristic" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "reminiscent", + "interconnected", + "seemingly", + "described", + "coupled", + "mechanisms", + "characterized", + "cohesive", + "interwoven", + "coordinated", + "intricately", + "expansive", + "characteristic", + "structured", + "emphasized", + "accentuated", + "characteristics", + "monolithic", + "complex", + "intertwined", + "arched", + "protrusions", + "architecture", + "intricate", + "multifaceted", + "orchestrated", + "likened", + "undulating", + "cylindrical", + "facilitated", + "distorted", + "resembling" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "numerous", + "massive", + "interconnected", + "cohesive", + "reminiscent", + "intricately", + "extensive", + "widespread", + "coupled", + "seemingly", + "various", + "coordinated", + "undulating", + "prominent", + "enormous", + "highly", + "structured", + "distinct", + "distinctive", + "unprecedented", + "elaborate", + "intricate", + "vastly", + "elongated", + "observed", + "structures", + "collective", + "striking", + "deeply", + "polished", + "strikingly", + "jagged" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "interconnected", + "interconnect", + "numerous", + "massive", + "reminiscent", + "widespread", + "structure", + "multiple", + "distinct", + "extensive", + "coupled", + "formation", + "distinctive", + "interwoven", + "complex", + "coordinated", + "elongated", + "elaborate", + "intricate", + "cohesive", + "structures", + "structured", + "multifaceted", + "characteristic", + "interlocking", + "connected", + "each", + "various", + "forming", + "junctions", + "jagged", + "intricately" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "interconnected", + "interconnect", + "macroscopic", + "connectivity", + "massive", + "extensive", + "connecting", + "large", + "broad", + "interlocking", + "structure", + "connected", + "reminiscent", + "planar", + "numerous", + "flattened", + "riddled", + "forming", + "multiple", + "formation", + "aligned", + "expansive", + "faceted", + "widespread", + "within", + "complex", + "continuous", + "structures", + "cohesive", + "junctions", + "formed", + "elongated" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "interconnected", + "macroscopic", + "interconnect", + "Within", + "planar", + "broad", + "interlocking", + "massive", + "large", + "elongated", + "connectivity", + "faceted", + "Broad", + "binnen", + "coalescence", + "expansive", + "monolithic", + "formation", + "macro", + "Large", + "flattened", + "joined", + "morphology", + "Connectivity", + "Each", + "contiguous" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "interconnected", + "connected", + "Connected", + "connected", + "planar", + "interconnect", + "connectedness", + "connecting", + "faceted", + "connectivity", + "planar", + "facet", + "Connected", + "facets", + "connectivity", + "disconnecting", + "Within", + "macroscopic", + "Connecting", + "interlocking", + "plane", + "connects", + "large", + "innerhalb", + "planes", + "conectar", + "Connectivity", + "CONNECTED", + "disconnect" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "broad", + "broad", + "Broad", + "Broad", + "connected", + "connecting", + "broadly", + "planar", + "wide", + "Connected", + "interconnected", + "interconnect", + "connected", + "broadband", + "Connecting", + "large", + "broader", + "connects", + "Connected", + "connectivity", + "Connecting", + "BROAD", + "connections", + "planar", + "connection", + "connectivity", + "Connections" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "broad", + "broad", + "Broad", + "Broad", + "broadly", + "wide", + "broadband", + "broader", + "planar", + "broadest", + "BROAD", + "broadened", + "amplio", + "broadening", + "interconnected", + "broaden", + "BRO", + "Broadband", + "connected", + "connecting", + "Wide" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "broad", + "Broad", + "broad", + "Broad", + "broadly", + "as", + "and", + "wide", + "BRO", + "er", + "BROAD", + "Connected", + "facets", + "plan", + "Broadway", + "on", + "Bro", + "bro", + "CONTIN", + "planar" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "Plan", + "plan", + "However", + "Phase", + "broad", + "Broad", + "com", + "br", + "wide", + "plan", + "Plan", + "In", + "These", + "broad", + "large", + "planar", + "py", + "Note", + "hard", + "The", + "find", + "user", + "planar", + "the", + "I", + "This", + "pdf", + "ples", + "wide", + "phase", + "in" + ] + } + ], + "logit_surprising": [ + { + "concept": "damn", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "severely", + "score": 7.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "interconnected", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 6.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "readily", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "its", + "output_checked": true + }, + { + "concept": "been", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "slight", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "focused", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "and", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "unexpectedly", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "own", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "its", + "output_checked": true + }, + { + "concept": "considerably", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "transition", + "output_checked": true + }, + { + "concept": "interspersed", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "numerous", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "by", + "output_checked": true + }, + { + "concept": "interconnect", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "by", + "output_checked": true + }, + { + "concept": "grains", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "corners", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "which", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "through", + "output_checked": true + }, + { + "concept": "pochi", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "impeded", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "below", + "output_checked": true + }, + { + "concept": "crappy", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "excessively", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "sharply", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "unexpected", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "uncovering", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "devoid", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "widespread", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "the", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "below", + "output_checked": true + }, + { + "concept": "stated", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "transition", + "output_checked": true + }, + { + "concept": "failure", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "faceted", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "throughout", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "through", + "output_checked": true + }, + { + "concept": "well", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "intended", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "its", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "unpleasant", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "anew", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "impede", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "Creators", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "etre", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "exacerbated", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "below", + "output_checked": true + }, + { + "concept": "unbelievable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "these", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "nearing", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "towards", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "vehement", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "exasper", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "surprisingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "caused", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "when", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "transition", + "output_checked": true + }, + { + "concept": "resulted", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "materials", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "relatively", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "analysis", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "resembling", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "sporadically", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "connected", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-03__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-03__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-03__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-03__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cleavage-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-plasticity separation 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A thick steel section opened under modest loading after rapid cooling. The separated faces showed flat reflective planes and negligible evidence of local necking.", + "prompt_tail": "thick steel section opened under modest loading after rapid cooling. The separated faces showed flat reflective planes and negligible evidence of local necking.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cleavage-04", + "carrier_id": null, + "target_family": "cleavage", + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 9351, + "best_depth": 51.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 6446 + }, + { + "label": "cleavage", + "best_rank": 80265, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2605 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "forcing", + "employment", + "arnataka", + "Executor", + "employment", + "forcing", + "fg", + "qc", + "arn", + "Uy", + "wget", + "niki", + "WATER", + "Blake", + "Sask", + "Blocking", + "qa", + "ForegroundColor", + "ork", + "blocking", + "Asalamualaikum", + "Einzelnachweise", + "Gina", + "Accelerator", + "nabi", + "Angelica", + "jones" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "Signing", + "release", + "Signing", + "signing", + "signed", + "Release", + "angent", + "release", + "Release", + "Signed", + "oscopy", + "Signed", + "Signs", + "ril", + "trance", + "Released", + "addItem", + "ently", + "releasing", + "releases", + "signer", + "RELEASE", + "ueless", + "leasing", + "bija" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Signing", + "Signing", + "release", + "educativo", + "signing", + "tempi", + "whisper", + "addItem", + "alignItems", + "trance", + "signings", + "marginLeft", + "Release", + "Whisper", + "Kendall", + "aad", + "prelim", + "Wembley", + "aset", + "acque" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "signed", + "mrs", + "Socrates", + "Mrs", + "compressive", + "Mrs", + "Pum", + "weg", + "signer", + "signed", + "wC", + "english", + "melamine", + "debris", + "aced", + "panorama", + "Signup", + "changers", + "odymium", + "Aquarelle", + "itsa", + "Angst" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "atian", + "Atletico", + "Civilization", + "ARIOS", + "Angular", + "Azul", + "Mongols", + "Angles", + "zmian", + "Zet", + "acids", + "bane", + "aches", + "debugger", + "getDefault", + "Dij", + "Akh", + "civilisation", + "Dekor", + "Acids", + "Catedral", + "Respiratory", + "Akh" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "atibus", + "qc", + "kvadr", + "umers", + "Nicholas", + "nCenters", + "astri", + "daniel", + "carlos", + "jp", + "strategies", + "Aus", + "nath", + "pdelay", + "amts", + "inz", + "cp", + "restricting", + "Burlington", + "neler", + "Qaraldi", + "wonders", + "Sankt" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mason", + "nesium", + "Ums", + "Pleas", + "ruptedException", + "Chrys", + "myl", + "jaye", + "softener", + "ple", + "signifikan", + "python", + "iphone", + "mysql", + "Bedroom", + "Dyson", + "allclasses", + "Chirurgien", + "Eminem", + "Chiron", + "microorgan", + "umer", + "Signup" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "RELEASE", + "tha", + "leasing", + "ForEach", + "enl", + "FAF", + "gh", + "tho", + "release", + "prive", + "getragen", + "urably", + "numpy", + "escal", + "ukai", + "mathbb", + "handful", + "mno", + "Fruit", + "en", + "algo", + "Release", + "Released" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "release", + "ypress", + "Caffeine", + "bly", + "released", + "python", + "Release", + "signed", + "Releases", + "signings", + "Alexander", + "Release", + "softener", + "oss", + "synes", + "negligence", + "dere" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "j", + "r", + "dere", + "ve", + "en", + "oss", + "releases", + "release", + "adanya", + "gehend", + "mal", + "mal", + "ja", + "ypress", + "f", + "ke", + "use", + "ors", + "rec", + "prim", + "energi", + "su", + "g" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "night", + "en", + "med", + "heartedly", + "gehend", + "s", + "theater", + "Moreover", + "voila", + "haja", + "ured", + "ention", + "rad", + "siz", + "uri", + "Furthermore", + "shore", + "uating", + "schein", + "hearted", + "manner", + "logrado", + "rog" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "certeza", + "esimerkiksi", + "certainly", + "Furthermore", + "beispielsweise", + "sonsten", + "Moreover", + "soften", + "cetera", + "furthermore", + "misalnya", + "dif", + "Kalau", + "gehend", + "ardin", + "fato", + "detriment", + "voila", + "digamos", + "sebagainya", + "ified", + "differenza", + "dass", + "naturali", + "etheless" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "certainly", + "sonsten", + "esimerkiksi", + "certeza", + "digamos", + "dif", + "sur", + "urious", + "furthermore", + "cetera", + "t", + "enorm", + "etheless", + "moreover", + "folds", + "ified", + "beispielsweise", + "detriment", + "misalnya", + "exuber", + "gehend", + "med", + "preponder", + "creases", + "Furthermore", + "soften" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "sheep", + "zeug", + "gehend", + "proverbial", + "virt", + "med", + "uating", + "night", + "do", + "perhaps", + "Etc", + "particularmente", + "perd", + "noticeable", + "conspicuous", + "ulnerable", + "voila", + "ff", + "dire", + "cuidado", + "vehement", + "ogado", + "decadent", + "tyle" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sensibility", + "sheep", + "sporadic", + "pragmatic", + "assertions", + "zeug", + "experimentation", + "thoughtful", + "remarked", + "ambiguity", + "Etc", + "sheep", + "photographic", + "suggestive", + "imperative", + "Immediately", + "xr", + "indicative", + "diminished", + "intensive" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sporadic", + "sensibility", + "remarked", + "teh", + "intensive", + "fortitude", + "psicologia", + "technically", + "rediscovered", + "Etc", + "assertions", + "shaved", + "GTEST", + "expediency", + "XK", + "nnnn" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "gejala", + "entirely", + "thoughtful", + "GTEST", + "psicologia", + "intensive", + "krypt", + "atrocious", + "PSY", + "cryptic", + "PLOAD", + "testers", + "unfounded", + "ycopg" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "absence", + "ausencia", + "lack", + "attempted", + "avoided", + "absence", + "esche", + "refrained", + "disdain", + "shortage", + "devoid", + "remarked", + "Absence", + "distaste", + "reluctance", + "GTEST", + "Aucun", + "anecdote", + "mancanza", + "infractions", + "avoidance", + "absences", + "undesired", + "circumvent" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "absence", + "absence", + "ausencia", + "no", + "inexist", + "lack", + "aucun", + "keine", + "casi", + "Absence", + "kein", + "lack", + "nedostat", + "nenhum", + "nenhuma", + "nessuna", + "aucune", + "none" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "absence", + "absence", + "ausencia", + "lack", + "Absence", + "absent", + "casi", + "nedostat", + "inexist", + "falta", + "Absent", + "quase", + "absences", + "lacking", + "lacked", + "Lack", + "Absent", + "lack", + "almost", + "negligible", + "lacks" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "absence", + "absent", + "absence", + "ausencia", + "Absence", + "Absent", + "Absent", + "inexist", + "lack", + "without", + "absences", + "nedostat", + "dearth", + "olmad" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "absence", + "absence", + "ausencia", + "Absence", + "absent", + "Absent", + "Absent", + "lack", + "inexist", + "nedostat", + "without", + "falta", + "absences", + "dearth", + "lack", + "absen", + "lacking" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "absence", + "absence", + "negl", + "Absence", + "ausencia", + "absent", + "negligible", + "neglig", + "lack", + "Absent", + "inexist", + "almost", + "without", + "casi", + "Neg", + "ohne", + "absences", + "Absent", + "Neg", + "no" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "absence", + "local", + "local", + "absent", + "absence", + "Local", + "ausencia", + "Absence", + "getLocal", + "negl", + "neglig", + "Local", + "Absent", + "lack", + "LOCAL", + "neck", + "ne", + "lokale", + "negligible", + "ohne", + "Abs", + "lack", + "Neg", + "abs" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "neck", + "negl", + "NEC", + "neck", + "Neg", + "neglig", + "Neg", + "Neck", + "Neck", + "NEC", + "necks", + "negligent", + "ne", + "NE", + "ne", + "negligible", + "nej", + "neg", + "nek", + "negligence", + "Ne" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "absence", + "local", + "neck", + "lack", + "other", + "Neck", + "no", + "evidence", + "a", + "No", + "cc", + "example", + "experience", + "resistance", + "ck", + "user", + "results", + "thought", + "neck", + "study", + "I", + "stable", + "ne", + "instance", + "fact", + "clear", + "significant", + "improvement", + "necks", + "all", + "standard" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 89662, + 80021, + 125661, + 96096, + 129164, + 101694, + 129894, + 144356, + 163350, + 120855, + 28077, + 28941, + 33489, + 9352, + 9363, + 17446, + 17001, + 42207, + 194397, + 146925, + 142645, + 75079, + 50361, + 87144, + 108529, + 979 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 131837, + 232151, + 243525, + 82339, + 260013, + 39109, + 108535, + 189566, + 29556, + 52062, + 232312, + 178345, + 149265, + 245768, + 255933, + 246971, + 229511, + 122947, + 165551, + 170835, + 136155, + 145957, + 80266, + 88856, + 162305, + 3608 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 30489, + 28898, + 7540, + 56021, + 117502, + 63170, + 20915, + 6766, + 6447, + 72174, + 71839, + 30495, + 12049, + 17345 + ] + }, + { + "label": "cleavage", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 117981, + 86604, + 84072, + 134618, + 166341, + 84965, + 22460, + 19229, + 4387, + 2606, + 15334, + 12799, + 4359, + 16555 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "absence", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "preponder", + "score": 5.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "crack", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Miche", + "score": 4.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "soften", + "score": 3.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "The", + "output_checked": true + }, + { + "concept": "loads", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 3.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 3.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "Etc", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "softened", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "erect", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "breakage", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "are", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "muestra", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "reflection", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "reflective", + "output_checked": true + }, + { + "concept": "Stress", + "score": 2.0, + "best_rank": 4, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "aforementioned", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "evidence", + "output_checked": true + }, + { + "concept": "depois", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "after", + "output_checked": true + }, + { + "concept": "psicologia", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "SAFETY", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "neck", + "output_checked": true + }, + { + "concept": "masala", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "modest", + "output_checked": true + }, + { + "concept": "dichas", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "pry", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "appreciable", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "modest", + "output_checked": true + }, + { + "concept": "sbagli", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Tested", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "orifices", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "fatigued", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "cracked", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "The", + "output_checked": true + }, + { + "concept": "thermal", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "del", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "litoral", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "vnd", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "sensibility", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ampere", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "under", + "output_checked": true + }, + { + "concept": "gently", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "Exceptionally", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "whats", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "slotted", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "SqlCommand", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "infinitesimal", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "negligible", + "output_checked": true + }, + { + "concept": "sides", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "ress", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "neck", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "adiabatic", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "unimportant", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "negligible", + "output_checked": true + }, + { + "concept": "dass", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "certeza", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "certainly", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "advers", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "OEM", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "manner", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "Oto", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "atrocious", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "Normally", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "section", + "output_checked": true + }, + { + "concept": "implique", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "Anzahl", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "negligible", + "output_checked": true + }, + { + "concept": "tub", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "section", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "equipments", + "score": 1.0, + "best_rank": 4, + "best_depth": 55.3, + "near_token": "opened", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "et", + "ve", + "se", + "th", + "wh", + "ers", + "res", + "and", + "row", + "gh", + "ar", + "ne", + "mathrm", + "ook", + "sa", + "yst", + "inter", + "left", + "text", + "set", + "any", + "anc", + "clud", + "ey", + "ton", + "tr", + "pect", + "red", + "IN" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "is", + "comp", + "ne", + "ner", + "ning", + "qual", + "sav", + "ju", + "purposes", + "rence", + "ows", + "umeric", + "stems", + "sst", + "perk", + "haute", + "flows", + "enburg", + "malloc", + "esco", + "aquele" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "y", + "con", + "iv", + "j", + "math", + "ib", + "ge", + "one", + "ound", + "itt", + "ON", + "red", + "ict", + "pol", + "raph", + "med", + "tem", + "ke", + "ij", + "som", + "arn", + "mark", + "fin", + "consider", + "vol", + "duct", + "ivid" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "al", + "ou", + "el", + "l", + "re", + "im", + "ation", + "be", + "st", + "ir", + "if", + "est", + "wh", + "se", + "ain", + "ore", + "su", + "j", + "ch", + "by", + "ies", + "our", + "ust", + "int", + "un", + "ich", + "ff", + "orm", + "able" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "de", + "ch", + "qu", + "ity", + "The", + "age", + "ha", + "port", + "im", + "ad", + "us", + "which", + "app", + "ar", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ag", + "ize", + "we", + "est", + "wo", + "who", + "rib" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "en", + "at", + "an", + "it", + "is", + "ion", + "as", + "ent", + "ol", + "ig", + "ur", + "ay", + "ir", + "ly", + "un", + "ere", + "com", + "end", + "ill", + "ath", + "ex", + "art", + "iz", + "ue", + "ud", + "ies", + "ive", + "all", + "ard", + "ik" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "set", + "to", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "n", + "s", + "ers", + "bringen", + "sina", + "photograph", + "perfectly", + "lid", + "they", + "eat", + "begitu", + "liaison", + "sehen", + "evol", + "sof", + "eux", + "gambar", + "heer", + "Ils", + "Publicity", + "ihan", + "tio" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "equip", + "depart", + "imitation", + "evol", + "sof", + "gambar", + "bringen", + "Publicity", + "perfectly", + "aat", + "youtu", + "EG", + "tentative", + "offic", + "devenu", + "mellow" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "substantial", + "fielder", + "substantially", + "ameri", + "ecek", + "litigation", + "aat", + "resmi", + "tog", + "reliance", + "Tog", + "Publicity", + "e", + "et", + "imitation", + "tanti", + "Iy", + "Considerable", + "equip", + "considerable", + "setting", + "diffuse", + "uating" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "tog", + "ameri", + "et", + "pochi", + "Tog", + "errori", + "kowy", + "ET", + "damn", + "demise", + "substantial", + "cJ", + "behest", + "litigation", + "cooking", + "er", + "dupatta", + "appro", + "Verenigde", + "elated", + "l", + "com", + "elicited", + "slight", + "accepted", + "aal" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "readily", + "Tog", + "demise", + "severity", + "damn", + "Considerable", + "substantial", + "bunun", + "litigation", + "slight", + "avrebbe", + "pochi", + "dupatta", + "acciaio", + "immense", + "kowy", + "ed", + "impending", + "et", + "accepted", + "severely", + "aal", + "accepted", + "cJ" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "substantially", + "markedly", + "considerably", + "alcun", + "of", + "severely", + "caution", + "Iy", + "elated", + "ed", + "et", + "suggesting", + "appreciably", + "ameri", + "substantial", + "attributable", + "complying", + "thereof", + "severity", + "slight", + "ailleurs", + "appreciable", + "explained", + "stai" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "attributable", + "because", + "despite", + "suggesting", + "similar", + "but", + "expected", + "because", + "associated", + "indicating", + "markedly", + "devoid", + "similar", + "of", + "l", + "associated", + "explained", + "ed", + "imparted", + "resulted", + "perceptible", + "et", + "described", + "s", + "elated", + "discernible" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "devoid", + "markedly", + "suggesting", + "negligible", + "implying", + "irrespective", + "reminiscent", + "unaffected", + "similar", + "predefined", + "resembled", + "severely", + "mechanisms", + "monolithic", + "described", + "completely", + "sufficient", + "achieved", + "resembling", + "resulted", + "indicating", + "attributable", + "discernible", + "expected", + "observed", + "unequiv", + "comparable", + "noticeable" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "hardly", + "negligible", + "devoid", + "refrained", + "neither", + "absence", + "avoided", + "seldom", + "scarcely", + "rarely", + "remarkably", + "markedly", + "excessively", + "perplexed", + "suggesting", + "reluctance", + "lack", + "insignificant", + "minimized", + "prevented", + "severely", + "noticeable", + "unaffected", + "discernible", + "without", + "observed", + "relatively", + "minimal", + "lacking", + "noticeably" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "neither", + "absence", + "hardly", + "negligible", + "lack", + "remarkably", + "devoid", + "rarely", + "noticeable", + "no", + "observed", + "seldom", + "conspicuous", + "noticeably", + "minimal", + "lacking", + "exceptional", + "pronounced", + "never", + "remarkable", + "virtually", + "excessively", + "strikingly", + "relatively", + "without", + "barely", + "documented", + "severely", + "localized", + "discernible", + "widespread", + "markedly" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "absence", + "lack", + "no", + "hardly", + "without", + "negligible", + "rarely", + "devoid", + "keine", + "lacking", + "lacks", + "noticeable", + "absence", + "neither", + "barely", + "virtually", + "tidak", + "localized", + "lacked", + "almost", + "seldom", + "absent", + "noticeably", + "relatively", + "minimal" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "absence", + "lack", + "absence", + "hardly", + "Absence", + "negligible", + "absent", + "Lack", + "ausencia", + "no", + "lacks", + "lacking", + "without", + "almost", + "lacked", + "lack", + "Absent", + "Lack", + "rarely", + "Hardly", + "keine", + "Without" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "absence", + "absence", + "Absence", + "ausencia", + "lack", + "absent", + "Without", + "lacks", + "Absent", + "negligible", + "Absent", + "keiner", + "keine", + "Lack", + "tanpa", + "lacked", + "Lack", + "lack", + "absen" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "absence", + "absence", + "Absence", + "ausencia", + "lack", + "absent", + "Absent", + "absences", + "Without", + "tanpa", + "absen", + "Absent", + "ohne", + "Lack", + "without", + "negligible", + "lack", + "lacks", + "Lack", + "keine", + "mancanza", + "devoid" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "absence", + "absence", + "Absence", + "local", + "negligible", + "ausencia", + "lack", + "absent", + "without", + "negl", + "Neg", + "Without", + "local", + "Abs", + "lack", + "almost", + "Absent", + "ohne", + "neck", + "Neg", + "Local", + "tanpa", + "lokal", + "Absent" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "local", + "absence", + "lokal", + "absence", + "ausencia", + "negligible", + "Absence", + "local", + "Neg", + "neck", + "Local", + "Without", + "LOCAL", + "negl", + "Local", + "localized", + "tanpa", + "getLocal", + "absent", + "Neck", + "lokale", + "localised" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "neck", + "negl", + "neck", + "neglig", + "Neck", + "Neg", + "Neg", + "Neck", + "necks", + "NEC", + "Ne", + "without", + "necks", + "local", + "neg", + "without", + "absence", + "negligence", + "negligible", + "NEC", + "absence", + "as", + "neg", + "nej", + "Nec", + "getLocal" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "absence", + "local", + "neck", + "lack", + "other", + "Neck", + "no", + "evidence", + "a", + "No", + "cc", + "example", + "experience", + "resistance", + "ck", + "user", + "results", + "thought", + "neck", + "study", + "I", + "stable", + "ne", + "instance", + "fact", + "clear", + "significant", + "improvement", + "necks", + "all", + "standard" + ] + } + ], + "logit_surprising": [ + { + "concept": "been", + "score": 11.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "reflective", + "output_checked": true + }, + { + "concept": "readily", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "negligible", + "output_checked": true + }, + { + "concept": "damn", + "score": 7.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "localized", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "local", + "output_checked": true + }, + { + "concept": "these", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "absence", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "considerably", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "under", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "subjected", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "separation", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "crack", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "thermal", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "incurring", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "slight", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "severely", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "local", + "output_checked": true + }, + { + "concept": "impending", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "substantially", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "geometrical", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "section", + "output_checked": true + }, + { + "concept": "caused", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "excessively", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "local", + "output_checked": true + }, + { + "concept": "noticeable", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "reflective", + "output_checked": true + }, + { + "concept": "hardly", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "negligible", + "output_checked": true + }, + { + "concept": "noticeably", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "design", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "section", + "output_checked": true + }, + { + "concept": "portions", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "sudden", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "profiles", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "section", + "output_checked": true + }, + { + "concept": "loads", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "few", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "after", + "output_checked": true + }, + { + "concept": "cracking", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "of", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "section", + "output_checked": true + }, + { + "concept": "annen", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "reflective", + "output_checked": true + }, + { + "concept": "errori", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "local", + "output_checked": true + }, + { + "concept": "notoriety", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "under", + "output_checked": true + }, + { + "concept": "hurled", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "imparted", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "whitish", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "reflective", + "output_checked": true + }, + { + "concept": "prolonged", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "neck", + "output_checked": true + }, + { + "concept": "resulted", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "markedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "when", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "neck", + "output_checked": true + }, + { + "concept": "devoid", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "withstand", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "characteristics", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "section", + "output_checked": true + }, + { + "concept": "enhance", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "under", + "output_checked": true + }, + { + "concept": "relatively", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "unexpectedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "portion", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "reverted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "surprisingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "glistening", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "reflective", + "output_checked": true + }, + { + "concept": "ample", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "modest", + "output_checked": true + }, + { + "concept": "provide", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "minimal", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "negligible", + "output_checked": true + }, + { + "concept": "neither", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-04__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-04__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-04__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-04__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cleavage-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-plasticity separation 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A notched iron alloy snapped during a cold bend test before appreciable permanent curvature developed. River-like markings on the facets converged toward the initiation site.", + "prompt_tail": " alloy snapped during a cold bend test before appreciable permanent curvature developed. River-like markings on the facets converged toward the initiation site.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cleavage-05", + "carrier_id": null, + "target_family": "cleavage", + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 7220, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 3638 + }, + { + "label": "cleavage", + "best_rank": 2590, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 1157 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "fg", + "employment", + "arn", + "forcing", + "employment", + "arnataka", + "nabi", + "niki", + "Executor", + "sigs", + "forcing", + "Blake", + "qc", + "SIG", + "Gina", + "Released", + "Blocking", + "release", + "blocking", + "ginas", + "irken", + "Forsyth", + "pn" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "release", + "Signing", + "Release", + "signed", + "Signing", + "signing", + "Release", + "Signed", + "Released", + "release", + "leasing", + "Signed", + "Signs", + "addItem", + "RELEASE", + "trance", + "angent", + "releasing", + "ently", + "oscopy", + "else", + "released", + "ril" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "ocked", + "jaye", + "marginLeft", + "Methyl", + "mno", + "Methyl", + "Wentworth", + "methyl", + "educativo", + "icro", + "Eink", + "Analyze", + "Wembley" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "mrs", + "compressive", + "Angst", + "akan", + "LX", + "Signing", + "ksi", + "Signing", + "Pum", + "memset", + "Mrs", + "signed", + "weg", + "spasm", + "a", + "leigh", + "pageSize", + "padx", + "aad" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "DOP", + "elingen", + "Lynn", + "Glover", + "Oliveira", + "Egyptian", + "Nuclear", + "atian", + "Jorge", + "BOP", + "glacial", + "hispanic", + "Jorge", + "Cp", + "ccin", + "Ungarn", + "jordan", + "magnetite", + "Georg", + "avorite", + "cp", + "Fitzgerald", + "Buckley", + "optosis", + "lig", + "Liga", + "Horner" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Cp", + "lt", + "Nichols", + "Nicholas", + "celtic", + "cp", + "jp", + "lng", + "qc", + "Niagara", + "alex", + "Qaraldi", + "january", + "atlantic", + "hamilton", + "umers", + "Tricks", + "dental", + "Ellis", + "atibus", + "APPA", + "mols" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mason", + "Ums", + "Pleas", + "nesium", + "umer", + "myl", + "python", + "softener", + "ple", + "Chrys", + "orian", + "paragraph", + "jaye", + "ruptedException", + "mysql", + "scissors", + "minecraft", + "multiply", + "Finally", + "Chiron", + "menos", + "Aires" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "RELEASE", + "haya", + "release", + "leasing", + "tha", + "Release", + "enl", + "Released", + "gh", + "algo", + "getragen", + "FAF", + "ForEach", + "en", + "numpy", + "RELEASE", + "tho", + "escal", + "ukai", + "supermerc", + "prive", + "urably", + "bli" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "bly", + "compassion", + "synes", + "ypress", + "ve", + "prises", + "r", + "release", + "Releases", + "released", + "energii", + "signings", + "d", + "s", + "Alexander", + "pertin", + "Ayu" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "j", + "ve", + "r", + "dere", + "s", + "s", + "releases", + "pertin", + "ja", + "si", + "prises", + "bly", + "dir", + "k", + "ors", + "energi", + "d", + "ments", + "rutt", + "Siren", + "f", + "su", + "mal", + "ro", + "issant", + "ke", + "acular" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "theater", + "night", + "shore", + "lepas", + "rologic", + "ures", + "rog", + "uating", + "gehend", + "dirigeants", + "Dordrecht", + "heartedly", + "sley", + "en", + "logrado", + "rad", + "uri", + "uette", + "manner" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "esimerkiksi", + "urious", + "certeza", + "beispielsweise", + "cetera", + "med", + "voila", + "fato", + "digamos", + "certainly", + "Kalau", + "misalnya", + "naturelles", + "ardin", + "folds", + "examples", + "naturali", + "vehement", + "creases", + "lepas" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "urious", + "esimerkiksi", + "med", + "s", + "certainly", + "digamos", + "beispielsweise", + "certeza", + "cetera", + "folds", + "misalnya", + "examples", + "sur", + "preponder", + "creases", + "moreover", + "enorm", + "vehement", + "ve", + "particular", + "Kalau", + "let", + "particularmente" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "virt", + "urably", + "urious", + "theater", + "uri", + "particular", + "uating", + "particularmente", + "s", + "lepas", + "conspicuous", + "roir", + "amos", + "uli", + "vehement", + "digamos", + "verd", + "voila", + "night", + "behavior", + "perhaps", + "uette", + "rologic" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "med", + "vehement", + "urious", + "theater", + "sensibility", + "urably", + "virt", + "insistent", + "ed", + "sheep", + "ium", + "icule", + "metamorph", + "credo", + "Veamos", + "delineation", + "scape", + "instances", + "conspicuous", + "uri", + "conspicuously", + "istry" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sporadic", + "remarked", + "nnnn", + "visuals", + "evin", + "scape", + "vehement", + "metamorph", + "virtue", + "opus", + "urably", + "ODM", + "sistemi", + "VisualStudio", + "sensibility", + "fortitude", + "icorn", + "instances", + "poetic", + "suggestive", + "xr" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "ornamental", + "thoughtful", + "NonNull", + "ographic", + "leyici", + "gejala", + "cryptic", + "cytologic", + "DataSource", + "additive", + "psychic", + "oteric", + "arcane", + "OGRAPHIC", + "wandering", + "suggestive", + "STYLE", + "geospatial", + "slalom", + "typescript", + "diagnostic", + "iciary" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "visualized", + "aneous", + "naissance", + "gaze", + "discernible", + "bloodstream", + "sculpted", + "cedence", + "reminiscent", + "predominant", + "printStackTrace", + "circumferential", + "emanating", + "ritus", + "continuidad", + "contoured", + "sociocultural", + "hairline", + "jellem", + "remarked", + "demarc", + "hallmarks", + "snowboard", + "affinity", + "predomin" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "ri", + "eman", + "serpentine", + "sled", + "discernible", + "jellem", + "These", + "trace", + "canalicul", + "emanating", + "uri", + "determinante", + "in", + "on", + "linien", + "striated", + "iota", + "r", + "no", + "particular", + "conscient", + "Gestaltung", + "iliency", + "hors", + "These", + "Linear", + "currentLocation" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "ridges", + "criss", + "Convergence", + "Convergence", + "Continuum", + "linien", + "eman", + "concentric", + "chevron", + "conver", + "lastIndexOf", + "wrinkles", + "discontinuities", + "circumferential", + "chevron", + "corral", + "converge", + "corriente", + "canalicul", + "euler", + "einander", + "Ripple", + "Contour", + "Drawable", + "ripples", + "pyridin", + "OCA", + "converging" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "conver", + "Convergence", + "converge", + "Convergence", + "converging", + "Conver", + "convergent", + "convergence", + "convergence", + "converg", + "converged", + "Conver", + "concentric", + "flow", + "converges", + "ridges", + "Lines", + "chevron", + "conver", + "Flow", + "corral", + "Flow", + "wrinkles", + "flow", + "writeInt", + "oval", + "Concent", + "ridge", + "eman", + "lines" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "conver", + "Lines", + "converge", + "wrinkles", + "convergent", + "converging", + "concentric", + "lines", + "lines", + "Convergence", + "Convergence", + "Lines", + "ridges", + "Conver", + "convergence", + "linien", + "convergence", + "wrinkle", + "converged", + "chevron", + "Conver", + "ripples", + "converg", + "fluence", + "converges", + "Concent", + "Streams", + "centric", + "criss", + "ridges" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "river", + "river", + "River", + "rivers", + "River", + "rivers", + "Rivers", + "dendritic", + "conver", + "Fluss", + "riverside", + "convergent", + "tree", + "RIVER", + "fiume", + "Rivers", + "Streams", + "fluvial", + "radi", + "sungai", + "stream", + "Streams", + "Stream", + "converge", + "radiate" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "river", + "river", + "River", + "dendritic", + "River", + "stress", + "Fluss", + "radi", + "conver", + "fluvial", + "tree", + "rivers", + "rivers", + "chevron", + "stream", + "alluvial", + "stress", + "Stream", + "Stress", + "Rivers", + "convergent", + "fiume", + "flow", + "Streams", + "Strah", + "Flow", + "sungai" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "river", + "River", + "river", + "River", + "conver", + "Fluss", + "rivers", + "fiume", + "Conver", + "riv", + "chevron", + "sungai", + "fluvial", + "Convergence", + "Rivers", + "stress", + "on", + "rivers", + "Rivers", + "Stress", + "radial", + "to", + "path", + "radial", + "adier" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "River", + "river", + "In", + "py", + "However", + "I", + "concentric", + "They", + "radial", + "To", + "These", + "Both", + "For", + "Your", + "propaganda", + "You", + "river", + "tree", + "My", + "Here", + "Rivers", + "dend", + "From", + "Pressure", + "The", + "If", + "fission", + "Concern", + "com", + "There", + "No", + "Note" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 75221, + 85555, + 55229, + 95725, + 110370, + 108599, + 115623, + 141052, + 156934, + 125895, + 42710, + 29498, + 36956, + 12214, + 9498, + 11912, + 7819, + 46830, + 181223, + 54358, + 23831, + 13593, + 7221, + 7737, + 12841, + 6737 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 92198, + 231032, + 250612, + 198414, + 237246, + 155428, + 108378, + 182474, + 15034, + 16259, + 159120, + 131770, + 109642, + 220079, + 224693, + 246599, + 226770, + 54142, + 46001, + 85722, + 76320, + 40341, + 2591, + 5646, + 21066, + 6141 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 21342, + 17751, + 7842, + 36529, + 6022, + 23794, + 19459, + 10392, + 13791, + 51692, + 39628, + 43433, + 8699, + 3639 + ] + }, + { + "label": "cleavage", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 120317, + 79821, + 93880, + 95913, + 137908, + 148735, + 38026, + 18088, + 3858, + 7866, + 39628, + 17928, + 2297, + 1158 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "deformation", + "score": 5.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "multitudes", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "converged", + "output_checked": true + }, + { + "concept": "unsound", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "appreciable", + "output_checked": true + }, + { + "concept": "convergence", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "Danger", + "score": 3.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "site", + "output_checked": true + }, + { + "concept": "pvc", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "snapped", + "output_checked": true + }, + { + "concept": "gently", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "Ironman", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "tedious", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "listOf", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "PVC", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "curvature", + "output_checked": true + }, + { + "concept": "dulce", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "evolve", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "alloys", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "Winter", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "Fracture", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "digamos", + "score": 2.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "on", + "output_checked": true + }, + { + "concept": "Ancient", + "score": 2.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "serpent", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "morphed", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "snapped", + "output_checked": true + }, + { + "concept": "Southwest", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "during", + "output_checked": true + }, + { + "concept": "IGHT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "MainWindow", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "Berikut", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Err", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "MainForm", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "converged", + "output_checked": true + }, + { + "concept": "ornamental", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "BasicDBObject", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "curvature", + "output_checked": true + }, + { + "concept": "attempted", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Colombeau", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "spheroid", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "engender", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "fede", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "iron", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "irrevers", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "ITest", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "Tempest", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "site", + "output_checked": true + }, + { + "concept": "development", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "wint", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "noticeable", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Plastic", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Bled", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "flow", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "like", + "output_checked": true + }, + { + "concept": "point", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "dass", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Formen", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "preponder", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "like", + "output_checked": true + }, + { + "concept": "customs", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "River", + "output_checked": true + }, + { + "concept": "Eber", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "on", + "output_checked": true + }, + { + "concept": "memoranda", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "testers", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "mucosa", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "dilihat", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "revers", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "iron", + "output_checked": true + }, + { + "concept": "sid", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "Muster", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "converged", + "output_checked": true + }, + { + "concept": "ODM", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "dure", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "termini", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "crack", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "esimerkiksi", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "et", + "se", + "th", + "row", + "gh", + "ne", + "yst", + "inter", + "pr", + "anc", + "ey", + "sh", + "pect", + "red", + "IN", + "ray", + "ative", + "ser", + "fl", + "ces", + "rol", + "equ", + "be", + "son", + "ized", + "span", + "na", + "ters", + "roll" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "assert", + "rence", + "comple", + "flows", + "aquele", + "uq", + "pitted", + "conflicted", + "es", + "is", + "ot", + "ju", + "Which", + "stems", + "perk", + "haute" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "j", + "one", + "tem", + "som", + "mark", + "vol", + "To", + "RO", + "There", + "thing", + "vi", + "pract", + "yang", + "ware", + "ambda", + "mit", + "Med", + "utions", + "needs", + "suggest", + "There", + "quick", + "sn", + "ja", + "described", + "oring", + "rele", + "ignment", + "nie" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "or", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "l", + "st", + "im", + "g", + "u", + "se", + "be", + "if", + "th", + "us", + "ht", + "and", + "ere", + "com", + "pe", + "or", + "he", + "j", + "le", + "pl", + "ch", + "ame" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ic", + "ve", + "ch", + "The", + "pl", + "ha", + "ad", + "which", + "app", + "xt", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "ays", + "est", + "wo", + "who", + "es", + "pos", + "what", + "This", + "ym", + "sh" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ay", + "ir", + "ver", + "ere", + "com", + "end", + "ill", + "ex", + "art", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ge", + "ph", + "ong", + "one", + "rm" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "ith", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ice", + "comp", + "ord", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel", + "tern", + "mo" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "s", + "ers", + "eat", + "n", + "met", + "equip", + "photograph", + "lid", + "they", + "selection", + "multitude", + "begitu", + "liaison", + "evol", + "sof", + "offic", + "gambar", + "sina", + "e", + "ich", + "ature" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "e", + "s", + "rel", + "equip", + "aat", + "youtu", + "eat", + "imitation", + "EG", + "veterinarian", + "mellow", + "ers", + "depart", + "photograph", + "setcounter", + "refuge", + "aal", + "evol", + "tentative", + "offic" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "substantial", + "fielder", + "et", + "readily", + "substantially", + "Tog", + "e", + "equip", + "behalf", + "imitation", + "bunun", + "rique", + "path", + "slash", + "exc", + "resmi", + "offic", + "biographical", + "destra", + "Verenigde", + "Iy", + "ameri", + "ecek" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "fielder", + "readily", + "tog", + "Tog", + "bunun", + "kowy", + "er", + "ET", + "et", + "substantial", + "ributor", + "ameri", + "ed", + "path", + "damn", + "attacker", + "pochi", + "demise", + "shaped", + "equip", + "immense", + "ew", + "erman", + "tanti" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "bunun", + "tog", + "Tog", + "fielder", + "immense", + "kowy", + "ed", + "shaped", + "attacker", + "demise", + "er", + "ewel", + "ributor", + "cellar", + "acciaio", + "path", + "ET", + "damn", + "tentative" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "bunun", + "ed", + "shaped", + "fielder", + "phenylsulfanyl", + "dieser", + "tentative", + "Deprecated", + "indicating", + "Couldn", + "also", + "et", + "explained", + "notifying", + "phenoxymethyl", + "Diageo" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "also", + "of", + "bunun", + "of", + "also", + "reminiscent", + "but", + "desses", + "ed", + "indicating", + "indicating", + "shaped", + "isso", + "These", + "similar", + "destes", + "decorated", + "sub" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "reminiscent", + "markedly", + "shaped", + "indicating", + "punctuated", + "shaped", + "patterned", + "arched", + "remarkably", + "cohesive", + "mechanisms", + "resulted", + "unbelievable", + "mechanism", + "exhibited", + "attributed", + "strewn", + "ornamented", + "described", + "characterized", + "resembled" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "reminiscent", + "streamlined", + "meticulous", + "interconnected", + "cohesive", + "shaped", + "aligned", + "methodical", + "resembling", + "meticulously", + "arched", + "indistinct", + "curving", + "intricately", + "patterned", + "tapered", + "intensifying", + "emphasized", + "mechanisms", + "systematic", + "distinctive", + "curved", + "converging", + "slanted", + "chevron", + "undulating", + "tightly", + "markedly", + "trending", + "intensified", + "subtly", + "radiating" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "focused", + "reminiscent", + "cohesive", + "s", + "highly", + "numerous", + "intricately", + "directed", + "prominent", + "converging", + "deeply", + "ed", + "nearly", + "aligned", + "massive", + "shaped", + "undulating", + "pointed", + "oriented", + "concentrated", + "streamlined", + "interconnected", + "heavily", + "seemingly", + "curved", + "jagged", + "curving", + "strongly", + "distinctive", + "inward", + "concentric", + "similar" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "converging", + "reminiscent", + "convergent", + "interconnected", + "highly", + "concentric", + "S", + "ing", + "direction", + "directed", + "inward", + "directional", + "nearly", + "focused", + "D", + "numerous", + "conver", + "unidirectional", + "th", + "like", + "similar", + "localized", + "symmetrical", + "streamlined", + "parallel", + "oriented", + "these", + "Stre", + "divergent", + "ed", + "Th" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "V", + "converging", + "R", + "directional", + "conver", + "and", + "direction", + "convergent", + "r", + "unidirectional", + "furrow", + "L", + "flow", + "S", + "reminiscent", + "Direction", + "streaks", + "directional", + "or", + "ch", + "D", + "like", + "l", + "P", + "pattern", + "ph", + "convergence", + "es", + "H" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "conver", + "converging", + "convergent", + "convergence", + "converge", + "convergence", + "V", + "radial", + "Convergence", + "Convergence", + "Conver", + "converges", + "converged", + "converg", + "R", + "flow", + "er", + "l", + "Conver", + "s", + "stream", + "radial", + "l", + "is", + "L", + "radially", + "org", + "ocon", + "on", + "B" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "conver", + "convergent", + "converging", + "on", + "convergence", + "s", + "l", + "lines", + "is", + "v", + "lines", + "converged", + "con", + "radial", + "converge", + "Conver", + "concentric", + "furrow", + "convergence", + "er", + "Lines", + "hier", + "V", + "parallel", + "ripples", + "wr", + "stream", + "rivulet", + "pattern", + "Lines" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "river", + "river", + "River", + "River", + "rivers", + "rivers", + "tree", + "Rivers", + "is", + "tree", + "fiume", + "fluvial", + "on", + "RIVER", + "Rivers", + "Fluss", + "st", + "V", + "convergent", + "converging", + "radial", + "v", + "Tree", + "flow" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "river", + "river", + "River", + "River", + "rivers", + "rivers", + "fluvial", + "tree", + "RIVER", + "converging", + "tree", + "radial", + "Rivers", + "convergent", + "fiume", + "Fluss", + "riv", + "dend", + "riv", + "dendritic", + "stream", + "stress" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "River", + "river", + "River", + "river", + "RIVER", + "rivers", + "fluvial", + "rivers", + "Rivers", + "fiume", + "conver", + "Rivers", + "radial", + "rad", + "radial", + "Ribe", + "fluv", + "Fluss", + "convergent", + "sungai", + "on", + "tree" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "River", + "river", + "In", + "py", + "However", + "I", + "concentric", + "They", + "radial", + "To", + "These", + "Both", + "For", + "Your", + "propaganda", + "You", + "river", + "tree", + "My", + "Here", + "Rivers", + "dend", + "From", + "Pressure", + "The", + "If", + "fission", + "Concern", + "com", + "There", + "No", + "Note" + ] + } + ], + "logit_surprising": [ + { + "concept": "been", + "score": 11.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "readily", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "surface", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "on", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 5.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "fracture", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "convergence", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "converged", + "output_checked": true + }, + { + "concept": "deformation", + "score": 5.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "resembling", + "score": 4.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "like", + "output_checked": true + }, + { + "concept": "flowing", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "like", + "output_checked": true + }, + { + "concept": "substantially", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "damn", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "slight", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "site", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "snapped", + "output_checked": true + }, + { + "concept": "definite", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "during", + "output_checked": true + }, + { + "concept": "ductile", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "additional", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "like", + "output_checked": true + }, + { + "concept": "bunun", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "autre", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "shinobi", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "bend", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "reddish", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "imparted", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "curvature", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "unwavering", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "central", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "utmost", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "brittle", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "faceted", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "initiating", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "marks", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "center", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "point", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "ameri", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "crappy", + "score": 2.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "damage", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "implication", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "convincing", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "test", + "output_checked": true + }, + { + "concept": "introdu", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "appreciable", + "output_checked": true + }, + { + "concept": "behalf", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "on", + "output_checked": true + }, + { + "concept": "notoriety", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "reconstru", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "snapped", + "output_checked": true + }, + { + "concept": "cheerio", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "during", + "output_checked": true + }, + { + "concept": "commotion", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "impending", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "bend", + "output_checked": true + }, + { + "concept": "despicable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "test", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "appreciable", + "output_checked": true + }, + { + "concept": "notifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "converged", + "output_checked": true + }, + { + "concept": "Brexit", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "snapped", + "output_checked": true + }, + { + "concept": "insulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "test", + "output_checked": true + }, + { + "concept": "but", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "fascinating", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "frictional", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "formed", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "on", + "output_checked": true + }, + { + "concept": "axially", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "concise", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "considering", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "before", + "output_checked": true + }, + { + "concept": "sensed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "appreciable", + "output_checked": true + }, + { + "concept": "heave", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "inexplicable", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-05__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-05__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-05__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-05__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Time-dependent deformation under heat 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A steam-pipe alloy elongated gradually during ten years of steady load at 600 degrees Celsius. Rounded pores appeared at triple junctions late in life.", + "prompt_tail": "A steam-pipe alloy elongated gradually during ten years of steady load at 600 degrees Celsius. Rounded pores appeared at triple junctions late in life.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-high-temperature-deformation-01", + "carrier_id": null, + "target_family": "high-temperature-deformation", + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 8319, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 130 + }, + { + "label": "diffusion", + "best_rank": 884, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 3135 + }, + { + "label": "cavity", + "best_rank": 22422, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 208 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "arnataka", + "arn", + "forcing", + "fg", + "nabi", + "Fors", + "employment", + "qc", + "Gina", + "Forsyth", + "astri", + "Blocking", + "Nong", + "denly", + "sigs", + "bors", + "blocking", + "absor", + "Executor", + "harnessing", + "Dominique", + "sorption", + "lifeline", + "jose" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "release", + "Signing", + "Release", + "Signing", + "signed", + "signing", + "Release", + "Signed", + "Released", + "Signs", + "Signed", + "release", + "leasing", + "angent", + "oscopy", + "trance", + "releasing", + "RELEASE", + "else", + "ril", + "ently", + "releases", + "signs", + "ueless", + "signings", + "signer" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "ocked", + "mno", + "WANT", + "Analyze", + "Finals", + "Eink", + "cuidadosamente", + "Methyl", + "jaye", + "CCCCCC", + "Selig", + "Derrick", + "trance" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "mrs", + "a", + "leigh", + "akan", + "ksi", + "LX", + "compressive", + "gqlgen", + "Angst", + "Signing", + "ycopg", + "apt", + "memset", + "anglais" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "atian", + "Oliveira", + "Cardiology", + "Trafford", + "Glover", + "ACTIVITY", + "Dermatology", + "eless", + "Lynn", + "DOP", + "BOP", + "glacial", + "Egyptian", + "Orr", + "Cincinnati", + "Jeter", + "orial", + "Liga", + "Atletico", + "Couldn", + "Singh", + "Angular", + "Tory", + "elingen", + "Toxic", + "Caucasian" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "umers", + "Cp", + "lt", + "Nichols", + "cp", + "Quincy", + "Niagara", + "plumber", + "Tricks", + "qc", + "celtic", + "Penta", + "tmp", + "lng", + "Qaraldi", + "Nicholas", + "hamilton", + "alex", + "Aus", + "Sanitary", + "Peki", + "Fern" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mason", + "Pleas", + "Ums", + "umer", + "nesium", + "myl", + "jaye", + "python", + "softener", + "scissors", + "LeBron", + "t", + "Aires", + "Chrys", + "Chiron", + "ple", + "ruptedException", + "paragraph", + "orian", + "cuer", + "Eps", + "Eminem" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "tha", + "RELEASE", + "leasing", + "ForEach", + "enl", + "gh", + "FAF", + "en", + "tho", + "ukai", + "getragen", + "prive", + "urably", + "escal", + "release", + "Released", + "numpy", + "lycer", + "Release", + "Fruit", + "algo", + "handful", + "mno", + "supermerc" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "bly", + "releases", + "compassion", + "ve", + "synes", + "r", + "release", + "Releases", + "asegurarse", + "released", + "furthermore", + "signings", + "s", + "Alexander", + "signed", + "impulso", + "Ayu", + "signer" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "j", + "dere", + "ve", + "r", + "oss", + "mal", + "ors", + "s", + "ny", + "releases", + "iber", + "ja", + "release", + "s", + "si", + "rec", + "issant", + "energi", + "cer", + "bly", + "use", + "eless", + "Alexander", + "pyridine", + "dir", + "SPIR", + "f", + "ele" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "night", + "med", + "theater", + "en", + "voila", + "haf", + "shore", + "urably", + "schein", + "heartedly", + "gehend", + "ver", + "ured", + "rog", + "roir", + "ures", + "ively", + "meng", + "haja", + "oretic", + "manner", + "uri", + "lepas", + "rad" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "voila", + "med", + "moreover", + "fato", + "dif", + "examples", + "ogo", + "Kalau", + "certeza", + "Moreover", + "furthermore", + "digamos", + "ve", + "s", + "Furthermore", + "icule", + "differenza", + "ardin", + "t", + "exemplo", + "og", + "dass", + "Veamos", + "ures", + "sure" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "t", + "moreover", + "voila", + "dif", + "ve", + "examples", + "digamos", + "let", + "dass", + "certainly", + "enorm", + "furthermore", + "celles", + "exemplo", + "certeza", + "og", + "folds", + "ified", + "sur", + "urious", + "dac", + "Veamos", + "creases", + "ogo" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "voila", + "night", + "Etc", + "ogf", + "orable", + "s", + "ogo", + "icule", + "dif", + "uj", + "rolog", + "digamos", + "Veamos", + "let", + "do", + "selves", + "insc", + "credo", + "dac", + "gie", + "Dijstra", + "ding", + "roir", + "nnet", + "urably" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "bv", + "sheep", + "dac", + "assertions", + "sensibility", + "voila", + "ium", + "night", + "gie", + "icule", + "injury", + "Injury", + "uj", + "evt", + "Diagnostics", + "ogf", + "affirmed", + "dding", + "haja", + "sporadic", + "vehement", + "ulnerable", + "interposed", + "insc", + "Veamos" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sporadic", + "Etc", + "opus", + "ODM", + "sheep", + "defensive", + "sensibility", + "discord", + "Diagnostics", + "VisualStudio", + "erratic", + "fortitude", + "dud", + "gothic", + "metallurgy", + "rediscovered", + "grief", + "assertions", + "additive", + "redux", + "nnnn", + "ogf", + "Fallout", + "teh", + "metamorph", + "catar", + "essai" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "sporadic", + "additive", + "Notas", + "redux", + "defensive", + "discontinuities", + "assertions", + "Postgres", + "ornamental", + "erratic", + "typescript", + "cryptic", + "sporadically", + "ODM", + "rediscovered", + "remarked", + "discord", + "infrequently", + "metamorph", + "sheep", + "gothic", + "VisualStudio", + "sensibility", + "pubescent", + "gejala", + "fiberglass", + "discontinuity" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "sporadic", + "discontinuities", + "Notas", + "pvc", + "gravid", + "gdf", + "sporadically", + "pierced", + "snowboard", + "irregularly", + "hibernate", + "bree", + "remarked", + "fiberglass", + "vandal", + "infrequently", + "intermittently", + "diffraction", + "Solaris", + "irregularity", + "diffract", + "Severity", + "worrisome", + "undesirable" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "irrevers", + "ske", + "t", + "anzeigen", + "determinante", + "gewisse", + "canalicul", + "jellem", + "quartzite", + "zuz", + "TPR", + "resiliency", + "roso", + "dac", + "bestimmte", + "EOUS", + "Gestaltung", + "undesirable", + "BMX", + "snowboard", + "auftreten", + "corral", + "uj", + "hydroxide", + "uintes", + "DisplayStyle", + "sporadic", + "eman" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "quartzite", + "circumferential", + "carbide", + "aporte", + "Horde", + "ymptotic", + "dine", + "corral", + "rhomb", + "intermittently", + "determinante", + "Routed", + "Ordinal", + "routed", + "tritium", + "uidade", + "TPR", + "concave", + "canalicul", + "cruc", + "dendritic", + "trickle", + "arrondie", + "snowboard", + "rumble", + "Instantiation", + "conjectured", + "wrinkle", + "sculpted" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "quartzite", + "writeInt", + "circumferential", + "corral", + "carbide", + "canalicul", + "ulous", + "Instantiation", + "MRC", + "retryWrites", + "redonde", + "trapez", + "unjung", + "arrend", + "Posted", + "dine", + "rhomb", + "icyclo", + "aporte", + "reproducible", + "Triangle", + "curvil", + "obtuse", + "anointed", + "arrondie", + "Konzert", + "Rounded" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "triangular", + "triplet", + "triangles", + "triplets", + "triangle", + "writeInt", + "triangle", + "elliptical", + "circumferential", + "Instantiation", + "triplicate", + "trapez", + "quartzite", + "corral", + "Triangle", + "carbide", + "routed", + "elliptic", + "triang", + "rhomb", + "intermittently", + "rette", + "redonde", + "rounded", + "thrice", + "angular", + "displayName", + "pyramidal", + "pierced" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "rounded", + "rounded", + "Rounded", + "Rounded", + "triple", + "rounding", + "redonde", + "rounding", + "triple", + "Rounding", + "Triple", + "ROUND", + "Triple", + "arrondie", + "round", + "Round", + "arrondi", + "Round", + "ROUND", + "arrondies", + "Runde", + "Rounds", + "rounds", + "arred", + "tripled", + "round", + "Rund", + "triangular", + "triplet", + "triples" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "triple", + "triple", + "tri", + "Triple", + "Triple", + "tripled", + "triplet", + "trip", + "triples", + "tri", + "Tri", + "Tri", + "triangular", + "triplets", + "rounded", + "triang", + "triathlon", + "triangle", + "tripod", + "Triangle", + "Rounded", + "trip", + "Rounded", + "triangle", + "triplicate", + "rounded", + "Trip", + "Triangular" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "triple", + "Triple", + "Triple", + "triple", + "triples", + "tri", + "tri", + "tripled", + "rounded", + "Tri", + "trip", + "Rounded", + "P", + "triplet", + "Tripp", + "rounded", + "Tri", + "Triangle", + "TR", + "to", + "triathlon", + "Rounded", + "I", + "Trim", + "triang", + "R" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "At", + "Also", + "In", + "Note", + "During", + "development", + "These", + "The", + "Development", + "Since", + "triple", + "If", + "I", + "This", + "You", + "Our", + "use", + "Research", + "We", + "While", + "Studies", + "Resistance", + "For", + "Use", + "Phase", + "Finally", + "time", + "py", + "Development", + "It", + "To" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 253880, + 56948, + 24897, + 13048, + 211149, + 252260, + 134106, + 64017, + 136513, + 67350, + 64115, + 129538, + 128439, + 49900, + 75163, + 27546, + 15568, + 22735, + 19228, + 8320, + 27125, + 27011, + 8718, + 26166, + 87240, + 72887 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 50821, + 66784, + 109395, + 89599, + 75500, + 101045, + 33944, + 59085, + 18897, + 34663, + 22284, + 17840, + 15282, + 25496, + 23386, + 15135, + 34472, + 10098, + 885, + 6117, + 38001, + 39906, + 10806, + 1158, + 16434, + 62008 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 193120, + 244784, + 242867, + 259436, + 166474, + 186421, + 208163, + 31105, + 212838, + 153875, + 36437, + 92957, + 141501, + 88811, + 99517, + 92005, + 71605, + 22729, + 22423, + 23084, + 50670, + 106472, + 183414, + 206018, + 222256, + 151123 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 236360, + 218094, + 199248, + 176249, + 68213, + 5130, + 413, + 1169, + 3105, + 131, + 528, + 313, + 13077, + 75496 + ] + }, + { + "label": "diffusion", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 56589, + 29266, + 27501, + 71728, + 66200, + 52710, + 37039, + 28375, + 32144, + 3136, + 10070, + 11084, + 15962, + 6335 + ] + }, + { + "label": "cavity", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 28666, + 21696, + 27847, + 5175, + 4388, + 968, + 677, + 695, + 209, + 1463, + 20673, + 13337, + 55682, + 214739 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "least", + "score": 14.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "dini", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "pvc", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "velvety", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Rounded", + "output_checked": true + }, + { + "concept": "summers", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "late", + "output_checked": true + }, + { + "concept": "sporadic", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sustained", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "slowly", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "apare", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "appeared", + "output_checked": true + }, + { + "concept": "dure", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "late", + "output_checked": true + }, + { + "concept": "mann", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "tedious", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "arent", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "6", + "output_checked": true + }, + { + "concept": "Winter", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "appeared", + "output_checked": true + }, + { + "concept": "loads", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "load", + "output_checked": true + }, + { + "concept": "quartzite", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cycle", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "life", + "output_checked": true + }, + { + "concept": "Etc", + "score": 2.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "manner", + "score": 2.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "life", + "output_checked": true + }, + { + "concept": "trinity", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "junctions", + "output_checked": true + }, + { + "concept": "percent", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "0", + "output_checked": true + }, + { + "concept": "state", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "steady", + "output_checked": true + }, + { + "concept": "testers", + "score": 2.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "at", + "output_checked": true + }, + { + "concept": "multitudes", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "egreg", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "NodeJS", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "PLOAD", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "", + "output_checked": true + }, + { + "concept": "customizable", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "whats", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "Pseudo", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "endot", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "PVC", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "commensurate", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "listOf", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "Twenty", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "years", + "output_checked": true + }, + { + "concept": "ErrorMessage", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Foo", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "lan", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "steam", + "output_checked": true + }, + { + "concept": "Fitted", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "twenty", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "years", + "output_checked": true + }, + { + "concept": "endurance", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "shape", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "piping", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "service", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "voila", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "INES", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "6", + "output_checked": true + }, + { + "concept": "Dont", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "steam", + "output_checked": true + }, + { + "concept": "hibernate", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "masonry", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "junctions", + "output_checked": true + }, + { + "concept": "compositional", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "irrevers", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "rinsed", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "Brass", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "arrend", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "at", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "operating", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "triangular", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dass", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "musicales", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "steady", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "th", + "wh", + "ers", + "res", + "ment", + "row", + "gh", + "ar", + "ne", + "mathrm", + "ook", + "sa", + "yst", + "inter", + "text", + "any", + "anc", + "clud", + "ey", + "ton", + "pos", + "very", + "tr", + "pect", + "red", + "ray", + "ative", + "ser" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "uq", + "pitted", + "decayed", + "sovereigns", + "ke", + "lar", + "assert", + "purposes", + "rence", + "lon", + "LI", + "celle", + "afin", + "sat", + "sar", + "esco", + "adanya", + "persons", + "aquele", + "seo", + "birbir" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "th", + "j", + "ast", + "one", + "red", + "med", + "som", + "mark", + "fam", + "vol", + "To", + "RO", + "ability", + "mag", + "vi", + "ware", + "That", + "mit", + "Med", + "suggest", + "quick", + "ona", + "fit", + "ja", + "oring", + "FF", + "nie", + "That" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "or", + "le", + "ou", + "ing", + "ion", + "el", + "l", + "st", + "im", + "g", + "u", + "se", + "if", + "th", + "us", + "ht", + "and", + "ere", + "com", + "pe", + "or", + "he", + "j", + "pl", + "ch", + "ies", + "int", + "ich", + "able" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "H", + "O", + "m", + "z", + "he", + "ic", + "im", + "ve", + "ter", + "pe", + "ha", + "ad", + "ign", + "which", + "app", + "ook", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "old", + "ev", + "ize", + "we", + "return", + "ays", + "est" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "le", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "ere", + "com", + "ill", + "ex", + "art", + "this", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire", + "ge", + "ph" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "ith", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "n", + "s", + "ers", + "ich", + "eat", + "begitu", + "liaison", + "sehen", + "evol", + "bringen", + "wunder", + "e", + "mi", + "aw", + "ature", + "amma", + "photograph", + "lid", + "aal", + "multitude", + "aat", + "tentative", + "kaya" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "e", + "s", + "ers", + "ature", + "equip", + "setcounter", + "officially", + "technically", + "grandfather", + "aal", + "martial", + "aat", + "eat", + "imitation", + "begitu", + "liaison", + "evol", + "tentative", + "offic", + "veterinarian", + "devenu", + "bringen", + "mellow" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "imitation", + "demise", + "Tog", + "fielder", + "substantial", + "behalf", + "martial", + "aat", + "resmi", + "tog", + "ecek", + "e", + "Verenigde", + "et", + "of", + "equip", + "slash", + "readily", + "organization", + "successor", + "aal" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "demise", + "tog", + "er", + "Tog", + "ET", + "ributor", + "kowy", + "fielder", + "ameri", + "readily", + "attacker", + "damn", + "ER", + "slight", + "erman", + "hur", + "aal", + "resmi", + "bunun", + "Verenigde", + "ewel", + "Gul" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "demise", + "tog", + "Tog", + "kowy", + "bunun", + "immense", + "slight", + "ributor", + "crs", + "fielder", + "attacker", + "er", + "macroscopic", + "acciaio", + "damn", + "Gul", + "ewel", + "cellar", + "ecek" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "demise", + "bunun", + "explained", + "Tecn", + "triggered", + "ameri", + "sigh", + "guiclass", + "abrog", + "Vereinigte", + "ujar", + "phenylsulfanyl", + "caused", + "phenoxymethyl" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "but", + "of", + "because", + "because", + "resulting", + "arising", + "caused", + "resulting", + "triggered", + "exacerbated", + "of", + "caused", + "but", + "increased", + "triggered", + "blah", + "desses" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "upheaval", + "caused", + "unexpected", + "resulting", + "punctuated", + "mechanisms", + "occuring", + "triggered", + "reminiscent", + "abrupt", + "instigated", + "sporadically", + "resulted", + "attributed", + "arising", + "exacerbated", + "unexpectedly", + "sporadic", + "suggesting", + "precipitated", + "sporad", + "during", + "abruptly", + "Unexpected", + "observed", + "symptoms", + "induced" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "unexpected", + "unexpectedly", + "upheaval", + "sporadically", + "unanticipated", + "triggered", + "belated", + "sudden", + "exacerbated", + "sporadic", + "induced", + "gradually", + "abruptly", + "worsening", + "instigated", + "catastrophic", + "inadvertently", + "Unexpected", + "unplanned", + "slowly", + "mechanisms", + "emergence", + "sparked", + "debilitating", + "inexplicable", + "late", + "intensified", + "destabil", + "unintended", + "pernicious", + "abrupt", + "provoked" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "massive", + "unexpected", + "newly", + "unprecedented", + "numerous", + "deeply", + "wandering", + "upheaval", + "widespread", + "onset", + "development", + "observed", + "emergence", + "uneven", + "highly", + "developed", + "seemingly", + "poorly", + "persistent", + "sudden", + "devastating", + "formation", + "developing", + "documented", + "severely", + "localized", + "prominent", + "drastic", + "unexpectedly", + "excessively", + "focused", + "resilient" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "localized", + "late", + "numerous", + "onset", + "unexpected", + "widespread", + "S", + "secondary", + "sudden", + "emergence", + "specific", + "th", + "those", + "occurrence", + "resulting", + "formation", + "localized", + "b", + "near", + "deterioration", + "e", + "newly", + "seemingly", + "interconnected", + "initial", + "recurring", + "undesirable", + "characteristic", + "initiation", + "catastrophic" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "r", + "rounded", + "near", + "riddled", + "rounding", + "T", + "numerous", + "and", + "recessed", + "ph", + "spherical", + "w", + "R", + "localized", + "porous", + "interconnected", + "third", + "seemingly", + "late", + "curved", + "triangular", + "circumferential", + "at", + "Re", + "Cr", + "interfacial", + "round", + "around", + "onset", + "e", + "ed" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "rounded", + "T", + "r", + "round", + "R", + "Re", + "T", + "circular", + "Rounded", + "rounding", + "Rounded", + "arrondies", + "O", + "arrondie", + "P", + "R", + "Round", + "Bl", + "rounded", + "Rounding", + "t", + "d", + "O", + "ed", + "at", + "borderRadius", + "redonde", + "org", + "t" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "tri", + "rounded", + "round", + "triangular", + "T", + "rounding", + "r", + "Tri", + "tri", + "T", + "triple", + "R", + "arrondies", + "O", + "triple", + "t", + "spherical", + "circular", + "Tri", + "un", + "Triangular", + "arrondie", + "re", + "Re", + "Bl", + "third", + "Rounded", + "R", + "Rund" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "rounded", + "rounded", + "Rounded", + "Rounded", + "round", + "triple", + "Round", + "rounding", + "Rounding", + "Round", + "rounding", + "triple", + "round", + "Triple", + "ROUND", + "Triple", + "ROUND", + "redonde", + "arrondie", + "Rounds", + "rounds", + "arrondi", + "Rund", + "triples", + "Runde", + "trip" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "triple", + "Triple", + "triple", + "Triple", + "tri", + "tri", + "rounded", + "triples", + "tripled", + "Tri", + "Rounded", + "Tri", + "triangular", + "triplet", + "triplets", + "Rounded", + "trip", + "Rounding", + "Round", + "rounded", + "Trip", + "rounding", + "round", + "triang", + "tripod" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "triple", + "triple", + "Triple", + "Triple", + "tri", + "rounded", + "triples", + "rounded", + "Rounded", + "tri", + "Rounded", + "Rounding", + "tripled", + "Tri", + "as", + "trip", + "triplet", + "otri", + "triathlon", + "rounding", + "Tripp", + "tr", + "rounding", + "are", + "Tri" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "At", + "Also", + "In", + "Note", + "During", + "development", + "These", + "The", + "Development", + "Since", + "triple", + "If", + "I", + "This", + "You", + "Our", + "use", + "Research", + "We", + "While", + "Studies", + "Resistance", + "For", + "Use", + "Phase", + "Finally", + "time", + "py", + "Development", + "It", + "To" + ] + } + ], + "logit_surprising": [ + { + "concept": "avrebbe", + "score": 9.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "at", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "0", + "output_checked": true + }, + { + "concept": "and", + "score": 6.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "temperature", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "0", + "output_checked": true + }, + { + "concept": "kontinuier", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "0", + "output_checked": true + }, + { + "concept": "service", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "ample", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "mutter", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "been", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Rounded", + "output_checked": true + }, + { + "concept": "yrs", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "various", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "at", + "output_checked": true + }, + { + "concept": "least", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "readily", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "evoked", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "steady", + "output_checked": true + }, + { + "concept": "conceding", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "6", + "output_checked": true + }, + { + "concept": "slight", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "at", + "output_checked": true + }, + { + "concept": "reverting", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "load", + "output_checked": true + }, + { + "concept": "suitable", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "positioned", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "resulted", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "at", + "output_checked": true + }, + { + "concept": "materials", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "rectangular", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "underscored", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "", + "output_checked": true + }, + { + "concept": "unwavering", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "steady", + "output_checked": true + }, + { + "concept": "sustained", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "load", + "output_checked": true + }, + { + "concept": "decade", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "years", + "output_checked": true + }, + { + "concept": "subjected", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "slowly", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "adulthood", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "longevity", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "life", + "output_checked": true + }, + { + "concept": "piping", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "corners", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "Rounded", + "output_checked": true + }, + { + "concept": "demise", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "crappy", + "score": 2.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "life", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "surve", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "steam", + "output_checked": true + }, + { + "concept": "hyst", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "0", + "output_checked": true + }, + { + "concept": "probationary", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "0", + "output_checked": true + }, + { + "concept": "lentement", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "elabor", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "steam", + "output_checked": true + }, + { + "concept": "impede", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "behest", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "henceforth", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "0", + "output_checked": true + }, + { + "concept": "amt", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "Rounded", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "additionally", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "ten", + "output_checked": true + }, + { + "concept": "impending", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "moderately", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "0", + "output_checked": true + }, + { + "concept": "unrelenting", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "triple", + "output_checked": true + }, + { + "concept": "but", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "malaysia", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "could", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "endured", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "load", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "0", + "output_checked": true + }, + { + "concept": "devoid", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "formed", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "appeared", + "output_checked": true + }, + { + "concept": "upheaval", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "achieve", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "steam", + "output_checked": true + }, + { + "concept": "hazardous", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "pipe", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-01__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-01__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-01__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-01__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Time-dependent deformation under heat 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A constant-load high-temperature test showed rapid initial strain, a long nearly linear segment, and accelerating extension before rupture.", + "prompt_tail": "A constant-load high-temperature test showed rapid initial strain, a long nearly linear segment, and accelerating extension before rupture.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-high-temperature-deformation-02", + "carrier_id": null, + "target_family": "high-temperature-deformation", + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 503, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 92 + }, + { + "label": "diffusion", + "best_rank": 17381, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 20128 + }, + { + "label": "cavity", + "best_rank": 22397, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 4190 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "employment", + "forcing", + "oscopy", + "Angelina", + "Signing", + "nabi", + "release", + "signing", + "fg", + "arn", + "sigs", + "Released", + "arnataka", + "awesome", + "absor", + "signing", + "fections", + "SIG", + "autista", + "tsd", + "Executor", + "penet", + "irken", + "Forsyth", + "signatures", + "blocking", + "Signing" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "Signing", + "release", + "Signing", + "signing", + "signed", + "release", + "Release", + "angent", + "Release", + "signer", + "ril", + "Signed", + "Signs", + "marginLeft", + "oscopy", + "ueless", + "trance", + "compressive", + "signings", + "Signed", + "Nitro", + "bija", + "releases", + "ammed", + "releasing" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Signing", + "Signing", + "signing", + "signings", + "release", + "educativo", + "Release", + "tempi", + "whisper", + "Release", + "something", + "Signed", + "Signed", + "release", + "Whisper", + "signed", + "RELEASE", + "getSign", + "signing", + "marginLeft", + "releasing", + "alignItems", + "Capricorn", + "aise", + "acque", + "pageSize" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "squre", + "panorama", + "kvadr", + "er", + "sintered", + "compassion", + "itsa", + "rest", + "endregion", + "Resin", + "proporcion", + "classrooms", + "dew", + "spur", + "odymium", + "prus", + "wC", + "txn", + "lasts", + "diatom", + "aced", + "weg", + "amazon", + "macro" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Civilization", + "NotNull", + "hale", + "debugger", + "Cren", + "Codes", + "ail", + "getDefault", + "Constitution", + "bane", + "aches", + "addObject", + "antibiotic", + "Zet", + "Atletico", + "mig", + "crypt", + "arthritis" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "nCenters", + "umers", + "Qaraldi", + "daniel", + "pdelay", + "qc", + "atibus", + "restricting", + "Napa", + "kvadr", + "elementName", + "Mw", + "Aus", + "blockSize", + "astri", + "Sankt", + "jh", + "dew", + "inars", + "Singular", + "celtic", + "rnb" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mysql", + "nesium", + "eless", + "ple", + "mysql", + "chy", + "Ums", + "jaye", + "Finally", + "singh", + "mason", + "parabol", + "MLS", + "menos", + "myl", + "Pleas", + "python", + "orian", + "umer", + "ruptedException", + "Cardinals", + "Chrys", + "Chirurgien", + "paragraph" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "RELEASE", + "tha", + "leasing", + "release", + "Released", + "ForEach", + "FAF", + "gh", + "enl", + "Release", + "tho", + "getragen", + "escal", + "prive", + "numpy", + "ukai", + "mathbb", + "handful", + "hent", + "lycer", + "bli", + "supermerc", + "urably", + "gi" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "prises", + "compassion", + "synes", + "energii", + "releases", + "ve", + "kipun", + "ificance", + "d", + "ypress", + "cik", + "k", + "s", + "su", + "spur", + "Socrates", + "bly", + "asegurarse" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "ve", + "j", + "r", + "dere", + "s", + "s", + "ja", + "si", + "releases", + "f", + "de", + "dere", + "el", + "release", + "k", + "ments", + "ors", + "d", + "energi", + "l", + "t", + "ke", + "Siren", + "ations", + "dir", + "direccion", + "su", + "sida", + "energii", + "oss" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "t", + "shore", + "ures", + "gehend", + "de", + "dass", + "ve", + "dog", + "urious", + "f", + "dac", + "lepas", + "ified", + "si", + "cetera", + "siz", + "fato", + "og", + "schein", + "logrado", + "diperoleh", + "Brum" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "esimerkiksi", + "ified", + "dass", + "ve", + "fato", + "gehend", + "cetera", + "med", + "t", + "dog", + "certeza", + "folds", + "urious", + "soften", + "de", + "dif", + "softening", + "leve", + "etheless", + "ogado", + "ardin", + "digamos", + "voila", + "creases", + "ures" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "t", + "ve", + "med", + "ified", + "gehend", + "esimerkiksi", + "dass", + "de", + "urious", + "leve", + "folds", + "s", + "dif", + "dog", + "fato", + "digamos", + "f", + "cetera", + "sur", + "ures", + "creases", + "etheless", + "let", + "comienzo", + "dac", + "exuber" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "med", + "de", + "gehend", + "in", + "vehement", + "particular", + "leve", + "say", + "f", + "selves", + "notion", + "dif", + "med", + "uri", + "ures", + "perd", + "g", + "bu", + "og", + "ayscale", + "scape", + "exuber", + "dac", + "l", + "laissez", + "sing", + "especially", + "hoff" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "med", + "vehement", + "de", + "ayscale", + "particular", + "especially", + "dog", + "ism", + "ium", + "fud", + "seg", + "dac", + "defens", + "system", + "gehend", + "scape", + "expans", + "ne", + "lang", + "successive", + "plaus", + "riezmann", + "assertions", + "besonders", + "Etc", + "ed", + "sensibility" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "egreg", + "rrrr", + "ayscale", + "nnnn", + "ism", + "sporadic", + "sans", + "pragmatic", + "vehement", + "fud", + "affirmation", + "ensibility", + "absol", + "repeated", + "merk", + "egregious", + "de", + "defens", + "seg", + "system", + "gest", + "affirmed", + "dud", + "successive", + "ephemeral", + "and", + "lang", + "ovi" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "gameplay", + "intensive", + "sporadic", + "ographic", + "extensive", + "sequential", + "Entsche", + "suggestive", + "postulated", + "Notas", + "discontinuities", + "typical", + "assertions", + "curvil", + "metaphysical", + "repeatable", + "defensive", + "remarked", + "schematic", + "temperament", + "exploratory", + "seguintes", + "erratic", + "maneuvers", + "visualizations", + "psych" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "seg", + "trajectory", + "particular", + "describe", + "occurrence", + "vertebrae", + "characteristics", + "trajectory", + "wobei", + "grap", + "measured", + "characteristics", + "envisaged", + "determinadas", + "discontinuities", + "sag", + "benzodiazep", + "textural", + "habitual", + "vasculature", + "jellem", + "vertebrate", + "dy", + "constitu" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "particular", + "structure", + "s", + "in", + "jellem", + "comportamiento", + "and", + "R", + "behavior", + "sag", + "t", + "seg", + "characteristics", + "s", + "Structure", + "karakteristik", + "specific", + "casi", + "Structure", + "situation", + "evolucion", + "havior", + "bepaalde", + "verhalten", + "way" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "constitutive", + "diagrama", + "enium", + "casi", + "fases", + "consequ", + "superstit", + "elastomer", + "havior", + "comportamiento", + "Continuum", + "Consortium", + "constitu", + "da", + "tensile", + "softwood", + "datac", + "inelastic", + "Strecke", + "seg" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "constitutive", + "havior", + "Progression", + "constit", + "ungere", + "Annot", + "Construction", + "Annotated", + "moderated", + "moder", + "potenti", + "Typical", + "RuntimeError", + "Continuum", + "hyster", + "Construction", + "Synd", + "conven", + "Loading", + "progressively", + "Consec", + "Consortium", + "comportamiento", + "Prog", + "TPR", + "nonlinear", + "anhyd", + "softening", + "Nonlinear" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "curve", + "curve", + "constitutive", + "Curve", + "Curves", + "curves", + "havior", + "Curve", + "curvil", + "Construction", + "constit", + "curva", + "behavior", + "conven", + "Construction", + "elastic", + "lastName", + "Typical", + "expect", + "constit", + "curvas", + "Constit", + "comportamiento", + "moder", + "Constit", + "softening" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "hysteresis", + "behavior", + "stress", + "force", + "strain", + "Stress", + "force", + "stress", + "havior", + "curve", + "behavior", + "curve", + "hyst", + "Force", + "verhalten", + "Behavior", + "load", + "Load", + "Behavior", + "Curve", + "comportamiento", + "path", + "Strain", + "Loading", + "hyster", + "load", + "Stress", + "behav", + "softening", + "Construction" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "stress", + "Stress", + "stress", + "Stress", + "stresses", + "strain", + "stressed", + "behavior", + "stressed", + "load", + "load", + "stres", + "force", + "Load", + "Loading", + "stressing", + "mech", + "Strain", + "force", + "behavior", + "mech", + "strain", + "ta", + "loading", + "hysteresis", + "en" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "stress", + "Stress", + "stress", + "Stress", + "stresses", + "stressing", + "stressed", + "force", + "H", + "stressed", + "S", + "strain", + "force", + "unloading", + "FORCE", + "Strain", + "to", + "strain", + "path", + "Force", + "T" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Note", + "However", + "This", + "And", + "Let", + "From", + "The", + "While", + "For", + "At", + "note", + "If", + "yes", + "It", + "Our", + "Phase", + "Here", + "A", + "test", + "Yes", + "Since", + "Option", + "More", + "Once", + "Y", + "Even", + "You", + "In", + "Final", + "Duke", + "Load", + "I" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 249185, + 73593, + 21034, + 240396, + 11522, + 257222, + 70154, + 61505, + 122377, + 109185, + 94922, + 127804, + 96907, + 61560, + 38227, + 8910, + 1281, + 504, + 2414, + 1022, + 1189, + 3625, + 2432, + 3522, + 6866, + 30669 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 62420, + 85949, + 124829, + 36623, + 134903, + 38659, + 35988, + 77697, + 18911, + 28479, + 31214, + 40536, + 33872, + 29084, + 29083, + 60138, + 101733, + 79725, + 17382, + 112082, + 146650, + 126511, + 75459, + 37876, + 14913, + 59628 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 233653, + 256340, + 242115, + 255356, + 228138, + 161893, + 170734, + 37674, + 204681, + 128162, + 42791, + 97691, + 116987, + 92671, + 99124, + 105839, + 51614, + 22398, + 39668, + 42040, + 75627, + 68478, + 166660, + 195252, + 196484, + 47314 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 223962, + 182925, + 145283, + 162832, + 88460, + 12117, + 3192, + 2565, + 721, + 169, + 93, + 288, + 234, + 1434 + ] + }, + { + "label": "diffusion", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 46154, + 23472, + 39735, + 91638, + 70569, + 27134, + 24646, + 20129, + 20396, + 21252, + 21018, + 73487, + 52001, + 60555 + ] + }, + { + "label": "cavity", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 4191, + 7724, + 8551, + 4233, + 31874, + 5947, + 4260, + 10099, + 12569, + 20299, + 52944, + 157494, + 145980, + 242257 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "Oto", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "ured", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "plateau", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "testers", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Tou", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "segment", + "output_checked": true + }, + { + "concept": "then", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Plateau", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "dure", + "score": 3.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "long", + "output_checked": true + }, + { + "concept": "finales", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "iniziale", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "constitutive", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Burst", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "softening", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "and", + "output_checked": true + }, + { + "concept": "period", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "long", + "output_checked": true + }, + { + "concept": "acceleration", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "velocities", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "egreg", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "GDPPC", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "extend", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "sacking", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "Youn", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "Failed", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "mostrar", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "quickly", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Lik", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "bahwa", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "immediately", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "curve", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "hysteresis", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "strains", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "stress", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "motocicleta", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "etc", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "elast", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "segment", + "output_checked": true + }, + { + "concept": "softwood", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "Mazda", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "vertebrate", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "initial", + "output_checked": true + }, + { + "concept": "azide", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "Miche", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "len", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "segment", + "output_checked": true + }, + { + "concept": "voltage", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "high", + "output_checked": true + }, + { + "concept": "esimerkiksi", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "determinada", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Simply", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "constant", + "output_checked": true + }, + { + "concept": "spoon", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "load", + "output_checked": true + }, + { + "concept": "ITest", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "monotonically", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "load", + "output_checked": true + }, + { + "concept": "loading", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "load", + "output_checked": true + }, + { + "concept": "finitely", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "deceler", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "magnitudes", + "score": 1.0, + "best_rank": 4, + "best_depth": 76.6, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "Endian", + "score": 1.0, + "best_rank": 4, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cao", + "score": 1.0, + "best_rank": 4, + "best_depth": 83.0, + "near_token": "temperature", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "st", + "ve", + "se", + "th", + "wh", + "ers", + "res", + "and", + "or", + "ment", + "le", + "ive", + "row", + "ng", + "ther", + "gh", + "ar", + "dis", + "ne", + "sa", + "yst", + "inter", + "ype", + "text", + "anc", + "ey", + "ton", + "der", + "tr" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "t", + "es", + "an", + "is", + "comp", + "ne", + "az", + "ner", + "br", + "son", + "ware", + "qual", + "mais", + "assert", + "mente", + "rence", + "ows", + "umeric", + "sap", + "omers", + "sst", + "perk" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "y", + "ere", + "su", + "j", + "ch", + "ust", + "able", + "ib", + "ge", + "one", + "te", + "iew", + "ound", + "ike", + "left", + "acc", + "itt", + "ON", + "IN", + "ict", + "ible", + "pol", + "raph", + "ext", + "tem", + "ed", + "gu" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "al", + "ou", + "ro", + "l", + "im", + "ation", + "st", + "ir", + "if", + "th", + "est", + "wh", + "ist", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "ff", + "orm", + "ast", + "ile", + "ice", + "ab", + "du" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "de", + "ch", + "qu", + "ess", + "ity", + "le", + "ha", + "ad", + "us", + "which", + "i", + "ar", + "yst", + "che", + "ag", + "ize", + "we", + "est", + "ric", + "my", + "oint", + "mask", + "them", + "es" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "or", + "an", + "it", + "is", + "ar", + "le", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "ol", + "ig", + "ur", + "ve", + "de", + "ir", + "ly", + "un", + "ere", + "com", + "pe", + "end", + "ill", + "ath", + "ex" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res", + "D" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ment", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ring", + "ar", + "elf", + "sp", + "ah", + "ric", + "to", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "sehen", + "evol", + "e", + "n", + "of", + "photograph", + "eat", + "gambar", + "bringen", + "sina", + "ers", + "ature", + "equip", + "liaison", + "kaya", + "sof", + "heer", + "wunder", + "Ils" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "e", + "s", + "of", + "photograph", + "evol", + "gambar", + "bringen", + "rel", + "regard", + "equip", + "aal", + "aat", + "youtu", + "eat", + "imitation", + "liaison", + "sehen", + "sof", + "devenu", + "wunder", + "ampio", + "successor" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "substantial", + "e", + "readily", + "fielder", + "substantially", + "et", + "equip", + "imitation", + "pochi", + "tanti", + "devenu", + "Tog", + "ampio", + "slipper", + "successor", + "ecek", + "aal", + "reput" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "tog", + "er", + "immense", + "warning", + "ed", + "l", + "et", + "equip", + "elicited", + "Tog", + "e", + "tremendous", + "outrage", + "pochi", + "substantial", + "fielder", + "reput", + "aal", + "rather", + "caution", + "lach", + "ampio", + "ew", + "attacker" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tremendous", + "immense", + "nagyon", + "Considerable", + "been", + "ampio", + "similar", + "lach", + "destes", + "attacker", + "outrage", + "estes", + "fielder", + "ed", + "caution", + "anteced", + "vergang", + "acciaio", + "avrebbe" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "destes", + "vergang", + "immense", + "tremendous", + "shocked", + "markedly", + "ed", + "caution", + "profoundly", + "of", + "substantially", + "Chhattisgarh", + "mostrou", + "marred", + "destra", + "Kabhi" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "markedly", + "described", + "reminiscent", + "characteristics", + "characterized", + "strongly", + "profoundly", + "considerably", + "ed", + "mostrou", + "indicating", + "unequivocal", + "similar", + "albeit", + "probably", + "characteristic", + "widely" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "characteristics", + "markedly", + "abrupt", + "reminiscent", + "characterized", + "punctuated", + "characteristic", + "described", + "nuanced", + "multifaceted", + "remarkably", + "remarkable", + "documented", + "characteristics", + "unequivocal", + "outlined", + "noteworthy", + "initial", + "asymmetric", + "atypical", + "succinct", + "observed", + "notable", + "behaviours", + "underpinned", + "initially", + "coupled", + "consecutive", + "predictable", + "Characteristics", + "irregular", + "oscillatory" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "nuanced", + "characteristics", + "characteristic", + "markedly", + "multifaceted", + "varied", + "outlined", + "typical", + "stages", + "remarkable", + "phases", + "trajectory", + "noteworthy", + "predefined", + "atypical", + "punctuated", + "described", + "observed", + "succinct", + "sequence", + "dynamics", + "reminiscent", + "distinct", + "detailed", + "characterized", + "documented", + "exceptional", + "evolving", + "nuances", + "interrelated", + "succinctly", + "irregular" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "markedly", + "varied", + "distinct", + "multifaceted", + "nuanced", + "typical", + "trajectory", + "remarkably", + "characteristic", + "undulating", + "observed", + "characteristics", + "varying", + "documented", + "resilient", + "various", + "significantly", + "punctuated", + "eccentric", + "skewed", + "tenacious", + "cohesive", + "unexpectedly", + "progressively", + "diverse", + "remarkable", + "notable", + "abrupt", + "trajectories", + "different", + "fluctuating", + "interrelated" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "behavior", + "characteristic", + "nonlinear", + "characteristics", + "typical", + "tensile", + "dynamic", + "behaviour", + "nuanced", + "viscoelastic", + "progression", + "behaviors", + "unexpectedly", + "deformation", + "onset", + "markedly", + "elastic", + "response", + "elasticity", + "phenomenon", + "dynamics", + "trajectory", + "resilience", + "varied", + "overall", + "sequence", + "curve", + "curves", + "versatility", + "progressively", + "comportamiento", + "compressive" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "curve", + "behavior", + "behaviour", + "nonlinear", + "curves", + "deformation", + "Nonlinear", + "comportamiento", + "tensile", + "phases", + "hyster", + "behaviors", + "response", + "Curve", + "comportement", + "onset", + "behaviours", + "elasticity", + "behaves", + "hysteresis", + "viscoelastic", + "behav", + "elastic", + "comportamento", + "slope", + "Deformation", + "behaved", + "stepwise", + "phenomen", + "phase", + "characteristic", + "macroscopic" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "behavior", + "deformation", + "behaviour", + "curves", + "curve", + "response", + "nonlinear", + "comportamiento", + "Behavior", + "constitutive", + "Nonlinear", + "elastic", + "Deformation", + "tensile", + "elongation", + "behav", + "strain", + "failure", + "phases", + "hysteresis", + "behaviors", + "Response", + "elasticity", + "Behaviour", + "onset", + "typical", + "comportamento", + "Curve", + "viscoelastic", + "rhe" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "curve", + "curves", + "Curve", + "curve", + "behavior", + "Curve", + "Curves", + "comportamiento", + "courbes", + "curva", + "Curves", + "curvas", + "behaviour", + "strain", + "comportamento", + "Behavior", + "constitutive", + "curves", + "courbe", + "elastic", + "strain", + "behav", + "Strain", + "elastic", + "elasticity", + "behavior" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "behavior", + "strain", + "hysteresis", + "curve", + "strain", + "behaviour", + "nonlinear", + "comportamiento", + "stress", + "curves", + "Curve", + "behavior", + "Strain", + "Strain", + "load", + "behaviors", + "comportamento", + "Behavior", + "stress", + "hyster", + "extens", + "force", + "hyst", + "e", + "curve", + "Behavior", + "inelastic", + "Curve", + "behav", + "load", + "elastic", + "constitutive" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "stress", + "Stress", + "stress", + "Stress", + "stres", + "strain", + "behavior", + "stressing", + "stresses", + "stressed", + "strain", + "Strain", + "stressed", + "nonlinear", + "Strain", + "load", + "behavior", + "load", + "stre", + "Stretch", + "hysteresis", + "behaviour", + "mechanical" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "stress", + "stress", + "Stress", + "Stress", + "stres", + "as", + "force", + "stresses", + "behavior", + "strain", + "behavior", + "to", + "constit", + "strain", + "load", + "Strain", + "and", + "en", + "mechan", + "esfuerzo", + "Constit", + "Behavior", + "stressing", + "R" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Note", + "However", + "This", + "And", + "Let", + "From", + "The", + "While", + "For", + "At", + "note", + "If", + "yes", + "It", + "Our", + "Phase", + "Here", + "A", + "test", + "Yes", + "Since", + "Option", + "More", + "Once", + "Y", + "Even", + "You", + "In", + "Final", + "Duke", + "Load", + "I" + ] + } + ], + "logit_surprising": [ + { + "concept": "steady", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "then", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "reaching", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "before", + "output_checked": true + }, + { + "concept": "impeding", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "nearly", + "output_checked": true + }, + { + "concept": "elongation", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "voltage", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "high", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "markedly", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "initial", + "output_checked": true + }, + { + "concept": "progressively", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "long", + "output_checked": true + }, + { + "concept": "incrementally", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "punctuated", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "segment", + "output_checked": true + }, + { + "concept": "moderate", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "high", + "output_checked": true + }, + { + "concept": "behavior", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "period", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "long", + "output_checked": true + }, + { + "concept": "acceleration", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "substantially", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "initial", + "output_checked": true + }, + { + "concept": "rele", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "inhibition", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "test", + "output_checked": true + }, + { + "concept": "attacker", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "nagyon", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "segment", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "caution", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "brutally", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "resulted", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "steadily", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "value", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "constant", + "output_checked": true + }, + { + "concept": "conducted", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "test", + "output_checked": true + }, + { + "concept": "plateau", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "curve", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "compl", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "constant", + "output_checked": true + }, + { + "concept": "readily", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "serangan", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "apre", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "segment", + "output_checked": true + }, + { + "concept": "damn", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "load", + "output_checked": true + }, + { + "concept": "eventual", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "evoked", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "assez", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "Will", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "mankind", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "test", + "output_checked": true + }, + { + "concept": "inexplicable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "reverting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "long", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "test", + "output_checked": true + }, + { + "concept": "slightly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "long", + "output_checked": true + }, + { + "concept": "unwa", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "nearly", + "output_checked": true + }, + { + "concept": "prolong", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "detrimental", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "but", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "thereafter", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "segment", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "characteristics", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "percentage", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "load", + "output_checked": true + }, + { + "concept": "sustained", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "high", + "output_checked": true + }, + { + "concept": "accelerated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "protracted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "long", + "output_checked": true + }, + { + "concept": "negligible", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "nearly", + "output_checked": true + }, + { + "concept": "gradually", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "nuanced", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ampere", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "load", + "output_checked": true + }, + { + "concept": "that", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "resultant", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "strain", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-02__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-02__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-02__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-02__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Time-dependent deformation under heat 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A turbine component operated under sustained stress near half its melting temperature. Grain-edge pores enlarged and linked even though the applied stress was below the room-temperature yield value.", + "prompt_tail": "tained stress near half its melting temperature. Grain-edge pores enlarged and linked even though the applied stress was below the room-temperature yield value.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-high-temperature-deformation-03", + "carrier_id": null, + "target_family": "high-temperature-deformation", + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 2571, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 217 + }, + { + "label": "diffusion", + "best_rank": 6202, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 10494 + }, + { + "label": "cavity", + "best_rank": 11887, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 1329 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "arn", + "forcing", + "arnataka", + "nabi", + "fg", + "employment", + "forcing", + "Gina", + "astri", + "Executor", + "Blocking", + "qc", + "blocking", + "niki", + "jose", + "pn", + "Sask", + "WATER", + "Nong", + "ners", + "absor", + "SIG", + "Uy", + "Absorption", + "sorption", + "irg", + "hydros" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "Signing", + "release", + "Signing", + "signing", + "signed", + "Release", + "Signed", + "release", + "Release", + "Signed", + "ril", + "Signs", + "oscopy", + "angent", + "releasing", + "Released", + "signings", + "releases", + "signer", + "RELEASE", + "trance", + "marginLeft", + "Eink", + "leasing", + "addItem", + "whisper" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Signing", + "release", + "Signing", + "signing", + "Release", + "whisper", + "signings", + "educativo", + "Signed", + "addItem", + "release", + "tempi", + "Signed", + "Release", + "alignItems", + "getSign", + "signed", + "Whisper", + "something", + "RELEASE", + "Capricorn", + "aise", + "marginLeft", + "October" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "squre", + "panorama", + "itsa", + "Resin", + "weg", + "kvadr", + "wC", + "txn", + "odymium", + "compassion", + "Mrs", + "classrooms", + "sintered", + "mrs", + "neuron", + "aced", + "signed", + "Mrs", + "endregion", + "spur", + "flickr", + "lasts", + "proporcion" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Civilization", + "getDefault", + "NotNull", + "debugger", + "ail", + "Constitution", + "acids", + "aches", + "Zet", + "constant", + "antibiotics", + "civilization", + "antibiotic", + "constant", + "bane", + "Negative", + "civilisation", + "Cren", + "otrop", + "Atletico", + "arthritis", + "Codes" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Nicholas", + "qc", + "atibus", + "wonders", + "Temporary", + "umers", + "Napa", + "nCenters", + "Alessandro", + "daniel", + "onders", + "cp", + "atts", + "lifeline", + "carlos", + "Sak", + "astri", + "Singular", + "jp", + "erler", + "neler", + "wendungen", + "nath" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mason", + "Pleas", + "Ums", + "umer", + "myl", + "jaye", + "Chrys", + "Eps", + "nesium", + "ruptedException", + "softener", + "Bedroom", + "Kristall", + "ple", + "Cardinals", + "Resin", + "Eminem", + "Chiron", + "microorgan", + "multiply", + "Gm", + "parabol", + "Srinagar", + "signifikan" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "RELEASE", + "haya", + "release", + "tha", + "leasing", + "gh", + "tho", + "Released", + "enl", + "Release", + "prive", + "mathbb", + "numpy", + "en", + "ukai", + "getragen", + "FAF", + "algo", + "RELEASE", + "ForEach", + "supermerc", + "gi", + "front", + "esto" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "compassion", + "released", + "synes", + "bly", + "ve", + "signed", + "release", + "prises", + "energii", + "d", + "signings", + "impres", + "ypress", + "pump", + "impulso", + "s", + "python", + "Release", + "negligence", + "kipun" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "ve", + "s", + "j", + "s", + "r", + "si", + "dere", + "t", + "dir", + "f", + "bly", + "su", + "d", + "vc", + "gehend", + "cer", + "mal", + "pertin", + "de", + "f", + "en", + "issant", + "ser", + "oss", + "min", + "releases" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "gehend", + "night", + "en", + "perfect", + "shore", + "digamos", + "schein", + "heartedly", + "f", + "lepas", + "iven", + "dir", + "theater", + "fif", + "Moreover", + "perfecta", + "g", + "se", + "sage", + "t", + "ures", + "ve", + "ended", + "osof" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "esimerkiksi", + "s", + "sur", + "gehend", + "digamos", + "Moreover", + "sink", + "ve", + "certeza", + "beispielsweise", + "certainly", + "dif", + "leve", + "cetera", + "etheless", + "ogado", + "dass", + "Furthermore", + "Kalau", + "sen", + "sense", + "differenza", + "fif", + "urious" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "esimerkiksi", + "med", + "sur", + "digamos", + "sense", + "dif", + "certainly", + "gehend", + "ve", + "etheless", + "exemplo", + "beispielsweise", + "leve", + "t", + "sink", + "sen", + "ified", + "sage", + "examples", + "urious", + "moreover", + "certeza", + "say" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "s", + "gehend", + "digamos", + "proverbial", + "night", + "sheep", + "perfect", + "sage", + "leve", + "exemplo", + "Veamos", + "ogado", + "roir", + "ended", + "instances", + "ly", + "dif", + "orable", + "perd", + "ispielsweise", + "vehement", + "sink", + "sense" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sensibility", + "sheep", + "med", + "philosophy", + "experimentation", + "instances", + "siniz", + "defens", + "ium", + "behavior", + "sheep", + "ed", + "vehement", + "ambiguity", + "pragmatic", + "Etc", + "attenzione", + "incidencia", + "politik" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sensibility", + "Etc", + "sporadic", + "sheep", + "remarked", + "dud", + "teh", + "defens", + "diminished", + "horrend", + "resiliency", + "nnnn", + "ODM", + "discord", + "dismal", + "vehement", + "ium", + "intensive", + "necesidad", + "xr", + "fortitude", + "ensibility", + "merk" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "sensibility", + "faibles", + "remarked", + "GTEST", + "intensive", + "thoughtful", + "cryptic", + "softened", + "sensibilities", + "psicologia", + "defensive", + "sheep", + "sporadic", + "shaved", + "negativos", + "krypt" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "nonetheless", + "absence", + "Nonetheless", + "Nonetheless", + "refrained", + "adage", + "no", + "measured", + "disparity", + "esche", + "surpasses", + "incidencia", + "Caution", + "Note", + "aneous", + "seemed", + "exceeded", + "remarked", + "measured", + "inexplic", + "GTEST", + "radiol", + "ante", + "NOx", + "ephemeral", + "hesitated" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "nonetheless", + "Nonetheless", + "LessThan", + "seemed", + "unsaturated", + "resiliency", + "surpasses", + "inconce", + "considerably", + "sorprendente", + "voordat", + "inexplic", + "nonlinearity", + "stead", + "sbagli", + "undetectable" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "unsaturated", + "LessThan", + "Nonetheless", + "undetectable", + "lower", + "Below", + "RuntimeError", + "feeble", + "inferiore", + "nonetheless", + "voordat", + "inferiores", + "below", + "ydd", + "inboard", + "Continuum", + "luminance" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "lowland", + "faible", + "rendah", + "unsaturated", + "low", + "lower", + "low", + "unsaturated", + "Binder", + "Low", + "Low", + "timid", + "emde", + "Below", + "weaker", + "Dynasty", + "minder", + "faibles", + "ydd", + "Dynamic", + "baja" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "lower", + "low", + "rendah", + "low", + "below", + "bassa", + "lowland", + "niedrig", + "Lower", + "faible", + "Low", + "Below", + "baja", + "LessThan", + "lower", + "Low", + "minder", + "LowerCase", + "Lower" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "below", + "Below", + "room", + "rendah", + "Yield", + "low", + "below", + "stress", + "Below", + "stress", + "room", + "yield", + "lower", + "yield", + "Stress", + "stresses", + "Stress", + "abaixo", + "low", + "Room", + "BELOW", + "Room", + "Yield" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "room", + "room", + "stress", + "stresses", + "stress", + "Stress", + "Yield", + "Stress", + "Room", + "yield", + "yield", + "Room", + "below", + "low", + "low", + "Yield", + "below", + "Elastic", + "Below", + "rendah", + "elastic", + "Below", + "elastic", + "yielded", + "rooms", + "Low", + "stressed" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Sub", + "below", + "sub", + "Yield", + "below", + "stresses", + "sub", + "Sub", + "subsurface", + "room", + "Below", + "Room", + "room", + "Below", + "yield", + "low", + "rendah", + "subi", + "low", + "yield", + "Low", + "SUB", + "getSub", + "stress", + "Unter", + "submarine" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "stress", + "Below", + "stress", + "Yield", + "Stress", + "yield", + "Yield", + "However", + "Stress", + "Even", + "stresses", + "At", + "sub", + "yields", + "room", + "Unlike", + "yield", + "at", + "p", + "Ye", + "Room", + "e", + "even", + "py", + "improvement", + "This", + "a", + "sub", + "Below", + "Y" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 249400, + 79958, + 10772, + 222290, + 13866, + 248516, + 107978, + 74613, + 132869, + 138942, + 122177, + 163308, + 146845, + 91764, + 97119, + 19742, + 13066, + 8216, + 5778, + 6108, + 17288, + 7701, + 2572, + 7101, + 72682, + 109562 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 67314, + 78032, + 121555, + 46919, + 123155, + 46700, + 38699, + 60173, + 19883, + 17186, + 12440, + 16104, + 13401, + 18673, + 12012, + 11958, + 36664, + 6203, + 9388, + 70519, + 176486, + 121006, + 33061, + 9117, + 28752, + 52243 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 176870, + 250356, + 231177, + 257086, + 230664, + 102566, + 210639, + 38277, + 189159, + 136027, + 35648, + 94069, + 146835, + 66604, + 44708, + 81301, + 35164, + 11888, + 25141, + 21292, + 43772, + 38271, + 39065, + 20675, + 71975, + 141180 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 219064, + 202853, + 173121, + 123351, + 72565, + 6456, + 3679, + 1418, + 218, + 281, + 1433, + 308, + 858, + 3235 + ] + }, + { + "label": "diffusion", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 23338, + 18075, + 19669, + 58754, + 48942, + 10495, + 13716, + 26540, + 15293, + 17602, + 36210, + 38893, + 17009, + 14694 + ] + }, + { + "label": "cavity", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 11800, + 8662, + 9658, + 5169, + 4220, + 1330, + 1415, + 4226, + 9640, + 25483, + 78148, + 60302, + 19109, + 64900 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "sensibility", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "size", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "ceramics", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "passengers", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "strength", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "virtual", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "even", + "output_checked": true + }, + { + "concept": "tedious", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "linkage", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "linked", + "output_checked": true + }, + { + "concept": "despite", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "though", + "output_checked": true + }, + { + "concept": "components", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "component", + "output_checked": true + }, + { + "concept": "strain", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "sustained", + "output_checked": true + }, + { + "concept": "linking", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "linked", + "output_checked": true + }, + { + "concept": "Ironman", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "sustained", + "output_checked": true + }, + { + "concept": "arent", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "near", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "celsius", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "emin", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "near", + "output_checked": true + }, + { + "concept": "EFL", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "egreg", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "morphed", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "Mental", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "though", + "output_checked": true + }, + { + "concept": "yamaha", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "operated", + "output_checked": true + }, + { + "concept": "postulates", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Grain", + "output_checked": true + }, + { + "concept": "facing", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "lunatic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "edge", + "output_checked": true + }, + { + "concept": "bxc", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "gdf", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "postulated", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Winter", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "value", + "output_checked": true + }, + { + "concept": "PVC", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "EDT", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "setengah", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "grout", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "thermoplastic", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "currentValue", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "value", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Passengers", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "Linking", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "linked", + "output_checked": true + }, + { + "concept": "parts", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "component", + "output_checked": true + }, + { + "concept": "widened", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "force", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "traversing", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "linked", + "output_checked": true + }, + { + "concept": "ankles", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "Mathematics", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "SqlCommand", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "finalists", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "room", + "output_checked": true + }, + { + "concept": "masonry", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "nonetheless", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "substitutional", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "Pressure", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "lower", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "was", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "XMLHttpRequest", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "sustained", + "output_checked": true + }, + { + "concept": "Gewalt", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "testers", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "Maf", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "mann", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "edges", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "edge", + "output_checked": true + }, + { + "concept": "crucifix", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "Moder", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "was", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "stress", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "th", + "wh", + "row", + "gh", + "ne", + "yst", + "inter", + "pr", + "any", + "anc", + "ey", + "ton", + "tr", + "pect", + "red", + "ray", + "ser", + "ts", + "ces", + "equ", + "self", + "years", + "be", + "son", + "eb", + "ized", + "span" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "is", + "comp", + "ne", + "ner", + "son", + "mente", + "ju", + "rence", + "umeric", + "perk", + "haute", + "enburg", + "malloc", + "encompasses", + "Heap", + "menes", + "ovvero", + "suk", + "samp" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "y", + "su", + "j", + "ust", + "ib", + "ge", + "one", + "te", + "iew", + "left", + "itt", + "ON", + "ict", + "pol", + "uring", + "raph", + "tem", + "gu", + "ke", + "ij", + "eb", + "som", + "arn", + "mark", + "ames", + "da", + "Image" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "al", + "l", + "re", + "im", + "ation", + "st", + "ir", + "if", + "est", + "wh", + "se", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "ff", + "cl", + "orm", + "ast", + "ile", + "ice", + "ab", + "du" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "de", + "ch", + "qu", + "ity", + "The", + "ha", + "ad", + "us", + "which", + "ar", + "yst", + "par", + "ag", + "ize", + "we", + "est", + "who", + "rib", + "them", + "es", + "pos", + "ann", + "add", + "ym", + "sh" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "en", + "at", + "an", + "it", + "is", + "ion", + "as", + "ent", + "n", + "ol", + "ig", + "ur", + "de", + "ay", + "ir", + "ly", + "pro", + "ere", + "com", + "pe", + "end", + "ill", + "ath", + "ex", + "art", + "ud", + "ies", + "ive", + "all", + "ard" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ut", + "ol", + "ad", + "S", + "ot", + "T", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res", + "ort", + "se" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "og", + "iz", + "ich", + "av", + "ib", + "comp", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "s", + "ers", + "lid", + "they", + "aal", + "liaison", + "sehen", + "wunder", + "garnished", + "Publicity", + "e", + "n", + "aw", + "ature", + "function", + "equip", + "project", + "perfectly", + "added", + "selection" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "e", + "s", + "ers", + "rel", + "aw", + "substantial", + "technically", + "aal", + "imitation", + "liaison", + "remember", + "tentative", + "kaya", + "sof", + "wunder", + "ampio", + "Publicity", + "eleg", + "n" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "substantial", + "readily", + "demise", + "fielder", + "tentative", + "Publicity", + "substantially", + "immense", + "resmi", + "watchful", + "ecek", + "e", + "dictator", + "devenu", + "reliance", + "Verenigde", + "prechen", + "declining", + "imitation", + "ributor", + "offic", + "garanti", + "rique" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "er", + "demise", + "readily", + "tog", + "immense", + "fielder", + "Tog", + "ributor", + "lach", + "errori", + "resmi", + "Verenigde", + "watchful", + "elated", + "asesin", + "declining", + "appellate", + "dictator", + "kowy", + "papan", + "appro" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "demise", + "er", + "tog", + "immense", + "Tog", + "readily", + "impending", + "asesin", + "severity", + "lach", + "fielder", + "circumstances", + "ributor", + "bizarre", + "tentative", + "anteced", + "dictator", + "aal", + "appellate", + "watchful", + "damn", + "kowy", + "Excise" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "bizarre", + "vehement", + "impending", + "demise", + "markedly", + "outraged", + "exacerbated", + "severely", + "nedeniyle", + "elated", + "subter", + "abrog", + "substantially", + "despicable", + "severity", + "enraged", + "nedeni", + "shockingly", + "reverting", + "errori", + "preclude", + "phenoxymethyl", + "er", + "caution", + "vicious" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "because", + "exacerbated", + "resulted", + "of", + "because", + "nedeniyle", + "of", + "inspired", + "impending", + "worsened", + "but", + "arising", + "Nevertheless", + "reminiscent", + "albeit", + "lsulfanyl", + "im", + "sub", + "profound", + "profoundly", + "detrimental", + "S", + "attributable", + "indicating", + "debido", + "indication" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "seemingly", + "unexpectedly", + "surprisingly", + "irrespective", + "despite", + "unexpected", + "seeming", + "unprecedented", + "reminiscent", + "because", + "devoid", + "without", + "resulted", + "surprising", + "drastically", + "detrimental", + "Surprisingly", + "triggered", + "localized", + "exerting", + "markedly", + "orchestrated", + "but", + "suggesting", + "exacerbated", + "during", + "exerted", + "instigated", + "induced", + "remarkably" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "seemingly", + "negligible", + "unexpectedly", + "devoid", + "refrained", + "low", + "relaxed", + "momentarily", + "unassuming", + "relatively", + "surprisingly", + "markedly", + "minimized", + "unbelievable", + "without", + "unexpected", + "drastically", + "irrespective", + "minimal", + "hardly", + "diminished", + "inherently", + "atypical", + "seeming", + "lessened", + "scarcely", + "initially", + "lenient", + "significantly", + "comparable", + "senseless", + "shockingly" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "negligible", + "comparable", + "relatively", + "drastically", + "unprecedented", + "even", + "low", + "slightly", + "significantly", + "vastly", + "equivalent", + "remarkably", + "lower", + "seemingly", + "surprisingly", + "staunch", + "despite", + "documented", + "markedly", + "extremely", + "comparatively", + "unexpectedly", + "potentially", + "barely", + "shockingly", + "borderline", + "never", + "marginally", + "although", + "historical", + "conservative", + "inherently" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "low", + "lower", + "surprising", + "relatively", + "negligible", + "comparatively", + "below", + "Low", + "even", + "greater", + "unexpectedly", + "less", + "compared", + "comparable", + "lowered", + "remarkably", + "magnitude", + "more", + "smaller", + "modest", + "surprisingly", + "unexpected", + "lesser", + "moderate", + "baseline", + "seemingly", + "relaxed", + "unprecedented", + "vastly" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "low", + "below", + "lower", + "Low", + "Below", + "relatively", + "BELOW", + "negligible", + "tensile", + "below", + "niedrig", + "magnitude", + "seemingly", + "rendah", + "moderate", + "pre", + "barely", + "even", + "predicted", + "seeming", + "surprising", + "onset", + "magnitudes", + "no" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "low", + "Low", + "lower", + "niedrig", + "below", + "Below", + "Low", + "rendah", + "below", + "low", + "Young", + "baixo", + "BELOW", + "Zero", + "no", + "abaixo", + "bajas", + "Below", + "Lower", + "Yet", + "zero" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "low", + "below", + "Low", + "lower", + "below", + "rendah", + "low", + "Below", + "Low", + "niedrig", + "niedr", + "Below", + "baixo", + "lower", + "Lower", + "baix", + "BELOW", + "bassa" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "below", + "low", + "Below", + "below", + "room", + "lower", + "Room", + "yield", + "Low", + "yield", + "abaixo", + "Below", + "low", + "Room", + "room", + "rendah", + "Yield", + "Low", + "Yield", + "baix", + "at", + "yielding", + "BELOW", + "stress", + "niedrig" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "room", + "below", + "Room", + "room", + "low", + "Room", + "yield", + "Below", + "Yield", + "below", + "rendah", + "yield", + "niedrig", + "Yield", + "sub", + "lower", + "stresses", + "abaixo", + "low", + "Low", + "Stress", + "Below", + "stress", + "yields", + "yielding", + "Stress", + "baix" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "sub", + "Sub", + "sub", + "below", + "Sub", + "Room", + "below", + "room", + "yield", + "as", + "Yield", + "SUB", + "Below", + "Below", + "subs", + "SUB", + "room", + "yield", + "subsid", + "Yield", + "abaixo", + "subs", + "even", + "low", + "Room" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "stress", + "Below", + "stress", + "Yield", + "Stress", + "yield", + "Yield", + "However", + "Stress", + "Even", + "stresses", + "At", + "sub", + "yields", + "room", + "Unlike", + "yield", + "at", + "p", + "Ye", + "Room", + "e", + "even", + "py", + "improvement", + "This", + "a", + "sub", + "Below", + "Y" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 23.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "its", + "output_checked": true + }, + { + "concept": "slight", + "score": 13.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "under", + "output_checked": true + }, + { + "concept": "components", + "score": 8.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "component", + "output_checked": true + }, + { + "concept": "during", + "score": 6.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "exerted", + "score": 6.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "relatively", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "was", + "output_checked": true + }, + { + "concept": "stresses", + "score": 6.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "despite", + "score": 5.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "though", + "output_checked": true + }, + { + "concept": "threshold", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "below", + "output_checked": true + }, + { + "concept": "impeding", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "near", + "output_checked": true + }, + { + "concept": "impending", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "persecution", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "was", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "revered", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "below", + "output_checked": true + }, + { + "concept": "severely", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "enhance", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "edge", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "linked", + "output_checked": true + }, + { + "concept": "imposed", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "sustained", + "output_checked": true + }, + { + "concept": "brittle", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "operation", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "operated", + "output_checked": true + }, + { + "concept": "porosity", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "there", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "though", + "output_checked": true + }, + { + "concept": "enlargement", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "ceramic", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "passengers", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "strain", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "sustained", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "damn", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "Surprisingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "room", + "output_checked": true + }, + { + "concept": "exorbit", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "seemingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "moderately", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "intensified", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "specified", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "below", + "output_checked": true + }, + { + "concept": "values", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "value", + "output_checked": true + }, + { + "concept": "tensile", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "strength", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "boundary", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "photograph", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "edge", + "output_checked": true + }, + { + "concept": "introdu", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "even", + "output_checked": true + }, + { + "concept": "serangan", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "value", + "output_checked": true + }, + { + "concept": "substantial", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ability", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "evoked", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "half", + "output_checked": true + }, + { + "concept": "leisurely", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "room", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "under", + "output_checked": true + }, + { + "concept": "severity", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "though", + "output_checked": true + }, + { + "concept": "markedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "was", + "output_checked": true + }, + { + "concept": "vergang", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "bizarre", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "prolonged", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "sustained", + "output_checked": true + }, + { + "concept": "exceedingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "remarkably", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "even", + "output_checked": true + }, + { + "concept": "concomitant", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "because", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "positioned", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "operated", + "output_checked": true + }, + { + "concept": "subjected", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "sustained", + "output_checked": true + }, + { + "concept": "yaml", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "bzw", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "characterized", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "resulted", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "and", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-03__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-03__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-03__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-03__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Time-dependent deformation under heat 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A fine-grained metal slowly changed shape during a prolonged hot hold. Matter moved away from compressed grain faces and accumulated on faces under tension.", + "prompt_tail": "A fine-grained metal slowly changed shape during a prolonged hot hold. Matter moved away from compressed grain faces and accumulated on faces under tension.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-high-temperature-deformation-04", + "carrier_id": null, + "target_family": "high-temperature-deformation", + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 204, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 10 + }, + { + "label": "diffusion", + "best_rank": 256, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 42 + }, + { + "label": "cavity", + "best_rank": 1116, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 611 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "arn", + "arnataka", + "forcing", + "fg", + "nabi", + "Gina", + "WATER", + "astri", + "employment", + "Executor", + "qc", + "Nong", + "Fors", + "ners", + "pn", + "Blocking", + "forcing", + "denly", + "sorption", + "irg", + "jose", + "niki", + "Gina", + "bors", + "blocking", + "absor", + "Sask" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "release", + "Signing", + "Signing", + "signed", + "signing", + "Release", + "Signed", + "Released", + "Release", + "Signed", + "release", + "RELEASE", + "Signs", + "releasing", + "angent", + "oscopy", + "leasing", + "ently", + "releases", + "ril", + "signings", + "signer", + "released", + "trance", + "addItem" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "educativo", + "mno", + "Franken", + "Eink", + "ently", + "marginLeft", + "Selig", + "alignItems", + "trance", + "mathbb", + "whisper", + "Analyze", + "Signing", + "CCCCCC", + "jam", + "contempor", + "WANT", + "addItem" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Signing", + "Signing", + "ycopg", + "release", + "Release", + "mrs", + "Caffeine", + "anglais", + "gqlgen", + "signed", + "Whisper", + "leigh", + "memset", + "Pum", + "Signs", + "a", + "Signup", + "addItem", + "ksi", + "signing", + "Release", + "pageSize" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "DOP", + "elingen", + "Horner", + "Ungarn", + "Glover", + "Jorge", + "Oliveira", + "Lynn", + "lig", + "Jorge", + "magnetite", + "opl", + "ccin", + "Egyptian", + "Liga", + "ORK", + "atian", + "hispanic", + "omely", + "Buckley", + "Rocha", + "BOP", + "Compact", + "applause", + "jordan" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "umers", + "Qaraldi", + "lt", + "Cp", + "cp", + "atibus", + "qc", + "Nichols", + "jp", + "celtic", + "Nicholas", + "Niagara", + "Peki", + "Aus", + "alex", + "daniel", + "sierra", + "Penta", + "Tricks", + "dental", + "lng" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mason", + "nesium", + "Pleas", + "Ums", + "umer", + "python", + "myl", + "Chrys", + "softener", + "ruptedException", + "ple", + "paragraph", + "Aires", + "cuer", + "Chaos", + "memasuki", + "jaye", + "Chiron", + "scissors", + "LeBron" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "RELEASE", + "tha", + "leasing", + "enl", + "gh", + "release", + "mathbb", + "Release", + "Released", + "getragen", + "tho", + "ForEach", + "FAF", + "algo", + "escal", + "prive", + "numpy", + "mno", + "urably", + "Fruit", + "hl", + "bli", + "front", + "hent" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "release", + "bly", + "r", + "ve", + "released", + "Releases", + "Release", + "ril", + "Release", + "signings", + "Alexander", + "signed", + "oss", + "dere", + "ypress", + "dere", + "Caffeine", + "h", + "ch", + "release", + "python", + "el" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "j", + "ve", + "r", + "s", + "dere", + "s", + "dir", + "f", + "si", + "t", + "oss", + "ja", + "dere", + "bly", + "mal", + "Siren", + "releases", + "direccion", + "d", + "ors", + "en", + "ments", + "de", + "Alexander", + "ations", + "ke" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "night", + "haja", + "urably", + "voila", + "theater", + "en", + "ured", + "ures", + "amos", + "shore", + "rod", + "g", + "ively", + "haf", + "schein", + "manner", + "uating", + "ver", + "rad", + "lepas", + "selves", + "uri" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "voila", + "ardin", + "certeza", + "med", + "Kalau", + "fato", + "urious", + "ogo", + "fold", + "deer", + "icule", + "certainly", + "mason", + "beispielsweise", + "digamos", + "ures", + "dass", + "cetera", + "esimerkiksi", + "moreover", + "folds", + "Furthermore", + "nnet" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "voila", + "urious", + "digamos", + "creases", + "ve", + "moreover", + "esimerkiksi", + "folds", + "t", + "dif", + "let", + "sur", + "dass", + "celles", + "og", + "ified", + "fold", + "enorm", + "preval", + "certeza", + "ures", + "preponder", + "cetera", + "Kalau", + "er", + "certainly", + "sink" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "voila", + "primes", + "s", + "particular", + "notion", + "selves", + "digamos", + "uri", + "icule", + "requisite", + "let", + "ures", + "fold", + "urious", + "uli", + "ogo", + "vehement", + "hoff", + "haja", + "ended", + "uj", + "og", + "night", + "ogado", + "ulnerable" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "med", + "ized", + "sensibility", + "vehement", + "voila", + "haja", + "xr", + "etic", + "ium", + "assertions", + "fold", + "instances", + "rite", + "sheep", + "gie" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "Etc", + "nnnn", + "ium", + "rrrr", + "sensibility", + "affirm", + "xr", + "ized", + "AAAAAAAA", + "Pdf", + "med", + "izing", + "linson", + "ovi", + "teh", + "ism", + "system", + "discord", + "s", + "enders", + "def" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "estand", + "rune", + "Zw", + "defensive", + "sensibility", + "discord", + "Zw", + "Discord", + "examples", + "ographic", + "DataSource", + "consecuencia", + "Smoothing", + "affirm", + "Defining", + "icida", + "gdf", + "Discord", + "ulnerable", + "consequently", + "additive", + "Fighting", + "assertions", + "idbody" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "no", + "s", + "bepaalde", + "preferentially", + "particular", + "determinadas", + "og", + "sag", + "consequently", + "NumberOf", + "depended", + "ostante", + "radiol", + "Unterschiede", + "locations", + "conversely", + "seg", + "resisted", + "incidencia", + "situation", + "cedence", + "jellem", + "measured", + "ements", + "location", + "disparity", + "beau", + "and" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "s", + "dir", + "no", + "sbagli", + "situation", + "in", + "determinada", + "and", + "bepaalde", + "to", + "diseg", + "determinante", + "sur", + "sag", + "jellem", + "on", + "tertentu", + "determinadas", + "dic", + "determinado", + "Jacobsen", + "particular", + "equilibr", + "R" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "redistribution", + "Redistribution", + "redist", + "determinante", + "direcion", + "oles", + "preferentially", + "Unterschiede", + "Integrity", + "enium", + "sbagli", + "bepaalde", + "and", + "equilibration", + "resultante", + "dir", + "ToBe", + "dac", + "dic", + "diseg", + "antic", + "eman", + "redistributed", + "equilibrated", + "to", + "Penit", + "Transfer", + "tertentu", + "equilibr", + "WEI", + "consequential" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "redistribution", + "Redistribution", + "Yield", + "yielding", + "Yield", + "direcion", + "Defined", + "redist", + "Loading", + "flow", + "ulous", + "Unterschiede", + "Defined", + "Dynamic", + "dilation", + "adi", + "directed", + "Equilib", + "Mist", + "Filling", + "sbagli", + "mue", + "determinante", + "Synd", + "yield", + "Philosophie", + "Imp", + "Transporte", + "Leng" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "redistribution", + "Redistribution", + "Yield", + "redist", + "yielding", + "Yield", + "redistributed", + "redistribute", + "yield", + "Relaxation", + "Redist", + "Relax", + "Equilib", + "ressione", + "Pressure", + "yielding", + "relaxation", + "pressure", + "Pressure", + "Smoothing", + "dilation", + "Smoothing", + "Relief", + "schoon", + "direcion", + "symmet", + "dilation", + "equilibr", + "smoothing" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "Relax", + "Relaxation", + "relaxation", + "relaxation", + "relaxing", + "relax", + "voids", + "Redistribution", + "Smoothing", + "relax", + "tension", + "Relax", + "relaxed", + "redistribution", + "relaxes", + "redist", + "relieve", + "stress", + "tension", + "Stress", + "Poisson", + "stress", + "oble", + "Yield", + "smoothing", + "DMA", + "void", + "Smoothing", + "relaj", + "Accum", + "tensile", + "pressures" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "relaxation", + "relaxation", + "Relax", + "Relaxation", + "relax", + "stress", + "relax", + "relaxing", + "stress", + "Stress", + "relaxes", + "relieve", + "dilation", + "Relax", + "redistribution", + "Yield", + "relief", + "tens", + "strain", + "Accum", + "Redistribution", + "Stress", + "Pressure", + "Tens", + "tension", + "tension", + "rel", + "relieves", + "ile", + "relaxed", + "redist", + "relaj" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Stress", + "oble", + "stress", + "Relax", + "relax", + "stress", + "P", + "relaxation", + "relaxes", + "relaxation", + "Pressure", + "Relaxation", + "to", + "Yield", + "S", + "pressure", + "strain", + "stresses", + "Stress", + "T", + "or", + "relax", + "Tens", + "ver", + "relaj" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "tension", + "Tension", + "stress", + "relaxation", + "And", + "Relaxation", + "tensions", + "Stress", + "tension", + "and", + "pressure", + "development", + "relief", + "tan", + "To", + "constant", + "volume", + "expansion", + "surface", + "We", + "Under", + "exploration", + "tensile", + "effective", + "Pressure", + "These", + "formation", + "west", + "work", + "tens", + "tensor", + "exponent" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 251677, + 94760, + 10074, + 19315, + 239542, + 257744, + 127258, + 67257, + 88619, + 131927, + 141867, + 132731, + 130754, + 85017, + 79744, + 23783, + 10453, + 12569, + 17045, + 17126, + 4250, + 881, + 205, + 508, + 2723, + 2306 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 64041, + 66620, + 120469, + 88158, + 51124, + 55735, + 27408, + 73030, + 12757, + 15874, + 17449, + 16840, + 11149, + 12765, + 6593, + 4016, + 7285, + 803, + 317, + 257, + 1810, + 303, + 421, + 490, + 1257, + 905 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 180531, + 243294, + 230438, + 256497, + 87620, + 165140, + 197213, + 38668, + 189822, + 134192, + 16693, + 51434, + 118029, + 87092, + 111366, + 106595, + 81253, + 21025, + 22198, + 4848, + 2543, + 1117, + 1364, + 1920, + 58953, + 77591 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 228868, + 200818, + 204445, + 189903, + 201538, + 96591, + 13825, + 5302, + 3175, + 443, + 20, + 13, + 11, + 82 + ] + }, + { + "label": "diffusion", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 55685, + 26132, + 27631, + 47469, + 34778, + 6030, + 3378, + 2812, + 319, + 220, + 43, + 207, + 269, + 500 + ] + }, + { + "label": "cavity", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 14978, + 13116, + 14668, + 10788, + 6305, + 1543, + 912, + 2069, + 2573, + 2214, + 1259, + 612, + 944, + 4260 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "dure", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "LEC", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "boundary", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "redistribution", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "emin", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "estruct", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "accumulation", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "imperative", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "masala", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "preponder", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "shoulders", + "score": 2.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "on", + "output_checked": true + }, + { + "concept": "normal", + "score": 2.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "OLF", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "SETTINGS", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "prolonged", + "output_checked": true + }, + { + "concept": "mundane", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "lunatic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "swapped", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "changed", + "output_checked": true + }, + { + "concept": "ODM", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Ecco", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "Pseudo", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "aya", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "NonNull", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "postulated", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "sculpted", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "pvc", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Compression", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "thought", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Movement", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "moved", + "output_checked": true + }, + { + "concept": "compression", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "Relax", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "troll", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "crawls", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "heating", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "during", + "output_checked": true + }, + { + "concept": "propon", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Manner", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "dud", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "heathen", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "prolonged", + "output_checked": true + }, + { + "concept": "editText", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "away", + "output_checked": true + }, + { + "concept": "whats", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "Psychiatric", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "prolonged", + "output_checked": true + }, + { + "concept": "Gah", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "XMFLOAT", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "away", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "Nomad", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "listOf", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "thermally", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "conlleva", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "Matter", + "output_checked": true + }, + { + "concept": "assure", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "corners", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "from", + "output_checked": true + }, + { + "concept": "dass", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "voila", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dif", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Mens", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "egreg", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "Lur", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "under", + "output_checked": true + }, + { + "concept": "adage", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Saison", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "Matter", + "output_checked": true + }, + { + "concept": "spatially", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "moved", + "output_checked": true + }, + { + "concept": "ToBe", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "under", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "th", + "wh", + "res", + "row", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "pr", + "set", + "anc", + "sh", + "pect", + "red", + "ray", + "ative", + "ser", + "min", + "ces", + "rol", + "equ", + "self", + "years", + "be" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "ner", + "ju", + "rence", + "perk", + "uq", + "pitted", + "conflicted", + "validType", + "Habsburg", + "es", + "is", + "br", + "son", + "sl", + "ir", + "qual", + "needed", + "assert", + "sav" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "ed", + "ro", + "iv", + "j", + "ib", + "one", + "ru", + "ound", + "ON", + "med", + "tem", + "som", + "mark", + "vol", + "To", + "RO", + "rem", + "oot", + "pha", + "thing", + "mag", + "ump", + "vi", + "ably", + "kan", + "yang", + "epend", + "aring" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "er", + "he", + "re", + "s", + "or", + "al", + "le", + "m", + "ing", + "ion", + "el", + "l", + "st", + "im", + "g", + "u", + "se", + "if", + "us", + "ht", + "ers", + "com", + "pe", + "ain", + "he", + "j", + "pl", + "ch", + "ies", + "ust", + "int" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "A", + "B", + "C", + "D", + "E", + "F", + "G", + "H", + "I", + "J", + "K", + "L", + "M", + "N", + "O", + "P", + "Q", + "R", + "S", + "T", + "U", + "V" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "le", + "ion", + "as", + "ent", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "ere", + "com", + "pe", + "end", + "ill", + "ex", + "art", + "iz", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res", + "k" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "of", + "photograph", + "evol", + "wunder", + "n", + "lid", + "they", + "terrible", + "youtu", + "eat", + "EG", + "liaison", + "sehen", + "sof", + "bringen", + "garnished", + "sli", + "Ils", + "Publicity" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "aal", + "aat", + "imitation", + "e", + "s", + "ain", + "rel", + "equip", + "depart", + "has", + "second", + "Uk", + "ble", + "photograph", + "displaystyle", + "reput", + "substantial", + "slash", + "lid", + "officially", + "administrator", + "technically", + "successor", + "grandfather", + "multitude" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "substantial", + "readily", + "fielder", + "e", + "behalf", + "substantially", + "imitation", + "tanti", + "destra", + "Tog", + "ecek", + "immense", + "aat", + "resmi", + "Publicity", + "asesin", + "ain", + "slash", + "successor", + "aal", + "explained" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "substantial", + "damn", + "slight", + "tog", + "Tog", + "fielder", + "immense", + "asesin", + "ET", + "ributor", + "e", + "kowy", + "declining", + "Verenigde", + "er", + "ain", + "begin", + "demise", + "sprintf", + "profoundly", + "tanti" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "slight", + "Tog", + "damn", + "immense", + "tog", + "asesin", + "substantial", + "fielder", + "slightly", + "readily", + "bunun", + "kowy", + "ed", + "ecek", + "Considerable", + "mostly", + "tentative", + "Will", + "severity", + "ributor" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "explained", + "damn", + "destra", + "bunun", + "substantial", + "abrog", + "slightly", + "slight", + "bizarre", + "esas", + "substantially", + "phenylsulfanyl", + "triggered", + "ed", + "dro", + "pushed" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "within", + "such", + "markedly", + "resulting", + "vehement", + "these", + "These", + "profoundly", + "between", + "exacerbated", + "despicable", + "substantial", + "profound", + "to", + "tantamount", + "analogous", + "diese", + "substantially" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "resulting", + "these", + "those", + "mechanisms", + "resulted", + "facilitated", + "analogous", + "noticeable", + "markedly", + "within", + "instigated", + "approximately", + "positioned", + "resultant", + "seemed", + "resulting", + "likened", + "driven", + "seemingly", + "noticeably", + "unequivocal", + "similar", + "cohesive", + "profoundly", + "These", + "promoting" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "these", + "those", + "preferentially", + "biased", + "upheaval", + "mechanisms", + "intensified", + "motivated", + "aligned", + "preferential", + "oriented", + "regions", + "facilitated", + "redistribution", + "nuanced", + "readjust", + "redistributed", + "orientated", + "opposite", + "accordance", + "positioned", + "instinctively", + "localized", + "direction", + "adjustments", + "predictable", + "markedly", + "selectively", + "aligning", + "subtly", + "accentuated" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "biased", + "opposite", + "displaced", + "preferential", + "focused", + "numerous", + "uneven", + "cohesive", + "reposition", + "aligned", + "motivated", + "documented", + "predominantly", + "those", + "various", + "slightly", + "localized", + "drastically", + "selectively", + "readjust", + "actively", + "preferentially", + "s", + "concentrated", + "perpendicular", + "outward", + "proportional", + "unequal", + "especially", + "asymmetrical", + "strategically", + "noticeably" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "asymmetrical", + "preferentially", + "asymmetric", + "tendency", + "uneven", + "redistribution", + "readjust", + "direction", + "biased", + "preferential", + "displaced", + "progressively", + "reposition", + "asymmetry", + "directional", + "nuanced", + "differential", + "dispersing", + "perplexed", + "tendencies", + "opposite", + "equilibrium", + "localized", + "inherently", + "exaggerated", + "those", + "relatively", + "incrementally", + "slightly", + "proportional", + "spontaneous", + "disproportion" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "redistribution", + "preferentially", + "preferential", + "displaced", + "displacement", + "Redistribution", + "direction", + "moved", + "progressively", + "redistributed", + "reposition", + "biased", + "redist", + "slack", + "uneven", + "tension", + "where", + "asymmetric", + "regions", + "deformation", + "migrated", + "stress", + "asymmetrical", + "flow", + "transfer", + "redistribute", + "movement", + "grain", + "directional" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "redistribution", + "Redistribution", + "preferentially", + "redist", + "preferential", + "tensile", + "redistribute", + "tension", + "Migration", + "move", + "moved", + "movement", + "relief", + "grain", + "redistributed", + "creep", + "directional", + "rep", + "Open", + "moves", + "deformation", + "growth", + "pressure", + "migration", + "Redist", + "recrystall", + "odic", + "expansion", + "accommodation" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "redistribution", + "Redistribution", + "redistributed", + "reposition", + "re", + "redistribute", + "redist", + "relaxation", + "reass", + "relief", + "relieved", + "rearrangement", + "creep", + "tensile", + "accommodation", + "tension", + "rell", + "pressures", + "relieve", + "Redist", + "pressure", + "reorganization", + "preferentially", + "stress", + "expansion", + "compressive", + "tension", + "stress", + "Stress", + "reloc", + "uneven" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "relaxation", + "redistribution", + "relaxing", + "Relaxation", + "relaxation", + "redist", + "tensile", + "re", + "relieving", + "tension", + "relax", + "creep", + "stress", + "stress", + "strain", + "relaxed", + "sliding", + "redistribute", + "Redistribution", + "relaxes", + "relief", + "tension", + "Relax", + "expansion", + "uneven", + "unequal", + "preferential", + "rel", + "plast", + "shear", + "reass", + "relieve" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "relaxation", + "redistribution", + "relieving", + "Stress", + "relief", + "relief", + "Relaxation", + "rel", + "stress", + "rel", + "stress", + "redist", + "relocation", + "relaxing", + "Stress", + "Relief", + "relaxation", + "Redistribution", + "preferential", + "REL", + "tensile", + "unequal", + "reliefs", + "red", + "relieved", + "bulging", + "strain", + "redistributed", + "Rel", + "Redist", + "directional", + "tension" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "stress", + "Stress", + "relaxation", + "relaxation", + "tension", + "Pressure", + "tens", + "stress", + "pressure", + "to", + "Tens", + "Relaxation", + "Relax", + "tension", + "sion", + "as", + "and", + "Stress", + "relief", + "relax", + "prefer", + "relaj", + "strain", + "relieving", + "fil", + "strain", + "libre", + "addirittura" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "tension", + "Tension", + "stress", + "relaxation", + "And", + "Relaxation", + "tensions", + "Stress", + "tension", + "and", + "pressure", + "development", + "relief", + "tan", + "To", + "constant", + "volume", + "expansion", + "surface", + "We", + "Under", + "exploration", + "tensile", + "effective", + "Pressure", + "These", + "formation", + "west", + "work", + "tens", + "tensor", + "exponent" + ] + } + ], + "logit_surprising": [ + { + "concept": "slight", + "score": 11.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "areas", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "from", + "output_checked": true + }, + { + "concept": "been", + "score": 7.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "changed", + "output_checked": true + }, + { + "concept": "accumulation", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "readily", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "damn", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "relatively", + "score": 5.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "on", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "impeding", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "behalf", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "on", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "finely", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "intense", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "duration", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "prolonged", + "output_checked": true + }, + { + "concept": "grains", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "granularity", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "redistribution", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "corners", + "score": 3.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "from", + "output_checked": true + }, + { + "concept": "substantially", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "kung", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "pochi", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "impending", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "seemingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Matter", + "output_checked": true + }, + { + "concept": "towards", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "away", + "output_checked": true + }, + { + "concept": "somewhere", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "materials", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "larger", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "on", + "output_checked": true + }, + { + "concept": "those", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "alloy", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "temperature", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "facing", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "into", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "changed", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "granular", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "heating", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "during", + "output_checked": true + }, + { + "concept": "relaxation", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "willingness", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "perceptual", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "disbelief", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "unrelenting", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "prolonged", + "output_checked": true + }, + { + "concept": "horrible", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "prolonged", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "changed", + "output_checked": true + }, + { + "concept": "leisurely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "prolonged", + "output_checked": true + }, + { + "concept": "slightly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "severely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "exerting", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "seemed", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "Matter", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "somewhat", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "on", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "caused", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "resulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "remains", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Matter", + "output_checked": true + }, + { + "concept": "toward", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "away", + "output_checked": true + }, + { + "concept": "gradually", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Conversely", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "under", + "output_checked": true + }, + { + "concept": "these", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "undue", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "fine", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-04__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-04__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-04__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-04__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Time-dependent deformation under heat 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A heat-resistant alloy accumulated measurable permanent strain with increasing service time. Interfacial pores and wedge-shaped separations were concentrated near the final rupture zone.", + "prompt_tail": "umulated measurable permanent strain with increasing service time. Interfacial pores and wedge-shaped separations were concentrated near the final rupture zone.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-high-temperature-deformation-05", + "carrier_id": null, + "target_family": "high-temperature-deformation", + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 2428, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 587 + }, + { + "label": "diffusion", + "best_rank": 3462, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 2467 + }, + { + "label": "cavity", + "best_rank": 1202, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 465 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "arn", + "forcing", + "arnataka", + "qc", + "Gina", + "fg", + "WATER", + "Blocking", + "Sask", + "nabi", + "astri", + "Karla", + "employment", + "pn", + "Uy", + "lifeline", + "Nong", + "bors", + "forcing", + "denly", + "Executor", + "jose", + "ners", + "blocking", + "Fors", + "Gina", + "niki" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "Signing", + "release", + "Signing", + "signing", + "signed", + "Release", + "Release", + "Signed", + "release", + "ril", + "Signed", + "Released", + "oscopy", + "Signs", + "releases", + "releasing", + "signer", + "signings", + "angent", + "leasing", + "RELEASE", + "released", + "trance", + "marginLeft", + "ueless", + "ently" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "marginLeft", + "Eink", + "educativo", + "mno", + "jaye", + "Franken", + "ocked", + "Methyl", + "icro", + "Wentworth", + "Selig", + "ently", + "CCCCCC", + "Titans", + "Wembley", + "trance" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "mrs", + "compressive", + "Angst", + "Pum", + "signed", + "weg", + "Signing", + "Signing", + "Pump", + "Alexander", + "signing", + "english", + "LX", + "Wed", + "akan", + "Mrs", + "signer", + "signings", + "Douglas" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "elingen", + "Horner", + "DOP", + "Jorge", + "Lynn", + "Ungarn", + "opl", + "Jorge", + "hispanic", + "Rocha", + "ccin", + "practitioner", + "Bowman", + "Glover", + "Brilliant", + "cinn", + "jordan", + "Duffy", + "resalt", + "anner", + "Egyptian", + "PARENT", + "magnetite", + "BOP", + "lig", + "cp", + "wonders" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Nicholas", + "qc", + "umers", + "cp", + "lt", + "Qaraldi", + "jp", + "Cp", + "alex", + "atibus", + "celtic", + "Nichols", + "Niagara", + "daniel", + "lng", + "Tricks", + "APPA", + "carlos", + "Aus" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mason", + "Pleas", + "Ums", + "umer", + "nesium", + "myl", + "ple", + "python", + "Chrys", + "jaye", + "softener", + "ruptedException", + "scissors", + "cuer", + "Chiron", + "t", + "compassion", + "paragraph", + "minecraft", + "LeBron", + "Srinagar", + "Gm" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "RELEASE", + "bert", + "release", + "haya", + "tha", + "leasing", + "Released", + "enl", + "gh", + "Release", + "RELEASE", + "en", + "getragen", + "prive", + "tho", + "mathbb", + "numpy", + "algo", + "mno", + "bli", + "ForEach", + "FAF", + "esto", + "ukai", + "gi", + "hent", + "nl" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "release", + "bly", + "released", + "Releases", + "ypress", + "signings", + "Alexander", + "ve", + "Release", + "compassion", + "Caffeine", + "impulso", + "synes", + "signed", + "plantings", + "ril", + "Release", + "impres", + "r" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "j", + "ve", + "dere", + "r", + "s", + "si", + "releases", + "s", + "bly", + "ors", + "dir", + "energi", + "Siren", + "ja", + "Alexander", + "pertin", + "oss", + "release", + "cer", + "min", + "ke", + "mal", + "d", + "su", + "sida", + "f" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "Moreover", + "lepas", + "siz", + "theater", + "shore", + "gehend", + "iven", + "night", + "dir", + "en", + "perfect", + "fif", + "f", + "ures", + "manner", + "bur", + "asa", + "heartedly" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "Moreover", + "esimerkiksi", + "beispielsweise", + "certeza", + "dif", + "moreover", + "digamos", + "dass", + "urious", + "cetera", + "Furthermore", + "furthermore", + "certainly", + "Kalau", + "voila", + "sur", + "ardin", + "ve", + "s", + "fato", + "kwamba", + "differenza", + "sides" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "s", + "moreover", + "digamos", + "urious", + "dif", + "esimerkiksi", + "sur", + "Moreover", + "certainly", + "preval", + "ve", + "dass", + "enorm", + "certeza", + "preponder", + "beispielsweise", + "cetera", + "t", + "furthermore", + "vehement", + "exuber", + "folds", + "sides", + "comienzo" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "particularmente", + "vehement", + "particular", + "virt", + "s", + "conspicuous", + "Moreover", + "perfect", + "manner", + "decadent", + "night", + "siz", + "digamos", + "tyle", + "ding", + "iven", + "Prim", + "cuidado", + "proverbial", + "selves", + "noticeable", + "lepas", + "haja", + "uj", + "especially" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "med", + "vehement", + "sensibility", + "especially", + "instances", + "relatos", + "sheep", + "sobretudo", + "particular", + "virt", + "moreover", + "Moreover", + "examination", + "expans", + "s", + "tenderness", + "conspicuous", + "assertions", + "manner", + "particularmente", + "haja", + "dog", + "rasekhar", + "ed", + "scape", + "mah", + "remarked", + "Etc", + "decadent" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sensibility", + "vehement", + "sporadic", + "remarked", + "sheep", + "gest", + "instances", + "mort", + "xr", + "evin", + "smanship", + "Etc", + "ODM", + "system", + "expans", + "especially", + "defens", + "conspicuous", + "incessant", + "virt", + "scape", + "ovi", + "roso", + "horrend", + "egreg" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "extensive", + "thoughtful", + "remarked", + "ornamental", + "intensive", + "sporadic", + "sensibility", + "ODM", + "protested", + "fondness", + "pheasant", + "flashbacks", + "gejala", + "obsessive", + "erratic", + "edging", + "Maladies", + "specific", + "exclusive", + "enthusiast", + "cryptic" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "vicinity", + "vehement", + "aforementioned", + "discontinuities", + "discernible", + "remarked", + "gaze", + "premed", + "particularly", + "wdir", + "seg", + "demarc", + "observed", + "predominant", + "sporadic", + "besonders", + "delineated", + "gazed", + "incidencia", + "particular", + "hesitated", + "lamented", + "sobretudo", + "inhomogeneities", + "proximate", + "heterogeneity", + "discerned", + "trajectory" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "vicinity", + "particular", + "proxim", + "particularmente", + "proximate", + "casi", + "discernible", + "particularly", + "sobretudo", + "determinante", + "nearest", + "particularly", + "predominant", + "near", + "nahe", + "jellem", + "besonders", + "near", + "tandis", + "terminus", + "Poir", + "eman", + "imminent", + "sink", + "Particular" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "finalists", + "near", + "final", + "vicinity", + "sobretudo", + "determinante", + "casi", + "culminating", + "finales", + "nahe", + "Final", + "terakhir", + "nearing", + "finale", + "near", + "lastIndexOf", + "akhir", + "enium", + "concentrated", + "infine", + "antes" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "near", + "concentrated", + "Fracture", + "Concentration", + "concentration", + "finalists", + "Convergence", + "Concent", + "fracture", + "Near", + "sobretudo", + "near", + "Convergence", + "concentration", + "crack", + "Near", + "concentrations", + "Concentrate", + "finales", + "concentra", + "vicinity", + "concentrating", + "catastrophic", + "lastIndexOf", + "Accum", + "Concentrations", + "corral", + "concentrate", + "singularities" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "near", + "Near", + "crack", + "Near", + "concentrated", + "proximate", + "near", + "finalists", + "vicinity", + "nahe", + "sobretudo", + "Lastly", + "Concentration", + "NEAR", + "letzt", + "concentrate", + "catastrophic", + "NEAR", + "localized", + "finales", + "concentration" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "near", + "final", + "final", + "Near", + "Final", + "finales", + "Near", + "near", + "Final", + "fracture", + "akhir", + "vicino", + "FINAL", + "finale", + "crack", + "finalists", + "letzte", + "finais", + "cracks", + "FINAL", + "fractures" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "final", + "near", + "final", + "Final", + "Final", + "Near", + "finale", + "vicino", + "near", + "finales", + "Near", + "akhir", + "finalists", + "FINAL", + "finais", + "FINAL", + "fracture", + "finale", + "crack", + "finals", + "cracks", + "finalizar" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Near", + "near", + "near", + "Near", + "NEAR", + "final", + "final", + "FINAL", + "Final", + "perto", + "concentration", + "Concent", + "vicino", + "dekat", + "NEAR", + "rupture", + "concentration", + "Final" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Final", + "In", + "final", + "These", + "However", + "Note", + "The", + "I", + "Final", + "Near", + "Finally", + "You", + "Here", + "If", + "High", + "the", + "For", + "We", + "In", + "Therefore", + "To", + "Also", + "It", + "This", + "Unlike", + "Failure", + "At", + "Let", + "Use", + "The", + "There", + "near" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 252685, + 68309, + 28195, + 66203, + 252756, + 253796, + 123985, + 67649, + 107292, + 110586, + 116442, + 144084, + 127166, + 52758, + 84708, + 29474, + 15849, + 20532, + 30672, + 17226, + 15453, + 7697, + 2429, + 10142, + 26726, + 52114 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 69383, + 73105, + 128216, + 78237, + 42681, + 57789, + 31943, + 61997, + 23285, + 23814, + 14382, + 17185, + 16526, + 20666, + 10552, + 15856, + 31972, + 8572, + 3463, + 5272, + 37549, + 36087, + 34087, + 6029, + 18116, + 52795 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 152873, + 250256, + 249629, + 260048, + 89896, + 130264, + 207639, + 44912, + 189863, + 136499, + 37197, + 100660, + 128036, + 46532, + 58679, + 83681, + 31607, + 8668, + 6306, + 1203, + 3490, + 6293, + 9750, + 4937, + 34226, + 34942 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 222196, + 211665, + 181700, + 198887, + 193241, + 56567, + 5472, + 7391, + 10862, + 2224, + 2037, + 588, + 982, + 8414 + ] + }, + { + "label": "diffusion", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 59611, + 25317, + 26357, + 81738, + 41361, + 10024, + 5472, + 17029, + 24976, + 7271, + 6858, + 8562, + 8713, + 2468 + ] + }, + { + "label": "cavity", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 10058, + 21231, + 24892, + 18396, + 25265, + 3578, + 466, + 2510, + 783, + 821, + 1614, + 2516, + 8853, + 41442 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "observed", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "were", + "output_checked": true + }, + { + "concept": "singularities", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "dure", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "accumulation", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "lon", + "score": 3.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "service", + "output_checked": true + }, + { + "concept": "Ironman", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "egreg", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "steadily", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "concentration", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "concentrated", + "output_checked": true + }, + { + "concept": "life", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "service", + "output_checked": true + }, + { + "concept": "esimerkiksi", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "separations", + "output_checked": true + }, + { + "concept": "rnb", + "score": 2.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "Miche", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "interfaces", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "facial", + "output_checked": true + }, + { + "concept": "stages", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "final", + "output_checked": true + }, + { + "concept": "determinada", + "score": 2.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "near", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "baseless", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "editText", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "Howard", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "ANIUM", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "extensive", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Yellowstone", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "arent", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "wedge", + "output_checked": true + }, + { + "concept": "QVector", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "separations", + "output_checked": true + }, + { + "concept": "suffered", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "eman", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "commensurate", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "duration", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "time", + "output_checked": true + }, + { + "concept": "undesired", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "separations", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "primes", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "determinados", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "wedge", + "output_checked": true + }, + { + "concept": "particular", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "time", + "output_checked": true + }, + { + "concept": "bre", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ODM", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "sensibility", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "NodeJS", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "measurable", + "output_checked": true + }, + { + "concept": "masala", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "resistant", + "output_checked": true + }, + { + "concept": "cumulative", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "accumulations", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "circumferential", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Alloys", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "destruct", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "separations", + "output_checked": true + }, + { + "concept": "Breaks", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "measurement", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "fixture", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "continual", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "time", + "output_checked": true + }, + { + "concept": "wooded", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "near", + "output_checked": true + }, + { + "concept": "insane", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "measurable", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "Psychiatric", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "facial", + "output_checked": true + }, + { + "concept": "ITest", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "near", + "output_checked": true + }, + { + "concept": "DISTINCT", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "mainly", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "concentrated", + "output_checked": true + }, + { + "concept": "arrend", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "near", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "MenuInflater", + "score": 1.0, + "best_rank": 4, + "best_depth": 80.9, + "near_token": "shaped", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "th", + "wh", + "and", + "row", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "set", + "any", + "anc", + "ey", + "ton", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "min", + "ts", + "ces", + "rol", + "equ", + "self" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "uq", + "conflicted", + "ner", + "ning", + "qual", + "assert", + "ju", + "purposes", + "rence", + "LI", + "kepada", + "fac", + "comple", + "celle", + "yaitu", + "afin", + "stems", + "perk" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "j", + "ib", + "one", + "io", + "ound", + "ax", + "ON", + "ween", + "som", + "mark", + "fin", + "vol", + "To", + "RO", + "There", + "ability", + "oot", + "pha", + "thing", + "ump", + "ably", + "pract", + "yang", + "epend", + "ambda", + "That", + "mit" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "er", + "he", + "re", + "or", + "le", + "m", + "ou", + "ing", + "ion", + "el", + "l", + "st", + "re", + "im", + "g", + "se", + "be", + "if", + "th", + "us", + "ht", + "ers", + "com", + "pe", + "ain", + "he", + "j", + "pl", + "ch", + "ame", + "iz" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ic", + "ve", + "The", + "age", + "ha", + "ure", + "ad", + "ign", + "The", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "work", + "ays", + "est", + "wo", + "who", + "rib", + "them", + "import" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "id", + "ig", + "ur", + "ay", + "ir", + "ly", + "un", + "ere", + "ill", + "ex", + "art", + "ha", + "iz", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire", + "ge", + "ph", + "ong" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "s", + "they", + "eat", + "sehen", + "bringen", + "n", + "ers", + "equip", + "photograph", + "lid", + "selection", + "multitude", + "liaison", + "evol", + "eux", + "wunder", + "ihan" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "s", + "equip", + "technically", + "aal", + "eat", + "evol", + "tentative", + "offic", + "e", + "rel", + "ble", + "slash", + "officially", + "proceeding", + "administrator", + "aat", + "imitation", + "liaison", + "sehen", + "successfully" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "substantial", + "resmi", + "readily", + "substantially", + "damn", + "tentative", + "rique", + "ecek", + "e", + "et", + "behalf", + "demise", + "explained", + "offic", + "reliance", + "Verenigde", + "Tog", + "ameri", + "Publicity", + "Creators", + "Zweifel" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "damn", + "fielder", + "kowy", + "slight", + "readily", + "immense", + "pochi", + "substantial", + "Tog", + "Considerable", + "ameri", + "tremendous", + "ributor", + "profoundly", + "tog", + "Verenigde", + "indicative", + "resmi", + "asesin", + "behest", + "Iz", + "demise" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "immense", + "Considerable", + "damn", + "fielder", + "kowy", + "substantial", + "slight", + "tremendous", + "indicative", + "pochi", + "profoundly", + "Tog", + "demise", + "ributor", + "shri", + "readily", + "severely", + "tog", + "Creators", + "asesin" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "profoundly", + "substantial", + "destes", + "vehement", + "immense", + "despicable", + "tremendous", + "dieser", + "bizarre", + "indicative", + "concealing", + "unearthed", + "markedly", + "notifying", + "considerably", + "severely", + "explained", + "exacerbated", + "rique", + "destra" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "these", + "desses", + "destes", + "exacerbated", + "essas", + "reminiscent", + "vehement", + "profound", + "sporad", + "esses", + "hindrance", + "These", + "detrimental", + "profoundly", + "tersebut", + "elated", + "theses", + "tumultuous", + "corrobor" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "prevalent", + "reminiscent", + "exacerbated", + "accentuated", + "interspersed", + "markedly", + "punctuated", + "detrimental", + "remnants", + "cohesive", + "instigated", + "these", + "characterized", + "predominant", + "strewn", + "sporadically", + "mechanisms", + "intensified", + "resulted", + "destabil", + "orchestrated", + "attributed", + "positioned" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "prevalent", + "concentrated", + "epicenter", + "intensified", + "reminiscent", + "interconnected", + "accentuated", + "constricted", + "protrusions", + "intensifying", + "isolated", + "prominent", + "emphasized", + "localized", + "vicinity", + "markedly", + "conspicuous", + "interrelated", + "sporadically", + "facilitated", + "remnants", + "cohesive", + "predefined", + "exacerbated", + "excavated", + "preexisting", + "permeated", + "predominant", + "underscored", + "hbox", + "underpinned" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "numerous", + "concentrated", + "near", + "highly", + "vicinity", + "focused", + "adjacent", + "localized", + "cohesive", + "massive", + "widespread", + "extensive", + "prominent", + "intensified", + "observed", + "identified", + "conspicuous", + "situated", + "interconnected", + "multifaceted", + "particularly", + "closely", + "predominantly", + "incipient", + "isolated", + "resilient", + "densely", + "excavated", + "epicenter", + "nearly", + "heavily", + "abundant" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "near", + "vicinity", + "nearing", + "Near", + "concentrated", + "localized", + "proximity", + "near", + "adjacent", + "nearly", + "incipient", + "impending", + "imminent", + "nearby", + "proximal", + "concentrations", + "proximate", + "particularly", + "concentration", + "surrounding", + "around", + "Near", + "nearest", + "closely", + "approaching", + "nearer", + "catastrophic", + "areas", + "widespread", + "predominantly" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "near", + "nearing", + "near", + "final", + "Near", + "concentrated", + "vicinity", + "localized", + "nearly", + "adjacent", + "around", + "approaching", + "Near", + "penultimate", + "NEAR", + "fatigue", + "proximity", + "finalists", + "incipient", + "fracture", + "catastrophic", + "culminating", + "predominantly", + "Final" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "near", + "fracture", + "Near", + "Fracture", + "concentration", + "concentrated", + "crack", + "near", + "nearing", + "final", + "Near", + "concentrations", + "vicinity", + "Concentration", + "NEAR", + "localized", + "fractures", + "koncent", + "Concentrations", + "catastrophic", + "brittle", + "fatigue", + "cracks", + "concentration", + "NEAR", + "cracked", + "Concent" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "near", + "Near", + "fracture", + "near", + "Near", + "nearing", + "concentrated", + "final", + "crack", + "concentration", + "Fracture", + "concentrations", + "NEAR", + "vicinity", + "penultimate", + "cracks", + "finalists", + "brittle", + "Concentrations", + "localized", + "fractures", + "crack", + "NEAR", + "vicino", + "fracturing" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "final", + "near", + "final", + "Final", + "Final", + "FINAL", + "near", + "fracture", + "Near", + "FINAL", + "Near", + "finalists", + "finale", + "finales", + "finally", + "finalize", + "nearing", + "concentration", + "crack", + "finalized", + "finalist", + "penultimate" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "final", + "near", + "final", + "Final", + "finalists", + "FINAL", + "FINAL", + "Final", + "finalist", + "Near", + "finales", + "finale", + "near", + "finais", + "finally", + "fracture", + "Near", + "finalize", + "finalised", + "Finally", + "finals" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "near", + "near", + "Near", + "Near", + "final", + "final", + "NEAR", + "FINAL", + "NEAR", + "FINAL", + "Final", + "Final", + "Finally", + "finalists", + "finalised", + "concentration", + "Concent", + "finais", + "dekat", + "finally", + "Finally" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Final", + "In", + "final", + "These", + "However", + "Note", + "The", + "I", + "Final", + "Near", + "Finally", + "You", + "Here", + "If", + "High", + "the", + "For", + "We", + "In", + "Therefore", + "To", + "Also", + "It", + "This", + "Unlike", + "Failure", + "At", + "Let", + "Use", + "The", + "There", + "near" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 16.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "damn", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "concentrated", + "output_checked": true + }, + { + "concept": "observed", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "were", + "output_checked": true + }, + { + "concept": "slight", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "cumulative", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "accumulation", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "revered", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "near", + "output_checked": true + }, + { + "concept": "incrementally", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "increasing", + "output_checked": true + }, + { + "concept": "tangible", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "measurable", + "output_checked": true + }, + { + "concept": "longevity", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "service", + "output_checked": true + }, + { + "concept": "steadily", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "situated", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "concentrated", + "output_checked": true + }, + { + "concept": "lifespan", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "service", + "output_checked": true + }, + { + "concept": "elapsed", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "time", + "output_checked": true + }, + { + "concept": "porosity", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "concentration", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "concentrated", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "impeding", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "near", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "measurable", + "output_checked": true + }, + { + "concept": "reverting", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "concentrated", + "output_checked": true + }, + { + "concept": "for", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "prevalent", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "withstand", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "resistant", + "output_checked": true + }, + { + "concept": "unwavering", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "interfaces", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "facial", + "output_checked": true + }, + { + "concept": "area", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "life", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "service", + "output_checked": true + }, + { + "concept": "pochi", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "resistant", + "output_checked": true + }, + { + "concept": "highly", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "influx", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "obscure", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "resistant", + "output_checked": true + }, + { + "concept": "stupidity", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "facial", + "output_checked": true + }, + { + "concept": "annen", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "impede", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "behest", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "inertia", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "impending", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "measurable", + "output_checked": true + }, + { + "concept": "been", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "desses", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "facial", + "output_checked": true + }, + { + "concept": "severe", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "lako", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "resistant", + "output_checked": true + }, + { + "concept": "sporad", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "facial", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "were", + "output_checked": true + }, + { + "concept": "sublime", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "final", + "output_checked": true + }, + { + "concept": "evaluated", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "characterized", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "resulted", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "were", + "output_checked": true + }, + { + "concept": "mainly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "concentrated", + "output_checked": true + }, + { + "concept": "engineered", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "endured", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "gradually", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "time", + "output_checked": true + }, + { + "concept": "integrity", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "facial", + "output_checked": true + }, + { + "concept": "nucleation", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "found", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "were", + "output_checked": true + }, + { + "concept": "periphery", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "near", + "output_checked": true + }, + { + "concept": "accentuated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "uppermost", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "final", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-05__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-05__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-05__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-05__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Nonshearable particle obstacles 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A metal matrix contains closely spaced rigid dispersoids that cannot be cut. Moving lattice lines arc between them and leave closed loops around each obstacle.", + "prompt_tail": "A metal matrix contains closely spaced rigid dispersoids that cannot be cut. Moving lattice lines arc between them and leave closed loops around each obstacle.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-particle-strengthening-01", + "carrier_id": null, + "target_family": "particle-strengthening", + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 94529, + "best_depth": 44.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 3604 + }, + { + "label": "bowing", + "best_rank": 130101, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 3958 + }, + { + "label": "strengthening", + "best_rank": 35661, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 2088 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "arnataka", + "arn", + "forcing", + "fg", + "employment", + "nabi", + "astri", + "employment", + "Executor", + "irg", + "Blocking", + "Gina", + "forcing", + "WATER", + "qc", + "Nong", + "denly", + "Fors", + "sigs", + "ners", + "blocking", + "Sask", + "niki", + "Uy", + "sorption", + "Forsyth", + "lings", + "pn" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "release", + "Signing", + "Release", + "Signing", + "signed", + "signing", + "release", + "Release", + "Released", + "Signed", + "Signed", + "leasing", + "Signs", + "RELEASE", + "releasing", + "oscopy", + "angent", + "releases", + "ently", + "addItem", + "released", + "signings", + "ril", + "else", + "trance" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "marginLeft", + "educativo", + "Signing", + "Eink", + "Wembley", + "addItem", + "ently", + "whisper", + "Selig", + "mathbb", + "trance", + "Analyze", + "Franken" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "mrs", + "signed", + "Signing", + "compressive", + "Signing", + "release", + "Angst", + "signing", + "Pum", + "Release", + "signings", + "Signs", + "ksi", + "english", + "Mrs", + "Pump", + "memset", + "Signs", + "Caffeine", + "Alexander", + "Release" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "DOP", + "elingen", + "Jorge", + "Ungarn", + "Lynn", + "hispanic", + "Horner", + "Egyptian", + "Jorge", + "ccin", + "magnetite", + "Glover", + "cinn", + "BOP", + "Oliveira", + "jordan", + "atian", + "Rocha", + "wonders", + "Liga", + "Bowman", + "Buckley", + "APPA", + "UNG", + "cp", + "Georg", + "PARENT" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Nicholas", + "lt", + "Qaraldi", + "Cp", + "jp", + "umers", + "qc", + "Nichols", + "celtic", + "cp", + "Niagara", + "alex", + "lng", + "atibus", + "daniel", + "APPA", + "Tricks", + "dental", + "Ellis", + "jh" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mason", + "Ums", + "nesium", + "ruptedException", + "Pleas", + "python", + "softener", + "mysql", + "Chrys", + "myl", + "jaye", + "ple", + "umer", + "paragraph", + "menos", + "Chiron", + "multiply", + "Signup", + "Eminem", + "Gm", + "Finally", + "cuer", + "Bedroom" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "RELEASE", + "bert", + "leasing", + "release", + "haya", + "gh", + "tha", + "Release", + "Released", + "enl", + "en", + "getragen", + "algo", + "ForEach", + "Fruit", + "supermerc", + "prive", + "RELEASE", + "front", + "tho", + "escal", + "gi", + "hent", + "numpy", + "lle", + "Psych" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "released", + "bly", + "compassion", + "signings", + "ypress", + "release", + "signed", + "synes", + "prises", + "ve", + "Releases", + "google", + "pump", + "plantings", + "python", + "Caffeine", + "impulso", + "signing", + "energii" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "ve", + "j", + "s", + "dere", + "prises", + "en", + "r", + "k", + "s", + "ja", + "releases", + "ke", + "ations", + "head", + "ments", + "oss", + "dir", + "pertin", + "si", + "dere", + "Siren", + "d", + "med", + "mal", + "f" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "night", + "shore", + "en", + "uating", + "heartedly", + "ures", + "selves", + "theater", + "siz", + "uette", + "lepas", + "urably", + "hores", + "meng", + "gehend", + "haf", + "rad", + "haja", + "ujos", + "ers" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "certeza", + "certainly", + "soften", + "med", + "digamos", + "esimerkiksi", + "beispielsweise", + "softening", + "examples", + "ardin", + "urious", + "mason", + "voila", + "folds", + "fato", + "dass", + "deer", + "sure", + "ogo", + "uette", + "moreover", + "udir", + "naturali", + "ari", + "furthermore", + "heartedly" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "certainly", + "digamos", + "med", + "certeza", + "esimerkiksi", + "s", + "folds", + "urious", + "t", + "soften", + "ve", + "enorm", + "examples", + "creases", + "dass", + "beispielsweise", + "ified", + "moreover", + "leve", + "asegurarse", + "furthermore", + "let", + "softening", + "celles" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "digamos", + "certeza", + "selves", + "certainly", + "lepas", + "sure", + "particular", + "primes", + "ding", + "ungen", + "leve", + "uette", + "let", + "eben", + "folds", + "notion", + "urious", + "voila", + "ogo", + "night", + "enorm", + "hoff", + "manner" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sensibility", + "mah", + "certeza", + "sheep", + "softening", + "dynamics", + "sistemi", + "Etc", + "voila", + "virt", + "insist", + "xr", + "sheep", + "quartz", + "ujah", + "imperative", + "dud", + "politik", + "journ", + "imperatives" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sporadic", + "fortitude", + "Etc", + "sistemi", + "imperative", + "dud", + "xr", + "woolen", + "okolo", + "sensibility", + "absol", + "certeza", + "sheep", + "certainly", + "virt", + "gie", + "whimsical", + "voila", + "virtue", + "construir", + "assertions" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "okolo", + "thoughtful", + "rectangles", + "obtuse", + "StatusCode", + "trapez", + "extensive", + "certeza", + "sporadic", + "traversing", + "whirlwind", + "STADT", + "psychic", + "sensibility", + "PLOAD", + "cryptic", + "psalm", + "datasource", + "assertions" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "circumvent", + "discontinuities", + "rectangles", + "MNOP", + "hound", + "Contour", + "eventuali", + "gdf", + "Maladies", + "Gnome", + "denote", + "certeza", + "protrusions", + "entrances", + "Existem", + "traverse", + "trapez", + "sporadic", + "obtuse", + "okolo", + "encompass" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "ed", + "Gestaltung", + "bypass", + "loops", + "ensue", + "conund", + "s", + "intric", + "resulting", + "enunciado", + "Loops", + "conundrum", + "noche", + "serpentine", + "routed", + "corde", + "encompass", + "zag", + "Brou", + "loop", + "Cun", + "Integrity", + "occur", + "circun", + "resultante" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "alrededor", + "okolo", + "loops", + "ed", + "kolem", + "circun", + "around", + "routed", + "quanh", + "enclose", + "entour", + "Oriente", + "Loops", + "Around", + "corde", + "encompass", + "surrounds", + "concentric", + "dic", + "centric", + "Conduit", + "envolvendo", + "oriented", + "arounds", + "kring", + "StatusCode", + "encompassing" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "around", + "okolo", + "Around", + "alrededor", + "circun", + "entour", + "Around", + "circling", + "quanh", + "kolem", + "around", + "intorno", + "circumferential", + "surrounds", + "continente", + "Combat", + "encir", + "rond", + "concentric", + "ed", + "Circ", + "Oriente", + "encamp", + "Contour", + "encirc", + "autour", + "Posted" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "circling", + "ed", + "loop", + "encircled", + "loop", + "encir", + "path", + "circum", + "circun", + "encirc", + "entour", + "Circ", + "enclose", + "loops", + "routed", + "Loops", + "looping", + "cir", + "loops", + "Loops", + "criss", + "enc", + "forth", + "StatusCode", + "concentric", + "Contours", + "envolvendo" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "closed", + "closed", + "Closed", + "Closed", + "CLOSED", + "encir", + "circling", + "loops", + "entour", + "CLOSED", + "loop", + "loops", + "Contours", + "Loops", + "circumvent", + "encirc", + "PATHS", + "loop", + "circum", + "cerrada", + "enc", + "Cir", + "ed", + "formed", + "cir", + "circun", + "enclose" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "closed", + "closed", + "Closed", + "Closed", + "CLOSED", + "CLOSED", + "cerrada", + "chiuso", + "closes", + "cerrado", + "closure", + "geschlossen", + "uzav", + "Closing", + "closing", + "closing", + "cerr", + "Closure", + "CLOS", + "menutup", + "cerrar", + "closures", + "closes", + "cierre", + "Closure", + "cierra" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "closed", + "closed", + "Closed", + "Closed", + "CLOSED", + "chiuso", + "cerrada", + "cerrado", + "CLOSED", + "closes", + "geschlossen", + "menutup", + "cierra", + "Closing", + "CLOS", + "closing", + "closes", + "tutup", + "uzav", + "Close", + "closure", + "cerr", + "cerrar", + "cierre" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "closed", + "closed", + "form", + "a", + "Closed", + "However", + "No", + "Closed", + "For", + "Close", + "In", + "thought", + "I", + "formed", + "user", + "circle", + "These", + "do", + "form", + "provide", + "ds", + "find", + "Here", + "Use", + "time", + "surround", + "close", + "use", + "trapped", + "example", + "orient", + "formed" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 118638, + 52842, + 151395, + 102148, + 21579, + 45462, + 13277, + 76093, + 63974, + 53661, + 99608, + 94530, + 115344, + 158307, + 163773, + 183889, + 182404, + 128415, + 202863, + 197303, + 220594, + 215539, + 198861, + 207099, + 50691, + 179205 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 129777, + 251888, + 246896, + 257592, + 75861, + 244620, + 261629, + 230281, + 261451, + 261518, + 242979, + 242196, + 233199, + 210531, + 199942, + 183047, + 169598, + 177866, + 211474, + 243055, + 242243, + 188330, + 130102, + 152846, + 218278, + 83355 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 29829, + 72145, + 64730, + 114783, + 163409, + 92248, + 169665, + 105860, + 48672, + 103410, + 215416, + 178810, + 144483, + 121507, + 131315, + 174626, + 142369, + 181309, + 146873, + 86723, + 42323, + 35662, + 95978, + 80623, + 106047, + 150312 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 27117, + 45985, + 23383, + 22515, + 3605, + 9288, + 7380, + 10468, + 45215, + 91672, + 160352, + 126326, + 179491, + 115813 + ] + }, + { + "label": "bowing", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 42375, + 51273, + 45476, + 27823, + 62596, + 16687, + 9095, + 3959, + 9527, + 79075, + 188546, + 99218, + 87491, + 48268 + ] + }, + { + "label": "strengthening", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 20719, + 43745, + 57843, + 20362, + 2089, + 10328, + 5651, + 7090, + 26699, + 91763, + 184684, + 176835, + 119497, + 49782 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "minimise", + "score": 5.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "between", + "output_checked": true + }, + { + "concept": "arent", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "arc", + "output_checked": true + }, + { + "concept": "preponder", + "score": 4.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "tetromino", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "dispersed", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "oids", + "output_checked": true + }, + { + "concept": "customise", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "between", + "output_checked": true + }, + { + "concept": "whose", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "oids", + "output_checked": true + }, + { + "concept": "aforementioned", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "between", + "output_checked": true + }, + { + "concept": "countably", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "that", + "output_checked": true + }, + { + "concept": "hurdles", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "them", + "output_checked": true + }, + { + "concept": "reinforced", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "be", + "output_checked": true + }, + { + "concept": "leve", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "around", + "output_checked": true + }, + { + "concept": "editText", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "that", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "pvc", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "sporadic", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "NSArray", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "dispers", + "output_checked": true + }, + { + "concept": "Rupees", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "cyclist", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "between", + "output_checked": true + }, + { + "concept": "aquellos", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "around", + "output_checked": true + }, + { + "concept": "EOUS", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "displacing", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "surrounds", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "around", + "output_checked": true + }, + { + "concept": "alrededor", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "individual", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "each", + "output_checked": true + }, + { + "concept": "immensely", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "that", + "output_checked": true + }, + { + "concept": "arcs", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "arc", + "output_checked": true + }, + { + "concept": "obstacles", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "them", + "output_checked": true + }, + { + "concept": "composite", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "scat", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "dispers", + "output_checked": true + }, + { + "concept": "poles", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "between", + "output_checked": true + }, + { + "concept": "composites", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "disperse", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "oids", + "output_checked": true + }, + { + "concept": "certeza", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "oids", + "output_checked": true + }, + { + "concept": "Macros", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "oids", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "be", + "output_checked": true + }, + { + "concept": "dud", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sensibility", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ArrayBox", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "dispers", + "output_checked": true + }, + { + "concept": "krypt", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Colombeau", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "dispers", + "output_checked": true + }, + { + "concept": "snowboard", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "be", + "output_checked": true + }, + { + "concept": "determinadas", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "be", + "output_checked": true + }, + { + "concept": "creases", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "MMM", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "be", + "output_checked": true + }, + { + "concept": "indestructible", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "delas", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "each", + "output_checked": true + }, + { + "concept": "circling", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "uncut", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "certainly", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "grund", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "that", + "output_checked": true + }, + { + "concept": "metaphysical", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "difficult", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "multitudes", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "compositional", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "Mardi", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "dispers", + "output_checked": true + }, + { + "concept": "ToBe", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "coloro", + "score": 1.0, + "best_rank": 4, + "best_depth": 44.7, + "near_token": "be", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "se", + "th", + "ar", + "yst", + "inter", + "any", + "red", + "ray", + "years", + "be", + "son", + "ized", + "ters", + "roll", + "section", + "ler", + "direct", + "max", + "He", + "time", + "met", + "mill", + "ev", + "mu", + "igned" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "ner", + "assert", + "rence", + "perk", + "haute", + "flows", + "aquele", + "uq", + "pitted", + "conflicted", + "validType", + "Habsburg", + "es", + "is", + "tr" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "w", + "ed", + "y", + "iv", + "j", + "math", + "one", + "ru", + "ound", + "ystem", + "class", + "mod", + "ON", + "red", + "pol", + "includ", + "raph", + "med", + "tem", + "som", + "mark", + "vol", + "To", + "RO", + "rem", + "oot", + "pha", + "mag" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "or", + "al", + "le", + "m", + "ion", + "el", + "l", + "st", + "im", + "g", + "se", + "be", + "if", + "us", + "ht", + "ers", + "com", + "pe", + "ain", + "j", + "pl", + "ch", + "ies", + "en", + "ust", + "int", + "un", + "ich" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "H", + "K", + "O", + "S", + "U", + "V", + "W", + "d", + "f", + "g", + "j", + "m", + "u", + "z", + "he", + "m", + "ic", + "ve", + "ch", + "ter", + "The", + "ha", + "ure", + "ad", + "ign", + "which", + "app", + "xt" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "ere", + "com", + "ill", + "ex", + "art", + "iz", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire", + "ge", + "ph", + "ong" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "id", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ord", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "they", + "eat", + "evol", + "n", + "s", + "am", + "ers", + "ature", + "photograph", + "perfectly", + "lid", + "begitu", + "sehen", + "sof", + "bringen", + "garnished", + "Publicity", + "modulation", + "e" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "equip", + "perfectly", + "aal", + "youtu", + "eat", + "EG", + "evol", + "tentative", + "ampio", + "e", + "ers", + "ain", + "rel", + "ature", + "has", + "reput", + "setcounter", + "lid", + "ein", + "Aus" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "substantial", + "readily", + "Verenigde", + "e", + "ET", + "damn", + "equip", + "colabor", + "aat", + "ampio", + "Publicity", + "ain", + "any", + "expert", + "behalf", + "substantially", + "immense", + "administ", + "aal", + "Iz", + "tentative", + "resmi" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "damn", + "tog", + "ET", + "Considerable", + "kowy", + "fielder", + "readily", + "ampio", + "Tog", + "Looking", + "almost", + "Verenigde", + "increasing", + "Creators", + "asesin", + "equip", + "nur", + "indiv", + "er", + "appro", + "pochi", + "ain" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "Considerable", + "tog", + "damn", + "kowy", + "ampio", + "fielder", + "Tog", + "slightly", + "Creators", + "ET", + "immense", + "and", + "asesin", + "tage", + "fourteenth", + "slight", + "mostly", + "indicative", + "contiguous", + "acciaio" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "Creators", + "merkezi", + "tanti", + "substantial", + "almost", + "kowy", + "damn", + "et", + "Considerable", + "contiguous", + "commonly", + "printable", + "esas", + "suitable", + "phenylsulfanyl", + "fielder", + "prominently", + "truc", + "publications", + "jusque" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "almost", + "suitable", + "positioned", + "appropriate", + "despicable", + "compliant", + "phenylsulfanyl", + "reminiscent", + "rectilinear", + "farwydd", + "increasing", + "of", + "similar", + "exactly", + "commonly", + "mereka", + "translated", + "Supporting", + "publish" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "positioned", + "completely", + "surrounding", + "reminiscent", + "ensuring", + "those", + "these", + "sufficient", + "enveloping", + "ensure", + "surrounded", + "accommodating", + "appropriate" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "each", + "ensuring", + "ensured", + "predefined", + "enveloping", + "accommodating", + "these", + "surrounding", + "ensures", + "isolated", + "ensure", + "initially", + "positioned", + "demarc", + "entirety", + "Ensuring", + "protrusions", + "punctuated", + "gradually", + "reminiscent", + "predetermined", + "protruding", + "accordance" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "surrounding", + "ensuring", + "complete", + "numerous", + "well", + "each", + "Victorian", + "ensure", + "these", + "provide", + "massive", + "jagged", + "often", + "isolated", + "highly", + "tight", + "situated", + "surrounded", + "structured", + "tightly", + "nearly", + "distinct", + "deeply", + "identifying", + "stay", + "distinctive", + "detailed", + "focused", + "narrow", + "those", + "unique", + "weaving" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "surrounding", + "around", + "bypassing", + "creating", + "loop", + "behind", + "numerous", + "loops", + "bypass", + "resulting", + "ensuring", + "establishing", + "avoiding", + "s", + "well", + "paths", + "forming", + "localized", + "formation", + "unique", + "each", + "complete", + "looped", + "encirc", + "boundary", + "detour", + "there" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "around", + "surrounding", + "and", + "kolem", + "Around", + "around", + "loops", + "Around", + "surrounds", + "loop", + "autour", + "alrededor", + "circ", + "surrounded", + "encir", + "closed", + "paths", + "attorno", + "loops", + "criss", + "surround", + "boundary", + "through", + "trapped" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "around", + "Around", + "Around", + "encir", + "kolem", + "around", + "alrededor", + "autour", + "circ", + "encirc", + "surrounding", + "rundt", + "Circ", + "surrounds", + "intorno", + "kring", + "attorno", + "circum", + "circling", + "quanh" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "encir", + "encirc", + "loop", + "loops", + "loop", + "cir", + "loops", + "encircled", + "circulation", + "closed", + "circling", + "path", + "circum", + "Circ", + "entour", + "looping", + "s", + "circ", + "ed", + "tra", + "Loop", + "Tra", + "enclose", + "looped" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "closed", + "closed", + "Closed", + "Closed", + "encir", + "CLOSED", + "es", + "loops", + "CLOSED", + "loop", + "encirc", + "e", + "as", + "C", + "and", + "formed", + "uzav", + "and", + "forming", + "te", + "loop", + "formation", + "tra", + "forming" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "closed", + "closed", + "Closed", + "Closed", + "CLOSED", + "CLOSED", + "uzav", + "Closing", + "Closure", + "closure", + "closing", + "cerrada", + "Closing", + "Closure", + "closes", + "clos", + "Close", + "cerrado", + "chiuso", + "Close", + "closing", + "Clos", + "closures", + "cerr", + "CLOS" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "closed", + "closed", + "Closed", + "Closed", + "CLOSED", + "CLOSED", + "chiuso", + "cerrada", + "closing", + "Closing", + "geschlossen", + "Closing", + "closes", + "cerrado", + "CLOS", + "as", + "Close", + "uzav", + "closing", + "Closure", + "closes", + "Closure", + "clos", + "CLOS", + "menutup" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "closed", + "closed", + "form", + "a", + "Closed", + "However", + "No", + "Closed", + "For", + "Close", + "In", + "thought", + "I", + "formed", + "user", + "circle", + "These", + "do", + "form", + "provide", + "ds", + "find", + "Here", + "Use", + "time", + "surround", + "close", + "use", + "trapped", + "example", + "orient", + "formed" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 11.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "damn", + "score": 11.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "each", + "output_checked": true + }, + { + "concept": "individual", + "score": 7.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "each", + "output_checked": true + }, + { + "concept": "these", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "Moving", + "output_checked": true + }, + { + "concept": "provide", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "leave", + "output_checked": true + }, + { + "concept": "immense", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "positioned", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Moving", + "output_checked": true + }, + { + "concept": "obstacles", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "composite", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "uncut", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "slight", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "arc", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "Creators", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "closed", + "output_checked": true + }, + { + "concept": "surrounding", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "leave", + "output_checked": true + }, + { + "concept": "containing", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "dispersed", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "dispers", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "dispers", + "output_checked": true + }, + { + "concept": "rid", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "Moving", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "indicative", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "oids", + "output_checked": true + }, + { + "concept": "Considerable", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "loops", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "between", + "output_checked": true + }, + { + "concept": "materials", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "txtbtn", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "inherently", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "inevitably", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "closed", + "output_checked": true + }, + { + "concept": "situated", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "loops", + "output_checked": true + }, + { + "concept": "leaving", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "leave", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "obscure", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "rigid", + "output_checked": true + }, + { + "concept": "confusing", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "leave", + "output_checked": true + }, + { + "concept": "favore", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "around", + "output_checked": true + }, + { + "concept": "impeding", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "closely", + "output_checked": true + }, + { + "concept": "eroding", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "rigid", + "output_checked": true + }, + { + "concept": "impede", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "dispers", + "output_checked": true + }, + { + "concept": "appro", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "cut", + "output_checked": true + }, + { + "concept": "been", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "primarily", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "closely", + "output_checked": true + }, + { + "concept": "glorious", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "dispers", + "output_checked": true + }, + { + "concept": "severely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "towards", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "notifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "between", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "dispers", + "output_checked": true + }, + { + "concept": "capable", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "because", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "also", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "arc", + "output_checked": true + }, + { + "concept": "desses", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "between", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "leave", + "output_checked": true + }, + { + "concept": "inextricably", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "closed", + "output_checked": true + }, + { + "concept": "tions", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "rigid", + "output_checked": true + }, + { + "concept": "lorf", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "oids", + "output_checked": true + }, + { + "concept": "comprised", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "rigidly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rigid", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Moving", + "output_checked": true + }, + { + "concept": "difficult", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "are", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "identified", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "circle", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "arc", + "output_checked": true + }, + { + "concept": "zwischen", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "between", + "output_checked": true + }, + { + "concept": "arcs", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "arc", + "output_checked": true + }, + { + "concept": "behind", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "leave", + "output_checked": true + }, + { + "concept": "encir", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "left", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "leave", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-01__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-01__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-01__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-01__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Nonshearable particle obstacles 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "After aging, a dense population of hard nanoscale particles raises the stress required for plastic flow. Electron microscopy shows rings encircling the particles after deformation.", + "prompt_tail": " population of hard nanoscale particles raises the stress required for plastic flow. Electron microscopy shows rings encircling the particles after deformation.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-particle-strengthening-02", + "carrier_id": null, + "target_family": "particle-strengthening", + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 57082, + "best_depth": 44.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 12300 + }, + { + "label": "bowing", + "best_rank": 113254, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 2015 + }, + { + "label": "strengthening", + "best_rank": 11408, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 1070 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "fg", + "arn", + "employment", + "forcing", + "niki", + "Executor", + "arnataka", + "qc", + "employment", + "forcing", + "Uy", + "Gina", + "Blake", + "irken", + "ork", + "release", + "ginas", + "RELEASE", + "nabi", + "Blocking", + "HEMAT", + "ForegroundColor", + "blocking", + "pn", + "SIG", + "Released", + "lyl" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "release", + "Signing", + "Release", + "Release", + "Signing", + "Released", + "signed", + "signing", + "Signed", + "RELEASE", + "release", + "Signed", + "leasing", + "Signs", + "releasing", + "trance", + "angent", + "released", + "releases", + "signings", + "else", + "ently", + "addItem", + "signer", + "signs" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "ocked", + "maven", + "Methyl", + "jaye", + "methyl", + "Douglas", + "trance", + "Selig", + "Capricorn", + "mls", + "Methyl", + "Analyze", + "marginLeft", + "ImageView" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "mrs", + "compressive", + "Signing", + "signed", + "ksi", + "signings", + "signing", + "memset", + "Angst", + "Signing", + "LX", + "Signs", + "release", + "weg", + "Pump", + "Douglas", + "signer", + "Mrs", + "ueless", + "Signs", + "Angeb", + "Pum", + "ProductCategory" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "elingen", + "DOP", + "Glover", + "Egyptian", + "Lynn", + "atian", + "glacial", + "jordan", + "cinn", + "BOP", + "opl", + "magnetite", + "Georg", + "ccin", + "Oliveira", + "hispanic", + "Orr", + "Horner", + "plante", + "ynit", + "Ungarn", + "vys", + "Dore", + "Trafford", + "Cp", + "Couldn", + "Cincinnati", + "Liga" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Cp", + "lt", + "umers", + "Penta", + "Qaraldi", + "tmp", + "Peki", + "Ellis", + "cp", + "Niagara", + "hamilton", + "Quincy", + "plumber", + "qc", + "celtic", + "Nichols", + "Sanitary", + "Douglas", + "lng", + "Tricks", + "Packed", + "escreveu", + "Fern" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Pleas", + "mason", + "Ums", + "umer", + "nesium", + "myl", + "ple", + "scissors", + "minecraft", + "t", + "python", + "LeBron", + "simplify", + "jaye", + "orian", + "Srinagar", + "Chrys", + "Chiron", + "eless", + "cuer", + "chy", + "Tucson" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "RELEASE", + "haya", + "leasing", + "tha", + "release", + "mathbb", + "enl", + "Released", + "gh", + "numpy", + "tho", + "FAF", + "ForEach", + "algo", + "lycer", + "escal", + "getragen", + "prive", + "Release", + "esto", + "mno", + "ukai" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "released", + "release", + "Release", + "Release", + "signings", + "Releases", + "signed", + "released", + "release", + "signing", + "python", + "ypress", + "Caffeine", + "r", + "bly", + "signed", + "impres", + "h", + "RELEASE", + "impulso", + "synes", + "Alexander" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "j", + "r", + "ve", + "prises", + "s", + "d", + "ments", + "k", + "s", + "releases", + "synes", + "en", + "ja", + "ke", + "h", + "energii", + "si", + "energi", + "de", + "dere", + "adanya", + "f", + "ations", + "dir", + "ripsi", + "el" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "t", + "voila", + "dac", + "eness", + "og", + "shore", + "logrado", + "say", + "sense", + "sene", + "gehend", + "moreover", + "lepas", + "ures", + "en", + "ended", + "uette", + "diperoleh", + "f", + "dass", + "system", + "Moreover", + "uri", + "Kalau", + "de", + "selves" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "voila", + "certeza", + "Kalau", + "esimerkiksi", + "moreover", + "examples", + "Moreover", + "furthermore", + "folds", + "ardin", + "med", + "beispielsweise", + "certainly", + "mason", + "fold", + "fato", + "soften", + "Veamos", + "Furthermore", + "uette", + "natural", + "dass", + "ssystem", + "digamos" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "folds", + "moreover", + "med", + "certeza", + "esimerkiksi", + "examples", + "voila", + "t", + "digamos", + "Kalau", + "s", + "certainly", + "fold", + "furthermore", + "sonsten", + "Veamos", + "creases", + "ified", + "synes", + "dass", + "urious", + "exemplo", + "fotografi", + "sur" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "voila", + "selves", + "s", + "Etc", + "ding", + "uette", + "Veamos", + "sheep", + "ogo", + "exemplo", + "digamos", + "vehement", + "uri", + "night", + "system", + "instances", + "Kalau", + "syntax", + "uj", + "behavior", + "mole", + "doce", + "particular" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "sheep", + "sensibility", + "examples", + "system", + "vehement", + "voila", + "med", + "ium", + "assertions", + "instances", + "exemplo", + "insc", + "dac", + "s" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sensibility", + "fortitude", + "remarked", + "sheep", + "linson", + "Etc", + "sporadic", + "opus", + "teh", + "visuals", + "affirm", + "ODM", + "Escape", + "gothic", + "Societe", + "andom", + "intensive", + "discord", + "iseta" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "ornamental", + "rectangles", + "remarked", + "PLOAD", + "cryptic", + "typescript", + "additive", + "thoughtful", + "ographic", + "suggestive", + "STADT", + "MYSQL", + "datasource", + "getc", + "extensive", + "intensive", + "visualizations", + "Notas" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "remarked", + "visualized", + "demarc", + "observed", + "osite", + "instances", + "Instances", + "billowing", + "eman", + "Rosemary", + "pvc", + "pierced", + "fortitude", + "towarz", + "no", + "seg", + "artworks", + "bepaalde", + "pointy", + "particular" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "t", + "eman", + "s", + "jellem", + "ske", + "sur", + "resulting", + "r", + "no", + "determinante", + "seg", + "determinada", + "ri", + "seen", + "towarz", + "These", + "determinadas", + "og", + "osite", + "site", + "fors" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "eman", + "determinante", + "seg", + "These", + "rings", + "rings", + "resultante", + "superstit", + "These", + "resulting", + "anillos", + "anzeigen", + "bekas", + "oles", + "SEL", + "circunferencia", + "ningar", + "Innen", + "bandas", + "ocen", + "quartzite", + "Nunn", + "remarks", + "diseg", + "circumferential" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "concentric", + "ress", + "circumferential", + "baik", + "rings", + "visible", + "terlihat", + "eman", + "tanto", + "Posted", + "kesan", + "bandas", + "circunferencia", + "writeInt", + "corral", + "MARKS", + "and", + "Annot", + "bann", + "sobretudo", + "outlined" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "ed", + "visible", + "rings", + "concentric", + "eman", + "rings", + "so", + "tanto", + "bandas", + "forth", + "seen", + "circumferential", + "determinante", + "ring", + "Visible", + "terlihat", + "circun", + "visible", + "ylon", + "bann", + "keli", + "Posted", + "Rings" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "rings", + "rings", + "Rings", + "ring", + "ring", + "anillos", + "deformation", + "Deformation", + "deformation", + "circumferential", + "anillo", + "Ring", + "ri", + "deform", + "ringing", + "ringar", + "kring", + "surrounding", + "circum", + "formation", + "Ring", + "entation", + "riam", + "ed", + "entour", + "wrinkles" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "rings", + "rings", + "Rings", + "ring", + "ring", + "deformation", + "Deformation", + "deformation", + "anillos", + "deform", + "circumferential", + "ri", + "deformations", + "Ring", + "erings", + "ari", + "ed", + "deformity", + "en", + "ringing", + "anillo", + "on", + "entour", + "and", + "surrounding", + "riam", + "diffraction" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "rings", + "deformation", + "Deformation", + "deformation", + "R", + "on", + "ring", + "De", + "de", + "DE", + "to", + "as", + "rings", + "S", + "T", + "P", + "deform", + "Rings", + "C", + "ring", + "entour", + "or", + "p", + "are", + "deformations", + "L" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "deformation", + "Deformation", + "thought", + "These", + "ring", + "However", + "examination", + "plastic", + "observation", + "deformation", + "example", + "Example", + "stress", + "formation", + "study", + "answer", + "user", + "surrounding", + "development", + "observed", + "formula", + "De", + "If", + "research", + "The", + "expansion", + "Research", + "examples", + "sample", + "thought", + "For", + "Examination" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 103523, + 92941, + 232049, + 166904, + 39703, + 46229, + 9902, + 92082, + 51927, + 43448, + 66704, + 57083, + 61968, + 121480, + 97803, + 151491, + 95892, + 91627, + 163591, + 119849, + 117204, + 181450, + 101547, + 134949, + 17368, + 10657 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 161112, + 252177, + 238438, + 252563, + 66282, + 246010, + 261267, + 195197, + 261646, + 261120, + 241129, + 238823, + 241009, + 209984, + 208820, + 169057, + 161215, + 113255, + 166005, + 188419, + 235707, + 226433, + 182557, + 179840, + 253302, + 11056 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 36435, + 99775, + 129888, + 132133, + 167015, + 126790, + 166808, + 99883, + 53948, + 102669, + 184041, + 188281, + 176245, + 167856, + 166519, + 212611, + 188831, + 170095, + 99687, + 32170, + 19583, + 11409, + 16295, + 15125, + 40445, + 14649 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 49432, + 49857, + 23437, + 18263, + 16027, + 25509, + 13973, + 12301, + 19705, + 24455, + 107098, + 118067, + 75647, + 26137 + ] + }, + { + "label": "bowing", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 32955, + 25125, + 23437, + 23170, + 16890, + 7699, + 9157, + 2016, + 3433, + 9118, + 70019, + 41998, + 38188, + 17557 + ] + }, + { + "label": "strengthening", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 35876, + 66746, + 84831, + 54000, + 4048, + 2264, + 1071, + 3056, + 3433, + 1215, + 52966, + 31126, + 20449, + 8023 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "raising", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "for", + "output_checked": true + }, + { + "concept": "depicts", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "mostrar", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "teh", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "dobre", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Yield", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "forest", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "density", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "population", + "output_checked": true + }, + { + "concept": "imperative", + "score": 2.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "photographs", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "chorizo", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "Images", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "impediments", + "score": 2.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "raises", + "output_checked": true + }, + { + "concept": "profilo", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "econ", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "raises", + "output_checked": true + }, + { + "concept": "Robust", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "defensive", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "smoothed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "Neuroscience", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "imagenes", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "visualized", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "XMFLOAT", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "INE", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "pleaded", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "determinadas", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "resist", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "After", + "output_checked": true + }, + { + "concept": "contemplated", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "Sable", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "After", + "output_checked": true + }, + { + "concept": "Assumptions", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "circumferential", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "cling", + "output_checked": true + }, + { + "concept": "individuais", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "AID", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "voila", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "spre", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "innumerable", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "nanoscale", + "output_checked": true + }, + { + "concept": "tormented", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "cling", + "output_checked": true + }, + { + "concept": "Logo", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "NodeJS", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "nanoscale", + "output_checked": true + }, + { + "concept": "heinous", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "for", + "output_checked": true + }, + { + "concept": "LWR", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "required", + "output_checked": true + }, + { + "concept": "ankles", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "for", + "output_checked": true + }, + { + "concept": "Probation", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "encir", + "output_checked": true + }, + { + "concept": "remarked", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "eman", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dure", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "impede", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "sized", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "entour", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "encir", + "output_checked": true + }, + { + "concept": "mason", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "feminists", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Ries", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "WHY", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "Electron", + "output_checked": true + }, + { + "concept": "whereof", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "replete", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "nanoscale", + "output_checked": true + }, + { + "concept": "Manipulation", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "determinado", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "for", + "output_checked": true + }, + { + "concept": "azide", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "aporte", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "concentric", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "th", + "and", + "row", + "ar", + "ne", + "yst", + "inter", + "anc", + "ey", + "ton", + "red", + "ser", + "fl", + "ces", + "rol", + "equ", + "be", + "son", + "ized", + "ters", + "roll", + "section", + "ler", + "direct", + "return", + "max" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "aquele", + "echolog", + "assert", + "esh", + "comple", + "flows", + "voyages", + "suff", + "pitted", + "conflicted", + "ny", + "Which", + "yah", + "adanya", + "birbir" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "se", + "oy", + "pol", + "som", + "mark", + "To", + "ability", + "pha", + "thing", + "vi", + "orig", + "ograph", + "kan", + "mit", + "Med", + "lar", + "alt", + "regard", + "couple", + "cing", + "sn", + "Code", + "anda", + "als", + "nie", + "That", + "ymax", + "lay" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "im", + "g", + "se", + "be", + "us", + "ht", + "ers", + "ere", + "com", + "ess", + "pe", + "ain", + "ity", + "he", + "j", + "pl", + "ha", + "ame", + "iz", + "ies", + "ich", + "av" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ic", + "ve", + "ch", + "pe", + "W", + "The", + "pl", + "ha", + "ad", + "ign", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "work", + "ystem", + "ays", + "est", + "wo", + "who" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "le", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "ere", + "end", + "ill", + "ex", + "art", + "iz", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ge", + "ph", + "ong" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "p", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "ith", + "P", + "est", + "al", + "you" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "ew", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "orm", + "ib", + "ice", + "comp", + "ord", + "St", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "equip", + "they", + "aal", + "eat", + "sehen", + "n", + "s", + "ers", + "photograph", + "liaison", + "evol", + "sof", + "glow", + "gambar", + "bringen", + "wunder", + "garnished", + "Publicity", + "drap" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "equip", + "depart", + "aal", + "martial", + "eat", + "imitation", + "sehen", + "gambar", + "ampio", + "ameri", + "e", + "n", + "ers", + "rel", + "has", + "photograph", + "reput", + "setcounter", + "slash", + "refuge" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "substantial", + "readily", + "equip", + "bunun", + "tanti", + "Tog", + "ampio", + "ameri", + "e", + "slash", + "aal", + "imitation", + "demise", + "rique", + "Verenigde", + "slight", + "substantially", + "martial", + "tog" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "fielder", + "bunun", + "readily", + "kowy", + "tog", + "substantial", + "ameri", + "immense", + "Tog", + "cooking", + "equip", + "demise", + "ET", + "damn", + "attacker", + "insulating", + "Verenigde", + "appro", + "ributor", + "tentative", + "accepted", + "errori" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "bunun", + "fielder", + "tog", + "immense", + "tentative", + "kowy", + "demise", + "Tog", + "substantial", + "readily", + "tremendous", + "slight", + "damn", + "accepted", + "equip", + "gigantic", + "attacker", + "Considerable" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "bunun", + "substantial", + "destes", + "markedly", + "also", + "esas", + "reminiscent", + "ijnlijk", + "similar", + "these", + "profoundly", + "phenylsulfanyl", + "desses", + "ameri", + "considerably", + "phenoxymethyl", + "tentative" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "reminiscent", + "these", + "These", + "desses", + "likened", + "of", + "indicating", + "emblematic", + "destes", + "These", + "similar", + "indicative", + "esses", + "because", + "similar", + "tych", + "semblable", + "described", + "analogous" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "reminiscent", + "resulting", + "these", + "likened", + "indicating", + "resulted", + "resulting", + "facilitated", + "attributed", + "suggesting", + "caused", + "unequivocal", + "described", + "characteristic", + "markedly", + "noticeable", + "resembling", + "characterized", + "promoting", + "indicative", + "imparted", + "similar", + "These", + "mechanisms", + "shaped" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "reminiscent", + "these", + "described", + "suggests", + "observed", + "facilitated", + "indicates", + "characteristic", + "revealed", + "indicating", + "fascinated", + "indicate", + "unexpected", + "seemingly", + "inexplicable", + "distinctive", + "sparked", + "protrusions", + "remarkable", + "attributed", + "peculiar", + "conspicuous", + "evidence", + "hallmark", + "likened", + "demonstrated", + "documented", + "manifested" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "numerous", + "these", + "observed", + "often", + "massive", + "reminiscent", + "distinctive", + "various", + "formation", + "identified", + "prominent", + "striking", + "remarkably", + "tenacious", + "wandering", + "conspicuous", + "enormous", + "seemingly", + "strikingly", + "highly", + "remarkable", + "persistent", + "elongated", + "frequently", + "brightly", + "visible", + "documented", + "uneven", + "glistening", + "nearby", + "irregular", + "unprecedented" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "these", + "observed", + "those", + "formation", + "visible", + "resulting", + "localized", + "reminiscent", + "formed", + "interconnected", + "resultant", + "phenomenon", + "surrounding", + "facilitated", + "often", + "identified", + "elongated", + "emergence", + "remarkably", + "induced", + "rings", + "forming", + "formations", + "distinct", + "frequently", + "seemingly", + "reinforcing", + "persistent", + "parallel" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "these", + "observed", + "formation", + "rings", + "surrounding", + "those", + "ring", + "formed", + "reminiscent", + "concentric", + "terbentuk", + "visible", + "seemingly", + "Formation", + "resultant", + "residual", + "localized", + "entour", + "Observed", + "aligned", + "imprinted", + "and", + "induced", + "surrounded", + "nearly" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Sur", + "rings", + "concentric", + "ring", + "Re", + "ed", + "terbentuk", + "Formation", + "Rings", + "These", + "entour", + "circumferential", + "Ring", + "Marks", + "Co", + "stri", + "Formation", + "kring", + "these", + "formation" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "rings", + "concentric", + "terbentuk", + "ring", + "ed", + "formation", + "formation", + "Formation", + "entour", + "Formation", + "Rings", + "Forming", + "anillo", + "formed", + "Ring", + "imprinted", + "entdeck", + "sur", + "forming", + "erings" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "rings", + "ring", + "Rings", + "ring", + "rings", + "Ring", + "deformation", + "deformation", + "Ring", + "Deformation", + "anillos", + "anillo", + "formation", + "surrounding", + "and", + "es", + "deform", + "pozost", + "entour", + "ringing", + "Formation", + "De" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "rings", + "ring", + "Rings", + "Deformation", + "deformation", + "deformation", + "rings", + "ring", + "anillo", + "anillos", + "Ring", + "Ring", + "deform", + "entour", + "deformations", + "surrounding", + "De", + "deformity", + "ringen", + "deformed", + "encir", + "De", + "RING", + "RING" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "as", + "rings", + "ring", + "deformation", + "Deformation", + "rings", + "R", + "on", + "deformation", + "and", + "De", + "to", + "Rings", + "de", + "Ring", + "erings", + "deformations", + "ring", + "ar", + "ing", + "ringing", + "in", + "en", + "are", + "and", + "er", + "ting", + "circum", + "RING" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "deformation", + "Deformation", + "thought", + "These", + "ring", + "However", + "examination", + "plastic", + "observation", + "deformation", + "example", + "Example", + "stress", + "formation", + "study", + "answer", + "user", + "surrounding", + "development", + "observed", + "formula", + "De", + "If", + "research", + "The", + "expansion", + "Research", + "examples", + "sample", + "thought", + "For", + "Examination" + ] + } + ], + "logit_surprising": [ + { + "concept": "and", + "score": 16.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "population", + "output_checked": true + }, + { + "concept": "readily", + "score": 10.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "considerably", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "damn", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "rings", + "output_checked": true + }, + { + "concept": "increase", + "score": 5.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "these", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 4.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "cling", + "output_checked": true + }, + { + "concept": "pochi", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "their", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "towards", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "densely", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "sized", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "nanoscale", + "output_checked": true + }, + { + "concept": "exerted", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "achieved", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "required", + "output_checked": true + }, + { + "concept": "increased", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "threshold", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "required", + "output_checked": true + }, + { + "concept": "imaging", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "yield", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "forest", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "individual", + "score": 3.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "appropriation", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "population", + "output_checked": true + }, + { + "concept": "impending", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "bunun", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "engend", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "encir", + "output_checked": true + }, + { + "concept": "hindering", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "formed", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rings", + "output_checked": true + }, + { + "concept": "each", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "after", + "output_checked": true + }, + { + "concept": "coupled", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "Electron", + "output_checked": true + }, + { + "concept": "significantly", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "raises", + "output_checked": true + }, + { + "concept": "highly", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "that", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "few", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "they", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "after", + "output_checked": true + }, + { + "concept": "resistance", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 2.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "slight", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "annen", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "Electron", + "output_checked": true + }, + { + "concept": "eroding", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "pathetic", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "chiefly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "herein", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "nanoscale", + "output_checked": true + }, + { + "concept": "diesen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "Electron", + "output_checked": true + }, + { + "concept": "concealing", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "cling", + "output_checked": true + }, + { + "concept": "Considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "micrographs", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "displaying", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "within", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "such", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "enhance", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "raises", + "output_checked": true + }, + { + "concept": "induced", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Electron", + "output_checked": true + }, + { + "concept": "confirmed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "situated", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "population", + "output_checked": true + }, + { + "concept": "coworkers", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "technologies", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "identified", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "tunneling", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "Electron", + "output_checked": true + }, + { + "concept": "those", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "cling", + "output_checked": true + }, + { + "concept": "showing", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "shows", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-02__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-02__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-02__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-02__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Nonshearable particle obstacles 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Reducing the spacing between stable nonshearable particles increases the yield stress. Flexible line defects must curve strongly to pass through the remaining channels.", + "prompt_tail": " the spacing between stable nonshearable particles increases the yield stress. Flexible line defects must curve strongly to pass through the remaining channels.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-particle-strengthening-03", + "carrier_id": null, + "target_family": "particle-strengthening", + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 56744, + "best_depth": 40.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 14621 + }, + { + "label": "bowing", + "best_rank": 32692, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 804 + }, + { + "label": "strengthening", + "best_rank": 26201, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 1395 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "arn", + "forcing", + "arnataka", + "fg", + "nabi", + "employment", + "forcing", + "Executor", + "niki", + "Gina", + "ners", + "awesome", + "blocking", + "SIG", + "WATER", + "Blake", + "qc", + "Blocking", + "Uy", + "wget", + "jose", + "ork", + "pn", + "blocking", + "astri" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "release", + "Signing", + "Release", + "Signing", + "signing", + "signed", + "release", + "Release", + "Signed", + "Released", + "Signed", + "leasing", + "Signs", + "RELEASE", + "addItem", + "releasing", + "angent", + "oscopy", + "else", + "trance", + "ently", + "releases", + "whisper", + "released" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "jaye", + "marginLeft", + "Signing", + "trance", + "Wembley", + "Analyze", + "release", + "Dex", + "whisper", + "apt", + "educativo", + "addItem", + "Selig" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "mrs", + "Signing", + "compressive", + "Angst", + "release", + "signed", + "ksi", + "Signing", + "signing", + "memset", + "pageSize", + "Douglas", + "LX", + "apt", + "Signs", + "signings", + "Signs", + "addItem", + "Pum", + "Mrs" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "DOP", + "elingen", + "Lynn", + "Oliveira", + "Glover", + "Egyptian", + "glacial", + "jordan", + "ccin", + "Ungarn", + "BOP", + "hispanic", + "Cp", + "Rocha", + "Jorge", + "Nuclear", + "avorite", + "Liga", + "cp", + "Horner", + "lig", + "APPA", + "atian", + "Buckley", + "ExpNow" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Cp", + "lt", + "qc", + "cp", + "Ellis", + "Niagara", + "Nichols", + "Qaraldi", + "APPA", + "hamilton", + "tmp", + "alex", + "umers", + "jp", + "january", + "lng", + "mols", + "atlantic", + "Nicholas", + "celtic" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mysql", + "Ums", + "python", + "ple", + "eless", + "Finally", + "mason", + "Pleas", + "menos", + "chy", + "nesium", + "mysql", + "jaye", + "paragraph", + "umer", + "minecraft", + "multiply", + "memasuki", + "ruptedException", + "parabol", + "Chrys", + "magn", + "minecraft", + "orian", + "Signup", + "singh" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "RELEASE", + "leasing", + "haya", + "release", + "tha", + "gh", + "Release", + "enl", + "tho", + "mathbb", + "algo", + "Released", + "FAF", + "getragen", + "escal", + "numpy", + "Fruit", + "supermerc", + "prive", + "en", + "lycer", + "ukai", + "ForEach", + "bli", + "Haskell" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "release", + "r", + "ve", + "released", + "bly", + "s", + "s", + "signed", + "signings", + "Releases", + "ril", + "Release", + "dere", + "signing", + "dere", + "h", + "release", + "synes", + "plantings", + "Release", + "neath" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "j", + "ve", + "r", + "dere", + "s", + "ors", + "si", + "oss", + "t", + "f", + "dir", + "cer", + "is", + "ja", + "ele", + "f", + "k", + "mal", + "ny", + "ser", + "release", + "g", + "ke", + "releases", + "l", + "st", + "use" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "t", + "shore", + "f", + "ve", + "urious", + "ers", + "lepas", + "ures", + "siz", + "s", + "ser", + "dir", + "uri", + "digamos", + "diperoleh", + "rad", + "g", + "en", + "iven", + "sen" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "ve", + "t", + "med", + "certeza", + "ified", + "urious", + "dif", + "fato", + "eben", + "esimerkiksi", + "creases", + "dass", + "digamos", + "folds", + "Moreover", + "certainly", + "moreover", + "let", + "furthermore", + "beispielsweise", + "kwamba" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "t", + "ve", + "med", + "ified", + "urious", + "creases", + "digamos", + "certeza", + "dif", + "enorm", + "folds", + "dass", + "certainly", + "esimerkiksi", + "s", + "moreover", + "let", + "sur", + "furthermore", + "eben" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "med", + "urious", + "perd", + "digamos", + "eben", + "do", + "t", + "ve", + "particular", + "g", + "dif", + "laissez", + "in", + "let", + "uri", + "enorm", + "certeza", + "lepas", + "ers", + "ures", + "selves", + "f", + "use", + "iven" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "med", + "ers", + "urious", + "vehement", + "ium", + "argumento", + "sby", + "digamos", + "certainly", + "moreover", + "Etc", + "sink", + "uri", + "lang", + "sheep", + "Bela", + "sensibility", + "perd", + "sheep", + "use", + "vnd" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "argumento", + "XK", + "xr", + "dud", + "sheep", + "sheep", + "sensibility", + "fortitude", + "ulnerable", + "nnnn", + "additive", + "mah", + "hemeral", + "sistemi", + "opus", + "xk", + "imperative", + "MMC", + "Xr", + "eur", + "constraint", + "astronom", + "brauchen", + "Arguments" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "additive", + "maneuver", + "Notas", + "nimble", + "Arguments", + "psychic", + "oteric", + "msbuild", + "PSY", + "NonNull", + "arcade", + "faibles", + "sheep", + "Milliseconds", + "itect", + "circumvent", + "gereken", + "mathml", + "requiring" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "Notas", + "necesidad", + "bepaalde", + "circumvent", + "bree", + "gaze", + "Constraints", + "aneous", + "AAAAAAAA", + "Limitations", + "need", + "geometries", + "MNOP", + "riterien", + "Constraints", + "undesirable", + "discontinuities", + "geometri", + "conversely", + "geeignet", + "gereken", + "snowboard", + "Solaris", + "meisjes", + "Euclidean" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "t", + "determinadas", + "determinados", + "bestimmte", + "particular", + "bepaalde", + "ske", + "determinante", + "s", + "determinada", + "radian", + "eman", + "de", + "dirigentes", + "resulting", + "sag", + "jellem", + "gewisse", + "bestimmten", + "f", + "nedostat", + "s", + "must", + "pyridin", + "towarz" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "wrinkle", + "lengthwise", + "enium", + "Notas", + "LinkedList", + "inelastic", + "readlines", + "hemeral", + "determinante", + "cade", + "fcntl", + "ylon", + "iliency", + "yielding", + "nipples", + "Limitations", + "canalicul", + "pliable", + "printable", + "nimble", + "oles", + "ICY", + "Entsche", + "pendientes", + "malleable" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "cade", + "lengthwise", + "wrinkle", + "ylon", + "Posted", + "readlines", + "Landes", + "faibles", + "MLM", + "corral", + "WriteLine", + "tramp", + "LK", + "Pferde", + "saber", + "yel", + "DefineConstants", + "malleable", + "writeInt", + "chained", + "ingles", + "kleinere" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "wrinkle", + "tramp", + "ylon", + "lengthwise", + "cade", + "malleable", + "AppendLine", + "lines", + "linea", + "readlines", + "resilient", + "kleinere", + "Lines", + "WriteLine", + "corral", + "lastName", + "yielding", + "saber", + "readline", + "leyici", + "bending", + "line", + "pergunta" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "line", + "flexible", + "Flexible", + "flexible", + "line", + "Flexible", + "Line", + "linea", + "flexibles", + "malleable", + "flexibilidad", + "Line", + "Linie", + "pliable", + "lines", + "linha", + "linee", + "Flexibility", + "linie", + "fleks", + "inflexible", + "lines", + "flex" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "flexible", + "Flexible", + "flexible", + "flex", + "flex", + "Flex", + "Flexible", + "flexibilidad", + "flexibles", + "flexibility", + "Flexibility", + "FLEX", + "fleks", + "Flex", + "flexibly", + "line", + "inflexible", + "flexing", + "line", + "flexion", + "malleable", + "pliable", + "elastic", + "elastic", + "Line" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Flexible", + "flexible", + "flexible", + "Flexible", + "fleks", + "flex", + "flexibilidad", + "FLEX", + "flexibles", + "flex", + "Flex", + "Flexibility", + "flexibility", + "Flex", + "line", + "line", + "flexing", + "flexibly", + "inflexible", + "Line", + "pliable", + "ammable", + "ensible", + "Touchable" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "These", + "If", + "They", + "a", + "To", + "Since", + "flexible", + "This", + "Because", + "Additionally", + "For", + "You", + "When", + "In", + "Also", + "The", + "line", + "they", + "Instead", + "We", + "many", + "high", + "Here", + "Each", + "thought", + "large", + "What", + "Therefore", + "more", + "the", + "It" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 93109, + 69271, + 179231, + 140506, + 26138, + 39169, + 9589, + 85778, + 58877, + 54079, + 56745, + 57902, + 67054, + 115569, + 117601, + 121586, + 101521, + 74023, + 181383, + 96058, + 70078, + 104947, + 101625, + 174774, + 16475, + 103703 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 155392, + 251973, + 250330, + 255635, + 73357, + 238387, + 261812, + 223363, + 261656, + 261674, + 256887, + 252172, + 250736, + 239338, + 243337, + 227665, + 217699, + 187173, + 204879, + 215271, + 178451, + 148178, + 67873, + 32693, + 172697, + 78312 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 34830, + 79455, + 100487, + 112910, + 134333, + 111577, + 192313, + 113267, + 52367, + 123922, + 223742, + 193719, + 154984, + 119817, + 136731, + 135863, + 98862, + 157005, + 137993, + 113208, + 62939, + 26202, + 70742, + 72727, + 146774, + 23709 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 26120, + 39704, + 26879, + 36232, + 14622, + 16528, + 28978, + 27990, + 117333, + 132706, + 174663, + 172410, + 191330, + 85160 + ] + }, + { + "label": "bowing", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 41511, + 31545, + 22524, + 14142, + 25087, + 805, + 3066, + 1037, + 2303, + 19438, + 136754, + 96913, + 14400, + 1643 + ] + }, + { + "label": "strengthening", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 39592, + 62572, + 58666, + 66010, + 8971, + 3747, + 1396, + 3713, + 8533, + 18121, + 45295, + 88022, + 126960, + 56275 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "minimise", + "score": 5.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "between", + "output_checked": true + }, + { + "concept": "Presence", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Annot", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "between", + "output_checked": true + }, + { + "concept": "strength", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "levar", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "Reducing", + "output_checked": true + }, + { + "concept": "Err", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "dominates", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "Contour", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "arent", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "hear", + "output_checked": true + }, + { + "concept": "avoid", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "to", + "output_checked": true + }, + { + "concept": "wrinkle", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "curvature", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "slik", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "coloro", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "Zou", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "unaltered", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "reda", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "slightest", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "Reducing", + "output_checked": true + }, + { + "concept": "sebuah", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "normalised", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "between", + "output_checked": true + }, + { + "concept": "argumento", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "LIMITED", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "hear", + "output_checked": true + }, + { + "concept": "mucous", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Flexible", + "output_checked": true + }, + { + "concept": "COMPUT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "line", + "output_checked": true + }, + { + "concept": "Structural", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "additive", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "gand", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "rune", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "masala", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "Flexible", + "output_checked": true + }, + { + "concept": "Tetrahedron", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Amat", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "Curves", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "overcome", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "to", + "output_checked": true + }, + { + "concept": "samt", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "nons", + "output_checked": true + }, + { + "concept": "faibles", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "violet", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "channels", + "output_checked": true + }, + { + "concept": "Truly", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "nons", + "output_checked": true + }, + { + "concept": "WndProc", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "NodeJS", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "channels", + "output_checked": true + }, + { + "concept": "resultant", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "channels", + "output_checked": true + }, + { + "concept": "Notas", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "rigu", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Miche", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "hear", + "output_checked": true + }, + { + "concept": "finitely", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "masts", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "saber", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "hear", + "output_checked": true + }, + { + "concept": "chanel", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "channels", + "output_checked": true + }, + { + "concept": "Mato", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "Aust", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "channels", + "output_checked": true + }, + { + "concept": "amount", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Segments", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "line", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Covid", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "ribbed", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "Noeud", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "magnitudes", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "Dynamic", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "appreciable", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "LEC", + "score": 1.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "Flexible", + "output_checked": true + }, + { + "concept": "Presence", + "score": 1.0, + "best_rank": 5, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "th", + "ers", + "row", + "gh", + "ne", + "sa", + "yst", + "inter", + "pr", + "any", + "anc", + "ey", + "der", + "sh", + "pect", + "red", + "ray", + "ative", + "roup", + "ces", + "rol", + "equ", + "years", + "be", + "log", + "son", + "eb" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "rence", + "perk", + "uq", + "pitted", + "conflicted", + "es", + "is", + "comm", + "ise", + "ner", + "br", + "son", + "super", + "qual", + "assert", + "sav" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "t", + "on", + "w", + "ro", + "ra", + "ri", + "one", + "ru", + "oy", + "ning", + "includ", + "want", + "med", + "tem", + "som", + "mark", + "fam", + "To", + "RO", + "oot", + "pha", + "thing", + "mag", + "vi", + "kan", + "ware", + "apt", + "ambda", + "That", + "necess", + "mit" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "l", + "im", + "g", + "u", + "se", + "ation", + "be", + "if", + "th", + "us", + "ht", + "and", + "ere", + "com", + "ess", + "pe", + "j", + "pl", + "ame", + "ies", + "int", + "un", + "ich" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ic", + "im", + "ve", + "ch", + "ter", + "od", + "pe", + "The", + "pl", + "ha", + "ad", + "ign", + "which", + "app", + "i", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "work", + "return", + "ays", + "est", + "wo" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ay", + "ir", + "ver", + "un", + "ere", + "com", + "pe", + "end", + "ill", + "ex", + "art", + "The", + "this", + "ha", + "iz", + "ud", + "ang", + "ive", + "all", + "ard", + "ia" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ut", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ar", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel", + "tern", + "mo", + "det", + "cur" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "ers", + "of", + "ature", + "photograph", + "perfectly", + "lid", + "eat", + "begitu", + "liaison", + "sehen", + "evol", + "bringen", + "wunder", + "ihan", + "n", + "they", + "selection", + "beloved", + "aal", + "youtu" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "s", + "ers", + "ature", + "perfectly", + "aal", + "youtu", + "begitu", + "remember", + "evol", + "ampio", + "ameri", + "e", + "er", + "rel", + "aw", + "equip", + "has", + "photograph", + "setcounter", + "slash", + "lid" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "damn", + "ameri", + "equip", + "substantial", + "tog", + "er", + "slash", + "readily", + "officially", + "dictator", + "devenu", + "Verenigde", + "Tog", + "Publicity", + "easily", + "e", + "doctor", + "perfectly", + "overcome", + "administrator", + "immense", + "explained", + "successor", + "Creators" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "damn", + "fielder", + "er", + "ributor", + "readily", + "kowy", + "ET", + "increasing", + "Tog", + "declining", + "hur", + "Suff", + "caution", + "ameri", + "Creators", + "self", + "Looking", + "PA", + "appro", + "zaman", + "demise", + "asesin", + "ER" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "damn", + "kowy", + "fielder", + "Suff", + "caution", + "ributor", + "asesin", + "demise", + "hur", + "declining", + "Tog", + "er", + "zaman", + "aal", + "slight", + "decid", + "tentative", + "slightly", + "Creators", + "increasing", + "Considerable" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "or", + "increasing", + "caution", + "another", + "phenylsulfanyl", + "caution", + "fielder", + "kowy", + "decid", + "damn", + "explained", + "sigh", + "slightly", + "Neder", + "Bauch", + "but", + "also", + "and" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "These", + "increasing", + "but", + "desses", + "However", + "also", + "of", + "Therefore", + "these", + "resulting", + "albeit", + "However", + "hindrance", + "resulting", + "whereas" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "relatively", + "Therefore", + "hindered", + "hindrance", + "However", + "unfavorable", + "mechanisms", + "decrease", + "therefore", + "resulting", + "tions", + "overcome", + "facilitated", + "imposed", + "detrimental", + "Relatively", + "thereby", + "constraint", + "Zhang", + "increase", + "substantial", + "these", + "disadvantage", + "potential", + "considerably", + "increased" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "hindered", + "costly", + "therefore", + "expensive", + "requiring", + "consequently", + "inherently", + "Therefore", + "unfavorable", + "increased", + "relatively", + "positioned", + "resulting", + "excessively", + "mechanisms", + "imposed", + "steep", + "cumbersome", + "motivated", + "hindrance", + "burdensome", + "requires", + "gradually", + "undesirable", + "require", + "required", + "increase", + "excessive", + "imposes", + "necessitates", + "impeded", + "these" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "highly", + "massive", + "required", + "strongly", + "requiring", + "demanding", + "tightly", + "steep", + "relatively", + "collective", + "more", + "requirement", + "capable", + "motivated", + "existing", + "heavily", + "resilient", + "excessively", + "moving", + "enormous", + "inherently", + "strong", + "larger", + "newly", + "hindered", + "able", + "certain", + "numerous", + "willing", + "costly", + "various", + "difficult" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "highly", + "tightly", + "requiring", + "therefore", + "specific", + "particularly", + "inherently", + "resulting", + "localized", + "tight", + "required", + "extremely", + "strongly", + "relatively", + "undesirable", + "they", + "must", + "requirement", + "well", + "demanding", + "when", + "requirements", + "heavy", + "deeply", + "very", + "existing", + "rigid", + "costly", + "these", + "massive", + "second", + "They" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "boundary", + "inelastic", + "relatively", + "and", + "highly", + "therefore", + "flexible", + "must", + "oriented", + "length", + "rigid", + "single", + "tight", + "transverse", + "aligned", + "tightly", + "e", + "inclined", + "needing", + "flex", + "particularly", + "increasingly", + "dislocation", + "inherently", + "f", + "lines", + "requiring", + "localized", + "riddled", + "leash" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "f", + "l", + "L", + "de", + "F", + "f", + "el", + "flex", + "e", + "L", + "bend", + "line", + "flex", + "O", + "H", + "P", + "T", + "H", + "Fl", + "E", + "Y", + "D", + "i", + "flexible", + "M", + "d", + "F", + "S", + "A", + "I" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "line", + "f", + "line", + "f", + "lines", + "flex", + "flex", + "O", + "lineTo", + "F", + "L", + "bend", + "de", + "Y", + "l", + "linea", + "F", + "Fl", + "flexible", + "lines", + "flexible", + "bend" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "line", + "line", + "flexible", + "Flexible", + "flexible", + "Flexible", + "Line", + "Line", + "flex", + "flexibles", + "linea", + "lines", + "linha", + "ligne", + "flex", + "lines", + "Flex", + "linee", + "Flex", + "FLEX", + "fleks" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "flex", + "flex", + "flexible", + "Flexible", + "Flexible", + "flexible", + "flexibles", + "line", + "flexibility", + "Flex", + "Flex", + "Flexibility", + "FLEX", + "fleks", + "flexibilidad", + "flexing", + "flexibly", + "line", + "Line", + "flexion", + "inflexible", + "Line", + "Fle", + "linh", + "Fle", + "pliable" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Flexible", + "flexible", + "flex", + "flexible", + "Flexible", + "fleks", + "flexibilidad", + "flex", + "FLEX", + "Flex", + "flexibles", + "flexibility", + "Flex", + "Flexibility", + "flexibly", + "flexing", + "line", + "line", + "inflexible", + "Fle", + "Fle", + "Line", + "inflex" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "These", + "If", + "They", + "a", + "To", + "Since", + "flexible", + "This", + "Because", + "Additionally", + "For", + "You", + "When", + "In", + "Also", + "The", + "line", + "they", + "Instead", + "We", + "many", + "high", + "Here", + "Each", + "thought", + "large", + "What", + "Therefore", + "more", + "the", + "It" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 20.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "damn", + "score": 9.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "and", + "score": 9.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 8.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "nons", + "output_checked": true + }, + { + "concept": "these", + "score": 8.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "pass", + "output_checked": true + }, + { + "concept": "your", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "avoid", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "there", + "score": 4.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "decrease", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "their", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "presence", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "curvature", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "curved", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "behest", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "channels", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "hear", + "output_checked": true + }, + { + "concept": "Considerable", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "somewhat", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "because", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "also", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "must", + "output_checked": true + }, + { + "concept": "overcome", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "ability", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "highly", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tensile", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "accommodate", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "pero", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "such", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "amount", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "stability", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "obscure", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "Surprisingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "impede", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "replete", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "nons", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "additionally", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "must", + "output_checked": true + }, + { + "concept": "for", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "enraged", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "pass", + "output_checked": true + }, + { + "concept": "prolonged", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "through", + "output_checked": true + }, + { + "concept": "considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "positioned", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "line", + "output_checked": true + }, + { + "concept": "reformulation", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "rectMode", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "hear", + "output_checked": true + }, + { + "concept": "enhance", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "initiate", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "achieve", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "hindered", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "moderate", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "lateral", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "hear", + "output_checked": true + }, + { + "concept": "essential", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "able", + "output_checked": true + }, + { + "concept": "entities", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "enough", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "provide", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "channels", + "output_checked": true + }, + { + "concept": "ductile", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "passage", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "pass", + "output_checked": true + }, + { + "concept": "openings", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "channels", + "output_checked": true + }, + { + "concept": "crowded", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "through", + "output_checked": true + }, + { + "concept": "strength", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "curves", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "nons", + "output_checked": true + }, + { + "concept": "appro", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "pass", + "output_checked": true + }, + { + "concept": "defi", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "despicable", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "overcoming", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "Flexible", + "output_checked": true + }, + { + "concept": "evaluated", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "line", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-03__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-03__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-03__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-03__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Nonshearable particle obstacles 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A dispersion-treated alloy contains hard particles embedded in a softer matrix. Mobile lattice imperfections wrap around the particles rather than passing through them.", + "prompt_tail": "sion-treated alloy contains hard particles embedded in a softer matrix. Mobile lattice imperfections wrap around the particles rather than passing through them.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-particle-strengthening-04", + "carrier_id": null, + "target_family": "particle-strengthening", + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 58944, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2494 + }, + { + "label": "bowing", + "best_rank": 145752, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2501 + }, + { + "label": "strengthening", + "best_rank": 37077, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2346 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "arnataka", + "nabi", + "forcing", + "fg", + "arn", + "employment", + "Gina", + "astri", + "Executor", + "qc", + "Nong", + "absor", + "sorption", + "forcing", + "denly", + "Blocking", + "sigs", + "ners", + "blocking", + "SIG", + "Absorption", + "Angelina", + "jones", + "awesome", + "forgery" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "Signing", + "release", + "Signing", + "signed", + "signing", + "Release", + "Signed", + "Signed", + "Release", + "release", + "Released", + "Signs", + "angent", + "oscopy", + "RELEASE", + "ril", + "releasing", + "signer", + "leasing", + "ently", + "releases", + "signings", + "ueless", + "trance", + "released" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "marginLeft", + "educativo", + "Signing", + "trance", + "jaye", + "mno", + "Franken", + "ently", + "alignItems", + "Capricorn", + "Earl", + "Titans", + "Wembley", + "Eink", + "CCCCCC", + "whisper", + "Methyl", + "Eren", + "Dex" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Signing", + "mrs", + "signed", + "ksi", + "Signing", + "Release", + "release", + "compressive", + "memset", + "Signs", + "signing", + "leigh", + "pageSize", + "Signs", + "LX", + "Angst", + "signings", + "gqlgen", + "Caffeine", + "Whisper", + "anglais" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Glover", + "DOP", + "elingen", + "Oliveira", + "BOP", + "Lynn", + "Ungarn", + "Egyptian", + "atian", + "Liga", + "glacial", + "jordan", + "Horner", + "Jorge", + "magnetite", + "ynit", + "Trafford", + "Tasty", + "Tory", + "Buckley", + "Nuclear", + "Jorge", + "opl", + "hispanic", + "Rocha" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "lt", + "umers", + "Cp", + "Qaraldi", + "Penta", + "Peki", + "cp", + "qc", + "celtic", + "Ellis", + "Niagara", + "atibus", + "Aus", + "Tricks", + "jp", + "Nichols", + "Siva", + "sierra", + "dental", + "tmp", + "Nicholas" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Pleas", + "Ums", + "umer", + "mason", + "myl", + "nesium", + "ple", + "python", + "Chrys", + "eless", + "minecraft", + "jaye", + "t", + "cuer", + "paragraph", + "chy", + "scissors", + "simplify", + "Srinagar", + "min", + "orian", + "LeBron" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "RELEASE", + "bert", + "release", + "tha", + "leasing", + "haya", + "Released", + "enl", + "gh", + "Release", + "tho", + "getragen", + "en", + "RELEASE", + "numpy", + "prive", + "bli", + "front", + "mno", + "lycerin", + "front", + "ForEach", + "mathbb", + "pent", + "algo", + "nl" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "compassion", + "synes", + "prises", + "ypress", + "signings", + "signed", + "bly", + "ve", + "released", + "pump", + "kipun", + "energii", + "softener", + "google", + "s", + "r", + "ificance", + "d", + "negligence", + "impres", + "bri", + "Socrates" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "ve", + "j", + "r", + "dere", + "s", + "med", + "dir", + "en", + "ja", + "f", + "ments", + "prises", + "mal", + "ors", + "si", + "releases", + "dere", + "ations", + "k", + "t", + "ke", + "oss", + "Siren", + "sida", + "energi", + "d" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "night", + "lepas", + "haf", + "en", + "shore", + "theater", + "uette", + "ures", + "amos", + "uating", + "ers", + "selves", + "haja", + "trach", + "urably", + "ured", + "med", + "heartedly", + "g", + "itten", + "hores" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "certeza", + "voila", + "lepas", + "s", + "folds", + "ogo", + "peces", + "t", + "ures", + "fato", + "digamos", + "ardin", + "let", + "examples", + "uette", + "Moreover", + "urious", + "ve", + "exus", + "creases", + "certainly", + "nnet", + "sure" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "t", + "creases", + "folds", + "digamos", + "ified", + "certeza", + "examples", + "certainly", + "let", + "ve", + "esimerkiksi", + "urious", + "er", + "dass", + "dif", + "furthermore", + "dac", + "sen", + "cetera", + "fold" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "s", + "digamos", + "ers", + "let", + "selves", + "ding", + "ogf", + "ures", + "use", + "lepas", + "folds", + "dac", + "dif", + "uj", + "dg", + "ogo", + "exus", + "der", + "ferences", + "urious", + "credo", + "voila", + "sag" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sensibility", + "ers", + "med", + "mah", + "ium", + "ogf", + "sheep", + "nnet", + "instances", + "rite", + "Etc", + "sensual", + "ulnerable", + "gie", + "voila", + "dding", + "virt", + "assertions", + "xr", + "MgO", + "examples", + "exus", + "Diagnostics", + "skeptic" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "ODM", + "arcane", + "additive", + "discord", + "deckung", + "Postgres", + "getc", + "ong", + "Escape", + "sensibility", + "thoughtful", + "Diagnostics", + "Transforms", + "sheep", + "ycopg", + "flop", + "defensive", + "grief" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "psychic", + "arcane", + "thoughtful", + "ycopg", + "STADT", + "MYSQL", + "additive", + "Postgres", + "PLOAD", + "ODM", + "datasource", + "PSY", + "DataSource", + "MQTT", + "softener", + "Escape", + "oteric", + "typescript" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "creational", + "escent", + "hibernate", + "infractions", + "aneous", + "Notas", + "pvc", + "Diffraction", + "protrusions", + "sebum", + "psi", + "discontinuities", + "SOCK", + "esche", + "concave", + "infraction", + "MNOP", + "Maladies", + "arcade", + "tramp", + "snowboard", + "PSI" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "gewisse", + "jellem", + "brane", + "undesirable", + "permeates", + "eman", + "sag", + "Unser", + "ske", + "radiol", + "crucially", + "scriptsize", + "determinante", + "enium", + "eous", + "vortices", + "sue", + "unspecified", + "og", + "oretic", + "resiliency", + "Gestaltung" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "grout", + "iodide", + "massless", + "Sable", + "lattice", + "instabilities", + "routed", + "Nucleic", + "mittels", + "malleable", + "Grenz", + "itinerant", + "wrinkle", + "luminance", + "Notas", + "Oblast", + "enium", + "imidazol", + "laminate", + "vorticity", + "senate", + "bacilli", + "ductile", + "Horde", + "silicone", + "lastIndexOf", + "woolen", + "undesirable", + "Lorentz", + "canalicul", + "colLast", + "gewisse" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "malleable", + "migratory", + "ORIAL", + "ammable", + "itinerant", + "mullet", + "lattice", + "ILABLE", + "Mule", + "traveling", + "Mig", + "Moving", + "Moving", + "Migrate", + "canalicul", + "Compile", + "aval", + "massless", + "moving", + "Localized", + "Mutable", + "kesulitan", + "Midland", + "MLS", + "nomadic", + "grout", + "roving", + "lattice" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "mullet", + "malleable", + "lattice", + "ILABLE", + "Moving", + "Moving", + "migratory", + "lattice", + "Migrate", + "Mig", + "moving", + "dislocation", + "collie", + "aval", + "migrate", + "Goliath", + "movimenti", + "itinerant", + "traveling", + "ORIAL", + "Localized", + "ppable", + "lette", + "sailing", + "Lattice", + "mut", + "entlich", + "aisl" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "lattice", + "lattice", + "Lattice", + "ammable", + "movable", + "lattices", + "Migrate", + "malleable", + "Moving", + "trellis", + "moved", + "hareket", + "movimenti", + "moving", + "dislocation", + "idable", + "ovable", + "moveable", + "ILABLE", + "moves", + "dislocations", + "Moving", + "aille" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "mobile", + "mobile", + "Mobile", + "Mobile", + "mobil", + "MOBILE", + "obile", + "movable", + "movilidad", + "MOBILE", + "mobility", + "lattice", + "Mobil", + "mob", + "mov", + "Mobil", + "lattice", + "Mobility", + "mobiles", + "moveable", + "Mov", + "Mob" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "lattice", + "lattice", + "Lattice", + "mobile", + "ammable", + "MOBILE", + "Mobile", + "Mobile", + "mobil", + "mobile", + "lattices", + "MOBILE", + "obile", + "labile", + "latt", + "ILABLE", + "Serializable", + "lable", + "movable", + "lactate", + "atile" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "For", + "In", + "And", + "Most", + "a", + "You", + "Many", + "This", + "Large", + "Instead", + "These", + "Barrier", + "Therefore", + "If", + "Small", + "Foundation", + "Solar", + "examples", + "mobile", + "No", + "Probably", + "Unfortunately", + "Correct", + "move", + "Standard", + "example", + "Also", + "Currently", + "Phase", + "I", + "Both" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 104306, + 53234, + 188176, + 158470, + 42874, + 38174, + 10570, + 84660, + 58450, + 53063, + 79783, + 64932, + 83008, + 129609, + 90406, + 107140, + 68907, + 58945, + 128004, + 117295, + 125985, + 119109, + 96600, + 197702, + 36530, + 45672 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 143874, + 251370, + 250405, + 257691, + 105333, + 239570, + 261198, + 223255, + 261170, + 261794, + 254595, + 256130, + 252511, + 245115, + 239846, + 216928, + 209109, + 191775, + 211701, + 211718, + 204086, + 173046, + 145753, + 208780, + 247697, + 111590 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 31669, + 70292, + 83066, + 118309, + 186058, + 114240, + 164943, + 115786, + 56199, + 133889, + 236206, + 223317, + 185232, + 192941, + 213278, + 153664, + 154128, + 122344, + 96533, + 140119, + 120693, + 37078, + 79578, + 83446, + 177573, + 31506 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 34900, + 48530, + 25628, + 13226, + 2495, + 28201, + 14608, + 12965, + 64694, + 60967, + 155117, + 158861, + 157742, + 88702 + ] + }, + { + "label": "bowing", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 40841, + 37634, + 23591, + 11645, + 18613, + 7852, + 7253, + 2502, + 11771, + 17376, + 171702, + 162328, + 73986, + 130775 + ] + }, + { + "label": "strengthening", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 48011, + 75867, + 69735, + 21200, + 18613, + 31797, + 2347, + 2363, + 21091, + 58242, + 137444, + 105236, + 108710, + 78044 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "multitudes", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "embedded", + "output_checked": true + }, + { + "concept": "Composite", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "obstacles", + "score": 3.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "them", + "output_checked": true + }, + { + "concept": "pliable", + "score": 3.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "softer", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "encompass", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "defectos", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "lunatic", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "dispersion", + "output_checked": true + }, + { + "concept": "WEI", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "compositional", + "score": 2.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "Eps", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "stoneware", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "psychic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "editText", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "cyclone", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "visualized", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "genellikle", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Bathurst", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "Mobile", + "output_checked": true + }, + { + "concept": "china", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "aquellos", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "around", + "output_checked": true + }, + { + "concept": "PVC", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "waarbij", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Proced", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "commensurate", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Annot", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "dispersion", + "output_checked": true + }, + { + "concept": "Alloys", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "Wrapped", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "tratado", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "alloys", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "blemishes", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "composites", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "alps", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "dispersion", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Classic", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Gottes", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "sensibility", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "piu", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "JButton", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "pvc", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "summarize", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "Festive", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "outlined", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "Richter", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "Mobile", + "output_checked": true + }, + { + "concept": "impediments", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "them", + "output_checked": true + }, + { + "concept": "grout", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "harden", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "surrounds", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "around", + "output_checked": true + }, + { + "concept": "schwer", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "malleable", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "Lik", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "scattering", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "them", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "oto", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "superstit", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "circumference", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "around", + "output_checked": true + }, + { + "concept": "Usual", + "score": 1.0, + "best_rank": 5, + "best_depth": 72.3, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "ceramic", + "score": 1.0, + "best_rank": 6, + "best_depth": 68.1, + "near_token": "softer", + "output_checked": true + }, + { + "concept": "Posted", + "score": 1.0, + "best_rank": 8, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "et", + "se", + "th", + "row", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "anc", + "ey", + "pos", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "ground", + "ts", + "ces", + "rol", + "self", + "years", + "be", + "son", + "span" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "son", + "rence", + "enburg", + "samp", + "uq", + "pitted", + "conflicted", + "es", + "is", + "comm", + "ner", + "lar", + "ir", + "qual", + "assert", + "ju", + "carried", + "stem", + "umeric", + "eurs" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "ed", + "iv", + "j", + "ib", + "one", + "ru", + "ound", + "includ", + "med", + "som", + "mark", + "vol", + "RO", + "oot", + "pha", + "mag", + "ump", + "vi", + "ably", + "mail", + "kan", + "epend", + "ambda", + "That", + "necess", + "mit", + "Med", + "relations" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "s", + "or", + "al", + "le", + "m", + "ing", + "ion", + "as", + "el", + "l", + "st", + "im", + "g", + "u", + "se", + "ch", + "if", + "us", + "ht", + "and", + "com", + "pe", + "or", + "j", + "pl", + "ch", + "ies", + "ex", + "int" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "A", + "B", + "C", + "D", + "E", + "F", + "G", + "H", + "I", + "J", + "K", + "L", + "M", + "N", + "O", + "P", + "Q", + "R", + "S", + "T", + "U", + "V" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "ere", + "end", + "ill", + "ex", + "art", + "this", + "iz", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire", + "ge", + "ph" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "res", + "k" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "ice", + "comp", + "ord", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "n", + "ers", + "of", + "photograph", + "lid", + "they", + "selection", + "begitu", + "liaison", + "sehen", + "sof", + "heer", + "bringen", + "wunder", + "erweise", + "cik", + "Publicity", + "kuchh", + "s", + "equip" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "ers", + "rel", + "of", + "equip", + "photograph", + "perfectly", + "slash", + "lid", + "officially", + "immense", + "aal", + "martial", + "Aus", + "youtu", + "imitation", + "EG", + "tentative", + "gambar", + "devenu", + "bringen" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "fielder", + "immense", + "asesin", + "equip", + "substantial", + "damn", + "demise", + "resmi", + "Verenigde", + "Tog", + "expert", + "slash", + "tog", + "tanti", + "ameri", + "ecek", + "easily", + "e", + "er", + "creditor", + "imitation", + "explained" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "tog", + "damn", + "Tog", + "fielder", + "asesin", + "ET", + "demise", + "kowy", + "hur", + "immense", + "er", + "Looking", + "equip", + "appro", + "ributor", + "declining", + "evas", + "bunun" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "damn", + "readily", + "immense", + "Tog", + "demise", + "kowy", + "asesin", + "slight", + "mostly", + "fielder", + "hur", + "ET", + "decid", + "declining", + "bunun", + "vieux", + "crs" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "of", + "decid", + "Neder", + "phenylsulfanyl", + "readily", + "sigh", + "explained", + "merkezi", + "demise", + "fielder", + "caution", + "ujar", + "bunun", + "kowy", + "commonly", + "rather", + "enuation", + "almost" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "S", + "positioned", + "O", + "desses", + "These", + "However", + "hindrance", + "of", + "preventing", + "isso", + "and", + "but", + "lication", + "However" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "positioned", + "surrounding", + "preventing", + "resulting", + "of", + "mechanisms", + "situated", + "cohesive", + "allowing", + "structures", + "However", + "causing", + "such", + "memastikan", + "such", + "wanneer", + "ensuring", + "relatively", + "structure", + "influenced" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "mechanisms", + "resulting", + "selectively", + "actively", + "ensures", + "cohesive", + "interconnected", + "seemingly", + "gradually", + "atypical", + "tightly", + "unwavering", + "unique", + "external", + "preventing", + "predefined", + "positioned", + "inherently", + "surrounding", + "relatively", + "effectively", + "ed", + "ensuring", + "gently", + "subtly", + "refracted", + "continuously", + "situated", + "Unlike", + "self", + "prevents", + "seamlessly" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "highly", + "s", + "resilient", + "massive", + "rather", + "cohesive", + "more", + "focused", + "often", + "inherently", + "wandering", + "existing", + "relatively", + "surrounding", + "deeply", + "seemingly", + "S", + "typically", + "commonly", + "structured", + "staunch", + "nearby", + "localized", + "slightly", + "widespread", + "strongly", + "actively", + "guided", + "strategically", + "E", + "specialized", + "tightly" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "surrounding", + "highly", + "nearby", + "well", + "localized", + "rather", + "second", + "truly", + "resilient", + "cohesive", + "typical", + "inherently", + "boundary", + "specific", + "unique", + "nearly", + "ized", + "inherent", + "particularly", + "resulting", + "relatively", + "rarely", + "pervasive", + "complex", + "related", + "typically", + "widespread", + "tightly", + "interconnected", + "S", + "majority" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "mobile", + "mobile", + "Mobile", + "mobility", + "localized", + "lattice", + "and", + "moving", + "Mobile", + "movable", + "m", + "nearby", + "Mo", + "or", + "boundary", + "mobil", + "rather", + "local", + "relatively", + "s", + "M", + "metastable", + "mob", + "migrating", + "loosely", + "migratory", + "e" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "mobile", + "mobile", + "moving", + "Mobile", + "Mobile", + "movable", + "mobility", + "mobil", + "movilidad", + "M", + "Moving", + "mov", + "O", + "mov", + "Mobility", + "liik", + "Moving", + "moving", + "l", + "L", + "el", + "M", + "Mo" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "mobile", + "mobile", + "moving", + "mobility", + "movilidad", + "Mobile", + "Mobile", + "moving", + "Mobility", + "mobil", + "mov", + "mobil", + "mobility", + "Moving", + "movable", + "M", + "mov", + "m", + "move", + "MOBILE", + "moved", + "Moving" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "mobile", + "lattice", + "mobile", + "lattice", + "Mobile", + "moving", + "movable", + "Mobile", + "movilidad", + "getMove", + "MOBILE", + "mov", + "Moving", + "mobility", + "mobil", + "liik", + "moving", + "mov", + "re", + "H", + "moved", + "mobiles", + "M" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "mobile", + "mobile", + "Mobile", + "mob", + "Mobile", + "mobil", + "mobility", + "mobiles", + "movilidad", + "MOBILE", + "mob", + "Mobil", + "mobil", + "Mob", + "Mobility", + "Mobil", + "mobili", + "mobility", + "Mob", + "movable", + "MOBILE" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "mobile", + "mobile", + "Mobile", + "Mobile", + "MOBILE", + "mobil", + "MOBILE", + "mobil", + "mob", + "Mobil", + "mobiles", + "mob", + "Mobil", + "mobili", + "movilidad", + "obile", + "lattice", + "mobilize", + "mobilise", + "mobilized", + "lattice" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "For", + "In", + "And", + "Most", + "a", + "You", + "Many", + "This", + "Large", + "Instead", + "These", + "Barrier", + "Therefore", + "If", + "Small", + "Foundation", + "Solar", + "examples", + "mobile", + "No", + "Probably", + "Unfortunately", + "Correct", + "move", + "Standard", + "example", + "Also", + "Currently", + "Phase", + "I", + "Both" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 12.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "considerably", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "softer", + "output_checked": true + }, + { + "concept": "damn", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "treatment", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "been", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "asesin", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "embedded", + "output_checked": true + }, + { + "concept": "positioned", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Mobile", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "Interestingly", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "rather", + "output_checked": true + }, + { + "concept": "each", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "around", + "output_checked": true + }, + { + "concept": "various", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "slight", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "rebuke", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "around", + "output_checked": true + }, + { + "concept": "merely", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "through", + "output_checked": true + }, + { + "concept": "characterized", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "comparatively", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "softer", + "output_checked": true + }, + { + "concept": "comprising", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "enhance", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "inherently", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "such", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "provide", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "identified", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "numerous", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "surrounding", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "around", + "output_checked": true + }, + { + "concept": "phases", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "Mobile", + "output_checked": true + }, + { + "concept": "somebody", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "wan", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "in", + "output_checked": true + }, + { + "concept": "substantial", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "obscure", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "Mobile", + "output_checked": true + }, + { + "concept": "anhyd", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "etre", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "dispersion", + "output_checked": true + }, + { + "concept": "declining", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "Mobile", + "output_checked": true + }, + { + "concept": "Looking", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "presum", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "additionally", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "toward", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "Mobile", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "appalling", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "them", + "output_checked": true + }, + { + "concept": "manufact", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "suitable", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "insulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "commonly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "detrimental", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "cenderung", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "them", + "output_checked": true + }, + { + "concept": "remarkably", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "exerting", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "surrounded", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "embedded", + "output_checked": true + }, + { + "concept": "relatively", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "herhangi", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "them", + "output_checked": true + }, + { + "concept": "odnosno", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "utilized", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "compositions", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "possesses", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "tenacious", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "propelled", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "layers", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "embedded", + "output_checked": true + }, + { + "concept": "Typically", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "typically", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Mobile", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "preferentially", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rather", + "output_checked": true + }, + { + "concept": "rigidly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "than", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-04__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-04__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-04__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-04__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Nonshearable particle obstacles 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Two alloys contain the same particle fraction, but the alloy with finer obstacle spacing requires a larger applied stress to move its line defects.", + "prompt_tail": "Two alloys contain the same particle fraction, but the alloy with finer obstacle spacing requires a larger applied stress to move its line defects.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-particle-strengthening-05", + "carrier_id": null, + "target_family": "particle-strengthening", + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 23253, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 7371 + }, + { + "label": "bowing", + "best_rank": 90665, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 2402 + }, + { + "label": "strengthening", + "best_rank": 27366, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 2000 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "arnataka", + "forcing", + "arn", + "employment", + "nabi", + "fg", + "Forsyth", + "forcing", + "Executor", + "sigs", + "absor", + "Blocking", + "Fors", + "harnessing", + "Nong", + "awesome", + "blocking", + "Angelina", + "astri", + "irg", + "qc", + "niki", + "SIG", + "Gina" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "Signing", + "release", + "Signing", + "signing", + "Release", + "release", + "signed", + "oscopy", + "angent", + "Release", + "Signs", + "Signed", + "Signed", + "leasing", + "addItem", + "else", + "releasing", + "Released", + "ril", + "whisper", + "RELEASE", + "trance", + "something", + "Eink" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Signing", + "Signing", + "release", + "whisper", + "signing", + "Release", + "tempi", + "signings", + "something", + "educativo", + "April", + "else", + "Whisper", + "release", + "Release", + "aad", + "aise", + "addItem", + "Signed", + "alignItems", + "getSign", + "acque", + "October", + "estamp", + "releasing" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "squre", + "panorama", + "er", + "kvadr", + "compassion", + "itsa", + "endregion", + "classrooms", + "Resin", + "wC", + "txn", + "sintered", + "odymium", + "rest", + "lasts", + "proporcion", + "aced", + "weg", + "amazon", + "spur", + "Socrates", + "asegurarse", + "dew", + "diatom" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Civilization", + "Constitution", + "NotNull", + "ail", + "Cren", + "getDefault", + "Codes", + "hale", + "debugger", + "addObject", + "aches", + "bane", + "arthritis", + "Negative", + "Zet", + "mig", + "Code", + "antibiotics", + "antibiotic" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "nCenters", + "atibus", + "umers", + "pdelay", + "daniel", + "Qaraldi", + "restricting", + "qc", + "strategies", + "dew", + "astri", + "kvadr", + "inz", + "Mw", + "Napa", + "jp", + "rnb", + "Peki", + "generosity", + "DCs", + "cpt", + "Aus" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "nesium", + "Ums", + "mason", + "mysql", + "jaye", + "Pleas", + "ple", + "singh", + "python", + "myl", + "ruptedException", + "chy", + "parabol", + "Chrys", + "Finally", + "menos", + "mysql", + "paragraph", + "eless", + "Srinagar", + "softener", + "cuer", + "Cardinals", + "Signup", + "umer" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "tha", + "RELEASE", + "leasing", + "FAF", + "ForEach", + "mathbb", + "enl", + "ukai", + "prive", + "gh", + "release", + "tho", + "numpy", + "lycer", + "escal", + "getragen", + "handful", + "mno", + "Released", + "bli", + "supermerc", + "urably" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "compassion", + "releases", + "synes", + "ve", + "prises", + "pump", + "bly", + "energii", + "Caffeine", + "released", + "google", + "ypress", + "d", + "negligence", + "kipun", + "ments", + "release" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "ve", + "j", + "r", + "ments", + "s", + "prises", + "si", + "s", + "d", + "ja", + "pertin", + "dere", + "t", + "energii", + "ke", + "releases", + "el", + "k", + "compassion", + "ors", + "dir", + "erasan", + "su", + "pump", + "synes", + "iber", + "mal", + "furthermore" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "gehend", + "med", + "ujos", + "uri", + "shore", + "t", + "to", + "amos", + "rog", + "siz", + "siz", + "se", + "dir", + "iven", + "selves", + "ser", + "lepas", + "haf", + "og", + "osof", + "Moreover", + "say" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "gehend", + "fato", + "hearted", + "ve", + "Moreover", + "esimerkiksi", + "t", + "med", + "Kalau", + "s", + "do", + "digamos", + "ujos", + "Furthermore", + "iven", + "strokes", + "heartedly", + "udir", + "voila", + "certainly", + "ogo", + "folds", + "fif" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "t", + "esimerkiksi", + "enorm", + "ve", + "sur", + "digamos", + "med", + "certainly", + "gehend", + "folds", + "dif", + "comienzo", + "s", + "ified", + "creases", + "preponder", + "say", + "slik", + "sa", + "urious", + "moreover", + "cetera", + "dac" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "do", + "med", + "selves", + "ments", + "gehend", + "perd", + "zeug", + "ief", + "enorm", + "proverbial", + "s", + "da", + "particular", + "ogf", + "orable", + "opr", + "system", + "instances", + "vehement" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "dac", + "s", + "ments", + "vehement", + "system", + "do", + "Etc", + "instances", + "proverbial", + "egu", + "size", + "da", + "argumento", + "sby", + "eurs", + "siniz", + "gehend", + "registers", + "ers", + "ite", + "vb", + "eben", + "siz" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "nnnn", + "rrrr", + "rade", + "assertions", + "xr", + "ments", + "contended", + "Etc", + "imperative", + "dud", + "diamonds", + "zeug", + "constraint", + "teh", + "rrr", + "instances", + "Xr", + "ghijkl", + "geschwindigkeit", + "expans", + "eur", + "Sioux", + "horrend" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "Notas", + "securityMarks", + "PLOAD", + "psychic", + "assertions", + "intensive", + "AnimationFrame", + "sensibility", + "mathml", + "psicologia", + "ODM", + "esfuerzos", + "ycopg", + "softener", + "diamonds" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "Notas", + "postulated", + "discontinuities", + "Nota", + "gdf", + "ceptible", + "MNOP", + "meisjes", + "Contour", + "remarked", + "engender", + "infractions", + "bepaalde", + "gesellschaft", + "uminate", + "busters", + "Increment", + "whisk", + "adage", + "infraction" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "Notas", + "Nota", + "Note", + "Notes", + "Nota", + "undesirable", + "ed", + "bepaalde", + "lemonade", + "Increment", + "intend", + "enunciado", + "whisk", + "Unterschiede", + "woolen", + "Note", + "beachten", + "determinadas", + "zapis", + "dirigentes", + "Lines" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "Lines", + "linea", + "lineales", + "line", + "Line", + "lineHeight", + "line", + "lineage", + "Notas", + "lines", + "Line", + "LINE", + "linie", + "lines", + "Lamin", + "LINES", + "linie", + "Transporte", + "iliency", + "Linen", + "enium", + "Lines", + "Linie" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Lines", + "line", + "lines", + "Lines", + "linea", + "LINES", + "Line", + "LINES", + "lines", + "Line", + "line", + "lineHeight", + "LINE", + "newLine", + "elines", + "eline", + "Linie", + "linie", + "dislocation", + "lignes", + "linie", + "dislocations", + "linha", + "rope" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "Lines", + "lines", + "Lines", + "line", + "LINES", + "linea", + "lines", + "Line", + "Line", + "LINES", + "line", + "elines", + "rope", + "lignes", + "newLine", + "Linie", + "linee", + "addLine", + "dislocation" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "line", + "line", + "Line", + "Line", + "lines", + "Lines", + "linea", + "ligne", + "Linie", + "Lines", + "linha", + "linee", + "newLine", + "lines", + "LINE", + "linie", + "linie", + "lineHeight", + "LINE", + "lijn" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "line", + "line", + "Line", + "Line", + "linea", + "lines", + "LINE", + "ligne", + "Lines", + "Linie", + "eline", + "Lines", + "LINE", + "linee", + "newLine", + "lines", + "iline", + "linha", + "linie" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "line", + "Line", + "line", + "Line", + "Linie", + "linea", + "LINE", + "ligne", + "newLine", + "LINE", + "linee", + "iline", + "lines", + "linha", + "lijn", + "lineHeight", + "Lines", + "pline" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Wait", + "ities", + "In", + "These", + "but", + "atoms", + "space", + "com", + "our", + "No", + "For", + "the", + "particles", + "space", + "However", + "line", + "s", + "from", + "structure", + "entire", + "ies", + "organic", + "symbols", + "of", + "Our", + "We", + "Each", + "Is", + "quantity", + "these", + "Instead" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 97110, + 65893, + 53434, + 15459, + 65068, + 32861, + 14366, + 98402, + 53928, + 57983, + 71987, + 62093, + 92115, + 141413, + 100920, + 81773, + 63090, + 98010, + 106792, + 23254, + 41593, + 76510, + 41394, + 84599, + 19978, + 10274 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 137662, + 252449, + 256641, + 224374, + 218774, + 222436, + 261759, + 200609, + 261647, + 261263, + 244359, + 250472, + 242021, + 238884, + 240635, + 244768, + 212538, + 217888, + 201682, + 209610, + 209479, + 159956, + 171553, + 90666, + 152745, + 29470 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 23386, + 54444, + 26397, + 38463, + 94155, + 25472, + 188914, + 107420, + 62668, + 89205, + 169860, + 181365, + 153390, + 100197, + 115629, + 161532, + 92595, + 143971, + 163405, + 132098, + 76428, + 49163, + 65611, + 27367, + 108007, + 3420 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 37455, + 53352, + 32256, + 21471, + 9088, + 22106, + 8333, + 7372, + 53087, + 44266, + 40454, + 69241, + 86039, + 54720 + ] + }, + { + "label": "bowing", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 3980, + 5009, + 8892, + 3014, + 12632, + 18956, + 7418, + 2403, + 60850, + 188917, + 200071, + 167609, + 60754, + 44262 + ] + }, + { + "label": "strengthening", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 23517, + 24935, + 63352, + 63782, + 41949, + 45515, + 2040, + 2001, + 14525, + 35395, + 63561, + 95661, + 58545, + 14749 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "Lines", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "size", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 3.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "its", + "output_checked": true + }, + { + "concept": "boundary", + "score": 3.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "line", + "output_checked": true + }, + { + "concept": "than", + "score": 3.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "Notas", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Anteil", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "compositional", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "Breathe", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Breath", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "intervals", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "more", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "force", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "determinada", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "with", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "flanking", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "Both", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "approximates", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "Mathematics", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "tendon", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "INI", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "Inv", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "Particles", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "they", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "but", + "output_checked": true + }, + { + "concept": "Dtos", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "obstacles", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "determinado", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "BMX", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "atrocious", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "crystals", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "LEC", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "line", + "output_checked": true + }, + { + "concept": "mismos", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "same", + "output_checked": true + }, + { + "concept": "RED", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "inch", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "fraction", + "output_checked": true + }, + { + "concept": "Comment", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "line", + "output_checked": true + }, + { + "concept": "grained", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "finer", + "output_checked": true + }, + { + "concept": "slik", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "digress", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "same", + "output_checked": true + }, + { + "concept": "azide", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "LEC", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "finer", + "output_checked": true + }, + { + "concept": "Manipulation", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "SEL", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "line", + "output_checked": true + }, + { + "concept": "number", + "score": 1.0, + "best_rank": 3, + "best_depth": 91.5, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "jon", + "score": 1.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "stress", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "ter", + "th", + "wh", + "ers", + "res", + "le", + "row", + "ng", + "ther", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "pr", + "text", + "any", + "anc", + "clud", + "ey", + "oint", + "der", + "tr", + "sh", + "pect" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "t", + "es", + "is", + "og", + "ie", + "comp", + "az", + "ner", + "son", + "ware", + "sl", + "ir", + "assert", + "mente", + "sav", + "ju", + "carried", + "rence", + "stem", + "umeric", + "Enable", + "kepada", + "vec" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "or", + "y", + "j", + "ch", + "ive", + "ust", + "all", + "math", + "ib", + "ast", + "one", + "iew", + "ound", + "ike", + "left", + "itt", + "ON", + "gr", + "ict", + "pol", + "raph", + "ext", + "tem", + "ke", + "som", + "ized", + "arn", + "mark", + "mathb" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "en", + "al", + "ou", + "ro", + "l", + "im", + "ation", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "ff", + "orm", + "ast", + "ile", + "ice", + "ab", + "du", + "ge", + "ber", + "ear", + "row" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "de", + "ch", + "qu", + "ity", + "The", + "le", + "ha", + "from", + "im", + "ad", + "us", + "which", + "com", + "i", + "ar", + "yst", + "che", + "ag", + "ize", + "we", + "est", + "my", + "oint", + "mask" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "an", + "it", + "is", + "le", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "ve", + "de", + "ay", + "ch", + "qu", + "ir", + "ly", + "ra", + "un", + "ere", + "com", + "pe", + "end", + "ill" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "ort", + "se", + "L" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ment", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ring", + "ar", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "son", + "sina", + "n", + "s", + "ature", + "has", + "photograph", + "perfectly", + "youtu", + "eat", + "sof", + "ers", + "ses", + "they", + "liaison", + "evol", + "glow", + "gambar", + "heer", + "Publicity", + "e", + "ly", + "ment" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "youtu", + "successfully", + "e", + "rel", + "of", + "ature", + "has", + "perfectly", + "sof", + "successor", + "ameri", + "easily", + "n", + "son", + "strongly", + "sleep", + "shaped", + "Aus", + "eat", + "remember", + "evol", + "gambar", + "Publicity" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "substantial", + "substantially", + "ameri", + "fielder", + "e", + "damn", + "tanti", + "easily", + "outrage", + "Publicity", + "united", + "pah", + "facilmente", + "fourteenth", + "Iy", + "overcome", + "explained", + "somebody", + "diffuse", + "facilement", + "Tog" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "damn", + "readily", + "ameri", + "outrage", + "substantial", + "declining", + "fielder", + "substantially", + "litigation", + "cooking", + "immense", + "tanti", + "overcome", + "hindrance", + "Iy", + "impeding", + "Tog", + "hindering", + "Publicity", + "impending", + "somebody", + "anteced" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "damn", + "tog", + "impending", + "outrage", + "immense", + "readily", + "Considerable", + "substantial", + "declining", + "outraged", + "ameri", + "avrebbe", + "Tog", + "fielder", + "litigation", + "prohibit", + "papan", + "hindrance", + "acceptable", + "oppression", + "anteced", + "aquele", + "tanti" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "outraged", + "enraged", + "substantially", + "damn", + "hindering", + "ameri", + "vehement", + "outrage", + "agreeing", + "horrend", + "despicable", + "substantial", + "ujar", + "considerably", + "vehemently", + "impending", + "preponder", + "Publicity", + "immense", + "suppressing", + "reforms", + "severely", + "Decree", + "contending", + "shockingly", + "publicity", + "prohibiting" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "imposed", + "hurled", + "preponder", + "insulting", + "substantially", + "termed", + "hindering", + "despicable", + "lorf", + "because", + "analogous", + "criticizing", + "tantamount", + "hindrance", + "criticized", + "avrebbe", + "zunehm", + "markedly", + "hindered", + "promoting", + "indicating", + "bepaalde", + "similar", + "detrimental" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "surpassing", + "tions", + "imposed", + "behavi", + "Essas", + "lorf", + "relatively", + "Allowing", + "comparatively", + "tion", + "Generalized", + "mechanisms", + "Similar", + "Exponential", + "increased", + "Zhang" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "these", + "mechanisms", + "hindered", + "resultant", + "theses", + "ability", + "decrease", + "resisting", + "those", + "intrinsic", + "hindering", + "their", + "inherently", + "frictional", + "upheaval", + "characteristic", + "achieving", + "tions", + "increase", + "specified", + "adversely", + "inducing", + "hindrance", + "tional", + "thwarted" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "collective", + "wandering", + "larger", + "highly", + "storied", + "massive", + "various", + "these", + "associated", + "those", + "simply", + "its", + "newly", + "numerous", + "more", + "active", + "relatively", + "disruptive", + "their", + "existing", + "outstanding", + "some", + "crippling", + "motivated", + "upward", + "striking", + "local", + "internal", + "identified", + "resilient", + "cohesive", + "well" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "S", + "m", + "L", + "N", + "l", + "f", + "st", + "n", + "H", + "d", + "M", + "on", + "A", + "D", + "re", + "R", + "a", + "E", + "U", + "a", + "k", + "O", + "K", + "G", + "un", + "h", + "C", + "e", + "t", + "In" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "line", + "l", + "s", + "l", + "L", + "S", + "n", + "L", + "N", + "line", + "on", + "H", + "m", + "un", + "h", + "e", + "p", + "and", + "d", + "ons", + "man", + "O", + "an", + "T", + "re", + "i", + "I", + "S", + "and", + "de", + "H" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "l", + "line", + "line", + "l", + "L", + "L", + "lines", + "lines", + "Line", + "un", + "N", + "O", + "H", + "Line", + "d", + "S", + "Lines", + "el", + "n", + "oline", + "D", + "eline", + "v", + "M", + "ad", + "de", + "Lines" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "line", + "line", + "l", + "l", + "L", + "Line", + "lines", + "Line", + "d", + "lines", + "N", + "O", + "S", + "L", + "Lines", + "m", + "un", + "n", + "H", + "Lines", + "B", + "v", + "M", + "ne", + "s", + "on", + "p", + "A", + "ine", + "re" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "line", + "line", + "Line", + "Line", + "lines", + "ligne", + "linha", + "Lines", + "linea", + "lines", + "addLine", + "LINE", + "linie", + "linee", + "LINE", + "l", + "Linie", + "eline", + "Lines" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "line", + "line", + "Line", + "Line", + "linea", + "lines", + "LINE", + "ligne", + "LINE", + "linha", + "linee", + "eline", + "lines", + "Lines", + "Lines", + "linie", + "addLine", + "lin", + "Linie" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "line", + "line", + "Line", + "Line", + "LINE", + "linea", + "LINE", + "linee", + "ligne", + "lines", + "iline", + "linha", + "Linea", + "lineHeight", + "Linie", + "lineNumber" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Wait", + "ities", + "In", + "These", + "but", + "atoms", + "space", + "com", + "our", + "No", + "For", + "the", + "particles", + "space", + "However", + "line", + "s", + "from", + "structure", + "entire", + "ies", + "organic", + "symbols", + "of", + "Our", + "We", + "Each", + "Is", + "quantity", + "these", + "Instead" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 22.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "higher", + "score": 11.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "they", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "but", + "output_checked": true + }, + { + "concept": "more", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "damn", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "same", + "output_checked": true + }, + { + "concept": "these", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "exerted", + "score": 5.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "voltage", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "line", + "output_checked": true + }, + { + "concept": "amount", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "grained", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "finer", + "output_checked": true + }, + { + "concept": "size", + "score": 4.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "outrage", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "to", + "output_checked": true + }, + { + "concept": "slight", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "lorf", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "greater", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "fractions", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "fraction", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "its", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "finer", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "ameri", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "contain", + "output_checked": true + }, + { + "concept": "engend", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "significantly", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "whose", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "achieved", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "finer", + "output_checked": true + }, + { + "concept": "respective", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "systems", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "proportions", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Looking", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "glorious", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "juu", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "impending", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "multitude", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "reverting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "fraction", + "output_checked": true + }, + { + "concept": "markedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "hindering", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "Interestingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "persevere", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "acceptable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "outraged", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "may", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "same", + "output_checked": true + }, + { + "concept": "daha", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "excessively", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "finer", + "output_checked": true + }, + { + "concept": "because", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "bzw", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "resulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "relatively", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "its", + "output_checked": true + }, + { + "concept": "concepts", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "same", + "output_checked": true + }, + { + "concept": "components", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "produced", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "decrease", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "increased", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "effective", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "compositions", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "excellent", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "contain", + "output_checked": true + }, + { + "concept": "possesses", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "overall", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "finer", + "output_checked": true + }, + { + "concept": "fewer", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "increase", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "minimum", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "applied", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-05__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-05__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-05__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-05__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Quench-induced coordinated transformation 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A carbon steel quenched too rapidly for long-range solute redistribution develops a hard acicular product with a body-centered cell elongated along one axis.", + "prompt_tail": "A carbon steel quenched too rapidly for long-range solute redistribution develops a hard acicular product with a body-centered cell elongated along one axis.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-rapid-transformation-01", + "carrier_id": null, + "target_family": "rapid-transformation", + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 6107, + "best_depth": 55.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 6994 + }, + { + "label": "Bain", + "best_rank": 12180, + "best_depth": 44.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 368 + }, + { + "label": "tetragonal", + "best_rank": 4755, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 405 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "arnataka", + "arn", + "forcing", + "fg", + "nabi", + "qc", + "bors", + "Blocking", + "WATER", + "Gina", + "Fors", + "employment", + "Sask", + "astri", + "lifeline", + "jose", + "Nong", + "pn", + "Uy", + "Karla", + "Forsyth", + "forcing", + "denly", + "ners", + "blocking", + "niki", + "patria" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "release", + "Signing", + "Signing", + "Release", + "signing", + "Release", + "signed", + "release", + "oscopy", + "Released", + "releasing", + "Signed", + "releases", + "RELEASE", + "else", + "ril", + "Signed", + "angent", + "something", + "whisper", + "leasing", + "Signs", + "signings", + "released", + "Angelina", + "signer", + "addItem", + "ently" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "release", + "Signing", + "Signing", + "whisper", + "April", + "Release", + "something", + "else", + "Signed", + "signings", + "signing", + "Release", + "aise", + "educativo", + "whis", + "getSign", + "Whisper", + "release", + "releasing", + "mols", + "enero", + "awsze", + "RELEASE", + "October", + "tempi", + "estamp", + "aad" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "kvadr", + "squre", + "panorama", + "rest", + "compassion", + "sintered", + "proporcion", + "slik", + "Resin", + "Siva", + "txn", + "dew", + "Lawn", + "odymium", + "DCs", + "classrooms", + "rectMode", + "endregion", + "orestation", + "Klas", + "diatom", + "greenery", + "spur", + "wC" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Civilization", + "Constitution", + "aches", + "debugger", + "Cren", + "getDefault", + "Codes", + "antibiotic", + "Tape", + "Dekor", + "ail", + "Krebs", + "arthritis", + "Tape", + "cortex", + "Negative", + "unlike", + "NotNull", + "antibiotics", + "addObject", + "Zet", + "constant", + "inherits", + "scrapbook" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "atibus", + "restricting", + "Rew", + "daniel", + "nCenters", + "Apna", + "Temporary", + "inz", + "Napa", + "Fabio", + "Aby", + "nath", + "lifeline", + "resolute", + "annals", + "Joh", + "Natalia", + "Finlandia", + "chiq", + "underlining", + "REGI", + "lejos" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mysql", + "Cardinals", + "jaye", + "mysql", + "mason", + "Bedroom", + "ruptedException", + "Ums", + "singh", + "Chirurgien", + "Ajax", + "Masukkan", + "DONT", + "nesium", + "Eps", + "Chrys", + "Milk", + "Finalmente", + "Eminem" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "RELEASE", + "bert", + "haya", + "release", + "leasing", + "gh", + "tha", + "enl", + "Release", + "Released", + "numpy", + "prive", + "getragen", + "Fruit", + "tho", + "ukai", + "supermerc", + "lycer", + "mno", + "Psych", + "escal", + "ForEach", + "FAF", + "gi", + "bli", + "front" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "compassion", + "releases", + "synes", + "ve", + "bly", + "r", + "s", + "t", + "energii", + "sm", + "d", + "released", + "release", + "prises", + "impres", + "signed", + "Releases", + "kipun", + "slik" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "j", + "ve", + "dere", + "s", + "si", + "r", + "s", + "t", + "ja", + "iber", + "ors", + "releases", + "f", + "ke", + "issant", + "d", + "dir", + "cer", + "al", + "ser", + "f", + "mal", + "oss", + "bly", + "j", + "release", + "erek" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "gehend", + "med", + "heartedly", + "shore", + "night", + "perfect", + "ujos", + "rad", + "amos", + "ures", + "rog", + "schein", + "bu", + "iven", + "manner", + "siz", + "hearted", + "lepas", + "haf" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "esimerkiksi", + "certeza", + "fato", + "Moreover", + "furthermore", + "beispielsweise", + "Kalau", + "certainly", + "ardin", + "Furthermore", + "heartedly", + "voila", + "digamos", + "folds", + "moreover", + "differenza", + "med", + "ified", + "examples", + "urious", + "mason", + "soften" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "esimerkiksi", + "s", + "t", + "med", + "digamos", + "preponder", + "certeza", + "folds", + "ified", + "creases", + "certainly", + "fato", + "furthermore", + "dif", + "urious", + "moreover", + "comienzo", + "beispielsweise", + "Kalau", + "ve", + "Moreover", + "enorm", + "scapes" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "selves", + "perfect", + "decadent", + "manner", + "requisite", + "laissez", + "vehement", + "ures", + "conspicuous", + "oretic", + "digamos", + "do", + "tyle", + "s", + "ief", + "scape", + "zeug", + "primes", + "final", + "particular", + "ding" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "zeug", + "thoughtful", + "itect", + "sheep", + "assertions", + "sensibility", + "ardin", + "sheep", + "xr", + "quartz", + "Maladies", + "mah", + "goddess", + "postulated", + "gie", + "matics", + "vehement", + "builders", + "rebuilt", + "skeptic" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "thoughtful", + "ODM", + "Xr", + "ainder", + "zeug", + "rious", + "sheep", + "Organization", + "rebuilt", + "rectangles", + "Diagnostics", + "Transforms", + "indows", + "organization", + "additive", + "Blocks", + "iciary", + "ghijkl", + "flop" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "thoughtful", + "ainder", + "rectangles", + "PLOAD", + "adjacent", + "obtuse", + "ODM", + "additive", + "undirected", + "psychic", + "BUILD", + "cryptic", + "itect", + "Unique", + "stderr", + "STADT", + "NonNull", + "rhomb", + "STANDARD", + "MTLTexture" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "concave", + "ainder", + "malleable", + "irregularly", + "comprised", + "hierarch", + "sporadically", + "infractions", + "extraneous", + "postulated", + "hypothesized", + "erection", + "DISTINCT", + "distinct", + "masonry", + "trapez", + "delineated", + "geometric", + "erect", + "NonNull", + "weed", + "requisite", + "oblong", + "visualized", + "mainstay", + "cuyos", + "extant", + "einzige", + "striated", + "hibernate", + "alphanumeric", + "Contour" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "Gestaltung", + "jellem", + "striated", + "chambres", + "commensurate", + "radiol", + "diminta", + "sen", + "clave", + "chelon", + "unique", + "predominant", + "radian", + "carab", + "s", + "preferentially", + "claves", + "determinante", + "trab", + "iary", + "SEL", + "conscient", + "cuyos", + "resultante", + "Klassen", + "predomin" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "centric", + "Oriente", + "lucent", + "concave", + "commensurate", + "luminance", + "oriented", + "chambres", + "circumferential", + "caldera", + "derzeit", + "partite", + "Oriented", + "obtuse", + "determinante", + "orientado", + "clave", + "Orientation", + "bimestre", + "prism", + "semif", + "striated", + "privy", + "contrived", + "pyramidal", + "indeterminate" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "centric", + "CRC", + "lengthwise", + "Oriente", + "obtuse", + "TypeCode", + "circumferential", + "dihedral", + "Binder", + "CRC", + "prism", + "lucent", + "arca", + "derzeit", + "LastError", + "PMC", + "spheroid", + "quartzite", + "camped", + "IERC", + "Indexed", + "inboard", + "Harcourt", + "Borden", + "unsaturated", + "condomin", + "chal" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "centric", + "Oriente", + "lengthwise", + "oriente", + "spheroid", + "oriented", + "orientation", + "prism", + "arca", + "orientado", + "Pentec", + "PMC", + "CRC", + "Orientation", + "LastError", + "circumferential", + "determinante", + "centered", + "createState", + "ellipsoid", + "Oriented", + "tri", + "Mittel" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "Centered", + "CENTER", + "MiddleCenter", + "centered", + "centered", + "centering", + "centric", + "centering", + "centri", + "cent", + "centrifuged", + "cell", + "centro", + "Zent", + "ocentric", + "Cent", + "centers", + "cells", + "Cent", + "centros", + "anced", + "ocent", + "cent", + "CENTR", + "centro", + "AlignCenter", + "centroids" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "body", + "Centered", + "cent", + "Cent", + "centered", + "centered", + "centering", + "centers", + "Cent", + "CENTER", + "centrifuged", + "Body", + "Body", + "centro", + "cent", + "centers", + "centri", + "body", + "center", + "center", + "centric", + "centering", + "MiddleCenter", + "ocentric" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "body", + "Body", + "Bodies", + "Body", + "bodies", + "body", + "BCC", + "Bodies", + "cuerpo", + "FromBody", + "badan", + "centrifuged", + "bodied", + "anci", + "bcc", + "ace", + "cuerpos" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "axis", + "body", + "ated", + "These", + "amen", + "axis", + "op", + "Axis", + "alpha", + "many", + "ath", + "No", + "Phase", + "a", + "one", + "in", + "I", + "cell", + "In", + "right", + "Body", + "hardened", + "aligned", + "student", + "BC", + "elongated", + "Thorne", + "proton", + "Alpha", + "times" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 231652, + 223609, + 243476, + 23445, + 78429, + 95702, + 40803, + 237048, + 135211, + 185923, + 95228, + 21396, + 24096, + 55899, + 6108, + 37957, + 16790, + 30194, + 29833, + 26995, + 13948, + 50069, + 30260, + 36165, + 21228, + 3149 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 117411, + 180539, + 141631, + 98931, + 68224, + 58250, + 184889, + 124209, + 129706, + 81308, + 22905, + 12181, + 15509, + 30131, + 83518, + 174132, + 192014, + 158779, + 24495, + 39803, + 94476, + 68275, + 68924, + 63515, + 137685, + 4521 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 144881, + 1020, + 4438, + 222597, + 9306, + 257028, + 111051, + 37963, + 241813, + 249069, + 234850, + 259236, + 259695, + 209542, + 196240, + 37760, + 13231, + 29198, + 124035, + 64475, + 4756, + 6546, + 5825, + 11767, + 8933, + 4004 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 9067, + 21296, + 17525, + 130257, + 167909, + 88393, + 125547, + 8866, + 33192, + 6995, + 13026, + 23629, + 77075, + 116147 + ] + }, + { + "label": "Bain", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 21905, + 24814, + 19761, + 33595, + 54535, + 29047, + 24954, + 12881, + 2688, + 969, + 369, + 3406, + 2308, + 3439 + ] + }, + { + "label": "tetragonal", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 205673, + 146964, + 87631, + 66339, + 11296, + 12875, + 18976, + 18542, + 6958, + 651, + 406, + 1152, + 3239, + 3129 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "time", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "long", + "output_checked": true + }, + { + "concept": "dure", + "score": 4.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "long", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "fundamentals", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "particular", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "martens", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "distance", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "cubic", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "dioxide", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "esimerkiksi", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "SIZE", + "score": 2.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "range", + "output_checked": true + }, + { + "concept": "XYZ", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "ITest", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "too", + "output_checked": true + }, + { + "concept": "serta", + "score": 2.0, + "best_rank": 4, + "best_depth": 55.3, + "near_token": "along", + "output_checked": true + }, + { + "concept": "MYSQL", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "PLOAD", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "mottled", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "ajax", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "concave", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "mut", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "elongation", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "carbono", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Ranges", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "range", + "output_checked": true + }, + { + "concept": "extension", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "far", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "too", + "output_checked": true + }, + { + "concept": "needles", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "aigu", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "with", + "output_checked": true + }, + { + "concept": "Transformation", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "dont", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "too", + "output_checked": true + }, + { + "concept": "Pseudo", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "visualize", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "MRD", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "havent", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "too", + "output_checked": true + }, + { + "concept": "outages", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "for", + "output_checked": true + }, + { + "concept": "hazards", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "range", + "output_checked": true + }, + { + "concept": "arent", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "spheroid", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "pseudo", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "Zou", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "singularities", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "constit", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "predisposition", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "fringes", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "along", + "output_checked": true + }, + { + "concept": "latent", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "IMA", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "innate", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "with", + "output_checked": true + }, + { + "concept": "Brahman", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "harden", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "for", + "output_checked": true + }, + { + "concept": "dian", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "Three", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "solutes", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "resh", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "direction", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "along", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "ISHED", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "testers", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "for", + "output_checked": true + }, + { + "concept": "instante", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "predominate", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "ToBe", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "for", + "output_checked": true + }, + { + "concept": "Mannschaften", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "body", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "s", + "se", + "th", + "row", + "gh", + "ar", + "ne", + "ook", + "inter", + "anc", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "min", + "ground", + "ts", + "ces", + "self", + "years", + "be", + "son", + "span", + "ined", + "ke", + "na", + "rivate", + "ters" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "is", + "comp", + "ner", + "son", + "whatever", + "rence", + "umeric", + "sap", + "multif", + "sst", + "perk", + "haute", + "ocs", + "enburg", + "malloc", + "encompasses", + "spar", + "menes" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "j", + "ust", + "ib", + "ge", + "one", + "te", + "iew", + "ild", + "ound", + "left", + "ob", + "itt", + "ON", + "cept", + "ict", + "uring", + "raph", + "ext", + "ke", + "ij", + "eb", + "arn", + "mathb", + "da", + "fin" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "ro", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "du", + "ge", + "ber", + "row", + "pr", + "mathrm", + "sa", + "de", + "St", + "col", + "yst", + "round" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "on", + "he", + "en", + "s", + "m", + "de", + "qu", + "ra", + "pro", + "com", + "ity", + "The", + "le", + "ha", + "from", + "ad", + "The", + "which", + "com", + "i", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "who" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "s", + "an", + "it", + "is", + "al", + "ar", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "de", + "ay", + "qu", + "ir", + "os", + "ly", + "ra", + "un", + "ri", + "pro", + "ere" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ut", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "app", + "rel", + "tern", + "mo", + "cur", + "ident" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "bringen", + "n", + "s", + "of", + "ization", + "photograph", + "they", + "selection", + "liaison", + "sehen", + "sof", + "e", + "perfectly", + "eat", + "EG", + "evol", + "kaya", + "glow", + "wunder", + "RJ" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "technically", + "bringen", + "e", + "officially", + "aal", + "EG", + "liaison", + "remember", + "evol", + "tentative", + "sof", + "ampio", + "er", + "ET", + "equip", + "has", + "FIG" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "substantial", + "Verenigde", + "e", + "organization", + "fielder", + "ET", + "pochi", + "bringen", + "Tog", + "ameri", + "equip", + "colabor", + "aal", + "reliance", + "er", + "appro", + "reput", + "substantially", + "shaped", + "immense", + "damn", + "imitation", + "tentative" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "ET", + "tog", + "er", + "damn", + "Tog", + "shaped", + "pochi", + "kowy", + "Verenigde", + "e", + "ameri", + "substantial", + "gigantic", + "immense", + "aal", + "appro", + "indiv", + "profoundly", + "avrebbe", + "slight", + "ischen", + "organization", + "ampio", + "stai", + "currently" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "Tog", + "shaped", + "avrebbe", + "immense", + "readily", + "Considerable", + "ET", + "gigantic", + "damn", + "aal", + "profoundly", + "slight", + "pochi", + "kowy", + "ampio", + "slightly", + "er", + "decid", + "primarily", + "tremendous", + "organization" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "profoundly", + "sigh", + "avrebbe", + "shaped", + "ameri", + "scathing", + "markedly", + "plethora", + "substantial", + "gigantic", + "tentative", + "Verenigde", + "slightly", + "Iz", + "PhysRev", + "slight", + "decidedly", + "stai", + "considerably", + "profound", + "immense", + "reminiscent", + "Selon" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "profoundly", + "reminiscent", + "Webinar", + "concomitant", + "tumultuous", + "Cependant", + "markedly", + "plethora", + "Webin", + "considerable", + "profound", + "similaire", + "traduction", + "scathing", + "difund", + "conm", + "Considerable" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "reminiscent", + "characterized", + "Seperti", + "prevalent", + "shaped", + "markedly", + "devoid", + "defined", + "predefined", + "wherein", + "exceedingly", + "formed", + "shaped", + "positioned", + "termed", + "uninterrupted", + "consisting" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "predefined", + "devoid", + "defined", + "reminiscent", + "strongly", + "seemingly", + "markedly", + "tilted", + "shaped", + "tightly", + "succinctly", + "surrounded", + "profoundly", + "aligned", + "exemplified", + "marred", + "prevalent", + "misguided", + "moderately", + "intricately", + "accompanied", + "succinct", + "punctuated", + "unassuming", + "rapidly", + "consisting", + "inherently", + "homogenous", + "focused", + "resultant", + "swiftly", + "resembling" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "defined", + "S", + "typically", + "ed", + "highly", + "focused", + "strongly", + "structured", + "nearly", + "massive", + "distinct", + "centered", + "surrounded", + "predominantly", + "storied", + "prominent", + "established", + "often", + "E", + "intricately", + "typical", + "vibrant", + "sprawling", + "comprising", + "aligned", + "developed", + "deeply", + "notable", + "vastly", + "devoid", + "th" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "S", + "b", + "well", + "structure", + "resulting", + "notable", + "structured", + "and", + "defined", + "highly", + "single", + "massive", + "elongated", + "centered", + "resultant", + "a", + "formed", + "multifaceted", + "typical", + "overall", + "e", + "focused", + "specialized", + "oriented", + "tailored", + "typically", + "common", + "established", + "ed", + "symmetrical" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "and", + "oriented", + "b", + "centric", + "a", + "centered", + "typically", + "been", + "single", + "structure", + "cavity", + "structured", + "riddled", + "ed", + "core", + "well", + "octahedral", + "pyramidal", + "centric", + "aligned", + "shaped", + "crystal", + "B", + "typical", + "crystall", + "besieged", + "co", + "phase", + "surrounded" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "elongated", + "B", + "C", + "Ta", + "a", + "Up", + "Ih", + "centric", + "c", + "b", + "besitzt", + "Ah", + "Pr", + "Se", + "cylindrical", + "Single", + "bores", + "Sur", + "Bl", + "Lo", + "Sl", + "Bader", + "S", + "D", + "single", + "Bl" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "centered", + "centric", + "centric", + "Centered", + "centered", + "centred", + "center", + "center", + "centers", + "bie", + "Center", + "centrally", + "cell", + "centering", + "Zentrum", + "centros", + "oriented", + "ized", + "spher", + "Center", + "centre", + "centro", + "centra", + "cells", + "elongated", + "CENTER" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "cell", + "B", + "cells", + "centered", + "Centered", + "centered", + "body", + "cent", + "BC", + "Cent", + "centering", + "centros", + "b", + "centro", + "MiddleCenter", + "BCC", + "B", + "center", + "Cent", + "Cells", + "CENTER", + "cellules", + "centering", + "Body", + "centric", + "getCell", + "CENT", + "Body", + "centrally", + "cellule" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "body", + "Body", + "Body", + "cent", + "Cent", + "body", + "center", + "Cent", + "bodies", + "centered", + "Centered", + "cell", + "centers", + "cuerpo", + "CENTER", + "centered", + "BODY", + "centering", + "cent", + "centre", + "CENT", + "centering", + "centra", + "BODY" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "body", + "body", + "Body", + "Body", + "Bodies", + "bodies", + "BCC", + "Bodies", + "BODY", + "cuerpo", + "BODY", + "Cent", + "Cent", + "bodied", + "cent", + "FromBody", + "Centered" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "axis", + "body", + "ated", + "These", + "amen", + "axis", + "op", + "Axis", + "alpha", + "many", + "ath", + "No", + "Phase", + "a", + "one", + "in", + "I", + "cell", + "In", + "right", + "Body", + "hardened", + "aligned", + "student", + "BC", + "elongated", + "Thorne", + "proton", + "Alpha", + "times" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 17.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "for", + "output_checked": true + }, + { + "concept": "considerably", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "body", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "too", + "output_checked": true + }, + { + "concept": "slight", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "damn", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "devoid", + "score": 4.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "product", + "output_checked": true + }, + { + "concept": "time", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "long", + "output_checked": true + }, + { + "concept": "cubic", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "substantial", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "excessively", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "excessive", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "concomitant", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "products", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "product", + "output_checked": true + }, + { + "concept": "quenching", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "soon", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "too", + "output_checked": true + }, + { + "concept": "Looking", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "somebody", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "behest", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "along", + "output_checked": true + }, + { + "concept": "impending", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "autre", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "copious", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "toward", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "along", + "output_checked": true + }, + { + "concept": "detrimental", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tenacious", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "long", + "output_checked": true + }, + { + "concept": "facilitated", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "comprising", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "body", + "output_checked": true + }, + { + "concept": "appreciable", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "long", + "output_checked": true + }, + { + "concept": "extensive", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "structure", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "direction", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "along", + "output_checked": true + }, + { + "concept": "lasting", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "long", + "output_checked": true + }, + { + "concept": "hardness", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "crystal", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "martens", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "brittle", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "conventional", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "hardening", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "exc", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "inmedi", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "range", + "output_checked": true + }, + { + "concept": "imasmim", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "apre", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "along", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "ample", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "plethora", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "undesired", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "body", + "output_checked": true + }, + { + "concept": "peculiar", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "along", + "output_checked": true + }, + { + "concept": "predominant", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "markedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "predominantly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "body", + "output_checked": true + }, + { + "concept": "functionalities", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "produce", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "intensively", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "debilit", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "range", + "output_checked": true + }, + { + "concept": "removeItem", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "becomes", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "resulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-01__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-01__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-01__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-01__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Quench-induced coordinated transformation 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Severe cooling converts the parent face-centered phase into fine laths almost instantaneously. Carbon remains trapped and the product has unequal axial lattice parameters.", + "prompt_tail": "ing converts the parent face-centered phase into fine laths almost instantaneously. Carbon remains trapped and the product has unequal axial lattice parameters.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-rapid-transformation-02", + "carrier_id": null, + "target_family": "rapid-transformation", + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "thought", + "generated_token_ids": [ + 45518 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 11313, + "best_depth": 63.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 2377 + }, + { + "label": "Bain", + "best_rank": 1605, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 4336 + }, + { + "label": "tetragonal", + "best_rank": 121, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 87 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "arn", + "forcing", + "nabi", + "fg", + "arnataka", + "employment", + "forcing", + "Gina", + "astri", + "Executor", + "ners", + "qc", + "Blocking", + "niki", + "hydros", + "jose", + "SIG", + "WATER", + "Nong", + "awesome", + "blocking", + "pn", + "absor", + "Blake", + "sigs", + "Absorption", + "sorption" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "release", + "Signing", + "signed", + "Release", + "signing", + "Signing", + "Release", + "Signed", + "release", + "Released", + "Signs", + "Signed", + "angent", + "leasing", + "trance", + "releases", + "signer", + "signings", + "releasing", + "ril", + "RELEASE", + "ueless", + "released", + "signs", + "oscopy", + "Releases" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "ocked", + "jaye", + "Campylobacter", + "ProductCategory", + "marginLeft", + "icro", + "mno", + "Methyl", + "methyl", + "Methyl" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "mrs", + "compressive", + "Angst", + "weg", + "LX", + "Mrs", + "ksi", + "Mrs", + "ueless", + "Pum", + "Microsc", + "Conventions", + "memset", + "feldt" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "DOP", + "Glover", + "elingen", + "Egyptian", + "Lynn", + "jordan", + "Ungarn", + "Oliveira", + "BOP", + "atian", + "hispanic", + "glacial", + "Jorge", + "cp", + "Horner", + "ccin", + "magnetite", + "cinn", + "Nuclear", + "Georg", + "Jorge", + "Cp", + "plante", + "Bowman", + "Dore", + "Buckley", + "Rocha" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Cp", + "lt", + "qc", + "cp", + "umers", + "Ellis", + "jp", + "Qaraldi", + "Nicholas", + "Niagara", + "APPA", + "celtic", + "alex", + "Nichols", + "atlantic", + "tmp", + "lng", + "plumber", + "hamilton", + "dental", + "Quincy" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mason", + "Pleas", + "Ums", + "umer", + "nesium", + "python", + "ple", + "myl", + "jaye", + "mysql", + "ruptedException", + "multiply", + "Chrys", + "softener", + "Finally", + "paragraph", + "chy", + "minecraft", + "orian", + "Eps", + "Eminem", + "Kristall", + "Chiron" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "RELEASE", + "leasing", + "tha", + "release", + "enl", + "gh", + "FAF", + "ForEach", + "mathbb", + "Released", + "numpy", + "lycer", + "getragen", + "Release", + "escal", + "ukai", + "prive", + "tho", + "algo", + "Fruit", + "supermerc", + "en", + "handful" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "compassion", + "synes", + "prises", + "releases", + "bly", + "r", + "ve", + "certainly", + "energii", + "impres", + "ypress", + "released", + "furthermore", + "ulina", + "signings", + "asegurarse", + "d", + "kipun", + "cik", + "signed", + "Drucker" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "j", + "ve", + "s", + "r", + "s", + "dir", + "d", + "dere", + "ments", + "t", + "si", + "ors", + "furthermore", + "pertin", + "mal", + "prises", + "k", + "f", + "ja", + "bly", + "st", + "ep", + "su", + "synes", + "ser", + "min" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "gehend", + "en", + "night", + "shore", + "theater", + "ujos", + "rog", + "Moreover", + "lepas", + "dir", + "heartedly", + "uri", + "manner", + "digamos", + "whereas", + "urious", + "rad", + "se", + "rologic" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "Moreover", + "Furthermore", + "furthermore", + "certeza", + "urious", + "digamos", + "filosof", + "moreover", + "esimerkiksi", + "ve", + "med", + "Kalau", + "differenza", + "preval", + "fato", + "beispielsweise", + "cetera", + "folds", + "t", + "dif", + "certainly", + "deer", + "ujos" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "urious", + "moreover", + "furthermore", + "digamos", + "creases", + "t", + "ve", + "enorm", + "esimerkiksi", + "ified", + "preval", + "certeza", + "Moreover", + "filosof", + "s", + "dif", + "soften", + "certainly", + "sur", + "cetera", + "med", + "preponder", + "preponderance", + "folds", + "misalnya" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "particular", + "Moreover", + "urious", + "manner", + "vehement", + "digamos", + "perfect", + "proverbial", + "dire", + "preval", + "filosof", + "eben", + "posteriori", + "notion", + "Etc", + "dif", + "perd", + "particularmente", + "certeza", + "argumento", + "Veamos", + "rolog", + "amor", + "leve", + "s" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sensibility", + "Etc", + "quartz", + "vehement", + "assertions", + "argumento", + "philosophy", + "sheep", + "ium", + "sheep", + "imperative", + "xr", + "particular", + "zeug", + "aptitude", + "horrend", + "fortitude", + "bcd", + "dud", + "softening", + "interposed", + "consequently", + "politik", + "horror", + "filosofia", + "dac", + "peculiarity" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "fortitude", + "discord", + "nnnn", + "rrrr", + "horrid", + "atrocious", + "Etc", + "sensibility", + "horrend", + "cryptic", + "rediscovered", + "sheep", + "aptitude", + "ODM", + "quartz", + "horrible", + "conflicting", + "mmmm", + "grotesque", + "sporadic", + "metaphysical", + "mysterious", + "unfortunate", + "additive" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "WRITE", + "discord", + "cryptic", + "obtuse", + "horrid", + "additive", + "Resultado", + "cipher", + "MYSQL", + "psychic", + "Postgres", + "krypt", + "MQTT", + "obnoxious", + "typescript", + "atrocious", + "securityMarks", + "workbook", + "obsessive" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "disparity", + "discord", + "disparities", + "undesirable", + "magnitudes", + "problematic", + "mysteriously", + "mumbled", + "Unterschiede", + "Different", + "mysterious", + "paranormal", + "Notas", + "remarked", + "Nomad", + "undesired", + "mismatched", + "aptitude", + "MNOP", + "attempted", + "irregular", + "diferente", + "heterogeneity", + "unbalanced", + "horribly", + "Solaris", + "Gnome", + "consequently", + "sporadic" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "disparity", + "mismatched", + "undesirable", + "Unterschiede", + "unequal", + "inequ", + "disparities", + "unterschied", + "inconsistencies", + "inequality", + "discrepancies", + "Differences", + "unbalanced", + "deviated", + "imbalances", + "incompatible", + "Inequality", + "inconsistent", + "diferencias", + "undesired", + "unsatisfactory", + "dissimilar", + "mismatch", + "Different", + "differing", + "differentiated", + "inexplic", + "asymmetrical", + "unsatisfied", + "discrepancy" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "unequal", + "mismatched", + "inequ", + "inequality", + "undesirable", + "desigual", + "unbalanced", + "inconsistent", + "Inequality", + "anisotropic", + "unequ", + "unsatisfactory", + "inhomogeneous", + "inequalities", + "uneven", + "atypical", + "undesired", + "unterschied", + "Inequal", + "incompatible", + "unsatisfied", + "impure", + "Unterschiede", + "unjust", + "asymmetrical", + "nonuniform", + "uncorrelated", + "inequities", + "indeterminate" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "unequal", + "mismatched", + "desigual", + "inequality", + "inequ", + "inconsistent", + "undesirable", + "unbalanced", + "anharmonic", + "inequalities", + "unpleasant", + "unequ", + "Inequal", + "angles", + "incompatible", + "uneven", + "anisotropic", + "asymmetric", + "unterschied", + "Inequality", + "inad", + "angled", + "asymmetrical", + "undefined", + "irregular", + "atypical", + "Infant" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "unequal", + "desigual", + "mismatched", + "inequ", + "inequality", + "uneven", + "unequ", + "Une", + "asymmetrical", + "inequalities", + "asymmetric", + "anisotropic", + "Inequality", + "inconsistent", + "unbalanced", + "Inequal", + "irregular", + "Une", + "incongru", + "undesirable", + "unpleasant", + "illogical", + "desigualdad", + "incompatible", + "anharmonic", + "incorrect", + "discordant", + "unjust" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "unequal", + "inequality", + "desigual", + "Une", + "Une", + "unequ", + "Inequal", + "une", + "inequ", + "inequalities", + "Inequality", + "desigualdad", + "isEqual", + "une", + "uneven", + "UNE", + "uneas", + "mismatched", + "inequities", + "assertEqual", + "Unreal", + "UNE", + "Bernal", + "Equal", + "toEqual", + "unreal", + "equil" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "unequal", + "inequality", + "desigual", + "Une", + "unequ", + "Une", + "une", + "inequ", + "Inequal", + "desigualdad", + "inequalities", + "Inequality", + "inequities", + "isEqual", + "UNE", + "EQU", + "equil", + "une", + "assertEqual", + "equ", + "eq", + "UNE", + "uq", + "uniaxial", + "EQ", + "equatorial", + "neq" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "unequal", + "Une", + "Une", + "desigual", + "une", + "Inequal", + "inequality", + "unequ", + "desigualdad", + "UNE", + "UNE", + "inequalities", + "une", + "inequ", + "Inequality", + "Ine", + "neq", + "uene", + "hne", + "Unmarshal", + "ine", + "uned", + "uniaxial", + "uine", + "unea", + "dine" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "For", + "ne", + "I", + "Let", + "These", + "In", + "You", + "respect", + "com", + "png", + "shape", + "ically", + "Thus", + "Unlike", + "We", + "some", + "e", + "line", + "York", + "one", + "It", + "other", + "Ia", + "Paris", + "also", + "many", + "Ordnung", + "as", + "a", + "only" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 236329, + 159258, + 27042, + 48930, + 74346, + 142545, + 26545, + 239122, + 135541, + 140240, + 101676, + 28869, + 19128, + 44658, + 24711, + 14444, + 11314, + 26059, + 63390, + 69035, + 41563, + 41316, + 21594, + 15352, + 16393, + 10482 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 130336, + 219796, + 206950, + 207739, + 38102, + 78022, + 184379, + 124326, + 134659, + 75823, + 22865, + 11336, + 15731, + 22821, + 30848, + 69633, + 120310, + 17064, + 1606, + 7030, + 26071, + 14485, + 107141, + 115017, + 143248, + 37912 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 125524, + 1580, + 3949, + 30495, + 90684, + 84007, + 147389, + 31090, + 246991, + 253309, + 206450, + 256412, + 258832, + 210267, + 201419, + 53557, + 17160, + 21825, + 43220, + 9820, + 1877, + 386, + 154, + 122, + 392, + 25359 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 8038, + 18330, + 13650, + 94066, + 108428, + 62771, + 41729, + 2378, + 4885, + 5134, + 6307, + 3065, + 8605, + 43812 + ] + }, + { + "label": "Bain", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 24363, + 20437, + 15987, + 25253, + 36659, + 74635, + 53718, + 8413, + 6121, + 4337, + 6793, + 12824, + 36440, + 57064 + ] + }, + { + "label": "tetragonal", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 188388, + 162383, + 107793, + 55046, + 50056, + 50691, + 15731, + 23654, + 3971, + 412, + 174, + 88, + 726, + 145 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "dure", + "score": 5.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "tedious", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "parents", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "been", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "has", + "output_checked": true + }, + { + "concept": "carbono", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "tuk", + "score": 3.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "cuidado", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "atrocious", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "parameters", + "output_checked": true + }, + { + "concept": "aporta", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "disparity", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "looted", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "SPC", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "colorless", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "dioxide", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "Carbon", + "output_checked": true + }, + { + "concept": "manner", + "score": 2.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "respectful", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "Carbon", + "output_checked": true + }, + { + "concept": "ind", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "slightest", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "Severe", + "output_checked": true + }, + { + "concept": "eure", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "teh", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "coloro", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "fortitude", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "exploring", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "customizable", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "into", + "output_checked": true + }, + { + "concept": "worthless", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "suffices", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "apreciar", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ILayout", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "into", + "output_checked": true + }, + { + "concept": "tribulations", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "Mazda", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "parameters", + "output_checked": true + }, + { + "concept": "oficio", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "circumstantial", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "unaltered", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "OCA", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "anointed", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "aths", + "output_checked": true + }, + { + "concept": "instinctively", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "atherosclerosis", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "focus", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "phases", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "into", + "output_checked": true + }, + { + "concept": "voila", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sensibility", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "MNOP", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "into", + "output_checked": true + }, + { + "concept": "LEC", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "visualize", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "Carbon", + "output_checked": true + }, + { + "concept": "nonparametric", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "intric", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "vertebrate", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "compositional", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "normal", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "face", + "output_checked": true + }, + { + "concept": "anormal", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "face", + "output_checked": true + }, + { + "concept": "RequestContext", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "chords", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "aths", + "output_checked": true + }, + { + "concept": "traps", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "lieb", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "parameters", + "output_checked": true + }, + { + "concept": "principi", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "fact", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "l", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "History", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "Carbon", + "output_checked": true + }, + { + "concept": "Gewalt", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "product", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "et", + "se", + "th", + "wh", + "row", + "ar", + "ne", + "yst", + "inter", + "any", + "anc", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "ces", + "rol", + "years", + "be", + "log", + "son", + "span", + "ters", + "roll", + "section", + "ler", + "mod", + "direct" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "uq", + "lar", + "rence", + "enburg", + "seo", + "amit", + "pitted", + "conflicted", + "decayed", + "lasan", + "son", + "assert", + "ju", + "umeric", + "LI", + "comple", + "afin" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "ed", + "ro", + "se", + "if", + "ra", + "one", + "ru", + "che", + "oy", + "red", + "ning", + "includ", + "som", + "mark", + "vol", + "ush", + "oot", + "pha", + "thing", + "mag", + "key", + "vi", + "kan", + "ambda", + "That", + "mit", + "Med", + "lar", + "alt", + "utions", + "suggest" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ing", + "ion", + "el", + "l", + "im", + "g", + "ur", + "se", + "ation", + "if", + "th", + "us", + "ht", + "ers", + "ere", + "com", + "ess", + "pe", + "ity", + "j", + "pl", + "ame", + "ex", + "int", + "ich", + "av" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "A", + "B", + "C", + "D", + "E", + "F", + "G", + "H", + "I", + "J", + "K", + "L", + "M", + "N", + "O", + "P", + "Q", + "R", + "S", + "T", + "U", + "V" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ay", + "ir", + "ver", + "ht", + "ere", + "end", + "ill", + "ex", + "art", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire", + "ge", + "ph", + "ong" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "id", + "ut", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "ew", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "comp", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "set", + "to", + "app" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "lid", + "they", + "eat", + "begitu", + "sehen", + "evol", + "sof", + "heer", + "bringen", + "liberd", + "wunder", + "n", + "s", + "ers", + "aw", + "substantial", + "selection", + "novembre", + "octobre", + "Ik", + "aar", + "aat" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "depart", + "substantial", + "aal", + "aat", + "eat", + "remember", + "sof", + "wunder", + "ampio", + "ain", + "aw", + "slash", + "lid", + "officially", + "pog", + "ein", + "imitation", + "superstar", + "begitu", + "liaison", + "sehen", + "evol" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "substantial", + "Tog", + "fielder", + "tog", + "behalf", + "substantially", + "rique", + "Verenigde", + "ameri", + "ecek", + "Uit", + "et", + "amente", + "aat", + "antwort", + "tentative", + "profoundly", + "garanti", + "Outgoing", + "throwback", + "fourteenth", + "Creators", + "merkezi", + "slight" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "readily", + "Tog", + "fielder", + "kowy", + "ameri", + "damn", + "ributor", + "avrebbe", + "contending", + "Verenigde", + "substantial", + "aat", + "demise", + "circumstances", + "asesin", + "ET", + "slight", + "appro", + "ain", + "immense", + "attacker", + "accepted", + "pochi" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "Tog", + "avrebbe", + "fielder", + "kowy", + "readily", + "damn", + "ributor", + "contending", + "substantial", + "immense", + "demise", + "ameri", + "slight", + "aat", + "asesin", + "tentative", + "circumstances", + "attacker", + "lichkeit", + "accepted", + "ecek", + "acciaio" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "ameri", + "substantial", + "considerably", + "nedeniyle", + "arupani", + "contending", + "jgamma", + "decree", + "reverting", + "bunun", + "damn", + "bizarre", + "substantially", + "exacerbated", + "avrebbe", + "tanti", + "CustB", + "severely", + "Decree", + "despicable", + "immense", + "aat" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "exacerbated", + "resulted", + "elated", + "championed", + "caused", + "resulting", + "insulting", + "another", + "resulting", + "despite", + "scolded", + "protruding", + "tersebut", + "hindrance", + "marred", + "because", + "unfavorable" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "resulting", + "resulted", + "resulting", + "characterized", + "resultant", + "undesirable", + "reminiscent", + "caused", + "characteristics", + "coupled", + "characteristic", + "imparted", + "characteristics", + "unfavorable", + "described", + "imposed", + "associated", + "allowing", + "exceedingly", + "excessively", + "exacerbated", + "detrimental", + "unsatisfactory", + "upheaval", + "causing", + "marred" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "resulting", + "skewed", + "undesirable", + "unequal", + "excessively", + "perplexed", + "stubbornly", + "disparity", + "resulted", + "characteristic", + "unfavorable", + "upheaval", + "unexpectedly", + "exacerbated", + "unbalanced", + "asymmetrical", + "abnormally", + "unintentionally", + "inexplicable", + "inexplic", + "debilitating", + "resultant", + "heightened", + "exasper", + "perplexing", + "inherent", + "markedly", + "noticeably", + "undesired", + "hindering", + "unintentional", + "unapolog" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "unequal", + "skewed", + "unbalanced", + "slightly", + "uneven", + "asymmetrical", + "excessively", + "stubbornly", + "asymmetric", + "staggering", + "differing", + "disparity", + "abnormally", + "abnormal", + "highly", + "disproportion", + "different", + "strongly", + "coupled", + "unprecedented", + "markedly", + "divergent", + "tilted", + "slight", + "vastly", + "mismatched", + "significantly", + "fractured", + "noticeably", + "irregular", + "inherent", + "severely" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "unequal", + "mismatched", + "asymmetrical", + "asymmetric", + "differing", + "mismatch", + "different", + "uneven", + "unbalanced", + "disparity", + "disparate", + "dissimilar", + "varying", + "irregular", + "inequ", + "asymmetry", + "inconsistent", + "skewed", + "divergent", + "unequ", + "nonuniform", + "symmetrical", + "discrepancies", + "inequality", + "distorted", + "imbalance", + "ymmetrical", + "atypical", + "poorly", + "disproportion", + "unconventional", + "staggered" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "unequal", + "inequ", + "mismatched", + "unequ", + "desigual", + "uneven", + "non", + "asymmetric", + "asymmetrical", + "inequality", + "un", + "different", + "irregular", + "Une", + "differing", + "mismatch", + "nonuniform", + "inequalities", + "Un", + "dissimilar", + "disproportion", + "atypical", + "irregularly", + "disparate", + "unbalanced", + "equal", + "varying", + "Une", + "unconventional" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "unequal", + "Un", + "unequ", + "inequ", + "Une", + "mismatched", + "desigual", + "un", + "Une", + "uniaxial", + "non", + "inequality", + "skewed", + "mismatch", + "inequalities", + "asymmetric", + "asymmetrical", + "Un", + "Ir", + "irregular", + "Non", + "une", + "atypical", + "uneven", + "Twist", + "unbalanced" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "unequal", + "inequ", + "unequ", + "inequality", + "uneven", + "Une", + "desigual", + "inequalities", + "mismatched", + "Une", + "asymmetric", + "irregular", + "asymmetrical", + "nonuniform", + "anisotropic", + "mismatch", + "skewed", + "uniaxial", + "Inequality", + "Un", + "irregularly", + "Inequal", + "desigualdad", + "une", + "unbalanced", + "distorted", + "irrational" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "unequal", + "une", + "Une", + "Une", + "unequ", + "desigual", + "inequ", + "inequality", + "une", + "uneven", + "Inequal", + "equal", + "equal", + "UNE", + "Inequality", + "Equal", + "inequalities", + "axial", + "desigualdad", + "UNE", + "axial", + "un", + "EQU", + "uniaxial", + "Equal", + "unea", + "neq" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "unequal", + "une", + "Une", + "Une", + "unequ", + "inequ", + "desigual", + "inequality", + "Inequal", + "une", + "inequalities", + "unea", + "UNE", + "Inequality", + "EQU", + "desigualdad", + "UNE", + "axial", + "neq", + "unia", + "equ", + "EQ", + "uneven", + "axial", + "EQ", + "Equal", + "uniaxial" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "unequal", + "Une", + "une", + "Une", + "UNE", + "Inequal", + "unequ", + "UNE", + "inequ", + "desigual", + "inequality", + "une", + "ine", + "inequalities", + "Ine", + "Inequality", + "equ", + "hne", + "unia", + "AQ", + "uene", + "EQ", + "ane", + "neq", + "ne", + "NE", + "Sne", + "unea" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "For", + "ne", + "I", + "Let", + "These", + "In", + "You", + "respect", + "com", + "png", + "shape", + "ically", + "Thus", + "Unlike", + "We", + "some", + "e", + "line", + "York", + "one", + "It", + "other", + "Ia", + "Paris", + "also", + "many", + "Ordnung", + "as", + "a", + "only" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 8.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "has", + "output_checked": true + }, + { + "concept": "been", + "score": 8.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "has", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 6.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "into", + "output_checked": true + }, + { + "concept": "your", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "certainly", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "there", + "score": 4.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "parents", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "axis", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "introdu", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "impede", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "Looking", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "product", + "output_checked": true + }, + { + "concept": "amt", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "within", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "positioned", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "resulting", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "resembling", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "produced", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "product", + "output_checked": true + }, + { + "concept": "configurations", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "well", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "therefore", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "parenting", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "appellate", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "grosseur", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "creditor", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "face", + "output_checked": true + }, + { + "concept": "certiorari", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "l", + "output_checked": true + }, + { + "concept": "overcoming", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "revered", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "immense", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "anhyd", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "product", + "output_checked": true + }, + { + "concept": "utter", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "face", + "output_checked": true + }, + { + "concept": "appreciative", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "severely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "substantial", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "product", + "output_checked": true + }, + { + "concept": "notifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "remained", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "product", + "output_checked": true + }, + { + "concept": "insulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "consequently", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "product", + "output_checked": true + }, + { + "concept": "emotions", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "face", + "output_checked": true + }, + { + "concept": "centric", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "trajectory", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "effortlessly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "exquisite", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "initiate", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Carbon", + "output_checked": true + }, + { + "concept": "motionless", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "bizarre", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "uneven", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "unequal", + "output_checked": true + }, + { + "concept": "rectMode", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "differences", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "parameters", + "output_checked": true + }, + { + "concept": "webpages", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "face", + "output_checked": true + }, + { + "concept": "holistic", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "aligned", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "approximate", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "surrounding", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "resultant", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "product", + "output_checked": true + }, + { + "concept": "exceptional", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "unequal", + "output_checked": true + }, + { + "concept": "situated", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "coupled", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "parameters", + "output_checked": true + }, + { + "concept": "provide", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "coherent", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "layered", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "aths", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-02__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-02__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-02__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-02__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Quench-induced coordinated transformation 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A rapidly cooled steel forms hard plates by coordinated short-distance atomic motion. No composition partitioning is detected across the moving interface.", + "prompt_tail": "A rapidly cooled steel forms hard plates by coordinated short-distance atomic motion. No composition partitioning is detected across the moving interface.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-rapid-transformation-03", + "carrier_id": null, + "target_family": "rapid-transformation", + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 23323, + "best_depth": 46.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 320 + }, + { + "label": "Bain", + "best_rank": 678, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 994 + }, + { + "label": "tetragonal", + "best_rank": 8309, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 3296 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "employment", + "ocking", + "nabi", + "employment", + "forcing", + "fg", + "arnataka", + "arn", + "astri", + "Gina", + "absor", + "Nong", + "ners", + "sigs", + "awesome", + "SIG", + "Blocking", + "fections", + "forcing", + "signatures", + "Angelina", + "radiology", + "blocking", + "denly", + "sorption", + "puzzle", + "Fors", + "puri" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "release", + "Signing", + "Release", + "signed", + "Signing", + "signing", + "Release", + "Signed", + "Released", + "release", + "Signed", + "leasing", + "Signs", + "trance", + "RELEASE", + "angent", + "released", + "releases", + "releasing", + "signings", + "ently", + "signer", + "ueless", + "oscopy", + "else", + "signs" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "ocked", + "jaye", + "Methyl", + "Analyze", + "Finals", + "maven", + "methyl", + "trance", + "requireNonNull", + "Selig", + "Methyl", + "ently" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "mrs", + "compressive", + "ksi", + "Angst", + "Signing", + "akan", + "Mrs", + "a", + "LX", + "memset", + "signed", + "Signing", + "weg", + "Conventions", + "Pum", + "Socrates", + "Mrs", + "pageSize" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "DOP", + "elingen", + "Egyptian", + "Lynn", + "Glover", + "Georg", + "jordan", + "Ungarn", + "atian", + "hispanic", + "Jorge", + "cinn", + "glacial", + "ccin", + "magnetite", + "Bowman", + "Horner", + "Oliveira", + "optosis", + "Jorge", + "opl", + "cardiology", + "BOP", + "Cp", + "Rocha" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Cp", + "lt", + "celtic", + "jp", + "Nicholas", + "Nichols", + "qc", + "cp", + "umers", + "alex", + "lng", + "Qaraldi", + "Niagara", + "january", + "mols", + "atlantic", + "hamilton", + "Tricks", + "euclidean", + "february", + "dental", + "APPA" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mason", + "Ums", + "nesium", + "Pleas", + "umer", + "jaye", + "myl", + "softener", + "python", + "Aires", + "LeBron", + "Chiron", + "Chrys", + "ruptedException", + "scissors", + "ple", + "Eminem", + "Kristall", + "paragraph", + "simplify" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "RELEASE", + "tha", + "haya", + "leasing", + "release", + "en", + "enl", + "gh", + "Release", + "getragen", + "tho", + "ForEach", + "Released", + "prive", + "FAF", + "gi", + "algo", + "Fruit", + "supermerc", + "urably", + "RELEASE", + "bli", + "ukai", + "ffel", + "mathbb", + "front", + "hent" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "compassion", + "prises", + "energii", + "synes", + "negligence", + "kipun", + "Socrates", + "ve", + "softener", + "Caffeine", + "dig", + "released", + "ypress", + "bly", + "d", + "python", + "impres", + "asegurarse" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "j", + "r", + "ve", + "s", + "dere", + "d", + "si", + "ja", + "s", + "en", + "oss", + "de", + "st", + "k", + "releases", + "ep", + "ments", + "head", + "ele", + "mal", + "f", + "ke", + "su", + "eben", + "is", + "el", + "dir", + "ors", + "mal" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "en", + "night", + "gehend", + "theater", + "iven", + "heartedly", + "amos", + "selves", + "uri", + "Moreover", + "voila", + "se", + "ended", + "siz", + "de", + "irov", + "f", + "ures", + "digamos", + "haja", + "shore" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "cetera", + "digamos", + "dass", + "beispielsweise", + "ve", + "esimerkiksi", + "certeza", + "furthermore", + "dif", + "urious", + "fato", + "voila", + "moreover", + "t", + "Moreover", + "ified", + "eben", + "Furthermore", + "misalnya", + "med", + "sur", + "Kalau", + "folds" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "ve", + "digamos", + "t", + "cetera", + "furthermore", + "esimerkiksi", + "moreover", + "dif", + "dass", + "sur", + "preval", + "urious", + "folds", + "beispielsweise", + "med", + "ified", + "certeza", + "comienzo", + "creases", + "let", + "enorm", + "determinada", + "exuber", + "determinadas" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "digamos", + "med", + "particular", + "preval", + "proverbial", + "s", + "laissez", + "sage", + "eben", + "dac", + "urious", + "vehement", + "ve", + "Etc", + "particularmente", + "let", + "dif", + "selves", + "semantics", + "moreover", + "Moreover", + "perd", + "notion", + "leve", + "filosof" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "ium", + "vehement", + "ovi", + "sensibility", + "lang", + "gesellschaft", + "interposed", + "proverbial", + "dac", + "argumento", + "imperative", + "mah", + "hypothetical", + "sheep", + "theoretical", + "pragmatic", + "xr", + "theoretic", + "enium", + "opus", + "motocicleta", + "semantics", + "politik" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "Etc", + "opus", + "ovi", + "theoretically", + "metaphysical", + "sporadic", + "virtue", + "additive", + "dud", + "nnnn", + "technically", + "teh", + "VisualStudio", + "ObjectModel", + "interposed", + "ODM", + "rrrr", + "ontological", + "xr", + "exclusive", + "theoretical", + "shaved", + "gesellschaft" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "additive", + "theoretically", + "Postgres", + "psychic", + "DISTINCT", + "entirely", + "speculative", + "a", + "ANIUM", + "ILayout", + "metaphysical", + "seperate", + "datasource", + "shaved", + "rune", + "psicologia", + "oteric" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "nessuna", + "heterogeneity", + "nenhuma", + "unaltered", + "absence", + "aneous", + "devoid", + "continuidad", + "esche", + "ausencia", + "keine", + "neither", + "DISTINCT", + "Distinction", + "nonetheless", + "tanpa", + "integrity", + "indistinct", + "refrained", + "discontinuities", + "lediglich", + "eko" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "no", + "nenhuma", + "nonetheless", + "nessuna", + "nenhum", + "inexist", + "None", + "keine", + "ausencia", + "unaltered", + "aucun", + "Nonetheless", + "Integrity", + "ninguno", + "absence", + "jellem", + "None", + "continuidad", + "aucune", + "situation", + "no", + "warrantless", + "none", + "niente", + "indistinct" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "Continuum", + "ausencia", + "unaltered", + "Transporte", + "enium", + "Consortium", + "massless", + "energetically", + "nonetheless", + "Nonetheless", + "nenhum", + "Integrity", + "intact", + "nenhuma", + "adamant", + "indistinct", + "tanpa", + "absence", + "Equality", + "permanec", + "Jericho", + "aporte", + "inexist", + "consequ", + "impurity", + "intrinsic", + "Nonetheless" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Concert", + "without", + "Consortium", + "Invariant", + "Continuum", + "None", + "uniform", + "adi", + "intimately", + "Satt", + "continuamente", + "Without", + "invariant", + "enan", + "Konzert", + "infiltr", + "ceedings", + "adiabatic", + "Violence", + "fay", + "aya", + "ott", + "bene", + "Nonetheless", + "itt" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "composition", + "compositional", + "Composition", + "Composition", + "chemical", + "ochemical", + "composition", + "compos", + "chemical", + "chemically", + "kompos", + "Chemical", + "seg", + "Chemical", + "uniform", + "atomic", + "homogeneous", + "atomically", + "stoichiometric", + "without", + "diffuse", + "compose", + "symmet", + "composable", + "dissolution" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "composition", + "Composition", + "compositional", + "composition", + "Composition", + "chemical", + "chemical", + "kompos", + "compositions", + "chemically", + "compos", + "ochemical", + "Chemical", + "chimique", + "Chemical", + "chemistry", + "CHEMICAL", + "compost", + "compose", + "CHEMICAL", + "chimiques", + "composable", + "Composable" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "chemical", + "composition", + "chemical", + "compositional", + "no", + "homogeneous", + "homogen", + "Composition", + "chemically", + "composition", + "CHEMICAL", + "ochemical", + "Composition", + "Chemical", + "kompos", + "Chemical", + "compositions", + "homogenous", + "homogeneity", + "diffuse", + "chem", + "CHEMICAL", + "homogene", + "chemistry", + "Hom", + "hom", + "compos" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Composition", + "to", + "Chem", + "chemically", + "Chemical", + "chem", + "chemical", + "chemical", + "I", + "Chemical", + "No", + "diffusive", + "P", + "composition", + "T", + "Composition", + "Chem", + "composition", + "Composable", + "on", + "inter", + "diffus", + "Diff", + "diff", + "ille", + "chem", + "CHEMICAL", + "without", + "chemists", + "no" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "No", + "However", + "During", + "Therefore", + "There", + "No", + "Even", + "In", + "At", + "I", + "no", + "Here", + "Each", + "To", + "These", + "Note", + "This", + "None", + "Thus", + "And", + "During", + "For", + "The", + "Once", + "Most", + "If", + "Since", + "You", + "Without", + "interface", + "Any", + "We" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 225889, + 171628, + 84942, + 79124, + 93899, + 152221, + 30744, + 242229, + 153616, + 199290, + 118008, + 24177, + 23324, + 52835, + 24702, + 41937, + 24478, + 56333, + 63888, + 58487, + 48253, + 73418, + 27618, + 34835, + 16019, + 8365 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 147247, + 216232, + 209092, + 203381, + 39955, + 81967, + 168263, + 122812, + 101039, + 47549, + 7561, + 2931, + 4909, + 4353, + 8348, + 55249, + 77117, + 8798, + 3018, + 3637, + 1368, + 679, + 1933, + 6826, + 47252, + 6760 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 148642, + 2294, + 4723, + 29199, + 100411, + 92977, + 152425, + 45688, + 248186, + 253680, + 247271, + 261089, + 261034, + 248380, + 248594, + 186321, + 127076, + 185284, + 210359, + 134106, + 70265, + 75434, + 8310, + 9907, + 102321, + 68911 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 2406, + 6124, + 8012, + 58144, + 32123, + 5415, + 7415, + 1482, + 1923, + 321, + 6424, + 5114, + 11608, + 38122 + ] + }, + { + "label": "Bain", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 19558, + 13686, + 11162, + 20950, + 32994, + 62411, + 49363, + 11366, + 9188, + 3678, + 995, + 1057, + 1499, + 2715 + ] + }, + { + "label": "tetragonal", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 180368, + 120343, + 70217, + 64371, + 16422, + 13465, + 47132, + 51778, + 26007, + 14489, + 6424, + 11090, + 13071, + 3297 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "Etc", + "score": 4.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Winter", + "score": 4.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "No", + "output_checked": true + }, + { + "concept": "tradeoffs", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "concerted", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "observed", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "detected", + "output_checked": true + }, + { + "concept": "Molding", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "by", + "output_checked": true + }, + { + "concept": "coded", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "coordination", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "Gewalt", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "short", + "output_checked": true + }, + { + "concept": "FXML", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "PVP", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "sponge", + "score": 2.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "distance", + "output_checked": true + }, + { + "concept": "AndKeys", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "egreg", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "partitioning", + "output_checked": true + }, + { + "concept": "StringTo", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "by", + "output_checked": true + }, + { + "concept": "psychic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "assorted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "across", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "chanel", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "plates", + "output_checked": true + }, + { + "concept": "olefin", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "by", + "output_checked": true + }, + { + "concept": "ajax", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "Colombeau", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "partitioning", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "diffract", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "contemplated", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "is", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "RTP", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "slabs", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "plates", + "output_checked": true + }, + { + "concept": "antler", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "is", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "UMP", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "Verte", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "partitioning", + "output_checked": true + }, + { + "concept": "Championship", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "is", + "output_checked": true + }, + { + "concept": "reporte", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "divides", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "partitioning", + "output_checked": true + }, + { + "concept": "fim", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "detected", + "output_checked": true + }, + { + "concept": "replicated", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Rec", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "leve", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "concreta", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "McDonalds", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "plates", + "output_checked": true + }, + { + "concept": "additive", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sane", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "mnist", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "bevel", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "determinadas", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sast", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "Barrios", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "partitioning", + "output_checked": true + }, + { + "concept": "ured", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "by", + "output_checked": true + }, + { + "concept": "Mannschaften", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "Oliv", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "interfaces", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "shapes", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "chemical", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "esimerkiksi", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cetera", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "digamos", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "filosof", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tumult", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "nessuna", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "compositional", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "interface", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "th", + "ers", + "ne", + "yst", + "inter", + "set", + "anc", + "ey", + "les", + "sh", + "pect", + "red", + "ray", + "ative", + "ces", + "equ", + "yle", + "be", + "log", + "son", + "span", + "na", + "ters", + "roll", + "section", + "ler", + "use", + "direct" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "uq", + "comp", + "ny", + "lar", + "LI", + "comple", + "flows", + "ridden", + "seo", + "pitted", + "conflicted", + "lasan", + "ot", + "ger", + "rence", + "Which", + "celui", + "afin" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "vol", + "There", + "kan", + "pract", + "mit", + "Med", + "lar", + "utions", + "suggest", + "quick", + "usion", + "nie", + "That", + "ymax", + "sen", + "wish", + "guess", + "substit", + "ection", + "royalty", + "lad", + "nost", + "partial", + "sal" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "l", + "im", + "g", + "u", + "se", + "be", + "if", + "th", + "us", + "ht", + "and", + "ere", + "com", + "ess", + "pe", + "or", + "ain", + "j", + "pl", + "ame", + "iz", + "ies", + "int" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "A", + "B", + "C", + "D", + "E", + "F", + "G", + "H", + "I", + "J", + "K", + "L", + "M", + "N", + "O", + "P", + "Q", + "R", + "S", + "T", + "U", + "V" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "un", + "ere", + "com", + "end", + "ill", + "ex", + "art", + "iz", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "ord", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "begitu", + "ers", + "of", + "photograph", + "novembre", + "evol", + "offic", + "wunder", + "ihan", + "n", + "s", + "equip", + "perfectly", + "lid", + "they", + "terrible", + "multitude", + "eat", + "liaison", + "sehen", + "remember", + "tentative" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "begitu", + "remember", + "evol", + "tentative", + "offic", + "gambar", + "devenu", + "ampio", + "Publicity", + "of", + "orn", + "regard", + "equip", + "depart", + "photograph", + "ast", + "perfectly", + "setcounter", + "officially", + "administrator", + "immense", + "aal", + "imitation" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "readily", + "ecek", + "substantial", + "demise", + "immense", + "conclusive", + "garanti", + "profondeur", + "Verenigde", + "damn", + "tentative", + "resmi", + "rique", + "asesin", + "equip", + "behalf", + "cependant", + "ributor", + "bounty", + "bunun", + "devenu", + "reliance", + "orting", + "Publicity", + "e" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "tog", + "kowy", + "fielder", + "damn", + "demise", + "immense", + "Considerable", + "bunun", + "profondeur", + "ributor", + "Tog", + "ecek", + "acciaio", + "asesin", + "slight", + "appro", + "ET", + "equip", + "substantial", + "mwen", + "ameri", + "dupatta", + "erdapat", + "cooking", + "Verenigde" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "immense", + "kowy", + "readily", + "fielder", + "demise", + "ecek", + "acciaio", + "damn", + "bunun", + "Considerable", + "asesin", + "avrebbe", + "dupatta", + "Tog", + "profondeur", + "ewel", + "erdapat", + "ueness", + "conclusive", + "equip", + "substantial", + "ampio" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "kowy", + "satisfe", + "esas", + "fielder", + "preclude", + "Ik", + "tersebut", + "phenylsulfanyl", + "nedeniyle", + "profondeur", + "That", + "ujar", + "widths", + "ain", + "because", + "fulfilled", + "rique", + "despicable", + "thereof", + "readily" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "but", + "because", + "S", + "because", + "of", + "imparted", + "O", + "C", + "R", + "Y", + "G", + "of", + "However", + "albeit", + "K", + "However", + "azonban", + "albeit", + "N", + "F", + "cependant" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "unwavering", + "unaffected", + "uninterrupted", + "cohesive", + "mechanisms", + "devoid", + "completely", + "but", + "achieved", + "unchanging", + "remarkably", + "unaltered", + "unchanged", + "monolithic", + "remarkable", + "imparted", + "within", + "consistent", + "seamlessly", + "irrespective", + "unobstructed", + "resilient", + "functionalities", + "manner", + "impecc", + "resulting", + "seamless", + "undisturbed", + "unmodified", + "fully" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "unwavering", + "devoid", + "unapolog", + "unchanged", + "inherently", + "unaffected", + "unaltered", + "cohesive", + "completely", + "unmodified", + "maintained", + "negligible", + "uninterrupted", + "oblivious", + "steadfast", + "neither", + "mechanisms", + "keine", + "discernible", + "hardly", + "minimized", + "immaculate", + "unchanging", + "impeccable", + "integrity", + "seemingly", + "irrespective", + "egalitarian", + "inherent" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "neither", + "unwavering", + "no", + "cohesive", + "negligible", + "remarkably", + "devoid", + "unchanged", + "steadfast", + "unapolog", + "No", + "observed", + "remarkable", + "exceptional", + "upheaval", + "inherent", + "zero", + "consistent", + "absence", + "absolutely", + "completely", + "unst", + "immaculate", + "unchanging", + "none", + "ensuring", + "inherently", + "unaltered", + "without", + "localized", + "noticeably", + "staunch" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "cohesive", + "unchanged", + "homogeneous", + "unaltered", + "continuous", + "identical", + "unwavering", + "homogenous", + "unchanging", + "consistent", + "seamless", + "simultaneous", + "egalitarian", + "unified", + "monolithic", + "upheaval", + "uniform", + "negligible", + "maintaining", + "localized", + "devoid", + "bypassing", + "maintained", + "spontaneous", + "remarkably", + "no", + "lack", + "boundary", + "substantial", + "aligned", + "zero", + "none" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "cohesive", + "continuous", + "mixing", + "no", + "homogeneous", + "zero", + "continuity", + "continuum", + "uniform", + "Mixing", + "egalitarian", + "without", + "boundary", + "melt", + "vanishing", + "chemistry", + "keine", + "abrupt", + "homogenized", + "kontinuier", + "seamless", + "simultaneous", + "spontaneous", + "keiner", + "unaltered", + "gradients", + "unchanged", + "absence" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "diffusion", + "keiner", + "homogen", + "Diffusion", + "uniform", + "keine", + "Mixing", + "homogenized", + "seamless", + "solute", + "diffus", + "homogeneous", + "cohesive", + "no", + "continuous", + "diffusing", + "egalitarian", + "homo", + "diffusive", + "diffusion", + "Homo", + "mixing", + "solutes", + "homogenization", + "kontinuier", + "melt", + "diff" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "composition", + "Composition", + "compositional", + "composition", + "compositions", + "chemical", + "Composition", + "diffusion", + "compos", + "kompos", + "chemically", + "chemistry", + "Chemical", + "stoichiometry", + "chemical", + "egalitarian", + "cohesive", + "diffusing", + "Diffusion", + "Chemical", + "keine", + "ochemical", + "homogeneous" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "composition", + "composition", + "Composition", + "compositions", + "compositional", + "chemical", + "compos", + "Composition", + "kompos", + "interface", + "ochemical", + "Chemical", + "es", + "no", + "chemical", + "Chemical", + "chemically", + "interface", + "or", + "to", + "no" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "composition", + "composition", + "compositional", + "chemical", + "compositions", + "kompos", + "hom", + "homogeneous", + "Hom", + "Composition", + "Hom", + "homogen", + "hom", + "Composition", + "compos", + "chemistry", + "Chemical", + "no", + "ochemical", + "Chemical", + "chemically", + "misc", + "homogenous", + "homogenization", + "CHEMICAL" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Chem", + "composition", + "Composition", + "No", + "Chemical", + "chem", + "inter", + "composition", + "chemically", + "to", + "no", + "chemical", + "on", + "Chemical", + "no", + "chemical", + "Composition", + "compositional", + "chem", + "No", + "and", + "compos", + "inter", + "as" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "No", + "However", + "During", + "Therefore", + "There", + "No", + "Even", + "In", + "At", + "I", + "no", + "Here", + "Each", + "To", + "These", + "Note", + "This", + "None", + "Thus", + "And", + "During", + "For", + "The", + "Once", + "Most", + "If", + "Since", + "You", + "Without", + "interface", + "Any", + "We" + ] + } + ], + "logit_surprising": [ + { + "concept": "and", + "score": 21.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "damn", + "score": 8.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "readily", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "No", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 7.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "various", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "considerably", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "cohesive", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "regions", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "across", + "output_checked": true + }, + { + "concept": "movement", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "slight", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "distances", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "distance", + "output_checked": true + }, + { + "concept": "into", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "coded", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "etre", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "these", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "No", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "facilitated", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "interactions", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "neither", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "detected", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "doubt", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "No", + "output_checked": true + }, + { + "concept": "process", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "by", + "output_checked": true + }, + { + "concept": "detection", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "detected", + "output_checked": true + }, + { + "concept": "collective", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "observed", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "greatly", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "somebody", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "plates", + "output_checked": true + }, + { + "concept": "whopping", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "by", + "output_checked": true + }, + { + "concept": "deprive", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "exponentially", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "short", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "behalf", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "appealing", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "impeded", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "reput", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "distance", + "output_checked": true + }, + { + "concept": "diesen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "distance", + "output_checked": true + }, + { + "concept": "preclude", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "partitioning", + "output_checked": true + }, + { + "concept": "actuellement", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "detected", + "output_checked": true + }, + { + "concept": "lorf", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "championed", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "because", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "detected", + "output_checked": true + }, + { + "concept": "excellent", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "from", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "by", + "output_checked": true + }, + { + "concept": "Nevertheless", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "distance", + "output_checked": true + }, + { + "concept": "within", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "detected", + "output_checked": true + }, + { + "concept": "withstand", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "using", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "by", + "output_checked": true + }, + { + "concept": "lexical", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "changes", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "achieved", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "unwavering", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "spaced", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "short", + "output_checked": true + }, + { + "concept": "any", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "No", + "output_checked": true + }, + { + "concept": "change", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "nor", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "partitioning", + "output_checked": true + }, + { + "concept": "areas", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "separation", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "partitioning", + "output_checked": true + }, + { + "concept": "taking", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "by", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-03__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-03__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-03__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-03__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Quench-induced coordinated transformation 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Quenching suppresses long-range atomic transport and produces packets of highly strained needles. The resulting body-centered unit cell has a c-to-a ratio above one.", + "prompt_tail": "hing suppresses long-range atomic transport and produces packets of highly strained needles. The resulting body-centered unit cell has a c-to-a ratio above one.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 35 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-rapid-transformation-04", + "carrier_id": null, + "target_family": "rapid-transformation", + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 8849, + "best_depth": 44.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 1432 + }, + { + "label": "Bain", + "best_rank": 498, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 1081 + }, + { + "label": "tetragonal", + "best_rank": 902, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 27 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "forcing", + "fg", + "Executor", + "employment", + "arnataka", + "niki", + "forcing", + "arn", + "irken", + "nabi", + "release", + "Einzelnachweise", + "Uy", + "ork", + "Released", + "RELEASE", + "Blocking", + "qc", + "SIG", + "oscopy", + "WATER", + "qa", + "Signing", + "Blake", + "jk", + "wget" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "Signing", + "release", + "Release", + "Signing", + "signed", + "else", + "signing", + "release", + "Release", + "Signs", + "Signed", + "leasing", + "angent", + "oscopy", + "Released", + "trance", + "Signed", + "addItem", + "ril", + "whisper", + "releases", + "getDate", + "ueless", + "signs", + "releasing" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "mik", + "aad", + "trance", + "Whisper", + "apt", + "educativo", + "Analyze", + "marginLeft", + "whisper", + "Dex", + "WANT", + "Signing", + "alignItems", + "Earl", + "aset" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "a", + "mrs", + "anglais", + "akan", + "compressive", + "leigh", + "LX", + "english", + "Mrs", + "Angst", + "analges", + "adulthood", + "ultimi", + "Whisper", + "ksi", + "posled" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Bowman", + "atism", + "DOP", + "atian", + "cinn", + "Karan", + "comparator", + "anner", + "Jorge", + "Vaughan", + "Arqu", + "Atty", + "annals", + "carlos", + "Lynn", + "Weak", + "Hanson", + "resalt", + "Jorge", + "iorum", + "italian", + "onders", + "wondered", + "wonders", + "composition", + "Georg", + "undos" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "celtic", + "Nicholas", + "atibus", + "jp", + "carlos", + "Nichols", + "amts", + "wendungen", + "africa", + "daniel", + "Joao", + "umers", + "lng", + "brazilian", + "inz", + "cpt", + "allied", + "alex", + "Atty", + "annals", + "axie", + "Natalia" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mason", + "Ums", + "Pleas", + "jaye", + "Chrys", + "Eps", + "multiply", + "Cardinals", + "myl", + "mysql", + "umer", + "Chiron", + "ruptedException", + "nesium", + "Acids", + "Bedroom", + "Eminem", + "ple", + "fifty", + "mysql", + "parabol", + "Perse", + "Kristall", + "python" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "RELEASE", + "tha", + "leasing", + "haya", + "release", + "gh", + "Released", + "Release", + "tho", + "mathbb", + "FAF", + "enl", + "getragen", + "numpy", + "algo", + "bli", + "Psych", + "Fruit", + "supermerc", + "ukai", + "escal", + "ForEach", + "gi" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "released", + "release", + "compassion", + "Releases", + "bly", + "ve", + "energii", + "Caffeine", + "Release", + "impres", + "python", + "synes", + "negligence", + "signings", + "ch", + "dig", + "dere", + "Release", + "released" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "ve", + "j", + "r", + "dere", + "s", + "releases", + "energii", + "ja", + "prises", + "compassion", + "adanya", + "esimerkiksi", + "ments", + "head", + "bly", + "so", + "furthermore", + "direccion", + "acular", + "d", + "si", + "oss", + "dig", + "ografi", + "pyridin", + "jadi", + "t", + "dere" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "med", + "ujos", + "ledes", + "theater", + "en", + "ver", + "ured", + "to", + "uj", + "Brum", + "shore", + "gehend", + "med", + "perfect", + "uri", + "manner", + "niveau", + "registr", + "se", + "amos", + "evin" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "esimerkiksi", + "preponderance", + "med", + "dif", + "certeza", + "ledes", + "fato", + "t", + "folds", + "urious", + "digamos", + "predominance", + "certainly", + "determinada", + "udir", + "ve", + "ordinarily", + "beispielsweise", + "differenza", + "vice", + "insist", + "hearted", + "furthermore", + "particular", + "dizer", + "examples" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "t", + "preponderance", + "esimerkiksi", + "dif", + "urious", + "particular", + "determinada", + "med", + "ve", + "digamos", + "folds", + "ledes", + "certainly", + "determinado", + "certeza", + "predominance", + "preval", + "fato", + "enorm", + "furthermore", + "creases", + "ordinarily", + "determinadas", + "moreover", + "udir" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "particular", + "preponderance", + "med", + "ledes", + "uj", + "requisite", + "particularmente", + "insist", + "incremento", + "expans", + "sure", + "urious", + "dif", + "vice", + "merksamkeit", + "dire", + "med", + "dok", + "contended", + "Bela", + "predominance", + "imperative", + "superiority", + "perfect", + "manner" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "restrictive", + "uj", + "insist", + "ledes", + "imperative", + "particular", + "exus", + "Bela", + "manner", + "superiority", + "incremento", + "greg", + "regularity", + "rasekhar", + "Dink", + "vice", + "Etc", + "requisite", + "preponderance", + "especificar", + "dok", + "expans", + "FFFF", + "registros", + "standard", + "difference" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "restrictive", + "nnnn", + "teh", + "standard", + "imperative", + "FFFF", + "nick", + "discrete", + "standard", + "math", + "affirmative", + "mathematics", + "fortitude", + "shaved", + "endeav", + "standards", + "mav", + "theoretically", + "hexadecimal", + "virtue", + "Etc", + "gehe", + "contended", + "diameter", + "exclusive" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "WRITE", + "mathematics", + "ainder", + "theoretically", + "restrictive", + "shaved", + "mathematicians", + "math", + "paranoid", + "cruiser", + "posteriores", + "securityMarks", + "Resultado", + "standard", + "standards", + "krypt", + "discrete", + "hexadecimal", + "psicologia", + "gyne", + "imperative" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "diameter", + "disparity", + "FFFF", + "ratio", + "width", + "diameter", + "beau", + "Therefore", + "whereas", + "Furthermore", + "criterion", + "squared", + "circumference", + "bride", + "especificar", + "mathematics", + "standard", + "shaft", + "mathematicians", + "OrEqualTo", + "Therefore", + "theoretically", + "math", + "Furthermore", + "standard" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "ratio", + "beau", + "exceeds", + "disparity", + "exceed", + "ratios", + "criterion", + "exceeded", + "Ratio", + "chirality", + "and", + "consec", + "superiority", + "rod", + "inequality", + "weir", + "bepaalde", + "above", + "parity", + "contraire", + "AAAAAAAAAAAAAAAA", + "twierd" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "ratio", + "Ratio", + "minY", + "centimeter", + "shire", + "aceut", + "fcntl", + "stride", + "circumference", + "anio", + "eccentricity", + "ratios", + "dirigente", + "krypt", + "substantive", + "diameter", + "emde", + "chrysanthemum", + "equality", + "twice", + "dirigentes", + "canoe", + "commensurate", + "GreaterThan", + "ratio", + "cacao" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "ratio", + "krypt", + "aceut", + "cannon", + "shire", + "Ratio", + "Chrys", + "corral", + "calcite", + "consecrated", + "quartzite", + "canoe", + "consec", + "pyrr", + "Mage", + "carbide", + "Sainte", + "ratios", + "Ratio", + "Consec", + "Constantinople", + "capitol", + "Contour", + "Astron", + "chevron", + "Canaan", + "eccentricity", + "SAINT" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "ratio", + "ANO", + "shire", + "Ratio", + "krypt", + "cacao", + "conse", + "cannon", + "rapporto", + "Seite", + "corral", + "Conse", + "Mage", + "Oriente", + "ratios", + "canoe", + "deer", + "abbia", + "consecrated", + "capitol", + "Values", + "acan", + "ILT", + "Siberia", + "chevron", + "eccentricity", + "consec", + "oodoo", + "cannon" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "c", + "ratio", + "ratios", + "Ratio", + "Ratio", + "ratio", + "c", + "aceut", + "racers", + "race", + "rapporto", + "race", + "racing", + "Aspect", + "racer", + "lech", + "deer", + "Hands", + "Races", + "cy", + "shire" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "c", + "c", + "and", + "ratio", + "ratios", + "S", + "opium", + "C", + "b", + "oc", + "Hands", + "cy", + "toc", + "rapporto", + "cc", + "cy", + "aci", + "Axes", + "HT", + "cee", + "estranged" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "c", + "C", + "c", + "C", + "setC", + "S", + "cysteine", + "cask", + "cleft", + "casserole", + "caza", + "canto", + "cili", + "T", + "cata" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "but", + "you", + "and", + "we", + "which", + "We", + "the", + "For", + "In", + "Therefore", + "There", + "The", + "c", + "However", + "Thus", + "You", + "On", + "one", + "Since", + "Each", + "And", + "b", + "though", + "e", + "Finally", + "One", + "What", + "These", + "I", + "He", + "Although", + "i" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 247894, + 184914, + 89110, + 65471, + 50826, + 95308, + 25417, + 245344, + 174529, + 107419, + 26991, + 8850, + 9474, + 11675, + 15109, + 23489, + 10904, + 46885, + 58774, + 75336, + 24481, + 36732, + 29035, + 13720, + 33196, + 12280 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 118582, + 200983, + 183405, + 168829, + 26507, + 54853, + 192848, + 138475, + 130356, + 66334, + 14582, + 6468, + 10736, + 19948, + 23289, + 38561, + 80074, + 9975, + 607, + 499, + 12593, + 22439, + 10729, + 8136, + 54159, + 5625 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 82775, + 872, + 4606, + 32038, + 185150, + 210419, + 161182, + 40855, + 238070, + 254159, + 219029, + 258378, + 258464, + 222044, + 218423, + 69596, + 20531, + 27807, + 39082, + 69663, + 19020, + 26270, + 7132, + 903, + 4988, + 9279 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 1433, + 2821, + 2538, + 21575, + 56116, + 69393, + 44829, + 3341, + 12609, + 6887, + 18721, + 44240, + 60669, + 101133 + ] + }, + { + "label": "Bain", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 43640, + 39100, + 32910, + 65303, + 64061, + 36090, + 64566, + 20571, + 4477, + 8731, + 4247, + 1082, + 1995, + 6014 + ] + }, + { + "label": "tetragonal", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 62322, + 47440, + 18665, + 4569, + 3075, + 610, + 3138, + 2600, + 329, + 200, + 109, + 41, + 59, + 28 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "Normally", + "score": 10.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "c", + "output_checked": true + }, + { + "concept": "Assumptions", + "score": 6.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "been", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "has", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "en", + "output_checked": true + }, + { + "concept": "deregulation", + "score": 3.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "rump", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "has", + "output_checked": true + }, + { + "concept": "restrictive", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "visualiser", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "packets", + "output_checked": true + }, + { + "concept": "heinous", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "comprised", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "solute", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "endure", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "fato", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "The", + "output_checked": true + }, + { + "concept": "tyle", + "score": 2.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "English", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "Stress", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "strained", + "output_checked": true + }, + { + "concept": "comienzo", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "has", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "c", + "output_checked": true + }, + { + "concept": "slightest", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "ching", + "output_checked": true + }, + { + "concept": "odour", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "ching", + "output_checked": true + }, + { + "concept": "vnd", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "hoses", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "annum", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "besitzt", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "suppresses", + "output_checked": true + }, + { + "concept": "psychic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dynamically", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "instill", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "thereof", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "packets", + "output_checked": true + }, + { + "concept": "MNOP", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "mucosa", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "body", + "output_checked": true + }, + { + "concept": "diameter", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Heels", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "alcance", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "range", + "output_checked": true + }, + { + "concept": "TNT", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "cuyos", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Thrust", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Charset", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "trasport", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "immensely", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "kesan", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "displace", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ago", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "long", + "output_checked": true + }, + { + "concept": "cubic", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "axes", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "c", + "output_checked": true + }, + { + "concept": "strains", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "strained", + "output_checked": true + }, + { + "concept": "impediments", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "suppresses", + "output_checked": true + }, + { + "concept": "particular", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "preponder", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "strained", + "output_checked": true + }, + { + "concept": "innate", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Chic", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "sih", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "above", + "output_checked": true + }, + { + "concept": "Thought", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "disappointments", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "strained", + "output_checked": true + }, + { + "concept": "Przypisy", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "needles", + "output_checked": true + }, + { + "concept": "Miscellaneous", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "needles", + "output_checked": true + }, + { + "concept": "Respect", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "unspecified", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "aigu", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "needles", + "output_checked": true + }, + { + "concept": "commensurate", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "point", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "one", + "output_checked": true + }, + { + "concept": "respeito", + "score": 1.0, + "best_rank": 3, + "best_depth": 40.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "preval", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "sist", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "and", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ve", + "se", + "cl", + "ey", + "pect", + "red", + "ray", + "yle", + "be", + "son", + "na", + "ters", + "ny", + "max", + "time", + "eng", + "met", + "mu", + "thers", + "ched", + "sel", + "larg", + "lar", + "tem", + "enough", + "quad", + "pers", + "times" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "tr", + "rence", + "umeric", + "pais", + "perk", + "haute", + "flows", + "aquele", + "suff", + "Heap", + "menes", + "uq", + "pitted", + "amenity", + "conflicted", + "clo", + "absorbed" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "w", + "j", + "one", + "includ", + "tem", + "som", + "mark", + "vol", + "To", + "RO", + "oot", + "pha", + "mag", + "vi", + "kan", + "yang", + "apt", + "ambda", + "That", + "mit", + "Med", + "utions", + "needs", + "sugg", + "suggest", + "quick", + "recomm" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "s", + "or", + "le", + "ou", + "ing", + "ic", + "ion", + "el", + "l", + "st", + "im", + "g", + "se", + "ation", + "if", + "th", + "us", + "ht", + "ers", + "com", + "ess", + "pe", + "or", + "j", + "pl", + "ch", + "ies", + "en", + "int" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ic", + "ve", + "The", + "ha", + "ad", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "ays", + "est", + "wo", + "who", + "them", + "es", + "pos", + "into", + "what", + "This", + "ym" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "f", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ly", + "ra", + "un", + "ere", + "com", + "end", + "ill", + "ex", + "rom", + "art", + "this", + "ies", + "ang", + "ive", + "all", + "ard", + "ia" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "res", + "D" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "ph", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "ers", + "of", + "nya", + "they", + "selection", + "EW", + "e", + "n", + "ly", + "aw", + "lid", + "EG", + "gambar", + "bringen", + "kuru", + "t" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "cri", + "immense", + "ameri", + "kuru", + "e", + "rel", + "beloved", + "pog", + "imitation", + "reliance", + "Hej", + "galactic", + "Uit" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "immense", + "Hej", + "readily", + "Vereinigte", + "reliance", + "ameri", + "e", + "appro", + "considerable", + "nei", + "vergang", + "contending", + "fourteenth", + "koa", + "ecek", + "Uit", + "notoriously", + "garanti", + "Repositories" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "immense", + "appro", + "readily", + "ameri", + "er", + "Tog", + "contending", + "IN", + "tog", + "tremendous", + "accepted", + "dictator", + "cooking", + "Looking", + "indiv", + "Repositories", + "ET", + "nur", + "JT", + "PA", + "S", + "rati", + "notoriously" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "immense", + "Tog", + "tremendous", + "tog", + "Considerable", + "accepted", + "kowy", + "appro", + "readily", + "enormous", + "gigantic", + "dictator", + "er", + "Will", + "cooking", + "embroiled", + "begin", + "substantial", + "ameri" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "or", + "JT", + "whereas", + "tertinggi", + "vehement", + "accepted", + "substantially", + "dracon", + "tremendous", + "gigantic", + "Sas", + "dictator", + "immense", + "substantial", + "bizarre", + "Ask", + "Repositories", + "ufficial", + "perturb", + "ameri", + "jp", + "peculiar", + "allowed", + "ordin", + "Iz" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "or", + "but", + "S", + "because", + "of", + "reminiscent", + "whereas", + "tantamount", + "whereas", + "because", + "p", + "increased", + "Y", + "despite", + "allowed", + "apetiti", + "markedly", + "championed", + "O", + "promoting", + "positioned", + "preponder" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "but", + "surpassing", + "reminiscent", + "comparable", + "or", + "resulting", + "characterized", + "defined", + "compared", + "wherein", + "achieved", + "attributable", + "tantamount", + "characteristic", + "exceeding", + "Obwohl", + "resembled", + "exceed", + "surpasses", + "which", + "resembling", + "of" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "greater", + "exceeding", + "surpassing", + "exceed", + "increase", + "implying", + "increased", + "ratio", + "elevated", + "unfavorable", + "predicated", + "greater", + "characterized", + "relatively", + "heightened", + "inequality", + "exceeds", + "noticeably", + "contrary", + "higher", + "noticeable", + "atypical", + "allowing", + "implies", + "favorable" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "equal", + "greater", + "ratio", + "a", + "even", + "unequal", + "inequality", + "comparable", + "slightly", + "significantly", + "relatively", + "height", + "contrary", + "implying", + "larger", + "significant", + "equivalent", + "skewed", + "more", + "odd", + "ratios", + "the", + "than", + "equality", + "implied", + "abnormal", + "noticeably", + "relative", + "bigger", + "atypical", + "an", + "either" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "ratio", + "ratios", + "greater", + "inequality", + "a", + "ratio", + "exceeding", + "Ratio", + "elongated", + "the", + "higher", + "proportions", + "values", + "greater", + "larger", + "even", + "taller", + "Ratio", + "slightly", + "elevated", + "height", + "oversized", + "equal", + "exceeds", + "exceeded", + "exceed", + "fractional", + "relatively" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "ratio", + "ratios", + "Ratio", + "ratio", + "Ratio", + "a", + "greater", + "AspectRatio", + "inequality", + "proportions", + "aspectRatio", + "values", + "height", + "higher", + "slightly", + "perpendicular", + "anisotropy", + "where", + "unfavorable", + "Worse", + "the", + "unity", + "elevated", + "fractional", + "axial", + "abnormally" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "ratio", + "c", + "ratios", + "C", + "Ratio", + "Ratio", + "ratio", + "Corm", + "Ce", + "Crystal", + "C", + "Hic", + "proportions", + "AspectRatio", + "crystal", + "Mesa", + "height", + "rapporto", + "ceo", + "cao", + "Crystal" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "ratio", + "ratios", + "Ratio", + "c", + "ratio", + "Ratio", + "proportions", + "ORIENT", + "rapporto", + "AspectRatio", + "Relations", + "ceo", + "parameters", + "axial", + "Cdc", + "unfavorable", + "crystall", + "relations", + "dimensions", + "Zr", + "Wann", + "parameter" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "c", + "c", + "ratio", + "ratios", + "ratio", + "C", + "Ratio", + "C", + "Ratio", + "proportions", + "and", + "rapporto", + "b", + "setC", + "the", + "e", + "cull", + "proportion" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "c", + "c", + "ratios", + "ratio", + "C", + "C", + "ratio", + "Ratio", + "cym", + "tetragonal", + "cull", + "rapporto", + "toc", + "Corm", + "cot", + "Ratio", + "ceded", + "Cc" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "c", + "C", + "C", + "c", + "setC", + "Cxt", + "cilt", + "CFL", + "getCql", + "CT", + "CST", + "cih", + "ceded" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "but", + "you", + "and", + "we", + "which", + "We", + "the", + "For", + "In", + "Therefore", + "There", + "The", + "c", + "However", + "Thus", + "You", + "On", + "one", + "Since", + "Each", + "And", + "b", + "though", + "e", + "Finally", + "One", + "What", + "These", + "I", + "He", + "Although", + "i" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 15.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "long", + "output_checked": true + }, + { + "concept": "been", + "score": 10.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "your", + "score": 9.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "there", + "score": 8.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "considerably", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "body", + "output_checked": true + }, + { + "concept": "immense", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "damn", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "resulting", + "output_checked": true + }, + { + "concept": "crystal", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "hundred", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "axis", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "c", + "output_checked": true + }, + { + "concept": "cubic", + "score": 4.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "slight", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "exceedingly", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "configuration", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "structure", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "greater", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ratios", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "amt", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "needles", + "output_checked": true + }, + { + "concept": "uproar", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "highly", + "output_checked": true + }, + { + "concept": "towards", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "packets", + "output_checked": true + }, + { + "concept": "severely", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "strained", + "output_checked": true + }, + { + "concept": "lorf", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "unit", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "provide", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "produces", + "output_checked": true + }, + { + "concept": "resultant", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "resulting", + "output_checked": true + }, + { + "concept": "configurations", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "versus", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "c", + "output_checked": true + }, + { + "concept": "tetragonal", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "equal", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "one", + "output_checked": true + }, + { + "concept": "cou", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "highly", + "output_checked": true + }, + { + "concept": "ample", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "resulting", + "output_checked": true + }, + { + "concept": "Acknowledg", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "shattering", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "c", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "enshrined", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "nonetheless", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "produces", + "output_checked": true + }, + { + "concept": "considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "unit", + "output_checked": true + }, + { + "concept": "diesen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "notable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "c", + "output_checked": true + }, + { + "concept": "respective", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Interestingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "above", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "devoid", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "tantamount", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "above", + "output_checked": true + }, + { + "concept": "destined", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "packets", + "output_checked": true + }, + { + "concept": "consequently", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "resulting", + "output_checked": true + }, + { + "concept": "functionalities", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "tersebut", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "bmw", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "range", + "output_checked": true + }, + { + "concept": "initiate", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "produces", + "output_checked": true + }, + { + "concept": "allocate", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "packets", + "output_checked": true + }, + { + "concept": "intricately", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "highly", + "output_checked": true + }, + { + "concept": "categorize", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "needles", + "output_checked": true + }, + { + "concept": "horrifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "seemingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "stockno", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "unit", + "output_checked": true + }, + { + "concept": "induce", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "coherent", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "packets", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-04__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-04__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-04__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-04__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Quench-induced coordinated transformation 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "An austenitic sample undergoes an abrupt, composition-preserving shape change during cooling. The product is hard, plate-like, and internally twinned.", + "prompt_tail": "An austenitic sample undergoes an abrupt, composition-preserving shape change during cooling. The product is hard, plate-like, and internally twinned.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-rapid-transformation-05", + "carrier_id": null, + "target_family": "rapid-transformation", + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 12348, + "best_depth": 46.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 2463 + }, + { + "label": "Bain", + "best_rank": 1360, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 880 + }, + { + "label": "tetragonal", + "best_rank": 10309, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 2146 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "arn", + "fg", + "forcing", + "arnataka", + "Executor", + "niki", + "nabi", + "employment", + "forcing", + "Gina", + "WATER", + "pn", + "qc", + "Blocking", + "hydros", + "irken", + "ners", + "Uy", + "blocking", + "irg", + "Nong", + "neet", + "ork", + "ginas", + "SIG", + "blocking" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "release", + "Signing", + "Release", + "Released", + "Release", + "Signing", + "signed", + "leasing", + "signing", + "else", + "release", + "Signed", + "RELEASE", + "releasing", + "trance", + "Signed", + "Signs", + "angent", + "releases", + "addItem", + "released", + "ently", + "oscopy", + "whisper" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "jaye", + "requireNonNull", + "ProductCategory", + "methyl", + "Methyl", + "ocked", + "compressive", + "Analyze", + "aad", + "Kati", + "apt", + "Earl", + "maven", + "Acrobat", + "mik" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Signing", + "ksi", + "memset", + "mrs", + "ycopg", + "pageSize", + "compressive", + "leigh", + "ProductCategory", + "Douglas", + "LX", + "gqlgen", + "Signing", + "apt", + "signed", + "signings", + "Pump", + "signing" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "elingen", + "DOP", + "atian", + "opl", + "Lynn", + "jordan", + "Glover", + "Coke", + "glacial", + "Rocha", + "Horner", + "Georg", + "Orr", + "vys", + "ynit", + "BOP", + "ujan", + "Jorge", + "Egyptian", + "Compact", + "Tory", + "uner", + "Curie", + "Cp" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Cp", + "umers", + "Quincy", + "cp", + "lt", + "plumber", + "qc", + "Niagara", + "Tricks", + "Qaraldi", + "hamilton", + "Sanitary", + "Packed", + "Nichols", + "Peki", + "Penta", + "wadi", + "taylor", + "tmp", + "lng", + "Vass", + "celtic", + "Siva", + "atlantic" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mason", + "Pleas", + "myl", + "Ums", + "nesium", + "umer", + "LeBron", + "compassion", + "softener", + "scissors", + "jaye", + "t", + "Chrys", + "ple", + "ificance", + "Chiron", + "Dyson", + "simplify", + "python", + "iphone", + "Srinagar", + "Gm" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "RELEASE", + "tha", + "leasing", + "enl", + "release", + "ForEach", + "getragen", + "FAF", + "Released", + "gh", + "mathbb", + "Release", + "tho", + "bli", + "escal", + "numpy", + "lycer", + "yya", + "urably", + "mno", + "algo", + "esto", + "prive" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "synes", + "compassion", + "bly", + "prises", + "ve", + "Caffeine", + "softener", + "release", + "Releases", + "ypress", + "impres", + "r", + "released", + "python", + "kipun", + "energii", + "negligence", + "pump" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "j", + "r", + "ve", + "releases", + "ja", + "dere", + "f", + "release", + "release", + "ors", + "mal", + "med", + "ep", + "ments", + "dir", + "en", + "ones", + "d", + "ril", + "ro", + "dere", + "k", + "Siren", + "s", + "oss", + "iber", + "Release", + "si", + "direccion", + "us", + "prises" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "urably", + "amos", + "med", + "rog", + "night", + "en", + "rod", + "endo", + "uri", + "s", + "to", + "gehend", + "haf", + "ude", + "orit", + "theater", + "ured", + "oretic", + "odiazep", + "enu", + "rad", + "manner" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "urious", + "certeza", + "fato", + "ified", + "cetera", + "uri", + "examples", + "ogo", + "mate", + "gehend", + "folds", + "fold", + "voila", + "deer", + "certainly", + "exus", + "moreover", + "hearted", + "udir", + "rologist", + "esimerkiksi", + "ve", + "rub", + "zeug" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "urious", + "ified", + "cetera", + "folds", + "examples", + "uri", + "certainly", + "certeza", + "t", + "moreover", + "preponder", + "fold", + "enorm", + "notion", + "ve", + "ogo", + "esimerkiksi", + "fato", + "gehend", + "rub", + "mate", + "creases", + "misalnya", + "particular" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "ogf", + "urably", + "oved", + "uri", + "requisite", + "Etc", + "zeug", + "decadent", + "sheep", + "xr", + "particular", + "ding", + "registro", + "registros", + "proverbial", + "lang", + "ogo", + "credo", + "voila", + "selves", + "virt", + "notable", + "gie" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "ium", + "zeug", + "assertions", + "xr", + "ujah", + "sheep", + "sensibility", + "ed", + "quartz", + "vehement", + "lang", + "mate", + "mah", + "scape", + "Immediately", + "ogf", + "ized", + "oved", + "pragmatic", + "amot", + "decadent", + "rade", + "fragmented", + "gesellschaft" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "XK", + "fortitude", + "nnnn", + "ODM", + "XHTML", + "xr", + "ghijkl", + "Xr", + "teh", + "gothic", + "Etc", + "copious", + "rrrr", + "horrid", + "sheep", + "horrend", + "cryptic", + "woolen", + "rediscovered", + "frequently", + "quartz", + "unciation", + "FK", + "assertions", + "brute", + "rhomb", + "STYLE" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "psychic", + "cryptic", + "typescript", + "workbook", + "ycopg", + "horrid", + "frequently", + "thoughtful", + "gothic", + "chipset", + "obnoxious", + "migraines", + "pubescent", + "acne", + "tortured", + "MQTT", + "Postgres", + "obtuse", + "orphaned", + "securityMarks" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "pubescent", + "frequently", + "rhomb", + "MNOP", + "remarked", + "protested", + "discontinuities", + "geometric", + "weed", + "concave", + "irregularly", + "mosaics", + "partite", + "ographic", + "Notas", + "genellikle", + "sporadically", + "icated", + "comprised", + "rune", + "mosaic", + "Nota", + "ribbed", + "mumbled", + "Complaint", + "frosted", + "migraines", + "Gnome", + "lamented", + "spheroid" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "geometric", + "Nota", + "iliency", + "compositional", + "Nota", + "Unterschiede", + "striated", + "fraternal", + "PTI", + "Kite", + "Elementos", + "Mosaic", + "Mannschaften", + "Marian", + "seg", + "predominant", + "Untersuchungen", + "variegated", + "canalicul", + "pubescent", + "rites", + "intric", + "bepaalde", + "dichas" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "internally", + "iliency", + "inwardly", + "intimately", + "intermittently", + "writeInt", + "fraternal", + "intranet", + "continually", + "distinctly", + "Resultado", + "outlined", + "Isometric", + "imb", + "woolen", + "cryptographic", + "intArray", + "repeatedly", + "innerhalb", + "samband", + "perpetually", + "Unterschiede", + "pseudo", + "tessel", + "pyramidal", + "riddled", + "antler", + "carbide", + "etam" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "dynasty", + "writeInt", + "internally", + "Dynasty", + "topologically", + "outlined", + "tessel", + "insanity", + "intimately", + "intermittently", + "Kain", + "inwardly", + "intensively", + "dynamically", + "spiritually", + "intrinsically", + "fraternal", + "Dyn", + "imb", + "lengthwise", + "mosaic", + "clan", + "cloned", + "artificially", + "thermally", + "nightly" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "dynasty", + "rhomb", + "internally", + "intermittently", + "icated", + "binnen", + "outlined", + "Dynasty", + "tessel", + "topologically", + "accented", + "writeInt", + "innerhalb", + "intensively", + "trin", + "symbolically", + "repeatedly", + "icherung", + "spiritually", + "iliency", + "mosaic", + "cloned", + "kanie", + "Lamin", + "WITHIN", + "intimately", + "Inventor", + "antler", + "troupe", + "lengthwise" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "internally", + "plate", + "internos", + "plate", + "externally", + "Intern", + "interno", + "Intern", + "platelet", + "intern", + "PLATE", + "twinning", + "interne", + "PLATE", + "Plate", + "topologically", + "energetically", + "inwardly", + "intermittently", + "interni", + "Kearns", + "Plate", + "Extern", + "tw", + "Tw", + "ographically", + "internas", + "tw", + "adentro" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "internally", + "tw", + "tw", + "Tw", + "Tw", + "Intern", + "interno", + "internos", + "intern", + "twins", + "Intern", + "Internal", + "interne", + "TW", + "twinning", + "internas", + "externally", + "interni", + "interno", + "Internal", + "internal", + "INTERNAL", + "internes", + "internal", + "twin", + "Twins", + "internals", + "INTERNAL", + "TW" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "internally", + "Tw", + "tw", + "tw", + "Intern", + "Intern", + "Tw", + "intern", + "intern", + "TW", + "interne", + "interno", + "internos", + "TW", + "internes", + "twins", + "internas", + "twinning", + "tweeting", + "Twitch", + "externally", + "interni", + "Twe", + "interns", + "Zw", + "Internal", + "Extern", + "twe", + "interno", + "twist" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "internally", + "ced", + "formed", + "ky", + "thy", + "ightly", + "ially", + "ently", + "a", + "hed", + "w", + "ped", + "py", + "rectangular", + "plicated", + "form", + "ited", + "Thus", + "aged", + "like", + "nt", + "astically", + "singly", + "Let", + "ther", + "pt", + "cher", + "tw", + "chi", + "pped", + "ched" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 239644, + 197605, + 28093, + 101602, + 116395, + 161029, + 26896, + 235170, + 167549, + 182106, + 156733, + 13654, + 12349, + 39559, + 15576, + 31083, + 17252, + 58263, + 100759, + 124532, + 112011, + 151909, + 35460, + 32804, + 51351, + 47516 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 129409, + 201167, + 200409, + 194894, + 36628, + 109099, + 151693, + 116773, + 114902, + 71536, + 29450, + 15476, + 21305, + 41657, + 61871, + 95897, + 145771, + 23300, + 1514, + 1361, + 1583, + 3501, + 51783, + 53590, + 73444, + 6119 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 111056, + 1309, + 5155, + 20960, + 99336, + 77411, + 182072, + 29098, + 245902, + 252550, + 174789, + 260858, + 261015, + 216153, + 239615, + 111875, + 45875, + 32350, + 35364, + 10310, + 19995, + 10699, + 134939, + 94467, + 226669, + 4594 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 3392, + 8103, + 8231, + 124815, + 106966, + 27994, + 44309, + 2464, + 9078, + 7007, + 10415, + 5672, + 15957, + 24338 + ] + }, + { + "label": "Bain", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 9539, + 12403, + 13518, + 30702, + 101856, + 66789, + 26688, + 11339, + 4734, + 4681, + 1782, + 881, + 10419, + 6972 + ] + }, + { + "label": "tetragonal", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 164407, + 121040, + 66633, + 31853, + 4789, + 7438, + 4265, + 13619, + 3757, + 2147, + 31538, + 23959, + 137240, + 81451 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "preponder", + "score": 5.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "like", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "preserving", + "output_checked": true + }, + { + "concept": "rump", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "tedious", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "lunatic", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "preserving", + "output_checked": true + }, + { + "concept": "psychic", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "scribble", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "Ontology", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "change", + "output_checked": true + }, + { + "concept": "ured", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "camber", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "tw", + "output_checked": true + }, + { + "concept": "dynasty", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "harden", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "mantra", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "preserving", + "output_checked": true + }, + { + "concept": "besitzt", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "An", + "output_checked": true + }, + { + "concept": "stoneware", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "QTreeWidgetItem", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "consisting", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "normalmente", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "pvc", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "pubescent", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "PVC", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "compositional", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "like", + "output_checked": true + }, + { + "concept": "geometric", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "outburst", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "abrupt", + "output_checked": true + }, + { + "concept": "Preservation", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "preserving", + "output_checked": true + }, + { + "concept": "Modem", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "sic", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "change", + "output_checked": true + }, + { + "concept": "crystallization", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Transformation", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ",", + "output_checked": true + }, + { + "concept": "embora", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "The", + "output_checked": true + }, + { + "concept": "cigar", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "heinous", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "etc", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "regexp", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "like", + "output_checked": true + }, + { + "concept": "ornamented", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Saxony", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "STAN", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "inned", + "output_checked": true + }, + { + "concept": "Spatial", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "abrupt", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "Iceland", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "conservar", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "preserving", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "oto", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "product", + "output_checked": true + }, + { + "concept": "loosely", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "An", + "output_checked": true + }, + { + "concept": "Miche", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "seder", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "Satt", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "RequestContext", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "preserving", + "output_checked": true + }, + { + "concept": "Gent", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "cooling", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "th", + "ne", + "yst", + "anc", + "ey", + "pect", + "red", + "ray", + "ative", + "ser", + "ces", + "be", + "son", + "eb", + "span", + "na", + "ters", + "roll", + "section", + "ler", + "mod", + "max", + "time", + "gen", + "met", + "ended" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "flows", + "aquele", + "assert", + "rence", + "esh", + "pais", + "noticing", + "heres", + "pitted", + "olines", + "tr", + "umeric", + "comple", + "stems", + "zak", + "ocs" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "t", + "on", + "w", + "se", + "y", + "ay", + "th", + "ment", + "ib", + "one", + "ru", + "lo", + "che", + "ound", + "ystem", + "red", + "loc", + "son", + "som", + "mark", + "vol", + "ush", + "pha", + "thing", + "mag", + "vi", + "kan", + "yang", + "ware", + "igned" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "l", + "im", + "g", + "u", + "se", + "be", + "if", + "us", + "ht", + "and", + "ere", + "pe", + "j", + "pl", + "ies", + "ub", + "ich", + "av", + "able", + "ib", + "ast", + "ge", + "ph" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ic", + "ve", + "ch", + "od", + "pe", + "pl", + "ha", + "ad", + "ign", + "your", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "ev", + "ize", + "we", + "work", + "ystem", + "ays", + "est", + "wo", + "who", + "rib", + "them" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "le", + "ion", + "as", + "ent", + "n", + "id", + "ur", + "ay", + "ir", + "ver", + "ht", + "ere", + "end", + "ill", + "ex", + "art", + "iz", + "ang", + "ive", + "all", + "ard", + "ik", + "pl", + "ge", + "ph", + "ong", + "one", + "ence" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "id", + "ol", + "ad", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ice", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "pr", + "ike", + "ric", + "set", + "to", + "ER" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "they", + "youtu", + "eat", + "s", + "selection", + "begitu", + "sehen", + "gambar", + "bringen", + "tio", + "ers", + "met", + "nya", + "perfectly", + "lid", + "terrible", + "bij", + "multitude", + "eux" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "depart", + "youtu", + "eat", + "mellow", + "magnifique", + "Paryayvachi", + "slightly", + "ameri", + "ain", + "reput", + "ein", + "gambar", + "bringen", + "wunder", + "sli", + "e" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "substantial", + "ameri", + "fielder", + "behalf", + "readily", + "substantially", + "tog", + "slightly", + "e", + "Verenigde", + "Tog", + "immense", + "uating", + "commonly", + "unequivocal", + "lsulfanyl", + "equip", + "considerably", + "damn", + "antwort", + "comfy", + "tentative", + "resmi" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "ameri", + "slightly", + "ed", + "Tog", + "immense", + "damn", + "bunun", + "ain", + "et", + "substantial", + "profoundly", + "gigantic", + "er", + "shaped", + "self", + "ET", + "avrebbe", + "lach", + "Verenigde", + "fielder", + "readily", + "indiv", + "stai" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "immense", + "slightly", + "bunun", + "ed", + "Tog", + "gigantic", + "damn", + "impending", + "profoundly", + "avrebbe", + "substantial", + "severely", + "lach", + "Considerable", + "considerably", + "expertly", + "emeritus", + "ameri", + "stai", + "asesin", + "embroiled" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "profoundly", + "gigantic", + "considerably", + "substantial", + "ed", + "immense", + "interspersed", + "severely", + "shortly", + "substantially", + "markedly", + "bunun", + "ameri", + "dissati", + "et", + "unequivocal", + "noteworthy", + "contending", + "tog", + "copious", + "incum", + "notable" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "profoundly", + "reminiscent", + "championed", + "remarkable", + "resulted", + "similar", + "emblematic", + "described", + "similar", + "shaped", + "formidable", + "exacerbated", + "elated", + "markedly", + "strikingly", + "riddled", + "characterized" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "reminiscent", + "characterized", + "resembling", + "described", + "markedly", + "interspersed", + "strikingly", + "characteristic", + "resulted", + "resulting", + "resembled", + "characteristics", + "exceedingly", + "surpassing", + "profoundly", + "devoid", + "underpinned", + "championed", + "punctuated", + "produced", + "Characteristics", + "formed" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "characterized", + "characteristic", + "densely", + "devoid", + "characteristics", + "riddled", + "intricately", + "markedly", + "underpinned", + "punctuated", + "surrounded", + "cohesive", + "massively", + "predominantly", + "reminiscent", + "interspersed", + "steeped", + "brimming", + "containing", + "typically", + "featuring", + "comprising", + "reinforced", + "exhibiting", + "excessively", + "intensely", + "profoundly", + "nestled", + "exemplified", + "structurally", + "described" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "massive", + "highly", + "often", + "densely", + "numerous", + "structured", + "deeply", + "predominantly", + "excessively", + "frequently", + "intensely", + "strongly", + "extensive", + "oriented", + "severely", + "extensively", + "storied", + "intricately", + "massively", + "strikingly", + "profoundly", + "heavily", + "prominent", + "vastly", + "cohesive", + "fragmented", + "structurally", + "typically", + "comprised", + "reinforcing", + "steeped", + "thriving" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "numerous", + "frequently", + "multiple", + "various", + "riddled", + "highly", + "internal", + "structurally", + "extensively", + "extensive", + "fractured", + "fragmented", + "layered", + "repetitive", + "deeply", + "predominantly", + "multifaceted", + "often", + "structure", + "nearly", + "seemingly", + "extremely", + "structured", + "interconnected", + "geometric", + "internally", + "massive", + "partially", + "inherently", + "many", + "closely", + "repeatedly" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "internal", + "internally", + "riddled", + "numerous", + "internal", + "interior", + "Internal", + "inwardly", + "self", + "frequently", + "multiple", + "inter", + "extensively", + "predominantly", + "intern", + "intra", + "ally", + "Internal", + "structurally", + "inter", + "within", + "regularly", + "crystall" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "internally", + "S", + "internal", + "N", + "inter", + "ed", + "M", + "O", + "internal", + "es", + "m", + "T", + "ally", + "twinning", + "n", + "J", + "t", + "an", + "de", + "h", + "D", + "H", + "un", + "U", + "ver", + "Int" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "internally", + "internal", + "inter", + "internal", + "twinning", + "t", + "S", + "ed", + "m", + "un", + "Internal", + "h", + "N", + "Internal", + "de", + "ib", + "v", + "M", + "O", + "intern", + "twins", + "b", + "thermally", + "is", + "str" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "internally", + "intern", + "Intern", + "internal", + "tw", + "tw", + "Tw", + "Intern", + "internal", + "Internal", + "INTERNAL", + "internos", + "plate", + "Internal", + "interne", + "interno", + "plate", + "twinning", + "Plate", + "internes", + "interni", + "Tw", + "intern", + "interno", + "externally", + "t", + "plates" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "internally", + "tw", + "Intern", + "Tw", + "tw", + "internal", + "intern", + "Tw", + "internos", + "Intern", + "TW", + "internes", + "internal", + "Internal", + "Internal", + "twins", + "interne", + "interna", + "interno", + "interno", + "INTERNAL", + "twinning", + "intern", + "twin", + "TW" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "internally", + "tw", + "Intern", + "tw", + "Intern", + "intern", + "Tw", + "Tw", + "intern", + "internos", + "TW", + "interne", + "internes", + "internas", + "internal", + "Internal", + "TW", + "interno", + "INTERNAL", + "Internal", + "internal", + "interna", + "interno", + "twinning", + "interni", + "INTERNAL", + "interns", + "internals", + "externally" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "internally", + "ced", + "formed", + "ky", + "thy", + "ightly", + "ially", + "ently", + "a", + "hed", + "w", + "ped", + "py", + "rectangular", + "plicated", + "form", + "ited", + "Thus", + "aged", + "like", + "nt", + "astically", + "singly", + "Let", + "ther", + "pt", + "cher", + "tw", + "chi", + "pped", + "ched" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 12.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "considerably", + "score": 10.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "been", + "score": 7.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "an", + "output_checked": true + }, + { + "concept": "austenite", + "score": 5.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "damn", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "but", + "score": 4.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "resulting", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "product", + "output_checked": true + }, + { + "concept": "highly", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "brittle", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "tacit", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "severely", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "copious", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "substantially", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "facilitated", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "change", + "output_checked": true + }, + { + "concept": "noticeably", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "characterized", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "upheaval", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "relatively", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "undergone", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "undergoes", + "output_checked": true + }, + { + "concept": "concise", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "an", + "output_checked": true + }, + { + "concept": "predominantly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "like", + "output_checked": true + }, + { + "concept": "densely", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "oriented", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "like", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "undergoes", + "output_checked": true + }, + { + "concept": "fractured", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "inned", + "output_checked": true + }, + { + "concept": "hardness", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "crystals", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "like", + "output_checked": true + }, + { + "concept": "crystall", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "einen", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "an", + "output_checked": true + }, + { + "concept": "products", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "is", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "sincere", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "Looking", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "product", + "output_checked": true + }, + { + "concept": "exceedingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "impede", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "soort", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "tersebut", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "consistently", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "undergoes", + "output_checked": true + }, + { + "concept": "reverting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "abrupt", + "output_checked": true + }, + { + "concept": "profound", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "described", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "termed", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "change", + "output_checked": true + }, + { + "concept": "considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "edt", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "abrupt", + "output_checked": true + }, + { + "concept": "strikingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "abrupt", + "output_checked": true + }, + { + "concept": "delicately", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "reshaping", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "peculiar", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "typically", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "moderately", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "orientated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "devoid", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "enhance", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "consisting", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "approximately", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "undergoes", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "an", + "output_checked": true + }, + { + "concept": "achieved", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "change", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-05__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-05__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-05__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-05__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Motion of linear lattice imperfections 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Plastic flow begins when a linear lattice imperfection travels across a close-packed plane and leaves a permanent surface step.", + "prompt_tail": "Plastic flow begins when a linear lattice imperfection travels across a close-packed plane and leaves a permanent surface step.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 22 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-line-defect-motion-01", + "carrier_id": null, + "target_family": "line-defect-motion", + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 12674, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 1473 + }, + { + "label": "glide", + "best_rank": 1002, + "best_depth": 63.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 4913 + }, + { + "label": "slip", + "best_rank": 2318, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 74 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "arnataka", + "forcing", + "arn", + "fg", + "nabi", + "employment", + "Executor", + "Nong", + "forcing", + "qc", + "Forsyth", + "Gina", + "ners", + "astri", + "irg", + "Blocking", + "Fors", + "sigs", + "absor", + "denly", + "WATER", + "bors", + "blocking", + "niki", + "sorption", + "hydros" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "Signing", + "release", + "Signing", + "Release", + "signing", + "signed", + "release", + "Release", + "Signed", + "Signed", + "oscopy", + "releasing", + "Released", + "Signs", + "angent", + "leasing", + "addItem", + "else", + "RELEASE", + "ril", + "releases", + "whisper", + "ently", + "something", + "trance", + "signings" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Signing", + "Signing", + "release", + "signing", + "whisper", + "signings", + "Signed", + "April", + "something", + "aise", + "aad", + "getSign", + "Release", + "awsze", + "educativo", + "Release", + "Whisper", + "release", + "mols", + "else", + "releasing", + "tempi", + "acque", + "estamp", + "whis", + "enero", + "arence" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "squre", + "kvadr", + "panorama", + "txn", + "sintered", + "rest", + "compassion", + "proporcion", + "Resin", + "Siva", + "slik", + "classrooms", + "Lawn", + "odymium", + "dew", + "DCs", + "wC", + "endregion", + "orestation", + "itsa", + "lasts", + "diatom", + "Parkland" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Civilization", + "Constitution", + "Cren", + "aches", + "debugger", + "ail", + "NotNull", + "getDefault", + "Codes", + "arthritis", + "hale", + "addObject", + "mig", + "antibiotic", + "Zet", + "setActive", + "Krebs", + "bane", + "antibiotics", + "otrop", + "Negative", + "Tape" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "daniel", + "nCenters", + "Qaraldi", + "restricting", + "Napa", + "atibus", + "qc", + "axter", + "Finlandia", + "Temporary", + "Singular", + "resolute", + "jh", + "inz", + "Apna", + "pdelay", + "jp", + "amts", + "nordic", + "chiq", + "umers", + "Satt", + "nath" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "jaye", + "mason", + "Ums", + "Cardinals", + "singh", + "Pleas", + "Bedroom", + "Eps", + "myl", + "multiply", + "pric", + "mysql", + "Chrys", + "Eminem", + "umer", + "Aires", + "Kristall", + "prist", + "ple", + "nesium", + "parabol", + "unlike", + "mysql" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "RELEASE", + "release", + "tha", + "leasing", + "haya", + "gh", + "enl", + "tho", + "Released", + "prive", + "numpy", + "getragen", + "mno", + "ForEach", + "FAF", + "en", + "Release", + "lycer", + "bli", + "ukai", + "uire", + "supermerc", + "mathbb", + "gi", + "front" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "ve", + "release", + "bly", + "compassion", + "s", + "released", + "dere", + "t", + "r", + "signed", + "Alexander", + "signer", + "oss", + "furthermore", + "Releases", + "s", + "sm", + "google", + "dere", + "Release" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "dere", + "ve", + "si", + "j", + "s", + "release", + "final", + "s", + "g", + "ny", + "Finally", + "iber", + "ele", + "ors", + "SPIR", + "cer", + "r", + "ones", + "issant", + "cero", + "gehend", + "releases", + "t", + "al", + "gent", + "Gent", + "oss", + "rish" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "gehend", + "Moreover", + "med", + "iven", + "t", + "night", + "heartedly", + "ures", + "manner", + "haf", + "ser", + "rad", + "Finally", + "ujos", + "lepas", + "do", + "rog", + "shore", + "hearted", + "meng" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "Moreover", + "t", + "fato", + "voila", + "furthermore", + "folds", + "esimerkiksi", + "digamos", + "moreover", + "soften", + "Furthermore", + "udir", + "med", + "ve", + "fif", + "Kalau", + "comienzo", + "ures", + "dass", + "deer", + "brid", + "beispielsweise", + "heartedly" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "t", + "digamos", + "folds", + "esimerkiksi", + "Moreover", + "furthermore", + "s", + "creases", + "ve", + "comienzo", + "moreover", + "med", + "enorm", + "fato", + "s", + "slik", + "dif", + "soften", + "dass", + "dig", + "ures", + "sur", + "er", + "rekom" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "Moreover", + "digamos", + "ures", + "do", + "folds", + "dig", + "voila", + "sure", + "zeug", + "fato", + "selves", + "vulner", + "let", + "dig", + "fif", + "tyle", + "manner", + "deer", + "lepas", + "Moreover", + "dif", + "enorm" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Finally", + "finalized", + "manner", + "voila", + "Finalmente", + "vnd", + "sheep", + "skept", + "Moreover", + "mah", + "behaviors", + "zeug", + "finalize", + "ures", + "dynamics", + "finalmente", + "ChangedEventArgs", + "ridges", + "rekom", + "minecraft", + "rific", + "matics", + "behavior", + "wire" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "Dynamics", + "Finally", + "dynamics", + "civ", + "sheep", + "Miner", + "dynamics", + "dud", + "mason", + "zeug", + "Finalmente", + "finalized", + "minecraft", + "instances", + "cnc", + "mah", + "Romeo", + "finalmente", + "Erek", + "finally", + "fif" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "thoughtful", + "WRITE", + "Brainz", + "Langkah", + "BUILD", + "WRITE", + "psychic", + "Annotation", + "PLOAD", + "uglify", + "langkah", + "hibernate", + "Ajax", + "rectangles", + "MYSQL", + "Thought", + "ainder", + "Dynamics" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "Brainz", + "Lorsque", + "hibernate", + "displace", + "discontinuities", + "Dynamics", + "bmp", + "Contour", + "Psi", + "psi", + "Quando", + "Neuron", + "Pokud", + "Nomad", + "gdf", + "intend", + "hensible", + "Annotation", + "Scientists", + "Neuroscience", + "Traverse", + "objc", + "Miner", + "zerst", + "Zidane" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "intend", + "sigu", + "Note", + "did", + "strides", + "Psi", + "blemishes", + "solute", + "Lorsque", + "geometric", + "oretic", + "anzeigen", + "enje", + "constitu", + "theor", + "equi", + "steps", + "Describe", + "solicitud", + "Integrity", + "consec", + "hensible", + "bmp", + "lamented", + "weir", + "crit" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "steps", + "Steps", + "sheep", + "STEP", + "dap", + "enje", + "step", + "oretic", + "Tread", + "bekas", + "Step", + "sekaligus", + "Entropy", + "Schritte", + "eous", + "Marian", + "footprints", + "strides", + "blemishes", + "solute", + "Hemp", + "Entsche", + "irreparable", + "seguir", + "Schritt", + "LastError", + "Psi", + "step" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "steps", + "step", + "STEP", + "Steps", + "steps", + "Step", + "step", + "Steps", + "Step", + "estep", + "LastError", + "permanent", + "yak", + "STEP", + "footprints", + "pasos", + "Schritt", + "espacial", + "passos", + "Contour", + "Chrys", + "Entsche", + "sekaligus", + "efet", + "passen", + "Psi" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "steps", + "step", + "steps", + "Steps", + "STEP", + "step", + "Steps", + "Step", + "footprints", + "Step", + "footsteps", + "STEP", + "pasos", + "stepped", + "footprint", + "stepping", + "estep", + "Prints", + "Schritte", + "passos", + "kesan", + "impression", + "Schritt", + "foot", + "Impression", + "imprinted", + "esteps", + "Prints" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "steps", + "prints", + "step", + "surface", + "step", + "imprinted", + "steps", + "Surface", + "Prints", + "Prints", + "imprint", + "permanent", + "surface", + "footprint", + "Steps", + "Steps", + "foot", + "impression", + "footprints", + "stepped", + "prints", + "Surface", + "pasos", + "printing", + "permanent", + "Permanent", + "Printing" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "surface", + "Surface", + "surface", + "Surface", + "SURFACE", + "surfaces", + "superficie", + "permukaan", + "SUR", + "surfaced", + "Surfaces", + "urface", + "oppervlak", + "powierzchn", + "surf", + "surf", + "subsurface", + "surfacing", + "povr", + "sur", + "permanent", + "Surf", + "superficies", + "Sur" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "surface", + "Surface", + "Surface", + "surface", + "SURFACE", + "surfaces", + "SUR", + "permukaan", + "superficie", + "Surfaces", + "superficies", + "permanent", + "Permanent", + "permanent", + "superfici", + "Sur", + "Permanent", + "urface", + "oppervlak", + "perman", + "surfaced", + "powierzchn", + "surf", + "subsurface", + "Surat" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Permanent", + "In", + "This", + "However", + "Actually", + "Surface", + "There", + "Since", + "We", + "Note", + "You", + "They", + "If", + "Alternatively", + "I", + "No", + "permanent", + "Additionally", + "It", + "thought", + "In", + "Each", + "These", + "Permanent", + "Many", + "Both", + "Required", + "When", + "For", + "Usually", + "More", + "A" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 4829, + 163687, + 106931, + 83738, + 170344, + 37187, + 251024, + 236829, + 106082, + 151593, + 209644, + 152780, + 119426, + 123931, + 160225, + 114353, + 95896, + 105036, + 36346, + 144717, + 71008, + 40557, + 12675, + 13057, + 94929, + 99949 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 84147, + 12016, + 22792, + 84763, + 46567, + 169400, + 15174, + 25797, + 63835, + 111767, + 166537, + 157736, + 169849, + 163112, + 75791, + 3988, + 1003, + 1896, + 15371, + 22381, + 7365, + 22742, + 33111, + 34080, + 65048, + 85211 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 104172, + 78478, + 122657, + 71364, + 108486, + 71870, + 71183, + 106793, + 29277, + 68233, + 128624, + 113916, + 120313, + 123321, + 107237, + 168117, + 137161, + 136049, + 167611, + 21530, + 37230, + 3506, + 2319, + 6206, + 5160, + 30989 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 29251, + 49663, + 25311, + 45756, + 27524, + 19137, + 6801, + 1474, + 6037, + 86021, + 63791, + 21157, + 12864, + 2735 + ] + }, + { + "label": "glide", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 183770, + 194967, + 181013, + 161821, + 162010, + 77467, + 7996, + 13151, + 8584, + 4914, + 42717, + 24483, + 23249, + 46405 + ] + }, + { + "label": "slip", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 70829, + 80960, + 58336, + 169612, + 207794, + 128285, + 26785, + 8916, + 3111, + 75, + 6611, + 241, + 529, + 1029 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "steps", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "step", + "output_checked": true + }, + { + "concept": "Finally", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "step", + "output_checked": true + }, + { + "concept": "aporta", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "multitud", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "Zou", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "ured", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "chorizo", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "close", + "output_checked": true + }, + { + "concept": "blemishes", + "score": 2.0, + "best_rank": 3, + "best_depth": 87.2, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Oto", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "besitzt", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Plastic", + "output_checked": true + }, + { + "concept": "cyclone", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "softener", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "masala", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "summarize", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "Trouver", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "minify", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "step", + "output_checked": true + }, + { + "concept": "AIS", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "compositional", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "PvP", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "SearchResult", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "defectos", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "snowboard", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cuyos", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "meninggalkan", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "END", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "Injection", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Acrylic", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "through", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "traveling", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "Surgery", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "impedances", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "Keyboard", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "tetromino", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "replace", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "ajax", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "Abelian", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "Brainz", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "enriched", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "dure", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "Latter", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "surgery", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "close", + "output_checked": true + }, + { + "concept": "voids", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "BOSE", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "close", + "output_checked": true + }, + { + "concept": "slik", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Dynamics", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "determinada", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "close", + "output_checked": true + }, + { + "concept": "finitely", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "Plastic", + "output_checked": true + }, + { + "concept": "RED", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "tubing", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "bzw", + "score": 1.0, + "best_rank": 3, + "best_depth": 87.2, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "deformation", + "score": 1.0, + "best_rank": 3, + "best_depth": 91.5, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "Caste", + "score": 1.0, + "best_rank": 4, + "best_depth": 44.7, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "logotipo", + "score": 1.0, + "best_rank": 4, + "best_depth": 51.1, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "saber", + "score": 1.0, + "best_rank": 4, + "best_depth": 80.9, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "INI", + "score": 1.0, + "best_rank": 5, + "best_depth": 76.6, + "near_token": "surface", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "s", + "ve", + "se", + "ter", + "th", + "wh", + "le", + "cl", + "row", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "any", + "anc", + "clud", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "min", + "ground", + "ts", + "ced" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "is", + "comp", + "ner", + "rence", + "umeric", + "sap", + "perk", + "haute", + "flows", + "malloc", + "aquele", + "menes", + "uq", + "conflicted", + "og", + "tr", + "ne", + "ise", + "iy", + "qual", + "assert", + "More" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "j", + "ust", + "ib", + "one", + "te", + "ON", + "bet", + "ict", + "uring", + "raph", + "ke", + "som", + "arn", + "mark", + "da", + "fin", + "essage", + "ivid", + "RO", + "ability", + "iss", + "pha", + "mag", + "ived", + "uild", + "mar", + "ably", + "ograph" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "ou", + "ro", + "im", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "du", + "ge", + "ber", + "row", + "St", + "pr", + "mathrm", + "sa", + "de" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "on", + "he", + "en", + "s", + "m", + "de", + "qu", + "ra", + "pro", + "com", + "ity", + "The", + "le", + "ha", + "ad", + "which", + "com", + "i", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "who", + "ric", + "rib" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "s", + "an", + "it", + "is", + "ar", + "le", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "ol", + "ig", + "ur", + "ve", + "de", + "ay", + "qu", + "ir", + "ly", + "ra", + "un", + "ri", + "ere", + "com", + "pe" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "id", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "ort", + "se" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "os", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "comp", + "lic", + "St", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "set", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "of", + "ization", + "perfectly", + "lid", + "liaison", + "kaya", + "bringen", + "Ils", + "Publicity", + "n", + "ers", + "nya", + "photograph", + "reput", + "they", + "selection", + "lym", + "bildung" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "perfectly", + "lid", + "administrator", + "grandfather", + "aal", + "bildung", + "superstar", + "liaison", + "remember", + "tentative", + "bringen", + "mellow", + "wunder", + "ampio", + "Publicity", + "e", + "n" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "colabor", + "imitation", + "Publicity", + "fielder", + "any", + "equip", + "damn", + "aal", + "reliance", + "er", + "expert", + "perfectly", + "administrator", + "Looking", + "superstar", + "bounty", + "Verenigde", + "Tog", + "Excuse", + "e", + "ET", + "behalf", + "readily", + "officially" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "er", + "Looking", + "damn", + "tog", + "avrebbe", + "immense", + "any", + "colabor", + "been", + "ET", + "Tog", + "fielder", + "asesin", + "kowy", + "Excuse", + "demise", + "aal", + "Publicity", + "paltry", + "behest", + "PA", + "behalf", + "readily", + "tremendous", + "similar" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "damn", + "avrebbe", + "immense", + "Tog", + "tog", + "er", + "fielder", + "colabor", + "demise", + "asesin", + "similar", + "been", + "kowy", + "Looking", + "paltry", + "Excuse", + "scathing", + "terribly", + "slight", + "also", + "equip", + "banal", + "schap" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "enraged", + "decree", + "despicable", + "triggered", + "immense", + "multitude", + "behalf", + "damn", + "horrific", + "vergang", + "scathing", + "localized", + "tanti", + "tremendous", + "vicious", + "rebuke", + "kubectl", + "banal", + "notoriety", + "also", + "sigh", + "ameri", + "another", + "druge", + "devenu", + "Verenigde" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "tantamount", + "imilar", + "profound", + "scathing", + "detrimental", + "tumultuous", + "Webinar", + "stillness", + "vergang", + "threx", + "mechanisms", + "phenomenon", + "termed", + "traduction", + "FIGURE", + "championed", + "despicable", + "Subsection", + "exacerbated", + "profoundly", + "applause", + "insulting" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "unsurpassed", + "championed", + "engender", + "Allows", + "tantamount", + "tions", + "Allows", + "which", + "behavi", + "propagates", + "resul", + "termed" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "immovable", + "marred", + "indelible", + "instigated", + "solidified", + "reverber", + "debilitating", + "likened", + "mqtt", + "stillness", + "listBox", + "scrollView", + "unknowingly", + "callBack", + "detrimental", + "translateY", + "focuss", + "webhook", + "championed", + "setItems", + "lingering", + "stalemate", + "mesmer", + "upheaval" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "permanent", + "lingering", + "unwanted", + "devastating", + "been", + "persistent", + "irreversible", + "permanently", + "indelible", + "lasting", + "marking", + "damaged", + "resultant", + "etched", + "debilitating", + "momentous", + "marks", + "upheaval", + "resilient", + "jagged", + "unforgettable", + "forceful", + "tenacious", + "damage", + "profound", + "consequently", + "enduring", + "disruptive", + "imprint", + "Marking", + "undesirable", + "disrupted" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "indelible", + "permanent", + "indent", + "scarring", + "stepping", + "localized", + "etched", + "stepped", + "repercussions", + "devastating", + "imprint", + "reverber", + "jagged", + "upheaval", + "imprinted", + "noticeable", + "debilitating", + "defects", + "defect", + "resultant", + "lingering", + "results", + "likened", + "been", + "step", + "unintended", + "widespread", + "persistent", + "lasting", + "irregularities", + "indentation", + "protrusions" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "steps", + "step", + "stepping", + "permanent", + "a", + "stepped", + "footprints", + "imprint", + "Step", + "footprint", + "spots", + "Steps", + "indelible", + "STEP", + "footsteps", + "Steps", + "Foot", + "pasos", + "etched", + "STEP", + "LSP", + "estep", + "etching", + "steppe", + "imprinted", + "steps", + "permanente", + "lasting" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "steps", + "step", + "S", + "N", + "steps", + "E", + "step", + "B", + "STEP", + "O", + "Step", + "Steps", + "ed", + "pasos", + "is", + "Steps", + "a", + "el", + "on", + "A", + "B", + "e", + "I", + "D", + "foot", + "P", + "St", + "stepped", + "stepping", + "S" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "step", + "steps", + "step", + "steps", + "STEP", + "Step", + "Steps", + "stepped", + "foot", + "stepping", + "pasos", + "Steps", + "footprint", + "Step", + "footsteps", + "Foot", + "footprints", + "Foot", + "estep", + "imprint", + "STEP", + "S", + "passos", + "imprinted", + "stepping", + "ed", + "foot", + "B" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "S", + "surface", + "foot", + "step", + "A", + "steps", + "permanent", + "s", + "Step", + "N", + "B", + "step", + "H", + "P", + "a", + "Surface", + "surface", + "m", + "D", + "O", + "steps", + "t", + "Surface", + "Steps", + "and", + "n", + "is", + "footprint", + "L" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "surface", + "Surface", + "Surface", + "surface", + "SUR", + "SURFACE", + "surfaces", + "superficie", + "urface", + "permukaan", + "S", + "surf", + "Surfaces", + "Sur", + "powierzchni", + "oppervlak", + "surfaced", + "sur", + "povr", + "foot", + "permanent", + "superfici" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "surface", + "Surface", + "Surface", + "surface", + "SURFACE", + "SUR", + "surfaces", + "permukaan", + "superficie", + "Surfaces", + "superfici", + "urface", + "permanent", + "surf", + "permanent", + "Permanent", + "Sur", + "Surf", + "surf", + "powierzchni", + "superficies", + "Permanent", + "povr", + "surfaced" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Permanent", + "In", + "This", + "However", + "Actually", + "Surface", + "There", + "Since", + "We", + "Note", + "You", + "They", + "If", + "Alternatively", + "I", + "No", + "permanent", + "Additionally", + "It", + "thought", + "In", + "Each", + "These", + "Permanent", + "Many", + "Both", + "Required", + "When", + "For", + "Usually", + "More", + "A" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 8.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "damn", + "score": 7.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "close", + "output_checked": true + }, + { + "concept": "been", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "densely", + "score": 5.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "destabil", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "tightly", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "severely", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "crossing", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "across", + "output_checked": true + }, + { + "concept": "multitude", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "pochi", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "glorious", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "step", + "output_checked": true + }, + { + "concept": "scathing", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "these", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "across", + "output_checked": true + }, + { + "concept": "stillness", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "beispielsweise", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "positioned", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "system", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "instigated", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "tenets", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "coupled", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "they", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "when", + "output_checked": true + }, + { + "concept": "leaving", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "fixture", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "behind", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "wake", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "steps", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "introdu", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "leisurely", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "slight", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "inevitably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "toward", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "step", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "momentous", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "lorf", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "streamline", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "initiate", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "composed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "induced", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cohesive", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "immovable", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "overview", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "through", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "intersecting", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "across", + "output_checked": true + }, + { + "concept": "structured", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "close", + "output_checked": true + }, + { + "concept": "consequently", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "plenty", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "workable", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "lasting", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "defects", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "phenomena", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "lingering", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "stepping", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "step", + "output_checked": true + }, + { + "concept": "start", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "nonlinear", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "traveling", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "beginning", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "regression", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "imperfections", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "imperfection", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-01__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-01__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-01__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-01__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Motion of linear lattice imperfections 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "During loading of a single crystal, etch-pit positions move along selected crystallographic planes and an irreversible offset accumulates.", + "prompt_tail": "During loading of a single crystal, etch-pit positions move along selected crystallographic planes and an irreversible offset accumulates.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-line-defect-motion-02", + "carrier_id": null, + "target_family": "line-defect-motion", + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 9112, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 5298 + }, + { + "label": "glide", + "best_rank": 5856, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 5850 + }, + { + "label": "slip", + "best_rank": 15775, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 7833 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "arnataka", + "nabi", + "employment", + "forcing", + "fg", + "arn", + "sigs", + "Angelina", + "Fors", + "oscopy", + "Forsyth", + "absor", + "SIG", + "astri", + "Blocking", + "Gina", + "Executor", + "qc", + "Nong", + "awesome", + "blocking", + "denly", + "Signing", + "Blake", + "forgery" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "release", + "Signing", + "Signing", + "signing", + "signed", + "Release", + "Release", + "Signed", + "angent", + "release", + "Signed", + "oscopy", + "Released", + "Signs", + "ril", + "signer", + "trance", + "releasing", + "leasing", + "marginLeft", + "bija", + "releases", + "RELEASE", + "addItem", + "else", + "Eink", + "Angelina", + "signings" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Signing", + "Signing", + "release", + "whisper", + "tempi", + "educativo", + "Release", + "signing", + "April", + "signings", + "something", + "aad", + "else", + "alignItems", + "Whisper", + "Release", + "aset", + "aise", + "addItem", + "Whis", + "tekl", + "acque" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "squre", + "panorama", + "Socrates", + "kvadr", + "odymium", + "Aquarelle", + "wC", + "amazon", + "itsa", + "asegurarse", + "aced", + "Resin", + "compassion", + "aDecoder", + "er", + "weg", + "classrooms", + "endregion", + "arendon", + "RestClient", + "compressive", + "mrs", + "Parkland" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Civilization", + "antibiotic", + "aches", + "debugger", + "ARIOS", + "getDefault", + "antibiotics", + "Atletico", + "Dekor", + "bane", + "Cren", + "arthritis", + "atian", + "Zet", + "acids", + "NotNull", + "Tape", + "comienzo", + "Tape", + "graphic", + "civilisation", + "Mongols" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "umers", + "nCenters", + "Qaraldi", + "Peki", + "daniel", + "qc", + "pdelay", + "celtic", + "rnb", + "atibus", + "Aus", + "blockSize", + "Siva", + "nash", + "jp", + "kvadr", + "cp", + "Wy", + "lt", + "amts", + "axter", + "restricting" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mason", + "nesium", + "ruptedException", + "Ums", + "Pleas", + "Chrys", + "ple", + "mysql", + "jaye", + "python", + "softener", + "myl", + "paragraph", + "Signup", + "singh", + "Eminem", + "Chiron", + "Finally", + "menos", + "mysql", + "parabol", + "chy", + "memasuki" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "RELEASE", + "haya", + "tha", + "release", + "leasing", + "gh", + "Release", + "Released", + "enl", + "FAF", + "mathbb", + "ForEach", + "escal", + "algo", + "numpy", + "supermerc", + "getragen", + "esto", + "tho", + "lycer", + "hl", + "bli", + "yya", + "ukai", + "RELEASE" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "releases", + "j", + "release", + "released", + "Release", + "signings", + "bly", + "Releases", + "Release", + "ve", + "signed", + "dere", + "compassion", + "Alexander", + "python", + "release", + "neath", + "plantings", + "Caffeine", + "ypress", + "impulso", + "ments" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "ve", + "j", + "dere", + "ments", + "releases", + "r", + "s", + "ke", + "si", + "ors", + "ja", + "release", + "direccion", + "pertin", + "Siren", + "el", + "dir", + "bly", + "mal", + "prises", + "energi", + "iber", + "Augustin", + "Alexander", + "s", + "d", + "mal", + "oss" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "digamos", + "dac", + "lepas", + "ures", + "ve", + "manner", + "dass", + "shore", + "fato", + "diperoleh", + "uri", + "certeza", + "dir", + "siz", + "med", + "bur", + "eness", + "amor", + "filosof", + "uating", + "s", + "urious", + "uette" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "soften", + "certeza", + "mason", + "softening", + "beispielsweise", + "creases", + "fato", + "rekom", + "filosof", + "urious", + "folds", + "seldom", + "certainly", + "ardin", + "voila", + "imperatives", + "digamos", + "Veamos", + "imperative", + "misalnya", + "cetera", + "Kalau", + "softness", + "Caution", + "asegurarse", + "differenza", + "esimerkiksi" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "creases", + "soften", + "softening", + "certeza", + "mason", + "urious", + "certainly", + "impediments", + "beispielsweise", + "digamos", + "folds", + "rekom", + "enorm", + "celles", + "softness", + "Veamos", + "imperatives", + "ified", + "preponder", + "misalnya", + "cetera", + "vehement", + "ve", + "filosof", + "seldom", + "esimerkiksi", + "imperative", + "fato", + "asegurarse" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "softening", + "certeza", + "vehement", + "Veamos", + "creases", + "imperative", + "urious", + "mason", + "digamos", + "culpa", + "postulated", + "imperatives", + "liability", + "refinements", + "particular", + "sensibility", + "vogue", + "primes", + "folds", + "seldom", + "filosof", + "laissez", + "softened" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "assertions", + "vehement", + "softening", + "softener", + "dynamics", + "mah", + "sensibility", + "postulated", + "softened", + "paranoid", + "faibles", + "rxjs", + "Dynamics", + "axiom", + "quartz", + "imperative", + "skeptic", + "Etc", + "unfounded", + "pragmatic", + "Veamos", + "imperatives", + "Bootstrap", + "skept", + "voila", + "zw", + "calculus", + "regimen", + "werks" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "dynamically", + "atrocious", + "rrrr", + "Measure", + "Postgres", + "additive", + "metaphysical", + "psicologia", + "arcane", + "dynamics", + "Dynamics", + "nnnn", + "ODM", + "heinous", + "obtuse", + "assertions", + "fortitude", + "unsound", + "Xr", + "Porque" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "Postgres", + "MYSQL", + "psychic", + "a", + "PLOAD", + "Ansible", + "Measure", + "additive", + "subjunctive", + "WRITE", + "MQTT", + "obnoxious", + "typescript", + "obtuse", + "softener", + "tedious", + "Resultado", + "psicologia", + "atrocious", + "chipset", + "heinous", + "ILayout", + "NodeJS", + "paranoid" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "Mutation", + "Mutation", + "Postgres", + "psicologia", + "obsessive", + "SqlCommand", + "steadily", + "arcade", + "Entsche", + "softmax", + "accumulates", + "incrementally", + "pedicure", + "rosemary", + "obtuse", + "Gnome", + "softener", + "PSI", + "Contour", + "mumbled", + "trapezium", + "dfs", + "unnamed", + "Bz", + "Psi", + "typescript", + "InnoDB", + "psi" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "steadily", + "consequ", + "continually", + "incrementally", + "cumulative", + "irreversible", + "invariable", + "Mutation", + "grout", + "Psi", + "pseudo", + "consecuencia", + "PvP", + "cumul", + "Increment", + "undesirable", + "Aries", + "aporte", + "accrue", + "undesired", + "Horde", + "rrrr", + "lemonade", + "engender", + "brisket", + "syntactic", + "Notas", + "accumulate", + "PSP", + "perpetually" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "irreversible", + "permanently", + "irrevers", + "irrevocable", + "incurable", + "irreparable", + "continually", + "undesirable", + "perpetually", + "irreducible", + "Perman", + "incrementally", + "cumulative", + "immutable", + "irreplaceable", + "Immutable", + "invariable", + "permanente", + "Unnamed", + "indelible", + "accumulating", + "undesired", + "permanent", + "irrepar", + "writeInt", + "obtuse", + "carbide", + "configurable", + "impure", + "atrocious", + "permanent", + "intangible" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "irreversible", + "irrevers", + "reversible", + "irrevocable", + "acumul", + "accumulating", + "unpleasant", + "undesirable", + "invincible", + "irreparable", + "irreducible", + "reversible", + "cumulative", + "additive", + "accum", + "permanently", + "incurable", + "atrocious", + "accumulate", + "writeInt", + "an", + "Accum", + "irre", + "carbide", + "invertible", + "Infant", + "Jericho", + "irreplaceable", + "Unnamed", + "grout" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "irreversible", + "irrevers", + "reversible", + "acumul", + "accumulate", + "irrevocable", + "reversible", + "cumulative", + "accumulating", + "irreparable", + "invertible", + "continually", + "accum", + "irre", + "additive", + "undesirable", + "addi", + "accumulator", + "Accum", + "accumulates", + "inversely", + "carbide", + "ILayout", + "incurable", + "loosing", + "Infant", + "invincible", + "irreducible", + "unpleasant", + "accum" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "irreversible", + "irrevers", + "offset", + "irre", + "reversible", + "reversible", + "Ir", + "Offset", + "irreducible", + "accumulate", + "invertible", + "acumul", + "accumulator", + "offset", + "Ir", + "accum", + "Offset", + "irrevocable", + "cumulative", + "irreparable", + "Accum", + "accumulates", + "irr", + "accum", + "Accum", + "accumulations", + "cumsum", + "offsets", + "accumulated" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "irreversible", + "Ir", + "offset", + "irre", + "Ir", + "irrevers", + "offset", + "Offset", + "Offset", + "reversible", + "irreducible", + "reversible", + "OFFSET", + "irr", + "offsets", + "Irwin", + "acumul", + "IRL", + "offsetting", + "accum", + "Accum", + "IRR", + "reducible", + "ir", + "accumulate", + "accumulator", + "OFFSET", + "irrevocable", + "irre" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Ir", + "Ir", + "irre", + "irreversible", + "ir", + "irreducible", + "Irr", + "irre", + "irr", + "Irving", + "Irwin", + "ir", + "IR", + "IR", + "Irr", + "irrevers", + "Iris", + "Irrigation", + "irrigated", + "Irvine", + "iridescent", + "irradiance", + "irritable", + "irrevocable", + "irr", + "Irradiation" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "other", + "In", + "stands", + "I", + "the", + "that", + "These", + "This", + "which", + "It", + "States", + "Zwischen", + "We", + "There", + "ating", + "For", + "Together", + "ut", + "an", + "They", + "so", + "only", + "and", + "By", + "as", + "depending", + "in", + "Therefore", + "When" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 6133, + 150430, + 110219, + 61709, + 145570, + 59102, + 249843, + 238043, + 99963, + 89379, + 132420, + 120359, + 85519, + 65918, + 106490, + 90022, + 100576, + 62384, + 9113, + 52899, + 23852, + 11346, + 110248, + 87563, + 101988, + 87925 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 67961, + 9341, + 15856, + 51059, + 39151, + 116463, + 16689, + 21586, + 47239, + 131956, + 193347, + 172426, + 181423, + 202469, + 114368, + 26947, + 16006, + 5857, + 14780, + 26199, + 16646, + 18839, + 54065, + 78607, + 63941, + 41355 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 98550, + 82751, + 96366, + 54006, + 96297, + 76179, + 61299, + 91443, + 43112, + 78507, + 113888, + 102867, + 101795, + 100909, + 61432, + 30019, + 36055, + 15776, + 44864, + 16406, + 26265, + 37673, + 53278, + 70452, + 181216, + 33375 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 58809, + 84478, + 45751, + 85459, + 107565, + 23052, + 28254, + 5299, + 8215, + 90668, + 84414, + 37589, + 110065, + 46699 + ] + }, + { + "label": "glide", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 154431, + 159485, + 149227, + 178038, + 167256, + 34136, + 6605, + 5851, + 19242, + 52981, + 26052, + 50832, + 108329, + 131581 + ] + }, + { + "label": "slip", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 68412, + 85966, + 74579, + 197226, + 187354, + 132865, + 50519, + 7834, + 45074, + 22873, + 39840, + 25616, + 8070, + 31668 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "Integrity", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "Therapeut", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "STRUCTIONS", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "bezier", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "along", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "an", + "output_checked": true + }, + { + "concept": "amass", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "accumulates", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "crystals", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "During", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "NodeJS", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "Solaris", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Colombeau", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "Mutation", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Invasion", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "determinada", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "steadily", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "minced", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Entsche", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "seminary", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Mule", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Dup", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "orientations", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "OOP", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "surface", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "direction", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "soften", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "creases", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "softening", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dynamically", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Merrick", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "PLOAD", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Spectral", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "move", + "output_checked": true + }, + { + "concept": "mental", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "offset", + "output_checked": true + }, + { + "concept": "Pseudo", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "accumulates", + "output_checked": true + }, + { + "concept": "INE", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "single", + "output_checked": true + }, + { + "concept": "thereof", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "Ontology", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "creeps", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "along", + "output_checked": true + }, + { + "concept": "EOUS", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "cany", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "accumulates", + "output_checked": true + }, + { + "concept": "axis", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "along", + "output_checked": true + }, + { + "concept": "finitely", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "towards", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "move", + "output_checked": true + }, + { + "concept": "axes", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "along", + "output_checked": true + }, + { + "concept": "slik", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "betreff", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "selected", + "output_checked": true + }, + { + "concept": "egreg", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "tribulations", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "accumulates", + "output_checked": true + }, + { + "concept": "arent", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "move", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "offset", + "output_checked": true + }, + { + "concept": "dispuestos", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "along", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "During", + "output_checked": true + }, + { + "concept": "Chosen", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "selected", + "output_checked": true + }, + { + "concept": "oriented", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "EEE", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "determinadas", + "score": 1.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "selected", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "ter", + "th", + "wh", + "res", + "cl", + "row", + "ng", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "ype", + "anc", + "clud", + "ey", + "ton", + "pos", + "tr", + "pect", + "red", + "IN", + "ract", + "ray", + "ative", + "ser" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "is", + "og", + "tr", + "comp", + "ner", + "son", + "sl", + "assert", + "purposes", + "rence", + "stem", + "umeric", + "multif", + "stems", + "sst", + "perk", + "haute", + "flows", + "ocs", + "malloc", + "encompasses", + "reduct", + "aquele", + "Heap" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "y", + "j", + "ust", + "math", + "ib", + "ast", + "one", + "ound", + "itt", + "ON", + "ict", + "pol", + "raph", + "ke", + "ij", + "som", + "arn", + "mark", + "mathb", + "fin", + "essage", + "vol", + "ivid", + "To", + "RO", + "ability", + "pha" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "en", + "al", + "ou", + "el", + "l", + "re", + "im", + "ation", + "st", + "ir", + "if", + "th", + "est", + "wh", + "ist", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "ff", + "orm", + "ast", + "ip", + "ice", + "comp", + "du" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "de", + "ch", + "qu", + "ity", + "The", + "le", + "ha", + "from", + "ad", + "us", + "ign", + "which", + "i", + "ar", + "ask", + "yst", + "ick", + "ple", + "che", + "par", + "ag", + "ize", + "we", + "est", + "wo", + "who", + "my", + "oint", + "mask" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "an", + "it", + "is", + "le", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "ve", + "de", + "ay", + "ir", + "ly", + "ra", + "un", + "ere", + "com", + "end", + "ill", + "ath", + "ex", + "art" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "res", + "k", + "com" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "ew", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "of", + "eat", + "e", + "photograph", + "they", + "youtu", + "begitu", + "sehen", + "evol", + "heer", + "bringen", + "n", + "equip", + "has", + "second", + "aat", + "sof", + "wunder", + "thym" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "e", + "s", + "of", + "has", + "reput", + "aal", + "aat", + "eat", + "remember", + "evol", + "mellow", + "ampio", + "slightly", + "obile", + "equip", + "depart", + "second", + "refuge", + "administrator", + "pog", + "youtu", + "imitation", + "EG", + "successfully", + "rei", + "eas", + "sof" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "fielder", + "substantially", + "slightly", + "e", + "equip", + "substantial", + "considerably", + "aat", + "profoundly", + "Repositories", + "tanti", + "rique", + "reliance", + "ampio", + "ecek", + "begin", + "resmi", + "reput", + "behalf", + "immense", + "precision", + "aal", + "remember", + "rather", + "uninterrupted" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "readily", + "considerably", + "begin", + "slightly", + "fielder", + "slight", + "substantial", + "aat", + "Repositories", + "asesin", + "kowy", + "ain", + "ampio", + "equip", + "decid", + "rique", + "Verenigde", + "ecek", + "aal", + "errori", + "rati" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "considerably", + "tog", + "slightly", + "ecek", + "fielder", + "slight", + "decid", + "ampio", + "asesin", + "substantial", + "slew", + "Tog", + "readily", + "aal", + "aat", + "rather", + "kowy", + "equip", + "tanti" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "considerably", + "slew", + "stanno", + "substantially", + "profoundly", + "tanti", + "sigh", + "markedly", + "substantial", + "kubectl", + "enraged", + "bizarre", + "errori", + "decree", + "vergang", + "volv", + "esas", + "appreciably", + "Repositories" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "concomitant", + "exacerbated", + "of", + "caused", + "detrimental", + "championed", + "worsened", + "albeit", + "worsening", + "perceptible", + "orchestrated", + "triggered", + "dubbed", + "imparted", + "engender", + "profound", + "termed", + "profoundly" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "resulting", + "detrimental", + "resultant", + "progressively", + "progressivement", + "gradually", + "caused", + "beispielsweise", + "imparted", + "resulting", + "associated", + "reminiscent" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "gradually", + "steadily", + "progressively", + "gradual", + "slowly", + "accumulated", + "incrementally", + "increasingly", + "consecutive", + "engender", + "resulting", + "continues", + "continuously", + "resultant", + "worsening", + "misguided", + "continuous", + "cumulative", + "measurable", + "instigated", + "continual", + "persistently", + "become", + "invariably", + "undulating", + "progressivement", + "stubbornly", + "steady", + "inadvertently", + "unrelenting" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "a", + "massive", + "progressive", + "progressively", + "cumulative", + "continuous", + "persistent", + "undesirable", + "often", + "increasingly", + "systematic", + "gradual", + "undulating", + "gradually", + "profound", + "unequal", + "stubbornly", + "exponential", + "continued", + "concerted", + "development", + "monumental", + "steadfast", + "momentous", + "significant", + "slowly", + "potentially", + "meaningful", + "misguided", + "an", + "undeniable", + "steady" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "cumulative", + "a", + "progressively", + "permanent", + "increasingly", + "an", + "persistent", + "measurable", + "s", + "accumulated", + "irreversible", + "systematic", + "steadily", + "gradually", + "unavoidable", + "significant", + "quantifiable", + "gradual", + "permanently", + "meaningful", + "inex", + "substantial", + "geometric", + "steady", + "well", + "each", + "non", + "continually", + "increasing", + "historical", + "undeniable", + "continuously" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "irreversible", + "permanent", + "an", + "irrevers", + "irre", + "permanently", + "irreparable", + "irre", + "irrevocable", + "cumulative", + "permanent", + "non", + "Ir", + "forever", + "indelible", + "un", + "ir", + "inex", + "Un", + "unavoidable", + "irreducible", + "perman", + "progressively", + "und", + "irrepar", + "increasingly", + "intrans" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "irreversible", + "irre", + "irrevers", + "an", + "Ir", + "irre", + "reversible", + "irreparable", + "Un", + "irrevocable", + "Un", + "Ir", + "permanent", + "ir", + "cumulative", + "revers", + "re", + "non", + "reversible", + "un", + "irreducible", + "In", + "i", + "irrepar", + "R", + "non" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "irreversible", + "irrevers", + "reversible", + "irre", + "irre", + "Ir", + "revers", + "reversible", + "an", + "irreparable", + "irrevocable", + "cumulative", + "ir", + "Ir", + "re", + "non", + "permanent", + "non", + "irrepar", + "Un", + "un", + "uncon", + "reversals", + "irreducible", + "unre", + "irrever", + "Re", + "reversed" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "irreversible", + "Ir", + "Ir", + "irre", + "irrevers", + "irre", + "offset", + "ir", + "irreducible", + "an", + "reversible", + "offset", + "IR", + "Offset", + "reversible", + "Irving", + "Offset", + "cumulative", + "revers", + "IR", + "offsets", + "un", + "irreplaceable", + "irres", + "offsetting", + "Un", + "IRR", + "Un" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "Ir", + "Ir", + "irreversible", + "irre", + "offset", + "irre", + "IR", + "irrevers", + "ir", + "Offset", + "Irving", + "offset", + "Offset", + "irreducible", + "offsets", + "IRR", + "IR", + "Irwin", + "offsets", + "offsetting", + "Iris", + "Off", + "reversible", + "Irrigation", + "Ire", + "irr", + "Offsets" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Ir", + "Ir", + "irreversible", + "irre", + "irre", + "IR", + "ir", + "irreducible", + "Irving", + "irrevers", + "Irwin", + "Irr", + "IR", + "ir", + "Irrigation", + "irr", + "Iris", + "IRR", + "Irr", + "IRI", + "Irina", + "Iris", + "Irradiation", + "Ire", + "irrig", + "irradiance", + "irrevocable" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "other", + "In", + "stands", + "I", + "the", + "that", + "These", + "This", + "which", + "It", + "States", + "Zwischen", + "We", + "There", + "ating", + "For", + "Together", + "ut", + "an", + "They", + "so", + "only", + "and", + "By", + "as", + "depending", + "in", + "Therefore", + "When" + ] + } + ], + "logit_surprising": [ + { + "concept": "etching", + "score": 7.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "orientations", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "readily", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "these", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "towards", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "along", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "accumulates", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "nucleation", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "pit", + "output_checked": true + }, + { + "concept": "gradually", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "accumulates", + "output_checked": true + }, + { + "concept": "grown", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "hundred", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "single", + "output_checked": true + }, + { + "concept": "ameri", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "accumulates", + "output_checked": true + }, + { + "concept": "also", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "move", + "output_checked": true + }, + { + "concept": "extensively", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "change", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "offset", + "output_checked": true + }, + { + "concept": "possessing", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "progressively", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "move", + "output_checked": true + }, + { + "concept": "predefined", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "selected", + "output_checked": true + }, + { + "concept": "the", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "along", + "output_checked": true + }, + { + "concept": "oriented", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "criteria", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "selected", + "output_checked": true + }, + { + "concept": "accumulation", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "accumulates", + "output_checked": true + }, + { + "concept": "directions", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "increase", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "offset", + "output_checked": true + }, + { + "concept": "number", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "enlarge", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "damn", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "appetizer", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "rashes", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "pit", + "output_checked": true + }, + { + "concept": "impeded", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "Interestingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "move", + "output_checked": true + }, + { + "concept": "severely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "ujar", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "offset", + "output_checked": true + }, + { + "concept": "encompassed", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "engender", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "exemplary", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "selected", + "output_checked": true + }, + { + "concept": "thereby", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "erneut", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "associated", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "relatively", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "move", + "output_checked": true + }, + { + "concept": "albeit", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "slowly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "conundrum", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "respective", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "txtbtn", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "subsequently", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "an", + "output_checked": true + }, + { + "concept": "situated", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "significantly", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "move", + "output_checked": true + }, + { + "concept": "highly", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "inherently", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "accumulated", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "accumulates", + "output_checked": true + }, + { + "concept": "locations", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "coordinates", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "Upon", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "steep", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "surface", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "behest", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "tersebut", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "excessive", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "profound", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "of", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-02__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-02__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-02__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-02__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Motion of linear lattice imperfections 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A one-dimensional defect sweeps through the crystal in the direction of its mismatch vector, displacing the material on opposite sides of its plane.", + "prompt_tail": "A one-dimensional defect sweeps through the crystal in the direction of its mismatch vector, displacing the material on opposite sides of its plane.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-line-defect-motion-03", + "carrier_id": null, + "target_family": "line-defect-motion", + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 16, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 34 + }, + { + "label": "glide", + "best_rank": 3596, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2905 + }, + { + "label": "slip", + "best_rank": 848, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 211 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "arnataka", + "forcing", + "arn", + "fg", + "WATER", + "Sask", + "nabi", + "qc", + "employment", + "forcing", + "Gina", + "Blocking", + "astri", + "ners", + "bors", + "Uy", + "lifeline", + "Executor", + "Nong", + "pn", + "Karla", + "jose", + "denly", + "blocking", + "Absorption", + "superior" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "release", + "Signing", + "Signing", + "signing", + "Release", + "oscopy", + "signed", + "ril", + "release", + "angent", + "Release", + "Signed", + "Signed", + "RELEASE", + "Released", + "Eink", + "releasing", + "releases", + "leasing", + "Signs", + "bija", + "else", + "signer", + "ently", + "addItem", + "trance", + "tinger" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "release", + "Signing", + "Signing", + "Release", + "whisper", + "signing", + "signings", + "Release", + "else", + "something", + "April", + "release", + "tempi", + "educativo", + "RELEASE", + "Signed", + "releasing", + "whis", + "aise", + "getSign", + "Whisper", + "releases", + "RELEASE", + "alignItems", + "estamp", + "Releases", + "ycopg" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "squre", + "panorama", + "er", + "kvadr", + "sintered", + "compassion", + "rest", + "proporcion", + "dew", + "Resin", + "endregion", + "itsa", + "slik", + "txn", + "odymium", + "classrooms", + "spur", + "wC", + "diatom", + "prus", + "Lawn", + "rectMode", + "macro", + "Siva" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Civilization", + "debugger", + "Constitution", + "getDefault", + "Codes", + "Cren", + "aches", + "ail", + "NotNull", + "antibiotic", + "addObject", + "Tape", + "Dekor", + "Tape", + "Caul", + "antibiotics", + "Negative", + "Negative", + "otrop", + "comienzo", + "Zet" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "nCenters", + "pdelay", + "atibus", + "Qaraldi", + "daniel", + "umers", + "dew", + "restricting", + "qc", + "kvadr", + "strategies", + "rnb", + "inz", + "Mw", + "Siva", + "sizzling", + "Napa", + "DCs", + "astri", + "sierra", + "Peki" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "nesium", + "mysql", + "Ums", + "eless", + "ple", + "python", + "jaye", + "Pleas", + "mason", + "myl", + "singh", + "Finally", + "chy", + "Chrys", + "paragraph", + "minecraft", + "umer", + "Srinagar", + "mysql", + "minecraft", + "parabol", + "memasuki", + "menos", + "ruptedException", + "Capricorn" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "RELEASE", + "haya", + "tha", + "release", + "leasing", + "gh", + "enl", + "getragen", + "prive", + "tho", + "Release", + "Released", + "FAF", + "ForEach", + "gi", + "mno", + "lycer", + "bli", + "ukai", + "supermerc", + "en", + "mathbb", + "Haskell", + "RELEASE", + "Psych" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "compassion", + "j", + "prises", + "synes", + "certainly", + "energii", + "asegurarse", + "cik", + "ificance", + "releases", + "impediments", + "ypress", + "ve", + "kipun", + "panorama", + "negligence", + "plais", + "pertin", + "bly" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "ve", + "dere", + "j", + "ja", + "r", + "ments", + "si", + "releases", + "s", + "ors", + "mal", + "Alexander", + "prises", + "oss", + "energi", + "iber", + "dere", + "pertin", + "energii", + "s", + "d", + "st", + "ke", + "release", + "erasan", + "el", + "min", + "ser", + "acular" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "uri", + "shore", + "selves", + "credo", + "ures", + "amos", + "Moreover", + "hearted", + "manner", + "rog", + "urious", + "fif", + "heartedly", + "gehend", + "night", + "uette", + "lepas", + "manner", + "ief", + "ser", + "sen", + "odora" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "cetera", + "esimerkiksi", + "urious", + "beispielsweise", + "mason", + "fato", + "certainly", + "enorm", + "certeza", + "folds", + "misalnya", + "ified", + "sur", + "creases", + "Moreover", + "hearted", + "asegurarse", + "credo", + "exus", + "t", + "dif", + "examples", + "ogado", + "kwamba", + "soften" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "enorm", + "urious", + "cetera", + "esimerkiksi", + "folds", + "s", + "fato", + "t", + "sur", + "ve", + "ified", + "uri", + "digamos", + "dif", + "med", + "certainly", + "creases", + "selves", + "mason", + "misalnya", + "particular", + "fif", + "Moreover", + "notion", + "beispielsweise", + "credo" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "urious", + "selves", + "credo", + "ief", + "particular", + "manner", + "scape", + "uri", + "enorm", + "tyle", + "fato", + "lenen", + "zeug", + "med", + "fif", + "ovati", + "do", + "cetera", + "notion", + "amor", + "proverbial", + "ogado", + "ironic", + "laissez", + "necessary", + "scapes", + "sides", + "lang" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "credo", + "manner", + "argumento", + "vehement", + "scape", + "lang", + "exus", + "ief", + "urious", + "imperative", + "assertions", + "particular", + "instances", + "ovati", + "localized", + "zeug", + "sensual", + "ujah", + "mah", + "ulnerable", + "xr", + "manner" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "nnnn", + "Romeo", + "XK", + "teh", + "Xr", + "Romeo", + "imperative", + "discord", + "argumento", + "fortitude", + "Dynamics", + "xr", + "shaved", + "Organizing", + "ebd", + "scape", + "sporadic", + "Sailor", + "metaphysical", + "horrend", + "opus", + "localized", + "diamonds" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "rectangles", + "shaved", + "securityMarks", + "Organizing", + "discord", + "thoughtful", + "psychic", + "additive", + "ornamental", + "PLOAD", + "maneuver", + "trapez", + "obnoxious", + "heinous", + "obtuse", + "stderr", + "Smoothing", + "Sailor", + "Notas" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "Romeo", + "remarked", + "aneous", + "Notas", + "Romeo", + "Bz", + "Unterschiede", + "concave", + "MNOP", + "unruly", + "discord", + "intend", + "vandal", + "Mutation", + "discontinuities", + "aforementioned", + "ToRemove", + "bepaalde", + "consequ", + "dispatchEvent", + "esc", + "Rourke", + "hemispheres", + "intentos" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "depending", + "distintas", + "Gestaltung", + "Unterschiede", + "distintos", + "s", + "opposite", + "determinadas", + "way", + "say", + "unterschied", + "particular", + "eman", + "diseg", + "t", + "de", + "ri", + "determinado", + "determinada", + "different", + "bepaalde", + "resulting", + "distinto", + "situation", + "determinados" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "unterschied", + "Unterschiede", + "displacing", + "displace", + "desplazamiento", + "instantaneously", + "opposite", + "distintas", + "displacement", + "NotImplemented", + "depending", + "Auswirkungen", + "displ", + "distintos", + "distinto", + "distinta", + "einander", + "consecuencia", + "Transporte", + "consequ", + "displacement", + "different", + "berbeda", + "LastError", + "discontinuities", + "determinadas", + "Impulse", + "displacements" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "unterschied", + "displacement", + "displace", + "displacing", + "Displacement", + "displacement", + "diverg", + "displ", + "adi", + "Transporte", + "mut", + "diverge", + "discord", + "SearchResult", + "Exper", + "geg", + "ingles", + "Unterschiede", + "LastError", + "Compression", + "divergence", + "displacements", + "opposite", + "Thrust", + "XP", + "arma", + "Lore", + "yielding" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "displacement", + "displace", + "displacement", + "Displacement", + "displacing", + "distortion", + "desplazamiento", + "displacements", + "Distortion", + "dilation", + "yielding", + "displ", + "displaced", + "unterschied", + "distortion", + "dislocation", + "XP", + "desplaz", + "Unterschiede", + "distort", + "shifted", + "discord", + "displayName", + "darg", + "mismatched", + "sheared", + "mut", + "LastError", + "shearing", + "andando", + "dilatation" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "displacement", + "displacement", + "displacements", + "displace", + "Material", + "material", + "Displacement", + "displacing", + "Material", + "desplazamiento", + "material", + "MATERIAL", + "desplaz", + "displ", + "materiali", + "MATERIAL", + "displaced", + "materiales", + "dilation", + "Materials", + "materiale", + "Materialien", + "dislocation", + "dilation", + "materiais", + "materia", + "Materials", + "materiaal", + "materi" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "displacement", + "displacement", + "displacements", + "displacing", + "material", + "Material", + "displace", + "material", + "Material", + "Displacement", + "dilation", + "materiale", + "MATERIAL", + "desplazamiento", + "MATERIAL", + "materiali", + "desplaz", + "dilation", + "displaced", + "Materials", + "materiales", + "displ", + "Materials", + "materials", + "separation", + "dislocation", + "disp", + "Materialien", + "materiais", + "materiaal", + "separation" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "materiale", + "material", + "material", + "displacements", + "displacement", + "materiales", + "Material", + "displacement", + "materiais", + "displacing", + "Materials", + "materials", + "Materials", + "MATERIAL", + "materials", + "Material", + "materia", + "displace", + "on", + "shearing", + "materiali", + "materiaal" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "material", + "In", + "opposite", + "You", + "And", + "However", + "I", + "There", + "We", + "It", + "To", + "one", + "For", + "One", + "relative", + "Why", + "Nothing", + "On", + "you", + "opening", + "Material", + "Let", + "movement", + "No", + "two", + "locally", + "displacement", + "The", + "model", + "moving", + "motion", + "local" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 5434, + 154697, + 128656, + 76118, + 153815, + 38117, + 258857, + 239153, + 55562, + 84606, + 174526, + 129495, + 119604, + 117722, + 100820, + 52190, + 33816, + 30275, + 2044, + 484, + 80, + 17, + 25, + 26, + 1417, + 6048 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 99549, + 14241, + 14158, + 88214, + 43569, + 156170, + 13210, + 19796, + 77718, + 132121, + 196170, + 176673, + 191666, + 186316, + 125141, + 59750, + 22405, + 66267, + 50701, + 23446, + 3783, + 3597, + 8231, + 13026, + 4929, + 2812 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 88028, + 67120, + 75493, + 61303, + 108152, + 90280, + 52248, + 108166, + 69039, + 79613, + 156397, + 135308, + 147746, + 168195, + 145815, + 58758, + 103222, + 72149, + 108184, + 41304, + 14583, + 7531, + 849, + 1229, + 2318, + 4350 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 12380, + 18521, + 9941, + 40070, + 32172, + 13886, + 2511, + 4617, + 446, + 97, + 42, + 38, + 43, + 35 + ] + }, + { + "label": "glide", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 189774, + 157382, + 129352, + 127507, + 79746, + 52766, + 12395, + 42838, + 40288, + 25256, + 16676, + 21267, + 2906, + 10241 + ] + }, + { + "label": "slip", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 39731, + 57481, + 54512, + 119544, + 170316, + 129150, + 129842, + 39921, + 48733, + 17111, + 3775, + 818, + 268, + 212 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "mismatched", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "lattice", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "displacement", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Eber", + "score": 3.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "on", + "output_checked": true + }, + { + "concept": "Object", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "determinada", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "unterschied", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "oftentimes", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "material", + "output_checked": true + }, + { + "concept": "misfit", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "grunds", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "vector", + "output_checked": true + }, + { + "concept": "constituents", + "score": 2.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "material", + "output_checked": true + }, + { + "concept": "vnd", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "INE", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "xyz", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "through", + "output_checked": true + }, + { + "concept": "psychic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "wandering", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "PLOAD", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "AAAAAAAA", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "baseY", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Unnamed", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "scope", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "sailing", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "through", + "output_checked": true + }, + { + "concept": "preponder", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "sides", + "output_checked": true + }, + { + "concept": "cetera", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "enorm", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "manner", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "chromospheres", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "fontweight", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "sides", + "output_checked": true + }, + { + "concept": "nudity", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "nave", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "piu", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "ANSWER", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "creeps", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "adage", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "XMFLOAT", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "material", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "on", + "output_checked": true + }, + { + "concept": "distintas", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "sides", + "output_checked": true + }, + { + "concept": "azide", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "axis", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "THREE", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "coder", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "behalf", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "on", + "output_checked": true + }, + { + "concept": "atoms", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "material", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "material", + "output_checked": true + }, + { + "concept": "Scientists", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "misalnya", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "olev", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "namely", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "opposite", + "output_checked": true + }, + { + "concept": "LastError", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "th", + "wh", + "row", + "gh", + "ar", + "ne", + "yst", + "inter", + "any", + "anc", + "clud", + "ey", + "pect", + "red", + "ray", + "ser", + "ational", + "roup", + "min", + "ground", + "ts", + "ces", + "ced", + "self", + "years", + "be" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "t", + "es", + "op", + "og", + "ie", + "comp", + "ise", + "ner", + "son", + "ware", + "sl", + "ir", + "qual", + "assert", + "mente", + "sav", + "ju", + "carried", + "purposes", + "whatever", + "rence", + "stem", + "umeric", + "refresh" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "y", + "ere", + "su", + "j", + "ust", + "ib", + "ast", + "ge", + "one", + "iew", + "ound", + "ike", + "left", + "pe", + "itt", + "ON", + "cept", + "ict", + "pol", + "roup", + "uring", + "raph", + "ext", + "tem", + "gu", + "ke", + "ij" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "al", + "ou", + "ro", + "ation", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "ice", + "ab", + "du", + "ge", + "ber", + "ear", + "ition", + "row", + "St", + "ations" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "on", + "he", + "en", + "s", + "de", + "qu", + "com", + "ess", + "ity", + "le", + "ha", + "ad", + "which", + "com", + "i", + "ar", + "ask", + "yst", + "ag", + "ize", + "we", + "est", + "who", + "ric", + "my", + "rib", + "oint" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "er", + "on", + "re", + "en", + "at", + "an", + "it", + "is", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "de", + "ay", + "qu", + "ir", + "ly", + "ra", + "un", + "ere", + "end", + "ill", + "ath", + "ex", + "art", + "The" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "D", + "ort", + "se", + "L" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "ew", + "te", + "ain", + "he", + "og", + "iz", + "ik", + "ich", + "av", + "ib", + "comp", + "ar", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ers", + "ization", + "selection", + "eat", + "Eles", + "e", + "n", + "s", + "of", + "lid", + "they", + "productive", + "sehen", + "sof", + "eux", + "glow", + "gambar", + "Bismillahirrah", + "decomposition", + "solidly" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "e", + "s", + "ers", + "has", + "eat", + "successor", + "rel", + "of", + "ischen", + "eur", + "ble", + "ast", + "officially", + "immense", + "aal", + "Aus", + "bildung", + "sehen", + "remember", + "evol", + "Eles", + "eine", + "eux", + "gambar" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "e", + "immense", + "fielder", + "substantial", + "shaped", + "Iz", + "contacting", + "Iy", + "ameri", + "Publicity", + "Tog", + "easily", + "readily", + "shaped", + "damn", + "circuitry", + "blinking", + "Verenigde", + "fourteenth", + "widths", + "dro", + "overcome", + "etection", + "pah" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "shaped", + "immense", + "e", + "fielder", + "readily", + "shaped", + "damn", + "anteced", + "papan", + "Tog", + "circuitry", + "B", + "ischen", + "activated", + "Looking", + "Iz", + "ET", + "substantial", + "self", + "contacting", + "currently", + "ameri", + "indiv", + "er", + "kowy", + "Verenigde", + "fourteenth" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "immense", + "damn", + "anteced", + "Tog", + "shaped", + "avrebbe", + "papan", + "acciaio", + "slight", + "indiv", + "circuitry", + "shaped", + "asesin", + "appellate", + "Excise", + "ed", + "circumstances", + "slightly", + "fielder", + "chime", + "activated", + "indicative", + "diocese", + "dupatta", + "B", + "substantial" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "immense", + "Iz", + "shaped", + "profoundly", + "stanno", + "tremendous", + "et", + "unequivocal", + "shaped", + "elated", + "acciaio", + "ed", + "caused", + "dupatta", + "substantially", + "damn", + "almost", + "transgender", + "slightly", + "vehement", + "kubectl", + "substantial", + "ally", + "profound", + "Decree" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "profoundly", + "profound", + "immense", + "tumultuous", + "championed", + "genellikle", + "known", + "stereotypical", + "described", + "momentous", + "engender", + "tremendous", + "markedly", + "unequivocal", + "created", + "substantial", + "positioned", + "swiftly", + "astonishing", + "of", + "vehement", + "elated", + "similar", + "aligned", + "intertwined", + "exhilar" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "resulting", + "facilitating", + "reminiscent", + "similar", + "approximately", + "positioned", + "mechanisms", + "characteristic", + "characterized", + "aligned", + "functionalities", + "profoundly", + "juxtaposition", + "facilitated", + "described", + "essentially", + "progressively", + "asymmetrical", + "instigated", + "caused", + "allowing", + "causing" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "progressively", + "markedly", + "profoundly", + "slightly", + "gradually", + "swiftly", + "asymmetrical", + "subtly", + "essentially", + "mechanisms", + "somewhat", + "symmetrical", + "dramatically", + "unequivocal", + "perpendicular", + "unequal", + "exponentially", + "succinctly", + "each", + "relatively", + "aligned", + "positioned", + "localized", + "facilitated", + "heightened", + "nuanced", + "perplexed", + "juxtaposition", + "significantly", + "effectively", + "drastically" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "slightly", + "different", + "various", + "highly", + "unequal", + "massive", + "two", + "approximately", + "opposite", + "widely", + "vastly", + "aligned", + "s", + "significantly", + "progressively", + "differing", + "relatively", + "strongly", + "drastically", + "asymmetrical", + "profoundly", + "completely", + "somewhat", + "equal", + "striking", + "cohesive", + "some", + "potentially", + "severely", + "neighboring", + "uneven", + "deeply" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "different", + "differing", + "opposite", + "asymmetrical", + "displaced", + "Different", + "asymmetric", + "differently", + "varying", + "staggered", + "progressively", + "divergent", + "displacement", + "different", + "pushing", + "slightly", + "unequal", + "disparate", + "upheaval", + "DIFFERENT", + "various", + "positively", + "simultaneous", + "dissimilar", + "alternating", + "displacing", + "pulling", + "each", + "side", + "separated", + "two" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "displacement", + "different", + "displaced", + "displacements", + "opposite", + "pushing", + "DIFFERENT", + "displacing", + "Different", + "differently", + "pulling", + "shifted", + "opposit", + "Displacement", + "asymmetrical", + "two", + "differing", + "asymmetric", + "laterally", + "out", + "slightly", + "pushed", + "alternating", + "pushes", + "displace", + "Opposite", + "deformation", + "disparity" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "displacement", + "divergence", + "opposite", + "displacements", + "divergent", + "diverging", + "pulling", + "displaced", + "pushing", + "ymmet", + "opposit", + "shear", + "Displacement", + "diverge", + "push", + "pushes", + "moved", + "Shear", + "desplazamiento", + "Diver", + "staggered", + "asymmetrical", + "displacing", + "Push", + "shifted", + "asymmetric", + "del" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "displacement", + "displacements", + "distortion", + "shear", + "displaced", + "desplazamiento", + "shear", + "Displacement", + "displacing", + "displace", + "sheared", + "displ", + "shifted", + "shearing", + "distort", + "displacement", + "ymmet", + "distortions", + "staggered", + "Shear", + "dilation", + "laterally", + "dist", + "distortion", + "desloc", + "deformation", + "Material", + "material", + "strain", + "shifts", + "disparity" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "displacement", + "material", + "displacements", + "Material", + "Material", + "material", + "MATERIAL", + "MATERIAL", + "displacing", + "displacement", + "desplazamiento", + "displaced", + "materials", + "materiale", + "Displacement", + "materiales", + "displace", + "Materials", + "Materials", + "desplaz", + "materiais", + "displ", + "dilation", + "materia", + "materiali", + "opposite", + "shear" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "material", + "displacement", + "displacements", + "Material", + "Material", + "material", + "MATERIAL", + "materiale", + "displacing", + "materials", + "materiales", + "MATERIAL", + "desplaz", + "desplazamiento", + "Materials", + "displaced", + "Materials", + "displacement", + "materiais", + "Displacement", + "displace", + "materials", + "materiali", + "bulging", + "materiaal" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "material", + "material", + "Material", + "materiale", + "Material", + "materiales", + "MATERIAL", + "MATERIAL", + "materials", + "materials", + "displacements", + "materiais", + "Materials", + "on", + "displacement", + "Materials", + "materiaal", + "displacement", + "materially", + "materia", + "to", + "displacing", + "materiali", + "dis", + "ateral" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "material", + "In", + "opposite", + "You", + "And", + "However", + "I", + "There", + "We", + "It", + "To", + "one", + "For", + "One", + "relative", + "Why", + "Nothing", + "On", + "you", + "opening", + "Material", + "Let", + "movement", + "No", + "two", + "locally", + "displacement", + "The", + "model", + "moving", + "motion", + "local" + ] + } + ], + "logit_surprising": [ + { + "concept": "been", + "score": 10.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "respective", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "its", + "output_checked": true + }, + { + "concept": "own", + "score": 9.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "its", + "output_checked": true + }, + { + "concept": "displacement", + "score": 8.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "displacing", + "output_checked": true + }, + { + "concept": "and", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "readily", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "various", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "different", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "opposite", + "output_checked": true + }, + { + "concept": "behest", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "sides", + "output_checked": true + }, + { + "concept": "propagation", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "imparted", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "progressively", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "opposite", + "output_checked": true + }, + { + "concept": "lattice", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "behalf", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "on", + "output_checked": true + }, + { + "concept": "impeding", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "toward", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "vehement", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "increasingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "on", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "specified", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "approximately", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "displacing", + "output_checked": true + }, + { + "concept": "localized", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "displaced", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "displacing", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "slight", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "through", + "output_checked": true + }, + { + "concept": "zaman", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "supporting", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "momento", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "opposite", + "output_checked": true + }, + { + "concept": "damn", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "muitos", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "vergang", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "immense", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "stereotypical", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "opposite", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "its", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "beispielsweise", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "lorf", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "However", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "from", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "on", + "output_checked": true + }, + { + "concept": "resulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "coupled", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "steadily", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "through", + "output_checked": true + }, + { + "concept": "continuously", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "predefined", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "entire", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "material", + "output_checked": true + }, + { + "concept": "varying", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "on", + "output_checked": true + }, + { + "concept": "expanse", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "periodically", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "through", + "output_checked": true + }, + { + "concept": "possessing", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "advancing", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "accordance", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "surrounding", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "material", + "output_checked": true + }, + { + "concept": "identified", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "slightly", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "periodic", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "each", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "on", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "on", + "output_checked": true + }, + { + "concept": "swept", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "through", + "output_checked": true + }, + { + "concept": "papan", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "vector", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "dimensional", + "output_checked": true + }, + { + "concept": "situated", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "defect", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-03__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-03__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-03__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-03__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Motion of linear lattice imperfections 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Once the resolved driving stress exceeds a threshold, mobile lattice lines traverse their favored planes and produce permanent strain.", + "prompt_tail": "Once the resolved driving stress exceeds a threshold, mobile lattice lines traverse their favored planes and produce permanent strain.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 21 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-line-defect-motion-04", + "carrier_id": null, + "target_family": "line-defect-motion", + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "thought", + "generated_token_ids": [ + 45518 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 4069, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 1435 + }, + { + "label": "glide", + "best_rank": 17905, + "best_depth": 63.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 7403 + }, + { + "label": "slip", + "best_rank": 3083, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 799 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "employment", + "forcing", + "arnataka", + "arn", + "fg", + "nabi", + "Forsyth", + "Fors", + "oscopy", + "Executor", + "sigs", + "Angelina", + "absor", + "ostics", + "Gina", + "qc", + "Nong", + "Blocking", + "awesome", + "blocking", + "forcing", + "niki", + "SIG" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "Signing", + "release", + "Signing", + "signing", + "signed", + "Release", + "angent", + "release", + "oscopy", + "Release", + "Signed", + "ril", + "Signed", + "Signs", + "Eink", + "bija", + "marginLeft", + "releasing", + "Released", + "leasing", + "RELEASE", + "trance", + "Nitro", + "addItem", + "ently" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Signing", + "Signing", + "release", + "signing", + "educativo", + "something", + "Release", + "tempi", + "signings", + "whisper", + "Release", + "else", + "release", + "alignItems", + "acque", + "aise", + "whis", + "RELEASE", + "tekl", + "ycopg", + "Whisper", + "Signed", + "aad", + "Summon" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "panorama", + "squre", + "er", + "kvadr", + "compassion", + "sintered", + "itsa", + "endregion", + "wC", + "odymium", + "classrooms", + "Resin", + "txn", + "proporcion", + "lasts", + "rest", + "weg", + "spur", + "dew", + "amazon", + "Parkland", + "aced", + "prus", + "arendon" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Civilization", + "aches", + "ail", + "Constitution", + "NotNull", + "Codes", + "debugger", + "getDefault", + "Cren", + "hale", + "arthritis", + "addObject", + "antibiotics", + "antibiotic", + "setActive", + "Zet", + "bane", + "mig", + "otrop", + "Cultures" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "nCenters", + "qc", + "umers", + "daniel", + "Qaraldi", + "atibus", + "pdelay", + "restricting", + "Mw", + "Napa", + "kvadr", + "jp", + "Nicholas", + "Singular", + "cpt", + "cp", + "celtic", + "inz", + "nath", + "elementName", + "dew", + "Sankt", + "Aus", + "astri", + "Elemental" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mysql", + "nesium", + "mysql", + "eless", + "ple", + "python", + "mason", + "ruptedException", + "Ums", + "chy", + "memasuki", + "jaye", + "Chrys", + "paragraph", + "Cardinals", + "singh", + "Pleas", + "Finally", + "menos", + "orian", + "parabol", + "Chirurgien" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "RELEASE", + "haya", + "leasing", + "release", + "tha", + "Released", + "gh", + "Release", + "enl", + "FAF", + "ForEach", + "numpy", + "tho", + "getragen", + "prive", + "escal", + "mathbb", + "lycer", + "handful", + "RELEASE", + "bli", + "yya", + "ukai", + "urably" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "releases", + "j", + "release", + "released", + "prises", + "energii", + "Release", + "Releases", + "compassion", + "ments", + "Release", + "signed", + "ve", + "certainly", + "neath", + "ypress", + "bly", + "python", + "release", + "negligence", + "s", + "kipun", + "signing", + "Alexander", + "released", + "Caffeine" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "ve", + "dere", + "j", + "release", + "releases", + "ors", + "ja", + "r", + "si", + "ones", + "oss", + "s", + "ments", + "dir", + "ations", + "Alexander", + "acular", + "neath", + "SPIR", + "mal", + "serpent", + "Siren", + "f", + "el", + "release", + "issant", + "energi", + "Augustin", + "direccion" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "med", + "s", + "uri", + "gehend", + "credo", + "shore", + "manner", + "og", + "heartedly", + "ures", + "fif", + "uating", + "selves", + "nou", + "ser", + "issant", + "f", + "dir", + "rog", + "t", + "amor", + "rologic", + "dac", + "lepas", + "enorm" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "certeza", + "fato", + "mason", + "enorm", + "folds", + "creases", + "soften", + "softening", + "esimerkiksi", + "t", + "cetera", + "deer", + "kwamba", + "beispielsweise", + "digamos", + "certainly", + "urious", + "er", + "ve", + "moreover", + "enormes", + "dass", + "suits", + "misalnya", + "voila" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "enorm", + "certeza", + "creases", + "fato", + "t", + "folds", + "digamos", + "mason", + "urious", + "ve", + "cetera", + "er", + "esimerkiksi", + "deer", + "certainly", + "kwamba", + "dif", + "dig", + "soften", + "comienzo", + "vehement", + "ified", + "sensibil", + "suits", + "s", + "med" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "do", + "laissez", + "enorm", + "vehement", + "credo", + "med", + "ding", + "fato", + "requisite", + "Etc", + "selves", + "uri", + "amor", + "decadent", + "certeza", + "digamos", + "voila", + "urably", + "damit", + "ovati", + "perd", + "zeug", + "cuidado" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "assertions", + "Etc", + "vehement", + "mason", + "sensibility", + "imperative", + "argumento", + "dynamics", + "quartz", + "xr", + "Bela", + "labor", + "sheep", + "Dynamics", + "mah", + "lang", + "zeug", + "softening", + "ujah", + "liability", + "horrend", + "vb", + "motocicleta", + "rite" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "Etc", + "nnnn", + "rediscovered", + "rrrr", + "xr", + "assertions", + "Societe", + "teh", + "mason", + "fortitude", + "affirm", + "Joints", + "eur", + "sporadic", + "dud", + "opus", + "Xr", + "discord", + "mason", + "dbcontext", + "sistemi", + "Abr", + "Fallout", + "atrocious", + "imperative" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "psychic", + "typescript", + "workbook", + "PLOAD", + "Postgres", + "MYSQL", + "atrocious", + "additive", + "thoughtful", + "blamed", + "WRITE", + "negatives", + "heinous", + "WRITE", + "Resultado", + "stderr", + "rectangles", + "horrid", + "STADT" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "MNOP", + "Brainz", + "gdf", + "Mutation", + "Contour", + "Notas", + "Solaris", + "weed", + "Gnome", + "Zidane", + "partite", + "hibernate", + "sporadic", + "rune", + "Bz", + "Mutation", + "Solidity", + "pvc", + "tessel", + "Beware", + "getInstance", + "PSI", + "Horde", + "Entsche" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "resultante", + "resultado", + "irreversible", + "bepaalde", + "consequ", + "resulting", + "consecuencia", + "intend", + "undesirable", + "pvc", + "engender", + "aporte", + "Solaris", + "determinante", + "Horde", + "Implications", + "risultato", + "Notas", + "t", + "grout", + "Psi", + "DTS", + "rune", + "Resultado", + "yielding", + "imparts", + "seg", + "mule", + "Resultado" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "permanently", + "Perman", + "permanent", + "permanente", + "writeInt", + "Permanent", + "permanent", + "everlasting", + "grout", + "aporte", + "perman", + "irreversible", + "RuntimeError", + "insanity", + "feral", + "perman", + "carbide", + "kesan", + "Infinite", + "adamant", + "tainted", + "intrinsic", + "Permanente", + "certeza", + "Perman", + "Permanent", + "irreparable", + "Notas", + "aportan", + "antler", + "ceramic" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "permanent", + "permanently", + "Perman", + "permanent", + "permanente", + "Permanent", + "Permanent", + "perman", + "perman", + "Perman", + "Permanente", + "writeInt", + "everlasting", + "permanence", + "Infant", + "irreversible", + "perennial", + "carbide", + "eternal", + "paranormal", + "Perpetual", + "dauer", + "Kain", + "insanity", + "grout", + "acne", + "impression", + "tainted" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "permanent", + "permanently", + "Perman", + "permanente", + "permanent", + "Permanent", + "perman", + "perman", + "Perman", + "Permanent", + "Permanente", + "dauer", + "everlasting", + "permanence", + "irreversible", + "writeInt", + "lasting", + "endure", + "perennial", + "carbide", + "sustained", + "eternal", + "perpetual", + "Forever", + "kesan", + "enduring" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "strain", + "permanent", + "strain", + "Strain", + "Permanent", + "Strain", + "permanente", + "permanent", + "Permanent", + "strains", + "strained", + "Permanente", + "permanently", + "perman", + "Perman", + "perm", + "straining", + "Perman", + "PER", + "dauer", + "perman", + "plastic", + "permanence", + "STRA", + "perm" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "strain", + "permanent", + "strain", + "Strain", + "Strain", + "Permanent", + "Permanent", + "permanent", + "strains", + "permanente", + "strained", + "perman", + "Permanente", + "PER", + "perm", + "Perman", + "straining", + "permanently", + "Perman", + "PER", + "perm", + "train", + "rain", + "perman", + "plastic", + "STRA", + "dauer", + "Train", + "permanence", + "Perm" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "strain", + "permanent", + "Strain", + "strain", + "Permanent", + "Permanent", + "Strain", + "strains", + "permanent", + "permanente", + "strained", + "PER", + "PER", + "straining", + "zki", + "perman", + "strainer", + "Perp", + "Permanente", + "permanently", + "Pfer", + "perm", + "plastic", + "Train", + "STRA" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "permanent", + "com", + "image", + "of", + "ification", + "only", + "layer", + "equations", + "we", + "layers", + "image", + "In", + "instances", + "s", + "cases", + "Permanent", + "the", + "think", + "Each", + "failure", + "thought", + "issues", + "that", + "However", + "ne", + "So", + "sense", + "We", + "some", + "large", + "create" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 6441, + 143508, + 131193, + 76029, + 166498, + 31891, + 256939, + 240306, + 64271, + 87252, + 117737, + 85317, + 77491, + 75816, + 60034, + 43335, + 49485, + 26349, + 4070, + 102394, + 63362, + 34336, + 5190, + 4928, + 26234, + 7144 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 61475, + 12137, + 22409, + 77315, + 41847, + 142474, + 8711, + 23181, + 72478, + 139284, + 220077, + 212133, + 214526, + 221858, + 167952, + 96185, + 17906, + 30993, + 48892, + 33172, + 25923, + 31144, + 91376, + 122967, + 95905, + 86851 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 110710, + 93629, + 103574, + 65879, + 107879, + 85948, + 53848, + 94955, + 40463, + 90453, + 150874, + 119732, + 117113, + 138876, + 69646, + 28872, + 51680, + 27390, + 36079, + 3084, + 6811, + 7383, + 8000, + 7605, + 3804, + 60994 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 21697, + 56484, + 20535, + 36601, + 57229, + 4985, + 2404, + 1875, + 1436, + 60951, + 72382, + 35109, + 15710, + 2801 + ] + }, + { + "label": "glide", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 198600, + 197728, + 176395, + 215008, + 141131, + 76615, + 7404, + 12035, + 10988, + 24925, + 32337, + 65231, + 81744, + 91052 + ] + }, + { + "label": "slip", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 29322, + 51880, + 44042, + 123270, + 75933, + 46536, + 23935, + 13384, + 27127, + 8320, + 6124, + 1051, + 800, + 852 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "preponder", + "score": 5.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "thresholds", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "threshold", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 3.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "heinous", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "ampere", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "produce", + "output_checked": true + }, + { + "concept": "Psychiatric", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "scribble", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "produce", + "output_checked": true + }, + { + "concept": "migratory", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Miche", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "respective", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "their", + "output_checked": true + }, + { + "concept": "LEC", + "score": 2.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "axioms", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Psychiatry", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "PDPN", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "traverse", + "output_checked": true + }, + { + "concept": "egreg", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "PTSD", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "threshold", + "output_checked": true + }, + { + "concept": "softener", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "civilizations", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "traverse", + "output_checked": true + }, + { + "concept": "atrocious", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "disappointments", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "Alps", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "Mania", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "threshold", + "output_checked": true + }, + { + "concept": "chanel", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "roadmap", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "traverse", + "output_checked": true + }, + { + "concept": "PvP", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "exceeded", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "creases", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "dichas", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "eman", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "resultante", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "permanently", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "certeza", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "slightest", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "Once", + "output_checked": true + }, + { + "concept": "litoral", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "assertions", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "superman", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "Pleistocene", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "MNOP", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "behest", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "enorm", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "hostility", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "Abelian", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Amat", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "celular", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "mobile", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "st", + "ve", + "se", + "ation", + "ter", + "th", + "wh", + "res", + "and", + "le", + "con", + "row", + "ng", + "ther", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "pr", + "left", + "text", + "set", + "any", + "anc", + "clud", + "ey", + "ton" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "is", + "comp", + "ner", + "assert", + "rence", + "umeric", + "perk", + "flows", + "ocs", + "malloc", + "aquele", + "menes", + "uq", + "conflicted", + "sman", + "es", + "og", + "tr", + "ne", + "son", + "ister", + "super", + "lish" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "y", + "j", + "ch", + "ust", + "math", + "ib", + "one", + "ound", + "ike", + "itt", + "ON", + "ict", + "pol", + "supp", + "raph", + "ke", + "arn", + "mark", + "mathb", + "da", + "fin", + "essage", + "begin", + "ivid", + "To", + "View", + "RO", + "ability" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "en", + "al", + "ou", + "ro", + "l", + "re", + "im", + "ation", + "st", + "if", + "th", + "est", + "wh", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "ff", + "orm", + "ast", + "ice", + "du", + "ge", + "ber", + "ear", + "row" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "de", + "ch", + "qu", + "ity", + "The", + "le", + "ha", + "im", + "ad", + "which", + "i", + "ar", + "ask", + "yst", + "che", + "ag", + "ize", + "we", + "est", + "ric", + "my", + "oint", + "mask", + "them", + "es" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "an", + "it", + "is", + "ar", + "le", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "ol", + "ig", + "ur", + "ve", + "de", + "ay", + "ir", + "ly", + "ra", + "un", + "ere", + "com", + "pe", + "end", + "ill", + "ath" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "ort", + "se", + "L" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ring", + "ar", + "elf", + "sp", + "ah", + "ric", + "set", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "of", + "second", + "eat", + "e", + "n", + "ers", + "photograph", + "perfectly", + "they", + "sehen", + "evol", + "eas", + "sof", + "gambar", + "heer", + "bringen", + "wunder", + "solidly", + "sli", + "Publicity", + "drap" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "e", + "s", + "ain", + "has", + "second", + "aal", + "eat", + "imitation", + "evol", + "mellow", + "ampio", + "Publicity", + "n", + "equip", + "depart", + "reput", + "youtu", + "EG", + "remember", + "eas", + "sof", + "gambar", + "wunder" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "e", + "substantial", + "readily", + "fielder", + "imitation", + "tanti", + "Publicity", + "s", + "ain", + "reput", + "somebody", + "immense", + "Repositories", + "Tog", + "ecek", + "Will", + "substantially", + "outrage", + "explained", + "facilmente", + "ameri", + "begin", + "has", + "eu", + "etection" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "damn", + "readily", + "fielder", + "substantial", + "immense", + "ain", + "Tog", + "e", + "slight", + "asesin", + "begin", + "Looking", + "outrage", + "ET", + "somebody", + "G", + "sa", + "slightly", + "ameri", + "erman" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "immense", + "damn", + "fielder", + "Tog", + "slightly", + "slight", + "substantial", + "asesin", + "outrage", + "also", + "tremendous", + "impending", + "tanti", + "been", + "crs", + "ampio", + "somebody", + "Will", + "severely" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "somebody", + "substantial", + "tanti", + "sigh", + "triggered", + "impending", + "substantially", + "immense", + "decree", + "stanno", + "caused", + "also", + "tremendous", + "severely", + "ameri", + "kubectl", + "outraged", + "exacerbated", + "continued", + "litigation", + "damn", + "bunun" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "caused", + "of", + "these", + "exacerbated", + "detrimental", + "championed", + "tantamount", + "also", + "triggered", + "become", + "widespread", + "another", + "worsened", + "hurled", + "of", + "referred", + "become", + "arising", + "caused" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "caused", + "resulting", + "detrimental", + "resulting", + "instigated", + "causing", + "engender", + "been", + "become", + "championed", + "provoked", + "mechanisms", + "inflicted", + "resulted", + "destabil", + "these", + "arising", + "triggered", + "those", + "causing", + "exacerbated" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "detrimental", + "irreversible", + "provoked", + "debilitating", + "unintentionally", + "inadvertently", + "worsening", + "undesirable", + "irreparable", + "immovable", + "lingering", + "localized", + "inevitably", + "repercussions", + "unintended", + "unintentional", + "instigated", + "devastating", + "engender", + "indelible", + "mechanisms", + "lasting", + "facilitated", + "undesired", + "triggered", + "inadvert", + "accelerated", + "pernicious", + "swelling", + "enduring", + "inducing", + "horrifying" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "massive", + "enduring", + "irreversible", + "profound", + "substantial", + "induced", + "lasting", + "undesirable", + "debilitating", + "potentially", + "unwanted", + "permanent", + "devastating", + "been", + "resulting", + "causing", + "damage", + "sustained", + "localized", + "resultant", + "inducing", + "damaging", + "inherent", + "persistent", + "severely", + "permanently", + "inherently", + "wandering", + "lingering", + "some", + "crippling", + "excessive" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "permanent", + "resulting", + "lasting", + "irreversible", + "permanently", + "resultant", + "causing", + "localized", + "enduring", + "sustained", + "scarring", + "substantial", + "a", + "unwanted", + "s", + "generating", + "creating", + "significant", + "undesirable", + "results", + "caused", + "irreparable", + "result", + "measurable", + "induced", + "unintended", + "damaging", + "debilitating", + "permanent", + "persistent", + "irrevers", + "consequence" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "permanent", + "permanently", + "lasting", + "permanent", + "Permanent", + "irreversible", + "irreparable", + "perman", + "permanente", + "Permanent", + "dauer", + "induced", + "enduring", + "forever", + "a", + "perpetual", + "permanence", + "irrevers", + "irre", + "perman", + "Permanente", + "sustained", + "persistent", + "generating", + "irrepar", + "everlasting", + "and", + "und" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "permanent", + "permanent", + "Permanent", + "perman", + "permanente", + "permanently", + "Permanent", + "perman", + "permanence", + "Perman", + "Permanente", + "dauer", + "Perman", + "irreversible", + "P", + "lasting", + "perpetual", + "strain", + "deformation", + "irreparable", + "p", + "irre", + "forever", + "Forever", + "N" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "permanent", + "permanent", + "Permanent", + "perman", + "permanently", + "permanente", + "Permanent", + "perman", + "Perman", + "permanence", + "Perman", + "dauer", + "Permanente", + "lasting", + "irreversible", + "perpetual", + "forever", + "Forever", + "forever", + "enduring", + "strain", + "irrevers", + "irre", + "irreparable" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "permanent", + "Permanent", + "permanent", + "Permanent", + "permanente", + "strain", + "perman", + "strain", + "permanently", + "perman", + "Strain", + "Strain", + "Perman", + "permanence", + "Permanente", + "Perman", + "strains", + "PER", + "dauer", + "perm", + "PER", + "p" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "permanent", + "Permanent", + "permanent", + "permanente", + "Permanent", + "strain", + "perman", + "strain", + "Strain", + "Strain", + "permanently", + "strains", + "Perman", + "PER", + "permanence", + "Permanente", + "perman", + "Perman", + "dauer", + "strained", + "PER", + "perm", + "straining", + "STRA", + "Perm" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "permanent", + "Permanent", + "permanent", + "Permanent", + "permanente", + "perman", + "strain", + "strain", + "permanently", + "strains", + "Permanente", + "Strain", + "Strain", + "Perman", + "PER", + "Perman", + "PER", + "perman", + "permanence", + "perm", + "perm", + "and", + "Perm", + "dauer", + "STRA" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "permanent", + "com", + "image", + "of", + "ification", + "only", + "layer", + "equations", + "we", + "layers", + "image", + "In", + "instances", + "s", + "cases", + "Permanent", + "the", + "think", + "Each", + "failure", + "thought", + "issues", + "that", + "However", + "ne", + "So", + "sense", + "We", + "some", + "large", + "create" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "own", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "their", + "output_checked": true + }, + { + "concept": "preferred", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "respective", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "behest", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "your", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "produce", + "output_checked": true + }, + { + "concept": "phone", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "there", + "score": 4.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "affective", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "damn", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "traverse", + "output_checked": true + }, + { + "concept": "leisurely", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "produce", + "output_checked": true + }, + { + "concept": "automobile", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "intersecting", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "traverse", + "output_checked": true + }, + { + "concept": "provide", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "produce", + "output_checked": true + }, + { + "concept": "detrimental", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "lasting", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "willingness", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "ample", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "roadside", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "activates", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "slight", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "vehement", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "threshold", + "output_checked": true + }, + { + "concept": "awaiting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "indicative", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "notifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "traverse", + "output_checked": true + }, + { + "concept": "another", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "deleterious", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "threshold", + "output_checked": true + }, + { + "concept": "maneuver", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "positioned", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "invariably", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "mereka", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "irrepar", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "caused", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "emotions", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "enhance", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "incidents", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "configuration", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "remain", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "accelerated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "irreversible", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "tenets", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "predefined", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "threshold", + "output_checked": true + }, + { + "concept": "holistic", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "spanning", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "are", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "thresholds", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "resolution", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "phones", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "obscure", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "somebody", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "wellbeing", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "various", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "massive", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "resultant", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "orthogonal", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "fixtures", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "permanent", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-04__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-04__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-04__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-04__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Motion of linear lattice imperfections 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "High-speed microscopy shows linear imperfections moving across densely packed planes. Each passage creates a small step at the free surface.", + "prompt_tail": "High-speed microscopy shows linear imperfections moving across densely packed planes. Each passage creates a small step at the free surface.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-line-defect-motion-05", + "carrier_id": null, + "target_family": "line-defect-motion", + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " a", + "generated_token_ids": [ + 496 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 17088, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 1177 + }, + { + "label": "glide", + "best_rank": 1511, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 6337 + }, + { + "label": "slip", + "best_rank": 7529, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 1903 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "forcing", + "arnataka", + "arn", + "fg", + "employment", + "qc", + "forcing", + "Uy", + "Executor", + "WATER", + "Sask", + "Gina", + "nabi", + "bors", + "niki", + "irg", + "Blocking", + "pn", + "ork", + "blocking", + "ners", + "employment", + "astri", + "Karla", + "ForegroundColor", + "APPA", + "superior" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "release", + "Signing", + "Release", + "Signing", + "signed", + "signing", + "Release", + "Signed", + "Released", + "release", + "leasing", + "Signed", + "Signs", + "RELEASE", + "else", + "releasing", + "angent", + "releases", + "trance", + "released", + "addItem", + "oscopy", + "signings", + "ently", + "ril" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "jaye", + "Methyl", + "ocked", + "trance", + "Analyze", + "marginLeft", + "Selig", + "methyl", + "educativo", + "Douglas", + "apt", + "Methyl" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "mrs", + "compressive", + "Signing", + "ksi", + "signed", + "LX", + "Angst", + "memset", + "signings", + "Signing", + "akan", + "signing", + "weg", + "Douglas", + "Mrs", + "pageSize", + "Microsc", + "saranno", + "Pum" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Glover", + "elingen", + "DOP", + "Lynn", + "atian", + "Oliveira", + "Egyptian", + "BOP", + "jordan", + "glacial", + "ection", + "Liga", + "Cp", + "Horner", + "vys", + "Rocha", + "Ungarn", + "hispanic", + "Buckley", + "Orr", + "ccin", + "ynit", + "lig", + "Nuclear", + "cp", + "Dore", + "Fitzgerald", + "opl" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "lt", + "Cp", + "umers", + "cp", + "Nichols", + "Qaraldi", + "celtic", + "lng", + "qc", + "Ellis", + "Peki", + "hamilton", + "Niagara", + "jp", + "tmp", + "Quincy", + "plumber", + "Tricks", + "Penta" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Pleas", + "mason", + "umer", + "Ums", + "nesium", + "myl", + "python", + "ple", + "scissors", + "minecraft", + "jaye", + "Chiron", + "t", + "Finally", + "Aires", + "LeBron", + "eless", + "paragraph", + "multiply", + "simplify", + "cuer", + "orian", + "mu" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "RELEASE", + "tha", + "haya", + "leasing", + "getragen", + "en", + "gh", + "release", + "tho", + "ForEach", + "enl", + "Released", + "Release", + "front", + "algo", + "bli", + "prive", + "urably", + "front", + "numpy", + "mno", + "uire", + "ffel", + "FAF" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "bly", + "ve", + "Caffeine", + "release", + "Alexander", + "synes", + "ypress", + "Releases", + "released", + "impulso", + "compassion", + "python", + "google", + "Release", + "Augustin", + "softener", + "prises" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "j", + "ve", + "r", + "dere", + "release", + "releases", + "ors", + "en", + "use", + "oss", + "ja", + "dir", + "release", + "g", + "si", + "SPIR", + "de", + "ones", + "Release", + "f", + "el", + "cer", + "energi", + "dere", + "s", + "s", + "is", + "mal", + "ny", + "min" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "med", + "night", + "voila", + "s", + "t", + "lepas", + "en", + "ures", + "ended", + "heartedly", + "gehend", + "theater", + "g", + "uette", + "digamos", + "de", + "shore", + "dire", + "selves", + "Moreover", + "dif", + "rad", + "Como", + "bu", + "uri" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "Moreover", + "t", + "soften", + "folds", + "certainly", + "Furthermore", + "ardin", + "furthermore", + "esimerkiksi", + "dif", + "moreover", + "voila", + "ified", + "certeza", + "mason", + "beispielsweise", + "filosof", + "ve", + "misalnya", + "softening", + "digamos", + "creases" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "t", + "folds", + "soften", + "creases", + "dif", + "ified", + "certainly", + "moreover", + "ve", + "furthermore", + "esimerkiksi", + "Moreover", + "enorm", + "digamos", + "slik", + "rekom", + "urious", + "mason", + "celles", + "comienzo", + "sur", + "dass", + "exemplo" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "dif", + "particular", + "selves", + "Moreover", + "voila", + "lepas", + "do", + "dire", + "exemplo", + "ures", + "cuidado", + "Moreover", + "digamos", + "folds", + "t", + "zeug", + "particularmente", + "manner", + "rolog", + "uette", + "urious", + "tyle" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sheep", + "wire", + "sheep", + "particular", + "zw", + "mah", + "ak", + "insc", + "peculiarity", + "lang", + "lepas", + "ief", + "instances", + "Bela", + "ively", + "manner", + "dif", + "hoff", + "use", + "do", + "regularity", + "ufe", + "uj" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sheep", + "teh", + "sheep", + "Sheep", + "certainly", + "endeav", + "shaved", + "interposed", + "nimble", + "ontwerp", + "rune", + "instances", + "ebd", + "intensive", + "imperative", + "FUND", + "unruly", + "organizacji", + "faibles" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "a", + "rectangles", + "shaved", + "PLOAD", + "nimble", + "ornamental", + "psychic", + "faibles", + "STADT", + "FLOAT", + "softener", + "thoughtful", + "additive", + "ANO", + "WRITE", + "BUILD", + "WRITE", + "MYSQL", + "Ansible" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "jeweils", + "Each", + "Each", + "each", + "gdf", + "discontinuities", + "Setiap", + "MNOP", + "Contour", + "jedes", + "discontinuity", + "Nomad", + "Psi", + "rectangles", + "Chaque", + "Notas", + "imparts", + "vertex" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "jeweils", + "bepaalde", + "each", + "Each", + "chaque", + "Unterschiede", + "Each", + "Kite", + "ed", + "Psi", + "zetek", + "impulses", + "entsprechende", + "imparts", + "particular", + "SEL", + "jedes", + "strides", + "solicitudes", + "cias", + "Notas", + "each", + "ephemeral" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "jeweils", + "piccoli", + "pequenos", + "kecil", + "each", + "each", + "pequena", + "chaque", + "pequenas", + "Each", + "emde", + "kleine", + "hvert", + "Each", + "pequeno", + "unnamed", + "tiny", + "setiap", + "kleinen", + "Notas" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "piccoli", + "kecil", + "pequenos", + "jeweils", + "a", + "pequena", + "emde", + "kleine", + "Subtle", + "faibles", + "small", + "kleinen", + "pequeno", + "Each", + "unnamed", + "gejala", + "piccola", + "feral", + "Primitives" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "steps", + "Steps", + "step", + "Step", + "stepped", + "Steps", + "step", + "piccoli", + "steps", + "Step", + "Langkah", + "langkah", + "STEP", + "STEP", + "kecil", + "Schritte", + "stepping", + "pequenos", + "Schritt", + "jeweils", + "pequena", + "pasos", + "emde" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "step", + "steps", + "step", + "steps", + "Steps", + "Steps", + "Step", + "Step", + "stepped", + "pasos", + "langkah", + "STEP", + "stepping", + "STEP", + "Schritte", + "passos", + "Schritt", + "Langkah", + "passo", + "esteps", + "paso", + "steg", + "stepping" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "step", + "steps", + "step", + "steps", + "Steps", + "Steps", + "Step", + "Step", + "stepped", + "small", + "ste", + "Ste", + "pasos", + "STEP", + "stepping", + "steg", + "Ste", + "Small", + "STEP", + "kleinen", + "langkah", + "pequena", + "pequeno" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "steps", + "step", + "Steps", + "Steps", + "Step", + "step", + "steps", + "Step", + "pequena", + "small", + "langkah", + "Small", + "pasos", + "stepped", + "kleine", + "Ste", + "STEP", + "Small", + "STEP", + "passo", + "pequeno", + "passos", + "Ste", + "steg" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "a", + "small", + "the", + "and", + "but", + "free", + "which", + "while", + "layer", + "free", + "ured", + "also", + "high", + "ifies", + "submerged", + "more", + "there", + "each", + "large", + "one", + "some", + "find", + "only", + "it", + "be", + "you", + "long", + "slightly", + "that", + "like", + "wall", + "ically" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 8012, + 172088, + 84189, + 108053, + 96480, + 79224, + 252241, + 237254, + 77105, + 104049, + 163306, + 142892, + 107057, + 116550, + 120899, + 44160, + 56270, + 49567, + 17089, + 51294, + 34786, + 30805, + 20893, + 17222, + 104738, + 10053 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 89457, + 5478, + 2528, + 5863, + 40096, + 70469, + 16666, + 19204, + 46125, + 92217, + 131974, + 115601, + 130879, + 124466, + 79499, + 8423, + 2027, + 1856, + 1512, + 2552, + 2721, + 4436, + 8345, + 10729, + 44600, + 10266 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 98732, + 71654, + 160642, + 125710, + 47047, + 71916, + 63344, + 100472, + 59388, + 109279, + 173176, + 150819, + 143967, + 152113, + 130176, + 100944, + 92919, + 33871, + 78419, + 40569, + 56551, + 58608, + 7530, + 8680, + 113419, + 32943 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 20745, + 30987, + 11216, + 11606, + 36552, + 2283, + 2554, + 2223, + 2016, + 1178, + 5155, + 4383, + 5960, + 3740 + ] + }, + { + "label": "glide", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 180854, + 144259, + 112090, + 151052, + 136136, + 32407, + 8634, + 6338, + 7952, + 6971, + 54373, + 84836, + 43684, + 44614 + ] + }, + { + "label": "slip", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 47240, + 38588, + 37586, + 119871, + 173784, + 89775, + 34882, + 13135, + 19085, + 15706, + 6294, + 10129, + 1904, + 5600 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "scope", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "least", + "score": 4.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "jeweils", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "mostrar", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "blemishes", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "populated", + "score": 3.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "normally", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Each", + "output_checked": true + }, + { + "concept": "ensues", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "eyepiece", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "at", + "output_checked": true + }, + { + "concept": "myriad", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "pvc", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "conven", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "multitudes", + "score": 2.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "ured", + "score": 2.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "free", + "output_checked": true + }, + { + "concept": "Oto", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "PDPN", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "ODM", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "High", + "output_checked": true + }, + { + "concept": "atrocious", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "PLOAD", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "outages", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "TARIFF", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "ORIENTATION", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Iod", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "zabez", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "lineales", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Scope", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "steps", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "screen", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "across", + "output_checked": true + }, + { + "concept": "OLF", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "sheep", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "innumerable", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "Gewalt", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "step", + "output_checked": true + }, + { + "concept": "strewn", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "tetromino", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "Trouver", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "arcade", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "kneel", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "step", + "output_checked": true + }, + { + "concept": "determinada", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "Terbaik", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "injustices", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "Ordinal", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Lines", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "towards", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "edge", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "free", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Graphs", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "hvert", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "at", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "High", + "output_checked": true + }, + { + "concept": "dure", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "small", + "output_checked": true + }, + { + "concept": "ress", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "ness", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "free", + "output_checked": true + }, + { + "concept": "waterline", + "score": 1.0, + "best_rank": 4, + "best_depth": 76.6, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "Nitrate", + "score": 1.0, + "best_rank": 5, + "best_depth": 68.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "edging", + "score": 1.0, + "best_rank": 6, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "se", + "ter", + "th", + "wh", + "and", + "row", + "gh", + "ar", + "ne", + "yst", + "inter", + "pr", + "any", + "anc", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "ts", + "ces", + "self", + "years", + "be", + "son", + "span", + "ined", + "ke" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "conflicted", + "rence", + "flows", + "uq", + "pitted", + "ny", + "cel", + "assert", + "ju", + "LI", + "comple", + "haute", + "ocs", + "aquele", + "turtle", + "decayed", + "tr", + "ner", + "lar" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "ro", + "se", + "j", + "one", + "bet", + "red", + "som", + "mark", + "vol", + "ush", + "To", + "RO", + "There", + "thing", + "ump", + "ably", + "kan", + "pract", + "yang", + "ware", + "That", + "mit", + "Med", + "lar", + "suggest", + "quick" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "or", + "le", + "m", + "ing", + "ion", + "l", + "st", + "im", + "g", + "u", + "se", + "be", + "th", + "us", + "ht", + "and", + "ere", + "com", + "ess", + "pe", + "j", + "pl", + "ame", + "iz", + "ies", + "int", + "ich", + "able", + "ast" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "A", + "B", + "C", + "D", + "E", + "F", + "G", + "H", + "I", + "J", + "K", + "L", + "M", + "N", + "O", + "P", + "Q", + "R", + "S", + "T", + "U", + "V" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "le", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "ere", + "com", + "pe", + "end", + "ill", + "ex", + "art", + "this", + "ies", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "p", + "w", + "f", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "ith", + "P", + "est", + "al", + "you", + "wh" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "ice", + "comp", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ers", + "s", + "of", + "lid", + "n", + "ature", + "photograph", + "they", + "selection", + "youtu", + "eat", + "begitu", + "gambar", + "wunder", + "Publicity", + "ich", + "equip", + "reput", + "multitude" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "s", + "ers", + "lid", + "youtu", + "imitation", + "devenu", + "Publicity", + "e", + "rel", + "ature", + "equip", + "sa", + "reput", + "setcounter", + "officially", + "immense", + "multitude", + "martial", + "Aus", + "eat", + "gambar" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "substantial", + "readily", + "ecek", + "fourteenth", + "fielder", + "e", + "substantially", + "damn", + "imitation", + "commonly", + "ameri", + "Publicity", + "tremendous", + "immense", + "explained", + "equip", + "considerable", + "reput", + "behalf", + "boolean", + "Looking" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "substantial", + "Looking", + "damn", + "tog", + "ameri", + "fourteenth", + "schap", + "readily", + "tremendous", + "slight", + "Considerable", + "immense", + "asesin", + "self", + "sa", + "substantially", + "successive", + "declining", + "appellate", + "nur", + "fielder", + "acciaio", + "slash", + "mutually", + "increasing" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "slight", + "tremendous", + "Considerable", + "damn", + "immense", + "schap", + "substantial", + "tog", + "asesin", + "slightly", + "fourteenth", + "fielder", + "acciaio", + "pochi", + "boolean", + "indicative", + "ecek", + "Tog", + "dieser", + "considerably" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "tremendous", + "these", + "substantial", + "esas", + "dieser", + "stanno", + "successive", + "audible", + "vergang", + "considerable", + "substantially", + "ameri", + "boolean", + "immense", + "tanti", + "desses", + "slidesPerGroup", + "essas", + "appreciable", + "oblique", + "transom" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "these", + "These", + "These", + "essas", + "desses", + "tremendous", + "of", + "esses", + "dieser", + "tych", + "tersebut", + "esas", + "THESE", + "dichas", + "noticeable", + "perceptible", + "spowod", + "phenomenon", + "exerted", + "detrimental" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "resulting", + "these", + "resulting", + "increase", + "Collectively", + "imparted", + "resultant", + "effecting", + "noticeable", + "tions", + "mechanisms", + "generated", + "effected", + "detrimental", + "collectively", + "These", + "destabil", + "perceptible", + "caused", + "those", + "characteristic" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "each", + "resulting", + "these", + "resultant", + "generated", + "Each", + "measurable", + "increase", + "Chaque", + "protrusions", + "creating", + "characteristic", + "mechanisms", + "collectively", + "undesirable", + "creates", + "generates", + "noticeable", + "facilitated", + "destabil", + "inducing", + "unintentional", + "decrease", + "causing", + "induced", + "inadvertently" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "each", + "every", + "unique", + "noticeable", + "approximately", + "slightly", + "smaller", + "small", + "resulting", + "significant", + "massive", + "resultant", + "increase", + "creating", + "distinct", + "uneven", + "noticeably", + "different", + "jagged", + "slight", + "Each", + "projected", + "Every", + "collective", + "collectively", + "inherently", + "tiny", + "irregular", + "significantly", + "prominent", + "either", + "potentially" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "creating", + "each", + "noticeable", + "significant", + "distinct", + "stepping", + "resulting", + "localized", + "every", + "these", + "measurable", + "different", + "small", + "unique", + "creates", + "stepped", + "successive", + "a", + "smaller", + "creation", + "tiny", + "stair", + "associated", + "corresponding", + "notable", + "staircase", + "jagged", + "slight", + "specific", + "substantial", + "create", + "nearly" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "each", + "small", + "slight", + "tiny", + "every", + "little", + "kecil", + "Chaque", + "a", + "SMALL", + "smaller", + "Each", + "stepping", + "step", + "Small", + "chaque", + "pequena", + "kleinen", + "pequenos", + "small", + "stair", + "steep" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "small", + "each", + "Each", + "little", + "Each", + "at", + "pequena", + "tiny", + "kecil", + "pequenos", + "a", + "slight", + "Little", + "piccole", + "piccoli", + "kleinen", + "Small", + "kleine", + "St" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "step", + "steps", + "step", + "stepped", + "Step", + "Step", + "steps", + "Steps", + "Steps", + "stepping", + "small", + "STEP", + "STEP", + "each", + "pasos", + "each", + "Schritte", + "stair", + "small", + "estep", + "Each", + "passo", + "Schritt", + "Each", + "staircase", + "stepwise" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "step", + "steps", + "step", + "steps", + "small", + "Step", + "Step", + "stepped", + "stepping", + "Steps", + "Steps", + "small", + "pasos", + "Small", + "Small", + "STEP", + "ste", + "paso", + "STEP", + "ste", + "Schritt", + "Schritte", + "passos", + "esteps", + "stepping" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "small", + "step", + "steps", + "ste", + "Ste", + "step", + "Step", + "small", + "Small", + "Small", + "steps", + "stepped", + "ste", + "Ste", + "Step", + "STE", + "Steps", + "stepping", + "Steps", + "Stephens", + "STEP", + "pequena", + "kecil", + "STEP", + "STE" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "steps", + "step", + "small", + "steps", + "step", + "Steps", + "Steps", + "Ste", + "Small", + "ste", + "Ste", + "Small", + "Step", + "small", + "Stephen", + "STE", + "Stephen", + "STEP", + "steg", + "Stephens", + "ste", + "Step", + "stepped", + "STE", + "pequena" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "a", + "small", + "the", + "and", + "but", + "free", + "which", + "while", + "layer", + "free", + "ured", + "also", + "high", + "ifies", + "submerged", + "more", + "there", + "each", + "large", + "one", + "some", + "find", + "only", + "it", + "be", + "you", + "long", + "slightly", + "that", + "like", + "wall", + "ically" + ] + } + ], + "logit_surprising": [ + { + "concept": "slight", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "readily", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "damn", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "Each", + "output_checked": true + }, + { + "concept": "towards", + "score": 5.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "impeded", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "considerably", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "small", + "output_checked": true + }, + { + "concept": "pochi", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "immense", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "free", + "output_checked": true + }, + { + "concept": "positioned", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "showing", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "various", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "across", + "output_checked": true + }, + { + "concept": "individual", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "Each", + "output_checked": true + }, + { + "concept": "relationship", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "these", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "step", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "Each", + "output_checked": true + }, + { + "concept": "pertaining", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "screen", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "across", + "output_checked": true + }, + { + "concept": "substantial", + "score": 2.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "SubDirectoryPath", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "somebody", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "honest", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "indeed", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "unexpectedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "invariably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "at", + "output_checked": true + }, + { + "concept": "albeit", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "inevitably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "free", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "seemed", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "infrequently", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "small", + "output_checked": true + }, + { + "concept": "when", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "whilst", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "which", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "classify", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "speed", + "output_checked": true + }, + { + "concept": "concepts", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "achieved", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "slowly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "undulating", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "across", + "output_checked": true + }, + { + "concept": "pulsating", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "encompassed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "spearheaded", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "localized", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "small", + "output_checked": true + }, + { + "concept": "discontinuity", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "step", + "output_checked": true + }, + { + "concept": "emphasized", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "periphery", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "free", + "output_checked": true + }, + { + "concept": "holistic", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "that", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "continuously", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "spaced", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "however", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "between", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "step", + "output_checked": true + }, + { + "concept": "passages", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "stepping", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "step", + "output_checked": true + }, + { + "concept": "sized", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "small", + "output_checked": true + }, + { + "concept": "linearity", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "populated", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "wide", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "down", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "step", + "output_checked": true + }, + { + "concept": "decent", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "surface", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-05__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-05__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-05__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-05__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-notch-resistance-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to unstable flaw extension 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Two steels have comparable yield stress, yet one pre-notched plate absorbs several times more energy before sudden separation and survives a much larger flaw.", + "prompt_tail": "Two steels have comparable yield stress, yet one pre-notched plate absorbs several times more energy before sudden separation and survives a much larger flaw.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-notch-resistance-01", + "carrier_id": null, + "target_family": "notch-resistance", + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 6741, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 698 + }, + { + "label": "crack", + "best_rank": 216, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 87 + }, + { + "label": "fracture", + "best_rank": 435, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 142 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "arnataka", + "arn", + "forcing", + "employment", + "nabi", + "Nong", + "WATER", + "fg", + "bors", + "Sask", + "astri", + "Karla", + "Fors", + "qc", + "denly", + "Gina", + "Blocking", + "ners", + "employment", + "sorption", + "harnessing", + "irg", + "jose", + "Forsyth", + "lings", + "forcing", + "Uy" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "Signing", + "release", + "Signing", + "signing", + "Release", + "signed", + "oscopy", + "ril", + "release", + "angent", + "Release", + "Signed", + "Signed", + "Eink", + "releasing", + "Signs", + "bija", + "Released", + "RELEASE", + "something", + "releases", + "signer", + "addItem", + "leasing", + "whisper" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "release", + "Signing", + "Signing", + "Release", + "whisper", + "something", + "else", + "signing", + "April", + "Release", + "signings", + "release", + "Signed", + "educativo", + "aise", + "releasing", + "tempi", + "Whisper", + "RELEASE", + "getSign", + "estamp", + "October", + "addItem", + "whis", + "acque", + "awsze" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "squre", + "panorama", + "kvadr", + "compassion", + "proporcion", + "sintered", + "rest", + "txn", + "endregion", + "classrooms", + "itsa", + "Resin", + "Siva", + "dew", + "slik", + "wC", + "Lawn", + "odymium", + "diatom", + "spur", + "lasts", + "rectMode", + "weg" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Civilization", + "Constitution", + "debugger", + "getDefault", + "Codes", + "aches", + "Cren", + "ail", + "addObject", + "antibiotic", + "NotNull", + "antibiotics", + "arthritis", + "constant", + "Negative", + "Tape", + "constants", + "Tape", + "Krebs", + "Negative", + "otrop", + "hale", + "Zet" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "atibus", + "nCenters", + "restricting", + "pdelay", + "Napa", + "daniel", + "inz", + "astri", + "Singular", + "neler", + "qc", + "Qaraldi", + "dew", + "Sak", + "underlining", + "biodiversity", + "Temporary", + "cpt", + "generosity", + "umers", + "Mw", + "pourtant", + "ToDO", + "jh" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mysql", + "nesium", + "eless", + "mysql", + "ple", + "python", + "chy", + "Finally", + "menos", + "Cardinals", + "parabol", + "singh", + "Ums", + "jaye", + "ruptedException", + "MLS", + "mason", + "memasuki", + "paragraph", + "myl", + "Pleas", + "Capricorn", + "Finalmente" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "tha", + "RELEASE", + "leasing", + "ForEach", + "release", + "enl", + "prive", + "Released", + "gh", + "FAF", + "numpy", + "tho", + "ukai", + "lycer", + "escal", + "mathbb", + "hent", + "getragen", + "en", + "yya", + "urably", + "Release" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "compassion", + "releases", + "synes", + "bly", + "prises", + "ve", + "released", + "energii", + "Alexander", + "negligence", + "d", + "release", + "signed", + "softener", + "s", + "ments", + "python", + "r", + "dig", + "impres", + "pump", + "signer" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "ve", + "j", + "r", + "si", + "dere", + "s", + "ments", + "prises", + "d", + "ser", + "ors", + "dir", + "s", + "ja", + "eben", + "t", + "compassion", + "Alexander", + "k", + "direccion", + "iber", + "pertin", + "bly", + "energii", + "ke", + "med", + "releases", + "synes", + "su" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "med", + "s", + "ser", + "lepas", + "amos", + "uri", + "haja", + "ures", + "med", + "siz", + "perfect", + "dir", + "berg", + "udades", + "Kalau", + "particular", + "ended", + "shore", + "asa", + "trach", + "ively", + "itten" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "certeza", + "med", + "fato", + "Kalau", + "urious", + "cetera", + "certainly", + "deer", + "udir", + "kwamba", + "ified", + "dog", + "esimerkiksi", + "ve", + "folds", + "enorm", + "enormes", + "mason", + "ssystem", + "ser", + "particular" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "s", + "enorm", + "ified", + "urious", + "er", + "esimerkiksi", + "dog", + "certeza", + "ve", + "certainly", + "cetera", + "folds", + "t", + "particular", + "digamos", + "dif", + "notion", + "kwamba", + "examples", + "sur", + "prises", + "sized", + "fato", + "Kalau", + "dass", + "vehement" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "ding", + "particular", + "scape", + "proverbial", + "Etc", + "tyle", + "vehement", + "decadent", + "dire", + "verg", + "fundamental", + "certeza", + "ments", + "notion", + "requisite", + "sistemi", + "rasekhar", + "ting", + "selves", + "notable", + "zeug", + "verse", + "uating", + "credo" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "sensibility", + "vehement", + "scape", + "assertions", + "xr", + "defens", + "pragmatic", + "dud", + "sistemi", + "injury", + "horrend", + "rasekhar", + "skept", + "proverbial", + "ulnerable", + "hsize", + "enormes", + "adage", + "expans", + "expansive", + "skeptic", + "decadent", + "fundamental", + "ism" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "Etc", + "fortitude", + "dud", + "hsize", + "dismal", + "Romeo", + "expansive", + "defens", + "xr", + "horrend", + "egreg", + "egregious", + "ODM", + "scape", + "defensive", + "vehement", + "rediscovered", + "Romeo", + "assertions", + "geek", + "sensibility", + "XK", + "akin", + "absur", + "idable", + "pragmatic", + "expansive", + "adage", + "Xr" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "mathml", + "defensive", + "additive", + "cryptic", + "ainder", + "extensive", + "stderr", + "geek", + "paranoid", + "sensibility", + "homer", + "assertions", + "fortitude", + "Postgres", + "atrocious", + "faibles", + "PLOAD", + "rediscovered", + "securityMarks", + "krypt", + "MYSQL" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "Romeo", + "withstand", + "Romeo", + "withstood", + "catastrophic", + "MNOP", + "unnamed", + "unequiv", + "stave", + "Bz", + "malleable", + "tolerate", + "Tolerance", + "remarked", + "countenance", + "complacent", + "egregious", + "ability", + "considerably", + "femur", + "circumvent", + "PSI", + "Minimize", + "unscathed", + "particular", + "Specification", + "Mutation", + "denser", + "fatality" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "survive", + "Tolerance", + "withstand", + "sobrevivir", + "sobreviv", + "resiliency", + "withstood", + "forgiving", + "tolerated", + "permissible", + "toler", + "survived", + "sobrev", + "allowable", + "tolerate", + "tolerance", + "stave", + "withstanding", + "malleable", + "resilient", + "Toler", + "bepaalde", + "determinante", + "permitted", + "unequiv", + "contemplated", + "Existence", + "engender", + "idable", + "sostenibilidad", + "saber" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "survive", + "withstand", + "survived", + "withstood", + "sobrev", + "Tolerance", + "sobrevivir", + "survives", + "sobreviv", + "tolerate", + "Surviv", + "forgiving", + "tolerated", + "Survive", + "undetected", + "surviv", + "unscathed", + "surviving", + "catastrophic", + "RuntimeError", + "survivor", + "XPATH", + "supervivencia", + "Survival", + "resilient", + "Surv", + "toler", + "endure", + "emde", + "indestructible" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "survive", + "Surviv", + "surviv", + "survived", + "sobrevivir", + "sobrev", + "Survive", + "Surv", + "sobreviv", + "Survival", + "tolerate", + "survivor", + "tolerated", + "survives", + "Surviv", + "survival", + "surviving", + "supervivencia", + "Survivors", + "Survivor", + "Tolerance", + "Survival", + "survival", + "larger", + "withstand", + "forgiving", + "sanitize", + "Survivor", + "longer", + "Dangerous", + "Larger", + "withstood" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "survive", + "survived", + "surviv", + "Surviv", + "Survive", + "tolerate", + "tolerated", + "sobrevivir", + "sobrev", + "larger", + "Survival", + "Tolerance", + "surviving", + "sobreviv", + "survival", + "survives", + "Surv", + "Larger", + "larger", + "supervivencia", + "size", + "survivor", + "forgiving", + "survival", + "Survival", + "bigger", + "tolerance", + "Surviv", + "Larg", + "longer", + "tolerable" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "survive", + "larger", + "surviv", + "flaw", + "surviving", + "Surv", + "sobrevivir", + "survival", + "survived", + "Surviv", + "sobreviv", + "Survive", + "survivor", + "Survival", + "survives", + "Larger", + "Surviv", + "larger", + "flaws", + "Survival", + "sobrev", + "surv", + "Larg", + "survival", + "Survivor", + "supervivencia", + "soprav", + "bigger", + "Survivor", + "Survivors", + "flawed" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "survive", + "Surv", + "survival", + "survived", + "surviv", + "surviving", + "sobreviv", + "Survive", + "sobrevivir", + "survivor", + "Surviv", + "Survival", + "sobrev", + "larger", + "flaw", + "Survival", + "Surviv", + "surv", + "survives", + "survival", + "Survived", + "Survivor", + "fl", + "survivors", + "Survivors", + "Fl", + "Larg", + "larger", + "supervivencia", + "Larger", + "soprav" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "fl", + "Fl", + "Surv", + "flaw", + "fl", + "Fl", + "Survive", + "larger", + "survive", + "Larg", + "Sur", + "flaws", + "surviv", + "surviving", + "soprav", + "sobrev", + "sobrevivir", + "Survived", + "sobreviv", + "Surviv", + "superviv", + "flute", + "FL", + "Larger", + "larger" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "In", + "However", + "Let", + "For", + "Since", + "Additionally", + "How", + "While", + "Here", + "Though", + "We", + "The", + "Large", + "This", + "Death", + "Therefore", + "If", + "But", + "Larger", + "Thus", + "It", + "Even", + "You", + "Depth", + "larger", + "Note", + "One", + "Each", + "More", + "Yes", + "Given", + "Does" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 84109, + 77158, + 159908, + 41647, + 33726, + 106497, + 105801, + 169339, + 95553, + 133591, + 30760, + 25592, + 28681, + 19644, + 9758, + 17241, + 33333, + 33954, + 53004, + 29784, + 32587, + 29957, + 25292, + 6742, + 5713, + 8632 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 17975, + 22194, + 20160, + 102709, + 143236, + 82260, + 209418, + 18572, + 143970, + 102226, + 45519, + 55072, + 45919, + 27444, + 47181, + 79082, + 66151, + 3645, + 255, + 539, + 1773, + 289, + 287, + 217, + 11204, + 736 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 14284, + 166764, + 187794, + 18151, + 184295, + 5022, + 112377, + 121406, + 52832, + 63649, + 15040, + 27229, + 24839, + 5629, + 15865, + 20222, + 43856, + 1040, + 794, + 1713, + 5924, + 4017, + 498, + 436, + 3039, + 479 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 88108, + 92012, + 60356, + 36282, + 15561, + 6805, + 1368, + 3766, + 1109, + 699, + 10312, + 20675, + 31311, + 16234 + ] + }, + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 14373, + 7017, + 7928, + 6514, + 34946, + 11968, + 6188, + 2349, + 558, + 171, + 88, + 216, + 375, + 161 + ] + }, + { + "label": "fracture", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 31255, + 22608, + 19000, + 12582, + 89985, + 4606, + 4804, + 749, + 227, + 145, + 245, + 169, + 232, + 143 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "than", + "score": 6.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "ITest", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Colombeau", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "strength", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "absorbed", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "size", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Etc", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "testers", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "INI", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "separation", + "output_checked": true + }, + { + "concept": "stronger", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "times", + "output_checked": true + }, + { + "concept": "death", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "longer", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "much", + "output_checked": true + }, + { + "concept": "ShaderProgram", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "comparable", + "output_checked": true + }, + { + "concept": "Mis", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "much", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "Danger", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "segura", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "cheaper", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "times", + "output_checked": true + }, + { + "concept": "maxillary", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "Romeo", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Annotated", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "more", + "output_checked": true + }, + { + "concept": "ruptura", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "separation", + "output_checked": true + }, + { + "concept": "Fracture", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "ductility", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "percent", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "several", + "output_checked": true + }, + { + "concept": "failure", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "before", + "output_checked": true + }, + { + "concept": "crux", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "times", + "output_checked": true + }, + { + "concept": "juven", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "regexp", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "times", + "output_checked": true + }, + { + "concept": "Chevalier", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "more", + "output_checked": true + }, + { + "concept": "snowboard", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "magnitudes", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "several", + "output_checked": true + }, + { + "concept": "Failed", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "vic", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "separation", + "output_checked": true + }, + { + "concept": "anesthet", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "notches", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "ched", + "output_checked": true + }, + { + "concept": "certeza", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "slik", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "have", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "LEC", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "cela", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "pre", + "output_checked": true + }, + { + "concept": "Fink", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "harder", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "much", + "output_checked": true + }, + { + "concept": "are", + "score": 1.0, + "best_rank": 3, + "best_depth": 87.2, + "near_token": "steels", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "s", + "ve", + "se", + "ter", + "th", + "wh", + "row", + "ng", + "ther", + "gh", + "ar", + "ne", + "mathrm", + "ook", + "sa", + "yst", + "inter", + "ype", + "text", + "set", + "any", + "anc", + "ey", + "ton", + "pos", + "tr", + "sh", + "pect", + "red", + "ray" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "t", + "es", + "an", + "is", + "r", + "og", + "ie", + "comp", + "ne", + "az", + "ner", + "son", + "ware", + "qual", + "mais", + "mente", + "sav", + "ju", + "reflect", + "carried", + "purposes", + "whatever", + "rence", + "atau", + "avascript" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "y", + "su", + "j", + "ch", + "ust", + "ib", + "ge", + "one", + "te", + "iew", + "ound", + "ike", + "left", + "pe", + "itt", + "ON", + "cept", + "ict", + "pol", + "uring", + "raph", + "ext", + "ke", + "ized", + "arn", + "mark", + "da", + "fin" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "en", + "ro", + "st", + "th", + "est", + "wh", + "ain", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "du", + "ge", + "ber", + "St", + "pr", + "mathrm", + "sa", + "de", + "St", + "col", + "yst" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "on", + "he", + "en", + "s", + "de", + "ch", + "qu", + "ra", + "pro", + "com", + "ity", + "The", + "le", + "ha", + "from", + "ad", + "which", + "ther", + "com", + "i", + "ar", + "yst", + "ag", + "ize", + "we", + "est" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "an", + "it", + "is", + "le", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "de", + "ay", + "ir", + "ly", + "ra", + "un", + "pro", + "ere", + "com", + "pe", + "end", + "ill", + "ath", + "ex", + "rom" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "B", + "al", + "you", + "wh", + "ers", + "res", + "k", + "D" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ar", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "n", + "of", + "photograph", + "liaison", + "sehen", + "evol", + "kaya", + "sof", + "heer", + "bringen", + "wunder", + "drap", + "s", + "son", + "equip", + "ble", + "perfectly", + "reput", + "they", + "selection", + "afin", + "documentary", + "plea" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "equip", + "ble", + "photograph", + "reput", + "aal", + "remember", + "evol", + "sof", + "bringen", + "ameri", + "e", + "n", + "s", + "rel", + "of", + "has", + "perfectly", + "officially", + "documentary", + "immense", + "youtu", + "bildung", + "liaison", + "successfully", + "kaya", + "gambar", + "heer" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "e", + "readily", + "immense", + "er", + "substantially", + "damn", + "demise", + "tanti", + "Tog", + "equip", + "outrage", + "explained", + "profoundly", + "ameri", + "asesin", + "com", + "substantial", + "resmi", + "cooking", + "reliance", + "Verenigde" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "immense", + "er", + "readily", + "asesin", + "damn", + "outrage", + "fielder", + "tanti", + "Tog", + "com", + "kowy", + "cooking", + "demise", + "tog", + "nur", + "profoundly", + "ameri", + "ET", + "equip", + "circumstances", + "ampio", + "Considerable", + "substantially", + "outraged" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "immense", + "asesin", + "outrage", + "damn", + "readily", + "Considerable", + "er", + "severely", + "tanti", + "demise", + "sorely", + "primarily", + "principally", + "outraged", + "Tog", + "circumstances", + "fielder", + "primarily", + "profoundly", + "ampio", + "com", + "kowy", + "substantially", + "tremendous" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "outraged", + "enraged", + "fundamentally", + "substantially", + "outrage", + "tanti", + "severely", + "vehement", + "championed", + "reverting", + "immense", + "damn", + "sorely", + "ameri", + "scathing", + "profoundly", + "explained", + "botched", + "urgery", + "vergang", + "defi", + "hurled" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "championed", + "despite", + "despite", + "resilient", + "resilience", + "trotz", + "lauded", + "hurled", + "supported", + "vergang", + "of", + "allowing", + "Y", + "resil", + "robust", + "enabled", + "similar", + "inspired" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "resilient", + "despite", + "withstand", + "significantly", + "comparatively", + "dramatically", + "championed", + "compared", + "drastically", + "allowing", + "substantially", + "resilience", + "stronger", + "resistant", + "longer", + "toler", + "withstood", + "whereas", + "capability", + "lauded", + "markedly", + "resiliency", + "Allowing", + "considerably", + "embold", + "mechanisms" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "toler", + "tolerant", + "tolerated", + "allowing", + "withstand", + "resilient", + "greater", + "significantly", + "tolerance", + "comparatively", + "tolerate", + "tolerable", + "stronger", + "dramatically", + "longer", + "relatively", + "nuanced", + "lenient", + "withstood", + "resilience", + "Toler", + "tolerances", + "capability", + "Allowing", + "resiliency", + "more", + "higher", + "proportionately", + "larger", + "demonstrated", + "broader" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "toler", + "tolerated", + "tolerance", + "more", + "larger", + "capable", + "tolerant", + "resilient", + "smaller", + "potentially", + "greater", + "significantly", + "tolerate", + "vastly", + "even", + "relatively", + "allowing", + "devastating", + "withstand", + "Toler", + "both", + "tolerable", + "comparatively", + "longer", + "seemingly", + "staggering", + "proportionately", + "bigger", + "capability", + "remarkably", + "able", + "threshold" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "toler", + "withstand", + "tolerated", + "tolerance", + "permissible", + "allowable", + "Toler", + "toler", + "tolerant", + "surviving", + "larger", + "tolerate", + "tolerances", + "surviv", + "smaller", + "tolerable", + "longer", + "more", + "allowed", + "allowing", + "allows", + "survive", + "resilient", + "withstood", + "accommodating", + "capable", + "resistant", + "survived", + "accepting", + "forgiving", + "Tolerance" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "toler", + "survive", + "withstand", + "surviv", + "Toler", + "tolerance", + "surviving", + "survived", + "toler", + "tolerated", + "survives", + "survival", + "tolerate", + "tolerable", + "larger", + "tolerant", + "tolerances", + "smaller", + "Tolerance", + "longer", + "withstood", + "size", + "Survive", + "Surviv", + "tolerancia", + "Surv", + "sobreviv", + "undetected", + "survivor" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "surviv", + "survive", + "survival", + "surviving", + "survived", + "sobreviv", + "survives", + "larger", + "soprav", + "Surviv", + "sobrevivir", + "Surviv", + "Surv", + "survival", + "sobrev", + "size", + "surv", + "Survival", + "Larger", + "supervivencia", + "smaller", + "Survival", + "survivor", + "toler", + "Survive", + "Toler", + "bigger", + "more", + "tamanho", + "larger", + "size", + "toler" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "survival", + "survive", + "larger", + "surviv", + "survived", + "surviving", + "sobreviv", + "larger", + "survival", + "survives", + "size", + "Larger", + "soprav", + "bigger", + "Survival", + "size", + "toler", + "survivor", + "Survive", + "Survival", + "toler", + "sobrev", + "sobrevivir", + "sized", + "supervivencia", + "tamanho", + "surv", + "Size", + "SIZE", + "Surv" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "larger", + "flaw", + "Larger", + "survive", + "surviving", + "larger", + "fl", + "survival", + "surviv", + "Fl", + "surv", + "bigger", + "flaws", + "sobreviv", + "Fl", + "survived", + "Larg", + "Surv", + "survives", + "Survive", + "survivor", + "Survival", + "fl", + "survival", + "soprav", + "sobrevivir", + "Survival", + "large", + "Surviv" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "larger", + "Larger", + "survive", + "flaw", + "surviving", + "Surv", + "surv", + "survival", + "sobreviv", + "larger", + "surviv", + "Fl", + "survivor", + "Survive", + "survived", + "survives", + "flaws", + "Larg", + "soprav", + "fl", + "Fl", + "sobrevivir", + "bigger", + "Survival", + "Survival", + "survivors", + "survival", + "supervivencia", + "sobrev", + "Surviv", + "Surviv" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "fl", + "Fl", + "Fl", + "flaw", + "larger", + "fl", + "Larger", + "Surv", + "larger", + "Larg", + "surv", + "flaws", + "survive", + "soprav", + "Survive", + "unfl", + "Sur", + "survives", + "FLA", + "sobreviv", + "surviving", + "FL", + "Flanagan", + "SUR", + "surviv" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "In", + "However", + "Let", + "For", + "Since", + "Additionally", + "How", + "While", + "Here", + "Though", + "We", + "The", + "Large", + "This", + "Death", + "Therefore", + "If", + "But", + "Larger", + "Thus", + "It", + "Even", + "You", + "Depth", + "larger", + "Note", + "One", + "Each", + "More", + "Yes", + "Given", + "Does" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 22.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "have", + "output_checked": true + }, + { + "concept": "substantially", + "score": 11.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "absorbs", + "output_checked": true + }, + { + "concept": "hundred", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "several", + "output_checked": true + }, + { + "concept": "fracture", + "score": 7.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "considerably", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "but", + "score": 6.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "comparable", + "output_checked": true + }, + { + "concept": "longer", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "survives", + "output_checked": true + }, + { + "concept": "impending", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "tensile", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "they", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "yet", + "output_checked": true + }, + { + "concept": "size", + "score": 5.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "survival", + "score": 5.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "survives", + "output_checked": true + }, + { + "concept": "toler", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "levels", + "score": 4.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "ameri", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "ched", + "output_checked": true + }, + { + "concept": "immense", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pointA", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "potentially", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "different", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "separation", + "output_checked": true + }, + { + "concept": "tested", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "than", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "similar", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "strength", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "death", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "absorbed", + "score": 3.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "nagyon", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "have", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "these", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "outraged", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "significantly", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "several", + "output_checked": true + }, + { + "concept": "resilient", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "identical", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "comparable", + "output_checked": true + }, + { + "concept": "seemingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "yet", + "output_checked": true + }, + { + "concept": "subjected", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "versus", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "more", + "output_checked": true + }, + { + "concept": "endured", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "achieving", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "before", + "output_checked": true + }, + { + "concept": "vastly", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "one", + "output_checked": true + }, + { + "concept": "becoming", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "before", + "output_checked": true + }, + { + "concept": "sized", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "failure", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "before", + "output_checked": true + }, + { + "concept": "diameter", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "Twenty", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "have", + "output_checked": true + }, + { + "concept": "notches", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "ched", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "newbie", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "ched", + "output_checked": true + }, + { + "concept": "overcome", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "incurring", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "exponentially", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "much", + "output_checked": true + }, + { + "concept": "predomin", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "etre", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "pre", + "output_checked": true + }, + { + "concept": "impede", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "not", + "output_checked": true + }, + { + "concept": "elated", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "ched", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "comparable", + "output_checked": true + }, + { + "concept": "ultimately", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "not", + "output_checked": true + }, + { + "concept": "championed", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "bzw", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "not", + "output_checked": true + }, + { + "concept": "despite", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "behavi", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "debilit", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "inherently", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "pre", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-01__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-01__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-01__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-01__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-notch-resistance-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to unstable flaw extension 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A sharp starter notch blunts as a plastic zone develops, allowing the specimen to carry additional load before rapid extension occurs.", + "prompt_tail": "A sharp starter notch blunts as a plastic zone develops, allowing the specimen to carry additional load before rapid extension occurs.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-notch-resistance-02", + "carrier_id": null, + "target_family": "notch-resistance", + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 0, + "best_depth": 87.2, + "onset_depth": 87.2, + "reached_top1": true, + "best_pos": 24, + "logit_lens_best_rank": 0 + }, + { + "label": "crack", + "best_rank": 549, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 575 + }, + { + "label": "fracture", + "best_rank": 225, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 69 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "arnataka", + "forcing", + "employment", + "employment", + "arn", + "fg", + "Forsyth", + "Executor", + "forcing", + "nabi", + "ANG", + "qc", + "sigs", + "oscopy", + "Uy", + "Angelina", + "jones", + "ork", + "bors", + "blocking", + "niki", + "Blocking", + "Angelica", + "ForegroundColor" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "Signing", + "release", + "Signing", + "signing", + "Release", + "signed", + "release", + "Release", + "angent", + "Signed", + "Signed", + "oscopy", + "Signs", + "ril", + "else", + "addItem", + "leasing", + "releasing", + "trance", + "Released", + "whisper", + "something", + "marginLeft", + "releases", + "Eink" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Signing", + "Signing", + "release", + "tempi", + "signing", + "whisper", + "educativo", + "something", + "signings", + "Release", + "else", + "April", + "alignItems", + "aad", + "aise", + "Whisper", + "acque", + "release", + "Release", + "tekl", + "whis", + "estamp", + "addItem" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "panorama", + "squre", + "Socrates", + "kvadr", + "er", + "itsa", + "wC", + "odymium", + "compassion", + "classrooms", + "Resin", + "aced", + "signed", + "asegurarse", + "Mrs", + "mrs", + "txn", + "RestClient", + "aDecoder", + "Mrs", + "weg", + "endregion", + "Aquarelle" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Civilization", + "ail", + "NotNull", + "aches", + "debugger", + "Constitution", + "getDefault", + "Codes", + "hale", + "Cren", + "antibiotics", + "antibiotic", + "arthritis", + "addObject", + "bane", + "setActive", + "Atletico", + "Negative", + "Zet", + "mig" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "nCenters", + "umers", + "daniel", + "Qaraldi", + "pdelay", + "atibus", + "qc", + "restricting", + "kvadr", + "rnb", + "inz", + "Aus", + "Mw", + "celtic", + "Peki", + "dew", + "DCs", + "nath", + "elementName", + "cpt", + "strategies", + "Sankt" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "nesium", + "mason", + "Ums", + "Pleas", + "Chrys", + "mysql", + "jaye", + "ruptedException", + "ple", + "python", + "myl", + "umer", + "softener", + "singh", + "Signup", + "eless", + "chy", + "Bedroom", + "mysql", + "paragraph", + "iphone" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "RELEASE", + "bert", + "haya", + "leasing", + "tha", + "release", + "Released", + "getragen", + "gh", + "Release", + "tho", + "ForEach", + "enl", + "FAF", + "prive", + "front", + "en", + "front", + "RELEASE", + "lycer", + "gi", + "numpy", + "supermerc", + "urably", + "bli", + "mathbb" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "prises", + "compassion", + "ve", + "ypress", + "energii", + "signed", + "synes", + "released", + "certainly", + "python", + "bly", + "su", + "release", + "kipun", + "ke", + "Caffeine", + "softener", + "Socrates", + "dig" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "ve", + "j", + "r", + "releases", + "dere", + "s", + "ja", + "ments", + "si", + "s", + "release", + "head", + "prises", + "dir", + "energi", + "ke", + "ors", + "d", + "Alexander", + "dere", + "Siren", + "k", + "mal", + "pump", + "pertin", + "acular", + "release", + "energii", + "f" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "night", + "s", + "med", + "amos", + "gehend", + "theater", + "heartedly", + "shore", + "haf", + "urably", + "hearted", + "haja", + "meden", + "ief", + "rog", + "uri", + "bu", + "pula", + "tyle", + "ures", + "siz" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "fato", + "certeza", + "cetera", + "esimerkiksi", + "beispielsweise", + "folds", + "hearted", + "certainly", + "mason", + "ve", + "urious", + "med", + "creases", + "soften", + "ardin", + "imperative", + "softening", + "ures", + "sure", + "dass", + "fold", + "exus", + "gehend", + "t" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "folds", + "creases", + "esimerkiksi", + "med", + "s", + "t", + "ve", + "fato", + "cetera", + "certeza", + "er", + "urious", + "certainly", + "enorm", + "beispielsweise", + "exuber", + "ified", + "particular", + "fold", + "digamos", + "dif", + "mason", + "dass", + "ures", + "sur" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "s", + "particular", + "ures", + "uri", + "laissez", + "folds", + "ief", + "proverbial", + "perd", + "selves", + "tyle", + "scape", + "de", + "urious", + "gehend", + "sayang", + "amos", + "notable", + "med", + "sage", + "digamos", + "credo", + "dac", + "fato" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "dac", + "vehement", + "siniz", + "softening", + "er", + "med", + "particular", + "asegurarse", + "ures", + "expans", + "uptools", + "aforementioned", + "ief", + "lang", + "laissez", + "defens", + "ium", + "imperative", + "uri", + "xr", + "adage", + "s", + "motocicleta", + "instances", + "ovin", + "ism" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "nnnn", + "aforementioned", + "egreg", + "caveat", + "adage", + "defens", + "sporadic", + "cautionary", + "fortitude", + "absol", + "remarked", + "imperative", + "XK", + "ovati", + "fif", + "rrrr", + "defensive", + "slowed", + "ovin", + "sistemi", + "ovia", + "vehement", + "expans", + "dud", + "intric", + "duit" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "defensive", + "leyici", + "safeguard", + "edging", + "defensively", + "obtuse", + "softener", + "cautionary", + "precautionary", + "additive", + "thoughtful", + "PLOAD", + "extensive", + "remarked", + "softened", + "berfungsi", + "therapeutics", + "Defensive", + "psychic", + "softening", + "DataSource", + "cautious", + "maneuver", + "configurable", + "cautiously", + "shaved" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "seg", + "hesitate", + "withstand", + "vertebrae", + "intend", + "safeguard", + "withstood", + "envisaged", + "hesitant", + "adage", + "undesirable", + "PSI", + "idiosync", + "increases", + "psi", + "Increases", + "benzodiazep", + "aforementioned", + "surpasses", + "Caution", + "hazard", + "cautious", + "slowed", + "precautionary", + "circumvent" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "conscient", + "resist", + "Fink", + "t", + "resilient", + "determinante", + "withstand", + "Prev", + "Integrity", + "particular", + "withstanding", + "ceci", + "antes", + "resiliency", + "egreg", + "dir", + "capacit", + "facilitation", + "Resilience", + "piro", + "essent", + "determinada", + "Resist", + "s" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "withstand", + "withstanding", + "limite", + "resilient", + "wytr", + "superstit", + "dure", + "Integrity", + "datac", + "evita", + "Increases", + "withstood", + "increases", + "Durand", + "determinante", + "antes", + "segura", + "scru", + "Resilience", + "antes", + "evitando", + "odol", + "limit", + "tensile", + "iliency" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Yield", + "yielding", + "yielding", + "MenuInflater", + "Endurance", + "kec", + "withstand", + "Yield", + "harden", + "endure", + "strengthen", + "reinforcing", + "reinforce", + "Loading", + "moder", + "elastic", + "reinforced", + "Rein", + "caoutch", + "dian", + "Dynamic", + "Strengthen", + "Durand", + "lubric", + "yield", + "Brace" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "Yield", + "yielding", + "yielding", + "Yield", + "strengthen", + "yield", + "ductility", + "toug", + "strengthening", + "elastic", + "strengthened", + "Endurance", + "toughness", + "endurance", + "Strengthen", + "stiffer", + "resilient", + "resistencia", + "hardening", + "Strengthening", + "strength", + "Strength", + "reinforced", + "tolerance", + "hardening", + "Tolerance", + "yield", + "withstand", + "tolerance", + "strength" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "toughness", + "ductility", + "plastic", + "toug", + "ductile", + "hardening", + "plast", + "Plastic", + "ngthening", + "stiff", + "duct", + "strength", + "plasticity", + "Yield", + "softening", + "energy", + "energy", + "strength", + "viscoelastic", + "plastic", + "strengthened", + "hardening", + "Energy", + "plast", + "stiffness", + "oplast", + "strain", + "strengthen", + "tougher", + "Strength", + "endurance" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "toughness", + "toug", + "ductility", + "hardening", + "tough", + "tou", + "plastic", + "duct", + "stiff", + "tougher", + "tuff", + "plasticity", + "ductile", + "ngthening", + "Tou", + "hardening", + "Tough", + "to", + "energy", + "energy", + "Plastic", + "Energy", + "toughest", + "en", + "plastic", + "viscoelastic", + "postpone", + "strength", + "Yield", + "stre" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "tou", + "Tou", + "to", + "toughness", + "toug", + "TO", + "tough", + "duct", + "get", + "T", + "tou", + "without", + "Tou", + "strain", + "ngthening", + "To", + "tuff", + "toler", + "ductile", + "en", + "strain", + "before", + "tougher", + "lui", + "Without", + "tubercul", + "ato" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "Here", + "This", + "These", + "Therefore", + "It", + "To", + "I", + "Note", + "For", + "In", + "We", + "You", + "The", + "Here", + "Below", + "Because", + "Without", + "To", + "During", + "While", + "This", + "They", + "At", + "However", + "Notably", + "Although", + "Both", + "Thus", + "Additionally", + "Though", + "Since" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 67538, + 88393, + 183431, + 46268, + 48186, + 115611, + 80581, + 174853, + 93008, + 126077, + 66908, + 37358, + 35148, + 25923, + 43975, + 71723, + 87963, + 47271, + 12251, + 5644, + 294, + 14, + 1, + 1, + 4, + 935 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 6628, + 25162, + 29596, + 83852, + 146214, + 81063, + 212221, + 19312, + 132547, + 101400, + 41878, + 54625, + 42634, + 18032, + 60334, + 60513, + 61510, + 2987, + 550, + 2238, + 13594, + 975, + 1834, + 917, + 26354, + 5871 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 15794, + 179634, + 214628, + 23246, + 171585, + 3440, + 63913, + 132416, + 52326, + 68834, + 21999, + 17669, + 15567, + 3016, + 20587, + 44795, + 82383, + 3282, + 944, + 418, + 3368, + 2724, + 226, + 229, + 3401, + 2442 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 63822, + 84315, + 73790, + 61717, + 58605, + 12839, + 1983, + 1477, + 188, + 13, + 2, + 1, + 3, + 1 + ] + }, + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 11269, + 7222, + 6772, + 2328, + 9607, + 20143, + 7581, + 1567, + 956, + 576, + 1057, + 2444, + 1429, + 1858 + ] + }, + { + "label": "fracture", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 49076, + 31764, + 20823, + 31920, + 110188, + 29024, + 10619, + 2053, + 456, + 163, + 579, + 550, + 90, + 70 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "respectful", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "allowing", + "output_checked": true + }, + { + "concept": "Finals", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "RED", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "fede", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "evolve", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "loads", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "load", + "output_checked": true + }, + { + "concept": "extend", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "sample", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "weight", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "toughness", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "egreg", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "Yield", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "aporta", + "score": 2.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "vnd", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "marbled", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "defensive", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "glazed", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "starter", + "output_checked": true + }, + { + "concept": "Brainz", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "occurs", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "chorizo", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "as", + "output_checked": true + }, + { + "concept": "amass", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "PVP", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "muestra", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "antih", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "mucous", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "ori", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "soften", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "fato", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "delimit", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "Gewalt", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "govt", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "bl", + "output_checked": true + }, + { + "concept": "Singular", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "coloro", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "masala", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "Psychiatric", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "diversify", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "seg", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sue", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "conscient", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Aries", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "Proceed", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "occurs", + "output_checked": true + }, + { + "concept": "withstand", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Miche", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "starter", + "output_checked": true + }, + { + "concept": "inst", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "Dynamic", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "occurs", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "latter", + "score": 1.0, + "best_rank": 3, + "best_depth": 40.4, + "near_token": "as", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "consp", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "governmental", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "as", + "output_checked": true + }, + { + "concept": "suatu", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "fontweight", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "mentally", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "unts", + "output_checked": true + }, + { + "concept": "Significantly", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "load", + "output_checked": true + }, + { + "concept": "Zou", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "tub", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "substitutional", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "cultivate", + "score": 1.0, + "best_rank": 4, + "best_depth": 63.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "Fink", + "score": 1.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "load", + "output_checked": true + }, + { + "concept": "Dynam", + "score": 1.0, + "best_rank": 4, + "best_depth": 83.0, + "near_token": "occurs", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "s", + "ve", + "se", + "ter", + "th", + "wh", + "res", + "row", + "ng", + "gh", + "ar", + "ne", + "mathrm", + "ook", + "sa", + "yst", + "inter", + "pr", + "text", + "anc", + "clud", + "ey", + "ton", + "pos", + "very", + "tr", + "pect", + "red", + "IN" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "es", + "is", + "og", + "comp", + "az", + "ner", + "ware", + "qual", + "assert", + "purposes", + "rence", + "umeric", + "kepada", + "vec", + "sst", + "perk", + "haute", + "ocs", + "enburg", + "malloc", + "reduct" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "or", + "y", + "j", + "ch", + "ust", + "math", + "ib", + "ast", + "ge", + "one", + "erv", + "iew", + "ound", + "ike", + "left", + "itt", + "ON", + "gr", + "ict", + "pol", + "of", + "raph", + "ext", + "tem", + "ed", + "gu" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "al", + "ou", + "l", + "re", + "im", + "ation", + "st", + "if", + "th", + "est", + "wh", + "ist", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "ff", + "orm", + "ast", + "ile", + "ice", + "du", + "ge", + "ber" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "de", + "ch", + "qu", + "ess", + "ity", + "le", + "ha", + "from", + "im", + "ad", + "us", + "which", + "com", + "i", + "ar", + "yst", + "che", + "ag", + "ize", + "we", + "est", + "who", + "my", + "oint" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "or", + "an", + "it", + "is", + "ar", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "ve", + "de", + "ay", + "ir", + "ly", + "ra", + "ere", + "com", + "pe", + "end", + "ill", + "ath", + "ex" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "res", + "D" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "l", + "am", + "ad", + "ly", + "ers", + "ew", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "ring", + "ar", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "n", + "s", + "of", + "ature", + "son", + "photograph", + "gambar", + "bringen", + "sina", + "e", + "ers", + "ses", + "ble", + "perfectly", + "lid", + "eat", + "liaison", + "sehen", + "evol", + "kaya", + "sof", + "pouvons", + "heer", + "Bismillahirrah", + "wunder", + "successor" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "e", + "n", + "s", + "rel", + "ature", + "equip", + "has", + "second", + "photograph", + "officially", + "aal", + "remember", + "evol", + "sof", + "gambar", + "devenu", + "Bismillahirrah", + "bringen", + "wunder", + "ampio", + "successor", + "ameri", + "ers", + "function" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "e", + "fielder", + "successor", + "equip", + "substantial", + "immense", + "devenu", + "ameri", + "easily", + "officially", + "also", + "facilmente", + "Tog", + "er", + "safe", + "substantially", + "jeden", + "imitation", + "garanti", + "ampio", + "com", + "ut", + "easily", + "has", + "appro" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "er", + "com", + "ameri", + "ischen", + "immense", + "e", + "B", + "tog", + "Considerable", + "l", + "pochi", + "fielder", + "similar", + "accepted", + "kowy", + "of", + "Tog", + "and", + "set", + "appro", + "damn", + "ampio", + "slightly", + "ET", + "aal", + "caution", + "tremendous" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "immense", + "readily", + "Considerable", + "slightly", + "similar", + "er", + "tremendous", + "damn", + "accepted", + "tog", + "considerably", + "com", + "circuitry", + "Tog", + "shaped", + "caution", + "ampio", + "aal", + "pochi", + "kowy", + "Accepted", + "fielder", + "also", + "ischen", + "slight", + "profoundly", + "asesin", + "mostly" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "caution", + "considerably", + "explained", + "et", + "substantially", + "accepted", + "slightly", + "ameri", + "Ik", + "plicht", + "commonly", + "damn", + "acceptable", + "officially", + "shutdown", + "another", + "of", + "formerly", + "similar", + "Decree", + "Considerable", + "certains", + "Deprecated" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "of", + "that", + "albeit", + "because", + "S", + "similar", + "N", + "former", + "formerly", + "but", + "whereby", + "championed", + "because", + "formerly", + "C", + "additional", + "during", + "another", + "desses", + "previous", + "additional", + "Deprecated", + "erstwhile", + "commonly", + "aforementioned", + "that", + "l" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "additional", + "increase", + "enhance", + "enhances", + "allows", + "allowing", + "facilitated", + "enables", + "mechanisms", + "considerably", + "enabling", + "decrease", + "facilitating", + "facilitates", + "enhanced", + "improves", + "of", + "advantages", + "previous", + "increased", + "enhancing", + "Increase", + "potentially", + "prevents", + "buffering", + "increases", + "modified", + "Increases", + "Improves", + "significantly", + "preventing", + "increase" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "increase", + "increased", + "increases", + "enhance", + "enhancing", + "enhances", + "additional", + "bolstering", + "strengthen", + "enhanced", + "strengthened", + "strengthens", + "strengthening", + "significantly", + "improves", + "Increases", + "decrease", + "decreases", + "safeguard", + "Increase", + "heightened", + "allows", + "mechanisms", + "advantages", + "gradually", + "considerably", + "boosting", + "markedly", + "lessened", + "increasing", + "reinforces", + "buffering" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "resilient", + "increase", + "significantly", + "increased", + "enhanced", + "various", + "additional", + "inherently", + "ability", + "predetermined", + "able", + "slightly", + "resistant", + "more", + "highly", + "enhance", + "considerably", + "increases", + "greater", + "substantially", + "tolerance", + "vastly", + "allows", + "inherent", + "resilience", + "withstand", + "undesirable", + "allowing", + "prolonged", + "drastically", + "cohesive", + "ensuring" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "withstand", + "increased", + "increase", + "resilient", + "resilience", + "resistance", + "increases", + "enhanced", + "resistant", + "significantly", + "additional", + "allows", + "tolerance", + "ability", + "increasing", + "tensile", + "resisting", + "resiliency", + "allowing", + "stability", + "sustained", + "more", + "prolonged", + "incrementally", + "capacity", + "enabling", + "resists", + "greater", + "extended", + "enhance", + "flexibility", + "stabilizing" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "withstand", + "increased", + "resilience", + "tensile", + "resilient", + "tolerance", + "resistance", + "endurance", + "ability", + "enhanced", + "overload", + "increase", + "increasing", + "toughness", + "capacity", + "onset", + "increases", + "ductile", + "allows", + "capability", + "viscoelastic", + "resists", + "allowing", + "resisting", + "steady", + "sustained", + "cushioning", + "wytr", + "resistant", + "pre", + "additional" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "withstand", + "toughness", + "resistance", + "ductile", + "tensile", + "ductility", + "stretch", + "cushioning", + "resilience", + "yield", + "overload", + "resilient", + "elongation", + "delaying", + "capacity", + "deformation", + "strain", + "resists", + "Deformation", + "reinforcing", + "stretching", + "viscoelastic", + "increased", + "endurance", + "resisting", + "delayed", + "yielding", + "resistencia" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "toughness", + "toug", + "ductility", + "ductile", + "capacity", + "resistance", + "cushioning", + "yield", + "yield", + "delaying", + "resilience", + "postpone", + "ed", + "ability", + "tolerance", + "elasticity", + "yielding", + "hardening", + "resilient", + "plast", + "postpon", + "endurance", + "postponing", + "stretch", + "strengthening", + "withstand", + "plasticity", + "elongation", + "elast" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "toug", + "ductility", + "toughness", + "ductile", + "energy", + "plastic", + "plast", + "strain", + "strengthening", + "yielding", + "ngthening", + "strength", + "Energy", + "plastic", + "hardening", + "energy", + "Energy", + "strengthen", + "tougher", + "strengthened", + "reinforcement", + "duct", + "strain", + "creep", + "Strengthening", + "yield", + "stiff", + "annealing", + "plasticity" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "toughness", + "toug", + "ductile", + "Tou", + "ductility", + "ngthening", + "Tough", + "tou", + "duct", + "tougher", + "hardening", + "tough", + "yielding", + "energy", + "strengthening", + "Duct", + "strengthens", + "plastic", + "tough", + "stiff", + "Energy", + "Strengthening", + "toughest", + "renforc", + "strength", + "hardening", + "Energy", + "plastic", + "strain", + "reinforcement" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Tou", + "tou", + "toug", + "to", + "duct", + "Tou", + "toughness", + "ngthening", + "To", + "tough", + "TO", + "se", + "en", + "t", + "tou", + "ato", + "toler", + "ar", + "work", + "lui", + "ductile", + "R", + "as", + "additional", + "strain", + "ductility" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "Here", + "This", + "These", + "Therefore", + "It", + "To", + "I", + "Note", + "For", + "In", + "We", + "You", + "The", + "Here", + "Below", + "Because", + "Without", + "To", + "During", + "While", + "This", + "They", + "At", + "However", + "Notably", + "Although", + "Both", + "Thus", + "Additionally", + "Though", + "Since" + ] + } + ], + "logit_surprising": [ + { + "concept": "and", + "score": 20.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "starter", + "output_checked": true + }, + { + "concept": "readily", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "been", + "score": 7.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "development", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 5.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "enhance", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "allowing", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "autre", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "withstand", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "reaching", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "amt", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "unts", + "output_checked": true + }, + { + "concept": "revered", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "hindrance", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "load", + "output_checked": true + }, + { + "concept": "immense", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "additionally", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "as", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "incrementally", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "load", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "increase", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "various", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "well", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "as", + "output_checked": true + }, + { + "concept": "Stretching", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "toughness", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sharps", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "another", + "score": 2.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "appro", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "allowing", + "output_checked": true + }, + { + "concept": "damn", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "allowing", + "output_checked": true + }, + { + "concept": "Will", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "authorizations", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "unts", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "touted", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "incurring", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "reluctant", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "impending", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "occurs", + "output_checked": true + }, + { + "concept": "territ", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "insulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "preventing", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "before", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "lament", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "occurs", + "output_checked": true + }, + { + "concept": "andare", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "but", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "allows", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "allowing", + "output_checked": true + }, + { + "concept": "effectively", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "exerted", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "load", + "output_checked": true + }, + { + "concept": "imparted", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "initiate", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "starter", + "output_checked": true + }, + { + "concept": "htob", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "bl", + "output_checked": true + }, + { + "concept": "sensibilities", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "unts", + "output_checked": true + }, + { + "concept": "aligning", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "as", + "output_checked": true + }, + { + "concept": "bizarre", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "flimsy", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "restricts", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "steadily", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "promote", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "achieve", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "achieving", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "before", + "output_checked": true + }, + { + "concept": "inevitably", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "occurs", + "output_checked": true + }, + { + "concept": "valued", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "as", + "output_checked": true + }, + { + "concept": "workable", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "situated", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "booming", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "although", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-02__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-02__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-02__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-02__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-notch-resistance-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to unstable flaw extension 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A compact-tension sample requires substantial work to advance its sharp flaw. Instability begins only at an unusually large stress-intensity value.", + "prompt_tail": "A compact-tension sample requires substantial work to advance its sharp flaw. Instability begins only at an unusually large stress-intensity value.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-notch-resistance-03", + "carrier_id": null, + "target_family": "notch-resistance", + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 1600, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 794 + }, + { + "label": "crack", + "best_rank": 225, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 159 + }, + { + "label": "fracture", + "best_rank": 865, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 88 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "forcing", + "nabi", + "arn", + "employment", + "fg", + "arnataka", + "Executor", + "forcing", + "irken", + "Angelina", + "sigs", + "absor", + "niki", + "SIG", + "blocking", + "oscopy", + "Forsyth", + "release", + "Released", + "Gina", + "sorption", + "Blocking", + "Fors" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "Signing", + "release", + "signed", + "Signing", + "signing", + "Signed", + "Release", + "Signs", + "Signed", + "release", + "Release", + "Released", + "angent", + "leasing", + "signs", + "releasing", + "oscopy", + "signings", + "releases", + "RELEASE", + "ueless", + "trance", + "ently", + "released", + "ril" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Methyl", + "ocked", + "jaye", + "Signing", + "requireNonNull", + "Signing", + "marginLeft", + "methyl", + "Methyl", + "Douglas", + "compressive", + "Analyze", + "ently" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "mrs", + "compressive", + "Signing", + "signed", + "Angst", + "Mrs", + "ksi", + "Signing", + "signing", + "memset", + "LX", + "signings", + "Pum", + "Microsc", + "weg", + "Mrs", + "sped", + "Conventions", + "akan", + "padx", + "saranno" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "DOP", + "Glover", + "elingen", + "jordan", + "Lynn", + "Egyptian", + "Bowman", + "Cp", + "Ungarn", + "BOP", + "atian", + "cinn", + "cp", + "glacial", + "ccin", + "magnetite", + "Georg", + "Dore", + "hispanic", + "Horner", + "Oliveira", + "Jorge", + "ection", + "practitioner", + "Duffy", + "dukk", + "Rocha" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Cp", + "umers", + "lt", + "cp", + "celtic", + "jp", + "Qaraldi", + "Nichols", + "atibus", + "qc", + "lng", + "Tricks", + "Peki", + "atlantic", + "Aus", + "dental", + "Niagara", + "alex", + "cw" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mason", + "Pleas", + "Ums", + "umer", + "nesium", + "myl", + "Chrys", + "softener", + "python", + "scissors", + "t", + "LeBron", + "Dyson", + "ple", + "compassion", + "ificance", + "neuron", + "Chiron", + "ruptedException", + "paragraph", + "simplify", + "resin" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "RELEASE", + "tha", + "haya", + "leasing", + "en", + "enl", + "release", + "ForEach", + "Release", + "tho", + "Released", + "getragen", + "prive", + "gh", + "urably", + "gi", + "uire", + "hent", + "numpy", + "FAF", + "nl", + "lle", + "RELEASE", + "bli", + "ukai" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "compassion", + "synes", + "ve", + "bly", + "prises", + "releases", + "r", + "asegurarse", + "d", + "s", + "kipun", + "sm", + "impres", + "pertin", + "Drucker", + "furthermore", + "energii" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "j", + "s", + "r", + "ve", + "s", + "si", + "d", + "dir", + "t", + "prises", + "f", + "ja", + "dere", + "ors", + "ments", + "releases", + "st", + "mal", + "pertin", + "de", + "k", + "ke", + "eben", + "ser", + "med", + "m", + "b", + "iber" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "gehend", + "Moreover", + "t", + "to", + "dir", + "lepas", + "f", + "ures", + "uri", + "nad", + "amos", + "se", + "rad", + "manner", + "theater", + "g", + "ser", + "ledes", + "iven", + "de", + "bu", + "si", + "digamos", + "hearted" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "Moreover", + "med", + "cetera", + "ledes", + "gehend", + "s", + "hearted", + "Furthermore", + "certeza", + "digamos", + "dass", + "certainly", + "urious", + "furthermore", + "eben", + "ures", + "lepas", + "t", + "dif", + "sure", + "Moreover", + "ogo", + "moreover" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "t", + "med", + "Moreover", + "digamos", + "dif", + "cetera", + "urious", + "dass", + "ve", + "certainly", + "sur", + "moreover", + "comienzo", + "gehend", + "esimerkiksi", + "furthermore", + "creases", + "s", + "let", + "ified", + "say" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "Moreover", + "s", + "Moreover", + "eben", + "particular", + "manner", + "digamos", + "ledes", + "lepas", + "perfect", + "gehend", + "credo", + "enium", + "perd", + "dif", + "let", + "ogo", + "urious", + "do", + "ief", + "rolog", + "primes", + "sure", + "dire", + "sage" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "imperative", + "Etc", + "sensibility", + "ium", + "quartz", + "mah", + "icule", + "xr", + "Moreover", + "assertions", + "Assertion", + "skept", + "sheep", + "peculiarity", + "imperatives", + "certainly", + "enium", + "defens", + "ogf", + "med", + "lang", + "ogo", + "ulnerable" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "nnnn", + "sporadic", + "imperative", + "sensibility", + "virtue", + "Etc", + "fortitude", + "Romeo", + "quartz", + "xr", + "ium", + "mah", + "ogf", + "intensive", + "dud", + "vehement", + "astronom", + "bole", + "novelty", + "ong", + "exceedingly", + "aptitude" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "infrequently", + "faibles", + "gejala", + "testers", + "arcane", + "intensive", + "quartz", + "stderr", + "LastError", + "obtuse", + "exceedingly", + "testes", + "cryptic", + "Exceptionally", + "tentatively", + "ycopg", + "Concerning", + "Postgres", + "astronom", + "arcade" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "infrequently", + "undesirable", + "nontrivial", + "sporadic", + "hazardous", + "Severity", + "magnitudes", + "LastError", + "occurs", + "psi", + "Notas", + "remarked", + "detriment", + "RuntimeError", + "Occurrence", + "gdf", + "catastrophic", + "exorbitant", + "occur", + "XPATH", + "egregious", + "worrisome", + "sporadically", + "severity", + "discontinuities", + "undesired" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "NotImplemented", + "determinante", + "significativa", + "undesirable", + "nontrivial", + "Nunn", + "incidencia", + "disconcert", + "inexist", + "jellem", + "significativo", + "radiol", + "nonlinearity", + "particular", + "indetermin", + "inconce", + "occur", + "substantial", + "intric", + "eman", + "egreg", + "appreciable", + "troublesome", + "Inicio", + "inexplic", + "irrevers", + "sorprendente" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "instabilities", + "NotImplemented", + "undesirable", + "instability", + "RuntimeError", + "indetermin", + "worrisome", + "Stability", + "unstable", + "indeterminate", + "infrequently", + "luminance", + "quartzite", + "sanity", + "iodide", + "insanity", + "wrinkle", + "inboard", + "uncharted", + "silicone", + "nontrivial", + "metastability", + "unsaturated", + "Inicio", + "metastable", + "sbagli", + "inelastic", + "ksi", + "LastError", + "shudder" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "instability", + "instabilities", + "unstable", + "Stability", + "stability", + "stability", + "Inst", + "Stability", + "estabilidad", + "insanity", + "stabilize", + "destabil", + "indetermin", + "insecurities", + "inst", + "Inst", + "stable", + "insecurity", + "undesirable", + "stabilizing", + "Instantiate", + "metastability", + "stable", + "unpleasant", + "Stable" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "instability", + "unstable", + "instabilities", + "Stability", + "stability", + "stability", + "Inst", + "Stability", + "estabilidad", + "stabilize", + "stable", + "indetermin", + "stable", + "stabilizing", + "Stable", + "destabil", + "Stabil", + "unsteady", + "stabilizes", + "Inst", + "inst", + "Stable", + "indeterminate", + "Stabil", + "insanity" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "instability", + "Inst", + "Inst", + "inst", + "instabilities", + "inst", + "unstable", + "INST", + "Instantiate", + "unsteady", + "instill", + "Instantiation", + "insecurity", + "instantiate", + "Insta", + "instantiated", + "metastability", + "infidelity", + "destabil", + "instantiation", + "Instr", + "impatience", + "InstanceState", + "instilled", + "inhomogeneity", + "infertility" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "instability", + "inst", + "Inst", + "Inst", + "inst", + "instabilities", + "INST", + "INST", + "instill", + "unstable", + "Insta", + "instilled", + "Institute", + "Instr", + "institute", + "InstanceState", + "destabil", + "plasticity", + "instancia", + "instantiate", + "instantiated", + "getInstance", + "Instantiation", + "stability", + "instantiation", + "insta" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "inst", + "Inst", + "Inst", + "inst", + "instability", + "INST", + "INST", + "instabilities", + "unst", + "instancia", + "nst", + "lst", + "getInstance", + "istencia", + "Instantiation", + "mist", + "niest", + "yst", + "to", + "hest", + "ilst", + "ISTR", + "atost", + "instru" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Inst", + "Inst", + "inst", + "inst", + "thought", + "instability", + "In", + "However", + "Ins", + "Thus", + "You", + "e", + "stress", + "Only", + "ins", + "stress", + "Y", + "In", + "To", + "Therefore", + "Note", + "V", + "R", + "For", + "rs", + "large", + "If", + "Note" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 69497, + 107303, + 185327, + 91633, + 1355, + 43893, + 80275, + 182277, + 95715, + 118581, + 42066, + 29052, + 28717, + 19212, + 37939, + 51093, + 54789, + 11918, + 4138, + 4541, + 2004, + 3692, + 10023, + 1601, + 1311, + 3989 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 10568, + 23238, + 24934, + 65161, + 93072, + 24785, + 205157, + 15911, + 132706, + 78083, + 32890, + 58703, + 44459, + 48292, + 117216, + 100380, + 107605, + 6290, + 226, + 1793, + 7257, + 903, + 8492, + 6128, + 106072, + 20022 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 12053, + 142652, + 90347, + 89924, + 9471, + 2664, + 63341, + 136493, + 54387, + 77131, + 21346, + 25725, + 24221, + 13486, + 62245, + 50961, + 77566, + 5799, + 866, + 3243, + 7768, + 6209, + 6072, + 1207, + 35142, + 12150 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 169864, + 150476, + 123068, + 99961, + 60337, + 31958, + 6435, + 3485, + 1031, + 795, + 5460, + 14909, + 105342, + 15343 + ] + }, + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 18795, + 10978, + 10803, + 7081, + 23951, + 38343, + 5134, + 1030, + 773, + 341, + 160, + 409, + 1571, + 999 + ] + }, + { + "label": "fracture", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 28536, + 25557, + 15951, + 24370, + 109504, + 79466, + 12768, + 2305, + 621, + 302, + 245, + 89, + 298, + 275 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "tedious", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "least", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "progress", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "flaws", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "valable", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "Inst", + "output_checked": true + }, + { + "concept": "Anforderungen", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "starts", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "innate", + "score": 3.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "determinado", + "score": 3.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "value", + "output_checked": true + }, + { + "concept": "camber", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "Inst", + "output_checked": true + }, + { + "concept": "effort", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "work", + "output_checked": true + }, + { + "concept": "scale", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "large", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Manipulation", + "score": 2.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "lacrosse", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "croche", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "sensational", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "oficio", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "Gewalt", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "aporte", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "currentValue", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "value", + "output_checked": true + }, + { + "concept": "instabilities", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Reuben", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "scary", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "vic", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "advancement", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "its", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "debacle", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "manner", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "HISTORY", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "honing", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "Remote", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "Spectral", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "Danger", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "LEC", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "determinada", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "value", + "output_checked": true + }, + { + "concept": "Amat", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "intensity", + "output_checked": true + }, + { + "concept": "appreciable", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "amount", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "vinto", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "to", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "PROBLEM", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "large", + "output_checked": true + }, + { + "concept": "Subtle", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "envisioned", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "NotImplemented", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "lon", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "size", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "large", + "output_checked": true + }, + { + "concept": "Sable", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "shortcoming", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "value", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 4, + "best_depth": 80.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "magnitudes", + "score": 1.0, + "best_rank": 4, + "best_depth": 80.9, + "near_token": "intensity", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 6, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ve", + "se", + "th", + "wh", + "con", + "row", + "yst", + "inter", + "anc", + "tr", + "pect", + "red", + "ray", + "ground", + "ts", + "ces", + "years", + "be", + "log", + "ij", + "eb", + "span", + "ke", + "na", + "ters", + "roll", + "cont", + "section", + "prof" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "rence", + "esco", + "adanya", + "suff", + "uq", + "pitted", + "conflicted", + "Habsburg", + "is", + "ner", + "qual", + "umeric", + "perk", + "enburg" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "t", + "on", + "w", + "th", + "one", + "red", + "som", + "mark", + "vol", + "To", + "mag", + "kan", + "ware", + "mit", + "Med", + "utions", + "suggest", + "q", + "quick", + "couple", + "usion", + "oring", + "handle", + "nie", + "That" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "or", + "le", + "m", + "ing", + "ion", + "el", + "im", + "g", + "u", + "se", + "be", + "if", + "th", + "us", + "ht", + "and", + "ere", + "com", + "ess", + "pe", + "or", + "he", + "j", + "pl", + "ch", + "ies", + "int", + "ich", + "able" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "H", + "K", + "O", + "S", + "U", + "V", + "W", + "Y", + "d", + "f", + "g", + "j", + "k", + "m", + "o", + "t", + "u", + "z", + "he", + "m", + "ic", + "ve", + "od", + "The", + "pl", + "ha", + "ad" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "un", + "ere", + "com", + "end", + "ill", + "ex", + "art", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire", + "ge", + "ph", + "ong" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "p", + "w", + "f", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "ew", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "ice", + "comp", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "ers", + "of", + "they", + "n", + "photograph", + "lid", + "selection", + "novembre", + "eat", + "begitu", + "sehen", + "evol", + "sof", + "siy", + "gambar", + "wunder", + "smartphone", + "ature", + "son" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "ers", + "rel", + "of", + "equip", + "aal", + "imitation", + "gambar", + "devenu", + "e", + "ble", + "perfectly", + "slash", + "lid", + "officially", + "aat", + "eat", + "begitu", + "evol", + "tentative", + "sof", + "veterinarian", + "wunder", + "Publicity" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "e", + "readily", + "fielder", + "devenu", + "ecek", + "equip", + "substantial", + "slash", + "demise", + "vergang", + "ameri", + "Publicity", + "reput", + "aal", + "reliance", + "rel", + "of", + "imitation", + "scheme", + "explained", + "pekerjaan", + "eem" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "er", + "tog", + "kowy", + "aal", + "readily", + "immense", + "equip", + "demise", + "ameri", + "Considerable", + "ributor", + "e", + "com", + "schap", + "Will", + "fielder", + "erst", + "scheme", + "pochi", + "mwen", + "contro", + "Accept" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "er", + "immense", + "Considerable", + "tog", + "mostly", + "demise", + "kowy", + "aal", + "Will", + "tremendous", + "crs", + "mostly", + "ributor", + "equip", + "caution", + "slightly", + "conceding", + "impending", + "Gul", + "damn" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "caution", + "explained", + "dieser", + "of", + "or", + "of", + "sigh", + "Considerable", + "caution", + "destes", + "also", + "demise", + "phenylsulfanyl", + "PhysRev", + "azonban", + "continued", + "because", + "criticized" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "but", + "However", + "or", + "However", + "azonban", + "because", + "caution", + "cependant", + "because", + "albeit", + "scathing", + "sigh", + "reminiscent", + "considerable", + "peculiar", + "albeit", + "despicable", + "Nevertheless" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "However", + "relatively", + "but", + "comparatively", + "However", + "surprisingly", + "Nevertheless", + "peculiar", + "Surprisingly", + "detrimental", + "exceedingly", + "surprising", + "atypical", + "when", + "however", + "extremely", + "Relatively", + "characteristic", + "characterized", + "tions", + "unexpected", + "Nonetheless", + "exceptional" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "relatively", + "comparatively", + "surprisingly", + "Relatively", + "negligible", + "Surprisingly", + "moderately", + "hardly", + "Surprisingly", + "only", + "exceptional", + "abnormal", + "remarkably", + "unexpectedly", + "abnormally", + "infrequent", + "slowly", + "excessively", + "atypical", + "exceedingly", + "noticeably", + "stubbornly", + "surprising", + "gradually", + "restricted", + "exceptionally", + "markedly", + "unusually", + "conspicuous", + "peculiarity", + "perplexed", + "gradual" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "only", + "onset", + "massive", + "negligible", + "steep", + "extremely", + "relatively", + "threshold", + "exceptional", + "excessive", + "surprisingly", + "excessively", + "extreme", + "remarkably", + "high", + "higher", + "slightly", + "extraordinary", + "abnormal", + "highly", + "prolonged", + "initial", + "substantial", + "moderate", + "staggering", + "borderline", + "apparent", + "surprising", + "unexpected", + "exponential", + "abnormally", + "stubbornly" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "onset", + "significant", + "catastrophic", + "initiation", + "extremely", + "substantial", + "surprising", + "unexpected", + "steep", + "noticeable", + "extreme", + "threshold", + "exceptional", + "remarkable", + "incipient", + "moderate", + "massive", + "severe", + "initial", + "profound", + "remarkably", + "instability", + "excessive", + "enormous", + "susceptibility", + "drastic", + "appreciable", + "surprisingly", + "critical", + "extraordinary", + "negligible", + "unusually" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "stability", + "instability", + "onset", + "stable", + "instabilities", + "unstable", + "Stability", + "nonlinear", + "catastrophic", + "stability", + "starting", + "moderate", + "Nonlinear", + "estabilidad", + "initiation", + "extreme", + "intrinsic", + "difficulty", + "beginning", + "seemingly", + "unst", + "metastable", + "xc", + "abnormally", + "threshold", + "phenomena", + "destabil", + "starts", + "steady", + "endurance", + "oscillatory", + "negligible" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "instability", + "stability", + "Stability", + "unstable", + "instabilities", + "Stability", + "stability", + "estabilidad", + "stable", + "Stable", + "destabil", + "stabilizing", + "stabilization", + "stabilized", + "Stable", + "stabilizes", + "stabil", + "stabilit", + "stabilize", + "Stabilization", + "Stabil", + "stable" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "instability", + "stability", + "unstable", + "instabilities", + "Stability", + "stability", + "stable", + "Stability", + "estabilidad", + "Stable", + "destabil", + "stabilizing", + "Stable", + "stable", + "stabil", + "stabilization", + "stabilized", + "stabilizes", + "stabilit", + "Stabilization", + "stabilize", + "Stabil", + "stabile" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "instability", + "Inst", + "Inst", + "inst", + "inst", + "instabilities", + "unstable", + "INST", + "Insta", + "Instr", + "INST", + "unst", + "destabil", + "Instantiate", + "instilled", + "metastability", + "Ins", + "unsteady", + "Einst", + "instill" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "Inst", + "Inst", + "instability", + "inst", + "inst", + "instabilities", + "INST", + "INST", + "Instr", + "Insta", + "insta", + "instilled", + "instr", + "unstable", + "instill", + "Institute", + "Instantiate", + "Instr", + "insta", + "Instantiation", + "destabil" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "inst", + "Inst", + "instability", + "Inst", + "inst", + "INST", + "instabilities", + "INST", + "unst", + "niest", + "Instr", + "insta", + "InstanceState", + "Instr", + "Instantiate", + "enst", + "unst", + "Instructions", + "nst", + "mist", + "unstable", + "instag", + "Instru" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Inst", + "Inst", + "inst", + "inst", + "thought", + "instability", + "In", + "However", + "Ins", + "Thus", + "You", + "e", + "stress", + "Only", + "ins", + "stress", + "Y", + "In", + "To", + "Therefore", + "Note", + "V", + "R", + "For", + "rs", + "large", + "If", + "Note" + ] + } + ], + "logit_surprising": [ + { + "concept": "and", + "score": 10.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "work", + "output_checked": true + }, + { + "concept": "readily", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "been", + "score": 8.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "when", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "at", + "output_checked": true + }, + { + "concept": "own", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "progress", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "impeding", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "exerted", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "requirements", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "flaws", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "slight", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "Surprisingly", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "only", + "output_checked": true + }, + { + "concept": "effort", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "work", + "output_checked": true + }, + { + "concept": "scale", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "large", + "output_checked": true + }, + { + "concept": "ratio", + "score": 3.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "intensity", + "output_checked": true + }, + { + "concept": "least", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "Interestingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "large", + "output_checked": true + }, + { + "concept": "damn", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "theses", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "unrelenting", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "because", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "only", + "output_checked": true + }, + { + "concept": "examples", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "needed", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "exceptional", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "unusually", + "output_checked": true + }, + { + "concept": "considerable", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "large", + "output_checked": true + }, + { + "concept": "certain", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "values", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "value", + "output_checked": true + }, + { + "concept": "after", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "only", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "imitation", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pla", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "another", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "intensity", + "output_checked": true + }, + { + "concept": "circumvent", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "impending", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "conceding", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "unusually", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "seemed", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "instilled", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "interspersed", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "However", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "necessary", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "lengthy", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "dissatisf", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "concise", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Inst", + "output_checked": true + }, + { + "concept": "inevitably", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "seldom", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "an", + "output_checked": true + }, + { + "concept": "vehement", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "large", + "output_checked": true + }, + { + "concept": "adjective", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "specified", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "value", + "output_checked": true + }, + { + "concept": "relatively", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "provide", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "respective", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "destabil", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "magnitude", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "intensity", + "output_checked": true + }, + { + "concept": "coupled", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "value", + "output_checked": true + }, + { + "concept": "onset", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "compactness", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "elevated", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "value", + "output_checked": true + }, + { + "concept": "rectify", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-03__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-03__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-03__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-03__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-notch-resistance-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to unstable flaw extension 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A structural alloy containing a long defect remains stable at loads that immediately separate a comparison alloy of similar strength.", + "prompt_tail": "A structural alloy containing a long defect remains stable at loads that immediately separate a comparison alloy of similar strength.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 21 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-notch-resistance-04", + "carrier_id": null, + "target_family": "notch-resistance", + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 14269, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 5414 + }, + { + "label": "crack", + "best_rank": 39, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 61 + }, + { + "label": "fracture", + "best_rank": 176, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 82 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "employment", + "forcing", + "fg", + "arn", + "arnataka", + "nabi", + "Executor", + "Forsyth", + "sigs", + "forcing", + "Released", + "absor", + "niki", + "oscopy", + "irken", + "release", + "SIG", + "Blocking", + "blocking", + "Angelina", + "qc", + "Fors", + "Gina", + "waj" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "Signing", + "release", + "Signing", + "signed", + "signing", + "Release", + "release", + "Signed", + "Signed", + "oscopy", + "Signs", + "Release", + "angent", + "ril", + "Released", + "releasing", + "RELEASE", + "leasing", + "addItem", + "ently", + "releases", + "Eink", + "else", + "whisper" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Signing", + "Signing", + "signing", + "release", + "signings", + "whisper", + "Signed", + "something", + "aad", + "educativo", + "getSign", + "aise", + "April", + "tempi", + "mols", + "awsze", + "acque", + "Release", + "aset", + "Whisper", + "release", + "Release" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "squre", + "kvadr", + "panorama", + "er", + "rest", + "compassion", + "sintered", + "txn", + "Resin", + "slik", + "Siva", + "diatom", + "odymium", + "DCs", + "Lawn", + "dew", + "proporcion", + "endregion", + "wC", + "lasts", + "Parkland", + "aced", + "classrooms" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "aches", + "Civilization", + "Cren", + "Constitution", + "ail", + "getDefault", + "Codes", + "debugger", + "NotNull", + "antibiotic", + "setActive", + "addObject", + "antibiotics", + "arthritis", + "Tape", + "hale", + "Krebs", + "Tape", + "Zet", + "mig", + "Cultures", + "cortex", + "otrop" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "daniel", + "nCenters", + "restricting", + "Qaraldi", + "Napa", + "atibus", + "resolute", + "qc", + "Finlandia", + "nath", + "Singular", + "axter", + "nordic", + "Apna", + "amts", + "jp", + "inz", + "Nicholas", + "pdelay", + "Temporary", + "Satt", + "celtic" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mason", + "Ums", + "jaye", + "Cardinals", + "singh", + "Chrys", + "nesium", + "Pleas", + "mysql", + "Aires", + "myl", + "Bedroom", + "Eps", + "umer", + "mysql", + "ruptedException", + "pric", + "ple", + "prist", + "paragraph", + "Srinagar", + "Eminem" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "RELEASE", + "bert", + "haya", + "release", + "tha", + "leasing", + "gh", + "Released", + "enl", + "Release", + "numpy", + "prive", + "gi", + "tho", + "getragen", + "FAF", + "ukai", + "ForEach", + "RELEASE", + "en", + "mno", + "bli", + "escal", + "hent", + "lycer", + "supermerc" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "release", + "compassion", + "ve", + "released", + "bly", + "s", + "dere", + "signed", + "r", + "signings", + "synes", + "signer", + "sm", + "iber", + "t", + "Releases", + "s", + "d", + "Alexander", + "Release", + "dere", + "energii", + "erasan" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "dere", + "j", + "ve", + "iber", + "si", + "s", + "r", + "s", + "mal", + "cer", + "releases", + "release", + "gehend", + "ja", + "issant", + "t", + "ors", + "oss", + "ser", + "mal", + "final", + "Finally", + "su", + "ele", + "gent", + "Siren", + "f", + "al" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "gehend", + "s", + "med", + "night", + "Moreover", + "hearted", + "heartedly", + "manner", + "shore", + "ures", + "ively", + "rad", + "iven", + "rog", + "tyle", + "fif", + "Finally", + "asa", + "manner", + "ujos" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "esimerkiksi", + "cetera", + "examples", + "ardin", + "hearted", + "med", + "certainly", + "beispielsweise", + "fato", + "soften", + "certeza", + "digamos", + "differenza", + "gehend", + "sur", + "Furthermore", + "fif", + "mason", + "furthermore", + "ified", + "Moreover", + "imperative", + "sonsten", + "sink" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "esimerkiksi", + "examples", + "digamos", + "med", + "certainly", + "cetera", + "beispielsweise", + "sur", + "exemplo", + "ified", + "fato", + "soften", + "gehend", + "differenza", + "sonsten", + "dif", + "enorm", + "urious", + "certeza", + "misalnya", + "conven", + "etheless", + "s" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "night", + "tyle", + "selves", + "digamos", + "voila", + "ended", + "heartedly", + "gehend", + "zeug", + "primes", + "differenza", + "scape", + "examples", + "fif", + "exemplo", + "ly", + "imperative", + "bole", + "ulnerable", + "cuidado", + "Etc", + "dire" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "ardin", + "night", + "examples", + "sensibility", + "thoughtful", + "zeug", + "imperative", + "xr", + "Ironically", + "standards", + "ulnerable", + "differenza", + "urably", + "matics" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "night", + "engi", + "mesinin", + "ODM", + "examples", + "leap", + "Romeo", + "seguinte", + "xr", + "competir", + "SizeF", + "Pued", + "estand", + "Beispiele", + "flop", + "Xr" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "PLOAD", + "competir", + "ODM", + "Pued", + "leap", + "thoughtful", + "seguinte", + "discord" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "entsprechende", + "psi", + "Unfortunately", + "Pued", + "Unterschiede", + "MNOP", + "same", + "tested", + "verhalten", + "geometric", + "Beispiele", + "nnet", + "examples", + "crucially", + "gdf", + "Romeo", + "Similarly", + "ibacter", + "entsprechenden", + "shaft", + "disparity" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "same", + "comparable", + "same", + "similarly", + "Comparable", + "Comparable", + "similar", + "gleiche", + "entsprechende", + "SAME", + "vergleich", + "zelfde", + "Similarly", + "Similarly", + "mesma", + "SAME", + "Similar", + "misma", + "similaire" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "comparable", + "Comparable", + "Comparable", + "kedua", + "theoretically", + "counterpart", + "same", + "concurrently", + "conceivably", + "gleiche", + "twice", + "igual", + "identical", + "slightly", + "vergleich", + "konkuren", + "Vergleich", + "commensurate", + "identical", + "negligible", + "weaker", + "mesma", + "consecuencia", + "oretic" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "identical", + "identical", + "theoretically", + "Concrete", + "tendered", + "kedua", + "weaker", + "Competitive", + "unsaturated", + "slightly", + "tangential", + "Versuch", + "Concurrent", + "amental", + "Posted", + "chal", + "Strength", + "NEAR", + "comparable" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "theoretically", + "identical", + "NEAR", + "Strength", + "delicately", + "identical", + "kedua", + "materially", + "posure", + "weaker", + "instante", + "yak", + "ubar", + "identically", + "theoretical", + "tangential", + "unsaturated" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "comparison", + "comparison", + "Comparison", + "Vergleich", + "COMPAR", + "Comparison", + "comparaison", + "compar", + "Compar", + "compara", + "Comparable", + "Compar", + "comparable", + "compar", + "COMPAR", + "comparative", + "Compare", + "Comparative", + "Comparable", + "comparability", + "compare", + "Compare", + "Comparative", + "comparing", + "compare", + "comparisons", + "Comparator", + "Comparing" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "Comparison", + "comparison", + "comparison", + "COMPAR", + "Comparison", + "Compar", + "compar", + "separation", + "separ", + "Vergleich", + "comparaison", + "compara", + "Separ", + "separation", + "comparative", + "compar", + "Comparator", + "Comparable", + "Compar", + "separable", + "Separation", + "separations", + "Comparative", + "comparable", + "Compare", + "COMPAR", + "comparing", + "Comparing" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Comparison", + "compara", + "Compare", + "comparison", + "COMPAR", + "Comparison", + "comparison", + "Comparing", + "Vergleich", + "comparaison", + "Compare", + "Compar", + "comparar", + "Comparative", + "COMPAR", + "comparing", + "Compar", + "compar", + "compare", + "compares", + "compar", + "Comparable", + "Comparing", + "Compared", + "compare", + "Comparative", + "comparability" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "Here", + "In", + "Below", + "Comparison", + "This", + "For", + "Therefore", + "Note", + "Compare", + "And", + "Unlike", + "I", + "Because", + "Comparing", + "To", + "Why", + "These", + "Also", + "At", + "You", + "Still", + "A", + "same", + "Both", + "Actually", + "In", + "quality", + "Now", + "Additionally", + "Since", + "But" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 77935, + 71618, + 153246, + 36676, + 33080, + 117024, + 71302, + 167778, + 96652, + 155876, + 36056, + 23356, + 25783, + 16070, + 26721, + 25035, + 22041, + 16357, + 48330, + 43685, + 38462, + 31250, + 30264, + 14270, + 3591, + 8953 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 9517, + 24268, + 16466, + 83506, + 136857, + 75786, + 186712, + 15949, + 111458, + 130412, + 52594, + 56077, + 58213, + 50609, + 126796, + 67653, + 63584, + 1265, + 177, + 858, + 929, + 97, + 99, + 40, + 4048, + 1326 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 14795, + 151000, + 173275, + 12965, + 177685, + 5477, + 57493, + 129706, + 53238, + 103797, + 26007, + 23009, + 24373, + 6674, + 49181, + 36922, + 41075, + 1213, + 269, + 177, + 1565, + 1489, + 791, + 1507, + 29866, + 1688 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 92514, + 111226, + 83388, + 97408, + 56086, + 32026, + 5415, + 10839, + 8885, + 12557, + 44383, + 105057, + 76010, + 19272 + ] + }, + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 19315, + 13809, + 10973, + 2526, + 33568, + 26204, + 5415, + 1690, + 507, + 556, + 160, + 62, + 256, + 111 + ] + }, + { + "label": "fracture", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 26533, + 19151, + 21087, + 15982, + 35433, + 49820, + 13511, + 1690, + 338, + 592, + 1377, + 83, + 423, + 499 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "least", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "at", + "output_checked": true + }, + { + "concept": "precede", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "are", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "that", + "output_checked": true + }, + { + "concept": "comparable", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "at", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 4.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "tribulations", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "MNIST", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "Comparable", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "injury", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "resistance", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "syntax", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "esimerkiksi", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "coloro", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "filoz", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Examin", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Neuroscience", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "unenforceable", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "commensurate", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "ToBe", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "Normally", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Syntax", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "Alloys", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "comparaison", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "similarly", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "alloys", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "iht", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "crack", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "separation", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "separate", + "output_checked": true + }, + { + "concept": "faibles", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "entsprechende", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Defects", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "size", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "similar", + "output_checked": true + }, + { + "concept": "priori", + "score": 1.0, + "best_rank": 3, + "best_depth": 40.4, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "NOT", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "problem", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "infested", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "bahsed", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "dure", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "long", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Ade", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "separate", + "output_checked": true + }, + { + "concept": "conven", + "score": 1.0, + "best_rank": 4, + "best_depth": 46.8, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "ation", + "th", + "wh", + "and", + "cl", + "row", + "ng", + "gh", + "ar", + "ne", + "sa", + "yst", + "inter", + "set", + "any", + "anc", + "clud", + "ey", + "ton", + "tr", + "pect", + "red", + "ract", + "tern", + "ray", + "ative", + "ser", + "roup" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "t", + "es", + "is", + "ie", + "tr", + "comp", + "ne", + "ise", + "az", + "ner", + "son", + "ware", + "qual", + "mente", + "carried", + "rence", + "umeric", + "sap", + "omers", + "multif", + "ltre", + "perk", + "inci", + "haute" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "j", + "ust", + "ib", + "ge", + "one", + "erv", + "te", + "ound", + "left", + "ob", + "ON", + "cept", + "ict", + "ible", + "pol", + "includ", + "uring", + "raph", + "ext", + "ke", + "ij", + "som", + "arn", + "mark", + "mathb", + "da", + "fin" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "al", + "ou", + "ro", + "im", + "ation", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "du", + "ge", + "ber", + "row", + "St", + "pr", + "mathrm" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "m", + "de", + "qu", + "ra", + "pro", + "ity", + "The", + "le", + "ha", + "from", + "ad", + "which", + "com", + "i", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "who", + "ric", + "rib", + "oint" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "s", + "an", + "it", + "is", + "ar", + "le", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "ve", + "de", + "ay", + "ch", + "qu", + "ir", + "os", + "ly", + "ra", + "un", + "ri" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ment", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "comp", + "St", + "ring", + "ar", + "elf", + "sp", + "ah", + "ric", + "set", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "n", + "s", + "of", + "perfectly", + "lid", + "EG", + "sof", + "bringen", + "wunder", + "successor", + "Ils", + "ers", + "nya", + "photograph", + "reput", + "they", + "selection", + "eat", + "liaison" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "e", + "s", + "er", + "of", + "perfectly", + "aal", + "aat", + "remember", + "evol", + "tentative", + "sof", + "bringen", + "wunder", + "ampio", + "successor", + "Publicity", + "rel", + "ET", + "ble", + "lid", + "officially", + "technically", + "grandfather", + "bildung", + "EG", + "superstar" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "Publicity", + "e", + "ET", + "damn", + "fielder", + "substantial", + "aat", + "superstar", + "demise", + "pochi", + "reliance", + "Verenigde", + "Tog", + "er", + "begin", + "successor", + "fourteenth", + "successor", + "ameri", + "ecek", + "equip", + "appro", + "aal" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "damn", + "tog", + "Tog", + "pochi", + "demise", + "asesin", + "ET", + "Verenigde", + "er", + "kowy", + "fielder", + "ributor", + "avrebbe", + "begin", + "Looking", + "declining", + "slight", + "ameri", + "ario" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "readily", + "Tog", + "damn", + "tog", + "asesin", + "demise", + "pochi", + "avrebbe", + "slight", + "immense", + "decid", + "Verenigde", + "declining", + "ributor", + "kowy", + "Excise" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "markedly", + "demise", + "damn", + "slight", + "decree", + "similar", + "similar", + "decre", + "merely", + "readily", + "bizarre", + "outraged", + "considerably", + "commonly", + "similaires", + "ameri", + "Cmd", + "Verenigde", + "asesin", + "enraged", + "continued", + "increased", + "paltry" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "markedly", + "imilar", + "behavi", + "vehement", + "profoundly", + "unequiv", + "deleterious", + "Atomnoj", + "paltry", + "CustB", + "failings", + "considerable", + "alred", + "comparable", + "similar", + "consente" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "markedly", + "comparatively", + "comparable", + "similarly", + "Compar", + "abruptly", + "abrupt", + "unequiv", + "unequivocally", + "conspicuously", + "unprecedented", + "profoundly", + "Compar", + "Similarly", + "seemingly", + "inexplic", + "inexplicable", + "Vergleich", + "similar", + "fundamentally", + "drastically" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "abruptly", + "markedly", + "unexpectedly", + "abrupt", + "decisively", + "effortlessly", + "spectacularly", + "swiftly", + "unequivocal", + "succinctly", + "inexplicable", + "senseless", + "surprising", + "momentarily", + "sudden", + "instantly", + "seemingly", + "drastically", + "seamlessly", + "debilitating", + "selfless", + "shockingly", + "similarly", + "inexplic", + "ignite", + "convincingly", + "excessively", + "devastation", + "unequivocally" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "similar", + "similarly", + "comparable", + "identical", + "same", + "equivalent", + "irrespective", + "both", + "different", + "slightly", + "excessively", + "surprising", + "seemingly", + "differently", + "drastically", + "abruptly", + "comparatively", + "devastating", + "vastly", + "crucially", + "potentially", + "certain", + "unexpectedly", + "resilient", + "differing", + "even", + "markedly", + "predetermined", + "stronger", + "striking", + "impending", + "violently" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "comparable", + "similar", + "identical", + "similarly", + "same", + "equivalent", + "Similar", + "same", + "similar", + "Same", + "identically", + "even", + "marginally", + "ugyan", + "misma", + "counterparts", + "Same", + "Similarly", + "both", + "identical", + "comparatively", + "Similarly", + "contrasting", + "Comparable" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "comparable", + "identical", + "similar", + "and", + "and", + "same", + "slightly", + "s", + "equivalent", + "marginally", + "identically", + "benzer", + "ugyan", + "a", + "even", + "without", + "similarly", + "barely", + "identical", + "parallel", + "mismo", + "vergleich", + "co", + "seemingly", + "compar", + "or", + "Comparable", + "counterparts" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "identical", + "identical", + "Ident", + "Same", + "identically", + "mismo", + "S", + "identique", + "Without", + "identiques", + "C", + "co", + "Ident", + "C", + "A", + "A", + "a", + "de", + "But", + "el", + "S", + "o", + "and", + "e" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "identically", + "identical", + "identical", + "Ident", + "Same", + "identique", + "same", + "identiques", + "iguales", + "iguais", + "Strain", + "Ident", + "Same", + "Similarly", + "marginally", + "Likewise", + "ugyan", + "comparable", + "similarly", + "without", + "same", + "mismo", + "fragilis", + "ibid" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "comparison", + "compar", + "Comparison", + "Vergleich", + "comparison", + "Comparison", + "COMPAR", + "compar", + "COMPAR", + "compare", + "comparable", + "comparing", + "compares", + "Comparing", + "comparative", + "comparisons", + "Compar", + "Comparator", + "Comparable", + "Compar", + "Compare", + "Comparable", + "Comparing", + "comparator", + "Comparisons", + "Compare" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "comparison", + "compar", + "Comparison", + "Vergleich", + "COMPAR", + "COMPAR", + "Comparison", + "Compar", + "comparative", + "comparison", + "Comparing", + "comparisons", + "compares", + "comparator", + "Comparable", + "separation", + "Separ", + "compare", + "Comparator", + "Separation", + "compara", + "compar", + "Compar", + "Compare", + "Comparative" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "comparison", + "Comparison", + "comparison", + "compar", + "Vergleich", + "COMPAR", + "Comparison", + "compar", + "comparing", + "Comparing", + "COMPAR", + "Compar", + "Comparing", + "Compar", + "comparaison", + "comparing", + "comparar", + "as", + "compara", + "comparisons", + "compares", + "compare", + "compare" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "Here", + "In", + "Below", + "Comparison", + "This", + "For", + "Therefore", + "Note", + "Compare", + "And", + "Unlike", + "I", + "Because", + "Comparing", + "To", + "Why", + "These", + "Also", + "At", + "You", + "Still", + "A", + "same", + "Both", + "Actually", + "In", + "quality", + "Now", + "Additionally", + "Since", + "But" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 18.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "slight", + "score": 8.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "that", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "and", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "long", + "output_checked": true + }, + { + "concept": "separation", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "separate", + "output_checked": true + }, + { + "concept": "stability", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "comparable", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "severely", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "loads", + "output_checked": true + }, + { + "concept": "impede", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "exceed", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "precede", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "size", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "similar", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "markedly", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "exceeding", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "loads", + "output_checked": true + }, + { + "concept": "crack", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "long", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "at", + "output_checked": true + }, + { + "concept": "detrimental", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "separate", + "output_checked": true + }, + { + "concept": "exceeds", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "that", + "output_checked": true + }, + { + "concept": "various", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "at", + "output_checked": true + }, + { + "concept": "the", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "separate", + "output_checked": true + }, + { + "concept": "are", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "that", + "output_checked": true + }, + { + "concept": "same", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "injury", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "that", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "indicative", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "separate", + "output_checked": true + }, + { + "concept": "technically", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "been", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "impending", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "loads", + "output_checked": true + }, + { + "concept": "intensifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "separate", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "merely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "commonly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "prolonged", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "loads", + "output_checked": true + }, + { + "concept": "when", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "loads", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "similares", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "even", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "at", + "output_checked": true + }, + { + "concept": "moderately", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "versatile", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "workable", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "three", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "provide", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "higher", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "that", + "output_checked": true + }, + { + "concept": "between", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "achieved", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "existing", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "overall", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "separates", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "separate", + "output_checked": true + }, + { + "concept": "sized", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "similar", + "output_checked": true + }, + { + "concept": "defects", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "flaw", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "identically", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "presumably", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "separate", + "output_checked": true + }, + { + "concept": "such", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "single", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "pero", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "assessment", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "Typically", + "score": 1.0, + "best_rank": 6, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-04__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-04__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-04__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-04__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-notch-resistance-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to unstable flaw extension 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "An instrumented impact test on a notched bar records high absorbed energy and extensive local deformation before the remaining ligament opens.", + "prompt_tail": "An instrumented impact test on a notched bar records high absorbed energy and extensive local deformation before the remaining ligament opens.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-notch-resistance-05", + "carrier_id": null, + "target_family": "notch-resistance", + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 13010, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 7067 + }, + { + "label": "crack", + "best_rank": 31, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 99 + }, + { + "label": "fracture", + "best_rank": 70, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 12 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "arnataka", + "employment", + "forcing", + "nabi", + "employment", + "fg", + "arn", + "Fors", + "Forsyth", + "sigs", + "qc", + "oscopy", + "Nong", + "Angelina", + "Executor", + "Blocking", + "Gina", + "Blake", + "astri", + "harnessing", + "bea", + "blocking", + "absor" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "Signing", + "release", + "Signing", + "Release", + "signing", + "signed", + "release", + "Release", + "oscopy", + "angent", + "Signed", + "ril", + "Signs", + "addItem", + "releasing", + "Signed", + "else", + "something", + "whisper", + "Eink", + "leasing", + "trance", + "releases", + "Released", + "ently", + "bija" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Signing", + "Signing", + "release", + "April", + "whisper", + "something", + "Release", + "signing", + "signings", + "else", + "Release", + "Signed", + "awsze", + "aise", + "tempi", + "educativo", + "Whisper", + "aad", + "getSign", + "acque", + "release", + "enero", + "whis", + "aset", + "October", + "estamp" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "squre", + "er", + "kvadr", + "panorama", + "compassion", + "txn", + "odymium", + "classrooms", + "sintered", + "rest", + "proporcion", + "Resin", + "Siva", + "asegurarse", + "DCs", + "wC", + "aced", + "arendon", + "Parkland", + "Lawn", + "slik", + "lasts", + "dew", + "diatom" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "ail", + "Constitution", + "Civilization", + "aches", + "Codes", + "Cren", + "NotNull", + "debugger", + "addObject", + "getDefault", + "antibiotics", + "antibiotic", + "setActive", + "arthritis", + "Tape", + "hale", + "Krebs", + "Zet", + "unlike", + "collectionView", + "mig", + "Conduct", + "inherits" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "daniel", + "atibus", + "resolute", + "nCenters", + "restricting", + "Finlandia", + "Apna", + "Napa", + "axter", + "Qaraldi", + "inz", + "jp", + "Joh", + "Rew", + "Temporary", + "annals", + "chiq", + "Tem", + "nath", + "cpt", + "Nicholas", + "Satt" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mysql", + "mason", + "jaye", + "Cardinals", + "Bedroom", + "ruptedException", + "mysql", + "singh", + "nesium", + "Eminem", + "Chirurgien", + "Masukkan", + "Ums", + "Chrys", + "DONT", + "menos", + "Ajax", + "Eps", + "affective", + "Acids", + "Finalmente", + "Zayn" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "RELEASE", + "haya", + "tha", + "gh", + "leasing", + "release", + "ForEach", + "Released", + "FAF", + "mathbb", + "numpy", + "escal", + "enl", + "getragen", + "Release", + "lycer", + "ukai", + "supermerc", + "algo", + "tho", + "prive", + "Fruit", + "urably", + "Psych", + "gi" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "release", + "bly", + "ve", + "released", + "Alexander", + "Releases", + "synes", + "signed", + "signings", + "dere", + "Release", + "impulso", + "compassion", + "Caffeine", + "ypress", + "signer", + "google", + "signed", + "negligence", + "impres" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "ve", + "release", + "dere", + "releases", + "j", + "si", + "r", + "ors", + "SPIR", + "en", + "cer", + "s", + "el", + "ones", + "iber", + "Release", + "Release", + "bly", + "ke", + "released", + "Finally", + "release", + "ja", + "dir", + "adanya", + "dere", + "Siren", + "released" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "gehend", + "night", + "ures", + "Moreover", + "lepas", + "med", + "heartedly", + "iven", + "manner", + "ricamente", + "ured", + "voila", + "eness", + "ujos", + "trach", + "ively", + "Kalau", + "amos" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "certeza", + "soften", + "ardin", + "voila", + "esimerkiksi", + "dass", + "Moreover", + "Depois", + "certainly", + "fato", + "Kalau", + "Veamos", + "folds", + "mason", + "moreover", + "beispielsweise", + "digamos", + "asegurarse", + "Furthermore", + "differenza", + "rekom", + "celles", + "indeed", + "dif", + "naturali" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "esimerkiksi", + "digamos", + "folds", + "enorm", + "dass", + "certeza", + "soften", + "moreover", + "dif", + "ve", + "certainly", + "Veamos", + "celles", + "creases", + "comienzo", + "t", + "exuber", + "ified", + "asegurarse", + "voila", + "Kalau", + "med", + "fato" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "Veamos", + "depois", + "voila", + "digamos", + "vehement", + "Depois", + "folds", + "ures", + "vulner", + "certeza", + "night", + "zeug", + "med", + "Moreover", + "lepas", + "fato", + "dac", + "enorm", + "semble", + "doce", + "Bela", + "Kalau", + "manner", + "vice" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "Veamos", + "vehement", + "voila", + "AndWait", + "Bela", + "zeug", + "sensibility", + "sheep", + "rxjs", + "massive", + "dac", + "softening", + "sheep", + "Caution", + "haja", + "assertions", + "isasi", + "night", + "sire", + "rite" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "Etc", + "ODM", + "dud", + "sheep", + "sensibility", + "Fallout", + "intensive", + "getc", + "thoughtful", + "visuals", + "boom", + "xr", + "STYLE", + "Zw", + "assertions", + "eyesight", + "ruptcy", + "zeug", + "gothic" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "PLOAD", + "PSY", + "additive", + "thoughtful", + "STADT", + "Postgres", + "MYSQL", + "berfungsi", + "Btn", + "ODM", + "softener", + "Untuk", + "typescript", + "FLOAT", + "securityMarks", + "textArea" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "shaft", + "gdf", + "pvc", + "Bz", + "trapezium", + "attempted", + "psi", + "bxc", + "Tetrahedron", + "whisk", + "textArea", + "concave", + "circumvent", + "incendio", + "shaft", + "snowboard", + "infraction", + "visualized", + "getc", + "erect", + "Bernoulli", + "puberty", + "subsequently", + "Romeo", + "hibernate", + "ethos", + "demarc", + "tikzpicture", + "vertex", + "adage" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "pvc", + "seg", + "shaft", + "herni", + "unequiv", + "bree", + "determinada", + "consequ", + "canalicul", + "resiliency", + "enunciado", + "enium", + "determinante", + "elastomer", + "Integrity", + "whisk", + "dle", + "bxc", + "antes", + "cruc", + "iliency", + "Tetrahedron", + "Gestaltung", + "crack", + "PVC", + "bridged", + "bepaalde", + "conson", + "personalizar" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "ligament", + "enium", + "yielding", + "samband", + "tendon", + "grout", + "tentatively", + "tendons", + "ingles", + "instantaneously", + "Limitations", + "lediglich", + "Solaris", + "consequ", + "iliency", + "canalicul", + "brace", + "resiliency", + "lastIndexOf", + "arrondissement", + "ksi", + "Unnamed", + "Lamin", + "LPARAM", + "Isometric", + "elastomer", + "ParamList", + "bungee", + "elongate" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "ligament", + "tendon", + "yielding", + "MSG", + "tendons", + "canalicul", + "elongate", + "ligaments", + "radians", + "resiliency", + "enium", + "sling", + "grout", + "Canine", + "ylon", + "resilient", + "rescued", + "readme", + "RSM", + "cruciate", + "bandage", + "malleable", + "ParamList", + "ingles", + "rescuing", + "ilem" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "ligament", + "ligaments", + "yielding", + "tendon", + "sling", + "enium", + "resilient", + "elongate", + "radians", + "pierced", + "resiliency", + "ylon", + "canine", + "swung", + "endangered", + "angler", + "erect", + "tearing", + "legg", + "MSG", + "tendons", + "malleable", + "Canine", + "ulent", + "pergunta" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "ligament", + "ligaments", + "lig", + "ligand", + "Lig", + "Lig", + "Ligue", + "remaining", + "lig", + "Remaining", + "Liga", + "remaining", + "Liga", + "liga", + "ligature", + "Remaining", + "legume", + "liga", + "league", + "League", + "league", + "League", + "ligands", + "ligado", + "restante" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "ligament", + "ligaments", + "lig", + "Lig", + "Lig", + "ligand", + "lig", + "Remaining", + "Ligue", + "remaining", + "remaining", + "opening", + "Remaining", + "legume", + "Liga", + "ament", + "opening", + "Opening", + "liga", + "Liga", + "ligature", + "slit", + "openings", + "slit", + "ilig" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "ligament", + "Lig", + "Lig", + "ligaments", + "lig", + "ligand", + "lig", + "Ligue", + "ligature", + "ligt", + "Liga", + "liga", + "ligado", + "liga", + "Liga", + "Remaining", + "ilig", + "remaining", + "igue", + "lieutenant", + "ligands" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "a", + "the", + "that", + "opening", + "it", + "system", + "when", + "It", + "slightly", + "to", + "A", + "if", + "of", + "There", + "remaining", + "one", + "This", + "she", + "survey", + "wall", + "leaving", + "In", + "following", + "while", + "When", + "While", + "use", + "increasing", + "Looking", + "Because", + "and", + "I" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 51134, + 78647, + 151385, + 30968, + 33977, + 117315, + 68891, + 167330, + 121015, + 155923, + 41177, + 33899, + 33357, + 34818, + 37088, + 72017, + 69688, + 29717, + 71859, + 90276, + 55702, + 98751, + 49713, + 13011, + 4484, + 9118 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 5197, + 23560, + 22263, + 86027, + 127197, + 86730, + 200069, + 14967, + 107407, + 107222, + 37808, + 75417, + 63200, + 48648, + 78867, + 83125, + 86682, + 502, + 32, + 3225, + 5943, + 789, + 24824, + 19067, + 117842, + 2352 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 13240, + 166991, + 181959, + 15869, + 191258, + 7073, + 71147, + 125880, + 40585, + 64639, + 12633, + 26471, + 18409, + 6373, + 14263, + 8524, + 20054, + 71, + 105, + 1431, + 3968, + 5674, + 7340, + 8007, + 22313, + 2457 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 151658, + 143841, + 116880, + 149242, + 157815, + 96379, + 11064, + 10403, + 10384, + 7068, + 22133, + 65983, + 148356, + 74059 + ] + }, + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 32574, + 18123, + 19739, + 22139, + 28292, + 22271, + 1123, + 335, + 100, + 1157, + 1121, + 448, + 6587, + 1930 + ] + }, + { + "label": "fracture", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 53556, + 28164, + 24101, + 25988, + 68227, + 16133, + 1253, + 172, + 13, + 99, + 3003, + 1338, + 10281, + 2293 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "pvc", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "scribble", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "ITest", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "on", + "output_checked": true + }, + { + "concept": "apertura", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "opens", + "output_checked": true + }, + { + "concept": "temporally", + "score": 3.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "high", + "output_checked": true + }, + { + "concept": "krypt", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "testers", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "antes", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "zipcode", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "scope", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "unaltered", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "Instrumentation", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "unbalanced", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Eber", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "on", + "output_checked": true + }, + { + "concept": "Etc", + "score": 2.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "wrinkle", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "besitzt", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "An", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "unsafe", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "vandal", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "shaft", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "COD", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "bepaalde", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "impacto", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "portion", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "ung", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "certeza", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "esimerkiksi", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Veamos", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ments", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "whose", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "records", + "output_checked": true + }, + { + "concept": "ODM", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "disa", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "opens", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "dilat", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Way", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "opens", + "output_checked": true + }, + { + "concept": "WndProc", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "procedimento", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "estad", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "records", + "output_checked": true + }, + { + "concept": "XMFLOAT", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "An", + "output_checked": true + }, + { + "concept": "reporte", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "records", + "output_checked": true + }, + { + "concept": "RED", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "dose", + "score": 1.0, + "best_rank": 3, + "best_depth": 87.2, + "near_token": "high", + "output_checked": true + }, + { + "concept": "peaks", + "score": 1.0, + "best_rank": 3, + "best_depth": 91.5, + "near_token": "high", + "output_checked": true + }, + { + "concept": "slik", + "score": 1.0, + "best_rank": 4, + "best_depth": 46.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "depois", + "score": 1.0, + "best_rank": 4, + "best_depth": 51.1, + "near_token": "on", + "output_checked": true + }, + { + "concept": "Mathematics", + "score": 1.0, + "best_rank": 4, + "best_depth": 63.8, + "near_token": "records", + "output_checked": true + }, + { + "concept": "schre", + "score": 1.0, + "best_rank": 4, + "best_depth": 80.9, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "Aha", + "score": 1.0, + "best_rank": 5, + "best_depth": 59.6, + "near_token": "notched", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "s", + "st", + "ve", + "se", + "ation", + "ter", + "th", + "wh", + "ers", + "res", + "ment", + "le", + "en", + "ive", + "cl", + "ph", + "row", + "ng", + "ther", + "com", + "gh", + "ar", + "dis", + "ne", + "mathrm", + "ook", + "sa", + "yst", + "inter", + "left" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "t", + "or", + "r", + "comp", + "az", + "ner", + "son", + "rence", + "umeric", + "kepada", + "sap", + "perk", + "haute", + "ocs", + "malloc", + "Arial", + "encompasses", + "reduct", + "menes", + "azam", + "samp" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "su", + "j", + "ust", + "ib", + "ge", + "one", + "erv", + "te", + "iew", + "ild", + "ound", + "left", + "ob", + "itt", + "ON", + "cept", + "bet", + "ict", + "result", + "uring", + "raph", + "ke", + "ij", + "eb", + "som", + "arn", + "mark" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "ro", + "im", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "du", + "ge", + "ber", + "row", + "St", + "pr", + "mathrm", + "sa", + "de", + "St" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "m", + "de", + "qu", + "ra", + "pro", + "com", + "ity", + "le", + "ha", + "ad", + "The", + "which", + "com", + "i", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "who", + "ric", + "rib", + "oint" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "he", + "re", + "en", + "at", + "s", + "an", + "it", + "is", + "ar", + "le", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "ve", + "de", + "ch", + "qu", + "ir", + "os", + "ly", + "ra", + "un", + "ri" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "or", + "al", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "id", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "B", + "al" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "app", + "rel", + "tern", + "mo", + "cur", + "ident", + "mi" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "of", + "n", + "ers", + "lid", + "evol", + "wunder", + "Publicity", + "modulation", + "e", + "ich", + "ization", + "photograph", + "perfectly", + "they", + "selection", + "manage", + "aat", + "eat", + "liaison", + "sehen" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "e", + "s", + "Publicity", + "ature", + "officially", + "administrator", + "technically", + "aal", + "aat", + "imitation", + "liaison", + "evol", + "gambar", + "ampio", + "n", + "equip", + "has" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "e", + "Publicity", + "substantial", + "readily", + "resmi", + "fielder", + "substantially", + "publicity", + "outrage", + "imitation", + "Verenigde", + "officially", + "administrator", + "immense", + "aal", + "affront", + "appellate", + "explained", + "wikipedia", + "devenu", + "reliance", + "destra", + "ampio", + "watchful", + "ameri" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "slight", + "immense", + "outrage", + "substantial", + "readily", + "ampio", + "er", + "tremendous", + "anteced", + "tog", + "fielder", + "similar", + "litigation", + "appellate", + "Publicity", + "Considerable", + "enraged", + "elicited", + "ameri", + "and", + "shaped", + "outraged", + "Verenigde", + "asesin", + "e", + "warning", + "impending", + "aal" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "immense", + "impending", + "slight", + "ampio", + "Considerable", + "anteced", + "asesin", + "appellate", + "substantial", + "litigation", + "tremendous", + "similar", + "decid", + "elicited", + "fielder", + "tog", + "outraged", + "demise", + "scathing", + "outrage", + "slightly", + "Tog", + "enraged", + "er", + "indicative" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "enraged", + "outraged", + "impending", + "substantial", + "immense", + "shocked", + "scathing", + "caution", + "Verteid", + "exacerbated", + "shri", + "necessitating", + "tremendous", + "aggravating", + "intensifying", + "continued", + "triggered", + "pushed", + "vergang", + "incum", + "despicable", + "reverting", + "stunned", + "worsening", + "vehement" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "orchestrated", + "of", + "exacerbated", + "horrific", + "theat", + "tumultuous", + "hurled", + "another", + "scathing", + "triggered", + "stillness", + "unrelenting", + "horrifying", + "worsening", + "shri", + "brutally", + "shaped", + "precedente", + "exhilar", + "insulting", + "profound", + "unwa", + "forcefully", + "championed", + "undulating", + "abrupt", + "vergang" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "orchestrated", + "of", + "abruptly", + "abrupt", + "inciting", + "reminiscent", + "inevitably", + "theat", + "instigated", + "eventually", + "punctuated", + "achieved", + "Yet", + "exacerbated", + "resembled", + "facilitated", + "engulfed", + "gradually" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "inevitably", + "inevitable", + "abruptly", + "eventually", + "subsequent", + "gradually", + "momentarily", + "belated", + "unexpectedly", + "initiating", + "unravel", + "uncovering", + "stubbornly", + "secondary", + "reluctantly", + "orchestrated", + "upheaval", + "inciting", + "initially", + "slowly", + "impending", + "simmering", + "mechanisms", + "transitioning", + "escalating", + "unwavering", + "exasper", + "stalemate", + "perpendicular", + "eventual" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "massive", + "the", + "impending", + "onset", + "initial", + "first", + "perpendicular", + "eventually", + "development", + "inevitable", + "resilient", + "erupt", + "uncovering", + "forcibly", + "upheaval", + "pulling", + "eventual", + "unst", + "surrounding", + "inevitably", + "stubbornly", + "further", + "forced", + "initially", + "a", + "section", + "bursting", + "initiation", + "cohesive", + "fractured", + "unravel", + "expected" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "the", + "initial", + "initiation", + "opening", + "impending", + "surrounding", + "unravel", + "subsequent", + "underlying", + "a", + "fracture", + "rupture", + "development", + "initially", + "secondary", + "localized", + "collapse", + "beginnings", + "seemingly", + "onset", + "internal", + "resulting", + "eventual", + "breakthrough", + "erupt", + "following", + "self", + "majority", + "lateral", + "whether", + "inherently", + "initiating" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "ligament", + "remaining", + "opening", + "the", + "surrounding", + "underlying", + "parting", + "initial", + "subsequent", + "a", + "erupt", + "widening", + "and", + "resilient", + "riddled", + "ing", + "lateral", + "ening", + "initially", + "neck", + "existing", + "eventually", + "remainder", + "unravel", + "internal", + "Lightning", + "ligaments", + "Strait", + "reluctantly", + "self", + "separating" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "l", + "ligament", + "el", + "L", + "opening", + "I", + "r", + "neck", + "re", + "remaining", + "R", + "neck", + "L", + "ing", + "T", + "up", + "In", + "ening", + "kin", + "M", + "il", + "tendons", + "of", + "O", + "and", + "The", + "el", + "V", + "H", + "a", + "re" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "ligament", + "ligaments", + "re", + "un", + "opening", + "tendons", + "il", + "re", + "tearing", + "ing", + "el", + "neck", + "l", + "neck", + "r", + "ed", + "hinge", + "hinges", + "rupture", + "remaining", + "surrounding", + "ruptured", + "tear", + "L", + "hing", + "Le", + "lament" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "ligament", + "lig", + "Lig", + "remaining", + "remaining", + "Lig", + "lig", + "Remaining", + "ligaments", + "ligand", + "liga", + "liga", + "league", + "Remaining", + "l", + "ligature", + "Liga", + "L", + "ligt", + "ilig", + "Liga", + "restant", + "t", + "ig" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "ligament", + "remaining", + "Lig", + "Lig", + "lig", + "ligaments", + "lig", + "remaining", + "Remaining", + "Remaining", + "ligand", + "liga", + "ligature", + "league", + "Liga", + "liga", + "opening", + "abrir", + "Liga", + "Ligue", + "openings", + "opens", + "leg", + "legume" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "ligament", + "Lig", + "Lig", + "lig", + "lig", + "ligaments", + "remaining", + "ligand", + "liga", + "remaining", + "ligature", + "liga", + "Liga", + "Remaining", + "Ligue", + "ligt", + "ilig", + "Liga", + "Remaining", + "ig", + "igue", + "igare", + "ligation", + "League" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "a", + "the", + "that", + "opening", + "it", + "system", + "when", + "It", + "slightly", + "to", + "A", + "if", + "of", + "There", + "remaining", + "one", + "This", + "she", + "survey", + "wall", + "leaving", + "In", + "following", + "while", + "When", + "While", + "use", + "increasing", + "Looking", + "Because", + "and", + "I" + ] + } + ], + "logit_surprising": [ + { + "concept": "localized", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "local", + "output_checked": true + }, + { + "concept": "portion", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "substantially", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "readily", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "severely", + "score": 5.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "local", + "output_checked": true + }, + { + "concept": "recording", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "records", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "opens", + "output_checked": true + }, + { + "concept": "slight", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "markedly", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "conducted", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "test", + "output_checked": true + }, + { + "concept": "reaching", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "considerable", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "high", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "impeding", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "local", + "output_checked": true + }, + { + "concept": "remained", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "significantly", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "endured", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "that", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "instrument", + "output_checked": true + }, + { + "concept": "opening", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "opens", + "output_checked": true + }, + { + "concept": "declining", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "on", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "probationary", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "high", + "output_checked": true + }, + { + "concept": "impending", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "high", + "output_checked": true + }, + { + "concept": "immense", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "diesen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "test", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "high", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "intensifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "opens", + "output_checked": true + }, + { + "concept": "enraged", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "during", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "instigated", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "opens", + "output_checked": true + }, + { + "concept": "when", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "high", + "output_checked": true + }, + { + "concept": "but", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "evaluated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "test", + "output_checked": true + }, + { + "concept": "enhance", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "containing", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "approximately", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "records", + "output_checked": true + }, + { + "concept": "unusually", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "high", + "output_checked": true + }, + { + "concept": "comparatively", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "specially", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "inevitably", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "empower", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "asymmetrical", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "subjected", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "three", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "records", + "output_checked": true + }, + { + "concept": "achieved", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "exiting", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "massive", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "barbell", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "values", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "achieving", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "before", + "output_checked": true + }, + { + "concept": "noticeably", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "opens", + "output_checked": true + }, + { + "concept": "voltage", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "high", + "output_checked": true + }, + { + "concept": "specimen", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "peaks", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "high", + "output_checked": true + }, + { + "concept": "ligaments", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "cracks", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "opens", + "output_checked": true + }, + { + "concept": "notches", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "orchestrated", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "textbox", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "combined", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "area", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "local", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-05__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-05__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-05__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-05__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Oxygen-rich high-temperature surface film 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A superalloy held in oxygen-bearing gas gains mass while developing a dense ceramic surface film whose thickness follows an approximately parabolic time dependence.", + "prompt_tail": "peralloy held in oxygen-bearing gas gains mass while developing a dense ceramic surface film whose thickness follows an approximately parabolic time dependence.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-hot-air-surface-layer-01", + "carrier_id": null, + "target_family": "hot-air-surface-layer", + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 5688, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 7213 + }, + { + "label": "oxide", + "best_rank": 2085, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 5788 + }, + { + "label": "scale", + "best_rank": 4314, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 333 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "arnataka", + "arn", + "forcing", + "fg", + "nabi", + "Nong", + "employment", + "qc", + "Fors", + "Gina", + "bors", + "WATER", + "denly", + "Blocking", + "Forsyth", + "Sask", + "astri", + "lifeline", + "harnessing", + "sigs", + "ners", + "irg", + "forcing", + "Uy" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "Signing", + "release", + "Signing", + "signing", + "oscopy", + "signed", + "Release", + "release", + "ril", + "Signed", + "angent", + "Release", + "Signed", + "Angelina", + "Signs", + "releasing", + "Eink", + "tinger", + "releases", + "something", + "bija", + "signer", + "mathcal", + "ently", + "Patterson", + "else", + "Released", + "ologica" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Signing", + "Signing", + "release", + "something", + "April", + "signing", + "whisper", + "Release", + "Signed", + "signings", + "else", + "Release", + "aise", + "getSign", + "release", + "awsze", + "estamp", + "releasing", + "arence", + "whis", + "Whisper", + "aad", + "RELEASE", + "educativo", + "mols" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "kvadr", + "squre", + "panorama", + "sintered", + "proporcion", + "compassion", + "rest", + "slik", + "Siva", + "dew", + "txn", + "DCs", + "orestation", + "Lawn", + "Resin", + "rectMode", + "classrooms", + "diatom", + "endregion", + "greenery", + "odymium", + "strategies" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Constitution", + "Civilization", + "aches", + "debugger", + "Cren", + "Codes", + "getDefault", + "ail", + "antibiotic", + "Tape", + "unlike", + "Krebs", + "addObject", + "antibiotics", + "Tape", + "Negative", + "setActive", + "Dekor", + "NotNull", + "collectionView", + "mathcal", + "constants", + "arthritis", + "Cultures", + "scrapbook", + "Zet" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "atibus", + "daniel", + "restricting", + "nCenters", + "Napa", + "Temporary", + "Qaraldi", + "Finlandia", + "inz", + "lifeline", + "jh", + "chiq", + "underlining", + "Apna", + "pdelay", + "axter", + "qc", + "annals", + "preventing", + "Natalia", + "bewild", + "nath", + "resolute", + "Nicholas" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "jaye", + "mysql", + "nesium", + "mason", + "singh", + "Ums", + "Cardinals", + "mysql", + "Pleas", + "Bedroom", + "eless", + "Chrys", + "umer", + "Aires", + "ple", + "ruptedException", + "myl", + "minecraft", + "Eminem", + "Chirurgien", + "chy", + "parabol", + "Eps" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "RELEASE", + "release", + "haya", + "leasing", + "tha", + "gh", + "Release", + "Released", + "enl", + "algo", + "esto", + "RELEASE", + "escal", + "mathbb", + "numpy", + "bli", + "prive", + "FAF", + "Psych", + "ukai", + "supermerc", + "hl", + "tho", + "Fruit", + "Signing", + "Haskell" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "ve", + "s", + "compassion", + "bly", + "release", + "released", + "dere", + "synes", + "signed", + "energii", + "r", + "d", + "sm", + "signings", + "impulso", + "s", + "google", + "erasan", + "k", + "prises" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "j", + "ve", + "r", + "si", + "dere", + "s", + "d", + "ja", + "mal", + "ors", + "t", + "ser", + "ke", + "releases", + "f", + "ments", + "j", + "dir", + "mal", + "iber", + "Siren", + "el", + "oss", + "pertin", + "al", + "issant", + "l", + "st" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "gehend", + "manner", + "Moreover", + "med", + "shore", + "rog", + "theater", + "ures", + "rad", + "ention", + "uri", + "manner", + "night", + "heartedly", + "lepas", + "ser", + "eness", + "amos", + "siz", + "schein" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "Moreover", + "fato", + "furthermore", + "certainly", + "dass", + "moreover", + "certeza", + "cetera", + "esimerkiksi", + "folds", + "ified", + "Furthermore", + "mason", + "digamos", + "sure", + "soften", + "brid", + "beispielsweise", + "ve", + "gehend" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "moreover", + "t", + "furthermore", + "folds", + "s", + "certainly", + "digamos", + "ified", + "Moreover", + "dass", + "esimerkiksi", + "ve", + "cetera", + "creases", + "sur", + "preval", + "fato", + "dif", + "urious", + "certeza", + "s", + "comienzo", + "asegurarse" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "digamos", + "Moreover", + "primes", + "Etc", + "sure", + "certainly", + "perd", + "sage", + "sage", + "s", + "notion", + "manner", + "fif", + "moreover", + "gehend", + "dac", + "say", + "certeza", + "folds", + "vehement", + "dif", + "ended", + "syntax", + "laissez" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sensibility", + "sheep", + "imperative", + "Etc", + "scape", + "gie", + "regimen", + "sheep", + "pragmatic", + "assertions", + "ogf", + "adage", + "certainly", + "xr", + "imperatives", + "vehement", + "ium", + "examination", + "mah", + "builders", + "regularity", + "dud", + "mason" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "Etc", + "teh", + "dud", + "nnnn", + "sheep", + "sensibility", + "xr", + "standards", + "certainly", + "mason", + "imperative", + "remarked", + "regimen", + "sporadic", + "hexadecimal", + "adage", + "essai", + "gie", + "Romeo", + "fortitude", + "syntax", + "ogf", + "ANSWER" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "a", + "sensibility", + "Neuroscience", + "ainder", + "calculus", + "syntax", + "standards", + "pharmacology", + "ANSWER", + "Trapez", + "seguinte", + "trapez", + "mathematics", + "geek", + "aptitude", + "mathematicians", + "mathml", + "typescript" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "trajectory", + "initial", + "trajectory", + "seg", + "aneous", + "particular", + "swear", + "wobei", + "beau", + "measured", + "initially", + "adage", + "benzodiazep", + "Initial", + "measured", + "invariably", + "ephemeral", + "linear", + "determinada", + "successive", + "trajectories", + "surmounted", + "invariable", + "Particular", + "Starting", + "enunciado", + "meisjes", + "bepaalde", + "incidencia" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "t", + "particular", + "determinada", + "tertentu", + "beau", + "wobei", + "sag", + "bepaalde", + "no", + "say", + "s", + "determinadas", + "ek", + "in", + "and", + "sur", + "certo", + "seg", + "de", + "determinado", + "s", + "en", + "trajectory", + "er", + "waarbij", + "initial" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "parabola", + "quadratic", + "conjectured", + "parabolic", + "initially", + "asymptotically", + "instantaneously", + "quadratic", + "parab", + "parabol", + "determinada", + "gage", + "particularmente", + "timescale", + "paused", + "ymptotic", + "uidade", + "enium", + "contemplated", + "alcanza", + "iniziale", + "grout", + "inay", + "quartic", + "squared" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "quadratic", + "quadratic", + "Exponential", + "parabola", + "implica", + "anointed", + "asymptotically", + "particularmente", + "magnitudes", + "parabol", + "instante", + "exponentes", + "instantaneously", + "exponential", + "parab", + "XP", + "alcance", + "parabolic", + "XS", + "procede", + "exponential", + "Polynomial", + "Exponent" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "root", + "quadratic", + "quadratic", + "parabolic", + "racine", + "parabola", + "root", + "instantaneously", + "implica", + "instante", + "Winkler", + "parabol", + "asymptotically", + "anic", + "anzeigen", + "roots", + "RootNamespace", + "particularmente", + "racines", + "aparentemente", + "approxim" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "parabolic", + "quadratic", + "quadratic", + "quadrat", + "square", + "Quadratic", + "Square", + "squared", + "Square", + "parabol", + "square", + "Quadr", + "cuadrados", + "Squared", + "kvadrat", + "sqrt", + "pribli", + "peak", + "parab", + "sqrt", + "squared", + "instante", + "crian", + "infancia", + "Quadrat", + "Squared" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "quadratic", + "parabolic", + "quadratic", + "quadrat", + "Quadratic", + "Square", + "cuadrados", + "squared", + "Quadr", + "square", + "par", + "peak", + "pribli", + "Square", + "parab", + "kvadrat", + "peaked", + "Caut", + "approx", + "Mound", + "deceler", + "Winkler", + "and", + "parabol", + "RSA", + "ballistic", + "square" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "parabolic", + "par", + "Par", + "parabol", + "quadratic", + "Par", + "parab", + "are", + "Square", + "quadratic", + "parachute", + "parche", + "cuadrados", + "parochial", + "par", + "PAR", + "to", + "parc", + "Parce", + "kvadrat", + "I", + "Squares", + "have", + "Parc", + "waitUntil", + "Also", + "parco", + "Squ", + "Paralympic", + "Square" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Note", + "For", + "Since", + "However", + "This", + "In", + "If", + "Let", + "Here", + "These", + "The", + "I", + "Actually", + "Note", + "To", + "You", + "Time", + "It", + "Also", + "Therefore", + "We", + "Follow", + "Even", + "For", + "To", + "How", + "Some", + "Here", + "Example", + "From", + "There", + "Following" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 137732, + 212814, + 243955, + 143298, + 37277, + 94948, + 168499, + 66536, + 200224, + 139529, + 52122, + 94895, + 113656, + 93945, + 78119, + 90452, + 70886, + 7057, + 5689, + 17594, + 48412, + 32872, + 45473, + 93856, + 157094, + 10700 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 182218, + 134502, + 188900, + 133447, + 47286, + 129007, + 167171, + 73903, + 214875, + 194808, + 77714, + 100790, + 106867, + 145517, + 129600, + 116850, + 73852, + 49609, + 33000, + 8397, + 7307, + 13525, + 2086, + 7055, + 14609, + 11901 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 160795, + 126468, + 39712, + 163580, + 78295, + 153889, + 189940, + 54045, + 58602, + 34605, + 43384, + 34442, + 35940, + 19273, + 11875, + 11752, + 34478, + 4315, + 8775, + 28534, + 58806, + 18487, + 15956, + 6788, + 6087, + 803 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 238560, + 250972, + 244204, + 234349, + 249766, + 108772, + 31563, + 21406, + 11699, + 19855, + 13115, + 15931, + 31083, + 7214 + ] + }, + { + "label": "oxide", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 195303, + 182299, + 169526, + 186523, + 158616, + 32352, + 48658, + 51206, + 48133, + 14796, + 6670, + 5789, + 8132, + 21738 + ] + }, + { + "label": "scale", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 12073, + 3108, + 6603, + 19046, + 21328, + 42405, + 11520, + 334, + 1302, + 896, + 10728, + 19907, + 4310, + 18002 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "trajectory", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "cui", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "nit", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "film", + "output_checked": true + }, + { + "concept": "parabola", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "quadratic", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "lunatic", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "bearing", + "output_checked": true + }, + { + "concept": "approximates", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "thickness", + "output_checked": true + }, + { + "concept": "lose", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "hand", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "in", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 2.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "mts", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "gains", + "output_checked": true + }, + { + "concept": "acquires", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "gains", + "output_checked": true + }, + { + "concept": "Automatic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "film", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "Mathematics", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "follows", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "gains", + "output_checked": true + }, + { + "concept": "Noether", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "film", + "output_checked": true + }, + { + "concept": "blames", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "unspecified", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "determinada", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Miche", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "bearing", + "output_checked": true + }, + { + "concept": "estructural", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "cujo", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Alloys", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "nitrous", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "outermost", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "film", + "output_checked": true + }, + { + "concept": "tank", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "loss", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "while", + "output_checked": true + }, + { + "concept": "bearings", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "bearing", + "output_checked": true + }, + { + "concept": "mixture", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "preponder", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "gains", + "output_checked": true + }, + { + "concept": "piu", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "covenants", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "film", + "output_checked": true + }, + { + "concept": "vaguely", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "Ontology", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "Supernatural", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "mage", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "schre", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "film", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "dure", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "layer", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "And", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "dependence", + "output_checked": true + }, + { + "concept": "losing", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "while", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "PROBLEM", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "copious", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "infinitesimal", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "follows", + "output_checked": true + }, + { + "concept": "namely", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "manipulating", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "conjectured", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "follows", + "output_checked": true + }, + { + "concept": "Couture", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "compositional", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "film", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "logarithmic", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "an", + "output_checked": true + }, + { + "concept": "Zou", + "score": 1.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "dependence", + "output_checked": true + }, + { + "concept": "loosing", + "score": 1.0, + "best_rank": 4, + "best_depth": 80.9, + "near_token": "while", + "output_checked": true + }, + { + "concept": "exponential", + "score": 1.0, + "best_rank": 4, + "best_depth": 80.9, + "near_token": "an", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "ter", + "th", + "wh", + "res", + "row", + "gh", + "ar", + "ne", + "mathrm", + "ook", + "yst", + "inter", + "pr", + "anc", + "ey", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "min", + "ground", + "ts", + "ces", + "self", + "years", + "be" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "t", + "or", + "es", + "an", + "is", + "oc", + "og", + "ie", + "comp", + "ne", + "az", + "ner", + "son", + "gl", + "ware", + "mais", + "mente", + "sav", + "ju", + "whatever", + "rence", + "kur", + "avascript", + "umeric" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "j", + "ib", + "ge", + "one", + "te", + "iew", + "ound", + "left", + "itt", + "ON", + "cept", + "ict", + "uring", + "raph", + "ext", + "ke", + "eb", + "arn", + "mathb", + "partic", + "da", + "indow", + "fin", + "proble", + "essage", + "consider" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "ro", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "og", + "our", + "ust", + "un", + "out", + "are", + "ich", + "orm", + "ast", + "du", + "ge", + "ber", + "row", + "pr", + "mathrm", + "de", + "St", + "col", + "yst", + "round" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "on", + "he", + "en", + "s", + "m", + "de", + "qu", + "ra", + "pro", + "com", + "ity", + "ha", + "from", + "ad", + "which", + "ther", + "com", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "who", + "ric", + "rib", + "oint" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "he", + "re", + "en", + "at", + "s", + "an", + "it", + "is", + "ar", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "de", + "qu", + "ir", + "os", + "ly", + "ra", + "ri", + "pro", + "ere", + "com", + "pe" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "D", + "ort" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "og", + "iz", + "ich", + "av", + "ib", + "comp", + "ar", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "of", + "equip", + "they", + "eat", + "sehen", + "evol", + "sof", + "bringen", + "Ils", + "n", + "am", + "ization", + "EE", + "photograph", + "perfectly", + "lid", + "aal", + "liaison", + "kaya" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "equip", + "aal", + "sehen", + "tentative", + "rei", + "sof", + "wunder", + "ampio", + "Publicity", + "e", + "ble", + "perfectly", + "reput", + "officially", + "administrator", + "technically", + "pog", + "aat", + "eat", + "EG", + "begitu" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "equip", + "readily", + "aal", + "e", + "Tog", + "fielder", + "reput", + "tentative", + "ameri", + "Publicity", + "ecek", + "substantial", + "substantially", + "tog", + "Repositories", + "any", + "behalf", + "immense", + "pog", + "colabor", + "aat", + "profoundly", + "wunder", + "Verenigde" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "equip", + "tog", + "Tog", + "kowy", + "readily", + "aal", + "ameri", + "any", + "ET", + "damn", + "er", + "ischen", + "immense", + "tentative", + "pochi", + "avrebbe", + "Verenigde", + "administr", + "errori", + "similar", + "decid", + "ributor" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "equip", + "tog", + "Tog", + "immense", + "avrebbe", + "tentative", + "kowy", + "tremendous", + "readily", + "damn", + "similar", + "decid", + "aal", + "caution", + "ampio", + "lichkeit", + "slight", + "administr", + "slightly", + "Considerable", + "scathing" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "despicable", + "unequivocal", + "equip", + "vergang", + "tumultuous", + "sigh", + "profoundly", + "markedly", + "scathing", + "esas", + "tersebut", + "bizarre", + "downright", + "stanno", + "Neder", + "remuneration", + "administr", + "tentative" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "such", + "concomitant", + "markedly", + "reminiscent", + "analogous", + "such", + "described", + "thereof", + "profoundly", + "defined", + "tersebut", + "unequivocal", + "coupled", + "notable", + "albeit", + "despicable", + "similar", + "termed", + "albeit" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "exponential", + "steadily", + "described", + "relatively", + "defined", + "initially", + "Exponential", + "characterized", + "markedly", + "rapidly", + "initial", + "analogous", + "exponentially", + "gradually", + "initialization", + "reminiscent", + "Shortly", + "constant", + "progressively", + "predefined", + "such", + "exceedingly" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "gradually", + "steadily", + "rapidly", + "initially", + "exponential", + "evolving", + "predefined", + "swiftly", + "progressively", + "transitory", + "trajectory", + "moderately", + "accelerated", + "beginnings", + "initial", + "relatively", + "gradual", + "exponentially", + "modulated", + "transitioning", + "incrementally", + "slowly", + "oscillating", + "Exponential", + "unwavering", + "succinctly" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "exponential", + "rapidly", + "exponentially", + "accelerating", + "initial", + "expected", + "steady", + "trajectory", + "negligible", + "initially", + "slightly", + "varying", + "onset", + "accelerated", + "steadily", + "rapid", + "evolving", + "fluctuating", + "undulating", + "relatively", + "proportional", + "predictable", + "presumed", + "oscillating", + "linear", + "vanishing", + "logarithmic", + "asymptotic", + "moderately", + "short", + "remarkably", + "predefined" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "rapidly", + "initially", + "rapid", + "exponential", + "initial", + "parabolic", + "accelerating", + "time", + "quadratic", + "curve", + "second", + "evolving", + "exponentially", + "increasing", + "trajectory", + "accelerated", + "predictable", + "velocity", + "first", + "behavior", + "typical", + "perceived", + "steadily", + "well", + "onset", + "beginnings", + "gradually", + "varying", + "early", + "expected", + "slowly", + "achieving" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "parabolic", + "second", + "quadratic", + "peak", + "initially", + "time", + "rapid", + "curve", + "rapidly", + "parabola", + "exponential", + "up", + "initial", + "reaching", + "nonlinear", + "curvature", + "peaked", + "behavior", + "increasing", + "velocity", + "accelerating", + "onset", + "plateau", + "exponentially", + "speed", + "nearly", + "profile", + "Second", + "and", + "accelerated", + "early", + "almost" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "parabolic", + "profile", + "second", + "peak", + "time", + "Profile", + "rapid", + "rise", + "thickness", + "initially", + "Time", + "maximum", + "Time", + "peaked", + "Young", + "up", + "profiles", + "parabola", + "roots", + "zweite", + "time", + "nonlinear", + "rapidly", + "quadratic", + "parabol", + "onset", + "bell", + "Plateau", + "roots", + "Profile", + "Peak" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "parabolic", + "roots", + "parabol", + "roots", + "parabola", + "quadratic", + "maximum", + "root", + "peaked", + "second", + "profile", + "getRoot", + "deceler", + "peak", + "Wurzel", + "Root", + "Roots", + "scrollHeight", + "second", + "rooted", + "Profile", + "roughly", + "accelerated", + "peaking", + "Roots", + "root", + "initially", + "nonlinear" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "parabolic", + "quadratic", + "square", + "Square", + "Square", + "square", + "squared", + "par", + "parabol", + "e", + "sq", + "quadrat", + "par", + "kvadrat", + "sqrt", + "Squares", + "Par", + "squares", + "quadratic", + "SQUARE", + "Par", + "Squ", + "p", + "approximately", + "parab", + "Quadratic", + "x", + "nonlinear" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "parabolic", + "quadratic", + "Square", + "Square", + "squared", + "square", + "kvadrat", + "Squ", + "quadrat", + "quadratic", + "Quadratic", + "square", + "Squares", + "sqrt", + "peaked", + "Squ", + "sqrt", + "squaring", + "QUAD", + "roots", + "SQUARE", + "squares", + "cuadrados", + "quadrada", + "Squared", + "sq", + "par", + "Quadr", + "Sqrt" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "parabolic", + "par", + "Par", + "parabol", + "parab", + "Par", + "PAR", + "quadratic", + "Paralympic", + "PAR", + "Square", + "parc", + "are", + "Parc", + "as", + "Squ", + "parche", + "par", + "quadratic", + "Pear", + "cuadrados", + "Parab", + "and", + "parli", + "epar", + "Parce", + "parochial" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Note", + "For", + "Since", + "However", + "This", + "In", + "If", + "Let", + "Here", + "These", + "The", + "I", + "Actually", + "Note", + "To", + "You", + "Time", + "It", + "Also", + "Therefore", + "We", + "Follow", + "Even", + "For", + "To", + "How", + "Some", + "Here", + "Example", + "From", + "There", + "Following" + ] + } + ], + "logit_surprising": [ + { + "concept": "exponential", + "score": 17.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "time", + "output_checked": true + }, + { + "concept": "readily", + "score": 11.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "bearing", + "output_checked": true + }, + { + "concept": "considerably", + "score": 11.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "and", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "super", + "output_checked": true + }, + { + "concept": "slight", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "tenacious", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "elapsed", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "time", + "output_checked": true + }, + { + "concept": "declining", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "insulting", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "such", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "increase", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "equip", + "score": 3.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ample", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "follows", + "output_checked": true + }, + { + "concept": "pochi", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "substantially", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "while", + "output_checked": true + }, + { + "concept": "concomitant", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "become", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "gains", + "output_checked": true + }, + { + "concept": "withstand", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "an", + "output_checked": true + }, + { + "concept": "relatively", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "others", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "while", + "output_checked": true + }, + { + "concept": "enriched", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "atmosphere", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "dependency", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "dependence", + "output_checked": true + }, + { + "concept": "rich", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "develops", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "hand", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "in", + "output_checked": true + }, + { + "concept": "weight", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "losing", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "while", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Though", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "super", + "output_checked": true + }, + { + "concept": "Vereinigte", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "despl", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "convincing", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "film", + "output_checked": true + }, + { + "concept": "retort", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "reput", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "been", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "asesin", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "elucid", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "eroding", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "bearing", + "output_checked": true + }, + { + "concept": "reverting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "decreasing", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "autre", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "heinous", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "indeed", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "time", + "output_checked": true + }, + { + "concept": "prolonged", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "described", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "follows", + "output_checked": true + }, + { + "concept": "undesired", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "an", + "output_checked": true + }, + { + "concept": "which", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "entities", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "bearing", + "output_checked": true + }, + { + "concept": "escalating", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "wiederum", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "depends", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "thickness", + "output_checked": true + }, + { + "concept": "tapered", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "tapering", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "getTime", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "time", + "output_checked": true + }, + { + "concept": "gradually", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "engineered", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "alloy", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-01__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-01__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-01__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-01__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Oxygen-rich high-temperature surface film 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Long furnace exposure covers a steel coupon with several brittle oxygen-rich layers. Continued growth requires ions to cross the existing reaction product.", + "prompt_tail": "Long furnace exposure covers a steel coupon with several brittle oxygen-rich layers. Continued growth requires ions to cross the existing reaction product.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-hot-air-surface-layer-02", + "carrier_id": null, + "target_family": "hot-air-surface-layer", + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 3271, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 355 + }, + { + "label": "oxide", + "best_rank": 146, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 427 + }, + { + "label": "scale", + "best_rank": 16166, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 1606 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "forcing", + "employment", + "arn", + "fg", + "arnataka", + "employment", + "Executor", + "nabi", + "forcing", + "niki", + "irken", + "Forsyth", + "ork", + "SIG", + "Uy", + "qc", + "Blocking", + "hydros", + "release", + "blocking", + "Released", + "sigs", + "ForegroundColor", + "pn", + "ginas", + "RELEASE" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "release", + "Signing", + "Release", + "signed", + "Signing", + "signing", + "Release", + "Signed", + "Released", + "release", + "leasing", + "Signs", + "Signed", + "RELEASE", + "releasing", + "signings", + "angent", + "releases", + "trance", + "released", + "addItem", + "else", + "ently", + "oscopy", + "signs" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "jaye", + "ocked", + "Analyze", + "trance", + "marginLeft", + "Methyl", + "educativo", + "methyl", + "apt", + "requireNonNull", + "Finals" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "mrs", + "compressive", + "LX", + "Angst", + "ksi", + "Signing", + "akan", + "Mrs", + "memset", + "Pum", + "signed", + "Mrs", + "weg", + "Signing", + "saranno", + "Signs", + "analges", + "pageSize" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "DOP", + "elingen", + "Lynn", + "Glover", + "Egyptian", + "Oliveira", + "hispanic", + "atian", + "glacial", + "jordan", + "BOP", + "Nuclear", + "Cp", + "cp", + "Georg", + "ccin", + "Jorge", + "Dore", + "cinn", + "Ungarn", + "Jorge", + "magnetite", + "Liga", + "Bowman", + "Buckley", + "Horner" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Cp", + "lt", + "celtic", + "Nichols", + "Nicholas", + "cp", + "lng", + "jp", + "umers", + "qc", + "Niagara", + "alex", + "hamilton", + "atlantic", + "Qaraldi", + "dental", + "Ellis", + "euclidean", + "Tricks", + "weg", + "january" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mason", + "Ums", + "Pleas", + "nesium", + "umer", + "jaye", + "myl", + "softener", + "Chiron", + "python", + "ruptedException", + "Chrys", + "LeBron", + "parabol", + "Kristall", + "scissors", + "ple", + "paragraph", + "multiply", + "simplify", + "Eminem", + "cuer", + "Aires" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "RELEASE", + "tha", + "haya", + "leasing", + "gh", + "tho", + "enl", + "ForEach", + "getragen", + "en", + "release", + "FAF", + "mathbb", + "prive", + "algo", + "Released", + "numpy", + "mno", + "ukai", + "ffel", + "Release", + "lycer", + "escal", + "supermerc" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "releases", + "release", + "j", + "released", + "Release", + "Releases", + "Alexander", + "Release", + "release", + "ypress", + "ve", + "signed", + "signings", + "bly", + "signed", + "neath", + "esempl", + "Caffeine", + "released", + "signing", + "SIGN", + "Signing" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "j", + "ve", + "release", + "r", + "releases", + "dere", + "ors", + "s", + "oss", + "ones", + "dir", + "oso", + "release", + "SPIR", + "ja", + "cer", + "f", + "mal", + "en", + "is", + "ele", + "Release", + "rec", + "Alexander", + "f", + "s", + "si", + "iber", + "issant" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "selves", + "med", + "ured", + "voila", + "en", + "shore", + "gehend", + "haf", + "night", + "izability", + "uri", + "ures", + "manner", + "ritte", + "digamos", + "amos", + "rad", + "urably", + "Finally", + "uating" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "voila", + "digamos", + "esimerkiksi", + "Moreover", + "furthermore", + "Furthermore", + "comienzo", + "folds", + "certainly", + "ve", + "beispielsweise", + "certeza", + "soften", + "deer", + "t", + "dif", + "med", + "exus", + "celles", + "ified", + "moreover", + "selves", + "sink" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "digamos", + "t", + "comienzo", + "esimerkiksi", + "ve", + "folds", + "furthermore", + "voila", + "med", + "dif", + "creases", + "s", + "ified", + "celles", + "selves", + "urious", + "exemplo", + "certainly", + "sink", + "moreover", + "sur", + "enorm", + "Moreover" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "selves", + "voila", + "digamos", + "med", + "Veamos", + "ogf", + "necessary", + "instances", + "zeug", + "Thus", + "exus", + "imperative", + "Etc", + "insist", + "sensibility", + "deer", + "gehend" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sensibility", + "Etc", + "ium", + "dud", + "sistemi", + "sheep", + "argumento", + "limitation", + "quartz", + "ove", + "Rc", + "Veamos", + "sheep", + "imperative", + "necessidade", + "notwendig", + "sistema", + "necessary", + "axiom", + "Erfahrung", + "filosofia" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "dud", + "necessidade", + "sensibility", + "brauchen", + "necesidad", + "Etc", + "sistemi", + "rrrr", + "imperative", + "bottle", + "nnnn", + "sheep", + "argumento", + "ium", + "need", + "sistema", + "sheep", + "xr", + "VisualStudio", + "constraint", + "impeded", + "Abr", + "bole" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "psychic", + "thoughtful", + "additive", + "sensibility", + "impeded", + "intensive", + "oteric", + "esfuerzos", + "obnoxious", + "Postgres", + "obtuse", + "quartz", + "Ajax", + "discord", + "PSY", + "chipset" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "conundrum", + "Therefore", + "necessari", + "necessary", + "undesirable", + "necesitas", + "circumvent", + "necesarios", + "impeded", + "notwend", + "necesaria", + "necesidad", + "adage", + "bepaalde", + "undesired", + "bottleneck", + "ibacter", + "nedostat", + "crucially", + "conund", + "Constraints", + "benzodiazep", + "Thus", + "intend", + "gaze" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "conundrum", + "imped", + "obstacles", + "determinada", + "undesirable", + "predisposition", + "impediments", + "bepaalde", + "necesarios", + "necesaria", + "implique", + "Integrity", + "seg", + "obstacle", + "Implicit", + "obstacles", + "rochemical", + "ements", + "barrier", + "egreg", + "enium", + "conund", + "impediment", + "consequ", + "chem" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "undesirable", + "superstit", + "Mannschaften", + "enium", + "Integrity", + "kerak", + "vic", + "amac", + "oles", + "iliency", + "Transporte", + "Implicit", + "steric", + "aporte", + "dif", + "conundrum", + "consequ", + "Jericho", + "permeate", + "deposit", + "unsaturated", + "implique", + "deposit", + "Acacia", + "undesired", + "acacia", + "condicion", + "Diffusion", + "bepaalde", + "grout", + "deposits" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Diffusion", + "Diffusion", + "diffusion", + "diffusion", + "diffusing", + "diffusive", + "diffusione", + "dif", + "Transporte", + "diffus", + "permeate", + "Concentration", + "Concent", + "osmotic", + "concentration", + "diffused", + "Transport", + "permeated", + "conven", + "concentration", + "diffuse", + "transporte", + "Diffraction", + "Diffuse", + "deposit", + "steric" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "Diffusion", + "diffusion", + "diffusion", + "Diffusion", + "diffusing", + "diffusione", + "diffus", + "diffusive", + "dif", + "diffused", + "Dif", + "permeate", + "diffuse", + "Diff", + "permeated", + "diff", + "effusion", + "Diffuse", + "diffusivity", + "obstacles", + "DIFF", + "transporte", + "Barriers", + "difund", + "layer", + "diffuser", + "obstacles", + "Diss" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "diffusion", + "Diffusion", + "Diffusion", + "diffusion", + "diffusing", + "diffus", + "diffusione", + "Dif", + "diffused", + "dif", + "prodotti", + "diff", + "DIFF", + "obstacles", + "product", + "obstacles", + "diffuse", + "ions", + "DIFF", + "Ions", + "produits", + "Diff", + "product", + "diffusive", + "Productos", + "Diffuse" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "diffusion", + "Diffusion", + "Diffusion", + "diffusion", + "diffus", + "diffusing", + "diffusione", + "diff", + "diffused", + "DIFF", + "dif", + "product", + "Dif", + "obstacles", + "product", + "DIFF", + "diffusive", + "diffuse", + "difund", + "obstacles", + "Diff", + "prodotti", + "produit", + "producto", + "obstacle", + "produto", + "diffusivity", + "Diffuse" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Diffusion", + "diffusion", + "Diffusion", + "diffusing", + "dif", + "Diff", + "diff", + "Diff", + "diffus", + "diffusione", + "Dif", + "Dif", + "diffusion", + "DIFF", + "Diffuse", + "diff", + "diffuse", + "diffused", + "diffusive", + "DIFF", + "dif", + "diffraction", + "diffusivity", + "diffuser", + "Diffraction", + "difund", + "ff", + "iff" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "For", + "They", + "You", + "Thus", + "There", + "In", + "I", + "It", + "However", + "Since", + "To", + "These", + "While", + "Additionally", + "At", + "Use", + "Specifically", + "Layer", + "Unlike", + "When", + "We", + "New", + "Barrier", + "Therefore", + "Each", + "Does", + "Need", + "This", + "A", + "Any", + "Increasing", + "io" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 130127, + 214200, + 185093, + 217302, + 95841, + 129082, + 154502, + 49715, + 229150, + 141406, + 41728, + 83231, + 82249, + 67462, + 45091, + 65084, + 73023, + 3272, + 3336, + 6788, + 9297, + 49903, + 12014, + 43693, + 21330, + 2621 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 160224, + 124042, + 133591, + 183581, + 84490, + 65017, + 165653, + 41696, + 231404, + 213798, + 37736, + 94329, + 88036, + 55551, + 45552, + 69625, + 32778, + 10741, + 13591, + 790, + 147, + 1786, + 5820, + 7160, + 10444, + 970 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 157829, + 105429, + 187482, + 65883, + 248863, + 131517, + 200755, + 65018, + 78221, + 49045, + 54980, + 57875, + 48041, + 33510, + 23869, + 30573, + 84902, + 40738, + 16167, + 42677, + 76135, + 53792, + 44175, + 24582, + 50882, + 488 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 223242, + 234984, + 220877, + 215976, + 137919, + 155949, + 43756, + 6565, + 865, + 1596, + 356, + 2829, + 23778, + 74783 + ] + }, + { + "label": "oxide", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 119673, + 115326, + 135425, + 115762, + 90795, + 39293, + 36523, + 34450, + 2791, + 699, + 428, + 1054, + 21168, + 38863 + ] + }, + { + "label": "scale", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 41798, + 21075, + 28356, + 62701, + 126363, + 69694, + 29930, + 1607, + 10471, + 5203, + 12657, + 24257, + 5286, + 9567 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "assorted", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "dure", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "dini", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "aporte", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "atoms", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "additive", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Ancient", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "conundrum", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Diffusion", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Ade", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Long", + "output_checked": true + }, + { + "concept": "mucous", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "crystals", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "vandal", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "intric", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "PVC", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Kalyan", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "MRP", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "with", + "output_checked": true + }, + { + "concept": "existente", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "existing", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "lan", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "furnace", + "output_checked": true + }, + { + "concept": "expose", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "SRP", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "migrate", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "rup", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "furnace", + "output_checked": true + }, + { + "concept": "spurt", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "growth", + "output_checked": true + }, + { + "concept": "products", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "continues", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "growth", + "output_checked": true + }, + { + "concept": "fizi", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "Finally", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "product", + "output_checked": true + }, + { + "concept": "Member", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "insane", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "focussing", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "Iceland", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "Tetrahedron", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "necessitates", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "dyads", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "fundamental", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "cubierta", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "ago", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "atom", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "soften", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "voila", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "slik", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "creases", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "digamos", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "lunatic", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "nonparametric", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "existing", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "Long", + "output_checked": true + }, + { + "concept": "iaitu", + "score": 1.0, + "best_rank": 4, + "best_depth": 44.7, + "near_token": "with", + "output_checked": true + }, + { + "concept": "meliputi", + "score": 1.0, + "best_rank": 4, + "best_depth": 63.8, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "loy", + "score": 1.0, + "best_rank": 4, + "best_depth": 80.9, + "near_token": "cross", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "se", + "th", + "row", + "ne", + "yst", + "pr", + "anc", + "tr", + "pect", + "red", + "ray", + "ser", + "ces", + "years", + "be", + "span", + "na", + "ters", + "roll", + "section", + "ler", + "mod", + "ny", + "return", + "max", + "time", + "itive", + "met" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "uq", + "rence", + "flows", + "esco", + "suff", + "seo", + "pitted", + "conflicted", + "decayed", + "lasan", + "es", + "ny", + "lar", + "assert", + "Which", + "comple", + "afin", + "yards", + "upaten", + "owed", + "enburg" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "ound", + "red", + "med", + "There", + "mit", + "Med", + "lar", + "suggest", + "quick", + "cing", + "sn", + "nie", + "That", + "bbox", + "ikan", + "ymax", + "lay", + "wish", + "lan", + "guess", + "ection", + "atar", + "nost" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "or", + "le", + "m", + "ic", + "ion", + "el", + "l", + "im", + "g", + "u", + "se", + "th", + "us", + "ht", + "ers", + "ere", + "com", + "ess", + "pe", + "ity", + "j", + "pl", + "ame", + "ies", + "int", + "able", + "ast", + "ite" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "A", + "C", + "D", + "E", + "F", + "G", + "H", + "J", + "K", + "M", + "N", + "O", + "Q", + "R", + "S", + "T", + "U", + "V", + "W", + "X", + "Y", + "Z", + "a", + "b", + "d" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "le", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "ere", + "com", + "end", + "ill", + "ex", + "art", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire", + "ge" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "res" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "ew", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "ord", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ers", + "lid", + "youtu", + "s", + "of", + "ature", + "photograph", + "perfectly", + "eat", + "mellow", + "wunder", + "sina", + "n", + "rel", + "equip", + "second", + "reput", + "they", + "selection", + "novembre" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "rel", + "of", + "youtu", + "mellow", + "s", + "ers", + "ature", + "depart", + "has", + "strongly", + "perfectly", + "reput", + "substantial", + "lid", + "aal", + "eat", + "imitation", + "EG", + "remember", + "wunder", + "ampio", + "slightly", + "ameri", + "e" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "substantial", + "fielder", + "readily", + "damn", + "imitation", + "e", + "rel", + "has", + "substantially", + "Tog", + "ameri", + "slight", + "immense", + "youtu", + "vergang", + "mellow", + "Verenigde", + "Iy", + "organization", + "reliance", + "formality", + "Uit", + "successor", + "addirittura" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "damn", + "fielder", + "substantial", + "ameri", + "Looking", + "necessitate", + "slight", + "readily", + "Iy", + "immense", + "formality", + "Tog", + "er", + "declining", + "nur", + "Verenigde", + "ET", + "indicative", + "kowy", + "exclusivity", + "somebody", + "similar" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "necessitate", + "tog", + "fielder", + "damn", + "immense", + "substantial", + "slight", + "hindrance", + "indicative", + "similar", + "either", + "demise", + "anteced", + "formality", + "Tog", + "readily", + "autre", + "bunun", + "primarily", + "litigation" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "substantial", + "hindrance", + "necessitate", + "destes", + "mereka", + "rebuke", + "bunun", + "ameri", + "or", + "tremendous", + "either", + "Andere", + "also", + "hindering", + "necessitating", + "immense", + "another", + "stanno", + "enraged", + "fielder", + "continued", + "caution", + "ezek" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "or", + "hindrance", + "detrimental", + "hindering", + "mereka", + "insulting", + "these", + "stifle", + "jgamma", + "prerequisite", + "hinders", + "hindered", + "pathway", + "promoting", + "destes" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "or", + "but", + "hindered", + "hindrance", + "impeded", + "hindering", + "obstacles", + "hinder", + "these", + "daunting", + "hurdles", + "detrimental", + "prerequisite", + "bottlenecks", + "pathway", + "reluctant", + "hampered", + "hinders", + "bottleneck", + "zunehm", + "impeding", + "difficult", + "dwind", + "pathways" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "obstacles", + "hindered", + "impeded", + "these", + "hindering", + "impeding", + "hinder", + "arduous", + "hindrance", + "impediments", + "mechanisms", + "increasingly", + "hurdles", + "cumbersome", + "uphill", + "hinders", + "roadblocks", + "difficult", + "pathways", + "overcoming", + "impede", + "undesirable", + "daunting", + "overcome", + "inherent", + "progressively", + "hampered", + "bottlenecks", + "debilitating" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "obstacles", + "hindrance", + "hindered", + "crowded", + "tenacious", + "barriers", + "roadblocks", + "hindering", + "massive", + "pathways", + "arduous", + "hurdles", + "pathway", + "impediments", + "barrier", + "overcoming", + "disruptive", + "entrenched", + "overcome", + "bitter", + "hinder", + "uphill", + "stubborn", + "difficult", + "newly", + "stubbornly", + "inherent", + "cohesive", + "bypassing", + "impeded", + "undesirable", + "treacherous" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "barriers", + "obstacles", + "roadblocks", + "barrier", + "hurdles", + "hindrance", + "impediments", + "overcoming", + "roadblock", + "crowded", + "impenetrable", + "bypassing", + "bottlenecks", + "obstacle", + "hindered", + "hindering", + "overcome", + "hinder", + "impediment", + "Barrier", + "hurdle", + "impeded", + "blockage", + "impeding", + "hinders", + "entrenched", + "insurmountable", + "reactions", + "bottleneck", + "catalysts", + "uphill", + "existing" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "diffusion", + "roadblocks", + "barriers", + "hurdles", + "layers", + "barrier", + "crowded", + "Diffusion", + "multilayer", + "concentrations", + "obstacles", + "entrenched", + "porous", + "trapped", + "catalysts", + "existing", + "dense", + "concentration", + "colloidal", + "incrementally", + "layer", + "ionic", + "reactant", + "arduous", + "through", + "deposits", + "penetration", + "progressively", + "overcoming", + "excessively", + "recrystall", + "currentRow" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "diffusion", + "Diffusion", + "Diffusion", + "diffusion", + "diffus", + "diffusing", + "diffusive", + "diffusione", + "barrier", + "diffusivity", + "transport", + "Transport", + "diff", + "diffused", + "Diff", + "DIFF", + "concentration", + "barriers", + "perme", + "diffuse", + "hurdles", + "diffuser", + "barrier", + "obstacles", + "ionic", + "Transport", + "Barrier", + "roadblocks", + "porous" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "diffusion", + "Diffusion", + "Diffusion", + "diffusion", + "diffusing", + "diffus", + "diffusione", + "diffusive", + "diffused", + "transport", + "DIFF", + "diffusivity", + "diff", + "ions", + "perme", + "diff", + "Diff", + "diffuser", + "Transport", + "diffuse", + "barrier", + "barriers", + "permeate", + "through", + "Transport", + "permeates", + "obstacles", + "porous" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "diffusion", + "Diffusion", + "diffus", + "Diffusion", + "diffusion", + "diffusing", + "diff", + "Product", + "products", + "ions", + "diffusione", + "diffusive", + "product", + "diffused", + "product", + "products", + "Products", + "ion", + "S", + "diff", + "tort", + "diffuse", + "Products", + "Product", + "prodotti" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "diffusion", + "Diffusion", + "Diffusion", + "diffus", + "diffusing", + "product", + "diffusion", + "diffusive", + "Product", + "products", + "Product", + "product", + "diffusione", + "diff", + "Produkt", + "diffused", + "Products", + "Products", + "products", + "producto", + "produktu", + "tort", + "ions" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "diffusion", + "diff", + "Diffusion", + "diff", + "Diffusion", + "Diff", + "Dif", + "diffusion", + "diffusione", + "dif", + "diffusing", + "DIFF", + "diffus", + "Diff", + "diffuse", + "Dif", + "DIFF", + "diffused", + "diffusive", + "Diffuse", + "dif", + "diffraction", + "diffusivity", + "diffuser", + "iff", + "Jeff", + "DIF" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "For", + "They", + "You", + "Thus", + "There", + "In", + "I", + "It", + "However", + "Since", + "To", + "These", + "While", + "Additionally", + "At", + "Use", + "Specifically", + "Layer", + "Unlike", + "When", + "We", + "New", + "Barrier", + "Therefore", + "Each", + "Does", + "Need", + "This", + "A", + "Any", + "Increasing", + "io" + ] + } + ], + "logit_surprising": [ + { + "concept": "slight", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "products", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "damn", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "substantial", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "product", + "output_checked": true + }, + { + "concept": "coupons", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "readily", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "severely", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "regarding", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "furnace", + "output_checked": true + }, + { + "concept": "these", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "enriched", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "barriers", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "crossing", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "hundred", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "several", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "annen", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "additionally", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "to", + "output_checked": true + }, + { + "concept": "immense", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "existing", + "output_checked": true + }, + { + "concept": "exceedingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "layers", + "output_checked": true + }, + { + "concept": "dieser", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "pertaining", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "destabil", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ions", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "obstacles", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "different", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "several", + "output_checked": true + }, + { + "concept": "produced", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "product", + "output_checked": true + }, + { + "concept": "atoms", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "Will", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "existing", + "output_checked": true + }, + { + "concept": "behest", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "impeding", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "pochi", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "Looking", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "product", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "horrifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "several", + "output_checked": true + }, + { + "concept": "sporad", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "Discord", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "insulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "layers", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "hurdles", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "existing", + "output_checked": true + }, + { + "concept": "inflicted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "containing", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "components", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "callBack", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "orchestral", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "excessively", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "interspersed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "layers", + "output_checked": true + }, + { + "concept": "consisting", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "continuous", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Continued", + "output_checked": true + }, + { + "concept": "facilitated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ions", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "accumulations", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "hindering", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "product", + "output_checked": true + }, + { + "concept": "prolonged", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "extensive", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "fabricated", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "that", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "coupon", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-02__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-02__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-02__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-02__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Oxygen-rich high-temperature surface film 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A chromium-containing alloy forms a compact adherent surface film in hot air, sharply slowing additional inward oxygen transport.", + "prompt_tail": "A chromium-containing alloy forms a compact adherent surface film in hot air, sharply slowing additional inward oxygen transport.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 22 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-hot-air-surface-layer-03", + "carrier_id": null, + "target_family": "hot-air-surface-layer", + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 784, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 44 + }, + { + "label": "oxide", + "best_rank": 25, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 96 + }, + { + "label": "scale", + "best_rank": 8979, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 1649 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "employment", + "fg", + "arnataka", + "nabi", + "sigs", + "arn", + "forcing", + "Forsyth", + "oscopy", + "Fors", + "absor", + "Angelina", + "Gina", + "irken", + "gj", + "Signing", + "Executor", + "niki", + "SIG", + "qc", + "Blocking", + "tsd", + "Released" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "Signing", + "release", + "Signing", + "signing", + "signed", + "Release", + "release", + "Signed", + "Signed", + "angent", + "Release", + "oscopy", + "Signs", + "ril", + "Released", + "releasing", + "leasing", + "addItem", + "Eink", + "RELEASE", + "ently", + "signer", + "trance" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "educativo", + "Signing", + "Signing", + "tempi", + "aad", + "signing", + "whisper", + "Franken", + "Kendall", + "aset", + "editorials", + "alignItems", + "signings", + "acque", + "something", + "Whisper", + "release", + "Brentwood", + "mich", + "happenings", + "tem", + "mik" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Socrates", + "panorama", + "amazon", + "squre", + "odymium", + "asegurarse", + "itsa", + "kvadr", + "Aquarelle", + "aced", + "compassion", + "Mrs", + "wC", + "debris", + "aDecoder", + "Mrs", + "weg", + "classrooms", + "compressive", + "Resin", + "Xun", + "RestClient", + "arendon" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "atian", + "Civilization", + "Atletico", + "ARIOS", + "Dekor", + "Azul", + "Mongols", + "getDefault", + "Dij", + "debugger", + "antibiotic", + "comienzo", + "aches", + "Catedral", + "bane", + "Angular", + "Angles", + "inherits", + "Zet", + "graphic", + "Respiratory", + "ATORS" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "kvadr", + "nCenters", + "umers", + "atibus", + "pdelay", + "daniel", + "elementName", + "strategies", + "rnb", + "blockSize", + "Qaraldi", + "qc", + "inz", + "Peki", + "restricting", + "Siva", + "Sankt", + "Aus", + "DCs", + "Mw", + "celtic", + "astri", + "nath" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mason", + "nesium", + "Ums", + "Pleas", + "myl", + "ple", + "python", + "jaye", + "Chrys", + "umer", + "mysql", + "ruptedException", + "softener", + "chy", + "cuer", + "paragraph", + "Srinagar", + "minecraft", + "Eminem", + "eless", + "Aires", + "orian", + "Signup" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "RELEASE", + "release", + "bert", + "haya", + "leasing", + "tha", + "Release", + "Released", + "enl", + "gh", + "RELEASE", + "prive", + "mathbb", + "pent", + "numpy", + "mno", + "getragen", + "nl", + "escal", + "xing", + "en", + "released", + "hent", + "algo", + "esto" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "release", + "compassion", + "released", + "bly", + "ve", + "dere", + "signings", + "Alexander", + "signed", + "s", + "Release", + "plantings", + "iber", + "ypress", + "signer", + "kipun", + "Releases", + "dig", + "dere", + "impulso", + "erasan", + "synes" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "dere", + "ve", + "iber", + "release", + "j", + "releases", + "s", + "si", + "ors", + "pyridine", + "Siren", + "s", + "mal", + "cer", + "r", + "ja", + "ny", + "sida", + "ser", + "strawberry", + "erasan", + "oss", + "ele", + "ke", + "dir", + "dere", + "serpent" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "shore", + "theater", + "night", + "med", + "lepas", + "rog", + "meden", + "itei", + "gehend", + "ujos", + "fif", + "heartedly", + "haf", + "odora", + "rad", + "manner", + "rologic", + "Moreover", + "osof" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "cetera", + "certeza", + "soften", + "mason", + "creases", + "esimerkiksi", + "folds", + "urious", + "softening", + "beispielsweise", + "certainly", + "imperatives", + "scapes", + "seldom", + "sink", + "rara", + "kwamba", + "nantinya", + "ified", + "furthermore", + "fokus", + "impediments", + "enorm", + "fato", + "imperative", + "detriment" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "cetera", + "creases", + "certeza", + "folds", + "urious", + "esimerkiksi", + "soften", + "enorm", + "mason", + "digamos", + "sonsten", + "impediments", + "sink", + "scapes", + "imperatives", + "ified", + "seldom", + "certainly", + "sur", + "beispielsweise", + "softening", + "fokus", + "rara", + "fold", + "t", + "vehement" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "laissez", + "credo", + "vehement", + "urious", + "scape", + "urably", + "scapes", + "decadent", + "lepas", + "med", + "ond", + "thoughtfully", + "luscious", + "sage", + "sensual", + "certeza", + "fif", + "coveted", + "uptools", + "expans", + "imperative" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "imperative", + "sensibility", + "vehement", + "imperatives", + "scape", + "thoughtful", + "lavish", + "Etc", + "urably", + "dynamics", + "diminished", + "softening", + "xr", + "adage", + "sporadic", + "uptools", + "Dynamics", + "mah", + "dud", + "diminishes", + "massive", + "mason", + "scapes", + "MgO" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sporadic", + "ODM", + "dud", + "cryptic", + "MgO", + "intensive", + "akin", + "horrend", + "XK", + "negated", + "nefarious", + "imperative", + "Xr", + "ruptcy", + "defensive", + "mundane", + "woolen", + "adage", + "storm", + "bole", + "dismal", + "scape", + "remarked", + "xr", + "Effect", + "stderr" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "intensive", + "cryptic", + "thoughtful", + "extensive", + "defensive", + "psychic", + "PLOAD", + "tedious", + "nimble", + "remarked", + "obtuse", + "atrocious", + "virtually", + "stderr", + "obnoxious", + "ODM", + "horrid", + "mundane", + "sporadic", + "DENUMIRE", + "impede", + "obsessive", + "Intensive", + "heinous" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "adage", + "remarked", + "undesired", + "appreciably", + "instantaneously", + "vehement", + "impede", + "Bz", + "MNOP", + "circumvent", + "considerably", + "detriment", + "imped", + "Reduction", + "undesirable", + "bottleneck", + "dirigentes", + "withstood", + "aneous", + "intend", + "sporadic", + "exceedingly", + "seg", + "ochemical", + "tremendously", + "hesitated", + "impedir", + "crucially", + "intentos", + "resisting" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "imped", + "tremendously", + "casi", + "appreciable", + "substantially", + "appreciably", + "impeding", + "considerably", + "Reduction", + "unequiv", + "impede", + "particular", + "impediment", + "s", + "bottleneck", + "immensely", + "eficaz", + "way", + "conscient", + "egreg", + "zuz", + "dals", + "exceedingly", + "canalicul", + "determinante", + "instantaneously" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "imped", + "appreciable", + "instantaneously", + "exceedingly", + "substantially", + "tremendously", + "canalicul", + "considerably", + "casi", + "eficaz", + "appreciably", + "ium", + "impede", + "diatomic", + "limiting", + "dals", + "determinante", + "immediately", + "immensely", + "impediment", + "quase", + "aporte", + "efic", + "bottleneck", + "imparts", + "impeded", + "sacrific", + "superstit" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Diffusion", + "Diffusion", + "sacrific", + "diffusion", + "diffusing", + "effectively", + "diffusive", + "diffusion", + "eficaz", + "immediately", + "Barrier", + "impede", + "barrier", + "appreciable", + "imped", + "barrier", + "impenetr", + "Immediately", + "canalicul", + "oxide", + "Transporte", + "barric", + "instantaneously", + "Barrier", + "limiting", + "obtuse", + "instantly", + "effusion" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "limiting", + "Limited", + "limiting", + "limited", + "Barrier", + "Barriers", + "barrier", + "impede", + "Diffusion", + "Diffusion", + "barrier", + "effectively", + "LIMITED", + "bari", + "diffusion", + "diffusion", + "efektif", + "Barrier", + "effusion", + "limited", + "Limited", + "limiti", + "LIMITED", + "barriers", + "obstruct", + "gbar", + "diffusive", + "diffusing", + "limitado", + "imped" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "barrier", + "Transport", + "barrier", + "Diffusion", + "transport", + "transport", + "Barrier", + "Transport", + "impede", + "barriers", + "diffusion", + "diffusion", + "Barrier", + "Barriers", + "kinet", + "Diffusion", + "diffus", + "keyed", + "imped", + "kinetic", + "inhib", + "kinetics", + "TRANSPORT", + "stif", + "kinetic", + "diffusione", + "hinder", + "Kinetic", + "bari", + "hinders" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "diffusion", + "Diffusion", + "diffusion", + "transport", + "Diffusion", + "kinet", + "Transport", + "kinetics", + "transport", + "barrier", + "keyed", + "diffus", + "Transport", + "stif", + "barrier", + "kinetic", + "kinetic", + "barriers", + "diffusive", + "Barrier", + "diffusione", + "Kin", + "effusion", + "limiting", + "Barrier", + "hindering", + "kin", + "diff", + "sluggish", + "impede" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Diffusion", + "diffusion", + "kinet", + "diffusion", + "kinetics", + "Diffusion", + "Kin", + "ki", + "sluggish", + "Kirchhoff", + "keyed", + "Diff", + "kinetic", + "kinetic", + "Kinetics", + "diffusione", + "blocked", + "diffusive", + "effusion", + "rific", + "Dif", + "Kidd", + "efficacement", + "Barrier", + "barrier", + "Kf", + "Kirchen" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "limited", + "Additionally", + "inward", + "However", + "how", + "oxygen", + "reduced", + "diffusion", + "Oxygen", + "x", + "oxygen", + "X", + "effectively", + "film", + "Additionally", + "odpowiedzi", + "transport", + "Chemical", + "slowed", + "T", + "attack", + "kinetic", + "pow", + "Sol", + "slowing", + "barrier", + "imped", + "film", + "solute", + "slows", + "Reduced" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 145576, + 214236, + 220861, + 210812, + 54045, + 110489, + 155562, + 60409, + 222963, + 162633, + 63121, + 106131, + 107013, + 84497, + 97700, + 106013, + 133949, + 12621, + 5199, + 2441, + 2206, + 3116, + 1040, + 785, + 4873, + 102 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 166323, + 123385, + 201895, + 192201, + 51758, + 105066, + 174939, + 51525, + 223884, + 204437, + 76735, + 105121, + 93863, + 100661, + 126047, + 135597, + 85874, + 36054, + 40345, + 395, + 26, + 707, + 746, + 972, + 6732, + 50 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 133622, + 116372, + 56733, + 138550, + 188976, + 174142, + 190781, + 76914, + 68398, + 53318, + 70436, + 49930, + 44622, + 36511, + 37439, + 36466, + 83004, + 24904, + 17640, + 45336, + 52602, + 19552, + 11759, + 8980, + 64261, + 1045 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 168841, + 201711, + 192181, + 145836, + 137152, + 47596, + 31444, + 13462, + 730, + 171, + 45, + 70, + 188, + 310 + ] + }, + { + "label": "oxide", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 169217, + 138310, + 119211, + 74553, + 46742, + 25920, + 66972, + 34930, + 2401, + 197, + 97, + 455, + 437, + 1359 + ] + }, + { + "label": "scale", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 18357, + 8853, + 15051, + 47707, + 129144, + 124268, + 55031, + 2412, + 5732, + 5458, + 6040, + 1650, + 4214, + 6080 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "layer", + "score": 4.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "magnitudes", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "down", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "slowing", + "output_checked": true + }, + { + "concept": "contribut", + "score": 3.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "film", + "output_checked": true + }, + { + "concept": "imped", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Alloys", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "rusting", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "humid", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "determinadas", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "in", + "output_checked": true + }, + { + "concept": "cetera", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 2.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "Christianity", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "kotlin", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "PLOAD", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "WndProc", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "bepaalde", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "apache", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "combustion", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "previsto", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "Ontology", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "McBride", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "mucous", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "entrega", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "annotate", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "atom", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "convey", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "furnaces", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "air", + "output_checked": true + }, + { + "concept": "reduces", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "solubility", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "laissez", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pouches", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "ilan", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "dynamically", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "usual", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "film", + "output_checked": true + }, + { + "concept": "shaved", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "inward", + "output_checked": true + }, + { + "concept": "dwind", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "arent", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "compositional", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "film", + "output_checked": true + }, + { + "concept": "adage", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Diffusion", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "outermost", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "film", + "output_checked": true + }, + { + "concept": "inflate", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "air", + "output_checked": true + }, + { + "concept": "reduce", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "limiting", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "editText", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "Sublime", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "Invasion", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "inward", + "output_checked": true + }, + { + "concept": "MenuInflater", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "covenants", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "film", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "Thane", + "score": 1.0, + "best_rank": 5, + "best_depth": 68.1, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "Forty", + "score": 1.0, + "best_rank": 10, + "best_depth": 63.8, + "near_token": "adherent", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "s", + "st", + "ve", + "se", + "ter", + "th", + "wh", + "res", + "row", + "ng", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "text", + "anc", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "min", + "ground", + "ts", + "ces" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "assert", + "rence", + "umeric", + "perk", + "haute", + "ocs", + "aquele", + "menes", + "uq", + "conflicted", + "validType", + "absorbed", + "es", + "oc", + "og", + "tr", + "ner", + "sl", + "purposes", + "stem" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "or", + "y", + "iv", + "j", + "ast", + "ge", + "one", + "ike", + "left", + "ob", + "itt", + "ON", + "ict", + "pol", + "raph", + "ed", + "vari", + "gu", + "ke", + "som", + "arn", + "mark", + "da", + "fin", + "begin", + "vol", + "ivid" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "en", + "or", + "al", + "ou", + "el", + "l", + "re", + "im", + "ation", + "st", + "ir", + "if", + "th", + "est", + "wh", + "ment", + "ain", + "su", + "j", + "ch", + "og", + "ive", + "ust", + "un", + "ich", + "ff", + "orm", + "able", + "ast", + "ip", + "ice" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "de", + "ch", + "qu", + "ess", + "ity", + "age", + "ha", + "from", + "ial", + "im", + "ad", + "us", + "ign", + "your", + "which", + "app", + "i", + "ar", + "ask", + "xt", + "yst", + "ick", + "ple", + "che", + "par", + "ev", + "ag", + "ize", + "we", + "est" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "er", + "on", + "en", + "at", + "or", + "an", + "it", + "is", + "le", + "ing", + "ed", + "ion", + "as", + "ent", + "ol", + "ig", + "ur", + "ve", + "de", + "ay", + "ir", + "ly", + "un", + "ere", + "ill", + "ath", + "ex", + "art", + "The", + "iz", + "ue" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "D", + "com" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ring", + "ar", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "n", + "s", + "photograph", + "sina", + "e", + "of", + "perfectly", + "they", + "evol", + "sof", + "bringen", + "successor", + "rel", + "second", + "technically", + "sehen", + "mali", + "tentative", + "kaya" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "e", + "s", + "rel", + "of", + "technically", + "sof", + "n", + "arrow", + "has", + "second", + "ble", + "photograph", + "perfectly", + "officially", + "administrator", + "youtu", + "EG", + "remember", + "tentative", + "gambar", + "devenu", + "bringen", + "ampio", + "successor" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "e", + "substantial", + "fielder", + "successor", + "Publicity", + "rel", + "liability", + "immense", + "imitation", + "rather", + "utm", + "reliance", + "destra", + "necessitate", + "Cread", + "Considerable", + "any", + "officially", + "outrage", + "facilmente", + "impeded", + "ecek" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "tog", + "immense", + "any", + "appro", + "damn", + "pochi", + "hindrance", + "fielder", + "Considerable", + "necessitate", + "circuitry", + "substantial", + "activated", + "accepted", + "Tog", + "com", + "insulating", + "impeded", + "begin", + "Iz", + "formality", + "shaped", + "decid", + "profoundly", + "Accept", + "ET", + "declining" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "immense", + "Considerable", + "hindrance", + "damn", + "profoundly", + "severely", + "circuitry", + "tog", + "readily", + "necessitate", + "ampio", + "substantial", + "tremendous", + "gigantic", + "sorely", + "decid", + "impending", + "accepted", + "impeded", + "asesin", + "none", + "fielder", + "Tog", + "allowed", + "preclude", + "cellar", + "notifying" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "immense", + "explained", + "hindering", + "drastically", + "impending", + "enraged", + "profoundly", + "reverting", + "severely", + "sorely", + "hindrance", + "outraged", + "allowed", + "damn", + "notifying", + "exacerbated", + "another", + "dubbed", + "horrified", + "rebranded", + "vehemently", + "explica", + "ujar", + "necessitating", + "preventing" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "profoundly", + "markedly", + "hindering", + "immense", + "tantamount", + "profound", + "likened", + "hindrance", + "detrimental", + "tremendous", + "reminiscent", + "tumultuous", + "exorbitant", + "sorely", + "despicable", + "perceptible", + "prodigious", + "exacerbated", + "enshrined", + "exhilarating", + "vehement", + "crucial" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "hindering", + "detrimental", + "markedly", + "reminiscent", + "hindered", + "preventing", + "hindrance", + "tenacious", + "impede", + "swiftly", + "suppressing", + "likened", + "thereby", + "prevalent", + "impeding", + "remarkably", + "drastically", + "facilitated", + "exceedingly", + "exerting", + "considerably", + "abrupt", + "abruptly", + "greatly", + "impeded", + "inhibit", + "inhibiting", + "stif" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "markedly", + "swiftly", + "tenacious", + "sharply", + "profoundly", + "exceedingly", + "abruptly", + "abrupt", + "remarkably", + "powerfully", + "hindering", + "succinctly", + "rapidly", + "ruthless", + "drastically", + "vastly", + "staunch", + "immensely", + "massively", + "greatly", + "dramatically", + "severely", + "thwart", + "debilitating", + "hindrance", + "impeding", + "significantly", + "effectively", + "hindered", + "suffoc", + "decisively" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "tenacious", + "highly", + "remarkably", + "drastically", + "vastly", + "staunch", + "hindered", + "extremely", + "rapidly", + "hindering", + "profoundly", + "significantly", + "severely", + "markedly", + "massive", + "dramatically", + "drastic", + "hindrance", + "preventing", + "tremendous", + "debilitating", + "halting", + "incredibly", + "negligible", + "effectively", + "considerably", + "immensely", + "prohibiting", + "very", + "substantial", + "enormous", + "swiftly" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "dramatically", + "tenacious", + "drastically", + "inhibiting", + "rapidly", + "roadblocks", + "impeding", + "drastic", + "hindering", + "barrier", + "barriers", + "halting", + "preventing", + "dramatic", + "quickly", + "significantly", + "effectively", + "vastly", + "steeply", + "extremely", + "swiftly", + "remarkably", + "stif", + "hindrance", + "slowing", + "impenetrable", + "rapid", + "blocking", + "restricting", + "tenacity", + "stopping", + "markedly" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "dramatically", + "rapidly", + "drastically", + "inhibiting", + "significantly", + "barrier", + "rapid", + "barriers", + "vastly", + "nearly", + "quickly", + "greatly", + "diffusion", + "effectively", + "roadblocks", + "limiting", + "virtually", + "exceedingly", + "elapsedTime", + "extremely", + "abruptly", + "Diffusion", + "slowed", + "slowing", + "slows", + "almost", + "drastic", + "diffusing", + "tenacious", + "boundary", + "readily", + "stopper" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "diffusion", + "Diffusion", + "Diffusion", + "barrier", + "diffusing", + "diffus", + "diffusion", + "barrier", + "Barrier", + "diffusive", + "barriers", + "diffusione", + "diffusivity", + "oxygen", + "roadblocks", + "diff", + "Diff", + "permeability", + "diffused", + "Barrier", + "hindrance", + "inhibiting", + "slows", + "Film", + "DIFF", + "roadblock", + "hinders", + "passivation", + "blocking" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "diffusion", + "Diffusion", + "barrier", + "Diffusion", + "diffusion", + "barrier", + "diffus", + "barriers", + "diffusing", + "Barrier", + "slows", + "hindrance", + "diffusione", + "hinder", + "diffusivity", + "hinders", + "roadblocks", + "hindered", + "slowed", + "hindering", + "Barrier", + "limiting", + "diffusive", + "oxygen", + "transport", + "diff", + "effectively" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "diffusion", + "transport", + "barrier", + "Diffusion", + "barrier", + "Transport", + "Transport", + "transport", + "diffusion", + "kinetic", + "Diffusion", + "barriers", + "limiting", + "kinetics", + "diffus", + "inhibiting", + "hinder", + "hindrance", + "hindering", + "diffusione", + "diffusive", + "kinetic", + "Barrier", + "kinet", + "slows", + "Barrier", + "TRANSPORT", + "Kin", + "hindered", + "diff", + "slowed" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "diffusion", + "transport", + "Diffusion", + "Kin", + "kinetic", + "Transport", + "kinetics", + "transport", + "diffusion", + "Transport", + "Diffusion", + "kinetic", + "kinet", + "hinders", + "hindrance", + "Kinetic", + "Kinetics", + "hindering", + "limiting", + "hinder", + "TRANSPORT", + "barrier", + "diffus", + "diffusive", + "transporte", + "barrier", + "transports" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Kin", + "Diffusion", + "diffusion", + "Kit", + "kinet", + "diffusion", + "ki", + "kinetic", + "Kirchhoff", + "uggish", + "kinetic", + "kinetics", + "Kir", + "Diffusion", + "Kinetics", + "Ki", + "sluggish", + "kin", + "transport", + "Kis" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "limited", + "Additionally", + "inward", + "However", + "how", + "oxygen", + "reduced", + "diffusion", + "Oxygen", + "x", + "oxygen", + "X", + "effectively", + "film", + "Additionally", + "odpowiedzi", + "transport", + "Chemical", + "slowed", + "T", + "attack", + "kinetic", + "pow", + "Sol", + "slowing", + "barrier", + "imped", + "film", + "solute", + "slows", + "Reduced" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 12.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "tenacious", + "score": 8.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "damn", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "remarkably", + "score": 4.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "increase", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "down", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "slowing", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "impeded", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "slowing", + "output_checked": true + }, + { + "concept": "markedly", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "slowing", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "inward", + "output_checked": true + }, + { + "concept": "further", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "dramatically", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "slowing", + "output_checked": true + }, + { + "concept": "layer", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "film", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "exceedingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "anhyd", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "air", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "hindering", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "slowing", + "output_checked": true + }, + { + "concept": "inevitably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "inward", + "output_checked": true + }, + { + "concept": "enhance", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "cohesive", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "inroads", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "inward", + "output_checked": true + }, + { + "concept": "facilitated", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "products", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "coated", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "greatly", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "convincing", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "film", + "output_checked": true + }, + { + "concept": "serangan", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "air", + "output_checked": true + }, + { + "concept": "outwe", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "slowing", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "Considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "mutter", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "inward", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "noticeable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "undoubt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "vehement", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "air", + "output_checked": true + }, + { + "concept": "unequivocally", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "hervorrag", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "satisfactory", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "film", + "output_checked": true + }, + { + "concept": "widespread", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "arduous", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "insulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "when", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "endured", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "inwardly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "inward", + "output_checked": true + }, + { + "concept": "detrimental", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "characterized", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "protects", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "film", + "output_checked": true + }, + { + "concept": "environments", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "immersing", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "air", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "alloys", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "appreciable", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "extensive", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "ternary", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "air", + "output_checked": true + }, + { + "concept": "penetration", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "inward", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-03__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-03__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-03__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-03__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Oxygen-rich high-temperature surface film 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Repeated heating in air creates an external metal-oxygen reaction layer that thickens during each hold and sheds flakes during cooling.", + "prompt_tail": "Repeated heating in air creates an external metal-oxygen reaction layer that thickens during each hold and sheds flakes during cooling.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-hot-air-surface-layer-04", + "carrier_id": null, + "target_family": "hot-air-surface-layer", + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 4603, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 4825 + }, + { + "label": "oxide", + "best_rank": 1024, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 880 + }, + { + "label": "scale", + "best_rank": 33, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 56 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "arnataka", + "forcing", + "employment", + "arn", + "employment", + "nabi", + "fg", + "Forsyth", + "oscopy", + "sigs", + "Angelina", + "Fors", + "Executor", + "absor", + "niki", + "qc", + "Blocking", + "Nong", + "jones", + "ostics", + "blocking", + "forcing", + "SIG", + "autista", + "ANG" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "Signing", + "release", + "Signing", + "signing", + "signed", + "Release", + "oscopy", + "release", + "angent", + "Release", + "Signed", + "ril", + "Signed", + "Signs", + "releasing", + "Released", + "else", + "releases", + "signer", + "addItem", + "Angelina", + "something", + "leasing", + "bija", + "whisper", + "signings", + "RELEASE" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Signing", + "release", + "Signing", + "April", + "whisper", + "something", + "Release", + "signing", + "signings", + "Signed", + "else", + "Release", + "aise", + "awsze", + "educativo", + "enero", + "tempi", + "aad", + "getSign", + "release", + "releasing", + "whis", + "mols", + "Whisper", + "aset", + "estamp" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "kvadr", + "squre", + "panorama", + "er", + "compassion", + "sintered", + "slik", + "rest", + "Resin", + "proporcion", + "classrooms", + "DCs", + "odymium", + "asegurarse", + "Lawn", + "wC", + "Siva", + "txn", + "dew", + "arendon", + "Parkland", + "orestation", + "Klas", + "diatom", + "strategies" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Cren", + "Civilization", + "aches", + "getDefault", + "Constitution", + "Tape", + "debugger", + "Tape", + "Codes", + "antibiotic", + "Krebs", + "Dekor", + "Zet", + "hale", + "setActive", + "Caul", + "Compton", + "ail", + "NotNull", + "heng", + "Cultures", + "Belediye", + "collectionView", + "Automat" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "daniel", + "atibus", + "nCenters", + "Temporary", + "restricting", + "Napa", + "Qaraldi", + "Finlandia", + "chiq", + "Sak", + "inz", + "Singular", + "resolute", + "qc", + "jp", + "lifeline", + "axter", + "jh", + "underlining", + "Apna", + "Tem", + "lejos", + "nath", + "cpt" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mason", + "jaye", + "Pleas", + "Chrys", + "Ums", + "nesium", + "singh", + "ruptedException", + "mysql", + "Bedroom", + "Cardinals", + "Eps", + "umer", + "myl", + "Eminem", + "Chiron", + "mysql", + "Acids", + "softener", + "ple", + "orian", + "parabol", + "Zayn" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "RELEASE", + "haya", + "leasing", + "gh", + "release", + "tha", + "enl", + "FAF", + "numpy", + "ForEach", + "Released", + "tho", + "ukai", + "prive", + "en", + "Release", + "lycer", + "getragen", + "mathbb", + "gi", + "mno", + "yya", + "escal", + "urably", + "esto" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "release", + "released", + "compassion", + "ve", + "bly", + "s", + "dere", + "signed", + "signer", + "signings", + "Release", + "Releases", + "synes", + "r", + "Alexander", + "iber", + "dere", + "furthermore", + "ch", + "ril", + "release" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "dere", + "j", + "release", + "ve", + "ors", + "SPIR", + "ny", + "iber", + "si", + "ones", + "Finally", + "mal", + "cer", + "releases", + "final", + "r", + "gent", + "s", + "oss", + "Gent", + "cero", + "ele", + "eless", + "rish", + "gehend", + "strawberry", + "Mississippi" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "gehend", + "hearted", + "night", + "s", + "heartedly", + "iven", + "haf", + "amos", + "rad", + "ively", + "irov", + "ver", + "odora", + "theater", + "ermost", + "rog", + "fato", + "Mississippi", + "tyle", + "ures" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "fato", + "dass", + "t", + "ardin", + "esimerkiksi", + "folds", + "furthermore", + "creases", + "cetera", + "voila", + "Moreover", + "hearted", + "certeza", + "kwamba", + "mason", + "ve", + "moreover", + "soften", + "gehend", + "digamos", + "beispielsweise", + "natural", + "dif", + "ures" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "t", + "fato", + "s", + "creases", + "dass", + "folds", + "enorm", + "digamos", + "ve", + "esimerkiksi", + "cetera", + "dif", + "slik", + "furthermore", + "let", + "ures", + "med", + "ified", + "moreover", + "og", + "gehend", + "exuber", + "kwamba", + "voila" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "s", + "voila", + "ures", + "laissez", + "digamos", + "do", + "uri", + "fato", + "gehend", + "tyle", + "credo", + "ogo", + "folds", + "perd", + "decadent", + "particular", + "gage", + "og", + "orable", + "ugen", + "Etc" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "dud", + "adage", + "Maladies", + "voila", + "decadent", + "ium", + "ulnerable", + "xr", + "ogf", + "seductive", + "sheep", + "sensibility", + "erratic", + "scape", + "imperative", + "ardin", + "deer", + "vnd", + "zeug", + "lavish", + "ers", + "ogo", + "gie", + "defens", + "credo", + "builders" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "ODM", + "copious", + "egregious", + "Escape", + "gie", + "sheep", + "FRG", + "VFX", + "Unique", + "prep", + "extensive", + "Pdf", + "Transforms", + "hiqdev", + "Maladies", + "adage", + "typescript", + "additive", + "NSFW", + "ephemeral", + "Confirmation", + "biotech", + "fortitude", + "confirmations" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "ODM", + "typescript", + "obnoxious", + "extensive", + "PLOAD", + "Discord", + "Unique", + "additive", + "MYSQL", + "organizes", + "Escape", + "prep", + "cryptic", + "irregularly", + "Notas", + "gdf", + "intensive", + "unfortunate", + "Organization", + "accusations" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "MNOP", + "gdf", + "pvc", + "undesired", + "irregularly", + "Beware", + "ODM", + "infraction", + "puppies", + "infractions", + "bison", + "Beware", + "adage", + "pesky", + "discontinuities", + "Caution", + "Unique", + "pierced", + "UnitTest", + "bmp", + "PSO", + "typescript", + "Minimize", + "Caution", + "Notas", + "fruitless", + "frenzy" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "undesired", + "undesirable", + "Beware", + "lose", + "Unique", + "pvc", + "Unique", + "Lose", + "Beware", + "Lose", + "bree", + "beware", + "elems", + "Nota", + "she", + "bison", + "imparts", + "sebum", + "hemeral", + "loses", + "Discord", + "comporte", + "anigans", + "Inspection", + "lose", + "soften", + "PSI", + "discontinuities", + "Discord", + "discord", + "Ejemplo" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "shedding", + "undesired", + "lose", + "undesirable", + "shed", + "yielding", + "Lose", + "dropping", + "loses", + "Lose", + "confetti", + "Losing", + "sheath", + "Beware", + "hemeral", + "dropping", + "OMG", + "PDEs", + "drops", + "Beware", + "kehilangan", + "jett", + "dandruff", + "anigans", + "Unique", + "embe", + "loosing", + "sebum", + "RTE", + "exfoliating", + "geld", + "losing" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "shedding", + "shed", + "Shed", + "exfoliating", + "shed", + "exfol", + "sheds", + "dandruff", + "peeling", + "peel", + "Zed", + "sheath", + "yielding", + "Discard", + "peeled", + "flake", + "exfoli", + "loosing", + "dough", + "Shake", + "flakes", + "sheen", + "Losing", + "discard", + "Lose", + "steelhead", + "peels", + "Shale", + "zed" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "shedding", + "shed", + "exfoliating", + "Shed", + "shed", + "exfol", + "sheds", + "flakes", + "peeling", + "sheath", + "dandruff", + "flake", + "peeled", + "yielding", + "dough", + "LORD", + "peel", + "Coating", + "Shake", + "sheen", + "Losing", + "aides", + "flaky", + "exceedingly", + "peels", + "flakes", + "steelhead", + "scale" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "shed", + "shedding", + "Shed", + "shed", + "sheds", + "flakes", + "heds", + "exfoliating", + "flake", + "dandruff", + "Shred", + "shred", + "Zed", + "ecd", + "hed", + "ced", + "flakes", + "exfol", + "shreds", + "peeling", + "Zed", + "ked", + "iched", + "zed", + "HUD", + "ECD", + "sled", + "SHE", + "shredded" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "shedding", + "shed", + "sheds", + "Shed", + "shed", + "heds", + "exfol", + "shred", + "flake", + "hed", + "Shred", + "shreds", + "shader", + "shader", + "flakes", + "Skin", + "Shader", + "Shetty", + "Shetland", + "SHADER", + "Skin", + "shale", + "shelling", + "shudder", + "skin", + "skins", + "SHE", + "Shaw" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "shedding", + "shed", + "shed", + "Shed", + "sheds", + "S", + "heds", + "heda", + "Zed", + "shred", + "hed", + "sledge", + "eding", + "shreds", + "shearing", + "SHADER", + "zed", + "chipping", + "sher", + "Zed", + "shelling", + "Ced", + "shepherds", + "sled" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "S", + "still", + "Example", + "last", + "she", + "shedding", + "layer", + "This", + "or", + "and", + "example", + "These", + "monthly", + "Once", + "months", + "No", + "What", + "however", + "motor", + "Each", + "Still", + "during", + "user", + "Apple", + "but", + "s", + "Shed", + "In", + "once" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 150151, + 218444, + 248085, + 164503, + 37031, + 92974, + 147196, + 48704, + 207393, + 136195, + 64663, + 104119, + 109371, + 102550, + 52590, + 35464, + 56744, + 7185, + 4604, + 24842, + 49790, + 101701, + 27582, + 41813, + 48114, + 9507 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 179670, + 137590, + 192225, + 139454, + 53247, + 140198, + 167282, + 38980, + 229717, + 212633, + 60217, + 97431, + 92002, + 115170, + 114503, + 124761, + 99872, + 36414, + 25435, + 9540, + 10577, + 3478, + 1039, + 1025, + 1946, + 695 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 124631, + 106420, + 35171, + 162408, + 105338, + 163299, + 194521, + 63072, + 77108, + 90583, + 84791, + 39029, + 28414, + 19138, + 12700, + 74385, + 124366, + 35061, + 5990, + 2844, + 1018, + 34, + 57, + 190, + 1298, + 727 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 228404, + 233289, + 227797, + 218143, + 104590, + 23020, + 40253, + 12231, + 5123, + 92293, + 29639, + 51095, + 69761, + 4826 + ] + }, + { + "label": "oxide", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 138545, + 100274, + 100115, + 104174, + 101905, + 63473, + 42494, + 14201, + 2780, + 5776, + 13234, + 5021, + 881, + 3462 + ] + }, + { + "label": "scale", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 19695, + 6464, + 6417, + 10819, + 24779, + 32667, + 23321, + 207, + 2624, + 776, + 201, + 57, + 59, + 232 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "shedding", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "thickening", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "Miche", + "score": 3.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "Pinn", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "incrementally", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "nit", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "MMA", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "that", + "output_checked": true + }, + { + "concept": "contemplated", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "down", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "ODM", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Middles", + "score": 2.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "flakes", + "output_checked": true + }, + { + "concept": "copious", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "sheds", + "output_checked": true + }, + { + "concept": "outpost", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "elytra", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "sheds", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "consisting", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "layer", + "output_checked": true + }, + { + "concept": "editText", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "that", + "output_checked": true + }, + { + "concept": "MNOP", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "undesired", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "Repe", + "output_checked": true + }, + { + "concept": "INE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "IMA", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "lose", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "sheds", + "output_checked": true + }, + { + "concept": "alfalfa", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "flakes", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "Repe", + "output_checked": true + }, + { + "concept": "Speaker", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "speaker", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "filet", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "in", + "output_checked": true + }, + { + "concept": "heir", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "an", + "output_checked": true + }, + { + "concept": "cycle", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "each", + "output_checked": true + }, + { + "concept": "release", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "during", + "output_checked": true + }, + { + "concept": "OLF", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "teh", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "customized", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "layer", + "output_checked": true + }, + { + "concept": "customizable", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "mania", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "air", + "output_checked": true + }, + { + "concept": "airs", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "MSG", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "that", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "aspirant", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "an", + "output_checked": true + }, + { + "concept": "dandruff", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "flakes", + "output_checked": true + }, + { + "concept": "fato", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "conven", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "AFB", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "pvc", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "that", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "heating", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "Repe", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cuestion", + "score": 1.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "flakes", + "output_checked": true + }, + { + "concept": "gesagt", + "score": 1.0, + "best_rank": 8, + "best_depth": 68.1, + "near_token": "heating", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "ation", + "ter", + "th", + "wh", + "res", + "ment", + "le", + "row", + "ng", + "ther", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "ype", + "text", + "any", + "anc", + "clud", + "ey", + "ton", + "pos", + "tr", + "pect", + "red" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "or", + "es", + "is", + "ers", + "r", + "ie", + "comp", + "az", + "ner", + "br", + "son", + "sl", + "ils", + "qual", + "assert", + "sav", + "purposes", + "rence", + "lon", + "dan", + "ows", + "kk", + "umeric", + "elegant", + "kepada" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "al", + "su", + "j", + "ust", + "ib", + "one", + "ask", + "te", + "iew", + "ild", + "ound", + "left", + "pe", + "cept", + "ood", + "ict", + "uring", + "raph", + "ext", + "ke", + "ij", + "eb", + "arn", + "mark", + "mathb", + "partic", + "da", + "fin" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "en", + "ro", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "du", + "ge", + "ber", + "row", + "pr", + "mathrm", + "sa", + "de", + "St", + "col", + "yst" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "m", + "qu", + "ra", + "pro", + "ity", + "The", + "ha", + "from", + "ad", + "which", + "com", + "i", + "ar", + "ask", + "yst", + "ag", + "ize", + "we", + "est", + "who", + "ric", + "oint", + "mask" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "he", + "re", + "en", + "at", + "s", + "an", + "it", + "is", + "le", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "g", + "ol", + "ig", + "ur", + "de", + "qu", + "ir", + "ly", + "ra", + "un", + "ri", + "pro", + "ere", + "com", + "pe" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "p", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "B", + "al", + "you", + "wh" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ar", + "elf", + "sp", + "ah", + "ric", + "rel", + "tern", + "mo", + "cur", + "ident", + "mi" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "n", + "s", + "of", + "begitu", + "sehen", + "bringen", + "Ils", + "perfectly", + "lid", + "they", + "liaison", + "sof", + "heer", + "wunder", + "sli", + "Publicity", + "sina", + "ers", + "ization", + "equip" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "aal", + "e", + "s", + "equip", + "perfectly", + "lid", + "officially", + "administrator", + "technically", + "grandfather", + "bildung", + "imitation", + "begitu", + "liaison", + "sehen", + "tentative", + "devenu", + "bringen", + "mellow", + "wunder", + "ampio", + "Excuse", + "sli", + "Ils", + "ameri" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "equip", + "fielder", + "readily", + "devenu", + "Publicity", + "e", + "reput", + "behalf", + "somebody", + "officially", + "jeden", + "imitation", + "tog", + "reliance", + "Verenigde", + "ameri", + "any", + "organization", + "damn", + "colabor", + "aal", + "Tog", + "ampio", + "successor", + "merkezi" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "readily", + "damn", + "asesin", + "fielder", + "immense", + "slight", + "kowy", + "Tog", + "ameri", + "ampio", + "Excuse", + "Looking", + "cooking", + "ain", + "any", + "demise", + "merkezi", + "equip", + "appro", + "hur", + "jeden", + "slightly" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "damn", + "asesin", + "slight", + "slightly", + "mostly", + "also", + "immense", + "denna", + "acciaio", + "Considerable", + "fielder", + "kowy", + "terribly", + "cooking", + "Tog", + "avrebbe", + "demise", + "bunun", + "warning", + "dieser", + "xxxxxxxx" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "also", + "bunun", + "plicht", + "destes", + "etc", + "ameri", + "explained", + "acciaio", + "commonly", + "damn", + "caution", + "slight", + "rins", + "slightly", + "dieser", + "diesen", + "somebody", + "demise", + "asesin" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "resulting", + "been", + "exacerbated", + "resulting", + "caused", + "tantamount", + "such", + "similar", + "detrimental", + "such", + "but", + "to", + "etc", + "destes", + "of", + "triggered", + "resulted" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "resulting", + "of", + "resulting", + "exacerbated", + "during", + "detrimental", + "mechanisms", + "such", + "been", + "described", + "instigated", + "such", + "undesirable", + "but", + "triggered", + "known" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "devastating", + "undesirable", + "resulting", + "become", + "increase", + "inadvertently", + "baseless", + "exacerbated", + "becomes", + "creates", + "debilitating", + "these", + "during", + "readjust", + "resultant", + "buildup", + "upheaval", + "poorly", + "deposition", + "convoluted", + "detrimental", + "unfavorable", + "destabil", + "unsettling", + "thick", + "promotes", + "exaggerated", + "excessively" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "various", + "numerous", + "massive", + "unst", + "often", + "dispersed", + "its", + "fl", + "sw", + "deeply", + "both", + "undesirable", + "she", + "def", + "unf", + "uneven", + "upheaval", + "a", + "many", + "unw", + "dis", + "sc", + "th", + "typically", + "partially", + "notorious", + "producing", + "abundance", + "sprawling", + "several", + "bursting" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "shedding", + "debris", + "release", + "she", + "during", + "She", + "sh", + "releases", + "erupt", + "exud", + "fragmented", + "layers", + "brittle", + "exudes", + "solidified", + "sl", + "releasing", + "self", + "Shed", + "def", + "rapidly", + "cohesive", + "teard", + "dramatically", + "upheaval", + "widespread", + "numerous", + "eject", + "meltdown", + "det", + "formation" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "shedding", + "shed", + "Shed", + "sheds", + "shed", + "sh", + "and", + "she", + "peeling", + "lose", + "loss", + "de", + "fl", + "eject", + "se", + "off", + "She", + "peel", + "jett", + "es", + "dropping", + "del", + "und", + "sl", + "sle", + "shred", + "peels" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "shedding", + "shed", + "Shed", + "shed", + "sheds", + "peeling", + "exfol", + "peel", + "peels", + "Peel", + "exfoli", + "exfoliating", + "skin", + "sl", + "peeled", + "flake", + "eks", + "fl", + "sheath", + "flakes", + "dandruff", + "exudes", + "ex", + "Ex" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "shedding", + "shed", + "Shed", + "shed", + "sheds", + "peeling", + "exfol", + "peels", + "exfoliating", + "peel", + "exfoli", + "Peel", + "snake", + "skin", + "snakes", + "peeled", + "exudes", + "shell", + "flake", + "dandruff", + "skin", + "Layer", + "flakes", + "Skin", + "Skin" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "shed", + "shedding", + "Shed", + "shed", + "sheds", + "shred", + "hed", + "s", + "flake", + "heds", + "flakes", + "peeling", + "Shred", + "exfol", + "SHE", + "exfoliating", + "S", + "dandruff", + "flaky", + "ced", + "shale", + "shreds", + "SHE", + "ecd", + "shredded", + "sh", + "ed", + "sheeting" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "shedding", + "Shed", + "shed", + "sheds", + "shed", + "shred", + "SHE", + "shale", + "Shred", + "skin", + "peeling", + "Shao", + "shell", + "flake", + "shea", + "SHE", + "exfol", + "Skin", + "Shetty", + "sheeting", + "SH", + "dandruff", + "shaft", + "SHA", + "Skin", + "Shah", + "shreds" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Shed", + "shed", + "shed", + "shedding", + "sheds", + "shred", + "s", + "S", + "shreds", + "hed", + "Shred", + "heds", + "sled", + "Sher", + "eding", + "shea", + "Sheffield", + "Ced", + "SHER", + "SH", + "edo", + "sled", + "Shell", + "Zed", + "sledge", + "SH", + "Shao" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "S", + "still", + "Example", + "last", + "she", + "shedding", + "layer", + "This", + "or", + "and", + "example", + "These", + "monthly", + "Once", + "months", + "No", + "What", + "however", + "motor", + "Each", + "Still", + "during", + "user", + "Apple", + "but", + "s", + "Shed", + "In", + "once" + ] + } + ], + "logit_surprising": [ + { + "concept": "slight", + "score": 11.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "sheds", + "output_checked": true + }, + { + "concept": "shedding", + "score": 9.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "sheds", + "output_checked": true + }, + { + "concept": "considerably", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "during", + "output_checked": true + }, + { + "concept": "thickness", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "thickening", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "cycle", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "each", + "output_checked": true + }, + { + "concept": "readily", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "an", + "output_checked": true + }, + { + "concept": "exponentially", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "detrimental", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "reactions", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "damn", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "each", + "output_checked": true + }, + { + "concept": "eventually", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "when", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "wanneer", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "air", + "output_checked": true + }, + { + "concept": "progressively", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "provide", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "chemistry", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "increase", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "every", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "each", + "output_checked": true + }, + { + "concept": "cooldown", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "appellate", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "addirittura", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "willingness", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "flakes", + "output_checked": true + }, + { + "concept": "sincere", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "annen", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "exceedingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "insofar", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "heating", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "reverting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "layer", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "severely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "flakes", + "output_checked": true + }, + { + "concept": "behest", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "during", + "output_checked": true + }, + { + "concept": "ema", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "lentamente", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "during", + "output_checked": true + }, + { + "concept": "successive", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "each", + "output_checked": true + }, + { + "concept": "prolonged", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "audio", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "each", + "output_checked": true + }, + { + "concept": "also", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "sheds", + "output_checked": true + }, + { + "concept": "resulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "possono", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "an", + "output_checked": true + }, + { + "concept": "enhance", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "external", + "output_checked": true + }, + { + "concept": "fastening", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "bzw", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "viewModel", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "initiated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "inevitably", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "layer", + "output_checked": true + }, + { + "concept": "which", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "that", + "output_checked": true + }, + { + "concept": "continuously", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "stillness", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "gradually", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "devastating", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "holistic", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "external", + "output_checked": true + }, + { + "concept": "such", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "approximately", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "its", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "sheds", + "output_checked": true + }, + { + "concept": "products", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "flakes", + "output_checked": true + }, + { + "concept": "based", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "layers", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "layer", + "output_checked": true + }, + { + "concept": "holding", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "hold", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-04__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-04__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-04__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-04__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Oxygen-rich high-temperature surface film 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A turbine component exposed to hot combustion gas develops a multilayer surface product containing metal cations and oxygen anions.", + "prompt_tail": "A turbine component exposed to hot combustion gas develops a multilayer surface product containing metal cations and oxygen anions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 20 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-hot-air-surface-layer-05", + "carrier_id": null, + "target_family": "hot-air-surface-layer", + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 2978, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 818 + }, + { + "label": "oxide", + "best_rank": 74, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 46 + }, + { + "label": "scale", + "best_rank": 4420, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 1630 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "forcing", + "arnataka", + "fg", + "arn", + "employment", + "Executor", + "nabi", + "qc", + "forcing", + "niki", + "Forsyth", + "Blocking", + "blocking", + "Uy", + "bors", + "oscopy", + "Blake", + "hydros", + "Fors", + "irken", + "sigs", + "ork", + "ginas" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "Signing", + "release", + "Signing", + "Release", + "signing", + "signed", + "release", + "Release", + "Signed", + "Signed", + "Signs", + "angent", + "oscopy", + "releasing", + "Released", + "else", + "ril", + "leasing", + "addItem", + "releases", + "trance", + "RELEASE", + "whisper", + "signer", + "signings", + "marginLeft", + "ently" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Signing", + "Signing", + "whisper", + "educativo", + "release", + "signing", + "aad", + "signings", + "tempi", + "Whisper", + "something", + "April", + "alignItems", + "aise", + "enero", + "mols", + "aset", + "acque", + "Signed", + "whis", + "awsze" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "squre", + "kvadr", + "panorama", + "er", + "compassion", + "rest", + "sintered", + "Resin", + "txn", + "Siva", + "odymium", + "wC", + "classrooms", + "proporcion", + "endregion", + "DCs", + "Lawn", + "itsa", + "slik", + "asegurarse", + "dew", + "diatom", + "Parkland", + "aced" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Civilization", + "aches", + "debugger", + "Constitution", + "Cren", + "getDefault", + "Codes", + "arthritis", + "ail", + "NotNull", + "antibiotic", + "hale", + "antibiotics", + "addObject", + "bane", + "Negative", + "otrop", + "setActive", + "Cultures", + "Krebs", + "Zet", + "Tape" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "daniel", + "restricting", + "nCenters", + "atibus", + "qc", + "jp", + "Napa", + "Singular", + "resolute", + "Qaraldi", + "amts", + "celtic", + "inz", + "umers", + "axter", + "Sankt", + "nath", + "Joao", + "Apna", + "Nicholas", + "wonders", + "nordic" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mason", + "Chrys", + "Ums", + "Cardinals", + "Eps", + "jaye", + "Bedroom", + "ruptedException", + "Eminem", + "signifikan", + "nesium", + "Kristall", + "Pleas", + "microorgan", + "myl", + "allclasses", + "Masukkan", + "unlike", + "Resin", + "Chiron" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "RELEASE", + "release", + "haya", + "gh", + "leasing", + "tha", + "FAF", + "enl", + "mathbb", + "Release", + "mno", + "Fruit", + "ukai", + "Haskell", + "hl", + "getragen", + "numpy", + "algo", + "esto", + "tho", + "Psych", + "supermerc", + "lycer", + "Released", + "bli", + "prive" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "compassion", + "released", + "ve", + "bly", + "s", + "energii", + "release", + "synes", + "prises", + "ypress", + "dig", + "signed", + "Releases", + "impulso", + "dere", + "google", + "kipun" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "j", + "ve", + "dere", + "releases", + "release", + "r", + "ja", + "si", + "ors", + "energi", + "ments", + "s", + "oss", + "adanya", + "ke", + "pertin", + "direccion", + "sida", + "iber", + "issant", + "f", + "Siren", + "el", + "Release", + "Release", + "energii" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "gehend", + "en", + "night", + "shore", + "heartedly", + "haf", + "voila", + "haja", + "ured", + "rog", + "ujos", + "urably", + "manner", + "amos", + "selves", + "eniendo", + "perfect", + "schein" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "voila", + "Moreover", + "Furthermore", + "fato", + "furthermore", + "examples", + "mason", + "ardin", + "med", + "Kalau", + "esimerkiksi", + "certainly", + "differenza", + "soften", + "digamos", + "beispielsweise", + "gehend", + "certeza", + "heartedly", + "folds" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "voila", + "digamos", + "med", + "esimerkiksi", + "examples", + "exemplo", + "furthermore", + "s", + "dif", + "mason", + "folds", + "certainly", + "fato", + "t", + "comienzo", + "celles", + "enorm", + "soften", + "Kalau", + "sage", + "beispielsweise" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "voila", + "selves", + "xr", + "digamos", + "tyle", + "decadent", + "primes", + "sage", + "virt", + "notion", + "sheep", + "gehend", + "ding", + "artific", + "insc", + "vehement", + "scape", + "cuidado", + "sage", + "Etc", + "ended", + "exemplo", + "questa" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "xr", + "Etc", + "voila", + "goddess", + "sheep", + "examples", + "ed", + "Helvetica", + "mah", + "assertions", + "minecraft", + "sensibility", + "haja", + "imperative", + "experimentation", + "Pdf", + "ulnerable", + "engi", + "eser" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "xr", + "pvc", + "nnnn", + "Xr", + "sporadic", + "Pdf", + "Societe", + "metaphys", + "defensive", + "cosmetics", + "sheep", + "cryst", + "goddess", + "orphous", + "gothic", + "catar", + "horrend", + "therapeutics", + "Examination", + "rrrr", + "metaphysical", + "geometric", + "Transforms", + "engi", + "fortitude", + "grotesque", + "MgO" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "psychic", + "defensive", + "typescript", + "hibernate", + "gothic", + "metaphysical", + "cryptic", + "metaphys", + "endocrine", + "Tetrahedron", + "decorative", + "orphous", + "gemstones", + "hexadecimal", + "MYSQL", + "Diffraction", + "extensive", + "ornamental", + "greasy", + "geotechnical", + "metallurgy", + "geometric", + "intensive", + "geek", + "hypogly", + "waterproof" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "pvc", + "sebum", + "hibernate", + "Tetrahedron", + "geometric", + "mucous", + "Molecules", + "postulated", + "diffract", + "gravid", + "ochemical", + "theor", + "biochemical", + "gemstones", + "psyche", + "nonatomic", + "aneous", + "thermodynamic", + "metaphys", + "minecraft", + "undesired", + "necrotic", + "undesirable", + "syntactic", + "Societe", + "kinetic", + "amassed", + "entsteht", + "Diffraction", + "AAAAAAAA", + "molecules", + "definite" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "roso", + "pvc", + "invariable", + "unspecified", + "senyawa", + "undefined", + "undesirable", + "sebum", + "jellem", + "mut", + "Mason", + "PVC", + "PVC", + "SEL", + "roon", + "foresaid", + "postulated", + "PvP", + "resultante", + "imparts", + "ochemical", + "permeates", + "definite", + "syntactic", + "intric", + "tred", + "vertebrate", + "entsprechende", + "eman" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "invariable", + "multilayer", + "semif", + "unsaturated", + "postulated", + "mucous", + "ochemical", + "undesirable", + "unsaturated", + "multifaceted", + "undefined", + "masonry", + "multipurpose", + "Mannschaften", + "laminated", + "polymeric", + "ManyToMany", + "layered", + "multipart", + "polycrystalline", + "variegated", + "therapeutic", + "appreciable", + "multivalued", + "conglomerate", + "anhydrous", + "partite", + "quartzite", + "octahedral", + "metastable", + "multilevel" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Minerals", + "mucous", + "semif", + "Mater", + "unsaturated", + "Chrys", + "tessel", + "quartzite", + "PVP", + "LAYER", + "Makeup", + "multilayer", + "therapeut", + "remarked", + "ovalent", + "masonry", + "postulated", + "lengthwise", + "wrought", + "metaphys", + "seminary", + "ochemical", + "olecular", + "morn", + "polycrystalline", + "Makeup", + "layered", + "Layer" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "multilayer", + "layer", + "Layer", + "layered", + "layer", + "layered", + "Layers", + "Layer", + "layers", + "replicated", + "LAYER", + "Minerals", + "mucous", + "Mater", + "outer", + "mulberry", + "colLast", + "mater", + "nanoparticles", + "camada", + "layers", + "ilayer", + "multiplayer", + "wrought", + "multi", + "mapper", + "ply", + "sacer" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "multilayer", + "multilayer", + "layer", + "layered", + "layered", + "layers", + "multi", + "layer", + "mult", + "Layer", + "multil", + "layers", + "Mult", + "Mult", + "Layers", + "ilayer", + "mult", + "multilateral", + "LAYER", + "Layers", + "multit", + "mul", + "multipart", + "layering", + "mul", + "Layer" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "multilayer", + "multilayer", + "layer", + "layered", + "Layer", + "layered", + "layer", + "LAYER", + "layers", + "ilayer", + "layering", + "layers", + "Layers", + "ayer", + "ophyll", + "Layer", + "ayers", + "Layers", + "mult", + "ulay", + "Tayler", + "ular", + "multipart", + "interlayer", + "oxy", + "laminated", + "multilateral" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "mult", + "multilayer", + "Mult", + "multilayer", + "multil", + "Mult", + "multilateral", + "multit", + "mult", + "MUL", + "MULT", + "MULT", + "Multipart", + "Mul", + "multiply", + "Multiply", + "mul", + "multiply", + "multipart", + "Mul", + "multi", + "multist", + "multivalued", + "multip" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "surface", + "oxide", + "products", + "product", + "user", + "This", + "Note", + "You", + "missed", + "oxygen", + "These", + "Bond", + "I", + "In", + "products", + "ML", + "Oxygen", + "time", + "use", + "My", + "short", + "However", + "work", + "requirements", + "example", + "Products", + "system", + "Note", + "Phase", + "gas", + "attention", + "oxides" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 132520, + 217361, + 242123, + 176170, + 43932, + 103698, + 165953, + 51568, + 217059, + 163105, + 46853, + 58621, + 73014, + 50872, + 21715, + 23032, + 23852, + 2979, + 3571, + 12328, + 28926, + 44234, + 24108, + 30224, + 24990, + 970 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 173566, + 137088, + 200264, + 150524, + 55799, + 119593, + 184459, + 59388, + 214987, + 199248, + 18069, + 62221, + 78063, + 41550, + 44264, + 41771, + 30153, + 7833, + 5494, + 837, + 75, + 759, + 281, + 928, + 3223, + 3 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 154639, + 102013, + 48182, + 169692, + 98225, + 171195, + 183780, + 58162, + 63789, + 48243, + 69319, + 43425, + 33088, + 25271, + 12577, + 18909, + 53338, + 26471, + 4421, + 6300, + 25298, + 18232, + 49128, + 23385, + 64398, + 5470 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 243152, + 239537, + 244984, + 224781, + 197404, + 19318, + 8194, + 7989, + 1015, + 819, + 1943, + 8144, + 14204, + 17315 + ] + }, + { + "label": "oxide", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 129648, + 74889, + 93116, + 148018, + 84823, + 37165, + 22101, + 14748, + 716, + 240, + 47, + 126, + 163, + 606 + ] + }, + { + "label": "scale", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 33317, + 16901, + 22117, + 62061, + 128095, + 90558, + 51604, + 1631, + 3610, + 2210, + 5677, + 8830, + 26927, + 46342 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "namely", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "pvc", + "score": 3.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "WndProc", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cations", + "output_checked": true + }, + { + "concept": "whats", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "passengers", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "components", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "component", + "output_checked": true + }, + { + "concept": "gases", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "Etc", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "voila", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "EFL", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "facing", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "editText", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "mucous", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "psychic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ajax", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "consisting", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "sulphate", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "anions", + "output_checked": true + }, + { + "concept": "EOUS", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "plethora", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "EDT", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "alcance", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "product", + "output_checked": true + }, + { + "concept": "iodide", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Passengers", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "sump", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "dew", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "Miscellaneous", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "parts", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "component", + "output_checked": true + }, + { + "concept": "oxides", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "atoms", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "oxide", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "Eps", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "cations", + "output_checked": true + }, + { + "concept": "dynamically", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "MYSQL", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "replace", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "olefin", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "thereof", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "typically", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "anions", + "output_checked": true + }, + { + "concept": "invariable", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Minerals", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "chamber", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "slik", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "Bes", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "cations", + "output_checked": true + }, + { + "concept": "economica", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "virtual", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "Blues", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "StringSet", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "Zou", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "predisposition", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "cations", + "output_checked": true + }, + { + "concept": "azide", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "lon", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "havoc", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "brazil", + "score": 1.0, + "best_rank": 5, + "best_depth": 59.6, + "near_token": "component", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 5, + "best_depth": 76.6, + "near_token": "surface", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "th", + "wh", + "row", + "ng", + "gh", + "ar", + "ne", + "ook", + "yst", + "inter", + "anc", + "ey", + "und", + "tr", + "pect", + "red", + "ray", + "ser", + "roup", + "min", + "ts", + "ces", + "rol", + "equ", + "self", + "years", + "be" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "is", + "comp", + "ner", + "assert", + "rence", + "umeric", + "kepada", + "stems", + "perk", + "haute", + "flows", + "spar", + "aquele", + "menes", + "airs", + "azam", + "samp", + "uq", + "pitted", + "conflicted", + "sman" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "j", + "ust", + "ib", + "ge", + "one", + "erv", + "te", + "ound", + "ON", + "ict", + "ible", + "pol", + "uc", + "uring", + "raph", + "ext", + "ke", + "ij", + "eb", + "som", + "arn", + "mark", + "mathb", + "da", + "fin", + "essage", + "consider", + "vol" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "al", + "ou", + "im", + "st", + "if", + "th", + "est", + "wh", + "ain", + "su", + "j", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "ile", + "du", + "ge", + "ber", + "row", + "St", + "pr", + "mathrm", + "sa", + "de" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "m", + "de", + "qu", + "ra", + "pro", + "ity", + "The", + "le", + "ha", + "from", + "ad", + "which", + "com", + "i", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "who", + "ric", + "my", + "rib", + "oint" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "an", + "it", + "is", + "ar", + "le", + "ing", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "de", + "qu", + "ir", + "ly", + "ra", + "un", + "ere", + "com", + "pe", + "end", + "ill", + "ath", + "ex" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "res", + "D", + "ort" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ring", + "ar", + "sp", + "ah", + "ric", + "rel", + "tern", + "mo", + "cur", + "mi", + "of", + "aw" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "of", + "sehen", + "bringen", + "n", + "perfectly", + "eat", + "begitu", + "liaison", + "kaya", + "sof", + "glow", + "wunder", + "Ils", + "Publicity", + "second", + "photograph", + "they" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "s", + "technically", + "superstar", + "liaison", + "remember", + "bringen", + "wunder", + "ampio", + "Publicity", + "e", + "depart", + "perfectly", + "officially", + "grandfather", + "aal", + "multitude", + "aat", + "eat", + "imitation", + "EG", + "begitu" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "substantial", + "fielder", + "Verenigde", + "immense", + "Publicity", + "e", + "behalf", + "somebody", + "superstar", + "demise", + "tentative", + "tog", + "reliance", + "fourteenth", + "commonly", + "ameri", + "expert", + "officially", + "substantially", + "tremendous", + "organization" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "tog", + "ET", + "immense", + "demise", + "tremendous", + "substantial", + "damn", + "kowy", + "appro", + "Tog", + "pochi", + "asesin", + "ameri", + "Verenigde", + "fielder", + "PA", + "Looking", + "mutually", + "ampio", + "declining", + "glorious", + "ischen", + "profoundly", + "decreasing", + "nur", + "JT" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "immense", + "tremendous", + "Tog", + "readily", + "Considerable", + "asesin", + "pochi", + "kowy", + "damn", + "ET", + "demise", + "accepted", + "declining", + "bunun", + "ampio", + "autre", + "avrebbe", + "substantial", + "glorious", + "gigantic", + "profoundly", + "slight" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "vergang", + "dieser", + "or", + "tumultuous", + "another", + "ameri", + "immense", + "associazione", + "tremendous", + "bunun", + "tentative", + "profoundly", + "accepted", + "stanno", + "diesen", + "cooking", + "contending", + "merkezi", + "despicable", + "destes", + "substantial", + "tersebut" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "termed", + "mediated", + "formed", + "resulting", + "suatu", + "reminiscent", + "whereby", + "or", + "solcher", + "of", + "created", + "arising", + "such", + "analogous", + "vergang", + "semblable", + "detrimental", + "cohesive", + "insulting", + "but", + "similar", + "devoid" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "formed", + "resulting", + "or", + "undesirable", + "exceedingly", + "cohesive", + "structures", + "characterized", + "composed", + "described", + "ed", + "structure", + "resulted", + "forming", + "solidified", + "arising", + "suatu", + "homogenous", + "a", + "engender", + "transitory", + "characteristic", + "devoid", + "undesired", + "characteristics", + "resultant" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "cohesive", + "solidified", + "comprising", + "undesirable", + "composed", + "characteristic", + "inherently", + "predefined", + "interrelated", + "homogenous", + "undesired", + "coupled", + "resulting", + "structured", + "resultant", + "devoid", + "overarching", + "multifaceted", + "structure", + "thick", + "consisting", + "structures", + "swelling", + "formation", + "encompassing", + "convoluted", + "transitory", + "coating", + "localized", + "evolving" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "S", + "comprising", + "cohesive", + "composed", + "s", + "structured", + "highly", + "ed", + "a", + "various", + "complex", + "formation", + "consisting", + "coupled", + "multifaceted", + "numerous", + "predominantly", + "encompassing", + "interconnected", + "defined", + "widespread", + "including", + "formed", + "focused", + "massive", + "embracing", + "devoid", + "solid", + "basic", + "extensive", + "resilient", + "abundant" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "multifaceted", + "complex", + "cohesive", + "interconnected", + "multilayer", + "highly", + "layered", + "formation", + "multi", + "multifunctional", + "structured", + "layers", + "layer", + "overarching", + "including", + "coupled", + "widespread", + "formed", + "diverse", + "structure", + "resultant", + "a", + "interrelated", + "solidified", + "structures", + "collective", + "homogenous", + "interwoven", + "second", + "surface", + "resulting" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "multilayer", + "multi", + "layered", + "multifaceted", + "multist", + "multifunctional", + "multic", + "multiplayer", + "complex", + "layer", + "single", + "monolayer", + "mult", + "Layer", + "layers", + "structured", + "multis", + "multip", + "multimodal", + "multitasking", + "stratified", + "webpage", + "multiuser", + "multil", + "stepwise", + "Multi", + "layered", + "a", + "multiple", + "multipart", + "countless" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "multilayer", + "multi", + "layered", + "mineral", + "multiplayer", + "minerals", + "Minerals", + "monolayer", + "multic", + "Mineral", + "multifunctional", + "th", + "multifaceted", + "multist", + "multip", + "Multi", + "layered", + "monolithic", + "surface", + "Metal", + "metal", + "Layer", + "mult", + "Mineral", + "crystal", + "macrom", + "layer" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "multilayer", + "layer", + "layered", + "multi", + "monolayer", + "multiplayer", + "layers", + "layer", + "layered", + "Layer", + "surface", + "minerals", + "surface", + "multil", + "multip", + "Multi", + "layers", + "Minerals", + "multilayer", + "mineral", + "surfaces", + "multist", + "multic", + "multifunctional", + "mult", + "Layer", + "m" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "multilayer", + "mult", + "multi", + "Mult", + "multil", + "mult", + "multic", + "multilayer", + "Mult", + "layered", + "multip", + "multilateral", + "multist", + "layer", + "layers", + "mul", + "multif", + "multi", + "Multi", + "layers", + "multifaceted", + "layered", + "multiplayer" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "multilayer", + "multilayer", + "layered", + "multil", + "ilayer", + "layer", + "Layer", + "layered", + "mult", + "multi", + "layers", + "multilateral", + "layer", + "layers", + "Mult", + "layering", + "lapisan", + "multiplayer", + "multip", + "multic", + "mult", + "mul", + "Layer", + "monolayer", + "LAYER" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "mult", + "multil", + "Mult", + "multilayer", + "Mult", + "multilayer", + "mult", + "MULT", + "Mul", + "MUL", + "mul", + "multilateral", + "multi", + "multip", + "MULT", + "multip", + "multi", + "Mul", + "MULTIP", + "multim", + "multit", + "multist", + "mul", + "multic" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "surface", + "oxide", + "products", + "product", + "user", + "This", + "Note", + "You", + "missed", + "oxygen", + "These", + "Bond", + "I", + "In", + "products", + "ML", + "Oxygen", + "time", + "use", + "My", + "short", + "However", + "work", + "requirements", + "example", + "Products", + "system", + "Note", + "Phase", + "gas", + "attention", + "oxides" + ] + } + ], + "logit_surprising": [ + { + "concept": "slight", + "score": 12.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "to", + "output_checked": true + }, + { + "concept": "components", + "score": 10.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "component", + "output_checked": true + }, + { + "concept": "readily", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "various", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "substantial", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "cations", + "output_checked": true + }, + { + "concept": "passengers", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "Looking", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "product", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "anhyd", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "resultant", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "fumes", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "excessively", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "detrimental", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "product", + "output_checked": true + }, + { + "concept": "provide", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "elements", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "exposure", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "atoms", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "contains", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "serangan", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "Will", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "amidst", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "component", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "been", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "indicative", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "product", + "output_checked": true + }, + { + "concept": "somebody", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "rebuke", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "hydrocarbon", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "concomitant", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "necesarios", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "but", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "functionalities", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "formed", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "temperature", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "become", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "comprised", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "homogenous", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "product", + "output_checked": true + }, + { + "concept": "potentially", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "collectionView", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "cohesive", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "external", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "extensive", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "subjected", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "mainly", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "cations", + "output_checked": true + }, + { + "concept": "hazardous", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "adept", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "product", + "output_checked": true + }, + { + "concept": "gases", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "obscure", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "corrosive", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "vehement", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "anions", + "output_checked": true + }, + { + "concept": "lorf", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "anions", + "output_checked": true + }, + { + "concept": "baffling", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "abundant", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "coupled", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "anions", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "multifaceted", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "layers", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "oxides", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "pero", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "A", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-05__grid.png", + "stream": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-05__stream.png", + "trajectory": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-05__trajectory.png", + "emergence": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-05__emergence.png", + "heatmap": "figures/gemma4-12b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-05__heatmap.png" + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-12b-it-key-concept-traces-v1-seed0.json b/jlens_materials/runs/gemma4-12b-it-key-concept-traces-v1-seed0.json new file mode 100644 index 0000000000000000000000000000000000000000..0199a06081f4c2aa39dd66f9a423481a8afe5588 --- /dev/null +++ b/jlens_materials/runs/gemma4-12b-it-key-concept-traces-v1-seed0.json @@ -0,0 +1,19256 @@ +{ + "format_version": 2, + "created_at": "2026-08-25T10:21:27.485989+00:00", + "model": "google/gemma-4-12B-it", + "model_identity": { + "requested_id": "google/gemma-4-12B-it", + "requested_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "model_class": "Gemma4UnifiedForConditionalGeneration", + "config_name_or_path": "google/gemma-4-12B-it", + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-12B-it", + "vocab_size": 262144, + "n_layers": 48, + "d_model": 3840, + "dtype": "bfloat16" + }, + "tag": "gemma4-12b-it-key-concept-traces-v1-seed0", + "n_layers": 48, + "d_model": 3840, + "lens_n_prompts": 1000, + "lens_provenance": { + "corpus": { + "dataset": "Salesforce/wikitext", + "kind": "huggingface", + "min_chars": 600, + "records": 1000, + "requested_records": 1000, + "revision": "b08601e04326c79dfdd32d625aee71d232d685c3", + "seed": 0, + "sha256": "a4b31b0673b21a932e33494c8471fb53577bd39b041f0799431c912876f5681e", + "split": "train", + "subset": "wikitext-103-raw-v1", + "text_field": "text", + "unique_records": 1000 + }, + "created_at": "2026-08-21T14:18:23.415141+00:00", + "dim_batch": 12, + "format_version": 1, + "hub": { + "path_in_repo": "gemma4-12b-it/paper/seed0.pt", + "repo_id": "lamm-mit/gemma4-jacobian-lenses", + "repo_type": "model", + "revision": "main", + "uploaded_at": "2026-08-23T10:35:08.696240+00:00" + }, + "model": { + "config_name_or_path": "google/gemma-4-12B-it", + "d_model": 3840, + "dtype": "bfloat16", + "model_class": "Gemma4UnifiedForConditionalGeneration", + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "n_layers": 48, + "requested_id": "google/gemma-4-12B-it", + "requested_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-12B-it", + "vocab_size": 262144 + }, + "paper_reference": "https://transformer-circuits.pub/2026/workspace/index.html", + "recipe": { + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers.", + "max_seq_len": 128, + "n_fit": 1000, + "name": "paper", + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "target_layer": -2 + }, + "source_layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45 + ], + "target_layer": 46, + "upstream_reference": "lamm-mit/jacobian-lens@581d398613e5602a5af361e1c34d3a92ea82ba8e" + }, + "methodology": { + "recipe": { + "name": "demo", + "n_fit": 12, + "max_seq_len": 64, + "target_layer": null, + "report_layer_count": null, + "skip_first": 16, + "strict_corpus": false, + "description": "Fast exploratory fit. Results from this profile are not a quantitative replication of the paper." + }, + "claims_level": "exploratory demo", + "paper_protocol_complete": false, + "strict_protocol": true, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 1, + "evaluation_max_seq_len": 128, + "generation_max_new_tokens": 1, + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "dtype": "bfloat16", + "layer_stride": 1, + "prompt_source": "prompts/materials-key-concept-traces-v1.json", + "swaps_enabled": false, + "swap_alpha": 1.0 + }, + "shapes": [ + "ASSOCIATION" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": { + "ASSOCIATION": { + "n_items": 6, + "minimum_required": 1, + "sufficient_sample": true, + "ks": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "jacobian_lens": { + "pass_at_k": [ + 0.08333333333333333, + 0.08333333333333333, + 0.08333333333333333, + 0.125, + 0.125, + 0.18055555555555555, + 0.18055555555555555 + ], + "auc_log_k": 0.12119128467705538, + "bootstrap_95": { + "1": { + "mean": 0.08333333333333333, + "low": 0.0, + "high": 0.25 + }, + "2": { + "mean": 0.08333333333333333, + "low": 0.0, + "high": 0.25 + }, + "5": { + "mean": 0.08333333333333333, + "low": 0.0, + "high": 0.25 + }, + "10": { + "mean": 0.125, + "low": 0.0, + "high": 0.2916666666666667 + }, + "20": { + "mean": 0.125, + "low": 0.0, + "high": 0.2916666666666667 + }, + "50": { + "mean": 0.18055555555555555, + "low": 0.041666666666666664, + "high": 0.3333333333333333 + }, + "100": { + "mean": 0.18055555555555555, + "low": 0.041666666666666664, + "high": 0.3333333333333333 + } + } + }, + "logit_lens": { + "pass_at_k": [ + 0.0, + 0.0, + 0.08333333333333333, + 0.125, + 0.125, + 0.18055555555555555, + 0.23611111111111108 + ], + "auc_log_k": 0.10453892350572178 + } + } + }, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 0, + "n_graded": 0, + "minimum_required": 1, + "sufficient_sample": false, + "protocol_success_rate": null, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [], + "prompts": [ + { + "slug": "paper-v2-assoc-notch-resistance-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to notch-driven failure 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "During a compact-tension test, substantial energy is dissipated near the notch tip before the specimen separates. The material tolerates larger defects than a comparison alloy.", + "prompt_tail": "-tension test, substantial energy is dissipated near the notch tip before the specimen separates. The material tolerates larger defects than a comparison alloy.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 17899, + "best_depth": 51.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 4473 + }, + { + "label": "crack", + "best_rank": 1152, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 3679 + }, + { + "label": "fracture", + "best_rank": 12409, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 870 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "supernatural", + "ily", + "bou", + "orna", + "Supernatural", + "Jang", + "jor", + "Gui", + "Noor", + "Abr", + "Lorraine", + "oport", + "oji", + "Supreme", + "plong", + "olong", + "aboo", + "Brix", + "Anspr" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ily", + "felter", + "luch", + "aboo", + "Abr", + "mem", + "GSM", + "zym", + "oji", + "Gui", + "cim", + "tray", + "ht", + "ORN", + "argmax", + "Baylor", + "Arora", + "lak", + "orna", + "GSM" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "pewno", + "nvidia", + "Hd", + "nikk", + "WHAT", + "rewrite", + "XXV", + "lias", + "breath", + "melt", + "izawa", + "chrysanthemum", + "commen" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Hd", + "pewno", + "Za", + "XXV", + "rewrite", + "nascita", + "embossing", + "haman", + "breath", + "Indeed", + "Donation", + "chrysanthemum", + "izawa" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Christi", + "nvidia", + "odes", + "Vann", + "homework", + "mining", + "Context", + "normalization", + "Fir", + "atque", + "nin", + "Zagreb", + "Venez", + "moz", + "xj", + "AKI" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "rewrite", + "Birthday", + "nvidia", + "NORMAL", + "pewno", + "pencil", + "Chrys", + "zeichnis", + "nextNode", + "chrysanthemum", + "FILL", + "Donation", + "zeko", + "akkhan", + "Lives" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "pewno", + "Kristall", + "Chrys", + "sampel", + "Birthday", + "Saldo", + "mas", + "chrysanthemum", + "Ink", + "saa", + "Sadd", + "Saudi", + "rangea", + "XXV", + "pencil", + "MEMBER", + "Lazada", + "Lens", + "worsen", + "Hd", + "physiology", + "creativity", + "Za" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "WORTH", + "handful", + "haya", + "WHIT", + "TECHNICAL", + "Lives", + "berth", + "WHIT", + "COR", + "registro", + "nutric", + "hetero", + "ForEach", + "wah", + "technical", + "escal", + "haf", + "TECHNICAL", + "seguinte", + "Official", + "genesis", + "Nickname", + "VARIABLES" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "t", + "creases", + "energetic", + "softness", + "slik", + "cephal", + "Hd", + "exuber", + "sene", + "sav", + "singularity", + "Hil", + "supuesto", + "singularities", + "philosophies", + "Kristall", + "compassion", + "genu", + "vc", + "sufferings", + "softening", + "soften" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "ebel", + "dir", + "sellers", + "gehend", + "dac", + "est", + "ve", + "philosophies", + "creases", + "med", + "enorm", + "sensation", + "eur", + "uette", + "natural", + "skept", + "exuber", + "kwamba", + "de", + "urie", + "uelles", + "slik" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "med", + "theater", + "rog", + "s", + "en", + "behavior", + "night", + "shore", + "ujos", + "iven", + "manner", + "uable", + "tyle", + "Moreover", + "izability", + "eness", + "heartedly", + "amos", + "gehend", + "asa", + "riqueza", + "ver", + "issait", + "uette", + "haf" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "esimerkiksi", + "beispielsweise", + "examples", + "certainly", + "Moreover", + "certeza", + "differenza", + "med", + "Furthermore", + "mason", + "moreover", + "furthermore", + "soften", + "digamos", + "enorm", + "urious", + "sur", + "philosophies", + "folds", + "misalnya", + "asegurarse", + "t", + "natural", + "ve" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "esimerkiksi", + "examples", + "beispielsweise", + "digamos", + "enorm", + "certainly", + "t", + "moreover", + "sur", + "furthermore", + "slik", + "med", + "folds", + "certeza", + "misalnya", + "asegurarse", + "exemplo", + "mason", + "differenza", + "dif", + "ve", + "urious", + "philosophies", + "rekom", + "Moreover" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "ulnerable", + "differenza", + "digamos", + "zeug", + "exemplo", + "tyle", + "imperative", + "particular", + "Veamos", + "Moreover", + "sensibility", + "night", + "riqueza", + "vulner", + "politik", + "credo", + "argumento", + "examples", + "certeza" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sensibility", + "politik", + "argumento", + "massive", + "differenza", + "ulnerable", + "mah", + "virtue", + "ium", + "imperative", + "zeug", + "sensibilidad", + "vehement", + "night", + "sheep", + "hypothetical", + "philosophy", + "filosofia", + "liability", + "Veamos", + "quanto" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "ODM", + "XK", + "xr", + "sensibility", + "teh", + "eur", + "nnnn", + "abo", + "mah", + "bole", + "virtue", + "dud", + "dismal", + "Xr", + "argumento", + "rrrr", + "intensive", + "remarked", + "defens", + "Bremen", + "competir" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "additive", + "thoughtful", + "slower", + "WRITE", + "testers", + "XK", + "leaner", + "obtuse", + "datasource", + "intensive", + "krypt", + "obnoxious", + "Notas", + "cryptic", + "a", + "wasteful" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "unnamed", + "softer", + "Notas", + "competitor", + "remarked", + "denser", + "Comparison", + "contrasted", + "comparison", + "Compare", + "disparity", + "Comparisons", + "hypothetical", + "snowboard", + "dibanding", + "femur", + "aptitude", + "complacent", + "riterien", + "harsher", + "comparative", + "hypothesized", + "likened", + "flounder" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "comparable", + "Comparison", + "comparison", + "Comparable", + "comparison", + "competitor", + "counterpart", + "Vergleich", + "compar", + "Comparison", + "vergleich", + "Compar", + "Comparable", + "Comparisons", + "contrasted", + "compare", + "Compare", + "counterparts", + "Comparator", + "comparar", + "comparability", + "comparaison", + "comparator", + "determinada", + "likened", + "COMPAR", + "rival", + "comparisons", + "disparity" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "comparison", + "Comparison", + "comparison", + "Comparison", + "Vergleich", + "COMPAR", + "comparable", + "Compare", + "Comparisons", + "comparaison", + "compare", + "Compar", + "comparative", + "Comparable", + "comparisons", + "comparar", + "COMPAR", + "Compar", + "Compare", + "Comparative", + "Comparative", + "compar", + "comparing", + "Benchmark", + "comparator", + "compared" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "comparison", + "Comparison", + "Comparison", + "comparison", + "COMPAR", + "Vergleich", + "Compare", + "Comparative", + "comparaison", + "compara", + "Compare", + "Comparisons", + "COMPAR", + "Compar", + "Reference", + "comparative", + "reference", + "compare", + "rival", + "comparable", + "comparator", + "Comparator", + "carbide", + "Contrast", + "Compar" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "comparison", + "Comparison", + "Comparison", + "comparison", + "Compare", + "COMPAR", + "compare", + "Vergleich", + "Comparisons", + "Compar", + "compara", + "comparator", + "COMPAR", + "Compare", + "comparar", + "Compar", + "comparaison", + "comparisons", + "Contrast", + "Comparable", + "compare", + "comparative", + "comparable", + "rival", + "Comparative", + "COMPARE", + "contrast" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "compar", + "comparison", + "compare", + "Compar", + "comparing", + "Compar", + "compare", + "comparative", + "comparisons", + "compar", + "Comparison", + "Compare", + "Compare", + "Comparison", + "comparison", + "Vergleich", + "comparar", + "Comparisons", + "COMPAR", + "COMPAR", + "comparaison", + "compared", + "compares", + "Comparative", + "compara" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "comparison", + "Comparison", + "Comparison", + "comparison", + "Vergleich", + "COMPAR", + "COMPAR", + "comparaison", + "compar", + "compare", + "Compar", + "comparative", + "comparisons", + "Comparisons", + "Compar", + "comparing", + "Compare", + "comparar", + "compar", + "Compare", + "compare", + "compares", + "Comparative", + "comparator" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "comparison", + "Comparison", + "comparison", + "Comparison", + "Vergleich", + "COMPAR", + "comparaison", + "COMPAR", + "comparar", + "comparisons", + "Comparing", + "Compar", + "Compare", + "Comparisons", + "Compare", + "compare", + "Compar", + "compar", + "comparing", + "comparing", + "compara", + "comparative" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "They", + "It", + "Comparison", + "You", + "This", + "We", + "However", + "For", + "Alloy", + "Thus", + "but", + "Let", + "No", + "I", + "Because", + "What", + "These", + "Since", + "Each", + "Using", + "Por", + "Usually", + "In", + "The", + "A", + "All", + "More", + "Why", + "Both", + "Unlike", + "Although", + "Typically" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 82937, + 170260, + 183005, + 188562, + 7918, + 140563, + 54975, + 135233, + 33199, + 32060, + 28808, + 18954, + 20534, + 17900, + 23974, + 44723, + 113812, + 82572, + 87143, + 91425, + 71531, + 77389, + 53390, + 20351, + 9362, + 3573 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 28436, + 47159, + 197009, + 204234, + 130305, + 153548, + 196499, + 15837, + 97526, + 63201, + 44482, + 69968, + 73437, + 63470, + 108668, + 99590, + 124658, + 12035, + 1153, + 9573, + 16077, + 2551, + 3505, + 1551, + 37675, + 677 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 181817, + 197309, + 118134, + 103424, + 56569, + 100278, + 39039, + 105323, + 30480, + 30638, + 42601, + 29077, + 37107, + 16822, + 48195, + 58867, + 140011, + 15974, + 26288, + 32746, + 34036, + 18707, + 16290, + 12410, + 43794, + 14140 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 150198, + 134914, + 90168, + 71530, + 35870, + 6088, + 5448, + 7780, + 4474, + 6959, + 14508, + 19680, + 49492, + 25625 + ] + }, + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 6061, + 13575, + 13886, + 8759, + 93801, + 77220, + 14649, + 11589, + 4474, + 6130, + 4170, + 5537, + 12701, + 3680 + ] + }, + { + "label": "fracture", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 46756, + 30965, + 31812, + 42480, + 50460, + 50789, + 5773, + 4766, + 1980, + 5024, + 3350, + 871, + 17732, + 8330 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "dissipation", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "dissipated", + "output_checked": true + }, + { + "concept": "Fracture", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "fracture", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "testers", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Compression", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "separation", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "determinados", + "score": 3.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "LEVEL", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ODM", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "attempting", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "grunds", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "aporte", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "INI", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "vic", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "Sheep", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "compression", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Gewalt", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "esimerkiksi", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "amounts", + "score": 2.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "redux", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ates", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "During", + "output_checked": true + }, + { + "concept": "HPE", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Octopus", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "dissipated", + "output_checked": true + }, + { + "concept": "MainWindow", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "Ontology", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "dissipated", + "output_checked": true + }, + { + "concept": "XMFLOAT", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "magnitudes", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "describe", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Increment", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "bree", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Examin", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Moder", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "aftermath", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Chiropractic", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Ane", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "after", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "is", + "output_checked": true + }, + { + "concept": "seperate", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "eman", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "size", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "losses", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "near", + "output_checked": true + }, + { + "concept": "OOP", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "endure", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "enorm", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "slik", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "toler", + "output_checked": true + }, + { + "concept": "crux", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sensibility", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "woody", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "Gore", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "Lipschitz", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "toler", + "output_checked": true + }, + { + "concept": "minimax", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "unnamed", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "endot", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "toler", + "output_checked": true + }, + { + "concept": "comparable", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "immunocom", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "ruptura", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "compliments", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "toler", + "output_checked": true + }, + { + "concept": "Constantinople", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "Depois", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "coloro", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "is", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "th", + "row", + "gh", + "ar", + "ne", + "sa", + "yst", + "inter", + "pr", + "any", + "anc", + "tr", + "sh", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "ces", + "rol", + "self", + "years", + "be", + "son", + "ized", + "span" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "esh", + "pais", + "flows", + "aquele", + "ger", + "sat", + "pitted", + "echolog", + "sons", + "assert", + "yah", + "voyages", + "tower", + "suff", + "nyt", + "curtail", + "opie", + "jangka" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "ic", + "am", + "ot", + "se", + "y", + "th", + "oc", + "ment", + "iz", + "ru", + "lo", + "sp", + "oy", + "const", + "red", + "includ", + "thing", + "kan", + "Med", + "lar", + "alt", + "suggest", + "ky", + "lied", + "assert", + "ald", + "oring" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "le", + "m", + "ing", + "ic", + "ion", + "im", + "g", + "u", + "se", + "ation", + "ch", + "th", + "us", + "ht", + "and", + "ere", + "com", + "ess", + "pe", + "ain", + "j", + "le", + "pl", + "ame", + "iz", + "ure", + "ies", + "cl", + "able" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "ve", + "ch", + "pe", + "pl", + "ha", + "ad", + "ign", + "your", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "ize", + "we", + "ystem", + "ays", + "est", + "wo", + "who", + "import", + "es", + "pos", + "what", + "fr", + "bet", + "This" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "id", + "ur", + "ve", + "ay", + "ir", + "ver", + "ere", + "end", + "ill", + "ex", + "art", + "ang", + "ive", + "all", + "ard", + "ik", + "pl", + "ge", + "ph", + "ong", + "one", + "ence", + "au", + "ont", + "lo" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "id", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "ord", + "ar", + "pr", + "elf", + "sp", + "ah", + "to", + "rel", + "tern", + "mo", + "cur" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "they", + "n", + "ers", + "of", + "selection", + "novembre", + "eat", + "liaison", + "eux", + "wunder", + "cik", + "bereit", + "e", + "aient", + "dage", + "heer", + "erweise", + "aw", + "son" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "e", + "reput", + "aal", + "youtu", + "eux", + "ameri", + "Publicity", + "s", + "rel", + "perfectly", + "ei", + "selection", + "martial", + "eat", + "EG", + "liaison", + "remember", + "sof" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "fielder", + "substantial", + "demise", + "ameri", + "e", + "slash", + "facilmente", + "Tog", + "commonly", + "easily", + "lsulfanyl", + "any", + "substantially", + "comfy", + "reliance", + "serangan", + "Publicity", + "Looking" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "tog", + "ameri", + "demise", + "Tog", + "comfy", + "Looking", + "fielder", + "slash", + "slight", + "merely", + "damn", + "nur", + "Iy", + "er", + "ET", + "PA", + "hindrance", + "kowy", + "whopping", + "appro" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "readily", + "tog", + "damn", + "demise", + "Tog", + "fielder", + "slight", + "slash", + "considerably", + "comfy", + "ameri", + "hindrance", + "kowy", + "asesin", + "Iy", + "ET", + "markedly", + "lichkeit" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "markedly", + "readily", + "ameri", + "merely", + "considerably", + "reverting", + "vehement", + "demise", + "substantially", + "damn", + "criticized", + "currently", + "pretende", + "Iy", + "conceivably", + "commonly", + "despicable", + "respective", + "blatantly", + "preclude", + "hindering", + "ujar", + "appreciably", + "slimmer", + "conceding" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "markedly", + "considerably", + "championed", + "soared", + "worsened", + "vehement", + "However", + "comparable", + "criticized", + "similar", + "behavi", + "similar", + "arrog", + "speculated", + "substantially", + "profoundly", + "touted", + "surpasses", + "surpassing" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "markedly", + "comparable", + "similar", + "significantly", + "considerably", + "compared", + "comparatively", + "Similar", + "similar", + "surpassing", + "substantially", + "lessened", + "Significantly", + "appreciably", + "similarly", + "comparison", + "surpasses", + "Comparison", + "drastically" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "comparable", + "markedly", + "comparatively", + "significantly", + "lessened", + "compared", + "comparison", + "comparative", + "weaker", + "similar", + "considerably", + "comparator", + "surpassing", + "consistently", + "slower", + "Comparable", + "surpasses", + "smaller", + "substantially", + "quicker", + "stronger", + "similarly", + "Significantly", + "decreased", + "possessing", + "Comparative", + "dissimilar", + "allowing", + "Compared" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "comparable", + "similar", + "comparison", + "compared", + "comparative", + "comparatively", + "different", + "smaller", + "other", + "highly", + "benchmark", + "neighboring", + "stronger", + "tested", + "similarly", + "weaker", + "markedly", + "identified", + "another", + "equivalent", + "more", + "significantly", + "vastly", + "higher", + "identical", + "Compar", + "differing", + "comparator", + "certain", + "specified", + "strongly", + "contrasting" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "comparison", + "comparable", + "compared", + "comparative", + "benchmark", + "comparatively", + "compar", + "Comparison", + "counterpart", + "comparisons", + "counterparts", + "comparator", + "similar", + "neighboring", + "another", + "comparing", + "comparison", + "second", + "compare", + "contrasting", + "comparar", + "smaller", + "similarly", + "compares", + "Comparison", + "contrast", + "Compar", + "Comparable", + "rival" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "comparison", + "comparison", + "comparative", + "compared", + "comparable", + "reference", + "comparator", + "compar", + "Comparison", + "benchmark", + "Vergleich", + "comparisons", + "Comparison", + "compare", + "compar", + "vergleich", + "COMPAR", + "compared", + "comparing", + "Reference", + "Compare", + "Compared" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "comparison", + "reference", + "comparator", + "comparative", + "benchmark", + "Reference", + "comparable", + "Comparison", + "comparison", + "Vergleich", + "compared", + "reference", + "vergleich", + "compare", + "comparisons", + "Comparison", + "COMPAR", + "compar", + "Benchmark", + "Reference", + "benchmark", + "COMPAR", + "compar", + "Compare" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "comparison", + "Comparison", + "comparator", + "comparative", + "comparison", + "COMPAR", + "Comparison", + "COMPAR", + "comparisons", + "Vergleich", + "compare", + "comparable", + "compar", + "Compare", + "Comparator", + "compared", + "Comparisons", + "comparar", + "compares", + "comparing", + "benchmark", + "Compar", + "compara", + "vergleich" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "compar", + "comparison", + "compare", + "comparing", + "comparative", + "comparisons", + "compar", + "Comparison", + "Comparison", + "comparison", + "Vergleich", + "COMPAR", + "COMPAR", + "comparaison", + "compared", + "Compar", + "Compar", + "compare", + "Compare", + "Compare", + "compares", + "compara", + "Comparing", + "comparer", + "Comparing" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "comparison", + "Comparison", + "Comparison", + "comparison", + "Vergleich", + "comparative", + "comparisons", + "COMPAR", + "COMPAR", + "comparaison", + "compar", + "compare", + "comparing", + "compar", + "comparar", + "Comparisons", + "Compar", + "Compar", + "compare", + "Compare", + "compares", + "comparator" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "comparison", + "comparison", + "Comparison", + "Comparison", + "Vergleich", + "COMPAR", + "COMPAR", + "comparaison", + "comparisons", + "compar", + "Comparisons", + "comparar", + "comparing", + "compar", + "Compar", + "comparing", + "Compar", + "Comparing", + "compare", + "comparative", + "comparator", + "Comparing" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "They", + "It", + "Comparison", + "You", + "This", + "We", + "However", + "For", + "Alloy", + "Thus", + "but", + "Let", + "No", + "I", + "Because", + "What", + "These", + "Since", + "Each", + "Using", + "Por", + "Usually", + "In", + "The", + "A", + "All", + "More", + "Why", + "Both", + "Unlike", + "Although", + "Typically" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 19.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "fracture", + "score": 11.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "considerably", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "after", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "impending", + "score": 6.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "near", + "output_checked": true + }, + { + "concept": "comparable", + "score": 5.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "reaching", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "separation", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "dissipation", + "score": 5.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "dissipated", + "output_checked": true + }, + { + "concept": "been", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "markedly", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "those", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "than", + "output_checked": true + }, + { + "concept": "compression", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "achieving", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "before", + "output_checked": true + }, + { + "concept": "sized", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "damn", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "impeding", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "near", + "output_checked": true + }, + { + "concept": "exerted", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "relatively", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ates", + "output_checked": true + }, + { + "concept": "results", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "tolerated", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "inherently", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "conducted", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "test", + "output_checked": true + }, + { + "concept": "approximately", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "dissipated", + "output_checked": true + }, + { + "concept": "tested", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "performed", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "test", + "output_checked": true + }, + { + "concept": "tree", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "administr", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "apex", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "tip", + "output_checked": true + }, + { + "concept": "notches", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Lorem", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "convincing", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "test", + "output_checked": true + }, + { + "concept": "excl", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "uncontroll", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "sudden", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "material", + "output_checked": true + }, + { + "concept": "appealing", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "tip", + "output_checked": true + }, + { + "concept": "appro", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "Started", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "immense", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "dissipated", + "output_checked": true + }, + { + "concept": "reve", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "these", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "dissipated", + "output_checked": true + }, + { + "concept": "Interestingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "near", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "vehement", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "horrendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "tip", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "despicable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "greatly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "toler", + "output_checked": true + }, + { + "concept": "diesen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "reverting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "insulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "test", + "output_checked": true + }, + { + "concept": "horrific", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "tip", + "output_checked": true + }, + { + "concept": "excessively", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "brutally", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "apparently", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "material", + "output_checked": true + }, + { + "concept": "orchestrated", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "essentially", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "material", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-notch-resistance-04__grid.png", + "stream": "figures/gemma4-12b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-notch-resistance-04__stream.png", + "trajectory": "figures/gemma4-12b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-notch-resistance-04__trajectory.png", + "emergence": "figures/gemma4-12b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-notch-resistance-04__emergence.png", + "heatmap": "figures/gemma4-12b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-notch-resistance-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-ductile-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Dimpled tensile failure 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "After substantial plastic elongation, a metal bar separated along a surface filled with microscopic pits around second-phase particles. Neighboring pits had joined into larger depressions.", + "prompt_tail": "ongation, a metal bar separated along a surface filled with microscopic pits around second-phase particles. Neighboring pits had joined into larger depressions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 5274, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 1275 + }, + { + "label": "nucleation", + "best_rank": 3880, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 397 + }, + { + "label": "coalescence", + "best_rank": 5, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 6 + }, + { + "label": "void", + "best_rank": 10298, + "best_depth": 59.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 1636 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "supernatural", + "ily", + "bou", + "Jang", + "orna", + "Supernatural", + "jor", + "Abr", + "Noor", + "Gui", + "Lorraine", + "oport", + "Supreme", + "plong", + "aboo", + "oji", + "felter", + "ery", + "Supreme", + "olong", + "lagoons" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ily", + "felter", + "iores", + "mem", + "aboo", + "zym", + "matics", + "otrop", + "lak", + "ingles", + "Abr", + "oleum", + "GSM", + "GSM", + "argmax", + "luch", + "oms" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "nvidia", + "XXV", + "nikk", + "pewno", + "WHAT", + "Hd", + "rewrite", + "Birthday", + "Nft", + "HAS", + "UNICEF", + "commen" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Hd", + "pewno", + "Za", + "XXV", + "nascita", + "embossing", + "haman", + "rewrite", + "Writers", + "Kristall", + "Indeed", + "amaze", + "Donation", + "Lobkovic" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Christi", + "homework", + "Vann", + "Fir", + "nvidia", + "odes", + "nin", + "mining", + "Context", + "atque", + "Nunes", + "moz", + "iquer", + "Buffered", + "Zagreb", + "AKI", + "xj", + "ECTORS" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Birthday", + "rewrite", + "nvidia", + "NORMAL", + "Chrys", + "zeichnis", + "pewno", + "chrysanthemum", + "naman", + "FILL", + "nextNode", + "pencil", + "akkhan", + "Lives", + "nus", + "zeko" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "pewno", + "Kristall", + "Saldo", + "Chrys", + "sampel", + "Hd", + "mas", + "Ink", + "Birthday", + "Saudi", + "chrysanthemum", + "Za", + "Lens", + "saa", + "Webcam", + "domin", + "worsen", + "XXV", + "Lazada", + "nbhd", + "pencil", + "keV", + "rangea" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "WORTH", + "handful", + "WHIT", + "berth", + "Lives", + "TECHNICAL", + "WHIT", + "Nickname", + "Birthday", + "FAF", + "avorite", + "registro", + "Official", + "OFFICE", + "genesis", + "hetero", + "ForEach", + "haf", + "ueuse", + "ForegroundColor", + "Instance", + "COR", + "nutric", + "VARIABLES", + "TRR" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "t", + "s", + "creases", + "slik", + "Hd", + "energetic", + "genu", + "sellers", + "Hd", + "saran", + "sav", + "supuesto", + "exuber", + "softness", + "vc", + "Hil", + "sene", + "sufferings", + "laces", + "impediments" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "med", + "dir", + "t", + "og", + "uelles", + "est", + "ve", + "enburg", + "uette", + "ebel", + "gehend", + "sellers", + "eness", + "en", + "uri", + "ujos", + "ur", + "r", + "ures", + "ness", + "urious", + "esia", + "ified" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "dir", + "lepas", + "urious", + "haf", + "eness", + "selves", + "night", + "ended", + "en", + "Prim", + "ures", + "g", + "ujos", + "dirigeants", + "uri", + "amos", + "ively", + "udades", + "Kalau", + "logrado" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "urious", + "s", + "Kalau", + "examples", + "esimerkiksi", + "voila", + "certainly", + "celles", + "furthermore", + "digamos", + "t", + "cetera", + "ve", + "moreover", + "beispielsweise", + "enorm", + "udades", + "folds", + "sur", + "udir", + "bur", + "comienzo", + "ari", + "dif", + "dir", + "Furthermore" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "s", + "urious", + "enorm", + "esimerkiksi", + "t", + "celles", + "certainly", + "examples", + "sur", + "digamos", + "moreover", + "ve", + "preponder", + "comienzo", + "cetera", + "furthermore", + "folds", + "dif", + "ified", + "exuber", + "creases", + "beispielsweise", + "preval", + "misalnya" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "urious", + "instances", + "voila", + "selves", + "digamos", + "Prim", + "s", + "vehement", + "particular", + "dir", + "decadent", + "lepas", + "Veamos", + "rolog", + "Prim", + "dif", + "der", + "eling", + "luscious", + "uj", + "vajj", + "ding" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "instances", + "ium", + "expansive", + "sheep", + "sporadic", + "vehement", + "softening", + "sensibility", + "decadent", + "med", + "examples", + "artifacts", + "urious", + "voila", + "rite", + "builders", + "sensual", + "Maladies", + "bv", + "luscious", + "leaped", + "gie", + "Diagnostics", + "sprawling", + "Wolves", + "ulnerable", + "remarked" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "expansive", + "sporadic", + "Etc", + "nnnn", + "fortitude", + "sheep", + "ODM", + "copious", + "ium", + "mason", + "continual", + "sensibility", + "opus", + "woolen", + "daraus", + "sensual", + "catar", + "instances", + "quartz", + "remarked", + "sculptural", + "gie", + "bree", + "rrrr", + "expansive", + "linson" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "rectangles", + "thoughtful", + "ItemGroup", + "additive", + "accumulating", + "MYSQL", + "ventured", + "extensive", + "softened", + "collections", + "addAll", + "obscured", + "iteratively", + "STADT", + "ODM", + "arcade", + "Ajax", + "rhomb", + "BUILD" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "protrusions", + "discontinuities", + "gdf", + "instances", + "ulent", + "consequently", + "amassed", + "protruding", + "unscrupulous", + "multitudes", + "crevices", + "coalescence", + "assemblages", + "visualized", + "Grizzlies", + "remarked", + "fractal", + "oblong", + "Instances", + "gazed", + "MNOP", + "persisted", + "rectangles", + "metamorph", + "anastom", + "Smoothing", + "Beaucoup", + "unruly", + "infraction" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "Certain", + "coalescence", + "existente", + "Larger", + "preexisting", + "mehrerer", + "interconnected", + "beberapa", + "einige", + "several", + "jednotliv", + "birbir", + "ieurs", + "etera", + "determinadas", + "jellem", + "vortices", + "indistinct" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "neighboring", + "nearby", + "adjacent", + "adjacent", + "kleinere", + "voisines", + "nearby", + "Adjacent", + "neighbouring", + "existente", + "several", + "cercanos", + "Nearby", + "beberapa", + "Connecting", + "cercana", + "mehrerer", + "cercanas", + "interconnected", + "contiguous", + "several", + "smaller", + "Larger", + "Smaller" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "neighboring", + "nearby", + "neighbouring", + "joining", + "kleinere", + "Joining", + "adjacent", + "Adjacent", + "adjacent", + "joined", + "Adjacent", + "coales", + "Merging", + "Nearby", + "Joined", + "joined", + "pobl", + "Connecting", + "Smaller", + "Joining", + "Smaller", + "nearby", + "Joined", + "merging" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "neighboring", + "adjacent", + "nearby", + "neighbouring", + "Adjacent", + "Adjacent", + "adjacent", + "neighbor", + "neighbor", + "Nearby", + "Neighbor", + "adjoining", + "nearby", + "joining", + "Nearby", + "Neighbor", + "cercana", + "voisines", + "neighbors", + "vicino", + "Neighbour", + "cercanos", + "kleinere", + "contiguous", + "Connecting", + "neighbour" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "neighboring", + "neighbor", + "Neighbor", + "neighbor", + "Neighbor", + "neighbors", + "neighbouring", + "Neighbour", + "neighbors", + "neighbour", + "Neighbors", + "Adjacent", + "neigh", + "adjacent", + "joining", + "Neigh", + "Neighbors", + "voisin", + "Joining", + "Adjacent", + "Joining", + "voisines", + "neighborhood", + "nearby", + "joining", + "neigh" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "neighboring", + "Neighbor", + "neighbor", + "neighbor", + "Neighbor", + "joining", + "Joining", + "neighbors", + "neighbors", + "Joining", + "joining", + "neighbouring", + "Neighbors", + "Neighbour", + "neighbour", + "neighborhood", + "Neighbors", + "Neigh", + "Neighborhood", + "vicino", + "neigh", + "voisin", + "Neighborhood", + "vecino", + "Adjacent", + "neigh", + "vecinos", + "neighborhood" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "neighboring", + "Neighbor", + "neighbor", + "Neighbor", + "Joining", + "neighbouring", + "Neighbour", + "joining", + "Joining", + "neighbor", + "Neigh", + "neighbour", + "Neighbors", + "Neighbors", + "Adjacent", + "Adjacent", + "joining", + "neigh", + "vecino", + "Neighborhood", + "Neighborhood", + "Merging", + "neighbour", + "neighbors", + "adjacent", + "adjacent", + "neighbors", + "voisin", + "vecin" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "pit", + "pits", + "However", + "neighboring", + "Joining", + "Pit", + "p", + "pits", + "Neighbor", + "pit", + "Many", + "These", + "joined", + "Once", + "P", + "P", + "ne", + "many", + "Some", + "Just", + "Pit", + "join", + "Neighbor", + "p", + "and", + "Many", + "Join", + "neighbor", + "pitting", + "pi", + "fit", + "nu" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 23634, + 61067, + 216926, + 174117, + 197690, + 235717, + 229223, + 250311, + 115898, + 76805, + 99211, + 45956, + 30870, + 45859, + 28926, + 14049, + 7522, + 5275, + 13062, + 30667, + 156611, + 74459, + 93023, + 82434, + 54348, + 141850 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 187252, + 87304, + 11472, + 86324, + 17324, + 27233, + 105143, + 3108, + 164800, + 130769, + 80672, + 187410, + 199416, + 80715, + 59352, + 31254, + 67291, + 3881, + 4493, + 4525, + 9800, + 5814, + 24204, + 33138, + 32373, + 4712 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 235378, + 238081, + 19525, + 13030, + 2003, + 3518, + 9022, + 170427, + 5384, + 11980, + 10703, + 15578, + 12303, + 23434, + 31893, + 24017, + 11883, + 15, + 6, + 127, + 40, + 70, + 139, + 150, + 7133, + 4532 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 77, + 129, + 162139, + 225884, + 44396, + 189091, + 157523, + 28830, + 156483, + 102441, + 47813, + 95099, + 107038, + 33764, + 37809, + 10299, + 25882, + 13038, + 19296, + 62495, + 63419, + 96981, + 15565, + 58902, + 15976, + 3010 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 51325, + 16343, + 5033, + 19153, + 3558, + 1276, + 3012, + 11594, + 4869, + 9672, + 38138, + 27133, + 64620, + 40255 + ] + }, + { + "label": "nucleation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 22339, + 16343, + 13557, + 6880, + 1036, + 398, + 1344, + 404, + 840, + 2268, + 7704, + 1057, + 15336, + 1629 + ] + }, + { + "label": "coalescence", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 259548, + 259439, + 251847, + 200330, + 78436, + 340, + 18, + 12, + 8, + 24, + 7, + 31, + 107, + 97 + ] + }, + { + "label": "void", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 45109, + 21610, + 16603, + 24568, + 16856, + 1637, + 9925, + 8275, + 3149, + 6739, + 2597, + 1679, + 2124, + 3558 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "assorted", + "score": 6.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "filled", + "output_checked": true + }, + { + "concept": "Miscellaneous", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "pvc", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "latter", + "score": 4.0, + "best_rank": 3, + "best_depth": 40.4, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "ured", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "extension", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "neighbors", + "score": 3.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "together", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "leve", + "score": 3.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "around", + "output_checked": true + }, + { + "concept": "bezier", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "along", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "Therapeutic", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "tub", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "separation", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "Etc", + "score": 2.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "coloro", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "circumference", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "around", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "had", + "output_checked": true + }, + { + "concept": "preponder", + "score": 2.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "than", + "score": 2.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "PLOAD", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "psychic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "MNIST", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "arent", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "PVC", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "predisposition", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "eman", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Zou", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "After", + "output_checked": true + }, + { + "concept": "bekas", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "scattered", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "After", + "output_checked": true + }, + { + "concept": "appreciable", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "holes", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "ridges", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "surgeries", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "girth", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "feminists", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ments", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "woody", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "LOGO", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "ankles", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "had", + "output_checked": true + }, + { + "concept": "chorizo", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "composed", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "Trouver", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "siano", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "discontinuities", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "protrusions", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "devising", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "oficio", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "Neighbor", + "output_checked": true + }, + { + "concept": "amelyek", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "barbaric", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "axis", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "along", + "output_checked": true + }, + { + "concept": "Rival", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "MenuInflater", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "After", + "output_checked": true + }, + { + "concept": "Kunststoff", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "cavities", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "into", + "output_checked": true + }, + { + "concept": "coalescence", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "into", + "output_checked": true + }, + { + "concept": "mason", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "normally", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "ation", + "th", + "wh", + "res", + "and", + "row", + "ng", + "ther", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "any", + "anc", + "ey", + "ton", + "pos", + "very", + "tr", + "pect", + "red", + "tern", + "ray", + "ative", + "ser", + "roup" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "sar", + "ocs", + "esco", + "tower", + "aquele", + "suff", + "nyt", + "echolog", + "av", + "afin", + "voyages", + "birbir", + "uq", + "planetary", + "decayed", + "fios", + "clo", + "sovereigns", + "Le", + "lar", + "lim", + "rence", + "LI" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "ed", + "se", + "che", + "red", + "pol", + "som", + "vol", + "To", + "pha", + "occ", + "kan", + "loc", + "mit", + "Med", + "lar", + "quick", + "see", + "lied", + "couple", + "omb", + "las", + "nie", + "sen", + "lay", + "formed", + "extent", + "ede" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "im", + "g", + "u", + "se", + "be", + "if", + "us", + "ht", + "ers", + "ere", + "com", + "ess", + "pe", + "ain", + "ity", + "j", + "ame", + "iz", + "ex", + "ich", + "av", + "able" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "ve", + "ch", + "pe", + "W", + "The", + "pl", + "ha", + "ad", + "ace", + "ign", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "ystem", + "ays", + "est", + "wo", + "who", + "import", + "es" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "ere", + "ill", + "ex", + "art", + "iz", + "ang", + "ive", + "all", + "ard", + "ik", + "pl", + "ge", + "ph", + "ong", + "one", + "ence", + "au" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "at", + "p", + "w", + "f", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "id", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "orm", + "ib", + "ice", + "comp", + "ord", + "ar", + "pr", + "elf", + "sp", + "ah", + "to", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "s", + "they", + "eat", + "evol", + "sof", + "n", + "ers", + "photograph", + "reput", + "Was", + "lid", + "selection", + "multitude", + "aat", + "youtu", + "sehen", + "bringen", + "mellow" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "mellow", + "s", + "equip", + "depart", + "reput", + "officially", + "administrator", + "technically", + "aal", + "aat", + "youtu", + "eat", + "evol", + "tentative", + "sof", + "offic", + "veterinarian", + "devenu", + "bringen", + "wunder", + "ameri", + "Publicity" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "Tog", + "substantial", + "behalf", + "readily", + "substantially", + "bibfield", + "et", + "equip", + "colabor", + "resmi", + "tog", + "e", + "aat", + "ributor", + "demise", + "tanti", + "rique", + "reliance", + "Iy", + "ameri" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "Tog", + "fielder", + "readily", + "ributor", + "kowy", + "Looking", + "slight", + "damn", + "er", + "ET", + "pochi", + "colloqu", + "asesin", + "demise", + "jp", + "immense", + "substantial", + "comfy" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "Tog", + "slight", + "immense", + "fielder", + "ed", + "kowy", + "asesin", + "ributor", + "readily", + "damn", + "bunun", + "Considerable", + "mostly", + "slightly", + "Will", + "demise" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "bunun", + "certains", + "vergang", + "ed", + "explained", + "triggered", + "pushed", + "stanno", + "esas", + "Diageo", + "tanti", + "caused", + "slight", + "substantial" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "but", + "been", + "caused", + "of", + "exacerbated", + "described", + "pushed", + "arising", + "reminiscent", + "these", + "created", + "pero", + "attributed", + "sigh", + "causing", + "triggered", + "during", + "resulting", + "sighed", + "reddish", + "accentuated", + "swelling", + "indistinct", + "mechanisms" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "but", + "been", + "reminiscent", + "mechanisms", + "formed", + "resulting", + "resulted", + "swelling", + "created", + "intensified", + "positioned", + "overarching", + "accentuated", + "caused", + "forming", + "remnants", + "transitioning", + "instigated", + "nearing", + "indistinct", + "these", + "gradually", + "partially", + "widespread", + "facilitated", + "transformed", + "enhanced", + "noticeable", + "resembled" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "been", + "gradually", + "transformed", + "interconnected", + "coales", + "progressively", + "repeatedly", + "merged", + "evolving", + "merging", + "intensified", + "succumbed", + "escalated", + "agglomer", + "consolidating", + "preexisting", + "slowly", + "accumulated", + "metamorph", + "reshaping", + "coalescence", + "become", + "partially", + "transforming", + "aggregated", + "transitioning", + "upheaval", + "consolidated", + "facilitated", + "resh", + "escalating" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "coales", + "interconnected", + "been", + "existing", + "massive", + "numerous", + "merging", + "larger", + "adjacent", + "merged", + "cohesive", + "bigger", + "coalescence", + "collective", + "neighboring", + "jagged", + "smaller", + "uneven", + "coordinated", + "evolving", + "agglomer", + "some", + "concerted", + "many", + "already", + "further", + "nearby", + "newly", + "clustered", + "eroded", + "dispersed", + "progressively" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "interconnected", + "coales", + "multiple", + "adjacent", + "merging", + "neighboring", + "numerous", + "coalescence", + "nearby", + "combined", + "several", + "consecutive", + "successive", + "existing", + "overlapping", + "together", + "disparate", + "smaller", + "merged", + "preexisting", + "joining", + "interconnect", + "initial", + "interrelated", + "some", + "previously", + "contiguous", + "intersecting", + "coupled", + "neighbouring", + "converging", + "many" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "neighboring", + "adjacent", + "neighbouring", + "nearby", + "interconnected", + "coales", + "merging", + "adjacent", + "adjoining", + "contiguous", + "Adjacent", + "consecutive", + "multiple", + "smaller", + "joining", + "existing", + "connecting", + "overlapping", + "interconnect", + "joined", + "coalescence", + "some", + "Nearby", + "Neighbor", + "neighbor", + "numerous", + "several" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "neighboring", + "merging", + "neighbouring", + "coales", + "adjacent", + "joining", + "coalescence", + "nearby", + "Adjacent", + "Nearby", + "Merging", + "merged", + "joining", + "bergabung", + "adjacent", + "Joining", + "merge", + "Merge", + "Joining", + "joined", + "merger", + "contiguous", + "Neighbor", + "coalesce", + "join" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "adjacent", + "neighboring", + "neighbouring", + "Adjacent", + "adjacent", + "nearby", + "Adjacent", + "Nearby", + "neighbor", + "adjoining", + "Neighbor", + "contiguous", + "merging", + "neighbor", + "coales", + "Neighbor", + "nearby", + "Neighbour", + "joining", + "Nearby", + "voisin", + "neighbour", + "vicino", + "merged", + "coalescence" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "neighboring", + "neighbor", + "neighbor", + "Neighbor", + "Neighbor", + "neighbouring", + "adjacent", + "neighbors", + "Neighbour", + "neighbour", + "nearby", + "joining", + "Neigh", + "neigh", + "joining", + "neighbors", + "Neighbors", + "voisin", + "Neighbors", + "joined", + "neighbour", + "Adjacent", + "adjoining", + "adjacent", + "vicino", + "Joining", + "Joining" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "neighboring", + "neighbor", + "Neighbor", + "Neighbor", + "neighbor", + "neighbouring", + "adjacent", + "Neighbour", + "joining", + "neighbors", + "neighbour", + "Neighbors", + "joining", + "Neigh", + "voisin", + "neigh", + "nearby", + "Neighbors", + "neighbors", + "Joining", + "Adjacent", + "Joining", + "neighbour", + "vecino", + "joined", + "neigh" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "neighboring", + "neighbor", + "Neighbor", + "neighbouring", + "Neighbor", + "joining", + "Joining", + "Joining", + "neighbour", + "Neigh", + "Depos", + "depos", + "Neighbour", + "neigh", + "neighbor", + "joining", + "Adjacent", + "adjacent", + "Contributing", + "adjacent", + "Neighbors", + "Neighbors", + "Nearby", + "Nearest", + "ing", + "cooperating", + "nearby", + "Nearby" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "pit", + "pits", + "However", + "neighboring", + "Joining", + "Pit", + "p", + "pits", + "Neighbor", + "pit", + "Many", + "These", + "joined", + "Once", + "P", + "P", + "ne", + "many", + "Some", + "Just", + "Pit", + "join", + "Neighbor", + "p", + "and", + "Many", + "Join", + "neighbor", + "pitting", + "pi", + "fit", + "nu" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 13.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "been", + "score": 11.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "and", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "slight", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "filled", + "output_checked": true + }, + { + "concept": "considerably", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "positioned", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "located", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "rid", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "somebody", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "tions", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "bigger", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "Neighbor", + "output_checked": true + }, + { + "concept": "together", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "distributor", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "damn", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "reverting", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "surrounding", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "also", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "had", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "solidified", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "with", + "output_checked": true + }, + { + "concept": "predominantly", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "materials", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "protrusions", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "situated", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "coated", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "interconnected", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "length", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "along", + "output_checked": true + }, + { + "concept": "dispersed", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "behalf", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "along", + "output_checked": true + }, + { + "concept": "ample", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "second", + "output_checked": true + }, + { + "concept": "apre", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "lump", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "Neighbor", + "output_checked": true + }, + { + "concept": "screenwriter", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "contacting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "notifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "along", + "output_checked": true + }, + { + "concept": "Considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "severely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "enraged", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "second", + "output_checked": true + }, + { + "concept": "sticking", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "desses", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "preventing", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "filled", + "output_checked": true + }, + { + "concept": "whitish", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "strewn", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "relatively", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "increase", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "ments", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "containing", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "patterned", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "along", + "output_checked": true + }, + { + "concept": "convoluted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "densely", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "filled", + "output_checked": true + }, + { + "concept": "initiating", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "around", + "output_checked": true + }, + { + "concept": "erneut", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "second", + "output_checked": true + }, + { + "concept": "withstand", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "listBox", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "reinforce", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Neighbor", + "output_checked": true + }, + { + "concept": "become", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "creating", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "into", + "output_checked": true + }, + { + "concept": "guidelines", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "achieved", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "elongation", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-ductile-02__grid.png", + "stream": "figures/gemma4-12b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-ductile-02__stream.png", + "trajectory": "figures/gemma4-12b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-ductile-02__trajectory.png", + "emergence": "figures/gemma4-12b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-ductile-02__emergence.png", + "heatmap": "figures/gemma4-12b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-ductile-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-line-defect-motion-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Crystal line-imperfection motion 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Under resolved loading, a line imperfection moves across a close-packed plane in the direction of its mismatch vector, leaving a permanent offset at the free surface.", + "prompt_tail": "resolved loading, a line imperfection moves across a close-packed plane in the direction of its mismatch vector, leaving a permanent offset at the free surface.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 48, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 26 + }, + { + "label": "glide", + "best_rank": 454, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 2851 + }, + { + "label": "slip", + "best_rank": 147, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 79 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "supernatural", + "ily", + "orna", + "ement", + "jor", + "Supernatural", + "Noor", + "bou", + "Jang", + "Lorraine", + "oji", + "oport", + "Gui", + "plong", + "JOR", + "lagoons", + "Supreme", + "ery", + "Abr" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ORE", + "ured", + "mathbb", + "ugas", + "ization", + "iores", + "analyzer", + "oms", + "mno", + "ement", + "ized", + "ool", + "izing", + "ously", + "ior", + "theater", + "ools", + "Biological", + "equalizer", + "Malam", + "Oregon", + "finalizing", + "ochemical" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "ement", + "em", + "hnt", + "orh", + "otional", + "mathbb", + "orna", + "TOF", + "luch", + "ies", + "yers", + "osz", + "ugas", + "ization", + "FAR", + "ay", + "handful", + "ingles", + "Thorpe", + "intestinal" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "resin", + "neuron", + "Resin", + "singleArray", + "Carpet", + "Printers", + "wcout", + "encara", + "customary", + "prus", + "slik", + "odymium", + "melamine", + "impediments", + "broadened", + "Dumper", + "dass", + "macro", + "scrat", + "bitte", + "magnetism", + "Ruta" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Birthday", + "Alle", + "rewrite", + "normalization", + "NORMAL", + "renderer", + "chrysanthemum", + "EB", + "pewno", + "nvidia", + "XXV", + "Hd", + "breath", + "Lens", + "naman", + "FILL", + "Kappa", + "Donation", + "Lambda", + "pencil" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "atth", + "pewno", + "rewrite", + "Kristall", + "NORMAL", + "Saldo", + "Soda", + "Lens", + "triangleright", + "Saudi", + "Hd", + "lens", + "UD", + "Cameras", + "uzz", + "creativity", + "Vann", + "avatt" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Birthday", + "mas", + "Chrys", + "sampel", + "pewno", + "pencil", + "Kristall", + "physiology", + "nvidia", + "Fifa", + "Ink", + "FILL", + "MEMBER", + "chrysanthemum", + "Lens", + "renderSquare", + "relse", + "Saldo", + "Saudi", + "saa" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "WORTH", + "handful", + "registro", + "Lives", + "COR", + "TECHNICAL", + "Birthday", + "haf", + "WHIT", + "genesis", + "OFFICE", + "ForegroundColor", + "wah", + "Official", + "berth", + "nutric", + "TECHNICAL", + "FAF", + "technical", + "Nickname", + "seguinte" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "t", + "energetic", + "creases", + "compassion", + "Hd", + "singularities", + "incompar", + "impediments", + "sensation", + "supuesto", + "exuber", + "dedication", + "sav", + "singularity", + "genu", + "vc", + "Hil", + "slik", + "impediment", + "sene", + "Hd", + "domin", + "sufferings" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "dir", + "ve", + "gehend", + "ebel", + "uelles", + "est", + "enorm", + "sensation", + "as", + "med", + "si", + "s", + "impediments", + "sav", + "sellers", + "og", + "domin", + "vc", + "kaut", + "dac", + "exuber", + "sur", + "enburg" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "gehend", + "shore", + "selves", + "iven", + "night", + "heartedly", + "fif", + "ures", + "udades", + "certeza", + "uette", + "lepas", + "uri", + "Kalau", + "digamos", + "urious", + "hearted", + "laissez", + "credo", + "theater", + "ively", + "sides", + "ujos" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "certeza", + "esimerkiksi", + "sur", + "cetera", + "folds", + "certainly", + "urious", + "beispielsweise", + "misalnya", + "t", + "ve", + "enorm", + "digamos", + "asegurarse", + "med", + "Kalau", + "fato", + "mason", + "rara", + "dif", + "fif", + "hearted", + "comienzo", + "ures" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "t", + "sur", + "s", + "enorm", + "esimerkiksi", + "folds", + "ve", + "med", + "urious", + "digamos", + "cetera", + "certeza", + "misalnya", + "certainly", + "comienzo", + "dif", + "particular", + "determinada", + "s", + "ures", + "sides", + "celles", + "ified", + "beispielsweise" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "particular", + "med", + "selves", + "notion", + "scape", + "digamos", + "proverbial", + "tyle", + "urious", + "imperative", + "ures", + "sides", + "laissez", + "credo", + "certeza", + "shore", + "zeug", + "Etc", + "ments", + "amor", + "particularmente", + "ended", + "enorm", + "ding", + "eben", + "sayang" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "ures", + "eben", + "digamos", + "bv", + "sheep", + "proverbial", + "dac", + "scape", + "credo", + "particular", + "pei", + "scapes", + "Seine", + "med", + "manner", + "shore", + "assertion", + "dud", + "Gestaltung", + "interposed", + "assertions", + "desider", + "argumento", + "fif" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "shaved", + "Etc", + "rediscovered", + "fortitude", + "dud", + "ANSWER", + "imperative", + "xr", + "poit", + "rade", + "XK", + "siniz", + "ephemeral", + "fpr", + "andom", + "teh", + "sporadic", + "KV", + "hz", + "tenei", + "Romeo", + "remarked", + "assertions", + "GetInstance", + "contended", + "sheep" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "shaved", + "rediscovered", + "ornamental", + "stormed", + "okolo", + "ANSWER", + "Measure", + "FLOAT", + "Gnome", + "WRITE", + "sculptural", + "escaped", + "cryptic", + "fanciful", + "obtuse", + "housekeeper", + "remarked", + "blamed", + "viewfinder", + "shave", + "PLOAD", + "STADT" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "remarked", + "discontinuities", + "Bz", + "disparity", + "discontinuity", + "Gnome", + "gdf", + "poit", + "undesirable", + "MNOP", + "Noether", + "pvc", + "adage", + "aneous", + "consequently", + "aperture", + "ephemeral", + "Kite", + "attempted", + "discernible", + "unruly", + "Mutation", + "instantaneously", + "protruding", + "HOMO", + "geometric", + "unscrupulous", + "superimposed" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "discernible", + "observable", + "ed", + "observed", + "particular", + "observable", + "disparity", + "observed", + "determinada", + "bepaalde", + "resulting", + "and", + "ukaan", + "unequiv", + "discontinuities", + "resultante", + "remarked", + "determinadas", + "Unterschiede", + "Poir", + "discontinuity", + "anzeigen", + "Gestaltung", + "ebo", + "Kite", + "determinante", + "Particular", + "cometido", + "depending" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "permanently", + "Perman", + "discontinuities", + "Ames", + "perman", + "visible", + "imperfection", + "observable", + "ed", + "discernible", + "Tama", + "detectable", + "discontinuity", + "outcrop", + "stencil", + "Perman", + "posure", + "SearchResult", + "consequ", + "offset", + "outlined", + "imparted", + "grout", + "measurable", + "ebo", + "Questa", + "displacement", + "Invasion", + "blemishes" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "surface", + "visible", + "outcrop", + "permanently", + "visible", + "deformity", + "Outline", + "carbide", + "superficial", + "permukaan", + "Surface", + "Dynasty", + "jut", + "surfaced", + "Resultado", + "outlined", + "Exposed", + "exposed", + "Perman", + "displacement", + "Surface", + "protr", + "XP", + "ANO", + "SearchResult", + "Raises", + "displace", + "Ames", + "Contour", + "ITest" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "visible", + "exposed", + "visible", + "protr", + "Perman", + "surface", + "stepped", + "permanently", + "protrusions", + "permanente", + "surfaced", + "Exposed", + "terraza", + "outcrop", + "perman", + "permukaan", + "protrusion", + "Outline", + "Visible", + "Perman", + "Visible", + "permanent", + "protruding", + "expose", + "blemishes", + "Permanente", + "superficial", + "Steps", + "Permanent", + "displace", + "addEdge" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "step", + "steps", + "stepped", + "Steps", + "steps", + "Steps", + "step", + "Step", + "Step", + "stepping", + "offset", + "stair", + "Schritte", + "Stair", + "pasos", + "Schritt", + "Offset", + "STEP", + "langkah", + "Offset", + "stairs", + "STEP", + "offset" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "offset", + "surface", + "surface", + "step", + "offset", + "Surface", + "step", + "Offset", + "Surface", + "Offset", + "steps", + "steps", + "stepped", + "offsets", + "surfaced", + "offsets", + "stair", + "Step", + "Steps", + "Step", + "SURFACE", + "Steps", + "Stair", + "OFFSET", + "stepping", + "surfacing", + "SUR" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Surface", + "surface", + "Surface", + "surface", + "step", + "Permanent", + "step", + "Step", + "Step", + "permanent", + "permanent", + "Offset", + "Permanent", + "offset", + "SURFACE", + "SUR", + "Terr", + "strain", + "Surv", + "ads" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "the", + "permanent", + "we", + "free", + "at", + "image", + "while", + "but", + "source", + "boundary", + "of", + "there", + "and", + "surface", + "so", + "being", + "starting", + "not", + "free", + "offset", + "other", + "however", + "I", + "layer", + "you", + "which", + "formation", + "it", + "is", + "all", + "weight" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 76368, + 172892, + 241822, + 63996, + 172158, + 31987, + 219380, + 229867, + 32994, + 52637, + 160923, + 133477, + 116917, + 94612, + 114276, + 14563, + 18694, + 10595, + 499, + 1004, + 105, + 53, + 49, + 55, + 7554, + 8249 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 168033, + 12828, + 41519, + 91190, + 25159, + 56852, + 18410, + 27857, + 176530, + 220230, + 192668, + 184342, + 197538, + 188627, + 163705, + 74359, + 16007, + 34100, + 54654, + 4612, + 455, + 957, + 3492, + 1983, + 713, + 4336 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 42058, + 138809, + 64461, + 111065, + 211490, + 201468, + 191356, + 120447, + 178857, + 211148, + 192111, + 157089, + 155954, + 148360, + 125523, + 59208, + 80505, + 72567, + 140771, + 19463, + 4566, + 1427, + 148, + 169, + 2474, + 17300 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 13874, + 30950, + 10473, + 9407, + 32059, + 1291, + 1512, + 1407, + 184, + 75, + 116, + 55, + 51, + 27 + ] + }, + { + "label": "glide", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 194230, + 174355, + 153535, + 189894, + 180503, + 105939, + 20633, + 30085, + 44731, + 6395, + 2852, + 14704, + 9163, + 5029 + ] + }, + { + "label": "slip", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 54501, + 59785, + 37178, + 138618, + 132689, + 76197, + 31734, + 14757, + 11467, + 431, + 420, + 91, + 84, + 80 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "least", + "score": 7.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Resolution", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Resolution", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "certeza", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "shaved", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "determinada", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "linea", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Lines", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "mismatched", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Merrick", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "Psychiatric", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Miche", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "own", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "its", + "output_checked": true + }, + { + "concept": "INI", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "normally", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ANSWER", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "Typical", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "StatusCode", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "inwardly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "meninggalkan", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "Winter", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "across", + "output_checked": true + }, + { + "concept": "infraction", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Mutation", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "offset", + "output_checked": true + }, + { + "concept": "conlleva", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "contemplated", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "in", + "output_checked": true + }, + { + "concept": "discernible", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "defects", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "chy", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "obtuse", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "dejando", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "Transporte", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "permanently", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "acne", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "blemishes", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "mime", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "behind", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "step", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "particular", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "KIND", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "typical", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "egreg", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "MYSQL", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Colombeau", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "moves", + "output_checked": true + }, + { + "concept": "Typically", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "LEC", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "line", + "output_checked": true + }, + { + "concept": "remarked", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "PvP", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "arcade", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "rump", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "defectos", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "EndPoint", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "at", + "output_checked": true + }, + { + "concept": "Lore", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "visible", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "deformation", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "determinadas", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "determinados", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "leve", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": ",", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "se", + "ter", + "th", + "wh", + "row", + "gh", + "ar", + "ne", + "ook", + "yst", + "inter", + "any", + "anc", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "min", + "ground", + "ts", + "ces", + "years", + "be", + "log", + "son", + "span", + "ined", + "ke" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "oc", + "og", + "ie", + "tr", + "comp", + "ner", + "son", + "sl", + "qual", + "whatever", + "rence", + "stem", + "umeric", + "kepada", + "sap", + "omers", + "pais", + "sst", + "perk", + "osof", + "haute", + "ocs", + "enburg" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "y", + "j", + "ch", + "ust", + "math", + "ib", + "ase", + "ge", + "one", + "te", + "iew", + "ild", + "ound", + "ike", + "left", + "ob", + "itt", + "ON", + "cept", + "ict", + "pol", + "supp", + "uring", + "raph", + "ext", + "name", + "ed", + "gu" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "en", + "ro", + "l", + "ation", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "ice", + "ab", + "du", + "ge", + "ber", + "ear", + "ition", + "St", + "ations", + "pr", + "mathrm" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "de", + "ch", + "qu", + "ess", + "ity", + "The", + "le", + "ha", + "ad", + "which", + "ther", + "com", + "i", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "ric", + "my", + "reat", + "rib", + "oint" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "an", + "it", + "is", + "le", + "ed", + "ion", + "as", + "ent", + "n", + "ol", + "ig", + "ur", + "de", + "ay", + "qu", + "ir", + "ly", + "ra", + "un", + "pro", + "ere", + "com", + "pe", + "end", + "ill", + "ath", + "ex" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res", + "k" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ar", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ers", + "they", + "Publicity", + "selection", + "drap", + "n", + "s", + "of", + "nya", + "photograph", + "perfectly", + "beloved", + "eat", + "sehen", + "tentative", + "kaya", + "glow", + "gambar" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "Publicity", + "e", + "s", + "immense", + "has", + "photograph", + "reput", + "setcounter", + "aal", + "Aus", + "youtu", + "eat", + "remember", + "successfully", + "tentative", + "rei", + "explained", + "gambar", + "bringen", + "mellow", + "ampio", + "rel" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "substantial", + "e", + "explained", + "Publicity", + "fourteenth", + "fielder", + "immense", + "damn", + "reliance", + "Verenigde", + "ameri", + "ecek", + "Considerable", + "substantially", + "Iz", + "pah", + "profoundly", + "vergang", + "tremendous", + "Repositories" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "substantial", + "tog", + "damn", + "fielder", + "kowy", + "immense", + "ameri", + "fourteenth", + "Considerable", + "increasing", + "currently", + "slight", + "Verenigde", + "demise", + "asesin", + "contending", + "readily", + "Iz", + "tremendous", + "accepted", + "Increased", + "Publicity", + "acciaio" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "substantial", + "immense", + "Considerable", + "tog", + "tremendous", + "kowy", + "fielder", + "acciaio", + "damn", + "demise", + "slight", + "fourteenth", + "accepted", + "Tog", + "asesin", + "accumulated", + "impending", + "ed" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "tremendous", + "vergang", + "increased", + "substantial", + "continued", + "immense", + "impending", + "engender", + "horrific", + "newfound", + "resultante", + "tanti", + "continued", + "stanno", + "resulting", + "profoundly", + "engend", + "kubectl", + "profound", + "horrifying", + "substantially", + "Iz", + "montagne", + "deflected", + "enraged" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "resulting", + "resulting", + "vergang", + "horrifying", + "profoundly", + "engender", + "profound", + "increased", + "tremendous", + "tumultuous", + "resulted", + "elated", + "prolonged", + "deflected", + "substantially", + "horrific", + "Webinar", + "imparted", + "championed", + "markedly" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "resulting", + "resulting", + "which", + "resulted", + "instigated", + "perceptible", + "engender", + "localised", + "localized", + "imparted", + "caused", + "resul", + "allowing", + "resultant", + "precipitated", + "measurable", + "noticeable", + "manifested", + "facilitated", + "when", + "increase", + "vergang" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "resulting", + "visible", + "localized", + "measurable", + "noticeable", + "manifested", + "protruding", + "resultant", + "markedly", + "accentuated", + "engender", + "instigated", + "resulted", + "transformed", + "inadvertently", + "perceptible", + "translated", + "staggering", + "facilitated", + "precipitated", + "unintentionally", + "protrusions", + "potentially", + "visibly", + "localised", + "stimulated", + "protr", + "predetermined", + "heightened", + "ripple", + "temporarily" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "visible", + "prominent", + "noticeable", + "resulting", + "massive", + "potentially", + "localized", + "some", + "striking", + "projected", + "a", + "staggering", + "resultant", + "different", + "various", + "an", + "significant", + "observed", + "often", + "conspicuous", + "gaping", + "s", + "documented", + "unprecedented", + "visibly", + "S", + "unique", + "displaced", + "outward", + "protruding", + "monumental", + "results" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "visible", + "noticeable", + "measurable", + "resulting", + "notable", + "results", + "observed", + "discernible", + "localized", + "surface", + "displaced", + "manifested", + "observable", + "macroscopic", + "resultant", + "noticeably", + "result", + "permanent", + "discontinuities", + "a", + "discontinuity", + "manifestation", + "significant", + "distinct", + "s", + "prominent", + "staggering", + "an", + "defects", + "conspicuous", + "permanently", + "pronounced" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "at", + "visible", + "surface", + "permanent", + "measurable", + "permanently", + "noticeable", + "displacement", + "macroscopic", + "offset", + "discontinuity", + "displacements", + "and", + "displaced", + "surfaced", + "manifested", + "a", + "resulting", + "visible", + "bumps", + "distortion", + "abrupt", + "deformation", + "localized", + "observable", + "detectable", + "Mullins", + "out" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "surface", + "surface", + "Surface", + "Surface", + "at", + "surfaced", + "on", + "permukaan", + "ed", + "O", + "permanent", + "an", + "d", + "B", + "o", + "h", + "el", + "on", + "S", + "visible", + "ad", + "D" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "surface", + "surface", + "surfaced", + "Surface", + "Surface", + "stepped", + "permukaan", + "permanent", + "at", + "step", + "surfaces", + "permanente", + "sur", + "surfacing", + "step", + "permanently", + "permanent", + "steps", + "steps", + "SURFACE", + "perman", + "visible", + "terraces" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "step", + "steps", + "step", + "stepped", + "steps", + "Steps", + "Step", + "stepping", + "Step", + "Steps", + "offset", + "at", + "surface", + "pasos", + "offset", + "permanent", + "stair", + "STEP", + "Stair", + "Offset", + "offsets", + "paso", + "offsets", + "stairs" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "surface", + "offset", + "offset", + "step", + "Offset", + "offsets", + "Surface", + "offsets", + "step", + "surface", + "Step", + "Surface", + "at", + "Offset", + "stepped", + "permanent", + "S", + "stair", + "stepping", + "Step", + "steps", + "steps", + "dislocation", + "Offsets", + "STEP" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "surface", + "Surface", + "step", + "step", + "Permanent", + "Surface", + "surface", + "offset", + "permanent", + "offsets", + "permanent", + "Permanent", + "Step", + "steps", + "Offset", + "offset", + "Offset", + "offsets", + "steps", + "Offsets", + "permanently", + "Stephens", + "Step", + "stepped", + "SUR", + "free" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "the", + "permanent", + "we", + "free", + "at", + "image", + "while", + "but", + "source", + "boundary", + "of", + "there", + "and", + "surface", + "so", + "being", + "starting", + "not", + "free", + "offset", + "other", + "however", + "I", + "layer", + "you", + "which", + "formation", + "it", + "is", + "all", + "weight" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 10.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "resulting", + "score": 7.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "during", + "score": 6.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "own", + "score": 6.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "its", + "output_checked": true + }, + { + "concept": "and", + "score": 6.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "damn", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "been", + "score": 5.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "your", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "but", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "moves", + "output_checked": true + }, + { + "concept": "there", + "score": 4.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "unable", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "resolution", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "behind", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "impeding", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "close", + "output_checked": true + }, + { + "concept": "immense", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "free", + "output_checked": true + }, + { + "concept": "toward", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "engend", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "lorsque", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "comprised", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "specified", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "respective", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "change", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "that", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "line", + "output_checked": true + }, + { + "concept": "imperfections", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "densely", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "packing", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "deformation", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "visible", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "each", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "across", + "output_checked": true + }, + { + "concept": "Repositories", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "mankind", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "free", + "output_checked": true + }, + { + "concept": "papan", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "vector", + "output_checked": true + }, + { + "concept": "amni", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "line", + "output_checked": true + }, + { + "concept": "regarding", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "line", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "these", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "Creators", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "vergang", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "engender", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "free", + "output_checked": true + }, + { + "concept": "unbounded", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "remarkably", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "peristiwa", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "offset", + "output_checked": true + }, + { + "concept": "teilweise", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "tersebut", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "vector", + "output_checked": true + }, + { + "concept": "when", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "uneven", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "moves", + "output_checked": true + }, + { + "concept": "slowly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "across", + "output_checked": true + }, + { + "concept": "moderately", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "close", + "output_checked": true + }, + { + "concept": "configuration", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "caused", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "predetermined", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "temporarily", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "gradually", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "inevitably", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "at", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ability", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "close", + "output_checked": true + }, + { + "concept": "positioned", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "outlined", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "of", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-line-defect-motion-01__grid.png", + "stream": "figures/gemma4-12b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-line-defect-motion-01__stream.png", + "trajectory": "figures/gemma4-12b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-line-defect-motion-01__trajectory.png", + "emergence": "figures/gemma4-12b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-line-defect-motion-01__emergence.png", + "heatmap": "figures/gemma4-12b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-line-defect-motion-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-rapid-transformation-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Rapid diffusionless steel transformation 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Suppressing atomic redistribution during cooling converts the parent face-centered phase into a hard acicular product. The new body-centered cell has a c-to-a ratio different from one.", + "prompt_tail": "tribution during cooling converts the parent face-centered phase into a hard acicular product. The new body-centered cell has a c-to-a ratio different from one.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 38 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 9076, + "best_depth": 51.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 38, + "logit_lens_best_rank": 1839 + }, + { + "label": "Bain", + "best_rank": 311, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 38, + "logit_lens_best_rank": 5238 + }, + { + "label": "tetragonal", + "best_rank": 15496, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 38, + "logit_lens_best_rank": 309 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "supernatural", + "bou", + "ily", + "Supernatural", + "Jang", + "jor", + "orna", + "Abr", + "Lorraine", + "Noor", + "oport", + "Gui", + "Supreme", + "plong", + "Cunningham", + "olong", + "lagoons", + "oji", + "felter", + "Brix" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ily", + "zym", + "oji", + "iores", + "osz", + "felter", + "mem", + "aboo", + "mathbb", + "ool", + "orna", + "ugas", + "ht", + "oms", + "Ahn", + "luch", + "Abr", + "GSM", + "ior", + "oj", + "lak" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "ushchev", + "yers", + "exus", + "ization", + "ized", + "ingles", + "fresher", + "icrob", + "linson", + "zym", + "Fletcher", + "IIS", + "lijk", + "otional" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "ushchev", + "exus", + "oln", + "Za", + "embr", + "lery", + "LX", + "andex", + "micron", + "lembut", + "debris", + "SPMs", + "membrane", + "ificent", + "odyne", + "isture", + "InputListener", + "coran", + "i", + "ization" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "lessness", + "cinn", + "ligt", + "omeness", + "false", + "Iraqi", + "Georg", + "Georg", + "FALSE", + "Plato", + "nina", + "FALSE", + "Jia", + "Goddard", + "urable", + "Egyptian", + "wondered", + "Eck", + "Curie", + "terminology", + "ligence", + "iorum", + "iji" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "pewno", + "chrysanthemum", + "breath", + "Chrys", + "Kristall", + "resa", + "rewrite", + "pencil", + "nvidia", + "Lambda", + "Saudi", + "NORMAL", + "izawa", + "Novartis", + "atth" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "pewno", + "mas", + "Chrys", + "sampel", + "Kristall", + "Saudi", + "Lens", + "Ink", + "Birthday", + "Za", + "physiology", + "Saldo", + "saa", + "Fifa", + "Lazada", + "chrysanthemum", + "pencil", + "Filters", + "MEMBER", + "renderSquare", + "nbhd", + "XXV" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "WORTH", + "bert", + "WHIT", + "haya", + "Lives", + "WHIT", + "TECHNICAL", + "handful", + "berth", + "Nickname", + "Instance", + "registro", + "hetero", + "Birthday", + "VARIABLES", + "FAF", + "Official", + "wah", + "technical", + "OFFICE", + "escal", + "genesis", + "TECHNICAL", + "nho", + "ForegroundColor" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "creases", + "slik", + "supuesto", + "cephal", + "softness", + "t", + "ified", + "decon", + "energetic", + "Dos", + "urie", + "impediments", + "Sade", + "compassion", + "Hil", + "singularities", + "perspectives", + "sufferings", + "Hd", + "softening", + "sellers" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "t", + "ebel", + "s", + "ve", + "ified", + "med", + "particular", + "sellers", + "dir", + "dass", + "sensation", + "preponderance", + "ujos", + "uelles", + "slik", + "gehend", + "esimerkiksi", + "predominance", + "creases", + "eur", + "enst", + "urie", + "impediments", + "vc", + "est" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "med", + "ujos", + "amos", + "manner", + "gehend", + "particular", + "med", + "lepas", + "en", + "selves", + "evin", + "Moreover", + "t", + "vice", + "necessariamente", + "reg", + "ured", + "uri", + "hearted", + "EN" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "certainly", + "examples", + "esimerkiksi", + "certeza", + "preponderance", + "particular", + "hearted", + "Moreover", + "Furthermore", + "urious", + "furthermore", + "med", + "beispielsweise", + "folds", + "vice", + "cetera", + "dif", + "ordinarily", + "ledes", + "ified", + "ardin", + "moreover", + "misalnya", + "predominance" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "t", + "particular", + "esimerkiksi", + "certainly", + "examples", + "urious", + "preponderance", + "dif", + "med", + "folds", + "furthermore", + "comienzo", + "determinada", + "certeza", + "ified", + "ve", + "etheless", + "beispielsweise", + "cetera", + "ledes", + "misalnya", + "digamos", + "ujos", + "preval" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "particular", + "preponderance", + "certainly", + "certeza", + "proverbial", + "necessariamente", + "examples", + "urious", + "necessarily", + "ned", + "exemplo", + "requisite", + "med", + "ovina", + "ledes", + "refinements", + "zeug", + "imperative", + "questa", + "distinctions", + "particularmente", + "quanto", + "sure", + "Dig", + "dire" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "theoretical", + "ned", + "necessariamente", + "regularity", + "ovina", + "theoretical", + "theoretically", + "hypothetical", + "imperative", + "proverbial", + "theoretic", + "refinements", + "mathematics", + "skept", + "requisite", + "necessarily", + "manner", + "FFFF", + "nnet", + "bcd", + "examples", + "particular", + "necessarily", + "zeug", + "ledes", + "icated", + "virtue", + "iguous" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "nnnn", + "ned", + "particular", + "math", + "nick", + "mathematics", + "regularity", + "hexadecimal", + "ovina", + "theoretical", + "requisite", + "geries", + "standard", + "desired", + "teh", + "theoretically", + "nnet", + "bcd", + "dud", + "proverbial", + "cias", + "mathematicians", + "value", + "FFFF", + "distinctions", + "reg", + "ovan", + "restrictive", + "eur", + "necessarily" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "mathematicians", + "edging", + "mathematics", + "theoretically", + "Eugene", + "Theoretically", + "a", + "testers", + "barbarian", + "Eugene", + "ainder", + "matematik", + "productividad", + "endeav", + "Maui", + "cruiser", + "Hercules", + "znych", + "nick", + "regards", + "WRITE", + "rectangles" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "Usually", + "usually", + "usually", + "Therefore", + "ainder", + "Nevertheless", + "mathematicians", + "Usually", + "certeza", + "configurable", + "Siberia", + "Theoretically", + "jeweils", + "mime", + "standard", + "Furthermore", + "theoretically", + "Therefore", + "Mathematics", + "preferably", + "isRequired", + "znych", + "Constantinople", + "Beware", + "Beware", + "Values", + "Typically", + "SetValue" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "equality", + "preferably", + "esc", + "ratio", + "weir", + "theor", + "preferably", + "yine", + "Thus", + "deregulation", + "contemplated", + "Equality", + "determinada", + "equality", + "beau", + "Therefore", + "Equ", + "stride", + "Usually", + "yab", + "dirigentes", + "desired", + "equ", + "plicit", + "conspired", + "imply", + "dea", + "Preferably" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "ratio", + "Ratio", + "equality", + "Ratio", + "THREE", + "maksud", + "ratios", + "craindre", + "ratio", + "equality", + "preferably", + "Spy", + "emde", + "XMFLOAT", + "esc", + "axis", + "Equality", + "idealized", + "canoe", + "stride", + "cec", + "ANO", + "certeza", + "teor", + "canine" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "unity", + "Unity", + "ratio", + "THREE", + "craindre", + "ideal", + "Unity", + "ideal", + "equality", + "unity", + "Three", + "UNITY", + "Ratio", + "One", + "stride", + "orthon", + "croft", + "ideale", + "Reunion", + "Jericho", + "idealized", + "UNITY", + "desired", + "Ideal", + "teor", + "ANO", + "Nine", + "TypeCode" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "ratio", + "unity", + "Ratio", + "Unity", + "ideale", + "ratios", + "unity", + "ideal", + "ideal", + "Unity", + "ratio", + "THREE", + "Ratio", + "idealized", + "unidad", + "Ideal", + "equality", + "Ideal", + "Eternity", + "birl", + "cercana", + "UNITY", + "rated", + "canoe", + "Three", + "chuk", + "orthon", + "floated", + "cercano" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "ratio", + "Ratio", + "ratio", + "Ratio", + "ratios", + "unity", + "rapporto", + "proportions", + "ideale", + "ideal", + "ration", + "ideal", + "RAT", + "Unity", + "Unity", + "Ideal", + "unity", + "idealism", + "RAT", + "gold", + "Gold", + "Ideal", + "AspectRatio", + "rc" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "ratio", + "unity", + "ratios", + "ratio", + "Ratio", + "Ratio", + "Unity", + "unity", + "Unity", + "unidad", + "rapporto", + "proportions", + "unit", + "ratified", + "Unite", + "UNITY", + "RAT", + "unidad", + "unite", + "unit", + "ideale", + "unison", + "ration", + "c", + "unites", + "C", + "unidade", + "equality", + "unify" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "C", + "C", + "unity", + "ratio", + "Unity", + "c", + "unity", + "unidad", + "ratio", + "c", + "Ratio", + "ide", + "unit", + "to", + "Ratio", + "Unit", + "Unity", + "unidade", + "G", + "S", + "ideale", + "idl", + "Id", + "unit", + "ideales", + "UNITY", + "tains", + "id", + "cy", + "unidades" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "but", + "In", + "However", + "For", + "That", + "the", + "The", + "Is", + "Since", + "This", + "Looking", + "and", + "But", + "Also", + "Given", + "We", + "I", + "Let", + "a", + "of", + "It", + "What", + "There", + "These", + "Here", + "Of", + "Based", + "that", + "which", + "in", + "When", + "Thus" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 50262, + 57035, + 27920, + 7727, + 92168, + 181930, + 81087, + 245596, + 71161, + 79070, + 86999, + 11107, + 12916, + 9077, + 24500, + 32209, + 18244, + 29204, + 37068, + 69767, + 47357, + 60409, + 18436, + 32768, + 37258, + 1603 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 1635, + 4980, + 34933, + 56891, + 31064, + 111439, + 168626, + 46139, + 70483, + 23321, + 10612, + 16509, + 16597, + 26365, + 25789, + 42846, + 86822, + 15399, + 425, + 312, + 2815, + 5087, + 11422, + 9569, + 37465, + 14390 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 16717, + 4482, + 16831, + 186141, + 151369, + 256369, + 250207, + 42094, + 261458, + 261461, + 240836, + 258581, + 259406, + 227978, + 215693, + 120686, + 35566, + 15497, + 17205, + 29861, + 18763, + 25569, + 75915, + 56907, + 133825, + 13409 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 2625, + 18007, + 15686, + 101760, + 100237, + 44180, + 9942, + 1840, + 6054, + 5772, + 19257, + 2517, + 11654, + 95554 + ] + }, + { + "label": "Bain", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 84695, + 75913, + 78427, + 82058, + 98904, + 22198, + 45990, + 78734, + 12809, + 5239, + 9037, + 23678, + 26421, + 20649 + ] + }, + { + "label": "tetragonal", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 105124, + 85602, + 43619, + 11669, + 3397, + 608, + 1120, + 1577, + 310, + 411, + 10499, + 8337, + 62473, + 16511 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "Normally", + "score": 9.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "c", + "output_checked": true + }, + { + "concept": "ured", + "score": 5.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "been", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "has", + "output_checked": true + }, + { + "concept": "than", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "different", + "output_checked": true + }, + { + "concept": "normal", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "face", + "output_checked": true + }, + { + "concept": "aporta", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "oto", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "enduro", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "semif", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "into", + "output_checked": true + }, + { + "concept": "carbide", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "axes", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "c", + "output_checked": true + }, + { + "concept": "calorimeter", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "into", + "output_checked": true + }, + { + "concept": "Respect", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "camber", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "c", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "comienzo", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "has", + "output_checked": true + }, + { + "concept": "equilibrated", + "score": 2.0, + "best_rank": 4, + "best_depth": 83.0, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "economici", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "firms", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "annum", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "fundamentals", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "dynamically", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "wandered", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "Neuroscience", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "minecraft", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Bianco", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "CLR", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Tetrahedron", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "determinado", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "kona", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "during", + "output_checked": true + }, + { + "concept": "mengh", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "during", + "output_checked": true + }, + { + "concept": "Pseudo", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "unity", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "hardened", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "refrigeration", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "System", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "axis", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "certainly", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "particular", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "manner", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "face", + "output_checked": true + }, + { + "concept": "voila", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "theoretical", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "conund", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "fizi", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "Leibnitz", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "mathematicians", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Notas", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "rhenium", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "constit", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "seg", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "esc", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "finitely", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "fcc", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "priori", + "score": 1.0, + "best_rank": 3, + "best_depth": 40.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ape", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "Oto", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "new", + "output_checked": true + }, + { + "concept": "besitzt", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "Suppress", + "output_checked": true + }, + { + "concept": "horrid", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "se", + "th", + "cl", + "anc", + "ey", + "pect", + "red", + "ray", + "ser", + "ground", + "ts", + "ces", + "yle", + "be", + "son", + "span", + "ke", + "na", + "ters", + "section", + "ler", + "ny", + "max", + "size", + "time", + "eng", + "gen" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "tr", + "rence", + "umeric", + "pais", + "perk", + "haute", + "flows", + "esco", + "adanya", + "aquele", + "heres", + "Heap", + "menes", + "diy", + "uq", + "conflicted", + "clo", + "ugat", + "ner", + "assert", + "kepada" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "w", + "ound", + "med", + "tem", + "som", + "fam", + "vol", + "oot", + "mag", + "vi", + "kan", + "yang", + "ware", + "ambda", + "That", + "mit", + "Med", + "utions", + "needs", + "suggest", + "quick", + "implement", + "match", + "couple", + "believe", + "usion", + "depart", + "digital" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "er", + "he", + "re", + "s", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "l", + "st", + "re", + "im", + "g", + "u", + "se", + "ation", + "if", + "th", + "us", + "ht", + "and", + "com", + "pe", + "or", + "pl", + "ch", + "ies", + "en", + "int" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ic", + "ve", + "ht", + "The", + "ha", + "ad", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "ays", + "est", + "wo", + "who", + "them", + "es", + "pos", + "what", + "This", + "ym" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "is", + "f", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "ve", + "I", + "ay", + "ir", + "ver", + "ra", + "un", + "ere", + "com", + "end", + "ill", + "ex", + "rom", + "art", + "this", + "ang", + "ive", + "all" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "p", + "w", + "f", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "id", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ph", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "app", + "rel", + "tern", + "mo", + "det" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "ers", + "of", + "nya", + "they", + "selection", + "sof", + "e", + "t", + "n", + "aw", + "eat", + "EW", + "bringen", + "acor", + "kuru", + "u", + "unately", + "eur", + "lid", + "Ep", + "ein" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "ameri", + "e", + "rel", + "selection", + "aal", + "ein", + "EG", + "sof", + "schirm", + "Publicity", + "kuru", + "Uit", + "u", + "ers", + "ized", + "depart" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "Hej", + "ameri", + "e", + "schirm", + "Uit", + "substantially", + "organization", + "whopping", + "EW", + "reliance", + "fourteenth", + "Tog", + "ecek", + "stai", + "any", + "appro", + "Looking", + "pah", + "imitation", + "Repositories" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "ameri", + "readily", + "tog", + "backgroundColor", + "nur", + "Tog", + "er", + "ario", + "amt", + "Looking", + "any", + "appro", + "Uit", + "damn", + "BG", + "kowy", + "Iy", + "stai", + "organization", + "schirm" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "Tog", + "ameri", + "amt", + "readily", + "organization", + "kowy", + "ario", + "nur", + "backgroundColor", + "damn", + "impending", + "ujar", + "Uit", + "verschiedene", + "ampio" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "allowed", + "quelconque", + "ameri", + "backgroundColor", + "Sas", + "any", + "anybody", + "obtain", + "nur", + "newbie", + "prospective", + "readily", + "Hm", + "methacrylate", + "unfavorable", + "ujar", + "pojawi", + "peculiarity", + "Vereinigte" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "merely", + "suitable", + "Sas", + "peculiar", + "allowed", + "purely", + "nor", + "tumultuous", + "specified", + "permanec", + "because", + "superar", + "polarizing", + "peculiarity", + "shenanigans", + "defined", + "dracon", + "suitable", + "web", + "united", + "Aus" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "defined", + "or", + "but", + "nor", + "specified", + "suitable", + "suited", + "allowing", + "purely", + "allowed", + "resembled", + "reminiscent", + "suitable", + "allowing", + "uniaxial", + "siquiera", + "tradiz", + "centric", + "imposed", + "predefined", + "permanec" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "nor", + "integer", + "hinting", + "ratios", + "isDisabled", + "ratio", + "rigid", + "orientated", + "idealistic", + "normal", + "depending", + "equaling", + "owing", + "implying", + "allowed", + "ensuring", + "irrespective", + "pondered", + "simplistic", + "equal", + "rational", + "normalized", + "eccentric", + "allowing", + "stipulated", + "perturbed", + "npc", + "specified", + "upheaval", + "deviates" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "S", + "equal", + "ratio", + "but", + "a", + "e", + "ratios", + "even", + "the", + "or", + "typical", + "true", + "either", + "unequal", + "E", + "simply", + "strictly", + "A", + "normal", + "nor", + "ideal", + "odd", + "R", + "L", + "than", + "constant", + "unity", + "unlike", + "square", + "centered", + "s" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "ratio", + "ratios", + "unity", + "equal", + "Ratio", + "ideal", + "equality", + "ratio", + "Ratio", + "the", + "constant", + "a", + "even", + "trivial", + "simply", + "straightforward", + "strictly", + "critical", + "fraction", + "but", + "equ", + "straight", + "typical", + "anything", + "those", + "optimal", + "proportions", + "well", + "optimized", + "reciprocal", + "simplistic" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "ratio", + "ratios", + "ratio", + "Ratio", + "Ratio", + "unity", + "ideal", + "equal", + "ish", + "a", + "e", + "even", + "and", + "or", + "s", + "S", + "proportions", + "es", + "the", + "ration", + "ideal", + "AspectRatio", + "straight", + "Unity", + "ad" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "unity", + "ratio", + "unity", + "ratios", + "Unity", + "Ratio", + "Unity", + "Ratio", + "ideal", + "ideal", + "ratio", + "ToOne", + "UNITY", + "One", + "Ideal", + "Ideal", + "C", + "c", + "C", + "one", + "One", + "ide", + "UNITY", + "S", + "one" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "ratio", + "unity", + "ratios", + "unity", + "Ratio", + "ratio", + "Ratio", + "Unity", + "Unity", + "ideal", + "ideal", + "UNITY", + "Ideal", + "proportions", + "ide", + "ToOne", + "Ideal", + "unified", + "eins", + "AspectRatio", + "unitary", + "unify", + "C", + "UNITY", + "one", + "ration" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "ratio", + "ratios", + "ratio", + "Ratio", + "Ratio", + "unity", + "C", + "st", + "unity", + "e", + "ideal", + "c", + "N", + "proportions", + "m", + "S", + "ideal", + "c", + "ration", + "Ideal", + "H", + "n", + "golden", + "D", + "Unity", + "RAT", + "E" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "ratio", + "ratios", + "unity", + "ratio", + "Ratio", + "Ratio", + "unity", + "Unity", + "UNITY", + "Unity", + "unit", + "ideal", + "unit", + "UNITY", + "unidad", + "proportions", + "unification", + "rapporto", + "Ration", + "ration", + "ideal", + "unidad", + "unifying", + "unified", + "Ideal" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "C", + "unity", + "unit", + "unity", + "Unity", + "C", + "ratio", + "Unity", + "unidad", + "ratio", + "unidad", + "Unit", + "unit", + "Ratio", + "ide", + "UNIT", + "ratios", + "Ratio", + "UNITY", + "setC", + "c", + "units", + "units", + "unitary", + "cuk", + "unitary", + "unis", + "unidade", + "UNITY", + "Unit" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "but", + "In", + "However", + "For", + "That", + "the", + "The", + "Is", + "Since", + "This", + "Looking", + "and", + "But", + "Also", + "Given", + "We", + "I", + "Let", + "a", + "of", + "It", + "What", + "There", + "These", + "Here", + "Of", + "Based", + "that", + "which", + "in", + "When", + "Thus" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 32.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 15.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "and", + "score": 11.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "been", + "score": 10.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "considerably", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "cubic", + "score": 8.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "crystal", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "axis", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ratios", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "transition", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "damn", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "The", + "output_checked": true + }, + { + "concept": "suitable", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "product", + "output_checked": true + }, + { + "concept": "resulting", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "new", + "output_checked": true + }, + { + "concept": "aligned", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "face", + "output_checked": true + }, + { + "concept": "products", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "product", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "indeed", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "additionally", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "into", + "output_checked": true + }, + { + "concept": "plethora", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "exceedingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "system", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "configurations", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "than", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "different", + "output_checked": true + }, + { + "concept": "structure", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "body", + "output_checked": true + }, + { + "concept": "needles", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "arrivals", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "new", + "output_checked": true + }, + { + "concept": "daughter", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "that", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "from", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "slight", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "appealing", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "face", + "output_checked": true + }, + { + "concept": "abiding", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Looking", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "product", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "inertia", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "notifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "face", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "voltou", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "dessas", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "viele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "strongly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "different", + "output_checked": true + }, + { + "concept": "allowed", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "adegu", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "regions", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "face", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "into", + "output_checked": true + }, + { + "concept": "vergang", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "nuovamente", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "offizi", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Interestingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "different", + "output_checked": true + }, + { + "concept": "functionalities", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "spectacularly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "bzw", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "initiate", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "face", + "output_checked": true + }, + { + "concept": "tions", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "enhance", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "into", + "output_checked": true + }, + { + "concept": "mereka", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "powerhouse", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "txtbtn", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "transforming", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "formed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "body", + "output_checked": true + }, + { + "concept": "steeped", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "configuration", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "centered", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-rapid-transformation-04__grid.png", + "stream": "figures/gemma4-12b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-rapid-transformation-04__stream.png", + "trajectory": "figures/gemma4-12b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-rapid-transformation-04__trajectory.png", + "emergence": "figures/gemma4-12b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-rapid-transformation-04__emergence.png", + "heatmap": "figures/gemma4-12b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-rapid-transformation-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cleavage-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-temperature failure 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A thick steel plate failed suddenly in cold service without visible plastic distortion. Microscopy revealed flat planes and converging river patterns cutting across grain interiors.", + "prompt_tail": "ailed suddenly in cold service without visible plastic distortion. Microscopy revealed flat planes and converging river patterns cutting across grain interiors.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 2252, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 199 + }, + { + "label": "cleavage", + "best_rank": 0, + "best_depth": 91.5, + "onset_depth": 87.2, + "reached_top1": true, + "best_pos": 27, + "logit_lens_best_rank": 2 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "supernatural", + "ily", + "bou", + "orna", + "jor", + "Jang", + "Supernatural", + "Lorraine", + "Noor", + "oport", + "Gui", + "oji", + "Abr", + "plong", + "Supreme", + "lagoons", + "ery", + "JOR", + "marinated", + "Supreme" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ily", + "Abr", + "aboo", + "mem", + "oji", + "felter", + "Gui", + "ht", + "improbable", + "Baylor", + "ardin", + "ool", + "lak", + "supernatural", + "Abr", + "cellaneous", + "orna", + "faction", + "oj" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "analyzer", + "hq", + "ocked", + "lias", + "ella", + "tedir", + "Kham", + "nikk", + "flurry", + "JSONObject", + "ViewBag", + "ChromeDriver" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Za", + "debris", + "squre", + "lembut", + "Hd", + "magnesium", + "embossing", + "lery", + "abilia", + "recorder", + "impediments", + "creases", + "arendon", + "recorders", + "Sonos" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "ripe", + "Glover", + "Christi", + "ligation", + "Georg", + "GAL", + "ters", + "ligt", + "unts", + "lessness", + "optosis", + "homework", + "URING", + "Curie", + "ophthal", + "Context", + "Genesis", + "Fir", + "homeopathic", + "Egyptian", + "Buffers" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "rewrite", + "nvidia", + "Birthday", + "NORMAL", + "zeichnis", + "pewno", + "chrysanthemum", + "pencil", + "nextNode", + "atth", + "geweest", + "CREDIT", + "Donation", + "Kristall", + "Lambda" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "pewno", + "Birthday", + "Saldo", + "mas", + "Chrys", + "sampel", + "Kristall", + "Ink", + "Saudi", + "worsen", + "rangea", + "saa", + "chrysanthemum", + "domin", + "pencil", + "nvidia", + "Lazada", + "Lens", + "Sadd", + "renderSquare", + "Hd", + "keV", + "nbhd" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "WORTH", + "handful", + "WHIT", + "Lives", + "TECHNICAL", + "berth", + "registro", + "WHIT", + "OFFICE", + "Birthday", + "haf", + "Nickname", + "Official", + "ForegroundColor", + "COR", + "wah", + "HAS", + "technical", + "genesis", + "nutric", + "ueuse", + "FAF", + "Instance", + "escal" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "t", + "ebel", + "s", + "creases", + "energetic", + "slik", + "vc", + "compassion", + "sene", + "Hd", + "exuber", + "impediments", + "Hil", + "Hd", + "saran", + "dedication", + "philosophies", + "incompar", + "sufferings", + "genu", + "sizer" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "dir", + "med", + "ujos", + "iven", + "to", + "og", + "est", + "uette", + "udades", + "itei", + "oq", + "odora", + "s", + "rl", + "enberg", + "haf", + "as", + "eness", + "vc" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "haf", + "night", + "theater", + "lepas", + "amos", + "urably", + "rologic", + "ujos", + "selves", + "shore", + "Dordrecht", + "eness", + "uette", + "trach", + "iven", + "enin", + "rog" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "med", + "folds", + "examples", + "certeza", + "urious", + "moreover", + "cetera", + "preponder", + "esimerkiksi", + "dif", + "sensual", + "creases", + "Kalau", + "t", + "uette", + "digamos", + "fold", + "voila", + "sen", + "ogado", + "lepas", + "ures", + "dog", + "fato", + "scapes" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "folds", + "preponder", + "t", + "examples", + "moreover", + "creases", + "urious", + "digamos", + "cetera", + "dif", + "esimerkiksi", + "enorm", + "certeza", + "slik", + "sen", + "fold", + "preval", + "sur", + "sene", + "og", + "dog", + "ified", + "certainly", + "furthermore" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "s", + "sensual", + "deft", + "Etc", + "notable", + "ly", + "decadent", + "urious", + "vehement", + "uj", + "conspicuous", + "digamos", + "credo", + "istry", + "requisite", + "vajj", + "folds", + "selves", + "ogado", + "Veamos", + "ers", + "night", + "preponder", + "proverbial", + "voila", + "sheep", + "examples" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "Etc", + "med", + "vehement", + "sensual", + "ium", + "deft", + "ized", + "istry", + "examples", + "sheep", + "ly", + "ers", + "og", + "bv", + "uj", + "conspicuous", + "notable", + "sporadic", + "decadent", + "dac", + "sby", + "defam", + "xr", + "masterful", + "delineation", + "requisite", + "pragmatic", + "assertions", + "scapes", + "credo", + "lang" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "nnnn", + "sporadic", + "Etc", + "fortitude", + "pragmatic", + "ium", + "sensibility", + "horrend", + "Pdf", + "egreg", + "sensual", + "defens", + "sheep", + "linson", + "opus", + "emphatically", + "daraus", + "ODM", + "rrrr", + "ephemeral", + "vehement", + "remarked", + "immediacy" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "sporadic", + "cryptic", + "typescript", + "thoughtful", + "sensibility", + "gejala", + "arcane", + "ographic", + "extensive", + "Escape", + "Discord", + "Notas", + "ornamental", + "hypotheses", + "suggestive", + "exploratory", + "baroque", + "linson", + "icida", + "leyici", + "ODM", + "matory", + "defensive", + "wandering" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "no", + "cedence", + "naissance", + "adage", + "infraction", + "s", + "discernible", + "vertebrae", + "jellem", + "idiosync", + "og", + "satz", + "occurrence", + "enunci", + "seudo", + "discontinuities", + "olate", + "Particular", + "dovet", + "istry", + "characteristic", + "Wikiseite", + "wobei", + "radiol", + "demarc", + "benzodiazep", + "watersheds" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "in", + "jellem", + "og", + "say", + "on", + "en", + "situation", + "sled", + "s", + "S", + "t", + "l", + "un", + "particular", + "and", + "ob", + "sel", + "wobei", + "T", + "way", + "dir", + "R", + "r", + "contrario" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "Fracture", + "discontinuities", + "indistinct", + "Intersection", + "canalicul", + "Intersection", + "void", + "oles", + "inite", + "Lamin", + "withstanding", + "criss", + "khas", + "ridges", + "ISIS", + "interse", + "zig", + "lastIndexOf", + "quartzite", + "USDA", + "Unterschiede", + "intersections", + "in", + "striated", + "hier", + "Planes", + "wobei", + "Forrester", + "etsu" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "grain", + "quartzite", + "obliqu", + "Convergence", + "canalicul", + "ulous", + "Intersect", + "CBN", + "Fracture", + "grain", + "intersecting", + "fractures", + "grained", + "criss", + "clandest", + "dislocation", + "intersections", + "Microsc", + "discontinuities", + "Grenzen", + "Planes", + "crack", + "Visible", + "Parallel", + "Grain", + "Intersection", + "Grain", + "Pittsburg", + "visible" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "intersecting", + "criss", + "crack", + "obliqu", + "scallops", + "Intersect", + "Parallel", + "parallel", + "dislocation", + "intersections", + "secondaire", + "interne", + "cracks", + "fay", + "Voids", + "Pittsburg", + "intersect", + "concord", + "exfol", + "Parallel", + "canalicul", + "Planes", + "USDA" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "parallel", + "cracks", + "pping", + "plastic", + "cleavage", + "exfol", + "fractures", + "parallel", + "dendritic", + "carbides", + "river", + "dislocation", + "Plastic", + "rivers", + "dissolution", + "Dyke", + "crack", + "step", + "Parallel", + "ppage", + "voids", + "rivers", + "tunnels", + "canalicul", + "void", + "stepped", + "fracture", + "Abend", + "Pittsburg", + "azi" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "cleavage", + "Dyke", + "plastic", + "pping", + "exfol", + "carbides", + "river", + "gegangen", + "hill", + "Plastic", + "cli", + "parallel", + "twinning", + "angular", + "dislocation", + "etah", + "endig", + "river", + "entation", + "up", + "submarine", + "Compression", + "stepped" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "dien", + "convi", + "berger", + "gegangen", + "Careful", + "pl", + "yht", + "settlers", + "turtle", + "Ausland", + "merda", + "Younger", + "dre", + "adier", + "Stade", + "twins" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "These", + "For", + "I", + "Here", + "They", + "However", + "river", + "py", + "You", + "This", + "Note", + "River", + "Feed", + "Below", + "Only", + "Once", + "Dend", + "Moody", + "In", + "Since", + "Odd", + "thing", + "Unlike", + "Y", + "V", + "Some", + "Let", + "Each", + "Here", + "FYI", + "V" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 3836, + 902, + 139362, + 89190, + 115480, + 254961, + 248276, + 197122, + 201156, + 97231, + 37219, + 20501, + 25478, + 5614, + 5861, + 11993, + 14403, + 98172, + 201388, + 24202, + 2253, + 2976, + 7400, + 5932, + 30822, + 619 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 213341, + 241399, + 210397, + 64762, + 168119, + 60596, + 38950, + 216829, + 11123, + 73019, + 231343, + 181759, + 129719, + 222923, + 213102, + 237319, + 226895, + 17374, + 24488, + 11141, + 3366, + 1551, + 5, + 1, + 192, + 3398 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 20002, + 14282, + 2800, + 6323, + 1554, + 2425, + 6286, + 2167, + 1675, + 699, + 200, + 1210, + 5898, + 854 + ] + }, + { + "label": "cleavage", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 164451, + 145498, + 176718, + 208741, + 190205, + 33035, + 20052, + 1354, + 21, + 10, + 30, + 15, + 8, + 3 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "deformation", + "score": 9.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "failure", + "score": 5.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "absence", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "weather", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "tributaries", + "score": 4.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "river", + "output_checked": true + }, + { + "concept": "direction", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "Gewalt", + "score": 3.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "sculpted", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "muestra", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "cyst", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "damage", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "visible", + "output_checked": true + }, + { + "concept": "febbraio", + "score": 2.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "Etc", + "score": 2.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "whats", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "fact", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "in", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "teh", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "detailing", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "egregious", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "copious", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "ILayout", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "cryptic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "atrocious", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "distinguishers", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "customized", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "alot", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "without", + "output_checked": true + }, + { + "concept": "ajax", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "Colombeau", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "mosaics", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "nomads", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "Zou", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Failure", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "obese", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "diduga", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "alteration", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "swirls", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "insides", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "magnified", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "unexpectedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "intersecting", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cleavage", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "faptul", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "in", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "esimerkiksi", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Finally", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "logos", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "humidity", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "photographing", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "visible", + "output_checked": true + }, + { + "concept": "flanking", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "Horde", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "outages", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "chorizo", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "postulated", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "XMFLOAT", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "ceci", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "contribut", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "jellem", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Winter", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "cold", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "th", + "wh", + "res", + "and", + "row", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "left", + "set", + "any", + "anc", + "ey", + "ton", + "pos", + "very", + "tr", + "pect", + "red", + "tern", + "ray", + "ative" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "uq", + "conflicted", + "ner", + "ning", + "qual", + "assert", + "ju", + "purposes", + "rence", + "LI", + "kepada", + "celle", + "afin", + "perk", + "haute", + "enburg" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "ed", + "se", + "if", + "th", + "j", + "rou", + "one", + "che", + "ystem", + "class", + "red", + "includ", + "som", + "mark", + "vol", + "To", + "RO", + "pha", + "thing", + "mag", + "key", + "vi", + "kan", + "yang", + "ware", + "ambda", + "That", + "necess", + "mit" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "or", + "le", + "m", + "ing", + "ic", + "ion", + "l", + "im", + "g", + "ur", + "u", + "se", + "if", + "th", + "us", + "ht", + "ers", + "and", + "ere", + "com", + "pe", + "ain", + "j", + "pl", + "ame", + "ies", + "en", + "ex", + "int" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ic", + "ve", + "ch", + "ht", + "The", + "ang", + "ad", + "ign", + "The", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "ays", + "est", + "wo", + "who", + "rib" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ly", + "un", + "ht", + "ere", + "end", + "ill", + "ex", + "art", + "iz", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "D", + "ort", + "se" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "ew", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "ord", + "St", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "n", + "s", + "of", + "equip", + "photograph", + "perfectly", + "lid", + "they", + "terrible", + "eat", + "begitu", + "liaison", + "sehen", + "evol", + "kaya", + "sof", + "bringen", + "garnished", + "sina" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "equip", + "s", + "rel", + "UT", + "ET", + "ble", + "photograph", + "perfectly", + "slash", + "ei", + "administrator", + "grandfather", + "aal", + "youtu", + "eat", + "imitation", + "EG", + "liaison", + "sehen", + "evol", + "tentative", + "rei", + "kaya" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "equip", + "imitation", + "Tog", + "et", + "ET", + "substantial", + "behalf", + "demise", + "ER", + "slash", + "aal", + "tentative", + "tog", + "bunun", + "ecek", + "e", + "expert", + "readily", + "successor", + "resmi" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "Tog", + "kowy", + "ET", + "er", + "demise", + "bunun", + "fielder", + "readily", + "ributor", + "equip", + "attacker", + "damn", + "et", + "immense", + "cooking", + "ER", + "evas", + "expert", + "hur", + "declining", + "aal", + "Auf", + "Looking" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "Tog", + "kowy", + "bunun", + "bizarre", + "demise", + "immense", + "attacker", + "er", + "fielder", + "ET", + "ributor", + "damn", + "severity", + "terribly", + "cellar", + "outraged", + "ampio", + "shockingly", + "asesin", + "equip" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "bizarre", + "ed", + "bunun", + "marred", + "evas", + "substantial", + "explained", + "dismal", + "caused", + "concealing", + "severely", + "conclusive", + "blatantly", + "scorn", + "unearthed", + "ijnlijk", + "severity", + "triggered", + "bitterly", + "immense", + "profoundly", + "phenylsulfanyl", + "kowy", + "Diageo", + "voltou" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "indicating", + "reminiscent", + "markedly", + "indicating", + "exasper", + "of", + "bunun", + "described", + "indicative", + "unmist", + "reddish", + "exceedingly", + "unequivocal", + "suggesting", + "unusually", + "likened", + "caused", + "whitish", + "but", + "yellowish", + "ominous" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "reminiscent", + "markedly", + "indicating", + "suggesting", + "unequivocal", + "described", + "unmistakable", + "resembling", + "exceedingly", + "unequivocally", + "hinting", + "abrupt", + "resulted", + "implying", + "indicative", + "unmist", + "unmistak", + "strikingly", + "these", + "resembled", + "seemingly", + "hinted", + "unusually", + "mimicking", + "suggests", + "characteristic", + "severely" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "these", + "reminiscent", + "described", + "markedly", + "unmistakable", + "characteristics", + "characteristic", + "mechanisms", + "hallmark", + "unequivocal", + "terminology", + "resembling", + "atypical", + "unmistak", + "seemingly", + "indicating", + "widespread", + "uncommon", + "inherently", + "hallmarks", + "characterized", + "outlined", + "upheaval", + "tenets", + "indicates", + "suggests", + "exceptional", + "distinctive", + "documented", + "indicative" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "numerous", + "highly", + "S", + "nearly", + "widespread", + "prominent", + "extensive", + "typical", + "significant", + "massive", + "distinct", + "deeply", + "striking", + "cohesive", + "ly", + "multiple", + "broad", + "documented", + "tenacious", + "substantial", + "distinctive", + "strikingly", + "several", + "typically", + "jagged", + "unmistakable", + "aggressive", + "markedly", + "reminiscent", + "closely", + "indicating" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "numerous", + "grain", + "jagged", + "fracture", + "distinct", + "typical", + "furrow", + "characteristic", + "inclined", + "interconnected", + "pervasive", + "eroded", + "knife", + "debris", + "discontinuities", + "striated", + "tendency", + "widespread", + "discontinuity", + "cleavage", + "those", + "distinctive", + "oblique", + "Numerous", + "traversing", + "embedded", + "directional", + "direction", + "parallel", + "fractured", + "subsurface", + "nearly" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "fracture", + "Voids", + "and", + "criss", + "traverses", + "grain", + "Plane", + "plane", + "inclined", + "cleavage", + "stri", + "Direction", + "Knife", + "fissures", + "Fracture", + "knife", + "micro", + "crystal", + "dislocation", + "traversing", + "planes", + "shearing", + "directional", + "recrystall", + "es", + "direction", + "parallel", + "discontinuity", + "intersecting", + "discontinuities", + "sheared" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "fracture", + "recrystall", + "grain", + "Voids", + "stri", + "Quartz", + "inclusions", + "Intersect", + "Grain", + "crack", + "Fracture", + "grains", + "gou", + "Quartz", + "crystall", + "ductile", + "criss", + "es", + "intersecting", + "birefringence", + "Grain", + "sa", + "directional", + "crystal", + "cleavage", + "etch", + "ed", + "quartz" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "s", + "parallel", + "intersecting", + "Voids", + "stri", + "inclusions", + "fracture", + "intersect", + "inter", + "intersect", + "ductile", + "Intersect", + "l", + "cleavage", + "ed", + "es", + "S", + "parallel", + "intersects", + "subsurface", + "Miner", + "stri", + "sli", + "interno", + "twinning", + "recrystall", + "sa" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "es", + "river", + "and", + "stri", + "river", + "cleavage", + "S", + "parallel", + "Wid", + "to", + "River", + "dissolution", + "l", + "n", + "pl", + "inter", + "and", + "st", + "parallel", + "st", + "armchair", + "twinning", + "on", + "intersecting", + "n", + "inter", + "stepped", + "twins", + "esten", + "cl" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "river", + "cleavage", + "dissolution", + "twins", + "twinning", + "dislocation", + "river", + "River", + "River", + "Cle", + "Dyke", + "Dislocations", + "fracturing", + "deformation", + "twin", + "RIVER", + "criss", + "intersecting", + "Deformation", + "mich", + "machining", + "gro", + "grooves", + "etch", + "stri", + "tw", + "dendritic", + "inter", + "stepped", + "stal", + "deformation" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "er", + "ueill", + "cleavage", + "ter", + "river", + "perity", + "bandes", + "getImageFolder", + "ypen", + "fol", + "bande", + "hopper", + "enk" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "These", + "For", + "I", + "Here", + "They", + "However", + "river", + "py", + "You", + "This", + "Note", + "River", + "Feed", + "Below", + "Only", + "Once", + "Dend", + "Moody", + "In", + "Since", + "Odd", + "thing", + "Unlike", + "Y", + "V", + "Some", + "Let", + "Each", + "Here", + "FYI", + "V" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "visible", + "output_checked": true + }, + { + "concept": "deformation", + "score": 9.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "been", + "score": 7.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "damn", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "severely", + "score": 6.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "failure", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "these", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "devoid", + "score": 5.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "impeding", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "without", + "output_checked": true + }, + { + "concept": "slight", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 4.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "service", + "output_checked": true + }, + { + "concept": "numerous", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "across", + "output_checked": true + }, + { + "concept": "considerably", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "when", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "during", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "in", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "any", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "without", + "output_checked": true + }, + { + "concept": "impending", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "seemingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "uncovering", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "withstand", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "aligned", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "across", + "output_checked": true + }, + { + "concept": "plates", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "having", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "without", + "output_checked": true + }, + { + "concept": "weather", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "absence", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "through", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "demise", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "famous", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "behalf", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "in", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "necessitate", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "etre", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "somebody", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "severity", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "visible", + "output_checked": true + }, + { + "concept": "notifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "bizarre", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "spesso", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "Lors", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "hydrocarbon", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "service", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "because", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "surprisingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "copious", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "around", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "but", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "documented", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "visible", + "output_checked": true + }, + { + "concept": "resulted", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "markedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "extensively", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "unexpectedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "inexplicable", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "harsh", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "behaviours", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "reveals", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "orientated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-cleavage-03__grid.png", + "stream": "figures/gemma4-12b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-cleavage-03__stream.png", + "trajectory": "figures/gemma4-12b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-cleavage-03__trajectory.png", + "emergence": "figures/gemma4-12b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-cleavage-03__emergence.png", + "heatmap": "figures/gemma4-12b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-cleavage-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-hot-air-surface-layer-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "High-temperature environmental surface layer 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A nickel alloy held in hot air develops an adherent multilayer surface film as metal atoms react with oxygen. Continued exposure thickens the film according to an approximately parabolic time law.", + "prompt_tail": "ops an adherent multilayer surface film as metal atoms react with oxygen. Continued exposure thickens the film according to an approximately parabolic time law.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 6985, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 31437 + }, + { + "label": "oxide", + "best_rank": 28552, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 13282 + }, + { + "label": "scale", + "best_rank": 2478, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 104 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ement", + "supernatural", + "ily", + "bou", + "orna", + "Supernatural", + "Jang", + "jor", + "Gui", + "Abr", + "Lorraine", + "Noor", + "oport", + "oji", + "Supreme", + "plong", + "olong", + "aboo", + "lagoons", + "Cunningham", + "ery" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "ement", + "ily", + "aboo", + "Abr", + "oji", + "mem", + "felter", + "ORN", + "ht", + "Gui", + "orna", + "Arora", + "lak", + "Baylor", + "iores", + "improbable", + "ancher", + "ool", + "zym", + "argmax", + "tray", + "supernatural", + "cim" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Kham", + "JSONObject", + "lias", + "hse", + "Ejec", + "analyzer", + "Fres", + "ocked", + "ChromeDriver", + "Servlet", + "ized", + "ently", + "hammad" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Za", + "pewno", + "recorder", + "nexus", + "combing", + "Hd", + "abilia", + "debris", + "magnesium", + "kPa", + "ushchev", + "flurry", + "Indeed", + "nascita", + "micron", + "unud", + "embossing" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "lessness", + "Georg", + "ligt", + "ripe", + "ligation", + "Glover", + "GAL", + "cinn", + "optosis", + "ters", + "Vicki", + "Egyptian", + "unts", + "Christi", + "URING", + "lattice", + "Curie", + "FIGURES", + "Buffered", + "glacial", + "Bokeh", + "ophthal", + "Gerald" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "rewrite", + "nvidia", + "NORMAL", + "pewno", + "nus", + "Birthday", + "CREDIT", + "chrysanthemum", + "zeichnis", + "nextNode", + "atth", + "pencil", + "Chrys", + "Cameras", + "Novartis" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Kristall", + "pewno", + "Saldo", + "Chrys", + "sampel", + "Saudi", + "saa", + "Hd", + "mas", + "Lens", + "Ink", + "Webcam", + "Lazada", + "XXV", + "domin", + "Birthday", + "chrysanthemum", + "worsen", + "pencil", + "Za", + "Sadd", + "rangea" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "WORTH", + "handful", + "WHIT", + "registro", + "Lives", + "TECHNICAL", + "haya", + "COR", + "haf", + "nutric", + "WHIT", + "wah", + "OFFICE", + "genesis", + "ForEach", + "Nickname", + "FAF", + "seguinte", + "Official", + "technical", + "hetero", + "TECHNICAL", + "escal", + "HAS" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "t", + "creases", + "slik", + "compassion", + "Hd", + "genu", + "singularities", + "energetic", + "sufferings", + "sene", + "Kristall", + "vc", + "saran", + "exuber", + "softness", + "philosophies", + "supuesto", + "innervation", + "impediments", + "Hd" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "t", + "dir", + "gehend", + "ve", + "ujos", + "vc", + "si", + "ebel", + "med", + "uette", + "s", + "say", + "comienzo", + "og", + "silvest", + "dac", + "oq", + "as", + "enberg", + "kwamba" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "gehend", + "behavior", + "manner", + "med", + "lepas", + "theater", + "ujos", + "uette", + "fif", + "Moreover", + "shore", + "osof", + "schein", + "night", + "eness", + "en", + "rog", + "eniendo", + "iven", + "sage", + "heartedly" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "Moreover", + "digamos", + "esimerkiksi", + "dass", + "certainly", + "beispielsweise", + "certeza", + "med", + "folds", + "ve", + "fif", + "furthermore", + "gehend", + "sage", + "uette", + "sur", + "moreover", + "filosof", + "misalnya", + "cetera" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "digamos", + "dass", + "certainly", + "esimerkiksi", + "t", + "ve", + "sur", + "med", + "say", + "beispielsweise", + "folds", + "sage", + "creases", + "moreover", + "certeza", + "ified", + "furthermore", + "Moreover", + "exemplo", + "misalnya", + "comienzo", + "leve" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "digamos", + "sage", + "primes", + "laissez", + "s", + "gehend", + "sage", + "ogf", + "ogo", + "exemplo", + "let", + "proverbial", + "lepas", + "uette", + "certainly", + "perd", + "oog", + "particular", + "behavior", + "leve", + "filosof", + "Etc" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sensibility", + "sheep", + "ium", + "imperative", + "mah", + "Etc", + "assertions", + "ogf", + "gie", + "quartz", + "sheep", + "xr", + "opus", + "regimen", + "softening", + "ardin", + "journ", + "ogo", + "syntax", + "pragmatic", + "aptitude", + "imperatives", + "philosoph" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sensibility", + "sheep", + "ODM", + "sporadic", + "opus", + "syntax", + "astronom", + "xr", + "Pdf", + "dud", + "novelty", + "hexadecimal", + "typescript", + "teh", + "additive", + "seguinte", + "cryptic", + "ary", + "quartz", + "Dynamics" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "mathematics", + "typescript", + "sensibility", + "cryptic", + "MYSQL", + "a", + "ographic", + "MQTT", + "mathematicians", + "mathml", + "Trapez", + "imetry", + "hexadecimal", + "novelty", + "mathematically", + "syntax", + "additive", + "seguinte", + "psychic" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "measured", + "trajectory", + "adage", + "aneous", + "measured", + "trajectory", + "ographic", + "quadratic", + "swear", + "systolic", + "tetrahedral", + "mathematicians", + "bepaalde", + "metaphorical", + "arithmic", + "meisjes", + "Mathematics", + "successive", + "beau", + "mathematics", + "mathematically", + "lemonade", + "syntactic", + "riterien", + "wobei", + "mathemat", + "geometric", + "syntax", + "particular", + "seg" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "determinada", + "particular", + "bepaalde", + "tertentu", + "roso", + "t", + "selon", + "determinadas", + "conjectured", + "beau", + "enunciado", + "suivant", + "tandis", + "sentido", + "sag", + "determinado", + "behavior", + "roon", + "ditentukan", + "verhalten", + "gewisse", + "ium", + "trajectory", + "wobei", + "riterien", + "bestimmte", + "seguinte" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "parabola", + "parabolic", + "asymptotically", + "quadratic", + "conjectured", + "aproximadamente", + "parabol", + "ymptotic", + "exponential", + "nonlinear", + "parab", + "postulated", + "semif", + "approximating", + "pseudo", + "calculus", + "quartic", + "Exponential", + "hypergeometric", + "approxim", + "approximated", + "Pascal", + "casi", + "approximate", + "tentatively", + "Mystic", + "hampir", + "Exponential", + "quadratic" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "asymptotically", + "quadratic", + "exponential", + "exponentially", + "parabolic", + "parabola", + "Polynomial", + "Exponential", + "aproximadamente", + "hypergeometric", + "parabol", + "Exponential", + "XP", + "anharmonic", + "polynom", + "semif", + "tentatively", + "anointed", + "Polynomial", + "approxim", + "logistic", + "nonlinear", + "Exponent", + "quadratic", + "Paran", + "parab", + "astrolog", + "suivant", + "Mystic", + "conjectured" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "aproximadamente", + "approxim", + "Approximately", + "approximate", + "asymptotically", + "approximately", + "parabolic", + "suivant", + "approximately", + "pribli", + "roughly", + "Approximate", + "approximating", + "XP", + "parabola", + "tentatively", + "aprox", + "Approximately", + "quadratic", + "exponentially", + "approximated", + "instantaneously", + "aparentemente", + "parabol", + "Approx", + "reportedly", + "symbolically" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "parabolic", + "approximately", + "Approximately", + "approximately", + "aproximadamente", + "Approximately", + "pribli", + "approxim", + "approx", + "aprox", + "roughly", + "Approx", + "aproximativ", + "approx", + "approximate", + "parab", + "quadratic", + "ongeveer", + "parabol", + "approximated", + "Approx", + "Approximate", + "tentatively" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "parabolic", + "approximately", + "approximately", + "Approximately", + "Approximately", + "approxim", + "approx", + "aproximadamente", + "pribli", + "Approx", + "aprox", + "approximate", + "approx", + "aproximativ", + "parab", + "roughly", + "par", + "Approximate", + "approximation", + "quadratic", + "istically", + "approximates", + "ximately", + "approximations", + "approximated" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "parabolic", + "Par", + "par", + "parabol", + "Par", + "parab", + "PAR", + "parall", + "approximately", + "par", + "parishes", + "parc", + "Approximately", + "Approximately", + "Paragon", + "parish", + "Parish", + "parro", + "parochial", + "approximately", + "Pars", + "Pars", + "parada", + "parche", + "Parab", + "paralle", + "PAR", + "Parce", + "parades", + "opar" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "approximately", + "thought", + "time", + "approximation", + "time", + "I", + "Approximately", + "Approximately", + "roughly", + "Time", + "app", + "user", + "Time", + "close", + "thought", + "approximately", + "t", + "times", + "parabolic", + "form", + "approximates", + "This", + "expense", + "app", + "approx", + "pp", + "th", + "For", + "spent", + "research", + "York", + "par" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 87533, + 82937, + 101139, + 96792, + 161502, + 78965, + 69238, + 32263, + 68968, + 63133, + 57856, + 79870, + 94888, + 86596, + 75009, + 83533, + 85491, + 8259, + 6986, + 78341, + 109272, + 116916, + 150345, + 201575, + 215604, + 21768 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 71878, + 28547, + 17929, + 28521, + 174096, + 34944, + 29962, + 44142, + 49015, + 43648, + 92389, + 113284, + 116607, + 108950, + 110161, + 144176, + 77537, + 51874, + 50613, + 32130, + 28553, + 57348, + 62686, + 74523, + 90938, + 20801 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 61920, + 102410, + 188491, + 179357, + 216719, + 158256, + 172766, + 94470, + 83345, + 58539, + 49108, + 27163, + 24404, + 13892, + 8718, + 18444, + 19125, + 2834, + 2479, + 31159, + 94505, + 33281, + 44761, + 20942, + 40339, + 2669 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 223834, + 241030, + 233839, + 232894, + 245508, + 175297, + 59978, + 37349, + 31438, + 102569, + 74626, + 74618, + 121370, + 57012 + ] + }, + { + "label": "oxide", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 186019, + 161165, + 152169, + 182074, + 136976, + 84385, + 85341, + 73568, + 113523, + 84977, + 24609, + 22072, + 13283, + 147132 + ] + }, + { + "label": "scale", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 14124, + 3496, + 6645, + 13531, + 8926, + 30377, + 1657, + 105, + 221, + 793, + 4707, + 7365, + 5640, + 15351 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "parabola", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "compositional", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "film", + "output_checked": true + }, + { + "concept": "determinada", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "an", + "output_checked": true + }, + { + "concept": "contribut", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "film", + "output_checked": true + }, + { + "concept": "hold", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "held", + "output_checked": true + }, + { + "concept": "determinadas", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "as", + "output_checked": true + }, + { + "concept": "velvety", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "Gent", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "according", + "output_checked": true + }, + { + "concept": "thereof", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "resented", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "film", + "output_checked": true + }, + { + "concept": "Oxidation", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "exposed", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "described", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "as", + "output_checked": true + }, + { + "concept": "Reaction", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sic", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "law", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "hand", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "in", + "output_checked": true + }, + { + "concept": "piu", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "ede", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "pvc", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "Newborn", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "Something", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "law", + "output_checked": true + }, + { + "concept": "holding", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "innumerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "as", + "output_checked": true + }, + { + "concept": "replete", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "as", + "output_checked": true + }, + { + "concept": "incrementally", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "kotlin", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "according", + "output_checked": true + }, + { + "concept": "sustained", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "an", + "output_checked": true + }, + { + "concept": "conjectured", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "PVC", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "descrito", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "as", + "output_checked": true + }, + { + "concept": "atomic", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "react", + "output_checked": true + }, + { + "concept": "MLM", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Chaplain", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "asymptotically", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "alloys", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "aproximadamente", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "reaction", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "react", + "output_checked": true + }, + { + "concept": "chemical", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "react", + "output_checked": true + }, + { + "concept": "continues", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "thickening", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "slik", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "an", + "output_checked": true + }, + { + "concept": "sensibility", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Blues", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "facing", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "an", + "output_checked": true + }, + { + "concept": "dynamically", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "Structural", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "film", + "output_checked": true + }, + { + "concept": "focussing", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "vaguely", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "assorted", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "asta", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "Continued", + "output_checked": true + }, + { + "concept": "measured", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cany", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "atoms", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "hands", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "heated", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "air", + "output_checked": true + }, + { + "concept": "outermost", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "film", + "output_checked": true + }, + { + "concept": "stoichiometric", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "an", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "an", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "th", + "row", + "ng", + "ther", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "pr", + "text", + "anc", + "tr", + "red", + "ray", + "ative", + "ser", + "ces", + "self", + "years", + "be", + "son", + "ized", + "span", + "ke", + "na" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "rence", + "uq", + "conflicted", + "es", + "assert", + "umeric", + "perk", + "flows", + "ocs", + "enburg", + "pitted", + "decayed", + "validType", + "subsum", + "is", + "ne", + "ner", + "qual", + "ju", + "LI" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "w", + "iv", + "ast", + "one", + "ax", + "ON", + "som", + "vol", + "To", + "mag", + "vi", + "kan", + "necess", + "mit", + "Med", + "utions", + "With", + "suggest", + "deg", + "quick", + "ja", + "usion", + "digital", + "like", + "nie", + "That", + "reduce" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ing", + "ion", + "el", + "l", + "st", + "im", + "g", + "u", + "se", + "if", + "th", + "us", + "ht", + "and", + "ere", + "com", + "ess", + "pe", + "or", + "j", + "pl", + "ch", + "ame", + "ies", + "en", + "int", + "un" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "O", + "g", + "u", + "z", + "he", + "m", + "ic", + "ve", + "ch", + "ht", + "The", + "ha", + "ad", + "The", + "which", + "app", + "xt", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "ays", + "est", + "wo" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "un", + "ere", + "com", + "end", + "ill", + "ex", + "art", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire", + "cc", + "ge" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "id", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "set", + "to", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "ich", + "of", + "equip", + "lid", + "they", + "eat", + "sehen", + "sof", + "wunder", + "e", + "n", + "ers", + "nya", + "reput", + "selection", + "aal", + "liaison", + "evol", + "heer", + "bringen", + "ampio" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "equip", + "aal", + "e", + "s", + "rel", + "depart", + "reput", + "aat", + "imitation", + "EG", + "tentative", + "sof", + "mellow", + "wunder", + "ampio", + "Publicity", + "n", + "ain", + "any", + "ble", + "perfectly", + "slash" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "equip", + "readily", + "fielder", + "substantial", + "aal", + "tentative", + "Tog", + "reput", + "Publicity", + "ecek", + "ain", + "substantially", + "imitation", + "vergang", + "Repositories", + "ampio", + "ameri", + "e", + "any", + "behalf" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "equip", + "tog", + "kowy", + "Tog", + "fielder", + "aal", + "tremendous", + "tentative", + "immense", + "ributor", + "ameri", + "damn", + "er", + "Will", + "declining", + "papan", + "ain", + "increasing" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "immense", + "equip", + "tremendous", + "Tog", + "kowy", + "tog", + "fielder", + "tentative", + "Considerable", + "readily", + "caution", + "slight", + "damn", + "declining", + "profoundly", + "crs", + "ecek", + "Will", + "ributor", + "aal" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "increasing", + "profoundly", + "sigh", + "esas", + "caution", + "continued", + "despicable", + "markedly", + "tentative", + "equip", + "almost", + "vergang", + "dieser", + "unequivocal", + "tremendous", + "scathing", + "continued", + "leisurely" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "of", + "but", + "albeit", + "continued", + "zunehm", + "continued", + "increasing", + "desses", + "sub", + "almost", + "profoundly", + "hereinafter" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "exponential", + "Exponential", + "exponentially", + "predefined", + "mechanisms", + "described", + "modulated", + "successive", + "zunehm", + "characteristics", + "reminiscent", + "Shortly", + "uninterrupted", + "punctuated", + "coupled", + "consecutive", + "exceedingly", + "Lorsque", + "measurable", + "markedly" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "exponential", + "predefined", + "steadily", + "succinct", + "slowly", + "gradually", + "evolving", + "progressively", + "modulated", + "succinctly", + "gradual", + "punctuated", + "described", + "defined", + "measured", + "peculiar", + "spherical", + "exponentially", + "markedly", + "predetermined", + "fluctuating", + "subdued", + "unassuming", + "relatively", + "logarithmic", + "nuanced", + "hindered", + "cyclical", + "peculiarity" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "exponential", + "slightly", + "steady", + "undulating", + "exponentially", + "logarithmic", + "highly", + "varying", + "relatively", + "rapidly", + "remarkably", + "fluctuating", + "linear", + "measured", + "steep", + "markedly", + "strongly", + "accordance", + "predefined", + "proportional", + "accelerating", + "predictable", + "punctuated", + "constant", + "characteristic", + "spherical", + "negligible", + "steadily", + "moderately", + "strikingly", + "steeply", + "nearly" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "exponential", + "curve", + "well", + "nearly", + "predictable", + "second", + "governed", + "varying", + "described", + "approximately", + "slightly", + "typical", + "initially", + "ity", + "near", + "rapidly", + "time", + "nonlinear", + "parabolic", + "initial", + "characteristic", + "curves", + "law", + "exponentially", + "logarithmic", + "modified", + "proportional", + "approximate", + "generally", + "roughly", + "steady", + "poorly" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "curve", + "parabolic", + "approximately", + "curves", + "roughly", + "nonlinear", + "nearly", + "an", + "exponential", + "Curve", + "slightly", + "parabola", + "curved", + "almost", + "second", + "Curve", + "curves", + "curve", + "curvature", + "quadratic", + "hyperbolic", + "Curves", + "exponentially", + "Curved", + "approximate", + "up", + "Approximately", + "roughly", + "law", + "approximately", + "asymptotically", + "quasi" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "parabolic", + "an", + "second", + "secondo", + "zweite", + "p", + "nonlinear", + "up", + "slightly", + "bell", + "parabola", + "roughly", + "Almost", + "podle", + "steeply", + "P", + "Pr", + "Half", + "Par", + "second", + "asymptotically", + "parabol", + "Slightly", + "II", + "segundo", + "Approximately", + "nearly", + "exponential", + "per", + "plateau" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "parabolic", + "roughly", + "approximately", + "roughly", + "Approximately", + "approximately", + "secondo", + "pribli", + "Roughly", + "approx", + "parabol", + "nearly", + "approximate", + "an", + "parabola", + "approx", + "Nearly", + "Approximately", + "aproximadamente", + "approxim", + "ongeveer", + "quasi", + "Nearly", + "Approx", + "pseudo", + "Almost", + "nearly", + "almost", + "second", + "aproximativ" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "approximately", + "parabolic", + "approximately", + "Approximately", + "roughly", + "Approximately", + "Par", + "approx", + "aproximadamente", + "approx", + "Par", + "approximate", + "par", + "par", + "pseudo", + "parabol", + "p", + "nearly", + "approxim", + "pribli", + "Approx", + "roughly", + "Roughly", + "Parish", + "approximates" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "approximately", + "parabolic", + "approximately", + "Approximately", + "roughly", + "Approximately", + "aproximadamente", + "Approx", + "approx", + "approx", + "approxim", + "pribli", + "approximate", + "Par", + "roughly", + "Par", + "nearly", + "Approximate", + "parabol", + "Roughly", + "aprox", + "pseudo", + "approximated", + "aproximativ", + "par", + "Approx" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "parabolic", + "Par", + "par", + "Par", + "PAR", + "parabol", + "PAR", + "opar", + "parab", + "approximately", + "parc", + "par", + "Parish", + "Parc", + "epar", + "Paralympic", + "Parab", + "Parl", + "approximately", + "Parr", + "Parm", + "parishes", + "parall", + "parro", + "parity", + "parli" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "approximately", + "thought", + "time", + "approximation", + "time", + "I", + "Approximately", + "Approximately", + "roughly", + "Time", + "app", + "user", + "Time", + "close", + "thought", + "approximately", + "t", + "times", + "parabolic", + "form", + "approximates", + "This", + "expense", + "app", + "approx", + "pp", + "th", + "For", + "spent", + "research", + "York", + "par" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 16.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "an", + "output_checked": true + }, + { + "concept": "slight", + "score": 13.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "react", + "output_checked": true + }, + { + "concept": "exponential", + "score": 12.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "considerably", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "tenacious", + "score": 7.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "thickness", + "score": 6.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "resulting", + "score": 5.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "film", + "output_checked": true + }, + { + "concept": "various", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "react", + "output_checked": true + }, + { + "concept": "hand", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "unrelenting", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "been", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "exceedingly", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "immersed", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "an", + "output_checked": true + }, + { + "concept": "holding", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "held", + "output_checked": true + }, + { + "concept": "thickening", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "anhyd", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "air", + "output_checked": true + }, + { + "concept": "immense", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "but", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "continuously", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Continued", + "output_checked": true + }, + { + "concept": "progressively", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "increase", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "during", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "as", + "output_checked": true + }, + { + "concept": "elapsed", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "time", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "remarkably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "excessively", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "markedly", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "turbulent", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "air", + "output_checked": true + }, + { + "concept": "subjected", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "an", + "output_checked": true + }, + { + "concept": "reacted", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "gradually", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "reactions", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "react", + "output_checked": true + }, + { + "concept": "increasing", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "according", + "output_checked": true + }, + { + "concept": "substrate", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "reacts", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "react", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "lentement", + "score": 2.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "with", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "disbelief", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "convincing", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "film", + "output_checked": true + }, + { + "concept": "amidst", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "substantial", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "Looking", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "atoms", + "output_checked": true + }, + { + "concept": "annen", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "exponentially", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "Considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "an", + "output_checked": true + }, + { + "concept": "asesin", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "sorely", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "damn", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "film", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "undoubt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "satisfactory", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "film", + "output_checked": true + }, + { + "concept": "inevitable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "exaggerated", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "remarkable", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "arduous", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "film", + "output_checked": true + }, + { + "concept": "tumultuous", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "prolonged", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "law", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "adherent", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-hot-air-surface-layer-01__grid.png", + "stream": "figures/gemma4-12b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-hot-air-surface-layer-01__stream.png", + "trajectory": "figures/gemma4-12b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-hot-air-surface-layer-01__trajectory.png", + "emergence": "figures/gemma4-12b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-hot-air-surface-layer-01__emergence.png", + "heatmap": "figures/gemma4-12b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-hot-air-surface-layer-01__heatmap.png" + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-12b-it-key-concept-traces-v1-seed1.json b/jlens_materials/runs/gemma4-12b-it-key-concept-traces-v1-seed1.json new file mode 100644 index 0000000000000000000000000000000000000000..e481351c3cac9ab4bcac5245463e1ec60688c649 --- /dev/null +++ b/jlens_materials/runs/gemma4-12b-it-key-concept-traces-v1-seed1.json @@ -0,0 +1,19445 @@ +{ + "format_version": 2, + "created_at": "2026-08-25T10:22:19.278629+00:00", + "model": "google/gemma-4-12B-it", + "model_identity": { + "requested_id": "google/gemma-4-12B-it", + "requested_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "model_class": "Gemma4UnifiedForConditionalGeneration", + "config_name_or_path": "google/gemma-4-12B-it", + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-12B-it", + "vocab_size": 262144, + "n_layers": 48, + "d_model": 3840, + "dtype": "bfloat16" + }, + "tag": "gemma4-12b-it-key-concept-traces-v1-seed1", + "n_layers": 48, + "d_model": 3840, + "lens_n_prompts": 1000, + "lens_provenance": { + "corpus": { + "dataset": "Salesforce/wikitext", + "kind": "huggingface", + "min_chars": 600, + "records": 1000, + "requested_records": 1000, + "revision": "b08601e04326c79dfdd32d625aee71d232d685c3", + "seed": 1, + "sha256": "339321308896ebec0e2f4e77c3c911f240e11677a92fd46c9e7e978e8df61065", + "split": "train", + "subset": "wikitext-103-raw-v1", + "text_field": "text", + "unique_records": 1000 + }, + "created_at": "2026-08-23T10:35:39.069422+00:00", + "dim_batch": 12, + "format_version": 1, + "hub": { + "path_in_repo": "gemma4-12b-it/paper/seed1.pt", + "repo_id": "lamm-mit/gemma4-jacobian-lenses", + "repo_type": "model", + "revision": "main", + "uploaded_at": "2026-08-25T06:54:59.313300+00:00" + }, + "model": { + "config_name_or_path": "google/gemma-4-12B-it", + "d_model": 3840, + "dtype": "bfloat16", + "model_class": "Gemma4UnifiedForConditionalGeneration", + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "n_layers": 48, + "requested_id": "google/gemma-4-12B-it", + "requested_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-12B-it", + "vocab_size": 262144 + }, + "paper_reference": "https://transformer-circuits.pub/2026/workspace/index.html", + "recipe": { + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers.", + "max_seq_len": 128, + "n_fit": 1000, + "name": "paper", + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "target_layer": -2 + }, + "source_layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45 + ], + "target_layer": 46, + "upstream_reference": "lamm-mit/jacobian-lens@581d398613e5602a5af361e1c34d3a92ea82ba8e" + }, + "methodology": { + "recipe": { + "name": "demo", + "n_fit": 12, + "max_seq_len": 64, + "target_layer": null, + "report_layer_count": null, + "skip_first": 16, + "strict_corpus": false, + "description": "Fast exploratory fit. Results from this profile are not a quantitative replication of the paper." + }, + "claims_level": "exploratory demo", + "paper_protocol_complete": false, + "strict_protocol": true, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 1, + "evaluation_max_seq_len": 128, + "generation_max_new_tokens": 1, + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "dtype": "bfloat16", + "layer_stride": 1, + "prompt_source": "prompts/materials-key-concept-traces-v1.json", + "swaps_enabled": false, + "swap_alpha": 1.0 + }, + "shapes": [ + "ASSOCIATION" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": { + "ASSOCIATION": { + "n_items": 6, + "minimum_required": 1, + "sufficient_sample": true, + "ks": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "jacobian_lens": { + "pass_at_k": [ + 0.08333333333333333, + 0.08333333333333333, + 0.08333333333333333, + 0.125, + 0.125, + 0.18055555555555555, + 0.18055555555555555 + ], + "auc_log_k": 0.12119128467705538, + "bootstrap_95": { + "1": { + "mean": 0.08333333333333333, + "low": 0.0, + "high": 0.25 + }, + "2": { + "mean": 0.08333333333333333, + "low": 0.0, + "high": 0.25 + }, + "5": { + "mean": 0.08333333333333333, + "low": 0.0, + "high": 0.25 + }, + "10": { + "mean": 0.125, + "low": 0.0, + "high": 0.2916666666666667 + }, + "20": { + "mean": 0.125, + "low": 0.0, + "high": 0.2916666666666667 + }, + "50": { + "mean": 0.18055555555555555, + "low": 0.041666666666666664, + "high": 0.34722222222222215 + }, + "100": { + "mean": 0.18055555555555555, + "low": 0.041666666666666664, + "high": 0.34722222222222215 + } + } + }, + "logit_lens": { + "pass_at_k": [ + 0.0, + 0.0, + 0.08333333333333333, + 0.125, + 0.125, + 0.18055555555555555, + 0.23611111111111108 + ], + "auc_log_k": 0.10453892350572178 + } + } + }, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 0, + "n_graded": 0, + "minimum_required": 1, + "sufficient_sample": false, + "protocol_success_rate": null, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [], + "prompts": [ + { + "slug": "paper-v2-assoc-notch-resistance-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to notch-driven failure 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "During a compact-tension test, substantial energy is dissipated near the notch tip before the specimen separates. The material tolerates larger defects than a comparison alloy.", + "prompt_tail": "-tension test, substantial energy is dissipated near the notch tip before the specimen separates. The material tolerates larger defects than a comparison alloy.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 16908, + "best_depth": 51.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 4473 + }, + { + "label": "crack", + "best_rank": 1082, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 3679 + }, + { + "label": "fracture", + "best_rank": 12944, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 870 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "forcing", + "arn", + "employment", + "arnataka", + "fg", + "Executor", + "employment", + "forcing", + "nabi", + "qc", + "niki", + "Uy", + "Gina", + "Blocking", + "blocking", + "ginas", + "SIG", + "WATER", + "Blake", + "irg", + "irken", + "denly", + "astri", + "ork", + "pn" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "release", + "Signing", + "Release", + "signed", + "Signing", + "Release", + "Signed", + "Released", + "signing", + "Signed", + "leasing", + "Signs", + "release", + "RELEASE", + "angent", + "trance", + "ently", + "releasing", + "signings", + "releases", + "released", + "signs", + "oscopy", + "signer", + "addItem", + "else" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Finals", + "maven", + "Analyze", + "jaye", + "Earl", + "Celtic", + "requireNonNull", + "Jeff", + "aad", + "Wakefield", + "methyl", + "apt", + "Wembley" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "mrs", + "compressive", + "LX", + "memset", + "Angst", + "a", + "weg", + "ksi", + "akan", + "apt", + "Douglas", + "analges", + "Ehren", + "Conventions" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "atian", + "Lynn", + "DOP", + "elingen", + "Glover", + "Egyptian", + "Coke", + "BOP", + "Cp", + "Orr", + "glacial", + "jordan", + "Georg", + "Dore", + "opl", + "cinn", + "Oliveira", + "hispanic", + "Couldn", + "Cincinnati", + "ccin", + "Chosen", + "Bowman", + "Atty", + "Cc", + "cp", + "vys", + "Vaughan" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Cp", + "umers", + "lt", + "cp", + "Nichols", + "qc", + "celtic", + "Quincy", + "Niagara", + "hamilton", + "lng", + "Tricks", + "Qaraldi", + "plumber", + "atlantic", + "tmp", + "Sanitary", + "jp", + "Nicholas", + "Fern", + "dental", + "Ellis", + "weg" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mason", + "Ums", + "Pleas", + "nesium", + "python", + "Finally", + "ple", + "menos", + "umer", + "ruptedException", + "mysql", + "jaye", + "chy", + "scissors", + "myl", + "Eminem", + "softener", + "parabol", + "Chiron", + "eless", + "cuer", + "paragraph", + "Aires", + "multiply", + "Signup" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "tha", + "RELEASE", + "haya", + "leasing", + "ForEach", + "enl", + "tho", + "en", + "getragen", + "gh", + "release", + "Released", + "algo", + "urably", + "Release", + "ukai", + "numpy", + "Fruit", + "prive", + "FAF", + "mno", + "escal", + "mathbb", + "bli" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "released", + "release", + "signings", + "bly", + "synes", + "compassion", + "Releases", + "ve", + "prises", + "Release", + "Caffeine", + "impulso", + "Alexander", + "ypress", + "plantings", + "energii", + "impres", + "r", + "python", + "pump" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "j", + "r", + "ve", + "dere", + "prises", + "releases", + "ors", + "bly", + "s", + "ments", + "dir", + "ja", + "d", + "oss", + "pertin", + "el", + "ke", + "release", + "ypress", + "dere", + "eben", + "synes", + "si", + "direccion", + "en", + "Alexander" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "med", + "en", + "theater", + "s", + "shore", + "rog", + "night", + "manner", + "rad", + "iven", + "asa", + "heartedly", + "ured", + "gehend", + "ver", + "amos", + "Moreover", + "izability", + "ujos", + "perfect", + "behavior", + "tyle", + "haf", + "uable", + "eness", + "issait" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "esimerkiksi", + "beispielsweise", + "Moreover", + "med", + "Furthermore", + "furthermore", + "certainly", + "examples", + "differenza", + "moreover", + "mason", + "certeza", + "soften", + "digamos", + "sur", + "enorm", + "urious", + "t", + "folds", + "philosophies", + "natural", + "filosof", + "ulnerable", + "Veamos" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "esimerkiksi", + "digamos", + "t", + "enorm", + "moreover", + "examples", + "beispielsweise", + "med", + "sur", + "furthermore", + "certainly", + "slik", + "folds", + "certeza", + "urious", + "differenza", + "misalnya", + "rekom", + "Moreover", + "mason", + "dif", + "ve", + "exemplo", + "philosophies", + "etheless" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "ulnerable", + "differenza", + "digamos", + "zeug", + "exemplo", + "tyle", + "particular", + "Moreover", + "Veamos", + "imperative", + "sensibility", + "vulner", + "night", + "credo", + "manner", + "certeza", + "politik", + "riqueza" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sensibility", + "argumento", + "politik", + "massive", + "differenza", + "mah", + "ulnerable", + "virtue", + "imperative", + "sensibilidad", + "ium", + "vehement", + "zeug", + "sheep", + "night", + "philosophy", + "hypothetical", + "filosofia", + "liability", + "exemplo", + "enormes", + "quanto" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "ODM", + "XK", + "xr", + "sensibility", + "nnnn", + "eur", + "teh", + "abo", + "mah", + "bole", + "virtue", + "dismal", + "dud", + "argumento", + "Xr", + "remarked", + "rrrr", + "intensive", + "Bremen", + "competir", + "defens" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "additive", + "thoughtful", + "slower", + "WRITE", + "testers", + "XK", + "intensive", + "Notas", + "obtuse", + "datasource", + "leaner", + "krypt", + "wasteful", + "obnoxious", + "rival", + "remarked" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "softer", + "unnamed", + "Notas", + "competitor", + "remarked", + "denser", + "Comparison", + "comparison", + "Compare", + "contrasted", + "disparity", + "Comparisons", + "dibanding", + "hypothetical", + "snowboard", + "femur", + "complacent", + "riterien", + "comparative", + "aptitude", + "likened", + "harsher", + "flounder", + "gdf" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "comparison", + "comparable", + "Comparison", + "Comparable", + "comparison", + "competitor", + "counterpart", + "compar", + "Vergleich", + "Comparison", + "vergleich", + "Compar", + "Comparable", + "Comparisons", + "compare", + "Compare", + "contrasted", + "counterparts", + "Comparator", + "comparar", + "comparability", + "comparator", + "comparaison", + "likened", + "determinada", + "comparisons", + "disparity", + "Comparator", + "COMPAR" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "comparison", + "Comparison", + "comparison", + "Comparison", + "Vergleich", + "COMPAR", + "comparable", + "Compare", + "Comparisons", + "Compar", + "Comparable", + "comparaison", + "compare", + "comparative", + "comparisons", + "comparar", + "COMPAR", + "Compar", + "Compare", + "Comparative", + "Comparative", + "compar", + "comparing", + "Benchmark", + "comparator", + "compared" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "comparison", + "Comparison", + "Comparison", + "comparison", + "COMPAR", + "Compare", + "Vergleich", + "Comparative", + "comparaison", + "compara", + "Comparisons", + "Compar", + "Compare", + "COMPAR", + "Reference", + "compare", + "comparative", + "reference", + "rival", + "comparable", + "comparator", + "Comparator", + "carbide", + "Contrast", + "Compar" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "comparison", + "Comparison", + "Comparison", + "comparison", + "Compare", + "COMPAR", + "compare", + "Vergleich", + "Comparisons", + "Compar", + "compara", + "comparator", + "COMPAR", + "Compare", + "comparar", + "Compar", + "comparaison", + "Contrast", + "comparisons", + "Comparable", + "compare", + "comparable", + "comparative", + "rival", + "Comparative", + "COMPARE", + "contrast" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "compar", + "comparison", + "compare", + "Compar", + "comparing", + "Compar", + "compare", + "comparative", + "comparisons", + "compar", + "Comparison", + "Compare", + "Compare", + "Comparison", + "comparison", + "Vergleich", + "comparar", + "Comparisons", + "COMPAR", + "COMPAR", + "comparaison", + "compared", + "compares", + "Comparative", + "compara" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "comparison", + "Comparison", + "Comparison", + "comparison", + "Vergleich", + "COMPAR", + "COMPAR", + "comparaison", + "compar", + "compare", + "Compar", + "comparative", + "comparisons", + "Comparisons", + "Compar", + "comparing", + "Compare", + "comparar", + "compar", + "Compare", + "compare", + "compares", + "Comparative", + "comparator" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "comparison", + "Comparison", + "comparison", + "Comparison", + "Vergleich", + "COMPAR", + "comparaison", + "COMPAR", + "comparar", + "comparisons", + "Comparing", + "Compar", + "Comparisons", + "Compare", + "Compare", + "compare", + "Compar", + "compar", + "comparing", + "comparing", + "compara", + "comparative" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "They", + "It", + "Comparison", + "You", + "This", + "We", + "However", + "For", + "Alloy", + "Thus", + "but", + "Let", + "No", + "I", + "Because", + "What", + "These", + "Since", + "Each", + "Using", + "Por", + "Usually", + "In", + "The", + "A", + "All", + "More", + "Why", + "Both", + "Unlike", + "Although", + "Typically" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 86817, + 139142, + 185573, + 113105, + 2709, + 50011, + 86344, + 187006, + 91416, + 113549, + 33658, + 21056, + 22743, + 16909, + 23791, + 45699, + 114425, + 82863, + 87186, + 91522, + 72357, + 77281, + 52635, + 20053, + 9346, + 3573 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 15980, + 25664, + 52686, + 90720, + 105885, + 23797, + 207626, + 17914, + 143161, + 117827, + 46916, + 69298, + 72120, + 59447, + 105969, + 96587, + 122423, + 11638, + 1083, + 8944, + 15508, + 2529, + 3439, + 1537, + 37750, + 677 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 11466, + 132204, + 57366, + 106960, + 19590, + 4904, + 78191, + 149713, + 73749, + 90838, + 39360, + 28634, + 38623, + 15546, + 47840, + 58995, + 137922, + 15958, + 25537, + 32443, + 33146, + 19259, + 16392, + 12945, + 44231, + 14140 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 150198, + 134914, + 90168, + 71530, + 35870, + 6088, + 5448, + 7780, + 4474, + 6959, + 14508, + 19680, + 49492, + 25625 + ] + }, + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 6061, + 13575, + 13886, + 8759, + 93801, + 77220, + 14649, + 11589, + 4474, + 6130, + 4170, + 5537, + 12701, + 3680 + ] + }, + { + "label": "fracture", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 46756, + 30965, + 31812, + 42480, + 50460, + 50789, + 5773, + 4766, + 1980, + 5024, + 3350, + 871, + 17732, + 8330 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "Fracture", + "score": 5.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "dissipation", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "dissipated", + "output_checked": true + }, + { + "concept": "testers", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Compression", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "separation", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "determinados", + "score": 3.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "LEVEL", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ODM", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "attempting", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "grunds", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "aporte", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "INI", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "vic", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "Sheep", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "compression", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Gewalt", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "esimerkiksi", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "amounts", + "score": 2.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "redux", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ates", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "During", + "output_checked": true + }, + { + "concept": "HPE", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Octopus", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "dissipated", + "output_checked": true + }, + { + "concept": "MainWindow", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "Ontology", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "dissipated", + "output_checked": true + }, + { + "concept": "XMFLOAT", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "magnitudes", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "Increment", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "bree", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Examin", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Moder", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "aftermath", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "is", + "output_checked": true + }, + { + "concept": "ruptura", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "Chiropractic", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Ane", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "after", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "is", + "output_checked": true + }, + { + "concept": "seperate", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "eman", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "losses", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "near", + "output_checked": true + }, + { + "concept": "OOP", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "endure", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "determinadas", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "The", + "output_checked": true + }, + { + "concept": "podendo", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "crux", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "feminists", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sensibility", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "woody", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "Gore", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "Lipschitz", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "toler", + "output_checked": true + }, + { + "concept": "minimax", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "softer", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "endot", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "toler", + "output_checked": true + }, + { + "concept": "immunocom", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "compliments", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "toler", + "output_checked": true + }, + { + "concept": "Constantinople", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "coloro", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "bevel", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "wooded", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "near", + "output_checked": true + }, + { + "concept": "ITest", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "near", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "th", + "row", + "gh", + "ar", + "ne", + "sa", + "yst", + "inter", + "pr", + "any", + "anc", + "tr", + "sh", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "ces", + "rol", + "self", + "years", + "be", + "son", + "ized", + "span" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "esh", + "pais", + "flows", + "aquele", + "ger", + "sat", + "pitted", + "echolog", + "sons", + "assert", + "yah", + "voyages", + "tower", + "suff", + "nyt", + "curtail", + "opie", + "jangka" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "ic", + "am", + "ot", + "se", + "y", + "th", + "oc", + "ment", + "iz", + "ru", + "lo", + "sp", + "oy", + "const", + "red", + "includ", + "thing", + "kan", + "Med", + "lar", + "alt", + "suggest", + "ky", + "lied", + "assert", + "ald", + "oring" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "le", + "m", + "ing", + "ic", + "ion", + "im", + "g", + "u", + "se", + "ation", + "ch", + "th", + "us", + "ht", + "and", + "ere", + "com", + "ess", + "pe", + "ain", + "j", + "le", + "pl", + "ame", + "iz", + "ure", + "ies", + "cl", + "able" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "ve", + "ch", + "pe", + "pl", + "ha", + "ad", + "ign", + "your", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "ize", + "we", + "ystem", + "ays", + "est", + "wo", + "who", + "import", + "es", + "pos", + "what", + "fr", + "bet", + "This" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "id", + "ur", + "ve", + "ay", + "ir", + "ver", + "ere", + "end", + "ill", + "ex", + "art", + "ang", + "ive", + "all", + "ard", + "ik", + "pl", + "ge", + "ph", + "ong", + "one", + "ence", + "au", + "ont", + "lo" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "id", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "ord", + "ar", + "pr", + "elf", + "sp", + "ah", + "to", + "rel", + "tern", + "mo", + "cur" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "they", + "n", + "ers", + "of", + "selection", + "novembre", + "eat", + "liaison", + "eux", + "wunder", + "cik", + "bereit", + "e", + "aient", + "dage", + "heer", + "erweise", + "aw", + "son" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "e", + "reput", + "aal", + "youtu", + "eux", + "ameri", + "Publicity", + "s", + "rel", + "perfectly", + "ei", + "selection", + "martial", + "eat", + "EG", + "liaison", + "remember", + "sof" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "fielder", + "substantial", + "demise", + "ameri", + "e", + "slash", + "facilmente", + "Tog", + "commonly", + "easily", + "lsulfanyl", + "any", + "substantially", + "comfy", + "reliance", + "serangan", + "Publicity", + "Looking" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "tog", + "ameri", + "demise", + "Tog", + "comfy", + "Looking", + "fielder", + "slash", + "slight", + "merely", + "damn", + "nur", + "Iy", + "er", + "ET", + "PA", + "hindrance", + "kowy", + "whopping", + "appro" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "readily", + "tog", + "damn", + "demise", + "Tog", + "fielder", + "slight", + "slash", + "considerably", + "comfy", + "ameri", + "hindrance", + "kowy", + "asesin", + "Iy", + "ET", + "markedly", + "lichkeit" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "markedly", + "readily", + "ameri", + "merely", + "considerably", + "reverting", + "vehement", + "demise", + "substantially", + "damn", + "criticized", + "currently", + "pretende", + "Iy", + "conceivably", + "commonly", + "despicable", + "respective", + "blatantly", + "preclude", + "hindering", + "ujar", + "appreciably", + "slimmer", + "conceding" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "markedly", + "considerably", + "championed", + "soared", + "worsened", + "vehement", + "However", + "comparable", + "criticized", + "similar", + "behavi", + "similar", + "arrog", + "speculated", + "substantially", + "profoundly", + "touted", + "surpasses", + "surpassing" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "markedly", + "comparable", + "similar", + "significantly", + "considerably", + "compared", + "comparatively", + "Similar", + "similar", + "surpassing", + "substantially", + "lessened", + "Significantly", + "appreciably", + "similarly", + "comparison", + "surpasses", + "Comparison", + "drastically" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "comparable", + "markedly", + "comparatively", + "significantly", + "lessened", + "compared", + "comparison", + "comparative", + "weaker", + "similar", + "considerably", + "comparator", + "surpassing", + "consistently", + "slower", + "Comparable", + "surpasses", + "smaller", + "substantially", + "quicker", + "stronger", + "similarly", + "Significantly", + "decreased", + "possessing", + "Comparative", + "dissimilar", + "allowing", + "Compared" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "comparable", + "similar", + "comparison", + "compared", + "comparative", + "comparatively", + "different", + "smaller", + "other", + "highly", + "benchmark", + "neighboring", + "stronger", + "tested", + "similarly", + "weaker", + "markedly", + "identified", + "another", + "equivalent", + "more", + "significantly", + "vastly", + "higher", + "identical", + "Compar", + "differing", + "comparator", + "certain", + "specified", + "strongly", + "contrasting" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "comparison", + "comparable", + "compared", + "comparative", + "benchmark", + "comparatively", + "compar", + "Comparison", + "counterpart", + "comparisons", + "counterparts", + "comparator", + "similar", + "neighboring", + "another", + "comparing", + "comparison", + "second", + "compare", + "contrasting", + "comparar", + "smaller", + "similarly", + "compares", + "Comparison", + "contrast", + "Compar", + "Comparable", + "rival" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "comparison", + "comparison", + "comparative", + "compared", + "comparable", + "reference", + "comparator", + "compar", + "Comparison", + "benchmark", + "Vergleich", + "comparisons", + "Comparison", + "compare", + "compar", + "vergleich", + "COMPAR", + "compared", + "comparing", + "Reference", + "Compare", + "Compared" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "comparison", + "reference", + "comparator", + "comparative", + "benchmark", + "Reference", + "comparable", + "Comparison", + "comparison", + "Vergleich", + "compared", + "reference", + "vergleich", + "compare", + "comparisons", + "Comparison", + "COMPAR", + "compar", + "Benchmark", + "Reference", + "benchmark", + "COMPAR", + "compar", + "Compare" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "comparison", + "Comparison", + "comparator", + "comparative", + "comparison", + "COMPAR", + "Comparison", + "COMPAR", + "comparisons", + "Vergleich", + "compare", + "comparable", + "compar", + "Compare", + "Comparator", + "compared", + "Comparisons", + "comparar", + "compares", + "comparing", + "benchmark", + "Compar", + "compara", + "vergleich" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "compar", + "comparison", + "compare", + "comparing", + "comparative", + "comparisons", + "compar", + "Comparison", + "Comparison", + "comparison", + "Vergleich", + "COMPAR", + "COMPAR", + "comparaison", + "compared", + "Compar", + "Compar", + "compare", + "Compare", + "Compare", + "compares", + "compara", + "Comparing", + "comparer", + "Comparing" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "comparison", + "Comparison", + "Comparison", + "comparison", + "Vergleich", + "comparative", + "comparisons", + "COMPAR", + "COMPAR", + "comparaison", + "compar", + "compare", + "comparing", + "compar", + "comparar", + "Comparisons", + "Compar", + "Compar", + "compare", + "Compare", + "compares", + "comparator" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "comparison", + "comparison", + "Comparison", + "Comparison", + "Vergleich", + "COMPAR", + "COMPAR", + "comparaison", + "comparisons", + "compar", + "Comparisons", + "comparar", + "comparing", + "compar", + "Compar", + "comparing", + "Compar", + "Comparing", + "compare", + "comparative", + "comparator", + "Comparing" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "They", + "It", + "Comparison", + "You", + "This", + "We", + "However", + "For", + "Alloy", + "Thus", + "but", + "Let", + "No", + "I", + "Because", + "What", + "These", + "Since", + "Each", + "Using", + "Por", + "Usually", + "In", + "The", + "A", + "All", + "More", + "Why", + "Both", + "Unlike", + "Although", + "Typically" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 19.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "fracture", + "score": 11.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "considerably", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "after", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "impending", + "score": 6.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "near", + "output_checked": true + }, + { + "concept": "comparable", + "score": 5.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "reaching", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "separation", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "dissipation", + "score": 5.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "dissipated", + "output_checked": true + }, + { + "concept": "been", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "markedly", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "those", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "than", + "output_checked": true + }, + { + "concept": "compression", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "achieving", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "before", + "output_checked": true + }, + { + "concept": "sized", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "damn", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "impeding", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "near", + "output_checked": true + }, + { + "concept": "exerted", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "relatively", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ates", + "output_checked": true + }, + { + "concept": "results", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "tolerated", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "inherently", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "conducted", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "test", + "output_checked": true + }, + { + "concept": "approximately", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "dissipated", + "output_checked": true + }, + { + "concept": "tested", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "performed", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "test", + "output_checked": true + }, + { + "concept": "tree", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "administr", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "apex", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "tip", + "output_checked": true + }, + { + "concept": "notches", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Lorem", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "convincing", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "test", + "output_checked": true + }, + { + "concept": "excl", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "uncontroll", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "sudden", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "material", + "output_checked": true + }, + { + "concept": "appealing", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "tip", + "output_checked": true + }, + { + "concept": "appro", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "Started", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "immense", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "dissipated", + "output_checked": true + }, + { + "concept": "reve", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "these", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "dissipated", + "output_checked": true + }, + { + "concept": "Interestingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "near", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "vehement", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "horrendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "tip", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "despicable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "greatly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "toler", + "output_checked": true + }, + { + "concept": "diesen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "reverting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "insulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "test", + "output_checked": true + }, + { + "concept": "horrific", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "tip", + "output_checked": true + }, + { + "concept": "excessively", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "brutally", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "apparently", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "material", + "output_checked": true + }, + { + "concept": "orchestrated", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "essentially", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "material", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-key-concept-traces-v1-seed1/materials/paper-v2-assoc-notch-resistance-04__grid.png", + "stream": "figures/gemma4-12b-it-key-concept-traces-v1-seed1/materials/paper-v2-assoc-notch-resistance-04__stream.png", + "trajectory": "figures/gemma4-12b-it-key-concept-traces-v1-seed1/materials/paper-v2-assoc-notch-resistance-04__trajectory.png", + "emergence": "figures/gemma4-12b-it-key-concept-traces-v1-seed1/materials/paper-v2-assoc-notch-resistance-04__emergence.png", + "heatmap": "figures/gemma4-12b-it-key-concept-traces-v1-seed1/materials/paper-v2-assoc-notch-resistance-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-ductile-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Dimpled tensile failure 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "After substantial plastic elongation, a metal bar separated along a surface filled with microscopic pits around second-phase particles. Neighboring pits had joined into larger depressions.", + "prompt_tail": "ongation, a metal bar separated along a surface filled with microscopic pits around second-phase particles. Neighboring pits had joined into larger depressions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 4979, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 1275 + }, + { + "label": "nucleation", + "best_rank": 3917, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 397 + }, + { + "label": "coalescence", + "best_rank": 5, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 6 + }, + { + "label": "void", + "best_rank": 10367, + "best_depth": 59.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 1636 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "forcing", + "fg", + "arn", + "employment", + "arnataka", + "nabi", + "Gina", + "Executor", + "qc", + "Angelina", + "Blake", + "sigs", + "irken", + "niki", + "Blocking", + "blocking", + "forcing", + "astri", + "SIG", + "absor", + "ginas", + "generosity", + "Uy" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "release", + "Signing", + "signed", + "Release", + "signing", + "Signing", + "Signed", + "Release", + "Released", + "release", + "Signed", + "Signs", + "signings", + "RELEASE", + "released", + "releases", + "signer", + "angent", + "releasing", + "leasing", + "trance", + "signs", + "Releases", + "ently", + "ril", + "Douglas", + "oscopy", + "ueless" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "ocked", + "jaye", + "ProductCategory", + "methyl", + "Douglas", + "Methyl", + "Methyl", + "marginLeft", + "maven", + "Campylobacter", + "Dermatology", + "mno", + "Selig" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "mrs", + "compressive", + "ksi", + "LX", + "weg", + "Angst", + "ProductCategory", + "ueless", + "Signing", + "Mrs", + "signed", + "memset", + "Conventions", + "saranno", + "sped", + "Mrs", + "Douglas", + "Jaguars", + "signing" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "elingen", + "DOP", + "Egyptian", + "atian", + "Glover", + "Lynn", + "opl", + "jordan", + "glacial", + "cinn", + "Georg", + "magnetite", + "Ungarn", + "Compact", + "Oliveira", + "Horner", + "ccin", + "BOP", + "Liga", + "plante", + "hispanic", + "Jorge", + "ynit", + "Bowman", + "Buckley" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Cp", + "lt", + "umers", + "Niagara", + "tmp", + "cp", + "Nichols", + "qc", + "Qaraldi", + "Quincy", + "Ellis", + "hamilton", + "lng", + "plumber", + "celtic", + "Penta", + "Tricks", + "APPA", + "jh", + "dental", + "alex", + "Sanitary", + "jp", + "Packed" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Pleas", + "mason", + "nesium", + "Ums", + "umer", + "myl", + "python", + "LeBron", + "softener", + "ple", + "scissors", + "minecraft", + "ruptedException", + "Chiron", + "Chrys", + "Aires", + "cuer", + "magn", + "Tucson", + "Dyson" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "RELEASE", + "tha", + "leasing", + "release", + "enl", + "Released", + "ForEach", + "gh", + "Release", + "algo", + "escal", + "hent", + "numpy", + "FAF", + "getragen", + "en", + "Fruit", + "ukai", + "urably", + "mathbb", + "prive", + "hl" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "release", + "released", + "signings", + "r", + "bly", + "Releases", + "Release", + "ve", + "signed", + "Release", + "ypress", + "signing", + "Caffeine", + "release", + "plantings", + "ril", + "pump", + "s", + "d", + "dere", + "ch", + "compassion", + "python" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "j", + "r", + "ve", + "med", + "dir", + "dere", + "en", + "ors", + "f", + "s", + "ments", + "d", + "ja", + "mal", + "releases", + "g", + "Siren", + "cer", + "bly", + "direccion", + "oss", + "cer", + "ser", + "ny", + "prim", + "acular", + "energi" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "dir", + "haf", + "lepas", + "en", + "night", + "ended", + "urious", + "ures", + "Prim", + "uri", + "Dordrecht", + "bur", + "eness", + "t", + "g", + "selves", + "dirigeants", + "ively", + "siz", + "f" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "urious", + "voila", + "Kalau", + "esimerkiksi", + "s", + "cetera", + "certainly", + "examples", + "t", + "furthermore", + "beispielsweise", + "celles", + "ve", + "udir", + "ardin", + "digamos", + "Furthermore", + "moreover", + "udades", + "ari", + "certeza", + "rologist", + "dif", + "naturali" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "s", + "urious", + "t", + "enorm", + "esimerkiksi", + "celles", + "certainly", + "examples", + "sur", + "digamos", + "cetera", + "ve", + "moreover", + "preponder", + "furthermore", + "comienzo", + "creases", + "dif", + "ified", + "folds", + "preval", + "beispielsweise" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "urious", + "instances", + "selves", + "voila", + "Prim", + "s", + "digamos", + "dir", + "vehement", + "particular", + "Prim", + "decadent", + "lepas", + "Veamos", + "dif", + "rolog", + "luscious", + "der", + "uj", + "ended", + "ferences", + "primes", + "vajj" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "instances", + "ium", + "sheep", + "vehement", + "expansive", + "sensibility", + "decadent", + "sporadic", + "softening", + "med", + "rite", + "examples", + "artifacts", + "urious", + "gie", + "sensual", + "luscious", + "Maladies", + "builders", + "voila", + "leaped", + "bv", + "sprawling", + "remarked", + "Diagnostics", + "ulnerable" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "expansive", + "sporadic", + "Etc", + "nnnn", + "fortitude", + "sheep", + "ODM", + "copious", + "continual", + "woolen", + "sensibility", + "daraus", + "ium", + "instances", + "remarked", + "mason", + "sensual", + "catar", + "opus", + "gie", + "quartz", + "sculptural", + "bree", + "linson", + "Joints", + "rrrr", + "Transforms", + "Instances" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "rectangles", + "ItemGroup", + "thoughtful", + "MYSQL", + "additive", + "accumulating", + "ventured", + "extensive", + "softened", + "collections", + "addAll", + "obscured", + "STADT", + "ODM", + "Ajax", + "iteratively", + "arcade", + "rhomb", + "BUILD" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "protrusions", + "discontinuities", + "gdf", + "instances", + "ulent", + "consequently", + "amassed", + "unscrupulous", + "multitudes", + "crevices", + "protruding", + "Instances", + "assemblages", + "coalescence", + "remarked", + "fractal", + "oblong", + "visualized", + "gazed", + "Grizzlies", + "persisted", + "MNOP", + "unruly", + "infraction", + "ieurs", + "rectangles", + "metamorph", + "Beaucoup", + "eroded" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "Certain", + "coalescence", + "existente", + "Larger", + "preexisting", + "mehrerer", + "interconnected", + "beberapa", + "several", + "einige", + "birbir", + "jednotliv", + "etera", + "ieurs", + "indistinct", + "jellem", + "vortices", + "determinadas", + "undesirable" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "neighboring", + "nearby", + "adjacent", + "adjacent", + "kleinere", + "voisines", + "nearby", + "Adjacent", + "existente", + "several", + "neighbouring", + "cercanos", + "Nearby", + "mehrerer", + "beberapa", + "cercana", + "cercanas", + "interconnected", + "contiguous", + "Connecting", + "several", + "smaller", + "Larger", + "Smaller" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "neighboring", + "nearby", + "neighbouring", + "joining", + "kleinere", + "Joining", + "adjacent", + "Adjacent", + "adjacent", + "joined", + "Adjacent", + "coales", + "Merging", + "Nearby", + "Joined", + "joined", + "pobl", + "Connecting", + "Smaller", + "Joining", + "Smaller", + "merging", + "Joined" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "neighboring", + "adjacent", + "neighbouring", + "Adjacent", + "Adjacent", + "nearby", + "adjacent", + "neighbor", + "neighbor", + "Nearby", + "Neighbor", + "adjoining", + "nearby", + "joining", + "Nearby", + "Neighbor", + "cercana", + "voisines", + "neighbors", + "vicino", + "Neighbour", + "cercanos", + "kleinere", + "contiguous", + "Connecting", + "neighbour" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "neighboring", + "neighbor", + "Neighbor", + "neighbor", + "Neighbor", + "neighbors", + "neighbouring", + "Neighbour", + "neighbors", + "neighbour", + "Neighbors", + "Adjacent", + "neigh", + "adjacent", + "joining", + "Neigh", + "Neighbors", + "voisin", + "Joining", + "Adjacent", + "Joining", + "voisines", + "neighborhood", + "nearby", + "joining", + "neigh" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "neighboring", + "Neighbor", + "neighbor", + "neighbor", + "Neighbor", + "joining", + "Joining", + "neighbors", + "neighbors", + "Joining", + "joining", + "neighbouring", + "Neighbors", + "Neighbour", + "neighborhood", + "neighbour", + "Neighbors", + "Neigh", + "Neighborhood", + "vicino", + "neigh", + "voisin", + "Neighborhood", + "vecino", + "Adjacent", + "neigh", + "vecinos", + "neighborhood" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "neighboring", + "Neighbor", + "neighbor", + "Neighbor", + "neighbouring", + "Joining", + "Neighbour", + "joining", + "Joining", + "neighbor", + "Neigh", + "neighbour", + "Neighbors", + "Neighbors", + "Adjacent", + "Adjacent", + "joining", + "neigh", + "vecino", + "Neighborhood", + "Neighborhood", + "Merging", + "neighbour", + "neighbors", + "adjacent", + "adjacent", + "neighbors", + "voisin", + "vecin" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "pit", + "pits", + "However", + "neighboring", + "Joining", + "Pit", + "p", + "pits", + "Neighbor", + "pit", + "Many", + "These", + "joined", + "Once", + "P", + "P", + "ne", + "many", + "Some", + "Just", + "Pit", + "join", + "Neighbor", + "p", + "and", + "Many", + "Join", + "neighbor", + "pitting", + "pi", + "fit", + "nu" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 75757, + 204826, + 157609, + 121219, + 119458, + 238218, + 147280, + 244774, + 100100, + 112898, + 99051, + 47126, + 30648, + 50827, + 30581, + 14166, + 6708, + 4980, + 12639, + 29992, + 155774, + 73116, + 93108, + 81366, + 54005, + 141850 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 77515, + 152012, + 201976, + 228268, + 162934, + 249390, + 249800, + 22696, + 235234, + 209006, + 76161, + 187307, + 195680, + 89146, + 60978, + 31744, + 66345, + 3918, + 4866, + 4642, + 9847, + 5864, + 24190, + 33672, + 32753, + 4712 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 183872, + 243304, + 126064, + 178688, + 27774, + 113530, + 137173, + 243577, + 204973, + 156716, + 15887, + 23119, + 14501, + 25357, + 36668, + 26993, + 12489, + 17, + 6, + 121, + 40, + 69, + 138, + 151, + 7131, + 4532 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 10055, + 3403, + 6623, + 11096, + 9143, + 22451, + 20768, + 1827, + 23585, + 22286, + 37914, + 73852, + 93108, + 33396, + 38248, + 10368, + 25599, + 12612, + 19303, + 61058, + 62106, + 90994, + 14878, + 58068, + 15961, + 3010 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 51325, + 16343, + 5033, + 19153, + 3558, + 1276, + 3012, + 11594, + 4869, + 9672, + 38138, + 27133, + 64620, + 40255 + ] + }, + { + "label": "nucleation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 22339, + 16343, + 13557, + 6880, + 1036, + 398, + 1344, + 404, + 840, + 2268, + 7704, + 1057, + 15336, + 1629 + ] + }, + { + "label": "coalescence", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 259548, + 259439, + 251847, + 200330, + 78436, + 340, + 18, + 12, + 8, + 24, + 7, + 31, + 107, + 97 + ] + }, + { + "label": "void", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 45109, + 21610, + 16603, + 24568, + 16856, + 1637, + 9925, + 8275, + 3149, + 6739, + 2597, + 1679, + 2124, + 3558 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "assorted", + "score": 6.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "filled", + "output_checked": true + }, + { + "concept": "Miscellaneous", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "pvc", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "latter", + "score": 4.0, + "best_rank": 3, + "best_depth": 40.4, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "preponder", + "score": 4.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "filled", + "output_checked": true + }, + { + "concept": "extension", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "neighbors", + "score": 3.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "together", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "leve", + "score": 3.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "around", + "output_checked": true + }, + { + "concept": "bezier", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "along", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "Therapeutic", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "tub", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "ured", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "separation", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "Etc", + "score": 2.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "coloro", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "circumference", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "around", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "had", + "output_checked": true + }, + { + "concept": "than", + "score": 2.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "PLOAD", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "MNIST", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "rune", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "arent", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "PVC", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "predisposition", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "eman", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Zou", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "After", + "output_checked": true + }, + { + "concept": "barbaric", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Amat", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "infested", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "After", + "output_checked": true + }, + { + "concept": "appreciable", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "ridges", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "surgeries", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "girth", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "feminists", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ments", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "woody", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "psychic", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ankles", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "had", + "output_checked": true + }, + { + "concept": "chorizo", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "POWER", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "composed", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "Trouver", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "discontinuities", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "protrusions", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "describe", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "devising", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "oficio", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "Neighbor", + "output_checked": true + }, + { + "concept": "amelyek", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "axis", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "along", + "output_checked": true + }, + { + "concept": "Rival", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "Kunststoff", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "cavities", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "into", + "output_checked": true + }, + { + "concept": "coalescence", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "into", + "output_checked": true + }, + { + "concept": "mason", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "exemplo", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "dior", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "metal", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "ation", + "th", + "wh", + "res", + "and", + "row", + "ng", + "ther", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "any", + "anc", + "ey", + "ton", + "pos", + "very", + "tr", + "pect", + "red", + "tern", + "ray", + "ative", + "ser", + "roup" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "sar", + "ocs", + "esco", + "tower", + "aquele", + "suff", + "nyt", + "echolog", + "av", + "afin", + "voyages", + "birbir", + "uq", + "planetary", + "decayed", + "fios", + "clo", + "sovereigns", + "Le", + "lar", + "lim", + "rence", + "LI" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "ed", + "se", + "che", + "red", + "pol", + "som", + "vol", + "To", + "pha", + "occ", + "kan", + "loc", + "mit", + "Med", + "lar", + "quick", + "see", + "lied", + "couple", + "omb", + "las", + "nie", + "sen", + "lay", + "formed", + "extent", + "ede" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "im", + "g", + "u", + "se", + "be", + "if", + "us", + "ht", + "ers", + "ere", + "com", + "ess", + "pe", + "ain", + "ity", + "j", + "ame", + "iz", + "ex", + "ich", + "av", + "able" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "ve", + "ch", + "pe", + "W", + "The", + "pl", + "ha", + "ad", + "ace", + "ign", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "ystem", + "ays", + "est", + "wo", + "who", + "import", + "es" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "ere", + "ill", + "ex", + "art", + "iz", + "ang", + "ive", + "all", + "ard", + "ik", + "pl", + "ge", + "ph", + "ong", + "one", + "ence", + "au" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "at", + "p", + "w", + "f", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "id", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "orm", + "ib", + "ice", + "comp", + "ord", + "ar", + "pr", + "elf", + "sp", + "ah", + "to", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "s", + "they", + "eat", + "evol", + "sof", + "n", + "ers", + "photograph", + "reput", + "Was", + "lid", + "selection", + "multitude", + "aat", + "youtu", + "sehen", + "bringen", + "mellow" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "mellow", + "s", + "equip", + "depart", + "reput", + "officially", + "administrator", + "technically", + "aal", + "aat", + "youtu", + "eat", + "evol", + "tentative", + "sof", + "offic", + "veterinarian", + "devenu", + "bringen", + "wunder", + "ameri", + "Publicity" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "Tog", + "substantial", + "behalf", + "readily", + "substantially", + "bibfield", + "et", + "equip", + "colabor", + "resmi", + "tog", + "e", + "aat", + "ributor", + "demise", + "tanti", + "rique", + "reliance", + "Iy", + "ameri" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "Tog", + "fielder", + "readily", + "ributor", + "kowy", + "Looking", + "slight", + "damn", + "er", + "ET", + "pochi", + "colloqu", + "asesin", + "demise", + "jp", + "immense", + "substantial", + "comfy" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "Tog", + "slight", + "immense", + "fielder", + "ed", + "kowy", + "asesin", + "ributor", + "readily", + "damn", + "bunun", + "Considerable", + "mostly", + "slightly", + "Will", + "demise" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "bunun", + "certains", + "vergang", + "ed", + "explained", + "triggered", + "pushed", + "stanno", + "esas", + "Diageo", + "tanti", + "caused", + "slight", + "substantial" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "but", + "been", + "caused", + "of", + "exacerbated", + "described", + "pushed", + "arising", + "reminiscent", + "these", + "created", + "pero", + "attributed", + "sigh", + "causing", + "triggered", + "during", + "resulting", + "sighed", + "reddish", + "accentuated", + "swelling", + "indistinct", + "mechanisms" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "but", + "been", + "reminiscent", + "mechanisms", + "formed", + "resulting", + "resulted", + "swelling", + "created", + "intensified", + "positioned", + "overarching", + "accentuated", + "caused", + "forming", + "remnants", + "transitioning", + "instigated", + "nearing", + "indistinct", + "these", + "gradually", + "partially", + "widespread", + "facilitated", + "transformed", + "enhanced", + "noticeable", + "resembled" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "been", + "gradually", + "transformed", + "interconnected", + "coales", + "progressively", + "repeatedly", + "merged", + "evolving", + "merging", + "intensified", + "succumbed", + "escalated", + "agglomer", + "consolidating", + "preexisting", + "slowly", + "accumulated", + "metamorph", + "reshaping", + "coalescence", + "become", + "partially", + "transforming", + "aggregated", + "transitioning", + "upheaval", + "consolidated", + "facilitated", + "resh", + "escalating" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "coales", + "interconnected", + "been", + "existing", + "massive", + "numerous", + "merging", + "larger", + "adjacent", + "merged", + "cohesive", + "bigger", + "coalescence", + "collective", + "neighboring", + "jagged", + "smaller", + "uneven", + "coordinated", + "evolving", + "agglomer", + "some", + "concerted", + "many", + "already", + "further", + "nearby", + "newly", + "clustered", + "eroded", + "dispersed", + "progressively" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "interconnected", + "coales", + "multiple", + "adjacent", + "merging", + "neighboring", + "numerous", + "coalescence", + "nearby", + "combined", + "several", + "consecutive", + "successive", + "existing", + "overlapping", + "together", + "disparate", + "smaller", + "merged", + "preexisting", + "joining", + "interconnect", + "initial", + "interrelated", + "some", + "previously", + "contiguous", + "intersecting", + "coupled", + "neighbouring", + "converging", + "many" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "neighboring", + "adjacent", + "neighbouring", + "nearby", + "interconnected", + "coales", + "merging", + "adjacent", + "adjoining", + "contiguous", + "Adjacent", + "consecutive", + "multiple", + "smaller", + "joining", + "existing", + "connecting", + "overlapping", + "interconnect", + "joined", + "coalescence", + "some", + "Nearby", + "Neighbor", + "neighbor", + "numerous", + "several" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "neighboring", + "merging", + "neighbouring", + "coales", + "adjacent", + "joining", + "coalescence", + "nearby", + "Adjacent", + "Nearby", + "Merging", + "merged", + "joining", + "bergabung", + "adjacent", + "Joining", + "merge", + "Merge", + "Joining", + "joined", + "merger", + "contiguous", + "Neighbor", + "coalesce", + "join" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "adjacent", + "neighboring", + "neighbouring", + "Adjacent", + "adjacent", + "nearby", + "Adjacent", + "Nearby", + "neighbor", + "adjoining", + "Neighbor", + "contiguous", + "merging", + "neighbor", + "coales", + "Neighbor", + "nearby", + "Neighbour", + "joining", + "Nearby", + "voisin", + "neighbour", + "vicino", + "merged", + "coalescence" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "neighboring", + "neighbor", + "neighbor", + "Neighbor", + "Neighbor", + "neighbouring", + "adjacent", + "neighbors", + "Neighbour", + "neighbour", + "nearby", + "joining", + "Neigh", + "neigh", + "joining", + "neighbors", + "Neighbors", + "voisin", + "Neighbors", + "joined", + "neighbour", + "Adjacent", + "adjoining", + "adjacent", + "vicino", + "Joining", + "Joining" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "neighboring", + "neighbor", + "Neighbor", + "Neighbor", + "neighbor", + "neighbouring", + "adjacent", + "Neighbour", + "joining", + "neighbors", + "neighbour", + "Neighbors", + "joining", + "Neigh", + "voisin", + "neigh", + "nearby", + "Neighbors", + "neighbors", + "Joining", + "Adjacent", + "Joining", + "neighbour", + "vecino", + "joined", + "neigh" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "neighboring", + "neighbor", + "Neighbor", + "neighbouring", + "Neighbor", + "joining", + "Joining", + "Joining", + "neighbour", + "Neigh", + "Depos", + "depos", + "Neighbour", + "neigh", + "neighbor", + "joining", + "Adjacent", + "adjacent", + "Contributing", + "adjacent", + "Neighbors", + "Neighbors", + "Nearby", + "Nearest", + "ing", + "cooperating", + "nearby", + "Nearby" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "pit", + "pits", + "However", + "neighboring", + "Joining", + "Pit", + "p", + "pits", + "Neighbor", + "pit", + "Many", + "These", + "joined", + "Once", + "P", + "P", + "ne", + "many", + "Some", + "Just", + "Pit", + "join", + "Neighbor", + "p", + "and", + "Many", + "Join", + "neighbor", + "pitting", + "pi", + "fit", + "nu" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 13.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "been", + "score": 11.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "and", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "slight", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "filled", + "output_checked": true + }, + { + "concept": "considerably", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "positioned", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "located", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "rid", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "somebody", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "tions", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "bigger", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "Neighbor", + "output_checked": true + }, + { + "concept": "together", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "distributor", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "damn", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "reverting", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "surrounding", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "also", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "had", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "solidified", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "with", + "output_checked": true + }, + { + "concept": "predominantly", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "materials", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "protrusions", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "situated", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "coated", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "interconnected", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "length", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "along", + "output_checked": true + }, + { + "concept": "dispersed", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "behalf", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "along", + "output_checked": true + }, + { + "concept": "ample", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "second", + "output_checked": true + }, + { + "concept": "apre", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "lump", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "Neighbor", + "output_checked": true + }, + { + "concept": "screenwriter", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "contacting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "notifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "along", + "output_checked": true + }, + { + "concept": "Considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "severely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "enraged", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "second", + "output_checked": true + }, + { + "concept": "sticking", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "desses", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "preventing", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "filled", + "output_checked": true + }, + { + "concept": "whitish", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "strewn", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "relatively", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "increase", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "ments", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "containing", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "patterned", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "along", + "output_checked": true + }, + { + "concept": "convoluted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "densely", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "filled", + "output_checked": true + }, + { + "concept": "initiating", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "around", + "output_checked": true + }, + { + "concept": "erneut", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "second", + "output_checked": true + }, + { + "concept": "withstand", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "listBox", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "reinforce", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Neighbor", + "output_checked": true + }, + { + "concept": "become", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "creating", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "into", + "output_checked": true + }, + { + "concept": "guidelines", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "achieved", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "elongation", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-key-concept-traces-v1-seed1/materials/paper-v2-assoc-ductile-02__grid.png", + "stream": "figures/gemma4-12b-it-key-concept-traces-v1-seed1/materials/paper-v2-assoc-ductile-02__stream.png", + "trajectory": "figures/gemma4-12b-it-key-concept-traces-v1-seed1/materials/paper-v2-assoc-ductile-02__trajectory.png", + "emergence": "figures/gemma4-12b-it-key-concept-traces-v1-seed1/materials/paper-v2-assoc-ductile-02__emergence.png", + "heatmap": "figures/gemma4-12b-it-key-concept-traces-v1-seed1/materials/paper-v2-assoc-ductile-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-line-defect-motion-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Crystal line-imperfection motion 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Under resolved loading, a line imperfection moves across a close-packed plane in the direction of its mismatch vector, leaving a permanent offset at the free surface.", + "prompt_tail": "resolved loading, a line imperfection moves across a close-packed plane in the direction of its mismatch vector, leaving a permanent offset at the free surface.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 49, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 26 + }, + { + "label": "glide", + "best_rank": 447, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 2851 + }, + { + "label": "slip", + "best_rank": 147, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 79 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "forcing", + "arnataka", + "arn", + "fg", + "qc", + "Gina", + "nabi", + "astri", + "Blocking", + "Sask", + "WATER", + "forcing", + "Executor", + "employment", + "Uy", + "Nong", + "Karla", + "ners", + "bors", + "blocking", + "pn", + "superior", + "lifeline", + "irg", + "jose", + "Fors", + "Gina" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "release", + "Signing", + "Signing", + "Release", + "signing", + "signed", + "release", + "Release", + "oscopy", + "angent", + "ril", + "RELEASE", + "Signed", + "Signed", + "Released", + "releasing", + "leasing", + "Eink", + "Signs", + "addItem", + "else", + "releases", + "bija", + "whisper", + "trance", + "ently" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "release", + "Signing", + "Signing", + "Release", + "something", + "signing", + "whisper", + "signings", + "tempi", + "Release", + "educativo", + "else", + "April", + "RELEASE", + "release", + "releasing", + "Signed", + "aise", + "whis", + "getSign", + "RELEASE", + "alignItems", + "Whisper", + "ycopg", + "releases", + "tekl", + "enero", + "Released" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "squre", + "er", + "kvadr", + "panorama", + "compassion", + "sintered", + "rest", + "Resin", + "endregion", + "proporcion", + "itsa", + "slik", + "dew", + "txn", + "prus", + "spur", + "wC", + "odymium", + "diatom", + "Lawn", + "Siva", + "lasts", + "neuron", + "macro" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Civilization", + "Constitution", + "Codes", + "ail", + "debugger", + "getDefault", + "Cren", + "NotNull", + "addObject", + "aches", + "Negative", + "antibiotic", + "Negative", + "antibiotics", + "arthritis", + "otrop", + "hale", + "constants", + "Cultures", + "Krebs", + "Zet" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "nCenters", + "atibus", + "restricting", + "pdelay", + "astri", + "daniel", + "dew", + "qc", + "neler", + "Qaraldi", + "inz", + "Nicholas", + "inars", + "Mw", + "Napa", + "nath", + "kvadr", + "SCT", + "strategies", + "Singular", + "biodiversity", + "generosity", + "Sak", + "lifeline" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mysql", + "mysql", + "nesium", + "eless", + "menos", + "python", + "ruptedException", + "jaye", + "Ajax", + "Chirurgien", + "ple", + "Finally", + "mason", + "Cardinals", + "memasuki", + "chy", + "parabol", + "Finalmente", + "Ums", + "singh", + "Bedroom", + "Caffeine", + "Organic" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "RELEASE", + "bert", + "haya", + "release", + "tha", + "leasing", + "gh", + "Released", + "Release", + "tho", + "getragen", + "enl", + "prive", + "RELEASE", + "supermerc", + "mathbb", + "lycer", + "front", + "ukai", + "FAF", + "algo", + "mno", + "Psych", + "bli" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "compassion", + "release", + "ve", + "released", + "bly", + "Alexander", + "energii", + "synes", + "dere", + "dig", + "Releases", + "asegurarse", + "Caffeine", + "negligence", + "Augustin", + "certainly", + "signed", + "impulso", + "prises" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "ve", + "dere", + "j", + "ors", + "r", + "si", + "ja", + "s", + "s", + "releases", + "release", + "dir", + "oss", + "t", + "ser", + "Alexander", + "el", + "iber", + "mal", + "neath", + "pertin", + "eben", + "and", + "ments", + "ke", + "Siren", + "st" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "gehend", + "med", + "shore", + "night", + "heartedly", + "iven", + "ures", + "hearted", + "certeza", + "digamos", + "credo", + "ively", + "uri", + "fif", + "sides", + "udades", + "laissez", + "lepas", + "selves", + "ser", + "urious", + "theater" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "certeza", + "cetera", + "esimerkiksi", + "urious", + "sur", + "beispielsweise", + "folds", + "fato", + "t", + "mason", + "misalnya", + "certainly", + "ve", + "digamos", + "Kalau", + "enorm", + "rara", + "med", + "hearted", + "asegurarse", + "dif", + "ures", + "ified", + "udir" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "t", + "sur", + "urious", + "esimerkiksi", + "folds", + "s", + "ve", + "enorm", + "cetera", + "med", + "digamos", + "certeza", + "misalnya", + "certainly", + "dif", + "determinada", + "fato", + "comienzo", + "s", + "ures", + "particular", + "preval", + "sides", + "ified", + "rara" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "particular", + "selves", + "notion", + "scape", + "urious", + "tyle", + "ures", + "sides", + "laissez", + "digamos", + "imperative", + "certeza", + "credo", + "proverbial", + "ments", + "shore", + "eben", + "zeug", + "ended", + "Etc", + "deer", + "enorm", + "decadent", + "ding", + "amor" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "eben", + "ures", + "digamos", + "sheep", + "scape", + "bv", + "particular", + "credo", + "dac", + "pei", + "proverbial", + "manner", + "dud", + "scapes", + "med", + "Gestaltung", + "shore", + "Seine", + "interposed", + "assertion", + "argumento", + "deer", + "ief", + "certeza", + "sensibility" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "shaved", + "Etc", + "rediscovered", + "fortitude", + "dud", + "ANSWER", + "xr", + "poit", + "XK", + "rade", + "imperative", + "siniz", + "ephemeral", + "remarked", + "hz", + "tenei", + "fpr", + "GetInstance", + "Romeo", + "andom", + "teh", + "sporadic", + "assertions", + "KV", + "adage", + "contended" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "shaved", + "rediscovered", + "ornamental", + "stormed", + "okolo", + "ANSWER", + "Measure", + "FLOAT", + "Gnome", + "WRITE", + "sculptural", + "escaped", + "cryptic", + "fanciful", + "obtuse", + "remarked", + "housekeeper", + "viewfinder", + "blamed", + "PLOAD", + "securityMarks", + "hardened", + "shave" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "remarked", + "discontinuities", + "Bz", + "disparity", + "discontinuity", + "Gnome", + "gdf", + "undesirable", + "poit", + "aneous", + "MNOP", + "Noether", + "pvc", + "aperture", + "ephemeral", + "adage", + "unruly", + "attempted", + "consequently", + "discernible", + "Kite", + "Mutation", + "instantaneously", + "HOMO", + "geometric", + "protruding", + "unscrupulous", + "resulting" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "discernible", + "observable", + "ed", + "observed", + "particular", + "observable", + "disparity", + "observed", + "determinada", + "bepaalde", + "and", + "ukaan", + "resulting", + "unequiv", + "resultante", + "discontinuities", + "Unterschiede", + "determinadas", + "remarked", + "Poir", + "Gestaltung", + "discontinuity", + "anzeigen", + "ebo", + "Kite", + "determinante", + "depending", + "Particular", + "beob" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "permanently", + "Perman", + "discontinuities", + "Ames", + "perman", + "visible", + "ed", + "imperfection", + "observable", + "discernible", + "Tama", + "detectable", + "discontinuity", + "stencil", + "outcrop", + "posure", + "Perman", + "SearchResult", + "outlined", + "consequ", + "offset", + "measurable", + "emboss", + "displacement", + "imparted", + "grout", + "ebo", + "Invasion", + "Questa" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "visible", + "surface", + "outcrop", + "permanently", + "visible", + "deformity", + "carbide", + "superficial", + "Outline", + "permukaan", + "Surface", + "Dynasty", + "jut", + "Resultado", + "surfaced", + "Exposed", + "exposed", + "Perman", + "ANO", + "displacement", + "outlined", + "XP", + "SearchResult", + "Raises", + "protr", + "Ames", + "displace", + "ITest", + "altera", + "Surface" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "visible", + "exposed", + "visible", + "protr", + "stepped", + "Perman", + "surface", + "permanently", + "protrusions", + "surfaced", + "permanente", + "Exposed", + "terraza", + "perman", + "outcrop", + "permukaan", + "protrusion", + "Outline", + "Perman", + "Visible", + "Visible", + "protruding", + "permanent", + "expose", + "blemishes", + "Permanente", + "superficial", + "Steps", + "Permanent", + "displace", + "addEdge" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "step", + "steps", + "stepped", + "Steps", + "steps", + "Steps", + "step", + "Step", + "Step", + "stepping", + "offset", + "stair", + "Schritte", + "Stair", + "pasos", + "Schritt", + "Offset", + "STEP", + "langkah", + "stairs", + "STEP", + "Offset", + "offsets" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "offset", + "surface", + "surface", + "step", + "offset", + "Surface", + "step", + "Offset", + "Surface", + "Offset", + "steps", + "steps", + "stepped", + "offsets", + "offsets", + "surfaced", + "stair", + "Step", + "Steps", + "Step", + "SURFACE", + "Steps", + "Stair", + "OFFSET", + "stepping", + "surfacing", + "SUR" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Surface", + "surface", + "Surface", + "surface", + "Permanent", + "step", + "step", + "Step", + "Step", + "permanent", + "permanent", + "Offset", + "Permanent", + "offset", + "SURFACE", + "SUR", + "Terr", + "strain", + "Surv", + "ads" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "the", + "permanent", + "we", + "free", + "at", + "image", + "while", + "but", + "source", + "boundary", + "of", + "there", + "and", + "surface", + "so", + "being", + "starting", + "not", + "free", + "offset", + "other", + "however", + "I", + "layer", + "you", + "which", + "formation", + "it", + "is", + "all", + "weight" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 6803, + 166778, + 150391, + 80550, + 164966, + 19867, + 254086, + 231261, + 72528, + 73347, + 166514, + 134730, + 114112, + 96671, + 118395, + 14281, + 17725, + 9738, + 471, + 965, + 103, + 53, + 50, + 54, + 7613, + 8249 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 89827, + 13061, + 16331, + 86116, + 39792, + 174691, + 9192, + 19157, + 54677, + 149866, + 175040, + 185743, + 197161, + 188715, + 166092, + 78052, + 16847, + 34561, + 53994, + 4621, + 448, + 958, + 3552, + 1964, + 746, + 4336 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 84953, + 65641, + 72118, + 62240, + 115938, + 87835, + 48047, + 124680, + 55632, + 112542, + 155290, + 135605, + 136883, + 131013, + 121754, + 59921, + 80532, + 73269, + 136728, + 18111, + 4394, + 1419, + 148, + 168, + 2441, + 17300 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 13874, + 30950, + 10473, + 9407, + 32059, + 1291, + 1512, + 1407, + 184, + 75, + 116, + 55, + 51, + 27 + ] + }, + { + "label": "glide", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 194230, + 174355, + 153535, + 189894, + 180503, + 105939, + 20633, + 30085, + 44731, + 6395, + 2852, + 14704, + 9163, + 5029 + ] + }, + { + "label": "slip", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 54501, + 59785, + 37178, + 138618, + 132689, + 76197, + 31734, + 14757, + 11467, + 431, + 420, + 91, + 84, + 80 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "least", + "score": 7.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Resolution", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Resolution", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "INI", + "score": 3.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "certeza", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "shaved", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "determinada", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "linea", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Lines", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "mismatched", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "visible", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Merrick", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "Psychiatric", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Miche", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "own", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "its", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "normally", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "slightest", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "Under", + "output_checked": true + }, + { + "concept": "ANSWER", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "Typical", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Martyn", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "StatusCode", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "inwardly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "meninggalkan", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "Winter", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "across", + "output_checked": true + }, + { + "concept": "infraction", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Mutation", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "offset", + "output_checked": true + }, + { + "concept": "conlleva", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "PvP", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "contemplated", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "in", + "output_checked": true + }, + { + "concept": "discernible", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "defects", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "chy", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "obtuse", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "dejando", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "Transporte", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "permanently", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "acne", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "blemishes", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "behind", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "step", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "KIND", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "typical", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "egreg", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "MYSQL", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "yamaha", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "moves", + "output_checked": true + }, + { + "concept": "Typically", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "LEC", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "line", + "output_checked": true + }, + { + "concept": "remarked", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "arcade", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "rump", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "defectos", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "RED", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "vector", + "output_checked": true + }, + { + "concept": "EndPoint", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "at", + "output_checked": true + }, + { + "concept": "Lore", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "deformation", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "determinadas", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "determinados", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "leve", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": ",", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "se", + "ter", + "th", + "wh", + "row", + "gh", + "ar", + "ne", + "ook", + "yst", + "inter", + "any", + "anc", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "min", + "ground", + "ts", + "ces", + "years", + "be", + "log", + "son", + "span", + "ined", + "ke" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "oc", + "og", + "ie", + "tr", + "comp", + "ner", + "son", + "sl", + "qual", + "whatever", + "rence", + "stem", + "umeric", + "kepada", + "sap", + "omers", + "pais", + "sst", + "perk", + "osof", + "haute", + "ocs", + "enburg" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "y", + "j", + "ch", + "ust", + "math", + "ib", + "ase", + "ge", + "one", + "te", + "iew", + "ild", + "ound", + "ike", + "left", + "ob", + "itt", + "ON", + "cept", + "ict", + "pol", + "supp", + "uring", + "raph", + "ext", + "name", + "ed", + "gu" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "en", + "ro", + "l", + "ation", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "ice", + "ab", + "du", + "ge", + "ber", + "ear", + "ition", + "St", + "ations", + "pr", + "mathrm" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "de", + "ch", + "qu", + "ess", + "ity", + "The", + "le", + "ha", + "ad", + "which", + "ther", + "com", + "i", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "ric", + "my", + "reat", + "rib", + "oint" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "an", + "it", + "is", + "le", + "ed", + "ion", + "as", + "ent", + "n", + "ol", + "ig", + "ur", + "de", + "ay", + "qu", + "ir", + "ly", + "ra", + "un", + "pro", + "ere", + "com", + "pe", + "end", + "ill", + "ath", + "ex" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res", + "k" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ar", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ers", + "they", + "Publicity", + "selection", + "drap", + "n", + "s", + "of", + "nya", + "photograph", + "perfectly", + "beloved", + "eat", + "sehen", + "tentative", + "kaya", + "glow", + "gambar" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "Publicity", + "e", + "s", + "immense", + "has", + "photograph", + "reput", + "setcounter", + "aal", + "Aus", + "youtu", + "eat", + "remember", + "successfully", + "tentative", + "rei", + "explained", + "gambar", + "bringen", + "mellow", + "ampio", + "rel" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "substantial", + "e", + "explained", + "Publicity", + "fourteenth", + "fielder", + "immense", + "damn", + "reliance", + "Verenigde", + "ameri", + "ecek", + "Considerable", + "substantially", + "Iz", + "pah", + "profoundly", + "vergang", + "tremendous", + "Repositories" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "substantial", + "tog", + "damn", + "fielder", + "kowy", + "immense", + "ameri", + "fourteenth", + "Considerable", + "increasing", + "currently", + "slight", + "Verenigde", + "demise", + "asesin", + "contending", + "readily", + "Iz", + "tremendous", + "accepted", + "Increased", + "Publicity", + "acciaio" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "substantial", + "immense", + "Considerable", + "tog", + "tremendous", + "kowy", + "fielder", + "acciaio", + "damn", + "demise", + "slight", + "fourteenth", + "accepted", + "Tog", + "asesin", + "accumulated", + "impending", + "ed" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "tremendous", + "vergang", + "increased", + "substantial", + "continued", + "immense", + "impending", + "engender", + "horrific", + "newfound", + "resultante", + "tanti", + "continued", + "stanno", + "resulting", + "profoundly", + "engend", + "kubectl", + "profound", + "horrifying", + "substantially", + "Iz", + "montagne", + "deflected", + "enraged" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "resulting", + "resulting", + "vergang", + "horrifying", + "profoundly", + "engender", + "profound", + "increased", + "tremendous", + "tumultuous", + "resulted", + "elated", + "prolonged", + "deflected", + "substantially", + "horrific", + "Webinar", + "imparted", + "championed", + "markedly" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "resulting", + "resulting", + "which", + "resulted", + "instigated", + "perceptible", + "engender", + "localised", + "localized", + "imparted", + "caused", + "resul", + "allowing", + "resultant", + "precipitated", + "measurable", + "noticeable", + "manifested", + "facilitated", + "when", + "increase", + "vergang" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "resulting", + "visible", + "localized", + "measurable", + "noticeable", + "manifested", + "protruding", + "resultant", + "markedly", + "accentuated", + "engender", + "instigated", + "resulted", + "transformed", + "inadvertently", + "perceptible", + "translated", + "staggering", + "facilitated", + "precipitated", + "unintentionally", + "protrusions", + "potentially", + "visibly", + "localised", + "stimulated", + "protr", + "predetermined", + "heightened", + "ripple", + "temporarily" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "visible", + "prominent", + "noticeable", + "resulting", + "massive", + "potentially", + "localized", + "some", + "striking", + "projected", + "a", + "staggering", + "resultant", + "different", + "various", + "an", + "significant", + "observed", + "often", + "conspicuous", + "gaping", + "s", + "documented", + "unprecedented", + "visibly", + "S", + "unique", + "displaced", + "outward", + "protruding", + "monumental", + "results" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "visible", + "noticeable", + "measurable", + "resulting", + "notable", + "results", + "observed", + "discernible", + "localized", + "surface", + "displaced", + "manifested", + "observable", + "macroscopic", + "resultant", + "noticeably", + "result", + "permanent", + "discontinuities", + "a", + "discontinuity", + "manifestation", + "significant", + "distinct", + "s", + "prominent", + "staggering", + "an", + "defects", + "conspicuous", + "permanently", + "pronounced" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "at", + "visible", + "surface", + "permanent", + "measurable", + "permanently", + "noticeable", + "displacement", + "macroscopic", + "offset", + "discontinuity", + "displacements", + "and", + "displaced", + "surfaced", + "manifested", + "a", + "resulting", + "visible", + "bumps", + "distortion", + "abrupt", + "deformation", + "localized", + "observable", + "detectable", + "Mullins", + "out" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "surface", + "surface", + "Surface", + "Surface", + "at", + "surfaced", + "on", + "permukaan", + "ed", + "O", + "permanent", + "an", + "d", + "B", + "o", + "h", + "el", + "on", + "S", + "visible", + "ad", + "D" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "surface", + "surface", + "surfaced", + "Surface", + "Surface", + "stepped", + "permukaan", + "permanent", + "at", + "step", + "surfaces", + "permanente", + "sur", + "surfacing", + "step", + "permanently", + "permanent", + "steps", + "steps", + "SURFACE", + "perman", + "visible", + "terraces" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "step", + "steps", + "step", + "stepped", + "steps", + "Steps", + "Step", + "stepping", + "Step", + "Steps", + "offset", + "at", + "surface", + "pasos", + "offset", + "permanent", + "stair", + "STEP", + "Stair", + "Offset", + "offsets", + "paso", + "offsets", + "stairs" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "surface", + "offset", + "offset", + "step", + "Offset", + "offsets", + "Surface", + "offsets", + "step", + "surface", + "Step", + "Surface", + "at", + "Offset", + "stepped", + "permanent", + "S", + "stair", + "stepping", + "Step", + "steps", + "steps", + "dislocation", + "Offsets", + "STEP" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "surface", + "Surface", + "step", + "step", + "Permanent", + "Surface", + "surface", + "offset", + "permanent", + "offsets", + "permanent", + "Permanent", + "Step", + "steps", + "Offset", + "offset", + "Offset", + "offsets", + "steps", + "Offsets", + "permanently", + "Stephens", + "Step", + "stepped", + "SUR", + "free" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "the", + "permanent", + "we", + "free", + "at", + "image", + "while", + "but", + "source", + "boundary", + "of", + "there", + "and", + "surface", + "so", + "being", + "starting", + "not", + "free", + "offset", + "other", + "however", + "I", + "layer", + "you", + "which", + "formation", + "it", + "is", + "all", + "weight" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 10.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "resulting", + "score": 7.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "during", + "score": 6.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "own", + "score": 6.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "its", + "output_checked": true + }, + { + "concept": "and", + "score": 6.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "damn", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "been", + "score": 5.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "your", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "but", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "moves", + "output_checked": true + }, + { + "concept": "there", + "score": 4.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "unable", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "resolution", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "behind", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "impeding", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "close", + "output_checked": true + }, + { + "concept": "immense", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "free", + "output_checked": true + }, + { + "concept": "toward", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "engend", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "lorsque", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "comprised", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "specified", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "respective", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "change", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "that", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "line", + "output_checked": true + }, + { + "concept": "imperfections", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "densely", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "packing", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "deformation", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "visible", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "each", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "across", + "output_checked": true + }, + { + "concept": "Repositories", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "mankind", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "free", + "output_checked": true + }, + { + "concept": "papan", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "vector", + "output_checked": true + }, + { + "concept": "amni", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "line", + "output_checked": true + }, + { + "concept": "regarding", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "line", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "these", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "Creators", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "vergang", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "engender", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "free", + "output_checked": true + }, + { + "concept": "unbounded", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "remarkably", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "peristiwa", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "offset", + "output_checked": true + }, + { + "concept": "teilweise", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "tersebut", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "vector", + "output_checked": true + }, + { + "concept": "when", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "uneven", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "moves", + "output_checked": true + }, + { + "concept": "slowly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "across", + "output_checked": true + }, + { + "concept": "moderately", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "close", + "output_checked": true + }, + { + "concept": "configuration", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "caused", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "predetermined", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "temporarily", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "gradually", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "inevitably", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "at", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ability", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "close", + "output_checked": true + }, + { + "concept": "positioned", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "outlined", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "of", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-key-concept-traces-v1-seed1/materials/paper-v2-assoc-line-defect-motion-01__grid.png", + "stream": "figures/gemma4-12b-it-key-concept-traces-v1-seed1/materials/paper-v2-assoc-line-defect-motion-01__stream.png", + "trajectory": "figures/gemma4-12b-it-key-concept-traces-v1-seed1/materials/paper-v2-assoc-line-defect-motion-01__trajectory.png", + "emergence": "figures/gemma4-12b-it-key-concept-traces-v1-seed1/materials/paper-v2-assoc-line-defect-motion-01__emergence.png", + "heatmap": "figures/gemma4-12b-it-key-concept-traces-v1-seed1/materials/paper-v2-assoc-line-defect-motion-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-rapid-transformation-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Rapid diffusionless steel transformation 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Suppressing atomic redistribution during cooling converts the parent face-centered phase into a hard acicular product. The new body-centered cell has a c-to-a ratio different from one.", + "prompt_tail": "tribution during cooling converts the parent face-centered phase into a hard acicular product. The new body-centered cell has a c-to-a ratio different from one.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 38 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 10028, + "best_depth": 51.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 38, + "logit_lens_best_rank": 1839 + }, + { + "label": "Bain", + "best_rank": 303, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 38, + "logit_lens_best_rank": 5238 + }, + { + "label": "tetragonal", + "best_rank": 15803, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 38, + "logit_lens_best_rank": 309 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "employment", + "forcing", + "fg", + "arnataka", + "Executor", + "nabi", + "forcing", + "arn", + "niki", + "wget", + "Einzelnachweise", + "Blocking", + "awesome", + "SIG", + "oscopy", + "qc", + "irken", + "ners", + "Gina", + "Blake", + "ork", + "release", + "blocking", + "WATER", + "Uy", + "qa", + "Signing" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "release", + "Signing", + "Release", + "else", + "Signing", + "signed", + "signing", + "Release", + "Signs", + "release", + "angent", + "Signed", + "whisper", + "leasing", + "oscopy", + "trance", + "Released", + "Signed", + "addItem", + "signs", + "ril", + "something", + "getDate", + "Whisper", + "releases" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Analyze", + "apt", + "aad", + "trance", + "mik", + "whisper", + "maven", + "Whisper", + "Finals", + "WANT", + "Earl", + "Analyzing", + "marginLeft", + "english" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "a", + "mrs", + "anglais", + "english", + "compressive", + "akan", + "Angst", + "Mrs", + "leigh", + "Whisper", + "ultimi", + "analges", + "gqlgen", + "ksi" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Bowman", + "DOP", + "atian", + "cinn", + "Jorge", + "carlos", + "atism", + "Lynn", + "Atty", + "annals", + "anner", + "Karan", + "Arqu", + "hispanic", + "italian", + "Jorge", + "elingen", + "Krakow", + "Hanson", + "Vaughan", + "Georg", + "Weak", + "Horner", + "Ungarn", + "wondered", + "wonders", + "Glover", + "resalt" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "celtic", + "jp", + "Nicholas", + "Nichols", + "atibus", + "carlos", + "amts", + "umers", + "africa", + "daniel", + "lng", + "Joao", + "alex", + "wendungen", + "atlantic", + "cp", + "allied", + "lt", + "david", + "Tricks", + "brazilian", + "axie" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mason", + "mysql", + "nesium", + "Pleas", + "python", + "Ums", + "mysql", + "memasuki", + "Finally", + "ruptedException", + "menos", + "ple", + "minecraft", + "Chrys", + "minecraft", + "jaye", + "multiply", + "icrob", + "chy", + "Signup", + "Finalmente", + "singh" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "RELEASE", + "haya", + "leasing", + "release", + "tha", + "gh", + "Released", + "algo", + "mathbb", + "Release", + "enl", + "FAF", + "numpy", + "escal", + "ukai", + "bli", + "getragen", + "tho", + "Fruit", + "ForEach", + "prive", + "lycer", + "Psych", + "supermerc", + "ceries" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "compassion", + "prises", + "released", + "energii", + "synes", + "impres", + "ve", + "signings", + "Releases", + "negligence", + "ypress", + "release", + "signed", + "ificance", + "certainly", + "bly", + "ch", + "Caffeine" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "ve", + "j", + "r", + "dere", + "s", + "si", + "ors", + "prises", + "t", + "dir", + "d", + "ments", + "s", + "ja", + "f", + "med", + "releases", + "ep", + "bly", + "oss", + "vc", + "issant", + "pertin", + "furthermore", + "adanya", + "b", + "eur" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "med", + "en", + "ujos", + "amos", + "manner", + "med", + "ured", + "uri", + "hearted", + "gehend", + "ledes", + "diperoleh", + "particular", + "t", + "ures", + "ended", + "evin", + "lepas", + "s", + "f", + "reg", + "rad", + "Moreover" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "certainly", + "certeza", + "examples", + "hearted", + "esimerkiksi", + "preponderance", + "urious", + "Furthermore", + "ledes", + "furthermore", + "ordinarily", + "ardin", + "particular", + "cetera", + "beispielsweise", + "med", + "Moreover", + "vice", + "dif", + "ified", + "mason", + "fato", + "folds", + "differenza", + "determinada", + "t" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "t", + "urious", + "esimerkiksi", + "particular", + "dif", + "certainly", + "preponderance", + "med", + "examples", + "determinada", + "furthermore", + "folds", + "ledes", + "certeza", + "ified", + "comienzo", + "cetera", + "ve", + "etheless", + "exemplo", + "ordinarily", + "beispielsweise", + "digamos", + "preval", + "misalnya" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "particular", + "preponderance", + "certainly", + "certeza", + "urious", + "examples", + "proverbial", + "necessariamente", + "med", + "ned", + "exemplo", + "ledes", + "refinements", + "zeug", + "requisite", + "necessarily", + "questa", + "distinctions", + "ovina", + "Dig", + "imperative", + "sure", + "dire", + "quanto", + "conven", + "particularmente" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "theoretical", + "ned", + "necessariamente", + "ovina", + "theoretical", + "regularity", + "theoretic", + "refinements", + "imperative", + "theoretically", + "hypothetical", + "manner", + "skept", + "proverbial", + "requisite", + "mathematics", + "necessarily", + "nnet", + "FFFF", + "bcd", + "particular", + "examples", + "zeug", + "ledes", + "icated", + "necessarily", + "virtue", + "sensibility" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "nnnn", + "ned", + "particular", + "math", + "nick", + "mathematics", + "hexadecimal", + "regularity", + "ovina", + "requisite", + "theoretical", + "geries", + "desired", + "teh", + "nnet", + "bcd", + "standard", + "dud", + "theoretically", + "proverbial", + "value", + "FFFF", + "eur", + "distinctions", + "reg", + "necessarily", + "desired", + "cias", + "mathematicians" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "mathematicians", + "edging", + "mathematics", + "theoretically", + "Eugene", + "Theoretically", + "testers", + "productividad", + "barbarian", + "a", + "matematik", + "endeav", + "Eugene", + "Maui", + "cruiser", + "ainder", + "Hercules", + "znych", + "nick", + "regards", + "WRITE", + "rectangles" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "Usually", + "usually", + "usually", + "Therefore", + "ainder", + "Nevertheless", + "mathematicians", + "Usually", + "certeza", + "configurable", + "Siberia", + "jeweils", + "Theoretically", + "preferably", + "Furthermore", + "znych", + "mime", + "Beware", + "standard", + "Therefore", + "Mathematics", + "theoretically", + "isRequired", + "Typically", + "Constantinople", + "Beware", + "Values" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "equality", + "preferably", + "esc", + "ratio", + "weir", + "theor", + "preferably", + "yine", + "Thus", + "deregulation", + "contemplated", + "Equality", + "equality", + "determinada", + "beau", + "Therefore", + "Usually", + "yab", + "stride", + "Equ", + "desired", + "dirigentes", + "imply", + "equ", + "plicit", + "Preferably", + "conspired", + "chassis" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "ratio", + "Ratio", + "equality", + "Ratio", + "maksud", + "THREE", + "ratios", + "craindre", + "equality", + "ratio", + "preferably", + "Spy", + "esc", + "axis", + "Equality", + "idealized", + "XMFLOAT", + "canoe", + "emde", + "stride", + "cec", + "ANO", + "teor", + "certeza", + "jeweils" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "unity", + "Unity", + "ratio", + "THREE", + "ideal", + "Unity", + "ideal", + "craindre", + "equality", + "unity", + "Three", + "Ratio", + "One", + "stride", + "croft", + "ideale", + "Reunion", + "Jericho", + "UNITY", + "orthon", + "Ideal", + "idealized", + "ANO", + "UNITY", + "desired", + "TypeCode", + "inode", + "teor" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "ratio", + "unity", + "Ratio", + "Unity", + "ideale", + "ratios", + "unity", + "ideal", + "ideal", + "Unity", + "ratio", + "THREE", + "Ratio", + "idealized", + "unidad", + "Ideal", + "Ideal", + "equality", + "Eternity", + "birl", + "cercana", + "rated", + "canoe", + "UNITY", + "Three", + "chuk", + "orthon", + "floated" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "ratio", + "Ratio", + "ratio", + "Ratio", + "ratios", + "unity", + "proportions", + "rapporto", + "ideale", + "ideal", + "ration", + "RAT", + "ideal", + "Unity", + "Unity", + "Ideal", + "unity", + "idealism", + "gold", + "RAT", + "Gold", + "rc", + "Ideal", + "proportion" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "ratio", + "unity", + "ratios", + "ratio", + "Ratio", + "Ratio", + "Unity", + "unity", + "Unity", + "unidad", + "rapporto", + "proportions", + "unit", + "Unite", + "ratified", + "UNITY", + "RAT", + "unidad", + "unite", + "unit", + "ideale", + "unison", + "ration", + "unites", + "c", + "equality", + "toiletries", + "unidade" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "C", + "C", + "unity", + "ratio", + "Unity", + "c", + "unity", + "unidad", + "ratio", + "Ratio", + "c", + "ide", + "unit", + "to", + "Ratio", + "Unit", + "Unity", + "unidade", + "G", + "S", + "ideale", + "idl", + "unit", + "ideales", + "Id", + "UNITY", + "tains", + "id", + "cy", + "unidades" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "but", + "In", + "However", + "For", + "That", + "the", + "The", + "Is", + "Since", + "This", + "Looking", + "and", + "But", + "Also", + "Given", + "We", + "I", + "Let", + "a", + "of", + "It", + "What", + "There", + "These", + "Here", + "Of", + "Based", + "that", + "which", + "in", + "When", + "Thus" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 247744, + 192947, + 88208, + 65097, + 51587, + 95743, + 38656, + 246225, + 166056, + 156017, + 74403, + 12951, + 14944, + 10029, + 26210, + 33828, + 18885, + 30308, + 39348, + 72970, + 50258, + 63595, + 19291, + 33524, + 37661, + 1603 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 120957, + 193012, + 180357, + 179122, + 33299, + 67106, + 187993, + 118847, + 117328, + 57642, + 10021, + 13579, + 14308, + 24236, + 22035, + 41541, + 85734, + 14824, + 396, + 304, + 2750, + 5040, + 10973, + 9543, + 37191, + 14390 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 93282, + 1230, + 4823, + 27636, + 167848, + 197202, + 156675, + 31027, + 250905, + 256543, + 246631, + 258306, + 259472, + 232470, + 218923, + 132133, + 36914, + 15804, + 17490, + 28691, + 17884, + 24479, + 75105, + 56369, + 133366, + 13409 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 2625, + 18007, + 15686, + 101760, + 100237, + 44180, + 9942, + 1840, + 6054, + 5772, + 19257, + 2517, + 11654, + 95554 + ] + }, + { + "label": "Bain", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 84695, + 75913, + 78427, + 82058, + 98904, + 22198, + 45990, + 78734, + 12809, + 5239, + 9037, + 23678, + 26421, + 20649 + ] + }, + { + "label": "tetragonal", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 105124, + 85602, + 43619, + 11669, + 3397, + 608, + 1120, + 1577, + 310, + 411, + 10499, + 8337, + 62473, + 16511 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "Normally", + "score": 10.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "c", + "output_checked": true + }, + { + "concept": "ured", + "score": 5.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "been", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "has", + "output_checked": true + }, + { + "concept": "than", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "different", + "output_checked": true + }, + { + "concept": "normal", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "face", + "output_checked": true + }, + { + "concept": "fundamentals", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "aporta", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "enduro", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "semif", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "into", + "output_checked": true + }, + { + "concept": "carbide", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "axes", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "c", + "output_checked": true + }, + { + "concept": "calorimeter", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "into", + "output_checked": true + }, + { + "concept": "Leibnitz", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "Respect", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "camber", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "c", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "comienzo", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "has", + "output_checked": true + }, + { + "concept": "equilibrated", + "score": 2.0, + "best_rank": 4, + "best_depth": 83.0, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "oto", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "economici", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "annum", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "dynamically", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "wandered", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "Neuroscience", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "XHTML", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Bianco", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "CLR", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Tetrahedron", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "determinado", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "efficacious", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "mengh", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "during", + "output_checked": true + }, + { + "concept": "Pseudo", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "unity", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "hardened", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "refrigeration", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "System", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "axis", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Structure", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "priori", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "prostu", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "manner", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "face", + "output_checked": true + }, + { + "concept": "voila", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "theoretical", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "conund", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "fizi", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "mathematicians", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Notas", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "rhenium", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Ontology", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "constit", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "seg", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "esc", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "finitely", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "fcc", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "fato", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "certainly", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "particular", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Oto", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "new", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "se", + "th", + "cl", + "anc", + "ey", + "pect", + "red", + "ray", + "ser", + "ground", + "ts", + "ces", + "yle", + "be", + "son", + "span", + "ke", + "na", + "ters", + "section", + "ler", + "ny", + "max", + "size", + "time", + "eng", + "gen" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "tr", + "rence", + "umeric", + "pais", + "perk", + "haute", + "flows", + "esco", + "adanya", + "aquele", + "heres", + "Heap", + "menes", + "diy", + "uq", + "conflicted", + "clo", + "ugat", + "ner", + "assert", + "kepada" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "w", + "ound", + "med", + "tem", + "som", + "fam", + "vol", + "oot", + "mag", + "vi", + "kan", + "yang", + "ware", + "ambda", + "That", + "mit", + "Med", + "utions", + "needs", + "suggest", + "quick", + "implement", + "match", + "couple", + "believe", + "usion", + "depart", + "digital" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "er", + "he", + "re", + "s", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "l", + "st", + "re", + "im", + "g", + "u", + "se", + "ation", + "if", + "th", + "us", + "ht", + "and", + "com", + "pe", + "or", + "pl", + "ch", + "ies", + "en", + "int" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ic", + "ve", + "ht", + "The", + "ha", + "ad", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "ays", + "est", + "wo", + "who", + "them", + "es", + "pos", + "what", + "This", + "ym" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "is", + "f", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "ve", + "I", + "ay", + "ir", + "ver", + "ra", + "un", + "ere", + "com", + "end", + "ill", + "ex", + "rom", + "art", + "this", + "ang", + "ive", + "all" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "p", + "w", + "f", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "id", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ph", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "app", + "rel", + "tern", + "mo", + "det" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "ers", + "of", + "nya", + "they", + "selection", + "sof", + "e", + "t", + "n", + "aw", + "eat", + "EW", + "bringen", + "acor", + "kuru", + "u", + "unately", + "eur", + "lid", + "Ep", + "ein" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "ameri", + "e", + "rel", + "selection", + "aal", + "ein", + "EG", + "sof", + "schirm", + "Publicity", + "kuru", + "Uit", + "u", + "ers", + "ized", + "depart" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "Hej", + "ameri", + "e", + "schirm", + "Uit", + "substantially", + "organization", + "whopping", + "EW", + "reliance", + "fourteenth", + "Tog", + "ecek", + "stai", + "any", + "appro", + "Looking", + "pah", + "imitation", + "Repositories" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "ameri", + "readily", + "tog", + "backgroundColor", + "nur", + "Tog", + "er", + "ario", + "amt", + "Looking", + "any", + "appro", + "Uit", + "damn", + "BG", + "kowy", + "Iy", + "stai", + "organization", + "schirm" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "Tog", + "ameri", + "amt", + "readily", + "organization", + "kowy", + "ario", + "nur", + "backgroundColor", + "damn", + "impending", + "ujar", + "Uit", + "verschiedene", + "ampio" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "allowed", + "quelconque", + "ameri", + "backgroundColor", + "Sas", + "any", + "anybody", + "obtain", + "nur", + "newbie", + "prospective", + "readily", + "Hm", + "methacrylate", + "unfavorable", + "ujar", + "pojawi", + "peculiarity", + "Vereinigte" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "merely", + "suitable", + "Sas", + "peculiar", + "allowed", + "purely", + "nor", + "tumultuous", + "specified", + "permanec", + "because", + "superar", + "polarizing", + "peculiarity", + "shenanigans", + "defined", + "dracon", + "suitable", + "web", + "united", + "Aus" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "defined", + "or", + "but", + "nor", + "specified", + "suitable", + "suited", + "allowing", + "purely", + "allowed", + "resembled", + "reminiscent", + "suitable", + "allowing", + "uniaxial", + "siquiera", + "tradiz", + "centric", + "imposed", + "predefined", + "permanec" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "nor", + "integer", + "hinting", + "ratios", + "isDisabled", + "ratio", + "rigid", + "orientated", + "idealistic", + "normal", + "depending", + "equaling", + "owing", + "implying", + "allowed", + "ensuring", + "irrespective", + "pondered", + "simplistic", + "equal", + "rational", + "normalized", + "eccentric", + "allowing", + "stipulated", + "perturbed", + "npc", + "specified", + "upheaval", + "deviates" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "S", + "equal", + "ratio", + "but", + "a", + "e", + "ratios", + "even", + "the", + "or", + "typical", + "true", + "either", + "unequal", + "E", + "simply", + "strictly", + "A", + "normal", + "nor", + "ideal", + "odd", + "R", + "L", + "than", + "constant", + "unity", + "unlike", + "square", + "centered", + "s" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "ratio", + "ratios", + "unity", + "equal", + "Ratio", + "ideal", + "equality", + "ratio", + "Ratio", + "the", + "constant", + "a", + "even", + "trivial", + "simply", + "straightforward", + "strictly", + "critical", + "fraction", + "but", + "equ", + "straight", + "typical", + "anything", + "those", + "optimal", + "proportions", + "well", + "optimized", + "reciprocal", + "simplistic" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "ratio", + "ratios", + "ratio", + "Ratio", + "Ratio", + "unity", + "ideal", + "equal", + "ish", + "a", + "e", + "even", + "and", + "or", + "s", + "S", + "proportions", + "es", + "the", + "ration", + "ideal", + "AspectRatio", + "straight", + "Unity", + "ad" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "unity", + "ratio", + "unity", + "ratios", + "Unity", + "Ratio", + "Unity", + "Ratio", + "ideal", + "ideal", + "ratio", + "ToOne", + "UNITY", + "One", + "Ideal", + "Ideal", + "C", + "c", + "C", + "one", + "One", + "ide", + "UNITY", + "S", + "one" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "ratio", + "unity", + "ratios", + "unity", + "Ratio", + "ratio", + "Ratio", + "Unity", + "Unity", + "ideal", + "ideal", + "UNITY", + "Ideal", + "proportions", + "ide", + "ToOne", + "Ideal", + "unified", + "eins", + "AspectRatio", + "unitary", + "unify", + "C", + "UNITY", + "one", + "ration" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "ratio", + "ratios", + "ratio", + "Ratio", + "Ratio", + "unity", + "C", + "st", + "unity", + "e", + "ideal", + "c", + "N", + "proportions", + "m", + "S", + "ideal", + "c", + "ration", + "Ideal", + "H", + "n", + "golden", + "D", + "Unity", + "RAT", + "E" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "ratio", + "ratios", + "unity", + "ratio", + "Ratio", + "Ratio", + "unity", + "Unity", + "UNITY", + "Unity", + "unit", + "ideal", + "unit", + "UNITY", + "unidad", + "proportions", + "unification", + "rapporto", + "Ration", + "ration", + "ideal", + "unidad", + "unifying", + "unified", + "Ideal" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "C", + "unity", + "unit", + "unity", + "Unity", + "C", + "ratio", + "Unity", + "unidad", + "ratio", + "unidad", + "Unit", + "unit", + "Ratio", + "ide", + "UNIT", + "ratios", + "Ratio", + "UNITY", + "setC", + "c", + "units", + "units", + "unitary", + "cuk", + "unitary", + "unis", + "unidade", + "UNITY", + "Unit" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "but", + "In", + "However", + "For", + "That", + "the", + "The", + "Is", + "Since", + "This", + "Looking", + "and", + "But", + "Also", + "Given", + "We", + "I", + "Let", + "a", + "of", + "It", + "What", + "There", + "These", + "Here", + "Of", + "Based", + "that", + "which", + "in", + "When", + "Thus" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 32.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 15.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "and", + "score": 11.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "been", + "score": 10.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "considerably", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "cubic", + "score": 8.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "crystal", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "axis", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ratios", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "transition", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "damn", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "The", + "output_checked": true + }, + { + "concept": "suitable", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "product", + "output_checked": true + }, + { + "concept": "resulting", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "new", + "output_checked": true + }, + { + "concept": "aligned", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "face", + "output_checked": true + }, + { + "concept": "products", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "product", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "indeed", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "additionally", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "into", + "output_checked": true + }, + { + "concept": "plethora", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "exceedingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "system", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "configurations", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "than", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "different", + "output_checked": true + }, + { + "concept": "structure", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "body", + "output_checked": true + }, + { + "concept": "needles", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "arrivals", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "new", + "output_checked": true + }, + { + "concept": "daughter", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "that", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "from", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "slight", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "appealing", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "face", + "output_checked": true + }, + { + "concept": "abiding", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Looking", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "product", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "inertia", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "notifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "face", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "voltou", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "dessas", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "viele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "strongly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "different", + "output_checked": true + }, + { + "concept": "allowed", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "adegu", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "regions", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "face", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "into", + "output_checked": true + }, + { + "concept": "vergang", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "nuovamente", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "offizi", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Interestingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "different", + "output_checked": true + }, + { + "concept": "functionalities", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "spectacularly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "bzw", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "initiate", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "face", + "output_checked": true + }, + { + "concept": "tions", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "enhance", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "into", + "output_checked": true + }, + { + "concept": "mereka", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "powerhouse", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "txtbtn", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "transforming", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "formed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "body", + "output_checked": true + }, + { + "concept": "steeped", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "configuration", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "centered", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-key-concept-traces-v1-seed1/materials/paper-v2-assoc-rapid-transformation-04__grid.png", + "stream": "figures/gemma4-12b-it-key-concept-traces-v1-seed1/materials/paper-v2-assoc-rapid-transformation-04__stream.png", + "trajectory": "figures/gemma4-12b-it-key-concept-traces-v1-seed1/materials/paper-v2-assoc-rapid-transformation-04__trajectory.png", + "emergence": "figures/gemma4-12b-it-key-concept-traces-v1-seed1/materials/paper-v2-assoc-rapid-transformation-04__emergence.png", + "heatmap": "figures/gemma4-12b-it-key-concept-traces-v1-seed1/materials/paper-v2-assoc-rapid-transformation-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cleavage-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-temperature failure 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A thick steel plate failed suddenly in cold service without visible plastic distortion. Microscopy revealed flat planes and converging river patterns cutting across grain interiors.", + "prompt_tail": "ailed suddenly in cold service without visible plastic distortion. Microscopy revealed flat planes and converging river patterns cutting across grain interiors.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 2109, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 199 + }, + { + "label": "cleavage", + "best_rank": 0, + "best_depth": 91.5, + "onset_depth": 87.2, + "reached_top1": true, + "best_pos": 27, + "logit_lens_best_rank": 2 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "arnataka", + "arn", + "forcing", + "fg", + "nabi", + "qc", + "employment", + "Gina", + "astri", + "Executor", + "forcing", + "Blocking", + "ners", + "blocking", + "Fors", + "denly", + "Uy", + "irg", + "Nong", + "sigs", + "niki", + "WATER", + "Blake", + "lifeline", + "jose" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "Signing", + "release", + "Signing", + "Release", + "signing", + "signed", + "Release", + "release", + "Signed", + "Released", + "Signs", + "angent", + "leasing", + "Signed", + "oscopy", + "signer", + "ril", + "ammed", + "releases", + "ueless", + "trance", + "releasing", + "RELEASE", + "released", + "signings", + "else", + "Pum" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "jaye", + "ocked", + "methyl", + "Methyl", + "requireNonNull", + "Campylobacter", + "marginLeft", + "compressive", + "mik", + "Methyl", + "ProductCategory", + "jai", + "Earl" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "mrs", + "compressive", + "Angst", + "LX", + "weg", + "Pum", + "akan", + "a", + "Mrs", + "changers", + "Mrs", + "ksi", + "petroleum", + "sped", + "Socrates", + "debris", + "saranno", + "adulthood" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "DOP", + "elingen", + "Ungarn", + "Jorge", + "Oliveira", + "Egyptian", + "Lynn", + "Glover", + "Horner", + "lig", + "Jorge", + "hispanic", + "ccin", + "magnetite", + "avorite", + "Liga", + "APPA", + "BOP", + "Hungary", + "ExpNow", + "anner", + "practitioner", + "Georg", + "glacial", + "jordan" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Nicholas", + "lt", + "Cp", + "qc", + "Qaraldi", + "alex", + "lng", + "jp", + "cp", + "celtic", + "Nichols", + "APPA", + "atibus", + "Niagara", + "daniel", + "jh", + "Ellis", + "dental", + "umers", + "nordic" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "nesium", + "Ums", + "Pleas", + "mason", + "ple", + "umer", + "python", + "myl", + "eless", + "mysql", + "jaye", + "minecraft", + "Chrys", + "ruptedException", + "paragraph", + "softener", + "chy", + "orian", + "Finally", + "Aires", + "menos", + "Signup" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "haya", + "tha", + "RELEASE", + "leasing", + "release", + "ForEach", + "enl", + "tho", + "Released", + "prive", + "FAF", + "gh", + "numpy", + "en", + "ukai", + "escal", + "getragen", + "Release", + "urably", + "mathbb", + "mno", + "algo", + "lycer", + "hent" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "bly", + "release", + "ve", + "compassion", + "r", + "released", + "s", + "signings", + "Alexander", + "ypress", + "Releases", + "synes", + "dere", + "neath", + "plantings", + "t", + "Release", + "SIGN", + "dere", + "kipun", + "ch", + "oss", + "ril" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "dere", + "j", + "s", + "ve", + "ors", + "eless", + "oss", + "s", + "use", + "r", + "ny", + "issant", + "t", + "pyridine", + "cer", + "mal", + "iber", + "ele", + "dir", + "guien", + "ny", + "si", + "release", + "strawberry", + "f", + "min", + "sida" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "night", + "theater", + "med", + "haf", + "urably", + "shore", + "Dordrecht", + "amos", + "lepas", + "heartedly", + "rologic", + "trach", + "rad", + "iven", + "rog", + "en", + "sley", + "orit", + "enin" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "med", + "certeza", + "folds", + "examples", + "urious", + "fato", + "cetera", + "sensual", + "voila", + "creases", + "fold", + "dog", + "peces", + "esimerkiksi", + "moreover", + "uptools", + "dif", + "ogado", + "t", + "Kalau", + "natural", + "ardin", + "digamos", + "mason", + "naturali", + "sen" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "folds", + "med", + "preponder", + "t", + "urious", + "examples", + "creases", + "moreover", + "digamos", + "cetera", + "certeza", + "dif", + "esimerkiksi", + "fold", + "sen", + "preval", + "dog", + "enorm", + "slik", + "ified", + "fato", + "impediments", + "istry", + "dass", + "sensual" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "s", + "sensual", + "deft", + "ly", + "Etc", + "notable", + "uj", + "urious", + "decadent", + "requisite", + "conspicuous", + "digamos", + "credo", + "vehement", + "preponder", + "vajj", + "folds", + "selves", + "istry", + "enunci", + "Veamos", + "ers", + "ogado", + "examples", + "proverbial", + "masterful", + "voila" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "Etc", + "med", + "vehement", + "sensual", + "ized", + "ium", + "deft", + "istry", + "ly", + "ers", + "og", + "examples", + "sheep", + "bv", + "uj", + "conspicuous", + "decadent", + "dac", + "notable", + "defam", + "sby", + "masterful", + "sporadic", + "credo", + "delineation", + "requisite", + "enunci", + "digamos", + "pragmatic", + "scapes", + "xr" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "nnnn", + "sporadic", + "Etc", + "fortitude", + "pragmatic", + "ium", + "sensibility", + "horrend", + "sensual", + "Pdf", + "egreg", + "sheep", + "daraus", + "remarked", + "rrrr", + "linson", + "opus", + "vehement", + "emphatically", + "ODM", + "defens", + "ephemeral", + "immediacy" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "sporadic", + "cryptic", + "typescript", + "thoughtful", + "sensibility", + "ographic", + "Notas", + "gejala", + "arcane", + "extensive", + "Escape", + "linson", + "Discord", + "icida", + "ODM", + "ornamental", + "wandering", + "suggestive", + "baroque", + "rune", + "matory", + "defensive", + "hypotheses", + "crater" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "no", + "naissance", + "cedence", + "adage", + "infraction", + "s", + "discernible", + "jellem", + "idiosync", + "vertebrae", + "og", + "satz", + "occurrence", + "olate", + "enunci", + "seudo", + "discontinuities", + "Particular", + "istry", + "dovet", + "characteristic", + "wobei", + "demarc", + "Wikiseite", + "radiol", + "benzodiazep", + "particular" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "in", + "jellem", + "og", + "en", + "situation", + "on", + "say", + "sled", + "s", + "t", + "l", + "S", + "un", + "particular", + "wobei", + "and", + "ob", + "sel", + "T", + "way", + "r", + "R", + "dir", + "contrario" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "Fracture", + "discontinuities", + "indistinct", + "Intersection", + "canalicul", + "Intersection", + "oles", + "void", + "inite", + "withstanding", + "Lamin", + "criss", + "khas", + "lastIndexOf", + "quartzite", + "interse", + "zig", + "ridges", + "ISIS", + "USDA", + "Unterschiede", + "intersections", + "hier", + "in", + "striated", + "wobei", + "etsu", + "Planes" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "quartzite", + "grain", + "obliqu", + "canalicul", + "Convergence", + "ulous", + "Intersect", + "CBN", + "Fracture", + "grain", + "intersecting", + "fractures", + "grained", + "criss", + "clandest", + "intersections", + "dislocation", + "Microsc", + "discontinuities", + "Grenzen", + "crack", + "Visible", + "Parallel", + "Intersection", + "Planes", + "Grain", + "Pittsburg", + "visible", + "Grain" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "intersecting", + "criss", + "crack", + "obliqu", + "Intersect", + "Parallel", + "scallops", + "parallel", + "dislocation", + "intersections", + "secondaire", + "interne", + "fay", + "Voids", + "Pittsburg", + "cracks", + "intersect", + "concord", + "exfol", + "corper", + "ulous", + "Parallel", + "Plastic" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "parallel", + "cracks", + "pping", + "plastic", + "cleavage", + "exfol", + "parallel", + "fractures", + "dendritic", + "carbides", + "river", + "dislocation", + "Plastic", + "rivers", + "dissolution", + "Dyke", + "step", + "crack", + "Parallel", + "ppage", + "voids", + "tunnels", + "rivers", + "canalicul", + "void", + "stepped", + "fracture", + "Pittsburg", + "azi", + "pits", + "axial" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "cleavage", + "Dyke", + "pping", + "plastic", + "exfol", + "carbides", + "river", + "gegangen", + "hill", + "Plastic", + "cli", + "parallel", + "angular", + "dislocation", + "etah", + "endig", + "twinning", + "river", + "up", + "submarine", + "entation", + "Compression", + "stepped" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "dien", + "convi", + "berger", + "gegangen", + "Careful", + "pl", + "yht", + "Ausland", + "settlers", + "turtle", + "merda", + "twins", + "dre", + "adier", + "Younger", + "Stade" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "These", + "For", + "I", + "Here", + "They", + "However", + "river", + "py", + "You", + "This", + "Note", + "River", + "Feed", + "Below", + "Only", + "Once", + "Dend", + "Moody", + "In", + "Since", + "Odd", + "thing", + "Unlike", + "Y", + "V", + "Some", + "Let", + "Each", + "Here", + "FYI", + "V" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 74849, + 76505, + 45309, + 78700, + 90637, + 86010, + 108086, + 138828, + 154641, + 110870, + 33660, + 19836, + 25282, + 5187, + 5908, + 12154, + 13825, + 96406, + 196211, + 23932, + 2110, + 2937, + 7525, + 5891, + 31363, + 619 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 92804, + 213894, + 244806, + 157700, + 214995, + 119910, + 109886, + 180998, + 27979, + 64347, + 234120, + 189767, + 133041, + 223569, + 214528, + 238815, + 225840, + 17480, + 22556, + 11086, + 3315, + 1544, + 5, + 1, + 191, + 3398 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 20002, + 14282, + 2800, + 6323, + 1554, + 2425, + 6286, + 2167, + 1675, + 699, + 200, + 1210, + 5898, + 854 + ] + }, + { + "label": "cleavage", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 164451, + 145498, + 176718, + 208741, + 190205, + 33035, + 20052, + 1354, + 21, + 10, + 30, + 15, + 8, + 3 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "deformation", + "score": 9.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "failure", + "score": 5.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "absence", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "weather", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "tributaries", + "score": 4.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "river", + "output_checked": true + }, + { + "concept": "direction", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "Gewalt", + "score": 3.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "customize", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "sculpted", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "muestra", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "cyst", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "damage", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "visible", + "output_checked": true + }, + { + "concept": "febbraio", + "score": 2.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "Etc", + "score": 2.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "whats", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "fact", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "in", + "output_checked": true + }, + { + "concept": "teh", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "detailing", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "egregious", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "copious", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "ILayout", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "cryptic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "atrocious", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "distinguishers", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "alot", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "without", + "output_checked": true + }, + { + "concept": "ajax", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "Colombeau", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "mosaics", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "nomads", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "Zou", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Failure", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "obese", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "diduga", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "alteration", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "swirls", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "grunds", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "structurally", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "magnified", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "quartzite", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "unexpectedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "intersecting", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cleavage", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "faptul", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "in", + "output_checked": true + }, + { + "concept": "Finally", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "negativos", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "logos", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "humidity", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "photographing", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "visible", + "output_checked": true + }, + { + "concept": "flanking", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "outages", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "chorizo", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "postulated", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "contribut", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "jellem", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Winter", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "chisel", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "through", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "cutting", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "th", + "wh", + "res", + "and", + "row", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "left", + "set", + "any", + "anc", + "ey", + "ton", + "pos", + "very", + "tr", + "pect", + "red", + "tern", + "ray", + "ative" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "uq", + "conflicted", + "ner", + "ning", + "qual", + "assert", + "ju", + "purposes", + "rence", + "LI", + "kepada", + "celle", + "afin", + "perk", + "haute", + "enburg" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "ed", + "se", + "if", + "th", + "j", + "rou", + "one", + "che", + "ystem", + "class", + "red", + "includ", + "som", + "mark", + "vol", + "To", + "RO", + "pha", + "thing", + "mag", + "key", + "vi", + "kan", + "yang", + "ware", + "ambda", + "That", + "necess", + "mit" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "or", + "le", + "m", + "ing", + "ic", + "ion", + "l", + "im", + "g", + "ur", + "u", + "se", + "if", + "th", + "us", + "ht", + "ers", + "and", + "ere", + "com", + "pe", + "ain", + "j", + "pl", + "ame", + "ies", + "en", + "ex", + "int" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ic", + "ve", + "ch", + "ht", + "The", + "ang", + "ad", + "ign", + "The", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "ays", + "est", + "wo", + "who", + "rib" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ly", + "un", + "ht", + "ere", + "end", + "ill", + "ex", + "art", + "iz", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "D", + "ort", + "se" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "ew", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "ord", + "St", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "n", + "s", + "of", + "equip", + "photograph", + "perfectly", + "lid", + "they", + "terrible", + "eat", + "begitu", + "liaison", + "sehen", + "evol", + "kaya", + "sof", + "bringen", + "garnished", + "sina" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "equip", + "s", + "rel", + "UT", + "ET", + "ble", + "photograph", + "perfectly", + "slash", + "ei", + "administrator", + "grandfather", + "aal", + "youtu", + "eat", + "imitation", + "EG", + "liaison", + "sehen", + "evol", + "tentative", + "rei", + "kaya" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "equip", + "imitation", + "Tog", + "et", + "ET", + "substantial", + "behalf", + "demise", + "ER", + "slash", + "aal", + "tentative", + "tog", + "bunun", + "ecek", + "e", + "expert", + "readily", + "successor", + "resmi" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "Tog", + "kowy", + "ET", + "er", + "demise", + "bunun", + "fielder", + "readily", + "ributor", + "equip", + "attacker", + "damn", + "et", + "immense", + "cooking", + "ER", + "evas", + "expert", + "hur", + "declining", + "aal", + "Auf", + "Looking" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "Tog", + "kowy", + "bunun", + "bizarre", + "demise", + "immense", + "attacker", + "er", + "fielder", + "ET", + "ributor", + "damn", + "severity", + "terribly", + "cellar", + "outraged", + "ampio", + "shockingly", + "asesin", + "equip" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "bizarre", + "ed", + "bunun", + "marred", + "evas", + "substantial", + "explained", + "dismal", + "caused", + "concealing", + "severely", + "conclusive", + "blatantly", + "scorn", + "unearthed", + "ijnlijk", + "severity", + "triggered", + "bitterly", + "immense", + "profoundly", + "phenylsulfanyl", + "kowy", + "Diageo", + "voltou" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "indicating", + "reminiscent", + "markedly", + "indicating", + "exasper", + "of", + "bunun", + "described", + "indicative", + "unmist", + "reddish", + "exceedingly", + "unequivocal", + "suggesting", + "unusually", + "likened", + "caused", + "whitish", + "but", + "yellowish", + "ominous" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "reminiscent", + "markedly", + "indicating", + "suggesting", + "unequivocal", + "described", + "unmistakable", + "resembling", + "exceedingly", + "unequivocally", + "hinting", + "abrupt", + "resulted", + "implying", + "indicative", + "unmist", + "unmistak", + "strikingly", + "these", + "resembled", + "seemingly", + "hinted", + "unusually", + "mimicking", + "suggests", + "characteristic", + "severely" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "these", + "reminiscent", + "described", + "markedly", + "unmistakable", + "characteristics", + "characteristic", + "mechanisms", + "hallmark", + "unequivocal", + "terminology", + "resembling", + "atypical", + "unmistak", + "seemingly", + "indicating", + "widespread", + "uncommon", + "inherently", + "hallmarks", + "characterized", + "outlined", + "upheaval", + "tenets", + "indicates", + "suggests", + "exceptional", + "distinctive", + "documented", + "indicative" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "numerous", + "highly", + "S", + "nearly", + "widespread", + "prominent", + "extensive", + "typical", + "significant", + "massive", + "distinct", + "deeply", + "striking", + "cohesive", + "ly", + "multiple", + "broad", + "documented", + "tenacious", + "substantial", + "distinctive", + "strikingly", + "several", + "typically", + "jagged", + "unmistakable", + "aggressive", + "markedly", + "reminiscent", + "closely", + "indicating" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "numerous", + "grain", + "jagged", + "fracture", + "distinct", + "typical", + "furrow", + "characteristic", + "inclined", + "interconnected", + "pervasive", + "eroded", + "knife", + "debris", + "discontinuities", + "striated", + "tendency", + "widespread", + "discontinuity", + "cleavage", + "those", + "distinctive", + "oblique", + "Numerous", + "traversing", + "embedded", + "directional", + "direction", + "parallel", + "fractured", + "subsurface", + "nearly" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "fracture", + "Voids", + "and", + "criss", + "traverses", + "grain", + "Plane", + "plane", + "inclined", + "cleavage", + "stri", + "Direction", + "Knife", + "fissures", + "Fracture", + "knife", + "micro", + "crystal", + "dislocation", + "traversing", + "planes", + "shearing", + "directional", + "recrystall", + "es", + "direction", + "parallel", + "discontinuity", + "intersecting", + "discontinuities", + "sheared" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "fracture", + "recrystall", + "grain", + "Voids", + "stri", + "Quartz", + "inclusions", + "Intersect", + "Grain", + "crack", + "Fracture", + "grains", + "gou", + "Quartz", + "crystall", + "ductile", + "criss", + "es", + "intersecting", + "birefringence", + "Grain", + "sa", + "directional", + "crystal", + "cleavage", + "etch", + "ed", + "quartz" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "s", + "parallel", + "intersecting", + "Voids", + "stri", + "inclusions", + "fracture", + "intersect", + "inter", + "intersect", + "ductile", + "Intersect", + "l", + "cleavage", + "ed", + "es", + "S", + "parallel", + "intersects", + "subsurface", + "Miner", + "stri", + "sli", + "interno", + "twinning", + "recrystall", + "sa" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "es", + "river", + "and", + "stri", + "river", + "cleavage", + "S", + "parallel", + "Wid", + "to", + "River", + "dissolution", + "l", + "n", + "pl", + "inter", + "and", + "st", + "parallel", + "st", + "armchair", + "twinning", + "on", + "intersecting", + "n", + "inter", + "stepped", + "twins", + "esten", + "cl" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "river", + "cleavage", + "dissolution", + "twins", + "twinning", + "dislocation", + "river", + "River", + "River", + "Cle", + "Dyke", + "Dislocations", + "fracturing", + "deformation", + "twin", + "RIVER", + "criss", + "intersecting", + "Deformation", + "mich", + "machining", + "gro", + "grooves", + "etch", + "stri", + "tw", + "dendritic", + "inter", + "stepped", + "stal", + "deformation" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "er", + "ueill", + "cleavage", + "ter", + "river", + "perity", + "bandes", + "getImageFolder", + "ypen", + "fol", + "bande", + "hopper", + "enk" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "These", + "For", + "I", + "Here", + "They", + "However", + "river", + "py", + "You", + "This", + "Note", + "River", + "Feed", + "Below", + "Only", + "Once", + "Dend", + "Moody", + "In", + "Since", + "Odd", + "thing", + "Unlike", + "Y", + "V", + "Some", + "Let", + "Each", + "Here", + "FYI", + "V" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "visible", + "output_checked": true + }, + { + "concept": "deformation", + "score": 9.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "been", + "score": 7.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "damn", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "severely", + "score": 6.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "failure", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "these", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "devoid", + "score": 5.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "impeding", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "without", + "output_checked": true + }, + { + "concept": "slight", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 4.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "service", + "output_checked": true + }, + { + "concept": "numerous", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "across", + "output_checked": true + }, + { + "concept": "considerably", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "when", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "during", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "in", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "any", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "without", + "output_checked": true + }, + { + "concept": "impending", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "seemingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "uncovering", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "withstand", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "aligned", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "across", + "output_checked": true + }, + { + "concept": "plates", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "having", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "without", + "output_checked": true + }, + { + "concept": "weather", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "absence", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "through", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "demise", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "famous", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "behalf", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "in", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "necessitate", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "etre", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "somebody", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "severity", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "visible", + "output_checked": true + }, + { + "concept": "notifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "bizarre", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "spesso", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "Lors", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "hydrocarbon", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "service", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "because", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "surprisingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "copious", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "around", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "but", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "documented", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "visible", + "output_checked": true + }, + { + "concept": "resulted", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "markedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "extensively", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "unexpectedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "inexplicable", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "harsh", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "behaviours", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "reveals", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "orientated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-key-concept-traces-v1-seed1/materials/paper-v2-assoc-cleavage-03__grid.png", + "stream": "figures/gemma4-12b-it-key-concept-traces-v1-seed1/materials/paper-v2-assoc-cleavage-03__stream.png", + "trajectory": "figures/gemma4-12b-it-key-concept-traces-v1-seed1/materials/paper-v2-assoc-cleavage-03__trajectory.png", + "emergence": "figures/gemma4-12b-it-key-concept-traces-v1-seed1/materials/paper-v2-assoc-cleavage-03__emergence.png", + "heatmap": "figures/gemma4-12b-it-key-concept-traces-v1-seed1/materials/paper-v2-assoc-cleavage-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-hot-air-surface-layer-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "High-temperature environmental surface layer 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A nickel alloy held in hot air develops an adherent multilayer surface film as metal atoms react with oxygen. Continued exposure thickens the film according to an approximately parabolic time law.", + "prompt_tail": "ops an adherent multilayer surface film as metal atoms react with oxygen. Continued exposure thickens the film according to an approximately parabolic time law.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 6836, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 31437 + }, + { + "label": "oxide", + "best_rank": 28818, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 13282 + }, + { + "label": "scale", + "best_rank": 2386, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 104 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ocking", + "employment", + "fg", + "arn", + "arnataka", + "forcing", + "employment", + "qc", + "Executor", + "nabi", + "niki", + "Uy", + "Gina", + "ork", + "irg", + "irken", + "Forsyth", + "ForegroundColor", + "Fors", + "bors", + "ginas", + "WATER", + "Blocking", + "ostics" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "release", + "Signing", + "Signing", + "signed", + "signing", + "Release", + "Signed", + "Release", + "Signed", + "Released", + "release", + "Signs", + "angent", + "releasing", + "leasing", + "oscopy", + "RELEASE", + "signings", + "ently", + "releases", + "trance", + "ril", + "addItem", + "released", + "signer" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Analyze", + "Selig", + "whisper", + "jaye", + "Methyl", + "educativo", + "trance", + "ently", + "Eink", + "Wembley", + "Signing", + "ocked", + "marginLeft" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "mrs", + "a", + "compressive", + "Angst", + "anglais", + "Pum", + "Alexander", + "memset", + "LX", + "akan", + "gqlgen", + "english", + "petroleum", + "leigh", + "Whisper", + "kontrol" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "DOP", + "Jorge", + "Ungarn", + "Jorge", + "elingen", + "hispanic", + "Lynn", + "ccin", + "anner", + "Georg", + "Alonso", + "Horner", + "practitioner", + "lig", + "magnetite", + "cinn", + "Egyptian", + "attu", + "applause", + "Vicki", + "lifeline", + "annals", + "optosis", + "UNG", + "avorite", + "wonders", + "opl" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "Nicholas", + "jp", + "lng", + "Nichols", + "Cp", + "qc", + "celtic", + "lt", + "alex", + "cp", + "atibus", + "daniel", + "carlos", + "Alessandro", + "dental", + "Niagara", + "Natalia", + "atlantic", + "Qaraldi", + "january", + "africa", + "Alexander" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "mason", + "Ums", + "Pleas", + "umer", + "nesium", + "jaye", + "softener", + "myl", + "python", + "ruptedException", + "LeBron", + "Chiron", + "scissors", + "Chrys", + "Kristall", + "Aires", + "Eps", + "Resin", + "Eminem", + "cuer", + "multiply", + "Gm", + "Gm" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "bert", + "RELEASE", + "tha", + "haya", + "release", + "enl", + "leasing", + "gh", + "en", + "ukai", + "tho", + "getragen", + "prive", + "algo", + "ForEach", + "Release", + "FAF", + "numpy", + "gi", + "mno", + "Released", + "escal", + "mathbb", + "lycer", + "bli" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "j", + "releases", + "compassion", + "bly", + "ve", + "synes", + "release", + "released", + "s", + "signings", + "r", + "signed", + "google", + "ypress", + "furthermore", + "asegurarse", + "impulso", + "Releases", + "impres", + "Alexander" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "j", + "ve", + "r", + "s", + "dere", + "s", + "si", + "dir", + "ors", + "releases", + "bly", + "mal", + "oss", + "t", + "cer", + "en", + "ser", + "ke", + "ja", + "f", + "ny", + "iber", + "release", + "issant", + "energi", + "min", + "vc", + "sida" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "gehend", + "med", + "manner", + "shore", + "theater", + "night", + "Moreover", + "schein", + "en", + "behavior", + "siz", + "uette", + "heartedly", + "lepas", + "ver", + "osof", + "fif", + "sage", + "ujos", + "ver", + "rad", + "asa", + "iven" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "dass", + "beispielsweise", + "certeza", + "digamos", + "esimerkiksi", + "Moreover", + "certainly", + "gehend", + "ve", + "furthermore", + "soften", + "cetera", + "med", + "folds", + "fif", + "ardin", + "filosof", + "misalnya", + "t" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "digamos", + "s", + "dass", + "t", + "certainly", + "esimerkiksi", + "ve", + "beispielsweise", + "med", + "sur", + "creases", + "certeza", + "folds", + "ified", + "say", + "moreover", + "sage", + "let", + "exemplo", + "soften", + "furthermore", + "Moreover", + "urious" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "digamos", + "s", + "sage", + "primes", + "gehend", + "laissez", + "ogo", + "sage", + "ogf", + "let", + "exemplo", + "lepas", + "certainly", + "uette", + "proverbial", + "particular", + "filosof", + "vehement", + "fif", + "perd", + "certeza", + "Etc", + "oog", + "behavior" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sensibility", + "sheep", + "ium", + "imperative", + "mah", + "Etc", + "gie", + "assertions", + "ogf", + "quartz", + "opus", + "sheep", + "regimen", + "softening", + "xr", + "ogo", + "pragmatic", + "ardin", + "journ", + "syntax", + "imperatives", + "aptitude", + "philosoph" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sensibility", + "sheep", + "ODM", + "sporadic", + "opus", + "dud", + "syntax", + "xr", + "astronom", + "novelty", + "Pdf", + "hexadecimal", + "typescript", + "teh", + "seguinte", + "ary", + "additive", + "intensive", + "cryptic", + "nnnn" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "mathematics", + "typescript", + "sensibility", + "MYSQL", + "ographic", + "cryptic", + "mathml", + "a", + "imetry", + "MQTT", + "mathematicians", + "hexadecimal", + "Trapez", + "seguinte", + "novelty", + "syntax", + "additive", + "psychic", + "mathematically", + "seguintes" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "measured", + "trajectory", + "adage", + "aneous", + "measured", + "trajectory", + "ographic", + "swear", + "quadratic", + "systolic", + "mathematicians", + "tetrahedral", + "bepaalde", + "arithmic", + "beau", + "metaphorical", + "meisjes", + "Mathematics", + "successive", + "mathematically", + "lemonade", + "riterien", + "mathematics", + "syntactic", + "geometric", + "mathematical", + "wobei", + "mathemat", + "syntax", + "particular" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "determinada", + "particular", + "bepaalde", + "tertentu", + "roso", + "t", + "selon", + "determinadas", + "conjectured", + "beau", + "enunciado", + "tandis", + "suivant", + "sentido", + "sag", + "roon", + "determinado", + "ditentukan", + "bestimmte", + "verhalten", + "gewisse", + "wobei", + "riterien", + "ium", + "behavior", + "trajectory", + "ymptotic", + "timescale", + "seguinte" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "parabola", + "asymptotically", + "parabolic", + "quadratic", + "conjectured", + "aproximadamente", + "parabol", + "ymptotic", + "exponential", + "nonlinear", + "parab", + "postulated", + "approximating", + "semif", + "pseudo", + "calculus", + "hypergeometric", + "Exponential", + "quartic", + "approxim", + "approximated", + "Pascal", + "approximate", + "casi", + "tentatively", + "Mystic", + "Approximately", + "hampir", + "Exponential" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "asymptotically", + "quadratic", + "exponential", + "exponentially", + "parabolic", + "parabola", + "Polynomial", + "Exponential", + "aproximadamente", + "hypergeometric", + "parabol", + "Exponential", + "XP", + "anointed", + "anharmonic", + "polynom", + "tentatively", + "Polynomial", + "approxim", + "semif", + "nonlinear", + "quadratic", + "logistic", + "astrolog", + "Paran", + "Exponent", + "suivant", + "parab", + "Mystic", + "quartzite" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "aproximadamente", + "approxim", + "Approximately", + "approximate", + "asymptotically", + "approximately", + "suivant", + "parabolic", + "approximately", + "pribli", + "roughly", + "Approximate", + "approximating", + "tentatively", + "XP", + "parabola", + "aprox", + "Approximately", + "quadratic", + "exponentially", + "approximated", + "instantaneously", + "Approx", + "aparentemente", + "reportedly", + "parabol", + "ongeveer" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "parabolic", + "approximately", + "approximately", + "aproximadamente", + "Approximately", + "Approximately", + "pribli", + "approxim", + "approx", + "aprox", + "roughly", + "Approx", + "aproximativ", + "approx", + "approximate", + "parab", + "quadratic", + "ongeveer", + "parabol", + "approximated", + "Approx", + "Approximate", + "tentatively" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "parabolic", + "approximately", + "approximately", + "Approximately", + "Approximately", + "approxim", + "approx", + "aproximadamente", + "pribli", + "Approx", + "aprox", + "approx", + "approximate", + "aproximativ", + "parab", + "roughly", + "par", + "Approximate", + "quadratic", + "approximation", + "approximates", + "istically", + "ximately", + "approximations" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "parabolic", + "Par", + "par", + "parabol", + "Par", + "parab", + "PAR", + "parall", + "approximately", + "par", + "parishes", + "parc", + "Approximately", + "Approximately", + "parish", + "Parish", + "Paragon", + "parro", + "parochial", + "approximately", + "Pars", + "Pars", + "parada", + "parche", + "Parab", + "paralle", + "PAR", + "Parce", + "parades", + "opar" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "approximately", + "thought", + "time", + "approximation", + "time", + "I", + "Approximately", + "Approximately", + "roughly", + "Time", + "app", + "user", + "Time", + "close", + "thought", + "approximately", + "t", + "times", + "parabolic", + "form", + "approximates", + "This", + "expense", + "app", + "approx", + "pp", + "th", + "For", + "spent", + "research", + "York", + "par" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 124478, + 209467, + 198578, + 231314, + 101185, + 136586, + 157000, + 48402, + 223742, + 146557, + 57713, + 79508, + 95480, + 88590, + 72264, + 81113, + 84415, + 8304, + 6837, + 77764, + 108990, + 115416, + 148913, + 200008, + 215665, + 21768 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 165345, + 118364, + 161208, + 185192, + 97238, + 69542, + 171301, + 49047, + 233414, + 193636, + 79858, + 111297, + 118440, + 112947, + 111310, + 143605, + 80745, + 54902, + 49313, + 33479, + 28819, + 56340, + 64219, + 76132, + 91375, + 20801 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 174208, + 133286, + 196377, + 83031, + 244520, + 116734, + 203075, + 61899, + 82091, + 46559, + 38903, + 26665, + 25443, + 15412, + 9023, + 18484, + 19764, + 2900, + 2387, + 30213, + 93337, + 32902, + 43852, + 20633, + 39958, + 2669 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 223834, + 241030, + 233839, + 232894, + 245508, + 175297, + 59978, + 37349, + 31438, + 102569, + 74626, + 74618, + 121370, + 57012 + ] + }, + { + "label": "oxide", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 186019, + 161165, + 152169, + 182074, + 136976, + 84385, + 85341, + 73568, + 113523, + 84977, + 24609, + 22072, + 13283, + 147132 + ] + }, + { + "label": "scale", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 14124, + 3496, + 6645, + 13531, + 8926, + 30377, + 1657, + 105, + 221, + 793, + 4707, + 7365, + 5640, + 15351 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "parabola", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "compositional", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "film", + "output_checked": true + }, + { + "concept": "determinada", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "an", + "output_checked": true + }, + { + "concept": "contribut", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "film", + "output_checked": true + }, + { + "concept": "hold", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "held", + "output_checked": true + }, + { + "concept": "innumerable", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "as", + "output_checked": true + }, + { + "concept": "velvety", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "thereof", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "resented", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "film", + "output_checked": true + }, + { + "concept": "Oxidation", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "exposed", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "described", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "as", + "output_checked": true + }, + { + "concept": "Reaction", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sic", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "law", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "hand", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "in", + "output_checked": true + }, + { + "concept": "piu", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "ede", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "pvc", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "Newborn", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "Something", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "law", + "output_checked": true + }, + { + "concept": "holding", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "voila", + "score": 2.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Gent", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "according", + "output_checked": true + }, + { + "concept": "replete", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "as", + "output_checked": true + }, + { + "concept": "kotlin", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "according", + "output_checked": true + }, + { + "concept": "sustained", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "an", + "output_checked": true + }, + { + "concept": "conjectured", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "determinadas", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "as", + "output_checked": true + }, + { + "concept": "PVC", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "descrito", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "as", + "output_checked": true + }, + { + "concept": "atomic", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "react", + "output_checked": true + }, + { + "concept": "MLM", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Chaplain", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "asymptotically", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "alloys", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "aproximadamente", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "reaction", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "react", + "output_checked": true + }, + { + "concept": "chemical", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "react", + "output_checked": true + }, + { + "concept": "continues", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "thickening", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "dass", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sensibility", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Blues", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "facing", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "an", + "output_checked": true + }, + { + "concept": "dynamically", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "emanating", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "film", + "output_checked": true + }, + { + "concept": "focussing", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "vaguely", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "assorted", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "asta", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "Continued", + "output_checked": true + }, + { + "concept": "measured", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cany", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "atoms", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "hands", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "heated", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "air", + "output_checked": true + }, + { + "concept": "outermost", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "film", + "output_checked": true + }, + { + "concept": "stoichiometric", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "an", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "an", + "output_checked": true + }, + { + "concept": "linearly", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "equ", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "an", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "th", + "row", + "ng", + "ther", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "pr", + "text", + "anc", + "tr", + "red", + "ray", + "ative", + "ser", + "ces", + "self", + "years", + "be", + "son", + "ized", + "span", + "ke", + "na" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "rence", + "uq", + "conflicted", + "es", + "assert", + "umeric", + "perk", + "flows", + "ocs", + "enburg", + "pitted", + "decayed", + "validType", + "subsum", + "is", + "ne", + "ner", + "qual", + "ju", + "LI" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "w", + "iv", + "ast", + "one", + "ax", + "ON", + "som", + "vol", + "To", + "mag", + "vi", + "kan", + "necess", + "mit", + "Med", + "utions", + "With", + "suggest", + "deg", + "quick", + "ja", + "usion", + "digital", + "like", + "nie", + "That", + "reduce" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ing", + "ion", + "el", + "l", + "st", + "im", + "g", + "u", + "se", + "if", + "th", + "us", + "ht", + "and", + "ere", + "com", + "ess", + "pe", + "or", + "j", + "pl", + "ch", + "ame", + "ies", + "en", + "int", + "un" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "O", + "g", + "u", + "z", + "he", + "m", + "ic", + "ve", + "ch", + "ht", + "The", + "ha", + "ad", + "The", + "which", + "app", + "xt", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "ays", + "est", + "wo" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "un", + "ere", + "com", + "end", + "ill", + "ex", + "art", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire", + "cc", + "ge" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "id", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "set", + "to", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "ich", + "of", + "equip", + "lid", + "they", + "eat", + "sehen", + "sof", + "wunder", + "e", + "n", + "ers", + "nya", + "reput", + "selection", + "aal", + "liaison", + "evol", + "heer", + "bringen", + "ampio" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "equip", + "aal", + "e", + "s", + "rel", + "depart", + "reput", + "aat", + "imitation", + "EG", + "tentative", + "sof", + "mellow", + "wunder", + "ampio", + "Publicity", + "n", + "ain", + "any", + "ble", + "perfectly", + "slash" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "equip", + "readily", + "fielder", + "substantial", + "aal", + "tentative", + "Tog", + "reput", + "Publicity", + "ecek", + "ain", + "substantially", + "imitation", + "vergang", + "Repositories", + "ampio", + "ameri", + "e", + "any", + "behalf" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "equip", + "tog", + "kowy", + "Tog", + "fielder", + "aal", + "tremendous", + "tentative", + "immense", + "ributor", + "ameri", + "damn", + "er", + "Will", + "declining", + "papan", + "ain", + "increasing" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "immense", + "equip", + "tremendous", + "Tog", + "kowy", + "tog", + "fielder", + "tentative", + "Considerable", + "readily", + "caution", + "slight", + "damn", + "declining", + "profoundly", + "crs", + "ecek", + "Will", + "ributor", + "aal" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "increasing", + "profoundly", + "sigh", + "esas", + "caution", + "continued", + "despicable", + "markedly", + "tentative", + "equip", + "almost", + "vergang", + "dieser", + "unequivocal", + "tremendous", + "scathing", + "continued", + "leisurely" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "of", + "but", + "albeit", + "continued", + "zunehm", + "continued", + "increasing", + "desses", + "sub", + "almost", + "profoundly", + "hereinafter" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "exponential", + "Exponential", + "exponentially", + "predefined", + "mechanisms", + "described", + "modulated", + "successive", + "zunehm", + "characteristics", + "reminiscent", + "Shortly", + "uninterrupted", + "punctuated", + "coupled", + "consecutive", + "exceedingly", + "Lorsque", + "measurable", + "markedly" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "exponential", + "predefined", + "steadily", + "succinct", + "slowly", + "gradually", + "evolving", + "progressively", + "modulated", + "succinctly", + "gradual", + "punctuated", + "described", + "defined", + "measured", + "peculiar", + "spherical", + "exponentially", + "markedly", + "predetermined", + "fluctuating", + "subdued", + "unassuming", + "relatively", + "logarithmic", + "nuanced", + "hindered", + "cyclical", + "peculiarity" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "exponential", + "slightly", + "steady", + "undulating", + "exponentially", + "logarithmic", + "highly", + "varying", + "relatively", + "rapidly", + "remarkably", + "fluctuating", + "linear", + "measured", + "steep", + "markedly", + "strongly", + "accordance", + "predefined", + "proportional", + "accelerating", + "predictable", + "punctuated", + "constant", + "characteristic", + "spherical", + "negligible", + "steadily", + "moderately", + "strikingly", + "steeply", + "nearly" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "exponential", + "curve", + "well", + "nearly", + "predictable", + "second", + "governed", + "varying", + "described", + "approximately", + "slightly", + "typical", + "initially", + "ity", + "near", + "rapidly", + "time", + "nonlinear", + "parabolic", + "initial", + "characteristic", + "curves", + "law", + "exponentially", + "logarithmic", + "modified", + "proportional", + "approximate", + "generally", + "roughly", + "steady", + "poorly" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "curve", + "parabolic", + "approximately", + "curves", + "roughly", + "nonlinear", + "nearly", + "an", + "exponential", + "Curve", + "slightly", + "parabola", + "curved", + "almost", + "second", + "Curve", + "curves", + "curve", + "curvature", + "quadratic", + "hyperbolic", + "Curves", + "exponentially", + "Curved", + "approximate", + "up", + "Approximately", + "roughly", + "law", + "approximately", + "asymptotically", + "quasi" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "parabolic", + "an", + "second", + "secondo", + "zweite", + "p", + "nonlinear", + "up", + "slightly", + "bell", + "parabola", + "roughly", + "Almost", + "podle", + "steeply", + "P", + "Pr", + "Half", + "Par", + "second", + "asymptotically", + "parabol", + "Slightly", + "II", + "segundo", + "Approximately", + "nearly", + "exponential", + "per", + "plateau" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "parabolic", + "roughly", + "approximately", + "roughly", + "Approximately", + "approximately", + "secondo", + "pribli", + "Roughly", + "approx", + "parabol", + "nearly", + "approximate", + "an", + "parabola", + "approx", + "Nearly", + "Approximately", + "aproximadamente", + "approxim", + "ongeveer", + "quasi", + "Nearly", + "Approx", + "pseudo", + "Almost", + "nearly", + "almost", + "second", + "aproximativ" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "approximately", + "parabolic", + "approximately", + "Approximately", + "roughly", + "Approximately", + "Par", + "approx", + "aproximadamente", + "approx", + "Par", + "approximate", + "par", + "par", + "pseudo", + "parabol", + "p", + "nearly", + "approxim", + "pribli", + "Approx", + "roughly", + "Roughly", + "Parish", + "approximates" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "approximately", + "parabolic", + "approximately", + "Approximately", + "roughly", + "Approximately", + "aproximadamente", + "Approx", + "approx", + "approx", + "approxim", + "pribli", + "approximate", + "Par", + "roughly", + "Par", + "nearly", + "Approximate", + "parabol", + "Roughly", + "aprox", + "pseudo", + "approximated", + "aproximativ", + "par", + "Approx" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "parabolic", + "Par", + "par", + "Par", + "PAR", + "parabol", + "PAR", + "opar", + "parab", + "approximately", + "parc", + "par", + "Parish", + "Parc", + "epar", + "Paralympic", + "Parab", + "Parl", + "approximately", + "Parr", + "Parm", + "parishes", + "parall", + "parro", + "parity", + "parli" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "approximately", + "thought", + "time", + "approximation", + "time", + "I", + "Approximately", + "Approximately", + "roughly", + "Time", + "app", + "user", + "Time", + "close", + "thought", + "approximately", + "t", + "times", + "parabolic", + "form", + "approximates", + "This", + "expense", + "app", + "approx", + "pp", + "th", + "For", + "spent", + "research", + "York", + "par" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 16.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "an", + "output_checked": true + }, + { + "concept": "slight", + "score": 13.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "react", + "output_checked": true + }, + { + "concept": "exponential", + "score": 12.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "considerably", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "tenacious", + "score": 7.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "thickness", + "score": 6.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "resulting", + "score": 5.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "film", + "output_checked": true + }, + { + "concept": "various", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "react", + "output_checked": true + }, + { + "concept": "hand", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "unrelenting", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "been", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "exceedingly", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "immersed", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "an", + "output_checked": true + }, + { + "concept": "holding", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "held", + "output_checked": true + }, + { + "concept": "thickening", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "anhyd", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "air", + "output_checked": true + }, + { + "concept": "immense", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "but", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "continuously", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Continued", + "output_checked": true + }, + { + "concept": "progressively", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "increase", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "during", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "as", + "output_checked": true + }, + { + "concept": "elapsed", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "time", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "remarkably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "excessively", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "markedly", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "turbulent", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "air", + "output_checked": true + }, + { + "concept": "subjected", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "an", + "output_checked": true + }, + { + "concept": "reacted", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "gradually", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "reactions", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "react", + "output_checked": true + }, + { + "concept": "increasing", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "according", + "output_checked": true + }, + { + "concept": "substrate", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "reacts", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "react", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "lentement", + "score": 2.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "with", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "disbelief", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "convincing", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "film", + "output_checked": true + }, + { + "concept": "amidst", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "substantial", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "Looking", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "atoms", + "output_checked": true + }, + { + "concept": "annen", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "exponentially", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "Considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "an", + "output_checked": true + }, + { + "concept": "asesin", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "sorely", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "damn", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "film", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "undoubt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "satisfactory", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "film", + "output_checked": true + }, + { + "concept": "inevitable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "exaggerated", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "remarkable", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "arduous", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "film", + "output_checked": true + }, + { + "concept": "tumultuous", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "prolonged", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "law", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "adherent", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-key-concept-traces-v1-seed1/materials/paper-v2-assoc-hot-air-surface-layer-01__grid.png", + "stream": "figures/gemma4-12b-it-key-concept-traces-v1-seed1/materials/paper-v2-assoc-hot-air-surface-layer-01__stream.png", + "trajectory": "figures/gemma4-12b-it-key-concept-traces-v1-seed1/materials/paper-v2-assoc-hot-air-surface-layer-01__trajectory.png", + "emergence": "figures/gemma4-12b-it-key-concept-traces-v1-seed1/materials/paper-v2-assoc-hot-air-surface-layer-01__emergence.png", + "heatmap": "figures/gemma4-12b-it-key-concept-traces-v1-seed1/materials/paper-v2-assoc-hot-air-surface-layer-01__heatmap.png" + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-12b-it-key-concept-traces-v1-seed2.json b/jlens_materials/runs/gemma4-12b-it-key-concept-traces-v1-seed2.json new file mode 100644 index 0000000000000000000000000000000000000000..ae71792009f0e8bb745a279d251d3e70d6ec4070 --- /dev/null +++ b/jlens_materials/runs/gemma4-12b-it-key-concept-traces-v1-seed2.json @@ -0,0 +1,19540 @@ +{ + "format_version": 2, + "created_at": "2026-08-25T10:23:12.151344+00:00", + "model": "google/gemma-4-12B-it", + "model_identity": { + "requested_id": "google/gemma-4-12B-it", + "requested_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "model_class": "Gemma4UnifiedForConditionalGeneration", + "config_name_or_path": "google/gemma-4-12B-it", + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-12B-it", + "vocab_size": 262144, + "n_layers": 48, + "d_model": 3840, + "dtype": "bfloat16" + }, + "tag": "gemma4-12b-it-key-concept-traces-v1-seed2", + "n_layers": 48, + "d_model": 3840, + "lens_n_prompts": 1000, + "lens_provenance": { + "corpus": { + "dataset": "Salesforce/wikitext", + "kind": "huggingface", + "min_chars": 600, + "records": 1000, + "requested_records": 1000, + "revision": "b08601e04326c79dfdd32d625aee71d232d685c3", + "seed": 2, + "sha256": "1770390b93f2a5a137069ef2387414152bc2123908b38a0baf2db75316b10b7d", + "split": "train", + "subset": "wikitext-103-raw-v1", + "text_field": "text", + "unique_records": 1000 + }, + "created_at": "2026-08-23T19:19:46.791335+00:00", + "dim_batch": 36, + "format_version": 1, + "hub": { + "path_in_repo": "gemma4-12b-it/paper/seed2.pt", + "repo_id": "lamm-mit/gemma4-jacobian-lenses", + "repo_type": "model", + "revision": "main", + "uploaded_at": "2026-08-24T14:49:03.886692+00:00" + }, + "model": { + "config_name_or_path": "google/gemma-4-12B-it", + "d_model": 3840, + "dtype": "bfloat16", + "model_class": "Gemma4UnifiedForConditionalGeneration", + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "n_layers": 48, + "requested_id": "google/gemma-4-12B-it", + "requested_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-12B-it", + "vocab_size": 262144 + }, + "paper_reference": "https://transformer-circuits.pub/2026/workspace/index.html", + "recipe": { + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers.", + "max_seq_len": 128, + "n_fit": 1000, + "name": "paper", + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "target_layer": -2 + }, + "source_layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45 + ], + "target_layer": 46, + "upstream_reference": "lamm-mit/jacobian-lens@581d398613e5602a5af361e1c34d3a92ea82ba8e" + }, + "methodology": { + "recipe": { + "name": "demo", + "n_fit": 12, + "max_seq_len": 64, + "target_layer": null, + "report_layer_count": null, + "skip_first": 16, + "strict_corpus": false, + "description": "Fast exploratory fit. Results from this profile are not a quantitative replication of the paper." + }, + "claims_level": "exploratory demo", + "paper_protocol_complete": false, + "strict_protocol": true, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 1, + "evaluation_max_seq_len": 128, + "generation_max_new_tokens": 1, + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "dtype": "bfloat16", + "layer_stride": 1, + "prompt_source": "prompts/materials-key-concept-traces-v1.json", + "swaps_enabled": false, + "swap_alpha": 1.0 + }, + "shapes": [ + "ASSOCIATION" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": { + "ASSOCIATION": { + "n_items": 6, + "minimum_required": 1, + "sufficient_sample": true, + "ks": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "jacobian_lens": { + "pass_at_k": [ + 0.08333333333333333, + 0.08333333333333333, + 0.08333333333333333, + 0.125, + 0.125, + 0.18055555555555555, + 0.18055555555555555 + ], + "auc_log_k": 0.12119128467705538, + "bootstrap_95": { + "1": { + "mean": 0.08333333333333333, + "low": 0.0, + "high": 0.25 + }, + "2": { + "mean": 0.08333333333333333, + "low": 0.0, + "high": 0.25 + }, + "5": { + "mean": 0.08333333333333333, + "low": 0.0, + "high": 0.25 + }, + "10": { + "mean": 0.125, + "low": 0.0, + "high": 0.2916666666666667 + }, + "20": { + "mean": 0.125, + "low": 0.0, + "high": 0.2916666666666667 + }, + "50": { + "mean": 0.18055555555555555, + "low": 0.041666666666666664, + "high": 0.34722222222222215 + }, + "100": { + "mean": 0.18055555555555555, + "low": 0.041666666666666664, + "high": 0.34722222222222215 + } + } + }, + "logit_lens": { + "pass_at_k": [ + 0.0, + 0.0, + 0.08333333333333333, + 0.125, + 0.125, + 0.18055555555555555, + 0.23611111111111108 + ], + "auc_log_k": 0.10453892350572178 + } + } + }, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 0, + "n_graded": 0, + "minimum_required": 1, + "sufficient_sample": false, + "protocol_success_rate": null, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [], + "prompts": [ + { + "slug": "paper-v2-assoc-notch-resistance-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to notch-driven failure 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "During a compact-tension test, substantial energy is dissipated near the notch tip before the specimen separates. The material tolerates larger defects than a comparison alloy.", + "prompt_tail": "-tension test, substantial energy is dissipated near the notch tip before the specimen separates. The material tolerates larger defects than a comparison alloy.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 17868, + "best_depth": 46.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 4473 + }, + { + "label": "crack", + "best_rank": 1122, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 3679 + }, + { + "label": "fracture", + "best_rank": 12792, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 870 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "odium", + "unica", + "wadi", + "udi", + "ahs", + "odi", + "ervo", + "Kodi", + "elli", + "Fountain", + "avil", + "hacerse", + "ayani", + "Burbank", + "ayya", + "arpur", + "ilah", + "wit", + "rodeo", + "overheard", + "avia", + "Beverungen", + "graisse", + "zk", + "quilla", + "Toto" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "udi", + "overheard", + "ayani", + "anio", + "aville", + "ServiceID", + "arita", + "arpur", + "odi", + "rodeo", + "Imperio", + "erver", + "cil", + "avil", + "Kodi", + "uded", + "iasa", + "alco", + "zki", + "Fairbanks", + "ta", + "zk" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "wadi", + "quilla", + "overheard", + "udi", + "ayani", + "rodeo", + "aville", + "anio", + "arpur", + "odi", + "Kodi", + "ServiceID", + "uded", + "avil", + "arita", + "Imperio", + "erver", + "zki", + "ervo", + "alco", + "odil", + "cil", + "qat", + "iasa" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "anio", + "overheard", + "udi", + "arita", + "aville", + "ServiceID", + "odi", + "rodeo", + "Imperio", + "erver", + "Kodi", + "arpur", + "uded", + "cil", + "ta", + "odil", + "iasa", + "alco", + "zk", + "zki", + "yw", + "avil" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Fountain", + "wadi", + "odium", + "graisse", + "unica", + "rodeo", + "overheard", + "arpur", + "ta", + "ahs", + "quilla", + "erver", + "udi", + "arita", + "zki", + "Imperio", + "Kodi", + "ayya", + "zk", + "cil", + "Burbank", + "qat", + "Gra", + "aville", + "ink", + "urtle" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "squares", + "infect", + "authenticate", + "sociale", + "Infect", + "Adriatic", + "rehabilitated", + "Inflater", + "pneumatic", + "videre", + "tesla", + "vesicular", + "Europ", + "calmed", + "biology", + "Aluminum" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "squares", + "Europ", + "Inflater", + "authenticate", + "pneumatic", + "calmed", + "rehabilitated", + "tesla", + "vesicular", + "Aluminum", + "directors", + "reefs", + "mt" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "udi", + "arita", + "wadi", + "anio", + "overheard", + "ayani", + "aville", + "odi", + "rodeo", + "ServiceID", + "erver", + "alco", + "uded", + "cil", + "arpur", + "ta", + "empleados", + "odil", + "Imperio", + "zki", + "avil", + "Kodi", + "Fairbanks" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "udi", + "wadi", + "quilla", + "ahs", + "erver", + "cil", + "anio", + "aville", + "overheard", + "ayani", + "rodeo", + "Imperio", + "odi", + "uded", + "odil", + "ServiceID", + "it", + "ta", + "empleados", + "avil", + "arpur", + "sel", + "ths", + "Toto" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "flare", + "infect", + "Infect", + "squares", + "vesicular", + "mt", + "directors", + "authenticate", + "pneumatic", + "conferred", + "verder", + "Inflater", + "rehabilitated", + "tesla", + "fs", + "Europ", + "puis", + "calmed", + "director" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "med", + "s", + "rog", + "ujos", + "digamos", + "gehend", + "eness", + "Moreover", + "t", + "natural", + "Natural", + "heartedly", + "manner", + "shore", + "esimerkiksi", + "marvelous", + "uette", + "credo", + "theater", + "fif", + "sensibility", + "ulnerable", + "differenza", + "f", + "exemplo" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "Moreover", + "Furthermore", + "voila", + "differenza", + "Kalau", + "tyle", + "ulnerable", + "iven", + "riqueza", + "heartedly", + "vice", + "digamos", + "gehend", + "udir", + "rad", + "hearted", + "uette", + "beispielsweise", + "vulner", + "Natural", + "Como" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "digamos", + "tyle", + "Moreover", + "voila", + "differenza", + "iven", + "Furthermore", + "ulnerable", + "exemplo", + "Kalau", + "rad", + "vulner", + "gehend", + "roir", + "ujos", + "particular", + "examples", + "consider", + "uette", + "udir", + "vice" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "ulnerable", + "differenza", + "zeug", + "digamos", + "tyle", + "exemplo", + "night", + "particular", + "riqueza", + "Veamos", + "Moreover", + "politik", + "virt", + "sensibility", + "do", + "imperative", + "credo", + "vulner", + "ogf" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sensibility", + "politik", + "mah", + "virtue", + "argumento", + "night", + "massive", + "ulnerable", + "differenza", + "hypothetical", + "urably", + "sheep", + "sheep", + "riqueza", + "virt", + "Kong", + "xr", + "use", + "quanto", + "zeug", + "faibles" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "ODM", + "XK", + "xr", + "sensibility", + "nnnn", + "teh", + "eur", + "abo", + "virtue", + "mah", + "bole", + "Xr", + "dud", + "dismal", + "argumento", + "competir", + "remarked", + "defens", + "rrrr", + "Bremen", + "intensive" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "additive", + "thoughtful", + "slower", + "WRITE", + "testers", + "XK", + "intensive", + "Notas", + "leaner", + "datasource", + "obtuse", + "wasteful", + "cryptic", + "krypt", + "obnoxious", + "rival" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "softer", + "unnamed", + "Notas", + "competitor", + "remarked", + "denser", + "Comparison", + "contrasted", + "comparison", + "Compare", + "disparity", + "Comparisons", + "hypothetical", + "snowboard", + "dibanding", + "femur", + "aptitude", + "riterien", + "complacent", + "comparative", + "harsher", + "wealthier", + "NER", + "richer" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "comparison", + "comparable", + "Comparison", + "Comparable", + "comparison", + "competitor", + "counterpart", + "compar", + "Vergleich", + "Comparison", + "vergleich", + "Compar", + "contrasted", + "Comparable", + "Comparisons", + "Compare", + "compare", + "Comparator", + "comparability", + "counterparts", + "comparar", + "comparator", + "comparaison", + "determinada", + "likened", + "comparisons", + "disparity", + "Comparator", + "COMPAR" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "comparison", + "Comparison", + "comparison", + "Comparison", + "Vergleich", + "COMPAR", + "comparable", + "Compare", + "Comparisons", + "comparative", + "Comparable", + "comparaison", + "compare", + "Compar", + "comparisons", + "comparar", + "COMPAR", + "Compar", + "Compare", + "Comparative", + "Comparative", + "compar", + "comparing", + "Benchmark", + "comparator", + "compared" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "comparison", + "Comparison", + "Comparison", + "comparison", + "COMPAR", + "Vergleich", + "Compare", + "comparaison", + "compara", + "Comparative", + "Compar", + "Reference", + "Compare", + "Comparisons", + "COMPAR", + "rival", + "comparative", + "reference", + "compare", + "comparable", + "Comparator", + "comparator", + "carbide", + "Contrast", + "Compar" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "comparison", + "Comparison", + "Comparison", + "comparison", + "Compare", + "COMPAR", + "compare", + "Vergleich", + "Comparisons", + "compara", + "comparator", + "COMPAR", + "Compar", + "Compare", + "comparar", + "comparaison", + "Compar", + "Contrast", + "comparisons", + "Comparable", + "compare", + "comparable", + "comparative", + "rival", + "Comparative", + "contrast", + "Contrast" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "compar", + "comparison", + "compare", + "Compar", + "comparing", + "Compar", + "compare", + "comparative", + "comparisons", + "Comparison", + "Compare", + "Compare", + "Comparison", + "comparison", + "Vergleich", + "comparar", + "Comparisons", + "COMPAR", + "COMPAR", + "comparaison", + "compared", + "compar", + "compares", + "Comparative", + "compara" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "comparison", + "Comparison", + "Comparison", + "comparison", + "Vergleich", + "COMPAR", + "COMPAR", + "comparaison", + "compar", + "compare", + "comparative", + "comparisons", + "Comparisons", + "Compar", + "comparing", + "Compar", + "Compare", + "comparar", + "compar", + "Compare", + "compare", + "compares", + "comparator" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "comparison", + "Comparison", + "comparison", + "Comparison", + "Vergleich", + "COMPAR", + "comparaison", + "COMPAR", + "comparar", + "comparisons", + "Comparing", + "Compar", + "Comparisons", + "Compare", + "Compare", + "compare", + "Compar", + "compar", + "comparing", + "comparing", + "compara", + "comparative" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "They", + "It", + "Comparison", + "You", + "This", + "We", + "However", + "For", + "Alloy", + "Thus", + "but", + "Let", + "No", + "I", + "Because", + "What", + "These", + "Since", + "Each", + "Using", + "Por", + "Usually", + "In", + "The", + "A", + "All", + "More", + "Why", + "Both", + "Unlike", + "Although", + "Typically" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 102745, + 65281, + 67380, + 64402, + 61914, + 209220, + 198037, + 55596, + 54297, + 191490, + 20668, + 18411, + 17869, + 19134, + 26845, + 44804, + 114200, + 81214, + 84953, + 87946, + 68104, + 74395, + 52018, + 19954, + 9348, + 3573 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 62859, + 84020, + 80508, + 87050, + 81441, + 23647, + 21395, + 77931, + 73418, + 26790, + 44666, + 62825, + 58076, + 58010, + 91831, + 102118, + 124957, + 12002, + 1123, + 8758, + 15621, + 2390, + 3441, + 1547, + 38390, + 677 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 79304, + 128370, + 127734, + 134955, + 128176, + 108672, + 101129, + 128151, + 127295, + 104461, + 29320, + 24082, + 29682, + 17134, + 49163, + 60996, + 140846, + 16428, + 26797, + 32300, + 32894, + 18514, + 16057, + 12793, + 44297, + 14140 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 150198, + 134914, + 90168, + 71530, + 35870, + 6088, + 5448, + 7780, + 4474, + 6959, + 14508, + 19680, + 49492, + 25625 + ] + }, + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 6061, + 13575, + 13886, + 8759, + 93801, + 77220, + 14649, + 11589, + 4474, + 6130, + 4170, + 5537, + 12701, + 3680 + ] + }, + { + "label": "fracture", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 46756, + 30965, + 31812, + 42480, + 50460, + 50789, + 5773, + 4766, + 1980, + 5024, + 3350, + 871, + 17732, + 8330 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "Fracture", + "score": 5.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "determinados", + "score": 5.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "The", + "output_checked": true + }, + { + "concept": "dissipation", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "dissipated", + "output_checked": true + }, + { + "concept": "Compression", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "separation", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "LEVEL", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ODM", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "testers", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "grunds", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "aporte", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "INI", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "vic", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "Sheep", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "compression", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "fato", + "score": 2.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "is", + "output_checked": true + }, + { + "concept": "crux", + "score": 2.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "Etc", + "score": 2.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Gewalt", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "amounts", + "score": 2.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "feminists", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "redux", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ates", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "During", + "output_checked": true + }, + { + "concept": "HPE", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Octopus", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "dissipated", + "output_checked": true + }, + { + "concept": "MainWindow", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "Ontology", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "dissipated", + "output_checked": true + }, + { + "concept": "XMFLOAT", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "circumvent", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "magnitudes", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "describe", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Increment", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "bree", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Moder", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "aftermath", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "is", + "output_checked": true + }, + { + "concept": "attempting", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Chiropractic", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Ane", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "after", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "is", + "output_checked": true + }, + { + "concept": "seperate", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "eman", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "losses", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "near", + "output_checked": true + }, + { + "concept": "OOP", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "endure", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "podendo", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "goddess", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "During", + "output_checked": true + }, + { + "concept": "amelyek", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "sensibility", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "woody", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "Gore", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "Lipschitz", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "toler", + "output_checked": true + }, + { + "concept": "minimax", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "softer", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "endot", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "toler", + "output_checked": true + }, + { + "concept": "Examin", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "immunocom", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "ruptura", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "compliments", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "toler", + "output_checked": true + }, + { + "concept": "Constantinople", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "coloro", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "is", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "th", + "row", + "gh", + "ar", + "ne", + "sa", + "yst", + "inter", + "pr", + "any", + "anc", + "tr", + "sh", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "ces", + "rol", + "self", + "years", + "be", + "son", + "ized", + "span" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "esh", + "pais", + "flows", + "aquele", + "ger", + "sat", + "pitted", + "echolog", + "sons", + "assert", + "yah", + "voyages", + "tower", + "suff", + "nyt", + "curtail", + "opie", + "jangka" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "ic", + "am", + "ot", + "se", + "y", + "th", + "oc", + "ment", + "iz", + "ru", + "lo", + "sp", + "oy", + "const", + "red", + "includ", + "thing", + "kan", + "Med", + "lar", + "alt", + "suggest", + "ky", + "lied", + "assert", + "ald", + "oring" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "le", + "m", + "ing", + "ic", + "ion", + "im", + "g", + "u", + "se", + "ation", + "ch", + "th", + "us", + "ht", + "and", + "ere", + "com", + "ess", + "pe", + "ain", + "j", + "le", + "pl", + "ame", + "iz", + "ure", + "ies", + "cl", + "able" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "ve", + "ch", + "pe", + "pl", + "ha", + "ad", + "ign", + "your", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "ize", + "we", + "ystem", + "ays", + "est", + "wo", + "who", + "import", + "es", + "pos", + "what", + "fr", + "bet", + "This" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "id", + "ur", + "ve", + "ay", + "ir", + "ver", + "ere", + "end", + "ill", + "ex", + "art", + "ang", + "ive", + "all", + "ard", + "ik", + "pl", + "ge", + "ph", + "ong", + "one", + "ence", + "au", + "ont", + "lo" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "id", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "ord", + "ar", + "pr", + "elf", + "sp", + "ah", + "to", + "rel", + "tern", + "mo", + "cur" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "they", + "n", + "ers", + "of", + "selection", + "novembre", + "eat", + "liaison", + "eux", + "wunder", + "cik", + "bereit", + "e", + "aient", + "dage", + "heer", + "erweise", + "aw", + "son" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "e", + "reput", + "aal", + "youtu", + "eux", + "ameri", + "Publicity", + "s", + "rel", + "perfectly", + "ei", + "selection", + "martial", + "eat", + "EG", + "liaison", + "remember", + "sof" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "fielder", + "substantial", + "demise", + "ameri", + "e", + "slash", + "facilmente", + "Tog", + "commonly", + "easily", + "lsulfanyl", + "any", + "substantially", + "comfy", + "reliance", + "serangan", + "Publicity", + "Looking" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "tog", + "ameri", + "demise", + "Tog", + "comfy", + "Looking", + "fielder", + "slash", + "slight", + "merely", + "damn", + "nur", + "Iy", + "er", + "ET", + "PA", + "hindrance", + "kowy", + "whopping", + "appro" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "readily", + "tog", + "damn", + "demise", + "Tog", + "fielder", + "slight", + "slash", + "considerably", + "comfy", + "ameri", + "hindrance", + "kowy", + "asesin", + "Iy", + "ET", + "markedly", + "lichkeit" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "markedly", + "readily", + "ameri", + "merely", + "considerably", + "reverting", + "vehement", + "demise", + "substantially", + "damn", + "criticized", + "currently", + "pretende", + "Iy", + "conceivably", + "commonly", + "despicable", + "respective", + "blatantly", + "preclude", + "hindering", + "ujar", + "appreciably", + "slimmer", + "conceding" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "markedly", + "considerably", + "championed", + "soared", + "worsened", + "vehement", + "However", + "comparable", + "criticized", + "similar", + "behavi", + "similar", + "arrog", + "speculated", + "substantially", + "profoundly", + "touted", + "surpasses", + "surpassing" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "markedly", + "comparable", + "similar", + "significantly", + "considerably", + "compared", + "comparatively", + "Similar", + "similar", + "surpassing", + "substantially", + "lessened", + "Significantly", + "appreciably", + "similarly", + "comparison", + "surpasses", + "Comparison", + "drastically" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "comparable", + "markedly", + "comparatively", + "significantly", + "lessened", + "compared", + "comparison", + "comparative", + "weaker", + "similar", + "considerably", + "comparator", + "surpassing", + "consistently", + "slower", + "Comparable", + "surpasses", + "smaller", + "substantially", + "quicker", + "stronger", + "similarly", + "Significantly", + "decreased", + "possessing", + "Comparative", + "dissimilar", + "allowing", + "Compared" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "comparable", + "similar", + "comparison", + "compared", + "comparative", + "comparatively", + "different", + "smaller", + "other", + "highly", + "benchmark", + "neighboring", + "stronger", + "tested", + "similarly", + "weaker", + "markedly", + "identified", + "another", + "equivalent", + "more", + "significantly", + "vastly", + "higher", + "identical", + "Compar", + "differing", + "comparator", + "certain", + "specified", + "strongly", + "contrasting" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "comparison", + "comparable", + "compared", + "comparative", + "benchmark", + "comparatively", + "compar", + "Comparison", + "counterpart", + "comparisons", + "counterparts", + "comparator", + "similar", + "neighboring", + "another", + "comparing", + "comparison", + "second", + "compare", + "contrasting", + "comparar", + "smaller", + "similarly", + "compares", + "Comparison", + "contrast", + "Compar", + "Comparable", + "rival" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "comparison", + "comparison", + "comparative", + "compared", + "comparable", + "reference", + "comparator", + "compar", + "Comparison", + "benchmark", + "Vergleich", + "comparisons", + "Comparison", + "compare", + "compar", + "vergleich", + "COMPAR", + "compared", + "comparing", + "Reference", + "Compare", + "Compared" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "comparison", + "reference", + "comparator", + "comparative", + "benchmark", + "Reference", + "comparable", + "Comparison", + "comparison", + "Vergleich", + "compared", + "reference", + "vergleich", + "compare", + "comparisons", + "Comparison", + "COMPAR", + "compar", + "Benchmark", + "Reference", + "benchmark", + "COMPAR", + "compar", + "Compare" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "comparison", + "Comparison", + "comparator", + "comparative", + "comparison", + "COMPAR", + "Comparison", + "COMPAR", + "comparisons", + "Vergleich", + "compare", + "comparable", + "compar", + "Compare", + "Comparator", + "compared", + "Comparisons", + "comparar", + "compares", + "comparing", + "benchmark", + "Compar", + "compara", + "vergleich" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "compar", + "comparison", + "compare", + "comparing", + "comparative", + "comparisons", + "compar", + "Comparison", + "Comparison", + "comparison", + "Vergleich", + "COMPAR", + "COMPAR", + "comparaison", + "compared", + "Compar", + "Compar", + "compare", + "Compare", + "Compare", + "compares", + "compara", + "Comparing", + "comparer", + "Comparing" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "comparison", + "Comparison", + "Comparison", + "comparison", + "Vergleich", + "comparative", + "comparisons", + "COMPAR", + "COMPAR", + "comparaison", + "compar", + "compare", + "comparing", + "compar", + "comparar", + "Comparisons", + "Compar", + "Compar", + "compare", + "Compare", + "compares", + "comparator" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "comparison", + "comparison", + "Comparison", + "Comparison", + "Vergleich", + "COMPAR", + "COMPAR", + "comparaison", + "comparisons", + "compar", + "Comparisons", + "comparar", + "comparing", + "compar", + "Compar", + "comparing", + "Compar", + "Comparing", + "compare", + "comparative", + "comparator", + "Comparing" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "They", + "It", + "Comparison", + "You", + "This", + "We", + "However", + "For", + "Alloy", + "Thus", + "but", + "Let", + "No", + "I", + "Because", + "What", + "These", + "Since", + "Each", + "Using", + "Por", + "Usually", + "In", + "The", + "A", + "All", + "More", + "Why", + "Both", + "Unlike", + "Although", + "Typically" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 19.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "fracture", + "score": 11.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "considerably", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "after", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "impending", + "score": 6.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "near", + "output_checked": true + }, + { + "concept": "comparable", + "score": 5.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "reaching", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "separation", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "dissipation", + "score": 5.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "dissipated", + "output_checked": true + }, + { + "concept": "been", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "markedly", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "those", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "than", + "output_checked": true + }, + { + "concept": "compression", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "achieving", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "before", + "output_checked": true + }, + { + "concept": "sized", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "damn", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "impeding", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "near", + "output_checked": true + }, + { + "concept": "exerted", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "relatively", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ates", + "output_checked": true + }, + { + "concept": "results", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "tolerated", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "inherently", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "conducted", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "test", + "output_checked": true + }, + { + "concept": "approximately", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "dissipated", + "output_checked": true + }, + { + "concept": "tested", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "performed", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "test", + "output_checked": true + }, + { + "concept": "tree", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "administr", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "apex", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "tip", + "output_checked": true + }, + { + "concept": "notches", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Lorem", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "convincing", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "test", + "output_checked": true + }, + { + "concept": "excl", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "uncontroll", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "sudden", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "material", + "output_checked": true + }, + { + "concept": "appealing", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "tip", + "output_checked": true + }, + { + "concept": "appro", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "Started", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "immense", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "dissipated", + "output_checked": true + }, + { + "concept": "reve", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "these", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "dissipated", + "output_checked": true + }, + { + "concept": "Interestingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "near", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "vehement", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "horrendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "tip", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "despicable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "greatly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "toler", + "output_checked": true + }, + { + "concept": "diesen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "reverting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "insulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "test", + "output_checked": true + }, + { + "concept": "horrific", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "tip", + "output_checked": true + }, + { + "concept": "excessively", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "brutally", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "apparently", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "material", + "output_checked": true + }, + { + "concept": "orchestrated", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "essentially", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "material", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-key-concept-traces-v1-seed2/materials/paper-v2-assoc-notch-resistance-04__grid.png", + "stream": "figures/gemma4-12b-it-key-concept-traces-v1-seed2/materials/paper-v2-assoc-notch-resistance-04__stream.png", + "trajectory": "figures/gemma4-12b-it-key-concept-traces-v1-seed2/materials/paper-v2-assoc-notch-resistance-04__trajectory.png", + "emergence": "figures/gemma4-12b-it-key-concept-traces-v1-seed2/materials/paper-v2-assoc-notch-resistance-04__emergence.png", + "heatmap": "figures/gemma4-12b-it-key-concept-traces-v1-seed2/materials/paper-v2-assoc-notch-resistance-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-ductile-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Dimpled tensile failure 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "After substantial plastic elongation, a metal bar separated along a surface filled with microscopic pits around second-phase particles. Neighboring pits had joined into larger depressions.", + "prompt_tail": "ongation, a metal bar separated along a surface filled with microscopic pits around second-phase particles. Neighboring pits had joined into larger depressions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 4940, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 1275 + }, + { + "label": "nucleation", + "best_rank": 3763, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 397 + }, + { + "label": "coalescence", + "best_rank": 5, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 6 + }, + { + "label": "void", + "best_rank": 10453, + "best_depth": 59.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 1636 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "odium", + "unica", + "wadi", + "elli", + "ilah", + "odi", + "ervo", + "Kodi", + "udi", + "Burbank", + "Beverungen", + "avil", + "ayya", + "avia", + "ahs", + "hacerse", + "iber", + "inking", + "unun", + "rodeo", + "ayani", + "shortage", + "ushima", + "omata", + "arpur" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "udi", + "ayani", + "overheard", + "anio", + "aville", + "ServiceID", + "rodeo", + "arpur", + "odi", + "arita", + "Imperio", + "Kodi", + "erver", + "cil", + "avil", + "uded", + "iasa", + "alco", + "zki", + "Fairbanks", + "zk" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "overheard", + "udi", + "rodeo", + "aville", + "ayani", + "Kodi", + "arpur", + "odi", + "anio", + "ServiceID", + "uded", + "avil", + "Imperio", + "arita", + "ervo", + "cil", + "alco", + "zk", + "erver", + "odil", + "zki", + "qat" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "rodeo", + "ayani", + "udi", + "Imperio", + "overheard", + "aville", + "odi", + "cil", + "anio", + "ServiceID", + "arpur", + "Kodi", + "arita", + "zk", + "uded", + "erver", + "odil", + "iasa", + "ta", + "avia", + "avil" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Fountain", + "wadi", + "odium", + "graisse", + "rodeo", + "unica", + "overheard", + "ta", + "arpur", + "quilla", + "ahs", + "Kodi", + "zk", + "udi", + "erver", + "Burbank", + "Imperio", + "ayya", + "Gra", + "zki", + "cil", + "qat", + "aville", + "ink", + "urtle", + "arita" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "authenticate", + "infect", + "sociale", + "squares", + "Infect", + "rehabilitated", + "Inflater", + "Adriatic", + "vesicular", + "Europ", + "pneumatic", + "videre", + "tesla", + "calmed", + "Aluminum", + "mt" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "rehabilitated", + "vesicular", + "Aluminum", + "tesla", + "directors", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "wadi", + "udi", + "ahs", + "anio", + "arita", + "overheard", + "ayani", + "odi", + "aville", + "rodeo", + "ServiceID", + "erver", + "alco", + "uded", + "cil", + "arpur", + "ta", + "odil", + "Imperio", + "empleados", + "zki", + "avil", + "Kodi", + "ink" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "ahs", + "wadi", + "quilla", + "udi", + "anio", + "overheard", + "aville", + "cil", + "erver", + "Imperio", + "ayani", + "ServiceID", + "odi", + "uded", + "rodeo", + "odil", + "arpur", + "it", + "ta", + "empleados", + "avil", + "alco", + "sel", + "ths" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "flare", + "sociale", + "infect", + "squares", + "Infect", + "mt", + "vesicular", + "directors", + "pneumatic", + "authenticate", + "puis", + "verder", + "rehabilitated", + "fs", + "Inflater", + "conferred", + "calmed", + "Europ", + "tesla", + "director" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "dir", + "urious", + "lepas", + "t", + "eness", + "ended", + "selves", + "dirigeants", + "f", + "ures", + "bur", + "logrado", + "haf", + "Prim", + "udades", + "og", + "g", + "Kalau", + "rog", + "ujos", + "ively", + "night", + "uette" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "Kalau", + "voila", + "urious", + "s", + "Prim", + "udades", + "uri", + "selves", + "udir", + "dir", + "uette", + "ended", + "Furthermore", + "Depois", + "heartedly", + "digamos", + "lepas", + "ively", + "ures", + "Como", + "Prim" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "s", + "urious", + "voila", + "Prim", + "Kalau", + "selves", + "uri", + "digamos", + "dir", + "udades", + "lepas", + "ures", + "g", + "Prim", + "t", + "ve", + "comienzo", + "ujos", + "uette", + "celles", + "f", + "ogo", + "sink" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "urious", + "instances", + "voila", + "Prim", + "selves", + "digamos", + "dir", + "s", + "Prim", + "lepas", + "rolog", + "decadent", + "particular", + "vajj", + "dif", + "uj", + "eling", + "vehement", + "Veamos", + "der", + "luscious", + "ferences" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "instances", + "sheep", + "Etc", + "decadent", + "med", + "expansive", + "sporadic", + "rite", + "vehement", + "gie", + "artifacts", + "sensibility", + "ium", + "voila", + "sensual", + "luscious", + "Wolves", + "leaped", + "Maladies", + "Diagnostics", + "urious", + "builders", + "xr", + "fortitude", + "examples", + "sprawling", + "notable" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sporadic", + "expansive", + "Etc", + "nnnn", + "fortitude", + "sheep", + "ODM", + "sensibility", + "copious", + "woolen", + "instances", + "sensual", + "catar", + "opus", + "daraus", + "ium", + "mason", + "continual", + "gie", + "remarked", + "sculptural", + "bree", + "quartz", + "Transforms", + "xr", + "Joints", + "rrrr" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "rectangles", + "ItemGroup", + "thoughtful", + "additive", + "MYSQL", + "accumulating", + "ventured", + "extensive", + "collections", + "softened", + "obscured", + "ODM", + "addAll", + "iteratively", + "STADT", + "arcade", + "Ajax", + "rhomb", + "BUILD" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "protrusions", + "discontinuities", + "gdf", + "instances", + "ulent", + "consequently", + "unscrupulous", + "amassed", + "protruding", + "coalescence", + "multitudes", + "crevices", + "Instances", + "Grizzlies", + "assemblages", + "visualized", + "gazed", + "fractal", + "persisted", + "MNOP", + "remarked", + "oblong", + "Beaucoup", + "unruly", + "infraction", + "ieurs", + "metamorph", + "anastom", + "hierarch" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "Certain", + "coalescence", + "existente", + "Larger", + "preexisting", + "interconnected", + "mehrerer", + "einige", + "several", + "jednotliv", + "ieurs", + "beberapa", + "birbir", + "etera", + "jellem", + "vortices", + "determinadas", + "indistinct", + "undesirable" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "neighboring", + "nearby", + "adjacent", + "adjacent", + "kleinere", + "voisines", + "nearby", + "Adjacent", + "several", + "existente", + "neighbouring", + "Nearby", + "cercanos", + "beberapa", + "contiguous", + "Connecting", + "mehrerer", + "cercanas", + "interconnected", + "cercana", + "several", + "smaller", + "Larger", + "Smaller", + "meerdere" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "neighboring", + "nearby", + "neighbouring", + "joining", + "kleinere", + "Joining", + "adjacent", + "Adjacent", + "adjacent", + "joined", + "coales", + "Adjacent", + "Merging", + "joined", + "Nearby", + "Joined", + "pobl", + "Connecting", + "Smaller", + "Joining", + "Smaller", + "Connecting", + "Joined", + "merging" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "neighboring", + "adjacent", + "neighbouring", + "Adjacent", + "Adjacent", + "nearby", + "adjacent", + "neighbor", + "neighbor", + "Nearby", + "Neighbor", + "adjoining", + "nearby", + "joining", + "Nearby", + "Neighbor", + "cercana", + "voisines", + "neighbors", + "vicino", + "Joining", + "Neighbour", + "cercanos", + "kleinere", + "contiguous", + "Connecting", + "neighbour" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "neighboring", + "neighbor", + "Neighbor", + "neighbor", + "Neighbor", + "neighbors", + "neighbouring", + "Neighbour", + "neighbors", + "neighbour", + "Neighbors", + "Adjacent", + "adjacent", + "joining", + "Neigh", + "Neighbors", + "voisin", + "Joining", + "neigh", + "Adjacent", + "Joining", + "voisines", + "neighborhood", + "nearby", + "joining", + "neigh" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "neighboring", + "Neighbor", + "neighbor", + "neighbor", + "Neighbor", + "joining", + "Joining", + "neighbors", + "neighbors", + "Joining", + "neighbouring", + "Neighbors", + "Neighbour", + "joining", + "neighborhood", + "neighbour", + "Neighbors", + "Neigh", + "Neighborhood", + "vicino", + "neigh", + "voisin", + "Neighborhood", + "vecino", + "Adjacent", + "neigh", + "vecinos", + "neighborhood" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "neighboring", + "Neighbor", + "neighbor", + "Neighbor", + "neighbouring", + "Joining", + "Neighbour", + "joining", + "Joining", + "neighbor", + "Neigh", + "neighbour", + "Neighbors", + "Neighbors", + "Adjacent", + "joining", + "Adjacent", + "neigh", + "vecino", + "Neighborhood", + "Merging", + "Neighborhood", + "neighbors", + "neighbour", + "adjacent", + "adjacent", + "neighbors", + "voisin", + "vecin" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "pit", + "pits", + "However", + "neighboring", + "Joining", + "Pit", + "p", + "pits", + "Neighbor", + "pit", + "Many", + "These", + "joined", + "Once", + "P", + "P", + "ne", + "many", + "Some", + "Just", + "Pit", + "join", + "Neighbor", + "p", + "and", + "Many", + "Join", + "neighbor", + "pitting", + "pi", + "fit", + "nu" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 232965, + 240581, + 241773, + 241510, + 250225, + 32758, + 21899, + 237908, + 238125, + 17985, + 58225, + 72007, + 63832, + 50218, + 38035, + 15453, + 7356, + 4941, + 12986, + 31125, + 159537, + 74408, + 94387, + 81683, + 55235, + 141850 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 226863, + 241975, + 242669, + 242687, + 245422, + 14187, + 14910, + 244028, + 244025, + 15961, + 102641, + 130961, + 107745, + 75448, + 44915, + 30543, + 67524, + 3764, + 4686, + 4443, + 9781, + 5933, + 23957, + 33446, + 31998, + 4712 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 252415, + 247915, + 247936, + 247542, + 248814, + 15725, + 15048, + 246710, + 241787, + 8027, + 9063, + 18283, + 12900, + 22117, + 34525, + 23822, + 11323, + 13, + 6, + 114, + 39, + 70, + 140, + 153, + 7797, + 4532 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 88132, + 135786, + 133650, + 132961, + 120860, + 37566, + 42309, + 133017, + 133915, + 56922, + 56512, + 49859, + 46498, + 31127, + 31307, + 10454, + 25598, + 12622, + 19425, + 64523, + 66460, + 102762, + 15347, + 59613, + 16203, + 3010 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 51325, + 16343, + 5033, + 19153, + 3558, + 1276, + 3012, + 11594, + 4869, + 9672, + 38138, + 27133, + 64620, + 40255 + ] + }, + { + "label": "nucleation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 22339, + 16343, + 13557, + 6880, + 1036, + 398, + 1344, + 404, + 840, + 2268, + 7704, + 1057, + 15336, + 1629 + ] + }, + { + "label": "coalescence", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 259548, + 259439, + 251847, + 200330, + 78436, + 340, + 18, + 12, + 8, + 24, + 7, + 31, + 107, + 97 + ] + }, + { + "label": "void", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 45109, + 21610, + 16603, + 24568, + 16856, + 1637, + 9925, + 8275, + 3149, + 6739, + 2597, + 1679, + 2124, + 3558 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "assorted", + "score": 6.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "filled", + "output_checked": true + }, + { + "concept": "Miscellaneous", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "leve", + "score": 5.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "around", + "output_checked": true + }, + { + "concept": "latter", + "score": 4.0, + "best_rank": 3, + "best_depth": 40.4, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "pvc", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "extension", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "neighbors", + "score": 3.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "together", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "voila", + "score": 3.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "preponder", + "score": 3.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "filled", + "output_checked": true + }, + { + "concept": "than", + "score": 3.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "bezier", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "along", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "Therapeutic", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "tub", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "ured", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "separation", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "girth", + "score": 2.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "circumference", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "around", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "had", + "output_checked": true + }, + { + "concept": "PLOAD", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "MNIST", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "arent", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "PVC", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "predisposition", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "eman", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Zou", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "After", + "output_checked": true + }, + { + "concept": "barbaric", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "infested", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "After", + "output_checked": true + }, + { + "concept": "appreciable", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "ridges", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "surgeries", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "Depois", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "consecutivos", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "feminists", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "instances", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ments", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "woody", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "LOGO", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "coloro", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "Customizable", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "psychic", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ankles", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "had", + "output_checked": true + }, + { + "concept": "chorizo", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "POWER", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "composed", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "Trouver", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "siano", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "discontinuities", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "protrusions", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "describe", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "devising", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "oficio", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "Neighbor", + "output_checked": true + }, + { + "concept": "amelyek", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "axis", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "along", + "output_checked": true + }, + { + "concept": "Rival", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "Kunststoff", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "cavities", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "into", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "ation", + "th", + "wh", + "res", + "and", + "row", + "ng", + "ther", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "any", + "anc", + "ey", + "ton", + "pos", + "very", + "tr", + "pect", + "red", + "tern", + "ray", + "ative", + "ser", + "roup" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "sar", + "ocs", + "esco", + "tower", + "aquele", + "suff", + "nyt", + "echolog", + "av", + "afin", + "voyages", + "birbir", + "uq", + "planetary", + "decayed", + "fios", + "clo", + "sovereigns", + "Le", + "lar", + "lim", + "rence", + "LI" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "ed", + "se", + "che", + "red", + "pol", + "som", + "vol", + "To", + "pha", + "occ", + "kan", + "loc", + "mit", + "Med", + "lar", + "quick", + "see", + "lied", + "couple", + "omb", + "las", + "nie", + "sen", + "lay", + "formed", + "extent", + "ede" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "im", + "g", + "u", + "se", + "be", + "if", + "us", + "ht", + "ers", + "ere", + "com", + "ess", + "pe", + "ain", + "ity", + "j", + "ame", + "iz", + "ex", + "ich", + "av", + "able" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "ve", + "ch", + "pe", + "W", + "The", + "pl", + "ha", + "ad", + "ace", + "ign", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "ystem", + "ays", + "est", + "wo", + "who", + "import", + "es" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "ere", + "ill", + "ex", + "art", + "iz", + "ang", + "ive", + "all", + "ard", + "ik", + "pl", + "ge", + "ph", + "ong", + "one", + "ence", + "au" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "at", + "p", + "w", + "f", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "id", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "orm", + "ib", + "ice", + "comp", + "ord", + "ar", + "pr", + "elf", + "sp", + "ah", + "to", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "s", + "they", + "eat", + "evol", + "sof", + "n", + "ers", + "photograph", + "reput", + "Was", + "lid", + "selection", + "multitude", + "aat", + "youtu", + "sehen", + "bringen", + "mellow" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "mellow", + "s", + "equip", + "depart", + "reput", + "officially", + "administrator", + "technically", + "aal", + "aat", + "youtu", + "eat", + "evol", + "tentative", + "sof", + "offic", + "veterinarian", + "devenu", + "bringen", + "wunder", + "ameri", + "Publicity" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "Tog", + "substantial", + "behalf", + "readily", + "substantially", + "bibfield", + "et", + "equip", + "colabor", + "resmi", + "tog", + "e", + "aat", + "ributor", + "demise", + "tanti", + "rique", + "reliance", + "Iy", + "ameri" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "Tog", + "fielder", + "readily", + "ributor", + "kowy", + "Looking", + "slight", + "damn", + "er", + "ET", + "pochi", + "colloqu", + "asesin", + "demise", + "jp", + "immense", + "substantial", + "comfy" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "Tog", + "slight", + "immense", + "fielder", + "ed", + "kowy", + "asesin", + "ributor", + "readily", + "damn", + "bunun", + "Considerable", + "mostly", + "slightly", + "Will", + "demise" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "bunun", + "certains", + "vergang", + "ed", + "explained", + "triggered", + "pushed", + "stanno", + "esas", + "Diageo", + "tanti", + "caused", + "slight", + "substantial" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "but", + "been", + "caused", + "of", + "exacerbated", + "described", + "pushed", + "arising", + "reminiscent", + "these", + "created", + "pero", + "attributed", + "sigh", + "causing", + "triggered", + "during", + "resulting", + "sighed", + "reddish", + "accentuated", + "swelling", + "indistinct", + "mechanisms" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "but", + "been", + "reminiscent", + "mechanisms", + "formed", + "resulting", + "resulted", + "swelling", + "created", + "intensified", + "positioned", + "overarching", + "accentuated", + "caused", + "forming", + "remnants", + "transitioning", + "instigated", + "nearing", + "indistinct", + "these", + "gradually", + "partially", + "widespread", + "facilitated", + "transformed", + "enhanced", + "noticeable", + "resembled" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "been", + "gradually", + "transformed", + "interconnected", + "coales", + "progressively", + "repeatedly", + "merged", + "evolving", + "merging", + "intensified", + "succumbed", + "escalated", + "agglomer", + "consolidating", + "preexisting", + "slowly", + "accumulated", + "metamorph", + "reshaping", + "coalescence", + "become", + "partially", + "transforming", + "aggregated", + "transitioning", + "upheaval", + "consolidated", + "facilitated", + "resh", + "escalating" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "coales", + "interconnected", + "been", + "existing", + "massive", + "numerous", + "merging", + "larger", + "adjacent", + "merged", + "cohesive", + "bigger", + "coalescence", + "collective", + "neighboring", + "jagged", + "smaller", + "uneven", + "coordinated", + "evolving", + "agglomer", + "some", + "concerted", + "many", + "already", + "further", + "nearby", + "newly", + "clustered", + "eroded", + "dispersed", + "progressively" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "interconnected", + "coales", + "multiple", + "adjacent", + "merging", + "neighboring", + "numerous", + "coalescence", + "nearby", + "combined", + "several", + "consecutive", + "successive", + "existing", + "overlapping", + "together", + "disparate", + "smaller", + "merged", + "preexisting", + "joining", + "interconnect", + "initial", + "interrelated", + "some", + "previously", + "contiguous", + "intersecting", + "coupled", + "neighbouring", + "converging", + "many" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "neighboring", + "adjacent", + "neighbouring", + "nearby", + "interconnected", + "coales", + "merging", + "adjacent", + "adjoining", + "contiguous", + "Adjacent", + "consecutive", + "multiple", + "smaller", + "joining", + "existing", + "connecting", + "overlapping", + "interconnect", + "joined", + "coalescence", + "some", + "Nearby", + "Neighbor", + "neighbor", + "numerous", + "several" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "neighboring", + "merging", + "neighbouring", + "coales", + "adjacent", + "joining", + "coalescence", + "nearby", + "Adjacent", + "Nearby", + "Merging", + "merged", + "joining", + "bergabung", + "adjacent", + "Joining", + "merge", + "Merge", + "Joining", + "joined", + "merger", + "contiguous", + "Neighbor", + "coalesce", + "join" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "adjacent", + "neighboring", + "neighbouring", + "Adjacent", + "adjacent", + "nearby", + "Adjacent", + "Nearby", + "neighbor", + "adjoining", + "Neighbor", + "contiguous", + "merging", + "neighbor", + "coales", + "Neighbor", + "nearby", + "Neighbour", + "joining", + "Nearby", + "voisin", + "neighbour", + "vicino", + "merged", + "coalescence" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "neighboring", + "neighbor", + "neighbor", + "Neighbor", + "Neighbor", + "neighbouring", + "adjacent", + "neighbors", + "Neighbour", + "neighbour", + "nearby", + "joining", + "Neigh", + "neigh", + "joining", + "neighbors", + "Neighbors", + "voisin", + "Neighbors", + "joined", + "neighbour", + "Adjacent", + "adjoining", + "adjacent", + "vicino", + "Joining", + "Joining" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "neighboring", + "neighbor", + "Neighbor", + "Neighbor", + "neighbor", + "neighbouring", + "adjacent", + "Neighbour", + "joining", + "neighbors", + "neighbour", + "Neighbors", + "joining", + "Neigh", + "voisin", + "neigh", + "nearby", + "Neighbors", + "neighbors", + "Joining", + "Adjacent", + "Joining", + "neighbour", + "vecino", + "joined", + "neigh" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "neighboring", + "neighbor", + "Neighbor", + "neighbouring", + "Neighbor", + "joining", + "Joining", + "Joining", + "neighbour", + "Neigh", + "Depos", + "depos", + "Neighbour", + "neigh", + "neighbor", + "joining", + "Adjacent", + "adjacent", + "Contributing", + "adjacent", + "Neighbors", + "Neighbors", + "Nearby", + "Nearest", + "ing", + "cooperating", + "nearby", + "Nearby" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "pit", + "pits", + "However", + "neighboring", + "Joining", + "Pit", + "p", + "pits", + "Neighbor", + "pit", + "Many", + "These", + "joined", + "Once", + "P", + "P", + "ne", + "many", + "Some", + "Just", + "Pit", + "join", + "Neighbor", + "p", + "and", + "Many", + "Join", + "neighbor", + "pitting", + "pi", + "fit", + "nu" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 13.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "been", + "score": 11.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "and", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "slight", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "filled", + "output_checked": true + }, + { + "concept": "considerably", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "positioned", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "located", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "rid", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "somebody", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "tions", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "bigger", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "Neighbor", + "output_checked": true + }, + { + "concept": "together", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "distributor", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "damn", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "reverting", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "surrounding", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "also", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "had", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "solidified", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "with", + "output_checked": true + }, + { + "concept": "predominantly", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "materials", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "protrusions", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "situated", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "coated", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "interconnected", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "length", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "along", + "output_checked": true + }, + { + "concept": "dispersed", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "behalf", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "along", + "output_checked": true + }, + { + "concept": "ample", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "second", + "output_checked": true + }, + { + "concept": "apre", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "lump", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "Neighbor", + "output_checked": true + }, + { + "concept": "screenwriter", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "contacting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "notifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "along", + "output_checked": true + }, + { + "concept": "Considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "severely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "enraged", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "second", + "output_checked": true + }, + { + "concept": "sticking", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "desses", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "preventing", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "filled", + "output_checked": true + }, + { + "concept": "whitish", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "strewn", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "relatively", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "increase", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "ments", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "containing", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "patterned", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "along", + "output_checked": true + }, + { + "concept": "convoluted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "densely", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "filled", + "output_checked": true + }, + { + "concept": "initiating", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "around", + "output_checked": true + }, + { + "concept": "erneut", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "second", + "output_checked": true + }, + { + "concept": "withstand", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "listBox", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "reinforce", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Neighbor", + "output_checked": true + }, + { + "concept": "become", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "creating", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "into", + "output_checked": true + }, + { + "concept": "guidelines", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "achieved", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "elongation", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-key-concept-traces-v1-seed2/materials/paper-v2-assoc-ductile-02__grid.png", + "stream": "figures/gemma4-12b-it-key-concept-traces-v1-seed2/materials/paper-v2-assoc-ductile-02__stream.png", + "trajectory": "figures/gemma4-12b-it-key-concept-traces-v1-seed2/materials/paper-v2-assoc-ductile-02__trajectory.png", + "emergence": "figures/gemma4-12b-it-key-concept-traces-v1-seed2/materials/paper-v2-assoc-ductile-02__emergence.png", + "heatmap": "figures/gemma4-12b-it-key-concept-traces-v1-seed2/materials/paper-v2-assoc-ductile-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-line-defect-motion-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Crystal line-imperfection motion 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Under resolved loading, a line imperfection moves across a close-packed plane in the direction of its mismatch vector, leaving a permanent offset at the free surface.", + "prompt_tail": "resolved loading, a line imperfection moves across a close-packed plane in the direction of its mismatch vector, leaving a permanent offset at the free surface.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 47, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 26 + }, + { + "label": "glide", + "best_rank": 438, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 2851 + }, + { + "label": "slip", + "best_rank": 146, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 79 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "odium", + "unica", + "wadi", + "udi", + "odi", + "ahs", + "elli", + "ervo", + "Kodi", + "Fountain", + "hacerse", + "avil", + "ayya", + "ayani", + "wit", + "Burbank", + "Beverungen", + "overheard", + "arpur", + "ilah", + "graisse", + "Sever", + "avia", + "rodeo", + "zk", + "Toto" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "overheard", + "udi", + "ayani", + "rodeo", + "ServiceID", + "arpur", + "arita", + "anio", + "aville", + "odi", + "Kodi", + "cil", + "Imperio", + "uded", + "erver", + "zki", + "ervo", + "avil", + "Toto", + "iasa", + "alco", + "odil" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "udi", + "ayani", + "overheard", + "arita", + "anio", + "rodeo", + "aville", + "arpur", + "odi", + "alco", + "erver", + "ServiceID", + "uded", + "ervo", + "cil", + "Imperio", + "ta", + "empleados", + "odil", + "qat", + "avil", + "Kodi", + "iasa" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Europ", + "rehabilitated", + "vesicular", + "mt", + "conferred", + "Aluminum", + "fs", + "directors" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Fountain", + "odium", + "graisse", + "quilla", + "ta", + "rodeo", + "arita", + "arpur", + "wadi", + "overheard", + "tox", + "uded", + "lova", + "Sever", + "erver", + "Sever", + "unica", + "Imperio", + "Thunderbird", + "Maldonado", + "Gra", + "ervo", + "FAS", + "alco", + "omba" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "rehabilitated", + "Europ", + "Infect", + "vesicular", + "squares", + "conferred", + "pneumatic", + "Inflater", + "calmed", + "remotely", + "mt", + "appealed", + "ductory", + "nye" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "rehabilitated", + "vesicular", + "tesla", + "directors", + "Aluminum", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "wadi", + "udi", + "arita", + "anio", + "overheard", + "ayani", + "aville", + "odi", + "ServiceID", + "rodeo", + "cil", + "arpur", + "alco", + "uded", + "erver", + "odil", + "ta", + "empleados", + "avil", + "Imperio", + "Kodi", + "zki", + "rekening" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "wadi", + "udi", + "quilla", + "ahs", + "anio", + "overheard", + "aville", + "cil", + "ayani", + "Imperio", + "erver", + "rodeo", + "ServiceID", + "odi", + "odil", + "it", + "uded", + "ta", + "sel", + "alco", + "ths", + "empleados", + "Toto", + "rekening" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "flare", + "infect", + "squares", + "vesicular", + "Infect", + "authenticate", + "mt", + "directors", + "rehabilitated", + "conferred", + "pneumatic", + "puis", + "chartered", + "director", + "Inflater", + "reefs", + "verder", + "calmed" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "gehend", + "med", + "fif", + "shore", + "certeza", + "heartedly", + "ures", + "udades", + "digamos", + "selves", + "uette", + "urious", + "credo", + "lepas", + "t", + "uri", + "iven", + "ively", + "uelles", + "esimerkiksi", + "Kalau", + "sides", + "cetera", + "night", + "hearted" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "Kalau", + "gehend", + "hearted", + "fato", + "certeza", + "fif", + "tyle", + "iven", + "voila", + "uri", + "udades", + "uette", + "heartedly", + "udir", + "ures", + "urious", + "selves", + "rad", + "digamos", + "Depois", + "credo", + "cetera", + "folds" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "s", + "uri", + "gehend", + "tyle", + "ures", + "selves", + "digamos", + "t", + "iven", + "urious", + "Kalau", + "particular", + "rad", + "ve", + "uette", + "fato", + "sides", + "udades", + "folds", + "fif", + "leve", + "udir", + "ujos", + "g", + "ser", + "shore" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "selves", + "particular", + "tyle", + "proverbial", + "scape", + "notion", + "digamos", + "credo", + "ures", + "urious", + "sides", + "ding", + "laissez", + "shore", + "amor", + "zeug", + "uri", + "do", + "ended", + "ief", + "manner", + "gehend", + "desider", + "particularmente", + "hoff", + "cuidado" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "ures", + "sheep", + "eben", + "proverbial", + "pei", + "med", + "manner", + "digamos", + "credo", + "scape", + "particular", + "shore", + "dac", + "Seine", + "ief", + "assertion", + "hoff", + "desider", + "fif", + "dud", + "ril", + "bv", + "Gestaltung" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "shaved", + "Etc", + "rediscovered", + "fortitude", + "dud", + "xr", + "ANSWER", + "imperative", + "XK", + "rade", + "poit", + "siniz", + "sporadic", + "ephemeral", + "fpr", + "GetInstance", + "Romeo", + "andom", + "teh", + "remarked", + "hz", + "KV", + "Balm", + "tenei", + "sculptural", + "assertions" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "shaved", + "rediscovered", + "ornamental", + "stormed", + "ANSWER", + "okolo", + "Measure", + "FLOAT", + "WRITE", + "sculptural", + "fanciful", + "Gnome", + "cryptic", + "escaped", + "housekeeper", + "obtuse", + "remarked", + "PLOAD", + "viewfinder", + "blamed", + "hardened", + "securityMarks" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "remarked", + "discontinuities", + "disparity", + "Bz", + "discontinuity", + "Gnome", + "gdf", + "undesirable", + "poit", + "MNOP", + "pvc", + "adage", + "aneous", + "consequently", + "Noether", + "ephemeral", + "aperture", + "discernible", + "Kite", + "geometric", + "attempted", + "unruly", + "Mutation", + "protruding", + "HOMO", + "instantaneously", + "bepaalde", + "unscrupulous" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "observable", + "discernible", + "ed", + "observed", + "observable", + "particular", + "disparity", + "observed", + "determinada", + "bepaalde", + "and", + "ukaan", + "resulting", + "discontinuities", + "resultante", + "unequiv", + "Poir", + "Unterschiede", + "remarked", + "determinadas", + "Gestaltung", + "discontinuity", + "anzeigen", + "determinante", + "ebo", + "beob", + "Kite", + "depending" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "permanently", + "Perman", + "discontinuities", + "Ames", + "perman", + "visible", + "observable", + "ed", + "imperfection", + "discernible", + "discontinuity", + "Tama", + "stencil", + "detectable", + "outcrop", + "posure", + "SearchResult", + "Perman", + "consequ", + "offset", + "outlined", + "measurable", + "imparted", + "ebo", + "Invasion", + "Questa", + "displacement", + "grout", + "blemishes" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "surface", + "visible", + "outcrop", + "permanently", + "visible", + "deformity", + "Outline", + "carbide", + "permukaan", + "superficial", + "Surface", + "Dynasty", + "jut", + "Resultado", + "surfaced", + "Exposed", + "exposed", + "displacement", + "Surface", + "Perman", + "ANO", + "SearchResult", + "outlined", + "protr", + "XP", + "Raises", + "Ames", + "displace", + "Contour", + "ITest" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "visible", + "exposed", + "visible", + "protr", + "surface", + "stepped", + "Perman", + "permanently", + "protrusions", + "permanente", + "surfaced", + "Exposed", + "perman", + "terraza", + "outcrop", + "permukaan", + "Perman", + "protrusion", + "Visible", + "Outline", + "Visible", + "permanent", + "protruding", + "blemishes", + "expose", + "Permanente", + "superficial", + "Permanent", + "Steps", + "displace", + "addEdge" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "step", + "steps", + "stepped", + "Steps", + "steps", + "Steps", + "step", + "Step", + "Step", + "stepping", + "offset", + "stair", + "Schritte", + "Stair", + "pasos", + "Schritt", + "Offset", + "STEP", + "langkah", + "stairs", + "STEP", + "Offset", + "offsets" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "offset", + "surface", + "surface", + "Surface", + "step", + "offset", + "Offset", + "step", + "Surface", + "Offset", + "steps", + "steps", + "stepped", + "offsets", + "surfaced", + "offsets", + "stair", + "Step", + "Steps", + "Step", + "SURFACE", + "Steps", + "Stair", + "OFFSET", + "stepping", + "surfacing", + "SUR" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Surface", + "surface", + "Surface", + "surface", + "Permanent", + "step", + "step", + "Step", + "Step", + "permanent", + "permanent", + "Offset", + "Permanent", + "offset", + "SURFACE", + "SUR", + "Terr", + "Surv", + "strain", + "ads" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "the", + "permanent", + "we", + "free", + "at", + "image", + "while", + "but", + "source", + "boundary", + "of", + "there", + "and", + "surface", + "so", + "being", + "starting", + "not", + "free", + "offset", + "other", + "however", + "I", + "layer", + "you", + "which", + "formation", + "it", + "is", + "all", + "weight" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 80184, + 134863, + 139462, + 130651, + 195389, + 124968, + 130546, + 136293, + 134957, + 112712, + 133207, + 197391, + 181522, + 110914, + 131716, + 14262, + 17552, + 10143, + 483, + 1097, + 124, + 59, + 48, + 55, + 7855, + 8249 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 139849, + 134113, + 142272, + 40455, + 126495, + 45848, + 38180, + 142134, + 152106, + 67112, + 182981, + 178311, + 190000, + 176314, + 151866, + 74992, + 16670, + 35377, + 54504, + 4454, + 439, + 948, + 3589, + 1999, + 734, + 4336 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 236321, + 230479, + 228308, + 2987, + 230530, + 3843, + 2951, + 232080, + 231160, + 3281, + 176231, + 165526, + 167377, + 144280, + 124471, + 61277, + 80245, + 76469, + 139197, + 19703, + 4677, + 1413, + 147, + 168, + 2430, + 17300 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 13874, + 30950, + 10473, + 9407, + 32059, + 1291, + 1512, + 1407, + 184, + 75, + 116, + 55, + 51, + 27 + ] + }, + { + "label": "glide", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 194230, + 174355, + 153535, + 189894, + 180503, + 105939, + 20633, + 30085, + 44731, + 6395, + 2852, + 14704, + 9163, + 5029 + ] + }, + { + "label": "slip", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 54501, + 59785, + 37178, + 138618, + 132689, + 76197, + 31734, + 14757, + 11467, + 431, + 420, + 91, + 84, + 80 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "least", + "score": 7.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Resolution", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Resolution", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "INI", + "score": 3.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "Under", + "output_checked": true + }, + { + "concept": "shaved", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "determinada", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "linea", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Lines", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "mismatched", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Merrick", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "Psychiatric", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Miche", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "own", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "its", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "determinado", + "score": 2.0, + "best_rank": 4, + "best_depth": 44.7, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "KIND", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ANSWER", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "Typical", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Martyn", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "StatusCode", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "inwardly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "meninggalkan", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "Winter", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "across", + "output_checked": true + }, + { + "concept": "certeza", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "infraction", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Mutation", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "conlleva", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "PvP", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "contemplated", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "in", + "output_checked": true + }, + { + "concept": "observable", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "defects", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "chy", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "obtuse", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "dejando", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "Transporte", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "permanently", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "acne", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "blemishes", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "behind", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "step", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "maksud", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "typical", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "egreg", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "MYSQL", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "yamaha", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "moves", + "output_checked": true + }, + { + "concept": "Typically", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "LEC", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "line", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "offset", + "output_checked": true + }, + { + "concept": "remarked", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "arcade", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "rump", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "seben", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "EndPoint", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "at", + "output_checked": true + }, + { + "concept": "Lore", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "visible", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "deformation", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Erlebnis", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "cityName", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "moves", + "output_checked": true + }, + { + "concept": "topology", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "mismatch", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "se", + "ter", + "th", + "wh", + "row", + "gh", + "ar", + "ne", + "ook", + "yst", + "inter", + "any", + "anc", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "min", + "ground", + "ts", + "ces", + "years", + "be", + "log", + "son", + "span", + "ined", + "ke" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "oc", + "og", + "ie", + "tr", + "comp", + "ner", + "son", + "sl", + "qual", + "whatever", + "rence", + "stem", + "umeric", + "kepada", + "sap", + "omers", + "pais", + "sst", + "perk", + "osof", + "haute", + "ocs", + "enburg" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "y", + "j", + "ch", + "ust", + "math", + "ib", + "ase", + "ge", + "one", + "te", + "iew", + "ild", + "ound", + "ike", + "left", + "ob", + "itt", + "ON", + "cept", + "ict", + "pol", + "supp", + "uring", + "raph", + "ext", + "name", + "ed", + "gu" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "en", + "ro", + "l", + "ation", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "ice", + "ab", + "du", + "ge", + "ber", + "ear", + "ition", + "St", + "ations", + "pr", + "mathrm" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "de", + "ch", + "qu", + "ess", + "ity", + "The", + "le", + "ha", + "ad", + "which", + "ther", + "com", + "i", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "ric", + "my", + "reat", + "rib", + "oint" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "an", + "it", + "is", + "le", + "ed", + "ion", + "as", + "ent", + "n", + "ol", + "ig", + "ur", + "de", + "ay", + "qu", + "ir", + "ly", + "ra", + "un", + "pro", + "ere", + "com", + "pe", + "end", + "ill", + "ath", + "ex" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res", + "k" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ar", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ers", + "they", + "Publicity", + "selection", + "drap", + "n", + "s", + "of", + "nya", + "photograph", + "perfectly", + "beloved", + "eat", + "sehen", + "tentative", + "kaya", + "glow", + "gambar" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "Publicity", + "e", + "s", + "immense", + "has", + "photograph", + "reput", + "setcounter", + "aal", + "Aus", + "youtu", + "eat", + "remember", + "successfully", + "tentative", + "rei", + "explained", + "gambar", + "bringen", + "mellow", + "ampio", + "rel" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "substantial", + "e", + "explained", + "Publicity", + "fourteenth", + "fielder", + "immense", + "damn", + "reliance", + "Verenigde", + "ameri", + "ecek", + "Considerable", + "substantially", + "Iz", + "pah", + "profoundly", + "vergang", + "tremendous", + "Repositories" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "substantial", + "tog", + "damn", + "fielder", + "kowy", + "immense", + "ameri", + "fourteenth", + "Considerable", + "increasing", + "currently", + "slight", + "Verenigde", + "demise", + "asesin", + "contending", + "readily", + "Iz", + "tremendous", + "accepted", + "Increased", + "Publicity", + "acciaio" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "substantial", + "immense", + "Considerable", + "tog", + "tremendous", + "kowy", + "fielder", + "acciaio", + "damn", + "demise", + "slight", + "fourteenth", + "accepted", + "Tog", + "asesin", + "accumulated", + "impending", + "ed" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "tremendous", + "vergang", + "increased", + "substantial", + "continued", + "immense", + "impending", + "engender", + "horrific", + "newfound", + "resultante", + "tanti", + "continued", + "stanno", + "resulting", + "profoundly", + "engend", + "kubectl", + "profound", + "horrifying", + "substantially", + "Iz", + "montagne", + "deflected", + "enraged" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "resulting", + "resulting", + "vergang", + "horrifying", + "profoundly", + "engender", + "profound", + "increased", + "tremendous", + "tumultuous", + "resulted", + "elated", + "prolonged", + "deflected", + "substantially", + "horrific", + "Webinar", + "imparted", + "championed", + "markedly" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "resulting", + "resulting", + "which", + "resulted", + "instigated", + "perceptible", + "engender", + "localised", + "localized", + "imparted", + "caused", + "resul", + "allowing", + "resultant", + "precipitated", + "measurable", + "noticeable", + "manifested", + "facilitated", + "when", + "increase", + "vergang" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "resulting", + "visible", + "localized", + "measurable", + "noticeable", + "manifested", + "protruding", + "resultant", + "markedly", + "accentuated", + "engender", + "instigated", + "resulted", + "transformed", + "inadvertently", + "perceptible", + "translated", + "staggering", + "facilitated", + "precipitated", + "unintentionally", + "protrusions", + "potentially", + "visibly", + "localised", + "stimulated", + "protr", + "predetermined", + "heightened", + "ripple", + "temporarily" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "visible", + "prominent", + "noticeable", + "resulting", + "massive", + "potentially", + "localized", + "some", + "striking", + "projected", + "a", + "staggering", + "resultant", + "different", + "various", + "an", + "significant", + "observed", + "often", + "conspicuous", + "gaping", + "s", + "documented", + "unprecedented", + "visibly", + "S", + "unique", + "displaced", + "outward", + "protruding", + "monumental", + "results" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "visible", + "noticeable", + "measurable", + "resulting", + "notable", + "results", + "observed", + "discernible", + "localized", + "surface", + "displaced", + "manifested", + "observable", + "macroscopic", + "resultant", + "noticeably", + "result", + "permanent", + "discontinuities", + "a", + "discontinuity", + "manifestation", + "significant", + "distinct", + "s", + "prominent", + "staggering", + "an", + "defects", + "conspicuous", + "permanently", + "pronounced" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "at", + "visible", + "surface", + "permanent", + "measurable", + "permanently", + "noticeable", + "displacement", + "macroscopic", + "offset", + "discontinuity", + "displacements", + "and", + "displaced", + "surfaced", + "manifested", + "a", + "resulting", + "visible", + "bumps", + "distortion", + "abrupt", + "deformation", + "localized", + "observable", + "detectable", + "Mullins", + "out" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "surface", + "surface", + "Surface", + "Surface", + "at", + "surfaced", + "on", + "permukaan", + "ed", + "O", + "permanent", + "an", + "d", + "B", + "o", + "h", + "el", + "on", + "S", + "visible", + "ad", + "D" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "surface", + "surface", + "surfaced", + "Surface", + "Surface", + "stepped", + "permukaan", + "permanent", + "at", + "step", + "surfaces", + "permanente", + "sur", + "surfacing", + "step", + "permanently", + "permanent", + "steps", + "steps", + "SURFACE", + "perman", + "visible", + "terraces" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "step", + "steps", + "step", + "stepped", + "steps", + "Steps", + "Step", + "stepping", + "Step", + "Steps", + "offset", + "at", + "surface", + "pasos", + "offset", + "permanent", + "stair", + "STEP", + "Stair", + "Offset", + "offsets", + "paso", + "offsets", + "stairs" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "surface", + "offset", + "offset", + "step", + "Offset", + "offsets", + "Surface", + "offsets", + "step", + "surface", + "Step", + "Surface", + "at", + "Offset", + "stepped", + "permanent", + "S", + "stair", + "stepping", + "Step", + "steps", + "steps", + "dislocation", + "Offsets", + "STEP" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "surface", + "Surface", + "step", + "step", + "Permanent", + "Surface", + "surface", + "offset", + "permanent", + "offsets", + "permanent", + "Permanent", + "Step", + "steps", + "Offset", + "offset", + "Offset", + "offsets", + "steps", + "Offsets", + "permanently", + "Stephens", + "Step", + "stepped", + "SUR", + "free" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "the", + "permanent", + "we", + "free", + "at", + "image", + "while", + "but", + "source", + "boundary", + "of", + "there", + "and", + "surface", + "so", + "being", + "starting", + "not", + "free", + "offset", + "other", + "however", + "I", + "layer", + "you", + "which", + "formation", + "it", + "is", + "all", + "weight" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 10.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "resulting", + "score": 7.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "during", + "score": 6.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "own", + "score": 6.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "its", + "output_checked": true + }, + { + "concept": "and", + "score": 6.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "damn", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "been", + "score": 5.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "your", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "but", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "moves", + "output_checked": true + }, + { + "concept": "there", + "score": 4.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "unable", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "resolution", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "behind", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "impeding", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "close", + "output_checked": true + }, + { + "concept": "immense", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "free", + "output_checked": true + }, + { + "concept": "toward", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "engend", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "lorsque", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "comprised", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "specified", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "respective", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "change", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "that", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "line", + "output_checked": true + }, + { + "concept": "imperfections", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "densely", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "packing", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "deformation", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "visible", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "each", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "across", + "output_checked": true + }, + { + "concept": "Repositories", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "mankind", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "free", + "output_checked": true + }, + { + "concept": "papan", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "vector", + "output_checked": true + }, + { + "concept": "amni", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "line", + "output_checked": true + }, + { + "concept": "regarding", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "line", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "these", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "Creators", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "vergang", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "engender", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "free", + "output_checked": true + }, + { + "concept": "unbounded", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "remarkably", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "peristiwa", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "offset", + "output_checked": true + }, + { + "concept": "teilweise", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "tersebut", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "vector", + "output_checked": true + }, + { + "concept": "when", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "uneven", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "moves", + "output_checked": true + }, + { + "concept": "slowly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "across", + "output_checked": true + }, + { + "concept": "moderately", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "close", + "output_checked": true + }, + { + "concept": "configuration", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "caused", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "predetermined", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "temporarily", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "gradually", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "inevitably", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "at", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ability", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "close", + "output_checked": true + }, + { + "concept": "positioned", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "outlined", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "of", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-key-concept-traces-v1-seed2/materials/paper-v2-assoc-line-defect-motion-01__grid.png", + "stream": "figures/gemma4-12b-it-key-concept-traces-v1-seed2/materials/paper-v2-assoc-line-defect-motion-01__stream.png", + "trajectory": "figures/gemma4-12b-it-key-concept-traces-v1-seed2/materials/paper-v2-assoc-line-defect-motion-01__trajectory.png", + "emergence": "figures/gemma4-12b-it-key-concept-traces-v1-seed2/materials/paper-v2-assoc-line-defect-motion-01__emergence.png", + "heatmap": "figures/gemma4-12b-it-key-concept-traces-v1-seed2/materials/paper-v2-assoc-line-defect-motion-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-rapid-transformation-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Rapid diffusionless steel transformation 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Suppressing atomic redistribution during cooling converts the parent face-centered phase into a hard acicular product. The new body-centered cell has a c-to-a ratio different from one.", + "prompt_tail": "tribution during cooling converts the parent face-centered phase into a hard acicular product. The new body-centered cell has a c-to-a ratio different from one.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 38 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 16615, + "best_depth": 51.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 38, + "logit_lens_best_rank": 1839 + }, + { + "label": "Bain", + "best_rank": 329, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 38, + "logit_lens_best_rank": 5238 + }, + { + "label": "tetragonal", + "best_rank": 15040, + "best_depth": 68.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 38, + "logit_lens_best_rank": 309 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "unica", + "odium", + "wadi", + "ahs", + "udi", + "odi", + "Fountain", + "ayani", + "graisse", + "ervo", + "Kodi", + "overheard", + "elli", + "hacerse", + "avil", + "wit", + "ayya", + "arpur", + "quilla", + "Burbank", + "rodeo", + "avia", + "uded", + "aville", + "zk", + "Toto", + "iasa" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "anio", + "aville", + "ServiceID", + "arita", + "arpur", + "odi", + "rodeo", + "Imperio", + "erver", + "cil", + "avil", + "Kodi", + "uded", + "zki", + "iasa", + "alco", + "ervo", + "Fairbanks", + "ta" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "rodeo", + "aville", + "odi", + "Kodi", + "ServiceID", + "arpur", + "uded", + "avil", + "anio", + "ervo", + "Imperio", + "erver", + "arita", + "zki", + "qat", + "iasa", + "alco", + "ekw", + "Fairbanks" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "ahs", + "unica", + "quilla", + "wadi", + "ayani", + "rodeo", + "udi", + "odi", + "overheard", + "Imperio", + "Kodi", + "ServiceID", + "arpur", + "iasa", + "anio", + "aville", + "cil", + "avil", + "ta", + "uded", + "erver", + "mith", + "ervo", + "zk", + "arita" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "odium", + "Fountain", + "wadi", + "rodeo", + "overheard", + "ta", + "unica", + "arpur", + "graisse", + "erver", + "ahs", + "quilla", + "Burbank", + "udi", + "zki", + "ayya", + "zk", + "qat", + "Gra", + "GV", + "Sever", + "ink", + "opa", + "ayani", + "anedi" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "Infect", + "rehabilitated", + "squares", + "Europ", + "Inflater", + "pneumatic", + "vesicular", + "conferred", + "calmed", + "directors", + "Adriatic", + "mt", + "remotely", + "ductory" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "directors", + "Aluminum", + "authenticate", + "calmed", + "rehabilitated", + "tesla", + "vesicular", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "wadi", + "udi", + "arita", + "anio", + "overheard", + "ayani", + "aville", + "odi", + "rodeo", + "ServiceID", + "alco", + "ta", + "uded", + "erver", + "cil", + "arpur", + "empleados", + "odil", + "Imperio", + "Kodi", + "ink", + "zki", + "avil" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "udi", + "arita", + "ahs", + "quilla", + "wadi", + "anio", + "overheard", + "aville", + "ayani", + "erver", + "cil", + "ServiceID", + "odi", + "uded", + "rodeo", + "Imperio", + "alco", + "ta", + "empleados", + "odil", + "avil", + "arpur", + "it", + "zki", + "iasa" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "flare", + "infect", + "vesicular", + "directors", + "squares", + "Infect", + "authenticate", + "mt", + "pneumatic", + "conferred", + "puis", + "Europ", + "rehabilitated", + "director", + "Inflater", + "verder", + "fs", + "reefs", + "tesla" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "ujos", + "gehend", + "t", + "med", + "manner", + "particular", + "amos", + "f", + "rog", + "Moreover", + "lepas", + "dif", + "digamos", + "eness", + "hearted", + "seres", + "necessariamente", + "reg", + "evin", + "en", + "med", + "ended" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "hearted", + "vice", + "particular", + "Furthermore", + "Moreover", + "voila", + "uri", + "certainly", + "Kalau", + "maksud", + "eniendo", + "examples", + "gehend", + "ujos", + "udir", + "preponderance", + "jorie", + "ledes", + "Horton", + "rica", + "urious", + "Moreover", + "certeza", + "strokes" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "particular", + "ujos", + "uri", + "vice", + "urious", + "t", + "dif", + "preponderance", + "f", + "gehend", + "ledes", + "manner", + "uitively", + "med", + "examples", + "hearted", + "Horton", + "comienzo", + "uating", + "eniendo", + "udir", + "digamos", + "guien" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "particular", + "requisite", + "proverbial", + "ned", + "med", + "preponderance", + "necessariamente", + "theoretical", + "ovina", + "questa", + "dire", + "zeug", + "aughlin", + "urious", + "quanto", + "ledes", + "nnet", + "registr", + "manner", + "certainly", + "exemplo", + "desired", + "necessarily", + "theoretical", + "rica", + "vice" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "theoretical", + "ned", + "theoretically", + "hypothetical", + "theoretical", + "requisite", + "ovina", + "theoretic", + "necessariamente", + "mathematics", + "regularity", + "FFFF", + "proverbial", + "manner", + "nnet", + "skept", + "bcd", + "icated", + "imperative", + "necessarily", + "refinements", + "particular", + "zeug", + "virtue", + "restrictive", + "necessarily", + "registros", + "ledes", + "gesellschaft" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "nnnn", + "ned", + "math", + "mathematics", + "particular", + "nick", + "regularity", + "hexadecimal", + "ovina", + "theoretical", + "requisite", + "geries", + "teh", + "standard", + "theoretically", + "bcd", + "nnet", + "desired", + "dud", + "FFFF", + "proverbial", + "reg", + "value", + "mathematicians", + "And", + "restrictive", + "eur", + "distinctions" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "mathematicians", + "edging", + "mathematics", + "theoretically", + "Eugene", + "Theoretically", + "testers", + "matematik", + "Eugene", + "barbarian", + "a", + "endeav", + "cruiser", + "ainder", + "productividad", + "Hercules", + "Maui", + "znych", + "nick", + "regards", + "WRITE", + "maven" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "Usually", + "Therefore", + "usually", + "usually", + "ainder", + "Nevertheless", + "mathematicians", + "Usually", + "certeza", + "configurable", + "Therefore", + "Furthermore", + "Siberia", + "jeweils", + "Theoretically", + "standard", + "Mathematics", + "theoretically", + "znych", + "Beware", + "mime", + "Constantinople", + "Beware", + "preferably", + "Values", + "isRequired", + "Typically" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "equality", + "preferably", + "esc", + "ratio", + "weir", + "theor", + "yine", + "preferably", + "Thus", + "deregulation", + "contemplated", + "Equality", + "determinada", + "equality", + "beau", + "Therefore", + "stride", + "yab", + "dirigentes", + "Equ", + "Usually", + "desired", + "plicit", + "conspired", + "equ", + "imply", + "Ratio", + "dea" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "ratio", + "Ratio", + "equality", + "Ratio", + "THREE", + "maksud", + "ratios", + "ratio", + "craindre", + "equality", + "preferably", + "Spy", + "esc", + "Equality", + "emde", + "idealized", + "XMFLOAT", + "axis", + "stride", + "canoe", + "cec", + "certeza", + "ANO", + "estrada", + "teor" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "unity", + "Unity", + "ratio", + "THREE", + "Unity", + "ideal", + "craindre", + "ideal", + "equality", + "unity", + "Three", + "Ratio", + "UNITY", + "One", + "stride", + "croft", + "ideale", + "Reunion", + "Jericho", + "UNITY", + "orthon", + "desired", + "teor", + "ANO", + "chal", + "Nine", + "Ideal", + "idealized" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "ratio", + "unity", + "Ratio", + "Unity", + "ideale", + "ratios", + "unity", + "ideal", + "ideal", + "Unity", + "ratio", + "THREE", + "Ratio", + "idealized", + "unidad", + "Ideal", + "equality", + "Ideal", + "Eternity", + "birl", + "cercana", + "rated", + "chuk", + "UNITY", + "Three", + "canoe", + "orthon", + "desired" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "ratio", + "Ratio", + "ratio", + "Ratio", + "ratios", + "unity", + "proportions", + "rapporto", + "ideale", + "ideal", + "ration", + "ideal", + "RAT", + "Unity", + "Unity", + "Ideal", + "unity", + "idealism", + "RAT", + "gold", + "Gold", + "rc", + "proportion", + "Ideal" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "ratio", + "unity", + "ratios", + "ratio", + "Ratio", + "Ratio", + "Unity", + "unity", + "Unity", + "unidad", + "rapporto", + "proportions", + "unit", + "ratified", + "Unite", + "UNITY", + "RAT", + "unidad", + "unit", + "unite", + "ideale", + "ration", + "unison", + "c", + "unites", + "C", + "equality", + "unidade" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "C", + "unity", + "C", + "ratio", + "Unity", + "c", + "unity", + "unidad", + "ratio", + "Ratio", + "c", + "unit", + "ide", + "to", + "Ratio", + "Unity", + "unidade", + "Unit", + "G", + "ideale", + "S", + "idl", + "ideales", + "Id", + "unit", + "UNITY", + "tains", + "id", + "cy", + "unidades" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "but", + "In", + "However", + "For", + "That", + "the", + "The", + "Is", + "Since", + "This", + "Looking", + "and", + "But", + "Also", + "Given", + "We", + "I", + "Let", + "a", + "of", + "It", + "What", + "There", + "These", + "Here", + "Of", + "Based", + "that", + "which", + "in", + "When", + "Thus" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 66972, + 57597, + 55346, + 54938, + 55651, + 161588, + 136702, + 60311, + 59638, + 163820, + 72417, + 30847, + 34173, + 16616, + 30449, + 32911, + 19061, + 30876, + 39557, + 73287, + 50121, + 63161, + 19084, + 33152, + 37494, + 1603 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 12006, + 17831, + 17576, + 19042, + 51934, + 187813, + 213828, + 18314, + 16620, + 175479, + 12482, + 18075, + 16474, + 27345, + 26571, + 40181, + 86826, + 14944, + 418, + 330, + 2916, + 5084, + 11188, + 9177, + 37419, + 14390 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 148889, + 166390, + 161661, + 157473, + 163331, + 92431, + 75479, + 181329, + 186857, + 124786, + 247136, + 242857, + 246998, + 201684, + 204554, + 120318, + 34083, + 15041, + 17525, + 29189, + 18452, + 24994, + 75437, + 55889, + 135139, + 13409 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 2625, + 18007, + 15686, + 101760, + 100237, + 44180, + 9942, + 1840, + 6054, + 5772, + 19257, + 2517, + 11654, + 95554 + ] + }, + { + "label": "Bain", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 84695, + 75913, + 78427, + 82058, + 98904, + 22198, + 45990, + 78734, + 12809, + 5239, + 9037, + 23678, + 26421, + 20649 + ] + }, + { + "label": "tetragonal", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 105124, + 85602, + 43619, + 11669, + 3397, + 608, + 1120, + 1577, + 310, + 411, + 10499, + 8337, + 62473, + 16511 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "Normally", + "score": 9.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "c", + "output_checked": true + }, + { + "concept": "ured", + "score": 5.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "been", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "has", + "output_checked": true + }, + { + "concept": "than", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "different", + "output_checked": true + }, + { + "concept": "fundamentals", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "aporta", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "enduro", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "normal", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "face", + "output_checked": true + }, + { + "concept": "semif", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "into", + "output_checked": true + }, + { + "concept": "carbide", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "axes", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "c", + "output_checked": true + }, + { + "concept": "oto", + "score": 2.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "comienzo", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "has", + "output_checked": true + }, + { + "concept": "manner", + "score": 2.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "face", + "output_checked": true + }, + { + "concept": "calorimeter", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "into", + "output_checked": true + }, + { + "concept": "Respect", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "camber", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "c", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "equilibrated", + "score": 2.0, + "best_rank": 4, + "best_depth": 83.0, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "economici", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "dynamically", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "wandered", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "Neuroscience", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "minecraft", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Bianco", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "CLR", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Selective", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "kona", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "during", + "output_checked": true + }, + { + "concept": "mengh", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "during", + "output_checked": true + }, + { + "concept": "Pseudo", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "unity", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "hardened", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "refrigeration", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "System", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "axis", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Structure", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "dont", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "c", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "particular", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "theoretical", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "conund", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "fizi", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "annum", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "Leibnitz", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "mathematicians", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Notas", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "rhenium", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "constit", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "seg", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "esc", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "finitely", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "cubic", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Oto", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "new", + "output_checked": true + }, + { + "concept": "besitzt", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "Suppress", + "output_checked": true + }, + { + "concept": "horrid", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "habituellement", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Usually", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "determinada", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "Suppress", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "se", + "th", + "cl", + "anc", + "ey", + "pect", + "red", + "ray", + "ser", + "ground", + "ts", + "ces", + "yle", + "be", + "son", + "span", + "ke", + "na", + "ters", + "section", + "ler", + "ny", + "max", + "size", + "time", + "eng", + "gen" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "tr", + "rence", + "umeric", + "pais", + "perk", + "haute", + "flows", + "esco", + "adanya", + "aquele", + "heres", + "Heap", + "menes", + "diy", + "uq", + "conflicted", + "clo", + "ugat", + "ner", + "assert", + "kepada" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "w", + "ound", + "med", + "tem", + "som", + "fam", + "vol", + "oot", + "mag", + "vi", + "kan", + "yang", + "ware", + "ambda", + "That", + "mit", + "Med", + "utions", + "needs", + "suggest", + "quick", + "implement", + "match", + "couple", + "believe", + "usion", + "depart", + "digital" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "er", + "he", + "re", + "s", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "l", + "st", + "re", + "im", + "g", + "u", + "se", + "ation", + "if", + "th", + "us", + "ht", + "and", + "com", + "pe", + "or", + "pl", + "ch", + "ies", + "en", + "int" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ic", + "ve", + "ht", + "The", + "ha", + "ad", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "ays", + "est", + "wo", + "who", + "them", + "es", + "pos", + "what", + "This", + "ym" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "is", + "f", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "ve", + "I", + "ay", + "ir", + "ver", + "ra", + "un", + "ere", + "com", + "end", + "ill", + "ex", + "rom", + "art", + "this", + "ang", + "ive", + "all" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "p", + "w", + "f", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "id", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ph", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "app", + "rel", + "tern", + "mo", + "det" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "ers", + "of", + "nya", + "they", + "selection", + "sof", + "e", + "t", + "n", + "aw", + "eat", + "EW", + "bringen", + "acor", + "kuru", + "u", + "unately", + "eur", + "lid", + "Ep", + "ein" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "ameri", + "e", + "rel", + "selection", + "aal", + "ein", + "EG", + "sof", + "schirm", + "Publicity", + "kuru", + "Uit", + "u", + "ers", + "ized", + "depart" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "Hej", + "ameri", + "e", + "schirm", + "Uit", + "substantially", + "organization", + "whopping", + "EW", + "reliance", + "fourteenth", + "Tog", + "ecek", + "stai", + "any", + "appro", + "Looking", + "pah", + "imitation", + "Repositories" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "ameri", + "readily", + "tog", + "backgroundColor", + "nur", + "Tog", + "er", + "ario", + "amt", + "Looking", + "any", + "appro", + "Uit", + "damn", + "BG", + "kowy", + "Iy", + "stai", + "organization", + "schirm" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "Tog", + "ameri", + "amt", + "readily", + "organization", + "kowy", + "ario", + "nur", + "backgroundColor", + "damn", + "impending", + "ujar", + "Uit", + "verschiedene", + "ampio" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "allowed", + "quelconque", + "ameri", + "backgroundColor", + "Sas", + "any", + "anybody", + "obtain", + "nur", + "newbie", + "prospective", + "readily", + "Hm", + "methacrylate", + "unfavorable", + "ujar", + "pojawi", + "peculiarity", + "Vereinigte" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "merely", + "suitable", + "Sas", + "peculiar", + "allowed", + "purely", + "nor", + "tumultuous", + "specified", + "permanec", + "because", + "superar", + "polarizing", + "peculiarity", + "shenanigans", + "defined", + "dracon", + "suitable", + "web", + "united", + "Aus" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "defined", + "or", + "but", + "nor", + "specified", + "suitable", + "suited", + "allowing", + "purely", + "allowed", + "resembled", + "reminiscent", + "suitable", + "allowing", + "uniaxial", + "siquiera", + "tradiz", + "centric", + "imposed", + "predefined", + "permanec" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "nor", + "integer", + "hinting", + "ratios", + "isDisabled", + "ratio", + "rigid", + "orientated", + "idealistic", + "normal", + "depending", + "equaling", + "owing", + "implying", + "allowed", + "ensuring", + "irrespective", + "pondered", + "simplistic", + "equal", + "rational", + "normalized", + "eccentric", + "allowing", + "stipulated", + "perturbed", + "npc", + "specified", + "upheaval", + "deviates" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "S", + "equal", + "ratio", + "but", + "a", + "e", + "ratios", + "even", + "the", + "or", + "typical", + "true", + "either", + "unequal", + "E", + "simply", + "strictly", + "A", + "normal", + "nor", + "ideal", + "odd", + "R", + "L", + "than", + "constant", + "unity", + "unlike", + "square", + "centered", + "s" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "ratio", + "ratios", + "unity", + "equal", + "Ratio", + "ideal", + "equality", + "ratio", + "Ratio", + "the", + "constant", + "a", + "even", + "trivial", + "simply", + "straightforward", + "strictly", + "critical", + "fraction", + "but", + "equ", + "straight", + "typical", + "anything", + "those", + "optimal", + "proportions", + "well", + "optimized", + "reciprocal", + "simplistic" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "ratio", + "ratios", + "ratio", + "Ratio", + "Ratio", + "unity", + "ideal", + "equal", + "ish", + "a", + "e", + "even", + "and", + "or", + "s", + "S", + "proportions", + "es", + "the", + "ration", + "ideal", + "AspectRatio", + "straight", + "Unity", + "ad" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "unity", + "ratio", + "unity", + "ratios", + "Unity", + "Ratio", + "Unity", + "Ratio", + "ideal", + "ideal", + "ratio", + "ToOne", + "UNITY", + "One", + "Ideal", + "Ideal", + "C", + "c", + "C", + "one", + "One", + "ide", + "UNITY", + "S", + "one" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "ratio", + "unity", + "ratios", + "unity", + "Ratio", + "ratio", + "Ratio", + "Unity", + "Unity", + "ideal", + "ideal", + "UNITY", + "Ideal", + "proportions", + "ide", + "ToOne", + "Ideal", + "unified", + "eins", + "AspectRatio", + "unitary", + "unify", + "C", + "UNITY", + "one", + "ration" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "ratio", + "ratios", + "ratio", + "Ratio", + "Ratio", + "unity", + "C", + "st", + "unity", + "e", + "ideal", + "c", + "N", + "proportions", + "m", + "S", + "ideal", + "c", + "ration", + "Ideal", + "H", + "n", + "golden", + "D", + "Unity", + "RAT", + "E" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "ratio", + "ratios", + "unity", + "ratio", + "Ratio", + "Ratio", + "unity", + "Unity", + "UNITY", + "Unity", + "unit", + "ideal", + "unit", + "UNITY", + "unidad", + "proportions", + "unification", + "rapporto", + "Ration", + "ration", + "ideal", + "unidad", + "unifying", + "unified", + "Ideal" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "C", + "unity", + "unit", + "unity", + "Unity", + "C", + "ratio", + "Unity", + "unidad", + "ratio", + "unidad", + "Unit", + "unit", + "Ratio", + "ide", + "UNIT", + "ratios", + "Ratio", + "UNITY", + "setC", + "c", + "units", + "units", + "unitary", + "cuk", + "unitary", + "unis", + "unidade", + "UNITY", + "Unit" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "but", + "In", + "However", + "For", + "That", + "the", + "The", + "Is", + "Since", + "This", + "Looking", + "and", + "But", + "Also", + "Given", + "We", + "I", + "Let", + "a", + "of", + "It", + "What", + "There", + "These", + "Here", + "Of", + "Based", + "that", + "which", + "in", + "When", + "Thus" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 32.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 15.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "and", + "score": 11.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "been", + "score": 10.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "considerably", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "cubic", + "score": 8.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "crystal", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "axis", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ratios", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "transition", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "damn", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "The", + "output_checked": true + }, + { + "concept": "suitable", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "product", + "output_checked": true + }, + { + "concept": "resulting", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "new", + "output_checked": true + }, + { + "concept": "aligned", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "face", + "output_checked": true + }, + { + "concept": "products", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "product", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "indeed", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "additionally", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "into", + "output_checked": true + }, + { + "concept": "plethora", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "exceedingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "system", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "configurations", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "than", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "different", + "output_checked": true + }, + { + "concept": "structure", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "body", + "output_checked": true + }, + { + "concept": "needles", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "arrivals", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "new", + "output_checked": true + }, + { + "concept": "daughter", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "that", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "from", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "slight", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "appealing", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "face", + "output_checked": true + }, + { + "concept": "abiding", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Looking", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "product", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "inertia", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "notifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "face", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "voltou", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "dessas", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "viele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "strongly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "different", + "output_checked": true + }, + { + "concept": "allowed", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "adegu", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "regions", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "face", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "into", + "output_checked": true + }, + { + "concept": "vergang", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "nuovamente", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "offizi", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Interestingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "different", + "output_checked": true + }, + { + "concept": "functionalities", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "spectacularly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "bzw", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "initiate", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "face", + "output_checked": true + }, + { + "concept": "tions", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "enhance", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "into", + "output_checked": true + }, + { + "concept": "mereka", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "powerhouse", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "txtbtn", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "transforming", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "formed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "body", + "output_checked": true + }, + { + "concept": "steeped", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "configuration", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "centered", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-key-concept-traces-v1-seed2/materials/paper-v2-assoc-rapid-transformation-04__grid.png", + "stream": "figures/gemma4-12b-it-key-concept-traces-v1-seed2/materials/paper-v2-assoc-rapid-transformation-04__stream.png", + "trajectory": "figures/gemma4-12b-it-key-concept-traces-v1-seed2/materials/paper-v2-assoc-rapid-transformation-04__trajectory.png", + "emergence": "figures/gemma4-12b-it-key-concept-traces-v1-seed2/materials/paper-v2-assoc-rapid-transformation-04__emergence.png", + "heatmap": "figures/gemma4-12b-it-key-concept-traces-v1-seed2/materials/paper-v2-assoc-rapid-transformation-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cleavage-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-temperature failure 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A thick steel plate failed suddenly in cold service without visible plastic distortion. Microscopy revealed flat planes and converging river patterns cutting across grain interiors.", + "prompt_tail": "ailed suddenly in cold service without visible plastic distortion. Microscopy revealed flat planes and converging river patterns cutting across grain interiors.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 2424, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 199 + }, + { + "label": "cleavage", + "best_rank": 0, + "best_depth": 91.5, + "onset_depth": 87.2, + "reached_top1": true, + "best_pos": 27, + "logit_lens_best_rank": 2 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "odium", + "unica", + "wadi", + "udi", + "odi", + "ervo", + "elli", + "Kodi", + "ahs", + "avil", + "Burbank", + "ilah", + "hacerse", + "ayya", + "Beverungen", + "ayani", + "avia", + "wit", + "Fountain", + "rodeo", + "overheard", + "arpur", + "inking", + "Sever", + "zk", + "opa" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "udi", + "ayani", + "overheard", + "aville", + "anio", + "ServiceID", + "arpur", + "odi", + "rodeo", + "arita", + "Imperio", + "Kodi", + "cil", + "avil", + "uded", + "erver", + "iasa", + "alco", + "zki", + "ervo", + "Fairbanks", + "zk" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "odium", + "Fountain", + "unica", + "graisse", + "ahs", + "quilla", + "wadi", + "rodeo", + "udi", + "Kodi", + "overheard", + "odi", + "ayani", + "arpur", + "avil", + "aville", + "ervo", + "uded", + "qat", + "Imperio", + "elli", + "ServiceID", + "zk", + "avia", + "FAS", + "ayya", + "odil", + "zki", + "ceil" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Fountain", + "graisse", + "odium", + "ahs", + "unica", + "quilla", + "wadi", + "rodeo", + "ayani", + "odi", + "Imperio", + "Kodi", + "overheard", + "udi", + "ServiceID", + "arpur", + "zk", + "cil", + "avia", + "erver", + "ervo", + "iasa", + "anio", + "aville", + "ta", + "uded", + "mith", + "odil", + "avil" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "odium", + "Fountain", + "wadi", + "rodeo", + "overheard", + "ta", + "arpur", + "Silver", + "Burbank", + "ayya", + "sever", + "erver", + "elle", + "zk", + "GV", + "Kodi", + "Gra", + "tox", + "ario", + "lova", + "zki", + "Pasadena", + "unica", + "sova", + "Silver" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "squares", + "Infect", + "rehabilitated", + "pneumatic", + "Europ", + "Inflater", + "vesicular", + "calmed", + "Adriatic", + "conferred", + "videre", + "mt", + "directors" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "rehabilitated", + "vesicular", + "tesla", + "directors", + "Aluminum", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "udi", + "ahs", + "wadi", + "anio", + "arita", + "overheard", + "odi", + "ayani", + "rodeo", + "aville", + "ServiceID", + "alco", + "uded", + "erver", + "cil", + "arpur", + "ta", + "odil", + "Imperio", + "Kodi", + "ink", + "empleados", + "zki", + "rekening" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "ahs", + "wadi", + "quilla", + "udi", + "anio", + "overheard", + "aville", + "erver", + "cil", + "ayani", + "Imperio", + "ServiceID", + "odi", + "rodeo", + "alco", + "it", + "ta", + "uded", + "odil", + "arpur", + "sel", + "ths", + "empleados", + "Toto" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "infect", + "flare", + "sociale", + "squares", + "Infect", + "vesicular", + "mt", + "authenticate", + "puis", + "directors", + "pneumatic", + "seren", + "rehabilitated", + "Inflater", + "conferred", + "Adriatic", + "fs", + "verder" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "t", + "lepas", + "eness", + "ujos", + "uette", + "udades", + "shore", + "rologic", + "Dordrecht", + "ures", + "theater", + "dir", + "night", + "folds", + "og", + "haf", + "fif", + "urious", + "f", + "selves" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "s", + "uette", + "voila", + "Kalau", + "folds", + "sensual", + "examples", + "ly", + "lepas", + "urably", + "fato", + "uri", + "urious", + "fif", + "night", + "ures", + "udades", + "ogado", + "sen", + "osof", + "certeza", + "digamos", + "selves", + "rad", + "sink", + "uating" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "folds", + "preponder", + "ly", + "digamos", + "lepas", + "uri", + "uette", + "sen", + "t", + "og", + "Kalau", + "urious", + "sensual", + "vajj", + "voila", + "f", + "selves", + "examples", + "ujos", + "rad", + "oven", + "ures", + "roir", + "shore", + "sage" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "s", + "sensual", + "deft", + "Etc", + "notable", + "ly", + "uj", + "urious", + "decadent", + "conspicuous", + "vajj", + "digamos", + "credo", + "requisite", + "vehement", + "istry", + "ogado", + "Veamos", + "voila", + "folds", + "ers", + "night", + "og", + "dog", + "enunci", + "preponder", + "proverbial" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "med", + "Etc", + "sensual", + "vehement", + "ized", + "deft", + "og", + "sheep", + "istry", + "ers", + "ium", + "ly", + "uj", + "conspicuous", + "examples", + "notable", + "xr", + "decadent", + "dac", + "bv", + "sby", + "requisite", + "sporadic", + "masterful", + "credo", + "gie", + "urably", + "etic", + "lang", + "pragmatic" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "nnnn", + "sporadic", + "Etc", + "fortitude", + "pragmatic", + "sensibility", + "ium", + "sensual", + "Pdf", + "horrend", + "egreg", + "defens", + "sheep", + "opus", + "daraus", + "ODM", + "rrrr", + "linson", + "emphatically", + "remarked", + "immediacy", + "imagery" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "sporadic", + "cryptic", + "typescript", + "thoughtful", + "sensibility", + "ographic", + "Escape", + "Discord", + "Notas", + "icida", + "gejala", + "arcane", + "ODM", + "extensive", + "matory", + "ornamental", + "suggestive", + "linson", + "defensive", + "hypotheses", + "wandering", + "crater", + "exploratory" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "no", + "naissance", + "cedence", + "s", + "adage", + "infraction", + "discernible", + "vertebrae", + "jellem", + "idiosync", + "og", + "satz", + "occurrence", + "olate", + "enunci", + "seudo", + "discontinuities", + "dovet", + "istry", + "Particular", + "characteristic", + "Wikiseite", + "wobei", + "radiol", + "demarc", + "benzodiazep" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "in", + "jellem", + "situation", + "en", + "on", + "og", + "say", + "sled", + "s", + "S", + "t", + "l", + "un", + "particular", + "and", + "ob", + "sel", + "wobei", + "T", + "R", + "way", + "dir", + "r", + "contrario" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "Fracture", + "discontinuities", + "Intersection", + "indistinct", + "canalicul", + "oles", + "Intersection", + "void", + "Lamin", + "inite", + "withstanding", + "khas", + "criss", + "ridges", + "lastIndexOf", + "ISIS", + "interse", + "Unterschiede", + "quartzite", + "USDA", + "in", + "zig", + "hier", + "intersections", + "striated", + "Forrester", + "Planes", + "Orient", + "wobei" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "grain", + "obliqu", + "quartzite", + "Convergence", + "canalicul", + "ulous", + "Intersect", + "CBN", + "Fracture", + "grain", + "fractures", + "intersecting", + "grained", + "clandest", + "Grenzen", + "criss", + "Visible", + "intersections", + "Microsc", + "discontinuities", + "Planes", + "crack", + "Parallel", + "dislocation", + "Grain", + "Intersection", + "Grain", + "Pittsburg", + "visible" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "intersecting", + "criss", + "crack", + "Parallel", + "obliqu", + "Intersect", + "scallops", + "parallel", + "secondaire", + "dislocation", + "interne", + "intersections", + "cracks", + "fay", + "Voids", + "Pittsburg", + "exfol", + "intersect", + "Parallel", + "concord", + "Plastic", + "castings", + "BERGER", + "canalicul" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "parallel", + "cracks", + "pping", + "plastic", + "cleavage", + "exfol", + "fractures", + "dendritic", + "parallel", + "carbides", + "Plastic", + "river", + "dislocation", + "rivers", + "dissolution", + "Dyke", + "crack", + "Parallel", + "step", + "ppage", + "voids", + "tunnels", + "rivers", + "canalicul", + "void", + "stepped", + "fracture", + "axial", + "Pittsburg", + "pits", + "Abend" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "cleavage", + "Dyke", + "plastic", + "pping", + "carbides", + "exfol", + "river", + "gegangen", + "hill", + "Plastic", + "cli", + "parallel", + "angular", + "dislocation", + "etah", + "endig", + "twinning", + "river", + "Compression", + "up", + "cracks", + "submarine", + "entation", + "stepped" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "dien", + "convi", + "berger", + "gegangen", + "Careful", + "pl", + "settlers", + "yht", + "Ausland", + "turtle", + "Younger", + "merda", + "adier", + "twins", + "dre", + "ServiceProvider" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "These", + "For", + "I", + "Here", + "They", + "However", + "river", + "py", + "You", + "This", + "Note", + "River", + "Feed", + "Below", + "Only", + "Once", + "Dend", + "Moody", + "In", + "Since", + "Odd", + "thing", + "Unlike", + "Y", + "V", + "Some", + "Let", + "Each", + "Here", + "FYI", + "V" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 215838, + 223068, + 218456, + 217423, + 238719, + 41849, + 31453, + 224986, + 225966, + 24885, + 28883, + 15861, + 18056, + 5375, + 5888, + 12690, + 14874, + 101208, + 200271, + 24949, + 2425, + 2987, + 7534, + 6201, + 31706, + 619 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 137468, + 116337, + 134359, + 125424, + 138269, + 145019, + 151630, + 107621, + 105797, + 139432, + 198513, + 220730, + 193626, + 217734, + 215895, + 236668, + 225662, + 16705, + 22232, + 10811, + 3350, + 1671, + 5, + 1, + 215, + 3398 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 20002, + 14282, + 2800, + 6323, + 1554, + 2425, + 6286, + 2167, + 1675, + 699, + 200, + 1210, + 5898, + 854 + ] + }, + { + "label": "cleavage", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 164451, + 145498, + 176718, + 208741, + 190205, + 33035, + 20052, + 1354, + 21, + 10, + 30, + 15, + 8, + 3 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "deformation", + "score": 9.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "absence", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "failure", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "weather", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "tributaries", + "score": 4.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "river", + "output_checked": true + }, + { + "concept": "direction", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "febbraio", + "score": 3.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "in", + "output_checked": true + }, + { + "concept": "Gewalt", + "score": 3.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "muestra", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "cyst", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "damage", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "visible", + "output_checked": true + }, + { + "concept": "Etc", + "score": 2.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "GDPPC", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "whats", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "teh", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "detailing", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "egregious", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "copious", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "ILayout", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "cryptic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "atrocious", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "distinguishers", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "customized", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "alot", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "without", + "output_checked": true + }, + { + "concept": "ajax", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "mosaics", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "littered", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "nomads", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "Zou", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Failure", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "obese", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "diduga", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "alteration", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "swirls", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "grunds", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "magnified", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "unexpectedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "intersecting", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cleavage", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "faptul", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "in", + "output_checked": true + }, + { + "concept": "viens", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Finally", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "logos", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "humidity", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "faibles", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "visible", + "output_checked": true + }, + { + "concept": "bitches", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "outages", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "chorizo", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "sculpted", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "postulated", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "jellem", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "zab", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "structurally", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "chisel", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "through", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "fact", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "in", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "th", + "wh", + "res", + "and", + "row", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "left", + "set", + "any", + "anc", + "ey", + "ton", + "pos", + "very", + "tr", + "pect", + "red", + "tern", + "ray", + "ative" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "uq", + "conflicted", + "ner", + "ning", + "qual", + "assert", + "ju", + "purposes", + "rence", + "LI", + "kepada", + "celle", + "afin", + "perk", + "haute", + "enburg" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "ed", + "se", + "if", + "th", + "j", + "rou", + "one", + "che", + "ystem", + "class", + "red", + "includ", + "som", + "mark", + "vol", + "To", + "RO", + "pha", + "thing", + "mag", + "key", + "vi", + "kan", + "yang", + "ware", + "ambda", + "That", + "necess", + "mit" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "or", + "le", + "m", + "ing", + "ic", + "ion", + "l", + "im", + "g", + "ur", + "u", + "se", + "if", + "th", + "us", + "ht", + "ers", + "and", + "ere", + "com", + "pe", + "ain", + "j", + "pl", + "ame", + "ies", + "en", + "ex", + "int" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ic", + "ve", + "ch", + "ht", + "The", + "ang", + "ad", + "ign", + "The", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "ays", + "est", + "wo", + "who", + "rib" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ly", + "un", + "ht", + "ere", + "end", + "ill", + "ex", + "art", + "iz", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "D", + "ort", + "se" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "ew", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "ord", + "St", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "n", + "s", + "of", + "equip", + "photograph", + "perfectly", + "lid", + "they", + "terrible", + "eat", + "begitu", + "liaison", + "sehen", + "evol", + "kaya", + "sof", + "bringen", + "garnished", + "sina" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "equip", + "s", + "rel", + "UT", + "ET", + "ble", + "photograph", + "perfectly", + "slash", + "ei", + "administrator", + "grandfather", + "aal", + "youtu", + "eat", + "imitation", + "EG", + "liaison", + "sehen", + "evol", + "tentative", + "rei", + "kaya" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "equip", + "imitation", + "Tog", + "et", + "ET", + "substantial", + "behalf", + "demise", + "ER", + "slash", + "aal", + "tentative", + "tog", + "bunun", + "ecek", + "e", + "expert", + "readily", + "successor", + "resmi" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "Tog", + "kowy", + "ET", + "er", + "demise", + "bunun", + "fielder", + "readily", + "ributor", + "equip", + "attacker", + "damn", + "et", + "immense", + "cooking", + "ER", + "evas", + "expert", + "hur", + "declining", + "aal", + "Auf", + "Looking" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "Tog", + "kowy", + "bunun", + "bizarre", + "demise", + "immense", + "attacker", + "er", + "fielder", + "ET", + "ributor", + "damn", + "severity", + "terribly", + "cellar", + "outraged", + "ampio", + "shockingly", + "asesin", + "equip" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "bizarre", + "ed", + "bunun", + "marred", + "evas", + "substantial", + "explained", + "dismal", + "caused", + "concealing", + "severely", + "conclusive", + "blatantly", + "scorn", + "unearthed", + "ijnlijk", + "severity", + "triggered", + "bitterly", + "immense", + "profoundly", + "phenylsulfanyl", + "kowy", + "Diageo", + "voltou" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "indicating", + "reminiscent", + "markedly", + "indicating", + "exasper", + "of", + "bunun", + "described", + "indicative", + "unmist", + "reddish", + "exceedingly", + "unequivocal", + "suggesting", + "unusually", + "likened", + "caused", + "whitish", + "but", + "yellowish", + "ominous" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "reminiscent", + "markedly", + "indicating", + "suggesting", + "unequivocal", + "described", + "unmistakable", + "resembling", + "exceedingly", + "unequivocally", + "hinting", + "abrupt", + "resulted", + "implying", + "indicative", + "unmist", + "unmistak", + "strikingly", + "these", + "resembled", + "seemingly", + "hinted", + "unusually", + "mimicking", + "suggests", + "characteristic", + "severely" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "these", + "reminiscent", + "described", + "markedly", + "unmistakable", + "characteristics", + "characteristic", + "mechanisms", + "hallmark", + "unequivocal", + "terminology", + "resembling", + "atypical", + "unmistak", + "seemingly", + "indicating", + "widespread", + "uncommon", + "inherently", + "hallmarks", + "characterized", + "outlined", + "upheaval", + "tenets", + "indicates", + "suggests", + "exceptional", + "distinctive", + "documented", + "indicative" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "numerous", + "highly", + "S", + "nearly", + "widespread", + "prominent", + "extensive", + "typical", + "significant", + "massive", + "distinct", + "deeply", + "striking", + "cohesive", + "ly", + "multiple", + "broad", + "documented", + "tenacious", + "substantial", + "distinctive", + "strikingly", + "several", + "typically", + "jagged", + "unmistakable", + "aggressive", + "markedly", + "reminiscent", + "closely", + "indicating" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "numerous", + "grain", + "jagged", + "fracture", + "distinct", + "typical", + "furrow", + "characteristic", + "inclined", + "interconnected", + "pervasive", + "eroded", + "knife", + "debris", + "discontinuities", + "striated", + "tendency", + "widespread", + "discontinuity", + "cleavage", + "those", + "distinctive", + "oblique", + "Numerous", + "traversing", + "embedded", + "directional", + "direction", + "parallel", + "fractured", + "subsurface", + "nearly" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "fracture", + "Voids", + "and", + "criss", + "traverses", + "grain", + "Plane", + "plane", + "inclined", + "cleavage", + "stri", + "Direction", + "Knife", + "fissures", + "Fracture", + "knife", + "micro", + "crystal", + "dislocation", + "traversing", + "planes", + "shearing", + "directional", + "recrystall", + "es", + "direction", + "parallel", + "discontinuity", + "intersecting", + "discontinuities", + "sheared" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "fracture", + "recrystall", + "grain", + "Voids", + "stri", + "Quartz", + "inclusions", + "Intersect", + "Grain", + "crack", + "Fracture", + "grains", + "gou", + "Quartz", + "crystall", + "ductile", + "criss", + "es", + "intersecting", + "birefringence", + "Grain", + "sa", + "directional", + "crystal", + "cleavage", + "etch", + "ed", + "quartz" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "s", + "parallel", + "intersecting", + "Voids", + "stri", + "inclusions", + "fracture", + "intersect", + "inter", + "intersect", + "ductile", + "Intersect", + "l", + "cleavage", + "ed", + "es", + "S", + "parallel", + "intersects", + "subsurface", + "Miner", + "stri", + "sli", + "interno", + "twinning", + "recrystall", + "sa" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "es", + "river", + "and", + "stri", + "river", + "cleavage", + "S", + "parallel", + "Wid", + "to", + "River", + "dissolution", + "l", + "n", + "pl", + "inter", + "and", + "st", + "parallel", + "st", + "armchair", + "twinning", + "on", + "intersecting", + "n", + "inter", + "stepped", + "twins", + "esten", + "cl" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "river", + "cleavage", + "dissolution", + "twins", + "twinning", + "dislocation", + "river", + "River", + "River", + "Cle", + "Dyke", + "Dislocations", + "fracturing", + "deformation", + "twin", + "RIVER", + "criss", + "intersecting", + "Deformation", + "mich", + "machining", + "gro", + "grooves", + "etch", + "stri", + "tw", + "dendritic", + "inter", + "stepped", + "stal", + "deformation" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "er", + "ueill", + "cleavage", + "ter", + "river", + "perity", + "bandes", + "getImageFolder", + "ypen", + "fol", + "bande", + "hopper", + "enk" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "These", + "For", + "I", + "Here", + "They", + "However", + "river", + "py", + "You", + "This", + "Note", + "River", + "Feed", + "Below", + "Only", + "Once", + "Dend", + "Moody", + "In", + "Since", + "Odd", + "thing", + "Unlike", + "Y", + "V", + "Some", + "Let", + "Each", + "Here", + "FYI", + "V" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "visible", + "output_checked": true + }, + { + "concept": "deformation", + "score": 9.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "been", + "score": 7.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "damn", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "severely", + "score": 6.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "failure", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "these", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "devoid", + "score": 5.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "impeding", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "without", + "output_checked": true + }, + { + "concept": "slight", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 4.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "service", + "output_checked": true + }, + { + "concept": "numerous", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "across", + "output_checked": true + }, + { + "concept": "considerably", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "when", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "during", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "in", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "any", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "without", + "output_checked": true + }, + { + "concept": "impending", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "seemingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "uncovering", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "withstand", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "aligned", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "across", + "output_checked": true + }, + { + "concept": "plates", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "having", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "without", + "output_checked": true + }, + { + "concept": "weather", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "absence", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "through", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "demise", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "famous", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "behalf", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "in", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "necessitate", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "etre", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "somebody", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "severity", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "visible", + "output_checked": true + }, + { + "concept": "notifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "bizarre", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "spesso", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "Lors", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "hydrocarbon", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "service", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "because", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "surprisingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "copious", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "around", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "but", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "documented", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "visible", + "output_checked": true + }, + { + "concept": "resulted", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "markedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "extensively", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "unexpectedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "inexplicable", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "harsh", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "behaviours", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "reveals", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "orientated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-key-concept-traces-v1-seed2/materials/paper-v2-assoc-cleavage-03__grid.png", + "stream": "figures/gemma4-12b-it-key-concept-traces-v1-seed2/materials/paper-v2-assoc-cleavage-03__stream.png", + "trajectory": "figures/gemma4-12b-it-key-concept-traces-v1-seed2/materials/paper-v2-assoc-cleavage-03__trajectory.png", + "emergence": "figures/gemma4-12b-it-key-concept-traces-v1-seed2/materials/paper-v2-assoc-cleavage-03__emergence.png", + "heatmap": "figures/gemma4-12b-it-key-concept-traces-v1-seed2/materials/paper-v2-assoc-cleavage-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-hot-air-surface-layer-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "High-temperature environmental surface layer 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A nickel alloy held in hot air develops an adherent multilayer surface film as metal atoms react with oxygen. Continued exposure thickens the film according to an approximately parabolic time law.", + "prompt_tail": "ops an adherent multilayer surface film as metal atoms react with oxygen. Continued exposure thickens the film according to an approximately parabolic time law.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 6865, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 31437 + }, + { + "label": "oxide", + "best_rank": 29154, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 13282 + }, + { + "label": "scale", + "best_rank": 2230, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 104 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "unica", + "odium", + "wadi", + "odi", + "ahs", + "udi", + "ervo", + "elli", + "hacerse", + "Kodi", + "Fountain", + "ayani", + "avil", + "ilah", + "Burbank", + "ayya", + "avia", + "wit", + "arpur", + "Beverungen", + "rodeo", + "overheard", + "Sever", + "graisse", + "zk", + "Toto" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "overheard", + "udi", + "ayani", + "anio", + "aville", + "ServiceID", + "arita", + "rodeo", + "arpur", + "odi", + "Imperio", + "erver", + "cil", + "avil", + "Kodi", + "uded", + "iasa", + "alco", + "zki", + "ervo", + "Fairbanks" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "odium", + "Fountain", + "unica", + "graisse", + "ahs", + "quilla", + "wadi", + "rodeo", + "overheard", + "udi", + "ayani", + "Kodi", + "arpur", + "aville", + "odi", + "uded", + "ervo", + "avil", + "qat", + "Imperio", + "elli", + "zki", + "FAS", + "ServiceID", + "ayya", + "zk", + "avia", + "odil", + "ekw" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "ahs", + "unica", + "quilla", + "wadi", + "ayani", + "overheard", + "rodeo", + "udi", + "odi", + "Imperio", + "Kodi", + "aville", + "ServiceID", + "erver", + "arita", + "anio", + "arpur", + "uded", + "cil", + "ta", + "zk", + "ervo", + "iasa", + "avia", + "odil", + "zki" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "odium", + "Fountain", + "wadi", + "overheard", + "rodeo", + "unica", + "graisse", + "ta", + "erver", + "arpur", + "Burbank", + "ayya", + "Gra", + "zk", + "zki", + "ahs", + "Silver", + "quilla", + "Kodi", + "Sever", + "udi", + "tox", + "GV", + "qat", + "elle", + "elli" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "infect", + "sociale", + "authenticate", + "Infect", + "squares", + "rehabilitated", + "pneumatic", + "Europ", + "Inflater", + "vesicular", + "Adriatic", + "conferred", + "videre", + "calmed", + "ductory", + "mt" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "rehabilitated", + "vesicular", + "tesla", + "directors", + "Aluminum", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "udi", + "arita", + "ahs", + "wadi", + "anio", + "overheard", + "aville", + "odi", + "ayani", + "rodeo", + "ServiceID", + "erver", + "alco", + "uded", + "cil", + "arpur", + "ta", + "empleados", + "odil", + "avil", + "Imperio", + "Kodi", + "ink", + "zki" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "ahs", + "wadi", + "quilla", + "udi", + "anio", + "overheard", + "erver", + "cil", + "Imperio", + "aville", + "rodeo", + "ayani", + "odi", + "ServiceID", + "it", + "ta", + "sel", + "uded", + "empleados", + "odil", + "Toto", + "rekening", + "arpur", + "alco" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "infect", + "sociale", + "flare", + "squares", + "Infect", + "vesicular", + "mt", + "directors", + "authenticate", + "pneumatic", + "puis", + "conferred", + "verder", + "rehabilitated", + "Inflater", + "fs", + "tesla", + "Europ" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "gehend", + "fif", + "digamos", + "Moreover", + "eness", + "t", + "uette", + "ujos", + "filosof", + "dass", + "sage", + "lepas", + "manner", + "med", + "say", + "behavior", + "shore", + "rog", + "nad", + "leve" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "gehend", + "Moreover", + "med", + "uette", + "digamos", + "fif", + "sage", + "Kalau", + "osof", + "voila", + "sage", + "heartedly", + "Furthermore", + "leve", + "uri", + "certeza", + "hmann", + "esimerkiksi", + "s", + "ve", + "certainly", + "beispielsweise", + "lepas" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "digamos", + "gehend", + "sage", + "uette", + "Moreover", + "uri", + "fif", + "leve", + "f", + "ve", + "lepas", + "exemplo", + "sage", + "ujos", + "t", + "rad", + "ogo", + "osof", + "Kalau", + "tyle", + "med", + "iven", + "let" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "digamos", + "primes", + "s", + "sage", + "gehend", + "laissez", + "ogf", + "ogo", + "sage", + "let", + "lepas", + "exemplo", + "uette", + "proverbial", + "certainly", + "perd", + "oog", + "fif", + "particular", + "behavior", + "filosof", + "Etc", + "dac" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sensibility", + "sheep", + "mah", + "gie", + "xr", + "ogf", + "Etc", + "imperative", + "assertions", + "ium", + "sheep", + "quartz", + "regimen", + "behavior", + "ogo", + "syntax", + "Babel", + "opus", + "journ", + "pragmatic", + "aptitude", + "urably", + "philosoph", + "seguinte" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sensibility", + "sheep", + "ODM", + "sporadic", + "opus", + "xr", + "syntax", + "astronom", + "dud", + "Pdf", + "typescript", + "novelty", + "hexadecimal", + "teh", + "seguinte", + "nnnn", + "ary", + "additive", + "cryptic" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "mathematics", + "typescript", + "sensibility", + "ographic", + "cryptic", + "MYSQL", + "mathml", + "a", + "imetry", + "MQTT", + "hexadecimal", + "mathematicians", + "Trapez", + "seguinte", + "novelty", + "syntax", + "additive", + "mathematically" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "measured", + "trajectory", + "adage", + "aneous", + "measured", + "trajectory", + "ographic", + "swear", + "quadratic", + "systolic", + "tetrahedral", + "beau", + "mathematicians", + "bepaalde", + "arithmic", + "meisjes", + "metaphorical", + "geometric", + "wobei", + "lemonade", + "syntactic", + "riterien", + "successive", + "Mathematics", + "mathematics", + "syntax", + "mathematically", + "ulent", + "linear", + "mathemat" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "determinada", + "particular", + "bepaalde", + "tertentu", + "t", + "roso", + "beau", + "selon", + "determinadas", + "conjectured", + "suivant", + "enunciado", + "tandis", + "sag", + "sentido", + "roon", + "behavior", + "determinado", + "wobei", + "bestimmte", + "ditentukan", + "verhalten", + "gewisse", + "trajectory", + "seguinte", + "riterien", + "zuz", + "ium" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "parabola", + "parabolic", + "asymptotically", + "quadratic", + "conjectured", + "aproximadamente", + "parabol", + "ymptotic", + "exponential", + "nonlinear", + "postulated", + "parab", + "semif", + "approximating", + "pseudo", + "calculus", + "quartic", + "hypergeometric", + "Exponential", + "approximated", + "approxim", + "Pascal", + "casi", + "approximate", + "Mystic", + "hampir", + "tentatively", + "epileptic", + "Exponential" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "asymptotically", + "quadratic", + "exponential", + "parabolic", + "exponentially", + "parabola", + "Polynomial", + "Exponential", + "aproximadamente", + "hypergeometric", + "Exponential", + "parabol", + "anointed", + "anharmonic", + "polynom", + "XP", + "Polynomial", + "semif", + "tentatively", + "approxim", + "nonlinear", + "logistic", + "quadratic", + "Exponent", + "suivant", + "astrolog", + "Paran", + "parab", + "Mystic", + "exponentes" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "aproximadamente", + "approxim", + "Approximately", + "approximate", + "asymptotically", + "approximately", + "suivant", + "parabolic", + "pribli", + "approximately", + "roughly", + "Approximate", + "approximating", + "tentatively", + "aprox", + "XP", + "Approximately", + "parabola", + "quadratic", + "approximated", + "exponentially", + "instantaneously", + "aparentemente", + "reportedly", + "Approx", + "epileptic", + "symbolically" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "parabolic", + "approximately", + "approximately", + "aproximadamente", + "Approximately", + "Approximately", + "pribli", + "approxim", + "approx", + "aprox", + "roughly", + "Approx", + "aproximativ", + "approx", + "approximate", + "parab", + "quadratic", + "ongeveer", + "parabol", + "approximated", + "Approx", + "tentatively", + "Approximate" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "parabolic", + "approximately", + "approximately", + "Approximately", + "Approximately", + "approxim", + "approx", + "aproximadamente", + "pribli", + "Approx", + "aprox", + "approximate", + "approx", + "aproximativ", + "parab", + "roughly", + "par", + "Approximate", + "quadratic", + "approximation", + "approximates", + "istically", + "ximately", + "approximated" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "parabolic", + "Par", + "par", + "parabol", + "Par", + "parab", + "PAR", + "parall", + "approximately", + "par", + "parishes", + "parc", + "Approximately", + "Approximately", + "Paragon", + "parish", + "Parish", + "parro", + "parochial", + "approximately", + "Pars", + "Pars", + "parche", + "Parab", + "parada", + "paralle", + "Parce", + "PAR", + "Parr", + "paran" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "approximately", + "thought", + "time", + "approximation", + "time", + "I", + "Approximately", + "Approximately", + "roughly", + "Time", + "app", + "user", + "Time", + "close", + "thought", + "approximately", + "t", + "times", + "parabolic", + "form", + "approximates", + "This", + "expense", + "app", + "approx", + "pp", + "th", + "For", + "spent", + "research", + "York", + "par" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 128001, + 159142, + 156938, + 161789, + 144979, + 37254, + 32994, + 157588, + 158609, + 28949, + 80245, + 56297, + 61106, + 90332, + 69653, + 84846, + 86257, + 8687, + 6866, + 77513, + 107687, + 115944, + 149261, + 202661, + 217460, + 21768 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 52152, + 63973, + 59346, + 68053, + 47913, + 110271, + 108195, + 63565, + 66181, + 123899, + 99184, + 112827, + 106015, + 115970, + 100108, + 148425, + 81134, + 54075, + 51379, + 31755, + 29155, + 57155, + 62000, + 74644, + 93380, + 20801 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 229522, + 246513, + 246856, + 245358, + 243616, + 4863, + 7320, + 244470, + 246677, + 5425, + 46121, + 38358, + 30982, + 13736, + 9639, + 18675, + 18536, + 2672, + 2231, + 28550, + 90008, + 30076, + 41510, + 20290, + 38880, + 2669 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 223834, + 241030, + 233839, + 232894, + 245508, + 175297, + 59978, + 37349, + 31438, + 102569, + 74626, + 74618, + 121370, + 57012 + ] + }, + { + "label": "oxide", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 186019, + 161165, + 152169, + 182074, + 136976, + 84385, + 85341, + 73568, + 113523, + 84977, + 24609, + 22072, + 13283, + 147132 + ] + }, + { + "label": "scale", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 14124, + 3496, + 6645, + 13531, + 8926, + 30377, + 1657, + 105, + 221, + 793, + 4707, + 7365, + 5640, + 15351 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "parabola", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "compositional", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "film", + "output_checked": true + }, + { + "concept": "determinada", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "an", + "output_checked": true + }, + { + "concept": "voila", + "score": 4.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "contribut", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "film", + "output_checked": true + }, + { + "concept": "hold", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "held", + "output_checked": true + }, + { + "concept": "Gent", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "according", + "output_checked": true + }, + { + "concept": "thereof", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "resented", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "film", + "output_checked": true + }, + { + "concept": "Oxidation", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "described", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "as", + "output_checked": true + }, + { + "concept": "Reaction", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sic", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "law", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "hand", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "in", + "output_checked": true + }, + { + "concept": "thickening", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "piu", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "ede", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "pvc", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "Newborn", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "Something", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "law", + "output_checked": true + }, + { + "concept": "holding", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "innumerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "as", + "output_checked": true + }, + { + "concept": "velvety", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "replete", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "as", + "output_checked": true + }, + { + "concept": "kotlin", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "according", + "output_checked": true + }, + { + "concept": "sustained", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "an", + "output_checked": true + }, + { + "concept": "softener", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "conjectured", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "determinadas", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "as", + "output_checked": true + }, + { + "concept": "PVC", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "descrito", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "as", + "output_checked": true + }, + { + "concept": "atomic", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "react", + "output_checked": true + }, + { + "concept": "MLM", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Chaplain", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "expose", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "asymptotically", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "aproximadamente", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "reaction", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "react", + "output_checked": true + }, + { + "concept": "chemical", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "react", + "output_checked": true + }, + { + "concept": "continues", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "viens", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "sensibility", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Blues", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "facing", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "an", + "output_checked": true + }, + { + "concept": "dynamically", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "emanating", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "film", + "output_checked": true + }, + { + "concept": "focussing", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "vaguely", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "assorted", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "asta", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "Continued", + "output_checked": true + }, + { + "concept": "measured", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cany", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "atoms", + "output_checked": true + }, + { + "concept": "exposed", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "hands", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "heated", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "air", + "output_checked": true + }, + { + "concept": "outermost", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "film", + "output_checked": true + }, + { + "concept": "stoichiometric", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "an", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "an", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "th", + "row", + "ng", + "ther", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "pr", + "text", + "anc", + "tr", + "red", + "ray", + "ative", + "ser", + "ces", + "self", + "years", + "be", + "son", + "ized", + "span", + "ke", + "na" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "rence", + "uq", + "conflicted", + "es", + "assert", + "umeric", + "perk", + "flows", + "ocs", + "enburg", + "pitted", + "decayed", + "validType", + "subsum", + "is", + "ne", + "ner", + "qual", + "ju", + "LI" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "w", + "iv", + "ast", + "one", + "ax", + "ON", + "som", + "vol", + "To", + "mag", + "vi", + "kan", + "necess", + "mit", + "Med", + "utions", + "With", + "suggest", + "deg", + "quick", + "ja", + "usion", + "digital", + "like", + "nie", + "That", + "reduce" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ing", + "ion", + "el", + "l", + "st", + "im", + "g", + "u", + "se", + "if", + "th", + "us", + "ht", + "and", + "ere", + "com", + "ess", + "pe", + "or", + "j", + "pl", + "ch", + "ame", + "ies", + "en", + "int", + "un" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "O", + "g", + "u", + "z", + "he", + "m", + "ic", + "ve", + "ch", + "ht", + "The", + "ha", + "ad", + "The", + "which", + "app", + "xt", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "ays", + "est", + "wo" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "un", + "ere", + "com", + "end", + "ill", + "ex", + "art", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire", + "cc", + "ge" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "id", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "set", + "to", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "ich", + "of", + "equip", + "lid", + "they", + "eat", + "sehen", + "sof", + "wunder", + "e", + "n", + "ers", + "nya", + "reput", + "selection", + "aal", + "liaison", + "evol", + "heer", + "bringen", + "ampio" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "equip", + "aal", + "e", + "s", + "rel", + "depart", + "reput", + "aat", + "imitation", + "EG", + "tentative", + "sof", + "mellow", + "wunder", + "ampio", + "Publicity", + "n", + "ain", + "any", + "ble", + "perfectly", + "slash" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "equip", + "readily", + "fielder", + "substantial", + "aal", + "tentative", + "Tog", + "reput", + "Publicity", + "ecek", + "ain", + "substantially", + "imitation", + "vergang", + "Repositories", + "ampio", + "ameri", + "e", + "any", + "behalf" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "equip", + "tog", + "kowy", + "Tog", + "fielder", + "aal", + "tremendous", + "tentative", + "immense", + "ributor", + "ameri", + "damn", + "er", + "Will", + "declining", + "papan", + "ain", + "increasing" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "immense", + "equip", + "tremendous", + "Tog", + "kowy", + "tog", + "fielder", + "tentative", + "Considerable", + "readily", + "caution", + "slight", + "damn", + "declining", + "profoundly", + "crs", + "ecek", + "Will", + "ributor", + "aal" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "increasing", + "profoundly", + "sigh", + "esas", + "caution", + "continued", + "despicable", + "markedly", + "tentative", + "equip", + "almost", + "vergang", + "dieser", + "unequivocal", + "tremendous", + "scathing", + "continued", + "leisurely" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "of", + "but", + "albeit", + "continued", + "zunehm", + "continued", + "increasing", + "desses", + "sub", + "almost", + "profoundly", + "hereinafter" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "exponential", + "Exponential", + "exponentially", + "predefined", + "mechanisms", + "described", + "modulated", + "successive", + "zunehm", + "characteristics", + "reminiscent", + "Shortly", + "uninterrupted", + "punctuated", + "coupled", + "consecutive", + "exceedingly", + "Lorsque", + "measurable", + "markedly" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "exponential", + "predefined", + "steadily", + "succinct", + "slowly", + "gradually", + "evolving", + "progressively", + "modulated", + "succinctly", + "gradual", + "punctuated", + "described", + "defined", + "measured", + "peculiar", + "spherical", + "exponentially", + "markedly", + "predetermined", + "fluctuating", + "subdued", + "unassuming", + "relatively", + "logarithmic", + "nuanced", + "hindered", + "cyclical", + "peculiarity" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "exponential", + "slightly", + "steady", + "undulating", + "exponentially", + "logarithmic", + "highly", + "varying", + "relatively", + "rapidly", + "remarkably", + "fluctuating", + "linear", + "measured", + "steep", + "markedly", + "strongly", + "accordance", + "predefined", + "proportional", + "accelerating", + "predictable", + "punctuated", + "constant", + "characteristic", + "spherical", + "negligible", + "steadily", + "moderately", + "strikingly", + "steeply", + "nearly" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "exponential", + "curve", + "well", + "nearly", + "predictable", + "second", + "governed", + "varying", + "described", + "approximately", + "slightly", + "typical", + "initially", + "ity", + "near", + "rapidly", + "time", + "nonlinear", + "parabolic", + "initial", + "characteristic", + "curves", + "law", + "exponentially", + "logarithmic", + "modified", + "proportional", + "approximate", + "generally", + "roughly", + "steady", + "poorly" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "curve", + "parabolic", + "approximately", + "curves", + "roughly", + "nonlinear", + "nearly", + "an", + "exponential", + "Curve", + "slightly", + "parabola", + "curved", + "almost", + "second", + "Curve", + "curves", + "curve", + "curvature", + "quadratic", + "hyperbolic", + "Curves", + "exponentially", + "Curved", + "approximate", + "up", + "Approximately", + "roughly", + "law", + "approximately", + "asymptotically", + "quasi" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "parabolic", + "an", + "second", + "secondo", + "zweite", + "p", + "nonlinear", + "up", + "slightly", + "bell", + "parabola", + "roughly", + "Almost", + "podle", + "steeply", + "P", + "Pr", + "Half", + "Par", + "second", + "asymptotically", + "parabol", + "Slightly", + "II", + "segundo", + "Approximately", + "nearly", + "exponential", + "per", + "plateau" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "parabolic", + "roughly", + "approximately", + "roughly", + "Approximately", + "approximately", + "secondo", + "pribli", + "Roughly", + "approx", + "parabol", + "nearly", + "approximate", + "an", + "parabola", + "approx", + "Nearly", + "Approximately", + "aproximadamente", + "approxim", + "ongeveer", + "quasi", + "Nearly", + "Approx", + "pseudo", + "Almost", + "nearly", + "almost", + "second", + "aproximativ" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "approximately", + "parabolic", + "approximately", + "Approximately", + "roughly", + "Approximately", + "Par", + "approx", + "aproximadamente", + "approx", + "Par", + "approximate", + "par", + "par", + "pseudo", + "parabol", + "p", + "nearly", + "approxim", + "pribli", + "Approx", + "roughly", + "Roughly", + "Parish", + "approximates" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "approximately", + "parabolic", + "approximately", + "Approximately", + "roughly", + "Approximately", + "aproximadamente", + "Approx", + "approx", + "approx", + "approxim", + "pribli", + "approximate", + "Par", + "roughly", + "Par", + "nearly", + "Approximate", + "parabol", + "Roughly", + "aprox", + "pseudo", + "approximated", + "aproximativ", + "par", + "Approx" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "parabolic", + "Par", + "par", + "Par", + "PAR", + "parabol", + "PAR", + "opar", + "parab", + "approximately", + "parc", + "par", + "Parish", + "Parc", + "epar", + "Paralympic", + "Parab", + "Parl", + "approximately", + "Parr", + "Parm", + "parishes", + "parall", + "parro", + "parity", + "parli" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "approximately", + "thought", + "time", + "approximation", + "time", + "I", + "Approximately", + "Approximately", + "roughly", + "Time", + "app", + "user", + "Time", + "close", + "thought", + "approximately", + "t", + "times", + "parabolic", + "form", + "approximates", + "This", + "expense", + "app", + "approx", + "pp", + "th", + "For", + "spent", + "research", + "York", + "par" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 16.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "an", + "output_checked": true + }, + { + "concept": "slight", + "score": 13.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "react", + "output_checked": true + }, + { + "concept": "exponential", + "score": 12.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "considerably", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "tenacious", + "score": 7.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "thickness", + "score": 6.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "resulting", + "score": 5.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "film", + "output_checked": true + }, + { + "concept": "various", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "react", + "output_checked": true + }, + { + "concept": "hand", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "unrelenting", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "been", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "exceedingly", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "immersed", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "an", + "output_checked": true + }, + { + "concept": "holding", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "held", + "output_checked": true + }, + { + "concept": "thickening", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "anhyd", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "air", + "output_checked": true + }, + { + "concept": "immense", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "but", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "continuously", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Continued", + "output_checked": true + }, + { + "concept": "progressively", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "increase", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "during", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "as", + "output_checked": true + }, + { + "concept": "elapsed", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "time", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "remarkably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "excessively", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "markedly", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "turbulent", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "air", + "output_checked": true + }, + { + "concept": "subjected", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "an", + "output_checked": true + }, + { + "concept": "reacted", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "gradually", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "reactions", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "react", + "output_checked": true + }, + { + "concept": "increasing", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "according", + "output_checked": true + }, + { + "concept": "substrate", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "reacts", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "react", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "lentement", + "score": 2.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "with", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "disbelief", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "convincing", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "film", + "output_checked": true + }, + { + "concept": "amidst", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "substantial", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "Looking", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "atoms", + "output_checked": true + }, + { + "concept": "annen", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "exponentially", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "Considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "an", + "output_checked": true + }, + { + "concept": "asesin", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "sorely", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "damn", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "film", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "undoubt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "satisfactory", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "film", + "output_checked": true + }, + { + "concept": "inevitable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "exaggerated", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "remarkable", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "arduous", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "film", + "output_checked": true + }, + { + "concept": "tumultuous", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "prolonged", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "law", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "adherent", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-key-concept-traces-v1-seed2/materials/paper-v2-assoc-hot-air-surface-layer-01__grid.png", + "stream": "figures/gemma4-12b-it-key-concept-traces-v1-seed2/materials/paper-v2-assoc-hot-air-surface-layer-01__stream.png", + "trajectory": "figures/gemma4-12b-it-key-concept-traces-v1-seed2/materials/paper-v2-assoc-hot-air-surface-layer-01__trajectory.png", + "emergence": "figures/gemma4-12b-it-key-concept-traces-v1-seed2/materials/paper-v2-assoc-hot-air-surface-layer-01__emergence.png", + "heatmap": "figures/gemma4-12b-it-key-concept-traces-v1-seed2/materials/paper-v2-assoc-hot-air-surface-layer-01__heatmap.png" + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-12b-it-mechanism-name-v1-seed2.json b/jlens_materials/runs/gemma4-12b-it-mechanism-name-v1-seed2.json new file mode 100644 index 0000000000000000000000000000000000000000..258062dfb6394917cac723a2037f1ddc96f6fd41 --- /dev/null +++ b/jlens_materials/runs/gemma4-12b-it-mechanism-name-v1-seed2.json @@ -0,0 +1,149190 @@ +{ + "format_version": 2, + "created_at": "2026-08-25T10:17:41.246115+00:00", + "model": "google/gemma-4-12B-it", + "model_identity": { + "requested_id": "google/gemma-4-12B-it", + "requested_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "model_class": "Gemma4UnifiedForConditionalGeneration", + "config_name_or_path": "google/gemma-4-12B-it", + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-12B-it", + "vocab_size": 262144, + "n_layers": 48, + "d_model": 3840, + "dtype": "bfloat16" + }, + "tag": "gemma4-12b-it-mechanism-name-v1-seed2", + "n_layers": 48, + "d_model": 3840, + "lens_n_prompts": 1000, + "lens_provenance": { + "corpus": { + "dataset": "Salesforce/wikitext", + "kind": "huggingface", + "min_chars": 600, + "records": 1000, + "requested_records": 1000, + "revision": "b08601e04326c79dfdd32d625aee71d232d685c3", + "seed": 2, + "sha256": "1770390b93f2a5a137069ef2387414152bc2123908b38a0baf2db75316b10b7d", + "split": "train", + "subset": "wikitext-103-raw-v1", + "text_field": "text", + "unique_records": 1000 + }, + "created_at": "2026-08-23T19:19:46.791335+00:00", + "dim_batch": 36, + "format_version": 1, + "hub": { + "path_in_repo": "gemma4-12b-it/paper/seed2.pt", + "repo_id": "lamm-mit/gemma4-jacobian-lenses", + "repo_type": "model", + "revision": "main", + "uploaded_at": "2026-08-24T14:49:03.886692+00:00" + }, + "model": { + "config_name_or_path": "google/gemma-4-12B-it", + "d_model": 3840, + "dtype": "bfloat16", + "model_class": "Gemma4UnifiedForConditionalGeneration", + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "n_layers": 48, + "requested_id": "google/gemma-4-12B-it", + "requested_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-12B-it", + "vocab_size": 262144 + }, + "paper_reference": "https://transformer-circuits.pub/2026/workspace/index.html", + "recipe": { + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers.", + "max_seq_len": 128, + "n_fit": 1000, + "name": "paper", + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "target_layer": -2 + }, + "source_layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45 + ], + "target_layer": 46, + "upstream_reference": "lamm-mit/jacobian-lens@581d398613e5602a5af361e1c34d3a92ea82ba8e" + }, + "methodology": { + "recipe": { + "name": "paper", + "n_fit": 1000, + "max_seq_len": 128, + "target_layer": -2, + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers." + }, + "claims_level": "paper-protocol quantitative", + "paper_protocol_complete": true, + "strict_protocol": true, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 50, + "evaluation_max_seq_len": 128, + "generation_max_new_tokens": 1, + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "dtype": "bfloat16", + "layer_stride": 1, + "prompt_source": "prompts/materials-mechanism-name-v1.json", + "swaps_enabled": false, + "swap_alpha": 1.0 + }, + "shapes": [ + "ASSOCIATION" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": { + "ASSOCIATION": { + "n_items": 50, + "minimum_required": 50, + "sufficient_sample": true, + "ks": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "jacobian_lens": { + "pass_at_k": [ + 0.0, + 0.01, + 0.03, + 0.04, + 0.05, + 0.08, + 0.09 + ], + "auc_log_k": 0.0425, + "bootstrap_95": { + "1": { + "mean": 0.0, + "low": 0.0, + "high": 0.0 + }, + "2": { + "mean": 0.01, + "low": 0.0, + "high": 0.03 + }, + "5": { + "mean": 0.03, + "low": 0.0, + "high": 0.07 + }, + "10": { + "mean": 0.04, + "low": 0.01, + "high": 0.08 + }, + "20": { + "mean": 0.05, + "low": 0.01, + "high": 0.09 + }, + "50": { + "mean": 0.08, + "low": 0.03, + "high": 0.13024999999999864 + }, + "100": { + "mean": 0.09, + "low": 0.04, + "high": 0.15 + } + } + }, + "logit_lens": { + "pass_at_k": [ + 0.02, + 0.04, + 0.05, + 0.05, + 0.07, + 0.14, + 0.18 + ], + "auc_log_k": 0.07500000000000002 + } + } + }, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 0, + "n_graded": 0, + "minimum_required": 50, + "sufficient_sample": false, + "protocol_success_rate": null, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [], + "prompts": [ + { + "slug": "mechanism-name-grain-size-strength-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size strengthening 1", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Two specimens of the same alloy receive different heat treatments. The one with much smaller crystallites requires a larger applied stress before permanent deformation begins.", + "prompt_tail": "f the same alloy receive different heat treatments. The one with much smaller crystallites requires a larger applied stress before permanent deformation begins.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size-strength", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 10547, + "best_depth": 59.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 548 + }, + { + "label": "Hall", + "best_rank": 3953, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 595 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "unica", + "odium", + "wadi", + "udi", + "Fountain", + "ahs", + "odi", + "graisse", + "ayani", + "ervo", + "Kodi", + "elli", + "hacerse", + "overheard", + "ayya", + "wit", + "avil", + "arpur", + "rodeo", + "Burbank", + "quilla", + "Beverungen", + "zk", + "Sever", + "avia", + "Toto", + "qat" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "overheard", + "udi", + "ayani", + "anio", + "arpur", + "arita", + "aville", + "ServiceID", + "odi", + "rodeo", + "erver", + "Imperio", + "uded", + "ervo", + "cil", + "avil", + "Kodi", + "alco", + "zki", + "Toto", + "qat", + "iasa", + "Fairbanks" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "udi", + "ayani", + "overheard", + "arita", + "rodeo", + "anio", + "arpur", + "odi", + "aville", + "cil", + "alco", + "uded", + "ervo", + "Imperio", + "ServiceID", + "erver", + "empleados", + "qat", + "ta", + "odil", + "elli" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Europ", + "rehabilitated", + "vesicular", + "mt", + "conferred", + "directors", + "Aluminum" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "gaard", + "Nordstrom", + "Epson", + "Alamos", + "Selangor", + "sever", + "Saigon", + "Rasmussen", + "Sequoia", + "neutral", + "Arbor", + "trimethyl", + "rene", + "lores", + "ters", + "FPR", + "ivities", + "rna", + "Shenzhen", + "Maximum", + "Bangkok", + "Zhejiang" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "Infect", + "rehabilitated", + "Europ", + "vesicular", + "Inflater", + "squares", + "conferred", + "pneumatic", + "calmed", + "mt", + "remotely", + "ductory", + "appealed", + "nye" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "authenticate", + "calmed", + "rehabilitated", + "tesla", + "vesicular", + "directors", + "Aluminum", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "udi", + "ahs", + "wadi", + "anio", + "arita", + "overheard", + "odi", + "ayani", + "aville", + "rodeo", + "ServiceID", + "alco", + "erver", + "cil", + "arpur", + "ta", + "uded", + "empleados", + "odil", + "avil", + "Imperio", + "Kodi", + "ink", + "zki" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "udi", + "quilla", + "wadi", + "ahs", + "erver", + "anio", + "overheard", + "aville", + "cil", + "ayani", + "rodeo", + "Imperio", + "ta", + "ServiceID", + "it", + "odi", + "odil", + "avil", + "uded", + "empleados", + "arpur", + "alco", + "sel", + "Toto" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "flare", + "sociale", + "infect", + "squares", + "Infect", + "mt", + "directors", + "vesicular", + "authenticate", + "pneumatic", + "verder", + "Inflater", + "puis", + "fs", + "Europ", + "conferred", + "rehabilitated", + "tesla", + "director" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "lepas", + "selves", + "ures", + "f", + "dir", + "uette", + "g", + "voila", + "nad", + "digamos", + "itten", + "t", + "dass", + "shore", + "gehend", + "fif", + "certeza", + "ended", + "dac", + "say", + "let", + "bur" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "voila", + "Kalau", + "selves", + "uette", + "g", + "Moreover", + "lepas", + "Depois", + "f", + "ures", + "ief", + "certainly", + "consider", + "hearted", + "digamos", + "ve", + "med", + "certeza", + "hmann", + "sure", + "fif", + "gehend", + "udir" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "s", + "voila", + "g", + "f", + "selves", + "ve", + "digamos", + "do", + "ures", + "med", + "uri", + "dac", + "ff", + "uette", + "gehend", + "de", + "ief", + "sage", + "Kalau", + "lepas", + "particular", + "leve", + "certainly", + "isons", + "ogf" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "sure", + "particular", + "ogf", + "Etc", + "xr", + "mah", + "zeug", + "ief", + "vehement", + "sayang", + "ding", + "selves", + "rg", + "primes", + "ting", + "verse", + "lang", + "instances", + "sensibility", + "da", + "certainly", + "GetInstance", + "g", + "ments" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "lier", + "Etc", + "xr", + "examination", + "sensibility", + "aptitude", + "mah", + "strength", + "lang", + "rade", + "sure", + "assertions", + "ts", + "GetInstance", + "vehement", + "Examine", + "sheep", + "argumento", + "builders", + "Assertion", + "maa" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "xr", + "lier", + "strength", + "nnnn", + "intensive", + "fortitude", + "defensive", + "rrrr", + "Xr", + "affirm", + "def", + "Etc", + "aptitude", + "dud", + "sensibility", + "rrr", + "GetInstance", + "ium", + "rade", + "XK", + "teh", + "assertions", + "porque" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "defensive", + "intensive", + "aptitude", + "krypt", + "softener", + "testers", + "ANIUM", + "shaved", + "faibles", + "sensibility", + "strength", + "discord", + "WRITE", + "psychic", + "DefineConstants", + "stderr", + "ycopg" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "resisting", + "withstand", + "er", + "unequiv", + "undesired", + "Romeo", + "vehement", + "withstood", + "Numerical", + "hesitated", + "bepaalde", + "remarked", + "AAAAAAAA", + "Bz", + "Specification", + "resistenza", + "consequently", + "resisted", + "aptitude", + "heterogeneity", + "Specification", + "solidity", + "radiol", + "MNOP", + "swear" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "resisted", + "resisting", + "resistenza", + "resistencia", + "necesario", + "resist", + "necesitar", + "resistance", + "no", + "required", + "strength", + "Resistance", + "situation", + "and", + "needed", + "resistance", + "needed", + "threshold", + "necesidad", + "required", + "Required", + "Needed", + "Anforderungen", + "sile", + "strength", + "Needed", + "necessitated" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "strength", + "quartzite", + "resisted", + "Strength", + "resistenza", + "Strength", + "strength", + "resisting", + "resistencia", + "stronger", + "Resistance", + "withstand", + "Apl", + "Tolerance", + "resistance", + "harder", + "steels", + "resistente", + "resist", + "Euse", + "stiffer", + "resistance", + "resists", + "imped", + "styr", + "withstood" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "strength", + "stronger", + "Strength", + "Strength", + "Yield", + "Yield", + "strength", + "yield", + "yield", + "quartzite", + "styr", + "harder", + "yielding", + "yielding", + "withstand", + "Resistance", + "stiffer", + "hardness", + "resistencia", + "tougher", + "styr", + "resistenza", + "resistance", + "yields", + "endure", + "ANIUM", + "Tolerance" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "strength", + "Strength", + "Strength", + "strength", + "stronger", + "yield", + "yield", + "Yield", + "Yield", + "yielding", + "yielding", + "resistencia", + "styr", + "Resistance", + "required", + "withstand", + "resistenza", + "stiffer", + "resistance", + "styr", + "tougher", + "streng", + "strengthening", + "kekuatan", + "Limite", + "strengths", + "Resistance" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "strength", + "stronger", + "stress", + "yield", + "yield", + "Yield", + "Strength", + "larger", + "stress", + "Yield", + "Stress", + "stiffer", + "resistencia", + "Strength", + "tougher", + "Stress", + "required", + "resistance", + "strength", + "withstand", + "higher", + "yielded", + "sweeter", + "strain", + "yields", + "weaker", + "resistenza", + "yielding", + "smoother" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "stress", + "strength", + "yield", + "yield", + "Yield", + "Strength", + "Yield", + "Stress", + "Stress", + "stress", + "Strength", + "strength", + "stresses", + "yields", + "yielded", + "strain", + "stre", + "Higher", + "styr", + "higher", + "stronger", + "stre", + "hardness", + "toughness", + "stainless", + "streng", + "Stre" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Yield", + "yield", + "yield", + "Yield", + "Strength", + "stress", + "yields", + "strength", + "Strength", + "Stress", + "yielded", + "strength", + "Stress", + "stress", + "strain", + "Permanent", + "Higher", + "yielding", + "yielding", + "stresses" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "These", + "Thus", + "In", + "They", + "To", + "For", + "It", + "Here", + "Yield", + "We", + "Because", + "There", + "Yes", + "s", + "however", + "If", + "This", + "Since", + "So", + "You", + "When", + "But", + "Starting", + "Usually", + "Specifically", + "Some", + "Deformation", + "ification", + "Each", + "Both", + "deformation" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 205442, + 187296, + 184765, + 6028, + 105253, + 5435, + 5773, + 180218, + 179666, + 4458, + 70529, + 74453, + 54225, + 55971, + 28301, + 10548, + 24812, + 62262, + 37486, + 15915, + 38665, + 21352, + 53009, + 63841, + 87151, + 4506 + ] + }, + { + "label": "Hall", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 97467, + 124858, + 121739, + 62942, + 32543, + 72809, + 71720, + 134870, + 144721, + 90672, + 209825, + 166805, + 185350, + 191375, + 185580, + 192127, + 150058, + 237864, + 186045, + 129322, + 53790, + 21579, + 3954, + 17792, + 38283, + 4132 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 45087, + 55819, + 62001, + 53896, + 60555, + 9977, + 3152, + 549, + 1237, + 4072, + 53670, + 17622, + 32329, + 51042 + ] + }, + { + "label": "Hall", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 22212, + 6749, + 9750, + 17832, + 26423, + 41785, + 136997, + 22199, + 12706, + 2606, + 3461, + 596, + 638, + 1432 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "than", + "score": 7.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "smaller", + "output_checked": true + }, + { + "concept": "unterschiedlich", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "receive", + "output_checked": true + }, + { + "concept": "strength", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "preponder", + "score": 4.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "magnitudes", + "score": 3.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "different", + "output_checked": true + }, + { + "concept": "textArea", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "diferentes", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "commensurate", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "sample", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "specimens", + "output_checked": true + }, + { + "concept": "heavier", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "much", + "output_checked": true + }, + { + "concept": "force", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cuja", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Dynamics", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "worthless", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "specimens", + "output_checked": true + }, + { + "concept": "WndProc", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "softener", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "sacking", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "defensive", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "XMFLOAT", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "resisting", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "resisted", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Samples", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "grunds", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "samples", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "size", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "cohes", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "breakage", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "before", + "output_checked": true + }, + { + "concept": "dont", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "goddess", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "String", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "misma", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "same", + "output_checked": true + }, + { + "concept": "Danger", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "Heath", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "one", + "output_checked": true + }, + { + "concept": "arcade", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "whose", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "amounts", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "different", + "output_checked": true + }, + { + "concept": "mismos", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "same", + "output_checked": true + }, + { + "concept": "Cullen", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "receive", + "output_checked": true + }, + { + "concept": "embossing", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "MNIST", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "same", + "output_checked": true + }, + { + "concept": "normalmente", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "Manipulation", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "nit", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "same", + "output_checked": true + }, + { + "concept": "RED", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "number", + "score": 1.0, + "best_rank": 3, + "best_depth": 91.5, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "jon", + "score": 1.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "Asi", + "score": 1.0, + "best_rank": 4, + "best_depth": 76.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "Needed", + "score": 1.0, + "best_rank": 4, + "best_depth": 83.0, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "scrutiny", + "score": 1.0, + "best_rank": 6, + "best_depth": 72.3, + "near_token": "begins", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "th", + "ers", + "yst", + "inter", + "pr", + "anc", + "ey", + "tr", + "pect", + "red", + "ray", + "be", + "son", + "eb", + "ized", + "na", + "ters", + "roll", + "section", + "ler", + "ny", + "return", + "max", + "si", + "time", + "gen" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "es", + "ie", + "comp", + "az", + "ner", + "br", + "son", + "ization", + "sl", + "qual", + "sav", + "ju", + "ec", + "rence", + "pes", + "elegant", + "sap", + "multif", + "sst", + "perk", + "inci", + "yards", + "osof" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "al", + "ere", + "j", + "ust", + "ib", + "one", + "te", + "iew", + "ild", + "ound", + "left", + "itt", + "ON", + "cept", + "ict", + "ices", + "uring", + "raph", + "ext", + "ke", + "ij", + "eb", + "som", + "arn", + "mark", + "mathb", + "partic", + "da" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "en", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "du", + "ge", + "ber", + "row", + "St", + "pr", + "mathrm", + "de", + "col", + "und" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "m", + "de", + "ch", + "qu", + "pro", + "ity", + "le", + "ha", + "from", + "ad", + "which", + "com", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "who", + "ric", + "rib", + "oint", + "mask" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "he", + "re", + "en", + "at", + "an", + "it", + "is", + "le", + "ion", + "as", + "ent", + "n", + "ol", + "ig", + "ur", + "de", + "ay", + "ch", + "qu", + "ir", + "ly", + "ra", + "un", + "ri", + "pro", + "ere", + "com", + "pe", + "end", + "ill" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "D" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "ord", + "St", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "n", + "ers", + "of", + "photograph", + "evol", + "heer", + "wunder", + "e", + "s", + "ature", + "son", + "selection", + "eat", + "liaison", + "sehen", + "sof", + "bringen", + "garnished", + "Publicity", + "rel", + "equip" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "e", + "s", + "rel", + "of", + "aal", + "evol", + "wunder", + "n", + "ers", + "ature", + "equip", + "has", + "ble", + "youtu", + "eat", + "successfully", + "sof", + "slightly", + "ameri", + "Publicity" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "substantial", + "readily", + "substantially", + "e", + "garanti", + "ameri", + "Will", + "immense", + "tanti", + "er", + "outrage", + "reliance", + "Publicity", + "equip", + "damn", + "aal", + "appellate", + "ecek", + "lsulfanyl", + "rel" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "er", + "readily", + "tog", + "fielder", + "B", + "immense", + "damn", + "ameri", + "com", + "outrage", + "and", + "substantial", + "kowy", + "Will", + "decreasing", + "PA", + "aal", + "Considerable", + "overcome", + "evas", + "of", + "ributor", + "substantially", + "attacker" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "immense", + "damn", + "tog", + "Considerable", + "outrage", + "fielder", + "tremendous", + "readily", + "considerably", + "ameri", + "Will", + "impending", + "slightly", + "hindrance", + "substantial", + "demise", + "PA", + "er", + "caution", + "attacker", + "com", + "overcome", + "similar" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "because", + "substantially", + "considerably", + "damn", + "of", + "markedly", + "or", + "substantial", + "slightly", + "reprim", + "whereas", + "accepted", + "because", + "increased", + "of", + "significantly", + "stantially", + "immense", + "obtainable", + "Considerable", + "caution", + "appreciable", + "Verteid" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "because", + "because", + "increased", + "increased", + "stronger", + "stiffer", + "markedly", + "compared", + "Because", + "of", + "significantly", + "more", + "substantially", + "but", + "daha", + "Because", + "BECAUSE", + "harsher", + "whereas", + "greater", + "decreased" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "increased", + "increased", + "markedly", + "comparatively", + "increase", + "greater", + "decreased", + "significantly", + "considerably", + "substantially", + "because", + "increase", + "more", + "higher", + "decrease", + "increases", + "relatively", + "somewhat", + "drastically", + "stronger", + "surpassing", + "lessened", + "a", + "when", + "resulting" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "increased", + "greater", + "stronger", + "significantly", + "comparatively", + "markedly", + "higher", + "decreased", + "tougher", + "increase", + "increases", + "lessened", + "tighter", + "decrease", + "decreases", + "stiffer", + "more", + "requires", + "requirement", + "considerably", + "toughness", + "increased", + "required", + "stricter", + "reduced", + "fewer", + "harder", + "noticeably", + "consequently", + "Increased", + "resisting", + "dramatically" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "more", + "greater", + "requirement", + "stronger", + "significantly", + "requiring", + "resistant", + "demanding", + "required", + "requires", + "resilient", + "higher", + "comparatively", + "tougher", + "increased", + "resisting", + "stiffer", + "relatively", + "threshold", + "subjected", + "than", + "different", + "noticeably", + "marginally", + "considerable", + "considerably", + "markedly", + "slightly", + "harder", + "remarkably", + "tenacious", + "stubbornly" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "requires", + "harder", + "required", + "require", + "resistance", + "resistant", + "requiring", + "tougher", + "resisting", + "stiffer", + "resists", + "stronger", + "minimum", + "necessitates", + "needed", + "requirement", + "resilient", + "withstand", + "necessary", + "need", + "resisted", + "more", + "requirements", + "threshold", + "resilience", + "resist", + "necessitate", + "greater", + "tensile", + "steadfast", + "subjected", + "needing" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "harder", + "resistance", + "tensile", + "tougher", + "resistenza", + "resist", + "resists", + "toughness", + "resisting", + "more", + "stiffer", + "strength", + "withstand", + "resisted", + "higher", + "requires", + "threshold", + "resistencia", + "stronger", + "stiffness", + "hardness", + "required", + "resistant", + "require", + "needed", + "tough", + "initiation", + "start", + "onset" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "resistance", + "yield", + "resistenza", + "more", + "yield", + "Yield", + "higher", + "harder", + "stiffer", + "strain", + "resistencia", + "strength", + "Yield", + "Resistance", + "resistance", + "resist", + "stronger", + "resisted", + "stress", + "daha", + "resisting", + "resists", + "Resistance", + "withstand", + "yielding" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "strength", + "yield", + "stronger", + "yield", + "Yield", + "resistance", + "Yield", + "strength", + "yielding", + "required", + "higher", + "Strength", + "Strength", + "resistenza", + "plastic", + "plastic", + "yields", + "yielded", + "resisting", + "resistencia", + "Resistance", + "higher", + "needed", + "require", + "harder" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "stronger", + "larger", + "yield", + "higher", + "yield", + "stress", + "strength", + "bigger", + "yielding", + "greater", + "Yield", + "stiffer", + "Yield", + "Larger", + "higher", + "more", + "yielded", + "stress", + "Strength", + "larger", + "tougher", + "applied", + "Higher", + "Larg", + "resisting", + "yields", + "strength", + "Stress" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "yield", + "stress", + "higher", + "strength", + "yield", + "Yield", + "Yield", + "stronger", + "yielding", + "Stress", + "yields", + "Stress", + "yielded", + "Strength", + "stresses", + "stress", + "higher", + "larger", + "stres", + "Strength", + "Higher", + "Stre", + "stressed", + "strength", + "stre", + "applied", + "Stre", + "strengthens" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "yield", + "yield", + "Yield", + "Yield", + "yields", + "yielded", + "stress", + "yielding", + "Strength", + "strength", + "yielding", + "higher", + "y", + "higher", + "Stre", + "Strength", + "Y", + "Stress", + "stre", + "stress", + "Permanent" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "These", + "Thus", + "In", + "They", + "To", + "For", + "It", + "Here", + "Yield", + "We", + "Because", + "There", + "Yes", + "s", + "however", + "If", + "This", + "Since", + "So", + "You", + "When", + "But", + "Starting", + "Usually", + "Specifically", + "Some", + "Deformation", + "ification", + "Each", + "Both", + "deformation" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 19.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "more", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "substantially", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "been", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "identical", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "receive", + "output_checked": true + }, + { + "concept": "sized", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "different", + "output_checked": true + }, + { + "concept": "grain", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "impending", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "Because", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "increased", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "type", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "same", + "output_checked": true + }, + { + "concept": "whose", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "one", + "output_checked": true + }, + { + "concept": "than", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "smaller", + "output_checked": true + }, + { + "concept": "temperature", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "onset", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "amount", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "different", + "output_checked": true + }, + { + "concept": "voltage", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "higher", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "much", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "slight", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "same", + "output_checked": true + }, + { + "concept": "engend", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "noticeably", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "smaller", + "output_checked": true + }, + { + "concept": "subjected", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "one", + "output_checked": true + }, + { + "concept": "fewer", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "achieving", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "before", + "output_checked": true + }, + { + "concept": "that", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "specimens", + "output_checked": true + }, + { + "concept": "greater", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "much", + "output_checked": true + }, + { + "concept": "becoming", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "before", + "output_checked": true + }, + { + "concept": "stresses", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "harder", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "breaking", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "before", + "output_checked": true + }, + { + "concept": "diameter", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "smaller", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "specimens", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "convincing", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "treatments", + "output_checked": true + }, + { + "concept": "bers", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "one", + "output_checked": true + }, + { + "concept": "sogen", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "much", + "output_checked": true + }, + { + "concept": "somebody", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "meager", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "respective", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "specimens", + "output_checked": true + }, + { + "concept": "subjecting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "elucid", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "much", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "smaller", + "output_checked": true + }, + { + "concept": "slowdown", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "enough", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "Interestingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "may", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "same", + "output_checked": true + }, + { + "concept": "excessively", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "undesired", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "Surprisingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "much", + "output_checked": true + }, + { + "concept": "markedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "because", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "when", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "unequal", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "different", + "output_checked": true + }, + { + "concept": "undergone", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "reduced", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "smaller", + "output_checked": true + }, + { + "concept": "decrease", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "requirement", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "imposed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "irreversible", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "deformation", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-01__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-01__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-01__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-01__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-01__heatmap.png" + } + }, + { + "slug": "mechanism-name-grain-size-strength-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size strengthening 2", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A polycrystalline metal is processed until its average crystallite diameter is reduced by half. Its resistance to the onset of plastic flow increases.", + "prompt_tail": "A polycrystalline metal is processed until its average crystallite diameter is reduced by half. Its resistance to the onset of plastic flow increases.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size-strength", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " resistance", + "generated_token_ids": [ + 8047 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 15817, + "best_depth": 59.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 1049 + }, + { + "label": "Hall", + "best_rank": 14217, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 1643 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "odium", + "unica", + "wadi", + "ahs", + "udi", + "odi", + "ervo", + "elli", + "hacerse", + "Kodi", + "ayya", + "Beverungen", + "wit", + "ayani", + "ilah", + "Burbank", + "avil", + "iber", + "inking", + "Sever", + "avia", + "overheard", + "zk", + "opa", + "Fountain" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "udi", + "ayani", + "overheard", + "anio", + "aville", + "ServiceID", + "arpur", + "arita", + "rodeo", + "odi", + "Imperio", + "erver", + "avil", + "Kodi", + "uded", + "cil", + "iasa", + "alco", + "zki", + "ervo", + "Fairbanks", + "zk", + "odil" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "Fountain", + "graisse", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "rodeo", + "overheard", + "udi", + "ayani", + "Kodi", + "arpur", + "aville", + "odi", + "uded", + "avil", + "ServiceID", + "ervo", + "qat", + "Imperio", + "odil", + "zki", + "ayya", + "elli", + "zk", + "erver", + "arita", + "ekw" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "rodeo", + "odi", + "arita", + "Imperio", + "anio", + "aville", + "ServiceID", + "erver", + "cil", + "Kodi", + "arpur", + "ta", + "zk", + "uded", + "odil", + "ervo", + "iasa", + "avia", + "mith" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "wadi", + "odium", + "Fountain", + "rodeo", + "overheard", + "arpur", + "ta", + "Gra", + "elle", + "Silver", + "unica", + "zk", + "Burbank", + "ayya", + "elli", + "sever", + "sova", + "TH", + "tox", + "Pasadena", + "erver", + "lova", + "anedi", + "Makita", + "qat", + "Silver" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "Infect", + "squares", + "rehabilitated", + "Europ", + "Inflater", + "pneumatic", + "vesicular", + "calmed", + "conferred", + "Adriatic", + "videre", + "tesla", + "mt", + "directors" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "authenticate", + "calmed", + "rehabilitated", + "vesicular", + "Aluminum", + "tesla", + "directors", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "wadi", + "udi", + "arita", + "ahs", + "anio", + "overheard", + "ayani", + "rodeo", + "aville", + "odi", + "ServiceID", + "alco", + "uded", + "erver", + "cil", + "arpur", + "ta", + "empleados", + "odil", + "Imperio", + "Kodi", + "zki", + "avil", + "ink" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "ahs", + "quilla", + "wadi", + "udi", + "anio", + "erver", + "cil", + "overheard", + "aville", + "ayani", + "Imperio", + "ServiceID", + "odi", + "rodeo", + "ta", + "odil", + "arpur", + "it", + "uded", + "empleados", + "avil", + "alco", + "sel", + "zki" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "flare", + "sociale", + "infect", + "Infect", + "squares", + "mt", + "directors", + "pneumatic", + "vesicular", + "authenticate", + "Inflater", + "verder", + "tesla", + "Europ", + "puis", + "conferred", + "rehabilitated", + "fs" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "ures", + "Moreover", + "t", + "uri", + "f", + "selves", + "eness", + "og", + "dir", + "gehend", + "nad", + "ve", + "night", + "moreover", + "en", + "lepas", + "ended", + "Moreover", + "bulb", + "ively" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "Moreover", + "med", + "uri", + "voila", + "ures", + "Kalau", + "tyle", + "ve", + "Furthermore", + "Moreover", + "certainly", + "ulnerable", + "selves", + "gehend", + "urious", + "differenza", + "s", + "g", + "fif" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "s", + "uri", + "Moreover", + "ures", + "ve", + "voila", + "selves", + "Kalau", + "gehend", + "sage", + "tyle", + "particular", + "rad", + "certainly", + "digamos", + "urious", + "g", + "f", + "dac", + "de", + "sur", + "moreover" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "particular", + "Moreover", + "Etc", + "uri", + "ulnerable", + "urious", + "Moreover", + "imperative", + "ures", + "selves", + "ogf", + "voila", + "detriment", + "dire", + "differenza", + "dac", + "rischi", + "proverbial", + "sayang", + "certainly", + "night", + "icule", + "defens" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "assertions", + "gesellschaft", + "xr", + "argumento", + "actitud", + "builders", + "sensibility", + "differenza", + "ebok", + "porque", + "imperative", + "kong", + "mah", + "ulnerable", + "examination" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "defensive", + "Measure", + "assertions", + "teh", + "stderr", + "novedad", + "additive", + "eur", + "sensibility", + "intensive", + "FK", + "novelty", + "Romeo", + "aptitude", + "homer", + "ANSWER", + "XK", + "succeeds", + "psicologia", + "WRITE", + "xr" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "additive", + "Measure", + "securityMarks", + "defensive", + "psychic", + "stderr", + "psicologia", + "PLOAD", + "marble", + "WRITE", + "assertions", + "homer", + "ANSWER", + "novedad", + "softener", + "cipher", + "hypogly", + "therapeutics", + "estand" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "aptitude", + "Notas", + "remarked", + "Numerical", + "Tetrahedron", + "ANSWER", + "lemonade", + "incendio", + "psicologia", + "buoyancy", + "complexion", + "Bz", + "psi", + "qualitatively", + "Mutation", + "Decrease", + "Angaben", + "consequently", + "gdy", + "detriment", + "Gnome", + "gdf", + "Notas" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "resiliency", + "susceptibility", + "resisting", + "quartzite", + "resistance", + "saber", + "resistencia", + "resist", + "resisted", + "gdy", + "fortitude", + "resistenza", + "aggressiveness", + "combate", + "tenacity", + "withstand", + "Resistance", + "consecuencia", + "reluctance", + "roso", + "continuidad", + "UFC", + "resistente", + "readystatechange", + "criterion", + "htm", + "endure" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "resistance", + "resistencia", + "Resistance", + "Resistance", + "resisting", + "resistenza", + "resistances", + "resistance", + "resisted", + "resistente", + "resist", + "resists", + "resistentes", + "resistivity", + "Resist", + "resistant", + "resistive", + "resistencias", + "withstand", + "reluctance", + "resiliency", + "susceptibility", + "withstood", + "Against", + "Resultado", + "reluctant", + "Opposition" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "resistance", + "resistencia", + "Resistance", + "Resistance", + "resistance", + "resistenza", + "resistances", + "resistentes", + "resistivity", + "resisting", + "resistente", + "Resist", + "resisted", + "resistive", + "Opposition", + "resistant", + "resist", + "resistencias", + "resiliency", + "resists", + "quartzite", + "Yield", + "Opposition", + "endurance", + "UFC", + "resilient" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "resistance", + "Resistance", + "resistencia", + "Resistance", + "resistance", + "resistenza", + "resistant", + "resistente", + "Resist", + "resistentes", + "resist", + "resisted", + "resisting", + "resistances", + "resistivity", + "resistive", + "resist", + "resistencias", + "resists", + "Resistant", + "odpor", + "resilience", + "resistant", + "resiliency", + "resilient" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "resistance", + "Resistance", + "resistance", + "Resistance", + "resistencia", + "resistenza", + "resistances", + "resist", + "resistant", + "resisted", + "Resist", + "resisting", + "resistente", + "resist", + "ISTANCE", + "resistentes", + "resistencias", + "odpor", + "resistant", + "resistive", + "resists", + "istance", + "resistivity", + "plastic" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "resistance", + "Resistance", + "resistance", + "Resistance", + "resistencia", + "resistenza", + "ISTANCE", + "resistances", + "resist", + "plastic", + "resistentes", + "resisted", + "plastic", + "plasticity", + "resist", + "istance", + "resistivity", + "resistant", + "resisting", + "Resist", + "Plastic", + "resilience", + "resistive", + "odpor", + "resistente" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "resistance", + "Resistance", + "resistencia", + "Resistance", + "resistance", + "resistenza", + "plastic", + "resistentes", + "resistances", + "plastic", + "resistant", + "resistente", + "odpor", + "ON", + "plasticity", + "plastics", + "Plastic", + "ISTANCE", + "resist", + "specialises", + "resistant", + "oplastic" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "resistance", + "Resistance", + "resistance", + "Resistance", + "plastic", + "astically", + "other", + "thought", + "Plastic", + "yield", + "Plastic", + "its", + "Brunswick", + "plastic", + "Y", + "offer", + "York", + "increase", + "the", + "poses", + "new", + "work" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 223825, + 187524, + 191101, + 187091, + 191361, + 5362, + 5695, + 178542, + 180674, + 4683, + 55065, + 61488, + 37430, + 30566, + 28088, + 15818, + 28673, + 46149, + 38048, + 28239, + 41603, + 30298, + 81462, + 117207, + 122780, + 61794 + ] + }, + { + "label": "Hall", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 66486, + 123643, + 115734, + 120841, + 53679, + 70034, + 72363, + 132107, + 136730, + 84879, + 182051, + 158000, + 171783, + 191516, + 168055, + 99264, + 99739, + 174851, + 151534, + 77477, + 19623, + 16560, + 14218, + 39035, + 12581, + 131 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 44275, + 60370, + 60086, + 66139, + 110682, + 14488, + 24987, + 1050, + 1431, + 3199, + 11771, + 8986, + 23364, + 96660 + ] + }, + { + "label": "Hall", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 21545, + 11105, + 9186, + 36515, + 36414, + 39421, + 142423, + 19869, + 14083, + 26734, + 8345, + 1644, + 8201, + 7982 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "reduction", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "deformation", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "incremento", + "score": 4.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "by", + "output_checked": true + }, + { + "concept": "softener", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "diameter", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 3.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "resistance", + "output_checked": true + }, + { + "concept": "proverbial", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "onset", + "output_checked": true + }, + { + "concept": "halved", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "size", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "Sentinel", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "ToBe", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "reduced", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "NOT", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "is", + "output_checked": true + }, + { + "concept": "MgO", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "processed", + "output_checked": true + }, + { + "concept": "acne", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Numeric", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "annum", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "by", + "output_checked": true + }, + { + "concept": "lunatic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "onset", + "output_checked": true + }, + { + "concept": "Approximately", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "reduced", + "output_checked": true + }, + { + "concept": "intentos", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "aptitude", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "determinada", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "is", + "output_checked": true + }, + { + "concept": "resiliency", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "iodide", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "polycrystallin", + "output_checked": true + }, + { + "concept": "canalicul", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "is", + "output_checked": true + }, + { + "concept": "durchschnitt", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "is", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "likely", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "is", + "output_checked": true + }, + { + "concept": "machining", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "grain", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "viens", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "manner", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "half", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "contrario", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "dud", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "additive", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "candied", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "polycrystallin", + "output_checked": true + }, + { + "concept": "Contour", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "until", + "output_checked": true + }, + { + "concept": "decrease", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Dac", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "diameter", + "output_checked": true + }, + { + "concept": "diastere", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "polycrystallin", + "output_checked": true + }, + { + "concept": "metade", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "half", + "output_checked": true + }, + { + "concept": "sebesar", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "totalling", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "average", + "output_checked": true + }, + { + "concept": "numeral", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "half", + "output_checked": true + }, + { + "concept": "magnitudes", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "wrinkle", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "tuk", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "reduced", + "output_checked": true + }, + { + "concept": "MenuInflater", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Zon", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "until", + "output_checked": true + }, + { + "concept": "fif", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "determinado", + "score": 1.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "increases", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "th", + "ers", + "res", + "row", + "ne", + "yst", + "inter", + "pr", + "text", + "set", + "anc", + "ey", + "der", + "very", + "tr", + "sh", + "pect", + "red", + "ray", + "ative", + "ces", + "equ", + "self", + "be", + "log", + "son", + "eb", + "span" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "es", + "comp", + "uq", + "pitted", + "conflicted", + "Habsburg", + "ner", + "ization", + "sl", + "lar", + "qual", + "assert", + "soft", + "ju", + "rence", + "esh", + "Which", + "stem" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "one", + "che", + "ound", + "red", + "ning", + "want", + "tem", + "som", + "mark", + "RO", + "There", + "oot", + "thing", + "mag", + "ump", + "ably", + "kan", + "yang", + "ware", + "igned", + "ambda", + "That", + "mit", + "Med", + "utions", + "needs", + "suggest", + "q", + "separ", + "quick" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "l", + "im", + "g", + "se", + "if", + "us", + "ht", + "ere", + "com", + "ess", + "pe", + "j", + "pl", + "ies", + "int", + "ich", + "able", + "ast", + "ip", + "ite", + "ge", + "ph", + "ep" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ic", + "ve", + "ch", + "ter", + "W", + "The", + "ha", + "ad", + "ign", + "ens", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "ystem", + "ays", + "est", + "wo", + "who", + "rib" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "un", + "ere", + "com", + "end", + "ill", + "ex", + "rom", + "art", + "this", + "iz", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res", + "D" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel", + "tern", + "mo" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "of", + "n", + "eat", + "heer", + "wunder", + "sina", + "e", + "lid", + "selection", + "aal", + "aat", + "evol", + "sof", + "Ils", + "Publicity", + "modulation", + "ers", + "ature", + "son", + "they" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "e", + "s", + "rel", + "aal", + "aat", + "remember", + "evol", + "slightly", + "er", + "equip", + "slash", + "administrator", + "technically", + "grandfather", + "youtu", + "eat", + "imitation", + "successfully", + "sof", + "unbounded", + "heer", + "devenu" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "substantially", + "substantial", + "e", + "fielder", + "considerably", + "aat", + "reliance", + "ameri", + "er", + "behalf", + "immense", + "Tog", + "slash", + "aal", + "imitation", + "Repositories", + "rique", + "slightly", + "s", + "rel", + "equip", + "considerable", + "colabor", + "pah" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "er", + "tog", + "readily", + "ameri", + "substantial", + "substantially", + "Tog", + "immense", + "fielder", + "considerably", + "markedly", + "iya", + "Considerable", + "demise", + "decreasing", + "declining", + "increasing", + "ributor", + "kowy", + "attacker", + "outrage", + "administr", + "tremendous", + "lichkeit", + "exceedingly", + "dictator", + "appro", + "equip", + "aal" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "considerably", + "tog", + "markedly", + "substantial", + "Considerable", + "substantially", + "Tog", + "iya", + "immense", + "demise", + "declining", + "bunun", + "er", + "ameri", + "fielder", + "administr", + "tremendous", + "lichkeit", + "readily", + "decreasing", + "hindrance", + "slightly", + "accepted", + "similar", + "prohibit", + "hefty", + "elated", + "equip" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "substantially", + "markedly", + "because", + "also", + "considerably", + "increase", + "concomitant", + "substantial", + "bunun", + "ameri", + "of", + "obtain", + "increase", + "associated", + "elated", + "dictator", + "profoundly", + "obtainable", + "appreciably", + "notoriety", + "significantly", + "increased" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "because", + "because", + "markedly", + "concomitant", + "increased", + "Because", + "Because", + "substantially", + "associated", + "termed", + "significantly", + "increase", + "but", + "of", + "associated", + "considerably", + "tantamount", + "resulting", + "profoundly", + "increased", + "similar", + "increase", + "attributed", + "concomit", + "S", + "criticized", + "referred" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "increase", + "markedly", + "increase", + "increased", + "increased", + "significantly", + "decrease", + "decreased", + "resulting", + "of", + "substantially", + "considerably", + "decrease", + "increases", + "decreases", + "resultant", + "Decrease", + "associated", + "decreasing", + "drastically", + "increasing", + "increases", + "resulting", + "Increase" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "increased", + "increase", + "significantly", + "markedly", + "increases", + "decrease", + "decreased", + "increase", + "increased", + "decreases", + "lessened", + "improved", + "Increased", + "noticeably", + "INCREASE", + "Increase", + "increasing", + "considerably", + "heightened", + "worsening", + "enhanced", + "greater", + "substantially", + "Increases", + "invigor", + "higher", + "stronger", + "diminished" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "increased", + "significantly", + "increase", + "markedly", + "noticeably", + "decrease", + "remarkably", + "greater", + "increases", + "increasing", + "ability", + "decreased", + "relatively", + "apparent", + "comparatively", + "overall", + "decreases", + "substantially", + "consequently", + "observed", + "capability", + "resisting", + "slightly", + "considerable", + "resultant", + "susceptibility", + "considerably", + "stubbornly", + "more", + "noticeable", + "intensified", + "strikingly" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "resistance", + "resisting", + "resistant", + "willingness", + "susceptibility", + "reluctance", + "resistance", + "ability", + "increased", + "tendency", + "resilience", + "resultant", + "onset", + "resistive", + "withstand", + "stiffness", + "resists", + "propensity", + "increase", + "resisted", + "resistenza", + "overall", + "resist", + "steadfast", + "threshold", + "perceived", + "rigidity", + "resiliency", + "significantly", + "resilient" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "resistance", + "resisting", + "resistance", + "resistenza", + "resistencia", + "resist", + "resists", + "Resistance", + "Resistance", + "resistant", + "resisted", + "resist", + "resistive", + "resistances", + "Resist", + "resistivity", + "resistant", + "resistente", + "resistentes", + "reluctance", + "Resistant", + "withstand", + "resilience" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "resistance", + "resistance", + "Resistance", + "resistenza", + "Resistance", + "resistencia", + "resist", + "resisting", + "resistant", + "resists", + "resist", + "resisted", + "resistive", + "resistant", + "r", + "Resist", + "resistente", + "Resistant", + "resistentes", + "resistencias", + "R", + "its" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "resistance", + "Resistance", + "resistance", + "Resistance", + "resistencia", + "resistenza", + "resist", + "resistant", + "resist", + "resisting", + "Resist", + "resistant", + "resisted", + "resists", + "resistentes", + "resistente", + "resistencias", + "resistances", + "Resistant", + "resistive", + "odpor", + "resistivity" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "resistance", + "resistance", + "Resistance", + "Resistance", + "resistencia", + "resistenza", + "resist", + "resisting", + "resistances", + "resist", + "resistant", + "resisted", + "Resist", + "resistant", + "resistente", + "resistive", + "resists", + "resistencias", + "resistentes", + "Resistant", + "odpor" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "resistance", + "resistance", + "Resistance", + "Resistance", + "resistencia", + "resistenza", + "resisting", + "resist", + "resist", + "resistances", + "resistant", + "Resist", + "resisted", + "resistant", + "resistente", + "resistive", + "resistentes", + "resists", + "istance", + "resistencias", + "resistivity" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "resistance", + "Resistance", + "Resistance", + "resistance", + "resistencia", + "resistenza", + "resistant", + "resisting", + "resist", + "resist", + "resistances", + "resisted", + "resistentes", + "Resist", + "resistente", + "resistant", + "resists", + "Resistant", + "RES", + "plastic" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "resistance", + "Resistance", + "resistance", + "Resistance", + "plastic", + "astically", + "other", + "thought", + "Plastic", + "yield", + "Plastic", + "its", + "Brunswick", + "plastic", + "Y", + "offer", + "York", + "increase", + "the", + "poses", + "new", + "work" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 17.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "its", + "output_checked": true + }, + { + "concept": "considerably", + "score": 8.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "polycrystallin", + "output_checked": true + }, + { + "concept": "approximately", + "score": 8.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "reduced", + "output_checked": true + }, + { + "concept": "processing", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "processed", + "output_checked": true + }, + { + "concept": "deformation", + "score": 7.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "decrease", + "score": 6.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "resistance", + "output_checked": true + }, + { + "concept": "substantially", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "reduced", + "output_checked": true + }, + { + "concept": "declining", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "resistance", + "output_checked": true + }, + { + "concept": "reduction", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "resultant", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "halved", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "half", + "output_checked": true + }, + { + "concept": "ameri", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "is", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "by", + "output_checked": true + }, + { + "concept": "immense", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "half", + "output_checked": true + }, + { + "concept": "impending", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "respective", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "progressively", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "increased", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "achieved", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "alloy", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "own", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "its", + "output_checked": true + }, + { + "concept": "repeatedly", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "grain", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "somebody", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "effectuer", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "to", + "output_checked": true + }, + { + "concept": "etre", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "damn", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "half", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "been", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "reduced", + "output_checked": true + }, + { + "concept": "terhadap", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "these", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "sogenannte", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "processed", + "output_checked": true + }, + { + "concept": "oftentimes", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "until", + "output_checked": true + }, + { + "concept": "continually", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "resulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "subjected", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "materials", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "become", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "until", + "output_checked": true + }, + { + "concept": "innerhalb", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "specified", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "toyota", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "transparency", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "polycrystallin", + "output_checked": true + }, + { + "concept": "such", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "extensively", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "processed", + "output_checked": true + }, + { + "concept": "appreciable", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "initiated", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "processes", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "processed", + "output_checked": true + }, + { + "concept": "into", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "processed", + "output_checked": true + }, + { + "concept": "significantly", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "working", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "sizes", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "size", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "ability", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "initiation", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "crystallization", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "melting", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "crystallinity", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "resistivity", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "resistance", + "output_checked": true + }, + { + "concept": "pero", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "A", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-02__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-02__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-02__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-02__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-02__heatmap.png" + } + }, + { + "slug": "mechanism-name-grain-size-strength-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size strengthening 3", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "An ultrafine-grained steel yields at a higher stress than a coarse-grained specimen with the same composition and phase fractions.", + "prompt_tail": "An ultrafine-grained steel yields at a higher stress than a coarse-grained specimen with the same composition and phase fractions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size-strength", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 10127, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 479 + }, + { + "label": "Hall", + "best_rank": 659, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 46 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Novo", + "enraged", + "nf", + "rhenium", + "onaldo", + "nginx", + "eden", + "dbcontext", + "hatchback", + "maven", + "adulti", + "Ukrain", + "belli", + "appet", + "stung", + "pierwszej", + "Outlook", + "nginx", + "monopolist", + "superman", + "magnesium", + "lere" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "rodeo", + "aville", + "ServiceID", + "arpur", + "odi", + "Imperio", + "Kodi", + "anio", + "arita", + "avil", + "uded", + "erver", + "zki", + "cil", + "ervo", + "Toto", + "iasa", + "Fairbanks" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "overheard", + "udi", + "ayani", + "arita", + "rodeo", + "anio", + "aville", + "arpur", + "odi", + "ServiceID", + "alco", + "erver", + "ervo", + "Imperio", + "uded", + "ta", + "odil", + "cil", + "qat", + "avil", + "Kodi", + "zk" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Inflater", + "rehabilitated", + "Europ", + "vesicular", + "mt", + "conferred", + "Aluminum", + "tesla" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Fountain", + "odium", + "rodeo", + "quilla", + "ta", + "lova", + "arpur", + "tox", + "sever", + "wadi", + "Selangor", + "graisse", + "annya", + "uded", + "overheard", + "tery", + "omba", + "arita", + "Sever", + "Thunderbird", + "Maldonado", + "Gra", + "Sever", + "elle", + "ushima", + "poved" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "Infect", + "rehabilitated", + "Europ", + "vesicular", + "Inflater", + "squares", + "conferred", + "pneumatic", + "calmed", + "mt", + "remotely", + "ductory", + "appealed", + "nye" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "squares", + "Inflater", + "authenticate", + "pneumatic", + "calmed", + "rehabilitated", + "vesicular", + "tesla", + "directors", + "Aluminum", + "mt", + "conferred" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "udi", + "arita", + "ahs", + "wadi", + "anio", + "overheard", + "aville", + "odi", + "ayani", + "rodeo", + "cil", + "ServiceID", + "alco", + "uded", + "erver", + "odil", + "arpur", + "ta", + "empleados", + "avil", + "Imperio", + "Kodi", + "ink", + "zki" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "wadi", + "udi", + "quilla", + "ahs", + "anio", + "overheard", + "erver", + "ayani", + "Imperio", + "aville", + "cil", + "rodeo", + "uded", + "ServiceID", + "it", + "odi", + "odil", + "ta", + "sel", + "empleados", + "arpur", + "alco", + "Toto", + "rekening" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "infect", + "flare", + "squares", + "vesicular", + "directors", + "Infect", + "mt", + "pneumatic", + "puis", + "authenticate", + "conferred", + "verder", + "rehabilitated", + "Inflater", + "tesla", + "director", + "chartered", + "heen" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "gehend", + "manner", + "brid", + "haja", + "lepas", + "ures", + "Moreover", + "ripsi", + "fif", + "rog", + "med", + "natural", + "Kalau", + "heartedly", + "ively", + "uable", + "esimerkiksi", + "examples", + "instances", + "strokes" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "gehend", + "s", + "Kalau", + "esimerkiksi", + "Moreover", + "rad", + "uri", + "digamos", + "sage", + "ve", + "sing", + "folds", + "g", + "leve", + "tyle", + "voila", + "f", + "iven", + "brid", + "sing", + "consider", + "particular", + "certainly" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "gehend", + "sage", + "preval", + "rad", + "ve", + "particular", + "uri", + "Kalau", + "digamos", + "sing", + "as", + "leve", + "esimerkiksi", + "f", + "prim", + "selves", + "determinados", + "t", + "do", + "tyle", + "folds", + "g", + "let", + "de", + "though" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "particular", + "s", + "proverbial", + "sage", + "hoff", + "Etc", + "notion", + "let", + "prim", + "perd", + "amor", + "particularmente", + "selves", + "primes", + "sing", + "ding", + "gehend", + "digamos", + "sage", + "dif", + "prim", + "sing", + "leve", + "rad", + "uri", + "manner" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "med", + "necessarily", + "proverbial", + "necessariamente", + "particular", + "argumento", + "reasoning", + "manner", + "necessarily", + "theoretical", + "xr", + "rationality", + "notation", + "assertions", + "Note", + "eben", + "uri", + "hoff", + "hypothetical", + "syntax", + "notion", + "rg", + "testament" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "absol", + "Etc", + "nnnn", + "particular", + "proverbial", + "contrario", + "rrrr", + "mesinin", + "sk", + "teh", + "horrend", + "isek", + "dud", + "rrr", + "rade", + "and", + "xr", + "adage", + "system", + "remarked", + "testament", + "expediency", + "uri", + "princ", + "oved", + "contended", + "argumento" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "theoretically", + "technically", + "remarked", + "mathematically", + "psicologia", + "mathematics", + "STANDARD", + "standard", + "necessarily", + "assertions", + "Considerations", + "Notas", + "physiology", + "theoretical", + "reglamento", + "theoretical", + "defensive", + "standards", + "Standards", + "cryptic" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "Considerations", + "particular", + "Unterschiede", + "determinada", + "determinadas", + "discriminate", + "considerations", + "riterien", + "remarked", + "radiol", + "considerably", + "aforementioned", + "Distinction", + "characteristics", + "characteristics", + "dif", + "distinctions", + "depending", + "determinados", + "adage", + "ostante" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "same", + "determinada", + "Unterschiede", + "Consistency", + "identique", + "consistency", + "invariable", + "Consistency", + "determinadas", + "comparable", + "Considerations", + "consistency", + "bepaalde", + "cualidades", + "particular", + "invariably", + "Comparable", + "withstanding", + "ifndef", + "determinante", + "determinados", + "predisposition", + "constancy", + "same", + "considerations", + "Implications" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "same", + "Unterschiede", + "hardness", + "Comparable", + "Considerations", + "microstructure", + "invariable", + "determinada", + "intrinsic", + "same", + "mismos", + "unaltered", + "determinadas", + "metallurgical", + "Comparable", + "harden", + "determinados", + "Untersuchungen", + "comparable", + "intrinsic", + "withstanding", + "steels", + "determinante", + "carbide", + "Terminology", + "Stainless", + "superstit", + "Same", + "dezelfde" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "metallurgical", + "microstructure", + "metallurgy", + "ASTM", + "Metallurgy", + "hardness", + "wrought", + "miteinander", + "intrinsic", + "ASTM", + "Unterschiede", + "coarse", + "steels", + "harden", + "experimentally", + "materially", + "Stainless", + "coars", + "hardness", + "intrinsic", + "stainless", + "Terminology", + "grain", + "MSG", + "Intrinsic", + "Considerations", + "stainless", + "Comparable" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "microstructure", + "metallurgical", + "metallurgy", + "steels", + "wrought", + "materiais", + "metals", + "grain", + "grain", + "materiales", + "stainless", + "materia", + "materially", + "Materials", + "ASTM", + "Metallurgy", + "Structure", + "stainless", + "Grain", + "hardness", + "materiali", + "metall", + "grained", + "Microsc", + "Stainless", + "microsc", + "coarse", + "material" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "microstructure", + "Micro", + "micro", + "micro", + "metallurgical", + "Micro", + "mikro", + "steels", + "grain", + "grain", + "Metall", + "cast", + "microsc", + "Grain", + "metals", + "metall", + "Mikro", + "metallurgy", + "metall", + "micrograph", + "microm", + "microscope", + "stainless", + "macro", + "casting", + "ASTM", + "Compar" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "microstructure", + "metallurgical", + "Micro", + "pol", + "grain", + "micro", + "processing", + "Processing", + "grain", + "steels", + "micro", + "Pol", + "Grain", + "Metall", + "cast", + "processing", + "stainless", + "metall", + "Processing", + "polycrystalline", + "en", + "Micro", + "metals", + "poly", + "metall", + "casting", + "processed", + "plasticity", + "poly", + "opoly" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Pol", + "pol", + "P", + "T", + "cast", + "Grain", + "I", + "Polym", + "microstructure", + "Micro", + "A", + "grain", + "O", + "Pol", + "get", + "And", + "pol", + "grain", + "convi", + "polycrystalline", + "S", + "steels", + "micro", + "polym", + "aremos", + "Metall", + "H", + "M" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "They", + "Among", + "Yield", + "Why", + "At", + "Let", + "These", + "Thus", + "Usually", + "Since", + "Note", + "Yes", + "Both", + "Additionally", + "Volume", + "However", + "Same", + "Comparison", + "Given", + "Specifically", + "Phase", + "In", + "We", + "Therefore", + "Of", + "This", + "For", + "None", + "State", + "Compare", + "You", + "During" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 40267, + 189958, + 185395, + 6041, + 169997, + 5503, + 6130, + 181021, + 182667, + 4195, + 50208, + 62999, + 42917, + 34851, + 26898, + 13806, + 48135, + 135002, + 90499, + 56633, + 39902, + 15072, + 10128, + 17346, + 64305, + 4052 + ] + }, + { + "label": "Hall", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 8388, + 123382, + 121447, + 61645, + 65807, + 71440, + 71048, + 132740, + 140656, + 91613, + 176741, + 184093, + 198080, + 218166, + 222910, + 227149, + 197545, + 252545, + 197292, + 136228, + 66601, + 25636, + 660, + 2430, + 6399, + 2595 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 18319, + 24174, + 36424, + 58920, + 24223, + 1634, + 642, + 1543, + 1580, + 480, + 1267, + 3087, + 3628, + 3915 + ] + }, + { + "label": "Hall", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 24251, + 9355, + 7925, + 33506, + 12363, + 29934, + 10481, + 1762, + 2036, + 272, + 480, + 484, + 47, + 65 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "least", + "score": 11.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "at", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Typically", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "NonNull", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "percentages", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "fractions", + "output_checked": true + }, + { + "concept": "CHAMP", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "ultraf", + "output_checked": true + }, + { + "concept": "sample", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "level", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "Latter", + "score": 2.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "coarse", + "output_checked": true + }, + { + "concept": "goddess", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "An", + "output_checked": true + }, + { + "concept": "gifted", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "absol", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "An", + "output_checked": true + }, + { + "concept": "redwood", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "yields", + "output_checked": true + }, + { + "concept": "misma", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "same", + "output_checked": true + }, + { + "concept": "standardized", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "Nomenclature", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "masonry", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "yields", + "output_checked": true + }, + { + "concept": "Ontology", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "ene", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "ine", + "output_checked": true + }, + { + "concept": "FTP", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "ultraf", + "output_checked": true + }, + { + "concept": "enriched", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "INI", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "Unterschiede", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Samples", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "Strength", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Thane", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "ine", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "strength", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "percent", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "fractions", + "output_checked": true + }, + { + "concept": "cfp", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "ultraf", + "output_checked": true + }, + { + "concept": "UMP", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "ultraf", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "serpent", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "respectful", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "Danger", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "rump", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "theoretically", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Considerations", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cany", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "lan", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "impression", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "fact", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "ine", + "output_checked": true + }, + { + "concept": "TComponent", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "ultraf", + "output_checked": true + }, + { + "concept": "Mesopot", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "MYSQL", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "ultraf", + "output_checked": true + }, + { + "concept": "Miscellaneous", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "addons", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "ultraf", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "An", + "output_checked": true + }, + { + "concept": "Haber", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "coarse", + "output_checked": true + }, + { + "concept": "rass", + "score": 1.0, + "best_rank": 4, + "best_depth": 83.0, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "Manipulation", + "score": 1.0, + "best_rank": 5, + "best_depth": 76.6, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "English", + "score": 1.0, + "best_rank": 8, + "best_depth": 68.1, + "near_token": "grained", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "th", + "wh", + "res", + "and", + "row", + "ng", + "gh", + "ar", + "ne", + "yst", + "inter", + "any", + "anc", + "ton", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "min", + "ground", + "ts", + "ces", + "rol", + "self" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "es", + "is", + "comp", + "ner", + "rence", + "umeric", + "kepada", + "Ele", + "perk", + "sliced", + "haute", + "azam" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "iv", + "j", + "ust", + "ib", + "ge", + "one", + "te", + "ound", + "ict", + "includ", + "raph", + "gu", + "ke", + "ij", + "arn", + "mark", + "ament", + "da", + "poss", + "fin", + "RO", + "oot", + "iss", + "pha", + "mag", + "ived" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "al", + "ou", + "el", + "re", + "im", + "st", + "if", + "th", + "est", + "wh", + "se", + "ain", + "su", + "j", + "og", + "our", + "ust", + "un", + "out", + "ich", + "ff", + "orm", + "ast", + "ord", + "du", + "ge", + "ear" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "m", + "de", + "qu", + "ity", + "The", + "ha", + "from", + "ad", + "us", + "which", + "com", + "i", + "ar", + "yst", + "ro", + "che", + "ag", + "ize", + "we", + "est", + "who", + "ric", + "rib", + "oint", + "mask" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "an", + "it", + "is", + "ar", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "g", + "ol", + "ig", + "ur", + "ve", + "de", + "ay", + "qu", + "ir", + "ly", + "ra", + "un", + "ere", + "com", + "pe", + "end" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "D", + "ort" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "os", + "ly", + "ers", + "te", + "ain", + "he", + "og", + "iz", + "ich", + "av", + "ib", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "of", + "they", + "bringen", + "perfectly", + "lid", + "eat", + "begitu", + "liaison", + "sehen", + "evol", + "sof", + "wunder", + "Ils", + "Publicity", + "tio", + "n" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "s", + "remember", + "sof", + "bringen", + "Publicity", + "e", + "equip", + "ble", + "perfectly", + "technically", + "eat", + "sehen", + "evol", + "wunder", + "ampio", + "Excuse", + "ameri" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "substantially", + "Tog", + "fielder", + "substantial", + "damn", + "tog", + "reliance", + "ameri", + "Publicity", + "e", + "equip", + "expert", + "demise", + "Verenigde", + "superstar", + "pochi", + "dictator", + "garanti", + "ecek", + "appro", + "behalf" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "readily", + "Tog", + "ameri", + "damn", + "kowy", + "demise", + "equip", + "expert", + "ributor", + "fielder", + "er", + "circumstances", + "ET", + "indiv", + "amni", + "administr", + "substantially", + "similaires", + "cJ", + "Verenigde", + "Excuse", + "errori" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "Tog", + "readily", + "demise", + "kowy", + "circumstances", + "damn", + "ameri", + "equip", + "indiv", + "similar", + "immense", + "accepted", + "similaires", + "severity", + "ributor", + "errori", + "decree", + "slight", + "administr", + "dictator", + "cJ" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "ameri", + "substantially", + "similaires", + "abrog", + "demise", + "arupani", + "tersebut", + "dictator", + "cetera", + "errori", + "decree", + "despicable", + "deceduto", + "administr", + "tanti", + "potentially", + "slight", + "avoir", + "similar", + "rookie" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "because", + "but", + "because", + "Because", + "Because", + "circumstances", + "voidaan", + "similar", + "potentially", + "imposed", + "although", + "ugyan", + "Although", + "presumably" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "because", + "markedly", + "characteristics", + "relatively", + "increased", + "analogous", + "characterized", + "because", + "drastically", + "comparatively", + "appreciably", + "compared", + "comparable", + "resultant", + "wherein", + "increased", + "considerably", + "detrimental", + "Because", + "negligible", + "essentially", + "but", + "significantly", + "advantages" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "comparable", + "markedly", + "because", + "identical", + "relatively", + "characteristics", + "inherently", + "inherent", + "decreases", + "observed", + "significantly", + "comparatively", + "fundamentally", + "succinctly", + "predicated", + "intrinsic", + "characterized", + "consistently", + "undesirable", + "irrespective", + "same", + "generally", + "characteristic", + "unchanged", + "appreciably", + "demonstrated", + "essentially", + "unequivocally", + "commonly", + "analogous" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "S", + "identical", + "t", + "R", + "comparable", + "E", + "B", + "A", + "C", + "M", + "ness", + "N", + "same", + "T", + "n", + "relatively", + "inherent", + "D", + "G", + "equivalent", + "m", + "inherently", + "L", + "compared", + "significantly", + "difference", + "differences", + "H", + "different", + "characteristic", + "differing" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "identical", + "same", + "comparable", + "identically", + "equivalent", + "unchanging", + "comparative", + "unchanged", + "comparison", + "homogeneous", + "similarly", + "identical", + "fundamental", + "analogous", + "same", + "compar", + "Same", + "Same", + "structural", + "inherently", + "unaltered", + "theoretical", + "differing", + "similar", + "empirical", + "readily", + "inherent" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "identical", + "microstructure", + "same", + "alloy", + "hardness", + "Metallurgy", + "grain", + "metallurgical", + "inherently", + "alloys", + "unchanged", + "intrinsic", + "coarse", + "structural", + "identically", + "unaltered", + "wrought", + "metallurgy", + "similarly", + "alloy", + "structure", + "metastable", + "monolithic", + "s", + "equivalent", + "inherent", + "Same", + "macroscopic" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "microstructure", + "Metallurgy", + "metallurgical", + "metall", + "steels", + "alloy", + "metallurgy", + "grain", + "alloys", + "coarse", + "wrought", + "steel", + "hardness", + "micrographs", + "stainless", + "grain", + "alloy", + "Metall", + "Grain", + "grains", + "identical", + "ductility", + "ASTM", + "macroscopic", + "recrystall", + "coars", + "ASTM", + "austenite", + "mechanical", + "Steel" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "microstructure", + "grain", + "grain", + "metallurgical", + "Grain", + "steels", + "metallurgy", + "grains", + "Metallurgy", + "metall", + "alloys", + "Grain", + "alloy", + "materials", + "micrographs", + "material", + "metals", + "stainless", + "Metall", + "structure", + "mechanical", + "Metall", + "micro", + "specimens", + "Vickers", + "materiais", + "ductility", + "steel", + "ASTM" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "microstructure", + "micro", + "micro", + "Micro", + "Micro", + "mikro", + "grain", + "metallurgical", + "microsc", + "Mikro", + "microm", + "microscopic", + "steels", + "metall", + "Mik", + "grain", + "micrographs", + "Grain", + "ASTM", + "MICRO", + "Mic", + "Metallurgy", + "metallurgy", + "microscopy", + "MICRO", + "Metall", + "mik", + "Grain" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "microstructure", + "micro", + "Micro", + "micro", + "grain", + "polycrystalline", + "Micro", + "metallurgical", + "poly", + "Grain", + "Pol", + "metall", + "Grain", + "steels", + "grain", + "pol", + "microsc", + "mikro", + "Processing", + "Processing", + "metals", + "micrographs", + "processing", + "processing", + "microscopy", + "Microscopy", + "Pol", + "Metall" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Pol", + "pol", + "microstructure", + "micro", + "Micro", + "micro", + "Pol", + "grain", + "grain", + "steels", + "cast", + "polycrystalline", + "ukkan", + "Grain", + "Mike", + "Polym", + "as", + "POLY", + "ferrite", + "pol" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "They", + "Among", + "Yield", + "Why", + "At", + "Let", + "These", + "Thus", + "Usually", + "Since", + "Note", + "Yes", + "Both", + "Additionally", + "Volume", + "However", + "Same", + "Comparison", + "Given", + "Specifically", + "Phase", + "In", + "We", + "Therefore", + "Of", + "This", + "For", + "None", + "State", + "Compare", + "You", + "During" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 23.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "yields", + "output_checked": true + }, + { + "concept": "identical", + "score": 12.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 6.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "considerably", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "fractions", + "output_checked": true + }, + { + "concept": "substantially", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "higher", + "output_checked": true + }, + { + "concept": "because", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "increased", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "approximately", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "at", + "output_checked": true + }, + { + "concept": "ratios", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "fractions", + "output_checked": true + }, + { + "concept": "levels", + "score": 3.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "somebody", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "presumably", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "subjected", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "tensile", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "compared", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "than", + "output_checked": true + }, + { + "concept": "sample", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "initial", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "same", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "defend", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "behalf", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "motto", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "etre", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "been", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "slight", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "diesen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "pretentious", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "than", + "output_checked": true + }, + { + "concept": "you", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "coarse", + "output_checked": true + }, + { + "concept": "even", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "manufact", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "anisot", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "yields", + "output_checked": true + }, + { + "concept": "exerting", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "appreciably", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "devoid", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "kttt", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "fractions", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "with", + "output_checked": true + }, + { + "concept": "tersebut", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "fractions", + "output_checked": true + }, + { + "concept": "sensibilities", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "surprisingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "yields", + "output_checked": true + }, + { + "concept": "inherently", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "hingegen", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "coarse", + "output_checked": true + }, + { + "concept": "comparable", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "unwavering", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ultraf", + "output_checked": true + }, + { + "concept": "eight", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "yields", + "output_checked": true + }, + { + "concept": "achieved", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "similar", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "more", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "granular", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "porosity", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "finer", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "level", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "higher", + "output_checked": true + }, + { + "concept": "alloy", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "proportions", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "fractions", + "output_checked": true + }, + { + "concept": "what", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "at", + "output_checked": true + }, + { + "concept": "temperature", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "higher", + "output_checked": true + }, + { + "concept": "amount", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "same", + "output_checked": true + }, + { + "concept": "adversity", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "anlam", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "ultraf", + "output_checked": true + }, + { + "concept": "enhancing", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "numerous", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "varieties", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "grandsons", + "score": 1.0, + "best_rank": 6, + "best_depth": 87.2, + "near_token": "An", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-03__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-03__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-03__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-03__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-03__heatmap.png" + } + }, + { + "slug": "mechanism-name-grain-size-strength-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size strengthening 4", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Repeated rolling and recrystallization create many small crystallites. Moving line defects encounter interfaces more frequently, and the measured yield stress rises.", + "prompt_tail": "ted rolling and recrystallization create many small crystallites. Moving line defects encounter interfaces more frequently, and the measured yield stress rises.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size-strength", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "thought", + "generated_token_ids": [ + 45518 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 17829, + "best_depth": 59.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 140 + }, + { + "label": "Hall", + "best_rank": 12654, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 234 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "odium", + "unica", + "wadi", + "elli", + "odi", + "ervo", + "udi", + "ilah", + "ahs", + "hacerse", + "Beverungen", + "iber", + "Kodi", + "ayya", + "wit", + "Burbank", + "avil", + "inking", + "ayani", + "Sever", + "avia", + "aforementioned", + "lassen", + "Eber", + "Toto" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "anio", + "aville", + "ServiceID", + "arita", + "arpur", + "odi", + "rodeo", + "Imperio", + "erver", + "cil", + "Kodi", + "uded", + "avil", + "alco", + "zki", + "ervo", + "iasa", + "zk", + "odil", + "Toto" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "overheard", + "udi", + "ayani", + "anio", + "aville", + "arita", + "rodeo", + "odi", + "ServiceID", + "arpur", + "uded", + "Imperio", + "Kodi", + "alco", + "erver", + "zki", + "ervo", + "cil", + "qat", + "avil", + "odil", + "iasa", + "ekw" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "rodeo", + "odi", + "anio", + "Imperio", + "aville", + "arpur", + "arita", + "cil", + "Kodi", + "ServiceID", + "uded", + "ta", + "erver", + "iasa", + "zk", + "odil", + "ervo", + "qat", + "avil", + "Fairbanks" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Fountain", + "odium", + "wadi", + "graisse", + "unica", + "rodeo", + "overheard", + "ta", + "quilla", + "arpur", + "ahs", + "udi", + "erver", + "zki", + "Kodi", + "ayya", + "qat", + "zk", + "ink", + "arita", + "cil", + "elli", + "Gra", + "Burbank", + "Imperio", + "aville", + "elle" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "authenticate", + "sociale", + "squares", + "infect", + "Infect", + "Inflater", + "pneumatic", + "rehabilitated", + "Europ", + "Adriatic", + "vesicular", + "tesla", + "calmed", + "Aluminum", + "videre", + "conferred" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "rehabilitated", + "vesicular", + "tesla", + "directors", + "Aluminum", + "reefs", + "mt" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "wadi", + "udi", + "arita", + "anio", + "overheard", + "ayani", + "odi", + "rodeo", + "aville", + "ServiceID", + "uded", + "alco", + "erver", + "odil", + "cil", + "Kodi", + "arpur", + "ta", + "empleados", + "zki", + "avil", + "Imperio", + "ink" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "udi", + "wadi", + "ahs", + "quilla", + "anio", + "overheard", + "erver", + "ayani", + "Imperio", + "aville", + "cil", + "rodeo", + "ServiceID", + "odi", + "odil", + "it", + "uded", + "empleados", + "alco", + "ta", + "ths", + "zki", + "Toto", + "rekening" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "flare", + "infect", + "sociale", + "Infect", + "vesicular", + "directors", + "squares", + "authenticate", + "mt", + "pneumatic", + "Europ", + "puis", + "rehabilitated", + "Inflater", + "conferred", + "verder", + "tesla", + "reefs", + "calmed", + "director" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "Moreover", + "ures", + "lepas", + "ended", + "fato", + "udades", + "uri", + "eness", + "nad", + "moreover", + "theater", + "urie", + "t", + "gehend", + "digamos", + "diperoleh", + "med", + "fif", + "hearted", + "Kalau", + "rogens", + "folds" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "fato", + "Kalau", + "Moreover", + "voila", + "hearted", + "Depois", + "udir", + "uri", + "certeza", + "ures", + "med", + "particular", + "uette", + "ve", + "Como", + "digamos", + "folds", + "depois", + "osof", + "udades" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "particular", + "Kalau", + "voila", + "med", + "Moreover", + "uri", + "digamos", + "fato", + "ures", + "ve", + "folds", + "lepas", + "preponder", + "particularmente", + "rub", + "preval", + "uette", + "udir", + "determinados", + "rad", + "urious", + "certeza", + "roir" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "particular", + "ures", + "certeza", + "particularmente", + "med", + "voila", + "cuidado", + "argumento", + "imperative", + "digamos", + "sayang", + "credo", + "ief", + "perfect", + "differenza", + "Etc", + "proverbial", + "uri", + "urious", + "ayscale", + "ril", + "Kalau" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "assertions", + "xr", + "imperative", + "mah", + "argumento", + "dud", + "sensibility", + "bcd", + "defens", + "softening", + "voila", + "ulnerable", + "haja", + "particular", + "lua", + "gesellschaft", + "Bootstrap", + "eur" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "dud", + "Etc", + "adage", + "fortitude", + "Romeo", + "expediency", + "Romeo", + "defensive", + "assertions", + "nnnn", + "teh", + "sporadic", + "Xr", + "rediscovered", + "remarked", + "rrrr", + "xr", + "flop", + "whisk", + "sensibility", + "intensive", + "opus", + "merk", + "ODM" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "psicologia", + "intensive", + "getc", + "PLOAD", + "Porque", + "softener", + "extensive", + "defensive", + "additive", + "assertions", + "cryptic", + "Notas", + "softened", + "remarked", + "rectangles", + "geek", + "krypt", + "typescript", + "Postgres", + "astronom", + "ornamental", + "sensibility" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "swear", + "adage", + "MNOP", + "remarked", + "lemonade", + "getc", + "disparity", + "detriment", + "DEFGHIJKLMNOP", + "Beware", + "amperage", + "Notas", + "bepaalde", + "observed", + "Nota", + "gdf", + "measured", + "obstetric", + "attempted", + "metac", + "infractions", + "circumvent", + "ebok", + "gesellschaft", + "Societe", + "gdy", + "riterien", + "yeti", + "hesitate" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "observed", + "beob", + "observed", + "measured", + "bepaalde", + "observado", + "theor", + "reported", + "detected", + "measured", + "attempted", + "reported", + "Aggregate", + "remarked", + "conjectured", + "gdy", + "consecuencia", + "resultado", + "ebo", + "metac", + "kesulitan", + "UFC", + "EOUS", + "Observed", + "ave", + "eus", + "enunciado", + "durchschnitt", + "Increment", + "Romeo" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "observed", + "measured", + "experimentally", + "attempted", + "reported", + "buoyancy", + "Observed", + "ITest", + "Increment", + "conjectured", + "Measured", + "detected", + "doubted", + "aporte", + "Resultado", + "gaji", + "Notas", + "perceived", + "measured", + "pytest", + "grout", + "anunciado", + "getest", + "pytest", + "goma", + "durchschnitt", + "gejala", + "essai" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "reported", + "Yield", + "ITest", + "yielding", + "yielding", + "yield", + "injected", + "yielded", + "yield", + "reported", + "tested", + "Reported", + "Yield", + "anunciado", + "gejala", + "observed", + "measured", + "yields", + "UFC", + "imbued", + "detected", + "advertised", + "Measured", + "perceived", + "experimentally", + "Tested" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "reported", + "measured", + "Yield", + "observed", + "reported", + "Reported", + "yield", + "perceived", + "yield", + "Measured", + "recorded", + "tested", + "yielded", + "advertised", + "Yield", + "yielding", + "yielding", + "apparent", + "measured", + "detected", + "attempted", + "injected", + "experimentally", + "Observed", + "displayed", + "medida", + "impede", + "Strength", + "ITest" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "yield", + "measured", + "yield", + "Yield", + "measured", + "Yield", + "Measured", + "Measured", + "yields", + "yielded", + "yielding", + "Measure", + "Meas", + "Measurements", + "yielding", + "ye", + "detected", + "medida", + "measurements", + "Meas", + "meas", + "measurable", + "MEAS", + "Measure", + "pengukuran", + "Measurement", + "mesures" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "yield", + "measured", + "yield", + "Yield", + "Yield", + "measured", + "Measured", + "Measured", + "yields", + "yielded", + "ye", + "Measure", + "yielding", + "medida", + "yard", + "Measurements", + "MEAS", + "yielding", + "measurements", + "mesures", + "measurable", + "measure", + "Meas", + "Measurements", + "Meas", + "Measurement", + "Measure" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "yield", + "Yield", + "yield", + "Yield", + "yielded", + "yields", + "ye", + "yard", + "measured", + "measured", + "yielding", + "yielding", + "Measured", + "ye", + "yeast", + "Ye", + "YE", + "Ye", + "yeti", + "Yard", + "yer", + "Yard", + "Yosh", + "Measured", + "yem", + "and" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "yield", + "Yield", + "ies", + "To", + "However", + "For", + "Yield", + "In", + "g", + "The", + "the", + "Since", + "My", + "answer", + "s", + "com", + "More", + "Word", + "so", + "Here", + "To", + "as", + "They", + "If", + "Looking", + "This", + "These", + "slightly", + "close", + "to", + "Why" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 218101, + 187539, + 185896, + 187408, + 183826, + 4819, + 5697, + 177969, + 175917, + 4062, + 62206, + 61682, + 44029, + 31441, + 18518, + 17830, + 47157, + 105661, + 74093, + 36731, + 72056, + 63087, + 113696, + 86262, + 63368, + 1129 + ] + }, + { + "label": "Hall", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 57016, + 124637, + 121384, + 121253, + 90358, + 64979, + 71954, + 132739, + 143990, + 90109, + 171124, + 117031, + 127677, + 166097, + 162492, + 180096, + 154787, + 223258, + 150947, + 44242, + 12655, + 16536, + 24750, + 60053, + 70733, + 1108 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 23716, + 38014, + 45543, + 24356, + 23335, + 1895, + 1647, + 272, + 447, + 141, + 1088, + 898, + 6073, + 13941 + ] + }, + { + "label": "Hall", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 12082, + 9892, + 7544, + 40424, + 17961, + 12470, + 25597, + 2363, + 727, + 235, + 367, + 357, + 1578, + 1599 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "than", + "score": 6.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "more", + "output_checked": true + }, + { + "concept": "preponder", + "score": 4.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "linea", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "line", + "output_checked": true + }, + { + "concept": "logotipo", + "score": 3.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "econ", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "rises", + "output_checked": true + }, + { + "concept": "arcade", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "pvc", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Amat", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "observed", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "yeniden", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "encounters", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "frequently", + "output_checked": true + }, + { + "concept": "strength", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "particular", + "score": 2.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Hollow", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "create", + "output_checked": true + }, + { + "concept": "mnoho", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "many", + "output_checked": true + }, + { + "concept": "Encu", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "encounter", + "output_checked": true + }, + { + "concept": "reported", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "conven", + "score": 2.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "rolling", + "output_checked": true + }, + { + "concept": "wasteland", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "PLOAD", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "wandered", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Instead", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "chanel", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "line", + "output_checked": true + }, + { + "concept": "LEC", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "rises", + "output_checked": true + }, + { + "concept": "EOUS", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "Repe", + "output_checked": true + }, + { + "concept": "Sobolev", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "recrystall", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "Repe", + "output_checked": true + }, + { + "concept": "Speaker", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "speaker", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "quartzite", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "voila", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "fato", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "encuentros", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "encounter", + "output_checked": true + }, + { + "concept": "velocities", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "siano", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "pitfalls", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "encounter", + "output_checked": true + }, + { + "concept": "Colombeau", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "seder", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "line", + "output_checked": true + }, + { + "concept": "commensurate", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "instabilities", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "sic", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "recrystall", + "output_checked": true + }, + { + "concept": "boulders", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "Lines", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "impediments", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "oto", + "score": 1.0, + "best_rank": 3, + "best_depth": 40.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "principi", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "LITTLE", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "small", + "output_checked": true + }, + { + "concept": "bevel", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "consequ", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "rises", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "rolling", + "output_checked": true + }, + { + "concept": "MenuInflater", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "Repe", + "output_checked": true + }, + { + "concept": "yielding", + "score": 1.0, + "best_rank": 4, + "best_depth": 80.9, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "gesagt", + "score": 1.0, + "best_rank": 7, + "best_depth": 68.1, + "near_token": "rolling", + "output_checked": true + }, + { + "concept": "White", + "score": 1.0, + "best_rank": 10, + "best_depth": 68.1, + "near_token": "crystall", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "ter", + "th", + "res", + "row", + "ng", + "gh", + "ne", + "mathrm", + "yst", + "inter", + "pr", + "text", + "anc", + "ey", + "der", + "very", + "tr", + "sh", + "pect", + "red", + "ray", + "ative", + "ser", + "ces", + "rol", + "equ", + "self", + "years" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "ner", + "ju", + "rence", + "perk", + "haute", + "enburg", + "suk", + "samp", + "uq", + "pitted", + "conflicted", + "sman", + "validType", + "es", + "an", + "is", + "ne" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "w", + "se", + "ay", + "iv", + "ment", + "j", + "math", + "ib", + "ast", + "one", + "ound", + "mod", + "ON", + "red", + "az", + "pol", + "Se", + "loc", + "raph", + "med", + "tem", + "inform", + "ke", + "som", + "mark", + "fam", + "vol", + "ivid", + "To", + "ission" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "or", + "al", + "le", + "ou", + "ing", + "ion", + "as", + "el", + "l", + "st", + "re", + "im", + "g", + "ation", + "if", + "us", + "ht", + "ers", + "ere", + "com", + "pe", + "ain", + "j", + "iz", + "ies", + "en", + "ex", + "int", + "ich" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "ic", + "de", + "ch", + "ter", + "The", + "age", + "ine", + "ang", + "ad", + "ign", + "ens", + "which", + "app", + "ake", + "xt", + "ater", + "yst", + "ro", + "ick", + "und", + "ple", + "che", + "par", + "ev", + "ize", + "ient", + "we", + "work", + "ays", + "est" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "le", + "ion", + "as", + "ent", + "n", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "ere", + "end", + "ill", + "ex", + "art", + "The", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ge", + "ph", + "ong" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "p", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "B", + "al", + "you", + "wh" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "to", + "app", + "rel", + "tern", + "mo", + "det" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "s", + "eat", + "e", + "n", + "ers", + "son", + "liaison", + "sehen", + "sof", + "heer", + "wunder", + "l", + "equip", + "second", + "selection", + "aal", + "youtu", + "begitu", + "evol", + "gambar", + "bringen", + "ampio", + "rel" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "e", + "s", + "rel", + "equip", + "aal", + "remember", + "sof", + "backlash", + "wunder", + "ampio", + "slightly", + "ameri", + "n", + "l", + "ature", + "sa", + "has", + "slash", + "ei", + "administrator", + "pog", + "aat", + "youtu", + "eat", + "imitation" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "e", + "fielder", + "equip", + "readily", + "substantially", + "Repositories", + "tanti", + "Tog", + "substantial", + "aal", + "ParameterActive", + "ampio", + "serangan", + "slightly", + "ameri", + "s", + "absol", + "considerably", + "immense", + "reliance", + "er", + "begin", + "Will", + "behalf" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "er", + "fielder", + "readily", + "aal", + "tog", + "kowy", + "ameri", + "asesin", + "equip", + "slightly", + "Tog", + "begin", + "lichkeit", + "accepted", + "immense", + "considerably", + "damn", + "nur", + "bigli", + "com", + "Looking" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "considerably", + "slightly", + "fielder", + "er", + "asesin", + "lichkeit", + "aal", + "tog", + "Considerable", + "tremendous", + "immense", + "Tog", + "readily", + "damn", + "equip", + "accepted", + "substantially", + "similar" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "considerably", + "markedly", + "substantially", + "because", + "damn", + "profoundly", + "tanti", + "also", + "aquele", + "slightly", + "despicable", + "Interestingly", + "almost", + "outraged", + "albeit", + "fielder", + "enraged", + "behalf", + "ameri" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "increased", + "exacerbated", + "of", + "worsened", + "continued", + "because", + "but", + "increase", + "because", + "increased", + "markedly", + "albeit", + "become", + "continued", + "become", + "significantly", + "albeit", + "localized", + "Increased" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "increased", + "increase", + "increased", + "increase", + "resulting", + "resulting", + "of", + "become", + "markedly", + "increases", + "becomes", + "but", + "additional", + "Increased", + "Increased", + "additional", + "associated", + "considerably", + "significantly", + "localized", + "resul", + "resulted" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "increase", + "increased", + "increases", + "increasing", + "increase", + "significantly", + "markedly", + "heightened", + "increased", + "decrease", + "increasingly", + "Increase", + "intensified", + "resulting", + "greater", + "enhanced", + "inadvertently", + "results", + "higher", + "measurable", + "Increased", + "unexpectedly", + "exacerbated", + "worsening", + "observed", + "measured", + "stronger", + "decreases", + "resultant", + "exponentially", + "becomes" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "increase", + "increased", + "significantly", + "observed", + "greater", + "increasing", + "the", + "higher", + "increases", + "slightly", + "more", + "drastically", + "perceived", + "markedly", + "often", + "apparent", + "upward", + "seemingly", + "excessively", + "dramatically", + "unexpectedly", + "increasingly", + "s", + "measured", + "exponentially", + "potentially", + "striking", + "results", + "surprisingly", + "overall", + "strongly", + "stronger" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "observed", + "increased", + "perceived", + "measured", + "apparent", + "increase", + "reported", + "seemingly", + "overall", + "s", + "average", + "increasing", + "increases", + "calculated", + "unexpectedly", + "results", + "higher", + "the", + "surprising", + "measurable", + "effective", + "recorded", + "simulated", + "more", + "initial", + "a", + "significantly", + "estimated", + "increasingly", + "observed", + "resistance", + "heightened" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "measured", + "observed", + "measured", + "perceived", + "reported", + "calculated", + "Measured", + "increased", + "s", + "experimentally", + "measurable", + "and", + "a", + "measuring", + "Measured", + "recorded", + "increasing", + "y", + "up", + "observed", + "overestimated", + "H", + "estimated", + "apparent", + "E", + "average", + "measurement", + "the", + "yield", + "seemingly" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "yield", + "S", + "s", + "H", + "measured", + "yield", + "N", + "re", + "Yield", + "O", + "T", + "M", + "measured", + "A", + "Yield", + "d", + "J", + "P", + "in", + "D", + "yielding", + "m", + "E", + "l", + "W", + "e", + "H", + "Measured", + "Y", + "i" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "measured", + "yield", + "yield", + "measured", + "s", + "re", + "Yield", + "Yield", + "t", + "reported", + "Measured", + "N", + "H", + "m", + "S", + "d", + "l", + "T", + "Y", + "yielding", + "O", + "yields", + "A", + "yielded", + "M", + "G", + "in", + "observed", + "p", + "j" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "yield", + "yield", + "Yield", + "measured", + "measured", + "Yield", + "Measured", + "Measured", + "yields", + "yielded", + "yielding", + "yielding", + "Measuring", + "measuring", + "t", + "H", + "Measure", + "e", + "d", + "meas", + "Measuring", + "N", + "st", + "l", + "th", + "ye", + "Measure", + "measure", + "Measurement", + "in" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "yield", + "yield", + "Yield", + "Yield", + "measured", + "measured", + "Measured", + "Measured", + "yields", + "yielded", + "yielding", + "Measuring", + "Measure", + "MEAS", + "yielding", + "Measure", + "Measuring", + "MEAS", + "measuring", + "measure", + "meas", + "measure", + "ye", + "Ye", + "medida", + "measurable", + "Meas" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "yield", + "yield", + "Yield", + "Yield", + "yielded", + "yields", + "yielding", + "measured", + "ye", + "Ye", + "yielding", + "Ye", + "measured", + "Measured", + "YE", + "Yosh", + "Yard", + "yeast", + "Measured", + "ye", + "yard", + "Yer", + "yard", + "Yard", + "Yeast", + "and", + "yel", + "Yer" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "yield", + "Yield", + "ies", + "To", + "However", + "For", + "Yield", + "In", + "g", + "The", + "the", + "Since", + "My", + "answer", + "s", + "com", + "More", + "Word", + "so", + "Here", + "To", + "as", + "They", + "If", + "Looking", + "This", + "These", + "slightly", + "close", + "to", + "Why" + ] + } + ], + "logit_surprising": [ + { + "concept": "slight", + "score": 8.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "encounter", + "output_checked": true + }, + { + "concept": "readily", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": ",", + "output_checked": true + }, + { + "concept": "than", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "more", + "output_checked": true + }, + { + "concept": "increase", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rises", + "output_checked": true + }, + { + "concept": "considerably", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "small", + "output_checked": true + }, + { + "concept": "these", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "frequently", + "output_checked": true + }, + { + "concept": "appellate", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "consequently", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "numerous", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sized", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "small", + "output_checked": true + }, + { + "concept": "encountering", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "encounter", + "output_checked": true + }, + { + "concept": "willingness", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "ization", + "output_checked": true + }, + { + "concept": "exponentially", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "many", + "output_checked": true + }, + { + "concept": "crappy", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "apre", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "another", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "ization", + "output_checked": true + }, + { + "concept": "glorious", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "towards", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "Moving", + "output_checked": true + }, + { + "concept": "observed", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "resulting", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "process", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "results", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "achieved", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "techniques", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ization", + "output_checked": true + }, + { + "concept": "provide", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "create", + "output_checked": true + }, + { + "concept": "different", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "many", + "output_checked": true + }, + { + "concept": "they", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "tensile", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "frequency", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "frequently", + "output_checked": true + }, + { + "concept": "particles", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "crystals", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "gros", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "recrystall", + "output_checked": true + }, + { + "concept": "definite", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "line", + "output_checked": true + }, + { + "concept": "importantly", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "more", + "output_checked": true + }, + { + "concept": "dharm", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "recrystall", + "output_checked": true + }, + { + "concept": "Counc", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "Moving", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "Moving", + "output_checked": true + }, + { + "concept": "impending", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "mittlerweile", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "rolling", + "output_checked": true + }, + { + "concept": "toward", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "line", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "recrystall", + "output_checked": true + }, + { + "concept": "intensely", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "also", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "encounter", + "output_checked": true + }, + { + "concept": "audio", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "increased", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "searching", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "erneut", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "recrystall", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "create", + "output_checked": true + }, + { + "concept": "underline", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "line", + "output_checked": true + }, + { + "concept": "become", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "encounter", + "output_checked": true + }, + { + "concept": "constrain", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "chemistry", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "recrystall", + "output_checked": true + }, + { + "concept": "smaller", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "small", + "output_checked": true + }, + { + "concept": "potentially", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "encounter", + "output_checked": true + }, + { + "concept": "metrics", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "when", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "lines", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "line", + "output_checked": true + }, + { + "concept": "phrasing", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "temperature", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "question", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "and", + "output_checked": true + }, + { + "concept": "often", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "more", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-04__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-04__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-04__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-04__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-04__heatmap.png" + } + }, + { + "slug": "mechanism-name-grain-size-strength-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size strengthening 5", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A metal with coarse crystallites is compared with an otherwise identical fine-crystallite version. The refined material better resists the start of irreversible strain.", + "prompt_tail": "with coarse crystallites is compared with an otherwise identical fine-crystallite version. The refined material better resists the start of irreversible strain.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size-strength", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " work", + "generated_token_ids": [ + 981 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 11905, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 987 + }, + { + "label": "Hall", + "best_rank": 44511, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 1131 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "unica", + "odium", + "wadi", + "udi", + "ahs", + "elli", + "odi", + "ervo", + "Kodi", + "Fountain", + "hacerse", + "ayani", + "ayya", + "Burbank", + "avil", + "arpur", + "wit", + "overheard", + "Beverungen", + "rodeo", + "ilah", + "graisse", + "zk", + "Sever", + "avia", + "Toto" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "overheard", + "udi", + "ayani", + "anio", + "aville", + "ServiceID", + "arita", + "arpur", + "odi", + "rodeo", + "Imperio", + "erver", + "cil", + "Kodi", + "uded", + "avil", + "alco", + "zki", + "ervo", + "iasa", + "ta", + "zk" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "wadi", + "quilla", + "overheard", + "rodeo", + "udi", + "ayani", + "aville", + "arpur", + "Kodi", + "odi", + "uded", + "anio", + "ServiceID", + "arita", + "avil", + "Imperio", + "erver", + "zki", + "ervo", + "qat", + "alco", + "zk", + "odil", + "cil" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "ayani", + "rodeo", + "overheard", + "udi", + "anio", + "odi", + "Imperio", + "aville", + "ServiceID", + "arpur", + "arita", + "cil", + "Kodi", + "erver", + "ta", + "uded", + "iasa", + "zk", + "odil", + "ervo", + "avil", + "Fairbanks" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "wadi", + "odium", + "Fountain", + "rodeo", + "overheard", + "arpur", + "ta", + "unica", + "Burbank", + "elle", + "erver", + "ayya", + "Gra", + "tox", + "Silver", + "graisse", + "zk", + "GV", + "sever", + "lova", + "zki", + "quilla", + "qat", + "anedi", + "Kodi" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "Infect", + "squares", + "rehabilitated", + "Europ", + "Inflater", + "pneumatic", + "vesicular", + "calmed", + "Adriatic", + "conferred", + "Aluminum", + "videre", + "tesla" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "authenticate", + "calmed", + "rehabilitated", + "tesla", + "vesicular", + "Aluminum", + "directors", + "reefs", + "mt" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "udi", + "wadi", + "anio", + "overheard", + "arita", + "ayani", + "aville", + "odi", + "ServiceID", + "rodeo", + "erver", + "cil", + "arpur", + "alco", + "uded", + "ta", + "empleados", + "odil", + "zki", + "avil", + "Imperio", + "Kodi", + "ink" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "quilla", + "wadi", + "ahs", + "udi", + "anio", + "aville", + "cil", + "overheard", + "erver", + "Imperio", + "ServiceID", + "ayani", + "rodeo", + "odi", + "ta", + "odil", + "alco", + "it", + "uded", + "empleados", + "arpur", + "sel", + "ths", + "zki" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "flare", + "infect", + "squares", + "Infect", + "mt", + "directors", + "pneumatic", + "vesicular", + "authenticate", + "Inflater", + "conferred", + "verder", + "tesla", + "Europ", + "rehabilitated", + "puis", + "calmed", + "fs", + "reefs" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "gehend", + "med", + "ulnerable", + "ures", + "voila", + "ively", + "selves", + "sensibility", + "haja", + "heartedly", + "strokes", + "ended", + "uri", + "rog", + "night", + "eness", + "s", + "Moreover", + "credo", + "fold", + "ripsi", + "urably", + "manner" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "voila", + "med", + "Kalau", + "ulnerable", + "gehend", + "ures", + "strokes", + "uri", + "ogf", + "certeza", + "ogo", + "potrz", + "dire", + "scape", + "Caution", + "imperative", + "rologist", + "Moreover", + "zeug", + "fangen", + "certainly" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "uri", + "gehend", + "ures", + "voila", + "ulnerable", + "Kalau", + "selves", + "roir", + "g", + "ogo", + "f", + "sage", + "priming", + "med", + "ogf", + "strokes", + "ff", + "rad", + "ief", + "dire", + "leve", + "defens", + "rischi" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "ulnerable", + "perd", + "proverbial", + "defens", + "bole", + "sensibility", + "ures", + "particular", + "cuidado", + "scape", + "rischi", + "dire", + "imperative", + "primes", + "xr", + "gehend", + "oved", + "night", + "certeza", + "ief", + "zeug", + "wollen", + "ogf", + "sayang" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sensibility", + "xr", + "defens", + "ulnerable", + "imperative", + "assertions", + "mah", + "Etc", + "Diagnostics", + "lier", + "defensive", + "aptitude", + "oved", + "bole", + "sheep", + "negativos", + "ogf", + "theoretic", + "potrz", + "dud", + "pragmatic", + "Immediately" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "nnnn", + "xr", + "sensibility", + "defens", + "dud", + "Xr", + "ulnerable", + "fortitude", + "bole", + "defensive", + "teh", + "Etc", + "expediency", + "ium", + "scape", + "lier", + "efficacy", + "XK", + "imperative", + "rrrr", + "Romeo", + "assertions", + "ruptcy", + "adage", + "novedad", + "immediacy" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "defensive", + "thoughtful", + "cryptic", + "intensive", + "sensibility", + "testers", + "ycopg", + "softener", + "edging", + "Protect", + "oteric", + "novelty", + "psychic", + "psicologia", + "mathml", + "novedad", + "faibles", + "typescript", + "PSY" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "undesired", + "undesirable", + "vertebrae", + "occurrence", + "unequiv", + "initial", + "catastrophic", + "adage", + "og", + "ephemeral", + "infraction", + "withstand", + "irrevers", + "Caution", + "resisting", + "stave", + "ceptible", + "bepaalde", + "infractions", + "seg", + "intend", + "proverbial", + "irreversible", + "mule", + "swear", + "preserve" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "in", + "no", + "t", + "og", + "situation", + "say", + "irrevers", + "particular", + "no", + "conscient", + "ish", + "Fink", + "un", + "ite", + "Integrity", + "on", + "is", + "and", + "R", + "way", + "withstanding", + "unequiv", + "onset", + "s", + "r", + "fundamental", + "resist" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "irrevers", + "in", + "Initiation", + "init", + "Integrity", + "inite", + "hardening", + "datac", + "hardening", + "say", + "quartzite", + "Conf", + "withstanding", + "Permanent", + "Permanent", + "voordat", + "enium", + "inicia", + "determinante", + "initiation", + "Induction", + "ductility", + "ish", + "inicial", + "Initial", + "perman", + "Inicio", + "RuntimeError", + "and", + "inoc" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Permanent", + "Permanent", + "permanent", + "Yield", + "Fatigue", + "Yield", + "perman", + "yielding", + "Endurance", + "permanent", + "permanently", + "sanitize", + "permanente", + "yielding", + "endure", + "quartzite", + "RuntimeError", + "isLoading", + "irrevers", + "fatigue", + "Dynamic", + "unstyled", + "Loading", + "Finite", + "endurance", + "yield", + "induction" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "Yield", + "Yield", + "yielding", + "Permanent", + "elastic", + "yielding", + "yield", + "yield", + "plastic", + "Permanent", + "Plastic", + "permanent", + "Plastic", + "endurance", + "Endurance", + "permanent", + "Fatigue", + "plastic", + "oplastic", + "permanente", + "fatigue", + "perman", + "elastic", + "endure", + "Elastic", + "permanently", + "urance", + "inelastic", + "Perman", + "Elastic" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "strain", + "Yield", + "yield", + "yield", + "Yield", + "Strain", + "yielding", + "yielding", + "plastic", + "strain", + "ductility", + "fatigue", + "dislocation", + "Endurance", + "endurance", + "Strain", + "strains", + "gie", + "Permanent", + "yielded", + "Plastic", + "yields", + "deformation", + "Onset", + "plastic", + "urance", + "elastic", + "irrevers" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "Yield", + "yield", + "yield", + "Yield", + "strain", + "yielding", + "elastic", + "yielding", + "plastic", + "Permanent", + "Elastic", + "strains", + "dislocation", + "Strain", + "yields", + "plastic", + "yielded", + "Elastic", + "elastic", + "Strain", + "Plastic", + "permanent", + "deformation", + "neck", + "strain", + "plasticity", + "ductility", + "gie" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Yield", + "yield", + "yield", + "Yield", + "yielding", + "yields", + "yielding", + "y", + "Permanent", + "strain", + "lars", + "Y", + "P", + "ears", + "yers", + "ielle", + "yielded", + "strains", + "neck", + "Strain", + "Elastic", + "necks", + "plastic" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "work", + "resistance", + "start", + "formation", + "strain", + "irreversible", + "yield", + "failure", + "use", + "damage", + "prevention", + "change", + "problem", + "production", + "irrevers", + "development", + "problems", + "rejection", + "irre", + "emergence", + "only", + "chemical", + "engineering", + "rupture", + "effect", + "work", + "resistance", + "s", + "completion", + "Resistance" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 212714, + 187188, + 189093, + 186301, + 182285, + 4853, + 5705, + 178191, + 180234, + 4484, + 58201, + 71995, + 45082, + 39977, + 32531, + 14760, + 23287, + 107408, + 62767, + 24794, + 67164, + 43625, + 11906, + 65720, + 52502, + 7311 + ] + }, + { + "label": "Hall", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 77998, + 124755, + 120781, + 122484, + 68080, + 69091, + 71410, + 131516, + 137901, + 80354, + 195198, + 153898, + 183337, + 209958, + 208652, + 212788, + 179514, + 229188, + 177727, + 152778, + 83078, + 67736, + 44512, + 108479, + 155676, + 4863 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 56773, + 65751, + 71559, + 61239, + 63263, + 39135, + 10354, + 5140, + 1969, + 988, + 25139, + 32906, + 3755, + 44119 + ] + }, + { + "label": "Hall", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 15344, + 3922, + 4595, + 28876, + 58030, + 84726, + 109223, + 5615, + 3042, + 2338, + 29340, + 1132, + 2618, + 20716 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "Caste", + "score": 7.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "compared", + "output_checked": true + }, + { + "concept": "than", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "better", + "output_checked": true + }, + { + "concept": "dure", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "preval", + "score": 4.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "otherwise", + "output_checked": true + }, + { + "concept": "voila", + "score": 3.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Latter", + "score": 3.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "coarse", + "output_checked": true + }, + { + "concept": "testers", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Danger", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "aporta", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Unterschiede", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "size", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "Yield", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "metals", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "an", + "output_checked": true + }, + { + "concept": "grain", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "performs", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "better", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "marbled", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "refined", + "output_checked": true + }, + { + "concept": "RequestContext", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "otherwise", + "output_checked": true + }, + { + "concept": "Permanent", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "damage", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "McDonalds", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "manga", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Test", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "PLOAD", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "MgO", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "an", + "output_checked": true + }, + { + "concept": "horrid", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "identical", + "output_checked": true + }, + { + "concept": "defensive", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "arcade", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "Dataset", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "identical", + "output_checked": true + }, + { + "concept": "ITest", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "Hazard", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "aquella", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "version", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "coarser", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Permanent", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "crystals", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "comparison", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "compared", + "output_checked": true + }, + { + "concept": "resistance", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "resists", + "output_checked": true + }, + { + "concept": "grains", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "twin", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "identical", + "output_checked": true + }, + { + "concept": "viens", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "A", + "output_checked": true + }, + { + "concept": "fato", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "The", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "ced", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Giants", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sensibility", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Thane", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "otherwise", + "output_checked": true + }, + { + "concept": "penyimpanan", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "enquire", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "LEC", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "undesired", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "aides", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "coarse", + "output_checked": true + }, + { + "concept": "commensurate", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "Mannschaften", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Miche", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "version", + "output_checked": true + }, + { + "concept": "texture", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "coarse", + "output_checked": true + }, + { + "concept": "preponder", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "cuidado", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "manner", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "masala", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "coarse", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "et", + "se", + "th", + "and", + "row", + "gh", + "ar", + "ne", + "sa", + "yst", + "inter", + "pr", + "anc", + "ton", + "red", + "ray", + "ative", + "ser", + "roup", + "ces", + "rol", + "equ", + "self", + "be", + "son", + "span", + "na", + "ters", + "roll" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "es", + "lar", + "rence", + "comple", + "flows", + "esco", + "suff", + "seo", + "uq", + "pitted", + "conflicted", + "ning", + "ny", + "assert", + "ju", + "Which", + "suit", + "LI" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "th", + "one", + "ru", + "ON", + "red", + "med", + "tem", + "som", + "mark", + "fam", + "To", + "pha", + "mag", + "ump", + "vi", + "ably", + "ograph", + "kan", + "ware", + "ambda", + "mit", + "Med", + "utions", + "suggest", + "q", + "quick", + "ramework" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ou", + "ic", + "ion", + "el", + "l", + "st", + "im", + "g", + "u", + "se", + "if", + "th", + "us", + "ht", + "ers", + "and", + "ere", + "com", + "ess", + "pe", + "ain", + "ity", + "j", + "pl", + "ame", + "iz", + "ies" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "ic", + "ve", + "ch", + "The", + "pl", + "ha", + "ad", + "ign", + "The", + "which", + "app", + "xt", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "ays", + "est", + "wo", + "who", + "rib", + "import", + "es", + "pos", + "what" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "le", + "ion", + "as", + "ent", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "un", + "ht", + "ere", + "com", + "end", + "ill", + "ex", + "art", + "iz", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire", + "cc" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "id", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "ord", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "n", + "s", + "ers", + "of", + "son", + "added", + "e", + "mi", + "ature", + "reput", + "lid", + "Ik", + "youtu", + "eat", + "liga", + "evol", + "kaya", + "sof", + "heer", + "bringen", + "wunder", + "sina", + "bereit", + "t", + "aw" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "e", + "s", + "rel", + "of", + "youtu", + "mellow", + "n", + "ature", + "perfectly", + "reput", + "substantial", + "aat", + "imitation", + "EG", + "successfully", + "evol", + "sof", + "sli", + "successor", + "t", + "ers", + "sm", + "has", + "slash" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "substantial", + "e", + "readily", + "rel", + "reput", + "substantially", + "outrage", + "et", + "successor", + "slash", + "rather", + "Tog", + "fielder", + "aat", + "Publicity", + "Will", + "such", + "similar", + "damn", + "imitation", + "EG", + "facilmente", + "dictator", + "ameri" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "B", + "nur", + "er", + "Will", + "and", + "com", + "Will", + "of", + "substantial", + "damn", + "tog", + "ET", + "G", + "outrage", + "Considerable", + "ameri", + "similar", + "declining", + "et", + "sa", + "Tog", + "fielder", + "necessitate", + "pre", + "increasing" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "Considerable", + "Will", + "readily", + "impending", + "damn", + "outrage", + "as", + "and", + "substantial", + "similar", + "nur", + "necessitate", + "Tog", + "slightly", + "declining", + "fielder", + "slight", + "Will", + "markedly", + "er", + "uneas", + "outraged", + "com" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "of", + "reverting", + "damn", + "markedly", + "impending", + "outraged", + "severely", + "worsening", + "also", + "substantially", + "outrage", + "engend", + "shattering", + "Will", + "analogous", + "shutdown", + "vergang", + "sorely", + "notoriety", + "spinster", + "of", + "crappy", + "essentially", + "ilir", + "bunun", + "hindering", + "enraged" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "of", + "but", + "because", + "because", + "markedly", + "analogous", + "ability", + "substantially", + "increased", + "increase", + "hurled", + "championed", + "worsening", + "prevenir", + "similar", + "termed", + "attributable", + "sarebbe", + "shutdown", + "worsened", + "and", + "but", + "detrimental", + "imparted" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "markedly", + "detrimental", + "comparatively", + "mechanisms", + "tions", + "resistant", + "analogous", + "championed", + "but", + "debilit", + "lauded", + "upheaval", + "behavi", + "withstand", + "characteristics", + "substantially", + "appreciably", + "resisting", + "unequiv", + "drastically", + "deleterious", + "surpassing", + "unsurpassed", + "resulting", + "preventing", + "endured", + "prevenir" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "resisting", + "withstand", + "mechanisms", + "preventing", + "prevention", + "prevenir", + "lenient", + "tenacious", + "withstood", + "endured", + "nuanced", + "relatively", + "lessened", + "debilit", + "preventative", + "hindering", + "resistant", + "detrimental", + "hesitant", + "debilitating", + "lessening", + "toler", + "threshold", + "moderately", + "resilient", + "longevity", + "marginally", + "durability", + "comparatively", + "inherently", + "tenacity" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "onset", + "resilient", + "resistant", + "tenacious", + "initiation", + "intrinsic", + "cohesive", + "resisting", + "incipient", + "initial", + "relatively", + "debilitating", + "prolonged", + "endurance", + "catastrophic", + "critical", + "tolerance", + "inherent", + "inherently", + "initiating", + "enduring", + "undesirable", + "toler", + "remarkably", + "short", + "potentially", + "sustained", + "gradual", + "tensile", + "stubbornly", + "transition", + "stalling" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "onset", + "initiation", + "initial", + "tensile", + "incipient", + "fatigue", + "resilient", + "irreversible", + "critical", + "resistant", + "resistance", + "catastrophic", + "structural", + "resilience", + "resisting", + "ductile", + "threshold", + "enduring", + "progressively", + "gradual", + "tolerance", + "durability", + "stability", + "resists", + "sustained", + "deformation", + "initiating", + "irrevers", + "sudden", + "withstand", + "resist", + "brittle" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "initiation", + "onset", + "initial", + "tensile", + "initiating", + "fatigue", + "permanent", + "threshold", + "start", + "starting", + "resistance", + "resist", + "irreversible", + "Mullins", + "endurance", + "irrevers", + "incipient", + "lasting", + "toughness", + "resists", + "ductile", + "deformation", + "and", + "Initiation", + "begin", + "appreciable", + "starts", + "pre", + "strain", + "durability", + "perman" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "fatigue", + "strain", + "Strain", + "strain", + "permanent", + "Strain", + "Fatigue", + "onset", + "Mullins", + "deformation", + "yield", + "irrevers", + "endurance", + "irreversible", + "initiation", + "neck", + "Permanent", + "Yield", + "initial", + "Damage", + "Bain", + "strains", + "yielding", + "damage", + "plastic", + "recrystall", + "Deformation", + "elongation", + "hardening", + "permanent" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "plastic", + "plastic", + "fatigue", + "elastic", + "permanent", + "Plastic", + "Plastic", + "yielding", + "yield", + "strain", + "plasticity", + "elastic", + "permanent", + "Fatigue", + "Yield", + "plast", + "endurance", + "Elastic", + "yield", + "Permanent", + "Yield", + "permanently", + "oplastic", + "Elastic", + "Permanent", + "elasticity", + "strain" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "strain", + "yielding", + "yield", + "strain", + "Strain", + "Yield", + "Yield", + "Strain", + "fatigue", + "strains", + "elastic", + "yield", + "plastic", + "deformation", + "yielding", + "endurance", + "plastic", + "straining", + "dislocation", + "neck", + "neck", + "permanent", + "elastic", + "stretch", + "irre", + "yields", + "e", + "and", + "yet" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "yielding", + "yield", + "Yield", + "Yield", + "strain", + "strains", + "yield", + "neck", + "Strain", + "deformation", + "Strain", + "fatigue", + "yielding", + "plastic", + "neck", + "elastic", + "dislocation", + "strain", + "yields", + "plastic", + "Neck", + "inelastic", + "Elastic", + "straining", + "Neck", + "twinning", + "permanent", + "yielded", + "onset", + "Bulletin", + "Elastic" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "yield", + "Yield", + "Yield", + "yield", + "yielding", + "yielding", + "strains", + "strain", + "yields", + "Elastic", + "elastic", + "y", + "yielded", + "Permanent", + "Strain", + "YS", + "neck", + "or", + "plastic", + "Strain", + "yd", + "Ys", + "strain" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "work", + "resistance", + "start", + "formation", + "strain", + "irreversible", + "yield", + "failure", + "use", + "damage", + "prevention", + "change", + "problem", + "production", + "irrevers", + "development", + "problems", + "rejection", + "irre", + "emergence", + "only", + "chemical", + "engineering", + "rupture", + "effect", + "work", + "resistance", + "s", + "completion", + "Resistance" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 16.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "is", + "output_checked": true + }, + { + "concept": "been", + "score": 7.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "grained", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "coarse", + "output_checked": true + }, + { + "concept": "onset", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "start", + "output_checked": true + }, + { + "concept": "comparison", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "compared", + "output_checked": true + }, + { + "concept": "resistance", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "resists", + "output_checked": true + }, + { + "concept": "considerably", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "coarse", + "output_checked": true + }, + { + "concept": "grain", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "coarse", + "output_checked": true + }, + { + "concept": "performs", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "better", + "output_checked": true + }, + { + "concept": "Will", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "materials", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "inherently", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "etre", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "ample", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "otherwise", + "output_checked": true + }, + { + "concept": "reverting", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "identical", + "output_checked": true + }, + { + "concept": "markedly", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "prevenir", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "resists", + "output_checked": true + }, + { + "concept": "similar", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "identical", + "output_checked": true + }, + { + "concept": "yellowish", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "hingegen", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "initiating", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "start", + "output_checked": true + }, + { + "concept": "generally", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "is", + "output_checked": true + }, + { + "concept": "different", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "resultant", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "versions", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "version", + "output_checked": true + }, + { + "concept": "brittle", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "is", + "output_checked": true + }, + { + "concept": "deformation", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "yielding", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "somebody", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "willingness", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "refined", + "output_checked": true + }, + { + "concept": "exponentially", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "better", + "output_checked": true + }, + { + "concept": "decline", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "resists", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "version", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "grizz", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "regarding", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "compared", + "output_checked": true + }, + { + "concept": "decidedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "otherwise", + "output_checked": true + }, + { + "concept": "consistently", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "downright", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "resists", + "output_checked": true + }, + { + "concept": "widespread", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "start", + "output_checked": true + }, + { + "concept": "impending", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "presumably", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "identical", + "output_checked": true + }, + { + "concept": "pertaining", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "otherwise", + "output_checked": true + }, + { + "concept": "significantly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "better", + "output_checked": true + }, + { + "concept": "that", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "characterized", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "an", + "output_checked": true + }, + { + "concept": "Except", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "otherwise", + "output_checked": true + }, + { + "concept": "versus", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "differences", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "typically", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "material", + "output_checked": true + }, + { + "concept": "noticeably", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "better", + "output_checked": true + }, + { + "concept": "decreases", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "resists", + "output_checked": true + }, + { + "concept": "incipient", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "resisting", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "textured", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "coarse", + "output_checked": true + }, + { + "concept": "but", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "otherwise", + "output_checked": true + }, + { + "concept": "differing", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "enhance", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "refined", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "material", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-05__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-05__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-05__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-05__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-05__heatmap.png" + } + }, + { + "slug": "mechanism-name-grain-size-strength-06", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size strengthening 6", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Thermomechanical processing reduces the characteristic crystal-region size without changing chemistry. The resulting sheet shows higher yield strength.", + "prompt_tail": "Thermomechanical processing reduces the characteristic crystal-region size without changing chemistry. The resulting sheet shows higher yield strength.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 22 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size-strength", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 24023, + "best_depth": 55.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 1290 + }, + { + "label": "Hall", + "best_rank": 42255, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 696 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "odium", + "unica", + "wadi", + "udi", + "ervo", + "odi", + "ahs", + "Kodi", + "elli", + "ilah", + "hacerse", + "Burbank", + "ayya", + "Beverungen", + "avil", + "wit", + "ayani", + "iber", + "inking", + "Fountain", + "arpur", + "Sever", + "avia", + "shortage", + "lassen" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "overheard", + "udi", + "ayani", + "anio", + "aville", + "ServiceID", + "arita", + "arpur", + "odi", + "erver", + "rodeo", + "cil", + "avil", + "Imperio", + "Kodi", + "uded", + "iasa", + "alco", + "zki", + "ervo", + "ta", + "zk" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "rodeo", + "overheard", + "udi", + "ayani", + "Kodi", + "aville", + "arpur", + "odi", + "avil", + "uded", + "Imperio", + "ServiceID", + "zki", + "ervo", + "cil", + "qat", + "anio", + "zk", + "odil", + "iasa", + "ekw", + "Fairbanks" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "ahs", + "unica", + "quilla", + "wadi", + "rodeo", + "ayani", + "odi", + "Imperio", + "overheard", + "udi", + "Kodi", + "aville", + "ServiceID", + "cil", + "anio", + "arpur", + "iasa", + "zk", + "uded", + "odil", + "ta", + "avia", + "erver", + "mith", + "arita" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "sever", + "wadi", + "Guangzhou", + "Pamp", + "Pasadena", + "rodeo", + "Zhejiang", + "Horton", + "Yoruba", + "Parkland", + "odium", + "Bangkok", + "Hagen", + "QRSTUVWXYZ", + "Fountain", + "sova", + "Makita", + "hydroxide", + "Selangor", + "Erika", + "Truss", + "Everglades", + "jda", + "dig", + "medial", + "uitively" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "Infect", + "squares", + "rehabilitated", + "Europ", + "Inflater", + "pneumatic", + "vesicular", + "Adriatic", + "calmed", + "videre", + "tesla", + "mt", + "directors", + "conferred" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "Europ", + "squares", + "pneumatic", + "authenticate", + "calmed", + "rehabilitated", + "vesicular", + "Aluminum", + "tesla", + "directors", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "udi", + "arita", + "wadi", + "anio", + "overheard", + "ayani", + "aville", + "odi", + "rodeo", + "ServiceID", + "alco", + "ta", + "uded", + "erver", + "cil", + "arpur", + "empleados", + "odil", + "zki", + "avil", + "Imperio", + "Kodi", + "ink" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "ahs", + "quilla", + "udi", + "wadi", + "anio", + "overheard", + "aville", + "erver", + "ayani", + "Imperio", + "ServiceID", + "cil", + "rodeo", + "odi", + "ta", + "uded", + "odil", + "avil", + "it", + "empleados", + "rekening", + "arpur", + "alco", + "sel" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "flare", + "sociale", + "infect", + "Infect", + "vesicular", + "squares", + "mt", + "directors", + "pneumatic", + "conferred", + "authenticate", + "rehabilitated", + "Inflater", + "tesla", + "fs", + "Europ", + "puis", + "verder" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "gehend", + "med", + "Moreover", + "f", + "t", + "eness", + "voila", + "ended", + "ures", + "de", + "manner", + "ve", + "rad", + "behavior", + "brid", + "dif", + "fif", + "Kalau", + "logrado", + "rologic", + "seg", + "uri" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "Moreover", + "voila", + "Kalau", + "med", + "gehend", + "rad", + "Furthermore", + "udir", + "tyle", + "ures", + "uri", + "brid", + "ended", + "fif", + "fato", + "Depois", + "ve", + "differenza", + "deer", + "f", + "ogo", + "Como" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "s", + "rad", + "Moreover", + "voila", + "gehend", + "Kalau", + "tyle", + "ve", + "digamos", + "f", + "uri", + "sage", + "ures", + "udir", + "t", + "do", + "particular", + "folds", + "g", + "prim", + "primes" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "particular", + "voila", + "Moreover", + "perfect", + "perd", + "tyle", + "sure", + "zeug", + "manner", + "vehement", + "primes", + "imperative", + "do", + "sayang", + "dif", + "rad", + "behavior", + "Etc", + "ver", + "ures", + "Moreover", + "ogf", + "deer" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "xr", + "imperative", + "sheep", + "Etc", + "sensibility", + "voila", + "vehement", + "behavior", + "zeug", + "assertions", + "examination", + "Kong", + "aptitude", + "rite", + "particular", + "organization", + "lier", + "sheep", + "lang", + "acuse", + "ium" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "xr", + "intensive", + "rrrr", + "imperative", + "fortitude", + "additive", + "rrr", + "expediency", + "bole", + "Romeo", + "sensibility", + "aptitude", + "Xr", + "ODM", + "discord", + "dud", + "Etc", + "teh", + "remarked", + "rediscovered", + "dynamics", + "defensive", + "Dynamics", + "expansive", + "pragmatic", + "opus", + "nnnn", + "merk" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "additive", + "intensive", + "increased", + "softener", + "thoughtful", + "oteric", + "shaved", + "aptitude", + "geek", + "PLOAD", + "cryptic", + "defensive", + "WRITE", + "novelty", + "psychic", + "chipset", + "psicologia", + "obtuse", + "ornamental", + "stderr", + "mathml" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "aptitude", + "Notas", + "snowboard", + "Notas", + "knife", + "lemonade", + "denser", + "remarked", + "gesellschaft", + "pubescent", + "Contour", + "softener", + "increased", + "MNOP", + "arcade", + "additive", + "Diffraction", + "DEFGHIJKLMNOP", + "cryptographic", + "masu", + "sustained", + "diffraction", + "Numer", + "GTX", + "Tetrahedron", + "Beware" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "bepaalde", + "saber", + "gewisse", + "tenacity", + "remarked", + "particular", + "than", + "lemonade", + "defineProperty", + "aptitude", + "iliency", + "than", + "Define", + "determinada", + "THEOREM", + "determinante", + "commensurate", + "determinadas", + "ave", + "gdy", + "skates", + "lamented", + "icherung", + "tremendously", + "bestimmte", + "conjectured" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "typhoon", + "yield", + "Pythagorean", + "yielding", + "incrementally", + "msbuild", + "gaji", + "byteArray", + "yielding", + "aptitude", + "imbued", + "quartzite", + "grout", + "carbide", + "Undefined", + "tenacity", + "yeti", + "iodide", + "buoyancy", + "wurf", + "pergunta", + "pytest", + "iliency", + "syndicate", + "Incremental", + "Notas", + "grail" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "yield", + "Yield", + "yielding", + "yield", + "Yield", + "yielding", + "yields", + "yielded", + "typhoon", + "Prend", + "imbued", + "msbuild", + "rendement", + "writeInt", + "yel", + "Gewinn", + "gaji", + "yeti", + "rendimiento", + "tougher", + "Thrust", + "MLM", + "UFC" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "Yield", + "yield", + "yield", + "Yield", + "yielding", + "yielding", + "yields", + "yielded", + "Strength", + "Strength", + "strength", + "typhoon", + "Prend", + "strength", + "imbued", + "Strengthen", + "yeti", + "impede", + "dysplasia", + "yel", + "akim", + "msbuild", + "rendement", + "unexpectedly", + "iliency" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "yield", + "Yield", + "yield", + "Yield", + "yields", + "yielded", + "yielding", + "yielding", + "tensile", + "strength", + "strength", + "ield", + "crian", + "Strength", + "rendimiento", + "ye", + "stre", + "Tens", + "strain", + "dysplasia", + "rendement", + "pull", + "gie", + "styr", + "Strength", + "impede", + "shear" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "yield", + "yield", + "Yield", + "Yield", + "yields", + "yielded", + "yielding", + "yielding", + "ye", + "ield", + "yard", + "strength", + "Ye", + "Strength", + "strength", + "rendimiento", + "Yosh", + "Ye", + "tensile", + "yeast", + "rendement", + "Tens", + "plasticity", + "Bingham", + "shear", + "Strength" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "yield", + "Yield", + "yield", + "Yield", + "yields", + "yielded", + "yielding", + "Y", + "yard", + "yielding", + "yeast", + "rendimiento", + "ye", + "strength", + "strength", + "Strength", + "yeti", + "Y", + "IELD", + "I", + "york", + "Ye", + "rendement" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "yield", + "Yield", + "Yield", + "thought", + "yield", + "e", + "In", + "However", + "harder", + "py", + "yields", + "Note", + "quality", + "Y", + "For", + "com", + "br", + "day", + "table", + "important", + "products", + "If", + "These", + "studies", + "propane", + "e", + "added", + "time", + "To" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 220366, + 186425, + 193284, + 190903, + 179316, + 4822, + 5689, + 176281, + 178429, + 4070, + 49313, + 62619, + 48330, + 41917, + 24024, + 27818, + 36240, + 84923, + 76393, + 53016, + 78480, + 53314, + 127008, + 117796, + 85647, + 14084 + ] + }, + { + "label": "Hall", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 64089, + 125968, + 118396, + 119660, + 22061, + 69177, + 72681, + 132672, + 141919, + 82018, + 177155, + 141863, + 162448, + 181437, + 193159, + 154419, + 154489, + 194406, + 163127, + 98723, + 42256, + 57786, + 86565, + 171146, + 181159, + 550 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 26430, + 46020, + 35933, + 39024, + 23552, + 6680, + 8564, + 2028, + 4028, + 1601, + 3264, + 1291, + 7930, + 20779 + ] + }, + { + "label": "Hall", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 29076, + 10777, + 8258, + 48490, + 26704, + 27124, + 115360, + 8173, + 2421, + 1927, + 1012, + 697, + 11532, + 11936 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "tanpa", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "without", + "output_checked": true + }, + { + "concept": "than", + "score": 3.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "higher", + "output_checked": true + }, + { + "concept": "Ontology", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "characteristic", + "output_checked": true + }, + { + "concept": "nexus", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "region", + "output_checked": true + }, + { + "concept": "Assumptions", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "reduces", + "output_checked": true + }, + { + "concept": "composition", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "chemistry", + "output_checked": true + }, + { + "concept": "determinada", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "conven", + "score": 2.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "MenuInflater", + "score": 2.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "resulting", + "output_checked": true + }, + { + "concept": "vnd", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "MRP", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "omechanical", + "output_checked": true + }, + { + "concept": "teh", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "reddish", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "TryParse", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "reduces", + "output_checked": true + }, + { + "concept": "NodeJS", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "chemistry", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "nitrile", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "Contour", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "bepaalde", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "Therm", + "output_checked": true + }, + { + "concept": "ILayout", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "omechanical", + "output_checked": true + }, + { + "concept": "bribery", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "processing", + "output_checked": true + }, + { + "concept": "Spinner", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Miche", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "chemistry", + "output_checked": true + }, + { + "concept": "mostrar", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "Amat", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "typhoon", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "Therm", + "output_checked": true + }, + { + "concept": "Assumption", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "omechanical", + "output_checked": true + }, + { + "concept": "OfInterest", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "region", + "output_checked": true + }, + { + "concept": "anime", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "omechanical", + "output_checked": true + }, + { + "concept": "dulce", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "region", + "output_checked": true + }, + { + "concept": "Prosec", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "processing", + "output_checked": true + }, + { + "concept": "prosecution", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "processing", + "output_checked": true + }, + { + "concept": "ohne", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "voila", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "Therm", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "sane", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "focussed", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "region", + "output_checked": true + }, + { + "concept": "ampere", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "size", + "output_checked": true + }, + { + "concept": "lembut", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "changing", + "output_checked": true + }, + { + "concept": "customizable", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "additive", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Mehndi", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "Contains", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "bridle", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "aptitude", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "diameter", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "size", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "naturales", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "omechanical", + "output_checked": true + }, + { + "concept": "dif", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "mun", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "size", + "output_checked": true + }, + { + "concept": "muestra", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "vendo", + "score": 1.0, + "best_rank": 5, + "best_depth": 44.7, + "near_token": "the", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "th", + "wh", + "row", + "gh", + "ar", + "ne", + "yst", + "inter", + "anc", + "ton", + "tr", + "pect", + "red", + "ray", + "ser", + "min", + "ts", + "years", + "be", + "son", + "eb", + "span", + "na", + "ters", + "roll", + "section", + "ler", + "bers" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "rence", + "uq", + "comp", + "esco", + "umeric", + "celle", + "celui", + "owed", + "flows", + "enburg", + "ridden", + "aquele", + "seo", + "nyt", + "terraform", + "pitted", + "decayed", + "lasan" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "th", + "one", + "mark", + "To", + "kan", + "ware", + "mit", + "Med", + "lar", + "q", + "nie", + "extent", + "roke", + "partial", + "Init", + "FO", + "Med", + "permission", + "worth", + "agi", + "aser", + "Portug", + "sebagai", + "neys" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "or", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "l", + "st", + "im", + "g", + "u", + "se", + "be", + "if", + "th", + "us", + "ht", + "and", + "ere", + "com", + "ess", + "pe", + "ity", + "j", + "pl", + "ame", + "ies", + "int" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ic", + "ve", + "pe", + "pl", + "ha", + "ad", + "your", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "ays", + "est", + "wo", + "who", + "es", + "pos", + "what", + "bet", + "This", + "ym", + "sh" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "le", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "un", + "ere", + "com", + "pe", + "end", + "ill", + "ex", + "rom", + "art", + "this", + "iz", + "ang", + "ive", + "all", + "ard", + "ia" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "w", + "f", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "id", + "ut", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "os", + "ly", + "ers", + "ew", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "comp", + "ord", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "set", + "to", + "app" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ers", + "of", + "n", + "e", + "s", + "er", + "aw", + "son", + "function", + "they", + "selection", + "aat", + "eat", + "begitu", + "liaison", + "remember", + "sof", + "bringen", + "wunder", + "garnished", + "t" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "s", + "ers", + "e", + "n", + "er", + "aal", + "aat", + "liaison", + "remember", + "wunder", + "ameri", + "he", + "aw", + "sa", + "selection", + "youtu", + "eat", + "imitation", + "sof", + "bringen", + "ampio" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "substantially", + "fielder", + "e", + "substantial", + "Tog", + "ameri", + "aat", + "imitation", + "demise", + "reliance", + "ain", + "com", + "of", + "behalf", + "considerably", + "immense", + "aal", + "Ik", + "facilmente", + "tog", + "er", + "outrage" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "ameri", + "attacker", + "demise", + "fielder", + "er", + "tog", + "Tog", + "immense", + "kowy", + "declining", + "com", + "substantial", + "substantially", + "nur", + "aal", + "behest", + "ain", + "of", + "PA", + "Looking", + "Ik", + "accepted", + "damn", + "aat" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "readily", + "attacker", + "demise", + "immense", + "Tog", + "fielder", + "considerably", + "tog", + "ameri", + "substantially", + "er", + "declining", + "substantial", + "damn", + "nur", + "accepted", + "kowy", + "elated", + "accepted", + "slight", + "aal", + "lichkeit", + "tremendous", + "individuality", + "com", + "markedly", + "elicited", + "asesin" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "substantially", + "because", + "considerably", + "stantially", + "markedly", + "ameri", + "substantial", + "esas", + "Ik", + "increased", + "significantly", + "potentially", + "of", + "demise", + "bunun", + "damn", + "of", + "appreciably", + "achieved", + "increase", + "increased", + "unbelievable", + "behalf", + "immense", + "ujar", + "nedeniyle", + "because" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "because", + "but", + "because", + "of", + "increased", + "Because", + "but", + "markedly", + "Because", + "increase", + "S", + "enhanced", + "But", + "achieved", + "called", + "attributed", + "championed", + "increased", + "increase", + "However", + "ofthe", + "surpassing", + "surpasses", + "enhance", + "associated" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "increased", + "enhanced", + "improved", + "markedly", + "increased", + "but", + "increase", + "achieved", + "surpassing", + "significantly", + "functionalities", + "of", + "lauded", + "functionality", + "attributed", + "increase", + "resulting", + "characteristics", + "optimized", + "enhanced", + "imparted", + "championed", + "Increased", + "invigor", + "decreased", + "drastically", + "surpasses", + "unsurpassed", + "enhance", + "unprecedented", + "enhances", + "reduced" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "increase", + "increased", + "enhanced", + "increases", + "improved", + "significantly", + "enhance", + "increased", + "enhancing", + "Increase", + "markedly", + "Increased", + "increase", + "heightened", + "decreased", + "enhances", + "intensified", + "decrease", + "higher", + "greater", + "increasing", + "peningkatan", + "Increases", + "bolstering", + "reduced", + "elevated", + "enhancement" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "increase", + "increased", + "significantly", + "overall", + "enhanced", + "improved", + "surprisingly", + "than", + "greater", + "higher", + "highly", + "striking", + "demanding", + "remarkably", + "capability", + "inherent", + "markedly", + "substantially", + "increases", + "inherently", + "stronger", + "strongly", + "potentially", + "impressive", + "increasing", + "slightly", + "achieved", + "remarkable", + "dramatically", + "intrinsic", + "unprecedented", + "comparatively" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "S", + "increased", + "overall", + "increase", + "N", + "without", + "t", + "D", + "enhanced", + "than", + "ability", + "d", + "p", + "f", + "st", + "n", + "increases", + "overall", + "m", + "th", + "and", + "increased", + "without", + "significantly", + "A", + "increase", + "improved", + "U", + "St", + "even", + "higher" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "yield", + "s", + "and", + "p", + "H", + "r", + "R", + "increased", + "P", + "yield", + "w", + "T", + "y", + "up", + "Y", + "W", + "i", + "H", + "a", + "Y", + "higher", + "E", + "overall", + "Yield", + "p", + "yielding", + "yielding", + "and", + "U", + "U", + "sh" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "yield", + "yield", + "H", + "S", + "s", + "N", + "Yield", + "Yield", + "O", + "p", + "yielding", + "H", + "i", + "yielding", + "U", + "J", + "Y", + "yields", + "A", + "M", + "T", + "I", + "P", + "e", + "i", + "re", + "is", + "R", + "D", + "N", + "u" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "yield", + "yield", + "Yield", + "Yield", + "s", + "yields", + "Y", + "yielding", + "H", + "N", + "S", + "p", + "re", + "yielding", + "O", + "yielded", + "Y", + "T", + "v", + "un", + "is", + "A", + "net", + "n", + "y", + "M", + "D", + "U", + "t", + "d", + "W", + "H" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "yield", + "yield", + "Yield", + "Yield", + "yields", + "yielding", + "yielded", + "yielding", + "H", + "ye", + "N", + "st", + "re", + "s", + "U", + "n", + "t", + "ield", + "p", + "t", + "e", + "th", + "l", + "S", + "and", + "d", + "i", + "O", + "se" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "yield", + "yield", + "Yield", + "Yield", + "yields", + "yielded", + "yielding", + "yielding", + "ye", + "Ye", + "ield", + "Ye", + "Yosh", + "yard", + "Y", + "Y", + "Youth", + "Youth", + "Yosh", + "Yu", + "Yard", + "Yu", + "yel", + "H", + "Ya" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "yield", + "Yield", + "yield", + "Yield", + "yields", + "yielding", + "yielded", + "ye", + "Yosh", + "Ye", + "Ye", + "yielding", + "Y", + "yeast", + "Y", + "Yates", + "YE", + "York", + "Yosh", + "Ys", + "yard", + "Yam", + "YAML", + "Yeti", + "Yam", + "yel", + "Yankees" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "yield", + "Yield", + "Yield", + "thought", + "yield", + "e", + "In", + "However", + "harder", + "py", + "yields", + "Note", + "quality", + "Y", + "For", + "com", + "br", + "day", + "table", + "important", + "products", + "If", + "These", + "studies", + "propane", + "e", + "added", + "time", + "To" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 17.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "characteristic", + "output_checked": true + }, + { + "concept": "and", + "score": 15.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "increase", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "resulting", + "output_checked": true + }, + { + "concept": "substantially", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "resulting", + "output_checked": true + }, + { + "concept": "achieved", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "size", + "output_checked": true + }, + { + "concept": "significantly", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "increased", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "characteristics", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "characteristic", + "output_checked": true + }, + { + "concept": "any", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "without", + "output_checked": true + }, + { + "concept": "products", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "resulting", + "output_checked": true + }, + { + "concept": "slight", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "processing", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "apre", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "enhance", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "resulting", + "output_checked": true + }, + { + "concept": "advantages", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "enhanced", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "situated", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "region", + "output_checked": true + }, + { + "concept": "composition", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "chemistry", + "output_checked": true + }, + { + "concept": "regions", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "region", + "output_checked": true + }, + { + "concept": "prosecution", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "processing", + "output_checked": true + }, + { + "concept": "uniform", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "willingness", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "substantial", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "resulting", + "output_checked": true + }, + { + "concept": "Considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "resulting", + "output_checked": true + }, + { + "concept": "damn", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "additionally", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "region", + "output_checked": true + }, + { + "concept": "these", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "shinobi", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "regarding", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "omechanical", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "interrelated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "refrained", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "region", + "output_checked": true + }, + { + "concept": "modification", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "imparts", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "improved", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "higher", + "output_checked": true + }, + { + "concept": "tradeoff", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "such", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "processing", + "output_checked": true + }, + { + "concept": "salient", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "characteristic", + "output_checked": true + }, + { + "concept": "enchanting", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "aligned", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "been", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "than", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "higher", + "output_checked": true + }, + { + "concept": "having", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "without", + "output_checked": true + }, + { + "concept": "layered", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "tensile", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "change", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "changing", + "output_checked": true + }, + { + "concept": "showing", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "features", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "characteristic", + "output_checked": true + }, + { + "concept": "thin", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "overall", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "higher", + "output_checked": true + }, + { + "concept": "traits", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "characteristic", + "output_checked": true + }, + { + "concept": "considering", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "without", + "output_checked": true + }, + { + "concept": "efficiency", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "higher", + "output_checked": true + }, + { + "concept": "mechanics", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "omechanical", + "output_checked": true + }, + { + "concept": "crappy", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "individuality", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "reput", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "devoid", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "altering", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "problem", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "The", + "output_checked": true + }, + { + "concept": "respective", + "score": 1.0, + "best_rank": 4, + "best_depth": 51.1, + "near_token": "Therm", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-06__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-06__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-06__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-06__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-06__heatmap.png" + } + }, + { + "slug": "mechanism-name-grain-size-strength-07", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size strengthening 7", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A line defect moving through one crystallite is blocked at the interface with a differently oriented neighbor. Making the crystallites smaller increases the number of such obstacles.", + "prompt_tail": "hrough one crystallite is blocked at the interface with a differently oriented neighbor. Making the crystallites smaller increases the number of such obstacles.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size-strength", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 7189, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 376 + }, + { + "label": "Hall", + "best_rank": 28650, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 1018 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "odium", + "unica", + "wadi", + "udi", + "elli", + "odi", + "ahs", + "ervo", + "Kodi", + "avil", + "ayya", + "ilah", + "hacerse", + "Beverungen", + "wit", + "ayani", + "Burbank", + "Fountain", + "avia", + "iber", + "inking", + "Sever", + "arpur", + "opa", + "ocat", + "overheard" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "udi", + "ayani", + "overheard", + "aville", + "anio", + "ServiceID", + "arpur", + "odi", + "rodeo", + "arita", + "Imperio", + "Kodi", + "erver", + "cil", + "avil", + "uded", + "iasa", + "alco", + "odil", + "zki", + "ervo", + "Fairbanks" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "ayani", + "rodeo", + "overheard", + "udi", + "aville", + "arpur", + "odi", + "Kodi", + "uded", + "avil", + "Imperio", + "anio", + "ServiceID", + "arita", + "ervo", + "odil", + "zki", + "qat", + "alco", + "erver", + "cil", + "iasa" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "ahs", + "unica", + "quilla", + "wadi", + "ayani", + "rodeo", + "overheard", + "udi", + "odi", + "Imperio", + "anio", + "arpur", + "Kodi", + "aville", + "ServiceID", + "uded", + "arita", + "cil", + "erver", + "zk", + "odil", + "ervo", + "iasa", + "Fairbanks", + "ta" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Fountain", + "odium", + "wadi", + "rodeo", + "overheard", + "arpur", + "graisse", + "unica", + "ta", + "quilla", + "erver", + "ahs", + "Burbank", + "ayya", + "elle", + "zki", + "Kodi", + "Gra", + "zk", + "arita", + "qat", + "lova", + "udi", + "Sever", + "Silver", + "Imperio" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "squares", + "Infect", + "rehabilitated", + "pneumatic", + "Inflater", + "vesicular", + "Europ", + "Adriatic", + "ductory", + "conferred", + "videre", + "calmed", + "tesla" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "Aluminum", + "authenticate", + "calmed", + "rehabilitated", + "tesla", + "vesicular", + "directors", + "reefs", + "mt" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "udi", + "arita", + "wadi", + "anio", + "overheard", + "ayani", + "aville", + "odi", + "rodeo", + "ServiceID", + "erver", + "alco", + "uded", + "empleados", + "zki", + "cil", + "Kodi", + "arpur", + "ta", + "ink", + "odil", + "rekening", + "avil" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "ahs", + "wadi", + "udi", + "quilla", + "anio", + "overheard", + "aville", + "erver", + "cil", + "ayani", + "Imperio", + "ServiceID", + "rodeo", + "alco", + "odi", + "uded", + "arpur", + "it", + "ta", + "empleados", + "odil", + "sel", + "ths", + "zki" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "flare", + "infect", + "sociale", + "Infect", + "squares", + "vesicular", + "directors", + "mt", + "authenticate", + "pneumatic", + "Inflater", + "Europ", + "puis", + "conferred", + "reefs", + "rehabilitated", + "tesla" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "Moreover", + "ended", + "dir", + "ripsi", + "theater", + "examples", + "lepas", + "ures", + "bur", + "gehend", + "digamos", + "moreover", + "sellers", + "fold", + "Como", + "haja", + "detriment", + "en", + "uri", + "Moreover", + "furthermore" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "Moreover", + "med", + "Furthermore", + "Moreover", + "certainly", + "voila", + "uri", + "hearted", + "moreover", + "certeza", + "Kalau", + "uette", + "particular", + "examples", + "gehend", + "udir", + "Como", + "tyle", + "furthermore", + "udades", + "digamos", + "lepas" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "Moreover", + "particular", + "uri", + "digamos", + "certainly", + "exemplo", + "Moreover", + "moreover", + "s", + "voila", + "uette", + "examples", + "determinados", + "tyle", + "gehend", + "lepas", + "urious", + "sen", + "Furthermore", + "detriment", + "ures", + "ve", + "use" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "particular", + "med", + "Moreover", + "Moreover", + "particularmente", + "exemplo", + "ogf", + "certainly", + "instances", + "argumento", + "mah", + "Etc", + "virtue", + "ver", + "ulnerable", + "night", + "proverbial", + "ended", + "fold", + "differenza", + "use" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "mah", + "Etc", + "sensibility", + "argumento", + "particular", + "gesellschaft", + "lang", + "virtue", + "constraint", + "xr", + "theoretical", + "imperative", + "ulnerable", + "sheep", + "ItemGroup", + "dding", + "eur", + "sheep", + "cnt" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "nnnn", + "XK", + "teh", + "xr", + "Etc", + "sensibility", + "additive", + "dud", + "eur", + "mah", + "rrrr", + "imperative", + "constraint", + "Xr", + "ulnerable", + "Effect", + "virtue", + "astronom", + "Romeo" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "additive", + "intensive", + "sensibility", + "PLOAD", + "Intensive", + "ItemGroup", + "rectangles", + "oteric", + "XK", + "leyici", + "defensive", + "Zw", + "Measure", + "thoughtful", + "playgrounds" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "denser", + "NumberOf", + "quantidade", + "envisaged", + "consequently", + "swear", + "detriment", + "experiential", + "Increases", + "gdf", + "MNOP", + "diminish", + "intend", + "Minimize", + "consequ", + "Beaucoup", + "Numer", + "Nota", + "Instantiate", + "increases", + "bepaalde", + "engender", + "heterogeneity", + "instances", + "Increase", + "invariably", + "Aggregate", + "adage" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "increase", + "NumberOf", + "more", + "cantidad", + "Anzahl", + "minib", + "increases", + "prolifer", + "Increases", + "Increase", + "determinante", + "s", + "say", + "innumerable", + "berman", + "dic", + "ite", + "particular", + "increase", + "situation", + "hoeveel" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "increases", + "innumerable", + "Increases", + "oles", + "incrementar", + "denser", + "impediments", + "more", + "minib", + "impeded", + "increase", + "lebih", + "proportionately", + "determinante", + "imped", + "aumenta", + "aumentando", + "impediment", + "Anzahl", + "vic", + "incremento", + "impede" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "increases", + "increasing", + "aumenta", + "aumentando", + "incrementar", + "increase", + "Increases", + "Multiplication", + "numer", + "Anzahl", + "obstacles", + "innumerable", + "Increased", + "frequent", + "denser", + "multiply", + "multiplying", + "probabil", + "Increase", + "NumberOf" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "denser", + "density", + "dens", + "densidad", + "density", + "Dens", + "Density", + "Density", + "incrementar", + "dense", + "subdiv", + "aumenta", + "aumentando", + "increases", + "multiply", + "dense", + "aumentare", + "densities", + "Multiplication", + "aumentar", + "subdivided", + "increase", + "frequent", + "NumberOf" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "denser", + "density", + "dens", + "densidad", + "dense", + "density", + "dens", + "dense", + "aument", + "Dense", + "Dens", + "Dens", + "increased", + "Density", + "prolifer", + "aumentar", + "increase", + "densities", + "Density", + "Dense", + "increasing", + "densely", + "proliferate" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "dens", + "denser", + "dens", + "density", + "density", + "densidad", + "increase", + "increasing", + "Density", + "prolifer", + "increase", + "dense", + "Dens", + "dense", + "Dens", + "aumentar", + "increasing", + "aumenta", + "aumentare", + "incre", + "multiplication", + "densities", + "Density", + "increased" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Obst", + "denser", + "Dens", + "Increasing", + "get", + "icherung", + "Obst", + "densidad", + "Increasing", + "CompilerServices", + "And", + "bzw", + "prend", + "aumentare", + "Smaller", + "obstacles", + "increasing", + "on", + "fri", + "Therefore", + "dens", + "Therefore", + "getNumber", + "multip", + "Fragmentation" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Here", + "Increasing", + "More", + "However", + "Thus", + "These", + "Therefore", + "By", + "Here", + "You", + "increasing", + "Study", + "Also", + "This", + "density", + "Many", + "Using", + "In", + "Studies", + "Example", + "We", + "They", + "If", + "For", + "Obst", + "Below", + "Density", + "Each", + "And", + "Increasingly", + "Because", + "Once" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 220542, + 188211, + 189718, + 187622, + 181403, + 4359, + 5819, + 177225, + 180727, + 4703, + 63902, + 86650, + 63256, + 67461, + 79910, + 58229, + 59330, + 49213, + 39634, + 30389, + 24052, + 7190, + 61667, + 60496, + 61522, + 232 + ] + }, + { + "label": "Hall", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 68837, + 123861, + 119490, + 119615, + 79626, + 68833, + 74182, + 131926, + 139673, + 84949, + 191135, + 157154, + 151679, + 174447, + 188249, + 155476, + 163105, + 243500, + 210489, + 147332, + 70450, + 80213, + 28651, + 74594, + 32469, + 129 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 22686, + 28340, + 32213, + 29190, + 92991, + 10702, + 7602, + 413, + 377, + 452, + 1711, + 475, + 3778, + 19665 + ] + }, + { + "label": "Hall", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 12587, + 4184, + 3087, + 16101, + 36359, + 56809, + 102658, + 6440, + 7307, + 6239, + 1081, + 1791, + 1019, + 3704 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "least", + "score": 6.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "interfaces", + "score": 5.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 4.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "denser", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Defects", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "orientation", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "oriented", + "output_checked": true + }, + { + "concept": "than", + "score": 3.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "smaller", + "output_checked": true + }, + { + "concept": "determinada", + "score": 3.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "abundantly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "aporta", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "ured", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Lines", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "propagation", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "blockage", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "blocked", + "output_checked": true + }, + { + "concept": "between", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "refinement", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "soften", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "Making", + "output_checked": true + }, + { + "concept": "manner", + "score": 2.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "Gewalt", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "blocked", + "output_checked": true + }, + { + "concept": "weaker", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "smaller", + "output_checked": true + }, + { + "concept": "distinto", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "differently", + "output_checked": true + }, + { + "concept": "discontinuities", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "syring", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "manga", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "is", + "output_checked": true + }, + { + "concept": "NSArray", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "traversing", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "line", + "output_checked": true + }, + { + "concept": "EDTA", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "arent", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "pvc", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "vertex", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "neighbor", + "output_checked": true + }, + { + "concept": "encuentros", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "obstacles", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "commensurate", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "linea", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "distinta", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "oriented", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "ITest", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "is", + "output_checked": true + }, + { + "concept": "propagating", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "determinante", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Fine", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "at", + "output_checked": true + }, + { + "concept": "dens", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "viens", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "A", + "output_checked": true + }, + { + "concept": "dimana", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "fato", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "particular", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "LOGO", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "vocation", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "neighbor", + "output_checked": true + }, + { + "concept": "havent", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "at", + "output_checked": true + }, + { + "concept": "OTROS", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "intentos", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "volcanoes", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "such", + "output_checked": true + }, + { + "concept": "bribery", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "blocked", + "output_checked": true + }, + { + "concept": "Spinner", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "berbeda", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "oriented", + "output_checked": true + }, + { + "concept": "neighbors", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "neighbor", + "output_checked": true + }, + { + "concept": "Boundaries", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "size", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "smaller", + "output_checked": true + }, + { + "concept": "harbour", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "with", + "output_checked": true + }, + { + "concept": "imped", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "preponder", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "NotImplemented", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "th", + "row", + "gh", + "ar", + "ne", + "sa", + "yst", + "inter", + "pr", + "any", + "anc", + "ey", + "der", + "tr", + "sh", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "ces", + "rol", + "equ", + "years", + "be" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "pitted", + "assert", + "flows", + "aquele", + "suff", + "uq", + "conflicted", + "es", + "lar", + "ju", + "rence", + "esh", + "Which", + "stem", + "LI" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "th", + "j", + "math", + "comp", + "one", + "ry", + "lo", + "ystem", + "class", + "ON", + "red", + "loc", + "tem", + "vari", + "som", + "fam", + "vol", + "To", + "There", + "pha", + "thing", + "mag", + "vi", + "ograph", + "kan", + "yang", + "ware", + "That", + "loc" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ou", + "ing", + "ic", + "ion", + "el", + "l", + "im", + "g", + "ur", + "u", + "se", + "ation", + "th", + "us", + "ht", + "ers", + "and", + "ere", + "com", + "ess", + "pe", + "ain", + "ity", + "he", + "j", + "pl", + "ch" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "A", + "B", + "C", + "D", + "E", + "F", + "G", + "H", + "I", + "J", + "K", + "L", + "M", + "N", + "O", + "P", + "Q", + "R", + "S", + "T", + "U", + "V" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "ere", + "com", + "end", + "ill", + "ex", + "art", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire", + "cc", + "ge", + "ph" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "id", + "ol", + "ad", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "ith", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ord", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "set", + "to", + "app", + "rel", + "tern", + "mo", + "det", + "cur" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "of", + "ers", + "they", + "ihan", + "to", + "second", + "begitu", + "liaison", + "sof", + "bringen", + "n", + "has", + "selection", + "novembre", + "ein", + "Aus", + "eat", + "sehen" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "aal", + "imitation", + "ampio", + "e", + "ers", + "rel", + "equip", + "slash", + "ein", + "Aus", + "outrage", + "remember", + "sof", + "devenu", + "ameri", + "has", + "second", + "reput", + "ei" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "readily", + "considerably", + "immense", + "tanti", + "substantially", + "outrage", + "considerable", + "substantial", + "damn", + "serangan", + "Iy", + "asesin", + "e", + "equip", + "Iz", + "profoundly", + "garanti", + "cooking", + "reliance", + "imitation", + "Repositories", + "ampio", + "ameri" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "damn", + "immense", + "kowy", + "fielder", + "readily", + "considerably", + "asesin", + "profoundly", + "cooking", + "substantial", + "tog", + "Considerable", + "Tog", + "tanti", + "Will", + "substantially", + "also", + "outrage", + "ampio", + "merkezi", + "equip", + "tage", + "tremendous", + "decid", + "amt" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "considerably", + "damn", + "immense", + "Considerable", + "fielder", + "profoundly", + "kowy", + "cooking", + "substantial", + "readily", + "tog", + "asesin", + "also", + "decid", + "Will", + "substantially", + "tage", + "lichkeit", + "Tog", + "cada", + "ampio", + "equip", + "demise" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "considerably", + "also", + "substantially", + "damn", + "substantial", + "immense", + "considerable", + "because", + "profoundly", + "tremendous", + "exponentially", + "significantly", + "whopping", + "tanti", + "fielder", + "of", + "of", + "almost", + "cooking", + "merkezi", + "fucking" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "increased", + "However", + "contribuer", + "increase", + "considerably", + "increase", + "increases", + "decrease", + "menyebabkan", + "become", + "But", + "sigh", + "tantamount", + "resulting" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "increase", + "increase", + "increased", + "increased", + "increases", + "decrease", + "increasing", + "increasing", + "Increases", + "resulting", + "decreases", + "Increase", + "increases", + "Increased", + "decreased", + "potentially", + "resulting", + "Increased", + "decreasing", + "decrease", + "exponentially", + "becomes", + "Increasing", + "Increase", + "percentage" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "increase", + "increased", + "increases", + "decrease", + "increasing", + "decreases", + "Increase", + "Increases", + "exponentially", + "INCREASE", + "exponential", + "Increased", + "intensified", + "increase", + "intensifying", + "percentage", + "decreased", + "Increasing", + "diminish", + "diminishes", + "mechanisms", + "decreasing", + "inducing", + "intensify", + "lessened" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "increase", + "numerous", + "increased", + "increasing", + "potentially", + "increases", + "countless", + "more", + "massive", + "enormous", + "significantly", + "consequently", + "various", + "greater", + "decrease", + "exponentially", + "vastly", + "smaller", + "enhancing", + "many", + "increasingly", + "proportionately", + "density", + "enhance", + "potential", + "Increase", + "abundance", + "abundant", + "drastically", + "widespread", + "inherent", + "fragmented" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "increased", + "increase", + "increasing", + "numerous", + "increases", + "frequent", + "Numerous", + "increasingly", + "more", + "countless", + "Increased", + "enhanced", + "enhancing", + "Increase", + "plethora", + "increased", + "vastly", + "abundance", + "abundant", + "proliferation", + "Increasing", + "enhance", + "extensive", + "dramatically", + "Numerous", + "hindering", + "greater", + "exponentially", + "progressively", + "frequency" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "increased", + "increasing", + "increase", + "numerous", + "increases", + "frequent", + "more", + "countless", + "Increased", + "increasingly", + "Increasing", + "increased", + "enhanced", + "encountering", + "frequency", + "Increase", + "Numerous", + "roadblocks", + "smaller", + "density", + "scattering", + "abundance", + "obstacles", + "vastly", + "aumentando" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "increased", + "increase", + "increasing", + "numerous", + "Increased", + "Increasing", + "Increase", + "frequency", + "frequent", + "aumentando", + "increased", + "increases", + "Increased", + "Numerous", + "more", + "increase", + "INCREASE", + "aumentar", + "Numerous", + "Increasing" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "increase", + "increased", + "density", + "frequency", + "increasing", + "density", + "denser", + "increased", + "dens", + "aumentando", + "increases", + "dense", + "Increase", + "Increased", + "increase", + "Increasing", + "densidad", + "numerous", + "frequent", + "Density" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "increased", + "increase", + "dens", + "increasing", + "denser", + "density", + "dense", + "Increased", + "increased", + "aumentando", + "Increasing", + "density", + "dens", + "Increase", + "aumentar", + "Increased", + "increases", + "dense" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "increasing", + "dens", + "increased", + "denser", + "density", + "increase", + "aumentando", + "Increasing", + "dense", + "dens", + "Increased", + "aumentar", + "aumenta", + "densidad", + "density", + "Dens", + "Dense", + "aumentare", + "multiplication", + "Increase", + "increased", + "Increased", + "Dens" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "increasing", + "Increasing", + "increasing", + "Increasing", + "aumentando", + "Dens", + "increase", + "aumentare", + "increased", + "Obst", + "getNumber", + "prolifer", + "denser", + "aumentar", + "Blocking", + "Refining" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Here", + "Increasing", + "More", + "However", + "Thus", + "These", + "Therefore", + "By", + "Here", + "You", + "increasing", + "Study", + "Also", + "This", + "density", + "Many", + "Using", + "In", + "Studies", + "Example", + "We", + "They", + "If", + "For", + "Obst", + "Below", + "Density", + "Each", + "And", + "Increasingly", + "Because", + "Once" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 15.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "been", + "score": 10.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "damn", + "score": 8.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "blocked", + "output_checked": true + }, + { + "concept": "orientation", + "score": 8.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "oriented", + "output_checked": true + }, + { + "concept": "hindrance", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "obstacles", + "output_checked": true + }, + { + "concept": "considerably", + "score": 6.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "towards", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "neighboring", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "interfaces", + "score": 5.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "between", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "increased", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "impeded", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "oriented", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "within", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "through", + "output_checked": true + }, + { + "concept": "resulting", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Making", + "output_checked": true + }, + { + "concept": "numerous", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "occurrences", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "such", + "output_checked": true + }, + { + "concept": "various", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "through", + "output_checked": true + }, + { + "concept": "single", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "one", + "output_checked": true + }, + { + "concept": "sized", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "differently", + "output_checked": true + }, + { + "concept": "propagation", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ameri", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "oriented", + "output_checked": true + }, + { + "concept": "exponentially", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "smaller", + "output_checked": true + }, + { + "concept": "abutting", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "one", + "output_checked": true + }, + { + "concept": "presumably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "differently", + "output_checked": true + }, + { + "concept": "positioned", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "than", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "smaller", + "output_checked": true + }, + { + "concept": "certain", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "defects", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "grain", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "line", + "output_checked": true + }, + { + "concept": "side", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "grains", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "sure", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "Making", + "output_checked": true + }, + { + "concept": "density", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "number", + "output_checked": true + }, + { + "concept": "next", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "with", + "output_checked": true + }, + { + "concept": "refinement", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "boundary", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "obscure", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "relegation", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "blocked", + "output_checked": true + }, + { + "concept": "considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "juu", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "obstacles", + "output_checked": true + }, + { + "concept": "fielder", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "etre", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "crappy", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "Zeit", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "line", + "output_checked": true + }, + { + "concept": "horrible", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "Considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "ample", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "such", + "output_checked": true + }, + { + "concept": "during", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "sudden", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "impeding", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "cambiamento", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "continual", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "when", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "continued", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "destabil", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "pertaining", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "slowly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "through", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-07__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-07__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-07__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-07__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-07__heatmap.png" + } + }, + { + "slug": "mechanism-name-grain-size-strength-08", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size strengthening 8", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Two copper samples differ mainly in crystallite size. The sample containing more interfaces per unit volume begins plastic flow at the larger stress.", + "prompt_tail": "Two copper samples differ mainly in crystallite size. The sample containing more interfaces per unit volume begins plastic flow at the larger stress.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size-strength", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 24443, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 846 + }, + { + "label": "Hall", + "best_rank": 3721, + "best_depth": 80.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 1131 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "odium", + "unica", + "wadi", + "udi", + "odi", + "ahs", + "elli", + "ervo", + "Kodi", + "hacerse", + "ayya", + "Fountain", + "ayani", + "avil", + "wit", + "Burbank", + "overheard", + "Beverungen", + "Sever", + "arpur", + "ilah", + "Toto", + "graisse", + "zk", + "avia", + "opa" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "overheard", + "udi", + "ayani", + "arpur", + "rodeo", + "anio", + "aville", + "ServiceID", + "odi", + "arita", + "Imperio", + "erver", + "Kodi", + "uded", + "ervo", + "cil", + "avil", + "Toto", + "alco", + "zki", + "qat", + "iasa" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "wadi", + "udi", + "overheard", + "ayani", + "arita", + "anio", + "rodeo", + "arpur", + "aville", + "odi", + "cil", + "alco", + "erver", + "ervo", + "Imperio", + "ServiceID", + "uded", + "qat", + "ta", + "empleados", + "iasa" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Europ", + "rehabilitated", + "vesicular", + "mt", + "conferred", + "Aluminum", + "fs" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "gaard", + "sever", + "Alamos", + "Selangor", + "Nordstrom", + "annya", + "Fountain", + "tery", + "odium", + "neutral", + "omba", + "Epson", + "lores", + "Maldonado", + "tox", + "lova", + "rodeo", + "FPR", + "Gotham", + "ograv", + "Saigon", + "ta", + "quilla", + "ters", + "seldom" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "Infect", + "rehabilitated", + "Europ", + "vesicular", + "Inflater", + "squares", + "conferred", + "pneumatic", + "calmed", + "remotely", + "mt", + "ductory", + "nye", + "chartered" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "authenticate", + "calmed", + "rehabilitated", + "vesicular", + "tesla", + "directors", + "Aluminum", + "reefs", + "mt" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "udi", + "ahs", + "wadi", + "anio", + "arita", + "overheard", + "ayani", + "odi", + "aville", + "rodeo", + "ServiceID", + "cil", + "alco", + "uded", + "erver", + "arpur", + "ta", + "empleados", + "odil", + "avil", + "Imperio", + "Kodi", + "ink", + "zki" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "udi", + "quilla", + "wadi", + "ahs", + "erver", + "cil", + "Imperio", + "anio", + "overheard", + "aville", + "rodeo", + "odi", + "ayani", + "ta", + "odil", + "ServiceID", + "it", + "sel", + "uded", + "empleados", + "alco", + "Toto", + "rekening", + "avil" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "infect", + "sociale", + "flare", + "squares", + "Infect", + "vesicular", + "directors", + "mt", + "authenticate", + "pneumatic", + "puis", + "tesla", + "conferred", + "verder", + "fs", + "Inflater", + "rehabilitated", + "calmed", + "director", + "heen", + "Europ" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "perfect", + "med", + "gehend", + "Moreover", + "ures", + "perfecta", + "ured", + "lepas", + "voila", + "ended", + "brid", + "s", + "g", + "oubt", + "Kalau", + "digamos", + "ujos", + "fif", + "sensibility", + "ungen", + "dog", + "rogens", + "logrado", + "ripsi", + "haja", + "en" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "Moreover", + "Kalau", + "voila", + "certainly", + "Furthermore", + "gehend", + "iven", + "differenza", + "hmann", + "vice", + "Finally", + "Depois", + "udir", + "ures", + "strokes", + "digamos", + "g", + "rad", + "certeza", + "uri", + "fif", + "osof", + "Certainly", + "ver" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "voila", + "certainly", + "Kalau", + "Moreover", + "gehend", + "ures", + "digamos", + "g", + "particular", + "uri", + "hmann", + "roir", + "rad", + "iven", + "Furthermore", + "vice", + "udir", + "f", + "hoff", + "primes", + "Cunningham", + "differenza", + "strokes", + "ver", + "leve" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "particular", + "certainly", + "Moreover", + "hoff", + "sure", + "insist", + "imperative", + "constraint", + "ogf", + "ver", + "zeug", + "primes", + "differenza", + "voila", + "ief", + "perfect", + "vice", + "Etc", + "g", + "ention", + "constraints", + "argumento", + "dire", + "questa", + "rischi", + "ures" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "mah", + "imperative", + "sensibility", + "aptitude", + "sheep", + "insist", + "examination", + "eur", + "xr", + "mason", + "argumento", + "lier", + "sheep", + "constraint", + "seguinte", + "DISCUSSION", + "zeug", + "Etc", + "standards", + "lang" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "eur", + "aptitude", + "intensive", + "constraint", + "imperative", + "discord", + "xr", + "Define", + "definir", + "teh", + "Abr", + "sensibility", + "dino", + "essai", + "defensive", + "mason", + "succeeds", + "shaved", + "psicologia", + "Define" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "WRITE", + "psychic", + "aptitude", + "PLOAD", + "PSY", + "a", + "anxiety", + "intensive", + "Examin", + "obtuse", + "tougher", + "shaved", + "Postgres", + "psicologia", + "ycopg", + "MYSQL", + "thoughtful", + "Porque", + "discord", + "eur" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "tougher", + "aptitude", + "higher", + "WRITE", + "puberty", + "Gnome", + "denser", + "knife", + "psychic", + "PSY", + "Define", + "gnome", + "Numer", + "psicologia", + "Nomad", + "harsher", + "softener", + "eur", + "PSI", + "Beware", + "PSI" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "higher", + "denser", + "higher", + "Higher", + "stronger", + "stricter", + "busier", + "tougher", + "harsher", + "steeper", + "harder", + "richer", + "Higher", + "avier", + "entsprechende", + "stiffer", + "bessere", + "sharper", + "greater" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "higher", + "higher", + "Higher", + "Higher", + "tougher", + "denser", + "stronger", + "larger", + "harsher", + "Larger", + "stiffer", + "heavier", + "harder", + "greater", + "larger", + "bigger", + "Larg", + "gage" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "higher", + "tougher", + "Higher", + "higher", + "Higher", + "harsher", + "larger", + "stronger", + "gage", + "Larger", + "gejala", + "harder", + "Values", + "Mule", + "larger", + "Thrust", + "Larg", + "WRITE", + "Longer", + "Define", + "heavier", + "Chrys" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "higher", + "tougher", + "Higher", + "Higher", + "higher", + "larger", + "stronger", + "harsher", + "stiffer", + "Larger", + "Values", + "bigger", + "Longer", + "steeper", + "longer", + "larger", + "coarser", + "bigger", + "harder", + "busier", + "sharper", + "required", + "richer" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "larger", + "Larger", + "stress", + "larger", + "Larg", + "bigger", + "stress", + "higher", + "Stress", + "Stress", + "stresses", + "maior", + "Higher", + "bigger", + "greater", + "tougher", + "higher", + "maggiore", + "busier", + "stronger", + "heavier", + "taller" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "stress", + "Stress", + "stress", + "Stress", + "stresses", + "stres", + "stressed", + "stressed", + "stre", + "higher", + "Higher", + "stressors", + "stressing", + "larger", + "Higher", + "strain", + "stressful", + "higher", + "strains", + "Larg", + "Stre", + "Larger" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "stress", + "stresses", + "stress", + "Stress", + "Stress", + "Larg", + "stressed", + "stressing", + "stres", + "larger", + "stressed", + "higher", + "gares", + "lars", + "harass", + "Higher", + "Attend", + "stre", + "ESS", + "ressa", + "cozinha" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "is", + "Let", + "Is", + "For", + "requires", + "Or", + "required", + "Here", + "allows", + "In", + "require", + "determines", + "However", + "I", + "takes", + "Alternatively", + "demand", + "Since", + "set", + "corresponds", + "ver", + "Phase", + "Therefore", + "we", + "The", + "higher", + "the", + "represents", + "are", + "Requires", + "What", + "We" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 214538, + 188909, + 184026, + 6048, + 140303, + 5354, + 5736, + 179466, + 181509, + 4173, + 55710, + 68225, + 48799, + 48842, + 35390, + 26340, + 35326, + 58283, + 42125, + 41833, + 42344, + 24444, + 55511, + 38302, + 33007, + 10380 + ] + }, + { + "label": "Hall", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 80272, + 123897, + 123495, + 62962, + 47218, + 69458, + 70719, + 132846, + 141086, + 87821, + 198443, + 153352, + 169583, + 172165, + 113069, + 106189, + 95374, + 143556, + 127210, + 32244, + 3722, + 4437, + 12895, + 75384, + 76755, + 9003 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 27927, + 41847, + 55532, + 73856, + 28807, + 15618, + 11620, + 847, + 5734, + 14636, + 33854, + 19639, + 9474, + 17521 + ] + }, + { + "label": "Hall", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 21750, + 11095, + 11641, + 15441, + 31745, + 33350, + 119400, + 17442, + 8499, + 1604, + 1132, + 5855, + 46871, + 82914 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "than", + "score": 11.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "more", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 6.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "deformation", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "contribut", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "least", + "score": 3.0, + "best_rank": 3, + "best_depth": 40.4, + "near_token": "at", + "output_checked": true + }, + { + "concept": "ITest", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "yielding", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "at", + "output_checked": true + }, + { + "concept": "grain", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "nanoc", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "diameter", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "size", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "pronoun", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "Robust", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "consisting", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "samples", + "output_checked": true + }, + { + "concept": "Ontology", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "size", + "output_checked": true + }, + { + "concept": "Unterschied", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "compositional", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "mainly", + "output_checked": true + }, + { + "concept": "Unterschiede", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "gage", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "quartzite", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "goddess", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "difference", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "vnd", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "contrario", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "glance", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "bevel", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "starts", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "density", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "volume", + "output_checked": true + }, + { + "concept": "ministro", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "in", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "at", + "output_checked": true + }, + { + "concept": "Oto", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "unprocessed", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "Zou", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "volume", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "wrinkle", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "Miche", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "volume", + "output_checked": true + }, + { + "concept": "capita", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "per", + "output_checked": true + }, + { + "concept": "arent", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "azide", + "score": 1.0, + "best_rank": 4, + "best_depth": 76.6, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "crux", + "score": 1.0, + "best_rank": 5, + "best_depth": 55.3, + "near_token": "differ", + "output_checked": true + }, + { + "concept": "implique", + "score": 1.0, + "best_rank": 5, + "best_depth": 76.6, + "near_token": "stress", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "se", + "th", + "ar", + "ne", + "yst", + "pr", + "anc", + "red", + "ray", + "ser", + "ces", + "self", + "be", + "son", + "span", + "ters", + "roll", + "section", + "ler", + "mod", + "ny", + "max", + "si", + "time", + "met", + "ev" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "an", + "comp", + "ne", + "ner", + "br", + "son", + "rence", + "pes", + "sap", + "pais", + "perk", + "haute", + "flows", + "enburg", + "malloc", + "menes", + "ovvero", + "samp", + "uq", + "pitted", + "conflicted", + "sman", + "nCurrent" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "al", + "ere", + "su", + "j", + "ust", + "ib", + "ast", + "one", + "iew", + "ound", + "left", + "itt", + "ON", + "ict", + "pol", + "uring", + "raph", + "ext", + "ke", + "eb", + "som", + "arn", + "mark", + "mathb", + "da", + "fin", + "proble", + "essage" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "en", + "ro", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "du", + "ge", + "ber", + "row", + "St", + "pr", + "mathrm", + "sa", + "de", + "St", + "col" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "de", + "qu", + "pro", + "ity", + "The", + "le", + "ha", + "from", + "ad", + "us", + "which", + "com", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "who", + "ric", + "my", + "rib", + "oint" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "he", + "re", + "en", + "at", + "s", + "an", + "it", + "is", + "ar", + "le", + "ed", + "ion", + "as", + "ent", + "n", + "ol", + "ig", + "ur", + "ve", + "de", + "ay", + "ch", + "qu", + "ir", + "os", + "ly", + "ra", + "un", + "ri", + "ere" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "f", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "ice", + "comp", + "St", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "n", + "s", + "ers", + "of", + "e", + "ature", + "they", + "bringen", + "ich", + "nya", + "lid", + "selection", + "youtu", + "eat", + "liaison", + "evol", + "kaya", + "sof", + "glow", + "heer", + "wunder", + "t", + "O" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "e", + "s", + "of", + "rel", + "aat", + "youtu", + "n", + "ature", + "eat", + "imitation", + "EG", + "successfully", + "evol", + "bringen", + "mellow", + "wunder", + "depart", + "perfectly", + "lid", + "sof", + "individuality" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "e", + "substantial", + "readily", + "ameri", + "substantially", + "vergang", + "fourteenth", + "Vereinigte", + "fielder", + "rel", + "dictator", + "aat", + "serangan", + "lsulfanyl", + "outrage", + "magnifique" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "nur", + "ameri", + "readily", + "similar", + "B", + "Looking", + "tog", + "anteced", + "er", + "PA", + "dictator", + "fielder", + "increasing", + "impending", + "sa", + "individuality", + "outrage", + "aat", + "e" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "similar", + "anteced", + "readily", + "individuality", + "dictator", + "impending", + "tog", + "ameri", + "nur", + "outrage", + "fielder", + "Tog", + "slightly", + "rather", + "outraged", + "Considerable", + "damn", + "papan", + "Excise" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "markedly", + "vehement", + "substantially", + "because", + "analogous", + "caution", + "caution", + "similar", + "abrog", + "despicable", + "outraged", + "ameri", + "avantage", + "conceding", + "agreeing", + "whereas", + "Bundesliga", + "rebuke", + "considerably", + "dictator", + "conjugated", + "hindering", + "suppressing", + "of", + "slightly", + "increased" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "because", + "because", + "whereas", + "of", + "analogous", + "harsher", + "markedly", + "higher", + "similar", + "stronger", + "increased", + "whereas", + "stiffer", + "concomitant", + "similar", + "Because", + "daha", + "tighter", + "imilar", + "higher", + "hurled", + "Because" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "comparatively", + "markedly", + "higher", + "stronger", + "increased", + "higher", + "tighter", + "fewer", + "Compar", + "considerably", + "increased", + "compared", + "tougher", + "harsher", + "Fewer", + "invariable", + "significantly", + "decreased" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "higher", + "comparatively", + "tougher", + "increased", + "stronger", + "tighter", + "steeper", + "greater", + "stiffer", + "markedly", + "stricter", + "harsher", + "Increased", + "increase", + "louder", + "sharper", + "heavier", + "heightened", + "harder", + "imposed", + "consequently", + "endured", + "marginally", + "unwavering", + "lessened", + "increased" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "higher", + "comparatively", + "greater", + "stronger", + "than", + "threshold", + "demanding", + "consequently", + "marginally", + "requirement", + "tougher", + "sharper", + "relatively", + "markedly", + "required", + "significantly", + "heavier", + "bigger", + "steeper", + "stiffer", + "more", + "larger", + "harder", + "slightly", + "proportionally", + "proportionately", + "comparable", + "resistant", + "subjected", + "inherently", + "resilient", + "requiring" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "higher", + "greater", + "stronger", + "steeper", + "more", + "larger", + "sharper", + "tougher", + "harder", + "comparatively", + "harsher", + "heavier", + "higher", + "stricter", + "stiffer", + "smaller", + "bolder", + "required", + "greater", + "increased", + "bigger", + "tighter", + "requirement", + "broader", + "requiring" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "higher", + "larger", + "greater", + "bigger", + "more", + "tougher", + "higher", + "stronger", + "larger", + "Higher", + "steeper", + "longer", + "maggiori", + "greater", + "required", + "Greater", + "stiffer", + "smaller", + "Larger", + "sharper", + "comparatively", + "increased" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "higher", + "larger", + "Higher", + "bigger", + "High", + "more", + "higher", + "Larger", + "stress", + "daha", + "Higher", + "steeper", + "stiffer", + "high", + "greater", + "Stress", + "strain", + "lower", + "tensile", + "Large" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "higher", + "larger", + "higher", + "bigger", + "steeper", + "stronger", + "larger", + "Larger", + "greater", + "Higher", + "longer", + "Higher", + "maggiori", + "stress", + "tensile", + "sharper", + "Larg", + "stiffer", + "required", + "daha", + "stresses", + "strain", + "stress", + "longer" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "larger", + "Larger", + "larger", + "bigger", + "Larg", + "higher", + "stress", + "stress", + "greater", + "bigger", + "higher", + "maggiore", + "Higher", + "Bigger", + "stronger", + "Higher", + "Stress", + "taller", + "Stress" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "stress", + "higher", + "larger", + "stress", + "stres", + "Stress", + "Stress", + "stresses", + "stressed", + "higher", + "Larg", + "Larger", + "larger", + "Higher", + "Higher", + "stre", + "stressed", + "stressing", + "stressors", + "Stre", + "LAR" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Larg", + "larger", + "stress", + "stress", + "stresses", + "Larger", + "larger", + "higher", + "LAR", + "higher", + "Higher", + "Stress", + "stres", + "LAR", + "Higher", + "Lar", + "Stress", + "stre", + "adients", + "resses", + "DSS" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "is", + "Let", + "Is", + "For", + "requires", + "Or", + "required", + "Here", + "allows", + "In", + "require", + "determines", + "However", + "I", + "takes", + "Alternatively", + "demand", + "Since", + "set", + "corresponds", + "ver", + "Phase", + "Therefore", + "we", + "The", + "higher", + "the", + "represents", + "are", + "Requires", + "What", + "We" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 18.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "differ", + "output_checked": true + }, + { + "concept": "higher", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "considerably", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "size", + "output_checked": true + }, + { + "concept": "than", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "more", + "output_checked": true + }, + { + "concept": "deformation", + "score": 6.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "onset", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "at", + "output_checked": true + }, + { + "concept": "grain", + "score": 5.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "been", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "differ", + "output_checked": true + }, + { + "concept": "smaller", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "with", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "these", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "substantially", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "per", + "output_checked": true + }, + { + "concept": "markedly", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "at", + "output_checked": true + }, + { + "concept": "decrease", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "size", + "output_checked": true + }, + { + "concept": "exerted", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "comparatively", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "their", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "density", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "unit", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "whopping", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "per", + "output_checked": true + }, + { + "concept": "tersebut", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "size", + "output_checked": true + }, + { + "concept": "greater", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "have", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "samples", + "output_checked": true + }, + { + "concept": "significantly", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "differ", + "output_checked": true + }, + { + "concept": "conjunction", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "fewer", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "frequent", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "more", + "output_checked": true + }, + { + "concept": "stresses", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "nanoc", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "exponentially", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "mainly", + "output_checked": true + }, + { + "concept": "midst", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "impede", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "mainly", + "output_checked": true + }, + { + "concept": "behest", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "in", + "output_checked": true + }, + { + "concept": "etre", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "exceedingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "impending", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "Considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "at", + "output_checked": true + }, + { + "concept": "indicative", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "mainly", + "output_checked": true + }, + { + "concept": "slight", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "towards", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "for", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "ungkap", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "size", + "output_checked": true + }, + { + "concept": "appreciably", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "soort", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "but", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "differ", + "output_checked": true + }, + { + "concept": "attributed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "mainly", + "output_checked": true + }, + { + "concept": "linguistics", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "obtained", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "generated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "requirement", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "artworks", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "copper", + "output_checked": true + }, + { + "concept": "tenets", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "mainly", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "achieved", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "size", + "output_checked": true + }, + { + "concept": "identified", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "located", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "therefore", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "initiated", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "earliest", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "differences", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "differ", + "output_checked": true + }, + { + "concept": "significant", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "mainly", + "output_checked": true + }, + { + "concept": "characterized", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "sample", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-08__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-08__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-08__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-08__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-08__heatmap.png" + } + }, + { + "slug": "mechanism-name-grain-size-strength-09", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size strengthening 9", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Recrystallized grains are refined from tens of micrometers to only a few micrometers. The stress needed to initiate slip increases approximately with the inverse square root of size.", + "prompt_tail": "are refined from tens of micrometers to only a few micrometers. The stress needed to initiate slip increases approximately with the inverse square root of size.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size-strength", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 11992, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 389 + }, + { + "label": "Hall", + "best_rank": 133, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 114 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "unica", + "odium", + "wadi", + "ahs", + "udi", + "odi", + "ervo", + "Kodi", + "elli", + "Fountain", + "hacerse", + "ayani", + "avil", + "Burbank", + "ayya", + "wit", + "overheard", + "graisse", + "avia", + "zk", + "ilah", + "arpur", + "Beverungen", + "Toto", + "rodeo", + "Sever" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "udi", + "ayani", + "overheard", + "anio", + "aville", + "ServiceID", + "arita", + "arpur", + "odi", + "erver", + "rodeo", + "Imperio", + "avil", + "Kodi", + "uded", + "zki", + "cil", + "iasa", + "alco", + "ervo", + "Fairbanks", + "zk" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "overheard", + "udi", + "ayani", + "rodeo", + "anio", + "aville", + "odi", + "arpur", + "arita", + "ServiceID", + "uded", + "erver", + "Imperio", + "Kodi", + "alco", + "zki", + "ervo", + "qat", + "avil", + "ta", + "cil", + "iasa" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "anio", + "rodeo", + "odi", + "arita", + "Imperio", + "aville", + "ServiceID", + "erver", + "cil", + "Kodi", + "arpur", + "ta", + "uded", + "iasa", + "alco", + "zk", + "zki", + "ervo", + "avil" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Fountain", + "wadi", + "odium", + "rodeo", + "ta", + "arpur", + "elle", + "overheard", + "unica", + "elli", + "Gra", + "ayya", + "Silver", + "quilla", + "Burbank", + "graisse", + "zk", + "ink", + "qat", + "tox", + "newspaper", + "lova", + "zki", + "Pasadena", + "anedi" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "squares", + "Infect", + "rehabilitated", + "Europ", + "Inflater", + "pneumatic", + "vesicular", + "calmed", + "Adriatic", + "conferred", + "videre", + "tesla", + "Aluminum" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "rehabilitated", + "vesicular", + "Aluminum", + "tesla", + "directors", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "quilla", + "odium", + "wadi", + "udi", + "arita", + "ahs", + "anio", + "overheard", + "ayani", + "odi", + "rodeo", + "aville", + "ServiceID", + "alco", + "uded", + "erver", + "cil", + "arpur", + "ta", + "empleados", + "odil", + "Imperio", + "ink", + "zki", + "rekening", + "avil" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "wadi", + "udi", + "ahs", + "quilla", + "anio", + "overheard", + "erver", + "cil", + "Imperio", + "ayani", + "rodeo", + "aville", + "ta", + "odi", + "empleados", + "ServiceID", + "uded", + "odil", + "arpur", + "alco", + "it", + "sel", + "qat" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "flare", + "sociale", + "infect", + "Infect", + "squares", + "vesicular", + "mt", + "directors", + "authenticate", + "pneumatic", + "conferred", + "Inflater", + "verder", + "Europ", + "calmed", + "rehabilitated", + "tesla", + "puis", + "reefs" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "gehend", + "heartedly", + "med", + "rad", + "dif", + "fif", + "eness", + "manner", + "schein", + "ively", + "Como", + "credo", + "ures", + "uri", + "rog", + "brid", + "t", + "med", + "natural", + "strokes", + "digamos" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "gehend", + "med", + "Kalau", + "voila", + "certainly", + "Como", + "differenza", + "heartedly", + "tyle", + "rad", + "hearted", + "iven", + "ogo", + "osof", + "ulnerable", + "strokes", + "esimerkiksi", + "g", + "Perhaps", + "dif", + "med", + "brid" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "gehend", + "tyle", + "Kalau", + "rad", + "certainly", + "uri", + "voila", + "particular", + "exemplo", + "digamos", + "g", + "dif", + "med", + "do", + "leve", + "f", + "particularmente", + "iven", + "ogo", + "t", + "ve", + "differenza", + "hmann" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "particular", + "gehend", + "dif", + "primes", + "particularmente", + "tyle", + "exemplo", + "digamos", + "certainly", + "leve", + "requisite", + "incremento", + "do", + "med", + "preponderance", + "voila", + "proverbial", + "g", + "differenza", + "Kalau", + "ogf", + "selves", + "perhaps", + "notion" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "aptitude", + "mah", + "sensibility", + "xr", + "imperative", + "Babel", + "rasekhar", + "faibles", + "theoretically", + "hypothetical", + "Etc", + "ed", + "lier" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "aptitude", + "teh", + "diamonds", + "pharmacology", + "Mathematics", + "imperative", + "psicologia", + "mah", + "argumento", + "Xr", + "mathematics", + "eur", + "xr", + "sensibility", + "hsize", + "mathml", + "nnnn", + "constraint", + "geek", + "dino" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "faibles", + "pharmacology", + "psicologia", + "PLOAD", + "mathml", + "a", + "psychic", + "geek", + "aptitude", + "krypt", + "Pharmacology", + "softener", + "PSY", + "rectangles", + "Rates", + "mathematics", + "calculus", + "theoretically" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "inversely", + "width", + "Mathemat", + "density", + "aptitude", + "geometric", + "geometry", + "Mathemat", + "hsize", + "diameter", + "Conversely", + "diameter", + "particular", + "Geometry", + "Density", + "mathematically", + "determinada", + "bepaalde", + "quantity", + "constraint", + "swear", + "hence", + "matematika", + "conversely", + "adage", + "determinate", + "numerical", + "irregularity" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "size", + "determinada", + "and", + "size", + "dic", + "Size", + "Size", + "inversely", + "bepaalde", + "determinante", + "diameter", + "say", + "sizes", + "t", + "particular", + "geometric", + "dic", + "berman", + "SIZE", + "illustrazione", + "diameter", + "scale", + "determinadas", + "certo", + "commensurate", + "radius", + "particularmente", + "intric" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "size", + "diameter", + "diameter", + "hardness", + "inversely", + "radius", + "scale", + "radius", + "size", + "Size", + "smallest", + "coars", + "hardness", + "Size", + "sizeof", + "circumference", + "logarithm", + "commensurate", + "width", + "and", + "tamanho", + "Mic", + "determinada" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "grain", + "diameter", + "Grain", + "grain", + "Grain", + "size", + "grains", + "diameter", + "CBN", + "grano", + "Size", + "coars", + "Size", + "diameters", + "Diameter", + "Diameter", + "Durchmesser", + "hardness", + "grains", + "quartzite", + "grained", + "grained", + "tamanho" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "size", + "grain", + "Size", + "Size", + "diameter", + "size", + "tamanho", + "ukuran", + "grain", + "Grain", + "grano", + "grains", + "sized", + "Grain", + "diameter", + "Radius", + "sizes", + "radius" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "grain", + "grain", + "Grain", + "grains", + "Grain", + "grano", + "crystall", + "grains", + "strain", + "grained", + "radius", + "Blaine", + "diameter", + "Stride", + "Radius", + "CubeSize", + "grained", + "blockSize", + "minimale", + "hardness", + "microstructure", + "contradd", + "kristall", + "crystal", + "uncomment", + "inoxidable" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "grain", + "grain", + "Grain", + "Grain", + "grains", + "grano", + "grains", + "grained", + "grained", + "Blaine", + "crystall", + "strain", + "hardness", + "Coord", + "mean", + "crystal", + "strained", + "inversely", + "Stride", + "Bain", + "kristall", + "d", + "diameter", + "Aust", + "geometrically" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "grain", + "Grain", + "grain", + "Grain", + "grains", + "sal", + "strain", + "D", + "hall", + "halls", + "Salv", + "mean", + "HALL", + "strained", + "d", + "Hall", + "saline", + "Halle", + "Blaine", + "grained", + "Hann", + "Hall", + "Sal", + "sali", + "dain", + "Sala", + "sal", + "Strain", + "grano" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "ly", + "They", + "Since", + "increasing", + "but", + "Following", + "following", + "thought", + "According", + "of", + "they", + "Also", + "For", + "length", + "You", + "Increasing", + "grain", + "the", + "false", + "minimum", + "distribution", + "To", + "reduction", + "I", + "melting", + "Note", + "Each", + "measuring", + "calculations", + "Let", + "bars", + "in" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 212064, + 187045, + 186098, + 185266, + 188318, + 4730, + 6095, + 179372, + 181601, + 4528, + 67387, + 74415, + 53996, + 45917, + 66582, + 39689, + 40320, + 37653, + 46755, + 16066, + 29243, + 11993, + 55644, + 33517, + 58471, + 971 + ] + }, + { + "label": "Hall", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 81025, + 125152, + 122985, + 125956, + 69942, + 69265, + 70975, + 133835, + 139381, + 84984, + 203751, + 198779, + 200372, + 223256, + 210928, + 136163, + 108495, + 217737, + 203736, + 130189, + 36038, + 13148, + 134, + 680, + 12, + 2638 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 32602, + 39095, + 53427, + 86756, + 92969, + 50642, + 16182, + 390, + 1060, + 811, + 7457, + 2097, + 19512, + 24712 + ] + }, + { + "label": "Hall", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 17568, + 6519, + 4458, + 15594, + 13277, + 20804, + 47859, + 1248, + 1752, + 152, + 212, + 722, + 115, + 184 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "thereof", + "score": 5.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "root", + "output_checked": true + }, + { + "concept": "determinado", + "score": 5.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "tenfold", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "inversely", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "dure", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "induce", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "contribut", + "score": 3.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "cyclone", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "refined", + "output_checked": true + }, + { + "concept": "DefineConstants", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "microm", + "output_checked": true + }, + { + "concept": "certeza", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "refining", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "refined", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "diameter", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tyle", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ToBe", + "score": 2.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "reduction", + "score": 2.0, + "best_rank": 3, + "best_depth": 87.2, + "near_token": "size", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "mittels", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "initiate", + "output_checked": true + }, + { + "concept": "whose", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Rec", + "output_checked": true + }, + { + "concept": "customize", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "horrid", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "tens", + "output_checked": true + }, + { + "concept": "intensive", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Supremo", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "initiate", + "output_checked": true + }, + { + "concept": "countenance", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "JButton", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "rystall", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "from", + "output_checked": true + }, + { + "concept": "wasteland", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "eters", + "output_checked": true + }, + { + "concept": "Refining", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "from", + "output_checked": true + }, + { + "concept": "thousand", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "of", + "output_checked": true + }, + { + "concept": "linearly", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "Order", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "toilette", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "ized", + "output_checked": true + }, + { + "concept": "acne", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "are", + "output_checked": true + }, + { + "concept": "crystals", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "Ries", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "Sentinel", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "handful", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "few", + "output_checked": true + }, + { + "concept": "PvP", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "are", + "output_checked": true + }, + { + "concept": "oficio", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "tens", + "output_checked": true + }, + { + "concept": "aya", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "casi", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "freezed", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "rystall", + "output_checked": true + }, + { + "concept": "antidepressants", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "are", + "output_checked": true + }, + { + "concept": "crystallization", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "are", + "output_checked": true + }, + { + "concept": "MenuInflater", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "from", + "output_checked": true + }, + { + "concept": "sized", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "eters", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "eters", + "output_checked": true + }, + { + "concept": "testers", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "Chow", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "needed", + "output_checked": true + }, + { + "concept": "leia", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "than", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "microm", + "output_checked": true + }, + { + "concept": "determinada", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "Rec", + "output_checked": true + }, + { + "concept": "azide", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "StringTo", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "inverse", + "output_checked": true + }, + { + "concept": "minib", + "score": 1.0, + "best_rank": 4, + "best_depth": 76.6, + "near_token": "size", + "output_checked": true + }, + { + "concept": "expans", + "score": 1.0, + "best_rank": 6, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "kojima", + "score": 1.0, + "best_rank": 7, + "best_depth": 55.3, + "near_token": "inverse", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "el", + "se", + "th", + "wh", + "row", + "gh", + "ar", + "ne", + "yst", + "inter", + "any", + "anc", + "ey", + "ton", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "min", + "ts", + "ces", + "rol", + "years", + "be", + "son", + "eb", + "span" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "rence", + "umeric", + "aquele", + "uq", + "pitted", + "conflicted", + "es", + "tr", + "ner", + "son", + "lar", + "qual", + "assert", + "ju", + "lon", + "AH", + "LI", + "comple", + "melakukan", + "psy" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "iv", + "j", + "math", + "ib", + "one", + "ru", + "ound", + "mod", + "ON", + "med", + "tem", + "som", + "mark", + "fin", + "vol", + "To", + "RO", + "oot", + "pha", + "mag", + "ump", + "vi", + "ably", + "ograph", + "kan", + "pract", + "yang" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "s", + "le", + "ing", + "ic", + "ion", + "el", + "l", + "st", + "re", + "im", + "g", + "u", + "se", + "if", + "th", + "us", + "ht", + "com", + "ess", + "pe", + "or", + "ain", + "j", + "pl", + "ch", + "ies", + "int", + "ich", + "cl" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "A", + "B", + "C", + "D", + "E", + "F", + "G", + "H", + "I", + "J", + "K", + "L", + "M", + "N", + "O", + "P", + "Q", + "R", + "S", + "T", + "U", + "V" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "ere", + "end", + "ill", + "ex", + "art", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire", + "ge", + "ph", + "ong" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "lic", + "St", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "sof", + "e", + "n", + "of", + "nya", + "they", + "evol", + "heer", + "O", + "son", + "equip", + "selection", + "eat", + "EG", + "liaison", + "bringen", + "wunder", + "ers", + "photograph" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "e", + "s", + "of", + "sof", + "rel", + "aal", + "imitation", + "wunder", + "l", + "equip", + "ble", + "reput", + "pog", + "aat", + "eat", + "EG", + "evol", + "rei", + "heer", + "ampio" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "e", + "equip", + "readily", + "Tog", + "ameri", + "substantially", + "substantial", + "Verenigde", + "imitation", + "uating", + "Iy", + "Publicity", + "ecek", + "fielder", + "reput" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "ameri", + "Tog", + "equip", + "tog", + "any", + "kowy", + "damn", + "Verenigde", + "ributor", + "nur", + "Iy", + "ful", + "Looking", + "aal", + "administr", + "Publicity", + "substantial" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "readily", + "Tog", + "damn", + "tog", + "equip", + "ameri", + "administr", + "considerably", + "substantial", + "similar", + "ributor", + "bunun", + "tanti", + "Considerable", + "accepted" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "substantially", + "considerably", + "tanti", + "esas", + "ameri", + "neki", + "despicable", + "of", + "damn", + "equip", + "substantial", + "tersebut", + "dud" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "exerted", + "lorf", + "tantamount", + "considerably", + "increased", + "promoting", + "imposed", + "similar", + "exerting", + "reminiscent", + "substantially", + "Oi", + "concomitant", + "cambiamento", + "despicable", + "fuh", + "benzer", + "solcher", + "whereas", + "tersebut" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "decrease", + "of", + "decreased", + "decreasing", + "increased", + "increase", + "decrease", + "increasing", + "exponentially", + "decreases", + "imposed", + "entsprechend", + "reduced", + "relatively", + "exponential", + "tersebut", + "entsprechenden", + "increase", + "similar", + "lorf", + "tion", + "such", + "lorsqu", + "tions" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "inversely", + "decrease", + "decreases", + "decreased", + "decreasing", + "lessened", + "exponential", + "diminishes", + "lessening", + "exponentially", + "Decrease", + "proportionally", + "diminished", + "irrespective", + "imposes", + "reduced", + "proportional", + "diminish", + "reduction", + "drastically", + "textSize", + "imposed", + "markedly", + "conversely", + "minuscule", + "increases", + "Interestingly" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "smaller", + "small", + "drastically", + "average", + "density", + "exponential", + "drastic", + "highly", + "decreasing", + "smallest", + "exponentially", + "subjected", + "scaled", + "decrease", + "diminutive", + "short", + "square", + "stringent", + "irrespective", + "shrinking", + "size", + "ratio", + "collective", + "strongly", + "demanding", + "individual", + "reduced", + "shorter", + "scaling", + "S", + "independent", + "storied" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "size", + "smaller", + "smallest", + "microscopic", + "sizes", + "sized", + "Size", + "small", + "tiny", + "miniatur", + "geometric", + "smaller", + "average", + "diminutive", + "textSize", + "increasingly", + "shorter", + "length", + "dimensionless", + "magnitude", + "reduced", + "tamanho", + "Smaller", + "individual", + "SIZE", + "downsizing", + "decreased", + "macroscopic", + "exponential", + "shortness" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "size", + "microstructure", + "smaller", + "diameter", + "Size", + "grain", + "smallest", + "microscopic", + "tamanho", + "micro", + "sized", + "nanoscale", + "magnitude", + "granularity", + "sizes", + "filesize", + "small", + "radius", + "dimensionless", + "diminutive", + "mic", + "size", + "grains", + "textSize", + "amanho", + "tiny" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "grain", + "grains", + "Grain", + "Grain", + "size", + "diameter", + "grain", + "Size", + "tamanho", + "grano", + "particle", + "grains", + "textSize", + "Diameter", + "filesize", + "Durchmesser", + "taille", + "coars", + "blockSize", + "grained", + "Size", + "crystall", + "recrystall" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "grain", + "size", + "Size", + "grains", + "Grain", + "grain", + "Grain", + "SIZE", + "tamanho", + "diameter", + "sizes", + "Size", + "size", + "taille", + "SIZE", + "sized", + "grano", + "ukuran", + "textSize", + "particle", + "Sizes", + "Diameter" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "grain", + "grains", + "grain", + "grano", + "crystall", + "Grain", + "Grain", + "mean", + "grains", + "particle", + "crystallography", + "crystal", + "s", + "d", + "apparent", + "crystals", + "strain", + "Burgers", + "ob", + "mean", + "size", + "Aust", + "orientations", + "kristall" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "grain", + "grain", + "Grain", + "grains", + "Grain", + "grano", + "grains", + "crystall", + "grained", + "crystal", + "cristall", + "gro", + "grained", + "ngthening", + "mean", + "crystallography", + "d", + "AU", + "particle", + "tinh", + "Aust" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "grain", + "Grain", + "grain", + "Sal", + "grains", + "D", + "Grain", + "sal", + "Salv", + "sal", + "Sal", + "crystall", + "Sala", + "grano", + "Hall", + "D", + "ngthening", + "SAL", + "mean", + "hall", + "Halle", + "Blaine", + "mean", + "Hall", + "halls" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "ly", + "They", + "Since", + "increasing", + "but", + "Following", + "following", + "thought", + "According", + "of", + "they", + "Also", + "For", + "length", + "You", + "Increasing", + "grain", + "the", + "false", + "minimum", + "distribution", + "To", + "reduction", + "I", + "melting", + "Note", + "Each", + "measuring", + "calculations", + "Let", + "bars", + "in" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 11.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "decrease", + "score": 6.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "exponentially", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "tenfold", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "considerably", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "these", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "sized", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "eters", + "output_checked": true + }, + { + "concept": "hundreds", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "initiation", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "initiate", + "output_checked": true + }, + { + "concept": "increasing", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "voire", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "microm", + "output_checked": true + }, + { + "concept": "drastically", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "exponential", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "square", + "output_checked": true + }, + { + "concept": "hundred", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "few", + "output_checked": true + }, + { + "concept": "microns", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "eters", + "output_checked": true + }, + { + "concept": "thousand", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Vereinigte", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "eters", + "output_checked": true + }, + { + "concept": "Will", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "initiate", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "reput", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "square", + "output_checked": true + }, + { + "concept": "substantially", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "lorsque", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "inverse", + "output_checked": true + }, + { + "concept": "within", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "Typically", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "tens", + "output_checked": true + }, + { + "concept": "inversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "enhance", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "refined", + "output_checked": true + }, + { + "concept": "handful", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "few", + "output_checked": true + }, + { + "concept": "achieving", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "needed", + "output_checked": true + }, + { + "concept": "achieve", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "proportional", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "inverse", + "output_checked": true + }, + { + "concept": "initiating", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "initiate", + "output_checked": true + }, + { + "concept": "sqrt", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "root", + "output_checked": true + }, + { + "concept": "Hundreds", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "tens", + "output_checked": true + }, + { + "concept": "percentage", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "linearly", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "smaller", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "eters", + "output_checked": true + }, + { + "concept": "resultant", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Famous", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "rystall", + "output_checked": true + }, + { + "concept": "semula", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "ized", + "output_checked": true + }, + { + "concept": "tersedia", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "dozen", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "few", + "output_checked": true + }, + { + "concept": "serangan", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "square", + "output_checked": true + }, + { + "concept": "notorious", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "glance", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "initiate", + "output_checked": true + }, + { + "concept": "easily", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "immense", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "only", + "output_checked": true + }, + { + "concept": "impending", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "eters", + "output_checked": true + }, + { + "concept": "outraged", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "damn", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "desses", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "rystall", + "output_checked": true + }, + { + "concept": "towards", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "diesen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "needed", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "initiate", + "output_checked": true + }, + { + "concept": "Interestingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "also", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "tersebut", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "initiate", + "output_checked": true + }, + { + "concept": "beispielsweise", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "root", + "output_checked": true + }, + { + "concept": "achieved", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "needed", + "output_checked": true + }, + { + "concept": "destabil", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "to", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-09__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-09__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-09__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-09__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-09__heatmap.png" + } + }, + { + "slug": "mechanism-name-grain-size-strength-10", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size strengthening 10", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A structural alloy is strengthened by subdividing it into smaller misoriented crystal regions, creating more barriers to the passage of moving line imperfections.", + "prompt_tail": "structural alloy is strengthened by subdividing it into smaller misoriented crystal regions, creating more barriers to the passage of moving line imperfections.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size-strength", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 21, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 31 + }, + { + "label": "Hall", + "best_rank": 21536, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 326 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "unica", + "odium", + "elli", + "odi", + "wadi", + "ervo", + "Beverungen", + "ahs", + "udi", + "hacerse", + "Kodi", + "ayya", + "ilah", + "wit", + "ayani", + "Burbank", + "inking", + "avil", + "Sever", + "eck", + "iber", + "avia", + "Eber", + "anedi" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "overheard", + "udi", + "ayani", + "rodeo", + "arpur", + "odi", + "ServiceID", + "Imperio", + "Kodi", + "aville", + "arita", + "anio", + "uded", + "erver", + "ervo", + "cil", + "avil", + "zki", + "Toto", + "qat", + "ayya", + "alco" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "udi", + "ayani", + "overheard", + "arita", + "rodeo", + "anio", + "arpur", + "odi", + "aville", + "cil", + "ServiceID", + "alco", + "erver", + "ervo", + "Imperio", + "ta", + "uded", + "empleados", + "odil", + "qat", + "elli", + "zk" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Europ", + "Inflater", + "rehabilitated", + "vesicular", + "mt", + "conferred", + "Aluminum", + "fs", + "directors" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Fountain", + "odium", + "ta", + "sever", + "quilla", + "Selangor", + "tox", + "Maldonado", + "rodeo", + "annya", + "lova", + "omba", + "arpur", + "Sever", + "Alamos", + "arita", + "ions", + "tery", + "Sever", + "uded", + "ushima", + "gaard", + "Shreve", + "graisse", + "poved" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "Infect", + "rehabilitated", + "Europ", + "vesicular", + "Inflater", + "squares", + "conferred", + "pneumatic", + "calmed", + "mt", + "ductory", + "remotely", + "appealed", + "nye" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "squares", + "Inflater", + "authenticate", + "pneumatic", + "calmed", + "rehabilitated", + "vesicular", + "tesla", + "directors", + "Aluminum", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "wadi", + "udi", + "arita", + "anio", + "overheard", + "ayani", + "aville", + "odi", + "rodeo", + "ServiceID", + "cil", + "arpur", + "alco", + "uded", + "erver", + "odil", + "Kodi", + "ta", + "empleados", + "avil", + "Imperio", + "ink", + "zki" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "ahs", + "quilla", + "wadi", + "udi", + "overheard", + "anio", + "ayani", + "aville", + "erver", + "cil", + "Imperio", + "ServiceID", + "rodeo", + "uded", + "ta", + "odi", + "odil", + "it", + "empleados", + "avil", + "arpur", + "alco", + "sel", + "ths" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "flare", + "infect", + "squares", + "Infect", + "vesicular", + "mt", + "authenticate", + "pneumatic", + "directors", + "tesla", + "puis", + "Inflater", + "conferred", + "rehabilitated", + "fs", + "verder", + "reefs" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "gehend", + "med", + "fif", + "rog", + "ures", + "selves", + "heartedly", + "Moreover", + "rogens", + "sink", + "bulb", + "digamos", + "manner", + "eness", + "ujos", + "raintes", + "t", + "fold", + "folds", + "SELS", + "sels", + "voila", + "f" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "Moreover", + "gehend", + "Furthermore", + "voila", + "fif", + "sink", + "med", + "osof", + "examples", + "certainly", + "uri", + "Moreover", + "Finally", + "heartedly", + "strokes", + "eniendo", + "ulnerable", + "folds", + "hearted" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "Moreover", + "med", + "gehend", + "sink", + "uri", + "fif", + "digamos", + "ujos", + "folds", + "ures", + "Furthermore", + "rad", + "osof", + "urious", + "voila", + "sage", + "selves", + "raintes", + "t", + "f", + "sen", + "certainly", + "examples", + "fato" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "Moreover", + "med", + "ures", + "fif", + "s", + "Moreover", + "urious", + "perd", + "gehend", + "raintes", + "manner", + "digamos", + "sink", + "ogf", + "ulnerable", + "fold", + "instances", + "sage", + "selves", + "proverbial", + "folds", + "do", + "uri" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "ulnerable", + "sink", + "sensibility", + "dynamics", + "xr", + "proverbial", + "imperative", + "fif", + "fold", + "scape", + "instances", + "sheep", + "Etc", + "oids", + "woolen", + "Dynamics", + "med", + "virt", + "manner", + "vehement", + "examples", + "limitation" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "nnnn", + "ulnerable", + "sensibility", + "imperative", + "fif", + "fortitude", + "resiliency", + "xr", + "Transforms", + "Xr", + "metaphysical", + "discord", + "dud", + "hemeral", + "sporadic", + "izing", + "expans", + "constraint", + "thoughtful", + "iston", + "gpu", + "virt", + "bole", + "ium", + "andom", + "instances", + "virtue", + "sheep" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "thoughtful", + "psychic", + "oteric", + "gpu", + "discord", + "typescript", + "ulnerable", + "ographic", + "sensibility", + "PLOAD", + "metaphysical", + "mathml", + "gejala", + "metallurgy", + "endocrine", + "TypeScript", + "psicologia", + "cryptic", + "frivolous", + "gameplay" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "undesirable", + "discord", + "problematic", + "troublesome", + "undesired", + "unwanted", + "infrastructural", + "Diffraction", + "sporadic", + "Notas", + "ographic", + "diffraction", + "gpu", + "discontinuities", + "pesky", + "vertex", + "nefarious", + "detrimental", + "extraneous", + "ulnerable", + "worrisome", + "infraction", + "AAAAAAAAAAAAAAAA", + "geometric", + "geotechnical", + "ccak", + "Nota" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "undesirable", + "s", + "determinante", + "t", + "Stelle", + "sas", + "eman", + "og", + "deleterious", + "no", + "sel", + "resulting", + "mut", + "Breeders", + "bestimm", + "detrimental", + "Integrity", + "ske", + "determinadas" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "undesirable", + "determinante", + "NotImplemented", + "centerline", + "InvalidArgument", + "geoning", + "boarding", + "propagating", + "worrisome", + "ritical", + "deleterious", + "Mason", + "detrimental", + "Critical", + "Mason", + "Critical", + "mut", + "InstanceManager", + "discontinuities", + "roving", + "nirvach", + "Lamin", + "undesired", + "Horde", + "critical", + "ErrorMessage", + "dirigentes" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "propagating", + "propagate", + "Propagation", + "propag", + "Propagation", + "InvalidArgument", + "roving", + "domain", + "propag", + "propagation", + "propagated", + "Domain", + "Prop", + "touring", + "WriteLine", + "ondul", + "mue", + "Makarna", + "marching", + "olean", + "propagation", + "prop", + "Touring" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "propagating", + "domain", + "Moving", + "Propagation", + "boarding", + "propagate", + "roving", + "Abend", + "line", + "moving", + "Lines", + "propagation", + "Propagation", + "lines", + "Boundary", + "WriteLine", + "boundary", + "determinante", + "line", + "Boundary", + "geoning", + "Domain" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "moving", + "moving", + "Moving", + "Moving", + "moved", + "mover", + "mov", + "MOV", + "move", + "oving", + "mue", + "Mov", + "moves", + "MOV", + "mov", + "move", + "migrating", + "movimiento", + "movimento", + "movimenti", + "Mov", + "line", + "beweg", + "moviment", + "propagating" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "moving", + "Moving", + "moving", + "Moving", + "mov", + "oving", + "MOV", + "MOV", + "migrating", + "Mov", + "line", + "mue", + "roving", + "mov", + "moved", + "mover", + "ppling", + "climbing", + "movimento", + "Movement", + "Mov", + "propagating", + "beweg", + "pohyb", + "dominating", + "marching" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Moving", + "moving", + "moving", + "marching", + "Moving", + "roving", + "line", + "oving", + "arching", + "dislocations", + "dancing", + "aning", + "anding", + "boarding", + "yeong", + "appendTo", + "Dancing", + "Contracting", + "Dislocations", + "ilen", + "threading", + "propagating", + "walking", + "M", + "band" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "moving", + "moving", + "line", + "Moving", + "This", + "value", + "Importance", + "importance", + "value", + "nu", + "Line", + "time", + "Important", + "Distance", + "These", + "Therefore", + "space", + "Volume", + "line", + "Source", + "However", + "Defects", + "example", + "Most", + "Space", + "size", + "important", + "quantity", + "Example", + "time", + "Resistance", + "Unlike" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 218502, + 190853, + 184568, + 5991, + 146088, + 5479, + 5746, + 180000, + 181045, + 4147, + 66221, + 82204, + 59520, + 45160, + 24439, + 11778, + 12167, + 27951, + 23704, + 6885, + 1276, + 22, + 269, + 336, + 1287, + 82 + ] + }, + { + "label": "Hall", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 67074, + 123001, + 123086, + 63430, + 66541, + 72131, + 71513, + 132477, + 138263, + 81894, + 159384, + 133601, + 139321, + 143004, + 190909, + 167546, + 141580, + 199897, + 205931, + 136552, + 39869, + 37491, + 21537, + 126212, + 173605, + 21450 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 17177, + 28237, + 31936, + 44550, + 54690, + 3296, + 5617, + 1353, + 216, + 32, + 183, + 110, + 505, + 337 + ] + }, + { + "label": "Hall", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 9006, + 792, + 948, + 5589, + 19126, + 16747, + 67006, + 5222, + 4727, + 1306, + 1444, + 327, + 617, + 8005 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "than", + "score": 10.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "more", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "obstacles", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "barriers", + "output_checked": true + }, + { + "concept": "divisions", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "subdiv", + "output_checked": true + }, + { + "concept": "electrons", + "score": 3.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "NodeJS", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "strengthened", + "output_checked": true + }, + { + "concept": "aporte", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "by", + "output_checked": true + }, + { + "concept": "blemishes", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "injury", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "defects", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "line", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 2.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "compositional", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "syntax", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "propagating", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "civilizations", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "is", + "output_checked": true + }, + { + "concept": "passages", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "Miscellaneous", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "subdiv", + "output_checked": true + }, + { + "concept": "respectful", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "creating", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "MNIST", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "olefin", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "by", + "output_checked": true + }, + { + "concept": "Computational", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "minecraft", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Ontology", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "spectra", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "line", + "output_checked": true + }, + { + "concept": "SEL", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "line", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "commensurate", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "flaws", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Syntax", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "Alloys", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "Ade", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "alloys", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "Areas", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "pieces", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "smaller", + "output_checked": true + }, + { + "concept": "viens", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "A", + "output_checked": true + }, + { + "concept": "vendo", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "sper", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "magn", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "is", + "output_checked": true + }, + { + "concept": "nutshell", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "iding", + "output_checked": true + }, + { + "concept": "fizi", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "softener", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "line", + "output_checked": true + }, + { + "concept": "BasicDBObject", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "subdiv", + "output_checked": true + }, + { + "concept": "tribulations", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "barriers", + "output_checked": true + }, + { + "concept": "china", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "Allgeme", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "subdiv", + "output_checked": true + }, + { + "concept": "Assumptions", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "mis", + "output_checked": true + }, + { + "concept": "JButton", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Kalyan", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "subdiv", + "output_checked": true + }, + { + "concept": "Frontier", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "mis", + "output_checked": true + }, + { + "concept": "Manipur", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "oriented", + "output_checked": true + }, + { + "concept": "inhabited", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "injustices", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "creating", + "output_checked": true + }, + { + "concept": "Sable", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "minced", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Concrete", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Mors", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "mis", + "output_checked": true + }, + { + "concept": "Mist", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "oriented", + "output_checked": true + }, + { + "concept": "dissected", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "to", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "more", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "to", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "s", + "ve", + "se", + "ation", + "ter", + "th", + "wh", + "and", + "le", + "row", + "ther", + "gh", + "ar", + "ne", + "mathrm", + "ook", + "sa", + "yst", + "inter", + "che", + "pr", + "ype", + "text", + "any", + "anc", + "clud", + "ey", + "ton", + "pos" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "t", + "es", + "an", + "is", + "et", + "oc", + "og", + "ie", + "comp", + "az", + "ner", + "ning", + "son", + "ware", + "sl", + "dire", + "ir", + "qual", + "mais", + "assert", + "mente", + "sav", + "ju", + "Mode", + "carried", + "purposes", + "whatever" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "y", + "ere", + "j", + "ch", + "ust", + "all", + "math", + "ib", + "ast", + "ge", + "one", + "sa", + "te", + "iew", + "left", + "pe", + "ob", + "itt", + "ON", + "cept", + "gr", + "ict", + "pol", + "ser", + "raph", + "ext", + "tem", + "ed" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "ro", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "ice", + "ab", + "du", + "ge", + "ber", + "St", + "pr", + "mathrm", + "sa", + "de", + "St", + "col" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "de", + "ch", + "qu", + "ra", + "pro", + "com", + "ex", + "ity", + "The", + "le", + "ha", + "from", + "ad", + "us", + "ther", + "com", + "i", + "ar", + "ask", + "yst", + "ag", + "ize", + "we", + "est" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "er", + "on", + "re", + "en", + "at", + "or", + "an", + "it", + "is", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "de", + "ay", + "ir", + "ly", + "un", + "ere", + "com", + "end", + "ill", + "ath", + "ex", + "art", + "The" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "D", + "ort" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "ew", + "te", + "ment", + "ain", + "he", + "og", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "ring", + "ar", + "elf", + "sp", + "ah", + "ag", + "ric", + "set" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "n", + "s", + "photograph", + "perfectly", + "they", + "sof", + "gambar", + "bringen", + "sina", + "ers", + "of", + "equip", + "lid", + "begitu", + "liaison", + "sehen", + "liga", + "evol", + "kaya" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "equip", + "perfectly", + "sof", + "gambar", + "devenu", + "bringen", + "of", + "ature", + "has", + "ble", + "photograph", + "officially", + "technically", + "aal", + "Aus", + "youtu", + "EG", + "remember", + "wunder", + "reliance", + "ampio", + "successor", + "ameri", + "Publicity" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "reliance", + "substantial", + "fielder", + "equip", + "damn", + "easily", + "e", + "substantially", + "tog", + "ameri", + "immense", + "outrage", + "facilmente", + "pochi", + "tanti", + "Tog", + "successor", + "Publicity", + "jeden", + "imitation", + "fourteenth" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "readily", + "substantial", + "damn", + "immense", + "fielder", + "kowy", + "Considerable", + "ET", + "Tog", + "equip", + "declining", + "hindrance", + "ameri", + "Error", + "shaped", + "litigation", + "pochi", + "hur", + "decid", + "amt", + "gigantic", + "ampio", + "Iy" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "immense", + "Considerable", + "damn", + "substantial", + "hindrance", + "Tog", + "declining", + "litigation", + "slight", + "circuitry", + "kowy", + "fielder", + "readily", + "tremendous", + "gigantic", + "outraged", + "paltry", + "mostly", + "also", + "scathing", + "Error", + "severely", + "decid", + "budgetary", + "avrebbe", + "asesin", + "ampio", + "equip" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "also", + "enraged", + "damn", + "caution", + "substantial", + "outraged", + "hindering", + "despicable", + "Ik", + "scathing", + "budgetary", + "Iy", + "vehement", + "merkezi", + "hindrance", + "severely", + "impending", + "menacing", + "immense", + "kowy", + "ameri", + "substantially", + "Publicity", + "fielder", + "ujar", + "cooking" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "hindering", + "detrimental", + "despicable", + "hinder", + "hindrance", + "prevenir", + "preventing", + "impeding", + "of", + "similar", + "also", + "prohibiting", + "promoting", + "pernicious", + "substantially", + "lessen", + "tumultuous", + "costly", + "suitable", + "lessening", + "substantial", + "impedir", + "vergang" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "hindering", + "detrimental", + "preventing", + "cohesive", + "facilitating", + "Preventing", + "promoting", + "mechanisms", + "hindered", + "hinder", + "Allowing", + "allowing", + "prevent", + "undesirable", + "prohibiting", + "inhibiting", + "impedir", + "promoting", + "impeding", + "prevent", + "tions", + "hindrance", + "allowing" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "hindering", + "impeding", + "mechanisms", + "preventing", + "hinder", + "inhibiting", + "hindered", + "impede", + "disrupting", + "debilitating", + "detrimental", + "undesired", + "impeded", + "pathways", + "negatively", + "undesirable", + "thwart", + "prevent", + "evolving", + "disrupted", + "fostering", + "hesitant", + "prohibiting", + "hindrance", + "lessening", + "turbulent", + "facilitated", + "wandering", + "disruptive", + "lingering", + "thwarted", + "Preventing" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "unwanted", + "undesirable", + "cohesive", + "debilitating", + "disruptive", + "highly", + "resilient", + "devastating", + "sprawling", + "tenacious", + "vibrant", + "hindering", + "wandering", + "inherent", + "longstanding", + "various", + "troublesome", + "pervasive", + "numerous", + "detrimental", + "undesired", + "existing", + "potentially", + "harmful", + "damaging", + "uneven", + "unsettling", + "localized", + "inherently", + "unruly", + "propagating", + "burgeoning" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "undesirable", + "propagating", + "pervasive", + "unwanted", + "inevitable", + "debilitating", + "detrimental", + "disruptive", + "inherent", + "damaging", + "destabil", + "misplaced", + "causing", + "repetitive", + "migrating", + "propagation", + "costly", + "widespread", + "undesired", + "causative", + "inherently", + "localized", + "recurring", + "burgeoning", + "blemishes", + "evolving", + "resultant", + "flawed", + "insidious", + "cohesive", + "major", + "longstanding" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "or", + "migrating", + "and", + "mobile", + "propagating", + "addLine", + "mis", + "moving", + "lines", + "growing", + "critical", + "line", + "propagation", + "growth", + "dominant", + "misplaced", + "diffusing", + "M", + "itin", + "propag", + "migratory", + "waterline", + "ons", + "boundary", + "grown", + "inequ", + "boundaries", + "major", + "meaningful" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "moving", + "domain", + "mobile", + "Moving", + "moving", + "Moving", + "propagating", + "line", + "mobile", + "mov", + "mov", + "propagation", + "Domain", + "MOV", + "movimiento", + "domain", + "propagation", + "movilidad", + "propag", + "Mobile", + "lines" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "moving", + "moving", + "move", + "domain", + "mobile", + "Moving", + "mobile", + "movimiento", + "on", + "mov", + "beweg", + "mov", + "moved", + "Moving", + "M", + "B", + "O", + "Move", + "moved", + "Movement", + "movimento", + "line" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "moving", + "moving", + "Moving", + "mov", + "beweg", + "Moving", + "moved", + "move", + "mov", + "line", + "move", + "moves", + "movement", + "movimiento", + "moved", + "to", + "MOV", + "movimento", + "getMove", + "and", + "Move", + "M", + "Movement", + "mover" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "moving", + "moving", + "Moving", + "Moving", + "mov", + "beweg", + "mobile", + "MOV", + "mov", + "bergerak", + "MOV", + "moved", + "migrating", + "bewegen", + "moverse", + "line", + "Mov", + "moviment", + "line", + "moves", + "movimento", + "movable" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "moving", + "moving", + "Moving", + "Moving", + "line", + "oving", + "migrating", + "M", + "ing", + "MOV", + "dislocations", + "or", + "as", + "umbling", + "linee", + "marching", + "ar", + "le", + "to", + "propagating", + "bbing" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "moving", + "moving", + "line", + "Moving", + "This", + "value", + "Importance", + "importance", + "value", + "nu", + "Line", + "time", + "Important", + "Distance", + "These", + "Therefore", + "space", + "Volume", + "line", + "Source", + "However", + "Defects", + "example", + "Most", + "Space", + "size", + "important", + "quantity", + "Example", + "time", + "Resistance", + "Unlike" + ] + } + ], + "logit_surprising": [ + { + "concept": "hindering", + "score": 9.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "barriers", + "output_checked": true + }, + { + "concept": "enhance", + "score": 9.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "creating", + "output_checked": true + }, + { + "concept": "been", + "score": 7.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "subdiv", + "output_checked": true + }, + { + "concept": "various", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "by", + "output_checked": true + }, + { + "concept": "slight", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "creating", + "output_checked": true + }, + { + "concept": "numerous", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "more", + "output_checked": true + }, + { + "concept": "unwanted", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "readily", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "substantially", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "smaller", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "by", + "output_checked": true + }, + { + "concept": "considerably", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "subdiv", + "output_checked": true + }, + { + "concept": "detrimental", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "strengthening", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "by", + "output_checked": true + }, + { + "concept": "electrons", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "hindrance", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "barriers", + "output_checked": true + }, + { + "concept": "Considerable", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "impeded", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "immense", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "exerting", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "line", + "output_checked": true + }, + { + "concept": "obstacles", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "barriers", + "output_checked": true + }, + { + "concept": "its", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "it", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "comprised", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "energy", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "line", + "output_checked": true + }, + { + "concept": "defects", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "addition", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "by", + "output_checked": true + }, + { + "concept": "divisional", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "subdiv", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "lattice", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "injury", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "divisions", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "subdiv", + "output_checked": true + }, + { + "concept": "crystalline", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "to", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "somebody", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "technically", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "Zeit", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "into", + "output_checked": true + }, + { + "concept": "decidedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "oriented", + "output_checked": true + }, + { + "concept": "reverting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "commonly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "more", + "output_checked": true + }, + { + "concept": "destabil", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "countless", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "more", + "output_checked": true + }, + { + "concept": "inevitably", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "unsettling", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "citizenry", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "line", + "output_checked": true + }, + { + "concept": "versatile", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "workable", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "cohesive", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "oriented", + "output_checked": true + }, + { + "concept": "strategically", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "overcome", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "materials", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "pieces", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "smaller", + "output_checked": true + }, + { + "concept": "atoms", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "defect", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "line", + "output_checked": true + }, + { + "concept": "exponentially", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "subdiv", + "output_checked": true + }, + { + "concept": "damn", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "respective", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "it", + "output_checked": true + }, + { + "concept": "enhances", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "each", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "iding", + "output_checked": true + }, + { + "concept": "valued", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "oriented", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-10__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-10__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-10__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-10__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-grain-size-strength-10__heatmap.png" + } + }, + { + "slug": "mechanism-name-flaw-controlled-failure-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-controlled brittle failure 1", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Two brittle plates carry the same remote tensile load, but one contains a surface flaw four times longer. The plate with the larger flaw becomes unstable at a lower applied stress.", + "prompt_tail": "arry the same remote tensile load, but one contains a surface flaw four times longer. The plate with the larger flaw becomes unstable at a lower applied stress.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-controlled-failure", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + } + ], + "emergence": [ + { + "label": "crack", + "best_rank": 12, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 18 + }, + { + "label": "Griffith", + "best_rank": 2831, + "best_depth": 46.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 353 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "unica", + "odium", + "wadi", + "ahs", + "udi", + "Fountain", + "odi", + "graisse", + "ervo", + "ayani", + "Kodi", + "overheard", + "elli", + "wit", + "hacerse", + "ayya", + "avil", + "arpur", + "Burbank", + "Toto", + "quilla", + "rodeo", + "aville", + "Beverungen", + "zk", + "Sever", + "opa" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "udi", + "ayani", + "overheard", + "anio", + "aville", + "arpur", + "arita", + "rodeo", + "ServiceID", + "odi", + "erver", + "avil", + "Imperio", + "Kodi", + "uded", + "cil", + "alco", + "zki", + "ervo", + "iasa", + "ta", + "zk", + "empleados" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "rodeo", + "anio", + "aville", + "arpur", + "odi", + "arita", + "uded", + "Kodi", + "ServiceID", + "erver", + "avil", + "Imperio", + "alco", + "zki", + "ervo", + "qat", + "empleados", + "cil", + "iasa", + "ekw" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "ayani", + "udi", + "rodeo", + "anio", + "overheard", + "arita", + "aville", + "odi", + "Imperio", + "ServiceID", + "arpur", + "cil", + "Kodi", + "ta", + "uded", + "erver", + "iasa", + "alco", + "zk", + "zki", + "ervo", + "qat", + "avil" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "wadi", + "odium", + "Fountain", + "rodeo", + "unica", + "overheard", + "arpur", + "ta", + "graisse", + "Gra", + "elle", + "Burbank", + "ayya", + "TH", + "elli", + "zk", + "ink", + "Silver", + "quilla", + "anedi", + "erver", + "zki", + "qat", + "Kodi", + "udi" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "squares", + "Infect", + "rehabilitated", + "Europ", + "Inflater", + "vesicular", + "pneumatic", + "calmed", + "Adriatic", + "conferred", + "Aluminum", + "videre", + "tesla" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "authenticate", + "calmed", + "rehabilitated", + "tesla", + "vesicular", + "Aluminum", + "directors", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "udi", + "arita", + "wadi", + "anio", + "overheard", + "ayani", + "aville", + "odi", + "ServiceID", + "alco", + "erver", + "cil", + "rodeo", + "uded", + "arpur", + "ta", + "odil", + "zki", + "Imperio", + "Kodi", + "empleados", + "avil", + "Fairbanks" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "wadi", + "udi", + "ahs", + "quilla", + "overheard", + "anio", + "erver", + "cil", + "aville", + "ayani", + "rodeo", + "Imperio", + "ServiceID", + "odi", + "uded", + "odil", + "it", + "ta", + "empleados", + "arpur", + "alco", + "sel", + "Toto" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "flare", + "infect", + "Infect", + "mt", + "squares", + "directors", + "authenticate", + "vesicular", + "pneumatic", + "conferred", + "verder", + "rehabilitated", + "tesla", + "puis", + "Inflater", + "fs", + "calmed", + "director", + "Europ" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "med", + "s", + "gehend", + "dir", + "ended", + "og", + "lepas", + "f", + "particular", + "ures", + "uri", + "rogens", + "g", + "dif", + "ungen", + "iven", + "rog", + "sucede", + "rad", + "ve", + "leve", + "radiol", + "med" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "voila", + "gehend", + "ogo", + "uri", + "Furthermore", + "particular", + "deer", + "rad", + "Moreover", + "tyle", + "ve", + "ief", + "ogf", + "udir", + "iven", + "ogado", + "dif", + "ures", + "dire", + "Kalau", + "hmann", + "ended" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "particular", + "gehend", + "ve", + "uri", + "ogo", + "voila", + "leve", + "tyle", + "ief", + "rad", + "f", + "do", + "s", + "g", + "dif", + "ogf", + "sucede", + "ver", + "ures", + "oj", + "iven", + "questa", + "udir", + "med", + "selves" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "particular", + "do", + "primes", + "xr", + "proverbial", + "ief", + "ver", + "tyle", + "leve", + "gehend", + "g", + "instances", + "dire", + "selves", + "perd", + "ogf", + "ge", + "oved", + "dif", + "scape", + "orable", + "notion", + "contended", + "defens", + "ogado" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "med", + "particular", + "xr", + "Etc", + "s", + "vehement", + "ief", + "lier", + "defens", + "proverbial", + "ne", + "gi", + "scape", + "rg", + "ak", + "instances", + "constraint", + "ufe", + "ge", + "ized", + "imperative", + "ulnerable", + "siniz", + "decadent", + "rasekhar" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "teh", + "xr", + "nnnn", + "Etc", + "lier", + "constraint", + "ulnerable", + "dud", + "imperative", + "rrrr", + "rrr", + "defens", + "gehe", + "pois", + "porque", + "ium", + "particular", + "siniz", + "adage", + "scape", + "rg", + "absol", + "merk", + "contended" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "declines", + "psicologia", + "defensive", + "mathematics", + "aptitude", + "mathematically", + "faibles", + "porque", + "Anxiety", + "Mathematics", + "mathml", + "avaliar", + "novedad", + "weaker", + "sharper", + "edging", + "matematik" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "particular", + "Beware", + "undesired", + "hesitated", + "undesirable", + "PSI", + "Bz", + "Danger", + "ceptible", + "MNOP", + "Particular", + "bepaalde", + "Mathemat", + "WARNING", + "Mathemat", + "detriment", + "Severity", + "gdf", + "Caution", + "tragedies", + "hazard", + "Beware", + "determinate", + "ulnerable", + "psi", + "disastrous", + "mathematically" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "threshold", + "Threshold", + "failure", + "particular", + "limitar", + "limit", + "Maximum", + "Dangerous", + "Limite", + "crack", + "Stability", + "begin", + "Limit", + "Warning", + "dangerous", + "threshold", + "disastrous", + "mule", + "Stability", + "determinante", + "criterion", + "Failure", + "empezar", + "maximale", + "Integrity", + "Beware", + "Caution" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "instability", + "unstable", + "instabilities", + "Beware", + "RuntimeError", + "Stability", + "Stability", + "gage", + "undesirable", + "stability", + "undesired", + "failure", + "unsafe", + "Beware", + "crack", + "Integrity", + "crumble", + "Brace", + "limitar", + "Mania", + "brace", + "mae", + "maksimum", + "Limite" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "instability", + "unstable", + "stability", + "instabilities", + "Stability", + "Stability", + "estabilidad", + "stability", + "Inst", + "stable", + "yielding", + "yielding", + "destabil", + "Stable", + "Instantiate", + "failure", + "stabilize", + "Yield", + "unsafe", + "Failure", + "Dangerous", + "Stable", + "stabilizes", + "RuntimeError" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "instability", + "unstable", + "stability", + "Stability", + "Stability", + "instabilities", + "estabilidad", + "stability", + "failure", + "stable", + "Stable", + "Stable", + "Inst", + "failure", + "Failure", + "stabilize", + "stable", + "destabil", + "yielding", + "stabilized", + "yielding", + "stabilizes", + "become", + "unsafe" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "instability", + "failure", + "failure", + "instabilities", + "Failure", + "Inst", + "Failure", + "unstable", + "Inst", + "fracture", + "failures", + "collapse", + "FAILURE", + "Fracture", + "inst", + "onFailure", + "inst", + "stability", + "ailure", + "FAILURE", + "fail", + "fails", + "crack", + "yielding", + "Onset", + "fail" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "instability", + "Inst", + "Inst", + "inst", + "instabilities", + "stability", + "failure", + "inst", + "Stability", + "stability", + "fracture", + "Stability", + "failure", + "unstable", + "INST", + "plasticity", + "estabilidad", + "Fracture", + "become", + "destabil", + "INST", + "Failure", + "yield", + "onset", + "collapse", + "Failure", + "neoprene", + "crack" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "instability", + "inst", + "Inst", + "Inst", + "inst", + "instabilities", + "uncles", + "INST", + "Stability", + "stability", + "unstable", + "failure", + "ksi", + "instancia", + "Pued", + "failure", + "hne", + "stability", + "estabilidad", + "laf", + "instante" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "This", + "For", + "In", + "What", + "However", + "Thus", + "Or", + "On", + "Since", + "Why", + "Inst", + "They", + "Here", + "Note", + "of", + "It", + "The", + "These", + "Because", + "From", + "Also", + "Yes", + "they", + "Therefore", + "Use", + "Will", + "No", + "Find", + "When", + "Conversely", + "Let", + "Actually" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 65122, + 83172, + 79351, + 84345, + 68902, + 22271, + 21877, + 78340, + 74832, + 23849, + 34618, + 41270, + 28449, + 34802, + 53154, + 31013, + 73597, + 332, + 13, + 21, + 68, + 44, + 30, + 33, + 638, + 153 + ] + }, + { + "label": "Griffith", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 62171, + 60710, + 60745, + 64603, + 110602, + 208580, + 211286, + 58541, + 53306, + 183662, + 13031, + 3860, + 2832, + 5315, + 17211, + 71755, + 179474, + 61245, + 12146, + 3253, + 9168, + 8285, + 28877, + 23122, + 133920, + 6399 + ] + } + ], + "logit_lens": [ + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 17336, + 6519, + 3983, + 1322, + 10897, + 8460, + 1073, + 991, + 82, + 32, + 19, + 53, + 26, + 32 + ] + }, + { + "label": "Griffith", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 187968, + 120612, + 60407, + 30846, + 21804, + 5861, + 1448, + 1384, + 1461, + 818, + 354, + 610, + 1077, + 2255 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "least", + "score": 11.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "at", + "output_checked": true + }, + { + "concept": "than", + "score": 11.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "longer", + "output_checked": true + }, + { + "concept": "instability", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sane", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "Fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "crack", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "customizable", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plates", + "output_checked": true + }, + { + "concept": "vision", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "remote", + "output_checked": true + }, + { + "concept": "fracture", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "tension", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "somente", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "unstable", + "output_checked": true + }, + { + "concept": "loads", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "load", + "output_checked": true + }, + { + "concept": "magnitudes", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "four", + "output_checked": true + }, + { + "concept": "inst", + "score": 2.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "unstable", + "output_checked": true + }, + { + "concept": "Danger", + "score": 2.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "Aboriginal", + "score": 2.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "remote", + "output_checked": true + }, + { + "concept": "certeza", + "score": 2.0, + "best_rank": 4, + "best_depth": 63.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "jon", + "score": 2.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "cemetery", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "declines", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sucks", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "Dangerous", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "substitutional", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "Unterschiede", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "threshold", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sanc", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "backcountry", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "carrying", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Constantinople", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "amount", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "same", + "output_checked": true + }, + { + "concept": "strain", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "at", + "output_checked": true + }, + { + "concept": "cracks", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "goddess", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "hypothetical", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cuja", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "dud", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "wonderland", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "remote", + "output_checked": true + }, + { + "concept": "Sens", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "compliments", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "four", + "output_checked": true + }, + { + "concept": "disparity", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Estimated", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "Conditioning", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "seder", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "plates", + "output_checked": true + }, + { + "concept": "determinada", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "defectos", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "lan", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "remote", + "output_checked": true + }, + { + "concept": "durchschnitt", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "strength", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "susceptible", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "becomes", + "output_checked": true + }, + { + "concept": "control", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "remote", + "output_checked": true + }, + { + "concept": "desider", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Kreis", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "same", + "output_checked": true + }, + { + "concept": "NumberOf", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "unstable", + "output_checked": true + }, + { + "concept": "worthless", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "String", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "dominates", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "cheaper", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "times", + "output_checked": true + }, + { + "concept": "Define", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "Failed", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "becomes", + "output_checked": true + }, + { + "concept": "cargas", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "load", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "se", + "th", + "and", + "ar", + "yst", + "pr", + "red", + "be", + "son", + "ters", + "roll", + "section", + "ler", + "ny", + "max", + "met", + "ev", + "mu", + "igned", + "thers", + "ched", + "ken", + "lar", + "sche", + "pers" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "assert", + "purposes", + "rence", + "stem", + "yaitu", + "afin", + "pais", + "perk", + "haute", + "flows", + "ocs", + "kis", + "aquele", + "menes", + "pitted", + "conflicted", + "sovereigns", + "ner", + "sl", + "sav", + "ju" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "ro", + "se", + "j", + "ast", + "one", + "ru", + "ound", + "ON", + "red", + "raph", + "tem", + "ke", + "som", + "mark", + "To", + "vi", + "ably", + "Mod", + "kan", + "pract", + "That", + "mit", + "Med", + "alt", + "quick" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ou", + "ic", + "ion", + "el", + "l", + "st", + "im", + "g", + "u", + "se", + "ation", + "be", + "if", + "th", + "us", + "ht", + "ers", + "and", + "ere", + "com", + "ess", + "pe", + "ain", + "j", + "pl", + "ame", + "iz" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "ic", + "ve", + "ch", + "pe", + "The", + "pl", + "ha", + "ad", + "ace", + "ign", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "ystem", + "ays", + "est", + "wo", + "who", + "rib", + "import", + "es" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "le", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "un", + "ere", + "ill", + "ex", + "art", + "ud", + "ang", + "ive", + "all", + "ard", + "ik", + "pl", + "ire", + "ge", + "ph", + "ong" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "w", + "f", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "ord", + "ar", + "pr", + "elf", + "sp", + "ah", + "set", + "to", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ers", + "of", + "eat", + "e", + "n", + "s", + "son", + "sof", + "ature", + "selection", + "youtu", + "evol", + "heer", + "garnished", + "Publicity", + "modulation", + "he", + "perfectly", + "lid" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "e", + "n", + "ers", + "rel", + "ature", + "youtu", + "eat", + "ameri", + "sa", + "perfectly", + "aal", + "aat", + "successfully", + "evol", + "sof", + "veterinarian", + "devenu", + "wunder", + "Publicity", + "sm", + "ble", + "setcounter" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "substantial", + "substantially", + "ameri", + "readily", + "reliance", + "fielder", + "e", + "demise", + "explained", + "Publicity", + "lsulfanyl", + "immense", + "outrage", + "ecek", + "sa", + "pekerjaan", + "vergang", + "fourteenth", + "prechen", + "Tog" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "fielder", + "ameri", + "readily", + "damn", + "tog", + "Tog", + "demise", + "er", + "ributor", + "immense", + "Looking", + "appellate", + "impending", + "severely", + "nur", + "ers", + "Will", + "sa", + "dictator", + "outrage", + "shockingly" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tremendous", + "immense", + "impending", + "severely", + "shockingly", + "outraged", + "fielder", + "damn", + "Will", + "outrage", + "demise", + "readily", + "terribly", + "ameri", + "dictator", + "appellate", + "avrebbe", + "Considerable", + "shri" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "outraged", + "despicable", + "horrendous", + "tremendous", + "enraged", + "horrible", + "immense", + "horrific", + "miserably", + "horrend", + "severely", + "damn", + "shockingly", + "impending", + "vicious", + "substantially", + "appalling", + "vehement", + "because", + "because", + "atrocious", + "botched", + "soared", + "horrified", + "resultante", + "ridiculous" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "because", + "because", + "Because", + "porque", + "Because", + "tantamount", + "BECAUSE", + "despicable", + "tremendous", + "soared", + "resulting", + "debido", + "cuz", + "resulting", + "vehement", + "markedly", + "excruciating", + "hurled", + "aufgrund", + "agonizing", + "of" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "because", + "Because", + "when", + "lorsque", + "Lorsque", + "significantly", + "considerably", + "wanneer", + "Lorsque", + "resulting", + "comparatively", + "lessened", + "resultant", + "appreciably", + "drastically", + "markedly", + "detrimental", + "adversely", + "dwind", + "Characteristics", + "exerted", + "determining", + "proportionally", + "resulting", + "tions", + "exerting" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "lessened", + "decreased", + "significantly", + "decreases", + "comparatively", + "markedly", + "reduced", + "fewer", + "marginally", + "appreciably", + "proportionately", + "diminished", + "decrease", + "greater", + "detrimental", + "progressively", + "permissible", + "predetermined", + "noticeably", + "stricter", + "proportionally", + "because", + "threshold", + "resultant", + "lowered", + "diminishes", + "increased", + "relatively", + "adversely", + "lower" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "onset", + "threshold", + "marginally", + "smaller", + "slightly", + "significantly", + "unexpectedly", + "noticeably", + "crippling", + "relatively", + "progressively", + "dangerously", + "drastically", + "unequal", + "comparatively", + "markedly", + "when", + "greater", + "impending", + "lower", + "dangerous", + "catastrophic", + "devastating", + "abrupt", + "undesirable", + "triggering", + "striking", + "surprisingly", + "resultant", + "embarking", + "equivalent", + "starts" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "onset", + "threshold", + "initiation", + "permissible", + "initiating", + "begins", + "premature", + "catastrophic", + "abrupt", + "rupture", + "tensile", + "triggering", + "prematurely", + "become", + "critical", + "becoming", + "unexpectedly", + "brittle", + "stability", + "failure", + "collapse", + "abruptly", + "destabil", + "fracture", + "Onset", + "impending", + "maximum", + "beginning", + "thresholds", + "starts", + "debilit" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "onset", + "instability", + "become", + "becomes", + "becoming", + "stability", + "destabil", + "rupture", + "starts", + "begins", + "unstable", + "initiating", + "fracture", + "initiation", + "tensile", + "instabilities", + "start", + "catastrophic", + "starting", + "stable", + "brittle", + "Begin", + "becom", + "collapse", + "abrupt", + "disastrous", + "begin", + "devient", + "beginning", + "crack" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "instability", + "stability", + "stable", + "Stability", + "unstable", + "instabilities", + "destabil", + "Stable", + "stabilit", + "become", + "estabilidad", + "Stability", + "Stable", + "stability", + "becomes", + "crack", + "fracture", + "failure", + "becoming", + "onset", + "stabile", + "Fracture", + "stabilizes", + "stable" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "instability", + "stability", + "unstable", + "instabilities", + "Stability", + "stable", + "destabil", + "Stable", + "Stability", + "stability", + "Stable", + "failure", + "estabilidad", + "stabilit", + "become", + "fracture", + "buckling", + "becomes", + "stable", + "stably", + "stabilizes", + "stabile", + "rupture", + "collapse", + "upheaval" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "instability", + "failure", + "instabilities", + "fracture", + "unstable", + "Inst", + "buckling", + "become", + "becoming", + "yielding", + "inst", + "collapse", + "onset", + "failure", + "becomes", + "stability", + "inst", + "buck", + "Inst", + "unst", + "Fracture", + "initiation", + "crack", + "destabil", + "FAILURE", + "rupture", + "Failure", + "ultimate", + "Buck", + "fail" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "instability", + "Inst", + "instabilities", + "Inst", + "inst", + "fracture", + "becoming", + "inst", + "stability", + "become", + "buckling", + "INST", + "becomes", + "onset", + "yielding", + "unstable", + "Fracture", + "failure", + "insta", + "Stability", + "Insta", + "destabil", + "buck", + "initiation", + "fracturing", + "devenir", + "crack", + "collapse", + "devient", + "Becoming" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "instability", + "inst", + "Inst", + "Inst", + "instabilities", + "inst", + "becomes", + "becomes", + "buckling", + "buck", + "unstable", + "becoming", + "Buck", + "become", + "failure", + "Becoming", + "fracture", + "INST", + "bum", + "buckles", + "become", + "bifurcation", + "Buck", + "yielding", + "bu", + "stability", + "INST", + "failure" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "This", + "For", + "In", + "What", + "However", + "Thus", + "Or", + "On", + "Since", + "Why", + "Inst", + "They", + "Here", + "Note", + "of", + "It", + "The", + "These", + "Because", + "From", + "Also", + "Yes", + "they", + "Therefore", + "Use", + "Will", + "No", + "Find", + "When", + "Conversely", + "Let", + "Actually" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 14.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "than", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "longer", + "output_checked": true + }, + { + "concept": "smaller", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "damn", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "they", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "but", + "output_checked": true + }, + { + "concept": "impending", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "instability", + "score": 6.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "greater", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "crack", + "score": 5.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "been", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "and", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "carrying", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "because", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "lower", + "output_checked": true + }, + { + "concept": "unwavering", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "exerted", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "onset", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tension", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "sized", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "amount", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "same", + "output_checked": true + }, + { + "concept": "loads", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "shorter", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "size", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "roughness", + "score": 3.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "levels", + "score": 3.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "ameri", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "evoked", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "remote", + "output_checked": true + }, + { + "concept": "behest", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "at", + "output_checked": true + }, + { + "concept": "immense", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "corrobor", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "outraged", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "significantly", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "becomes", + "output_checked": true + }, + { + "concept": "upholding", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "load", + "output_checked": true + }, + { + "concept": "average", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "times", + "output_checked": true + }, + { + "concept": "subjected", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "destabil", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "unstable", + "output_checked": true + }, + { + "concept": "localized", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "nurture", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "identical", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "defects", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "higher", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "lower", + "output_checked": true + }, + { + "concept": "stability", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "unstable", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "predomin", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "substantial", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Looking", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "fielder", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "seleccione", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "same", + "output_checked": true + }, + { + "concept": "notifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "remote", + "output_checked": true + }, + { + "concept": "severely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "contacting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "times", + "output_checked": true + }, + { + "concept": "enraged", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "horrendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "shockingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "at", + "output_checked": true + }, + { + "concept": "Interestingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "lower", + "output_checked": true + }, + { + "concept": "exemplary", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "times", + "output_checked": true + }, + { + "concept": "daha", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "Because", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "bzw", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "times", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-01__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-01__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-01__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-01__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-01__heatmap.png" + } + }, + { + "slug": "mechanism-name-flaw-controlled-failure-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-controlled brittle failure 2", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A glass specimen with a sharp internal slit fails well below its theoretical bond strength because the local intensity at the slit tip is strongly amplified.", + "prompt_tail": "A glass specimen with a sharp internal slit fails well below its theoretical bond strength because the local intensity at the slit tip is strongly amplified.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-controlled-failure", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + } + ], + "emergence": [ + { + "label": "crack", + "best_rank": 470, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 520 + }, + { + "label": "Griffith", + "best_rank": 4714, + "best_depth": 46.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 650 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "odium", + "unica", + "elli", + "ilah", + "Beverungen", + "iber", + "odi", + "ervo", + "aforementioned", + "inking", + "nev", + "Kodi", + "hacerse", + "wadi", + "Eber", + "bakt", + "Burbank", + "ayya", + "ovel", + "ewater", + "esia", + "etku", + "embe", + "okok", + "Sko", + "udi" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "overheard", + "udi", + "ayani", + "ServiceID", + "arpur", + "odi", + "arita", + "rodeo", + "anio", + "aville", + "erver", + "Imperio", + "Kodi", + "uded", + "cil", + "avil", + "zki", + "ervo", + "Toto", + "iasa", + "alco", + "odil" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "arita", + "rodeo", + "arpur", + "anio", + "aville", + "odi", + "ervo", + "alco", + "erver", + "cil", + "Imperio", + "ServiceID", + "uded", + "empleados", + "qat", + "ta", + "odil", + "ayya" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Europ", + "Inflater", + "rehabilitated", + "vesicular", + "mt", + "conferred", + "Aluminum", + "fs" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "gaard", + "Nordstrom", + "Arbor", + "Rasmussen", + "Sequoia", + "tration", + "Saigon", + "rene", + "Epson", + "Selangor", + "Shenzhen", + "Verstappen", + "Maximum", + "hene", + "sever", + "equivalently", + "Alamos", + "Raptor", + "formed", + "neutral", + "rsp", + "Zhejiang", + "Zayn", + "ters", + "norms" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "rehabilitated", + "Infect", + "Europ", + "vesicular", + "pneumatic", + "squares", + "conferred", + "calmed", + "Inflater", + "remotely", + "mt", + "appealed", + "ductory", + "Cooler" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "authenticate", + "calmed", + "rehabilitated", + "tesla", + "vesicular", + "Aluminum", + "directors", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "wadi", + "udi", + "arita", + "ahs", + "anio", + "overheard", + "ayani", + "aville", + "odi", + "rodeo", + "ServiceID", + "cil", + "uded", + "erver", + "odil", + "arpur", + "alco", + "ta", + "empleados", + "zki", + "avil", + "Imperio", + "Kodi", + "ink" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "wadi", + "ahs", + "udi", + "arita", + "cil", + "quilla", + "Imperio", + "overheard", + "erver", + "anio", + "ayani", + "rodeo", + "aville", + "it", + "sel", + "ServiceID", + "uded", + "odil", + "ta", + "odi", + "empleados", + "Toto", + "mith", + "Fairbanks" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "infect", + "sociale", + "flare", + "Infect", + "squares", + "vesicular", + "mt", + "authenticate", + "pneumatic", + "puis", + "directors", + "verder", + "finn", + "rehabilitated", + "Inflater", + "conferred", + "heen", + "reefs", + "calmed" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "gehend", + "Moreover", + "s", + "eness", + "bulb", + "digamos", + "voila", + "night", + "Finally", + "heartedly", + "manner", + "fif", + "Furthermore", + "inoltre", + "rog", + "furthermore", + "vigor", + "ujos", + "lepas", + "mesela", + "t", + "filosof" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "Moreover", + "Furthermore", + "gehend", + "voila", + "Finally", + "Kalau", + "digamos", + "esimerkiksi", + "Depois", + "eniendo", + "hmann", + "fif", + "hearted", + "beispielsweise", + "heartedly", + "uri", + "Moreover", + "furthermore", + "tyle", + "eness" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "gehend", + "digamos", + "Moreover", + "voila", + "s", + "med", + "uri", + "sage", + "Kalau", + "esimerkiksi", + "Furthermore", + "Finally", + "urious", + "tyle", + "vulner", + "oog", + "fif", + "exemplo", + "ujos", + "do", + "iven" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "digamos", + "gehend", + "med", + "laissez", + "voila", + "scape", + "urious", + "ogf", + "sage", + "Veamos", + "night", + "vulner", + "proverbial", + "amor", + "sworth", + "do", + "particular", + "effets", + "gage", + "enorm", + "eness", + "sage", + "ugen", + "particularmente", + "tyle" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "xr", + "ogf", + "kong", + "Etc", + "voila", + "dynamics", + "sensibility", + "scape", + "gesi", + "Kong", + "night", + "imperative", + "Effects", + "sheep", + "realmente", + "Dynamics", + "sworth", + "syntax", + "gesellschaft", + "ulnerable" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "discord", + "sensibility", + "intensive", + "novelty", + "Xr", + "teh", + "ghijkl", + "psicologia", + "Effect", + "Dynamics", + "whisk", + "astronom", + "xr", + "dud", + "geek", + "sporadic", + "dino", + "Pdf", + "imperative", + "Escape", + "PLOAD", + "metaphysical" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "PLOAD", + "ycopg", + "psychic", + "intensive", + "discord", + "ographic", + "Postgres", + "heinous", + "MYSQL", + "additive", + "geek", + "chipset", + "Notas", + "typescript", + "Diffraction", + "arcane", + "PSY", + "astronom", + "novelty", + "cryptic", + "psicologia" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "MNOP", + "disparity", + "crucially", + "undesired", + "diffraction", + "amperage", + "Diffraction", + "geometric", + "Numer", + "AAAAAAAA", + "unscrupulous", + "sby", + "infractions", + "Unterschiede", + "intric", + "gaze", + "circumvent", + "irregularity", + "bottleneck", + "NumberOf", + "Beware", + "geometry", + "seudo", + "geometrically" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "increases", + "Increases", + "intric", + "bepaalde", + "engender", + "gewisse", + "disproportion", + "exacerbate", + "instantaneously", + "particular", + "beau", + "Increase", + "compounded", + "particularmente", + "considerably", + "crucially", + "substantially", + "khusus", + "Modification", + "digamos", + "accentuated", + "Accent", + "ske" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "amplification", + "amplified", + "Ampl", + "amplify", + "amplifying", + "ampl", + "amperage", + "magnification", + "Mannschaften", + "Amplify", + "exacerbated", + "magnified", + "accentuated", + "amping", + "Amph", + "exacerbate", + "XPATH", + "amph", + "compounded", + "Ampl", + "INFINITY", + "Infinity", + "Uml", + "iliency", + "geometrically", + "fscanf", + "consecuencia", + "Diffraction", + "Convergence", + "increases" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "amplified", + "amplification", + "amplifying", + "Concentrate", + "magnification", + "amplify", + "Concentration", + "Concent", + "concentrating", + "magnified", + "Ampl", + "Amph", + "concentration", + "concentration", + "magnifier", + "Ampl", + "Multiply", + "multipliers", + "concentrated", + "concentrate", + "multiplier", + "Amplify", + "Multip", + "ampl", + "considerably", + "amplitudes", + "geometrically", + "Beau", + "exponentially", + "magnitudes", + "Concrete", + "Diffraction" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "amplified", + "amplification", + "amplifying", + "amplify", + "ampl", + "Ampl", + "Ampl", + "amplifier", + "magnification", + "accentuated", + "multiplier", + "multipliers", + "Amplifier", + "concentrating", + "Accent", + "ampl", + "Concentration", + "enhancer", + "Multiply", + "magnified", + "magnifier", + "Amplify", + "accentuate", + "multiplying", + "Enhancement", + "Concentrate", + "multiplier", + "intensify", + "multiply", + "concentration", + "amplifiers" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "strongly", + "strongly", + "fortement", + "fortemente", + "Strongly", + "amplified", + "Ampl", + "significantly", + "ampl", + "heavily", + "amplification", + "amplifiers", + "considerably", + "amplifier", + "dramatically", + "Ampl", + "ampl", + "Amplifier", + "massively", + "highly", + "greatly", + "sharply", + "amplify", + "amplifying", + "immensely", + "hugely", + "Multiply", + "Amplify", + "Highly" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "strongly", + "strongly", + "amplified", + "Ampl", + "fortemente", + "Strongly", + "heavily", + "fortement", + "amplifiers", + "ampl", + "amplifier", + "amplification", + "ampl", + "Amplifier", + "considerably", + "Ampl", + "Amplify", + "amplify", + "significantly", + "dramatically", + "amplifying", + "Multiply", + "amp", + "amplifier", + "Am", + "massively", + "sharply", + "heft", + "amply" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "strongly", + "strongly", + "Am", + "Amph", + "Ampl", + "fortemente", + "fortement", + "Amplify", + "Strongly", + "amplified", + "ampl", + "amph", + "ampl", + "Amplifier", + "amplification", + "heavily", + "Ampl", + "amplitude", + "amorph", + "Am", + "Ama", + "amplifiers", + "amplify" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "strongly", + "local", + "ently", + "highly", + "ated", + "ored", + "locally", + "if", + "user", + "the", + "formed", + "field", + "not", + "ially", + "heavily", + "strongly", + "am", + "led", + "trapped", + "I", + "single", + "g", + "weakly", + "tell", + "Strongly", + "more", + "major", + "floor", + "ered", + "deeply", + "your", + "ressed" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 44688, + 82357, + 81228, + 21811, + 127356, + 21270, + 21496, + 75935, + 79039, + 22486, + 91427, + 64612, + 39755, + 28118, + 46247, + 71953, + 104911, + 3175, + 471, + 2497, + 3058, + 5257, + 15850, + 19260, + 108485, + 2963 + ] + }, + { + "label": "Griffith", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 83566, + 62209, + 62357, + 207246, + 218737, + 203724, + 210681, + 58137, + 50611, + 175606, + 17536, + 6970, + 4715, + 9792, + 66082, + 166912, + 225595, + 130635, + 61194, + 38492, + 58253, + 134877, + 182812, + 186901, + 179722, + 35277 + ] + } + ], + "logit_lens": [ + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 34772, + 21128, + 17708, + 22835, + 54752, + 12778, + 10431, + 3040, + 7452, + 5056, + 521, + 5312, + 2927, + 1521 + ] + }, + { + "label": "Griffith", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 158239, + 123573, + 90248, + 68057, + 126703, + 14409, + 1291, + 651, + 1789, + 4345, + 1964, + 13765, + 96309, + 76593 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "least", + "score": 7.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "failure", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "because", + "output_checked": true + }, + { + "concept": "dure", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "well", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "egregious", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "fails", + "output_checked": true + }, + { + "concept": "Caste", + "score": 3.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "amplified", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 3.0, + "best_rank": 5, + "best_depth": 63.8, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "infested", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "because", + "output_checked": true + }, + { + "concept": "photographs", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "Porque", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "because", + "output_checked": true + }, + { + "concept": "SqlCommand", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Mathemat", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "theoretical", + "output_checked": true + }, + { + "concept": "ede", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "tip", + "output_checked": true + }, + { + "concept": "amplify", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "amplified", + "output_checked": true + }, + { + "concept": "amplification", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sample", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "magnitudes", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "determinada", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "vic", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "atrocious", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "fails", + "output_checked": true + }, + { + "concept": "entitlements", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "apex", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "tip", + "output_checked": true + }, + { + "concept": "PLOAD", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "infractions", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "plastica", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "grout", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Concentration", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "is", + "output_checked": true + }, + { + "concept": "tint", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "glass", + "output_checked": true + }, + { + "concept": "tips", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "tip", + "output_checked": true + }, + { + "concept": "logrado", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "viens", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "manner", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "egreg", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "tip", + "output_checked": true + }, + { + "concept": "Immediately", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "is", + "output_checked": true + }, + { + "concept": "arcane", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "amplified", + "output_checked": true + }, + { + "concept": "Safety", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "bond", + "output_checked": true + }, + { + "concept": "suffices", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "intensity", + "output_checked": true + }, + { + "concept": "tribulations", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "fails", + "output_checked": true + }, + { + "concept": "MNOP", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "determinante", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "is", + "output_checked": true + }, + { + "concept": "maksud", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "antes", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "below", + "output_checked": true + }, + { + "concept": "Amat", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "intensity", + "output_checked": true + }, + { + "concept": "contribut", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "rated", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "slot", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "digamos", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "crux", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "intensity", + "output_checked": true + }, + { + "concept": "Oto", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "cyclone", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "amplified", + "output_checked": true + }, + { + "concept": "ITest", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "failings", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "because", + "output_checked": true + }, + { + "concept": "increases", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "moder", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "below", + "output_checked": true + }, + { + "concept": "edges", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "at", + "output_checked": true + }, + { + "concept": "MenuInflater", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "punta", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "tip", + "output_checked": true + }, + { + "concept": "Immediately", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "amplified", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "th", + "ers", + "res", + "row", + "ther", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "text", + "anc", + "clud", + "ey", + "ton", + "tr", + "pect", + "red", + "tern", + "ray", + "ative", + "ser", + "roup", + "min", + "ground", + "ces", + "rol" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "t", + "es", + "is", + "ly", + "ers", + "ie", + "comp", + "ne", + "ely", + "ise", + "az", + "ner", + "br", + "son", + "ization", + "ware", + "sl", + "qual", + "mente", + "ERS", + "carried", + "fort", + "whatever", + "rence", + "umeric", + "wal", + "bunch", + "elegant" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "j", + "ust", + "ib", + "ge", + "one", + "te", + "iew", + "ild", + "ound", + "left", + "ON", + "cept", + "bet", + "ict", + "ible", + "pol", + "uring", + "raph", + "ext", + "ke", + "som", + "arn", + "mathb", + "da", + "fin", + "proble", + "essage" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "ro", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "du", + "ge", + "ber", + "row", + "pr", + "mathrm", + "de", + "St", + "col", + "yst" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "on", + "he", + "en", + "s", + "m", + "de", + "qu", + "ra", + "pro", + "com", + "ity", + "The", + "le", + "ha", + "from", + "ad", + "which", + "ther", + "com", + "i", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "who" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "he", + "re", + "en", + "at", + "s", + "an", + "it", + "is", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "de", + "ay", + "qu", + "ir", + "ly", + "ra", + "un", + "ri", + "pro", + "ere", + "com", + "end" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "res", + "D" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "og", + "iz", + "ich", + "av", + "ib", + "comp", + "ar", + "elf", + "sp", + "ah", + "ric", + "to", + "app", + "rel", + "tern", + "mo", + "det" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "n", + "s", + "of", + "liaison", + "bringen", + "am", + "ers", + "ization", + "EE", + "perfectly", + "lid", + "they", + "selection", + "sehen", + "evol", + "kaya", + "glow", + "wunder", + "RJ", + "Ils", + "Publicity" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "ble", + "perfectly", + "aal", + "liaison", + "remember", + "evol", + "tentative", + "bringen", + "Publicity", + "e", + "n", + "er", + "am", + "rel", + "ast", + "lid", + "officially", + "administrator", + "technically", + "grandfather", + "aat" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "immense", + "damn", + "demise", + "reliance", + "Publicity", + "fielder", + "er", + "substantial", + "administrator", + "outrage", + "devenu", + "Verenigde", + "ameri", + "Cread", + "e", + "readily", + "tentative", + "dictator", + "fourteenth", + "Correspondent", + "Excuse", + "enraged", + "begin" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "immense", + "damn", + "outrage", + "demise", + "er", + "enraged", + "tremendous", + "impending", + "profoundly", + "ischen", + "severely", + "shockingly", + "asesin", + "readily", + "behest", + "Looking", + "embroiled", + "ameri", + "slight", + "enormous", + "outraged", + "kowy", + "pochi", + "atrocious" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "immense", + "damn", + "impending", + "enormous", + "demise", + "tremendous", + "severely", + "outrage", + "enraged", + "scathing", + "shockingly", + "terribly", + "profoundly", + "atrocious", + "embroiled", + "undoubtedly", + "gigantic", + "outraged", + "er", + "slight", + "avrebbe", + "asesin", + "paltry", + "circumstances", + "bizarre" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "horrendous", + "enraged", + "immense", + "bizarre", + "exacerbated", + "despicable", + "damn", + "horrend", + "botched", + "severely", + "vicious", + "impending", + "horrific", + "scathing", + "profoundly", + "atrocious", + "monstrous", + "dictated", + "brutal", + "brutally", + "exorbitant", + "ridiculous", + "outrage", + "gigantic", + "ruthless", + "tumultuous", + "shockingly" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "exacerbated", + "profoundly", + "caused", + "because", + "because", + "exorbitant", + "immense", + "debido", + "Because", + "Because", + "arising", + "scathing", + "furious", + "unequivocal", + "unrelenting", + "resulting", + "tremendous", + "vicious", + "horrendous", + "hurled", + "horrific" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "resulting", + "exacerbated", + "because", + "resultant", + "detrimental", + "caused", + "tremendous", + "influenced", + "exerted", + "coupled", + "facilitated", + "inherently", + "drastically", + "exorbitant", + "debido", + "resulting", + "of", + "forcing", + "excessively", + "localized", + "upheaval", + "mechanisms", + "unfavorable", + "intensified", + "relatively", + "unexpected", + "improper", + "exceedingly", + "unforeseen", + "instigated" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "exacerbated", + "amplified", + "intensified", + "inherently", + "excessively", + "facilitated", + "inherent", + "drastically", + "vastly", + "magnified", + "enhanced", + "exerted", + "inadvertently", + "tremendous", + "inevitable", + "resultant", + "hindered", + "significantly", + "inevitably", + "exponentially", + "heightened", + "inadvert", + "accentuated", + "essentially", + "devastating", + "disproportion", + "magnification", + "proportionally", + "exorbitant", + "propelled", + "debilitating", + "increased" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "significantly", + "disproportion", + "amplified", + "vastly", + "massive", + "proportional", + "inherently", + "intensified", + "particularly", + "enhanced", + "inherent", + "localized", + "drastically", + "excessively", + "increased", + "exponentially", + "exacerbated", + "greatly", + "potentially", + "enormous", + "highly", + "massively", + "skewed", + "focused", + "exponential", + "magnified", + "increase", + "numerous", + "coupled", + "tremendous", + "severely", + "proportionally" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "increased", + "intensified", + "enhanced", + "localized", + "amplified", + "magnification", + "magnified", + "increases", + "exaggerated", + "increase", + "disproportion", + "exacerbated", + "greatly", + "concentrated", + "amplification", + "significantly", + "dramatically", + "drastically", + "heightened", + "inherently", + "vastly", + "particularly", + "intensification", + "inherent", + "enhance", + "exagger", + "exacerb", + "amplifying", + "enhancement", + "fundamentally", + "accentuated", + "intensifying" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "amplification", + "amplified", + "magnification", + "magnified", + "amplifying", + "amplify", + "greatly", + "Ampl", + "ampl", + "magnifying", + "ampl", + "intensified", + "increased", + "disproportion", + "exacerbated", + "enhanced", + "magnifier", + "magn", + "localized", + "local", + "intensification", + "amplifier", + "significantly", + "Magn", + "exacerb", + "drastically", + "Ampl", + "vastly", + "exaggerated", + "magn", + "boosted" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "amplified", + "magnification", + "amplification", + "concentration", + "magnified", + "amplify", + "magn", + "magn", + "amplifying", + "concentrated", + "magnifying", + "ampl", + "greatly", + "Magn", + "concent", + "ampl", + "magnifier", + "concentration", + "Ampl", + "local", + "disproportion", + "Ampl", + "significantly", + "localized", + "koncent", + "magnitude", + "concentrate", + "Concentration", + "local" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "amplification", + "amplified", + "ampl", + "amplify", + "amplifying", + "ampl", + "magnification", + "Ampl", + "magn", + "Ampl", + "concent", + "magnified", + "concentration", + "magnifying", + "amplifier", + "magn", + "amplifiers", + "concentrated", + "concentration", + "concentrating", + "Amplifier", + "intensified", + "intensification", + "concentrate", + "magnifier", + "amplifier", + "greatly", + "koncent", + "concentrates" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "strongly", + "massively", + "ampl", + "greatly", + "ampl", + "strongly", + "amplified", + "Strongly", + "heavily", + "significantly", + "hugely", + "Ampl", + "amplification", + "amplify", + "fortement", + "immensely", + "fortemente", + "enormously", + "amplifier", + "amplifiers", + "tremendously", + "amplifying", + "sharply", + "vastly", + "Ampl", + "dramatically", + "severely", + "amply", + "considerably", + "drastically" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "ampl", + "strongly", + "amplified", + "amplification", + "ampl", + "Ampl", + "heavily", + "amplifiers", + "amplify", + "strongly", + "greatly", + "amplifier", + "Ampl", + "amplifying", + "fortement", + "fortemente", + "Strongly", + "massively", + "significantly", + "amp", + "hugely", + "Amplifier", + "Amp", + "amply", + "sharply", + "immensely", + "severely", + "vastly", + "locally" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "strongly", + "Ampl", + "ampl", + "strongly", + "AMPL", + "ampl", + "amplified", + "Ampl", + "Amplifier", + "Am", + "Strongly", + "heavily", + "fortement", + "Amph", + "amplifier", + "amplification", + "amplifiers", + "Amplify", + "amph", + "amplify", + "fortemente", + "massively", + "amp", + "amplifying", + "amplifier" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "strongly", + "local", + "ently", + "highly", + "ated", + "ored", + "locally", + "if", + "user", + "the", + "formed", + "field", + "not", + "ially", + "heavily", + "strongly", + "am", + "led", + "trapped", + "I", + "single", + "g", + "weakly", + "tell", + "Strongly", + "more", + "major", + "floor", + "ered", + "deeply", + "your", + "ressed" + ] + } + ], + "logit_surprising": [ + { + "concept": "and", + "score": 10.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "readily", + "score": 8.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "glass", + "output_checked": true + }, + { + "concept": "severely", + "score": 8.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "local", + "output_checked": true + }, + { + "concept": "excessively", + "score": 7.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "local", + "output_checked": true + }, + { + "concept": "own", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "failure", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "because", + "output_checked": true + }, + { + "concept": "been", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "fails", + "output_checked": true + }, + { + "concept": "localized", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "local", + "output_checked": true + }, + { + "concept": "glasses", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "glass", + "output_checked": true + }, + { + "concept": "impeding", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "exacerbated", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "below", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "overcoming", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "glass", + "output_checked": true + }, + { + "concept": "insulting", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "bond", + "output_checked": true + }, + { + "concept": "when", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "fails", + "output_checked": true + }, + { + "concept": "significantly", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "below", + "output_checked": true + }, + { + "concept": "samples", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "slits", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "tensile", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "rated", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "demise", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "substantial", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "appealing", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "tip", + "output_checked": true + }, + { + "concept": "slight", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "revered", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "below", + "output_checked": true + }, + { + "concept": "damn", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "immense", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "horrendous", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "withstand", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "bond", + "output_checked": true + }, + { + "concept": "unexpectedly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "fails", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "well", + "output_checked": true + }, + { + "concept": "calculated", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "theoretical", + "output_checked": true + }, + { + "concept": "inherently", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "enhance", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "amplified", + "output_checked": true + }, + { + "concept": "biased", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "amplification", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "stresses", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "local", + "output_checked": true + }, + { + "concept": "crappy", + "score": 2.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "opening", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "theoretical", + "output_checked": true + }, + { + "concept": "annen", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "intensity", + "output_checked": true + }, + { + "concept": "behest", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "at", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "impending", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "intensity", + "output_checked": true + }, + { + "concept": "juu", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "tip", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "intensity", + "output_checked": true + }, + { + "concept": "horrific", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "lentamente", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "internal", + "output_checked": true + }, + { + "concept": "whitish", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "horrifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "tip", + "output_checked": true + }, + { + "concept": "overarching", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "relatively", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "tersebut", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "tip", + "output_checked": true + }, + { + "concept": "possibly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "encased", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "internal", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "exorbit", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "exerted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "intensity", + "output_checked": true + }, + { + "concept": "destabil", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "examination", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "despite", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "bond", + "output_checked": true + }, + { + "concept": "inherent", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "strength", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-02__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-02__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-02__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-02__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-02__heatmap.png" + } + }, + { + "slug": "mechanism-name-flaw-controlled-failure-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-controlled brittle failure 3", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Doubling the length of a sharp flaw in an elastic ceramic reduces the remote stress required for unstable extension by roughly the square root of two.", + "prompt_tail": "Doubling the length of a sharp flaw in an elastic ceramic reduces the remote stress required for unstable extension by roughly the square root of two.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-controlled-failure", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + } + ], + "emergence": [ + { + "label": "crack", + "best_rank": 7162, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 6322 + }, + { + "label": "Griffith", + "best_rank": 6083, + "best_depth": 46.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 45555 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "unica", + "odium", + "Fountain", + "ahs", + "graisse", + "wadi", + "udi", + "odi", + "ayani", + "ervo", + "Kodi", + "overheard", + "hacerse", + "avil", + "wit", + "quilla", + "Burbank", + "arpur", + "ayya", + "elli", + "avia", + "rodeo", + "aville", + "ServiceID", + "uded", + "iasa", + "zk", + "Toto", + "alco" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "overheard", + "udi", + "ayani", + "arita", + "anio", + "aville", + "ServiceID", + "odi", + "arpur", + "rodeo", + "Kodi", + "erver", + "zki", + "cil", + "avil", + "Imperio", + "uded", + "alco", + "ervo", + "iasa", + "Fairbanks" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "udi", + "ayani", + "overheard", + "arita", + "rodeo", + "anio", + "arpur", + "odi", + "aville", + "alco", + "cil", + "ServiceID", + "ervo", + "Imperio", + "uded", + "erver", + "ta", + "empleados", + "odil", + "qat", + "avil" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Europ", + "rehabilitated", + "vesicular", + "mt", + "conferred", + "Aluminum", + "fs" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Fountain", + "sever", + "Selangor", + "gaard", + "Maldonado", + "annya", + "odium", + "omba", + "quilla", + "ta", + "Alamos", + "rodeo", + "tox", + "Gotham", + "tery", + "neutral", + "lova", + "Shreve", + "poved", + "FPR", + "arpur", + "Sever", + "ushima", + "ions", + "ograv", + "Nordstrom" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "Infect", + "rehabilitated", + "Europ", + "vesicular", + "pneumatic", + "Inflater", + "squares", + "conferred", + "calmed", + "mt", + "remotely", + "ductory", + "nye", + "Cooler" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "authenticate", + "calmed", + "rehabilitated", + "tesla", + "vesicular", + "directors", + "Aluminum", + "mt" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "wadi", + "udi", + "arita", + "anio", + "overheard", + "ayani", + "aville", + "ServiceID", + "odi", + "rodeo", + "arpur", + "alco", + "ta", + "uded", + "erver", + "cil", + "empleados", + "odil", + "avil", + "Imperio", + "Kodi", + "ink", + "zki" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "wadi", + "udi", + "arita", + "quilla", + "overheard", + "erver", + "cil", + "ayani", + "rodeo", + "anio", + "aville", + "Imperio", + "ServiceID", + "it", + "ta", + "sel", + "odi", + "arpur", + "uded", + "odil", + "alco", + "empleados", + "Toto" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "flare", + "infect", + "Infect", + "squares", + "vesicular", + "directors", + "authenticate", + "mt", + "pneumatic", + "rehabilitated", + "puis", + "Inflater", + "fs", + "conferred", + "Europ", + "verder", + "chartered" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "gehend", + "s", + "t", + "selves", + "digamos", + "esimerkiksi", + "filosof", + "beispielsweise", + "f", + "Gent", + "fif", + "hearted", + "iven", + "heartedly", + "do" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "gehend", + "beispielsweise", + "esimerkiksi", + "t", + "iven", + "do", + "hearted", + "tyle", + "digamos", + "fato", + "selves", + "hmann", + "consider", + "Furthermore", + "ve", + "fif", + "eniendo", + "to" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "gehend", + "t", + "digamos", + "do", + "esimerkiksi", + "selves", + "beispielsweise", + "s", + "tyle", + "iven", + "med", + "exemplo", + "f", + "fato", + "g", + "ve", + "sage", + "hmann" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "digamos", + "do", + "selves", + "gehend", + "exemplo", + "tyle", + "sage", + "proverbial", + "let", + "med", + "laissez", + "eben", + "ful", + "instance", + "ispielsweise", + "beispielsweise", + "primes" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "mah", + "hypothetical", + "sheep", + "gesellschaft", + "sheep", + "exemplo", + "ned", + "night", + "do", + "selves", + "oko", + "beispielsweise", + "necessariamente", + "eben", + "digamos", + "imperative", + "esque", + "gehend", + "behavior" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "nnnn", + "mah", + "imperative", + "teh", + "dud", + "Etc", + "aptitude", + "Xr", + "syntax", + "XK", + "rrrr", + "gesellschaft", + "standard", + "sheep", + "eur", + "theoretically", + "ramed", + "standard", + "mathematics", + "sheep", + "ubit", + "instante", + "ned" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "mathematicians", + "psicologia", + "krypt", + "mathematics", + "WRITE", + "theoretically", + "mathematically", + "aptitude", + "Approximately", + "matematik", + "imperative", + "shaved", + "Neuroscience", + "math" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "Numer", + "approximately", + "swear", + "aproximadamente", + "Approximately", + "mathematicians", + "Mathemat", + "Magnitude", + "sebesar", + "sqrt", + "FFFF", + "math", + "approximates", + "sqrt", + "percentage", + "approximate", + "Mathemat", + "magnitude", + "Numer", + "psyche", + "matematika", + "decimal", + "approximately", + "mathematical", + "cheat" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "sqrt", + "sqrt", + "twice", + "twice", + "matematika", + "aproximadamente", + "mathematicians", + "math", + "certo", + "mathematician", + "Magnitude", + "sure", + "gedacht", + "Apro", + "sebesar", + "tilde", + "FFFF", + "QUESTION", + "theoretic", + "Math", + "entsprechende", + "karit", + "rib", + "determinada", + "riterien", + "verst" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "sqrt", + "sqrt", + "Sqrt", + "twice", + "twice", + "msqrt", + "aproximadamente", + "setengah", + "Approximately", + "approximately", + "approximately", + "Approximately", + "Apro", + "approximated", + "Approx", + "matematika", + "mathematicians", + "skeptical", + "estimada", + "RMSE", + "schwier", + "raiz" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Sqrt", + "sqrt", + "sqrt", + "Approximately", + "twice", + "Approximately", + "aproximadamente", + "approximately", + "zweimal", + "approximately", + "kare", + "raiz", + "twice", + "ganger", + "krypt", + "vez", + "msqrt", + "schwier", + "racine", + "approximations", + "mathematicians", + "atan" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "root", + "sqrt", + "root", + "Root", + "sqrt", + "Root", + "raiz", + "roots", + "Sqrt", + "racine", + "Wurzel", + "racines", + "Roots", + "roots", + "msqrt", + "ROOT", + "Roots", + "ROOT", + "getRoot" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "sqrt", + "sqrt", + "approximately", + "racine", + "Approximately", + "Sqrt", + "root", + "aproximadamente", + "root", + "approximately", + "raiz", + "Wurzel", + "Multiply", + "Approximately", + "gange", + "roughly", + "Root", + "approx", + "approx", + "approximate" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "sqrt", + "sqrt", + "racine", + "Multiply", + "root", + "root", + "Approximately", + "approximately", + "raiz", + "multiplied", + "approximately", + "Wurzel", + "multiply", + "gange", + "nochmal", + "Sqrt", + "multiplies", + "approx", + "Multiply", + "Root" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "square", + "sqrt", + "sqrt", + "Square", + "square", + "Sqrt", + "Square", + "cuadrado", + "cuadrada", + "root", + "kvadrat", + "raiz", + "cuadrados", + "root", + "persegi", + "Multiply", + "Squares", + "Approximately", + "rounds", + "squares", + "racine", + "verpflichtet", + "quadrada", + "squaring", + "elektronik", + "Wurzel" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Since", + "For", + "This", + "In", + "It", + "We", + "Also", + "These", + "When", + "Use", + "Actually", + "Square", + "You", + "square", + "we", + "To", + "Thus", + "is", + "From", + "At", + "times", + "from", + "Elo", + "bir", + "Looking", + "Phillips", + "Here", + "Bell", + "Is", + "Ver", + "when", + "My" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 70787, + 84763, + 82296, + 21920, + 106367, + 21015, + 21080, + 75882, + 79804, + 23337, + 68697, + 41519, + 34579, + 35479, + 70137, + 59115, + 81139, + 7271, + 7163, + 44459, + 97326, + 50989, + 144985, + 78075, + 140481, + 13810 + ] + }, + { + "label": "Griffith", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 57147, + 60207, + 63309, + 208007, + 144831, + 205468, + 211198, + 58283, + 53352, + 183128, + 21724, + 7895, + 6084, + 10951, + 40747, + 133713, + 195312, + 109023, + 30514, + 46685, + 197167, + 203558, + 238146, + 235865, + 239986, + 16975 + ] + } + ], + "logit_lens": [ + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 48646, + 13724, + 12199, + 6323, + 45277, + 16466, + 44474, + 23886, + 12263, + 15762, + 9096, + 12518, + 73771, + 35251 + ] + }, + { + "label": "Griffith", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 203417, + 196981, + 164737, + 152099, + 190908, + 123951, + 50696, + 45556, + 122035, + 233556, + 187089, + 194070, + 248140, + 236676 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "tedious", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Danger", + "score": 5.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "remote", + "output_checked": true + }, + { + "concept": "flaws", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "thereof", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "estimado", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "testers", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "for", + "output_checked": true + }, + { + "concept": "Pey", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "bling", + "output_checked": true + }, + { + "concept": "sharps", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "Munster", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "for", + "output_checked": true + }, + { + "concept": "distance", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "remote", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ministro", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "in", + "output_checked": true + }, + { + "concept": "TextField", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Dou", + "output_checked": true + }, + { + "concept": "Postgres", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "lunatic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "Concerning", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "unstable", + "output_checked": true + }, + { + "concept": "chorizo", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "length", + "output_checked": true + }, + { + "concept": "ampere", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "reduces", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "unstable", + "output_checked": true + }, + { + "concept": "commensurate", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "sendo", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "by", + "output_checked": true + }, + { + "concept": "sqrt", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "selamat", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "required", + "output_checked": true + }, + { + "concept": "incremento", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "by", + "output_checked": true + }, + { + "concept": "Thought", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "CSharp", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "Assumptions", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "reduces", + "output_checked": true + }, + { + "concept": "Sqrt", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "endure", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "by", + "output_checked": true + }, + { + "concept": "dough", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "debacle", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "civ", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "for", + "output_checked": true + }, + { + "concept": "fontweight", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "Numer", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Zou", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "ATING", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "RequestMapping", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "bling", + "output_checked": true + }, + { + "concept": "amount", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "band", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "elastic", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "digamos", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "VERY", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "fat", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "an", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "Dou", + "output_checked": true + }, + { + "concept": "Estimated", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "roughly", + "output_checked": true + }, + { + "concept": "tetapi", + "score": 1.0, + "best_rank": 4, + "best_depth": 44.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Spatial", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "remote", + "output_checked": true + }, + { + "concept": "whose", + "score": 1.0, + "best_rank": 5, + "best_depth": 59.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Singular", + "score": 1.0, + "best_rank": 6, + "best_depth": 59.6, + "near_token": "remote", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ey", + "pect", + "ray", + "col", + "be", + "eb", + "ters", + "ny", + "max", + "equ", + "thers", + "ched", + "sel", + "title", + "lar", + "tem", + "enough", + "quad", + "sche", + "times", + "eq", + "ufact", + "expected", + "selves", + "ensity", + "sets", + "sa" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "es", + "ie", + "comp", + "whatever", + "rence", + "umeric", + "etto", + "omers", + "perk", + "inci", + "overwhelmed", + "yards", + "osof", + "heets", + "malloc", + "Arial", + "encompasses", + "aquele", + "heres", + "platelets", + "menes", + "champ" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "j", + "ib", + "one", + "te", + "iew", + "ound", + "left", + "cept", + "ict", + "raph", + "ext", + "ke", + "arn", + "mark", + "mathb", + "partic", + "da", + "fin", + "proble", + "essage", + "consider", + "vol", + "ivid", + "RO", + "ird", + "pha", + "mathbf", + "game" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "ou", + "ro", + "st", + "th", + "est", + "wh", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "du", + "ge", + "ber", + "row", + "St", + "pr", + "mathrm", + "sa", + "de", + "St", + "col" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "on", + "he", + "en", + "s", + "de", + "qu", + "pro", + "com", + "ity", + "The", + "le", + "ha", + "ad", + "which", + "com", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "ric", + "rib", + "oint", + "mask", + "them" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "he", + "re", + "en", + "at", + "s", + "an", + "it", + "is", + "ar", + "ion", + "as", + "ent", + "n", + "om", + "id", + "ol", + "ig", + "ur", + "I", + "de", + "ay", + "qu", + "ir", + "os", + "ly", + "ra", + "un", + "ri", + "pro", + "and" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "com", + "ort", + "se" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ph", + "ar", + "pr", + "sp", + "ah", + "ike", + "ric", + "rel", + "tern", + "mo", + "det", + "cur", + "mi" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "they", + "EG", + "liaison", + "kaya", + "ELE", + "e", + "ization", + "eur", + "reput", + "aft", + "lid", + "selection", + "novembre", + "evol", + "bringen" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "aal", + "Publicity", + "e", + "er", + "of", + "aft", + "officially", + "EG", + "liaison", + "wunder", + "reliance", + "ampio", + "prerogative" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "reliance", + "Vereinigte", + "er", + "reput", + "immense", + "ameri", + "Verenigde", + "Publicity", + "e", + "any", + "ET", + "granted", + "readily", + "repository", + "Looking", + "damn", + "governmental", + "metropolitan", + "contacting" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "er", + "u", + "tog", + "ameri", + "metropolitan", + "ET", + "Looking", + "amper", + "kowy", + "PA", + "indiv", + "Tog", + "administrator", + "any", + "governmental", + "aal", + "pochi", + "com", + "ischen", + "conferences", + "B", + "colloqu", + "papan", + "administr", + "damn", + "Located", + "crs" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "amper", + "Tog", + "indiv", + "kowy", + "crs", + "metropolitan", + "immense", + "unrelenting", + "currently", + "pochi", + "impending", + "er", + "aal", + "avrebbe", + "paltry", + "reput", + "colloqu", + "hereafter", + "ET", + "administr", + "damn", + "papan" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "enraged", + "amelior", + "increased", + "or", + "localized", + "Ask", + "sigh", + "remuneration", + "ameri", + "ancellor", + "metropolitan", + "erstwhile", + "equip", + "profoundly", + "Increased" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "considerably", + "profoundly", + "tantamount", + "increased", + "analogous", + "markedly", + "erstwhile", + "appreciably", + "splendid", + "amelior", + "Increased", + "substantially", + "because", + "similar", + "achieved", + "significantly", + "concomitant", + "scathing", + "setlength", + "amid" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "increase", + "increased", + "considerably", + "increase", + "improve", + "improve", + "decrease", + "Improved", + "Increased", + "increased", + "decreased", + "verbess", + "decrease", + "significantly", + "exponentially", + "Improves", + "improved", + "appreciably", + "Increase", + "Increases", + "improved", + "Improve", + "Increased", + "Improved", + "verbessern", + "increases", + "improvement", + "substantially" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "decrease", + "lessened", + "decreased", + "reduced", + "decreases", + "increase", + "lessening", + "increased", + "reduction", + "exponentially", + "halved", + "reductions", + "diminished", + "significantly", + "increase", + "decrease", + "reduce", + "increases", + "diminish", + "percentage", + "reducir", + "decreasing", + "increased", + "reduzir", + "substantially" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "half", + "approximately", + "decrease", + "equal", + "less", + "slightly", + "equivalent", + "S", + "square", + "reduced", + "roughly", + "percentage", + "E", + "decreases", + "approximate", + "increase", + "significantly", + "lower", + "reduction", + "halved", + "proportional", + "exponential", + "exponentially", + "reducing", + "decreased", + "the", + "smaller", + "nearly", + "relatively", + "drastically", + "ratio", + "theoretical" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "sqrt", + "sqrt", + "Sqrt", + "approximately", + "percentage", + "exponentially", + "increase", + "greater", + "doubling", + "half", + "factor", + "decrease", + "increased", + "a", + "approximate", + "drastic", + "degree", + "ratio", + "roughly", + "significant", + "twice", + "ratios", + "approximated", + "root", + "decreased", + "exponential", + "reductions", + "significantly", + "magnitude", + "approximation", + "halved" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "sqrt", + "sqrt", + "Sqrt", + "factor", + "approximately", + "msqrt", + "root", + "irrational", + "square", + "roughly", + "approximated", + "factor", + "facteur", + "nearly", + "magnitude", + "doubling", + "factors", + "approx", + "approximate", + "exponentially", + "approximately", + "increase", + "journalists", + "multiplicative", + "roots", + "qrt", + "increases", + "exponential", + "Approximately" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "sqrt", + "sqrt", + "root", + "Sqrt", + "Root", + "root", + "Root", + "raiz", + "irrational", + "msqrt", + "factor", + "roots", + "Wurzel", + "multiplying", + "ROOT", + "approximately", + "roots", + "racine", + "varphi", + "SDL", + "diatomic", + "roughly", + "rooted", + "Approximately", + "radix", + "Factor", + "dividing", + "doubling" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "root", + "sqrt", + "sqrt", + "Root", + "root", + "Root", + "roots", + "raiz", + "roots", + "Roots", + "Wurzel", + "Sqrt", + "ROOT", + "racine", + "racines", + "ROOT", + "Roots", + "rooted", + "msqrt", + "factor", + "raiz", + "rooting", + "getRoot", + "setRoot" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "sqrt", + "sqrt", + "approximately", + "root", + "root", + "roughly", + "Sqrt", + "square", + "approx", + "Square", + "approximately", + "approx", + "approximate", + "Approximately", + "irrational", + "Approximately", + "about", + "Root", + "raiz" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "sqrt", + "sqrt", + "root", + "Sqrt", + "root", + "approximately", + "roughly", + "approx", + "approx", + "square", + "math", + "Square", + "approximately", + "factor", + "SQ", + "Factors", + "Root", + "Square", + "approximate", + "Faktor", + "multiply", + "racine", + "math", + "Approx" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "sqrt", + "sqrt", + "Square", + "square", + "Square", + "Sqrt", + "root", + "square", + "root", + "SQ", + "Squares", + "SQ", + "Sq", + "msqrt", + "cuadrado", + "sq", + "squared", + "squares", + "Squares", + "SQUARE", + "Sql", + "cuadrada", + "cuadrados", + "Squ", + "Squared", + "kvadrat", + "raiz", + "Squ" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Since", + "For", + "This", + "In", + "It", + "We", + "Also", + "These", + "When", + "Use", + "Actually", + "Square", + "You", + "square", + "we", + "To", + "Thus", + "is", + "From", + "At", + "times", + "from", + "Elo", + "bir", + "Looking", + "Phillips", + "Here", + "Bell", + "Is", + "Ver", + "when", + "My" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 15.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "sqrt", + "score": 9.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "root", + "output_checked": true + }, + { + "concept": "same", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "considerably", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "length", + "output_checked": true + }, + { + "concept": "decrease", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "reduces", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "by", + "output_checked": true + }, + { + "concept": "and", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "remote", + "output_checked": true + }, + { + "concept": "exerted", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "approximately", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "roughly", + "output_checked": true + }, + { + "concept": "damn", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "reduces", + "output_checked": true + }, + { + "concept": "destabil", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "unstable", + "output_checked": true + }, + { + "concept": "reduced", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "for", + "output_checked": true + }, + { + "concept": "slight", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "an", + "output_checked": true + }, + { + "concept": "apre", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "immense", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "two", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "Considerable", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "severely", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "impending", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "unstable", + "output_checked": true + }, + { + "concept": "achieved", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "required", + "output_checked": true + }, + { + "concept": "tions", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "by", + "output_checked": true + }, + { + "concept": "utilizing", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "by", + "output_checked": true + }, + { + "concept": "squared", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "two", + "output_checked": true + }, + { + "concept": "stretch", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "approximate", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "twos", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "two", + "output_checked": true + }, + { + "concept": "number", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Round", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "magnitude", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "square", + "output_checked": true + }, + { + "concept": "stresses", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "despl", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "introdu", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "roughly", + "output_checked": true + }, + { + "concept": "impeding", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "declining", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "an", + "output_checked": true + }, + { + "concept": "lessening", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "roughly", + "output_checked": true + }, + { + "concept": "elucid", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "an", + "output_checked": true + }, + { + "concept": "rested", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "evoked", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "remote", + "output_checked": true + }, + { + "concept": "impeded", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "unstable", + "output_checked": true + }, + { + "concept": "been", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "roughly", + "output_checked": true + }, + { + "concept": "brutally", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "corrobor", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "remote", + "output_checked": true + }, + { + "concept": "reluctant", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "roughly", + "output_checked": true + }, + { + "concept": "appreciable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "root", + "output_checked": true + }, + { + "concept": "markedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "elastic", + "output_checked": true + }, + { + "concept": "tion", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "also", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "reduces", + "output_checked": true + }, + { + "concept": "pertaining", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "remote", + "output_checked": true + }, + { + "concept": "detrimental", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "lorsque", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "square", + "output_checked": true + }, + { + "concept": "conundrum", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "excessively", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "delicately", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "imparted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "remote", + "output_checked": true + }, + { + "concept": "lessened", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "gzip", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "two", + "output_checked": true + }, + { + "concept": "single", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "an", + "output_checked": true + }, + { + "concept": "products", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "increase", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "reduces", + "output_checked": true + }, + { + "concept": "holistic", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "remote", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-03__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-03__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-03__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-03__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-03__heatmap.png" + } + }, + { + "slug": "mechanism-name-flaw-controlled-failure-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-controlled brittle failure 4", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A brittle solid separates when the elastic energy released by extending a sharp defect exceeds the energy needed to create two new surfaces.", + "prompt_tail": "A brittle solid separates when the elastic energy released by extending a sharp defect exceeds the energy needed to create two new surfaces.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-controlled-failure", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + } + ], + "emergence": [ + { + "label": "crack", + "best_rank": 24, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 30 + }, + { + "label": "Griffith", + "best_rank": 1279, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 97 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "odium", + "unica", + "odi", + "elli", + "udi", + "ilah", + "ervo", + "wadi", + "avil", + "Kodi", + "avia", + "ahs", + "iber", + "hacerse", + "Beverungen", + "Burbank", + "inking", + "ayani", + "ayya", + "wit", + "Eber", + "Sever", + "shortage", + "opa", + "lassen" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "aville", + "ServiceID", + "arpur", + "rodeo", + "anio", + "odi", + "arita", + "Imperio", + "erver", + "cil", + "Kodi", + "uded", + "avil", + "iasa", + "alco", + "zki", + "ervo", + "Toto", + "qat", + "Fairbanks" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "rodeo", + "arita", + "aville", + "arpur", + "odi", + "ervo", + "anio", + "ServiceID", + "alco", + "uded", + "erver", + "Imperio", + "qat", + "empleados", + "odil", + "cil", + "avil", + "Kodi", + "iasa" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Europ", + "rehabilitated", + "vesicular", + "mt", + "conferred", + "Aluminum", + "fs" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Selangor", + "sever", + "gaard", + "annya", + "Fountain", + "Alamos", + "Nordstrom", + "Epson", + "lores", + "ograv", + "odium", + "ters", + "tery", + "Gotham", + "Saigon", + "ta", + "lova", + "Shreve", + "neutral", + "omba", + "rodeo", + "tox", + "sova", + "seldom", + "Bangkok" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "Infect", + "rehabilitated", + "Europ", + "vesicular", + "squares", + "pneumatic", + "Inflater", + "conferred", + "calmed", + "mt", + "remotely", + "appealed", + "ductory", + "nye" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "authenticate", + "calmed", + "rehabilitated", + "vesicular", + "tesla", + "directors", + "Aluminum", + "mt" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "udi", + "arita", + "wadi", + "anio", + "overheard", + "ayani", + "aville", + "odi", + "ServiceID", + "rodeo", + "alco", + "uded", + "erver", + "odil", + "cil", + "avil", + "arpur", + "ta", + "empleados", + "zki", + "Imperio", + "Kodi", + "ink" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "ahs", + "wadi", + "udi", + "quilla", + "anio", + "overheard", + "erver", + "cil", + "Imperio", + "ayani", + "rodeo", + "aville", + "ServiceID", + "it", + "ta", + "sel", + "odi", + "uded", + "empleados", + "odil", + "Toto", + "arpur", + "alco", + "ths" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "infect", + "flare", + "squares", + "Infect", + "vesicular", + "directors", + "mt", + "authenticate", + "puis", + "pneumatic", + "Inflater", + "heen", + "reefs", + "verder", + "rehabilitated", + "finn", + "conferred", + "chartered", + "seren", + "tesla" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "gehend", + "t", + "med", + "ively", + "lepas", + "digamos", + "ures", + "heartedly", + "Moreover", + "selves", + "esimerkiksi", + "ve", + "iven", + "nad", + "ujos", + "g", + "eness", + "bulb", + "rog", + "sellers", + "f", + "ungen", + "sen" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "gehend", + "iven", + "hearted", + "voila", + "fato", + "esimerkiksi", + "g", + "heartedly", + "tyle", + "s", + "ended", + "selves", + "digamos", + "ve", + "osof", + "ements", + "sink", + "rad", + "night", + "brid", + "Depois", + "Kalau" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "gehend", + "iven", + "t", + "g", + "ve", + "selves", + "digamos", + "de", + "tyle", + "f", + "sen", + "voila", + "esimerkiksi", + "bu", + "rad", + "uri", + "sink", + "fato", + "sage", + "dif", + "let", + "do", + "ended" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "night", + "perd", + "s", + "let", + "g", + "ver", + "bu", + "ended", + "selves", + "hoff", + "orable", + "iven", + "gehend", + "zeug", + "digamos", + "particular", + "voila" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "night", + "mah", + "sheep", + "hypothetical", + "med", + "politik", + "gesellschaft", + "ramed", + "scape", + "sheep", + "Etc", + "builders", + "xr", + "theoretic", + "argumento", + "lang", + "zeug", + "theoretical", + "necessary", + "perd", + "construir" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "nnnn", + "Etc", + "dud", + "absol", + "sheep", + "rrrr", + "defens", + "argumento", + "teh", + "scape", + "ovi", + "mah", + "princ", + "sensibility", + "gesellschaft", + "sheep", + "and", + "ramed", + "constraint", + "xr", + "horrend", + "sby", + "oved", + "ium", + "system" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "theoretically", + "psicologia", + "additive", + "psychic", + "thoughtful", + "sensibility", + "intensive", + "mathematically", + "Zw", + "defensive", + "discord", + "hypothetical", + "consecuencia", + "trapez", + "standards", + "Notas" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "necessary", + "necesaria", + "necessari", + "entsprechende", + "Particular", + "riterien", + "determinada", + "notwend", + "necessary", + "preferably", + "Mathemat", + "NumberOf", + "entsprechenden", + "confeder", + "hesitated", + "preferentially", + "bepaalde", + "benzodiazep", + "undesired", + "mathemat", + "envisaged", + "necessariamente", + "particularly", + "aneous", + "willingness" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "determinada", + "t", + "say", + "s", + "s", + "Fink", + "sacrific", + "Nunn", + "sur", + "particularmente", + "implique", + "determinado", + "div", + "portional", + "dic", + "hen", + "Hen", + "dispuestos", + "determinante", + "in", + "and", + "iner", + "ave", + "ToBe", + "particular" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "energetically", + "say", + "ToBe", + "enium", + "oles", + "Nunn", + "bene", + "intrinsic", + "sacrific", + "NotImplemented", + "deleterious", + "zig", + "bem", + "contemplated", + "consecuencia", + "eben", + "gage", + "canalicul", + "consentimiento", + "eben", + "ini", + "Integrity", + "goc", + "aproximadamente", + "implica", + "emin" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Creation", + "energetically", + "Creating", + "cread", + "creating", + "Creating", + "Creation", + "conven", + "Creates", + "creating", + "crea", + "Creates", + "created", + "UFC", + "yarat", + "create", + "addEdge", + "creation", + "sacrific", + "cria" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "energy", + "Energy", + "energetically", + "energy", + "Energy", + "Creation", + "energi", + "energies", + "Energie", + "energet", + "Creating", + "Ener", + "Surface", + "cread", + "Creating", + "surface", + "Creation", + "energie", + "creating", + "interfacial", + "create", + "creation" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "energy", + "energy", + "Energy", + "Energy", + "energi", + "tensione", + "enerji", + "energetically", + "tension", + "tension", + "capill", + "energia", + "Energie", + "energies", + "energ", + "energie", + "cost", + "ener" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "surface", + "tensione", + "Surface", + "surface", + "energy", + "energy", + "Surface", + "Energy", + "energetically", + "capill", + "enerji", + "Energy", + "ular", + "tension", + "tension", + "energies", + "interfacial", + "surfaces", + "crack", + "Surfaces", + "energie", + "crack", + "energi" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Surface", + "Area", + "tensione", + "Surface", + "Surfaces", + "surface", + "surface", + "enerji", + "surfaces", + "Griff", + "energi", + "Heard", + "caball", + "Haven", + "Energy", + "ali", + "Again", + "area" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "surface", + "Given", + "For", + "And", + "Again", + "However", + "Here", + "Since", + "Gamma", + "While", + "These", + "Each", + "Because", + "Surface", + "energy", + "Additional", + "To", + "Like", + "tension", + "Prove", + "Volume", + "Problem", + "Any", + "Fracture", + "Finally", + "Without", + "From", + "Work", + "Find", + "Example", + "At", + "Analysis" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 51647, + 84169, + 81161, + 21430, + 103053, + 21469, + 20925, + 74328, + 77075, + 22515, + 49285, + 46531, + 35737, + 42209, + 64478, + 50916, + 108787, + 4532, + 522, + 411, + 1738, + 241, + 59, + 25, + 370, + 764 + ] + }, + { + "label": "Griffith", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 67826, + 62583, + 61666, + 207942, + 187283, + 204181, + 210930, + 58520, + 51492, + 174334, + 18385, + 11619, + 8977, + 16031, + 42167, + 66253, + 187118, + 62063, + 4294, + 1280, + 13032, + 4927, + 2155, + 1343, + 1127, + 335 + ] + } + ], + "logit_lens": [ + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 29727, + 12176, + 9155, + 6608, + 74630, + 56989, + 44845, + 2675, + 415, + 31, + 42, + 253, + 94, + 62 + ] + }, + { + "label": "Griffith", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 181176, + 154287, + 122436, + 105221, + 77651, + 38539, + 9828, + 1813, + 7637, + 18368, + 3820, + 1059, + 145, + 98 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "extension", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "extending", + "output_checked": true + }, + { + "concept": "pvc", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "StringTo", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "by", + "output_checked": true + }, + { + "concept": "aya", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "released", + "output_checked": true + }, + { + "concept": "Therapeut", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "releases", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "released", + "output_checked": true + }, + { + "concept": "flaws", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "area", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "surfaces", + "output_checked": true + }, + { + "concept": "stored", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "defects", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "new", + "output_checked": true + }, + { + "concept": "khi", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "when", + "output_checked": true + }, + { + "concept": "sane", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "mathematically", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "testers", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "arduino", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "MNIST", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "solid", + "output_checked": true + }, + { + "concept": "Gore", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "extending", + "output_checked": true + }, + { + "concept": "magnitudes", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "hypothesized", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Zou", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "released", + "output_checked": true + }, + { + "concept": "contemplated", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "aides", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "Miche", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "released", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "otot", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "by", + "output_checked": true + }, + { + "concept": "sharpen", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Batt", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "separado", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "sharpening", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Batter", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "separations", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "when", + "output_checked": true + }, + { + "concept": "springs", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "separation", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "when", + "output_checked": true + }, + { + "concept": "Britton", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "viens", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "disadvant", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "Oto", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "mucous", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "extending", + "output_checked": true + }, + { + "concept": "spheroid", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "ToBe", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "imperfection", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "Psychiatric", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ProgressBar", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Creation", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "Caste", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "VERY", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "Chow", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "needed", + "output_checked": true + }, + { + "concept": "energetically", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "MenuInflater", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "vif", + "score": 1.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "solid", + "output_checked": true + }, + { + "concept": "determinada", + "score": 1.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Findings", + "score": 1.0, + "best_rank": 5, + "best_depth": 55.3, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "GPA", + "score": 1.0, + "best_rank": 5, + "best_depth": 63.8, + "near_token": "elastic", + "output_checked": true + }, + { + "concept": "Inicial", + "score": 1.0, + "best_rank": 5, + "best_depth": 76.6, + "near_token": "surfaces", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "s", + "ve", + "se", + "ter", + "th", + "wh", + "res", + "le", + "row", + "ng", + "ther", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "ype", + "text", + "any", + "anc", + "clud", + "ey", + "pos", + "tr", + "pect", + "red" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "es", + "comp", + "az", + "ner", + "son", + "assert", + "rence", + "umeric", + "kepada", + "comple", + "Ele", + "psy", + "perk", + "haute", + "aquele", + "optimally", + "azam" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "ed", + "y", + "ter", + "j", + "ive", + "ust", + "math", + "ib", + "ge", + "erv", + "te", + "ound", + "ob", + "bet", + "aj", + "ict", + "ible", + "pol", + "supp", + "includ", + "raph", + "med", + "ed", + "ij", + "eb", + "som", + "arn", + "mark" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "al", + "ou", + "el", + "re", + "im", + "st", + "if", + "th", + "est", + "wh", + "ain", + "su", + "j", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "ile", + "ip", + "ord", + "du", + "ge", + "row", + "get" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "m", + "de", + "qu", + "ess", + "ity", + "The", + "le", + "ha", + "from", + "ad", + "us", + "which", + "com", + "i", + "ar", + "xt", + "yst", + "ro", + "che", + "par", + "ag", + "ize", + "we", + "est", + "who" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "s", + "an", + "it", + "is", + "ar", + "ing", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "de", + "ay", + "qu", + "ir", + "ly", + "ra", + "un", + "ri", + "pro", + "ere", + "pe", + "end", + "ill" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "res", + "D" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ar", + "elf", + "sp", + "ah", + "ric", + "rel", + "tern", + "mo", + "det", + "cur", + "ident", + "mi" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "kaya", + "s", + "of", + "second", + "photograph", + "they", + "liaison", + "sehen", + "sof", + "wunder", + "ampio", + "sli", + "Ils", + "sina", + "n", + "ature", + "ization", + "has", + "perfectly", + "lid", + "EG" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "has", + "e", + "officially", + "aal", + "liaison", + "remember", + "tentative", + "mellow", + "ampio", + "Publicity", + "depart", + "perfectly", + "grandfather", + "aat", + "bildung", + "EG", + "kaya", + "sof" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "e", + "substantial", + "somebody", + "officially", + "organization", + "damn", + "Iy", + "Publicity", + "fielder", + "has", + "appro", + "substantially", + "Looking", + "colabor", + "Iz", + "pah", + "dictator", + "easily", + "any", + "appro", + "contacting", + "reliance", + "ameri" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "readily", + "Looking", + "pochi", + "ET", + "damn", + "any", + "appro", + "cooking", + "Tog", + "Iy", + "ameri", + "Iz", + "contacting", + "nur", + "increasing", + "asesin", + "organization", + "mutually", + "dictator", + "kowy", + "e", + "appro", + "aal" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "Tog", + "Excise", + "tentative", + "impending", + "immense", + "damn", + "Will", + "slight", + "organization", + "avrebbe", + "ampio", + "readily", + "pochi", + "acciaio", + "Considerable", + "asesin", + "aal", + "nur", + "dictator", + "kowy" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "outraged", + "enraged", + "somebody", + "tentative", + "aquele", + "allowed", + "impending", + "substantially", + "Outgoing", + "et", + "publicity", + "damn", + "vergang", + "smer", + "or", + "That", + "repent", + "immense", + "vicious", + "revoke", + "certains" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "vergang", + "tantamount", + "imposed", + "exorbitant", + "resulting", + "usually", + "erstwhile", + "increased", + "specified", + "tersebut", + "ketika" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "resulting", + "usually", + "allowing", + "allowing", + "Allowing", + "or", + "resulting", + "essentially", + "predefined", + "Lorsque", + "tyrannical", + "suficient", + "relatively" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "predefined", + "predetermined", + "momentarily", + "calculated", + "implied", + "implicit", + "permissible", + "devast", + "exponentially", + "pondered", + "threshold", + "sadistic", + "exponential", + "inherent", + "Typically", + "ruthless", + "npc", + "meager", + "resultant", + "twofold", + "horrifying", + "hbox", + "succinctly", + "mechanisms", + "analogous", + "thresholds", + "dictates", + "excessively", + "simplistic" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "equivalent", + "substantial", + "enormous", + "inherent", + "exponentially", + "threshold", + "relatively", + "total", + "necessary", + "cost", + "exponential", + "intrinsic", + "massive", + "newly", + "predetermined", + "typically", + "overwhelming", + "s", + "nascent", + "additional", + "considerable", + "numerous", + "potentially", + "devastating", + "staggering", + "daughter", + "marginal", + "minimum", + "calculated", + "typical", + "cohesive", + "potential" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "threshold", + "energetic", + "energy", + "enough", + "costs", + "spontaneous", + "severance", + "upheaval", + "tensile", + "shear", + "fracture", + "abrupt", + "cost", + "intrinsic", + "dissipated", + "energetically", + "critical", + "destabil", + "devastating", + "drastic", + "catastrophic", + "localized", + "destructive", + "devastation", + "Scissors", + "inherent", + "potential", + "sudden", + "cliffs", + "thresholds" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "energy", + "fracture", + "shear", + "tensile", + "energies", + "cost", + "energetically", + "energetic", + "interfacial", + "stiffness", + "threshold", + "costs", + "Energies", + "intrinsic", + "rupture", + "abrupt", + "Shear", + "local", + "radius", + "motivated", + "Mullins", + "average", + "mean", + "density", + "Gibbs", + "upheaval", + "crack", + "creation" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "creazione", + "creation", + "Creating", + "crear", + "Creation", + "cost", + "surface", + "Surface", + "Creating", + "interfacial", + "creating", + "Creates", + "energetically", + "Creation", + "Creations", + "cread", + "energy" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "energy", + "Energy", + "energy", + "surface", + "energies", + "Energy", + "energetically", + "creation", + "energie", + "energia", + "creazione", + "Energie", + "energia", + "energi", + "energii", + "energet", + "enerji", + "Surface", + "surface" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "energy", + "energy", + "Energy", + "Energy", + "energ", + "energetically", + "enerji", + "ener", + "energi", + "energia", + "energies", + "energetic", + "Energie", + "ENERGY", + "energie", + "energie", + "interfacial" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "energy", + "surface", + "Surface", + "energy", + "Surface", + "Energy", + "Energy", + "enerji", + "surface", + "ENERGY", + "ener", + "SURFACE", + "energetically", + "interfacial", + "energia", + "fracture", + "energi" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Surface", + "Energy", + "energy", + "Area", + "surface", + "energy", + "Griff", + "surface", + "energetically", + "surfaces", + "Surface", + "powierzchni", + "bhai", + "enerji", + "tensione", + "ener", + "energia", + "Material", + "energet" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "surface", + "Given", + "For", + "And", + "Again", + "However", + "Here", + "Since", + "Gamma", + "While", + "These", + "Each", + "Because", + "Surface", + "energy", + "Additional", + "To", + "Like", + "tension", + "Prove", + "Volume", + "Problem", + "Any", + "Fracture", + "Finally", + "Without", + "From", + "Work", + "Find", + "Example", + "At", + "Analysis" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 15.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "by", + "output_checked": true + }, + { + "concept": "additional", + "score": 13.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "new", + "output_checked": true + }, + { + "concept": "and", + "score": 10.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "been", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "solid", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "by", + "output_checked": true + }, + { + "concept": "separation", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "exerted", + "score": 4.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "elastic", + "output_checked": true + }, + { + "concept": "required", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "spring", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "considerably", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "solid", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "immense", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "vergang", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "they", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "when", + "output_checked": true + }, + { + "concept": "outraged", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "excessively", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "destabil", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "necessary", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "needed", + "output_checked": true + }, + { + "concept": "area", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "surfaces", + "output_checked": true + }, + { + "concept": "stored", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "diri", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "prolong", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "surfaces", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "extending", + "output_checked": true + }, + { + "concept": "impeding", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "annen", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "outrage", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "extending", + "output_checked": true + }, + { + "concept": "damn", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "create", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "severely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "enraged", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "new", + "output_checked": true + }, + { + "concept": "slight", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "surfaces", + "output_checked": true + }, + { + "concept": "because", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "when", + "output_checked": true + }, + { + "concept": "wanneer", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "elastic", + "output_checked": true + }, + { + "concept": "foundational", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "solid", + "output_checked": true + }, + { + "concept": "inexplic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "inevitably", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "released", + "output_checked": true + }, + { + "concept": "protrusions", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "apart", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "single", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "potentially", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "needed", + "output_checked": true + }, + { + "concept": "increase", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "during", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "released", + "output_checked": true + }, + { + "concept": "stretch", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "threshold", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Stretching", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "extending", + "output_checked": true + }, + { + "concept": "defects", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "Considerable", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "within", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "highly", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "approximately", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "surfaces", + "output_checked": true + }, + { + "concept": "equivalent", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "localized", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "overcome", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "fracture", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "pero", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "length", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "separado", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "fresh", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "new", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-04__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-04__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-04__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-04__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-04__heatmap.png" + } + }, + { + "slug": "mechanism-name-flaw-controlled-failure-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-controlled brittle failure 5", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A polished glass fiber is much stronger than a scratched one of the same diameter because the scratch concentrates tensile loading at its tip.", + "prompt_tail": "A polished glass fiber is much stronger than a scratched one of the same diameter because the scratch concentrates tensile loading at its tip.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-controlled-failure", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + } + ], + "emergence": [ + { + "label": "crack", + "best_rank": 149, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 127 + }, + { + "label": "Griffith", + "best_rank": 1521, + "best_depth": 46.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 333 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "odium", + "unica", + "udi", + "odi", + "ahs", + "wadi", + "Fountain", + "elli", + "ervo", + "ayani", + "Kodi", + "graisse", + "avil", + "hacerse", + "avia", + "Burbank", + "overheard", + "wit", + "quilla", + "rodeo", + "arpur", + "ayya", + "zk", + "ilah", + "opa", + "Beverungen", + "Sever" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "overheard", + "udi", + "ayani", + "ServiceID", + "rodeo", + "aville", + "arpur", + "odi", + "arita", + "Imperio", + "anio", + "erver", + "cil", + "Kodi", + "avil", + "uded", + "zki", + "ervo", + "iasa", + "alco", + "zk", + "odil" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "arita", + "rodeo", + "arpur", + "odi", + "anio", + "aville", + "ervo", + "cil", + "Imperio", + "alco", + "erver", + "ServiceID", + "uded", + "empleados", + "odil", + "qat", + "ta", + "Kodi" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Europ", + "rehabilitated", + "vesicular", + "mt", + "conferred", + "fs", + "directors" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "tration", + "Arbor", + "gaard", + "Nordstrom", + "Shenzhen", + "Raptor", + "Verstappen", + "Sequoia", + "Epson", + "Rasmussen", + "formed", + "rene", + "JPA", + "hene", + "PCR", + "comprehensively", + "Saigon", + "Maximum", + "Genesis", + "taur", + "arantine", + "plings", + "rangian", + "equivalently", + "maximized", + "kPa" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "rehabilitated", + "Infect", + "Europ", + "vesicular", + "squares", + "conferred", + "pneumatic", + "Inflater", + "calmed", + "ductory", + "mt", + "remotely", + "appealed", + "nye" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "calmed", + "authenticate", + "rehabilitated", + "tesla", + "vesicular", + "Aluminum", + "directors", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "udi", + "arita", + "wadi", + "anio", + "overheard", + "aville", + "odi", + "ayani", + "rodeo", + "ServiceID", + "erver", + "alco", + "uded", + "odil", + "cil", + "Kodi", + "arpur", + "ta", + "ink", + "empleados", + "avil", + "Imperio", + "zki" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "ahs", + "wadi", + "quilla", + "udi", + "Imperio", + "overheard", + "erver", + "cil", + "anio", + "ayani", + "rodeo", + "aville", + "ServiceID", + "it", + "sel", + "odi", + "uded", + "empleados", + "odil", + "ta", + "Toto", + "alco", + "mith" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "infect", + "flare", + "squares", + "Infect", + "vesicular", + "pneumatic", + "mt", + "directors", + "authenticate", + "conferred", + "verder", + "heen", + "tesla", + "puis", + "reefs", + "calmed", + "director", + "Inflater" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "gehend", + "s", + "Moreover", + "eness", + "digamos", + "med", + "bulb", + "ively", + "sage", + "voila", + "ujos", + "schein", + "ures", + "heartedly", + "lepas", + "haja", + "night", + "effets", + "ripsi", + "selves", + "iven", + "dass" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "Moreover", + "gehend", + "voila", + "tyle", + "Kalau", + "Furthermore", + "Depois", + "hmann", + "digamos", + "heartedly", + "med", + "ardin", + "certainly", + "Finally", + "differenza" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "gehend", + "med", + "tyle", + "digamos", + "sage", + "voila", + "Moreover", + "Kalau", + "s", + "hmann", + "uri", + "asa", + "vulner", + "oog", + "sink", + "sen", + "sage", + "leve", + "med", + "do" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "digamos", + "tyle", + "proverbial", + "Etc", + "gehend", + "sage", + "voila", + "primes", + "effets", + "perd", + "scape", + "Veamos", + "s", + "vulner", + "vehement", + "dif", + "selves", + "night", + "Moreover", + "amor", + "rischi" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "hsize", + "xr", + "argumento", + "deswegen", + "proverbial", + "sby", + "rischi", + "sheep", + "digamos", + "assertions", + "system", + "experimentation", + "dac", + "gesellschaft", + "sensibility", + "haja", + "scape" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "Etc", + "xr", + "nnnn", + "psicologia", + "hsize", + "Effect", + "Pdf", + "imperative", + "argumento", + "dud", + "scape", + "teh", + "assertions", + "sensibility", + "hexadecimal", + "icida", + "psychology", + "affe", + "merk", + "adage", + "Xr", + "porque", + "defensive" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "PLOAD", + "psicologia", + "Exposure", + "icida", + "Exposure", + "blamed", + "ycopg", + "typescript", + "additive", + "Anxiety", + "affe", + "unfortunate", + "physiology", + "MYSQL", + "anxiety", + "obnoxious" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "undesired", + "geometric", + "geometry", + "disparity", + "seg", + "gaze", + "undesirable", + "bepaalde", + "Severity", + "adage", + "Geometry", + "intric", + "Minimize", + "circumvent", + "pvc", + "remarked", + "geometrical", + "detrimental", + "MNOP", + "consequently", + "hsize", + "Bz", + "hbox", + "aholic", + "Koi", + "detriment", + "unwanted" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "determinante", + "situation", + "particular", + "disproportion", + "Fink", + "say", + "t", + "no", + "sur", + "imbalance", + "Particular", + "proxim", + "Implications", + "inequ", + "Concentration", + "predicament", + "determinada", + "ulnerability", + "redirect", + "Rober", + "Fracture", + "seg", + "particularmente", + "peligros", + "imbalances" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "Concentration", + "determinante", + "concentrated", + "Redistribution", + "say", + "disproportion", + "emin", + "peligros", + "Stress", + "undesirable", + "redistribution", + "Danger", + "Stress", + "Particular", + "concentration", + "deleterious", + "criticality", + "Fracture", + "concentrations", + "epicenter", + "Inequality", + "stress", + "stress", + "sup", + "vulnerabilities", + "hotspots", + "seg", + "inequ", + "Pressure", + "redist", + "da" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "concentration", + "Concentration", + "concentration", + "Concent", + "concentrated", + "concentrations", + "Concent", + "concent", + "concentrating", + "concentra", + "Concentrate", + "concentrate", + "Concentrations", + "concent", + "concentrates", + "koncent", + "konzent", + "Conc", + "Conc", + "Constantinople", + "Stress", + "localized" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "Concentration", + "concentration", + "concentration", + "Concent", + "concentra", + "concentrated", + "concentrating", + "concentrations", + "Concent", + "concent", + "koncent", + "Concentrate", + "concentrate", + "Concentrations", + "concent", + "concentrates", + "konzent", + "Stress", + "Stress", + "stress", + "stress", + "Relaxation", + "Relax", + "hotspots" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "stress", + "Stress", + "stress", + "Concentration", + "concentration", + "Stress", + "concentration", + "Concent", + "concentrations", + "tension", + "strain", + "Tens", + "tens", + "tensile", + "tension", + "Concentrations", + "Strain", + "stresses", + "Tension", + "concentra", + "koncent", + "loading", + "carga", + "Relaxation", + "Load", + "concentrating" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "stress", + "Stress", + "stress", + "Stress", + "stresses", + "stres", + "strain", + "stressed", + "stressed", + "Strain", + "stre", + "stressors", + "stressing", + "Strain", + "Tens", + "strain", + "stressful", + "tens", + "tension", + "stre", + "tensile", + "Stre", + "strains", + "Tens" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "stress", + "Stress", + "Stress", + "stress", + "stresses", + "stressing", + "stressed", + "stressed", + "nochmal", + "tens", + "Tens", + "strain", + "stres", + "Concent", + "tens", + "Not", + "eller", + "perceber" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "example", + "not", + "very", + "formula", + "Paris", + "a", + "most", + "I", + "pole", + "outside", + "stress", + "and", + "for", + "above", + "more", + "layer", + "Below", + "number", + "less", + "the", + "value", + "resulting", + "creates", + "point", + "here", + "created", + "inside", + "highly", + "bit", + "little", + "harder" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 64017, + 83783, + 80611, + 21559, + 141772, + 20926, + 20847, + 74281, + 77350, + 19520, + 62101, + 57700, + 31910, + 29552, + 55764, + 53623, + 104869, + 624, + 255, + 150, + 432, + 190, + 161, + 500, + 44004, + 1408 + ] + }, + { + "label": "Griffith", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 66886, + 63707, + 62853, + 207657, + 236540, + 205326, + 209953, + 57801, + 48984, + 159735, + 3799, + 2731, + 1522, + 3933, + 31186, + 101293, + 222691, + 105317, + 24073, + 8137, + 30174, + 67424, + 71161, + 51764, + 83434, + 2041 + ] + } + ], + "logit_lens": [ + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 34101, + 17689, + 15212, + 25790, + 70786, + 33374, + 7886, + 3442, + 1231, + 432, + 128, + 150, + 206, + 176 + ] + }, + { + "label": "Griffith", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 153900, + 127221, + 92593, + 69111, + 67076, + 28875, + 4171, + 1335, + 1053, + 2323, + 334, + 827, + 3640, + 3789 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "least", + "score": 7.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "scratches", + "score": 7.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "estructural", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "because", + "output_checked": true + }, + { + "concept": "strength", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Etc", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "is", + "output_checked": true + }, + { + "concept": "determinada", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "size", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "same", + "output_checked": true + }, + { + "concept": "weakest", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "its", + "output_checked": true + }, + { + "concept": "stress", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cheaper", + "score": 3.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "much", + "output_checked": true + }, + { + "concept": "pvc", + "score": 3.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "scratched", + "output_checked": true + }, + { + "concept": "dure", + "score": 3.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "glass", + "output_checked": true + }, + { + "concept": "loads", + "score": 3.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "acne", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "misma", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "same", + "output_checked": true + }, + { + "concept": "Porque", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "because", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "tip", + "output_checked": true + }, + { + "concept": "partic", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Concentration", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "heavier", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "much", + "output_checked": true + }, + { + "concept": "edges", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "at", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "manner", + "score": 2.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "tip", + "output_checked": true + }, + { + "concept": "WOW", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "glass", + "output_checked": true + }, + { + "concept": "determinado", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "at", + "output_checked": true + }, + { + "concept": "idioma", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "same", + "output_checked": true + }, + { + "concept": "obstructed", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "diameter", + "output_checked": true + }, + { + "concept": "porque", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "because", + "output_checked": true + }, + { + "concept": "semplici", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "whats", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "fiber", + "output_checked": true + }, + { + "concept": "Youn", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "diameter", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "because", + "output_checked": true + }, + { + "concept": "canalicul", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "is", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Routed", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "apex", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "tip", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "ede", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "tip", + "output_checked": true + }, + { + "concept": "concentration", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "steel", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "than", + "output_checked": true + }, + { + "concept": "micro", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "light", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "viens", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "mag", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "etc", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "same", + "output_checked": true + }, + { + "concept": "ODM", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Yellowstone", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "concentrates", + "output_checked": true + }, + { + "concept": "WndProc", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "concentrates", + "output_checked": true + }, + { + "concept": "undesired", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tub", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "glass", + "output_checked": true + }, + { + "concept": "Satin", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Miche", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "scratched", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "optic", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "fiber", + "output_checked": true + }, + { + "concept": "tension", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "metal", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "than", + "output_checked": true + }, + { + "concept": "namely", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "because", + "output_checked": true + }, + { + "concept": "coloro", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "toilette", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "polished", + "output_checked": true + }, + { + "concept": "interferes", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "scratch", + "output_checked": true + }, + { + "concept": "Defined", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "scratch", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "s", + "el", + "ve", + "se", + "ation", + "ter", + "th", + "wh", + "ers", + "res", + "and", + "ment", + "le", + "row", + "ng", + "ther", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "left", + "ype", + "text", + "any", + "anc", + "clud" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "t", + "es", + "is", + "ers", + "r", + "ie", + "comp", + "az", + "ner", + "br", + "son", + "ization", + "sl", + "ir", + "qual", + "assert", + "mente", + "carried", + "rence", + "ows", + "umeric", + "AH" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "j", + "ust", + "ib", + "ge", + "one", + "ask", + "te", + "iew", + "ound", + "ike", + "left", + "ob", + "itt", + "ON", + "cept", + "bet", + "ict", + "ible", + "pol", + "raph", + "ext", + "ke", + "ij", + "eb", + "som", + "arn", + "mark", + "mathb" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "ro", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "du", + "ge", + "ber", + "row", + "St", + "pr", + "mathrm", + "de", + "St", + "col" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "on", + "he", + "en", + "s", + "m", + "de", + "qu", + "ra", + "pro", + "com", + "ity", + "The", + "le", + "ha", + "ad", + "which", + "com", + "i", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "ric", + "my", + "rib" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "he", + "re", + "en", + "at", + "s", + "an", + "it", + "is", + "ar", + "le", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "om", + "id", + "ol", + "ig", + "ur", + "ve", + "de", + "ay", + "qu", + "ir", + "os", + "ly", + "ra", + "un" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "res", + "ort" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "os", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "of", + "n", + "EE", + "photograph", + "lid", + "EG", + "liaison", + "evol", + "sof", + "EH", + "sli", + "Ils", + "Publicity", + "sina" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "technically", + "Publicity", + "e", + "rel", + "perfectly", + "administrator", + "grandfather", + "aal", + "outrage", + "EG", + "liaison", + "evol", + "sof", + "ampio", + "ameri", + "n" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "damn", + "fielder", + "substantial", + "reliance", + "Verenigde", + "immense", + "ameri", + "Publicity", + "e", + "substantially", + "outrage", + "dictator", + "tanti", + "fourteenth", + "Iy", + "ecek", + "colabor", + "Iz", + "demise" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "damn", + "readily", + "immense", + "outrage", + "slight", + "severely", + "profoundly", + "ameri", + "Iy", + "demise", + "tremendous", + "ributor", + "necessitate", + "kowy", + "Verenigde", + "outraged", + "Tog", + "ischen", + "Iz", + "indiv", + "whopping", + "Considerable", + "asesin" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "damn", + "immense", + "readily", + "severely", + "slight", + "outrage", + "tremendous", + "Considerable", + "profoundly", + "enormous", + "demise", + "outraged", + "lichkeit", + "acciaio", + "avrebbe", + "decree", + "necessitate", + "Tog", + "mostly", + "stupid", + "kowy" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "damn", + "decree", + "severely", + "exacerbated", + "enraged", + "outraged", + "ameri", + "slight", + "of", + "drastically", + "hindrance", + "despicable", + "abrog", + "botched", + "vicious", + "decreasing", + "ujar", + "Cmd", + "outrage", + "dictator", + "deleterious", + "Decree" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "resulting", + "resulting", + "exacerbated", + "despicable", + "because", + "exorbitant", + "or", + "Of", + "Interestingly", + "Because", + "because", + "detrimental", + "They", + "Because", + "Interestingly", + "increased", + "tantamount", + "deleterious", + "So", + "vicious", + "markedly", + "profoundly", + "increase", + "caused" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "resulting", + "of", + "resulting", + "detrimental", + "inherently", + "causing", + "unfavorable", + "or", + "caused", + "Because", + "increased", + "increase", + "increased", + "resultant", + "increase", + "mechanisms", + "causing", + "because", + "implying", + "Essentially", + "decrease", + "Because", + "Increased", + "effect", + "essentially" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "inherently", + "undesirable", + "resulting", + "detrimental", + "inherent", + "increased", + "causing", + "excessive", + "resultant", + "unfavorable", + "exacerbated", + "mechanisms", + "excessively", + "debilitating", + "negatively", + "adversely", + "deleterious", + "hindering", + "allowing", + "essentially", + "improper", + "devastating", + "unwanted", + "diminishes", + "lessened", + "undesired", + "impeding", + "mechanism", + "facilitated", + "inadvertently" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "disproportion", + "concentrated", + "localized", + "inherently", + "uneven", + "devastating", + "inherent", + "debilitating", + "focused", + "unequal", + "numerous", + "excessively", + "potentially", + "drastically", + "increased", + "highly", + "particularly", + "significantly", + "strategically", + "reinforcing", + "effectively", + "tremendous", + "vicious", + "undesirable", + "vastly", + "crippling", + "situated", + "biased", + "massive", + "perpendicular", + "resilient", + "intensified" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "concentrated", + "localized", + "disproportion", + "concentration", + "concentrations", + "vulnerability", + "tensile", + "asymmetric", + "uneven", + "reinforcing", + "asymmetrical", + "increased", + "devastating", + "imbalance", + "catastrophic", + "unbalanced", + "exaggerated", + "debilitating", + "inherently", + "exacerbated", + "inherent", + "excessively", + "destabil", + "exacerb", + "intensified", + "geometric", + "asymmetry", + "protrusions", + "effectively", + "jagged", + "localised", + "premature" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "concentrated", + "disproportion", + "localized", + "stress", + "stresses", + "concentrations", + "concentration", + "vulnerability", + "fatigue", + "tensile", + "magnified", + "uneven", + "hotspots", + "magnification", + "discontinuities", + "geometric", + "Stress", + "destabil", + "stressed", + "inhom", + "localised", + "amplifying", + "strain", + "localization", + "stressful", + "Concent", + "discontinuity", + "stressing", + "jagged", + "exacerbated" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "concentration", + "concentrated", + "Concentration", + "concentra", + "concentrations", + "Concent", + "concent", + "koncent", + "concentration", + "Concent", + "concent", + "concentrate", + "concentrating", + "concentrates", + "Concentrations", + "konzent", + "Concentrate", + "localized", + "Focused", + "focused", + "stress", + "focussed" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "concentration", + "concentrations", + "concentrated", + "concent", + "concentra", + "Concentration", + "concentration", + "Concent", + "Concent", + "koncent", + "concent", + "concentrating", + "concentrate", + "concentrates", + "Concentrations", + "konzent", + "Concentrate", + "stress", + "stresses", + "tensile", + "stress", + "localized", + "tension", + "Stress", + "Stress" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "concentration", + "stress", + "stress", + "Concent", + "concentrations", + "concent", + "concentration", + "tens", + "Concentration", + "Stress", + "strain", + "concent", + "tension", + "concentra", + "Tens", + "stresses", + "Stress", + "Concentrations", + "Concent", + "strain", + "koncent", + "tension", + "t", + "tensile", + "Strain", + "Strain", + "concentrated", + "st", + "concentrating" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "stress", + "stress", + "Stress", + "Stress", + "stresses", + "stres", + "stressed", + "stressed", + "strain", + "stre", + "stressing", + "Strain", + "Strain", + "Stro", + "concentration", + "Stre", + "stressors", + "strains", + "strain", + "stressful", + "concentration", + "concentrations", + "Concent" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "stress", + "Stress", + "stress", + "Stress", + "stresses", + "stres", + "strain", + "Concent", + "tens", + "stressed", + "concentration", + "Tens", + "Strain", + "stressed", + "concentration", + "strain", + "Concent", + "Concentration", + "stressors", + "Strain", + "tensile", + "iaxial" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "example", + "not", + "very", + "formula", + "Paris", + "a", + "most", + "I", + "pole", + "outside", + "stress", + "and", + "for", + "above", + "more", + "layer", + "Below", + "number", + "less", + "the", + "value", + "resulting", + "creates", + "point", + "here", + "created", + "inside", + "highly", + "bit", + "little", + "harder" + ] + } + ], + "logit_surprising": [ + { + "concept": "damn", + "score": 9.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "been", + "score": 8.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "exerted", + "score": 7.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "scratches", + "score": 6.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "scratch", + "output_checked": true + }, + { + "concept": "concentration", + "score": 6.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "concentrates", + "output_checked": true + }, + { + "concept": "readily", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "weakest", + "score": 5.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "surface", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "scratched", + "output_checked": true + }, + { + "concept": "concentrated", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "concentrates", + "output_checked": true + }, + { + "concept": "size", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "same", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "slight", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "integrity", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "they", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "because", + "output_checked": true + }, + { + "concept": "localized", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "apex", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "tip", + "output_checked": true + }, + { + "concept": "loads", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "annular", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "is", + "output_checked": true + }, + { + "concept": "significantly", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "concentrates", + "output_checked": true + }, + { + "concept": "resulted", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "scratch", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "polished", + "output_checked": true + }, + { + "concept": "identical", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "same", + "output_checked": true + }, + { + "concept": "coated", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "glass", + "output_checked": true + }, + { + "concept": "optic", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "fiber", + "output_checked": true + }, + { + "concept": "metal", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "than", + "output_checked": true + }, + { + "concept": "structural", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "because", + "output_checked": true + }, + { + "concept": "larger", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "much", + "output_checked": true + }, + { + "concept": "strength", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "because", + "output_checked": true + }, + { + "concept": "lack", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "piece", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "tension", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "disbelief", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "glass", + "output_checked": true + }, + { + "concept": "zaidi", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "stronger", + "output_checked": true + }, + { + "concept": "spheroid", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Looking", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "scratch", + "output_checked": true + }, + { + "concept": "impending", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "exceedingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "stronger", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "scratched", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "concentrates", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "ridiculous", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "bulldoz", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "tip", + "output_checked": true + }, + { + "concept": "displaying", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "glass", + "output_checked": true + }, + { + "concept": "devoid", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "excessively", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "insulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "its", + "output_checked": true + }, + { + "concept": "horrific", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "tip", + "output_checked": true + }, + { + "concept": "destabil", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "resulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "meticulously", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "endured", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "scratched", + "output_checked": true + }, + { + "concept": "undesired", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "one", + "output_checked": true + }, + { + "concept": "similar", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "reduce", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "concentrates", + "output_checked": true + }, + { + "concept": "uneven", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "at", + "output_checked": true + }, + { + "concept": "protrusions", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "inherently", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "resilient", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "scratched", + "output_checked": true + }, + { + "concept": "numerous", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "different", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "at", + "output_checked": true + }, + { + "concept": "respective", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "tip", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-05__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-05__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-05__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-05__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-05__heatmap.png" + } + }, + { + "slug": "mechanism-name-flaw-controlled-failure-06", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-controlled brittle failure 6", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "An elastic plate containing a central slit is loaded in tension. Instability begins when the energy-release rate reaches the material's surface-formation resistance.", + "prompt_tail": "astic plate containing a central slit is loaded in tension. Instability begins when the energy-release rate reaches the material's surface-formation resistance.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-controlled-failure", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + } + ], + "emergence": [ + { + "label": "crack", + "best_rank": 7, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 1 + }, + { + "label": "Griffith", + "best_rank": 551, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 10 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "unica", + "odium", + "wadi", + "ahs", + "udi", + "odi", + "Kodi", + "ervo", + "elli", + "Fountain", + "ayya", + "ayani", + "hacerse", + "avil", + "wit", + "Burbank", + "overheard", + "Beverungen", + "arpur", + "ilah", + "Toto", + "rodeo", + "zk", + "avia", + "ocat", + "graisse" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "overheard", + "udi", + "ayani", + "anio", + "aville", + "ServiceID", + "arpur", + "arita", + "rodeo", + "odi", + "Imperio", + "erver", + "cil", + "Kodi", + "uded", + "avil", + "zki", + "ervo", + "iasa", + "alco", + "zk", + "odil" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "udi", + "overheard", + "ayani", + "arita", + "anio", + "rodeo", + "aville", + "arpur", + "odi", + "cil", + "Imperio", + "ServiceID", + "alco", + "uded", + "erver", + "ervo", + "ta", + "empleados", + "odil", + "qat", + "avil", + "Kodi", + "iasa" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Europ", + "rehabilitated", + "vesicular", + "mt", + "conferred", + "Aluminum", + "tesla" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Fountain", + "odium", + "quilla", + "rodeo", + "graisse", + "ta", + "arpur", + "lova", + "wadi", + "tox", + "overheard", + "uded", + "sever", + "annya", + "arita", + "Selangor", + "elle", + "Gra", + "tery", + "omba", + "Imperio", + "Maldonado", + "ushima", + "FAS", + "Thunderbird" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "Infect", + "rehabilitated", + "Europ", + "vesicular", + "Inflater", + "squares", + "conferred", + "pneumatic", + "calmed", + "mt", + "remotely", + "appealed", + "ductory", + "Aluminum" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "authenticate", + "calmed", + "vesicular", + "rehabilitated", + "tesla", + "directors", + "Aluminum", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "wadi", + "udi", + "ahs", + "anio", + "arita", + "overheard", + "aville", + "odi", + "ayani", + "rodeo", + "cil", + "ServiceID", + "arpur", + "alco", + "erver", + "ta", + "uded", + "empleados", + "odil", + "Imperio", + "Kodi", + "zki", + "avil", + "ink" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "ahs", + "quilla", + "wadi", + "udi", + "anio", + "overheard", + "erver", + "cil", + "aville", + "Imperio", + "ServiceID", + "odi", + "ayani", + "rodeo", + "it", + "ta", + "uded", + "odil", + "sel", + "ths", + "empleados", + "Toto", + "arpur", + "alco" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "flare", + "infect", + "squares", + "Infect", + "vesicular", + "mt", + "authenticate", + "pneumatic", + "puis", + "directors", + "Inflater", + "verder", + "fs", + "conferred", + "calmed", + "seren", + "heen", + "rehabilitated", + "tesla", + "Europ" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "Moreover", + "t", + "med", + "ures", + "gehend", + "lepas", + "natural", + "manner", + "moreover", + "bulb", + "eness", + "digamos", + "rog", + "manner", + "nad", + "og", + "selves", + "diperoleh", + "f", + "g", + "ively", + "shore" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "voila", + "Moreover", + "Kalau", + "rad", + "sink", + "gehend", + "hearted", + "strokes", + "ures", + "hmann", + "uette", + "ements", + "udir", + "fif", + "tyle", + "esimerkiksi", + "ogo", + "roir", + "digamos", + "g", + "selves" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "voila", + "s", + "ures", + "rad", + "uri", + "digamos", + "ve", + "roir", + "gehend", + "f", + "Moreover", + "tyle", + "sink", + "t", + "g", + "preval", + "Kalau", + "uette", + "oog", + "do", + "particular", + "iven", + "selves", + "hmann", + "strokes" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "mah", + "voila", + "imperative", + "ogf", + "particular", + "xr", + "politik", + "astien", + "night", + "strokes", + "dire", + "zeug", + "vehement", + "Etc", + "ures", + "ief", + "necessary", + "Veamos", + "cuidado", + "oog", + "nnet", + "urably", + "tyle", + "necessariamente" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "mah", + "xr", + "hypothetical", + "Etc", + "sensibility", + "imperative", + "assertions", + "faibles", + "sheep", + "politik", + "lang", + "urably", + "sheep", + "quartz", + "wolves", + "necessary", + "interposed", + "ogf", + "metaphysical", + "Babel", + "argumento", + "wolf" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "imperative", + "mah", + "dud", + "Etc", + "teh", + "xr", + "sensibility", + "aptitude", + "Xr", + "nnnn", + "additive", + "novelty", + "Dn", + "ODM", + "eur", + "metaphysical", + "intensive", + "discord" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "a", + "psychic", + "WRITE", + "WRITE", + "faibles", + "typescript", + "softener", + "STADT", + "intensive", + "additive", + "thoughtful", + "PSY", + "fortune", + "krypt" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "entsprechende", + "typically", + "threshold", + "psi", + "Threshold", + "usually", + "entsprechenden", + "gdf", + "aptitude", + "genellikle", + "meestal", + "aneous", + "requirements", + "Gnome", + "thresholds", + "notwend", + "CBR", + "necessariamente", + "suele", + "magnitude", + "hesitated", + "Threshold", + "seab", + "wildfire", + "Severity", + "buoyancy", + "Typically" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "threshold", + "Threshold", + "Threshold", + "threshold", + "entsprechende", + "criterion", + "Rober", + "thresholds", + "UFC", + "particular", + "criterion", + "necesaria", + "Integrity", + "Note", + "psi", + "eben", + "berman", + "requisite", + "Particular", + "sostenibilidad", + "and", + "necesario", + "resiliency", + "required", + "bepaalde", + "sucedido", + "er", + "Criterion", + "seign" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "threshold", + "Threshold", + "Threshold", + "carbide", + "grout", + "threshold", + "aporte", + "iber", + "hardening", + "UFC", + "XPATH", + "Integrity", + "criterion", + "stiffness", + "required", + "enium", + "difficulty", + "dificultad", + "datac", + "ductility", + "Fracture", + "seismic", + "eben", + "Difficulty", + "entsprechende", + "resisted", + "intrinsic", + "ksi", + "uidade" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "toughness", + "corrida", + "UFC", + "carbide", + "Creation", + "shire", + "toug", + "Fracture", + "affinity", + "Trivia", + "Difficulty", + "Severity", + "aporte", + "Instantiation", + "Material", + "Material", + "threshold", + "affinity", + "Paris", + "Affinity", + "Mica", + "aire", + "aptitude", + "dificultad", + "Instantiate", + "crack", + "Creating" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "toughness", + "Creation", + "UFC", + "critical", + "resistencia", + "Critical", + "Tolerance", + "Resistance", + "resistance", + "resistance", + "corrida", + "Energy", + "Energie", + "resisted", + "creation", + "energy", + "tolerance", + "resistente", + "energetically", + "Energy", + "resistant", + "Critical", + "Tolerance", + "Energ", + "surface", + "urance", + "critical" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "toughness", + "fracture", + "resistance", + "resistance", + "Resistance", + "Fracture", + "Fract", + "crack", + "resistencia", + "fractures", + "fract", + "ductile", + "Resistance", + "crack", + "Tough", + "dysplasia", + "inhib", + "Material", + "fracturing", + "opponent", + "initiation", + "Initi", + "resistances", + "terrasse", + "Barrier", + "materiaal", + "threshold", + "resistenza" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "surface", + "toughness", + "Surface", + "fracture", + "surface", + "Surface", + "tough", + "Tough", + "resistance", + "resistance", + "terrasse", + "surfaces", + "opponent", + "Resistance", + "Fracture", + "Fract", + "traction", + "Material", + "oppervlak", + "GmbH", + "opp", + "opponents", + "fratt", + "Gd", + "mame", + "tuff", + "auftreten" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Surface", + "fracture", + "surface", + "toughness", + "surface", + "Griff", + "fratt", + "Consec", + "Sunshine", + "aji", + "Surface", + "Pued", + "Opp", + "hesive", + "slash", + "vrouwen", + "Pov", + "atrav" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "Let", + "but", + "Here", + "Thus", + "This", + "But", + "Resistance", + "equilibrium", + "If", + "Usually", + "surface", + "effectively", + "Each", + "It", + "Specifically", + "while", + "Oh", + "The", + "We", + "Therefore", + "resistance", + "So", + "To", + "Actually", + "Wait", + "Method", + "Given", + "Such", + "Since" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 60583, + 82157, + 80749, + 21720, + 92489, + 21760, + 21698, + 75667, + 73962, + 22233, + 35025, + 33091, + 36978, + 64364, + 98385, + 95635, + 158456, + 5842, + 371, + 87, + 32, + 38, + 8, + 39, + 387, + 342 + ] + }, + { + "label": "Griffith", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 62057, + 61244, + 63646, + 208738, + 116029, + 204211, + 210971, + 58708, + 53513, + 181111, + 17307, + 8932, + 6415, + 19483, + 63583, + 157416, + 201466, + 92015, + 14912, + 3002, + 789, + 1026, + 552, + 4083, + 2764, + 492 + ] + } + ], + "logit_lens": [ + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 7155, + 7161, + 6041, + 1024, + 6284, + 21262, + 16903, + 3741, + 88, + 4, + 3, + 39, + 2, + 14 + ] + }, + { + "label": "Griffith", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 206538, + 148379, + 92590, + 92526, + 70882, + 28024, + 3953, + 733, + 1766, + 3333, + 43, + 82, + 11, + 12 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "loading", + "score": 6.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "crack", + "score": 6.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Gymn", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "elastic", + "output_checked": true + }, + { + "concept": "toughness", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "piu", + "score": 3.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "dure", + "score": 3.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "central", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 3.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "resistance", + "output_checked": true + }, + { + "concept": "Typically", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Mazda", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "camber", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "Inst", + "output_checked": true + }, + { + "concept": "ITest", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "Inst", + "output_checked": true + }, + { + "concept": "Fracture", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "'", + "output_checked": true + }, + { + "concept": "threshold", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "contribut", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "alcance", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "reaches", + "output_checked": true + }, + { + "concept": "Constants", + "score": 2.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "material", + "output_checked": true + }, + { + "concept": "goddess", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "An", + "output_checked": true + }, + { + "concept": "vnd", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "croche", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "An", + "output_checked": true + }, + { + "concept": "editText", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "ensues", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "IMIENTO", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "release", + "output_checked": true + }, + { + "concept": "Customizable", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Gore", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "Einstellung", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "SEL", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "tensile", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "erected", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "started", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "stretch", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "elastic", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "logrado", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "Immediately", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "mottled", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "central", + "output_checked": true + }, + { + "concept": "tuo", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "attains", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "reaches", + "output_checked": true + }, + { + "concept": "suffices", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "resistance", + "output_checked": true + }, + { + "concept": "MNOP", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "entsprechende", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "resistance", + "output_checked": true + }, + { + "concept": "Str", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "starts", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "fracture", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Lel", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "loaded", + "output_checked": true + }, + { + "concept": "Mathematics", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "loaded", + "output_checked": true + }, + { + "concept": "chevron", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "material", + "output_checked": true + }, + { + "concept": "arranged", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "RCC", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "loaded", + "output_checked": true + }, + { + "concept": "Thrust", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "An", + "output_checked": true + }, + { + "concept": "abdomin", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "elastic", + "output_checked": true + }, + { + "concept": "Dean", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "formation", + "output_checked": true + }, + { + "concept": "dyn", + "score": 1.0, + "best_rank": 3, + "best_depth": 87.2, + "near_token": "rate", + "output_checked": true + }, + { + "concept": "INE", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "central", + "output_checked": true + }, + { + "concept": "determinada", + "score": 1.0, + "best_rank": 4, + "best_depth": 76.6, + "near_token": "central", + "output_checked": true + }, + { + "concept": "Penit", + "score": 1.0, + "best_rank": 4, + "best_depth": 76.6, + "near_token": "formation", + "output_checked": true + }, + { + "concept": "economica", + "score": 1.0, + "best_rank": 5, + "best_depth": 59.6, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "Ots", + "score": 1.0, + "best_rank": 6, + "best_depth": 68.1, + "near_token": "reaches", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "th", + "ne", + "pr", + "anc", + "red", + "ray", + "ser", + "ces", + "self", + "be", + "son", + "span", + "na", + "ters", + "roll", + "section", + "ler", + "mod", + "ny", + "max", + "time", + "gen", + "met", + "ended", + "ley" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "ner", + "yaitu", + "perk", + "haute", + "flows", + "malloc", + "menes", + "ovvero", + "pitted", + "conflicted", + "is", + "son", + "sl", + "assert", + "sav", + "ju", + "purposes", + "whatever", + "rence", + "pes" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "y", + "ere", + "j", + "all", + "ib", + "one", + "te", + "iew", + "ound", + "left", + "itt", + "ON", + "ict", + "pol", + "uring", + "raph", + "ext", + "tem", + "ke", + "som", + "arn", + "mark", + "mathb", + "da", + "fin", + "proble", + "essage" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "al", + "l", + "im", + "ation", + "st", + "ir", + "est", + "wh", + "se", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "ff", + "orm", + "ast", + "ab", + "du", + "ge", + "ber", + "ear", + "row", + "St" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "de", + "ch", + "qu", + "ess", + "ity", + "The", + "le", + "age", + "ha", + "from", + "ad", + "us", + "which", + "com", + "ar", + "ask", + "yst", + "che", + "ag", + "ize", + "we", + "est", + "who", + "ric", + "rib" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "he", + "re", + "en", + "at", + "or", + "an", + "it", + "is", + "ar", + "le", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "ol", + "ig", + "ur", + "ay", + "ch", + "ir", + "ly", + "ra", + "un", + "ere", + "com", + "pe", + "end", + "ill" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "p", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "ith", + "P", + "est", + "al", + "you", + "wh" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "St", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "n", + "s", + "ers", + "of", + "e", + "perfectly", + "selection", + "sof", + "wunder", + "Ils", + "t", + "aw", + "equip", + "reput", + "lid", + "they", + "added", + "excuse" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "e", + "s", + "rel", + "of", + "equip", + "youtu", + "imitation", + "mellow", + "wunder", + "n", + "ers", + "perfectly", + "reput", + "slash", + "lid", + "aal", + "remember", + "successfully", + "evol", + "veterinarian", + "gambar", + "devenu", + "ampio" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "substantial", + "readily", + "equip", + "slash", + "imitation", + "ameri", + "fielder", + "e", + "Verenigde", + "fourteenth", + "successor", + "Publicity", + "rel", + "appro", + "reput", + "substantially", + "tremendous", + "organization", + "immense", + "aal", + "pah", + "demise", + "tentative", + "rather", + "veterinarian", + "vergang" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "substantial", + "readily", + "immense", + "outrage", + "Tog", + "equip", + "tremendous", + "demise", + "leisurely", + "increasing", + "ameri", + "appro", + "slash", + "damn", + "Excuse", + "er", + "hindrance", + "Considerable", + "superstar", + "staggering", + "nur", + "dictator", + "Looking", + "declining", + "Verenigde", + "Publicity", + "fielder" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "immense", + "substantial", + "tog", + "outrage", + "Considerable", + "tremendous", + "dictator", + "Tog", + "equip", + "readily", + "damn", + "demise", + "budgetary", + "leisurely", + "paltry", + "tentative", + "ampio", + "ecek", + "organization", + "prohibit", + "whopping", + "Excuse", + "enraged", + "scathing", + "impending", + "slight", + "slash", + "staggering" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "enraged", + "despicable", + "dictator", + "outraged", + "tumultuous", + "exorbitant", + "dracon", + "vehement", + "scathing", + "outrage", + "vergang", + "vicious", + "annihil", + "whopping", + "outlandish", + "ultimatum", + "horrific", + "ruthless", + "paltry", + "substantial", + "another", + "outrageous", + "diva", + "upheaval", + "ameri" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "despicable", + "tumultuous", + "similar", + "tandis", + "tantamount", + "analogous", + "concomitant", + "tyrannical", + "exorbitant" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sufficient", + "surpassing", + "entsprechende", + "lorsque", + "entsprechenden", + "sufficient", + "Lorsque", + "analogous" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "predetermined", + "threshold", + "predefined", + "Typically", + "thresholds", + "Lorsque", + "equality", + "dictates", + "stipulated", + "specified", + "inherent", + "tumultuous", + "sufficient", + "Usually", + "Lorsque", + "momentous", + "equalities", + "inevitable", + "prerequisite", + "debilit", + "impetus", + "tenets", + "succinctly", + "tyrannical", + "prevailing", + "unwavering" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "S", + "threshold", + "onset", + "inherent", + "equivalent", + "e", + "initial", + "the", + "typical", + "intrinsic", + "predetermined", + "predefined", + "typically", + "critical", + "minimum", + "established", + "capability", + "E", + "a", + "R", + "usually", + "often", + "sufficient", + "prevailing", + "Ru", + "U", + "incipient", + "average", + "requirements", + "tentative", + "abundant" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "threshold", + "onset", + "thresholds", + "boundary", + "initial", + "critical", + "tensile", + "inherent", + "fracture", + "barriers", + "initiation", + "energy", + "energetic", + "resisting", + "requirements", + "toughness", + "minimum", + "readily", + "overcoming", + "tenacity", + "intrinsic", + "fundamental", + "boundaries", + "criterion", + "shear", + "brittle", + "cohesive", + "resilience", + "hurdle", + "entrenched", + "macroscopic", + "initiating" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "threshold", + "energy", + "fracture", + "crack", + "resistance", + "onset", + "toughness", + "thresholds", + "stiffness", + "ductile", + "initiation", + "overcoming", + "interfacial", + "minimum", + "shear", + "tensile", + "Threshold", + "thresh", + "Fracture", + "energ", + "fatigue", + "critical", + "energies", + "local", + "threshold", + "surface", + "initial", + "resist", + "energetic", + "initiating" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "threshold", + "fracture", + "crack", + "toughness", + "Fracture", + "Tough", + "Threshold", + "ductile", + "materiaal", + "Crack", + "initiation", + "creation", + "Initi", + "brittle", + "energy", + "britt", + "Creation", + "thresholds", + "resistance", + "instaur", + "Duct", + "Material", + "threshold", + "fissure", + "Griff", + "THRESHOLD", + "stiffness" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "energy", + "creation", + "Energie", + "Energy", + "surface", + "fracture", + "energie", + "toughness", + "energy", + "critical", + "energie", + "Energy", + "energetically", + "energii", + "threshold", + "energia", + "Energie", + "ENERGY", + "energies", + "Surface", + "Fracture", + "Energ", + "enerji", + "energia" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "fracture", + "crack", + "toughness", + "surface", + "Fract", + "fractures", + "fract", + "crack", + "fracturing", + "Fracture", + "resistance", + "Griffith", + "Crack", + "Crack", + "threshold", + "Tough", + "resist", + "fost", + "Griff", + "resistance", + "and", + "energy", + "critical", + "Material", + "initiation", + "Initi", + "material", + "GC" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "surface", + "fracture", + "toughness", + "surfaces", + "Fracture", + "Tough", + "Surface", + "Surface", + "Gc", + "Griff", + "GC", + "Griffith", + "crack", + "GC", + "fractures", + "griff", + "surface", + "Fract", + "fracturing", + "materials", + "GPT", + "Gd", + "material", + "resistance", + "GmbH", + "Surfaces", + "Crack" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "fracture", + "surface", + "Surface", + "surface", + "Griff", + "aji", + "Surface", + "superfici", + "auftreten", + "Britt", + "surfaces", + "anen", + "fratt", + "fractures", + "gioc", + "toughness", + "oppervlak" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "Let", + "but", + "Here", + "Thus", + "This", + "But", + "Resistance", + "equilibrium", + "If", + "Usually", + "surface", + "effectively", + "Each", + "It", + "Specifically", + "while", + "Oh", + "The", + "We", + "Therefore", + "resistance", + "So", + "To", + "Actually", + "Wait", + "Method", + "Given", + "Such", + "Since" + ] + } + ], + "logit_surprising": [ + { + "concept": "loading", + "score": 8.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "loaded", + "output_checked": true + }, + { + "concept": "crack", + "score": 8.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "readily", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "positioned", + "score": 6.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "impending", + "score": 6.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "subjected", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "'", + "output_checked": true + }, + { + "concept": "been", + "score": 5.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "described", + "score": 5.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "is", + "output_checked": true + }, + { + "concept": "fracture", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "threshold", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "formation", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "accordance", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "inherent", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "material", + "output_checked": true + }, + { + "concept": "engend", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "enraged", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "s", + "output_checked": true + }, + { + "concept": "initiated", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "slits", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "tensile", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "equal", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "reaches", + "output_checked": true + }, + { + "concept": "crappy", + "score": 3.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "resistance", + "output_checked": true + }, + { + "concept": "appealing", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "substantial", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "resistance", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "damn", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "in", + "output_checked": true + }, + { + "concept": "immense", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "release", + "output_checked": true + }, + { + "concept": "continuously", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "loaded", + "output_checked": true + }, + { + "concept": "situated", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "central", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "is", + "output_checked": true + }, + { + "concept": "intrinsic", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "material", + "output_checked": true + }, + { + "concept": "energies", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "formation", + "output_checked": true + }, + { + "concept": "expansive", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "constants", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "material", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "administr", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "is", + "output_checked": true + }, + { + "concept": "annen", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "rate", + "output_checked": true + }, + { + "concept": "notable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "sogenannte", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "when", + "output_checked": true + }, + { + "concept": "massive", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "release", + "output_checked": true + }, + { + "concept": "exceedingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "material", + "output_checked": true + }, + { + "concept": "ketika", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "during", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "concomitant", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "reaches", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "material", + "output_checked": true + }, + { + "concept": "despicable", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "s", + "output_checked": true + }, + { + "concept": "destabil", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "bzw", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "consisting", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "conundrum", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "arises", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "sufficient", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "when", + "output_checked": true + }, + { + "concept": "decrease", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "specified", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "reaches", + "output_checked": true + }, + { + "concept": "characteristics", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "material", + "output_checked": true + }, + { + "concept": "unwavering", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "s", + "output_checked": true + }, + { + "concept": "spezif", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "predetermined", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "three", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "symmetric", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "resulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "payoff", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "release", + "output_checked": true + }, + { + "concept": "evaluated", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "rate", + "output_checked": true + }, + { + "concept": "costs", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "formation", + "output_checked": true + }, + { + "concept": "various", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "containing", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-06__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-06__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-06__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-06__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-06__heatmap.png" + } + }, + { + "slug": "mechanism-name-flaw-controlled-failure-07", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-controlled brittle failure 7", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A ceramic component survives a given tensile stress when its largest flaw is short, but fails after processing introduces a much longer sharp flaw.", + "prompt_tail": "A ceramic component survives a given tensile stress when its largest flaw is short, but fails after processing introduces a much longer sharp flaw.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-controlled-failure", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + } + ], + "emergence": [ + { + "label": "crack", + "best_rank": 226, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 665 + }, + { + "label": "Griffith", + "best_rank": 3380, + "best_depth": 46.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 8113 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "odium", + "unica", + "odi", + "elli", + "ervo", + "wadi", + "ahs", + "udi", + "ilah", + "hacerse", + "Kodi", + "avia", + "Burbank", + "avil", + "Beverungen", + "ayani", + "ayya", + "Sever", + "wit", + "iber", + "inking", + "shortage", + "zk", + "opa", + "Toto" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "ServiceID", + "arpur", + "odi", + "rodeo", + "anio", + "aville", + "arita", + "Imperio", + "cil", + "avil", + "Kodi", + "uded", + "erver", + "ervo", + "odil", + "zki", + "Toto", + "qat", + "iasa", + "Fairbanks" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "udi", + "ayani", + "overheard", + "arita", + "anio", + "rodeo", + "aville", + "arpur", + "odi", + "alco", + "Imperio", + "ServiceID", + "uded", + "erver", + "ervo", + "cil", + "ta", + "odil", + "qat", + "empleados", + "avil" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Europ", + "rehabilitated", + "vesicular", + "mt", + "conferred", + "Aluminum", + "tesla" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Fountain", + "odium", + "quilla", + "graisse", + "ta", + "rodeo", + "arpur", + "arita", + "wadi", + "tox", + "uded", + "overheard", + "lova", + "erver", + "Imperio", + "annya", + "unica", + "Thunderbird", + "Gra", + "Sever", + "ahs", + "FAS", + "Maldonado", + "elle" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "infect", + "authenticate", + "Infect", + "rehabilitated", + "Europ", + "vesicular", + "Inflater", + "squares", + "pneumatic", + "calmed", + "conferred", + "mt", + "remotely", + "ductory", + "appealed", + "nye" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "squares", + "Inflater", + "authenticate", + "pneumatic", + "calmed", + "rehabilitated", + "vesicular", + "tesla", + "directors", + "Aluminum", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "wadi", + "udi", + "arita", + "anio", + "overheard", + "aville", + "odi", + "ayani", + "ServiceID", + "rodeo", + "cil", + "alco", + "uded", + "erver", + "odil", + "arpur", + "ta", + "empleados", + "zki", + "avil", + "Imperio", + "Kodi", + "ink" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "quilla", + "wadi", + "udi", + "ahs", + "anio", + "overheard", + "erver", + "cil", + "ayani", + "Imperio", + "aville", + "ServiceID", + "rodeo", + "odi", + "odil", + "it", + "ta", + "uded", + "alco", + "empleados", + "avil", + "arpur", + "sel", + "zki" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "flare", + "sociale", + "infect", + "squares", + "Infect", + "directors", + "vesicular", + "authenticate", + "mt", + "pneumatic", + "rehabilitated", + "Inflater", + "conferred", + "tesla", + "puis", + "verder", + "chartered", + "fs", + "Europ" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "gehend", + "t", + "ures", + "lepas", + "bulb", + "digamos", + "eness", + "f", + "rog", + "eben", + "isons", + "g", + "ended", + "siz", + "uating", + "ujos", + "med", + "dass", + "heartedly", + "ve", + "ungen" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "fato", + "gehend", + "Depois", + "Kalau", + "uri", + "Moreover", + "tyle", + "digamos", + "voila", + "isons", + "udir", + "ures", + "ended", + "iven", + "do", + "heartedly", + "haps", + "certainly", + "osof", + "Furthermore", + "hearted" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "s", + "uri", + "gehend", + "digamos", + "fato", + "do", + "f", + "ures", + "tyle", + "t", + "ve", + "particular", + "sage", + "iven", + "g", + "isons", + "Kalau", + "though", + "comienzo", + "med", + "uating", + "lepas", + "selves" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "particular", + "ding", + "digamos", + "scape", + "Etc", + "laissez", + "constraints", + "perhaps", + "politik", + "do", + "decadent", + "eben", + "vehement", + "particularmente", + "tyle", + "urious", + "perhaps", + "perd", + "primes", + "certeza", + "uating", + "sayang", + "zeug" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "xr", + "dac", + "sheep", + "mah", + "politik", + "vehement", + "scape", + "med", + "lang", + "egu", + "argumento", + "dud", + "hoff", + "assertions", + "sby", + "particular", + "skeptic", + "dding", + "sensibility", + "ments", + "ding", + "constraints", + "injury", + "Kong", + "gie" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "Etc", + "dud", + "xr", + "sheep", + "Romeo", + "Zw", + "horrend", + "Transforms", + "Xr", + "ODM", + "Romeo", + "cati", + "daraus", + "rrrr", + "scape", + "negated", + "getc", + "prep", + "egregious", + "Dynamics", + "mah", + "MgO", + "succeeds", + "rediscovered", + "additive", + "assertions", + "boom" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "additive", + "chantier", + "negated", + "Transforms", + "stderr", + "prep", + "softener", + "PLOAD", + "typescript", + "horrid", + "psicologia", + "dud", + "Zw", + "Exposure", + "Exposure", + "ainder", + "ODM", + "rediscovered" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "pvc", + "MNOP", + "hibernate", + "bepaalde", + "aholic", + "reshape", + "femur", + "intentos", + "Mutation", + "shaft", + "Minimize", + "generazione", + "dud", + "gdf", + "geometric", + "novation", + "whisk", + "psyche", + "acidente", + "geometry", + "dfs", + "uminate", + "instantiation", + "consequ" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "bepaalde", + "pvc", + "procesu", + "determinante", + "t", + "jellem", + "eterminate", + "TPR", + "resulting", + "Defining", + "resultante", + "Transformations", + "and", + "ave", + "Gestaltung", + "proceso", + "consecuencia", + "determinadas", + "saber", + "ske", + "sue", + "sizing", + "bestimmten", + "certain", + "bestimmte", + "gewisse", + "certo" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "Processes", + "posure", + "softwood", + "proceso", + "procesu", + "metallurgy", + "carbide", + "grout", + "processi", + "Prozesse", + "quartzite", + "procesos", + "machining", + "microprocessor", + "woodworking", + "Transporte", + "daa", + "molding", + "workmanship", + "TPR", + "masonry", + "Proces" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "machining", + "Processes", + "Process", + "metallurgy", + "Processing", + "molding", + "procesu", + "Proces", + "carpentry", + "Processing", + "Morrissey", + "Processor", + "MSG", + "procedimento", + "proceso", + "carbide", + "microprocessor", + "procesamiento", + "Verarbeitung", + "quartzite", + "Astron", + "PMC", + "processi" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "Processing", + "processing", + "Processing", + "Verarbeitung", + "Process", + "machining", + "Processes", + "Proces", + "procesamiento", + "processing", + "process", + "proceso", + "molding", + "procesu", + "Processor", + "zprac", + "processors", + "woodworking", + "processed", + "coloring", + "processes", + "processi", + "Process", + "proces", + "procesos", + "proces", + "PROCESSING" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "processing", + "Processing", + "processing", + "Processing", + "PROCESSING", + "procesamiento", + "Verarbeitung", + "PROCESSING", + "rocessing", + "processed", + "zprac", + "processors", + "processed", + "machining", + "przetwarz", + "cessing", + "Processed", + "reprocessing", + "processor", + "Processor" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "processing", + "processing", + "Processing", + "Processing", + "PROCESSING", + "Verarbeitung", + "PROCESSING", + "rocessing", + "procesamiento", + "processed", + "processed", + "zprac", + "przetwarz", + "cessing", + "processors", + "machining", + "Processed", + "Processor", + "proces", + "processor", + "reprocessing", + "proces", + "processor" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "processing", + "Processing", + "processing", + "PROCESSING", + "Processing", + "Verarbeitung", + "cessing", + "procesamiento", + "PROCESSING", + "rocessing", + "zprac", + "heading", + "machining", + "Contracting", + "I", + "Heading", + "shearing", + "underwent", + "Attend", + "attends", + "threading", + "Canning", + "milling" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "processing", + "failure", + "thought", + "weakness", + "harder", + "many", + "fl", + "flaw", + "longer", + "failure", + "processing", + "quality", + "Failure", + "surface", + "addition", + "introduction", + "fault", + "Processing", + "up", + "Failure", + "high", + "quality", + "end", + "floor", + "more", + "result", + "note", + "long", + "even" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 53478, + 84185, + 81653, + 22021, + 89651, + 22374, + 21767, + 77487, + 78620, + 25683, + 82976, + 77112, + 56757, + 64901, + 105222, + 90422, + 63696, + 445, + 227, + 1140, + 7820, + 1826, + 7833, + 9072, + 60858, + 1834 + ] + }, + { + "label": "Griffith", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 67255, + 63744, + 61959, + 208983, + 103081, + 205666, + 211629, + 59972, + 53035, + 187286, + 18483, + 5896, + 3381, + 7787, + 31354, + 183388, + 229596, + 211709, + 155951, + 211640, + 247459, + 254249, + 255947, + 247988, + 248358, + 27361 + ] + } + ], + "logit_lens": [ + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 27380, + 22332, + 24627, + 18557, + 34806, + 6300, + 9937, + 1433, + 1232, + 1588, + 666, + 5637, + 3693, + 2718 + ] + }, + { + "label": "Griffith", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 175791, + 121487, + 74227, + 53267, + 116257, + 55342, + 8114, + 12692, + 20579, + 105817, + 141309, + 188601, + 120203, + 148607 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "khi", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "when", + "output_checked": true + }, + { + "concept": "ITest", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "when", + "output_checked": true + }, + { + "concept": "strength", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "failure", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "fails", + "output_checked": true + }, + { + "concept": "survival", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Etc", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pvc", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "masala", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "given", + "output_checked": true + }, + { + "concept": "flaws", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "Failure", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "fails", + "output_checked": true + }, + { + "concept": "parts", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "component", + "output_checked": true + }, + { + "concept": "larger", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "much", + "output_checked": true + }, + { + "concept": "Blues", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "short", + "output_checked": true + }, + { + "concept": "than", + "score": 2.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "longer", + "output_checked": true + }, + { + "concept": "miserably", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "fails", + "output_checked": true + }, + { + "concept": "MNIST", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "component", + "output_checked": true + }, + { + "concept": "backcountry", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "survives", + "output_checked": true + }, + { + "concept": "somente", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "resultant", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "Matic", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "contemplated", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "is", + "output_checked": true + }, + { + "concept": "withstand", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "minimax", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "stoned", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Spicer", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "cracks", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "Verarbeitung", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "processing", + "output_checked": true + }, + { + "concept": "viens", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "A", + "output_checked": true + }, + { + "concept": "fato", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "elaborar", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "component", + "output_checked": true + }, + { + "concept": "heinous", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "is", + "output_checked": true + }, + { + "concept": "XXXX", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "processing", + "output_checked": true + }, + { + "concept": "ODM", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "slumped", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "weakest", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "largest", + "output_checked": true + }, + { + "concept": "bepaalde", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Processes", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "components", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "component", + "output_checked": true + }, + { + "concept": "respeito", + "score": 1.0, + "best_rank": 3, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "maksud", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "consecutivos", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "vnd", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "PDPN", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "introduces", + "output_checked": true + }, + { + "concept": "segura", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "component", + "output_checked": true + }, + { + "concept": "length", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "short", + "output_checked": true + }, + { + "concept": "MenuInflater", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "depois", + "score": 1.0, + "best_rank": 4, + "best_depth": 46.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 4, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 4, + "best_depth": 55.3, + "near_token": "given", + "output_checked": true + }, + { + "concept": "McDonalds", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "survives", + "output_checked": true + }, + { + "concept": "jon", + "score": 1.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 1.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "short", + "output_checked": true + }, + { + "concept": "imparted", + "score": 1.0, + "best_rank": 4, + "best_depth": 76.6, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "aporte", + "score": 1.0, + "best_rank": 4, + "best_depth": 76.6, + "near_token": "introduces", + "output_checked": true + }, + { + "concept": "detrimental", + "score": 1.0, + "best_rank": 5, + "best_depth": 63.8, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "preponder", + "score": 1.0, + "best_rank": 6, + "best_depth": 55.3, + "near_token": "largest", + "output_checked": true + }, + { + "concept": "violent", + "score": 1.0, + "best_rank": 6, + "best_depth": 59.6, + "near_token": "sharp", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "s", + "ve", + "se", + "ter", + "th", + "wh", + "ers", + "res", + "row", + "ng", + "ther", + "gh", + "ar", + "ne", + "mathrm", + "ook", + "sa", + "yst", + "inter", + "pr", + "ype", + "text", + "any", + "anc", + "clud", + "ey", + "ton", + "pos", + "tr" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "t", + "es", + "an", + "is", + "comp", + "az", + "ner", + "AN", + "son", + "ware", + "qual", + "assert", + "sav", + "ju", + "carried", + "rence", + "umeric", + "requiring", + "kepada", + "vec", + "melakukan" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "or", + "y", + "j", + "ch", + "ive", + "ust", + "math", + "ib", + "ast", + "ge", + "one", + "ound", + "ike", + "left", + "ype", + "itt", + "ON", + "gr", + "ict", + "pol", + "includ", + "raph", + "ext", + "tem", + "ed", + "gu", + "ke", + "som" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "al", + "ou", + "ro", + "l", + "im", + "ation", + "st", + "if", + "th", + "est", + "ra", + "wh", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "ff", + "orm", + "ast", + "ile", + "ice", + "ab", + "du" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "de", + "ch", + "qu", + "ity", + "The", + "le", + "ha", + "from", + "im", + "ad", + "us", + "which", + "i", + "ar", + "yst", + "che", + "ag", + "ize", + "we", + "est", + "my", + "rib", + "oint", + "mask" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "en", + "at", + "an", + "it", + "is", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "de", + "ay", + "ir", + "ly", + "ere", + "com", + "pe", + "end", + "ill", + "ath", + "ex", + "art", + "The", + "iz", + "ud", + "ive", + "all" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res", + "D", + "com", + "ort" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ar", + "elf", + "sp", + "ric", + "set", + "to", + "app", + "rel", + "tern", + "mo", + "det" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "liaison", + "n", + "s", + "selection", + "sehen", + "evol", + "kaya", + "sof", + "gambar", + "heer", + "wunder", + "of", + "photograph", + "perfectly", + "lid", + "eat", + "begitu" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "liaison", + "evol", + "sof", + "gambar", + "wunder", + "Publicity", + "e", + "of", + "perfectly", + "successfully", + "kaya", + "garanti", + "mellow", + "successor", + "n", + "rel", + "equip" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "e", + "Will", + "substantial", + "readily", + "substantially", + "Looking", + "reliance", + "Publicity", + "garanti", + "tanti", + "ameri", + "Iz", + "contacting", + "Verenigde", + "er", + "Will", + "immense", + "damn" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "Looking", + "tog", + "er", + "readily", + "Will", + "Will", + "immense", + "pre", + "watchful", + "Iz", + "e", + "substantial", + "nur", + "u", + "Error", + "appro", + "Verenigde", + "Publicity", + "fielder", + "B", + "outrage", + "Considerable", + "com", + "Accept", + "Ciao", + "cooking" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "immense", + "Considerable", + "tog", + "Will", + "tremendous", + "additional", + "damn", + "Will", + "circumstances", + "substantial", + "asesin", + "watchful", + "fielder", + "severely", + "impending", + "tanti", + "readily", + "appellate", + "Error", + "outrage", + "caution" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "or", + "considerably", + "immense", + "addirittura", + "substantial", + "substantially", + "scathing", + "tremendous", + "horrend", + "vehement", + "considerable", + "horrendous", + "increased", + "Considerable", + "whopping", + "hefty", + "abrog", + "despicable", + "Additionally", + "continued", + "almost", + "severely", + "horrific", + "vicious" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "or", + "additional", + "S", + "another", + "increased", + "of", + "because", + "scathing", + "F", + "resulting", + "arrog", + "Because", + "of", + "enhanced", + "exacerbated", + "transformed", + "Jan" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "increased", + "subsequent", + "resulting", + "Subsequent", + "enhanced", + "unexpectedly", + "worsened", + "increased", + "exacerbated", + "Increased", + "unexpected", + "heightened", + "unforeseen", + "surpassing", + "resulting", + "worsening", + "enhanced", + "spectacularly", + "Increased", + "instigated" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "inadvertently", + "subsequent", + "unexpectedly", + "unintentionally", + "resulting", + "unknowingly", + "unexpected", + "newly", + "unforeseen", + "unwittingly", + "inevitably", + "misguided", + "deliberately", + "upheaval", + "during", + "transformed", + "accidentally", + "heightened", + "exacerbated", + "unanticipated", + "after", + "induced", + "enhanced", + "aftermath", + "readjust", + "inevitable", + "inadvert", + "mistakenly", + "revamped", + "worsened", + "engender" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "uncovering", + "resulting", + "unexpected", + "newly", + "undesirable", + "the", + "initial", + "deliberately", + "induced", + "intentionally", + "inherently", + "unequal", + "unforeseen", + "upheaval", + "subsequent", + "potentially", + "readjust", + "unintentionally", + "unexpectedly", + "drastically", + "often", + "taking", + "ensuring", + "inherent", + "drastic", + "unplanned", + "either", + "consequence", + "expected", + "demanding", + "seemingly", + "inevitable" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "processes", + "process", + "during", + "resulting", + "subsequent", + "unintentionally", + "processing", + "during", + "s", + "unavoidable", + "initial", + "undesirable", + "second", + "unintended", + "combined", + "inadvertently", + "manufacturing", + "inherently", + "procedure", + "caused", + "inevitable", + "after", + "procedures", + "consequence", + "resultant", + "machining", + "readjust", + "unintentional", + "induced", + "a", + "prolonged", + "unknowingly" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "processing", + "processes", + "process", + "machining", + "manufacturing", + "subsequent", + "fabrication", + "processi", + "polishing", + "processed", + "grinding", + "Processes", + "milling", + "unavoidable", + "procedure", + "second", + "proses", + "procesu", + "initial", + "Processing", + "forging", + "shearing", + "Manufacturing", + "arduous", + "resizing", + "resulting" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "processing", + "Processing", + "processes", + "machining", + "processing", + "process", + "Processing", + "processi", + "processed", + "manufacturing", + "PROCESSING", + "PROCESSING", + "Manufacturing", + "Processes", + "Process", + "processed", + "processes", + "P", + "Milling", + "Processes", + "proceso", + "p", + "procesu", + "zprac" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "processing", + "processing", + "Processing", + "Processing", + "process", + "processes", + "processed", + "processed", + "Process", + "processi", + "PROCESSING", + "PROCESSING", + "proces", + "process", + "Process", + "processes", + "processors", + "procesamiento", + "procesu", + "processor", + "Processes", + "PROCESS", + "Processes", + "machining", + "przetwarz" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "processing", + "processing", + "Processing", + "Processing", + "procesamiento", + "PROCESSING", + "PROCESSING", + "processed", + "Verarbeitung", + "rocessing", + "przetwarz", + "processed", + "zprac", + "processors", + "Processed", + "unprocessed", + "proces", + "processor", + "reprocessing" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "processing", + "processing", + "Processing", + "Processing", + "PROCESSING", + "procesamiento", + "PROCESSING", + "processed", + "processed", + "rocessing", + "Verarbeitung", + "processors", + "Processed", + "przetwarz", + "zprac", + "proces", + "processor", + "Processor", + "machining", + "process" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "processing", + "processing", + "Processing", + "Processing", + "PROCESSING", + "rocessing", + "PROCESSING", + "procesamiento", + "Verarbeitung", + "processed", + "processed", + "Processed", + "zprac", + "proces", + "processable", + "cessing", + "proces", + "ing", + "Processor", + "Process", + "even", + "przetwarz", + "PROCESS" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "processing", + "failure", + "thought", + "weakness", + "harder", + "many", + "fl", + "flaw", + "longer", + "failure", + "processing", + "quality", + "Failure", + "surface", + "addition", + "introduction", + "fault", + "Processing", + "up", + "Failure", + "high", + "quality", + "end", + "floor", + "more", + "result", + "note", + "long", + "even" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "slight", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "given", + "output_checked": true + }, + { + "concept": "survival", + "score": 6.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "survives", + "output_checked": true + }, + { + "concept": "severely", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "fails", + "output_checked": true + }, + { + "concept": "larger", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "much", + "output_checked": true + }, + { + "concept": "impeding", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "and", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "survives", + "output_checked": true + }, + { + "concept": "components", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "component", + "output_checked": true + }, + { + "concept": "relatively", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "there", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "but", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "exerted", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "unexpectedly", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "fails", + "output_checked": true + }, + { + "concept": "evaluated", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "largest", + "output_checked": true + }, + { + "concept": "extensive", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "much", + "output_checked": true + }, + { + "concept": "processes", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "processing", + "output_checked": true + }, + { + "concept": "diameter", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "largest", + "output_checked": true + }, + { + "concept": "brittle", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "fails", + "output_checked": true + }, + { + "concept": "failure", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "fails", + "output_checked": true + }, + { + "concept": "Looking", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "indeed", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "short", + "output_checked": true + }, + { + "concept": "tersebut", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "subjected", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "its", + "output_checked": true + }, + { + "concept": "artworks", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "concise", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "potentially", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "longer", + "output_checked": true + }, + { + "concept": "withstand", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "own", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "its", + "output_checked": true + }, + { + "concept": "flaws", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "exceeding", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "after", + "output_checked": true + }, + { + "concept": "length", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "longer", + "output_checked": true + }, + { + "concept": "elongated", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "but", + "output_checked": true + }, + { + "concept": "cracks", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "widow", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "exponentially", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "short", + "output_checked": true + }, + { + "concept": "predomin", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "somebody", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "processing", + "output_checked": true + }, + { + "concept": "Considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "longer", + "output_checked": true + }, + { + "concept": "peculiar", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "given", + "output_checked": true + }, + { + "concept": "subjecting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "largest", + "output_checked": true + }, + { + "concept": "enraged", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Interestingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "much", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "longer", + "output_checked": true + }, + { + "concept": "severe", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "excessively", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "fails", + "output_checked": true + }, + { + "concept": "Alternatively", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "much", + "output_checked": true + }, + { + "concept": "bzw", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "largest", + "output_checked": true + }, + { + "concept": "added", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "introduces", + "output_checked": true + }, + { + "concept": "resulted", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "enhance", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "survives", + "output_checked": true + }, + { + "concept": "imposed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "imperfections", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "surprisingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "after", + "output_checked": true + }, + { + "concept": "increased", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "introduces", + "output_checked": true + }, + { + "concept": "resulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "inadvertently", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "design", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "component", + "output_checked": true + }, + { + "concept": "cohesive", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "predefined", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "given", + "output_checked": true + }, + { + "concept": "moderate", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "short", + "output_checked": true + }, + { + "concept": "increase", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "much", + "output_checked": true + }, + { + "concept": "uncovering", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-07__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-07__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-07__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-07__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-07__heatmap.png" + } + }, + { + "slug": "mechanism-name-flaw-controlled-failure-08", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-controlled brittle failure 8", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "The nominal strength of a brittle specimen scales approximately with the inverse square root of the size of its dominant sharp defect.", + "prompt_tail": "The nominal strength of a brittle specimen scales approximately with the inverse square root of the size of its dominant sharp defect.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-controlled-failure", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + } + ], + "emergence": [ + { + "label": "crack", + "best_rank": 3, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 0 + }, + { + "label": "Griffith", + "best_rank": 5325, + "best_depth": 46.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 57 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "unica", + "odium", + "wadi", + "odi", + "udi", + "elli", + "ervo", + "ahs", + "hacerse", + "ayani", + "Kodi", + "Burbank", + "avil", + "ilah", + "avia", + "ayya", + "Fountain", + "Beverungen", + "wit", + "rodeo", + "arpur", + "overheard", + "inking", + "zk", + "Sever", + "shortage" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "arpur", + "arita", + "rodeo", + "anio", + "aville", + "ServiceID", + "odi", + "erver", + "Imperio", + "Kodi", + "uded", + "zki", + "ervo", + "cil", + "avil", + "iasa", + "alco", + "empleados", + "odil", + "Toto" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "wadi", + "ayani", + "overheard", + "udi", + "arita", + "rodeo", + "arpur", + "anio", + "alco", + "odi", + "erver", + "ervo", + "aville", + "cil", + "Imperio", + "ServiceID", + "uded", + "empleados", + "qat", + "ta", + "odil", + "ayya" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Europ", + "rehabilitated", + "vesicular", + "mt", + "conferred", + "Aluminum", + "fs" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "gaard", + "Nordstrom", + "Epson", + "Arbor", + "Sequoia", + "Saigon", + "Selangor", + "Alamos", + "rene", + "tration", + "sever", + "neutral", + "trimethyl", + "Rasmussen", + "Shenzhen", + "Maximum", + "Kwon", + "Bangkok", + "Raptor", + "taur", + "Zayn", + "ters", + "maximized", + "JPA", + "Gerber" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "Infect", + "rehabilitated", + "Europ", + "vesicular", + "Inflater", + "squares", + "conferred", + "pneumatic", + "calmed", + "ductory", + "mt", + "remotely", + "Cooler", + "appealed" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "calmed", + "authenticate", + "rehabilitated", + "tesla", + "vesicular", + "Aluminum", + "directors", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "udi", + "arita", + "ahs", + "wadi", + "anio", + "overheard", + "ayani", + "aville", + "odi", + "rodeo", + "ServiceID", + "cil", + "alco", + "ta", + "uded", + "erver", + "odil", + "arpur", + "empleados", + "zki", + "avil", + "Imperio", + "Kodi", + "ink" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "wadi", + "ahs", + "udi", + "arita", + "quilla", + "anio", + "cil", + "overheard", + "Imperio", + "erver", + "ayani", + "aville", + "rodeo", + "it", + "odi", + "uded", + "ServiceID", + "ta", + "sel", + "odil", + "empleados", + "arpur", + "alco", + "mith", + "Toto" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "flare", + "infect", + "Infect", + "vesicular", + "squares", + "mt", + "authenticate", + "directors", + "pneumatic", + "conferred", + "rehabilitated", + "puis", + "tesla", + "Inflater", + "verder", + "calmed", + "reefs" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "gehend", + "rog", + "ively", + "fif", + "uri", + "ujos", + "f", + "med", + "iven", + "ures", + "rad", + "night", + "urious", + "t", + "selves", + "bulb", + "Moreover", + "digamos", + "tyle" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "gehend", + "med", + "tyle", + "rad", + "voila", + "Furthermore", + "fato", + "uri", + "fif", + "do", + "iven", + "Moreover", + "Kalau", + "roir", + "perhaps", + "g", + "brid", + "urious", + "strokes", + "esimerkiksi", + "Como" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "gehend", + "tyle", + "do", + "uri", + "rad", + "f", + "g", + "iven", + "roir", + "ve", + "selves", + "digamos", + "dif", + "fato", + "fif", + "urious", + "sen", + "leve", + "voila", + "size", + "sink", + "ujos" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "do", + "proverbial", + "s", + "gehend", + "particular", + "tyle", + "primes", + "dif", + "laissez", + "g", + "digamos", + "scape", + "selves", + "requisite", + "roir", + "urious", + "amor", + "leve", + "fif", + "notion", + "vajj", + "ding" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "xr", + "med", + "dud", + "proverbial", + "sensibility", + "size", + "do", + "particular", + "rasekhar", + "lang", + "skept", + "sheep", + "horrend", + "ed", + "ogf", + "assertions", + "s", + "mah", + "defens", + "vehement", + "tyle", + "sheep", + "gehend", + "oved", + "Note", + "virt" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "nnnn", + "hsize", + "dud", + "rrrr", + "horrend", + "teh", + "rrr", + "hexadecimal", + "fortitude", + "xr", + "Xr", + "aptitude", + "diamonds", + "Etc", + "astronom", + "rade", + "constraint", + "gems", + "XK", + "ments", + "Abr" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "psychic", + "geek", + "hexadecimal", + "FLOAT", + "krypt", + "heinous", + "aptitude", + "unfortunate", + "discord", + "nerd", + "metaphysical", + "mathml", + "typescript", + "PSY", + "PLOAD", + "adjacent", + "mathematically", + "oteric", + "cryptic", + "astronom" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "vandal", + "geometric", + "numerical", + "hsize", + "irregularity", + "adage", + "particular", + "Mathemat", + "Numerical", + "undesired", + "numerator", + "infraction", + "enunciado", + "remarked", + "disparity", + "dud", + "undesirable", + "mathematically", + "location", + "geometry", + "Nota", + "radiol", + "irregularly", + "occurrence", + "Particular", + "Severity", + "measured" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "undesirable", + "size", + "determinante", + "particular", + "intric", + "size", + "geometric", + "determinada", + "ed", + "Gestaltung", + "Particular", + "bepaalde", + "undesired", + "dote", + "diameter", + "say", + "Nota", + "diameter", + "sizes", + "Note", + "detrimental", + "dish", + "radiol", + "discernible", + "disposit", + "disparity", + "Nota" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "undesirable", + "detrimental", + "defect", + "imperfection", + "defect", + "Dangerous", + "ed", + "flawed", + "undesired", + "jagged", + "determinante", + "crack", + "detriment", + "diameter", + "diameter", + "Pyramid", + "ductile", + "defective", + "fluoride", + "troublesome", + "dangerous", + "inspect", + "dish", + "catastrophic", + "microm", + "ritical", + "fearful", + "carbide", + "Dwarf" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Dangerous", + "Dangerous", + "defect", + "dangerous", + "flaws", + "defect", + "dangerous", + "crack", + "defectos", + "defects", + "detrimental", + "flawed", + "singularities", + "jagged", + "Pyramid", + "flaw", + "Defects", + "Inspect", + "MSG", + "imperfection", + "sharp", + "inspect", + "fatal", + "cracks", + "Fatal", + "Def", + "ritical", + "Defining" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "flaws", + "defect", + "crack", + "defect", + "Dangerous", + "size", + "defects", + "detrimental", + "flawed", + "flaw", + "amanho", + "defectos", + "ed", + "discord", + "dangerous", + "cracks", + "sharp", + "DMG", + "imperfection", + "Size", + "jagged", + "defecto", + "hurtful", + "dangerous", + "discordant", + "discontinuities" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "sharp", + "sharp", + "Sharp", + "Sharp", + "defect", + "defects", + "sharpness", + "sharper", + "defect", + "sharply", + "Defects", + "sharpen", + "defectos", + "Def", + "defective", + "shar", + "def", + "Def", + "Shar", + "DEF", + "Shar", + "sharpening", + "sharps", + "dominant", + "sharpened", + "DEF", + "dominant", + "defecto" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "sharp", + "sharp", + "Sharp", + "Sharp", + "dominant", + "defect", + "defects", + "sharpness", + "dominant", + "sharper", + "defect", + "Domin", + "Domin", + "sharply", + "DEF", + "sharpen", + "def", + "Def", + "domin", + "dominate", + "shar", + "Shar", + "Def", + "Shar", + "DEF", + "Defects", + "defectos", + "sharps", + "domin", + "dominante", + "DOM" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "dominant", + "Domin", + "Domin", + "sharp", + "dominant", + "sharp", + "Sharp", + "Sharp", + "domin", + "dom", + "Dom", + "Dom", + "dominate", + "dominante", + "dominates", + "defect", + "DOM", + "DOM", + "dominating", + "domin", + "defects", + "dominance", + "def", + "Def", + "dom", + "Def", + "dominated", + "sharper", + "defect", + "sharpen", + "Dominic", + "sharpness" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "This", + "It", + "Since", + "In", + "To", + "Also", + "You", + "Why", + "All", + "No", + "For", + "Thus", + "Actually", + "We", + "Instead", + "If", + "Using", + "The", + "Note", + "Here", + "These", + "However", + "Unlike", + "Let", + "Our", + "Find", + "Not", + "Use", + "Such", + "Is", + "Each", + "Comparing" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 58702, + 82659, + 81555, + 21525, + 127640, + 21077, + 20859, + 74200, + 78270, + 19881, + 35372, + 53115, + 37575, + 44469, + 75774, + 91271, + 108039, + 4503, + 426, + 15, + 9, + 4, + 83, + 95, + 1516, + 2473 + ] + }, + { + "label": "Griffith", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 70900, + 62848, + 61248, + 207580, + 229469, + 205553, + 210021, + 57700, + 51703, + 176065, + 11193, + 6823, + 5326, + 18217, + 65425, + 195452, + 247262, + 212931, + 58571, + 12742, + 6745, + 19432, + 22765, + 26129, + 90170, + 23964 + ] + } + ], + "logit_lens": [ + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 21081, + 8557, + 7096, + 5494, + 35855, + 50326, + 34970, + 4391, + 380, + 17, + 1, + 6, + 85, + 84 + ] + }, + { + "label": "Griffith", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 162593, + 135653, + 88912, + 98521, + 151304, + 105567, + 3938, + 1578, + 1301, + 776, + 58, + 535, + 4248, + 6217 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "inversely", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "logarithm", + "score": 4.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "whose", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Ordinal", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "flaws", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "ordinarily", + "score": 3.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "thereof", + "score": 3.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "square", + "output_checked": true + }, + { + "concept": "Michaels", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "scales", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "verb", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "nominal", + "output_checked": true + }, + { + "concept": "proportionately", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "with", + "output_checked": true + }, + { + "concept": "Fracture", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "sample", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "linearly", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "scales", + "output_checked": true + }, + { + "concept": "tensile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "fracture", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "cracks", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "of", + "output_checked": true + }, + { + "concept": "largest", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "its", + "output_checked": true + }, + { + "concept": "Sciences", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "ODM", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "SYSTEM", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "customizable", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "psychic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Neuroscience", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "appreciates", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "monotonically", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "scales", + "output_checked": true + }, + { + "concept": "contemplated", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "likely", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "IMUM", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "imperfection", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "Dangerous", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "proportionality", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "with", + "output_checked": true + }, + { + "concept": "defects", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "goddess", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "caldera", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "YELLOW", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "inverse", + "output_checked": true + }, + { + "concept": "MLM", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "dominant", + "output_checked": true + }, + { + "concept": "vandal", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Zou", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "correlates", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "chorizo", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "Pleistocene", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "dominant", + "output_checked": true + }, + { + "concept": "DCP", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "dominant", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 4, + "best_depth": 46.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "replete", + "score": 1.0, + "best_rank": 5, + "best_depth": 59.6, + "near_token": "dominant", + "output_checked": true + }, + { + "concept": "normalerweise", + "score": 1.0, + "best_rank": 5, + "best_depth": 68.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "sucedido", + "score": 1.0, + "best_rank": 7, + "best_depth": 59.6, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "totalling", + "score": 1.0, + "best_rank": 8, + "best_depth": 55.3, + "near_token": "inverse", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "s", + "ve", + "se", + "ter", + "th", + "wh", + "row", + "gh", + "ar", + "ne", + "sa", + "yst", + "inter", + "anc", + "clud", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "min", + "ground", + "ts", + "ces", + "rol", + "self" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "t", + "es", + "is", + "comp", + "az", + "ner", + "son", + "ization", + "sl", + "assert", + "mente", + "carried", + "rence", + "ows", + "umeric", + "kepada", + "psy", + "multif", + "perk", + "haute" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "j", + "ust", + "ib", + "one", + "te", + "iew", + "ild", + "ound", + "left", + "ob", + "itt", + "ON", + "cept", + "bet", + "ict", + "ible", + "pol", + "roup", + "uring", + "raph", + "ext", + "ke", + "eb", + "som", + "arn", + "mark", + "mathb" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "ou", + "im", + "ation", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "ile", + "ab", + "du", + "ge", + "ber", + "row", + "St", + "pr", + "mathrm", + "sa" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "on", + "he", + "en", + "s", + "m", + "de", + "qu", + "pro", + "com", + "ity", + "The", + "le", + "ha", + "ad", + "which", + "com", + "i", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "ric", + "rib", + "oint" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "he", + "re", + "en", + "at", + "s", + "an", + "it", + "is", + "ar", + "ed", + "ion", + "as", + "ent", + "n", + "ol", + "ig", + "ur", + "ve", + "de", + "ch", + "qu", + "ir", + "ly", + "ra", + "ri", + "ere", + "com", + "pe", + "end", + "ill" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "or", + "w", + "f", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ment", + "ain", + "he", + "og", + "iz", + "ich", + "av", + "ib", + "comp", + "lic", + "ring", + "ar", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "sof", + "e", + "t", + "n", + "they", + "selection", + "EG", + "bringen", + "s", + "ers", + "nya", + "EE", + "lid", + "liaison", + "liga", + "EH", + "O" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sof", + "e", + "s", + "of", + "remember", + "t", + "FIG", + "ast", + "perfectly", + "lid", + "officially", + "EG", + "tentative", + "bringen", + "mellow", + "Publicity", + "n" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "e", + "substantial", + "Verenigde", + "ameri", + "damn", + "contacting", + "reliance", + "garanti", + "slash", + "substantially", + "Tog", + "Publicity", + "fielder", + "equip", + "whopping", + "uating", + "ecek", + "administr" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "damn", + "tog", + "substantial", + "ameri", + "readily", + "e", + "Tog", + "cooking", + "nur", + "ET", + "administr", + "circumstances", + "slash", + "indiv", + "Verenigde", + "er", + "contacting", + "whopping", + "Considerable", + "PA", + "demise", + "shaped", + "Excuse", + "scathing" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "damn", + "circumstances", + "tog", + "Tog", + "despicable", + "scathing", + "Considerable", + "administr", + "substantial", + "ameri", + "paltry", + "indiv", + "similar", + "demise", + "slash", + "nur", + "Excuse", + "cooking", + "readily", + "shaped", + "immense" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "despicable", + "horrific", + "horrendous", + "ameri", + "malign", + "dracon", + "substantially", + "substantial", + "horrifying", + "enraged", + "exorbitant", + "somebody", + "whopping", + "truc", + "damn", + "botched", + "administr", + "vehement", + "scathing", + "circumstances", + "contacting", + "profoundly", + "horrend" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "despicable", + "tantamount", + "tersebut", + "if", + "horrifying", + "lorf", + "horrendous", + "of", + "increased", + "resulting", + "exerted", + "exorbitant", + "profoundly", + "deleterious", + "considerably", + "absolute", + "markedly", + "exerting", + "profound", + "similar", + "prolonged" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "irrespective", + "characteristics", + "magnitud", + "tersebut", + "excessively", + "resulting", + "resulting", + "relatively", + "wherein", + "characteristics", + "imposed", + "bzw", + "absolute" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "sadistic", + "excessively", + "irrespective", + "characteristics", + "geometrical", + "proportionally", + "undesired", + "eccentric", + "unfavorable", + "measured", + "size", + "exaggerated", + "predefined", + "horrifying", + "merciless", + "specified", + "Conversely", + "inversely", + "characteristic", + "conversely", + "misguided", + "absolute", + "magnitude", + "resultant", + "measurable" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "identified", + "smaller", + "small", + "relatively", + "documented", + "prominent", + "undesirable", + "size", + "larger", + "diminutive", + "massive", + "monumental", + "smallest", + "excessively", + "longstanding", + "significant", + "initial", + "existing", + "excavated", + "ed", + "multifaceted", + "major", + "specific", + "disruptive", + "dilapidated", + "biggest", + "protruding", + "sized", + "disproportion", + "vicious", + "highly", + "minor" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "size", + "smaller", + "imperfections", + "defects", + "sized", + "defect", + "Size", + "flawed", + "flaws", + "undesirable", + "imperfection", + "localized", + "larger", + "typical", + "dimensions", + "geometric", + "debilitating", + "small", + "sizes", + "imperfect", + "macroscopic", + "relatively", + "existing", + "smallest", + "unavoidable", + "tiny", + "geometrical", + "size", + "sized", + "flaw", + "detrimental", + "disruptive" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "defect", + "defects", + "flaws", + "size", + "cracks", + "imperfection", + "flawed", + "imperfections", + "Size", + "flaw", + "microscopic", + "macroscopic", + "crack", + "imperfect", + "dominant", + "fracture", + "defective", + "magnified", + "critical", + "largest", + "defect", + "small", + "sized", + "hypothetical", + "geometric", + "tamanho", + "potholes", + "amanho" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "crack", + "flaw", + "flaws", + "cracks", + "defect", + "defects", + "sharp", + "defectos", + "defect", + "Crack", + "Crack", + "fissures", + "crack", + "flawed", + "Defects", + "fracture", + "notch", + "fissure", + "amanho", + "notch", + "fiss", + "notches", + "ed", + "a" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "flaw", + "flaws", + "defects", + "defect", + "crack", + "defectos", + "defect", + "cracks", + "Size", + "flawed", + "size", + "defective", + "defecto", + "amanho", + "sharp", + "Defects", + "size", + "Size", + "notches", + "sized", + "dimensione", + "fracture", + "Crack", + "fissures", + "dimensioni", + "sized", + "SIZE", + "notch" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "sharp", + "sharp", + "Sharp", + "Sharp", + "sharper", + "defect", + "defects", + "sharply", + "sharpen", + "sharpness", + "shar", + "defect", + "def", + "dominant", + "Shar", + "sharpened", + "sharpening", + "defectos", + "Def", + "Shar", + "defecto", + "Defects", + "sharps", + "Def", + "DEF", + "defective", + "DEF", + "dominant" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "sharp", + "sharp", + "Sharp", + "Sharp", + "dominant", + "sharper", + "sharpness", + "sharply", + "Domin", + "dominant", + "defect", + "defects", + "Shar", + "sharpen", + "Domin", + "shar", + "Shar", + "domin", + "dominate", + "dominating", + "sharpening", + "sharpened", + "sharps", + "defectos", + "Def", + "Defects", + "defect", + "dominance", + "domine" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "sharp", + "Domin", + "Domin", + "dominant", + "sharp", + "Sharp", + "dominant", + "dom", + "domin", + "Sharp", + "Dom", + "Dom", + "dominate", + "dominates", + "dominante", + "DOM", + "domin", + "DOM", + "dominating", + "dominance", + "dominio", + "dominated", + "sharper", + "domine", + "Dominic", + "sharpness", + "dom", + "sharply", + "Shar", + "sharpen", + "defect" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "This", + "It", + "Since", + "In", + "To", + "Also", + "You", + "Why", + "All", + "No", + "For", + "Thus", + "Actually", + "We", + "Instead", + "If", + "Using", + "The", + "Note", + "Here", + "These", + "However", + "Unlike", + "Let", + "Our", + "Find", + "Not", + "Use", + "Such", + "Is", + "Each", + "Comparing" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 15.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "largest", + "score": 7.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "severely", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "proportional", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "damn", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "dominant", + "output_checked": true + }, + { + "concept": "fracture", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "reput", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "square", + "output_checked": true + }, + { + "concept": "ameri", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "tensile", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "dimensions", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "size", + "output_checked": true + }, + { + "concept": "been", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "respective", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "impeding", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "whoever", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "dominant", + "output_checked": true + }, + { + "concept": "bzw", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "root", + "output_checked": true + }, + { + "concept": "inherently", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "decrease", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "scales", + "output_checked": true + }, + { + "concept": "exponential", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "achieved", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "identified", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "squared", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "root", + "output_checked": true + }, + { + "concept": "own", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "its", + "output_checked": true + }, + { + "concept": "defects", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "sample", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "sqrt", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "root", + "output_checked": true + }, + { + "concept": "linearly", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "scales", + "output_checked": true + }, + { + "concept": "crack", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "promin", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "exponentially", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "unbelievably", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "plethora", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "nominal", + "output_checked": true + }, + { + "concept": "Surprisingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "mostrou", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "these", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "despicable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "during", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "scales", + "output_checked": true + }, + { + "concept": "remarkably", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "inflicting", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "when", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "scales", + "output_checked": true + }, + { + "concept": "relatively", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "lorsque", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "square", + "output_checked": true + }, + { + "concept": "tersebut", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "unwavering", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "axially", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "sadistic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "payoff", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "nominal", + "output_checked": true + }, + { + "concept": "absolutely", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "scales", + "output_checked": true + }, + { + "concept": "inherent", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "multiplicative", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "square", + "output_checked": true + }, + { + "concept": "typical", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "predominant", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "dominant", + "output_checked": true + }, + { + "concept": "counterbalance", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "nominal", + "output_checked": true + }, + { + "concept": "magnitude", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "square", + "output_checked": true + }, + { + "concept": "textSize", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "size", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "dominant", + "output_checked": true + }, + { + "concept": "kvadrat", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "root", + "output_checked": true + }, + { + "concept": "edges", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "bending", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "birthplace", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "deserted", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "root", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-08__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-08__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-08__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-08__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-08__heatmap.png" + } + }, + { + "slug": "mechanism-name-flaw-controlled-failure-09", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-controlled brittle failure 9", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A sharp notch in a glass sheet locally magnifies stress, allowing separation to start even though the average applied stress is modest.", + "prompt_tail": "A sharp notch in a glass sheet locally magnifies stress, allowing separation to start even though the average applied stress is modest.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-controlled-failure", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + } + ], + "emergence": [ + { + "label": "crack", + "best_rank": 83, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 207 + }, + { + "label": "Griffith", + "best_rank": 5064, + "best_depth": 46.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 1912 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "enraged", + "nf", + "Novo", + "rhenium", + "Controllers", + "lere", + "nginx", + "appet", + "onaldo", + "pierwszej", + "Ukrain", + "eden", + "Adriana", + "adulti", + "created", + "dbcontext", + "ogenies", + "isAuthenticated", + "ently", + "hatchback", + "Creation" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "aville", + "ServiceID", + "arpur", + "rodeo", + "odi", + "arita", + "Imperio", + "anio", + "erver", + "cil", + "avil", + "Kodi", + "uded", + "ervo", + "zki", + "Toto", + "iasa", + "alco", + "zk" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "udi", + "ayani", + "overheard", + "arita", + "anio", + "aville", + "rodeo", + "arpur", + "odi", + "ServiceID", + "alco", + "erver", + "uded", + "ervo", + "cil", + "Imperio", + "ta", + "qat", + "avil", + "empleados", + "odil", + "zki" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Europ", + "rehabilitated", + "vesicular", + "mt", + "conferred", + "Aluminum", + "tesla" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Fountain", + "graisse", + "odium", + "quilla", + "rodeo", + "ta", + "arita", + "wadi", + "arpur", + "overheard", + "uded", + "unica", + "erver", + "tox", + "lova", + "ahs", + "cil", + "Imperio", + "Gra", + "Sever", + "ervo", + "alco", + "ayani", + "Thunderbird" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "Infect", + "Europ", + "rehabilitated", + "vesicular", + "Inflater", + "squares", + "pneumatic", + "conferred", + "calmed", + "mt", + "remotely", + "appealed", + "ductory", + "nye" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "authenticate", + "calmed", + "rehabilitated", + "tesla", + "vesicular", + "directors", + "Aluminum", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "wadi", + "udi", + "arita", + "anio", + "overheard", + "aville", + "ayani", + "odi", + "rodeo", + "ServiceID", + "uded", + "cil", + "arpur", + "alco", + "erver", + "odil", + "avil", + "Kodi", + "empleados", + "ta", + "ink", + "zki", + "rekening" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "ahs", + "wadi", + "quilla", + "udi", + "anio", + "overheard", + "cil", + "aville", + "ayani", + "Imperio", + "erver", + "ServiceID", + "rodeo", + "it", + "odi", + "uded", + "odil", + "ta", + "sel", + "empleados", + "arpur", + "alco", + "Toto" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "infect", + "sociale", + "flare", + "Infect", + "squares", + "vesicular", + "mt", + "directors", + "authenticate", + "pneumatic", + "puis", + "Inflater", + "conferred", + "rehabilitated", + "director", + "reefs", + "tesla", + "verder", + "chartered" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "gehend", + "Moreover", + "fif", + "t", + "med", + "ures", + "eness", + "digamos", + "manner", + "hearted", + "rog", + "udades", + "si", + "nad", + "heartedly", + "credo", + "ujos", + "f", + "let", + "dir", + "rad" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "Moreover", + "gehend", + "med", + "fato", + "Kalau", + "fif", + "uri", + "hearted", + "ures", + "digamos", + "rad", + "cetera", + "folds", + "certainly", + "osof", + "udades", + "certeza", + "voila", + "esimerkiksi", + "iven", + "heartedly" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "gehend", + "uri", + "digamos", + "Moreover", + "Kalau", + "sage", + "ures", + "fif", + "rad", + "fato", + "f", + "leve", + "particular", + "sing", + "t", + "preval", + "esimerkiksi", + "folds", + "ve", + "urious", + "sage", + "roir" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "med", + "Moreover", + "gehend", + "digamos", + "sage", + "laissez", + "ures", + "particular", + "primes", + "uri", + "fif", + "preval", + "leve", + "proverbial", + "urious", + "Moreover", + "sage", + "let", + "credo", + "do", + "perfect", + "amos", + "manner", + "notion", + "roir" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "argumento", + "sensibility", + "vehement", + "Moreover", + "manner", + "particular", + "imperative", + "med", + "Moreover", + "proverbial", + "peculiarity", + "fif", + "eagerness", + "ulnerable", + "haja", + "insist", + "instances", + "advantages", + "limitation", + "expans" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "Etc", + "ulnerable", + "imperative", + "sensibility", + "dud", + "mason", + "sporadic", + "nnnn", + "Romeo", + "teh", + "remarked", + "Romeo", + "xr", + "argumento", + "virtue", + "uneasy", + "pragmatic", + "fif", + "sensual", + "aptitude", + "fortitude", + "adage", + "scape", + "gehe", + "XK", + "constraint" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "sensibility", + "Romeo", + "intensive", + "psicologia", + "faibles", + "softened", + "PLOAD", + "novelty", + "aptitude", + "frivolous", + "remarked", + "PSY", + "softener", + "oteric", + "ulnerable", + "imperative", + "cryptic", + "obtuse" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "particular", + "Particular", + "Caution", + "ostante", + "adage", + "dirigentes", + "Romeo", + "disparity", + "despite", + "undesired", + "ambivalent", + "amass", + "Nonetheless", + "undesirable", + "minuscule", + "intend", + "intric", + "heterogeneity", + "idiosync", + "remarked", + "meisjes", + "vicinity", + "detriment", + "sinusoidal", + "udir", + "considerably", + "vehement" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "particular", + "Particular", + "particularmente", + "overall", + "determinada", + "overall", + "situation", + "dirigentes", + "appreciable", + "determinante", + "even", + "zanim", + "considerably", + "equiv", + "determinado", + "leve", + "itib", + "situation", + "Nonetheless", + "particular", + "even", + "PARTICULAR", + "amac", + "particolarmente" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "average", + "moderate", + "Moderate", + "moderately", + "moderate", + "average", + "Moderate", + "durchschnitt", + "Average", + "appreciable", + "Particular", + "modest", + "overall", + "moder", + "promedio", + "even", + "Moder", + "modestly", + "feeble", + "averaged", + "averaged", + "aporte", + "mildly", + "marginally", + "insuf", + "amass", + "Generale", + "median", + "Overall" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "moderate", + "Moderate", + "moderate", + "average", + "moder", + "Overall", + "moderately", + "Overall", + "Moderate", + "durchschnitt", + "overall", + "Moder", + "Average", + "average", + "averages", + "Average", + "moder", + "promedio", + "modestly", + "mild", + "modest", + "moderated", + "mildly" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "average", + "moderate", + "moderate", + "moder", + "Moderate", + "average", + "Average", + "durchschnitt", + "overall", + "moderately", + "Overall", + "promedio", + "Moderate", + "Overall", + "averaged", + "Average", + "averages", + "modest", + "Moder", + "averaged", + "overall", + "modestly", + "moder", + "avg", + "averaging" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "modest", + "moderate", + "average", + "moderate", + "overall", + "modestly", + "Moderate", + "mod", + "low", + "moder", + "average", + "moderately", + "Overall", + "durchschnitt", + "Average", + "overall", + "Moderate", + "macro", + "globales", + "mild", + "lower", + "globale", + "bassa", + "Overall", + "moder", + "Average" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "modest", + "moderate", + "average", + "overall", + "modestly", + "mod", + "moderate", + "Overall", + "average", + "Moderate", + "overall", + "total", + "low", + "total", + "Overall", + "global", + "even", + "Total", + "globale", + "moder", + "net", + "nets", + "toplam", + "Moderate", + "net", + "unloaded" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "mod", + "modest", + "moderate", + "moderate", + "modestly", + "Moderate", + "Mod", + "moder", + "I", + "to", + "Mod", + "mod", + "get", + "moder", + "on", + "Even", + "Moderate", + "modesty", + "On", + "T", + "moderately", + "modu", + "ON", + "Below", + "Below", + "Although" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "For", + "Below", + "Even", + "However", + "On", + "In", + "use", + "Overall", + "Note", + "To", + "per", + "user", + "in", + "For", + "This", + "Here", + "se", + "At", + "is", + "at", + "Also", + "Average", + "user", + "Therefore", + "If", + "Here", + "To", + "Since", + "Use", + "Even", + "In", + "me" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 16328, + 83831, + 81312, + 21941, + 86897, + 21846, + 21693, + 75831, + 78256, + 21516, + 24006, + 38806, + 24044, + 34882, + 49594, + 49686, + 46383, + 1107, + 585, + 2663, + 15063, + 608, + 296, + 84, + 14096, + 4807 + ] + }, + { + "label": "Griffith", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 192066, + 62159, + 60563, + 208562, + 92911, + 205813, + 210638, + 59847, + 54052, + 181802, + 16484, + 7651, + 5065, + 8700, + 35226, + 100266, + 184375, + 89873, + 27234, + 41124, + 103763, + 118068, + 187810, + 158665, + 213771, + 20812 + ] + } + ], + "logit_lens": [ + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 13655, + 7642, + 5004, + 2345, + 3535, + 5707, + 11488, + 3549, + 2935, + 3107, + 1101, + 1392, + 801, + 208 + ] + }, + { + "label": "Griffith", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 166293, + 147646, + 97186, + 82789, + 53476, + 15764, + 3287, + 2444, + 1913, + 37480, + 38841, + 82200, + 109005, + 74483 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "occur", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 4.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "tedious", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "modest", + "output_checked": true + }, + { + "concept": "magnification", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "ifies", + "output_checked": true + }, + { + "concept": "force", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "Etc", + "score": 3.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "begin", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "start", + "output_checked": true + }, + { + "concept": "Finals", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "RED", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "disponible", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "locally", + "output_checked": true + }, + { + "concept": "vic", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "separation", + "output_checked": true + }, + { + "concept": "conven", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "start", + "output_checked": true + }, + { + "concept": "particular", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "contribut", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "magn", + "output_checked": true + }, + { + "concept": "IENCE", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "determinados", + "score": 2.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "FINANCE", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "virtual", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "even", + "output_checked": true + }, + { + "concept": "cyclone", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ifies", + "output_checked": true + }, + { + "concept": "sensibility", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "separation", + "output_checked": true + }, + { + "concept": "Jost", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "locally", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "freestanding", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "locally", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "moderate", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "noten", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "stresses", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "tension", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "though", + "output_checked": true + }, + { + "concept": "viens", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Gewalt", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "piu", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "woody", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "separation", + "output_checked": true + }, + { + "concept": "WoW", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "modest", + "output_checked": true + }, + { + "concept": "zipcode", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "locally", + "output_checked": true + }, + { + "concept": "masala", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "Few", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "glass", + "output_checked": true + }, + { + "concept": "Zou", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "tandis", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Polit", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "glass", + "output_checked": true + }, + { + "concept": "muted", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "modest", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "ordinary", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "modest", + "output_checked": true + }, + { + "concept": "faptul", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "in", + "output_checked": true + }, + { + "concept": "embora", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "though", + "output_checked": true + }, + { + "concept": "preponder", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "modest", + "output_checked": true + }, + { + "concept": "quarrel", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "modest", + "output_checked": true + }, + { + "concept": "soon", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "start", + "output_checked": true + }, + { + "concept": "unlikely", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "roc", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "modest", + "output_checked": true + }, + { + "concept": "promedio", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "average", + "output_checked": true + }, + { + "concept": "MenuInflater", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "olev", + "score": 1.0, + "best_rank": 4, + "best_depth": 51.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "coloro", + "score": 1.0, + "best_rank": 4, + "best_depth": 51.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "sewerage", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "locally", + "output_checked": true + }, + { + "concept": "determinada", + "score": 1.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "is", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "ter", + "th", + "wh", + "res", + "le", + "row", + "ng", + "ther", + "gh", + "ar", + "ne", + "mathrm", + "ook", + "sa", + "yst", + "inter", + "pr", + "left", + "ype", + "text", + "any", + "anc", + "clud", + "ey", + "oint", + "pos", + "tr", + "pect" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "es", + "is", + "og", + "ie", + "comp", + "ner", + "son", + "assert", + "vert", + "ju", + "carried", + "rence", + "stem", + "umeric", + "kepada", + "vec", + "psy", + "omers", + "struggled", + "multif", + "parcel" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "or", + "y", + "iv", + "j", + "ch", + "ive", + "ust", + "math", + "ib", + "ast", + "ase", + "ge", + "one", + "iew", + "ound", + "ike", + "left", + "ype", + "ob", + "itt", + "ON", + "ict", + "pol", + "supp", + "raph", + "ext", + "tem", + "ed", + "gu" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "al", + "ou", + "ro", + "l", + "im", + "ation", + "st", + "if", + "th", + "est", + "wh", + "ist", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "ff", + "orm", + "ast", + "ile", + "ip", + "ice", + "du", + "ge" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "de", + "ch", + "qu", + "ess", + "ity", + "The", + "le", + "ha", + "im", + "ad", + "us", + "which", + "i", + "ar", + "yst", + "che", + "ag", + "ize", + "we", + "est", + "my", + "oint", + "mask", + "them" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "an", + "it", + "is", + "ar", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "de", + "ay", + "ch", + "qu", + "ir", + "ly", + "ra", + "un", + "ere", + "pe", + "end", + "ill", + "ath" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "k", + "ort" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "n", + "photograph", + "perfectly", + "liaison", + "sehen", + "evol", + "kaya", + "bringen", + "wunder", + "s", + "of", + "ature", + "equip", + "nya", + "eur", + "ble", + "they", + "eat", + "sof", + "heer", + "aree", + "garnished", + "successor", + "Ils" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "e", + "s", + "rel", + "of", + "ature", + "equip", + "ble", + "perfectly", + "officially", + "technically", + "liaison", + "sehen", + "evol", + "sof", + "devenu", + "bringen", + "wunder", + "ampio", + "successor", + "Publicity", + "n", + "has", + "eur", + "photograph", + "reput" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "fielder", + "e", + "reliance", + "Publicity", + "substantial", + "garanti", + "devenu", + "Tog", + "watchful", + "ecek", + "begin", + "immense", + "damn", + "demise", + "repaid", + "successor", + "equip", + "reput", + "substantially", + "ributor", + "explained" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "tog", + "er", + "fielder", + "com", + "immense", + "kowy", + "damn", + "B", + "Tog", + "similar", + "ributor", + "Will", + "accepted", + "demise", + "pochi", + "begin", + "elated", + "errori", + "u", + "ischen", + "activated", + "lichkeit", + "nur" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "immense", + "similar", + "readily", + "impending", + "tog", + "tremendous", + "damn", + "kowy", + "Will", + "Considerable", + "demise", + "er", + "com", + "slight", + "anteced", + "fielder", + "pochi", + "Tog", + "slightly", + "asesin" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "continued", + "impending", + "readily", + "immense", + "tremendous", + "subter", + "vergang", + "similar", + "bizarre", + "outraged", + "enraged", + "elated", + "despicable", + "continued", + "spinster", + "or", + "because", + "profoundly", + "horrific", + "annihil", + "damn" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "because", + "because", + "tremendous", + "tumultuous", + "vicious", + "vergang", + "vehement", + "continued", + "erstwhile", + "Considerable", + "particularly", + "soared", + "Because", + "Because", + "wwww", + "increased", + "arising", + "exacerbated", + "exasper", + "necessitating", + "hurled", + "readily" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "relatively", + "even", + "when", + "potentially", + "resultant", + "resulting", + "potential", + "facilitated", + "irrespective", + "seemingly", + "despite", + "simply", + "effectively", + "surprisingly", + "because", + "exerting", + "essentially", + "surprising", + "comparatively", + "frictional", + "momentarily", + "perhaps", + "allowing", + "overcome", + "facilitating", + "localized", + "upheaval", + "tenacious" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "relatively", + "momentarily", + "comparatively", + "Relatively", + "unassuming", + "dainty", + "potentially", + "negligible", + "facilitated", + "upheaval", + "nuanced", + "mechanisms", + "lessened", + "protrusions", + "seemingly", + "surprisingly", + "hesitant", + "marginally", + "succinctly", + "reluctant", + "unexpectedly", + "sadistic", + "considerable", + "localized", + "subtly", + "frictional", + "diminutive", + "small", + "allowing", + "surprising", + "resultant", + "excessively" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "relatively", + "even", + "moderate", + "despite", + "negligible", + "low", + "slightly", + "comparatively", + "surprisingly", + "moderately", + "remarkably", + "uneven", + "resilient", + "considerable", + "small", + "marginally", + "cohesive", + "short", + "substantial", + "readily", + "modest", + "inherently", + "precarious", + "extremely", + "potentially", + "highly", + "threshold", + "predetermined", + "unequal", + "capable", + "sufficiently", + "Relatively" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "relatively", + "overall", + "even", + "moderate", + "modest", + "low", + "comparatively", + "despite", + "average", + "marginally", + "moderately", + "Relatively", + "slightly", + "manageable", + "threshold", + "surprising", + "suboptimal", + "slight", + "seemingly", + "initially", + "initial", + "achievable", + "smaller", + "Low", + "noticeable", + "permissible", + "workable", + "Despite", + "small", + "achieving", + "onset", + "negligible" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "average", + "moderate", + "overall", + "even", + "relatively", + "modest", + "low", + "Average", + "marginally", + "average", + "averaged", + "threshold", + "mean", + "slightly", + "Moderate", + "avg", + "moderately", + "averages", + "onset", + "moderate", + "AVERAGE", + "Relatively", + "midd", + "barely", + "averaging", + "modestly", + "despite" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "average", + "overall", + "moderate", + "low", + "Moderate", + "threshold", + "average", + "Average", + "avg", + "modest", + "overall", + "Overall", + "avg", + "averaged", + "relatively", + "averages", + "Gesam", + "even", + "mean", + "Low", + "Moderate" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "average", + "overall", + "moderate", + "average", + "Average", + "averaged", + "low", + "averages", + "modest", + "overall", + "avg", + "averaged", + "avg", + "moderate", + "Moderate", + "threshold", + "AVERAGE", + "rendah" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "low", + "average", + "modest", + "overall", + "moderate", + "low", + "lower", + "Low", + "average", + "avg", + "Low", + "global", + "modestly", + "moder", + "Average", + "overall", + "macro", + "avg", + "Overall", + "rendah", + "niedr", + "niedrig", + "even" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "modest", + "overall", + "low", + "average", + "niedrig", + "Gesamt", + "global", + "avg", + "Gesam", + "modestly", + "moderate", + "Overall", + "net", + "rendah", + "total", + "macro", + "average", + "compless" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "mod", + "modest", + "Mod", + "modestly", + "average", + "moderate", + "moderate", + "mod", + "Mod", + "overall", + "average", + "Moder", + "to", + "Moderate", + "moder", + "moder", + "er", + "even", + "even", + "Even", + "relatively" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "For", + "Below", + "Even", + "However", + "On", + "In", + "use", + "Overall", + "Note", + "To", + "per", + "user", + "in", + "For", + "This", + "Here", + "se", + "At", + "is", + "at", + "Also", + "Average", + "user", + "Therefore", + "If", + "Here", + "To", + "Since", + "Use", + "Even", + "In", + "me" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 14.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "and", + "score": 12.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "start", + "output_checked": true + }, + { + "concept": "relatively", + "score": 8.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "is", + "output_checked": true + }, + { + "concept": "been", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "magnification", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "ifies", + "output_checked": true + }, + { + "concept": "exerted", + "score": 5.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "seemingly", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "though", + "output_checked": true + }, + { + "concept": "overall", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "average", + "output_checked": true + }, + { + "concept": "there", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "though", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "slight", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "allowing", + "output_checked": true + }, + { + "concept": "considerably", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "ifies", + "output_checked": true + }, + { + "concept": "allows", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "allowing", + "output_checked": true + }, + { + "concept": "when", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "even", + "output_checked": true + }, + { + "concept": "moderate", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "modest", + "output_checked": true + }, + { + "concept": "exponentially", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "magn", + "output_checked": true + }, + { + "concept": "dieser", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "enhance", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "allowing", + "output_checked": true + }, + { + "concept": "initiated", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "start", + "output_checked": true + }, + { + "concept": "still", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "conjunction", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "exceeds", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "stresses", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "initiating", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "start", + "output_checked": true + }, + { + "concept": "happen", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "pressure", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "occur", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "force", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "believable", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "Excuse", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "glass", + "output_checked": true + }, + { + "concept": "declining", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "pochi", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "damn", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "allowing", + "output_checked": true + }, + { + "concept": "autre", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "locally", + "output_checked": true + }, + { + "concept": "ostensibly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "though", + "output_checked": true + }, + { + "concept": "Interestingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "modest", + "output_checked": true + }, + { + "concept": "because", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "but", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "undesired", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "separation", + "output_checked": true + }, + { + "concept": "with", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "containing", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "glass", + "output_checked": true + }, + { + "concept": "adenine", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "nearby", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "locally", + "output_checked": true + }, + { + "concept": "entrap", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "eventually", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "separation", + "output_checked": true + }, + { + "concept": "during", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "imposed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "exceed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "ampere", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "glass", + "output_checked": true + }, + { + "concept": "see", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "affordable", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "locally", + "output_checked": true + }, + { + "concept": "visually", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ifies", + "output_checked": true + }, + { + "concept": "although", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "eventual", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "separation", + "output_checked": true + }, + { + "concept": "tions", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "mind", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "in", + "output_checked": true + }, + { + "concept": "these", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "albeit", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "less", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "is", + "output_checked": true + }, + { + "concept": "velocity", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "average", + "output_checked": true + }, + { + "concept": "note", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "womans", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-09__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-09__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-09__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-09__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-09__heatmap.png" + } + }, + { + "slug": "mechanism-name-flaw-controlled-failure-10", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-controlled brittle failure 10", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A brittle plate with a pre-existing slit becomes unstable when additional extension lowers the total elastic-plus-surface energy of the system.", + "prompt_tail": "A brittle plate with a pre-existing slit becomes unstable when additional extension lowers the total elastic-plus-surface energy of the system.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-controlled-failure", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + } + ], + "emergence": [ + { + "label": "crack", + "best_rank": 499, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 1413 + }, + { + "label": "Griffith", + "best_rank": 3429, + "best_depth": 46.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 4336 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "unica", + "odium", + "wadi", + "udi", + "odi", + "ervo", + "ahs", + "Kodi", + "elli", + "avil", + "hacerse", + "ayya", + "Beverungen", + "wit", + "ayani", + "Burbank", + "ilah", + "Fountain", + "inking", + "overheard", + "Toto", + "iber", + "Sever", + "avia", + "ocat", + "zk" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "overheard", + "udi", + "ayani", + "rodeo", + "arpur", + "odi", + "ServiceID", + "Imperio", + "Kodi", + "arita", + "aville", + "erver", + "ervo", + "cil", + "avil", + "anio", + "uded", + "zki", + "Toto", + "qat", + "ayya" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "overheard", + "udi", + "ayani", + "arita", + "rodeo", + "arpur", + "anio", + "odi", + "aville", + "alco", + "erver", + "ervo", + "cil", + "Imperio", + "ServiceID", + "ta", + "uded", + "empleados", + "qat", + "zk", + "odil" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Europ", + "rehabilitated", + "vesicular", + "mt", + "conferred", + "Aluminum", + "fs", + "directors" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "gaard", + "Nordstrom", + "Arbor", + "Epson", + "Sequoia", + "Rasmussen", + "Saigon", + "neutral", + "Selangor", + "sever", + "tration", + "Alamos", + "Shenzhen", + "FPR", + "rene", + "Maximum", + "Verstappen", + "ters", + "Kwon", + "ivities", + "trimethyl", + "embol", + "standards", + "Gerber", + "Zayn" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "rehabilitated", + "Infect", + "Europ", + "vesicular", + "pneumatic", + "squares", + "conferred", + "Inflater", + "calmed", + "remotely", + "mt", + "ductory", + "Cooler", + "appealed" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "authenticate", + "calmed", + "vesicular", + "directors", + "rehabilitated", + "tesla", + "Aluminum", + "mt" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "wadi", + "udi", + "arita", + "anio", + "overheard", + "aville", + "ayani", + "odi", + "rodeo", + "ServiceID", + "uded", + "cil", + "alco", + "erver", + "odil", + "avil", + "Kodi", + "arpur", + "ta", + "ink", + "empleados", + "zki", + "Imperio" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "wadi", + "arita", + "ahs", + "udi", + "quilla", + "Imperio", + "anio", + "overheard", + "erver", + "cil", + "it", + "ayani", + "aville", + "sel", + "rodeo", + "ServiceID", + "odi", + "uded", + "odil", + "ta", + "empleados", + "Toto", + "arpur", + "alco" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "infect", + "sociale", + "flare", + "squares", + "Infect", + "vesicular", + "mt", + "authenticate", + "pneumatic", + "directors", + "puis", + "rehabilitated", + "Inflater", + "conferred", + "verder", + "seren", + "heen", + "finn" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "gehend", + "s", + "Moreover", + "hearted", + "fif", + "eness", + "t", + "Gent", + "heartedly", + "digamos", + "bulb", + "osof", + "esimerkiksi", + "lepas", + "ujos", + "iven", + "fato", + "si", + "rad", + "nad" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "Moreover", + "gehend", + "hearted", + "fif", + "fato", + "iven", + "digamos", + "med", + "esimerkiksi", + "tyle", + "Furthermore", + "heartedly", + "osof", + "rad", + "geber", + "cetera", + "furthermore", + "t" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "Moreover", + "s", + "gehend", + "digamos", + "med", + "fif", + "iven", + "sage", + "fato", + "t", + "preval", + "do", + "rad", + "hearted", + "ve", + "uri", + "tyle", + "ujos", + "s", + "nad", + "laissez", + "si" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "Moreover", + "laissez", + "med", + "digamos", + "sage", + "fif", + "perd", + "sage", + "tyle", + "gehend", + "preval", + "Moreover", + "do", + "let", + "primes", + "night", + "ispielsweise", + "detriment", + "proverbial", + "iven" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "argumento", + "imperative", + "Etc", + "mah", + "hypothetical", + "sage", + "med", + "fif", + "sby", + "xr", + "night", + "constraint", + "vnd", + "lang", + "hoff", + "instances", + "limitation", + "sworth", + "sheep", + "do", + "politik", + "laissez", + "arsko", + "particular", + "scape", + "differenza", + "gent" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "imperative", + "nnnn", + "novelty", + "psicologia", + "discord", + "aptitude", + "dud", + "hypothetical", + "fortitude", + "sheep", + "xr", + "Effect", + "metaphysical", + "argumento", + "Xr", + "additive", + "rrrr", + "sheep", + "sensibility", + "PLOAD", + "ANSWER" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "PLOAD", + "psicologia", + "novelty", + "Neuroscience", + "WRITE", + "additive", + "Discord", + "psychic", + "Hypothesis", + "chipset", + "discord", + "theoretically", + "neuroscience", + "imperative", + "aptitude", + "Ketika", + "workbook" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "dfs", + "ketika", + "discord", + "Tetrahedron", + "psi", + "concave", + "detriment", + "aptitude", + "PLOAD", + "PSI", + "Psi", + "psicologia", + "trapezium", + "novelty", + "inversely", + "hypothetical", + "wanneer", + "icrob", + "Neuroscience", + "endIndex", + "Ketika", + "succeeds", + "Nomad", + "gdf", + "xgboost", + "whisk", + "Lorsque" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "entsprechende", + "sentido", + "determinante", + "wenn", + "gdy", + "fors", + "ketika", + "inversely", + "radian", + "crucially", + "consequ", + "verpflicht", + "determinadas", + "antagon", + "bestimmte", + "entsprechenden", + "detriment", + "bepaalde", + "lorsque", + "Jou", + "releases", + "bestimmten", + "SDD", + "seg", + "ave", + "pvc" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "adicionales", + "adicional", + "additional", + "dodat", + "segunda", + "cuando", + "concave", + "lorsque", + "ketika", + "silicone", + "ydd", + "gdy", + "aggi", + "wanneer", + "consequ", + "wenn", + "adicion", + "antagon" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "adicion", + "adicional", + "adicionales", + "ajoute", + "additional", + "Astron", + "prolong", + "aggi", + "lengthen", + "Additional", + "acrescent", + "extensions", + "dodat", + "ajouter", + "adicionar", + "Extensions", + "adds", + "extend", + "extensions", + "writeInt", + "further", + "adding", + "Extensions" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "adicionales", + "adicion", + "adicional", + "lengthen", + "additional", + "extend", + "prolong", + "Extensions", + "extensions", + "extensions", + "dodat", + "Additional", + "ydd", + "adding", + "aggi", + "adicionar" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "additional", + "additional", + "adicional", + "Additional", + "adicionales", + "dodat", + "adicion", + "tambahan", + "Additional", + "ADDITIONAL", + "addition", + "extension", + "aggi", + "extensions", + "adicionar", + "added" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "additional", + "addition", + "adicional", + "adicion", + "Additional", + "additional", + "extension", + "Additional", + "aggi", + "tambahan", + "add", + "dodat", + "added", + "extensions", + "additions", + "adicionales", + "Addition", + "Addition", + "ADDITIONAL", + "add", + "ADD", + "Extensions", + "additive", + "addition", + "adicionar" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "adicional", + "additional", + "Additional", + "Additional", + "additional", + "adicion", + "Extensions", + "tambahan", + "adicionales", + "ADDITIONAL", + "dodat", + "getExtension", + "extensions", + "extensions", + "Extensions", + "aggi", + "extension" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "When", + "If", + "These", + "additional", + "You", + "addition", + "Additionally", + "extension", + "In", + "This", + "Each", + "For", + "However", + "Because", + "Therefore", + "when", + "do", + "In", + "When", + "During", + "Note", + "adding", + "tell", + "Since", + "Additionally", + "py", + "It", + "may", + "How", + "What", + "com", + "Additional" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "crack", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 56215, + 82792, + 82129, + 21854, + 125612, + 21065, + 21093, + 74095, + 77585, + 18995, + 55862, + 53672, + 47577, + 57986, + 44690, + 41601, + 76184, + 3367, + 500, + 6172, + 24337, + 3802, + 15051, + 10996, + 131356, + 13569 + ] + }, + { + "label": "Griffith", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 61749, + 63627, + 62807, + 207313, + 214034, + 204035, + 210658, + 58049, + 49228, + 162410, + 8981, + 3719, + 3430, + 6181, + 22368, + 134462, + 189578, + 142825, + 53716, + 162931, + 228643, + 241192, + 260259, + 255472, + 255691, + 34117 + ] + } + ], + "logit_lens": [ + { + "label": "crack", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 18563, + 22919, + 22326, + 10826, + 14504, + 10535, + 9073, + 4943, + 7480, + 14288, + 1672, + 1414, + 12621, + 8134 + ] + }, + { + "label": "Griffith", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 130562, + 99130, + 72493, + 48090, + 128252, + 105157, + 11524, + 4337, + 19132, + 189643, + 181193, + 204688, + 226741, + 228969 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "Moreover", + "score": 5.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pvc", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "xyz", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "unstable", + "output_checked": true + }, + { + "concept": "area", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "overall", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "system", + "output_checked": true + }, + { + "concept": "visualiser", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "extend", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "Spinner", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Fitted", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "Assumptions", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "plus", + "output_checked": true + }, + { + "concept": "adicionales", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "extensions", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "modulus", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "elastic", + "output_checked": true + }, + { + "concept": "arrib", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "manner", + "score": 2.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "psicologia", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "inst", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "unstable", + "output_checked": true + }, + { + "concept": "Integrity", + "score": 2.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "yorum", + "score": 2.0, + "best_rank": 4, + "best_depth": 76.6, + "near_token": "lowers", + "output_checked": true + }, + { + "concept": "khi", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "when", + "output_checked": true + }, + { + "concept": "ODM", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "sane", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "MYSQL", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "PLOAD", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "arduino", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "masala", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "existing", + "output_checked": true + }, + { + "concept": "lunatic", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "aides", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "oluyor", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "becomes", + "output_checked": true + }, + { + "concept": "bereits", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "beaded", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "Bytes", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Overall", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "system", + "output_checked": true + }, + { + "concept": "adicion", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Batt", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "preexisting", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "existing", + "output_checked": true + }, + { + "concept": "slot", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "Annotated", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Batter", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "pressure", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "viens", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "disadvant", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "coloro", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "concreta", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "system", + "output_checked": true + }, + { + "concept": "imperative", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "arrange", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "entsprechende", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sanc", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "pre", + "output_checked": true + }, + { + "concept": "calorimeter", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "lent", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "number", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "total", + "output_checked": true + }, + { + "concept": "length", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "total", + "output_checked": true + }, + { + "concept": "Caste", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "maksud", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "noun", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "whats", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "dfs", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "convey", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ured", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "pre", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "se", + "th", + "row", + "gh", + "ar", + "ne", + "anc", + "tr", + "pect", + "red", + "ray", + "ser", + "ts", + "ces", + "self", + "years", + "be", + "son", + "span", + "ke", + "na", + "ters", + "roll", + "section", + "ler", + "mod", + "ny", + "return", + "max" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "t", + "or", + "es", + "is", + "ers", + "oc", + "ie", + "comp", + "ely", + "az", + "ner", + "br", + "son", + "ware", + "qual", + "mais", + "More", + "mente", + "sav", + "carried", + "whatever", + "rence", + "AppCompat", + "ows", + "umeric", + "wal" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "j", + "ust", + "ib", + "ge", + "one", + "te", + "iew", + "ild", + "ound", + "left", + "itt", + "ON", + "cept", + "bet", + "ict", + "uring", + "raph", + "ext", + "ke", + "eb", + "arn", + "mathb", + "partic", + "ames", + "da", + "indow", + "fin" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "ro", + "st", + "th", + "est", + "wh", + "su", + "j", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "du", + "ge", + "ber", + "pr", + "mathrm", + "de", + "St", + "col", + "yst", + "round", + "val", + "pe", + "ob" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "on", + "he", + "en", + "s", + "m", + "de", + "qu", + "ra", + "pro", + "com", + "ess", + "ity", + "The", + "le", + "ha", + "from", + "ad", + "which", + "ther", + "lo", + "com", + "i", + "ar", + "ask", + "yst", + "ag", + "ize" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "he", + "re", + "en", + "at", + "s", + "an", + "it", + "is", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "de", + "ay", + "qu", + "ir", + "ly", + "ra", + "un", + "ri", + "pro", + "ere", + "com", + "pe" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "ort", + "se" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ar", + "elf", + "sp", + "ah", + "ric", + "rel", + "tern", + "mo", + "det", + "cur", + "mi" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "of", + "perfectly", + "kaya", + "sof", + "Ils", + "e", + "n", + "ization", + "lid", + "they", + "EG", + "liaison", + "bringen", + "successor", + "Publicity", + "equip", + "EE", + "Email", + "reput", + "selection" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "er", + "rel", + "of", + "ast", + "technically", + "aal", + "remember", + "tentative", + "Publicity", + "e", + "equip", + "ischen", + "ble", + "perfectly", + "lid", + "officially", + "administrator", + "bildung", + "EG", + "sof", + "namely" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "e", + "fielder", + "immense", + "Repositories", + "Publicity", + "equip", + "Looking", + "damn", + "superstar", + "devenu", + "Verenigde", + "litigation", + "er", + "rel", + "begin", + "ET", + "reput", + "substantial", + "organization", + "publicity", + "pah", + "outrage", + "reliance", + "fourteenth" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "damn", + "fielder", + "readily", + "tog", + "Publicity", + "Looking", + "immense", + "Considerable", + "outrage", + "Verenigde", + "Correspondent", + "er", + "cooking", + "kowy", + "scathing", + "ischen", + "lichkeit", + "slight", + "tentative", + "Centro", + "hindrance", + "Tog", + "begin", + "enraged", + "ET" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "immense", + "damn", + "tog", + "Considerable", + "fielder", + "scathing", + "tentative", + "uneas", + "slight", + "severely", + "avrebbe", + "Tog", + "lichkeit", + "hindrance", + "Cmd", + "cooking", + "readily", + "tremendous", + "kowy", + "Publicity", + "decided", + "necessitate", + "Excise" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "outraged", + "enraged", + "fielder", + "scathing", + "Publicity", + "despicable", + "damn", + "sigh", + "annihil", + "or", + "behest", + "publicity", + "decree", + "caused", + "jgamma", + "triggered", + "malign", + "hindrance", + "immersing", + "notifying", + "reverting", + "stanno", + "Decree" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "or", + "jgamma", + "sigh", + "these", + "tersebut", + "exacerbated", + "destes", + "scathing", + "desses", + "tantamount", + "detrimental", + "caused", + "imposed" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "or", + "when", + "inevitably", + "those", + "because", + "lorsqu", + "detrimental", + "mechanisms", + "lorsque", + "resulting", + "these", + "ability", + "resulting" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "decrease", + "detrimental", + "negatively", + "decreases", + "corollary", + "increase", + "unequivocal", + "adversely", + "inversely", + "unequivocally", + "unequiv", + "resultant", + "destabil", + "inflection", + "upheaval", + "increase", + "unfavorable", + "hindering", + "decreasing", + "deleterious", + "decreased", + "worsening", + "lessening", + "increases", + "inevitably", + "Corollary", + "unintentionally" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "decrease", + "decreases", + "increase", + "adversely", + "decreasing", + "increases", + "when", + "either", + "significant", + "negatively", + "change", + "when", + "determining", + "detrimental", + "undesirable", + "threshold", + "potentially", + "destabil", + "the", + "whether", + "proportional", + "lowering", + "downward", + "negative", + "increasing", + "hindering", + "certain", + "upward", + "cosine", + "altering", + "inducing", + "decrease" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "if", + "when", + "wenn", + "when", + "second", + "increases", + "When", + "resulting", + "decreases", + "lowering", + "decrease", + "whether", + "a", + "further", + "When", + "increase", + "lower", + "adversely", + "detrimental", + "result", + "enhancing", + "If", + "undesirable", + "overall", + "allowing", + "determining", + "lowers", + "those", + "bringing", + "causing" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "additional", + "further", + "Additional", + "wenn", + "dodat", + "second", + "subsequent", + "extensions", + "additional", + "adicionales", + "ytter", + "adicional", + "when", + "if", + "added", + "ulteriori", + "excess", + "addition", + "an" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "additional", + "dodat", + "an", + "extension", + "adicional", + "extensions", + "Additional", + "adicion", + "added", + "additional", + "adicionales", + "extending", + "extra", + "tambahan", + "menambah" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "extension", + "additional", + "extensions", + "dodat", + "Extension", + "an", + "adicionales", + "extension", + "Extensions", + "extensions", + "lengthen", + "adicional", + "Additional", + "tambahan", + "EXTENSION", + "wenn", + "prolong", + "additional" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "additional", + "extension", + "addition", + "adicional", + "additional", + "adicionales", + "Additional", + "Extension", + "tambahan", + "extension", + "extensions", + "dodat", + "Extension", + "Additional", + "aggi", + "adicion", + "extending", + "added", + "additionally", + "Extensions" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "additional", + "addition", + "extension", + "Extension", + "adicional", + "tambahan", + "Additional", + "extensions", + "additional", + "additions", + "dodat", + "adicionales", + "added", + "adding", + "Extension", + "Additional", + "aggi", + "adicion", + "Addition", + "Extensions", + "EXTENSION", + "add" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "additional", + "additional", + "adicional", + "Additional", + "extension", + "Additional", + "ADDITIONAL", + "Extensions", + "Extension", + "tambahan", + "Extension", + "extension", + "dodat", + "Extensions", + "extensions", + "getExtension", + "extensions", + "adicionales", + "EXTENSION", + "as", + "when" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "When", + "If", + "These", + "additional", + "You", + "addition", + "Additionally", + "extension", + "In", + "This", + "Each", + "For", + "However", + "Because", + "Therefore", + "when", + "do", + "In", + "When", + "During", + "Note", + "adding", + "tell", + "Since", + "Additionally", + "py", + "It", + "may", + "How", + "What", + "com", + "Additional" + ] + } + ], + "logit_surprising": [ + { + "concept": "and", + "score": 17.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "pre", + "output_checked": true + }, + { + "concept": "overall", + "score": 16.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "total", + "output_checked": true + }, + { + "concept": "been", + "score": 10.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "readily", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "substantially", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "existing", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "preexisting", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "damn", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "slight", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "system", + "output_checked": true + }, + { + "concept": "behest", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "unstable", + "output_checked": true + }, + { + "concept": "because", + "score": 4.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "unstable", + "output_checked": true + }, + { + "concept": "decrease", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "stability", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "unstable", + "output_checked": true + }, + { + "concept": "plates", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "subjected", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "when", + "output_checked": true + }, + { + "concept": "area", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "immense", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "exerted", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "elastic", + "output_checked": true + }, + { + "concept": "resultant", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "slits", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "extensions", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "number", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "total", + "output_checked": true + }, + { + "concept": "instability", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "unstable", + "output_checked": true + }, + { + "concept": "pressure", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "ample", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "pre", + "output_checked": true + }, + { + "concept": "apre", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "elastic", + "output_checked": true + }, + { + "concept": "wan", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "plethora", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "existing", + "output_checked": true + }, + { + "concept": "severely", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "unstable", + "output_checked": true + }, + { + "concept": "autre", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "pre", + "output_checked": true + }, + { + "concept": "notable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "sogenannte", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "when", + "output_checked": true + }, + { + "concept": "reverting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "elastic", + "output_checked": true + }, + { + "concept": "undesired", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "positioned", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "wanneer", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "elastic", + "output_checked": true + }, + { + "concept": "tersebut", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "system", + "output_checked": true + }, + { + "concept": "necessary", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "bzw", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "additions", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "heighten", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "lowers", + "output_checked": true + }, + { + "concept": "stifle", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "rigidbody", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "elastic", + "output_checked": true + }, + { + "concept": "highlighted", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "tensile", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "wellness", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "plus", + "output_checked": true + }, + { + "concept": "already", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "additive", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "plus", + "output_checked": true + }, + { + "concept": "three", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "with", + "output_checked": true + }, + { + "concept": "slot", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "stressors", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "lowered", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "lowers", + "output_checked": true + }, + { + "concept": "modulus", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "elastic", + "output_checked": true + }, + { + "concept": "moduli", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "elastic", + "output_checked": true + }, + { + "concept": "CrL", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "unstable", + "output_checked": true + }, + { + "concept": "scathing", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "indicative", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "outraged", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "likened", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "oriented", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-10__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-10__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-10__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-10__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-flaw-controlled-failure-10__heatmap.png" + } + }, + { + "slug": "mechanism-name-resolved-slip-threshold-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved slip threshold 1", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A single crystal is pulled along an axis that places 120 MPa of resolved shear on its favored slip system. The critical value is 80 MPa, so microscopic plastic motion begins.", + "prompt_tail": "al is pulled along an axis that places 120 MPa of resolved shear on its favored slip system. The critical value is 80 MPa, so microscopic plastic motion begins.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 39 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-slip-threshold", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "thought", + "generated_token_ids": [ + 45518 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 5413, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 39, + "logit_lens_best_rank": 1267 + }, + { + "label": "Schmid", + "best_rank": 113088, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 39, + "logit_lens_best_rank": 21956 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "odium", + "unica", + "wadi", + "elli", + "odi", + "udi", + "ervo", + "hacerse", + "ahs", + "Kodi", + "Beverungen", + "ayya", + "ayani", + "wit", + "Burbank", + "Fountain", + "avil", + "Sever", + "overheard", + "arpur", + "ilah", + "rodeo", + "opa", + "Toto", + "inking" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "aville", + "anio", + "ServiceID", + "arpur", + "odi", + "arita", + "rodeo", + "erver", + "cil", + "avil", + "Imperio", + "Kodi", + "uded", + "alco", + "zki", + "ervo", + "iasa", + "Fairbanks", + "zk" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "overheard", + "udi", + "ayani", + "rodeo", + "aville", + "arpur", + "odi", + "uded", + "Kodi", + "anio", + "arita", + "ServiceID", + "avil", + "alco", + "erver", + "zki", + "ervo", + "cil", + "qat", + "Imperio", + "ekw", + "odil" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "wadi", + "quilla", + "ayani", + "rodeo", + "overheard", + "udi", + "odi", + "anio", + "arpur", + "arita", + "Imperio", + "aville", + "ServiceID", + "cil", + "Kodi", + "uded", + "erver", + "odil", + "ta", + "zk", + "ervo", + "avil", + "iasa", + "Fairbanks" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "wadi", + "odium", + "Fountain", + "rodeo", + "arpur", + "overheard", + "ta", + "unica", + "elle", + "Gra", + "Pasadena", + "Burbank", + "ayya", + "TH", + "newspaper", + "zk", + "Kodi", + "tox", + "sever", + "Silver", + "zki", + "qat", + "sova", + "udi" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "infect", + "Infect", + "authenticate", + "Inflater", + "squares", + "Europ", + "rehabilitated", + "pneumatic", + "vesicular", + "calmed", + "conferred", + "tesla", + "directors", + "Aluminum", + "Adriatic" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "vesicular", + "Aluminum", + "rehabilitated", + "tesla", + "directors", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "wadi", + "udi", + "ahs", + "anio", + "arita", + "overheard", + "odi", + "ayani", + "rodeo", + "aville", + "cil", + "ServiceID", + "uded", + "erver", + "odil", + "arpur", + "alco", + "ta", + "Imperio", + "Kodi", + "ink", + "empleados", + "rekening", + "avil" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "ahs", + "quilla", + "wadi", + "udi", + "anio", + "overheard", + "erver", + "cil", + "aville", + "ayani", + "Imperio", + "rodeo", + "ServiceID", + "ta", + "odi", + "odil", + "uded", + "arpur", + "alco", + "it", + "empleados", + "sel", + "ths", + "zki" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "flare", + "sociale", + "infect", + "Infect", + "squares", + "directors", + "vesicular", + "authenticate", + "mt", + "pneumatic", + "Inflater", + "verder", + "puis", + "conferred", + "Europ", + "rehabilitated", + "fs", + "calmed" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "eness", + "gehend", + "uette", + "med", + "lepas", + "ures", + "selves", + "schein", + "credo", + "voila", + "say", + "nad", + "t", + "bur", + "og", + "behavior", + "night", + "rogens", + "theater", + "ended", + "dir", + "logrado", + "rog", + "shore" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "voila", + "uette", + "med", + "fato", + "certeza", + "Kalau", + "Moreover", + "ures", + "Depois", + "credo", + "fangen", + "gehend", + "eness", + "comienzo", + "folds", + "Como", + "heartedly", + "strokes", + "ocorrer", + "lepas" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "voila", + "med", + "uette", + "comienzo", + "ures", + "fato", + "Kalau", + "leve", + "lepas", + "folds", + "gehend", + "uri", + "Moreover", + "t", + "rad", + "certeza", + "selves", + "sage", + "credo", + "ogo" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "voila", + "med", + "certeza", + "lepas", + "ures", + "leve", + "behavior", + "credo", + "eness", + "vogue", + "selves", + "fato", + "natural", + "dac", + "scape", + "uette", + "folds", + "sol" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Babel", + "voila", + "behavior", + "ardin", + "certeza", + "gejala", + "builders", + "aptitude", + "Etc", + "Veamos", + "mah", + "vogue", + "behaviors", + "sensibility", + "vnd", + "etic", + "impulses" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "additive", + "Babel", + "Measure", + "imperative", + "sensibility", + "opus", + "teh", + "gejala", + "arcane", + "intensive", + "aptitude", + "ODM", + "rediscovered" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "PLOAD", + "Measure", + "ycopg", + "arcane", + "additive", + "thoughtful", + "typescript", + "STADT", + "gejala", + "ographic", + "WRITE", + "earnest" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "Notas", + "ographic", + "arcane", + "arcade", + "textArea", + "getc", + "getInstance", + "aneous", + "acrylic", + "carbide", + "feral", + "Vereinigte", + "adren", + "hibernate", + "gdf", + "lunatic", + "Notas", + "erste", + "ceptible", + "Gnome" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "scriptsize", + "begin", + "bepaalde", + "determinadas", + "erste", + "discernible", + "sobald", + "determinante", + "comienza", + "bestimmte", + "iodide", + "engender", + "canalicul", + "gewisse", + "began", + "ske", + "determinada", + "t", + "appreciable", + "ceptible", + "enunciado", + "kmale", + "eman", + "cometido", + "ium", + "empezar" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "infinitesimal", + "microscopic", + "scriptsize", + "carbide", + "microprocessor", + "perceptible", + "scopic", + "mucous", + "ultrasonic", + "appreciable", + "catastrophic", + "hypnotic", + "ographic", + "acrylic", + "iodide", + "chiropractic", + "pequenas", + "minuscule", + "ymptotic", + "aporte", + "lunatic", + "mumbled", + "piccoli", + "rupole", + "minced", + "microm", + "otopic", + "thermoplastic" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "microscopic", + "microprocessor", + "carbide", + "mucous", + "perceptible", + "chiropractic", + "acrylic", + "hypnotic", + "Microsc", + "oplastic", + "MSG", + "minced", + "osmotic", + "Moulin", + "sporadic", + "MRC", + "Mh", + "Chiropractic", + "ultrasonic", + "scopic", + "ikum", + "PSP", + "Mauritius", + "sculpted", + "imetric", + "Magnitude", + "Ornamental", + "Acrylic", + "thermoplastic", + "cryptographic", + "akum" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "perceptible", + "mucous", + "carbide", + "replicated", + "acrylic", + "minced", + "chiropractic", + "microscopic", + "PSP", + "microprocessor", + "sculpted", + "discreet", + "perinatal", + "antique", + "acrylic", + "pubescent", + "perceptive", + "dice", + "lastIndexOf", + "Microsc", + "octahedral", + "Moulin", + "blister", + "Monique", + "mongoose", + "imetric", + "jacuzzi", + "Chiropractic", + "corper", + "vista" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "micro", + "Micro", + "micro", + "Micro", + "microscopic", + "microsc", + "mikro", + "MICRO", + "mic", + "mic", + "microm", + "Mikro", + "Microsc", + "MICRO", + "mik", + "MIC", + "microstructure", + "Mic", + "microscope", + "Mic", + "micros", + "micron", + "microp", + "Micros", + "Microscope", + "microphone", + "MIC" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "micro", + "Micro", + "micro", + "Micro", + "microscopic", + "microsc", + "MICRO", + "MICRO", + "microstructure", + "Microsc", + "mic", + "mic", + "microscope", + "MIC", + "mikro", + "microm", + "Microscope", + "mik", + "micrograph", + "MIC", + "Mikro", + "scopic", + "microp", + "microfiber", + "Mic", + "microprocessor" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "microscopic", + "Micro", + "Micro", + "microsc", + "micro", + "micro", + "Microsc", + "scopic", + "mic", + "plastics", + "oplastic", + "umetric", + "OMIC", + "Microphone", + "micrograph", + "mic", + "MIC", + "mik", + "microw", + "plastic" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "plastic", + "a", + "plastic", + "at", + "only", + "calculate", + "Plastic", + "other", + "the", + "it", + "Plastic", + "production", + "microscopic", + "motion", + "resistance", + "move", + "pressure", + "however", + "user", + "micro", + "I", + "results", + "beginning", + "research", + "work", + "and", + "allow", + "Micro" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 69961, + 135911, + 134155, + 146348, + 158793, + 128706, + 132650, + 136115, + 139342, + 119269, + 145605, + 208088, + 181463, + 130532, + 82982, + 62555, + 69427, + 52580, + 5717, + 42880, + 12495, + 5414, + 6949, + 6561, + 53829, + 39402 + ] + }, + { + "label": "Schmid", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 40343, + 70267, + 64631, + 66128, + 59059, + 180950, + 197069, + 77995, + 77227, + 194307, + 224800, + 225797, + 229364, + 241415, + 255228, + 246586, + 237008, + 203464, + 208330, + 149636, + 165861, + 159200, + 113089, + 133141, + 119552, + 75429 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 2830, + 15117, + 7582, + 13062, + 72844, + 40136, + 3505, + 2145, + 4932, + 12429, + 11091, + 3126, + 3735, + 1268 + ] + }, + { + "label": "Schmid", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 198218, + 176547, + 176552, + 187495, + 238446, + 238777, + 180714, + 34140, + 65146, + 93767, + 37651, + 39636, + 25709, + 21957 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "pressure", + "score": 7.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "ONE", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "single", + "output_checked": true + }, + { + "concept": "contemplated", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Miche", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "pulled", + "output_checked": true + }, + { + "concept": "for", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "value", + "output_checked": true + }, + { + "concept": "deformation", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "voila", + "score": 3.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "hypothesized", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "gemstones", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "crystals", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "Miscellaneous", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "2", + "output_checked": true + }, + { + "concept": "vic", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "planes", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "pulling", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "degree", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "0", + "output_checked": true + }, + { + "concept": "stress", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "shear", + "output_checked": true + }, + { + "concept": "Immediately", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "on", + "output_checked": true + }, + { + "concept": "creeps", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "along", + "output_checked": true + }, + { + "concept": "Azz", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "Colombeau", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "certeza", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "threshold", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "namely", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "system", + "output_checked": true + }, + { + "concept": "digamos", + "score": 2.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "on", + "output_checked": true + }, + { + "concept": "preponder", + "score": 2.0, + "best_rank": 5, + "best_depth": 51.1, + "near_token": "places", + "output_checked": true + }, + { + "concept": "NOT", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Keyboard", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Err", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "", + "output_checked": true + }, + { + "concept": "ObjectUnderTest", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "1", + "output_checked": true + }, + { + "concept": "handleSubmit", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "so", + "output_checked": true + }, + { + "concept": "Manipur", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "Mathematics", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "softener", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "dispuestos", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Pressure", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "stresses", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "MPa", + "output_checked": true + }, + { + "concept": "started", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "infinitesimal", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Riders", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "rated", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "is", + "output_checked": true + }, + { + "concept": "CLEAR", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "is", + "output_checked": true + }, + { + "concept": "tensione", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "tension", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "viens", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Sqrt", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "gent", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "MPa", + "output_checked": true + }, + { + "concept": "Immediately", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "on", + "output_checked": true + }, + { + "concept": "lichen", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "places", + "output_checked": true + }, + { + "concept": "Mishra", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "pulled", + "output_checked": true + }, + { + "concept": "indispensables", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "1", + "output_checked": true + }, + { + "concept": "SEL", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "on", + "output_checked": true + }, + { + "concept": "resiliency", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "MPa", + "output_checked": true + }, + { + "concept": "chorizo", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "on", + "output_checked": true + }, + { + "concept": "likely", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "is", + "output_checked": true + }, + { + "concept": "aporte", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "on", + "output_checked": true + }, + { + "concept": "Xavier", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "system", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "perceptible", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "edges", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "its", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "se", + "th", + "ers", + "anc", + "ey", + "pect", + "red", + "ray", + "yle", + "be", + "son", + "eb", + "span", + "ke", + "na", + "ters", + "roll", + "section", + "ler", + "ny", + "return", + "max", + "si", + "time", + "eng", + "gen", + "met", + "ley" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "esh", + "flows", + "esco", + "adanya", + "aquele", + "uq", + "pitted", + "conflicted", + "echolog", + "Habsburg", + "tr", + "lar", + "assert", + "purposes", + "LI", + "upaten", + "haute", + "persons", + "heres", + "suff" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "w", + "ro", + "se", + "math", + "ast", + "one", + "que", + "ystem", + "ON", + "red", + "az", + "pol", + "tem", + "som", + "mark", + "fam", + "vol", + "To", + "rem", + "pha", + "happ", + "occ", + "mag", + "vi", + "orig", + "press", + "kan", + "pract", + "ware", + "That" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ing", + "ic", + "ion", + "as", + "el", + "l", + "im", + "g", + "ur", + "se", + "ation", + "if", + "us", + "ht", + "ers", + "and", + "ere", + "com", + "ess", + "pe", + "pl", + "ame", + "iz", + "en", + "ex", + "int", + "ich" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ic", + "ve", + "ch", + "The", + "pl", + "ha", + "ad", + "ign", + "ens", + "which", + "app", + "xt", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "ystem", + "ays", + "est", + "wo", + "who", + "rib", + "import", + "es" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ay", + "ir", + "ver", + "ere", + "ill", + "ex", + "art", + "iz", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire", + "ge", + "ph", + "ong", + "one" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "D", + "ort", + "se" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ice", + "comp", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "to", + "rel", + "tern", + "mo" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "ers", + "of", + "youtu", + "e", + "n", + "ature", + "they", + "eat", + "wunder", + "dever", + "sehen", + "evol", + "magnificence", + "a", + "ich", + "ne", + "couple", + "equip", + "second" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "e", + "s", + "ers", + "ature", + "super", + "setcounter", + "aat", + "youtu", + "eat", + "successfully", + "wunder", + "slightly", + "magnificence", + "n", + "equip", + "sa", + "has", + "such", + "sheet", + "also" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "e", + "substantial", + "slightly", + "fielder", + "substantially", + "immense", + "aat", + "tremendous", + "imitation", + "tanti", + "baseman", + "reput", + "ecek", + "temer", + "s", + "Will", + "equip", + "has", + "considerable", + "readily", + "also", + "ample", + "youtu", + "affront", + "utm", + "diocese", + "rique" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "slightly", + "tremendous", + "immense", + "er", + "tog", + "slight", + "aat", + "started", + "fielder", + "lichkeit", + "asesin", + "temer", + "almost", + "Verenigde", + "ameri", + "substantial", + "Considerable", + "appellate", + "anteced", + "tentative", + "impending", + "avrebbe", + "tanti", + "Uit", + "equip", + "sprintf" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tremendous", + "slightly", + "immense", + "impending", + "slight", + "Considerable", + "started", + "anteced", + "asesin", + "tog", + "temer", + "tentative", + "avrebbe", + "outraged", + "aat", + "lichkeit", + "Will", + "considerable", + "substantial", + "considerably", + "ecek", + "ampio", + "er", + "similar" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "tremendous", + "enraged", + "outraged", + "substantially", + "impending", + "bitterly", + "immense", + "continued", + "continued", + "tanti", + "profoundly", + "considerably", + "shortly", + "almost", + "triggered", + "hurled", + "scorn", + "slightly", + "elated", + "sigh" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "but", + "of", + "adesso", + "now", + "caused", + "albeit", + "pero", + "increased", + "hurled", + "generated", + "another", + "expected", + "accelerated", + "but", + "termed", + "engender", + "became", + "elated", + "triggered" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "but", + "resulting", + "instigated", + "which", + "resultant", + "begins", + "initiated", + "effected", + "commences", + "imparted", + "whereupon", + "engender", + "been", + "resulting", + "begin", + "commenced", + "resulted", + "Shortly" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "commencing", + "begins", + "gradually", + "initiated", + "beginnings", + "begin", + "upheaval", + "ignited", + "facilitated", + "initiating", + "nascent", + "localized", + "undoubtedly", + "commenced", + "intensified", + "unprecedented", + "swiftly", + "commences", + "momentous", + "engender", + "instigated", + "slowly", + "Begin", + "accelerated", + "commence", + "provoked", + "beginning", + "progressively" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "massive", + "some", + "incipient", + "localized", + "begins", + "numerous", + "profound", + "initiation", + "nascent", + "small", + "initial", + "potentially", + "the", + "highly", + "extensive", + "unprecedented", + "begin", + "upheaval", + "initiated", + "initiating", + "significant", + "approximately", + "induced", + "widespread", + "onset", + "accelerated", + "facilitated", + "various", + "newly", + "preliminary", + "concentrated", + "monumental" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "localized", + "begins", + "s", + "S", + "first", + "initiation", + "beginnings", + "specific", + "begin", + "initiated", + "incipient", + "small", + "some", + "begin", + "numerous", + "initial", + "starts", + "basic", + "microscopic", + "initiates", + "nascent", + "various", + "onset", + "beginning", + "Begin", + "a", + "N", + "D", + "start", + "A", + "fundamental" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "microscopic", + "micro", + "small", + "microsc", + "micro", + "Micro", + "scopic", + "tiny", + "minuscule", + "localized", + "infinitesimal", + "macroscopic", + "Micro", + "m", + "scale", + "smaller", + "nanoscale", + "microp", + "s", + "minute", + "magnified", + "countless", + "mic", + "m", + "petite" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "microscopic", + "micro", + "Micro", + "Micro", + "microsc", + "micro", + "scopic", + "macroscopic", + "oscopic", + "microorganisms", + "Microsc", + "m", + "minuscule", + "microp", + "Mikro", + "microscopy", + "mic", + "microscope", + "MICRO", + "MICRO", + "Micros", + "M", + "infinitesimal", + "scale", + "mikro" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "microscopic", + "Micro", + "micro", + "micro", + "Micro", + "scopic", + "macroscopic", + "microsc", + "oscopic", + "microp", + "Microsc", + "minuscule", + "microscope", + "m", + "mic", + "minute", + "microorganisms", + "micros", + "Miocene", + "microprocessor", + "macro", + "microscopy", + "Micros", + "Mikro", + "microorganism", + "roscopic", + "MICRO" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "micro", + "Micro", + "microsc", + "micro", + "Micro", + "microscopic", + "MICRO", + "mic", + "mic", + "mik", + "Mik", + "mikro", + "Mik", + "microp", + "microm", + "Mikro", + "MICRO", + "Mic", + "MIC", + "micros", + "mik", + "Microsc", + "microscope", + "Mic", + "microorganisms" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "micro", + "Micro", + "microsc", + "micro", + "Micro", + "microscopic", + "mikro", + "MICRO", + "MICRO", + "mik", + "Mik", + "Mikro", + "microscope", + "micros", + "Mik", + "Microsc", + "Michael", + "mic", + "microscopy", + "MIC", + "mik", + "microstructure", + "microp", + "microm", + "microfiber", + "microfilm" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "microscopic", + "micro", + "Micro", + "Micro", + "micro", + "microsc", + "MICRO", + "MICRO", + "Mik", + "mik", + "Microsc", + "mic", + "Mik", + "mikro", + "MIC", + "MIC", + "Microphone", + "Mikro", + "Michael", + "microp", + "microSD", + "mic", + "microphone", + "mik", + "microstructure", + "Micros" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "plastic", + "a", + "plastic", + "at", + "only", + "calculate", + "Plastic", + "other", + "the", + "it", + "Plastic", + "production", + "microscopic", + "motion", + "resistance", + "move", + "pressure", + "however", + "user", + "micro", + "I", + "results", + "beginning", + "research", + "work", + "and", + "allow", + "Micro" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 15.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "an", + "output_checked": true + }, + { + "concept": "pulling", + "score": 11.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "pulled", + "output_checked": true + }, + { + "concept": "stresses", + "score": 8.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "on", + "output_checked": true + }, + { + "concept": "been", + "score": 7.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "is", + "output_checked": true + }, + { + "concept": "impending", + "score": 7.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "0", + "output_checked": true + }, + { + "concept": "threshold", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "deformation", + "score": 7.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "damn", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "8", + "output_checked": true + }, + { + "concept": "initiated", + "score": 5.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "approximately", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "pulled", + "output_checked": true + }, + { + "concept": "and", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "single", + "output_checked": true + }, + { + "concept": "stress", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "MPa", + "output_checked": true + }, + { + "concept": "degrees", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "0", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "toward", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "pulled", + "output_checked": true + }, + { + "concept": "enraged", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "1", + "output_checked": true + }, + { + "concept": "tersebut", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "MPa", + "output_checked": true + }, + { + "concept": "resulted", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "on", + "output_checked": true + }, + { + "concept": "tensile", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "MPa", + "output_checked": true + }, + { + "concept": "values", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "these", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "engend", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "", + "output_checked": true + }, + { + "concept": "continuously", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "along", + "output_checked": true + }, + { + "concept": "predefined", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "positioned", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "places", + "output_checked": true + }, + { + "concept": "lorsque", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "described", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "", + "output_checked": true + }, + { + "concept": "specified", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "system", + "output_checked": true + }, + { + "concept": "stipulated", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "defined", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "respective", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "dominant", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "xyz", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "parallel", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "that", + "output_checked": true + }, + { + "concept": "pressure", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "localized", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "pressures", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "MPa", + "output_checked": true + }, + { + "concept": "preferential", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "system", + "output_checked": true + }, + { + "concept": "coincides", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "that", + "output_checked": true + }, + { + "concept": "for", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "value", + "output_checked": true + }, + { + "concept": "plane", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "degree", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "0", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "overcoming", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "single", + "output_checked": true + }, + { + "concept": "famous", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "ample", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "1", + "output_checked": true + }, + { + "concept": "sogen", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "MPa", + "output_checked": true + }, + { + "concept": "considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Tijdens", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "on", + "output_checked": true + }, + { + "concept": "zaman", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "system", + "output_checked": true + }, + { + "concept": "argumentative", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "1", + "output_checked": true + }, + { + "concept": "uproar", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "0", + "output_checked": true + }, + { + "concept": "immense", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "asesin", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "whoever", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "ability", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "circumstances", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "system", + "output_checked": true + }, + { + "concept": "slight", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "value", + "output_checked": true + }, + { + "concept": "towards", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "almost", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "places", + "output_checked": true + }, + { + "concept": "during", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "its", + "output_checked": true + }, + { + "concept": "erforder", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "critical", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-01__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-01__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-01__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-01__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-01__heatmap.png" + } + }, + { + "slug": "mechanism-name-resolved-slip-threshold-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved slip threshold 2", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "An applied uniaxial stress is projected onto a crystal's slip-plane normal and slip direction. Plastic flow starts when that resolved component exceeds a critical threshold.", + "prompt_tail": "iaxial stress is projected onto a crystal's slip-plane normal and slip direction. Plastic flow starts when that resolved component exceeds a critical threshold.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-slip-threshold", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 325, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 174 + }, + { + "label": "Schmid", + "best_rank": 11647, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 2781 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "odium", + "unica", + "ilah", + "iber", + "ervo", + "elli", + "wadi", + "Kodi", + "Beverungen", + "odi", + "udi", + "ayya", + "hacerse", + "aforementioned", + "owan", + "Burbank", + "inking", + "Eber", + "ovel", + "nev", + "unun", + "ahs", + "wild", + "bakt", + "avil", + "omata" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "udi", + "ayani", + "overheard", + "aville", + "anio", + "ServiceID", + "arpur", + "rodeo", + "odi", + "arita", + "Imperio", + "Kodi", + "erver", + "cil", + "avil", + "uded", + "iasa", + "alco", + "zki", + "ervo", + "Fairbanks" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "rodeo", + "overheard", + "udi", + "ayani", + "aville", + "arpur", + "Kodi", + "odi", + "uded", + "avil", + "ServiceID", + "Imperio", + "anio", + "arita", + "ervo", + "cil", + "Fairbanks", + "erver", + "odil", + "zki", + "qat", + "ekw" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "odium", + "Fountain", + "graisse", + "ahs", + "unica", + "quilla", + "wadi", + "rodeo", + "odi", + "ayani", + "Kodi", + "arpur", + "Imperio", + "overheard", + "cil", + "udi", + "zk", + "avia", + "ceil", + "ervo", + "Fairbanks", + "aville", + "ServiceID", + "uded", + "mith", + "odil", + "ta", + "erver" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Zhejiang", + "Guangzhou", + "Erika", + "gently", + "Sore", + "kernels", + "Panasonic", + "ZrO", + "kPa", + "gateway", + "Bangkok", + "Spring", + "matte", + "Xia", + "SPRING", + "Zeta", + "lessly", + "Aurora", + "Pam", + "soreness", + "spring", + "Iraq", + "turquoise", + "waveguide", + "Xinjiang", + "Springfield", + "crammed", + "sensitively" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "Infect", + "squares", + "rehabilitated", + "Europ", + "Inflater", + "pneumatic", + "calmed", + "vesicular", + "conferred", + "Adriatic", + "directors", + "Aluminum", + "videre" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "authenticate", + "calmed", + "rehabilitated", + "vesicular", + "directors", + "Aluminum", + "tesla", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "wadi", + "udi", + "arita", + "ahs", + "anio", + "overheard", + "odi", + "ayani", + "aville", + "rodeo", + "cil", + "ServiceID", + "arpur", + "alco", + "erver", + "ta", + "uded", + "empleados", + "odil", + "Imperio", + "zki", + "rekening", + "avil", + "Kodi" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "wadi", + "ahs", + "udi", + "quilla", + "anio", + "overheard", + "erver", + "cil", + "ayani", + "Imperio", + "aville", + "ServiceID", + "odi", + "rodeo", + "it", + "ta", + "uded", + "empleados", + "odil", + "arpur", + "alco", + "sel", + "ths", + "zki" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "flare", + "sociale", + "infect", + "squares", + "Infect", + "vesicular", + "mt", + "authenticate", + "directors", + "pneumatic", + "puis", + "conferred", + "rehabilitated", + "Inflater", + "verder", + "fs", + "Europ", + "reefs", + "calmed" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "lepas", + "gehend", + "ures", + "eness", + "og", + "theater", + "digamos", + "t", + "Moreover", + "urious", + "selves", + "dass", + "rog", + "fif", + "dif", + "ended", + "natural", + "say" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "Moreover", + "lepas", + "gehend", + "voila", + "s", + "Kalau", + "ures", + "osof", + "digamos", + "uri", + "sink", + "rad", + "og", + "folds", + "ser", + "fato", + "dif", + "sen", + "urious", + "ve", + "selves", + "uette" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "Moreover", + "lepas", + "digamos", + "gehend", + "ures", + "t", + "sage", + "uri", + "og", + "ujos", + "dif", + "preval", + "ve", + "do", + "sen", + "Kalau", + "f", + "rad", + "urious", + "sink", + "folds" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "s", + "lepas", + "perd", + "proverbial", + "dif", + "orable", + "laissez", + "digamos", + "sage", + "og", + "voila", + "do", + "selves", + "ogf", + "ures", + "particular", + "let", + "uj", + "urious", + "Etc", + "gehend", + "notion", + "sucede", + "say", + "use", + "oj" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "med", + "xr", + "sensibility", + "mah", + "Behavior", + "ogf", + "imperative", + "behavior", + "proverbial", + "hypothetical", + "ulnerable", + "ium", + "Behavior", + "defens", + "voila", + "ers", + "lang", + "gest" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "Etc", + "sensibility", + "nnnn", + "teh", + "imperative", + "fortitude", + "xr", + "Pdf", + "astronom", + "definir", + "ODM", + "horrend", + "Effect", + "discord", + "defens", + "whisk", + "expediency", + "dud", + "Escape", + "ogf", + "rrrr" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "psychic", + "sensibility", + "typescript", + "arcade", + "MYSQL", + "mathml", + "additive", + "Postgres", + "psicologia", + "Measure", + "WRITE", + "STANDARD" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "genellikle", + "suele", + "no", + "Severity", + "ontaneous", + "determinadas", + "occurrence", + "seg", + "Numerical", + "Threshold", + "threshold", + "AAAAAAAA", + "VD", + "dihasilkan", + "irreversible", + "irrevers", + "incidencia", + "aneous", + "esche", + "lemonade", + "inflex", + "conditional", + "pvc", + "Magnitude", + "psi" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "harek", + "begin", + "seg", + "determinadas", + "genellikle", + "Solaris", + "compromet", + "pvc", + "shaft", + "Definition", + "Fonte", + "Transformation", + "hydraul", + "suele", + "resiliency", + "kip", + "bepaalde", + "lemonade", + "eterminate", + "determinada", + "ruk", + "canalicul", + "enunciado", + "Threshold", + "etak", + "beachten", + "conditional" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "psychic", + "acrylic", + "feral", + "carbide", + "Solaris", + "Mystic", + "hydraul", + "plastik", + "thermoplastic", + "antler", + "plasticity", + "psychotic", + "hibernate", + "placental", + "ductile", + "hypnotic", + "Psi", + "aporte", + "Psychic", + "plastic", + "hydraulic", + "kip", + "Horde", + "LocalDateTime", + "subsonic", + "PKC", + "seismic", + "GTX", + "Acrylic", + "ceramic" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "oplastic", + "psychic", + "plastik", + "plastic", + "Solaris", + "Acrylic", + "acrylic", + "Mystic", + "yielding", + "carbide", + "yielding", + "plasticity", + "Plastic", + "FXML", + "Panic", + "Psychic", + "pottery", + "Plastic", + "avaliar", + "malleable", + "feral", + "Acrylic", + "PLC", + "RPC", + "writeInt", + "ious", + "coral", + "hydraul", + "psychotic" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "yielding", + "yielding", + "oplastic", + "plastik", + "plastic", + "yield", + "Yield", + "Plastic", + "Plastic", + "ductile", + "malleable", + "hInstance", + "FXML", + "plasticity", + "yield", + "XMFLOAT", + "XPATH", + "Yield", + "carbide", + "XMLHttpRequest", + "acrylic", + "coral", + "Kunststoff", + "ulous", + "avaliar", + "antler", + "reinforced" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "plastic", + "Plastic", + "plastic", + "Plastic", + "plastik", + "plastique", + "oplastic", + "plasticity", + "Kunststoff", + "plastica", + "Plast", + "plast", + "plastics", + "Plastics", + "plast", + "plastics", + "flow", + "ductile", + "thermoplastic", + "flow", + "PVC", + "acrylic", + "PLC", + "oplastics", + "Kunst" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "plastic", + "Plastic", + "plastic", + "Plastic", + "plasticity", + "plastik", + "oplastic", + "plastique", + "plastica", + "Kunststoff", + "plastics", + "Plast", + "flow", + "plast", + "Plastics", + "flow", + "plast", + "flows", + "plastics", + "Flow", + "Flow", + "flows", + "flowed", + "Flows", + "FLOW" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "plastic", + "Plastic", + "Plastic", + "plastic", + "oplastic", + "plastik", + "plasticity", + "plastique", + "plastica", + "pl", + "flows", + "plaintiff", + "flow", + "Kunststoff", + "PL", + "flow", + "heureux", + "Plaintiff", + "flows", + "bzw", + "plastics" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "This", + "Let", + "the", + "These", + "However", + "For", + "In", + "of", + "They", + "The", + "That", + "is", + "Which", + "We", + "When", + "Yield", + "I", + "constant", + "Note", + "Such", + "Therefore", + "continuous", + "that", + "Flow", + "Yes", + "plastic", + "value", + "It", + "You", + "Table", + "which", + "Each" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 52410, + 137314, + 138198, + 159305, + 200369, + 128778, + 132816, + 135953, + 137435, + 112937, + 144027, + 204515, + 189657, + 140937, + 118867, + 30549, + 48689, + 23175, + 12967, + 38078, + 6792, + 1715, + 326, + 356, + 4631, + 4116 + ] + }, + { + "label": "Schmid", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 32935, + 70843, + 65534, + 60054, + 58188, + 176717, + 197497, + 78551, + 79962, + 197635, + 235719, + 223627, + 219762, + 249755, + 259117, + 255089, + 238924, + 118043, + 155482, + 78527, + 66671, + 37968, + 11648, + 17223, + 24636, + 20849 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 29300, + 59850, + 34604, + 91764, + 152167, + 59784, + 13098, + 11780, + 50149, + 52621, + 15750, + 3140, + 978, + 175 + ] + }, + { + "label": "Schmid", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 139984, + 88934, + 98529, + 101881, + 129352, + 145530, + 71035, + 11051, + 26508, + 17439, + 9870, + 3795, + 5955, + 2782 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "Caste", + "score": 6.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "deformation", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "Plastic", + "output_checked": true + }, + { + "concept": "contribut", + "score": 4.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "Plastic", + "output_checked": true + }, + { + "concept": "dure", + "score": 4.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "thresholds", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "vector", + "score": 3.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "is", + "output_checked": true + }, + { + "concept": "psychic", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Orientation", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "'", + "output_checked": true + }, + { + "concept": "IENCE", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "element", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "desliz", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "when", + "output_checked": true + }, + { + "concept": "value", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "Etc", + "score": 2.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "lunatic", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "determinada", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "s", + "output_checked": true + }, + { + "concept": "goddess", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "An", + "output_checked": true + }, + { + "concept": "egreg", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "An", + "output_checked": true + }, + { + "concept": "FIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "uniaxial", + "output_checked": true + }, + { + "concept": "editText", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "that", + "output_checked": true + }, + { + "concept": "GDPPC", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "Mathematics", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "projected", + "output_checked": true + }, + { + "concept": "Solaris", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "thereof", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "component", + "output_checked": true + }, + { + "concept": "harek", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Spy", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "sleigh", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Value", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "threshold", + "output_checked": true + }, + { + "concept": "tension", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "uniaxial", + "output_checked": true + }, + { + "concept": "axes", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "onto", + "output_checked": true + }, + { + "concept": "orientation", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "'", + "output_checked": true + }, + { + "concept": "Resolution", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "sciences", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "System", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "occurs", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "velocities", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "starts", + "output_checked": true + }, + { + "concept": "Lipschitz", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "genellikle", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "bree", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "tertentu", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "diagrama", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "s", + "output_checked": true + }, + { + "concept": "termini", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "IMUM", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Piso", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "determinante", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "Values", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "face", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "particular", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Wies", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "starts", + "output_checked": true + }, + { + "concept": "determinadas", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Naturally", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "threshold", + "output_checked": true + }, + { + "concept": "begin", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "starts", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "An", + "output_checked": true + }, + { + "concept": "octahedral", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Four", + "score": 1.0, + "best_rank": 4, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "respectivos", + "score": 1.0, + "best_rank": 4, + "best_depth": 63.8, + "near_token": "normal", + "output_checked": true + }, + { + "concept": "nitrile", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "normal", + "output_checked": true + }, + { + "concept": "narrowly", + "score": 1.0, + "best_rank": 5, + "best_depth": 63.8, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "Yellow", + "score": 1.0, + "best_rank": 6, + "best_depth": 68.1, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "ornamented", + "score": 1.0, + "best_rank": 13, + "best_depth": 59.6, + "near_token": "projected", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "se", + "th", + "row", + "anc", + "red", + "ract", + "ray", + "be", + "eb", + "ters", + "roll", + "section", + "return", + "lease", + "max", + "gen", + "met", + "ev", + "mu", + "thers", + "rect", + "title", + "lar", + "tem", + "quad", + "sche", + "pers", + "times" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "flows", + "aquele", + "pitted", + "conflicted", + "echolog", + "yaitu", + "owed", + "uq", + "lasan", + "Which", + "afin", + "stems", + "upaten", + "hairs", + "ridden", + "suff" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "mark", + "kan", + "ambda", + "mit", + "lar", + "suggest", + "quick", + "sn", + "usion", + "ald", + "oring", + "nie", + "sen", + "lay", + "wish", + "akan", + "lan", + "guess", + "substit", + "extent", + "ection", + "roke", + "nost", + "partial", + "painting" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ing", + "ic", + "ion", + "el", + "l", + "im", + "g", + "ur", + "se", + "be", + "us", + "ht", + "ers", + "ere", + "com", + "ess", + "pe", + "j", + "pl", + "ame", + "iz", + "ies", + "en", + "int", + "un", + "ich", + "av" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "A", + "C", + "D", + "E", + "F", + "G", + "H", + "I", + "J", + "K", + "L", + "M", + "N", + "O", + "Q", + "R", + "S", + "T", + "U", + "V", + "W", + "X", + "Y" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ht", + "ere", + "com", + "end", + "ill", + "ex", + "art", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire", + "cc", + "ge", + "ph" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "p", + "w", + "f", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "ith", + "P", + "est", + "B", + "al" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "ew", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "ice", + "comp", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ers", + "n", + "s", + "of", + "ature", + "lid", + "eat", + "gambar", + "wunder", + "e", + "aw", + "perfectly", + "they", + "aal", + "begitu", + "evol", + "eux", + "siy", + "bringen" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "e", + "s", + "ers", + "rel", + "of", + "ature", + "equip", + "aal", + "imitation", + "tentative", + "gambar", + "mellow", + "wunder", + "depart", + "perfectly", + "reput", + "setcounter", + "aat", + "youtu", + "eat", + "successfully", + "evol" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "fielder", + "e", + "substantial", + "equip", + "aal", + "devenu", + "ecek", + "rel", + "readily", + "imitation", + "demise", + "explained", + "Publicity", + "reput", + "immense", + "martial", + "aat", + "outrage", + "scheme", + "resmi", + "nur", + "bounty", + "vergang", + "Repositories", + "tanti" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "fielder", + "tog", + "aal", + "e", + "ain", + "equip", + "immense", + "outrage", + "demise", + "nur", + "papan", + "also", + "Looking", + "tremendous", + "ischen", + "erman", + "colloqu", + "Tog", + "ampio", + "er" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "tremendous", + "immense", + "fielder", + "aal", + "demise", + "equip", + "readily", + "also", + "outrage", + "mostly", + "rather", + "Tog", + "Will", + "anteced", + "nur", + "normalerweise", + "papan", + "similar", + "crs", + "slightly" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "tanti", + "stanno", + "explained", + "certains", + "nombreux", + "ometimes", + "tremendous", + "dieser", + "vergang", + "normalerweise", + "or", + "ibid", + "commonly", + "also", + "ketika", + "either", + "demise", + "sprintf", + "Bundesliga", + "outraged" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "meestal", + "Usually", + "suele", + "often", + "often", + "suelen", + "genellikle", + "However", + "ofta", + "Typically", + "usually", + "souvent", + "Usually", + "Often", + "Traditionally", + "usually", + "tych", + "mechanisms", + "analogous", + "Traditionally", + "enshrined", + "unequivocal" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "mechanisms", + "Typically", + "resulting", + "Usually", + "when", + "However", + "analogous", + "Often", + "usually", + "typically", + "mechanism", + "determining", + "Lorsque", + "lorsque", + "resultant", + "wanneer", + "termed", + "unequivocal", + "resulting", + "dictated", + "but", + "become", + "usually" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "threshold", + "thresholds", + "typically", + "predetermined", + "Typically", + "predefined", + "unequivocal", + "mechanisms", + "criteria", + "determining", + "determined", + "determines", + "dictates", + "when", + "accordance", + "defined", + "criterion", + "predicated", + "specified", + "defines", + "measurable", + "governs", + "usually", + "established", + "occurs", + "begins", + "triggered", + "triggers", + "specifies", + "prerequisite" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "threshold", + "onset", + "s", + "initiation", + "when", + "typically", + "determined", + "determining", + "transition", + "requirement", + "intrinsic", + "the", + "often", + "usually", + "commonly", + "unequal", + "various", + "starts", + "typical", + "thresholds", + "start", + "conditions", + "generally", + "initial", + "occurs", + "triggering", + "begins", + "induced", + "predetermined", + "trigger", + "generalized", + "inherent" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "initiation", + "begins", + "onset", + "starts", + "S", + "threshold", + "a", + "processes", + "initiates", + "thresholds", + "start", + "process", + "transition", + "initiated", + "initiating", + "initi", + "permissible", + "A", + "begin", + "irreversible", + "typically", + "initial", + "even", + "begin", + "commences", + "N", + "The", + "started", + "began", + "sufficient" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "begins", + "starts", + "initiation", + "initiates", + "irreversible", + "s", + "p", + "start", + "plastic", + "commences", + "inelastic", + "initiated", + "initi", + "erupt", + "ductile", + "P", + "begin", + "onset", + "begint", + "Begin", + "initiating", + "a", + "process", + "hydraulic", + "journey" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "plastic", + "deformation", + "Plastic", + "plasticity", + "plastic", + "s", + "p", + "Plastic", + "N", + "P", + "Deformation", + "ductile", + "p", + "oplastic", + "P", + "l", + "M", + "ad", + "O", + "at", + "she", + "n", + "us", + "plast", + "deformation", + "Pl", + "u", + "L", + "el" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "plastic", + "Plastic", + "plastic", + "plasticity", + "plast", + "Plastic", + "deformation", + "yield", + "yielding", + "oplastic", + "yield", + "Deformation", + "plastik", + "Yield", + "plastique", + "flow", + "Plast", + "she", + "yielding", + "deformation", + "ductile", + "begins", + "yielded", + "s", + "permanent", + "starts" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "plastic", + "Plastic", + "plastic", + "Plastic", + "plasticity", + "plastik", + "plast", + "plastique", + "plastics", + "oplastic", + "plastica", + "Plast", + "Kunststoff", + "Plastics", + "plast", + "flow", + "plastics", + "flow", + "t", + "n", + "s", + "PL", + "st", + "at", + "astic", + "p", + "oplastics" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "plastic", + "Plastic", + "plastic", + "Plastic", + "plasticity", + "plastik", + "plastique", + "plast", + "plastics", + "oplastic", + "Plastics", + "plastica", + "Plast", + "Kunststoff", + "flow", + "plast", + "plastics", + "Flow", + "PL", + "Kunst", + "flows", + "flow", + "Plaintiff", + "FLOW" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "plastic", + "Plastic", + "plastic", + "Plastic", + "plastique", + "plasticity", + "plastik", + "oplastic", + "plastica", + "plastics", + "plast", + "PL", + "Plastics", + "Plast", + "pl", + "Kunststoff", + "plast", + "flow" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "This", + "Let", + "the", + "These", + "However", + "For", + "In", + "of", + "They", + "The", + "That", + "is", + "Which", + "We", + "When", + "Yield", + "I", + "constant", + "Note", + "Such", + "Therefore", + "continuous", + "that", + "Flow", + "Yes", + "plastic", + "value", + "It", + "You", + "Table", + "which", + "Each" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 14.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "'", + "output_checked": true + }, + { + "concept": "orientation", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "'", + "output_checked": true + }, + { + "concept": "the", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "damn", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "'", + "output_checked": true + }, + { + "concept": "deformation", + "score": 5.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "Plastic", + "output_checked": true + }, + { + "concept": "shear", + "score": 5.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "when", + "output_checked": true + }, + { + "concept": "behest", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "these", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "substantially", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "component", + "output_checked": true + }, + { + "concept": "achieved", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "initiated", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "starts", + "output_checked": true + }, + { + "concept": "facilitated", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "various", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "onto", + "output_checked": true + }, + { + "concept": "directions", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "stresses", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "projection", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "projected", + "output_checked": true + }, + { + "concept": "vector", + "score": 3.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "element", + "score": 3.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "appealing", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "staggering", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "impending", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "Plastic", + "output_checked": true + }, + { + "concept": "paltry", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "threshold", + "output_checked": true + }, + { + "concept": "respective", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "'", + "output_checked": true + }, + { + "concept": "beispielsweise", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "sufficient", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "predefined", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "holistic", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "aligned", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "values", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "versus", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "uniaxial", + "output_checked": true + }, + { + "concept": "magnitude", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "application", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "orientations", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "'", + "output_checked": true + }, + { + "concept": "lattice", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "value", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "zaman", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "easily", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "substantial", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "Plastic", + "output_checked": true + }, + { + "concept": "angered", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "inspire", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "starts", + "output_checked": true + }, + { + "concept": "Fabulous", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "threshold", + "output_checked": true + }, + { + "concept": "whopping", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "normal", + "output_checked": true + }, + { + "concept": "forty", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "uniaxial", + "output_checked": true + }, + { + "concept": "been", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "effectuer", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "normal", + "output_checked": true + }, + { + "concept": "momento", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "enraged", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "projected", + "output_checked": true + }, + { + "concept": "behalf", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "onto", + "output_checked": true + }, + { + "concept": "horrend", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "vergang", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "towards", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "indeed", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "starts", + "output_checked": true + }, + { + "concept": "outraged", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "despicable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "excessively", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "predominantly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "oftentimes", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "concomitant", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "suelen", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "threshold", + "output_checked": true + }, + { + "concept": "meestal", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-02__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-02__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-02__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-02__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-02__heatmap.png" + } + }, + { + "slug": "mechanism-name-resolved-slip-threshold-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved slip threshold 3", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Two identically loaded crystals have different orientations. The crystal with the larger product of the two direction cosines activates its favored slip system first.", + "prompt_tail": "entically loaded crystals have different orientations. The crystal with the larger product of the two direction cosines activates its favored slip system first.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-slip-threshold", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 9539, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 20615 + }, + { + "label": "Schmid", + "best_rank": 123863, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 21649 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "odium", + "unica", + "graisse", + "Fountain", + "wadi", + "ahs", + "udi", + "odi", + "ayani", + "overheard", + "ervo", + "quilla", + "Kodi", + "avil", + "arpur", + "hacerse", + "elli", + "wit", + "aville", + "avia", + "Burbank", + "rodeo", + "ayya", + "uded", + "iasa", + "ServiceID", + "zk", + "Imperio", + "alco" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "anio", + "arita", + "aville", + "ServiceID", + "arpur", + "odi", + "rodeo", + "Imperio", + "erver", + "avil", + "Kodi", + "uded", + "cil", + "alco", + "zki", + "ervo", + "iasa", + "Fairbanks", + "ta" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "rodeo", + "anio", + "arpur", + "odi", + "arita", + "aville", + "alco", + "uded", + "Imperio", + "ServiceID", + "erver", + "ervo", + "cil", + "ta", + "qat", + "avil", + "Kodi", + "iasa", + "empleados" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Europ", + "rehabilitated", + "vesicular", + "mt", + "Aluminum", + "tesla", + "directors", + "conferred" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Fountain", + "quilla", + "odium", + "rodeo", + "graisse", + "ta", + "arpur", + "lova", + "wadi", + "tox", + "uded", + "overheard", + "arita", + "annya", + "FAS", + "tery", + "omba", + "elle", + "sever", + "Imperio", + "Selangor", + "ushima", + "ahs", + "perj", + "tia" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "Infect", + "Europ", + "rehabilitated", + "vesicular", + "Inflater", + "squares", + "pneumatic", + "calmed", + "conferred", + "mt", + "remotely", + "appealed", + "ductory", + "nye" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "authenticate", + "calmed", + "rehabilitated", + "vesicular", + "tesla", + "directors", + "Aluminum", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "unica", + "Fountain", + "odium", + "quilla", + "udi", + "wadi", + "ahs", + "odi", + "arita", + "anio", + "overheard", + "ayani", + "rodeo", + "aville", + "alco", + "ServiceID", + "arpur", + "ta", + "uded", + "erver", + "odil", + "avil", + "ink", + "empleados", + "cil", + "Kodi", + "zki", + "rekening" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "ahs", + "quilla", + "wadi", + "udi", + "anio", + "overheard", + "erver", + "aville", + "ayani", + "Imperio", + "cil", + "rodeo", + "ServiceID", + "odi", + "ta", + "odil", + "arpur", + "it", + "uded", + "empleados", + "avil", + "alco", + "sel", + "zki" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "flare", + "sociale", + "infect", + "squares", + "Infect", + "mt", + "directors", + "pneumatic", + "vesicular", + "verder", + "authenticate", + "puis", + "Inflater", + "fs", + "Europ", + "rehabilitated", + "tesla", + "conferred", + "chartered", + "calmed" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "night", + "ively", + "selves", + "voila", + "ures", + "vez", + "lepas", + "ended", + "manner", + "haja", + "Veamos", + "schein", + "g", + "exemplo", + "f", + "ers", + "gehend", + "ogf", + "bulb", + "ly", + "itten" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "tyle", + "voila", + "selves", + "ures", + "s", + "ively", + "lepas", + "g", + "Moreover", + "ogf", + "gehend", + "depois", + "uri", + "uette", + "Kalau", + "f", + "ve", + "Depois", + "ly", + "do", + "night", + "exemplo", + "Veamos", + "ief" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "tyle", + "selves", + "ures", + "uri", + "g", + "f", + "oj", + "lepas", + "voila", + "ve", + "do", + "gehend", + "sen", + "digamos", + "ly", + "sage", + "let", + "ively", + "particular", + "de", + "manner", + "tinger", + "rad", + "oven", + "isons" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "s", + "selves", + "tyle", + "ogf", + "particular", + "ures", + "imperative", + "ers", + "oved", + "oj", + "primes", + "do", + "Veamos", + "g", + "perd", + "laissez", + "lepas", + "astien", + "Dijstra", + "voila", + "ly", + "let", + "use", + "zeug", + "ling", + "night", + "rg", + "manner", + "ver" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "ers", + "med", + "xr", + "mah", + "ed", + "vez", + "lang", + "lier", + "eurs", + "sheep", + "imperative", + "dac", + "rg", + "eer", + "ium", + "ief", + "ak", + "Veamos", + "ures", + "ms", + "iously", + "vehement", + "ling", + "african", + "ively", + "system", + "lauf" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "Pdf", + "imperative", + "nnnn", + "xr", + "getc", + "teh", + "affirm", + "brute", + "sheep", + "Pokemon", + "vez", + "rade", + "mah", + "Xuan", + "pvc", + "cosmetics", + "assertions", + "Dn", + "hz", + "ODM" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "additive", + "arcane", + "ANIUM", + "horrid", + "arcade", + "GTX", + "assertions", + "devil", + "Tetrahedron", + "typescript", + "Ansible", + "datasource", + "fortune", + "getInstance", + "adren", + "exploits" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "vez", + "Capricorn", + "Tetrahedron", + "adren", + "gdf", + "chooses", + "choice", + "getInstance", + "primeira", + "preferentially", + "Entsche", + "Euclidean", + "prefers", + "specific", + "choices", + "consume", + "whisk", + "GTX", + "DISTINCT", + "pvc", + "Pokemon", + "Aries", + "getc" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "escolha", + "choice", + "bepaalde", + "primeira", + "Choices", + "preferentially", + "Choice", + "whisk", + "vez", + "primeras", + "Priorities", + "choices", + "particular", + "riterien", + "impulses", + "erstes", + "primera", + "prioritize", + "determinada", + "Entscheidung", + "erste", + "Capricorn", + "instantaneously", + "pvc", + "Tetrahedron" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "preferentially", + "preferred", + "favored", + "bevorzug", + "Preference", + "preferencia", + "preferred", + "escolha", + "Preference", + "prefers", + "preference", + "Entsche", + "prefer", + "Preferences", + "vez", + "hemeral", + "Preferred", + "primeira", + "pergunta", + "Considerations", + "superstitious", + "Prefer", + "preferencias", + "prioritized", + "enium", + "preferential", + "impulses" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "preferred", + "favored", + "favoured", + "preferencia", + "preferred", + "preferentially", + "Preference", + "Preference", + "bevorzug", + "Preferences", + "preference", + "Favorite", + "Preferred", + "MSG", + "favoring", + "Favor", + "fav", + "Preferred", + "XP", + "favorably", + "prefer", + "favor", + "Favorite", + "sequenced", + "Pferde", + "favorites" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "favored", + "favoured", + "preferred", + "favor", + "preferentially", + "bevorzug", + "Favor", + "favoring", + "XP", + "Favorite", + "preferencia", + "Preference", + "pergunta", + "preferred", + "fav", + "imbued", + "Preference", + "yer", + "preference", + "advantageous", + "favors", + "escolha", + "Favor", + "ranked", + "prioritized", + "Favorite", + "Preferred", + "ilized" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "favored", + "Fav", + "fav", + "favors", + "Fav", + "favor", + "Favor", + "Favor", + "favoring", + "favore", + "favoured", + "favorably", + "fav", + "favor", + "favorable", + "preferred", + "Favorite", + "flavored", + "FAVOR", + "Favorite", + "ivated", + "bevorzug", + "activation", + "slip", + "FAV", + "Favorites", + "preferred", + "Activation", + "flavored", + "slip" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "favored", + "Fav", + "fav", + "favors", + "Fav", + "favor", + "favoring", + "Favor", + "Favor", + "favore", + "favor", + "fav", + "Favorite", + "preferred", + "favoured", + "flavored", + "favorably", + "favorite", + "favorable", + "preferred", + "bevorzug", + "FAVOR", + "Preferred", + "Favorite", + "favorites", + "Favorites", + "favorite", + "Preferred", + "flavored", + "favorita", + "FAV", + "activation" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "favored", + "fav", + "Fav", + "favors", + "Fav", + "favor", + "favore", + "favoring", + "preferred", + "favoured", + "preferred", + "favor", + "bevorzug", + "fav", + "flavored", + "flavored", + "Favor", + "Favorite", + "Favor", + "fa", + "Organization", + "favoriser", + "Favorites", + "favorites", + "favorably", + "tercih", + "favorable", + "Preferred", + "Preferred", + "prefers" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "It", + "In", + "To", + "For", + "They", + "This", + "Actually", + "When", + "However", + "I", + "If", + "Let", + "Follow", + "Since", + "One", + "the", + "No", + "The", + "We", + "Use", + "These", + "My", + "Using", + "Thus", + "a", + "one", + "You", + "Do", + "it", + "which", + "Any", + "Each" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 109842, + 134291, + 136653, + 130019, + 200629, + 128020, + 130885, + 130599, + 134828, + 111584, + 134529, + 195836, + 187324, + 149959, + 171954, + 125455, + 119697, + 155889, + 70383, + 156787, + 129899, + 85444, + 30436, + 9540, + 28947, + 23712 + ] + }, + { + "label": "Schmid", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 56743, + 70310, + 65816, + 190941, + 52633, + 181787, + 198487, + 82414, + 84968, + 208590, + 258573, + 250264, + 248197, + 256693, + 259691, + 253742, + 244573, + 206016, + 171760, + 130926, + 129569, + 124586, + 123864, + 137378, + 110625, + 24684 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 20616, + 50445, + 41583, + 69437, + 121295, + 133761, + 74320, + 37995, + 35437, + 40861, + 117441, + 100062, + 121064, + 23301 + ] + }, + { + "label": "Schmid", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 193053, + 119986, + 115146, + 115995, + 118458, + 202641, + 133949, + 21650, + 33082, + 97562, + 88239, + 72895, + 39406, + 25384 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "been", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "have", + "output_checked": true + }, + { + "concept": "magnitudes", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "cosines", + "output_checked": true + }, + { + "concept": "INI", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "system", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "crystals", + "output_checked": true + }, + { + "concept": "activation", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "first", + "output_checked": true + }, + { + "concept": "own", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "its", + "output_checked": true + }, + { + "concept": "determinada", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "loading", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "loaded", + "output_checked": true + }, + { + "concept": "neighbor", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "its", + "output_checked": true + }, + { + "concept": "Pdf", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "functors", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "crystals", + "output_checked": true + }, + { + "concept": "NodeJS", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "activates", + "output_checked": true + }, + { + "concept": "zoned", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "vez", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "diferentes", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "escolha", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "azide", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "crystals", + "output_checked": true + }, + { + "concept": "preferentially", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "preferred", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "vectors", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "plane", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "determinado", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "with", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "goddess", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "preponder", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "Err", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Lipschitz", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "cosines", + "output_checked": true + }, + { + "concept": "somente", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "activates", + "output_checked": true + }, + { + "concept": "Ang", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "orientations", + "output_checked": true + }, + { + "concept": "Wer", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "first", + "output_checked": true + }, + { + "concept": "planes", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "sizes", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "different", + "output_checked": true + }, + { + "concept": "vnd", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "stuffed", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "loaded", + "output_checked": true + }, + { + "concept": "certeza", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "loads", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "loaded", + "output_checked": true + }, + { + "concept": "predecessor", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "numbers", + "score": 1.0, + "best_rank": 3, + "best_depth": 87.2, + "near_token": "two", + "output_checked": true + }, + { + "concept": "annum", + "score": 1.0, + "best_rank": 4, + "best_depth": 63.8, + "near_token": "product", + "output_checked": true + }, + { + "concept": "Sart", + "score": 1.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "orientations", + "output_checked": true + }, + { + "concept": "than", + "score": 1.0, + "best_rank": 4, + "best_depth": 76.6, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "spoon", + "score": 1.0, + "best_rank": 5, + "best_depth": 68.1, + "near_token": "loaded", + "output_checked": true + }, + { + "concept": "Whose", + "score": 1.0, + "best_rank": 5, + "best_depth": 68.1, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "oficio", + "score": 1.0, + "best_rank": 5, + "best_depth": 72.3, + "near_token": "first", + "output_checked": true + }, + { + "concept": "Dein", + "score": 1.0, + "best_rank": 6, + "best_depth": 68.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "Ontology", + "score": 1.0, + "best_rank": 7, + "best_depth": 68.1, + "near_token": "product", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "se", + "th", + "and", + "row", + "gh", + "ar", + "ne", + "yst", + "inter", + "anc", + "pect", + "red", + "ray", + "ser", + "ts", + "ces", + "years", + "be", + "log", + "son", + "eb", + "span", + "na", + "rivate", + "ters", + "roll", + "section", + "ler", + "bers" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "tr", + "comp", + "ner", + "son", + "assert", + "rence", + "umeric", + "perk", + "inci", + "yards", + "haute", + "flows", + "enburg", + "aquele", + "menes", + "samp", + "uq", + "pitted", + "conflicted", + "sman", + "Habsburg", + "Tran" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "j", + "ib", + "one", + "ound", + "ON", + "ict", + "includ", + "uring", + "raph", + "ke", + "arn", + "mark", + "mathb", + "fin", + "essage", + "vol", + "ivid", + "ird", + "ability", + "oot", + "pha", + "happ", + "itive", + "mag", + "ived", + "uild", + "mar", + "ably" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "al", + "ou", + "el", + "l", + "re", + "im", + "ation", + "st", + "if", + "est", + "wh", + "se", + "ain", + "su", + "j", + "og", + "our", + "ust", + "un", + "out", + "ich", + "ff", + "orm", + "ast", + "ip", + "du", + "ge" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "de", + "ch", + "qu", + "ess", + "ity", + "le", + "ha", + "port", + "im", + "ad", + "us", + "which", + "ar", + "yst", + "che", + "par", + "ag", + "ize", + "we", + "est", + "who", + "my", + "rib", + "oint", + "mask", + "them" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "an", + "it", + "is", + "ar", + "le", + "ion", + "as", + "ent", + "n", + "ol", + "ig", + "ur", + "ve", + "I", + "de", + "y", + "ay", + "ch", + "qu", + "ir", + "os", + "ly", + "ra", + "un", + "ri", + "pro", + "ere" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "at", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "ot", + "T", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "ort", + "se", + "L", + "H", + "te", + "ment" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "ord", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "n", + "er", + "ers", + "ature", + "have", + "selection", + "positroid", + "sina", + "e", + "s", + "rel", + "dire", + "eur", + "aft", + "aal", + "eat", + "sehen", + "successfully", + "dehydration", + "OrderFlight" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "e", + "s", + "er", + "ers", + "rel", + "ature", + "have", + "aal", + "ein", + "eat", + "successfully", + "OrderFlight", + "eine", + "slightly", + "positroid", + "ameri", + "magnificence", + "eur", + "ble", + "setcounter", + "slash", + "such" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "e", + "fielder", + "er", + "Verenigde", + "ameri", + "rel", + "substantial", + "slightly", + "aal", + "slash", + "zaman", + "immense", + "demise", + "nur", + "garanti", + "blinking", + "necessitate", + "Publicity", + "readily", + "imitation" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "e", + "er", + "fielder", + "ameri", + "damn", + "tog", + "Verenigde", + "readily", + "slightly", + "Looking", + "aal", + "nur", + "Tog", + "erman", + "demise", + "B", + "avrebbe", + "kowy", + "papan", + "zaman", + "Will", + "PA", + "Suff" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "slightly", + "fielder", + "tog", + "e", + "er", + "aal", + "anteced", + "Tog", + "demise", + "Will", + "damn", + "avrebbe", + "zaman", + "nur", + "kowy", + "Verenigde", + "lichkeit", + "papan", + "erman", + "Suff", + "odw" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "slightly", + "fielder", + "respective", + "demise", + "favorable", + "caution", + "ujar", + "stanno", + "ameri", + "favourable", + "esas", + "smug", + "favorably", + "damn", + "Verenigde", + "destes", + "ailleurs", + "That" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "tych", + "publicized", + "However", + "advantageous", + "contentious", + "favorable", + "favourable", + "Those", + "preponder", + "That", + "advantages", + "dwind", + "tersebut", + "unequivocal", + "Subsection", + "YouTuber" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "irrespective", + "determinato", + "those", + "respective", + "mechanisms", + "predefined", + "However", + "corresponding", + "dictates", + "implemented", + "whichever", + "chosen", + "tych", + "COMANDA", + "become", + "when", + "favorable", + "Those", + "publicized" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "predetermined", + "prioritized", + "preferentially", + "preferential", + "determining", + "each", + "respective", + "proactive", + "unwavering", + "predefined", + "first", + "irrespective", + "preempt", + "responsible", + "proactively", + "determines", + "determined", + "earmarked", + "preoccupied", + "regardless", + "accelerated", + "inflexible", + "evaluated", + "prioritize", + "heightened", + "dictates", + "prioritizing", + "Each", + "accordance" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "first", + "determining", + "biased", + "choice", + "preferential", + "preferentially", + "choosing", + "preferred", + "predetermined", + "chosen", + "prioritized", + "initial", + "proactive", + "determined", + "priority", + "particular", + "responsible", + "the", + "strongly", + "sequence", + "certain", + "highly", + "initially", + "inherently", + "preempt", + "dominant", + "selfish", + "different", + "higher", + "perceived", + "taking" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "first", + "prioritized", + "preferentially", + "preferential", + "priority", + "regardless", + "priorities", + "chooses", + "each", + "choice", + "chosen", + "preferred", + "initial", + "choosing", + "prefers", + "prioritizing", + "preference", + "inherently", + "particular", + "the", + "respective", + "determining", + "foremost", + "initially", + "prioritization", + "corresponding", + "prioritize", + "priorit", + "proactive", + "first" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "preferential", + "preferred", + "preferentially", + "first", + "preference", + "prefers", + "bevorzug", + "prioritized", + "choose", + "chosen", + "favored", + "choosing", + "choice", + "prefer", + "priority", + "preferring", + "chooses", + "biased", + "privileged", + "preferable", + "chose", + "favoured", + "its", + "prefer", + "opted", + "whichever", + "Prefer" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "preferred", + "preference", + "preferential", + "prefer", + "bevorzug", + "preferentially", + "prefer", + "prefers", + "favored", + "Prefer", + "fav", + "f", + "Preference", + "Prefer", + "favoring", + "preferred", + "favoured", + "Preferred", + "preferring", + "favor", + "first", + "fav", + "Preferred", + "favorite", + "Preference", + "Preferences", + "Fav", + "F", + "tercih", + "favour" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "favored", + "fav", + "preferred", + "preference", + "prefers", + "prefer", + "preferential", + "bevorzug", + "favor", + "favor", + "favoured", + "preferentially", + "favoring", + "favour", + "prefer", + "favors", + "Favor", + "Fav", + "favore", + "preferred", + "Preference", + "fav", + "favours", + "Prefer", + "favorit", + "preferring", + "Favor", + "FAV", + "favorable", + "favoriser" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "favored", + "fav", + "Fav", + "Fav", + "favor", + "favors", + "favore", + "Favor", + "favor", + "favoring", + "Favor", + "favoured", + "fav", + "favour", + "favorable", + "FAV", + "FAVOR", + "F", + "Favorites", + "preferred", + "favorably", + "favorit", + "favoriser", + "Favorites", + "favours", + "activation", + "Favorite", + "favorite", + "F", + "f", + "faveur", + "Favorite" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "favored", + "Fav", + "favor", + "fav", + "Fav", + "Favor", + "fav", + "favors", + "favore", + "favoured", + "favor", + "favoring", + "Favor", + "FAVOR", + "preferred", + "favoriser", + "favorite", + "favour", + "favorable", + "favorites", + "Favorite", + "Favorites", + "FAV", + "Favorites", + "Favorite", + "favorably", + "favorit", + "bevorzug", + "prefer", + "prefers", + "preferential", + "favorito" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "fav", + "favored", + "Fav", + "Fav", + "favore", + "favors", + "favoring", + "favoured", + "favor", + "favor", + "fav", + "Favorite", + "Favor", + "Favor", + "FAV", + "Favorites", + "preferred", + "favours", + "favoriser", + "favour", + "preferred", + "Favorite", + "favorite", + "and", + "bevorzug", + "favorite", + "favorites", + "FAVOR", + "Favorites", + "prefers", + "favorably" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "It", + "In", + "To", + "For", + "They", + "This", + "Actually", + "When", + "However", + "I", + "If", + "Let", + "Follow", + "Since", + "One", + "the", + "No", + "The", + "We", + "Use", + "These", + "My", + "Using", + "Thus", + "a", + "one", + "You", + "Do", + "it", + "which", + "Any", + "Each" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 19.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "have", + "output_checked": true + }, + { + "concept": "been", + "score": 10.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "crystals", + "output_checked": true + }, + { + "concept": "activation", + "score": 6.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "activates", + "output_checked": true + }, + { + "concept": "whoever", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "activates", + "output_checked": true + }, + { + "concept": "respective", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "tersebut", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "system", + "output_checked": true + }, + { + "concept": "preferred", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "its", + "output_checked": true + }, + { + "concept": "preferential", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "productId", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "product", + "output_checked": true + }, + { + "concept": "lattice", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "aforementioned", + "score": 3.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "two", + "output_checked": true + }, + { + "concept": "zaman", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "damn", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "orientations", + "output_checked": true + }, + { + "concept": "initiating", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "activates", + "output_checked": true + }, + { + "concept": "structure", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "aligned", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "system", + "output_checked": true + }, + { + "concept": "highest", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "directions", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "diameter", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "vectors", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "plane", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "dimensions", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Creators", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "The", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "product", + "output_checked": true + }, + { + "concept": "immisc", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "two", + "output_checked": true + }, + { + "concept": "blinking", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "easily", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "rustic", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "identically", + "output_checked": true + }, + { + "concept": "momento", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "circumstances", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "system", + "output_checked": true + }, + { + "concept": "indicative", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "product", + "output_checked": true + }, + { + "concept": "contacting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "two", + "output_checked": true + }, + { + "concept": "favourable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "first", + "output_checked": true + }, + { + "concept": "may", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "different", + "output_checked": true + }, + { + "concept": "activating", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "activates", + "output_checked": true + }, + { + "concept": "advantageous", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "first", + "output_checked": true + }, + { + "concept": "but", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "irrespective", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "first", + "output_checked": true + }, + { + "concept": "characteristics", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "different", + "output_checked": true + }, + { + "concept": "seemingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "particles", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "preponder", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "combining", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "consecutive", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "two", + "output_checked": true + }, + { + "concept": "txtbtn", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "maximized", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "trajet", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "pertinent", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "system", + "output_checked": true + }, + { + "concept": "predetermined", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "identically", + "output_checked": true + }, + { + "concept": "excessive", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "loaded", + "output_checked": true + }, + { + "concept": "enhance", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "crystals", + "output_checked": true + }, + { + "concept": "whose", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "greater", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "coworkers", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "directly", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "identically", + "output_checked": true + }, + { + "concept": "many", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "than", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "multiplying", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "product", + "output_checked": true + }, + { + "concept": "hundred", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "The", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-03__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-03__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-03__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-03__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-03__heatmap.png" + } + }, + { + "slug": "mechanism-name-resolved-slip-threshold-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved slip threshold 4", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A crystal remains elastic until the shear component acting along a permitted direction on a permitted plane reaches a material-specific critical value.", + "prompt_tail": "A crystal remains elastic until the shear component acting along a permitted direction on a permitted plane reaches a material-specific critical value.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-slip-threshold", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 5969, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 1369 + }, + { + "label": "Schmid", + "best_rank": 62757, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 5020 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "odium", + "unica", + "ilah", + "iber", + "elli", + "odi", + "ervo", + "udi", + "Kodi", + "wadi", + "Beverungen", + "inking", + "avia", + "hacerse", + "Eber", + "Burbank", + "nev", + "aforementioned", + "ayya", + "owan", + "ahs", + "avil", + "okok", + "shortage", + "ovel", + "omata", + "nH" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "overheard", + "udi", + "ayani", + "rodeo", + "ServiceID", + "arpur", + "aville", + "odi", + "Imperio", + "anio", + "arita", + "cil", + "Kodi", + "uded", + "erver", + "ervo", + "avil", + "iasa", + "zki", + "Toto", + "Fairbanks", + "alco" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "arita", + "rodeo", + "arpur", + "anio", + "aville", + "alco", + "odi", + "ServiceID", + "uded", + "erver", + "ervo", + "cil", + "Imperio", + "odil", + "qat", + "ta", + "empleados" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Europ", + "rehabilitated", + "vesicular", + "mt", + "conferred", + "Aluminum", + "fs" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Selangor", + "sever", + "Alamos", + "gaard", + "Fountain", + "annya", + "Nordstrom", + "tery", + "odium", + "Epson", + "ograv", + "Maldonado", + "ta", + "tox", + "neutral", + "omba", + "lores", + "Gotham", + "Saigon", + "ions", + "quilla", + "Shreve", + "rodeo", + "ters", + "seldom", + "lova", + "FPR" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "Infect", + "rehabilitated", + "Europ", + "vesicular", + "squares", + "conferred", + "pneumatic", + "Inflater", + "calmed", + "mt", + "remotely", + "appealed", + "ductory", + "nye" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "authenticate", + "calmed", + "rehabilitated", + "tesla", + "vesicular", + "directors", + "Aluminum", + "mt" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "udi", + "arita", + "wadi", + "anio", + "overheard", + "ayani", + "aville", + "odi", + "ServiceID", + "rodeo", + "cil", + "alco", + "uded", + "erver", + "odil", + "arpur", + "ta", + "empleados", + "zki", + "avil", + "Imperio", + "Kodi", + "ink" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "wadi", + "arita", + "ahs", + "udi", + "quilla", + "anio", + "overheard", + "cil", + "Imperio", + "erver", + "aville", + "ayani", + "rodeo", + "ServiceID", + "it", + "sel", + "odil", + "ta", + "odi", + "uded", + "empleados", + "Toto", + "alco", + "mith" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "infect", + "flare", + "vesicular", + "squares", + "Infect", + "directors", + "mt", + "authenticate", + "pneumatic", + "puis", + "rehabilitated", + "conferred", + "verder", + "director", + "Inflater", + "chartered", + "seren", + "fs" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "gehend", + "hearted", + "digamos", + "manner", + "med", + "fif", + "rog", + "natural", + "theater", + "lepas", + "ve", + "selves", + "rologic", + "Gent", + "heartedly", + "rad", + "ledes", + "eness", + "filosof", + "ujos" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "hearted", + "gehend", + "digamos", + "beispielsweise", + "voila", + "tyle", + "fif", + "med", + "certeza", + "Kalau", + "iven", + "sage", + "itib", + "Moreover", + "fato", + "ve", + "sure", + "rad", + "hmann" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "digamos", + "med", + "gehend", + "ve", + "tyle", + "sage", + "iven", + "tinger", + "voila", + "do", + "rad", + "hearted", + "uri", + "manner", + "fif", + "sage", + "beispielsweise", + "uette", + "med", + "leve", + "laissez", + "itib", + "lepas" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "laissez", + "digamos", + "tyle", + "primes", + "sure", + "med", + "sage", + "manner", + "do", + "eben", + "lepas", + "luminance", + "particular", + "med", + "iven", + "itib", + "ief", + "perd", + "svet", + "gehend", + "selves" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "lang", + "manner", + "sheep", + "gesellschaft", + "particular", + "sheep", + "itib", + "ief", + "mah", + "eben", + "meden", + "digamos", + "imperative", + "assertions", + "necessariamente", + "ufe", + "xr", + "regimen", + "gi", + "laissez", + "proverbial", + "hypothetical", + "ogf" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "nnnn", + "XK", + "xr", + "imperative", + "mah", + "dud", + "teh", + "lang", + "absol", + "astronom", + "gesellschaft", + "defensive", + "sporadic", + "ogf", + "Pdf", + "sensibility", + "standard", + "sheep", + "Etc" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "specific", + "defensive", + "intensive", + "psicologia", + "psychic", + "Angaben", + "cryptic", + "hexadecimal", + "interrupt", + "krypt", + "additive", + "astronom", + "sensibility", + "Notas", + "quartz", + "imperative", + "stderr", + "shaved" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "jusqu", + "specific", + "invariably", + "particular", + "threshold", + "bepaalde", + "bestimmte", + "Until", + "Magnitude", + "until", + "adage", + "riam", + "occurrence", + "psi", + "bestimmten", + "radiol", + "Caution", + "magnitudes", + "Bz", + "dirigentes", + "aneous", + "until", + "Until" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "until", + "jusqu", + "until", + "hasta", + "Until", + "bestimmten", + "bestimmte", + "bestimm", + "particular", + "hingga", + "specific", + "tertentu", + "determinada", + "t", + "determinadas", + "s", + "Until", + "determinado", + "bepaalde", + "specific", + "threshold", + "tandis" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "until", + "limite", + "determinante", + "hasta", + "bestimmte", + "bestimm", + "specific", + "bestimmten", + "specific", + "limit", + "until", + "amac", + "superstit", + "wytr", + "tandis", + "irrevers", + "dirigentes", + "specifico", + "intrinsic", + "Specific" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "until", + "hasta", + "jusqu", + "until", + "Yield", + "yielding", + "Until", + "hingga", + "yielding", + "endure", + "conditioned", + "Endurance", + "writeInt", + "yield", + "Surviv", + "till", + "Synd", + "Strength", + "Thrust" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "elastic", + "elastic", + "Elastic", + "until", + "elasticity", + "resistencia", + "yielding", + "yield", + "limite", + "Elastic", + "limit", + "Yield", + "yielding", + "resilient", + "Tolerance", + "resistentes", + "Yield", + "resiliency", + "elastomer", + "Resilience", + "resilience", + "elast", + "yield", + "hasta", + "endurance", + "inelastic", + "resistente" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "material", + "material", + "Material", + "Material", + "materiaal", + "materiale", + "materiales", + "MATERIAL", + "materiali", + "Materials", + "materia", + "materials", + "materiais", + "MATERIAL", + "materialism", + "materially", + "plasticity", + "elastic", + "Materials", + "materiality" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "material", + "material", + "Material", + "Material", + "materiaal", + "materiale", + "plasticity", + "elasticity", + "elastic", + "MATERIAL", + "elastic", + "materiales", + "shear", + "materiali", + "materials", + "Materials", + "materialism", + "MATERIAL", + "Elastic", + "materia", + "plastic", + "Elastic" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "material", + "shear", + "Yield", + "Shear", + "She", + "elastic", + "yield", + "material", + "toughness", + "Critical", + "materiaal", + "elasticity", + "shear", + "Elastic", + "materiale", + "yield", + "elastic", + "critical", + "Material", + "to" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Here", + "Unlike", + "This", + "Below", + "For", + "However", + "In", + "To", + "Since", + "Note", + "If", + "When", + "The", + "It", + "She", + "Let", + "Use", + "There", + "You", + "During", + "While", + "These", + "Here", + "Once", + "Yield", + "Only", + "Without", + "I", + "Also", + "Studies", + "At", + "Thus" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 43872, + 135901, + 142161, + 130581, + 245989, + 127913, + 133027, + 135589, + 137976, + 111997, + 167533, + 191822, + 190992, + 183921, + 179668, + 71295, + 69990, + 143860, + 18264, + 38795, + 30137, + 19567, + 6895, + 5970, + 47228, + 141109 + ] + }, + { + "label": "Schmid", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 33791, + 67164, + 62958, + 189307, + 21818, + 178876, + 198184, + 78503, + 79059, + 197625, + 236685, + 238400, + 238086, + 247372, + 255764, + 241856, + 224806, + 144413, + 150867, + 87209, + 120752, + 87430, + 62758, + 78419, + 54151, + 7545 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 74586, + 110533, + 84857, + 171475, + 206294, + 124511, + 38216, + 13219, + 3258, + 1370, + 32553, + 21344, + 6129, + 1731 + ] + }, + { + "label": "Schmid", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 140598, + 107363, + 109890, + 113155, + 57344, + 73385, + 26009, + 6432, + 29719, + 47993, + 72912, + 22291, + 5021, + 19161 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "determinada", + "score": 5.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "allowed", + "score": 5.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "permitted", + "output_checked": true + }, + { + "concept": "magnitudes", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "alcance", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "reaches", + "output_checked": true + }, + { + "concept": "Constants", + "score": 3.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "material", + "output_checked": true + }, + { + "concept": "ampere", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "reaches", + "output_checked": true + }, + { + "concept": "crystals", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "criterio", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "value", + "output_checked": true + }, + { + "concept": "modulus", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "shear", + "output_checked": true + }, + { + "concept": "manner", + "score": 2.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "Eber", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "on", + "output_checked": true + }, + { + "concept": "andrew", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "permitted", + "output_checked": true + }, + { + "concept": "Miche", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "threshold", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "particular", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "specific", + "output_checked": true + }, + { + "concept": "Constants", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "material", + "output_checked": true + }, + { + "concept": "coloro", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "impediment", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "reaches", + "output_checked": true + }, + { + "concept": "suffices", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "PLOAD", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Err", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "shinobi", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "Neuroscience", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Mathematics", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "countDown", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "reaches", + "output_checked": true + }, + { + "concept": "Saison", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "permitted", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "NotNull", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "axis", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "ress", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "elastic", + "output_checked": true + }, + { + "concept": "Resilience", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "elastic", + "output_checked": true + }, + { + "concept": "viens", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "A", + "output_checked": true + }, + { + "concept": "digamos", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "traversing", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "along", + "output_checked": true + }, + { + "concept": "velocities", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "thereof", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "component", + "output_checked": true + }, + { + "concept": "PVC", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "determinado", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "value", + "output_checked": true + }, + { + "concept": "dure", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "oldValue", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "value", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "fracture", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "laissez", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "chevron", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "material", + "output_checked": true + }, + { + "concept": "arent", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "along", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "shear", + "output_checked": true + }, + { + "concept": "MenuInflater", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Bann", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "serta", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "along", + "output_checked": true + }, + { + "concept": "annum", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "value", + "output_checked": true + }, + { + "concept": "Apakah", + "score": 1.0, + "best_rank": 4, + "best_depth": 63.8, + "near_token": "shear", + "output_checked": true + }, + { + "concept": "oftentimes", + "score": 1.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "material", + "output_checked": true + }, + { + "concept": "Magnitude", + "score": 1.0, + "best_rank": 6, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "s", + "ve", + "se", + "ter", + "th", + "wh", + "cl", + "con", + "row", + "gh", + "ar", + "ne", + "sa", + "yst", + "inter", + "any", + "anc", + "clud", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "min", + "ground", + "ts", + "ces", + "rol" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "is", + "comp", + "ner", + "rence", + "umeric", + "perk", + "aquele", + "Heap", + "samp", + "uq", + "pitted", + "conflicted", + "sman", + "validType", + "absorbed", + "es", + "og", + "tr", + "son", + "ister" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "ere", + "su", + "j", + "ib", + "ge", + "one", + "erv", + "te", + "iew", + "ound", + "left", + "itt", + "ON", + "cept", + "ict", + "ible", + "pol", + "uring", + "raph", + "ext", + "ke", + "eb", + "som", + "arn", + "mark", + "mathb", + "da" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "al", + "ro", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "du", + "ge", + "ber", + "ear", + "row", + "St", + "pr", + "mathrm", + "sa", + "de", + "St", + "col" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "on", + "he", + "en", + "s", + "m", + "de", + "qu", + "ra", + "ity", + "The", + "le", + "ha", + "from", + "ad", + "which", + "com", + "i", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "ric", + "my", + "rib", + "oint" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "s", + "an", + "it", + "is", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "ig", + "ur", + "ve", + "de", + "ay", + "qu", + "ir", + "ly", + "ra", + "ri", + "ere", + "com", + "pe", + "end", + "ill", + "ath", + "ex" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "ort", + "se", + "L" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "og", + "iz", + "ich", + "av", + "ib", + "comp", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "set", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ers", + "of", + "perfectly", + "lid", + "liaison", + "sof", + "bringen", + "wunder", + "Ils", + "n", + "s", + "ature", + "ization", + "photograph", + "they", + "selection", + "novembre", + "aal", + "eat", + "sehen" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "s", + "equip", + "perfectly", + "aal", + "superstar", + "liaison", + "remember", + "tentative", + "wunder", + "ampio", + "e", + "er", + "rel", + "aw", + "ble", + "lid", + "officially", + "grandfather", + "novembre", + "aat", + "EG", + "begitu", + "evol", + "kaya" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "equip", + "immense", + "fielder", + "e", + "begin", + "substantial", + "aal", + "devenu", + "ameri", + "appro", + "reput", + "superstar", + "demise", + "Repositories", + "reliance", + "Verenigde", + "Tog", + "ampio", + "Publicity", + "ecek", + "er", + "substantially", + "tremendous" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "damn", + "tog", + "demise", + "kowy", + "readily", + "er", + "Tog", + "ameri", + "begin", + "equip", + "immense", + "nur", + "fielder", + "outrage", + "pochi", + "watchful", + "Looking", + "aal", + "superstar", + "asesin", + "similar", + "e" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "demise", + "damn", + "immense", + "tog", + "impending", + "Tog", + "kowy", + "tremendous", + "outrage", + "asesin", + "equip", + "readily", + "decree", + "tentative", + "leisurely", + "scathing", + "similar", + "slightly", + "fielder", + "lichkeit", + "watchful" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "despicable", + "impending", + "or", + "autre", + "bizarre", + "dieser", + "scathing", + "demise", + "vergang", + "enraged", + "leisurely", + "tumultuous", + "normalerweise", + "ridiculous", + "shockingly", + "similar", + "decree", + "another", + "annihil", + "another", + "Verteid", + "sigh", + "Interestingly" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "tumultuous", + "these", + "dieser", + "These", + "These", + "excruciating", + "scathing", + "However", + "diesen", + "or", + "within", + "diese", + "tych", + "leisurely", + "azonban", + "dismal", + "despicable", + "momentous" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "or", + "bzw", + "relatively", + "mechanisms", + "tzv", + "dieser", + "However", + "innerhalb", + "tumultuous", + "Relatively", + "within", + "lorsqu", + "spez", + "Lorsque", + "exceedingly", + "atau", + "Typically" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "gradually", + "relatively", + "predetermined", + "unwavering", + "gradual", + "until", + "unassuming", + "mechanisms", + "predefined", + "threshold", + "specified", + "thresholds", + "unspoken", + "mechanism", + "specific", + "dynamically", + "succinctly", + "overarching", + "Relatively", + "when", + "slowly", + "progressively", + "culmination", + "asynchronous", + "detailed", + "exceedingly", + "nuanced", + "leisurely", + "momentous", + "essentially" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "threshold", + "predetermined", + "onset", + "specified", + "until", + "when", + "determined", + "specific", + "steadfast", + "constant", + "relatively", + "predefined", + "resilient", + "endurance", + "thresholds", + "impending", + "certain", + "sudden", + "stringent", + "attainment", + "inherent", + "various", + "sustained", + "resistant", + "fiercely", + "staunch", + "characteristic", + "steady", + "prolonged", + "unwavering", + "determining", + "unspecified" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "until", + "until", + "Until", + "Until", + "hasta", + "threshold", + "jusqu", + "specific", + "till", + "hingga", + "thresholds", + "onset", + "sudden", + "specified", + "predetermined", + "determined", + "regardless", + "resistant", + "limits", + "hasta", + "withstand", + "impending" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "until", + "specific", + "threshold", + "onset", + "until", + "withstand", + "spezif", + "jusqu", + "hasta", + "Criterion", + "resistant", + "Specific", + "thresholds", + "resisting", + "resistance", + "resist", + "limits", + "limit", + "tensile", + "till", + "boundary", + "criterion", + "endurance", + "hysteresis", + "sudden" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "until", + "hasta", + "until", + "till", + "jusqu", + "Until", + "threshold", + "hingga", + "Until", + "till", + "brittle", + "sampai", + "Till", + "deformation", + "Till", + "jusque", + "Deformation", + "Hing", + "thresholds" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "elastic", + "elasticity", + "elastic", + "Elastic", + "until", + "until", + "threshold", + "Elastic", + "inelastic", + "plasticity", + "resistance", + "brittle", + "resilience", + "thresholds", + "yield", + "Resilience", + "limit", + "deformation", + "resilient", + "Resistance", + "resistencia", + "till", + "Until", + "hingga", + "Yield", + "resiliency" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "material", + "material", + "Material", + "Material", + "materials", + "Materials", + "materiales", + "materiaal", + "Materials", + "materiais", + "materia", + "MATERIAL", + "materiale", + "MATERIAL", + "materiali", + "critical", + "materials", + "malzeme", + "elastic", + "elasticity", + "materiality", + "materially" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "material", + "Material", + "material", + "Material", + "materials", + "materiaal", + "materiales", + "Materials", + "MATERIAL", + "materiale", + "materiais", + "MATERIAL", + "materiali", + "Materials", + "materia", + "materiality", + "malzeme", + "MATERIALS", + "shear", + "krit", + "materially" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "material", + "material", + "elastic", + "critical", + "Critical", + "Material", + "yield", + "Material", + "Elastic", + "materiaal", + "materiales", + "materiale", + "as", + "materia", + "until", + "critical", + "shear", + "yield", + "Yield", + "shear", + "MATERIAL" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Here", + "Unlike", + "This", + "Below", + "For", + "However", + "In", + "To", + "Since", + "Note", + "If", + "When", + "The", + "It", + "She", + "Let", + "Use", + "There", + "You", + "During", + "While", + "These", + "Here", + "Once", + "Yield", + "Only", + "Without", + "I", + "Also", + "Studies", + "At", + "Thus" + ] + } + ], + "logit_surprising": [ + { + "concept": "slight", + "score": 14.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "acting", + "output_checked": true + }, + { + "concept": "threshold", + "score": 12.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "readily", + "score": 10.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "component", + "output_checked": true + }, + { + "concept": "predefined", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "damn", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "permissible", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "permitted", + "output_checked": true + }, + { + "concept": "unrest", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "shear", + "output_checked": true + }, + { + "concept": "magnitude", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "shear", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "behest", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "along", + "output_checked": true + }, + { + "concept": "during", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "when", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "elastic", + "output_checked": true + }, + { + "concept": "predetermined", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "exerted", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "acting", + "output_checked": true + }, + { + "concept": "behalf", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "on", + "output_checked": true + }, + { + "concept": "immense", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "permitted", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "reaches", + "output_checked": true + }, + { + "concept": "specified", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "value", + "output_checked": true + }, + { + "concept": "its", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "on", + "output_checked": true + }, + { + "concept": "sufficient", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "reaches", + "output_checked": true + }, + { + "concept": "reaching", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "reaches", + "output_checked": true + }, + { + "concept": "crack", + "score": 2.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "willingness", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "elastic", + "output_checked": true + }, + { + "concept": "enraged", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "permitted", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "component", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "component", + "output_checked": true + }, + { + "concept": "autre", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "outraged", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "permitted", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "shear", + "output_checked": true + }, + { + "concept": "concomitant", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "acting", + "output_checked": true + }, + { + "concept": "Considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "reaches", + "output_checked": true + }, + { + "concept": "tumultuous", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "bzw", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "tions", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "permanec", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "elastic", + "output_checked": true + }, + { + "concept": "unwavering", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "until", + "output_checked": true + }, + { + "concept": "allows", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "withstand", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "material", + "output_checked": true + }, + { + "concept": "likened", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Lorsque", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "gradually", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "amber", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "continuously", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "acting", + "output_checked": true + }, + { + "concept": "various", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "relevant", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "steady", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "regardless", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "axis", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "along", + "output_checked": true + }, + { + "concept": "allowed", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "permitted", + "output_checked": true + }, + { + "concept": "values", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "value", + "output_checked": true + }, + { + "concept": "certain", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "until", + "output_checked": true + }, + { + "concept": "upon", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "acting", + "output_checked": true + }, + { + "concept": "permiss", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "permitted", + "output_checked": true + }, + { + "concept": "defi", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "revered", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "despicable", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "value", + "output_checked": true + }, + { + "concept": "initiates", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "along", + "output_checked": true + }, + { + "concept": "defined", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "plane", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-04__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-04__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-04__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-04__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-04__heatmap.png" + } + }, + { + "slug": "mechanism-name-resolved-slip-threshold-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved slip threshold 5", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Under tension, only part of the applied load drives shear on a close-packed system. Once this projected driving force is large enough, line imperfections begin to glide.", + "prompt_tail": "sion, only part of the applied load drives shear on a close-packed system. Once this projected driving force is large enough, line imperfections begin to glide.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-slip-threshold", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 1129, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 665 + }, + { + "label": "Schmid", + "best_rank": 118240, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 44723 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "odium", + "unica", + "wadi", + "udi", + "odi", + "ahs", + "elli", + "ervo", + "Kodi", + "hacerse", + "avil", + "Fountain", + "ayani", + "Burbank", + "ayya", + "Beverungen", + "wit", + "ilah", + "Sever", + "avia", + "overheard", + "rodeo", + "arpur", + "opa", + "Toto", + "zk" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "anio", + "aville", + "ServiceID", + "arita", + "arpur", + "odi", + "erver", + "rodeo", + "Imperio", + "cil", + "avil", + "Kodi", + "uded", + "zki", + "iasa", + "alco", + "ervo", + "Fairbanks", + "zk", + "odil" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "overheard", + "udi", + "ayani", + "aville", + "rodeo", + "anio", + "arpur", + "odi", + "arita", + "ServiceID", + "uded", + "Kodi", + "alco", + "erver", + "zki", + "avil", + "Imperio", + "ervo", + "qat", + "cil", + "iasa", + "ekw" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "ayani", + "rodeo", + "udi", + "anio", + "overheard", + "odi", + "arita", + "Imperio", + "aville", + "ServiceID", + "arpur", + "Kodi", + "uded", + "erver", + "cil", + "ta", + "ervo", + "zk", + "odil", + "zki", + "qat", + "iasa" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Fountain", + "odium", + "wadi", + "rodeo", + "graisse", + "unica", + "overheard", + "arpur", + "ta", + "quilla", + "udi", + "ahs", + "Kodi", + "zki", + "erver", + "Burbank", + "ayya", + "Gra", + "zk", + "qat", + "elli", + "ink", + "arita", + "cil", + "Imperio" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "squares", + "Infect", + "rehabilitated", + "Inflater", + "vesicular", + "Europ", + "pneumatic", + "calmed", + "Adriatic", + "tesla", + "Aluminum", + "videre", + "directors" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "rehabilitated", + "vesicular", + "Aluminum", + "tesla", + "directors", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "wadi", + "udi", + "arita", + "anio", + "overheard", + "ayani", + "odi", + "aville", + "rodeo", + "ServiceID", + "erver", + "cil", + "arpur", + "alco", + "uded", + "ta", + "empleados", + "odil", + "Imperio", + "Kodi", + "ink", + "zki", + "avil" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "udi", + "odium", + "arita", + "wadi", + "ahs", + "quilla", + "anio", + "overheard", + "cil", + "ayani", + "rodeo", + "Imperio", + "odi", + "erver", + "odil", + "aville", + "ta", + "it", + "uded", + "empleados", + "ServiceID", + "alco", + "sel", + "Toto", + "rekening", + "avil" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "flare", + "sociale", + "infect", + "Infect", + "squares", + "authenticate", + "vesicular", + "mt", + "directors", + "Inflater", + "conferred", + "pneumatic", + "rehabilitated", + "verder", + "calmed", + "Europ", + "reefs", + "fs", + "puis" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "t", + "lepas", + "med", + "heartedly", + "night", + "credo", + "selves", + "eness", + "s", + "fato", + "ujos", + "theater", + "certeza", + "uette", + "gehend", + "rog", + "shore", + "enorm", + "suceder", + "behavior" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "voila", + "med", + "fato", + "hearted", + "heartedly", + "Depois", + "uette", + "certeza", + "uri", + "Moreover", + "osof", + "folds", + "strokes", + "Kalau", + "comienzo", + "lepas", + "use", + "selves", + "Furthermore", + "udir", + "t", + "vice", + "uating", + "credo", + "ujos" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "t", + "uri", + "fato", + "voila", + "ujos", + "selves", + "enorm", + "comienzo", + "folds", + "uette", + "lepas", + "use", + "ve", + "osof", + "digamos", + "preponder", + "uating", + "loff", + "determinados", + "certeza", + "roir", + "strokes", + "Kalau", + "gehend" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "use", + "selves", + "richt", + "jadi", + "enorm", + "voila", + "particular", + "night", + "ding", + "lepas", + "folds", + "ief", + "fato", + "certeza", + "ogf", + "zeug", + "uri", + "strokes", + "particularmente", + "ament" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "mah", + "sporadic", + "use", + "night", + "woolen", + "voila", + "rc", + "vehement", + "virt", + "imperative", + "urably", + "havior", + "jadi", + "politik", + "werks", + "zeug", + "rites", + "certeza" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "nnnn", + "sporadic", + "ODM", + "mah", + "imperative", + "fortitude", + "ock", + "mason", + "woolen", + "sensibility", + "mason", + "zeug", + "virtue", + "boom", + "storm", + "bole", + "eur", + "rrrr", + "romes", + "AnimationFrame", + "flop", + "ujah", + "cosmetics" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "PLOAD", + "thoughtful", + "psychic", + "PSY", + "Untuk", + "MYSQL", + "typescript", + "ODM", + "arcade", + "sporadic", + "testers", + "softener", + "AnimationFrame", + "troupe", + "ventured", + "Postgres" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "arcade", + "discontinuities", + "gdf", + "tramp", + "Mutation", + "Contour", + "unruly", + "Brainz", + "trapez", + "sporadic", + "anthracene", + "Notas", + "cornice", + "sporadically", + "discord", + "mason", + "snowboard", + "Aries", + "amenity", + "MNOP", + "woolen", + "phal" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "bepaalde", + "Unterschiede", + "Notas", + "bestimmte", + "determinadas", + "gewisse", + "kmale", + "woolen", + "jellem", + "consequ", + "arcade", + "undesirable", + "impulses", + "Palisades", + "suficientes", + "predisposition", + "cornice", + "Aries", + "Kite", + "nedostat", + "entscheid", + "entsprechende", + "fondamentali" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "imperfections", + "discontinuities", + "fehler", + "acne", + "instabilities", + "imperfection", + "lunatic", + "wrinkle", + "flaws", + "arcade", + "ornamental", + "vulnerabilities", + "woolen", + "inefficiencies", + "Fehler", + "Unterschiede", + "wrinkles", + "Notas", + "grout", + "cade", + "inconsistencies", + "Ornamental", + "deficiencies", + "anthracene", + "StatusCode" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "acne", + "cade", + "Lines", + "Piso", + "ILayout", + "grout", + "Acne", + "lunatic", + "imperfections", + "instabilities", + "fehler", + "imperfection", + "ornamental", + "LINES", + "parlor", + "linea", + "faibles", + "readme", + "LINES", + "opium", + "Ornamental", + "arcade", + "pim", + "wrinkles", + "Fehler", + "Ane" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "Lines", + "lines", + "Lines", + "LINES", + "lines", + "linea", + "line", + "LINES", + "imperfections", + "Line", + "imperfection", + "discontinuities", + "newLine", + "instabilities", + "addLine", + "wrinkles", + "Linie", + "grout", + "linie", + "Line", + "ILayout", + "acne", + "linha" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "line", + "imperfections", + "Line", + "imperfection", + "Line", + "line", + "imper", + "Imper", + "Imper", + "linea", + "Linie", + "imperfect", + "newLine", + "lines", + "Lines", + "perfected", + "linha", + "imper", + "perfection", + "deficiencies", + "Perfection", + "inefficiencies", + "defects", + "Lines" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "line", + "Line", + "Line", + "imperfections", + "line", + "imper", + "imperfection", + "linea", + "Imper", + "Linie", + "Imper", + "lines", + "newLine", + "addLine", + "Lines", + "iline", + "LINE", + "Linea", + "linee", + "Lines", + "lijn" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "line", + "Line", + "imperfections", + "Line", + "line", + "imper", + "Imper", + "Imper", + "imperfection", + "Linie", + "linea", + "Im", + "impre", + "imper", + "newLine", + "imps", + "iline", + "linee", + "Improvements", + "perd", + "lijn", + "ligne", + "defects" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "the", + "These", + "I", + "However", + "these", + "only", + "your", + "line", + "In", + "we", + "layers", + "large", + "layer", + "example", + "surface", + "one", + "there", + "however", + "they", + "This", + "weight", + "not", + "each", + "travail", + "that", + "same", + "and", + "improve", + "a", + "work", + "free" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 78446, + 135816, + 133670, + 145364, + 150138, + 131066, + 130649, + 134561, + 132546, + 114923, + 104050, + 187167, + 166947, + 126056, + 138024, + 68264, + 80315, + 42144, + 2602, + 5348, + 1657, + 1300, + 1706, + 1130, + 39603, + 20330 + ] + }, + { + "label": "Schmid", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 43272, + 69833, + 62735, + 61315, + 59974, + 173124, + 197055, + 78676, + 88006, + 200237, + 248211, + 247217, + 247089, + 253733, + 259655, + 251266, + 234875, + 184081, + 158743, + 118241, + 170426, + 191873, + 238950, + 239016, + 221361, + 19732 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 5341, + 18129, + 10095, + 26170, + 73667, + 15437, + 1920, + 2774, + 4767, + 2364, + 4344, + 3502, + 2572, + 666 + ] + }, + { + "label": "Schmid", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 174272, + 163449, + 173706, + 137758, + 219171, + 226779, + 210083, + 44724, + 104427, + 138355, + 157885, + 167254, + 227099, + 223893 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "dini", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "system", + "output_checked": true + }, + { + "concept": "suffice", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "enough", + "output_checked": true + }, + { + "concept": "tendon", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "voila", + "score": 3.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": ",", + "output_checked": true + }, + { + "concept": "determinado", + "score": 3.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "large", + "output_checked": true + }, + { + "concept": "RED", + "score": 3.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "shear", + "output_checked": true + }, + { + "concept": "suficiente", + "score": 3.0, + "best_rank": 4, + "best_depth": 44.7, + "near_token": "enough", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "Under", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Colombeau", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "Chatter", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "glide", + "output_checked": true + }, + { + "concept": "bepaalde", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "injected", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Depois", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "determinados", + "score": 2.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Garr", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "on", + "output_checked": true + }, + { + "concept": "seperate", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Unh", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "heinous", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "is", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "Sublime", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "testers", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "english", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "MNOP", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "arcade", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "eure", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "contemplated", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "is", + "output_checked": true + }, + { + "concept": "threshold", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "aporte", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "alcance", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "enough", + "output_checked": true + }, + { + "concept": "cuando", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Beauty", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "totaling", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "Compression", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "to", + "output_checked": true + }, + { + "concept": "acne", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "erosion", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "emin", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "force", + "output_checked": true + }, + { + "concept": "sized", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "enough", + "output_checked": true + }, + { + "concept": "fuerza", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "blemishes", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "earthquakes", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "Lines", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "gliding", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "glide", + "output_checked": true + }, + { + "concept": "fato", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ZERO", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Immediately", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "on", + "output_checked": true + }, + { + "concept": "AFD", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "String", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "matlab", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "line", + "output_checked": true + }, + { + "concept": "Yunnan", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "begin", + "output_checked": true + }, + { + "concept": "Seventeen", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "queridos", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "system", + "output_checked": true + }, + { + "concept": "imparted", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "this", + "output_checked": true + }, + { + "concept": "defectos", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "Zou", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "glide", + "output_checked": true + }, + { + "concept": "kesan", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "ITest", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Fudge", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "glide", + "output_checked": true + }, + { + "concept": "sunrise", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "fuerzas", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "shear", + "output_checked": true + }, + { + "concept": "croissant", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": ",", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "manche", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "part", + "output_checked": true + }, + { + "concept": "Mantra", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "applied", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "se", + "th", + "row", + "gh", + "ar", + "ne", + "yst", + "inter", + "ype", + "anc", + "ey", + "pect", + "red", + "ray", + "ative", + "ser", + "min", + "ground", + "ts", + "ces", + "years", + "be", + "log", + "son", + "eb", + "span", + "ke", + "na", + "rivate", + "ters" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "rence", + "es", + "og", + "ner", + "ning", + "assert", + "vert", + "ju", + "Mode", + "purposes", + "stem", + "umeric", + "LI", + "certific", + "fac", + "celle", + "yaitu", + "sat", + "stems", + "terminated" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "or", + "w", + "se", + "y", + "ment", + "j", + "math", + "ast", + "one", + "que", + "ystem", + "mod", + "ax", + "ON", + "red", + "pol", + "raph", + "tem", + "som", + "mark", + "vol", + "To", + "rem", + "pha", + "document", + "thing", + "mag", + "vi", + "ably", + "ograph", + "kan" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "re", + "le", + "m", + "ou", + "ing", + "ic", + "ion", + "el", + "l", + "im", + "g", + "se", + "ation", + "ch", + "if", + "th", + "us", + "ht", + "ers", + "and", + "ess", + "pe", + "ain", + "he", + "j", + "le", + "pl", + "ame", + "iz", + "ex" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ic", + "ve", + "ch", + "od", + "pe", + "The", + "pl", + "ha", + "ad", + "ign", + "which", + "app", + "yst", + "ro", + "ick", + "ple", + "che", + "par", + "ize", + "we", + "ystem", + "ays", + "est", + "wo", + "who", + "rib", + "es", + "pos", + "what" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "ere", + "end", + "ill", + "ex", + "art", + "ud", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ge", + "ph", + "ong", + "one" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "comp", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "to", + "ER", + "app", + "rel", + "tern", + "mo", + "det", + "cur" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "youtu", + "eat", + "evol", + "heer", + "Publicity", + "n", + "ers", + "equip", + "gambar", + "saxophone", + "of", + "couple", + "depart", + "photograph", + "perfectly", + "reput", + "sof", + "wunder" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "youtu", + "e", + "s", + "depart", + "setcounter", + "aat", + "eat", + "evol", + "gambar", + "Publicity", + "rel", + "of", + "equip", + "reput", + "refuge", + "immense", + "aal", + "imitation", + "EG", + "successfully", + "heer" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "substantial", + "tanti", + "fielder", + "e", + "readily", + "substantially", + "aat", + "slightly", + "immense", + "Publicity", + "diffuse", + "youtu", + "ecek", + "equip", + "slight", + "imitation", + "favorably", + "rique", + "necessitate", + "Tog", + "Iy", + "setcounter", + "also", + "united", + "tremendous" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "slight", + "fielder", + "slightly", + "additional", + "damn", + "aat", + "readily", + "substantial", + "Iy", + "tanti", + "Tog", + "Looking", + "also", + "immense", + "nur", + "asesin", + "er", + "intraper", + "ameri", + "cooking", + "Uit", + "somebody", + "alam" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "slightly", + "slight", + "tog", + "tremendous", + "immense", + "additional", + "substantial", + "fielder", + "asesin", + "Considerable", + "damn", + "aat", + "tanti", + "readily", + "Tog", + "intraper", + "also", + "Iy", + "Will", + "outraged", + "necessitate", + "rather" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "tanti", + "slight", + "tremendous", + "Diageo", + "substantially", + "CTAssert", + "continued", + "substantial", + "triggered", + "aat", + "outraged", + "slightly", + "sobbing", + "Fukushima", + "readily", + "Iy", + "even", + "sigh", + "ujar", + "earnestly", + "deflected", + "jednotliv", + "addirittura" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "triggered", + "dichas", + "of", + "mereka", + "triggered", + "These", + "Tuttavia", + "Collectively", + "another", + "scathing", + "tertentu", + "belirli", + "tantamount", + "suitable", + "of", + "preponder", + "hyth" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "those", + "become", + "Those", + "those", + "resulting", + "mechanisms", + "reminiscent", + "tions", + "resulting", + "diejenigen", + "facilitated", + "Those", + "belirli", + "entspre", + "Characteristics", + "becomes", + "MessageBox", + "suitable" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "those", + "become", + "these", + "facilitated", + "protrusions", + "mechanisms", + "ignited", + "triggered", + "responding", + "stimulated", + "resorting", + "gradually", + "accelerated", + "becomes", + "slowly", + "initiated", + "localized", + "initiating", + "intensified", + "resisting", + "predefined", + "commencing", + "protruding", + "spurred", + "propelled", + "inflection", + "sparking", + "longing", + "galvanized" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "massive", + "various", + "localized", + "some", + "nearby", + "motivated", + "collective", + "aligned", + "existing", + "wandering", + "undesirable", + "numerous", + "small", + "certain", + "resilient", + "sticking", + "those", + "local", + "the", + "highly", + "progressive", + "guided", + "facilitated", + "upheaval", + "often", + "identified", + "prominent", + "many", + "selected", + "linked", + "inherent", + "uneven" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "S", + "various", + "th", + "specific", + "numerous", + "N", + "certain", + "A", + "existing", + "localized", + "m", + "L", + "the", + "the", + "previously", + "D", + "nearby", + "different", + "C", + "S", + "In", + "per", + "those", + "associated", + "O", + "line", + "lines", + "a", + "even", + "and", + "G" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "line", + "s", + "line", + "and", + "l", + "m", + "L", + "lines", + "th", + "Line", + "and", + "or", + "nn", + "n", + "man", + "L", + "e", + "I", + "per", + "Line", + "S", + "defects", + "S", + "N", + "st", + "nd", + "h", + "T", + "un", + "on", + "lines", + "addLine" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "L", + "l", + "N", + "line", + "S", + "O", + "s", + "el", + "un", + "n", + "l", + "L", + "U", + "ad", + "per", + "M", + "H", + "th", + "I", + "line", + "nn", + "m", + "re", + "Un", + "d", + "D", + "J", + "Y", + "an", + "In", + "v" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "line", + "line", + "Line", + "lines", + "Line", + "lines", + "Lines", + "s", + "L", + "l", + "Lines", + "N", + "O", + "un", + "m", + "linie", + "LINE", + "addLine", + "I", + "lined", + "linea", + "n", + "S", + "re", + "t" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "line", + "line", + "Line", + "Line", + "lines", + "linha", + "linea", + "imperfections", + "ligne", + "addLine", + "Lines", + "Linie", + "LINE", + "imper", + "linee", + "LINE", + "Lines", + "linie", + "lijn", + "lines" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "line", + "Line", + "line", + "Line", + "linea", + "linha", + "lines", + "LINE", + "imperfections", + "imper", + "LINE", + "ligne", + "Linie", + "addLine", + "linee", + "lijn", + "Imper", + "Lines", + "Lines" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "line", + "Line", + "Line", + "line", + "imperfections", + "imper", + "linee", + "Imper", + "LINE", + "linea", + "ligne", + "Imper", + "iline", + "ine", + "lines", + "addLine", + "linha", + "Linie", + "lijn", + "LINE", + "Linea", + "eline" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "the", + "These", + "I", + "However", + "these", + "only", + "your", + "line", + "In", + "we", + "layers", + "large", + "layer", + "example", + "surface", + "one", + "there", + "however", + "they", + "This", + "weight", + "not", + "each", + "travail", + "that", + "same", + "and", + "improve", + "a", + "work", + "free" + ] + } + ], + "logit_surprising": [ + { + "concept": "exerted", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "force", + "output_checked": true + }, + { + "concept": "there", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "Once", + "output_checked": true + }, + { + "concept": "unrest", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "shear", + "output_checked": true + }, + { + "concept": "your", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "these", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "sufficiently", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "large", + "output_checked": true + }, + { + "concept": "threshold", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "effective", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "and", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "line", + "output_checked": true + }, + { + "concept": "humanity", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "part", + "output_checked": true + }, + { + "concept": "damn", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "only", + "output_checked": true + }, + { + "concept": "but", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "only", + "output_checked": true + }, + { + "concept": "destabil", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "line", + "output_checked": true + }, + { + "concept": "reduced", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "certain", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "magnitude", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "enough", + "output_checked": true + }, + { + "concept": "projection", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "projected", + "output_checked": true + }, + { + "concept": "gliding", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "glide", + "output_checked": true + }, + { + "concept": "behalf", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "on", + "output_checked": true + }, + { + "concept": "easily", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "glide", + "output_checked": true + }, + { + "concept": "immense", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "imparted", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "those", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "directly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "drives", + "output_checked": true + }, + { + "concept": "densely", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "defects", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "energy", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "this", + "output_checked": true + }, + { + "concept": "empiezan", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "begin", + "output_checked": true + }, + { + "concept": "sliding", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "glide", + "output_checked": true + }, + { + "concept": "voltage", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "forces", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "force", + "output_checked": true + }, + { + "concept": "proximity", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "close", + "output_checked": true + }, + { + "concept": "substantial", + "score": 2.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "is", + "output_checked": true + }, + { + "concept": "slight", + "score": 2.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "on", + "output_checked": true + }, + { + "concept": "coworkers", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "shear", + "output_checked": true + }, + { + "concept": "requ", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "only", + "output_checked": true + }, + { + "concept": "pardon", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "readily", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "reput", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "system", + "output_checked": true + }, + { + "concept": "Significantly", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "large", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "hindrance", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "load", + "output_checked": true + }, + { + "concept": "Considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "enough", + "output_checked": true + }, + { + "concept": "impeding", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "horrible", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "load", + "output_checked": true + }, + { + "concept": "nedeniyle", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "tanti", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "outraged", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "addirittura", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "begin", + "output_checked": true + }, + { + "concept": "dissipated", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "drives", + "output_checked": true + }, + { + "concept": "tantamount", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "enough", + "output_checked": true + }, + { + "concept": "sogar", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "begin", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "glide", + "output_checked": true + }, + { + "concept": "bzw", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "close", + "output_checked": true + }, + { + "concept": "sufficient", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "enough", + "output_checked": true + }, + { + "concept": "then", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "incrementally", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "glide", + "output_checked": true + }, + { + "concept": "pertaining", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "because", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "therefore", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Once", + "output_checked": true + }, + { + "concept": "portion", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "this", + "output_checked": true + }, + { + "concept": "inevitably", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "become", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "begin", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-05__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-05__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-05__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-05__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-05__heatmap.png" + } + }, + { + "slug": "mechanism-name-resolved-slip-threshold-06", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved slip threshold 6", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Rotating a single crystal changes the axial stress required to initiate slip even though the critical resolved shear resistance is unchanged.", + "prompt_tail": "Rotating a single crystal changes the axial stress required to initiate slip even though the critical resolved shear resistance is unchanged.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 22 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-slip-threshold", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 13834, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 3269 + }, + { + "label": "Schmid", + "best_rank": 19575, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 14459 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "extravagant", + "asilkan", + "complexity", + "nev", + "iber", + "lah", + "ets", + "intric", + "esia", + "Angelina", + "Zhejiang", + "aforementioned", + "nH", + "extravag", + "Elijah", + "delas", + "eleg", + "Outlook", + "troubleshoot", + "lash", + "Becker", + "outspoken", + "stru", + "lias", + "jumpsuit", + "extravagance" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "ServiceID", + "arpur", + "rodeo", + "aville", + "odi", + "arita", + "Imperio", + "anio", + "erver", + "Kodi", + "uded", + "ervo", + "cil", + "avil", + "zki", + "iasa", + "alco", + "zk", + "odil" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "udi", + "ayani", + "overheard", + "arita", + "rodeo", + "arpur", + "odi", + "ervo", + "cil", + "anio", + "aville", + "alco", + "Imperio", + "ServiceID", + "uded", + "erver", + "empleados", + "qat", + "ta", + "odil", + "ayya" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Europ", + "rehabilitated", + "vesicular", + "mt", + "conferred", + "Aluminum", + "fs" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "tration", + "PCR", + "Arbor", + "plings", + "arantine", + "Raptors", + "longer", + "laparoscopic", + "ogenies", + "formed", + "Alhaji", + "Razer", + "KNN", + "genesis", + "crete", + "Genesis", + "HPLC", + "Bamboo", + "comprehensively", + "wget", + "JPanel", + "hene", + "genesis", + "repaid" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "rehabilitated", + "Infect", + "Europ", + "vesicular", + "squares", + "conferred", + "pneumatic", + "Inflater", + "calmed", + "remotely", + "mt", + "ductory", + "nye", + "Cooler" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "calmed", + "authenticate", + "rehabilitated", + "vesicular", + "directors", + "tesla", + "Aluminum", + "mt", + "conferred" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "wadi", + "udi", + "arita", + "anio", + "overheard", + "ayani", + "aville", + "odi", + "ServiceID", + "rodeo", + "uded", + "alco", + "erver", + "odil", + "cil", + "Kodi", + "arpur", + "ta", + "empleados", + "zki", + "avil", + "Imperio", + "ink" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "ahs", + "quilla", + "wadi", + "udi", + "anio", + "overheard", + "erver", + "ayani", + "Imperio", + "aville", + "cil", + "ServiceID", + "it", + "rodeo", + "odi", + "uded", + "odil", + "alco", + "ta", + "sel", + "empleados", + "arpur", + "Toto", + "avil" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "infect", + "flare", + "vesicular", + "squares", + "Infect", + "directors", + "authenticate", + "mt", + "pneumatic", + "puis", + "conferred", + "rehabilitated", + "verder", + "Inflater", + "director", + "chartered", + "tesla", + "fs" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "t", + "s", + "gehend", + "digamos", + "med", + "heartedly", + "lepas", + "Moreover", + "dass", + "fif", + "dif", + "ures", + "ve", + "selves", + "ended", + "ujos", + "f", + "eness", + "fato" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "digamos", + "med", + "Kalau", + "Moreover", + "fato", + "fif", + "Depois", + "voila", + "gehend", + "t", + "Como", + "hearted", + "esimerkiksi", + "heartedly", + "ve", + "uri", + "dif", + "iven", + "beispielsweise", + "though" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "digamos", + "med", + "s", + "t", + "sage", + "ve", + "Kalau", + "gehend", + "uri", + "dif", + "do", + "though", + "esimerkiksi", + "fif", + "preval", + "sage", + "voila", + "wobei", + "f", + "laissez", + "g", + "ures", + "rad", + "iven", + "fato" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "digamos", + "laissez", + "med", + "Moreover", + "preval", + "do", + "primes", + "dif", + "sage", + "perd", + "eben", + "sage", + "manner", + "perfect", + "urious", + "t", + "lepas", + "ve", + "uri", + "ures" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "necessariamente", + "argumento", + "Etc", + "necessarily", + "skept", + "differenza", + "assertions", + "digamos", + "vnd", + "ardin", + "limitation", + "rekom", + "gi", + "hypothetical", + "examination", + "sheep", + "mah", + "liability", + "insist", + "theoretically" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "argumento", + "dud", + "xr", + "Etc", + "fif", + "mesinin", + "reasoning", + "mah", + "virtue", + "mason", + "absol", + "assertions", + "bree", + "imperative", + "sheep", + "Romeo", + "eur", + "teh", + "theoretically", + "defens", + "CBR", + "gesellschaft", + "diamante", + "enunciado" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "psicologia", + "Notas", + "therapeutics", + "psalm", + "krypt", + "defensive", + "UTRON", + "theoretically", + "assertions", + "faibles", + "Neuroscience", + "PLOAD", + "additive", + "neuroscience", + "datasource", + "workbook" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "detriment", + "MNOP", + "intend", + "bree", + "Notas", + "Considerations", + "mnist", + "Ensure", + "dhat", + "ChangedEventArgs", + "remain", + "ensure", + "hibernate", + "hinsichtlich", + "dirigentes", + "discontinuities", + "gdf", + "reassure", + "displace", + "does", + "consequ", + "Consider", + "postulated", + "conundrum", + "necessariamente" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "t", + "no", + "nonetheless", + "unaltered", + "s", + "waarbij", + "withstanding", + "tandis", + "Integrity", + "situation", + "sbagli", + "in", + "same", + "s", + "determinada", + "Nonetheless", + "determinadas", + "unchanged", + "determinante", + "unchanging", + "while", + "digamos", + "implique", + "situation" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "even", + "even", + "unaltered", + "unchanged", + "Even", + "tetap", + "Even", + "Nonetheless", + "remains", + "remain", + "aporte", + "iber", + "incluso", + "hao", + "intact", + "withstanding", + "nonetheless", + "determinante", + "mesmo", + "permanec", + "Jericho", + "unch", + "luminance", + "bahkan", + "sbagli", + "tandis" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "even", + "even", + "eren", + "ITest", + "aporte", + "iber", + "Even", + "conven", + "Even", + "kec", + "Jericho", + "adi", + "writeInt", + "Nonetheless", + "ress", + "Jind", + "implica", + "anormal", + "Constant", + "incluso" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "even", + "even", + "Even", + "sbagli", + "Even", + "iber", + "determinante", + "aporte", + "importe", + "y", + "unaltered", + "unch", + "ard", + "conven", + "jari", + "si", + "incluso", + "Nonetheless", + "ress", + "tandis", + "indetermin", + "e", + "t", + "conse" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "unch", + "unchanged", + "even", + "even", + "constant", + "Even", + "critical", + "critical", + "unchanging", + "Critical", + "constant", + "unaltered", + "Even", + "changes", + "nawet", + "crit", + "changed", + "changes", + "constants", + "unde", + "Constant", + "krit", + "change", + "Krit", + "CHANGED", + "constante" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "unch", + "even", + "unchanged", + "even", + "Even", + "and", + "changes", + "Even", + "changes", + "to", + "changed", + "constant", + "change", + "unchanging", + "as", + "tained", + "chang", + "total", + "critical", + "constant", + "if", + "unaltered", + "verand", + "Critical", + "it", + "nawet", + "cambiamenti" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "unch", + "Un", + "Even", + "to", + "unchanged", + "even", + "Un", + "Even", + "even", + "change", + "changed", + "un", + "changes", + "unloaded", + "changes", + "critical", + "Critical", + "constant", + "nawet", + "UNCH", + "if", + "unresolved", + "as", + "perubahan", + "unsolicited", + "unfl", + "T" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Even", + "If", + "Note", + "In", + "However", + "thought", + "Since", + "even", + "Here", + "Even", + "The", + "Therefore", + "The", + "This", + "Note", + "Although", + "For", + "the", + "Because", + "unchanged", + "What", + "I", + "com", + "When", + "Let", + "Here", + "Un", + "Or", + "These", + "Thus", + "In", + "Though" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 12038, + 134401, + 142191, + 130455, + 245620, + 125067, + 129450, + 134612, + 139335, + 116085, + 144294, + 182849, + 166976, + 141749, + 130798, + 68309, + 47862, + 85442, + 13835, + 56594, + 71725, + 83681, + 80548, + 56530, + 108596, + 83468 + ] + }, + { + "label": "Schmid", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 25647, + 66561, + 62834, + 189504, + 61927, + 179597, + 196776, + 78346, + 79348, + 200541, + 238478, + 235232, + 239545, + 246123, + 254770, + 242345, + 218472, + 114912, + 129429, + 98461, + 151831, + 149541, + 25609, + 19576, + 9327, + 8802 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 23677, + 44233, + 38235, + 85070, + 67751, + 16168, + 7189, + 4512, + 3270, + 5236, + 53076, + 13642, + 60744, + 11668 + ] + }, + { + "label": "Schmid", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 102008, + 119764, + 124323, + 152056, + 103387, + 84629, + 50716, + 14460, + 70700, + 81713, + 161553, + 63264, + 70538, + 38146 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "unaltered", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "unchanged", + "output_checked": true + }, + { + "concept": "likely", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "for", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "required", + "output_checked": true + }, + { + "concept": "tetap", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "though", + "output_checked": true + }, + { + "concept": "Miche", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "required", + "output_checked": true + }, + { + "concept": "Resolution", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "CRS", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "is", + "output_checked": true + }, + { + "concept": "digamos", + "score": 2.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Verte", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "Ine", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "dini", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "shear", + "output_checked": true + }, + { + "concept": "slightest", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "Rotating", + "output_checked": true + }, + { + "concept": "implica", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "mental", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "changes", + "output_checked": true + }, + { + "concept": "FIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "yamaha", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "resistance", + "output_checked": true + }, + { + "concept": "diberi", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "mts", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "changes", + "output_checked": true + }, + { + "concept": "NES", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "initiate", + "output_checked": true + }, + { + "concept": "ply", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "Leinster", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "resistance", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "unchanged", + "output_checked": true + }, + { + "concept": "WHY", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "single", + "output_checked": true + }, + { + "concept": "nests", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "BCR", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "is", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ITest", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "initiate", + "output_checked": true + }, + { + "concept": "chorizo", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "is", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "sean", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "changes", + "output_checked": true + }, + { + "concept": "despite", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "though", + "output_checked": true + }, + { + "concept": "circumferential", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Aussch", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "natal", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "achieve", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "to", + "output_checked": true + }, + { + "concept": "tetapi", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "voila", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "single", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Caste", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "though", + "output_checked": true + }, + { + "concept": "governmental", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "necessariamente", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Biden", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "single", + "output_checked": true + }, + { + "concept": "indestructible", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "unchanged", + "output_checked": true + }, + { + "concept": "PLOAD", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "psicologia", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "determinants", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "replace", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "detriment", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "implique", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "resistance", + "output_checked": true + }, + { + "concept": "maksud", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "argumento", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "TryParse", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "dig", + "score": 1.0, + "best_rank": 4, + "best_depth": 55.3, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "MenuInflater", + "score": 1.0, + "best_rank": 4, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Mathematics", + "score": 1.0, + "best_rank": 5, + "best_depth": 68.1, + "near_token": "stress", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "et", + "se", + "th", + "wh", + "ers", + "res", + "le", + "row", + "ther", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "left", + "text", + "any", + "anc", + "clud", + "ey", + "oint", + "ton", + "pos", + "der", + "tr", + "sh", + "pect" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "t", + "es", + "is", + "ers", + "ie", + "tr", + "comp", + "ne", + "az", + "ner", + "br", + "son", + "ware", + "sl", + "ils", + "qual", + "mente", + "ERS", + "carried", + "sen", + "whatever", + "ec", + "rence", + "recept", + "stem" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "su", + "j", + "ust", + "ib", + "one", + "te", + "iew", + "ild", + "ound", + "left", + "ON", + "cept", + "bet", + "ict", + "uring", + "raph", + "ext", + "ke", + "arn", + "mark", + "mathb", + "da", + "fin", + "essage", + "cond", + "RO", + "ird" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "ro", + "im", + "ation", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "ab", + "du", + "ge", + "ber", + "row", + "St", + "pr", + "mathrm" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "m", + "qu", + "pro", + "ity", + "The", + "le", + "ha", + "from", + "ad", + "ical", + "which", + "com", + "i", + "ar", + "yst", + "ro", + "ag", + "ize", + "we", + "est", + "ric", + "rib", + "oint", + "mask" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "he", + "re", + "en", + "at", + "s", + "an", + "it", + "is", + "ar", + "le", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "de", + "ay", + "ch", + "qu", + "ir", + "ly", + "ra", + "un", + "ri", + "pro", + "ere" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ut", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "res" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "os", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ar", + "pr", + "sp", + "ah", + "ric", + "app", + "rel", + "tern", + "mo", + "cur", + "mi" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "n", + "s", + "of", + "ization", + "liaison", + "evol", + "kaya", + "Ils", + "e", + "am", + "ers", + "aw", + "perfectly", + "lid", + "aal", + "aat", + "EG", + "sehen", + "located", + "sof", + "bringen" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "e", + "s", + "of", + "perfectly", + "officially", + "administrator", + "technically", + "aal", + "aat", + "liaison", + "evol", + "tentative", + "Bismillahirrah", + "ampio", + "Publicity", + "eleg", + "er", + "ble", + "grandfather", + "bildung", + "EG" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "immense", + "Publicity", + "fielder", + "e", + "officially", + "damn", + "demise", + "Repositories", + "devenu", + "reliance", + "er", + "begin", + "equip", + "substantial", + "substantially", + "superstar", + "resmi", + "dictator", + "watchful", + "successor", + "ain", + "behalf", + "administrator", + "technically", + "grandfather", + "administ" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "immense", + "damn", + "avrebbe", + "demise", + "tog", + "asesin", + "er", + "kowy", + "administr", + "Tog", + "fielder", + "ain", + "ampio", + "decid", + "aal", + "lichkeit", + "pochi", + "circumstances", + "ributor", + "indiv", + "elated", + "decree" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "avrebbe", + "demise", + "immense", + "asesin", + "readily", + "damn", + "kowy", + "tog", + "ampio", + "fielder", + "impending", + "Tog", + "acciaio", + "decid", + "dictator", + "er", + "circumstances", + "aal", + "lichkeit", + "litigation", + "decree", + "indiv", + "administr", + "similar", + "collided" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "demise", + "avrebbe", + "abrog", + "dictator", + "reverting", + "tersebut", + "exacerbated", + "kowy", + "decree", + "esas", + "acciaio", + "potentially", + "impending", + "vergang", + "enraged", + "fielder", + "autre", + "aquele", + "outraged", + "deceduto" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "exacerbated", + "of", + "tersebut", + "of", + "been", + "whereby", + "albeit", + "but", + "imposed", + "during", + "potentially", + "because", + "continued", + "esas", + "Nevertheless", + "inadvertently", + "amended", + "arising" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "potentially", + "when", + "but", + "unchanged", + "allowing", + "irrespective", + "modified", + "because", + "resulting", + "adversely", + "inadvertently", + "imposed", + "been", + "modification", + "nevertheless", + "lorsque", + "Nevertheless", + "albeit", + "described", + "essentially", + "of", + "whereby", + "changes", + "relatively", + "mechanisms", + "detrimental", + "during", + "modifications", + "change", + "momentarily" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "unchanged", + "inadvertently", + "changes", + "readjust", + "change", + "hypothetical", + "adversely", + "momentarily", + "upheaval", + "potentially", + "unintentionally", + "when", + "modified", + "Eshelby", + "increase", + "increases", + "mechanisms", + "decreases", + "inherently", + "irrespective", + "seemingly", + "inferred", + "implications", + "modification", + "altered", + "temporarily", + "modifying", + "allowing", + "decrease", + "modifications", + "onChange" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "unchanged", + "change", + "increase", + "relatively", + "changes", + "modified", + "altered", + "equivalent", + "steadfast", + "increases", + "resilient", + "predetermined", + "increased", + "although", + "identical", + "altering", + "readjust", + "significant", + "potentially", + "inherently", + "irrespective", + "significantly", + "underlying", + "varying", + "the", + "constant", + "existing", + "changing", + "inherent", + "unchanging", + "s", + "despite" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "unchanged", + "unchanging", + "changes", + "maintaining", + "unaltered", + "change", + "identical", + "despite", + "maintained", + "altered", + "constant", + "maintain", + "altering", + "modified", + "regardless", + "stable", + "changing", + "modifying", + "when", + "overall", + "alterations", + "increases", + "variations", + "steady", + "irrespective", + "unmodified", + "although", + "preserving", + "readjust", + "even", + "increase", + "situations" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "even", + "unchanged", + "unaltered", + "even", + "changes", + "change", + "Even", + "despite", + "regardless", + "unch", + "remains", + "altered", + "unchanging", + "remain", + "increase", + "increased", + "although", + "maintained", + "identical", + "maintaining", + "increases", + "altering", + "nawet" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "even", + "Even", + "unchanged", + "even", + "constant", + "meskipun", + "Even", + "Although", + "kahit", + "although", + "Despite", + "nawet", + "despite", + "unch", + "unchanging", + "tetap", + "Constant" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "unchanged", + "even", + "Even", + "meskipun", + "even", + "constancy", + "constant", + "unchanging", + "although", + "maintaining", + "despite", + "unaltered", + "unch", + "Although", + "maintained", + "constant", + "Even", + "Despite", + "invariant", + "unmodified", + "constants", + "albeit", + "meski" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "unchanged", + "even", + "unch", + "critical", + "un", + "even", + "critical", + "un", + "constant", + "Critical", + "unaltered", + "Un", + "constant", + "unchanging", + "Un", + "Even", + "Even", + "Critical", + "and", + "as", + "changes", + "er", + "uncon" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "unch", + "unchanged", + "even", + "Even", + "Even", + "even", + "unaltered", + "constant", + "critical", + "critical", + "Critical", + "unchanging", + "constant", + "Critical", + "kahit", + "changes", + "maintained", + "despite", + "constants", + "regardless", + "nawet", + "unst" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "unch", + "even", + "unchanged", + "even", + "critical", + "Critical", + "un", + "changes", + "Even", + "changed", + "but", + "nawet", + "Un", + "critical", + "change", + "changes", + "unchanging", + "as", + "const", + "resolved", + "unresolved", + "to", + "CHANGES", + "and", + "Even" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Even", + "If", + "Note", + "In", + "However", + "thought", + "Since", + "even", + "Here", + "Even", + "The", + "Therefore", + "The", + "This", + "Note", + "Although", + "For", + "the", + "Because", + "unchanged", + "What", + "I", + "com", + "When", + "Let", + "Here", + "Un", + "Or", + "These", + "Thus", + "In", + "Though" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 14.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "and", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "changes", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 7.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "to", + "output_checked": true + }, + { + "concept": "stresses", + "score": 7.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "your", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "been", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "there", + "score": 4.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "dieser", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "for", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "required", + "output_checked": true + }, + { + "concept": "despite", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "though", + "output_checked": true + }, + { + "concept": "achieve", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "slight", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "initiate", + "output_checked": true + }, + { + "concept": "evaluated", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "seemingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "though", + "output_checked": true + }, + { + "concept": "dictator", + "score": 2.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "willingness", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "unrest", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "shear", + "output_checked": true + }, + { + "concept": "plethora", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "reverting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "even", + "output_checked": true + }, + { + "concept": "behalf", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "unchanged", + "output_checked": true + }, + { + "concept": "also", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "even", + "output_checked": true + }, + { + "concept": "criticized", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "though", + "output_checked": true + }, + { + "concept": "debilit", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "shear", + "output_checked": true + }, + { + "concept": "exacerbated", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "irrespective", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "though", + "output_checked": true + }, + { + "concept": "could", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "potentially", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "reaffirm", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "pathway", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "exerted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "increase", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "longstanding", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "any", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "even", + "output_checked": true + }, + { + "concept": "although", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "though", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "requirements", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "workable", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "shear", + "output_checked": true + }, + { + "concept": "within", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "resistance", + "output_checked": true + }, + { + "concept": "defined", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "but", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "unchanged", + "output_checked": true + }, + { + "concept": "regardless", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "though", + "output_checked": true + }, + { + "concept": "same", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "unambiguous", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "threshold", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "resolution", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "glorious", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "required", + "output_checked": true + }, + { + "concept": "logistical", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "single", + "output_checked": true + }, + { + "concept": "acceptable", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "required", + "output_checked": true + }, + { + "concept": "enraged", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "bmw", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "resultant", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "roadway", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "tectonic", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "pero", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "demise", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "their", + "score": 1.0, + "best_rank": 4, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-06__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-06__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-06__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-06__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-06__heatmap.png" + } + }, + { + "slug": "mechanism-name-resolved-slip-threshold-07", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved slip threshold 7", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A favorably oriented slip system reaches its critical shear value before any other system, producing the first permanent surface steps.", + "prompt_tail": "A favorably oriented slip system reaches its critical shear value before any other system, producing the first permanent surface steps.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 22 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-slip-threshold", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 15127, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 4721 + }, + { + "label": "Schmid", + "best_rank": 222311, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 49935 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "odium", + "unica", + "odi", + "wadi", + "udi", + "elli", + "ervo", + "ahs", + "hacerse", + "ayani", + "Kodi", + "avia", + "Burbank", + "avil", + "wit", + "Fountain", + "ayya", + "Beverungen", + "ilah", + "Sever", + "inking", + "Toto", + "rodeo", + "overheard", + "arpur", + "zk" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "ServiceID", + "arpur", + "arita", + "rodeo", + "anio", + "aville", + "odi", + "Imperio", + "erver", + "uded", + "ervo", + "cil", + "avil", + "Kodi", + "alco", + "zki", + "iasa", + "odil", + "Toto" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "udi", + "overheard", + "arita", + "anio", + "rodeo", + "aville", + "odi", + "ServiceID", + "arpur", + "alco", + "erver", + "Imperio", + "uded", + "ervo", + "cil", + "ta", + "empleados", + "odil", + "qat", + "zki", + "avil", + "Kodi" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Europ", + "rehabilitated", + "vesicular", + "mt", + "conferred", + "Aluminum", + "fs" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Fountain", + "odium", + "quilla", + "ta", + "rodeo", + "Selangor", + "graisse", + "lova", + "annya", + "tox", + "sever", + "arpur", + "arita", + "Maldonado", + "uded", + "omba", + "tery", + "Alamos", + "ushima", + "lores", + "overheard", + "elle", + "Sever", + "Sever", + "wadi", + "FAS" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "Infect", + "rehabilitated", + "Europ", + "vesicular", + "squares", + "Inflater", + "conferred", + "calmed", + "pneumatic", + "remotely", + "mt", + "appealed", + "ductory", + "nye" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "authenticate", + "calmed", + "rehabilitated", + "tesla", + "vesicular", + "directors", + "Aluminum", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "wadi", + "udi", + "arita", + "ahs", + "anio", + "overheard", + "ayani", + "aville", + "odi", + "rodeo", + "ServiceID", + "uded", + "cil", + "alco", + "erver", + "odil", + "Kodi", + "arpur", + "ta", + "empleados", + "zki", + "avil", + "Imperio", + "ink" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "wadi", + "ahs", + "udi", + "quilla", + "overheard", + "anio", + "erver", + "cil", + "rodeo", + "Imperio", + "aville", + "ServiceID", + "it", + "odil", + "ayani", + "odi", + "uded", + "ta", + "mith", + "empleados", + "sel", + "Toto", + "Kodi", + "arpur" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "flare", + "infect", + "mt", + "squares", + "vesicular", + "directors", + "Infect", + "puis", + "authenticate", + "pneumatic", + "tesla", + "rehabilitated", + "Inflater", + "Adriatic", + "conferred", + "verder", + "chartered", + "seren", + "director", + "reefs" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "ures", + "t", + "gehend", + "rog", + "f", + "med", + "manner", + "malt", + "uri", + "rad", + "fato", + "mektedir", + "nad", + "folds", + "ively", + "SELS" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "ures", + "med", + "fato", + "uri", + "fangen", + "strokes", + "udir", + "voila", + "rad", + "ogf", + "gehend", + "folds", + "ively", + "night", + "Moreover", + "certainly", + "uette", + "ended", + "ersen", + "roir" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "ures", + "med", + "uri", + "s", + "fato", + "comienzo", + "folds", + "t", + "rad", + "roir", + "gehend", + "selves", + "rog", + "f", + "strokes", + "ve", + "manner", + "urious", + "udir", + "ogf", + "voila", + "celles", + "ively" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "ures", + "med", + "manner", + "ogf", + "night", + "urious", + "selves", + "imperative", + "uri", + "folds", + "fato", + "fangen", + "ention", + "strokes", + "ief", + "ively", + "lang", + "zeug", + "necessary", + "fold" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "mah", + "imperative", + "night", + "ively", + "lang", + "ures", + "manner", + "finalized", + "fold", + "ogf", + "imperatives", + "finalize", + "uptools", + "iously", + "necessary", + "matrix", + "potrz", + "zeug", + "behaviors", + "Wolves", + "synthesize", + "xr", + "werks" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "mah", + "xr", + "ively", + "imperative", + "mason", + "ogf", + "nnnn", + "eureka", + "visuals", + "XK", + "teh", + "fortitude", + "leap", + "foundation", + "diamonds", + "lang", + "dud", + "dynamics", + "oids", + "Dynamics", + "eur" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "typescript", + "thoughtful", + "psychic", + "PLOAD", + "Langkah", + "homer", + "WRITE", + "BUILD", + "cryptic", + "testers", + "milestone", + "workbook", + "Pued", + "Unique", + "additive" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "Brainz", + "MNOP", + "visualizations", + "foundation", + "Solaris", + "typescript", + "psi", + "mason", + "visualized", + "Traverse", + "Unique", + "Nomad", + "Unique", + "theor", + "masonry", + "finalize", + "Aries", + "mage", + "idious", + "Contour", + "bison", + "gdf" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "erste", + "primeras", + "unequiv", + "initial", + "theor", + "hensible", + "Initial", + "primera", + "oretic", + "cialis", + "Solaris", + "Aries", + "SELS", + "renderings", + "sekaligus", + "ed", + "erste", + "seg", + "bree", + "primeira", + "SEL", + "saber", + "whisk", + "foundational" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "primera", + "primeras", + "erste", + "primeira", + "permanently", + "irreversible", + "Perman", + "eerste", + "perman", + "permanent", + "pertama", + "hemeral", + "first", + "permanent", + "masonry", + "printable", + "concrete", + "primeros", + "grout", + "feral", + "definitive", + "irrevers", + "primeiras", + "Permanent", + "Perman", + "perceptible" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "permanent", + "permanently", + "Perman", + "perman", + "permanent", + "perman", + "Permanent", + "Permanent", + "Perman", + "permanente", + "Permanente", + "irreversible", + "definitive", + "concrete", + "concrete", + "permanence", + "irrevers", + "feral", + "definitivo", + "definitiva", + "Concrete", + "primera", + "primeira", + "defin", + "definitively", + "everlasting", + "granite", + "hemeral", + "malleable" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "Perman", + "permanent", + "permanently", + "perman", + "permanent", + "Perman", + "perman", + "Permanent", + "permanente", + "Permanent", + "Permanente", + "irreversible", + "permanence", + "irrevers", + "everlasting", + "dauer", + "lasting", + "persist", + "endure", + "persist", + "definitive", + "persistent", + "Persistent", + "enduring", + "persisting", + "lasting", + "definitivo", + "concrete", + "primeira", + "erste", + "persisted" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "steps", + "steps", + "permanent", + "Steps", + "Steps", + "pasos", + "step", + "ersten", + "erste", + "permanent", + "first", + "primeras", + "Schritte", + "passos", + "eerste", + "primeros", + "step", + "primeira", + "Permanent", + "Permanent", + "permanente", + "langkah", + "primeiros", + "first", + "Perman", + "primeiras" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "steps", + "surface", + "permanent", + "steps", + "Steps", + "surfaces", + "permanent", + "Steps", + "Permanent", + "surface", + "pasos", + "ersten", + "Permanent", + "Surface", + "Surface", + "erste", + "first", + "eerste", + "Schritte", + "first", + "primeros", + "permukaan", + "perman", + "primeras", + "passos", + "perman" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "permanent", + "Permanent", + "Permanent", + "permanent", + "steps", + "primeira", + "perman", + "permanente", + "erste", + "Steps", + "primeiros", + "passos", + "Perman", + "pasos", + "first", + "First", + "ersten", + "Perman", + "langkah", + "perman", + "surface", + "permanently", + "primeras", + "first", + "steps", + "Surface" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "These", + "The", + "You", + "For", + "However", + "In", + "If", + "On", + "Let", + "com", + "Here", + "I", + "We", + "First", + "It", + "Use", + "This", + "The", + "And", + "Note", + "surface", + "and", + "thought", + "first", + "From", + "use", + "To", + "They", + "the", + "In", + "No", + "On" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 70914, + 134617, + 138751, + 129309, + 212465, + 125573, + 132235, + 136367, + 138767, + 119843, + 178011, + 201685, + 194256, + 159805, + 150403, + 149307, + 97308, + 124712, + 48866, + 162353, + 107373, + 77801, + 36786, + 15128, + 58813, + 22268 + ] + }, + { + "label": "Schmid", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 42640, + 66991, + 64048, + 189803, + 41039, + 182995, + 198521, + 77048, + 83245, + 204881, + 246199, + 252070, + 251614, + 257354, + 259142, + 260076, + 254818, + 256411, + 239026, + 240663, + 248792, + 222312, + 254220, + 253172, + 227845, + 102938 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 10711, + 37295, + 20859, + 45073, + 113480, + 38805, + 4722, + 12471, + 21274, + 69828, + 118777, + 74623, + 34755, + 6478 + ] + }, + { + "label": "Schmid", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 188002, + 126402, + 144402, + 157183, + 212170, + 237187, + 197095, + 49936, + 114512, + 198860, + 205259, + 215983, + 236610, + 236873 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "primera", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "slik", + "score": 2.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "any", + "output_checked": true + }, + { + "concept": "manner", + "score": 2.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "dini", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "shear", + "output_checked": true + }, + { + "concept": "magnitudes", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "shear", + "output_checked": true + }, + { + "concept": "apreci", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "value", + "output_checked": true + }, + { + "concept": "damage", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "Psychiatric", + "score": 2.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "Specifically", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "other", + "output_checked": true + }, + { + "concept": "Heath", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "producing", + "output_checked": true + }, + { + "concept": "attains", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "reaches", + "output_checked": true + }, + { + "concept": "lain", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "other", + "output_checked": true + }, + { + "concept": "lunatic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "producing", + "output_checked": true + }, + { + "concept": "MNIST", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "oriented", + "output_checked": true + }, + { + "concept": "Brainz", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Saison", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "sloop", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "LPS", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "alcance", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "reaches", + "output_checked": true + }, + { + "concept": "reaching", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "reached", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ",", + "output_checked": true + }, + { + "concept": "antes", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "before", + "output_checked": true + }, + { + "concept": "viens", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Colombeau", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "reaches", + "output_checked": true + }, + { + "concept": "saber", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "shear", + "output_checked": true + }, + { + "concept": "Zou", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "value", + "output_checked": true + }, + { + "concept": "erste", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Orientation", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "oriented", + "output_checked": true + }, + { + "concept": "manipul", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "system", + "output_checked": true + }, + { + "concept": "Inflater", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "cot", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "system", + "output_checked": true + }, + { + "concept": "vocation", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "favorably", + "output_checked": true + }, + { + "concept": "XHTML", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "favorably", + "output_checked": true + }, + { + "concept": "vertebrate", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "any", + "output_checked": true + }, + { + "concept": "MenuInflater", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "deformation", + "score": 1.0, + "best_rank": 3, + "best_depth": 91.5, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "deformations", + "score": 1.0, + "best_rank": 3, + "best_depth": 91.5, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "ITest", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "first", + "output_checked": true + }, + { + "concept": "tah", + "score": 1.0, + "best_rank": 6, + "best_depth": 80.9, + "near_token": "other", + "output_checked": true + }, + { + "concept": "sei", + "score": 1.0, + "best_rank": 6, + "best_depth": 87.2, + "near_token": "system", + "output_checked": true + }, + { + "concept": "McDonalds", + "score": 1.0, + "best_rank": 7, + "best_depth": 59.6, + "near_token": "reaches", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "s", + "st", + "ve", + "se", + "ation", + "ter", + "th", + "wh", + "ers", + "res", + "le", + "row", + "ng", + "ther", + "ma", + "com", + "gh", + "ar", + "dis", + "ne", + "ook", + "sa", + "yst", + "inter", + "pr", + "left", + "ype", + "text", + "any", + "ob" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "t", + "es", + "an", + "is", + "og", + "ie", + "comp", + "ne", + "az", + "ner", + "ning", + "br", + "son", + "ware", + "sl", + "ir", + "financ", + "qual", + "assert", + "mente", + "sav", + "ju", + "Mode", + "purposes", + "rence", + "adalah" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "or", + "y", + "j", + "ch", + "ive", + "math", + "ib", + "ast", + "ase", + "ge", + "one", + "sa", + "iew", + "left", + "ob", + "itt", + "ON", + "ict", + "pol", + "raph", + "ext", + "tem", + "ed", + "vari", + "gu", + "ke", + "ij", + "eb" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "al", + "ou", + "l", + "im", + "ation", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "ff", + "orm", + "ast", + "ice", + "ab", + "du", + "ge", + "ber", + "ear", + "row", + "St" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "de", + "ch", + "qu", + "ess", + "ity", + "le", + "ha", + "from", + "im", + "ad", + "us", + "which", + "com", + "i", + "ar", + "yst", + "che", + "ag", + "ize", + "we", + "est", + "my", + "oint", + "mask" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "en", + "at", + "an", + "it", + "is", + "le", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "ol", + "ig", + "ur", + "ve", + "de", + "ay", + "ir", + "ly", + "pro", + "ere", + "com", + "pe", + "end", + "ill", + "ath", + "ex", + "art", + "The" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ar", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "of", + "ature", + "eat", + "gambar", + "wunder", + "e", + "n", + "perfectly", + "they", + "sehen", + "siy", + "sina", + "ers", + "aft", + "lid", + "added" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "ature", + "eat", + "gambar", + "wunder", + "ampio", + "e", + "has", + "perfectly", + "aal", + "aat", + "youtu", + "remember", + "successfully", + "devenu", + "aeg", + "successor", + "ameri", + "Publicity", + "Docsity" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "e", + "substantial", + "substantially", + "ameri", + "Publicity", + "s", + "equip", + "wunder", + "ampio", + "Iy", + "fielder", + "et", + "has", + "administrator", + "aal", + "reliance", + "Uit", + "precis", + "united", + "imitation", + "CBS", + "successfully", + "affront" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "er", + "tremendous", + "et", + "ET", + "damn", + "of", + "ameri", + "substantial", + "e", + "immense", + "Looking", + "shaped", + "formality", + "Uit", + "ew", + "pre", + "ampio", + "slight", + "aal", + "Iy", + "ER", + "equip", + "administrator", + "nur" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "er", + "tremendous", + "immense", + "damn", + "started", + "outraged", + "Tog", + "ampio", + "impending", + "also", + "anteced", + "equip", + "aal", + "substantial", + "shaped", + "similar", + "demise", + "Uit", + "slight", + "indicative", + "crs", + "administr", + "formality", + "enraged" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "tremendous", + "outraged", + "enraged", + "substantial", + "also", + "substantially", + "impending", + "astonished", + "shinobi", + "immense", + "profound", + "despicable", + "profoundly", + "elated", + "stunned", + "prodigious", + "shockingly", + "damn", + "stabilizing", + "caution", + "indicative", + "ujar", + "unquestionably", + "shocked", + "Iy", + "undoubtedly", + "rei", + "gigantic", + "horrified" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "of", + "for", + "also", + "stillness", + "profound", + "championed", + "pre", + "tantamount", + "ER", + "concomitant", + "p", + "analogous", + "profoundly", + "for", + "and", + "pertaining", + "hurled", + "instigated", + "rei", + "unprecedented", + "tumultuous", + "hereinafter", + "similar", + "f", + "tremendous", + "precedente", + "triggered", + "momentous" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "unsurpassed", + "of", + "surpassing", + "unprecedented", + "unrivalled", + "unparalleled", + "unquestionably", + "championed", + "surpass", + "stillness", + "instigated", + "of", + "unrival", + "initi", + "engender", + "unequiv", + "surpasses", + "which", + "decidedly", + "initiated", + "undoubtedly", + "Tuttavia", + "unequivocal" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "initiated", + "swiftly", + "pioneering", + "instigated", + "initiate", + "ignited", + "stillness", + "bewildered", + "accelerate", + "definitive", + "reverber", + "surpass", + "albeit", + "decisive", + "hesitant", + "undeniably", + "unequivocal", + "beginnings", + "surpassing", + "pivotal", + "inflection", + "immovable", + "become", + "earliest", + "fleeting", + "upheaval", + "initi", + "sparked" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "definitive", + "first", + "definite", + "initial", + "resultant", + "albeit", + "enduring", + "pioneering", + "potentially", + "sustained", + "defining", + "momentous", + "undeniable", + "earliest", + "landmark", + "decisive", + "jagged", + "unstoppable", + "pulsating", + "cohesive", + "viable", + "resilient", + "significant", + "established", + "crucial", + "profound", + "upheaval", + "massive", + "sensational", + "initiating", + "development", + "necessary" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "first", + "initial", + "definitive", + "foundational", + "decisive", + "inaugural", + "beginnings", + "cohesive", + "foundation", + "defining", + "earliest", + "resultant", + "preempt", + "eponymous", + "jagged", + "surface", + "erste", + "enduring", + "proactive", + "resulting", + "solidified", + "preliminary", + "albeit", + "etched", + "localized", + "first", + "creating", + "expansive" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "first", + "permanent", + "erste", + "primeiro", + "ersten", + "irreversible", + "primeira", + "initial", + "pertama", + "permanently", + "first", + "eerste", + "First", + "stepping", + "irrevers", + "erstes", + "enduring" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "permanent", + "permanent", + "first", + "perman", + "perman", + "Permanent", + "permanently", + "Permanent", + "first", + "permanente", + "permanence", + "ersten", + "primeira", + "Perman", + "erste", + "Perman", + "pertama", + "irreversible", + "First", + "primeiro", + "primeiros", + "Permanente", + "eerste", + "primeros", + "dauer" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "permanent", + "permanent", + "perman", + "perman", + "permanently", + "Permanent", + "Perman", + "Perman", + "Permanent", + "permanence", + "permanente", + "first", + "first", + "dauer", + "irreversible", + "Permanente", + "ersten", + "lasting", + "persistent", + "erste", + "primeira", + "enduring", + "irrevers", + "primeros", + "pertama" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "permanent", + "first", + "steps", + "permanent", + "perman", + "first", + "Permanent", + "steps", + "permanente", + "Steps", + "perman", + "primeira", + "eerste", + "pasos", + "erste", + "step", + "primeiro", + "surface", + "ersten", + "Steps", + "Permanent", + "permanence", + "primera", + "passos" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "permanent", + "first", + "surface", + "steps", + "permanent", + "Surface", + "Permanent", + "perman", + "surfaces", + "first", + "steps", + "eerste", + "permanente", + "Permanent", + "primeiro", + "erste", + "primeira", + "Surface", + "pasos", + "perman", + "ersten", + "surface", + "Steps", + "permukaan", + "primeiros", + "SURFACE", + "pertama" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "permanent", + "permanent", + "first", + "steps", + "Permanent", + "Permanent", + "first", + "ersten", + "steps", + "perman", + "perman", + "First", + "First", + "primeiro", + "erste", + "pierws", + "permanently", + "primeiros", + "eerste", + "Perman", + "primeira", + "Pierws" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "These", + "The", + "You", + "For", + "However", + "In", + "If", + "On", + "Let", + "com", + "Here", + "I", + "We", + "First", + "It", + "Use", + "This", + "The", + "And", + "Note", + "surface", + "and", + "thought", + "first", + "From", + "use", + "To", + "They", + "the", + "In", + "No", + "On" + ] + } + ], + "logit_surprising": [ + { + "concept": "and", + "score": 9.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "favorably", + "output_checked": true + }, + { + "concept": "reaching", + "score": 8.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "before", + "output_checked": true + }, + { + "concept": "readily", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "its", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 5.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "oriented", + "output_checked": true + }, + { + "concept": "been", + "score": 5.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "impending", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "any", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "producing", + "output_checked": true + }, + { + "concept": "potentially", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "producing", + "output_checked": true + }, + { + "concept": "orientation", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "oriented", + "output_checked": true + }, + { + "concept": "deformation", + "score": 4.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "impeding", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "any", + "output_checked": true + }, + { + "concept": "positioned", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "reaches", + "output_checked": true + }, + { + "concept": "unequivocal", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "first", + "output_checked": true + }, + { + "concept": "irreversible", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "its", + "output_checked": true + }, + { + "concept": "obscure", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "oriented", + "output_checked": true + }, + { + "concept": "slight", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "system", + "output_checked": true + }, + { + "concept": "immense", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "leisurely", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "ensuring", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "before", + "output_checked": true + }, + { + "concept": "threshold", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "value", + "output_checked": true + }, + { + "concept": "values", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "value", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "defi", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "oriented", + "output_checked": true + }, + { + "concept": "enraged", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "reaches", + "output_checked": true + }, + { + "concept": "devour", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "engender", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "other", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "steps", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "shear", + "output_checked": true + }, + { + "concept": "tantamount", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "value", + "output_checked": true + }, + { + "concept": "exacerbated", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "before", + "output_checked": true + }, + { + "concept": "because", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "instigated", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "pertaining", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "other", + "output_checked": true + }, + { + "concept": "destabil", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "unsurpassed", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "achieve", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "reaches", + "output_checked": true + }, + { + "concept": "unwavering", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "similarly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "system", + "output_checked": true + }, + { + "concept": "stillness", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "initiated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "steps", + "output_checked": true + }, + { + "concept": "aligned", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "oriented", + "output_checked": true + }, + { + "concept": "provide", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "reaches", + "output_checked": true + }, + { + "concept": "respective", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "holistic", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "shear", + "output_checked": true + }, + { + "concept": "considering", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "identified", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "system", + "output_checked": true + }, + { + "concept": "ever", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "first", + "output_checked": true + }, + { + "concept": "thresholds", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "value", + "output_checked": true + }, + { + "concept": "instance", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "first", + "output_checked": true + }, + { + "concept": "reached", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ",", + "output_checked": true + }, + { + "concept": "favorable", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "responders", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "first", + "output_checked": true + }, + { + "concept": "outrage", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "shear", + "output_checked": true + }, + { + "concept": "reput", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "system", + "output_checked": true + }, + { + "concept": "limit", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "value", + "output_checked": true + }, + { + "concept": "resultant", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "within", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "steps", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-07__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-07__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-07__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-07__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-07__heatmap.png" + } + }, + { + "slug": "mechanism-name-resolved-slip-threshold-08", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved slip threshold 8", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "The onset of plasticity in a single crystal is predicted by multiplying the applied tensile stress by geometric factors for the plane normal and slip direction.", + "prompt_tail": "The onset of plasticity in a single crystal is predicted by multiplying the applied tensile stress by geometric factors for the plane normal and slip direction.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-slip-threshold", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 345, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 565 + }, + { + "label": "Schmid", + "best_rank": 22, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "unica", + "odium", + "wadi", + "ahs", + "udi", + "elli", + "odi", + "ervo", + "Kodi", + "hacerse", + "ayya", + "Beverungen", + "wit", + "ayani", + "avil", + "Burbank", + "Fountain", + "ilah", + "Sever", + "overheard", + "Toto", + "inking", + "zk", + "arpur", + "avia" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "wadi", + "quilla", + "overheard", + "udi", + "ayani", + "arpur", + "odi", + "arita", + "rodeo", + "ServiceID", + "anio", + "aville", + "cil", + "Imperio", + "Kodi", + "uded", + "erver", + "ervo", + "avil", + "zki", + "Toto", + "ayya", + "alco", + "odil" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "udi", + "overheard", + "arita", + "ayani", + "anio", + "arpur", + "odi", + "rodeo", + "aville", + "cil", + "alco", + "erver", + "ervo", + "Imperio", + "ServiceID", + "uded", + "ta", + "empleados", + "qat", + "zk", + "odil", + "zki" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "rehabilitated", + "Europ", + "vesicular", + "conferred", + "mt", + "directors", + "Aluminum" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "gaard", + "sever", + "Nordstrom", + "Selangor", + "Alamos", + "Saigon", + "Epson", + "Sequoia", + "neutral", + "FPR", + "ters", + "Rasmussen", + "annya", + "Maximum", + "Maldonado", + "Gotham", + "ions", + "Kwon", + "ivities", + "ograv", + "rene", + "lores", + "tery", + "omba" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "rehabilitated", + "Infect", + "Europ", + "vesicular", + "squares", + "conferred", + "pneumatic", + "calmed", + "Inflater", + "ductory", + "mt", + "remotely", + "appealed", + "Cooler" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "authenticate", + "calmed", + "rehabilitated", + "vesicular", + "tesla", + "directors", + "Aluminum", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "udi", + "wadi", + "arita", + "ahs", + "anio", + "overheard", + "odi", + "aville", + "ayani", + "rodeo", + "ServiceID", + "alco", + "ta", + "uded", + "erver", + "odil", + "cil", + "Kodi", + "arpur", + "empleados", + "avil", + "ink", + "zki", + "rekening" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "wadi", + "udi", + "arita", + "quilla", + "ahs", + "erver", + "rodeo", + "anio", + "overheard", + "cil", + "Imperio", + "aville", + "sel", + "odi", + "uded", + "ayani", + "it", + "empleados", + "odil", + "ServiceID", + "ta", + "rekening", + "arko", + "Fairbanks", + "arpur" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "infect", + "sociale", + "flare", + "vesicular", + "squares", + "Infect", + "directors", + "authenticate", + "mt", + "pneumatic", + "conferred", + "puis", + "verder", + "rehabilitated", + "tesla", + "Inflater", + "director", + "calmed" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "gehend", + "digamos", + "med", + "heartedly", + "voila", + "selves", + "fif", + "Como", + "schein", + "brid", + "natural", + "rog", + "lepas", + "dif", + "let", + "osof", + "g", + "ended", + "ripsi", + "manner", + "Natural", + "shore", + "Kalau", + "esimerkiksi" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "gehend", + "voila", + "digamos", + "selves", + "osof", + "esimerkiksi", + "g", + "rad", + "hmann", + "certainly", + "Como", + "s", + "dif", + "Kalau", + "uette", + "hearted", + "heartedly", + "Moreover", + "ve", + "do", + "vice", + "sink", + "let", + "brid" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "gehend", + "digamos", + "sage", + "g", + "selves", + "rad", + "let", + "particular", + "uri", + "voila", + "de", + "dif", + "do", + "oj", + "ve", + "esimerkiksi", + "f", + "osof", + "leve", + "particularmente", + "tyle", + "sink", + "uette", + "t", + "Kalau", + "hmann" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "let", + "particular", + "digamos", + "s", + "selves", + "gehend", + "do", + "dif", + "particularmente", + "g", + "oj", + "primes", + "ogf", + "notion", + "sage", + "syntax", + "proverbial", + "voila", + "ff", + "perd", + "especially", + "hoff", + "oved", + "amor", + "ove", + "ding" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "Etc", + "syntax", + "proverbial", + "ove", + "particular", + "digamos", + "insc", + "oj", + "notation", + "rg", + "do", + "selves", + "med", + "let", + "ogf", + "en", + "rdf", + "voila", + "hypothetical", + "sensitivity", + "ed", + "particularmente", + "sensibility", + "argumento", + "dac", + "necessariamente", + "use" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "dud", + "sensibility", + "nnnn", + "specific", + "Etc", + "proverbial", + "hexadecimal", + "rrrr", + "specific", + "Pdf", + "teh", + "ove", + "oved", + "syntax", + "geometric", + "iseta", + "gesellschaft", + "hsize", + "syntax", + "gest", + "merk", + "horrend", + "Societe", + "rrr" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "psychic", + "specific", + "hexadecimal", + "defensive", + "sensibility", + "standardized", + "PSY", + "mathematically", + "trapez", + "Indices", + "Specific", + "Sensitivity", + "PLOAD", + "Notas", + "geometric", + "aptitude", + "efectivamente", + "specific", + "Specific", + "chant", + "geek", + "metaphysical", + "Trapez", + "additive", + "discord", + "Measurements" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "particular", + "Particular", + "particular", + "entsprechenden", + "determinadas", + "specific", + "determinada", + "riterien", + "correspondiente", + "determinados", + "Specific", + "no", + "particularly", + "jeweiligen", + "jednotliv", + "wobei", + "spezif", + "specific", + "combination", + "entsprechende", + "location", + "idiosync", + "depending", + "invariable", + "calculated", + "measured", + "Specific" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "and", + "situation", + "particular", + "dispuestos", + "no", + "dispuesto", + "in", + "determinada", + "particular", + "S", + "en", + "say", + "of", + "wobei", + "Particular", + "particularmente", + "l", + "dir", + "specific", + "determinadas", + "implique", + "R", + "determinados", + "sizes", + "predisposition", + "s", + "sur", + "correspondiente", + "ob" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "orientation", + "Orientation", + "orientated", + "wobei", + "oriented", + "and", + "orientation", + "Orient", + "Coefficients", + "termini", + "Oriented", + "Orientation", + "orientado", + "coefficients", + "hydrostatic", + "Direction", + "kier", + "skier", + "coefficients", + "eous", + "obliqu", + "crystall", + "direction", + "intrinsic", + "susceptibility", + "ORIENT", + "consentimiento" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Resolved", + "APE", + "Orientation", + "Orientation", + "orientation", + "obliqu", + "crystall", + "Resolved", + "Direction", + "Direction", + "Projection", + "direction", + "orientation", + "ofield", + "kier", + "Orient", + "ifade", + "termini", + "resolved", + "resolved", + "Rennen", + "orientations", + "DIRECTION", + "Ori", + "Casting" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "Resolved", + "Resolved", + "resolved", + "resolved", + "Resolution", + "Orientation", + "Resolve", + "Resolution", + "Resolve", + "Orientation", + "resolve", + "orientation", + "Resol", + "orientation", + "Resol", + "RESOL", + "resol", + "resolution", + "orientated", + "crystall", + "Orient", + "EDEN", + "orientado", + "resolve", + "Chevalier", + "intrinsic", + "resolution" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "resolved", + "Resolved", + "Resolved", + "Resolve", + "Resolution", + "resolving", + "Resolution", + "Resol", + "resolution", + "resolved", + "Resol", + "Orientation", + "Resolve", + "orientation", + "Resolutions", + "resolution", + "resolve", + "orientation", + "Orientation", + "resol", + "resolutions", + "orientations", + "resolves", + "Aufl", + "Schmid", + "resolve", + "orientado", + "Orient", + "risol", + "resolv" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "resolved", + "Resolve", + "Resolution", + "Resol", + "resolving", + "Resolved", + "resolution", + "Resolution", + "Resolved", + "resolve", + "resolved", + "orientation", + "resol", + "resolution", + "resolutions", + "Resol", + "resolves", + "Resolutions", + "Resolve", + "resol", + "risol", + "Schmid", + "coords", + "orientation", + "Aufl", + "geometrically", + "resolve", + "Orientation" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Sch", + "sch", + "sch", + "Sch", + "Schmid", + "SCH", + "Schottky", + "SCH", + "scholarship", + "Schu", + "Scholarship", + "Schum", + "Schmitt", + "Schott", + "scholar", + "Scholar", + "Scha", + "Schiff", + "Schultz", + "Schmidt", + "Schumer" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "follows", + "ically", + "Sch", + "table", + "less", + "p", + "no", + "sol", + "ice", + "night", + "Calculate", + "aligned", + "dev", + "York", + "both", + "ice", + "each", + "well", + "st", + "ured", + "ge", + "sch", + "they", + "take", + "Schiff", + "e", + "what", + "geometrically", + "tri", + "well" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 66110, + 132016, + 140218, + 129934, + 250015, + 127308, + 131062, + 135302, + 137598, + 109986, + 114441, + 180996, + 169150, + 118879, + 119416, + 40340, + 41836, + 54730, + 4868, + 11003, + 615, + 418, + 346, + 4132, + 62905, + 27734 + ] + }, + { + "label": "Schmid", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 44717, + 65543, + 64918, + 190025, + 30508, + 180192, + 197298, + 79129, + 84115, + 201330, + 245511, + 241189, + 239467, + 245685, + 255042, + 250100, + 241788, + 104635, + 90655, + 8198, + 119, + 70, + 26, + 23, + 8, + 174 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 25616, + 55168, + 39306, + 72197, + 119266, + 72427, + 18285, + 13865, + 566, + 4177, + 2896, + 969, + 629, + 766 + ] + }, + { + "label": "Schmid", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 163728, + 134092, + 132026, + 120397, + 126654, + 217733, + 117342, + 5725, + 5774, + 533, + 5, + 3, + 3, + 4 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "ITest", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "predicted", + "output_checked": true + }, + { + "concept": "contribut", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "plasticity", + "output_checked": true + }, + { + "concept": "determinante", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "by", + "output_checked": true + }, + { + "concept": "contemplated", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Resolved", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "force", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "yield", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "resolved", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cuyos", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "crystals", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "is", + "output_checked": true + }, + { + "concept": "ministro", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "in", + "output_checked": true + }, + { + "concept": "manner", + "score": 2.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "plasticity", + "output_checked": true + }, + { + "concept": "determinadas", + "score": 2.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "for", + "output_checked": true + }, + { + "concept": "Constants", + "score": 2.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "factors", + "output_checked": true + }, + { + "concept": "czerwca", + "score": 2.0, + "best_rank": 4, + "best_depth": 51.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "Kiz", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "is", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "LEP", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "grund", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "by", + "output_checked": true + }, + { + "concept": "psychic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "comprised", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "factors", + "output_checked": true + }, + { + "concept": "begin", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "fim", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "onset", + "output_checked": true + }, + { + "concept": "yielding", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "equations", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "by", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "goddess", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "ONE", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "single", + "output_checked": true + }, + { + "concept": "Denote", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "particular", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "System", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "skept", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "piu", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "incremento", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "by", + "output_checked": true + }, + { + "concept": "hostility", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "Danger", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "Sensitive", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "geometric", + "output_checked": true + }, + { + "concept": "cruisers", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "for", + "output_checked": true + }, + { + "concept": "Gore", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "single", + "output_checked": true + }, + { + "concept": "Nominal", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "namely", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "factors", + "output_checked": true + }, + { + "concept": "determinados", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "for", + "output_checked": true + }, + { + "concept": "WAY", + "score": 1.0, + "best_rank": 4, + "best_depth": 63.8, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "oriented", + "score": 1.0, + "best_rank": 4, + "best_depth": 76.6, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 5, + "best_depth": 68.1, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "eman", + "score": 1.0, + "best_rank": 7, + "best_depth": 59.6, + "near_token": "of", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "th", + "ers", + "and", + "row", + "gh", + "ar", + "ne", + "inter", + "pr", + "anc", + "ey", + "tr", + "red", + "ray", + "ative", + "ser", + "ces", + "self", + "years", + "be", + "son", + "span", + "na", + "ters", + "roll", + "section", + "ler", + "begin" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "t", + "or", + "es", + "is", + "ers", + "oc", + "r", + "og", + "qu", + "ie", + "tr", + "comp", + "ber", + "ne", + "ely", + "val", + "We", + "az", + "ner", + "br", + "son", + "land", + "ization", + "ister", + "super", + "gen", + "ware", + "sl", + "iled" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "su", + "j", + "ust", + "ib", + "one", + "de", + "te", + "iew", + "ild", + "ound", + "ike", + "left", + "pe", + "itt", + "ON", + "cept", + "bet", + "ank", + "ict", + "ices", + "uring", + "raph", + "ext", + "ke", + "eb", + "met" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "ro", + "st", + "th", + "est", + "wh", + "su", + "j", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "du", + "ge", + "ber", + "row", + "pr", + "mathrm", + "de", + "St", + "col", + "yst", + "round" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "on", + "he", + "en", + "s", + "m", + "de", + "qu", + "ra", + "pro", + "com", + "ity", + "le", + "ha", + "from", + "ad", + "which", + "ther", + "lo", + "com", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "who", + "ric" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "he", + "re", + "en", + "at", + "s", + "an", + "it", + "is", + "ar", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "ve", + "de", + "ay", + "qu", + "ir", + "os", + "ly", + "ra", + "un", + "ri", + "ere" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "res", + "k" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "og", + "iz", + "ich", + "av", + "ib", + "comp", + "ar", + "elf", + "sp", + "ah", + "ike", + "ric", + "to", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "ization", + "nya", + "they", + "liaison", + "sof", + "bringen", + "n", + "equip", + "perfectly", + "lid", + "selection", + "novembre", + "eat", + "sehen", + "evol" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "e", + "s", + "equip", + "aal", + "liaison", + "tentative", + "sof", + "wunder", + "Publicity", + "ization", + "ble", + "ast", + "perfectly", + "lid", + "selection", + "novembre", + "bildung", + "superstar", + "begitu" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "substantial", + "Verenigde", + "readily", + "ameri", + "Publicity", + "e", + "equip", + "tentative", + "damn", + "aal", + "contacting", + "superstar", + "tog", + "Tog", + "fielder", + "zaman", + "mutually", + "demise", + "dictator", + "injunctive", + "fourteenth" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "circumstances", + "currently", + "ameri", + "readily", + "damn", + "nur", + "dictator", + "kowy", + "Verenigde", + "demise", + "Tog", + "stai", + "substantial", + "mutually", + "declining", + "cooking", + "superstar", + "indiv", + "anteced", + "aal", + "ET" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "circumstances", + "tog", + "avrebbe", + "Tog", + "anteced", + "dictator", + "damn", + "demise", + "currently", + "acciaio", + "kowy", + "ampio", + "ameri", + "substantial", + "indiv", + "stai", + "readily" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "respective", + "circumstances", + "despicable", + "dictator", + "ameri", + "respective", + "derogatory", + "exorbitant", + "neki", + "decree", + "addirittura", + "horrendous", + "tersebut", + "vergang", + "circunstancias", + "enraged", + "dependant", + "certains", + "demise" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "specified", + "respective", + "entsprechenden", + "specific", + "despicable", + "appropriate", + "imposed", + "prescribed", + "predetermined", + "Y", + "specified", + "tersebut", + "analogous", + "exorbitant", + "respective", + "tertentu", + "ciertos", + "S", + "to", + "differing" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "specific", + "respective", + "entsprechenden", + "respectively", + "appropriate", + "specified", + "characteristics", + "predefined", + "odnosno", + "prevalent", + "jeweiligen", + "applicable", + "different", + "associated", + "predetermined", + "characteristic", + "analogous", + "relevant", + "respective", + "forskjellige", + "S", + "differing", + "respectivamente", + "Lorsque" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "specific", + "respective", + "predetermined", + "twofold", + "predefined", + "specified", + "respectively", + "appropriate", + "pertinent", + "tailored", + "entsprechenden", + "inherent", + "calculated", + "adjusted", + "applicable", + "factors", + "measured", + "relevant", + "characteristic", + "individualized", + "coefficients", + "proportionally", + "tenets" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "specific", + "S", + "different", + "various", + "inherent", + "both", + "respective", + "individual", + "distinguished", + "appropriate", + "calculated", + "distinct", + "numerous", + "typical", + "s", + "specialized", + "tailored", + "differing", + "predetermined", + "characteristic", + "predefined", + "prominent", + "aligned", + "defined", + "values", + "specified", + "combined", + "biased", + "focused", + "prevalent", + "determined", + "detailed" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "specific", + "anisotropy", + "coefficients", + "geometric", + "directions", + "dimensionless", + "individual", + "susceptibility", + "orientations", + "anisotropic", + "geometrical", + "inclination", + "directional", + "calculated", + "fundamental", + "localized", + "ductility", + "direction", + "optimized", + "exponent", + "exponents", + "angles", + "permissible", + "multipliers", + "average", + "various", + "orientation", + "geometry", + "roughness", + "tensile", + "macroscopic" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "directions", + "direction", + "orientations", + "crystall", + "coefficients", + "plane", + "multipliers", + "planes", + "anisotropy", + "directional", + "indices", + "uniaxial", + "crystallography", + "specific", + "orientation", + "angle", + "Direction", + "ductility", + "oriented", + "exponents", + "and", + "local", + "angles", + "shear", + "dimensionless", + "ductile", + "factor", + "theoret", + "crystal", + "Direction" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "plane", + "crystall", + "Schmid", + "twinning", + "direction", + "planes", + "directional", + "slip", + "Hv", + "directions", + "Acta", + "orientation", + "orientations", + "crystallography", + "Brav", + "Plane", + "Bain", + "crystal", + "screw", + "Burg", + "Direction", + "Burgers", + "Planes", + "Orientation", + "anisotropy", + "directional" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "resolved", + "Resolved", + "Schmid", + "resol", + "resolution", + "orientation", + "Resolved", + "twinning", + "crystall", + "Orientation", + "Orientation", + "Burgers", + "crystallography", + "resolved", + "orientations", + "slip", + "Resolution", + "Acta", + "screw", + "Fo", + "resolv", + "Resolution", + "factor", + "threading", + "orientation", + "oriented", + "Hark" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "Schmid", + "resolved", + "resolution", + "Resolved", + "Resolved", + "orientation", + "resolution", + "resolved", + "resol", + "orientation", + "Orientation", + "Resolution", + "d", + "m", + "l", + "slip", + "O", + "resolving", + "Resolution", + "Schmidt", + "Burg", + "M", + "sch", + "Resol", + "t", + "de", + "resolutions", + "von" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "resolved", + "Resolved", + "Schmid", + "resolution", + "resolved", + "orientation", + "resolving", + "resolutions", + "Resolved", + "Resolutions", + "resol", + "slip", + "Resol", + "orientation", + "Resolution", + "orientations", + "Orientation", + "Resolution", + "ORI", + "Schmidt", + "resolution", + "Burgers", + "resol", + "Burg", + "Kr", + "Pe", + "Resol" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "sch", + "Sch", + "Schmid", + "sch", + "Sch", + "SCH", + "Schmidt", + "SCH", + "Schmidt", + "Schum", + "Schottky", + "Schl", + "Schultz", + "Schu", + "Scholar" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "follows", + "ically", + "Sch", + "table", + "less", + "p", + "no", + "sol", + "ice", + "night", + "Calculate", + "aligned", + "dev", + "York", + "both", + "ice", + "each", + "well", + "st", + "ured", + "ge", + "sch", + "they", + "take", + "Schiff", + "e", + "what", + "geometrically", + "tri", + "well" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 16.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "plasticity", + "output_checked": true + }, + { + "concept": "stresses", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "considerably", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "geometric", + "output_checked": true + }, + { + "concept": "damn", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "bzw", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "exerted", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "specific", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "normal", + "output_checked": true + }, + { + "concept": "directions", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "prediction", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "predicted", + "output_checked": true + }, + { + "concept": "effectuer", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "normal", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "impending", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "plasticity", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "these", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "tersebut", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "normal", + "output_checked": true + }, + { + "concept": "based", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "predicted", + "output_checked": true + }, + { + "concept": "various", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "for", + "output_checked": true + }, + { + "concept": "resolved", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "yielding", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "chosen", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "different", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "for", + "output_checked": true + }, + { + "concept": "including", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "factors", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "uproar", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "normal", + "output_checked": true + }, + { + "concept": "been", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "single", + "output_checked": true + }, + { + "concept": "acceptable", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "multiplying", + "output_checked": true + }, + { + "concept": "slight", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "outraged", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "nowadays", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "predicted", + "output_checked": true + }, + { + "concept": "addirittura", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "towards", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "respective", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "concomitant", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "by", + "output_checked": true + }, + { + "concept": "circunst", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "geometric", + "output_checked": true + }, + { + "concept": "tertentu", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "factors", + "output_checked": true + }, + { + "concept": "analogous", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "for", + "output_checked": true + }, + { + "concept": "hinsichtlich", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "reliably", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "preferentially", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "conundrum", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "typically", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "through", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "by", + "output_checked": true + }, + { + "concept": "imposed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "predetermined", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "for", + "output_checked": true + }, + { + "concept": "predefined", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "trajet", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "defining", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "maximum", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "tions", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "aligned", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "normal", + "output_checked": true + }, + { + "concept": "coworkers", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "profound", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "considerations", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "geometric", + "output_checked": true + }, + { + "concept": "ratios", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "factors", + "output_checked": true + }, + { + "concept": "coefficients", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "factors", + "output_checked": true + }, + { + "concept": "tension", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "multiplicative", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "by", + "output_checked": true + }, + { + "concept": "geometrical", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "geometric", + "output_checked": true + }, + { + "concept": "polymers", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "plasticity", + "output_checked": true + }, + { + "concept": "equation", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "by", + "output_checked": true + }, + { + "concept": "predicting", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "predicted", + "output_checked": true + }, + { + "concept": "configuration", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "inherent", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "plasticity", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-08__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-08__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-08__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-08__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-08__heatmap.png" + } + }, + { + "slug": "mechanism-name-resolved-slip-threshold-09", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved slip threshold 9", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "One crystal orientation converts a larger fraction of the applied normal stress into shear on an allowed system, so it yields before a less favorable orientation.", + "prompt_tail": "e crystal orientation converts a larger fraction of the applied normal stress into shear on an allowed system, so it yields before a less favorable orientation.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-slip-threshold", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 42719, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 13339 + }, + { + "label": "Schmid", + "best_rank": 118790, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 29871 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "odium", + "unica", + "aforementioned", + "iber", + "elli", + "ilah", + "nev", + "Beverungen", + "complexity", + "wadi", + "Eber", + "ewater", + "ovel", + "hacerse", + "bakt", + "esia", + "ervo", + "odi", + "akura", + "Wit", + "Sko", + "inking", + "intric", + "Bela", + "etku", + "delas" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "wadi", + "quilla", + "ayani", + "overheard", + "udi", + "rodeo", + "arpur", + "odi", + "anio", + "aville", + "ServiceID", + "arita", + "Kodi", + "erver", + "cil", + "Imperio", + "uded", + "ervo", + "avil", + "zki", + "Toto", + "ayya", + "alco", + "zk" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "overheard", + "udi", + "ayani", + "arita", + "anio", + "rodeo", + "aville", + "arpur", + "odi", + "alco", + "erver", + "cil", + "ServiceID", + "uded", + "ervo", + "Imperio", + "ta", + "qat", + "empleados", + "odil", + "avil", + "Kodi", + "iasa" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "rehabilitated", + "Europ", + "vesicular", + "mt", + "conferred", + "Aluminum", + "directors" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Fountain", + "odium", + "ta", + "quilla", + "rodeo", + "graisse", + "wadi", + "arpur", + "tox", + "arita", + "lova", + "Maldonado", + "overheard", + "Selangor", + "annya", + "uded", + "sever", + "Gra", + "Sever", + "Thunderbird", + "Sever", + "erver", + "omba", + "elle", + "Imperio" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "Infect", + "rehabilitated", + "Europ", + "vesicular", + "Inflater", + "squares", + "conferred", + "pneumatic", + "calmed", + "mt", + "remotely", + "appealed", + "ductory", + "nye" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "authenticate", + "calmed", + "rehabilitated", + "tesla", + "vesicular", + "directors", + "Aluminum", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "wadi", + "udi", + "arita", + "anio", + "overheard", + "ayani", + "aville", + "odi", + "ServiceID", + "cil", + "rodeo", + "arpur", + "alco", + "uded", + "erver", + "odil", + "ta", + "empleados", + "avil", + "Imperio", + "Kodi", + "ink", + "zki" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "quilla", + "wadi", + "ahs", + "udi", + "anio", + "overheard", + "cil", + "aville", + "erver", + "rodeo", + "Imperio", + "ayani", + "ServiceID", + "uded", + "odil", + "ta", + "odi", + "empleados", + "it", + "avil", + "arpur", + "alco", + "sel" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "flare", + "sociale", + "infect", + "squares", + "vesicular", + "Infect", + "authenticate", + "directors", + "mt", + "pneumatic", + "rehabilitated", + "tesla", + "conferred", + "fs", + "puis", + "Inflater", + "verder", + "chartered", + "Europ" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "gehend", + "ures", + "ended", + "rog", + "Moreover", + "uette", + "fif", + "f", + "manner", + "lepas", + "shore", + "digamos", + "natural", + "dog", + "urious", + "ujos", + "eness", + "t", + "uri", + "exus", + "dif", + "ve" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "tyle", + "udir", + "uette", + "Moreover", + "gehend", + "ve", + "particular", + "ief", + "uri", + "fif", + "Furthermore", + "priv", + "hmann", + "leve", + "roir", + "do", + "ended", + "necessary", + "lard", + "ures", + "isons", + "folds", + "f", + "certeza", + "eben" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "s", + "particular", + "tyle", + "ve", + "uri", + "f", + "as", + "do", + "leve", + "gehend", + "roir", + "uette", + "ures", + "digamos", + "urious", + "udir", + "folds", + "ief", + "ff", + "tinger", + "isons", + "prim", + "ujos", + "t", + "st", + "Moreover" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "particular", + "med", + "do", + "tyle", + "ief", + "astien", + "constraints", + "laissez", + "Moreover", + "manner", + "necessary", + "urious", + "constraint", + "perfect", + "eben", + "imperative", + "digamos", + "decadent", + "ding", + "instances", + "Etc", + "sucede", + "proverbial", + "roir", + "ogf", + "uri", + "fif" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "mah", + "argumento", + "sensibility", + "lang", + "virtue", + "hypothetical", + "constraint", + "imperative", + "ief", + "manner", + "Moreover", + "politik", + "skept", + "differenza", + "xr", + "gi", + "difficult", + "choice", + "MB" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "ODM", + "mah", + "Zw", + "gem", + "bcd", + "standard", + "succeeds", + "competir", + "standards", + "devil", + "astien", + "gems", + "mundane", + "standpoint", + "xr", + "thoughtful" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "thoughtful", + "PLOAD", + "competir", + "standpoint", + "additive", + "Zw", + "WRITE", + "psychic", + "leaner", + "intensive" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "composable", + "standart", + "complacent", + "psicologia", + "XPATH", + "psalm", + "hypothetical", + "xpath", + "standard", + "aptitude", + "Contour", + "trapezium", + "vertex", + "Numer", + "Numer", + "customary", + "Mazda", + "hibernate", + "Tetrahedron", + "Numerical", + "textArea", + "noxious" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "dibandingkan", + "than", + "than", + "undesirable", + "Comparison", + "vergleich", + "comparable", + "bepaalde", + "cmp", + "Compar", + "comparative", + "cmp", + "Comparable", + "comparison", + "dibanding", + "verhalten", + "Unterschiede", + "comparison", + "compar", + "Mason", + "Compare", + "Comparative", + "unequiv", + "contemplated" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "weniger", + "menos", + "less", + "undesirable", + "LESS", + "cheaper", + "lebih", + "dibandingkan", + "Less", + "weaker", + "denser", + "dibanding", + "harsher", + "than", + "Compare", + "lesser", + "Comparison", + "rarer", + "unsatisfactory", + "sweeter" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "less", + "menos", + "weniger", + "lebih", + "harsher", + "undesirable", + "Less", + "cheaper", + "LESS", + "weaker", + "unfavorable", + "Astron", + "a", + "unpleasant", + "reluctant", + "favorably", + "sweeter", + "nicer", + "denser", + "pessimistic", + "than" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "less", + "menos", + "weniger", + "Less", + "LESS", + "Less", + "moins", + "mindre", + "undesirable", + "harsher", + "lebih", + "weaker", + "kurang", + "mniej", + "unfavorable", + "minder", + "lesser", + "Least", + "sweeter", + "cheaper", + "inferior" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "less", + "menos", + "Less", + "Less", + "LESS", + "less", + "moins", + "weniger", + "LESS", + "lesser", + "least", + "meno", + "mindre", + "menos", + "mniej", + "kurang", + "minder", + "eless", + "unfavorable", + "moins", + "mniej", + "fewer", + "iless", + "LessThan" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "less", + "less", + "Less", + "Less", + "menos", + "LESS", + "weniger", + "LESS", + "moins", + "lesser", + "iless", + "Jess", + "mindre", + "mniej", + "Jess", + "lees", + "LessThan", + "les", + "les", + "least", + "lessly", + "menos", + "meno", + "eless" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "less", + "Less", + "Less", + "menos", + "weniger", + "less", + "Jess", + "moins", + "LESS", + "LESS", + "les", + "Jess", + "a", + "mindre", + "lees", + "liess", + "liss", + "lese", + "dess", + "mniej", + "than", + "ASS", + "ess", + "Dess" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "Here", + "In", + "To", + "For", + "However", + "It", + "We", + "Since", + "ly", + "They", + "My", + "But", + "Because", + "What", + "less", + "When", + "This", + "A", + "Thus", + "Less", + "Or", + "Let", + "but", + "Paris", + "or", + "There", + "While", + "The", + "com", + "If", + "Each" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 27208, + 132530, + 139847, + 130231, + 202589, + 125381, + 132207, + 136514, + 139318, + 119510, + 170267, + 213745, + 205926, + 192299, + 201288, + 186359, + 145823, + 115999, + 77027, + 147820, + 83982, + 105405, + 60223, + 42720, + 204092, + 32571 + ] + }, + { + "label": "Schmid", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 26272, + 67251, + 64957, + 190255, + 47965, + 183633, + 197357, + 75698, + 80789, + 199826, + 240742, + 241769, + 240107, + 252123, + 256815, + 251234, + 224063, + 196316, + 148364, + 118791, + 142746, + 149105, + 244938, + 247972, + 211565, + 26809 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 19700, + 77327, + 67904, + 100285, + 104532, + 54965, + 28084, + 22925, + 41088, + 58667, + 117593, + 81094, + 24672, + 13340 + ] + }, + { + "label": "Schmid", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 178516, + 153041, + 174274, + 205582, + 205837, + 216888, + 86421, + 35248, + 29872, + 73869, + 66396, + 62530, + 90276, + 64677 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "than", + "score": 11.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "less", + "output_checked": true + }, + { + "concept": "dure", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "so", + "output_checked": true + }, + { + "concept": "Thrust", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "maksud", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Contour", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "system", + "output_checked": true + }, + { + "concept": "ITest", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "SEL", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Brust", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "preponder", + "score": 3.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "yields", + "output_checked": true + }, + { + "concept": "XMFLOAT", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "orientation", + "output_checked": true + }, + { + "concept": "voltage", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "solids", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "axis", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "on", + "output_checked": true + }, + { + "concept": "advantageous", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "favorable", + "output_checked": true + }, + { + "concept": "Ine", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "force", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "normal", + "output_checked": true + }, + { + "concept": "slightest", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "One", + "output_checked": true + }, + { + "concept": "slotted", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "allowed", + "output_checked": true + }, + { + "concept": "concreto", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "system", + "output_checked": true + }, + { + "concept": "ODM", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "MongoDB", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "PLOAD", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "handleSubmit", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "so", + "output_checked": true + }, + { + "concept": "obtuse", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "yields", + "output_checked": true + }, + { + "concept": "Pink", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "testers", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "hibernate", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "defines", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "it", + "output_checked": true + }, + { + "concept": "Configuration", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "capacitances", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "allowed", + "output_checked": true + }, + { + "concept": "dibandingkan", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "antes", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "Powers", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "system", + "output_checked": true + }, + { + "concept": "onload", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "yeast", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "alters", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "Caste", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "String", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "Eber", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "on", + "output_checked": true + }, + { + "concept": "saisi", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "it", + "output_checked": true + }, + { + "concept": "aforementioned", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "yields", + "output_checked": true + }, + { + "concept": "Sexuality", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "into", + "output_checked": true + }, + { + "concept": "atrocious", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "favorable", + "output_checked": true + }, + { + "concept": "Leinster", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "into", + "output_checked": true + }, + { + "concept": "Mardi", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "orientation", + "output_checked": true + }, + { + "concept": "Ang", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "orientation", + "output_checked": true + }, + { + "concept": "ply", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "system", + "output_checked": true + }, + { + "concept": "particular", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Miscellaneous", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "leia", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "so", + "output_checked": true + }, + { + "concept": "Garr", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "on", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "fondament", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "shear", + "output_checked": true + }, + { + "concept": "sebagainya", + "score": 1.0, + "best_rank": 4, + "best_depth": 51.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "diat", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "shear", + "output_checked": true + }, + { + "concept": "contribut", + "score": 1.0, + "best_rank": 4, + "best_depth": 80.9, + "near_token": "shear", + "output_checked": true + }, + { + "concept": "rass", + "score": 1.0, + "best_rank": 5, + "best_depth": 83.0, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "Oto", + "score": 1.0, + "best_rank": 7, + "best_depth": 59.6, + "near_token": "normal", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "th", + "and", + "row", + "gh", + "ar", + "ne", + "yst", + "inter", + "pr", + "any", + "ey", + "pect", + "red", + "tern", + "ray", + "ser", + "ces", + "years", + "be", + "son", + "ized", + "span", + "na", + "ters", + "roll", + "section", + "ler", + "mod" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "es", + "comp", + "ner", + "son", + "mente", + "rence", + "stem", + "umeric", + "certific", + "sap", + "yaitu", + "stems", + "perk", + "haute", + "flows", + "enburg", + "malloc", + "aquele", + "suff", + "Heap" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "or", + "y", + "j", + "ch", + "ive", + "ust", + "all", + "math", + "ib", + "ge", + "one", + "erv", + "de", + "ound", + "left", + "itt", + "ON", + "ict", + "pol", + "raph", + "ext", + "tem", + "ed", + "ke", + "arn", + "mathb", + "ames", + "da", + "fin" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "al", + "ou", + "ro", + "l", + "im", + "ation", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "ff", + "orm", + "ast", + "ice", + "ab", + "du", + "ge", + "ber", + "ear", + "row" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "de", + "ch", + "qu", + "ity", + "The", + "le", + "ha", + "from", + "im", + "ad", + "us", + "which", + "com", + "i", + "ar", + "ask", + "yst", + "che", + "ag", + "ize", + "we", + "est", + "who", + "ric", + "my" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "an", + "it", + "is", + "le", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "de", + "ay", + "ir", + "ly", + "ere", + "com", + "end", + "ill", + "ath", + "ex", + "art", + "The", + "ha", + "iz" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "im", + "ol", + "ad", + "S", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "res", + "k" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "ew", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ar", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "n", + "s", + "ers", + "of", + "selection", + "sehen", + "evol", + "e", + "ature", + "aft", + "eat", + "sof", + "glow", + "gambar", + "heer", + "wunder", + "decomposition", + "successor", + "Publicity", + "sina", + "rel", + "most" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "e", + "s", + "of", + "ameri", + "rel", + "setcounter", + "technically", + "aal", + "successfully", + "evol", + "wunder", + "successor", + "n", + "ature", + "ble", + "officially", + "ein", + "eat", + "sehen", + "remember", + "tentative", + "sof", + "backlash", + "gambar", + "ampio", + "slightly", + "Publicity" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "e", + "fielder", + "substantial", + "ameri", + "substantially", + "successor", + "aal", + "tog", + "Tog", + "Publicity", + "s", + "rel", + "damn", + "colabor", + "aat", + "outrage", + "comfy", + "wikipedia", + "garanti", + "vagas", + "outraged", + "prechen" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "tog", + "fielder", + "damn", + "behest", + "similar", + "ributor", + "ameri", + "currently", + "Tog", + "avrebbe", + "demise", + "Looking", + "paltry", + "ET", + "slight", + "administr", + "decid", + "aal", + "another", + "Publicity", + "asesin", + "substantial", + "slightly" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "readily", + "damn", + "similar", + "fielder", + "decid", + "avrebbe", + "demise", + "paltry", + "Tog", + "asesin", + "ributor", + "crappy", + "behest", + "slightly", + "lichkeit", + "currently", + "dictator", + "aal" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "readily", + "despicable", + "similar", + "considerably", + "continued", + "currently", + "decidedly", + "behest", + "markedly", + "similar", + "another", + "tantamount", + "potentially", + "ameri", + "substantially", + "damn", + "conceding", + "conceivably", + "fielder", + "paltry", + "ridiculous", + "continued", + "preclude", + "demise" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "tantamount", + "anderen", + "markedly", + "merely", + "despicable", + "altri", + "comparable", + "considerably", + "otros", + "vehement", + "championed", + "criticized", + "conceded", + "preclude", + "autres", + "innych" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "considerably", + "comparable", + "markedly", + "Similarly", + "wanneer", + "comparatively", + "Similar", + "lessened", + "Reduces", + "Compar", + "Similarly", + "Improves", + "herhangi", + "decidedly" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "comparable", + "compared", + "comparatively", + "Compar", + "Compared", + "Compar", + "considerably", + "Compared", + "incompar", + "markedly", + "Comparative", + "comparative", + "irrespective", + "comparison", + "weaker", + "contrasted", + "surpasses", + "decreases", + "cheaper", + "disadvant", + "counterparts", + "respective", + "Similar", + "quicker" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "comparable", + "than", + "a", + "comparatively", + "compared", + "more", + "simply", + "similar", + "comparative", + "weaker", + "an", + "comparison", + "better", + "higher", + "highly", + "inherently", + "greater", + "been", + "whether", + "when", + "different", + "less", + "simple", + "other", + "stronger", + "considerably", + "provide", + "Compar", + "predetermined", + "another", + "difference" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "compared", + "comparison", + "comparable", + "a", + "comparatively", + "compared", + "comparative", + "than", + "Compared", + "less", + "comparisons", + "Compared", + "Comparison", + "an", + "compar", + "compares", + "comparing", + "regardless", + "Compar", + "contrasted", + "contrasting", + "than", + "versus", + "favorably", + "well", + "counterparts", + "undesirable", + "Comparisons", + "suboptimal" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "less", + "compared", + "Less", + "comparatively", + "comparison", + "more", + "relatively", + "compared", + "lesser", + "Compared", + "Compared", + "LESS", + "weniger", + "comparison", + "Less", + "weaker", + "versus", + "Comparison", + "unfavorable", + "less", + "fewer", + "comparisons" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "less", + "Less", + "more", + "lebih", + "weniger", + "Less", + "LESS", + "menos", + "compared", + "More", + "unfavorable", + "a", + "Un", + "daha", + "moins", + "Lesser" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "less", + "Less", + "weniger", + "menos", + "Less", + "moins", + "LESS", + "more", + "mindre", + "less", + "unfavorable", + "kurang", + "More", + "lesser", + "mniej", + "lebih", + "favorable", + "more", + "meno", + "Lesser" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "less", + "menos", + "Less", + "Less", + "less", + "moins", + "weniger", + "LESS", + "least", + "mindre", + "lesser", + "meno", + "LESS", + "mniej", + "kurang", + "menos", + "fewer", + "minder", + "moins", + "LessThan", + "Lesser" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "less", + "Less", + "less", + "menos", + "Less", + "weniger", + "LESS", + "moins", + "meno", + "lesser", + "LESS", + "mindre", + "mniej", + "menos", + "les", + "least", + "LessThan", + "lessor", + "kurang", + "minder", + "Lesser", + "les" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "less", + "Less", + "less", + "Less", + "LESS", + "menos", + "weniger", + "moins", + "LESS", + "and", + "Jess", + "les", + "meno", + "mindre", + "mniej", + "Jess", + "kurang", + "lese", + "eless", + "LS", + "least", + "ASS", + "les", + "liess", + "than", + "lessor" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "Here", + "In", + "To", + "For", + "However", + "It", + "We", + "Since", + "ly", + "They", + "My", + "But", + "Because", + "What", + "less", + "When", + "This", + "A", + "Thus", + "Less", + "Or", + "Let", + "but", + "Paris", + "or", + "There", + "While", + "The", + "com", + "If", + "Each" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 23.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "than", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "stresses", + "score": 6.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "behalf", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "on", + "output_checked": true + }, + { + "concept": "slight", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "system", + "output_checked": true + }, + { + "concept": "your", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "damn", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "orientations", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "orientation", + "output_checked": true + }, + { + "concept": "there", + "score": 4.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "considerably", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "imparted", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "exerted", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "consequently", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "so", + "output_checked": true + }, + { + "concept": "unfavorable", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "favorable", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "an", + "output_checked": true + }, + { + "concept": "Interestingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "increasingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "allowed", + "output_checked": true + }, + { + "concept": "administr", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "into", + "output_checked": true + }, + { + "concept": "unrest", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "shear", + "output_checked": true + }, + { + "concept": "towards", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "on", + "output_checked": true + }, + { + "concept": "increase", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "so", + "output_checked": true + }, + { + "concept": "respective", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "orientation", + "output_checked": true + }, + { + "concept": "aligned", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "on", + "output_checked": true + }, + { + "concept": "potentially", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "into", + "output_checked": true + }, + { + "concept": "sized", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "normal", + "output_checked": true + }, + { + "concept": "that", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "so", + "output_checked": true + }, + { + "concept": "material", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "force", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "normal", + "output_checked": true + }, + { + "concept": "Brust", + "score": 2.0, + "best_rank": 3, + "best_depth": 91.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "avert", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "normal", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "orientation", + "output_checked": true + }, + { + "concept": "impending", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "vehement", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "inspiring", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "normal", + "output_checked": true + }, + { + "concept": "terhadap", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "impeding", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "outraged", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "orientation", + "output_checked": true + }, + { + "concept": "concomitant", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "yields", + "output_checked": true + }, + { + "concept": "when", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "change", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "converted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "into", + "output_checked": true + }, + { + "concept": "tmux", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "shear", + "output_checked": true + }, + { + "concept": "predefined", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "allowed", + "output_checked": true + }, + { + "concept": "irrespective", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "enhances", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "it", + "output_checked": true + }, + { + "concept": "shallower", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "less", + "output_checked": true + }, + { + "concept": "enhance", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "coworkers", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "shear", + "output_checked": true + }, + { + "concept": "extent", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "an", + "output_checked": true + }, + { + "concept": "maximum", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "allowed", + "output_checked": true + }, + { + "concept": "adequate", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "inherently", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "situated", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "favorable", + "output_checked": true + }, + { + "concept": "comparable", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "direct", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "percentage", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "fraction", + "output_checked": true + }, + { + "concept": "proportion", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "overall", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "frictional", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "shear", + "output_checked": true + }, + { + "concept": "unwanted", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "on", + "output_checked": true + }, + { + "concept": "individual", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "an", + "output_checked": true + }, + { + "concept": "permissible", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "allowed", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-09__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-09__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-09__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-09__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-09__heatmap.png" + } + }, + { + "slug": "mechanism-name-resolved-slip-threshold-10", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved slip threshold 10", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "When the resolved driving force on the most favorably oriented plane-direction pair exceeds its critical resistance, mobile line defects sweep across the crystal.", + "prompt_tail": "en the resolved driving force on the most favorably oriented plane-direction pair exceeds its critical resistance, mobile line defects sweep across the crystal.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-slip-threshold", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 101 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 1161, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 327 + }, + { + "label": "Schmid", + "best_rank": 33711, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 16033 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "odium", + "unica", + "ilah", + "iber", + "elli", + "odi", + "ervo", + "wadi", + "Kodi", + "Beverungen", + "Burbank", + "inking", + "nev", + "avil", + "ovel", + "aforementioned", + "udi", + "hacerse", + "ayya", + "lassen", + "Eber", + "etku", + "owan", + "okok", + "esia", + "otek" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "rodeo", + "ServiceID", + "arpur", + "odi", + "aville", + "arita", + "Imperio", + "Kodi", + "anio", + "avil", + "uded", + "erver", + "zki", + "ervo", + "cil", + "Toto", + "iasa", + "Fairbanks", + "ayya" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "arita", + "anio", + "rodeo", + "aville", + "odi", + "ServiceID", + "arpur", + "alco", + "erver", + "uded", + "ervo", + "cil", + "Imperio", + "ta", + "empleados", + "qat", + "odil", + "zki", + "avil", + "Kodi" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Europ", + "rehabilitated", + "vesicular", + "mt", + "conferred", + "Aluminum", + "tesla" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Fountain", + "odium", + "graisse", + "quilla", + "rodeo", + "ta", + "arita", + "arpur", + "wadi", + "overheard", + "uded", + "unica", + "tox", + "lova", + "ahs", + "Imperio", + "erver", + "ayani", + "Gra", + "ervo", + "FAS", + "alco", + "Sever", + "Thunderbird" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "infect", + "authenticate", + "Infect", + "rehabilitated", + "Europ", + "vesicular", + "squares", + "pneumatic", + "Inflater", + "conferred", + "calmed", + "mt", + "ductory", + "remotely", + "appealed", + "nye" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "authenticate", + "calmed", + "rehabilitated", + "vesicular", + "tesla", + "directors", + "Aluminum", + "mt", + "conferred" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "udi", + "arita", + "wadi", + "anio", + "overheard", + "ayani", + "aville", + "odi", + "ServiceID", + "rodeo", + "erver", + "arpur", + "alco", + "ta", + "uded", + "cil", + "Kodi", + "empleados", + "odil", + "zki", + "avil", + "Imperio", + "ink" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "udi", + "arita", + "quilla", + "wadi", + "anio", + "overheard", + "ayani", + "Imperio", + "aville", + "erver", + "cil", + "ServiceID", + "rodeo", + "odi", + "odil", + "arpur", + "alco", + "ta", + "uded", + "empleados", + "Kodi", + "Fairbanks", + "sel" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "flare", + "sociale", + "infect", + "squares", + "Infect", + "vesicular", + "authenticate", + "directors", + "mt", + "pneumatic", + "conferred", + "Inflater", + "fs", + "verder", + "rehabilitated", + "tesla", + "Europ", + "calmed", + "appealed", + "reefs" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "eness", + "heartedly", + "med", + "fif", + "shore", + "uette", + "mate", + "rog", + "itten", + "SELS", + "lepas", + "selves", + "uating", + "oubtedly", + "isons", + "ujos", + "gehend", + "credo", + "trach" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "uette", + "fif", + "med", + "Depois", + "Kalau", + "heartedly", + "voila", + "osof", + "fato", + "folds", + "iven", + "rites", + "strokes", + "uating", + "selves", + "credo", + "certeza", + "ocorrer" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "s", + "uette", + "digamos", + "selves", + "fif", + "Kalau", + "enorm", + "isons", + "folds", + "iven", + "uating", + "ujos", + "osof", + "gehend", + "liess", + "sage", + "vehement", + "lepas", + "voila", + "rog", + "gage", + "oog" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "ding", + "med", + "vehement", + "scape", + "ments", + "ers", + "selves", + "rites", + "instances", + "oved", + "uette", + "digamos", + "decadent", + "particular", + "isons", + "hoff", + "enorm", + "ogf", + "astien", + "proverbial", + "uating", + "credo", + "virt", + "certeza" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "assertions", + "ers", + "instances", + "xr", + "vehement", + "rites", + "vnd", + "mah", + "decisively", + "ments", + "AndWait", + "lauf", + "sheep", + "oved", + "massive", + "Etc", + "hse", + "quartz", + "assertion", + "impulses", + "gesellschaft", + "scape", + "axiom", + "sensibility", + "dynamics" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "ODM", + "Transforms", + "xr", + "getc", + "assertions", + "intensive", + "Xr", + "MgO", + "alice", + "Romeo", + "PLOAD", + "dud", + "Escape", + "catar", + "ESC", + "ghijkl", + "Pdf", + "Transforms", + "cati", + "leap" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "PLOAD", + "typescript", + "PSY", + "intensive", + "rectangles", + "dispersing", + "securityMarks", + "alice", + "chipset", + "FLOAT", + "ODM", + "getc", + "additive", + "Postgres", + "psychic", + "assertions", + "AnimationFrame", + "Unix", + "Gyne", + "whirlwind", + "SqlCommand", + "MYSQL", + "fscanf" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "MNOP", + "AAAAAAAA", + "aneous", + "Bz", + "psi", + "drawSprites", + "cascades", + "hibernate", + "unequiv", + "gdf", + "getc", + "intentos", + "bree", + "Lorsque", + "Romeo", + "instances", + "gaze", + "whisk", + "instantaneously", + "BMX", + "etzungen", + "COc" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "bree", + "whisk", + "seg", + "dirigentes", + "gewisse", + "consequ", + "intentos", + "ed", + "berse", + "canalicul", + "ements", + "unequiv", + "determinadas", + "instantaneously", + "roso", + "bepaalde", + "successive", + "seismic", + "sentidos", + "kanilang", + "impulses", + "undesirable" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "Transporte", + "seismic", + "Notas", + "emde", + "Horde", + "bree", + "hemeral", + "PSP", + "Unnamed", + "woolen", + "samband", + "aporte", + "lunatic", + "EOUS", + "Solaris", + "Mystic", + "movimenti", + "masonry", + "nimble", + "hordes", + "geldig", + "Mh", + "grout", + "itinerant", + "hurricane" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "MSG", + "mucous", + "Mystic", + "migratory", + "Mh", + "emde", + "nomadic", + "XMLHttpRequest", + "movimenti", + "Msg", + "Myr", + "geldig", + "Thrust", + "Horde", + "Mania", + "PSP", + "grout", + "Solaris", + "Moulin", + "Mondial", + "Transporte", + "Exper", + "MSBuild", + "Milliseconds", + "Mosaic" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "Mystic", + "mucous", + "PSP", + "mongoose", + "XMLHttpRequest", + "MSG", + "troupe", + "movimenti", + "swept", + "Mh", + "hurricane", + "emde", + "wick", + "wicked", + "dispersing", + "Moulin", + "typhoon", + "swung", + "Unlock", + "mammoth", + "migrate", + "mystic", + "woolen", + "grout", + "geldig", + "XP" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "sweep", + "sweep", + "Sweep", + "swept", + "sweeps", + "mobile", + "sweeping", + "Sweep", + "swe", + "Swe", + "Mobile", + "mobile", + "Swe", + "Mobile", + "swipe", + "MOBILE", + "MOBILE", + "line", + "obile", + "swe", + "line" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "mobile", + "Mobile", + "mobile", + "Mobile", + "MOBILE", + "MOBILE", + "sweep", + "sweep", + "obile", + "Sweep", + "mobil", + "swept", + "mob", + "mobiles", + "sweeps", + "Sweep", + "Mobil", + "Mobil", + "mobility", + "mob", + "sweeping" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "mobile", + "Mobile", + "Mobile", + "sweep", + "mobile", + "Sweep", + "MOBILE", + "MOBILE", + "sweep", + "Swe", + "Sweep", + "mobil", + "sweeps", + "mob", + "obile", + "swept", + "swe", + "mobiles", + "sweeping" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "the", + "we", + "of", + "they", + "as", + "in", + "This", + "weight", + "Let", + "In", + "These", + "Each", + "They", + "and", + "Here", + "while", + "I", + "Layer", + "Looking", + "that", + "It", + "consistent", + "layers", + "like", + "large", + "However", + "density", + "En", + "entire", + "moving", + "The" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 39623, + 133930, + 139095, + 129891, + 179855, + 125586, + 130546, + 135752, + 140381, + 118606, + 168941, + 206438, + 182446, + 128123, + 126353, + 67622, + 40839, + 26149, + 2648, + 11979, + 3411, + 1162, + 17879, + 8857, + 84286, + 30554 + ] + }, + { + "label": "Schmid", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 32205, + 67462, + 63895, + 190514, + 55695, + 181378, + 198025, + 79891, + 83164, + 203293, + 240733, + 232081, + 235544, + 253753, + 259931, + 256014, + 248480, + 206807, + 94035, + 33712, + 44565, + 78123, + 103652, + 145056, + 194268, + 26134 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 6378, + 23255, + 8410, + 12667, + 87877, + 3985, + 703, + 5598, + 897, + 328, + 821, + 328, + 11994, + 2620 + ] + }, + { + "label": "Schmid", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 225707, + 197212, + 191955, + 200223, + 226750, + 249173, + 237037, + 64702, + 74614, + 67014, + 16034, + 27794, + 61041, + 66336 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "khi", + "score": 6.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "contribut", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "egreg", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "magnitudes", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "Zou", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "sweep", + "output_checked": true + }, + { + "concept": "value", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "depois", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "on", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "most", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "When", + "output_checked": true + }, + { + "concept": "suffices", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "resistance", + "output_checked": true + }, + { + "concept": "threshold", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "ClientRect", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "grout", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Transporte", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sebesar", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "MSG", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Mystic", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "orientation", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "oriented", + "output_checked": true + }, + { + "concept": "Segments", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "line", + "output_checked": true + }, + { + "concept": "face", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "tenderness", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "assertions", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Eber", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "on", + "output_checked": true + }, + { + "concept": "optimally", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "oriented", + "output_checked": true + }, + { + "concept": "customary", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "velocities", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "Ontology", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "ITest", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "on", + "output_checked": true + }, + { + "concept": "arent", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "LWR", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "resistance", + "output_checked": true + }, + { + "concept": "Contour", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "siano", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "MNOP", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Resolution", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "emin", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "force", + "output_checked": true + }, + { + "concept": "Planes", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "own", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "its", + "output_checked": true + }, + { + "concept": "leve", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "rodzaju", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "EPI", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "Oto", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "most", + "output_checked": true + }, + { + "concept": "Italiano", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "When", + "output_checked": true + }, + { + "concept": "Dein", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "RED", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "MRP", + "score": 1.0, + "best_rank": 4, + "best_depth": 63.8, + "near_token": "on", + "output_checked": true + }, + { + "concept": "Amen", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "force", + "output_checked": true + }, + { + "concept": "ToBe", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "its", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "ter", + "th", + "wh", + "row", + "gh", + "ar", + "ne", + "ook", + "yst", + "inter", + "anc", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "min", + "ground", + "ts", + "ces", + "years", + "be", + "son", + "span", + "ined", + "ke", + "na" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "ner", + "son", + "rence", + "umeric", + "stems", + "perk", + "haute", + "ocs", + "malloc", + "transluc", + "aquele", + "Heap", + "menes", + "samp", + "conflicted", + "sman" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "y", + "j", + "ust", + "all", + "math", + "ib", + "ast", + "one", + "erv", + "iew", + "ound", + "ike", + "left", + "itt", + "ON", + "ict", + "pol", + "uring", + "raph", + "ext", + "ed", + "gu", + "ke", + "arn", + "mark", + "da", + "fin" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "en", + "al", + "ou", + "ro", + "l", + "im", + "ation", + "st", + "ir", + "th", + "est", + "ri", + "wh", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "ff", + "orm", + "ast", + "ice", + "ab", + "du", + "ge", + "ber", + "ear" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "de", + "ch", + "qu", + "ess", + "ity", + "The", + "le", + "ha", + "ad", + "us", + "which", + "com", + "i", + "ar", + "yst", + "che", + "ag", + "ize", + "we", + "est", + "my", + "rib", + "oint", + "them", + "es" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "he", + "re", + "en", + "at", + "an", + "it", + "is", + "le", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "de", + "ay", + "qu", + "ir", + "ly", + "ra", + "un", + "ere", + "com", + "pe", + "end", + "ill", + "ath", + "ex" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "ort", + "se", + "L" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "ization", + "perfectly", + "they", + "youtu", + "eat", + "sehen", + "Publicity", + "e", + "n", + "s", + "second", + "added" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "e", + "of", + "youtu", + "s", + "rel", + "ature", + "has", + "perfectly", + "eat", + "EG", + "evol", + "eine", + "mellow", + "Publicity", + "depart", + "immense", + "diffuse", + "aal", + "bildung" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "e", + "substantial", + "tanti", + "fielder", + "Iy", + "slight", + "necessitate", + "damn", + "diffuse", + "tremendous", + "immense", + "Iz", + "contacting", + "leisurely", + "Verenigde", + "fourteenth", + "formality", + "commonly", + "slightly", + "Publicity", + "readily" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "damn", + "tog", + "fielder", + "slight", + "necessitate", + "readily", + "ET", + "asesin", + "Verenigde", + "ER", + "Looking", + "tanti", + "Iy", + "formality", + "also", + "papan", + "er", + "warning", + "immense", + "impending" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "damn", + "impending", + "slight", + "necessitate", + "fielder", + "tog", + "immense", + "asesin", + "tremendous", + "Will", + "slightly", + "Considerable", + "additional", + "also", + "demise", + "terribly", + "dictated", + "ampio", + "tanti", + "lach", + "Excise", + "rather", + "readily" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "Bundesliga", + "impending", + "favourable", + "Diageo", + "damn", + "Iy", + "tanti", + "bitterly", + "sigh", + "stanno", + "triggered", + "destes", + "earnestly", + "tremendous", + "fielder", + "subter", + "enraged", + "gigantic", + "horrend" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "triggered", + "tantamount", + "favourable", + "mereka", + "triggered", + "become", + "caused", + "increased", + "tremendous", + "become", + "engender", + "additional", + "spowod", + "accelerated", + "increase", + "became", + "tych", + "tumultuous" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "become", + "those", + "favourable", + "upheaval", + "facilitated", + "resulting", + "unprecedented", + "invigor", + "instigated", + "increase", + "engender", + "mechanisms", + "unequivocal", + "processes", + "resultant" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "accelerated", + "become", + "upheaval", + "facilitated", + "triggered", + "swiftly", + "these", + "massive", + "ignited", + "invigor", + "unstoppable", + "unequivocal", + "sweeping", + "propelled", + "stimulated", + "heave", + "migration", + "triggering", + "initiating", + "intensified", + "accelerates", + "momentous", + "readjust", + "exponential", + "mediated", + "uphe", + "increase", + "widespread", + "successfully", + "accelerate" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "massive", + "widespread", + "numerous", + "upheaval", + "enormous", + "dispersed", + "propelled", + "unstoppable", + "large", + "guided", + "upward", + "many", + "huge", + "thousands", + "disruptive", + "broad", + "rapidly", + "collective", + "erupt", + "forcibly", + "they", + "significant", + "mass", + "approximately", + "tremendous", + "bursting", + "uncovering", + "their", + "those", + "various", + "entire", + "highly" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "massive", + "widespread", + "numerous", + "extensive", + "entire", + "transformative", + "localized", + "traversing", + "multiple", + "broad", + "substantial", + "those", + "significant", + "unstoppable", + "rapid", + "complete", + "spontaneous", + "decisive", + "simultaneous", + "enormous", + "undesirable", + "successive", + "indiscriminate", + "large", + "across", + "passage", + "catastrophic", + "propelled", + "upheaval", + "nearly", + "they", + "various" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "mobile", + "massive", + "erupt", + "migratory", + "rapidly", + "hopping", + "entire", + "numerous", + "migration", + "rapid", + "sweeping", + "multiple", + "propagation", + "migrating", + "movement", + "countless", + "swiftly", + "propelled", + "swept", + "dispersed", + "sweep", + "moving", + "widespread", + "hop", + "crossing", + "transverse", + "cross", + "traversing" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "mobile", + "sweep", + "sweeping", + "swept", + "migratory", + "million", + "moving", + "movement", + "Mobile", + "movable", + "mass", + "migration", + "M", + "Sweep", + "Mobil", + "Merry", + "sweeps", + "Swift", + "rapid", + "hop", + "Million", + "massive", + "migrating", + "Multiple" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "mobile", + "sweep", + "swept", + "sweeping", + "line", + "M", + "moving", + "movement", + "mass", + "m", + "sweeps", + "Sweep", + "sweep", + "mob", + "mov", + "million", + "movable", + "mop", + "moved", + "lines", + "erupt", + "MQ", + "migratory", + "Sweep" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "mobile", + "sweep", + "sweep", + "Sweep", + "Mobile", + "mobile", + "swept", + "swe", + "sweeping", + "sweeps", + "Sweep", + "Mobile", + "Swe", + "line", + "Swe", + "MOBILE", + "line", + "MOBILE", + "swe", + "mobiles", + "lines", + "Line", + "Line", + "mob" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "mobile", + "Mobile", + "mobile", + "Mobile", + "sweep", + "mobiles", + "MOBILE", + "MOBILE", + "mob", + "mobil", + "sweep", + "Sweep", + "mobility", + "swept", + "sweeping", + "Mobil", + "sweeps", + "Sweep", + "mob", + "Mob", + "swe", + "Swe" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "mobile", + "Mobile", + "Mobile", + "mobile", + "MOBILE", + "MOBILE", + "sweep", + "mobil", + "Sweep", + "sweep", + "sweeps", + "mob", + "Swe", + "mobiles", + "Sweep", + "swept", + "mob", + "swe", + "Mobil", + "mobil", + "Mobil", + "obile", + "mobili" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "the", + "we", + "of", + "they", + "as", + "in", + "This", + "weight", + "Let", + "In", + "These", + "Each", + "They", + "and", + "Here", + "while", + "I", + "Layer", + "Looking", + "that", + "It", + "consistent", + "layers", + "like", + "large", + "However", + "density", + "En", + "entire", + "moving", + "The" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "pair", + "output_checked": true + }, + { + "concept": "damn", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "positioned", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "favorably", + "output_checked": true + }, + { + "concept": "exerted", + "score": 5.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "threshold", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "orientation", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "oriented", + "output_checked": true + }, + { + "concept": "necessitate", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "sweep", + "output_checked": true + }, + { + "concept": "own", + "score": 4.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "its", + "output_checked": true + }, + { + "concept": "slight", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "across", + "output_checked": true + }, + { + "concept": "combinations", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "pair", + "output_checked": true + }, + { + "concept": "situated", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "favorably", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "on", + "output_checked": true + }, + { + "concept": "segment", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "line", + "output_checked": true + }, + { + "concept": "obscure", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "oriented", + "output_checked": true + }, + { + "concept": "somebody", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "line", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "indicative", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "pair", + "output_checked": true + }, + { + "concept": "tantamount", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "respective", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "entire", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "across", + "output_checked": true + }, + { + "concept": "identified", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "aligned", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "line", + "output_checked": true + }, + { + "concept": "values", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "massive", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "resolution", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "forces", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "force", + "output_checked": true + }, + { + "concept": "likely", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "most", + "output_checked": true + }, + { + "concept": "crossing", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "across", + "output_checked": true + }, + { + "concept": "lattice", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "willingness", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "zaman", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "revered", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "ayak", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "effecting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "favorably", + "output_checked": true + }, + { + "concept": "those", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "lentamente", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "concomitant", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "pair", + "output_checked": true + }, + { + "concept": "voire", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "during", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "lorf", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "pair", + "output_checked": true + }, + { + "concept": "bzw", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "line", + "output_checked": true + }, + { + "concept": "towards", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "sweep", + "output_checked": true + }, + { + "concept": "beispielsweise", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "they", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "characteristics", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "evaluating", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "optimally", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "oriented", + "output_checked": true + }, + { + "concept": "orientated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "surpassing", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "themselves", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "sweep", + "output_checked": true + }, + { + "concept": "accelerated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "value", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "determining", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "most", + "output_checked": true + }, + { + "concept": "withstood", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "resistance", + "output_checked": true + }, + { + "concept": "potentially", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "have", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "these", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "sweep", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-10__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-10__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-10__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-10__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-resolved-slip-threshold-10__heatmap.png" + } + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Lattice-diffusion creep 1", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A fine polycrystal held at high temperature and low stress lengthens as atoms diffuse through crystal interiors from compressed faces toward tensile faces.", + "prompt_tail": "A fine polycrystal held at high temperature and low stress lengthens as atoms diffuse through crystal interiors from compressed faces toward tensile faces.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice-diffusion-creep", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "Herring", + "surfaces": [ + "Herring" + ], + "token_ids": [ + 187758, + 104598 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 377, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 45 + }, + { + "label": "Herring", + "best_rank": 86057, + "best_depth": 46.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 1415 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "iber", + "odium", + "aforementioned", + "unica", + "complexity", + "nev", + "esia", + "lenen", + "delas", + "ilah", + "Eber", + "intric", + "Beverungen", + "lah", + "ets", + "CodeGen", + "eleg", + "elli", + "ovel", + "iyah", + "extravagant", + "complexity", + "bakt", + "Wit", + "Sko", + "inking", + "nH", + "elia", + "etku", + "ingham", + "ewater" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "odium", + "Fountain", + "graisse", + "unica", + "ahs", + "quilla", + "wadi", + "rodeo", + "ayani", + "overheard", + "udi", + "arpur", + "odi", + "ervo", + "ServiceID", + "Imperio", + "Kodi", + "cil", + "Toto", + "aville", + "ayya", + "uded", + "erver", + "arita", + "qat", + "avil", + "FAS", + "elli" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "udi", + "ayani", + "rodeo", + "overheard", + "arita", + "arpur", + "odi", + "ervo", + "aville", + "alco", + "cil", + "Imperio", + "anio", + "erver", + "empleados", + "qat", + "ta", + "uded", + "ServiceID", + "ayya", + "sel" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "authenticate", + "calmed", + "rehabilitated", + "Europ", + "squares", + "pneumatic", + "vesicular", + "conferred", + "mt", + "directors", + "fs" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "flare", + "laparoscopic", + "pneumatic", + "longer", + "ductory", + "Reflex", + "calmed", + "PCR", + "plings", + "repaid", + "wget", + "tration", + "vesicular", + "KNN", + "UTICAL", + "Appet", + "sorption", + "rafl", + "ocial", + "php", + "biology", + "sociale", + "Inflater" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "rehabilitated", + "Infect", + "Europ", + "vesicular", + "squares", + "conferred", + "pneumatic", + "calmed", + "Inflater", + "remotely", + "ductory", + "mt", + "appealed", + "Adriatic" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "calmed", + "authenticate", + "rehabilitated", + "tesla", + "vesicular", + "directors", + "Aluminum", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "udi", + "arita", + "wadi", + "anio", + "overheard", + "ayani", + "aville", + "ServiceID", + "odi", + "rodeo", + "alco", + "uded", + "erver", + "cil", + "arpur", + "ta", + "empleados", + "odil", + "avil", + "Imperio", + "Kodi", + "zki", + "rekening" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "arita", + "quilla", + "wadi", + "udi", + "anio", + "overheard", + "ayani", + "aville", + "erver", + "Imperio", + "cil", + "rodeo", + "ServiceID", + "odi", + "uded", + "it", + "ta", + "empleados", + "odil", + "avil", + "arpur", + "alco", + "sel", + "ths" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "flare", + "infect", + "Infect", + "squares", + "vesicular", + "authenticate", + "mt", + "directors", + "pneumatic", + "conferred", + "Inflater", + "verder", + "calmed", + "rehabilitated", + "puis", + "tesla", + "fs", + "reefs" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "gehend", + "heartedly", + "voila", + "ures", + "med", + "eness", + "selves", + "s", + "Como", + "urably", + "fif", + "matically", + "ungen", + "brid", + "certeza", + "Kalau", + "rologic", + "haja", + "effets", + "ively", + "logrado", + "digamos", + "sembl", + "bulb", + "seguintes", + "ripsi" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "voila", + "gehend", + "Kalau", + "heartedly", + "med", + "fato", + "haps", + "Como", + "seguintes", + "osof", + "digamos", + "urably", + "ures", + "isons", + "certeza", + "examples", + "fif", + "selves", + "certainly", + "ogo" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "gehend", + "voila", + "digamos", + "s", + "sage", + "Kalau", + "selves", + "isons", + "uri", + "g", + "ures", + "sink", + "ogo", + "fato", + "uating", + "hoff", + "osof", + "f", + "sag", + "heartedly", + "Prim", + "fif" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "selves", + "gehend", + "digamos", + "s", + "hoff", + "isons", + "primes", + "voila", + "g", + "ures", + "let", + "sage", + "og", + "oretic", + "oj", + "perd", + "f", + "sag", + "lepas", + "ogo", + "uri", + "notion", + "sage" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "xr", + "hoff", + "assertions", + "voila", + "examples", + "sensibility", + "ogo", + "er", + "ers", + "med", + "sby", + "instances", + "digamos", + "gesellschaft", + "ogf", + "pped", + "gie" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "Etc", + "nnnn", + "xr", + "gesellschaft", + "expediency", + "Effect", + "geometric", + "teh", + "astronom", + "rrrr", + "Pdf", + "fortitude", + "oved", + "dud", + "whisk", + "sensibility", + "ODM", + "defensive", + "assertions", + "Sockets", + "Societe", + "novelty", + "Romeo", + "porque" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "Notas", + "theoretically", + "defensive", + "whisk", + "assertions", + "mathematically", + "consequently", + "additive", + "seguinte", + "sensibility", + "psychic", + "typescript", + "psicologia", + "Joints", + "ODM", + "astronom", + "PLOAD", + "Explanation", + "AnimationFrame", + "postulated", + "Explained", + "Escape", + "geometric", + "ographic" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "consequently", + "seg", + "Unterschiede", + "determinadas", + "consequ", + "bepaalde", + "pvc", + "Jou", + "Redist", + "MNOP", + "envisaged", + "ToRemove", + "NumberOf", + "postulated", + "aneous", + "contrario", + "disparity", + "ements", + "theor", + "jednotliv", + "enunciado", + "conversely", + "continue", + "sag", + "inversely", + "gravitation" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "no", + "t", + "on", + "s", + "s", + "say", + "eman", + "determinante", + "sag", + "situation", + "piro", + "seg", + "ements", + "since", + "determinadas", + "Fink", + "in", + "and", + "way", + "mut", + "en", + "determinada", + "zuz", + "jellem" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "aporte", + "migrating", + "redist", + "Migration", + "redistribution", + "vanuit", + "migrate", + "consequ", + "Redistribution", + "determinante", + "Transporte", + "migrated", + "enium", + "equilibration", + "desplazamiento", + "Unterschiede", + "diffusing", + "mig", + "progressively", + "oles", + "Diffusion", + "direcion", + "eman", + "migrations", + "redistribute", + "migration", + "Redist", + "Concert", + "lee", + "Migration" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Diffusion", + "Diffusion", + "diffusing", + "diffusion", + "diffusion", + "diffusive", + "Migration", + "migrating", + "migrate", + "diffusione", + "Migration", + "mig", + "diffuse", + "redistribution", + "migration", + "Diff", + "migrations", + "Diffuse", + "Transporte", + "redist", + "migrated", + "Redistribution", + "Mig", + "diffused", + "effusion", + "mue", + "Diff", + "Synd" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "Diffusion", + "diffusing", + "diffusion", + "Diffusion", + "diffusion", + "diffusione", + "diffusive", + "Transporte", + "diffuse", + "Diff", + "redistribution", + "redist", + "transporte", + "migrate", + "atom", + "Transport", + "diffused", + "effusion", + "transport", + "migrating", + "Jong", + "atoms", + "Diss", + "Migration", + "diff" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "Diffusion", + "diffusion", + "Tahoe", + "atom", + "Migration", + "Migration", + "diffusion", + "Diffusion", + "atoms", + "migration", + "solute", + "migration", + "dump", + "effusion", + "flux", + "relaxation", + "stoff", + "diss", + "flux", + "sion", + "diffusing", + "transport", + "relaxation" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "solute", + "diffusion", + "mass", + "Mass", + "diffusion", + "Diffusion", + "Migration", + "Tahoe", + "Mass", + "mass", + "translocation", + "Diffusion", + "redistribution", + "net", + "atoms", + "migration", + "directed", + "relaxation", + "dump", + "sion", + "TAS", + "Kimball", + "Migration", + "redist" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Diffusion", + "Mass", + "preferentially", + "directed", + "L", + "curto", + "flux", + "oble", + "atlet", + "ilen", + "comerciais", + "P", + "shortest", + "diffusion", + "kroppen", + "willen", + "Writable", + "Weighted", + "SHORT" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "transport", + "In", + "surface", + "However", + "stress", + "nu", + "move", + "res", + "And", + "atom", + "same", + "weight", + "Read", + "To", + "From", + "rel", + "Large", + "Source", + "tanto", + "atoms", + "mass", + "These", + "kt", + "source", + "For", + "Transport", + "Pressure", + "At", + "body", + "Note" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 84680, + 54350, + 53024, + 198297, + 214512, + 202108, + 199020, + 47206, + 52263, + 187840, + 173311, + 221510, + 211833, + 206145, + 165100, + 64840, + 63486, + 27155, + 54360, + 7530, + 1752, + 10693, + 378, + 958, + 11414, + 36330 + ] + }, + { + "label": "Herring", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 100473, + 182105, + 174656, + 63093, + 48338, + 64897, + 62884, + 184568, + 187491, + 60576, + 101904, + 92905, + 86058, + 94335, + 122841, + 194179, + 211223, + 236386, + 203612, + 208558, + 126880, + 129142, + 188408, + 194398, + 182886, + 105600 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 51438, + 44270, + 20247, + 11470, + 22779, + 16924, + 3316, + 1106, + 536, + 195, + 260, + 217, + 46, + 46 + ] + }, + { + "label": "Herring", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 116613, + 78346, + 67113, + 138501, + 100335, + 61608, + 8406, + 20477, + 11700, + 6017, + 3589, + 1416, + 4787, + 8809 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "least", + "score": 11.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "LEC", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "pvc", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "lengthen", + "output_checked": true + }, + { + "concept": "lattice", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "Etc", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Zou", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "s", + "output_checked": true + }, + { + "concept": "predict", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "as", + "output_checked": true + }, + { + "concept": "magnitudes", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "s", + "output_checked": true + }, + { + "concept": "estruct", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "Caste", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "Miche", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "RequestContext", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "oriented", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "diffuse", + "output_checked": true + }, + { + "concept": "Diffusion", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ODM", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "HPE", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "s", + "output_checked": true + }, + { + "concept": "PLOAD", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Hindus", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "dure", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "Instantiate", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "crevices", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "longer", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "lengthen", + "output_checked": true + }, + { + "concept": "Likely", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "s", + "output_checked": true + }, + { + "concept": "polycrystalline", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "viens", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "A", + "output_checked": true + }, + { + "concept": "voila", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Ironman", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "faible", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "Lodge", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "diffuse", + "output_checked": true + }, + { + "concept": "whats", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "diffuse", + "output_checked": true + }, + { + "concept": "consequently", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Sweet", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "held", + "output_checked": true + }, + { + "concept": "insbesondere", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "SRP", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "siano", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "atoms", + "output_checked": true + }, + { + "concept": "pores", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "through", + "output_checked": true + }, + { + "concept": "furnished", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "Aust", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "dominated", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "pressure", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "low", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "from", + "output_checked": true + }, + { + "concept": "Diffusion", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Hold", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "held", + "output_checked": true + }, + { + "concept": "solute", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "embora", + "score": 1.0, + "best_rank": 3, + "best_depth": 40.4, + "near_token": "as", + "output_checked": true + }, + { + "concept": "depois", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "poly", + "output_checked": true + }, + { + "concept": "editText", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "arent", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "low", + "output_checked": true + }, + { + "concept": "Manipulation", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "sweet", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "held", + "output_checked": true + }, + { + "concept": "anhyd", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "held", + "output_checked": true + }, + { + "concept": "are", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "atoms", + "output_checked": true + }, + { + "concept": "MenuInflater", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "inoltre", + "score": 1.0, + "best_rank": 4, + "best_depth": 40.4, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "MNOP", + "score": 1.0, + "best_rank": 4, + "best_depth": 63.8, + "near_token": "through", + "output_checked": true + }, + { + "concept": "waistband", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "tensile", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "s", + "ve", + "se", + "ter", + "th", + "wh", + "ers", + "res", + "ment", + "le", + "row", + "ng", + "ther", + "gh", + "ar", + "ne", + "mathrm", + "ook", + "sa", + "yst", + "inter", + "ype", + "text", + "anc", + "clud", + "ey", + "ton", + "pos", + "tr", + "pect" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "t", + "or", + "es", + "is", + "ter", + "ers", + "oc", + "r", + "op", + "og", + "ie", + "tr", + "comp", + "ely", + "her", + "We", + "ner", + "son", + "dan", + "ware", + "sl", + "Error", + "Ge", + "ir", + "ilde", + "iy", + "qual", + "mais", + "mente" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "ere", + "su", + "j", + "ust", + "ib", + "ge", + "one", + "te", + "iew", + "ound", + "ike", + "left", + "pe", + "cept", + "ict", + "ices", + "uring", + "raph", + "ext", + "ke", + "eb", + "utton", + "arn", + "mark", + "mathb", + "partic" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "ro", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "og", + "our", + "ust", + "un", + "out", + "are", + "ich", + "orm", + "ast", + "du", + "ber", + "row", + "pr", + "mathrm", + "de", + "St", + "col", + "yst", + "round", + "val" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "on", + "he", + "en", + "s", + "m", + "de", + "qu", + "ra", + "pro", + "com", + "ity", + "The", + "le", + "ha", + "from", + "ad", + "which", + "ther", + "lo", + "com", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "who" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "er", + "on", + "he", + "re", + "en", + "at", + "an", + "it", + "is", + "al", + "ar", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "g", + "ig", + "ur", + "de", + "ch", + "qu", + "ir", + "os", + "ly", + "ra", + "un", + "ri", + "pro", + "ere" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ut", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "res" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ring", + "ar", + "elf", + "sp", + "ah", + "ric", + "app", + "rel", + "tern", + "mo", + "det", + "cur", + "ident", + "mi" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "photograph", + "n", + "s", + "perfectly", + "eat", + "sof", + "bringen", + "Publicity", + "ization", + "second", + "lid", + "EG", + "liaison", + "sehen", + "evol", + "wunder", + "Ils", + "modulation", + "sina" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "e", + "s", + "technically", + "eat", + "EG", + "sof", + "rel", + "equip", + "depart", + "has", + "second", + "photograph", + "perfectly", + "officially", + "administrator", + "grandfather", + "aal", + "youtu", + "remember", + "evol", + "tentative", + "rei" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "fielder", + "e", + "substantial", + "ET", + "immense", + "Tog", + "Publicity", + "damn", + "resmi", + "Verenigde", + "and", + "equip", + "reput", + "somebody", + "officially", + "substantially", + "Ha", + "outrage", + "facilmente", + "tog", + "EW", + "tanti", + "devenu" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "tog", + "damn", + "fielder", + "Tog", + "ET", + "Tapat", + "slight", + "immense", + "and", + "cooking", + "kowy", + "asesin", + "tremendous", + "decid", + "leisurely", + "Verenigde", + "outrage", + "ampio", + "fourteenth", + "Uit", + "Publicity" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "damn", + "fielder", + "slight", + "immense", + "readily", + "Tog", + "tremendous", + "kowy", + "ET", + "decid", + "asesin", + "anteced", + "Tapat", + "papan", + "avrebbe", + "leisurely", + "Excise", + "decree", + "slightly", + "Considerable" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "mereka", + "enraged", + "explained", + "exacerbated", + "worsening", + "caused", + "slight", + "stanno", + "decree", + "another", + "vergang", + "outraged", + "damn", + "dictated", + "Vereinigte", + "dieser", + "esas", + "impending" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "resulting", + "mereka", + "become", + "of", + "whereby", + "caused", + "February", + "resulting", + "increase", + "These", + "essas", + "article", + "They", + "accelerated", + "become", + "solcher", + "esas", + "increase", + "dichas" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "resulting", + "facilitated", + "increase", + "mechanisms", + "analogous", + "resultant", + "markedly", + "Essentially", + "effecting", + "decrease", + "resulting", + "during", + "essentially", + "increase", + "essentially", + "become", + "gradually", + "considerably", + "convective", + "partly", + "dynamically" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "gradually", + "facilitated", + "increase", + "mechanisms", + "gradual", + "resulting", + "decrease", + "progressively", + "systematic", + "essentially", + "resultant", + "dynamically", + "inherently", + "mechanism", + "fundamentally", + "symmetrical", + "increases", + "symmetric", + "decreases", + "readjust", + "stimulated", + "intensified", + "accelerated", + "increased", + "mediated", + "markedly", + "unidirectional", + "these", + "slowly", + "analogous", + "incrementally" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "various", + "S", + "progressively", + "increase", + "cohesive", + "numerous", + "uneven", + "unequal", + "relatively", + "decrease", + "upward", + "move", + "actively", + "outward", + "different", + "both", + "moving", + "progressive", + "those", + "gradually", + "more", + "systematic", + "concentrated", + "displaced", + "predominantly", + "process", + "broad", + "nearly", + "approximately", + "motivated", + "movement" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "progressively", + "uneven", + "migration", + "gradually", + "cohesive", + "asymmetrical", + "asymmetric", + "migrating", + "movement", + "gradual", + "imbalance", + "redistribution", + "readjust", + "process", + "equilibrium", + "displaced", + "directional", + "reposition", + "unidirectional", + "incrementally", + "biased", + "inherently", + "asymmetry", + "symmetrical", + "inevitable", + "unbalanced", + "nonuniform", + "direction", + "spontaneous", + "fundamentally", + "preferentially", + "increase" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "migration", + "migrating", + "migrated", + "Migration", + "diffusion", + "migrations", + "redistribution", + "migrate", + "progressively", + "movement", + "gradually", + "mig", + "moving", + "moved", + "flow", + "flux", + "displaced", + "influx", + "Migrate", + "displacement", + "reposition", + "transfer", + "grad", + "Migration", + "spreading", + "gradual" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "diffusion", + "Diffusion", + "Diffusion", + "diffusing", + "diffusion", + "migration", + "diffus", + "diffusione", + "diff", + "diffusive", + "migrations", + "Migration", + "migrating", + "diffuse", + "DIFF", + "mig", + "redistribution", + "DIFF", + "diffused", + "Diff", + "migrate", + "movement", + "transport", + "moving" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "diffusion", + "Diffusion", + "Diffusion", + "diffusion", + "diffusing", + "diffusione", + "transport", + "diffus", + "atoms", + "diffusive", + "migration", + "redistribution", + "diff", + "atom", + "transport", + "diff", + "Transport", + "difund", + "molecules", + "redist", + "reposition", + "DIFF", + "diffuse", + "diffused" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "diffusion", + "migration", + "atoms", + "flux", + "atom", + "redistribution", + "transport", + "migration", + "Migration", + "Migration", + "redist", + "mig", + "vacancies", + "migrations", + "diffusive", + "Diffusion", + "diffusione", + "mass", + "migrating", + "Diffusion", + "diff", + "relocation", + "unequal", + "preferential", + "reapp", + "re", + "net" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "diffusion", + "migration", + "mass", + "redistribution", + "atoms", + "Migration", + "Migration", + "Mass", + "Mass", + "directional", + "mass", + "solute", + "migration", + "translocation", + "redist", + "net", + "relocation", + "transport", + "atom", + "MASS", + "Diffusion", + "directional", + "inward", + "piled", + "MASS", + "Diffusion" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Mass", + "mass", + "migration", + "Kirk", + "mass", + "Mass", + "atlet", + "Migration", + "willen", + "len", + "ushing", + "relaxation", + "atoms", + "ersiz", + "heber", + "flux", + "preferentially", + "Kirk", + "MASS", + "resTmp", + "kirk", + "MASS" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "transport", + "In", + "surface", + "However", + "stress", + "nu", + "move", + "res", + "And", + "atom", + "same", + "weight", + "Read", + "To", + "From", + "rel", + "Large", + "Source", + "tanto", + "atoms", + "mass", + "These", + "kt", + "source", + "For", + "Transport", + "Pressure", + "At", + "body", + "Note" + ] + } + ], + "logit_surprising": [ + { + "concept": "damn", + "score": 10.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "slight", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "held", + "output_checked": true + }, + { + "concept": "readily", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "low", + "output_checked": true + }, + { + "concept": "been", + "score": 9.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "areas", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 6.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "diffuse", + "output_checked": true + }, + { + "concept": "increase", + "score": 5.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "lengthen", + "output_checked": true + }, + { + "concept": "vacancies", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "through", + "output_checked": true + }, + { + "concept": "during", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "various", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "through", + "output_checked": true + }, + { + "concept": "stresses", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "towards", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "gradually", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "as", + "output_checked": true + }, + { + "concept": "aligned", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "polycrystalline", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "lattice", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "exponentially", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "lengthen", + "output_checked": true + }, + { + "concept": "kung", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "immense", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "poly", + "output_checked": true + }, + { + "concept": "resulting", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "bzw", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "low", + "output_checked": true + }, + { + "concept": "negligible", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "regions", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "structure", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "least", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "they", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "as", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "high", + "output_checked": true + }, + { + "concept": "cooled", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "and", + "output_checked": true + }, + { + "concept": "serp", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "diffuse", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "willingness", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "smear", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "atoms", + "output_checked": true + }, + { + "concept": "zaman", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "greatly", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "exceedingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "high", + "output_checked": true + }, + { + "concept": "pochi", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "Surprisingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "high", + "output_checked": true + }, + { + "concept": "vergang", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "impart", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "lentamente", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "copious", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "dwindling", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "outraged", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "oftentimes", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "excessively", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "decrease", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "diffuse", + "output_checked": true + }, + { + "concept": "Cuando", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "Aufgrund", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "captivated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "held", + "output_checked": true + }, + { + "concept": "subjected", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "reposition", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "atoms", + "output_checked": true + }, + { + "concept": "txtbtn", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "wdir", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "undue", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "dubai", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "highly", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "their", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "lengthen", + "output_checked": true + }, + { + "concept": "defined", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "as", + "output_checked": true + }, + { + "concept": "actively", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "diffuse", + "output_checked": true + }, + { + "concept": "respective", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "multifaceted", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "crystal", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-01__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-01__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-01__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-01__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-01__heatmap.png" + } + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Lattice-diffusion creep 2", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "At elevated temperature, atoms move through the lattice between oppositely loaded grain faces, producing slow elongation without extensive line-defect glide.", + "prompt_tail": "At elevated temperature, atoms move through the lattice between oppositely loaded grain faces, producing slow elongation without extensive line-defect glide.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice-diffusion-creep", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "Herring", + "surfaces": [ + "Herring" + ], + "token_ids": [ + 187758, + 104598 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 139, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 66 + }, + { + "label": "Herring", + "best_rank": 16102, + "best_depth": 51.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 115 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "odium", + "unica", + "wadi", + "elli", + "odi", + "ervo", + "udi", + "Beverungen", + "ilah", + "hacerse", + "Kodi", + "ahs", + "iber", + "Burbank", + "ayya", + "inking", + "ayani", + "avil", + "wit", + "Sever", + "avia", + "okok", + "shortage", + "aforementioned", + "Eber" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "rodeo", + "ServiceID", + "arpur", + "odi", + "anio", + "aville", + "arita", + "Imperio", + "Kodi", + "cil", + "avil", + "uded", + "erver", + "ervo", + "zki", + "Toto", + "qat", + "iasa", + "ayya" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "wadi", + "udi", + "ayani", + "overheard", + "arita", + "rodeo", + "anio", + "arpur", + "odi", + "aville", + "alco", + "Imperio", + "uded", + "ervo", + "cil", + "ServiceID", + "erver", + "qat", + "ta", + "empleados", + "odil", + "ayya" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Europ", + "rehabilitated", + "vesicular", + "mt", + "conferred", + "directors", + "Aluminum" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Fountain", + "odium", + "quilla", + "rodeo", + "ta", + "lova", + "arpur", + "tox", + "sever", + "Selangor", + "annya", + "graisse", + "omba", + "Maldonado", + "uded", + "Alamos", + "tery", + "arita", + "Sever", + "ushima", + "wadi", + "overheard", + "Thunderbird", + "Sever" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "Infect", + "rehabilitated", + "Europ", + "vesicular", + "squares", + "calmed", + "Inflater", + "pneumatic", + "conferred", + "mt", + "ductory", + "Aluminum", + "remotely", + "appealed" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "authenticate", + "calmed", + "rehabilitated", + "tesla", + "vesicular", + "directors", + "Aluminum", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "wadi", + "udi", + "arita", + "anio", + "overheard", + "ayani", + "aville", + "odi", + "rodeo", + "ServiceID", + "uded", + "cil", + "arpur", + "alco", + "erver", + "odil", + "ta", + "empleados", + "Imperio", + "Kodi", + "zki", + "avil", + "Fairbanks" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "ahs", + "wadi", + "udi", + "quilla", + "anio", + "overheard", + "ayani", + "aville", + "cil", + "Imperio", + "erver", + "rodeo", + "ServiceID", + "odi", + "uded", + "odil", + "it", + "ta", + "empleados", + "sel", + "alco", + "rekening", + "qat" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "flare", + "infect", + "Infect", + "squares", + "vesicular", + "authenticate", + "mt", + "directors", + "conferred", + "pneumatic", + "rehabilitated", + "calmed", + "tesla", + "puis", + "Inflater", + "verder", + "fs" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "gehend", + "s", + "heartedly", + "fif", + "med", + "digamos", + "eness", + "ujos", + "enorm", + "filosof", + "sensibility", + "sage", + "Moreover", + "siz", + "ures", + "osof", + "credo", + "seg", + "rog", + "sink", + "fato" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "gehend", + "fato", + "heartedly", + "certeza", + "Kalau", + "ujos", + "iven", + "fif", + "osof", + "digamos", + "voila", + "Moreover", + "sage", + "esimerkiksi", + "med", + "privilegio", + "enorm", + "sink", + "beispielsweise", + "cetera", + "uri", + "certainly", + "gage", + "sage", + "deer" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "gehend", + "med", + "digamos", + "sage", + "ujos", + "enorm", + "iven", + "uri", + "fato", + "sage", + "loff", + "rad", + "osof", + "esimerkiksi", + "do", + "sink", + "Kalau", + "fif", + "gage", + "privilegio", + "s", + "leve", + "heartedly" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "gehend", + "proverbial", + "perd", + "laissez", + "certeza", + "sensibility", + "decadent", + "consp", + "sage", + "zeug", + "expans", + "sage", + "med", + "incremento", + "Etc", + "digamos", + "vehement", + "notion", + "scape", + "enorm", + "refinements", + "do", + "loff" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sensibility", + "Etc", + "pragmatic", + "assertions", + "sheep", + "xr", + "diminished", + "vehement", + "ambivalent", + "adage", + "philosophy", + "sheep", + "imperative", + "proverbial", + "gesellschaft", + "restrictive", + "expansive", + "rediscovered", + "scape", + "expans", + "zeug", + "sistemi", + "refinements", + "sensibilities", + "prag", + "necesidad" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sensibility", + "xr", + "Etc", + "teh", + "rediscovered", + "imperative", + "metaphysical", + "virtue", + "sheep", + "adage", + "sporadic", + "necesidad", + "pragmatic", + "ium", + "expediency", + "XK", + "expans", + "technically", + "fortitude", + "ephemeral", + "opus", + "ODM", + "assertions", + "rrrr" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "sensibility", + "intensive", + "thoughtful", + "chipset", + "oteric", + "arcane", + "PLOAD", + "metaphysical", + "typescript", + "extensive", + "wasteful", + "cryptic", + "circumvent", + "Postgres", + "psicologia", + "defensive", + "obsessive", + "additive", + "psychic", + "sporadic", + "neuroscience" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "necesidad", + "circumvent", + "ceptible", + "aneous", + "undesirable", + "sporadic", + "esche", + "refrained", + "disdain", + "absence", + "snowboard", + "adage", + "scriptsize", + "benzodiazep", + "metaphorical", + "nedostat", + "lack", + "torrential", + "femur", + "doo" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "undesirable", + "determinante", + "fundamental", + "dirigentes", + "Note", + "Nota", + "nedostat", + "Kale", + "Nota", + "roso", + "eterminate", + "scriptsize", + "enium", + "keg", + "iliency", + "Gile", + "Mannschaften", + "ium", + "bepaalde", + "suficientes", + "jednotliv", + "Notas", + "fondamentali", + "braid", + "egreg" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "lineales", + "carbide", + "determinante", + "Lines", + "lunatic", + "undesirable", + "enium", + "lineage", + "instabilities", + "linea", + "itinerant", + "Orden", + "Mica", + "hurricane", + "discontinuities", + "seismic", + "grout", + "Notas", + "dirigentes", + "sine", + "difficile", + "catastrophic", + "iliency", + "wrinkle" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Lines", + "dislocation", + "dislocations", + "linea", + "rope", + "Dislocations", + "Kain", + "Acne", + "Piso", + "carbide", + "ingles", + "Anxiety", + "Ane", + "lineales", + "lana", + "acne", + "newLine", + "Nain", + "PLAN", + "Sine", + "Panic", + "Climb", + "lace" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "Lines", + "dislocation", + "rope", + "linea", + "lines", + "Lines", + "dislocations", + "line", + "LINES", + "ropes", + "carbide", + "dynasty", + "lines", + "braid", + "kite", + "Climbing", + "Dislocations", + "XPATH", + "fondamentali", + "newLine", + "wesentlich", + "Line", + "determinante", + "Line" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "line", + "Line", + "Line", + "line", + "linea", + "lines", + "defect", + "defects", + "Lines", + "linha", + "Linie", + "linee", + "defect", + "newLine", + "ligne", + "Lines", + "dislocation", + "defectos", + "LINE", + "def", + "Defects" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "line", + "Line", + "Line", + "line", + "lines", + "linea", + "Lines", + "Linie", + "linee", + "LINE", + "Lines", + "LINE", + "ligne", + "newLine", + "linha", + "lines", + "defect", + "Linea", + "oline" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "line", + "Line", + "Line", + "line", + "linea", + "linee", + "Linie", + "lines", + "LINE", + "ligne", + "linha", + "LINE", + "Lines", + "Lines", + "def" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "In", + "However", + "Thus", + "Since", + "Instead", + "We", + "These", + "This", + "For", + "While", + "I", + "Wait", + "Slow", + "Let", + "It", + "ities", + "Although", + "Here", + "so", + "Line", + "When", + "ies", + "No", + "What", + "Such", + "Unlike", + "During", + "com", + "There", + "Therefore", + "Following", + "Space" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 68912, + 48718, + 51142, + 199021, + 100248, + 203697, + 199182, + 48260, + 52643, + 188519, + 142880, + 202067, + 193539, + 175060, + 111927, + 45091, + 30981, + 37362, + 9896, + 271, + 311, + 852, + 140, + 451, + 1673, + 26567 + ] + }, + { + "label": "Herring", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 152465, + 185093, + 175939, + 62660, + 147915, + 64099, + 65004, + 183022, + 187094, + 65936, + 65093, + 20803, + 24270, + 16103, + 20424, + 74860, + 101256, + 147202, + 67069, + 27416, + 22671, + 63237, + 211550, + 158620, + 84897, + 50026 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 25489, + 25336, + 17213, + 2944, + 21963, + 2113, + 2249, + 3362, + 390, + 67, + 187, + 194, + 334, + 621 + ] + }, + { + "label": "Herring", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 131205, + 81676, + 62309, + 136881, + 115324, + 14164, + 7327, + 10718, + 1008, + 116, + 399, + 904, + 24483, + 31383 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "contribut", + "score": 6.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "minimise", + "score": 5.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "between", + "output_checked": true + }, + { + "concept": "sensibility", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "are", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "atoms", + "output_checked": true + }, + { + "concept": "defects", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "line", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "XMFLOAT", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "scribble", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "Lines", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "preponder", + "score": 2.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "girth", + "score": 2.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "malaise", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "slow", + "output_checked": true + }, + { + "concept": "colours", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "between", + "output_checked": true + }, + { + "concept": "wrinkle", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "At", + "output_checked": true + }, + { + "concept": "Contour", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "distintas", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "INI", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "lineales", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Stretch", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "stretches", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "poles", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "opposit", + "output_checked": true + }, + { + "concept": "loading", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "loaded", + "output_checked": true + }, + { + "concept": "boundary", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "goddess", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "At", + "output_checked": true + }, + { + "concept": "feminists", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "palust", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "slow", + "output_checked": true + }, + { + "concept": "serpent", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "glide", + "output_checked": true + }, + { + "concept": "bicyclists", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "through", + "output_checked": true + }, + { + "concept": "Ferrara", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "glide", + "output_checked": true + }, + { + "concept": "MNIST", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "staples", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "without", + "output_checked": true + }, + { + "concept": "necesidad", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ciertas", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "between", + "output_checked": true + }, + { + "concept": "Abend", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ToBe", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "between", + "output_checked": true + }, + { + "concept": "altitude", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "elevation", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "elevated", + "output_checked": true + }, + { + "concept": "paran", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "nhanh", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "move", + "output_checked": true + }, + { + "concept": "heathen", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "producing", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "At", + "output_checked": true + }, + { + "concept": "lan", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "dure", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "slow", + "output_checked": true + }, + { + "concept": "tari", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "glide", + "output_checked": true + }, + { + "concept": "structure", + "score": 1.0, + "best_rank": 3, + "best_depth": 91.5, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "Conservatives", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "ely", + "output_checked": true + }, + { + "concept": "Miche", + "score": 1.0, + "best_rank": 5, + "best_depth": 76.6, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "Luo", + "score": 1.0, + "best_rank": 16, + "best_depth": 40.4, + "near_token": "opposit", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "s", + "ve", + "se", + "th", + "wh", + "row", + "gh", + "ar", + "ne", + "sa", + "yst", + "inter", + "ype", + "anc", + "ey", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "min", + "ground", + "ts", + "ces", + "self", + "years", + "be", + "son" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "es", + "ie", + "comp", + "son", + "rence", + "umeric", + "perk", + "haute", + "ocs", + "enburg", + "malloc", + "spar", + "aquele", + "menes", + "ovvero", + "samp", + "sman", + "validType", + "s" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "su", + "j", + "math", + "ib", + "ge", + "one", + "te", + "iew", + "ound", + "left", + "pe", + "itt", + "ON", + "ict", + "ible", + "pol", + "result", + "roup", + "uring", + "raph", + "ext", + "gu", + "ke", + "som", + "arn", + "mark", + "mathb", + "da" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "al", + "ou", + "ro", + "l", + "im", + "ation", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "ff", + "orm", + "ast", + "ile", + "ice", + "ab", + "du", + "ge", + "ber", + "St" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "de", + "ch", + "qu", + "ity", + "The", + "le", + "ha", + "ad", + "which", + "com", + "i", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "ric", + "my", + "reat", + "rib", + "oint", + "mask", + "them" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "en", + "at", + "an", + "it", + "is", + "ing", + "ed", + "ion", + "as", + "ent", + "id", + "ig", + "ur", + "ir", + "ly", + "ere", + "pe", + "end", + "ill", + "ex", + "art", + "The", + "iz", + "ud", + "ang", + "ive", + "all", + "ard", + "ik", + "ib" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "ort", + "se", + "L", + "H" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ring", + "ar", + "elf", + "sp", + "ah", + "ric", + "set", + "app", + "rel", + "tern", + "mo" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "photograph", + "youtu", + "heer", + "s", + "perfectly", + "evol", + "gambar", + "e", + "n", + "of", + "they", + "added", + "reference", + "eat", + "begitu", + "sof", + "bringen", + "garnished", + "slipper", + "Publicity" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "youtu", + "e", + "of", + "reput", + "successfully", + "gambar", + "has", + "photograph", + "perfectly", + "remember", + "sof", + "wunder", + "ampio", + "Publicity", + "arrow", + "equip", + "depart", + "reference" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "substantial", + "readily", + "e", + "Publicity", + "ecek", + "publicity", + "reput", + "Ik", + "lsulfanyl", + "fielder", + "youtu", + "Tog", + "portavoz", + "substantially", + "wikipedia", + "galerinha", + "litigation", + "Iz", + "rubbing" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "tog", + "any", + "Tog", + "substantial", + "Looking", + "slight", + "lach", + "ameri", + "Iz", + "Considerable", + "Ik", + "cJ", + "Publicity", + "accepted", + "accepted", + "CLM", + "immense", + "nur", + "avrebbe", + "litigation", + "rati", + "pochi", + "l" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "readily", + "Tog", + "avrebbe", + "Considerable", + "any", + "lach", + "acciaio", + "substantial", + "circuitry", + "impending", + "slight", + "similar", + "immense", + "primarily", + "litigation", + "cJ", + "kowy", + "accepted", + "asesin", + "decid", + "lichkeit", + "nur" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "stanno", + "complying", + "vergang", + "kubectl", + "possano", + "ezek", + "continued", + "persisted", + "compliant", + "rebranded", + "resusc", + "vudd", + "reverting", + "substantial", + "diesen", + "sporad", + "esas", + "incum", + "substantially", + "preclude", + "shower", + "Ik" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "because", + "for", + "championed", + "for", + "attributable", + "of", + "suggesting", + "imparted", + "of", + "perceptible", + "similar", + "Nevertheless", + "supported", + "vergang", + "conducive", + "localized", + "devoid", + "because", + "These", + "detrimental" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "devoid", + "largely", + "perceptible", + "but", + "mechanisms", + "relatively", + "or", + "localized", + "predominantly", + "reminiscent", + "detrimental", + "conducive", + "facilitated", + "attributable", + "comparable", + "cohesive", + "unaffected", + "suggesting", + "Nevertheless", + "discernible", + "essentially", + "resorting", + "imparted", + "sufficient", + "tion", + "prevalent" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "negligible", + "devoid", + "relatively", + "largely", + "refrained", + "seldom", + "excessively", + "lessened", + "avoiding", + "predominantly", + "moderately", + "mechanisms", + "tendencies", + "resorting", + "bypassing", + "excessive", + "inherently", + "comparatively", + "infrequent", + "purely", + "avoided", + "localized", + "inherent", + "gradual", + "minimized", + "hesitant", + "essentially", + "hardly", + "moderate", + "avoids", + "tolerated" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "massive", + "extensive", + "focused", + "excessively", + "localized", + "seldom", + "hardly", + "negligible", + "relatively", + "substantial", + "concerted", + "collective", + "drastic", + "low", + "excessive", + "crippling", + "widespread", + "bypassing", + "neither", + "debilitating", + "concentrated", + "inherent", + "much", + "driven", + "rarely", + "associated", + "predominantly", + "upheaval", + "direct", + "short", + "highly", + "wandering" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "extensive", + "relatively", + "widespread", + "lengthy", + "localized", + "typical", + "massive", + "S", + "predominantly", + "actively", + "numerous", + "repetitive", + "direct", + "large", + "particularly", + "fundamental", + "substantial", + "drastic", + "conventional", + "major", + "significant", + "severely", + "requirements", + "traditional", + "rapid", + "frequently", + "Extensive", + "a", + "requirement", + "inherently", + "existing" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "line", + "s", + "line", + "and", + "extensive", + "L", + "lines", + "lattice", + "linear", + "l", + "large", + "L", + "lengthy", + "an", + "Line", + "widespread", + "dislocation", + "ons", + "lines", + "massive", + "localized", + "n", + "conventional", + "l", + "e", + "S", + "or", + "on" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "line", + "l", + "line", + "dislocation", + "dislocations", + "L", + "el", + "O", + "l", + "Burg", + "N", + "L", + "lines", + "lines", + "Dislocations", + "Leitung", + "ad", + "H", + "oline", + "un", + "Line", + "Line", + "eline", + "Lines", + "de", + "Lines", + "d", + "S", + "N" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "line", + "line", + "Line", + "Line", + "dislocations", + "lines", + "O", + "d", + "dislocation", + "l", + "L", + "lines", + "N", + "un", + "S", + "Lines", + "Lines", + "H", + "l", + "ad", + "L", + "D", + "Leitung", + "s", + "on", + "M" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "line", + "line", + "Line", + "Line", + "lines", + "Lines", + "linha", + "lines", + "ligne", + "linea", + "LINE", + "LINE", + "Lines", + "addLine", + "Linie", + "linee", + "def", + "defect" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "line", + "line", + "Line", + "Line", + "lines", + "linea", + "LINE", + "LINE", + "linha", + "ligne", + "linee", + "lines", + "Lines", + "Lines", + "Linie", + "linie" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "line", + "Line", + "Line", + "line", + "LINE", + "linee", + "lines", + "linea", + "LINE", + "linha", + "ligne", + "Lines", + "Lines", + "Linie", + "lines" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "In", + "However", + "Thus", + "Since", + "Instead", + "We", + "These", + "This", + "For", + "While", + "I", + "Wait", + "Slow", + "Let", + "It", + "ities", + "Although", + "Here", + "so", + "Line", + "When", + "ies", + "No", + "What", + "Such", + "Unlike", + "During", + "com", + "There", + "Therefore", + "Following", + "Space" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 13.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "relatively", + "score": 7.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "defects", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "impeding", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "slow", + "output_checked": true + }, + { + "concept": "various", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "through", + "output_checked": true + }, + { + "concept": "somebody", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "damn", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "opposit", + "output_checked": true + }, + { + "concept": "immense", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "loaded", + "output_checked": true + }, + { + "concept": "slight", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "their", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "through", + "output_checked": true + }, + { + "concept": "boundary", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "apre", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "elevated", + "output_checked": true + }, + { + "concept": "exceedingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "slow", + "output_checked": true + }, + { + "concept": "bzw", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ely", + "output_checked": true + }, + { + "concept": "destabil", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "line", + "output_checked": true + }, + { + "concept": "increase", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "line", + "output_checked": true + }, + { + "concept": "structure", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "polarity", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "ely", + "output_checked": true + }, + { + "concept": "seemingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "without", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "sliding", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "glide", + "output_checked": true + }, + { + "concept": "oriented", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "ely", + "output_checked": true + }, + { + "concept": "elevation", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "elevated", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "smear", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "atoms", + "output_checked": true + }, + { + "concept": "appealing", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "producing", + "output_checked": true + }, + { + "concept": "convincing", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "line", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "through", + "output_checked": true + }, + { + "concept": "unrelenting", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "ely", + "output_checked": true + }, + { + "concept": "Will", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "distante", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "elevated", + "output_checked": true + }, + { + "concept": "muitos", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "move", + "output_checked": true + }, + { + "concept": "toward", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "through", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "continual", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "noteworthy", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "ely", + "output_checked": true + }, + { + "concept": "vehement", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "loaded", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "without", + "output_checked": true + }, + { + "concept": "contacting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "towards", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "line", + "output_checked": true + }, + { + "concept": "upward", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "these", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "glide", + "output_checked": true + }, + { + "concept": "hurled", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "move", + "output_checked": true + }, + { + "concept": "exerting", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "preventing", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "between", + "output_checked": true + }, + { + "concept": "Cuando", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "loaded", + "output_checked": true + }, + { + "concept": "perceptible", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "more", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "move", + "output_checked": true + }, + { + "concept": "beispielsweise", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "lorf", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "thereby", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "producing", + "output_checked": true + }, + { + "concept": "devoid", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "conditions", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "typically", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "atoms", + "output_checked": true + }, + { + "concept": "system", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "those", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "between", + "output_checked": true + }, + { + "concept": "txtbtn", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "opposit", + "output_checked": true + }, + { + "concept": "regions", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "loaded", + "output_checked": true + }, + { + "concept": "junctions", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "abutting", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "faces", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-02__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-02__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-02__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-02__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-02__heatmap.png" + } + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Lattice-diffusion creep 3", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A polycrystalline solid changes shape under a small sustained load because empty lattice sites migrate through grain interiors in the direction opposite atomic transport.", + "prompt_tail": "talline solid changes shape under a small sustained load because empty lattice sites migrate through grain interiors in the direction opposite atomic transport.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice-diffusion-creep", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "Herring", + "surfaces": [ + "Herring" + ], + "token_ids": [ + 187758, + 104598 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 4128, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 326 + }, + { + "label": "Herring", + "best_rank": 10287, + "best_depth": 55.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 1157 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Novo", + "rhenium", + "enraged", + "nf", + "Outlook", + "belli", + "dbcontext", + "nginx", + "NKG", + "onaldo", + "Angelina", + "Hoboken", + "pierwszej", + "Adriana", + "hatchback", + "superman", + "lere", + "magnesium", + "fixation", + "Zhejiang" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "rodeo", + "ServiceID", + "arpur", + "odi", + "aville", + "Kodi", + "anio", + "erver", + "arita", + "avil", + "Imperio", + "ervo", + "cil", + "uded", + "zki", + "Toto", + "iasa", + "Fairbanks", + "alco" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "udi", + "overheard", + "rodeo", + "arita", + "arpur", + "odi", + "anio", + "aville", + "alco", + "erver", + "ervo", + "uded", + "qat", + "Imperio", + "ServiceID", + "empleados", + "cil", + "ta", + "odil", + "avil" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Europ", + "rehabilitated", + "vesicular", + "mt", + "conferred", + "Aluminum", + "fs" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "tration", + "Arbor", + "gaard", + "Nordstrom", + "Raptor", + "rene", + "formed", + "Shenzhen", + "arantine", + "Epson", + "comprehensively", + "JPA", + "taur", + "plings", + "Verstappen", + "PCR", + "Genesis", + "Rasmussen", + "Sequoia", + "equivalently", + "genesis", + "Zhejiang", + "Zayn", + "hene", + "Raptors", + "omely" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "rehabilitated", + "Infect", + "Europ", + "vesicular", + "Inflater", + "squares", + "conferred", + "pneumatic", + "calmed", + "mt", + "remotely", + "ductory", + "Cooler", + "appealed" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "calmed", + "authenticate", + "rehabilitated", + "vesicular", + "tesla", + "directors", + "Aluminum", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "udi", + "arita", + "wadi", + "anio", + "overheard", + "ayani", + "aville", + "odi", + "ServiceID", + "rodeo", + "erver", + "cil", + "alco", + "uded", + "odil", + "Kodi", + "arpur", + "ta", + "empleados", + "zki", + "avil", + "Imperio", + "ink" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "ahs", + "wadi", + "quilla", + "udi", + "Imperio", + "anio", + "cil", + "overheard", + "erver", + "aville", + "it", + "ayani", + "rodeo", + "sel", + "odil", + "ServiceID", + "ta", + "odi", + "uded", + "empleados", + "Toto", + "alco", + "ths" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "infect", + "flare", + "squares", + "Infect", + "vesicular", + "authenticate", + "directors", + "mt", + "pneumatic", + "rehabilitated", + "puis", + "conferred", + "Adriatic", + "verder", + "chartered", + "videre" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "gehend", + "ujos", + "fif", + "s", + "lepas", + "rog", + "digamos", + "eness", + "t", + "Moreover", + "heartedly", + "ively", + "laissez", + "iven", + "osof", + "udades", + "certeza", + "cetera", + "kwamba" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "fif", + "gehend", + "Moreover", + "digamos", + "vice", + "sink", + "fato", + "Kalau", + "geber", + "Depois", + "differenza", + "Furthermore", + "certeza", + "ujos", + "voila", + "osof", + "cetera", + "priv", + "hmann", + "med", + "brid", + "Como" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "digamos", + "ujos", + "med", + "gehend", + "fif", + "sage", + "vice", + "sink", + "urious", + "Kalau", + "uri", + "fato", + "comienzo", + "Moreover", + "tyle", + "osof", + "iven", + "s", + "differenza", + "igenza", + "voila", + "Depois", + "hmann", + "esimerkiksi" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "digamos", + "vice", + "urious", + "proverbial", + "tyle", + "laissez", + "sage", + "Veamos", + "primes", + "differenza", + "vehement", + "credo", + "voila", + "med", + "amor", + "selves", + "scape", + "zeug", + "sage", + "certeza", + "deer", + "fif" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sheep", + "xr", + "sensibility", + "assertions", + "vehement", + "pragmatic", + "discord", + "negativos", + "sheep", + "diminished", + "poetic", + "zeug", + "Dynamics", + "Etc", + "metallurgy", + "rite", + "metaphysical", + "hypothetical", + "Sasuke", + "scape", + "thoughtful", + "isasi", + "meditative", + "uptools" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "discord", + "Etc", + "xr", + "sheep", + "metaphysical", + "dud", + "merk", + "sensibility", + "negativos", + "Romeo", + "negated", + "Romeo", + "teh", + "relent", + "nefarious", + "getc", + "poetic", + "sistemi", + "downsides", + "stderr", + "hsize" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "thoughtful", + "discord", + "arcane", + "oteric", + "additive", + "cryptic", + "geek", + "getc", + "PLOAD", + "metaphysical", + "ycopg", + "MYSQL", + "psicologia", + "idious", + "Ajax", + "stderr", + "stdin", + "psychic", + "negativos" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "theor", + "adage", + "shaft", + "swear", + "Diffraction", + "lemonade", + "postulated", + "trajectory", + "discord", + "undesired", + "Solidity", + "arcane", + "diffraction", + "conversely", + "Solaris", + "gaze", + "intend", + "Geometry", + "movimenti", + "inversely", + "buoyancy", + "syntactic", + "whisk" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "enunciado", + "sentido", + "lemonade", + "grout", + "digamos", + "Implicit", + "sag", + "esencia", + "Entropy", + "bepaalde", + "theor", + "syntactic", + "buoyancy", + "gedacht", + "Synthesis", + "displace", + "sink", + "Note", + "manifestaciones", + "vice", + "sink", + "enium", + "shaft", + "egreg", + "t" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "Entropy", + "arcane", + "grout", + "Notas", + "intrinsic", + "Entropy", + "antler", + "anthracene", + "attempted", + "seismic", + "carbide", + "aporte", + "thermodynamic", + "entropy", + "Transporte", + "tritium", + "ecstasy", + "Thought", + "thermodynamics", + "editText", + "Notas", + "CTOGRAM", + "Entsche", + "anthropogenic", + "AudioManager", + "osmotic", + "Nomad", + "angelic", + "Astral", + "pottery" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "carbide", + "Alchemy", + "aporte", + "osmotic", + "grout", + "Instinct", + "Thought", + "Transporte", + "pottery", + "thermodynamics", + "Accent", + "Acoustic", + "alchemy", + "arcane", + "akum", + "angelic", + "attempted", + "Astral", + "cargo", + "adiabatic", + "Mamm", + "ANIUM", + "agricole", + "Accent", + "Notas", + "Momentum" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "carbide", + "aporte", + "attempted", + "Accent", + "Transporte", + "antler", + "migratory", + "accented", + "atonic", + "tonic", + "Alchemy", + "addi", + "Accent", + "pottery", + "actualmente", + "grout", + "teddy", + "bindings", + "icida", + "OMIC", + "corral", + "arcane" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "atomic", + "Atomic", + "Atomic", + "transport", + "atomic", + "Transporte", + "transport", + "Transport", + "transporte", + "Transport", + "transporting", + "transported", + "atonic", + "TRANSPORT", + "transports", + "Transportation", + "tonic", + "trasporto", + "atomically", + "transportation", + "ionic", + "TRANSPORT", + "Transportation", + "ransport", + "trasport" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "atomic", + "atomic", + "Atomic", + "Atomic", + "atonic", + "transport", + "transport", + "transported", + "transporte", + "Transporte", + "Transport", + "atomically", + "Atoms", + "Transport", + "tonic", + "atoms", + "AT", + "addi", + "trasporto", + "transporting", + "Atlantic", + "atom", + "ionic", + "ransport", + "atoms", + "atlet", + "TRANSPORT", + "AT" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "atomic", + "atomic", + "Atomic", + "Atomic", + "transport", + "atlet", + "atonic", + "transporte", + "transports", + "AT", + "transport", + "I", + "Athletic", + "athlet", + "Transporte", + "Denote", + "atoms", + "atoms", + "transported" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "In", + "This", + "Note", + "These", + "Here", + "For", + "Your", + "Even", + "atomic", + "Actually", + "The", + "Therefore", + "You", + "Let", + "Many", + "atomic", + "Instead", + "There", + "Unlike", + "Our", + "Since", + "I", + "Thus", + "Because", + "Atomic", + "If", + "com", + "From", + "Some", + "Use", + "Why" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 134201, + 48305, + 50923, + 198594, + 200668, + 201787, + 199100, + 47281, + 56127, + 192172, + 163386, + 213403, + 206103, + 194734, + 152648, + 70509, + 33828, + 30963, + 19664, + 4129, + 6459, + 20929, + 6691, + 13726, + 10237, + 26647 + ] + }, + { + "label": "Herring", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 59539, + 186147, + 177509, + 63056, + 51908, + 64283, + 63217, + 184734, + 180738, + 48503, + 33341, + 29785, + 26586, + 16322, + 10288, + 38743, + 53813, + 91066, + 58043, + 42837, + 60715, + 59281, + 134946, + 134108, + 70758, + 30183 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 72454, + 54364, + 31951, + 9160, + 28184, + 2396, + 2209, + 1656, + 1462, + 327, + 4688, + 1322, + 545, + 3288 + ] + }, + { + "label": "Herring", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 126133, + 114915, + 108242, + 107241, + 75787, + 6440, + 2661, + 8858, + 9056, + 1158, + 5932, + 2350, + 25968, + 21253 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "namely", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "because", + "output_checked": true + }, + { + "concept": "Ironman", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "sustained", + "output_checked": true + }, + { + "concept": "softmax", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "carbide", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "in", + "output_checked": true + }, + { + "concept": "pressure", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "under", + "output_checked": true + }, + { + "concept": "amount", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "small", + "output_checked": true + }, + { + "concept": "cargas", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "load", + "output_checked": true + }, + { + "concept": "Way", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "opposite", + "output_checked": true + }, + { + "concept": "discord", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Porque", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "because", + "output_checked": true + }, + { + "concept": "unsound", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "vanishes", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "migrate", + "output_checked": true + }, + { + "concept": "thru", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "through", + "output_checked": true + }, + { + "concept": "Mannschaften", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "because", + "output_checked": true + }, + { + "concept": "visualize", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "havent", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "sites", + "output_checked": true + }, + { + "concept": "Masses", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "PVC", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "iodide", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "polycrystallin", + "output_checked": true + }, + { + "concept": "canalicul", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "vac", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "empty", + "output_checked": true + }, + { + "concept": "insides", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "Entropy", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Yield", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "color", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "changes", + "output_checked": true + }, + { + "concept": "migrations", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "migrate", + "output_checked": true + }, + { + "concept": "boundary", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "creep", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "vacant", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "sites", + "output_checked": true + }, + { + "concept": "viens", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Manner", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "EEE", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "migrate", + "output_checked": true + }, + { + "concept": "hypothesized", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "candied", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "polycrystallin", + "output_checked": true + }, + { + "concept": "pvc", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Different", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "load", + "output_checked": true + }, + { + "concept": "lunatic", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "compositional", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "migrate", + "output_checked": true + }, + { + "concept": "moles", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "in", + "output_checked": true + }, + { + "concept": "actual", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "santos", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "because", + "output_checked": true + }, + { + "concept": "vacancies", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "sites", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "diastere", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "polycrystallin", + "output_checked": true + }, + { + "concept": "quartzite", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ness", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "empty", + "output_checked": true + }, + { + "concept": "contribut", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "sites", + "output_checked": true + }, + { + "concept": "Diffusion", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "kroz", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "emigration", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "migrate", + "output_checked": true + }, + { + "concept": "IMIENTO", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "under", + "output_checked": true + }, + { + "concept": "cio", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "load", + "output_checked": true + }, + { + "concept": "XMLHttpRequest", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "sustained", + "output_checked": true + }, + { + "concept": "Caste", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "through", + "output_checked": true + }, + { + "concept": "RequestContext", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "implique", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "sites", + "output_checked": true + }, + { + "concept": "dure", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "small", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "s", + "st", + "ve", + "se", + "th", + "wh", + "res", + "and", + "row", + "ng", + "ther", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "ype", + "set", + "any", + "anc", + "ey", + "ton", + "tr", + "pect", + "red", + "ray", + "ative", + "ser" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "es", + "comp", + "ner", + "assert", + "rence", + "umeric", + "kepada", + "perk", + "haute", + "aquele", + "menes", + "samp", + "uq", + "pitted", + "conflicted", + "sman" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "j", + "ib", + "ge", + "one", + "erv", + "ask", + "te", + "ound", + "ob", + "ON", + "ict", + "ible", + "pol", + "includ", + "ext", + "ke", + "ij", + "som", + "arn", + "mark", + "mathb", + "da", + "fin", + "essage", + "vol", + "ivid", + "iss", + "pha" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "al", + "ou", + "ro", + "im", + "st", + "if", + "th", + "est", + "wh", + "ain", + "su", + "j", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "ile", + "du", + "ge", + "ber", + "ear", + "row", + "ma", + "St" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "m", + "de", + "qu", + "pro", + "ity", + "The", + "ha", + "from", + "ad", + "us", + "which", + "com", + "i", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "who", + "ric", + "rib", + "oint", + "mask" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "s", + "an", + "it", + "is", + "ar", + "le", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "ol", + "ig", + "ur", + "de", + "ay", + "qu", + "ir", + "os", + "ly", + "ra", + "un", + "ri", + "pro", + "ere", + "com" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ment", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ar", + "elf", + "sp", + "ah", + "ric", + "to", + "app", + "rel", + "tern", + "mo", + "det" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "perfectly", + "they", + "sof", + "sina", + "n", + "of", + "ization", + "mu", + "photograph", + "selection", + "lym", + "EG", + "liaison", + "sehen", + "evol", + "tentative", + "kaya", + "glow", + "heer", + "bringen", + "solidly" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "e", + "s", + "of", + "ischen", + "ble", + "perfectly", + "technically", + "aal", + "remember", + "tentative", + "sof", + "mellow", + "wunder", + "ampio", + "Publicity", + "and", + "rel", + "has", + "photograph", + "ast", + "ei", + "officially" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "e", + "Publicity", + "fielder", + "colabor", + "Verenigde", + "administrator", + "damn", + "aal", + "tog", + "ET", + "equip", + "immense", + "diffuse", + "tentative", + "fourteenth", + "Tog", + "ameri", + "any", + "United", + "ble", + "perfectly", + "reput", + "substantial", + "slash" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "immense", + "Tog", + "paltry", + "ET", + "damn", + "slight", + "kowy", + "Verenigde", + "gigantic", + "papan", + "asesin", + "behest", + "avrebbe", + "merely", + "tremendous", + "substantial", + "pochi", + "Iy", + "Publicity", + "shockingly", + "shri", + "aal", + "comfy" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "immense", + "Tog", + "paltry", + "slight", + "damn", + "gigantic", + "papan", + "circuitry", + "avrebbe", + "asesin", + "outraged", + "scathing", + "shri", + "tremendous", + "vieux", + "denna", + "kowy", + "indicative", + "anteced", + "ecstatic", + "ampio", + "shockingly" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "enraged", + "triggered", + "outraged", + "merely", + "vehement", + "gigantic", + "paltry", + "kubectl", + "tersebut", + "bizarre", + "substantial", + "damn", + "scathing", + "esas", + "impending", + "behest", + "horrend", + "dictated", + "suppressing", + "Cmd", + "notifying", + "banal", + "immense", + "vicious" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "vergang", + "tantamount", + "vehement", + "tumultuous", + "arising", + "exerted", + "emanating", + "caused", + "despicable", + "orchestrated", + "exasper", + "dictated", + "termed", + "championed", + "instigated", + "of", + "engender", + "apetiti", + "scathing", + "similaire", + "during", + "tersebut", + "peculiar" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "analogous", + "dictated", + "similar", + "seemingly", + "coinciding", + "resulting", + "allowing", + "whilst", + "vergang", + "those", + "defined", + "inversely", + "which", + "preventing", + "aquellos", + "seeming", + "counterpart", + "unspoken", + "counterparts", + "termed", + "predetermined", + "similarly", + "similar", + "positioned", + "hinted" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "unintended", + "inversely", + "undesired", + "unspoken", + "misguided", + "counter", + "opposite", + "predetermined", + "anticipated", + "dictated", + "impulses", + "redirected", + "countering", + "opposing", + "unintentional", + "underlying", + "diverted", + "implied", + "prevailing", + "convoluted", + "inadvert", + "dictates", + "instinctive", + "mechanisms", + "deliberate", + "manipulated", + "unexpected", + "inadvertently", + "illogical", + "symmetry", + "negatively", + "indirect" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "displaced", + "purposeful", + "counter", + "collective", + "implied", + "profound", + "underlying", + "opposing", + "undesired", + "biased", + "massive", + "aligned", + "spontaneous", + "cohesive", + "perceived", + "upheaval", + "focused", + "inherent", + "intrinsic", + "localized", + "unequal", + "preferential", + "stubbornly", + "possibly", + "unexpected", + "presumed", + "twisting", + "existing", + "opposite", + "unwanted", + "prevailing", + "misguided" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "direction", + "inherently", + "overall", + "displaced", + "anticipated", + "inherent", + "resultant", + "predominant", + "unidirectional", + "directional", + "prevailing", + "underlying", + "actively", + "upheaval", + "typical", + "dominant", + "expansive", + "overarching", + "unintended", + "initial", + "predominantly", + "seemingly", + "simplistic", + "burgeoning", + "undesired", + "surprising", + "primary", + "proactive", + "foundational", + "debilitating", + "stressed", + "outward" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "intrinsic", + "energy", + "atomic", + "displaced", + "displacements", + "displacement", + "inherently", + "net", + "spontaneous", + "predominantly", + "transport", + "primary", + "upstream", + "momentum", + "energetic", + "unidirectional", + "driven", + "synonymous", + "direction", + "overall", + "dominant", + "unloading", + "massive", + "simultaneous", + "mass", + "molecular", + "inherent", + "flux", + "and", + "underlying", + "atom" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "A", + "transport", + "Al", + "At", + "of", + "com", + "Of", + "Os", + "Suz", + "net", + "That", + "Pr", + "spontaneous", + "diffusion", + "In", + "It", + "And", + "N", + "An", + "mass", + "uum", + "anodic", + "o", + "Ar" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "transport", + "atom", + "transport", + "diffusion", + "atomic", + "net", + "com", + "atoms", + "st", + "Diffusion", + "transported", + "atom", + "ath", + "Net", + "Transport", + "in", + "A", + "Au", + "ent", + "net", + "diffusive", + "mass", + "Suz", + "Atom", + "mass", + "kn", + "s", + "direction" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "atomic", + "transport", + "transport", + "Atomic", + "atomic", + "Atomic", + "transported", + "Transport", + "transports", + "AT", + "Transport", + "transporting", + "transportation", + "TRANSPORT", + "transporte", + "TRANSPORT", + "atom", + "atoms", + "Transporte", + "transporters", + "transportasi", + "Transportation", + "Transportation" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "atomic", + "Atomic", + "atomic", + "Atomic", + "transport", + "transport", + "AT", + "transported", + "atom", + "atoms", + "Transport", + "transports", + "transportation", + "atomically", + "Atom", + "transporting", + "transporte", + "TRANSPORT", + "ath", + "ATOM", + "At", + "atom", + "Atkins", + "Transport" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "atomic", + "atomic", + "Atomic", + "Atomic", + "transport", + "atom", + "AT", + "atomically", + "atoms", + "atom", + "AT", + "Atom", + "transported", + "transporte", + "Atlantic", + "transport", + "Atom", + "atoms", + "transports", + "Transporte", + "at", + "atlet", + "athlet", + "ATOM", + "Atlet" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "However", + "In", + "This", + "Note", + "These", + "Here", + "For", + "Your", + "Even", + "atomic", + "Actually", + "The", + "Therefore", + "You", + "Let", + "Many", + "atomic", + "Instead", + "There", + "Unlike", + "Our", + "Since", + "I", + "Thus", + "Because", + "Atomic", + "If", + "com", + "From", + "Some", + "Use", + "Why" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 11.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "changes", + "output_checked": true + }, + { + "concept": "exerted", + "score": 8.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "load", + "output_checked": true + }, + { + "concept": "slight", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "through", + "output_checked": true + }, + { + "concept": "vacancies", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "sites", + "output_checked": true + }, + { + "concept": "migration", + "score": 6.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "migrate", + "output_checked": true + }, + { + "concept": "during", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "within", + "score": 5.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "amount", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "small", + "output_checked": true + }, + { + "concept": "pressure", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "under", + "output_checked": true + }, + { + "concept": "considerably", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "polycrystallin", + "output_checked": true + }, + { + "concept": "deformation", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "toward", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "positioned", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "migrate", + "output_checked": true + }, + { + "concept": "steady", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "sustained", + "output_checked": true + }, + { + "concept": "damn", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "sites", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "impeding", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "small", + "output_checked": true + }, + { + "concept": "hindrance", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "load", + "output_checked": true + }, + { + "concept": "impeded", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "solid", + "output_checked": true + }, + { + "concept": "moderately", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "small", + "output_checked": true + }, + { + "concept": "devoid", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "continual", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "relatively", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "small", + "output_checked": true + }, + { + "concept": "solidified", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "solid", + "output_checked": true + }, + { + "concept": "vacant", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "sites", + "output_checked": true + }, + { + "concept": "reposition", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "migrate", + "output_checked": true + }, + { + "concept": "various", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "under", + "output_checked": true + }, + { + "concept": "they", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "because", + "output_checked": true + }, + { + "concept": "inherent", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "space", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "empty", + "output_checked": true + }, + { + "concept": "atoms", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "boundary", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "requ", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "empty", + "output_checked": true + }, + { + "concept": "shaped", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "opposite", + "output_checked": true + }, + { + "concept": "somebody", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "kinda", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "load", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "empty", + "output_checked": true + }, + { + "concept": "severely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "sites", + "output_checked": true + }, + { + "concept": "towards", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "migrate", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "reverting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "another", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "pertaining", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "empty", + "output_checked": true + }, + { + "concept": "weiterhin", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "sites", + "output_checked": true + }, + { + "concept": "mereka", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "migrate", + "output_checked": true + }, + { + "concept": "vergang", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "imitating", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "solid", + "output_checked": true + }, + { + "concept": "when", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "under", + "output_checked": true + }, + { + "concept": "exerting", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "analogous", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "molecules", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "pathways", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "through", + "output_checked": true + }, + { + "concept": "facilitated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "progressively", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "unintended", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "transparency", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "polycrystallin", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "empty", + "output_checked": true + }, + { + "concept": "structure", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "lattice", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-03__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-03__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-03__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-03__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-03__heatmap.png" + } + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Lattice-diffusion creep 4", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Slow deformation at high homologous temperature is controlled by bulk atomic transport, and its rate increases strongly as crystallite size decreases.", + "prompt_tail": "Slow deformation at high homologous temperature is controlled by bulk atomic transport, and its rate increases strongly as crystallite size decreases.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice-diffusion-creep", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "Herring", + "surfaces": [ + "Herring" + ], + "token_ids": [ + 187758, + 104598 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 6833, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 2923 + }, + { + "label": "Herring", + "best_rank": 47418, + "best_depth": 51.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 33131 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "extravagant", + "Angelina", + "Novo", + "belli", + "Hoboken", + "Outlook", + "enraged", + "Zhejiang", + "NKG", + "lash", + "fixation", + "troubleshoot", + "ets", + "nf", + "Becker", + "analisar", + "Xinjiang", + "complexity", + "stru", + "asilkan", + "rhenium", + "dbcontext", + "naturelles" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "rodeo", + "ServiceID", + "arpur", + "odi", + "aville", + "Kodi", + "arita", + "Imperio", + "anio", + "uded", + "erver", + "ervo", + "cil", + "avil", + "Toto", + "qat", + "ayya", + "alco", + "zk" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "udi", + "ayani", + "overheard", + "arita", + "rodeo", + "anio", + "aville", + "arpur", + "odi", + "alco", + "cil", + "Imperio", + "ServiceID", + "uded", + "ervo", + "ta", + "erver", + "qat", + "empleados", + "odil", + "avil" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "rehabilitated", + "Europ", + "vesicular", + "mt", + "conferred", + "Aluminum", + "fs" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Selangor", + "sever", + "gaard", + "Alamos", + "annya", + "Nordstrom", + "Fountain", + "lores", + "Epson", + "Maldonado", + "odium", + "neutral", + "omba", + "ograv", + "Saigon", + "ters", + "Shreve", + "ta", + "tox", + "tery", + "seldom", + "lova", + "rodeo", + "Gotham" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "Infect", + "rehabilitated", + "vesicular", + "Europ", + "Inflater", + "squares", + "conferred", + "pneumatic", + "calmed", + "mt", + "remotely", + "ductory", + "appealed", + "nye" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "squares", + "Inflater", + "authenticate", + "pneumatic", + "calmed", + "rehabilitated", + "vesicular", + "tesla", + "directors", + "Aluminum", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "wadi", + "udi", + "arita", + "ahs", + "anio", + "overheard", + "ayani", + "aville", + "odi", + "rodeo", + "ServiceID", + "cil", + "arpur", + "alco", + "uded", + "erver", + "odil", + "Kodi", + "ta", + "empleados", + "zki", + "avil", + "Imperio", + "ink" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "ahs", + "quilla", + "wadi", + "udi", + "anio", + "overheard", + "ayani", + "aville", + "erver", + "Imperio", + "ServiceID", + "cil", + "rodeo", + "odi", + "alco", + "it", + "ta", + "uded", + "empleados", + "odil", + "arpur", + "zki", + "avil", + "Kodi" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "flare", + "infect", + "Infect", + "vesicular", + "squares", + "authenticate", + "mt", + "directors", + "pneumatic", + "puis", + "rehabilitated", + "conferred", + "Europ", + "Inflater", + "verder", + "reefs", + "tesla", + "appealed" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "t", + "gehend", + "ve", + "f", + "med", + "si", + "lepas", + "particular", + "s", + "hearted", + "l", + "dir", + "dif", + "uri", + "manner", + "determinada", + "ujos", + "wobei", + "in", + "as", + "de", + "dass", + "udades" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "Moreover", + "med", + "gehend", + "t", + "ve", + "hearted", + "s", + "particular", + "fato", + "lepas", + "uri", + "f", + "determinados", + "g", + "rad", + "preval", + "determinado", + "as", + "fif", + "l", + "wobei", + "Kalau", + "dif", + "ser", + "ief", + "ri" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "t", + "med", + "particular", + "ve", + "preval", + "Moreover", + "uri", + "determinados", + "gehend", + "lepas", + "s", + "as", + "in", + "determinado", + "f", + "preponder", + "determinada", + "determinadas", + "rad", + "wobei", + "fato", + "sage", + "digamos", + "g", + "ujos", + "de", + "l", + "med", + "do" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "particular", + "s", + "med", + "preval", + "in", + "t", + "determinados", + "lepas", + "lenen", + "determinada", + "particularmente", + "Moreover", + "proverbial", + "dif", + "preponder", + "determinadas", + "determinado", + "laissez", + "ief", + "ve", + "manner", + "as", + "do", + "notion", + "f", + "uri", + "enorm" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "particular", + "vehement", + "mah", + "severity", + "criterion", + "proverbial", + "virt", + "lang", + "Etc", + "dok", + "particularmente", + "theoretical", + "sensibility", + "particularly", + "remark", + "virtue", + "besonders", + "especially", + "aptitude", + "mania", + "filosof", + "regimen", + "argumento", + "epid", + "imperative", + "aforementioned", + "bcd", + "ief" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "astronom", + "rrrr", + "teh", + "MDA", + "intensive", + "aptitude", + "Etc", + "sensibility", + "expediency", + "xr", + "mathml", + "remark", + "eur", + "vehement", + "XK", + "andom", + "imperative", + "remarked", + "akin", + "sporadic", + "hexadecimal", + "emphatic", + "opus", + "severity", + "efficacy", + "xyz", + "virtue" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "intensive", + "astronom", + "MDA", + "mathml", + "arcade", + "ANIUM", + "obtuse", + "softener", + "aptitude", + "STM", + "krypt", + "typescript", + "psicologia", + "dT", + "securityMarks", + "faibles", + "mania", + "mathematics", + "remarked", + "geek", + "sensibility", + "MQTT", + "misura", + "SNMP", + "Mania", + "Intensive" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "inversely", + "magnitudes", + "Bz", + "severity", + "Increases", + "detriment", + "aptitude", + "MNOP", + "increases", + "heterogeneity", + "carbide", + "Severity", + "decrease", + "decreases", + "remarked", + "Decrease", + "geometric", + "particular", + "Increase", + "irrespective", + "diminish", + "MDA", + "conversely", + "vehement", + "tetrahedral", + "Notas", + "kN", + "consequently", + "exponentially", + "disparity" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "inversely", + "tremendously", + "Increases", + "increases", + "particular", + "determinante", + "considerably", + "minib", + "increase", + "decreases", + "dic", + "dic", + "determinada", + "determinadas", + "intric", + "dependence", + "tendency", + "Increase", + "particularly", + "dependences", + "radiol", + "decrease", + "saber", + "zag", + "inverse", + "immensely", + "seg" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "inversely", + "increases", + "dependences", + "Increases", + "dependence", + "strongly", + "exponential", + "tremendously", + "Dependence", + "exponentially", + "immensely", + "decreases", + "Mannschaften", + "radically", + "determinante", + "intimately", + "RuntimeError", + "Jericho", + "gekehrt", + "inverse", + "carbide", + "strongly", + "considerably", + "dramatically", + "Inverse", + "Dependency", + "remarkably", + "Inverse", + "significantly", + "converse" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "inversely", + "exponentially", + "exponential", + "Inverse", + "Inverse", + "strongly", + "dependence", + "inverse", + "increases", + "dramatically", + "profoundly", + "Exponential", + "Dependence", + "inverse", + "Dependencies", + "Increases", + "rate", + "significantly", + "potenti", + "dependences", + "intimately", + "exponential", + "Inv", + "anhyd", + "ESR", + "Jericho", + "strongly", + "remarkably" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "inversely", + "rate", + "exponentially", + "rate", + "rates", + "strongly", + "aceler", + "rates", + "Rate", + "exponential", + "dependence", + "Inverse", + "increases", + "inverse", + "dramatically", + "inverse", + "Rates", + "Exponential", + "Rate", + "converse", + "Inverse", + "strongly", + "accelerate", + "profoundly", + "RATE", + "dependences", + "exponential", + "expedite" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "inverse", + "inverse", + "Inverse", + "inversely", + "Inverse", + "inversion", + "invers", + "inverses", + "inverted", + "invert", + "rate", + "invert", + "inversa", + "inverso", + "Inver", + "inverted", + "rate", + "Inv", + "strongly", + "Inv", + "inv", + "reverse", + "inv", + "reversed", + "INV", + "invertir", + "inverter", + "strongly" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "rate", + "rate", + "Rate", + "Rate", + "rates", + "inverse", + "Inverse", + "rates", + "inverse", + "inversely", + "RATE", + "inversion", + "RATE", + "Inverse", + "rat", + "Rates", + "Rates", + "inverses", + "invers", + "taux", + "strongly", + "raten", + "invert", + "rat", + "inv", + "rated", + "inv", + "Strong" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "rate", + "rate", + "Strong", + "Rate", + "strongly", + "Rate", + "rates", + "strongly", + "Inverse", + "rates", + "strong", + "strong", + "inverse", + "kuat", + "Inverse", + "Strong", + "RATE", + "STRONG", + "Strongly", + "Rates", + "S", + "G", + "L", + "fortemente", + "T" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "In", + "This", + "For", + "Note", + "The", + "Rate", + "rate", + "is", + "However", + "These", + "In", + "e", + "Standard", + "shows", + "Large", + "Because", + "Word", + "Since", + "As", + "Well", + "thought", + "There", + "rate", + "I", + "You", + "Particle", + "It", + "a", + "large", + "Combined", + "See", + "Increasing" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 124180, + 49953, + 50244, + 198358, + 151864, + 202724, + 197906, + 47060, + 49680, + 180872, + 107417, + 146816, + 145902, + 119877, + 74654, + 28576, + 14295, + 30496, + 31894, + 6834, + 8291, + 45361, + 57978, + 34994, + 46930, + 41799 + ] + }, + { + "label": "Herring", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 51145, + 184547, + 177316, + 62329, + 92497, + 64645, + 62606, + 184291, + 189754, + 58472, + 68024, + 58212, + 55626, + 47419, + 56787, + 110260, + 140850, + 222462, + 138095, + 182399, + 180793, + 115865, + 133235, + 54018, + 84249, + 44331 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 79341, + 53340, + 38400, + 15470, + 35985, + 16682, + 3929, + 4534, + 6481, + 2924, + 11817, + 15750, + 35990, + 26989 + ] + }, + { + "label": "Herring", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 141112, + 115685, + 114793, + 190406, + 133194, + 56464, + 33132, + 44694, + 47247, + 100604, + 123860, + 101188, + 213190, + 131825 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "inversely", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "determinados", + "score": 4.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "as", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "resemblance", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "homologous", + "output_checked": true + }, + { + "concept": "particular", + "score": 2.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "appreciable", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "Ine", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "slightest", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "Slow", + "output_checked": true + }, + { + "concept": "grund", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "by", + "output_checked": true + }, + { + "concept": "heinous", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "astronom", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "stdin", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "psychic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "zirconia", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "decreases", + "output_checked": true + }, + { + "concept": "intensive", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "infinit", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "at", + "output_checked": true + }, + { + "concept": "sane", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "Psychiatric", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "worsen", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "Theorie", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "is", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "esc", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "Ontology", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "astral", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "shrinks", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "decreases", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "Tuk", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "lessened", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "decreases", + "output_checked": true + }, + { + "concept": "speaker", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "high", + "output_checked": true + }, + { + "concept": "misura", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "at", + "output_checked": true + }, + { + "concept": "speech", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "high", + "output_checked": true + }, + { + "concept": "Transcription", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "is", + "output_checked": true + }, + { + "concept": "inverse", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ANC", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "at", + "output_checked": true + }, + { + "concept": "transcribed", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "high", + "output_checked": true + }, + { + "concept": "transduction", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "is", + "output_checked": true + }, + { + "concept": "nucleus", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "maksud", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "hoses", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "rate", + "output_checked": true + }, + { + "concept": "Mathematics", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "Nong", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "tuk", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "magnitudes", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "dure", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "as", + "output_checked": true + }, + { + "concept": "governmental", + "score": 1.0, + "best_rank": 3, + "best_depth": 40.4, + "near_token": "as", + "output_checked": true + }, + { + "concept": "digress", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "axioms", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "convey", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "rate", + "output_checked": true + }, + { + "concept": "Pseudo", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "determinada", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "as", + "output_checked": true + }, + { + "concept": "constitucional", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "bulk", + "output_checked": true + }, + { + "concept": "determinado", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "as", + "output_checked": true + }, + { + "concept": "Astron", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "is", + "output_checked": true + }, + { + "concept": "MenuInflater", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "Mato", + "score": 1.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "diameter", + "score": 1.0, + "best_rank": 4, + "best_depth": 76.6, + "near_token": "size", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "th", + "wh", + "ers", + "res", + "ment", + "row", + "ng", + "ther", + "gh", + "ar", + "ne", + "sa", + "yst", + "inter", + "text", + "anc", + "clud", + "ey", + "ton", + "der", + "very", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "min" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "es", + "is", + "ie", + "comp", + "ne", + "ner", + "son", + "ware", + "sl", + "qual", + "mais", + "assert", + "mente", + "carried", + "whatever", + "rence", + "stem", + "umeric", + "certific", + "kepada", + "sap" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "y", + "su", + "j", + "ch", + "ive", + "ust", + "all", + "math", + "ib", + "ast", + "ase", + "one", + "de", + "iew", + "ound", + "ike", + "left", + "itt", + "ON", + "gr", + "ict", + "pol", + "raph", + "ext", + "tem", + "ed", + "gu", + "ke", + "som" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "al", + "ou", + "l", + "im", + "ation", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "ff", + "orm", + "ast", + "ice", + "ab", + "du", + "ge", + "ber", + "ear", + "row", + "St" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "de", + "qu", + "ity", + "The", + "le", + "ha", + "from", + "ad", + "us", + "which", + "com", + "i", + "ar", + "ask", + "yst", + "ag", + "ize", + "we", + "est", + "rib", + "oint", + "mask", + "them", + "es", + "pos" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "an", + "it", + "is", + "le", + "ion", + "as", + "ent", + "n", + "ol", + "ig", + "ur", + "ve", + "de", + "y", + "ay", + "ir", + "ly", + "ere", + "com", + "pe", + "end", + "ill", + "ath", + "ex", + "art", + "The", + "ue" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ut", + "ol", + "ad", + "S", + "ot", + "T", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "com", + "ort" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "comp", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "n", + "of", + "sof", + "heer", + "e", + "s", + "ers", + "eat", + "begitu", + "liaison", + "wunder", + "sina", + "l", + "rel", + "son", + "photograph", + "selection", + "sehen", + "gambar", + "bringen", + "Publicity", + "ization", + "equip" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "sof", + "e", + "ameri", + "n", + "remember", + "gambar", + "wunder", + "Publicity", + "l", + "rel", + "equip", + "second", + "ble", + "officially", + "aal", + "eat", + "liaison", + "successfully", + "evol", + "heer", + "devenu", + "vigilance", + "mellow", + "sensitivity" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "e", + "substantially", + "Tog", + "ameri", + "Publicity", + "fielder", + "substantial", + "rique", + "equip", + "reliance", + "addirittura", + "considerably", + "ecek", + "absol", + "reput", + "immense", + "publicity", + "outrage", + "contacting", + "profoundly" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "tog", + "fielder", + "ameri", + "Tog", + "com", + "ischen", + "immense", + "kowy", + "l", + "Considerable", + "e", + "contacting", + "behest", + "demise", + "nur", + "damn", + "ributor", + "Centro", + "er", + "considerably", + "lichkeit", + "Publicity", + "ain", + "B", + "decid" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "readily", + "tog", + "fielder", + "Tog", + "demise", + "immense", + "considerably", + "similar", + "decid", + "Considerable", + "avrebbe", + "kowy", + "Will", + "nur", + "damn", + "lichkeit", + "indicative", + "numerosi", + "tanti", + "substantially", + "tremendous", + "hindrance", + "Excise", + "decree" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "substantially", + "because", + "Interestingly", + "markedly", + "particularly", + "whereby", + "considerably", + "particularly", + "fielder", + "mostrou", + "readily", + "Interestingly", + "championed", + "continued", + "substantial", + "triggered", + "decree", + "unequivocal", + "schme", + "Ik", + "vicious", + "tzv" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "markedly", + "championed", + "Interestingly", + "mechanisms", + "profoundly", + "promoting", + "exacerbated", + "massively", + "strongly", + "suggesting", + "promoted", + "whereby", + "msubsup", + "because", + "scathing", + "attributing", + "significantly", + "resulting", + "suppressing", + "contribuir", + "unequivocal" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "markedly", + "mechanisms", + "strongly", + "drastically", + "resulting", + "promoting", + "of", + "when", + "significantly", + "increase", + "associated", + "attributed", + "known", + "extremely", + "prevalent", + "detrimental", + "facilitated", + "profoundly", + "However", + "influenced", + "attributable", + "exacerbated", + "relatively", + "decrease", + "phenomenon", + "promoted", + "whereby", + "derived", + "implying", + "attributing", + "increasing" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "markedly", + "significantly", + "decrease", + "inversely", + "drastically", + "increase", + "profoundly", + "strongly", + "decreases", + "dramatically", + "intensified", + "increasingly", + "increased", + "exponential", + "decreasing", + "exponentially", + "increasing", + "decreased", + "massively", + "facilitated", + "worsening", + "conversely", + "increases", + "prevalent", + "heightened", + "exacerbated", + "mechanisms", + "progressively", + "intensifying", + "profound", + "accelerated", + "detrimental" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "significantly", + "strongly", + "increasing", + "drastically", + "decrease", + "decreases", + "decreasing", + "markedly", + "increase", + "highly", + "exponential", + "exponentially", + "rapidly", + "disproportion", + "drastic", + "dramatically", + "remarkably", + "irrespective", + "profoundly", + "increased", + "increases", + "diminishing", + "increasingly", + "steep", + "severely", + "progressively", + "inversely", + "strikingly", + "massive", + "extremely", + "steeply", + "particularly" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "increasing", + "strongly", + "rapidly", + "dramatically", + "drastically", + "increased", + "increase", + "increases", + "significantly", + "correlation", + "decreasing", + "decreases", + "drastic", + "rapid", + "increasingly", + "inversely", + "decrease", + "correlated", + "trend", + "highly", + "exponential", + "markedly", + "steeply", + "dependence", + "profoundly", + "sensitivity", + "sudden", + "decreased", + "remarkably", + "enhanced", + "dramatic", + "greatly" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "inversely", + "strongly", + "correlation", + "inverse", + "dependence", + "rapidly", + "exponential", + "increase", + "increasing", + "rapid", + "drastically", + "correlated", + "dramatically", + "increased", + "sensitivity", + "correlations", + "steeply", + "increases", + "significantly", + "sharply", + "drastic", + "relationship", + "decrease", + "decreasing", + "exponentially", + "reactivity", + "greatly", + "disproportion", + "proportional", + "highly", + "markedly", + "Strongly" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "inversely", + "inverse", + "strongly", + "increase", + "Inverse", + "Inverse", + "correlation", + "rate", + "inverse", + "dependence", + "rapid", + "increasing", + "increases", + "strongly", + "increased", + "exponential", + "dramatically", + "Strongly", + "relationship", + "speed", + "sensitivity", + "markedly", + "reciprocal", + "fast", + "dependence", + "relazione", + "exponential" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "rate", + "inverse", + "inversely", + "rates", + "rate", + "strongly", + "Rate", + "rates", + "strongly", + "accelerated", + "correlation", + "Rate", + "aceler", + "accelerates", + "sensitivity", + "increase", + "dependence", + "inverse", + "Rates", + "speed", + "fast", + "faster", + "Rates", + "faster", + "Inverse", + "Inverse", + "sensitivity" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "inverse", + "inverse", + "Inverse", + "inversely", + "Inverse", + "invers", + "inversion", + "rate", + "inverses", + "inv", + "invert", + "rate", + "inverted", + "invert", + "inverso", + "inverted", + "H", + "inv", + "inversa", + "strong", + "reverse", + "t", + "sensitive", + "S", + "Rate", + "In", + "strongly" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "rate", + "rate", + "Rate", + "Rate", + "rates", + "inverse", + "rates", + "inverse", + "Inverse", + "inversion", + "Rates", + "Rates", + "RATE", + "inversely", + "invers", + "Inverse", + "inverses", + "strongly", + "taux", + "Strong", + "RATE", + "strong", + "inv", + "strongly", + "strong", + "Strongly" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "rate", + "rate", + "strongly", + "Inverse", + "strongly", + "rates", + "Rate", + "Rate", + "Strong", + "rates", + "inverse", + "inverse", + "strong", + "inversely", + "strong", + "invers", + "Inverse", + "Strongly", + "inverses", + "inversion", + "Strong", + "RATE" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "In", + "This", + "For", + "Note", + "The", + "Rate", + "rate", + "is", + "However", + "These", + "In", + "e", + "Standard", + "shows", + "Large", + "Because", + "Word", + "Since", + "As", + "Well", + "thought", + "There", + "rate", + "I", + "You", + "Particle", + "It", + "a", + "large", + "Combined", + "See", + "Increasing" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "homologous", + "output_checked": true + }, + { + "concept": "your", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "by", + "output_checked": true + }, + { + "concept": "damn", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "controlled", + "output_checked": true + }, + { + "concept": "increasing", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "as", + "output_checked": true + }, + { + "concept": "there", + "score": 4.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Surprisingly", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "considerably", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "size", + "output_checked": true + }, + { + "concept": "substantially", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "decreases", + "output_checked": true + }, + { + "concept": "markedly", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "when", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "homologous", + "output_checked": true + }, + { + "concept": "consequently", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "reverting", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "bulk", + "output_checked": true + }, + { + "concept": "indeed", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "rate", + "output_checked": true + }, + { + "concept": "bzw", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "decreases", + "output_checked": true + }, + { + "concept": "associated", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "inversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "speech", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "high", + "output_checked": true + }, + { + "concept": "own", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "its", + "output_checked": true + }, + { + "concept": "vrch", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "at", + "output_checked": true + }, + { + "concept": "somebody", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "interpersonal", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "high", + "output_checked": true + }, + { + "concept": "been", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "homologous", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "by", + "output_checked": true + }, + { + "concept": "aforementioned", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "respective", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "whitish", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "audio", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "high", + "output_checked": true + }, + { + "concept": "beispielsweise", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "reconfiguration", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "high", + "output_checked": true + }, + { + "concept": "shipments", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "bulk", + "output_checked": true + }, + { + "concept": "components", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "propelled", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "achieve", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "holistic", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "controlled", + "output_checked": true + }, + { + "concept": "therefore", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "irrespective", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "coworkers", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "sizes", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "significantly", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "the", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "by", + "output_checked": true + }, + { + "concept": "elements", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "controlling", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "by", + "output_checked": true + }, + { + "concept": "decreasing", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "decreases", + "output_checked": true + }, + { + "concept": "speaker", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "high", + "output_checked": true + }, + { + "concept": "absorbance", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "is", + "output_checked": true + }, + { + "concept": "although", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "exponentially", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "transcribe", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "is", + "output_checked": true + }, + { + "concept": "inverse", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "desks", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "at", + "output_checked": true + }, + { + "concept": "delightful", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "high", + "output_checked": true + }, + { + "concept": "appellate", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "high", + "output_checked": true + }, + { + "concept": "corrobor", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "entities", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "booming", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "their", + "score": 1.0, + "best_rank": 5, + "best_depth": 51.1, + "near_token": "deformation", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-04__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-04__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-04__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-04__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-04__heatmap.png" + } + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Lattice-diffusion creep 5", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Material is transported through crystal interiors from interfaces under compression to interfaces under tension, gradually elongating the specimen.", + "prompt_tail": "Material is transported through crystal interiors from interfaces under compression to interfaces under tension, gradually elongating the specimen.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 21 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice-diffusion-creep", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "Herring", + "surfaces": [ + "Herring" + ], + "token_ids": [ + 187758, + 104598 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 6500, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 4639 + }, + { + "label": "Herring", + "best_rank": 49223, + "best_depth": 44.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 4308 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "unica", + "odium", + "elli", + "odi", + "ervo", + "wadi", + "udi", + "ahs", + "Beverungen", + "hacerse", + "Kodi", + "ayya", + "Burbank", + "wit", + "ayani", + "avil", + "inking", + "ilah", + "Sever", + "avia", + "overheard", + "iber", + "opa", + "Toto", + "rodeo", + "anedi" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "overheard", + "udi", + "ayani", + "arpur", + "rodeo", + "ServiceID", + "odi", + "arita", + "Imperio", + "Kodi", + "aville", + "ervo", + "cil", + "anio", + "uded", + "avil", + "erver", + "Toto", + "qat", + "ayya", + "alco", + "odil" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "udi", + "ayani", + "overheard", + "arita", + "anio", + "rodeo", + "arpur", + "odi", + "aville", + "alco", + "ervo", + "cil", + "Imperio", + "ServiceID", + "uded", + "erver", + "empleados", + "ta", + "odil", + "qat", + "Kodi" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Europ", + "Inflater", + "rehabilitated", + "vesicular", + "mt", + "conferred", + "Aluminum", + "fs" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Selangor", + "sever", + "gaard", + "Fountain", + "Alamos", + "odium", + "Maldonado", + "annya", + "ta", + "tox", + "neutral", + "omba", + "lova", + "lores", + "Nordstrom", + "tery", + "Sever", + "Shreve", + "rodeo", + "ograv", + "Gotham", + "ions", + "seldom", + "Epson", + "quilla", + "ters" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "rehabilitated", + "Infect", + "Europ", + "vesicular", + "Inflater", + "squares", + "conferred", + "pneumatic", + "calmed", + "mt", + "remotely", + "appealed", + "ductory", + "nye" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "authenticate", + "calmed", + "rehabilitated", + "vesicular", + "tesla", + "directors", + "Aluminum", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "udi", + "ahs", + "wadi", + "anio", + "arita", + "overheard", + "aville", + "odi", + "ayani", + "rodeo", + "ServiceID", + "cil", + "alco", + "uded", + "erver", + "odil", + "arpur", + "ta", + "empleados", + "avil", + "Imperio", + "Kodi", + "ink", + "zki" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "wadi", + "arita", + "udi", + "quilla", + "overheard", + "anio", + "erver", + "cil", + "Imperio", + "aville", + "ayani", + "rodeo", + "odi", + "ServiceID", + "it", + "uded", + "odil", + "ta", + "sel", + "empleados", + "arpur", + "alco", + "Toto", + "rekening" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "flare", + "sociale", + "infect", + "squares", + "Infect", + "vesicular", + "directors", + "authenticate", + "mt", + "pneumatic", + "rehabilitated", + "conferred", + "Inflater", + "calmed", + "verder", + "tesla", + "director", + "fs", + "Europ", + "puis" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "t", + "s", + "ujos", + "dir", + "siz", + "fif", + "fato", + "heartedly", + "lepas", + "Moreover", + "dif", + "selves", + "filosof", + "urious", + "digamos", + "folds", + "ures", + "enorm", + "f", + "odora", + "perfecta", + "dor", + "moreover", + "uitively" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "fato", + "heartedly", + "t", + "Moreover", + "fif", + "Kalau", + "folds", + "hearted", + "osof", + "urably", + "iven", + "urious", + "uette", + "do", + "dif", + "enorm", + "med", + "detriment", + "ujos", + "selves", + "digamos", + "esimerkiksi" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "t", + "fato", + "urious", + "folds", + "med", + "fif", + "ujos", + "enorm", + "digamos", + "do", + "Moreover", + "iven", + "Kalau", + "selves", + "osof", + "dif", + "ures", + "ve", + "uri", + "particular", + "heartedly", + "preponder", + "exuber", + "f" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "particular", + "urious", + "fato", + "do", + "fif", + "siz", + "dif", + "enorm", + "folds", + "t", + "urably", + "creases", + "richt", + "expans", + "laissez", + "selves", + "Moreover", + "dej" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "urably", + "fif", + "lang", + "zw", + "detriment", + "particular", + "siz", + "insc", + "ovati", + "vehement", + "expans", + "sheep", + "Bela", + "iously", + "virt", + "hypothetical", + "ium", + "owanie", + "vnd", + "STRAINT", + "berg" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "nnnn", + "opus", + "urably", + "xr", + "unruly", + "XK", + "Dn", + "sheep", + "dud", + "fortitude", + "fif", + "softening", + "ary", + "mason", + "eur", + "ODM", + "DEFGHIJKLMNOP", + "sensibility", + "iously", + "bree", + "phal", + "Xr", + "photographs", + "rrrr", + "ghijkl", + "horrend" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "thoughtful", + "PLOAD", + "tedious", + "typescript", + "psychic", + "cipher", + "WRITE", + "Untuk", + "edging", + "Ansible", + "FLOAT", + "Anxiety", + "traversing", + "testers", + "softener", + "anxiety", + "pageSize", + "Postgres", + "ILayout", + "shaved", + "workbook", + "WRITE", + "tendon" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "Contour", + "Traverse", + "incrementally", + "Psi", + "detriment", + "gdf", + "PSI", + "psi", + "Brainz", + "Gnome", + "softening", + "tedious", + "unruly", + "pedicure", + "adren", + "femur", + "Increment", + "Increment", + "Solaris", + "Neuroscience", + "XMFLOAT", + "Bz", + "MNOP", + "pvc", + "accruing", + "trapezium", + "hesitant", + "Tetrahedron" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "umento", + "pvc", + "elongate", + "egreg", + "Increment", + "Increment", + "incrementally", + "yielding", + "Psi", + "incremento", + "seg", + "Transformations", + "softening", + "Zou", + "Transforming", + "theor", + "dac", + "soften", + "femur", + "seren", + "bree", + "Increases", + "PVC", + "berman", + "Kite", + "schre", + "herni", + "Transform", + "intend", + "Traverse" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "incrementally", + "elongate", + "lengthen", + "gradually", + "lentamente", + "lengthened", + "elong", + "steadily", + "lenta", + "Increment", + "enium", + "Increment", + "progressively", + "elongated", + "stretches", + "instantaneously", + "delicately", + "elongation", + "lento", + "yielding", + "tentatively", + "grout", + "Stretch", + "lengthwise", + "slowly", + "Stretch", + "tendon", + "incremento", + "Continuum", + "lengthening", + "Stretching", + "Incremental" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "elongate", + "Stretch", + "lengthen", + "elong", + "elongation", + "Stretch", + "stretch", + "lengthened", + "Stretching", + "stretched", + "leng", + "stretches", + "stretch", + "elongated", + "stretching", + "lengthening", + "lengthwise", + "Leng", + "Leng", + "yielding", + "incrementally", + "alarg", + "extensible", + "delicately", + "tensile", + "extend", + "seren", + "lenght", + "gently", + "Extending" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "lengthen", + "elongate", + "elongation", + "stretch", + "elong", + "Stretch", + "Stretch", + "leng", + "incrementally", + "Stretching", + "stretches", + "lengthened", + "stretching", + "stretched", + "elongated", + "gradually", + "stretch", + "lengthening", + "Leng", + "Leng", + "extend", + "yielding", + "lengthwise", + "gently", + "slowly", + "progressively", + "dilation", + "tensile", + "Extending", + "dilation" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "elong", + "elongation", + "gradually", + "elong", + "elongate", + "elongated", + "grad", + "gradual", + "Gradually", + "grad", + "stretch", + "Grad", + "Grad", + "specimen", + "slowly", + "stretching", + "stretched", + "Stretch", + "Stretching", + "specimens", + "lengthen", + "lengthening", + "stretches", + "stretch", + "Stretch", + "Specimens", + "lengthened", + "allong", + "El" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "elong", + "grad", + "grad", + "gradually", + "elongation", + "Grad", + "elongate", + "Grad", + "specimen", + "elong", + "gradual", + "Gradually", + "specimens", + "elongated", + "Specimens", + "Stretching", + "stretch", + "spec", + "stretching", + "Spec", + "slowly", + "stretched", + "stretches", + "Stretch", + "stretch", + "Slowly", + "GRAD", + "lengthening", + "Spec", + "verl", + "lengthen" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "elongation", + "El", + "El", + "elong", + "elong", + "elongated", + "elongate", + "el", + "grad", + "el", + "gradually", + "grad", + "EL", + "Gradually", + "Grad", + "EL", + "allong", + "Elton", + "gradual", + "alarg", + "Grad", + "Spec", + "stretches", + "spec", + "elu", + "specimen", + "eluted" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "g", + "com", + "We", + "You", + "Gradually", + "In", + "We", + "org", + "thought", + "ically", + "Drawing", + "Note", + "They", + "Additionally", + "These", + "Here", + "After", + "Using", + "Grad", + "She", + "You", + "Either", + "Nous", + "Slow", + "Choose", + "He", + "Sedangkan", + "Although", + "At", + "Part", + "During", + "In" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 70532, + 50279, + 49168, + 198456, + 141053, + 202413, + 198380, + 47874, + 52276, + 186097, + 123481, + 182527, + 182408, + 145661, + 116882, + 72574, + 34503, + 47846, + 90334, + 6501, + 9762, + 48815, + 60517, + 44304, + 27964, + 33215 + ] + }, + { + "label": "Herring", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 148781, + 185723, + 178527, + 63197, + 112221, + 64703, + 63456, + 182944, + 186653, + 64339, + 79169, + 49224, + 50258, + 50840, + 70401, + 107439, + 112502, + 141355, + 116779, + 104265, + 161520, + 125219, + 225823, + 213366, + 171078, + 64528 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 69301, + 65881, + 51767, + 21577, + 19835, + 38575, + 29562, + 10964, + 8294, + 4640, + 29347, + 17871, + 57514, + 20164 + ] + }, + { + "label": "Herring", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 68759, + 67248, + 64277, + 112255, + 33237, + 18383, + 11898, + 31396, + 15264, + 4309, + 26025, + 21466, + 168465, + 167399 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "egreg", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "tradeoffs", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "dure", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "furnished", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "ecco", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "is", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "tedious", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "from", + "output_checked": true + }, + { + "concept": "pascal", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "Pressure", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "compression", + "output_checked": true + }, + { + "concept": "Conquest", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "hair", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Leibnitz", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "under", + "output_checked": true + }, + { + "concept": "sistema", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "is", + "output_checked": true + }, + { + "concept": "worrisome", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ating", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Material", + "output_checked": true + }, + { + "concept": "editText", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "transported", + "output_checked": true + }, + { + "concept": "wealthy", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "subjunctive", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "WndProc", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ating", + "output_checked": true + }, + { + "concept": "NodeJS", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "geg", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "is", + "output_checked": true + }, + { + "concept": "intricacies", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "PVC", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "ating", + "output_checked": true + }, + { + "concept": "FTP", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "transported", + "output_checked": true + }, + { + "concept": "Stress", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "incrementally", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "transported", + "output_checked": true + }, + { + "concept": "pressures", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "compression", + "output_checked": true + }, + { + "concept": "Sample", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "elongate", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sample", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "lengthen", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "posed", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "transported", + "output_checked": true + }, + { + "concept": "transposed", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "transported", + "output_checked": true + }, + { + "concept": "fato", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "goddess", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "Material", + "output_checked": true + }, + { + "concept": "particular", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "velvety", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "crystals", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "Pseudo", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "transported", + "output_checked": true + }, + { + "concept": "lunatic", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Contour", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "fracking", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "compression", + "output_checked": true + }, + { + "concept": "Thrust", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Bedrooms", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "Put", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "transported", + "output_checked": true + }, + { + "concept": "mane", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Structural", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "Material", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "under", + "output_checked": true + }, + { + "concept": "kneel", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "ROC", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "ating", + "output_checked": true + }, + { + "concept": "crammed", + "score": 1.0, + "best_rank": 7, + "best_depth": 55.3, + "near_token": "transported", + "output_checked": true + }, + { + "concept": "tetrach", + "score": 1.0, + "best_rank": 8, + "best_depth": 63.8, + "near_token": "interfaces", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "s", + "se", + "ter", + "th", + "wh", + "res", + "row", + "ther", + "gh", + "ar", + "ne", + "mathrm", + "ook", + "sa", + "yst", + "inter", + "pr", + "text", + "anc", + "ey", + "very", + "tr", + "sh", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "ts" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "t", + "es", + "is", + "et", + "ter", + "oc", + "r", + "op", + "og", + "tr", + "comp", + "ne", + "ner", + "son", + "ware", + "sl", + "ir", + "qual", + "assert", + "More", + "mente", + "sav", + "Mode", + "reflect", + "purposes", + "whatever" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "or", + "y", + "ere", + "su", + "j", + "ch", + "ive", + "ust", + "all", + "math", + "ib", + "ast", + "ase", + "ge", + "one", + "te", + "iew", + "ild", + "ound", + "ike", + "left", + "itt", + "ON", + "cept", + "ict", + "pol", + "supp", + "raph", + "ext" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "ou", + "ro", + "ation", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "ff", + "orm", + "ast", + "ice", + "ab", + "du", + "ge", + "ber", + "ear", + "row", + "St", + "pr", + "mathrm" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "de", + "ch", + "qu", + "ra", + "ity", + "The", + "le", + "ha", + "from", + "ad", + "which", + "com", + "i", + "ar", + "ask", + "yst", + "ag", + "ize", + "we", + "est", + "who", + "ric", + "my", + "rib" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "an", + "it", + "is", + "le", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "de", + "ay", + "ch", + "ir", + "ly", + "ra", + "un", + "ere", + "com", + "pe", + "end", + "ill", + "ath", + "ex", + "art" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "B", + "al", + "you", + "wh", + "ers" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "St", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "ers", + "of", + "ization", + "equip", + "second", + "sehen", + "sof", + "gambar", + "saxophone", + "bringen", + "sina", + "n", + "er", + "son", + "ses", + "lid", + "they", + "selection", + "aal", + "eat", + "EG", + "liaison" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "e", + "s", + "er", + "rel", + "equip", + "second", + "reput", + "aal", + "EG", + "sehen", + "sof", + "sensitivity", + "ampio", + "ameri", + "n", + "ers", + "ization", + "has", + "ast", + "slash", + "refuge" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "e", + "er", + "s", + "readily", + "ameri", + "immense", + "aal", + "substantial", + "outrage", + "imitation", + "circuitry", + "Verenigde", + "formality", + "fielder", + "rel", + "equip", + "reput", + "slash", + "substantially", + "contacting", + "destra", + "Tog", + "ampio", + "ut", + "EG", + "profoundly", + "reliance" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "er", + "immense", + "and", + "avrebbe", + "B", + "of", + "readily", + "aal", + "outrage", + "tog", + "shaped", + "ameri", + "asesin", + "com", + "substantially", + "contacting", + "G", + "Tog", + "slight", + "substantial", + "tremendous", + "acom", + "similar", + "profoundly", + "apre" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "immense", + "er", + "tremendous", + "avrebbe", + "slightly", + "profoundly", + "asesin", + "tog", + "slight", + "aal", + "outrage", + "Tog", + "circuitry", + "and", + "reput", + "considerably", + "substantial", + "substantially", + "ampio", + "Considerable", + "shaped", + "acom" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "tremendous", + "immense", + "profoundly", + "substantially", + "despicable", + "profound", + "considerably", + "enraged", + "lentamente", + "impending", + "substantial", + "sobbing", + "considerable", + "continued", + "outraged", + "unrelenting", + "lentement", + "elated", + "Vereinigte", + "exhilar", + "slightly", + "continued", + "unmist", + "astonished", + "vehement" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "of", + "elated", + "profound", + "lentamente", + "championed", + "exasper", + "tantamount", + "agonizing", + "instigated", + "tremendous", + "erstwhile", + "hurled", + "insulting", + "slowly", + "despicable", + "also", + "momentous", + "tumultuous", + "lentement", + "unrelenting", + "profoundly", + "another", + "ing", + "these", + "vergang" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "of", + "slowly", + "exerting", + "inciting", + "and", + "instigated", + "allowing", + "remarkably", + "exasper", + "been", + "these", + "destabil", + "exceedingly", + "profoundly", + "vergang", + "provoking", + "resulting", + "imparted", + "tions", + "but", + "steadily", + "championed", + "Allowing", + "punctuated", + "that", + "reminiscent" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "slowly", + "gradually", + "steadily", + "progressively", + "increasingly", + "softly", + "intensified", + "intensifying", + "incrementally", + "gently", + "each", + "increase", + "heightened", + "increasing", + "swiftly", + "relentless", + "escalating", + "increased", + "unwavering", + "relentlessly", + "exasper", + "quietly", + "undulating", + "Increasingly", + "gradual", + "moderately", + "facilitated", + "mildly", + "subtly", + "repeatedly", + "Increase" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "slowly", + "increasing", + "slightly", + "the", + "increasingly", + "progressively", + "increase", + "s", + "gently", + "various", + "increased", + "incrementally", + "upward", + "escalating", + "each", + "intensifying", + "swelling", + "resilient", + "significantly", + "gradually", + "undulating", + "focused", + "steadily", + "further", + "deeply", + "remarkably", + "excessively", + "their", + "mildly", + "approximately", + "ensuring", + "expanding" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "increasing", + "increasingly", + "progressively", + "increased", + "elongated", + "increase", + "slowly", + "gradually", + "incrementally", + "elong", + "lengthening", + "expanding", + "elongate", + "steadily", + "stretching", + "s", + "the", + "significantly", + "increases", + "each", + "various", + "gradual", + "dramatically", + "length", + "elongation", + "a", + "further", + "stretch", + "nearly", + "long", + "Increasing", + "enhanced" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "slowly", + "gradually", + "elong", + "progressively", + "lengthening", + "length", + "steadily", + "Length", + "increasingly", + "gradual", + "lengthen", + "incrementally", + "lengths", + "stretching", + "LENGTH", + "elongate", + "elongation", + "Slowly", + "increasing", + "rapidly", + "lengthened", + "Stretching", + "stretch", + "gently", + "slow", + "LENGTH", + "elongated", + "stretched" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "stretch", + "stretching", + "elong", + "stretched", + "Stretching", + "elongation", + "Stretch", + "Stretch", + "lengthening", + "elongated", + "el", + "elong", + "stretches", + "stretch", + "lengthen", + "elongate", + "length", + "lengthened", + "s", + "stretched", + "leng", + "Leng", + "length", + "slowly", + "Length", + "tensile", + "Length", + "Leng", + "Gently" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "elongation", + "stretching", + "elong", + "lengthening", + "stretch", + "Stretch", + "Stretching", + "slowly", + "gradually", + "stretched", + "Stretch", + "stretch", + "lengthen", + "stretches", + "elong", + "leng", + "elongated", + "grad", + "gradual", + "elongate", + "lengthened", + "Gradually", + "stretched", + "slow", + "Slowly", + "gently", + "Leng", + "Leng", + "s" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "elongation", + "elong", + "elong", + "elongated", + "elongate", + "El", + "El", + "grad", + "gradually", + "gradual", + "grad", + "Grad", + "Grad", + "specimen", + "spec", + "Gradually", + "lengthening", + "slowly", + "stretching", + "stretch", + "specimens", + "alarg", + "stretched", + "allong", + "el", + "Spec", + "lengthen", + "Stretch", + "Stretching", + "stretch", + "leng" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "elong", + "elongation", + "elongated", + "grad", + "grad", + "gradually", + "elong", + "elongate", + "Grad", + "Grad", + "gradual", + "specimen", + "Gradually", + "specimens", + "slowly", + "El", + "lengthening", + "spec", + "stretching", + "Spec", + "allong", + "lengthened", + "Stretching", + "El", + "lengthen", + "Spec", + "Slowly", + "Specimens", + "GRAD", + "Stretch" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "elongation", + "El", + "El", + "elong", + "elongated", + "elong", + "elongate", + "grad", + "gradually", + "grad", + "el", + "Gradually", + "allong", + "slowly", + "EL", + "Grad", + "spec", + "gradual", + "Grad", + "el", + "lengthening", + "leng", + "Spec", + "specimens", + "EL", + "specimen" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "g", + "com", + "We", + "You", + "Gradually", + "In", + "We", + "org", + "thought", + "ically", + "Drawing", + "Note", + "They", + "Additionally", + "These", + "Here", + "After", + "Using", + "Grad", + "She", + "You", + "Either", + "Nous", + "Slow", + "Choose", + "He", + "Sedangkan", + "Although", + "At", + "Part", + "During", + "In" + ] + } + ], + "logit_surprising": [ + { + "concept": "slight", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "and", + "score": 6.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "slowly", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ating", + "output_checked": true + }, + { + "concept": "increasing", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "head", + "score": 5.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "considerably", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "elong", + "output_checked": true + }, + { + "concept": "pressures", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "compression", + "output_checked": true + }, + { + "concept": "their", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "progressively", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "pressure", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "under", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "immense", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "despicable", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "erneut", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "remarkably", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "various", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "through", + "output_checked": true + }, + { + "concept": "avoid", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "positioned", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "transported", + "output_checked": true + }, + { + "concept": "where", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "from", + "output_checked": true + }, + { + "concept": "bed", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "is", + "output_checked": true + }, + { + "concept": "elongation", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "clear", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "ample", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "ating", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "ating", + "output_checked": true + }, + { + "concept": "reput", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "copious", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "another", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "horrifying", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "resilient", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "elong", + "output_checked": true + }, + { + "concept": "transitioned", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "compression", + "output_checked": true + }, + { + "concept": "tirelessly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "transported", + "output_checked": true + }, + { + "concept": "cluttered", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "through", + "output_checked": true + }, + { + "concept": "azure", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "stillness", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "gleaming", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "from", + "output_checked": true + }, + { + "concept": "transitioning", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "amidst", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "under", + "output_checked": true + }, + { + "concept": "planar", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "compression", + "output_checked": true + }, + { + "concept": "ultimately", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "echoing", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "seemingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "undulating", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "been", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "transported", + "output_checked": true + }, + { + "concept": "shimmering", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "wondrous", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "situated", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "profound", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "under", + "output_checked": true + }, + { + "concept": "enduring", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "compression", + "output_checked": true + }, + { + "concept": "further", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "differing", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "under", + "output_checked": true + }, + { + "concept": "both", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "though", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "stuffed", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "transported", + "output_checked": true + }, + { + "concept": "varying", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "under", + "output_checked": true + }, + { + "concept": "elongate", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "elong", + "output_checked": true + }, + { + "concept": "elongated", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "ating", + "output_checked": true + }, + { + "concept": "beneath", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "under", + "output_checked": true + }, + { + "concept": "stressed", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "squeeze", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "to", + "output_checked": true + }, + { + "concept": "stress", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ",", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-05__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-05__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-05__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-05__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-05__heatmap.png" + } + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-06", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Lattice-diffusion creep 6", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A fine-grained ceramic deforms under low stress near its melting temperature through diffusion across the volume of each crystallite rather than along interfaces.", + "prompt_tail": "fine-grained ceramic deforms under low stress near its melting temperature through diffusion across the volume of each crystallite rather than along interfaces.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice-diffusion-creep", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "Herring", + "surfaces": [ + "Herring" + ], + "token_ids": [ + 187758, + 104598 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 6612, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 216 + }, + { + "label": "Herring", + "best_rank": 51358, + "best_depth": 55.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 683 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "unica", + "odium", + "elli", + "iber", + "wadi", + "ervo", + "Beverungen", + "odi", + "ilah", + "udi", + "aforementioned", + "hacerse", + "Burbank", + "inking", + "Kodi", + "ayya", + "ahs", + "eck", + "Eber", + "ovel", + "lassen", + "nev", + "wit", + "bakt", + "avil", + "okok" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "overheard", + "udi", + "ayani", + "rodeo", + "arpur", + "odi", + "ServiceID", + "Imperio", + "aville", + "arita", + "ervo", + "Kodi", + "erver", + "cil", + "avil", + "anio", + "uded", + "Toto", + "qat", + "ayya", + "odil", + "zki" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "overheard", + "udi", + "ayani", + "arita", + "rodeo", + "arpur", + "odi", + "ervo", + "cil", + "anio", + "aville", + "alco", + "Imperio", + "uded", + "erver", + "qat", + "ServiceID", + "ta", + "empleados", + "odil", + "ayya", + "sel" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "authenticate", + "pneumatic", + "calmed", + "Europ", + "squares", + "rehabilitated", + "vesicular", + "mt", + "conferred", + "fs", + "directors", + "Aluminum" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "tration", + "plings", + "Arbor", + "laparoscopic", + "longer", + "PCR", + "Raptors", + "arantine", + "ogenies", + "doubled", + "Alhaji", + "repaid", + "formed", + "hene", + "pneumatic", + "wget", + "Razer", + "KNN", + "crete", + "Bamboo", + "regenerated", + "Reflex", + "itzerland", + "genesis", + "bordered" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "rehabilitated", + "infect", + "Europ", + "Infect", + "vesicular", + "conferred", + "pneumatic", + "calmed", + "squares", + "Inflater", + "remotely", + "ductory", + "mt", + "appealed", + "inflamed" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "authenticate", + "calmed", + "vesicular", + "rehabilitated", + "tesla", + "directors", + "Aluminum", + "mt" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "udi", + "arita", + "wadi", + "anio", + "overheard", + "ayani", + "aville", + "odi", + "rodeo", + "ServiceID", + "erver", + "uded", + "odil", + "cil", + "arpur", + "alco", + "ta", + "empleados", + "avil", + "Imperio", + "Kodi", + "ink", + "zki" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "wadi", + "ahs", + "quilla", + "udi", + "anio", + "overheard", + "erver", + "Imperio", + "cil", + "ayani", + "aville", + "it", + "rodeo", + "ServiceID", + "odi", + "uded", + "ta", + "sel", + "empleados", + "odil", + "Toto", + "rekening", + "avil", + "arpur" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "infect", + "flare", + "squares", + "Infect", + "vesicular", + "mt", + "pneumatic", + "directors", + "authenticate", + "puis", + "conferred", + "verder", + "rehabilitated", + "fs", + "Inflater", + "tesla", + "reefs", + "chartered" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "gehend", + "heartedly", + "fif", + "eness", + "Moreover", + "ures", + "brid", + "bulb", + "selves", + "esimerkiksi", + "t", + "med", + "ively", + "digamos", + "sels", + "rog", + "mektedir", + "ujos", + "ermost", + "osof" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "gehend", + "Moreover", + "med", + "heartedly", + "voila", + "esimerkiksi", + "Kalau", + "osof", + "fif", + "fato", + "digamos", + "brid", + "sink", + "selves", + "Furthermore", + "Depois", + "s", + "uri", + "certainly" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "gehend", + "selves", + "digamos", + "sage", + "uri", + "sen", + "sink", + "esimerkiksi", + "voila", + "Moreover", + "Kalau", + "fif", + "osof", + "rad", + "ures", + "f", + "certainly", + "g", + "examples" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "gehend", + "selves", + "perd", + "voila", + "xr", + "digamos", + "primes", + "ulnerable", + "syntax", + "scape", + "imperative", + "Etc", + "Veamos", + "oved", + "dynamics", + "differenza", + "heartedly", + "nnet", + "sworth" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sheep", + "sensibility", + "xr", + "Etc", + "sheep", + "Dynamics", + "pragmatic", + "ulnerable", + "dynamics", + "haja", + "assertions", + "metallurgy", + "mah" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "xr", + "rrrr", + "Etc", + "sensibility", + "sheep", + "hse", + "oved", + "iseta", + "pragmatic", + "Seine", + "system", + "syntax", + "ized", + "Dynamics", + "siniz", + "dud", + "rrr", + "gesellschaft", + "teh", + "isek", + "linson", + "dynamics", + "intensive", + "nnnn" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "sensibility", + "intensive", + "additive", + "psicologia", + "Preference", + "whisk", + "Notas", + "defensive", + "discord", + "intensive", + "sheep", + "Tetrahedron", + "assertions", + "oteric", + "typescript", + "chipset", + "PSY", + "sentiment" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "contrario", + "preferentially", + "uvial", + "Unterschiede", + "occurrence", + "aneous", + "oretic", + "preference", + "importantly", + "intestine", + "theor", + "Cascade", + "incidencia", + "gravitation", + "esche", + "crucially", + "mediated", + "tetrahedral", + "jednotliv", + "syntactic", + "ogenous", + "vertebrae" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "intrinsic", + "fundamental", + "predominant", + "innerhalb", + "preferentially", + "intrinsic", + "preponder", + "uvial", + "than", + "homogeneous", + "than", + "predomin", + "Implicit", + "ium", + "Interior" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "innerhalb", + "dentro", + "intrinsic", + "within", + "preferentially", + "Within", + "predomin", + "consequ", + "Within", + "intrinsic", + "Dentro", + "interior", + "predominant", + "Intrinsic", + "Dentro", + "ndani", + "inside", + "predominantly", + "permeate", + "via", + "interior", + "adentro", + "rupole" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Volumen", + "innerhalb", + "volumen", + "volumes", + "Diffusion", + "volume", + "Diffusion", + "diffusion", + "diffuse", + "through", + "dentro", + "volume", + "Volume", + "intrinsic", + "diffusive", + "Volume", + "diffusion", + "diffusing", + "within", + "volum", + "VOLUME", + "Volumes", + "VOLUME", + "Within", + "Within", + "binnen", + "volumetric" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "bulk", + "Bulk", + "bulk", + "Bulk", + "volumen", + "innerhalb", + "Volumen", + "dentro", + "through", + "volume", + "within", + "Within", + "binnen", + "volumes", + "diffusion", + "through", + "Volume", + "Diffusion", + "Through", + "volum", + "volume", + "volumetric", + "Diffusion", + "Volume", + "Within", + "diffusion" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "volume", + "volumen", + "volume", + "Volume", + "Volumen", + "bulk", + "volumes", + "Volume", + "VOLUME", + "VOLUME", + "intra", + "bulk", + "innerhalb", + "volum", + "Bulk", + "intra", + "within", + "intr", + "volumetric", + "Bulk", + "Volumes", + "Intra", + "diffusion", + "diffusion", + "Diffusion", + "Volumes", + "volumes" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "volume", + "volume", + "Int", + "intr", + "bulk", + "Volume", + "volumen", + "intra", + "intra", + "Volume", + "int", + "volumes", + "bulk", + "int", + "Int", + "Volumen", + "Intra", + "intrac", + "Bulk", + "VOLUME", + "VOLUME", + "INT", + "Bulk", + "intrad", + "intras", + "INT", + "volumetric", + "intr", + "volum", + "intram" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "volume", + "volume", + "Volume", + "Volume", + "volumen", + "Int", + "intr", + "VOLUME", + "Diff", + "Volumes", + "volumes", + "bulk", + "intra", + "Volumen", + "Bulk", + "Bulk", + "bulk", + "intra", + "Diff", + "Diffusion", + "Volunteer", + "Int", + "Vol", + "VOLUME", + "volumes", + "volumetric", + "Volumes", + "Intra", + "diff", + "Vol" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "volume", + "Volume", + "Through", + "Vol", + "requirements", + "through", + "parents", + "faster", + "I", + "Volume", + "common", + "volume", + "volumes", + "same", + "proponents", + "parent", + "thought", + "Below", + "e", + "pressure", + "stronger", + "O", + "However", + "sound", + "Por", + "probes", + "In", + "body", + "Here", + "Thus", + "orientation", + "neighbors" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 73940, + 52015, + 51251, + 198267, + 218426, + 202006, + 199314, + 48147, + 54953, + 190122, + 164334, + 221146, + 209737, + 202028, + 154323, + 110206, + 111301, + 74293, + 105266, + 7107, + 8462, + 31450, + 6613, + 9644, + 4444, + 7235 + ] + }, + { + "label": "Herring", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 132403, + 183544, + 174190, + 63045, + 45350, + 65468, + 62808, + 183552, + 185991, + 54994, + 71753, + 53081, + 58421, + 56015, + 51359, + 129028, + 149031, + 227299, + 194535, + 194742, + 101287, + 73260, + 139849, + 57030, + 27700, + 24329 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 83378, + 67423, + 42110, + 14154, + 35698, + 5469, + 4014, + 8064, + 10467, + 217, + 671, + 3423, + 1335, + 388 + ] + }, + { + "label": "Herring", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 124027, + 101748, + 92939, + 200780, + 127842, + 70595, + 25250, + 21448, + 684, + 1504, + 1649, + 727, + 2629, + 1184 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "LEC", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "creep", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "softening", + "score": 3.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "anormal", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Byrne", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "volume", + "output_checked": true + }, + { + "concept": "soften", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "estruct", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "deformation", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "pressure", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "low", + "output_checked": true + }, + { + "concept": "masala", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "arent", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "near", + "output_checked": true + }, + { + "concept": "edges", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "its", + "output_checked": true + }, + { + "concept": "depois", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "de", + "output_checked": true + }, + { + "concept": "strument", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "de", + "output_checked": true + }, + { + "concept": "Richards", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "volume", + "output_checked": true + }, + { + "concept": "fichiers", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "lunatic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "sensibility", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "aya", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Yellowstone", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "rather", + "output_checked": true + }, + { + "concept": "necrosis", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "Zou", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "volume", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "azy", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "shape", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "thought", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "granularity", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "Mechanism", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "through", + "output_checked": true + }, + { + "concept": "troll", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "point", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "viens", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "imperative", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "moreover", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "riqueza", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "volume", + "output_checked": true + }, + { + "concept": "manner", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "elaborar", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "Numer", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "Safety", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "low", + "output_checked": true + }, + { + "concept": "softener", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "spheroid", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "LEC", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "diffusion", + "output_checked": true + }, + { + "concept": "dyads", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "along", + "output_checked": true + }, + { + "concept": "schre", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "intrinsic", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "innerhalb", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Deformation", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Volumen", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "assure", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "bulk", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "creeps", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "under", + "output_checked": true + }, + { + "concept": "vaporization", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "exemplifies", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "through", + "output_checked": true + }, + { + "concept": "lose", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Denote", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Manipulation", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "ured", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "de", + "output_checked": true + }, + { + "concept": "commensurate", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "Annotated", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "MenuInflater", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 4, + "best_depth": 51.1, + "near_token": "de", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "th", + "wh", + "row", + "gh", + "ar", + "ne", + "yst", + "inter", + "any", + "anc", + "ey", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "min", + "ts", + "ces", + "equ", + "self", + "years", + "be", + "son", + "span" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "t", + "or", + "es", + "is", + "et", + "oc", + "r", + "ight", + "og", + "ie", + "comp", + "ne", + "ely", + "ise", + "az", + "ner", + "br", + "son", + "ister", + "ware", + "sl", + "Error", + "Ge", + "ir", + "qual", + "mais", + "mente" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "su", + "j", + "ust", + "ib", + "ge", + "one", + "te", + "iew", + "ild", + "ound", + "ike", + "left", + "pe", + "itt", + "ON", + "cept", + "bet", + "ict", + "uring", + "raph", + "ext", + "ke", + "ij", + "eb", + "utton", + "arn", + "mark" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "ro", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "du", + "ge", + "ber", + "row", + "pr", + "mathrm", + "de", + "St", + "col", + "yst", + "round" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "on", + "he", + "en", + "s", + "m", + "de", + "qu", + "ra", + "pro", + "com", + "ity", + "The", + "le", + "ha", + "from", + "ial", + "ad", + "The", + "which", + "ther", + "lo", + "com", + "i", + "ar", + "ask", + "Y", + "yst" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "he", + "re", + "en", + "at", + "an", + "it", + "is", + "al", + "ar", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "g", + "ig", + "ur", + "de", + "qu", + "ir", + "os", + "ly", + "ra", + "un", + "ri", + "pro", + "ere", + "com" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "com", + "ort" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ring", + "ar", + "elf", + "sp", + "ah", + "ric", + "set", + "rel", + "tern", + "mo", + "det", + "cur", + "ident" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "ization", + "photograph", + "they", + "eat", + "sehen", + "evol", + "kaya", + "sof", + "bringen", + "Ils", + "Publicity", + "n", + "s", + "am", + "perfectly", + "aal" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "technically", + "aal", + "tentative", + "sof", + "Publicity", + "e", + "ization", + "equip", + "photograph", + "perfectly", + "officially", + "administrator", + "grandfather", + "aat", + "bildung", + "remember", + "evol", + "bringen", + "mellow", + "wunder" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "ET", + "aal", + "Publicity", + "fielder", + "e", + "equip", + "readily", + "reliance", + "Verenigde", + "Tog", + "substantial", + "slash", + "administrator", + "damn", + "colabor", + "imitation", + "demise", + "tog", + "dictator", + "devenu" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "damn", + "Tog", + "demise", + "asesin", + "behest", + "kowy", + "immense", + "avrebbe", + "ET", + "readily", + "pochi", + "indiv", + "decid", + "Verenigde", + "fielder", + "attacker", + "ameri", + "slight", + "fourteenth", + "ischen", + "accepted" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "avrebbe", + "demise", + "Tog", + "decid", + "immense", + "asesin", + "damn", + "kowy", + "circuitry", + "lichkeit", + "fielder", + "primarily", + "slight", + "accepted", + "aal", + "indiv", + "anteced", + "ampio", + "ET", + "vieux", + "Excise" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "decid", + "behest", + "demise", + "destes", + "ivasena", + "rebranded", + "nedeni", + "exacerbated", + "sebebi", + "damn", + "substantially", + "dud", + "decreed", + "triggered", + "dictator", + "abrog", + "readily", + "ujar", + "esas", + "vergang", + "slight", + "severely", + "Ik", + "Iy", + "merkezi" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "because", + "of", + "because", + "irrespective", + "arising", + "tantamount", + "predominantly", + "within", + "unequivocally", + "profoundly", + "during", + "despite", + "positioned", + "unequivocal", + "sebebi", + "rather", + "suggesting", + "markedly", + "devoid", + "championed", + "preponder", + "exacerbated", + "S", + "attributing", + "predominant", + "attributable", + "ujar", + "mechanisms" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "predominantly", + "predominant", + "primarily", + "mechanisms", + "or", + "unequivocally", + "irrespective", + "prevalent", + "predomin", + "primarily", + "markedly", + "surpassing", + "purely", + "facilitated", + "overwhelmingly", + "preponder", + "arising", + "significantly", + "resulting", + "drastically", + "preferred", + "solely", + "majority", + "achieved", + "mainly", + "dominant", + "exclusively", + "dominated", + "advocated", + "championed" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "predominantly", + "predominant", + "consistently", + "significantly", + "majority", + "markedly", + "preferred", + "primarily", + "comparatively", + "irrespective", + "overwhelmingly", + "focused", + "overwhelming", + "negligible", + "overriding", + "preferable", + "unequivocally", + "mechanisms", + "dominant", + "predomin", + "intrinsic", + "inherently", + "relatively", + "motivated", + "proactive", + "predominate", + "broader", + "overarching", + "bypassing", + "Surprisingly", + "surpassing", + "compared" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "predominantly", + "predominant", + "intrinsic", + "irrespective", + "negligible", + "massive", + "bypassing", + "focused", + "dominant", + "preferred", + "overwhelming", + "inherent", + "primary", + "preferentially", + "more", + "majority", + "primarily", + "proactive", + "disproportion", + "cohesive", + "preferential", + "focussed", + "documented", + "rather", + "widespread", + "overwhelmingly", + "concerted", + "pervasive", + "greater", + "fundamentally", + "facilitated", + "within" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "intrinsic", + "predominant", + "dominant", + "predominantly", + "within", + "pervasive", + "inside", + "disproportion", + "internal", + "predominate", + "preferentially", + "bypassing", + "more", + "fundamental", + "mechanisms", + "predomin", + "foremost", + "dominating", + "prevalent", + "inherent", + "dominate", + "overwhelming", + "dominated", + "dominates", + "Within", + "broader", + "primarily", + "innerhalb", + "overwhelmingly", + "fundamentally", + "massively", + "preponder" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "through", + "within", + "intrinsic", + "dominant", + "across", + "dominated", + "predominantly", + "innerhalb", + "predominant", + "dominating", + "throughout", + "internal", + "dominates", + "Within", + "via", + "predomin", + "interior", + "bulk", + "melalui", + "dominate", + "inside", + "domin", + "preferentially", + "diffusive", + "WITHIN", + "mechanisms", + "interiors", + "predominate", + "intra" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "diffusion", + "Diffusion", + "through", + "diffus", + "Diffusion", + "diffusive", + "volume", + "diffusion", + "diffusing", + "Through", + "Volume", + "bulk", + "volume", + "VOLUME", + "melalui", + "volumen", + "Volume", + "Within", + "attraverso", + "kroz", + "volumes", + "durch", + "diffuse", + "gjennom", + "through", + "diff", + "diffusione", + "Bulk" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "bulk", + "bulk", + "Bulk", + "Bulk", + "through", + "diffusion", + "Diffusion", + "through", + "volume", + "Diffusion", + "Through", + "volume", + "diffusion", + "Volume", + "diffus", + "gjennom", + "diffusing", + "attraverso", + "within", + "durch", + "Within", + "melalui", + "volumen", + "BUL", + "VOLUME", + "diffusive", + "throughout", + "Volume", + "innerhalb" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "volume", + "volume", + "Int", + "bulk", + "bulk", + "intra", + "Volume", + "Bulk", + "intra", + "int", + "int", + "through", + "Int", + "Volume", + "volumen", + "Bulk", + "intr", + "VOLUME", + "volumes", + "intrac", + "within", + "Intra", + "diffusion", + "VOLUME", + "through", + "volumes", + "vol", + "vol", + "volum" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "Int", + "Int", + "intra", + "bulk", + "bulk", + "Bulk", + "intra", + "int", + "intr", + "intrac", + "Bulk", + "int", + "Intra", + "volume", + "volume", + "Volume", + "INT", + "volumes", + "Volume", + "intr", + "intram", + "through", + "INT", + "volumen", + "VOLUME", + "intrad", + "BUL", + "VOLUME", + "intramolecular", + "volum", + "intracellular" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "volume", + "bulk", + "Int", + "volume", + "Volume", + "Bulk", + "bulk", + "Volume", + "Int", + "intra", + "intra", + "volumen", + "Bulk", + "VOLUME", + "vol", + "Volumes", + "volumes", + "volumes", + "intr", + "vol", + "Volk", + "Volumes", + "VOLUME", + "Intra", + "Vol", + "intrac", + "Volumen", + "int", + "Diff", + "Vol" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "volume", + "Volume", + "Through", + "Vol", + "requirements", + "through", + "parents", + "faster", + "I", + "Volume", + "common", + "volume", + "volumes", + "same", + "proponents", + "parent", + "thought", + "Below", + "e", + "pressure", + "stronger", + "O", + "However", + "sound", + "Por", + "probes", + "In", + "body", + "Here", + "Thus", + "orientation", + "neighbors" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 16.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "deformation", + "score": 9.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 7.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "along", + "output_checked": true + }, + { + "concept": "individual", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "each", + "output_checked": true + }, + { + "concept": "impeding", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "near", + "output_checked": true + }, + { + "concept": "because", + "score": 5.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "near", + "output_checked": true + }, + { + "concept": "various", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "under", + "output_checked": true + }, + { + "concept": "edges", + "score": 5.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "severely", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "when", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "under", + "output_checked": true + }, + { + "concept": "expanse", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "volume", + "output_checked": true + }, + { + "concept": "and", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "damn", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "each", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "slight", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "been", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "within", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "each", + "output_checked": true + }, + { + "concept": "predominantly", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "processes", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "diffusion", + "output_checked": true + }, + { + "concept": "granularity", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "crappy", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "kung", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "etre", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "impending", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "achieving", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "adversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "under", + "output_checked": true + }, + { + "concept": "relatively", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "low", + "output_checked": true + }, + { + "concept": "npc", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "stresses", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "creep", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "granular", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "loads", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "under", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "willingness", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "perceptual", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "wan", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "anew", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "contribut", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "than", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "vehement", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "merely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "across", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "each", + "output_checked": true + }, + { + "concept": "towards", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "along", + "output_checked": true + }, + { + "concept": "constantly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "markedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "bzw", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "de", + "output_checked": true + }, + { + "concept": "periphery", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "xaxis", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "facilitated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "diffusion", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "across", + "output_checked": true + }, + { + "concept": "slowly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "undue", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "multifunctional", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "functionalities", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "de", + "output_checked": true + }, + { + "concept": "nearly", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "predefined", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "along", + "output_checked": true + }, + { + "concept": "detailed", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "aesthetic", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "de", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-06__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-06__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-06__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-06__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-06__heatmap.png" + } + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-07", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Lattice-diffusion creep 7", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Atoms leave compressed grain faces, traverse the crystal lattice, and attach at tensile faces, leading to time-dependent shape change.", + "prompt_tail": "Atoms leave compressed grain faces, traverse the crystal lattice, and attach at tensile faces, leading to time-dependent shape change.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice-diffusion-creep", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "Herring", + "surfaces": [ + "Herring" + ], + "token_ids": [ + 187758, + 104598 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 7196, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 3926 + }, + { + "label": "Herring", + "best_rank": 51767, + "best_depth": 51.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 1681 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "odium", + "unica", + "elli", + "odi", + "ilah", + "ervo", + "wadi", + "Kodi", + "udi", + "ahs", + "Beverungen", + "iber", + "hacerse", + "Burbank", + "avil", + "ayya", + "inking", + "avia", + "wit", + "ayani", + "Sever", + "Eber", + "okok", + "shortage", + "aforementioned" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "ServiceID", + "arpur", + "odi", + "rodeo", + "arita", + "Imperio", + "Kodi", + "aville", + "erver", + "cil", + "avil", + "anio", + "ervo", + "uded", + "zki", + "Toto", + "qat", + "ayya", + "alco" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "wadi", + "ayani", + "overheard", + "udi", + "rodeo", + "arita", + "arpur", + "odi", + "anio", + "aville", + "cil", + "Imperio", + "alco", + "ervo", + "ServiceID", + "uded", + "erver", + "qat", + "ta", + "empleados", + "odil", + "ayya" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Europ", + "rehabilitated", + "vesicular", + "mt", + "conferred", + "Aluminum", + "fs" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Fountain", + "odium", + "quilla", + "ta", + "rodeo", + "graisse", + "tox", + "lova", + "arpur", + "annya", + "sever", + "omba", + "arita", + "uded", + "Selangor", + "tery", + "overheard", + "Maldonado", + "Sever", + "ushima", + "Alamos", + "FAS", + "Thunderbird", + "Sever", + "poved" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "Infect", + "rehabilitated", + "Europ", + "vesicular", + "Inflater", + "squares", + "conferred", + "pneumatic", + "calmed", + "mt", + "remotely", + "appealed", + "ductory", + "Aluminum" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "authenticate", + "calmed", + "rehabilitated", + "vesicular", + "tesla", + "directors", + "Aluminum", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "wadi", + "udi", + "arita", + "ahs", + "anio", + "overheard", + "odi", + "ayani", + "aville", + "rodeo", + "ServiceID", + "cil", + "alco", + "uded", + "erver", + "odil", + "arpur", + "ta", + "empleados", + "Imperio", + "Kodi", + "rekening", + "avil", + "ink" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "udi", + "ahs", + "wadi", + "quilla", + "overheard", + "anio", + "ayani", + "Imperio", + "erver", + "cil", + "aville", + "rodeo", + "ServiceID", + "it", + "ta", + "sel", + "odi", + "uded", + "odil", + "alco", + "empleados", + "Toto", + "qat", + "arpur" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "flare", + "sociale", + "infect", + "Infect", + "squares", + "vesicular", + "directors", + "authenticate", + "pneumatic", + "mt", + "rehabilitated", + "Europ", + "Inflater", + "conferred", + "calmed", + "tesla", + "director", + "puis", + "verder" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "Moreover", + "s", + "gehend", + "fif", + "eness", + "heartedly", + "manner", + "theater", + "natural", + "sage", + "moreover", + "voila", + "folds", + "dif", + "de", + "seg", + "filosof", + "urious", + "shore", + "digamos", + "ujos", + "brid", + "uette", + "lepas", + "med", + "uri" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "voila", + "Moreover", + "gehend", + "heartedly", + "fato", + "fif", + "Kalau", + "folds", + "Como", + "uette", + "rad", + "privilegio", + "Furthermore", + "dif", + "osof", + "ovie", + "imperative", + "sage", + "aughlin", + "hmann", + "deer", + "ocorrer", + "iven" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "voila", + "gehend", + "med", + "Moreover", + "sage", + "folds", + "loff", + "privilegio", + "uri", + "dif", + "ve", + "do", + "rad", + "perd", + "Kalau", + "uette", + "fif", + "fato", + "digamos", + "urious", + "sage", + "roir", + "particular", + "iven", + "certainly", + "gage" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "perd", + "particular", + "sayang", + "imperative", + "scape", + "zeug", + "Etc", + "hoff", + "proverbial", + "voila", + "dif", + "ogf", + "do", + "behavior", + "expans", + "vogue", + "Bela", + "notion", + "sage", + "decadent", + "gehend", + "use", + "sage", + "sensibility", + "laissez" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sensibility", + "imperative", + "Etc", + "assertions", + "scape", + "expans", + "Bela", + "behavior", + "xr", + "builders", + "hse", + "Kong", + "experimentation", + "aptitude", + "argumento", + "Behavior", + "regularity", + "vb", + "ogf", + "opus", + "dynamics", + "teh", + "voila", + "zeug", + "constraint", + "perd" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "teh", + "sensibility", + "imperative", + "opus", + "scape", + "ODM", + "rediscovered", + "typescript", + "cosmetics", + "sexuality", + "metamorph", + "nnnn", + "novelty", + "Transforms", + "ephemeral", + "virtue", + "Helvetica", + "additive", + "sheep", + "sporadic", + "shaved", + "ANSWER", + "teki" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "psychic", + "typescript", + "thoughtful", + "PLOAD", + "psicologia", + "additive", + "ornamental", + "rectangles", + "sensibility", + "securityMarks", + "WRITE", + "novelty", + "whirlwind", + "obsessive", + "Postgres", + "MYSQL", + "intensive", + "Measure", + "hibernate", + "geek", + "chipset", + "ILayout", + "cryptic", + "STADT", + "PSY" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "aneous", + "hibernate", + "irreversible", + "sequential", + "trajectory", + "plasticity", + "experiential", + "aptitude", + "geometric", + "psi", + "movimenti", + "specification", + "Tetrahedron", + "intrinsic", + "gradual", + "convolutional", + "geschwindigkeit", + "trapezium", + "Increment", + "Specification", + "PSI", + "sporadic", + "Mutation", + "Incremental", + "Solaris", + "ographic", + "successive", + "Specification", + "Contour" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "geschwindigkeit", + "bepaalde", + "aneous", + "gradual", + "determinadas", + "sequential", + "seg", + "successive", + "irreversible", + "timescale", + "geometric", + "continual", + "meisjes", + "intrinsic", + "determinada", + "invariable", + "Note", + "trajectory", + "eterminate", + "dirigentes", + "Nota", + "Tetrahedron", + "Transformations", + "ephemeral", + "Verkehr", + "conditional", + "Incremental" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "Time", + "TIME", + "Zeit", + "TIME", + "time", + "datetime", + "timed", + "timeLeft", + "Verkehr", + "TimeSpan", + "timescale", + "thyme", + "intrinsic", + "CTime", + "carbide", + "tijd", + "ptime", + "czasu", + "Sine", + "dynasty", + "emde", + "Zeit" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "dynasty", + "gejala", + "Time", + "MSG", + "emde", + "TimeSpan", + "Mania", + "tijd", + "Dynasty", + "Prend", + "htm", + "grout", + "thyme", + "time", + "ynamics", + "Siberia", + "Verkehr", + "tendon", + "Tempest", + "datetime", + "cham" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "Time", + "dynasty", + "time", + "tijd", + "Siberia", + "gejala", + "malleable", + "hora", + "emde", + "tiempo", + "Dynasty", + "Tiempo", + "TimeSpan", + "oki", + "hass", + "czasu", + "datetime", + "getDateTime", + "troupe" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "time", + "Time", + "Time", + "shape", + "time", + "Shape", + "shape", + "tiempo", + "Shape", + "tijd", + "TIME", + "Zeit", + "Tiempo", + "shapes", + "getTime", + "waktu" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "time", + "Time", + "shape", + "Time", + "time", + "shape", + "Shape", + "Shape", + "tijd", + "tiempo", + "TIME", + "shapes", + "stime", + "getTime", + "getTime", + "Tiempo" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "time", + "Time", + "Time", + "time", + "tijd", + "tiempo", + "TIME", + "getTime", + "waktu", + "TIME", + "zaman", + "Zeit", + "czas", + "getTime" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "These", + "In", + "Depending", + "However", + "There", + "com", + "Although", + "It", + "ies", + "Following", + "I", + "and", + "When", + "This", + "My", + "We", + "The", + "Since", + "ically", + "vis", + "For", + "Is", + "Increasing", + "form", + "Follow", + "depending", + "Based", + "Each", + "If", + "By", + "to", + "Those" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 66591, + 49489, + 51478, + 198618, + 90199, + 202758, + 198578, + 49212, + 53823, + 182066, + 93410, + 157958, + 151708, + 112217, + 40233, + 36060, + 20053, + 43784, + 43081, + 7197, + 8988, + 46174, + 106001, + 80517, + 65983, + 69166 + ] + }, + { + "label": "Herring", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 148120, + 184279, + 175255, + 63055, + 161442, + 64708, + 64560, + 181985, + 185990, + 63342, + 84236, + 58748, + 56415, + 51768, + 74773, + 118221, + 136268, + 226672, + 179298, + 165780, + 152848, + 158739, + 256205, + 239979, + 210528, + 44629 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 41945, + 32455, + 17308, + 4166, + 6110, + 12575, + 9619, + 8189, + 45434, + 3927, + 25523, + 14654, + 20804, + 17047 + ] + }, + { + "label": "Herring", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 124891, + 103785, + 84701, + 167423, + 84975, + 13941, + 8349, + 26868, + 9665, + 1682, + 2967, + 2864, + 109945, + 62892 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "least", + "score": 6.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "at", + "output_checked": true + }, + { + "concept": "voila", + "score": 6.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "traversing", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "traverse", + "output_checked": true + }, + { + "concept": "ensue", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "dure", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "time", + "output_checked": true + }, + { + "concept": "contribut", + "score": 3.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "Crystals", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "attach", + "output_checked": true + }, + { + "concept": "meninggalkan", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "leave", + "output_checked": true + }, + { + "concept": "Ontology", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "dependent", + "output_checked": true + }, + { + "concept": "dini", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "change", + "output_checked": true + }, + { + "concept": "Yhat", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "silage", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "penetrate", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "and", + "output_checked": true + }, + { + "concept": "scribble", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "Aust", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "Fallout", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "akin", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "At", + "output_checked": true + }, + { + "concept": "galley", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "respectful", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "leading", + "output_checked": true + }, + { + "concept": "mania", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "change", + "output_checked": true + }, + { + "concept": "yellows", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "normalmente", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "attach", + "output_checked": true + }, + { + "concept": "Contour", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Mason", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Presumably", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "canalicul", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "bepaalde", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "solutes", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "SEL", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "Assumptions", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Thrust", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "emerge", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "dynasty", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Pressure", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "are", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "goddess", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "At", + "output_checked": true + }, + { + "concept": "perd", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sensibility", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "amelior", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "leading", + "output_checked": true + }, + { + "concept": "GID", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "dependent", + "output_checked": true + }, + { + "concept": "nave", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "nodo", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "alternation", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "Amts", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "attach", + "output_checked": true + }, + { + "concept": "Migration", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "at", + "output_checked": true + }, + { + "concept": "strength", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "sites", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "at", + "output_checked": true + }, + { + "concept": "stress", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "leve", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "ced", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "attach", + "output_checked": true + }, + { + "concept": "Silverman", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "dependent", + "output_checked": true + }, + { + "concept": "mason", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "change", + "output_checked": true + }, + { + "concept": "ensues", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "leading", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "At", + "output_checked": true + }, + { + "concept": "INI", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "RequestContext", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "remodeling", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "Wilde", + "score": 1.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "faces", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "th", + "wh", + "res", + "row", + "gh", + "ar", + "ne", + "sa", + "yst", + "inter", + "any", + "anc", + "clud", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "roup", + "min", + "ground", + "ts", + "ces", + "years", + "be", + "log" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "t", + "es", + "is", + "ers", + "og", + "ie", + "tr", + "comp", + "ne", + "ner", + "br", + "son", + "ware", + "sl", + "ir", + "mais", + "assert", + "mente", + "sav", + "vert", + "ju", + "purposes", + "rence", + "pes", + "stem", + "umeric" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "su", + "j", + "ch", + "ust", + "ib", + "ge", + "one", + "te", + "iew", + "ild", + "ound", + "ike", + "left", + "pe", + "itt", + "ON", + "cept", + "bet", + "ict", + "ible", + "pol", + "uring", + "raph", + "ext", + "tem", + "gu", + "ke" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "ro", + "im", + "ation", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "ff", + "orm", + "ast", + "ile", + "ice", + "ab", + "du", + "ge", + "ber", + "St", + "pr", + "mathrm" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "de", + "ch", + "qu", + "ra", + "com", + "ess", + "ex", + "ity", + "le", + "ha", + "ad", + "which", + "ther", + "com", + "i", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "who", + "ric", + "my" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "an", + "it", + "is", + "le", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "ig", + "ur", + "ve", + "de", + "ay", + "ir", + "ly", + "ere", + "com", + "pe", + "end", + "ill", + "ath", + "ex", + "art", + "The", + "iz" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "k", + "D" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "ew", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "ring", + "ar", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "of", + "equip", + "nya", + "second", + "photograph", + "perfectly", + "they", + "youtu", + "eat", + "sehen", + "sof", + "gambar", + "heer", + "bringen", + "wunder", + "successor", + "drap", + "e", + "n", + "ers", + "son", + "ses", + "reput", + "lid", + "aal" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "e", + "s", + "equip", + "has", + "second", + "reput", + "youtu", + "successfully", + "sof", + "gambar", + "devenu", + "wunder", + "society", + "successor", + "ameri", + "ers", + "rel", + "ature", + "photograph", + "perfectly", + "they", + "aal", + "Aus", + "eat" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "e", + "reput", + "substantial", + "readily", + "ameri", + "equip", + "Tog", + "Will", + "substantially", + "imitation", + "tanti", + "ecek", + "any", + "similar", + "immense", + "Ik", + "slightly", + "Iy", + "fielder", + "s", + "youtu", + "rather", + "tog", + "devenu" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "readily", + "ameri", + "substantial", + "Tog", + "accepted", + "immense", + "avrebbe", + "accepted", + "Ik", + "lichkeit", + "ain", + "Will", + "similar", + "equip", + "reput", + "Will", + "impeded", + "shaped", + "Accepted", + "tanti", + "slightly", + "Considerable", + "e", + "begin", + "litigation" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "immense", + "tog", + "readily", + "accepted", + "avrebbe", + "Tog", + "tremendous", + "slightly", + "impeded", + "substantial", + "reput", + "Considerable", + "lichkeit", + "accepted", + "slight", + "declining", + "litigation", + "similar", + "started", + "ampio", + "ameri", + "acciaio", + "dictated", + "Will", + "papan" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "continued", + "ameri", + "continued", + "substantially", + "tanti", + "despicable", + "reverting", + "substantial", + "devenu", + "engender", + "kubectl", + "immense", + "albeit", + "molti", + "stanno", + "impeded", + "accepted", + "engend", + "accepted", + "incum", + "compliant", + "sigh", + "volv" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "championed", + "caused", + "profound", + "termed", + "known", + "engender", + "analogous", + "hindering", + "similar", + "arising", + "triggered", + "tantamount", + "profoundly", + "orchestrated", + "created", + "resulting", + "elucid", + "instigated", + "attributable", + "imparted", + "despicable", + "concomitant" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "resulting", + "instigated", + "mechanisms", + "facilitated", + "characterized", + "resulting", + "caused", + "reminiscent", + "engender", + "resulted", + "analogous", + "orchestrated", + "mediated", + "of", + "coupled", + "termed", + "detrimental", + "destabil", + "imparted", + "undoubtedly", + "essentially", + "attributed", + "localized", + "inevitably", + "invariably", + "punctuated", + "enabling" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "facilitated", + "engender", + "instigated", + "inevitably", + "intensified", + "gradually", + "gradual", + "characterized", + "slowly", + "accelerated", + "mediated", + "transitory", + "inherent", + "resulting", + "inherently", + "intensifying", + "mechanisms", + "localized", + "resultant", + "orchestrated", + "induced", + "slow", + "characteristic", + "invariably", + "continual", + "undeniable", + "periodical", + "punctuated", + "invariable", + "generalized" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "exponential", + "slowly", + "progressive", + "gradual", + "slow", + "profound", + "progressively", + "irreversible", + "inherently", + "measurable", + "continuous", + "predictable", + "storied", + "various", + "development", + "systematic", + "monumental", + "extensive", + "inherent", + "highly", + "persistent", + "drastic", + "massive", + "proportional", + "intrinsic", + "tenacious", + "gradually", + "unprecedented", + "resultant", + "wandering", + "concerted", + "induced" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "S", + "time", + "s", + "time", + "a", + "gradual", + "dynamic", + "measurable", + "N", + "delayed", + "long", + "timed", + "predictable", + "A", + "the", + "Time", + "t", + "slowly", + "progressively", + "D", + "on", + "synonymous", + "O", + "S", + "various", + "th", + "non", + "gradually", + "The", + "varying", + "the", + "specific" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "time", + "time", + "Time", + "timed", + "Time", + "Tim", + "tim", + "tempore", + "TIME", + "zaman", + "TIME", + "T", + "und", + "zeit", + "timed", + "temporal", + "timescale", + "tiempo", + "TimeString", + "dependent" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "t", + "time", + "T", + "time", + "i", + "Time", + "d", + "O", + "zeit", + "tim", + "e", + "und", + "Tim", + "ist", + "Th", + "zaman", + "Und", + "H", + "a", + "war", + "Time", + "S", + "W", + "O", + "et", + "Over", + "th", + "kin" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "time", + "Time", + "time", + "Tim", + "Time", + "tim", + "t", + "T", + "zaman", + "tijd", + "TimeString", + "tim", + "tiempo", + "und", + "Zaman", + "T", + "Tim", + "timed", + "t", + "O", + "tempore", + "TIME" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "time", + "shape", + "Time", + "time", + "Time", + "shape", + "Shape", + "Shape", + "tiempo", + "tijd", + "shapes", + "TIME", + "TIME", + "AndTime", + "Tiempo", + "Zeit", + "Shapes" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "time", + "shape", + "Time", + "Shape", + "shape", + "Time", + "time", + "Shape", + "TIME", + "tijd", + "shapes", + "tiempo", + "getTime", + "Shapes", + "TIME", + "getTime", + "stime" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "time", + "Time", + "Time", + "time", + "TIME", + "tiempo", + "tijd", + "getTime", + "TIME", + "getTime", + "czas", + "stime", + "etime", + "Zeit", + "shape" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "These", + "In", + "Depending", + "However", + "There", + "com", + "Although", + "It", + "ies", + "Following", + "I", + "and", + "When", + "This", + "My", + "We", + "The", + "Since", + "ically", + "vis", + "For", + "Is", + "Increasing", + "form", + "Follow", + "depending", + "Based", + "Each", + "If", + "By", + "to", + "Those" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 11.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "damn", + "score": 10.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "ultimately", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "leaving", + "score": 6.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "leave", + "output_checked": true + }, + { + "concept": "exponential", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "time", + "output_checked": true + }, + { + "concept": "slight", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "their", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "leave", + "output_checked": true + }, + { + "concept": "various", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "traverse", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "pochi", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "lentamente", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "towards", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "leave", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "substantial", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "copious", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "another", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "engend", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "through", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "traverse", + "output_checked": true + }, + { + "concept": "structure", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "vacancies", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Attachment", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "attach", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "finally", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "and", + "output_checked": true + }, + { + "concept": "strength", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "oms", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "zaman", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "Vereinigte", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "indeed", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "time", + "output_checked": true + }, + { + "concept": "these", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "dependent", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "traverse", + "output_checked": true + }, + { + "concept": "also", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "causing", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "leading", + "output_checked": true + }, + { + "concept": "during", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "time", + "output_checked": true + }, + { + "concept": "resulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "positioned", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "enhance", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "seemingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "then", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "opposite", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "increase", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "leading", + "output_checked": true + }, + { + "concept": "processes", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "altering", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "dependent", + "output_checked": true + }, + { + "concept": "facilitated", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "are", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "oms", + "output_checked": true + }, + { + "concept": "areas", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "dynamically", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "attach", + "output_checked": true + }, + { + "concept": "intersections", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "extensive", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "leading", + "output_checked": true + }, + { + "concept": "tenacious", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "drastic", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "change", + "output_checked": true + }, + { + "concept": "traversing", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "onto", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "attach", + "output_checked": true + }, + { + "concept": "delayed", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "dependent", + "output_checked": true + }, + { + "concept": "navigating", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "increased", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "leading", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-07__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-07__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-07__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-07__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-07__heatmap.png" + } + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-08", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Lattice-diffusion creep 8", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "The steady deformation rate varies inversely with the square of crystallite size and is controlled by bulk self-diffusion.", + "prompt_tail": "The steady deformation rate varies inversely with the square of crystallite size and is controlled by bulk self-diffusion.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 22 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice-diffusion-creep", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "Herring", + "surfaces": [ + "Herring" + ], + "token_ids": [ + 187758, + 104598 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 9762, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 1361 + }, + { + "label": "Herring", + "best_rank": 24760, + "best_depth": 55.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 1157 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "complexity", + "iber", + "ets", + "aforementioned", + "esia", + "intric", + "nev", + "delas", + "lah", + "extravagant", + "complexity", + "asilkan", + "Zhejiang", + "eleg", + "lenen", + "ilah", + "extravag", + "stru", + "odium", + "Wit", + "ovel", + "nH", + "Becker", + "SdkVersion", + "gsm" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "overheard", + "udi", + "ayani", + "rodeo", + "ServiceID", + "arpur", + "odi", + "aville", + "arita", + "Kodi", + "anio", + "avil", + "Imperio", + "uded", + "erver", + "zki", + "ervo", + "cil", + "Toto", + "iasa", + "ayya", + "alco" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "arita", + "rodeo", + "arpur", + "odi", + "anio", + "aville", + "erver", + "ervo", + "ServiceID", + "alco", + "cil", + "Imperio", + "uded", + "qat", + "ta", + "empleados", + "odil", + "Kodi", + "ayya" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Europ", + "rehabilitated", + "vesicular", + "mt", + "conferred", + "Aluminum", + "fs" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "sever", + "Selangor", + "gaard", + "Fountain", + "Alamos", + "annya", + "Nordstrom", + "Maldonado", + "omba", + "neutral", + "Gotham", + "ta", + "tox", + "tery", + "odium", + "Epson", + "ters", + "lores", + "FPR", + "ograv", + "ions", + "Shreve", + "Saigon", + "Sever", + "lova", + "quilla" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "rehabilitated", + "Europ", + "Infect", + "vesicular", + "squares", + "conferred", + "pneumatic", + "Inflater", + "calmed", + "mt", + "remotely", + "ductory", + "inflamed", + "appealed" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "authenticate", + "calmed", + "rehabilitated", + "vesicular", + "tesla", + "directors", + "Aluminum", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "wadi", + "udi", + "arita", + "ahs", + "anio", + "overheard", + "ayani", + "aville", + "odi", + "rodeo", + "ServiceID", + "cil", + "uded", + "erver", + "odil", + "arpur", + "alco", + "ta", + "empleados", + "avil", + "Kodi", + "ink", + "zki", + "rekening" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "wadi", + "udi", + "ahs", + "quilla", + "anio", + "overheard", + "cil", + "ayani", + "Imperio", + "aville", + "erver", + "rodeo", + "odi", + "ServiceID", + "ta", + "empleados", + "odil", + "it", + "sel", + "uded", + "alco", + "Toto", + "rekening", + "arpur" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "infect", + "flare", + "vesicular", + "squares", + "Infect", + "directors", + "authenticate", + "mt", + "pneumatic", + "conferred", + "puis", + "rehabilitated", + "Inflater", + "verder", + "calmed", + "tesla", + "Europ", + "director", + "fs" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "gehend", + "s", + "t", + "eness", + "heartedly", + "sage", + "fif", + "say", + "filosof", + "osof", + "lepas", + "dass", + "digamos", + "credo", + "sense", + "bulb", + "f", + "si", + "med", + "rog", + "esimerkiksi", + "og", + "dif", + "selves", + "rad", + "shore", + "sage" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "gehend", + "fato", + "fif", + "rad", + "osof", + "sage", + "voila", + "sage", + "Kalau", + "filosof", + "vice", + "iven", + "heartedly", + "riqueza", + "credo", + "oog", + "geber", + "Moreover", + "ve", + "hearted", + "udir", + "esimerkiksi", + "digamos", + "Como" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "gehend", + "sage", + "rad", + "fif", + "digamos", + "med", + "sage", + "uri", + "osof", + "t", + "loff", + "iven", + "fato", + "ve", + "oog", + "voila", + "dif", + "Kalau", + "laissez", + "f", + "filosof", + "dac", + "ujos", + "vice", + "preval", + "leve" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "sage", + "laissez", + "perd", + "sage", + "credo", + "gehend", + "enium", + "filosof", + "riqueza", + "Veamos", + "dif", + "requisite", + "sistemi", + "ogf", + "sensibility", + "dac", + "oog", + "sistema", + "cuidado", + "filosofia", + "voila", + "loff", + "fif", + "limitation" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sensibility", + "gesellschaft", + "philosophy", + "filosofia", + "mah", + "theoretic", + "sheep", + "sheep", + "theoretical", + "quartz", + "pragmatic", + "aptitude", + "psicologia", + "Kong", + "sistemi", + "organization", + "imperative", + "assertions", + "Django", + "hypothetical" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "sensibility", + "teh", + "intensive", + "virtue", + "PSP", + "sporadic", + "gesellschaft", + "dud", + "additive", + "rrrr", + "aptitude", + "pharmacology", + "psicologia", + "quartz", + "opus", + "whisk", + "metaphysical" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "ycopg", + "psychic", + "intensive", + "chipset", + "sensibility", + "psicologia", + "additive", + "ANIUM", + "typescript", + "datasource", + "WRITE", + "physiology", + "PLOAD", + "pharmacology", + "theoretically", + "quartz" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "aneous", + "lemonade", + "Solaris", + "Gnome", + "sporadic", + "babel", + "theor", + "postulated", + "Notas", + "psicologia", + "adren", + "prerequisite", + "systolic", + "prerequisites", + "gesellschaft", + "aptitude", + "tetrahedral", + "theoretic", + "intrinsic", + "sensibility", + "getc", + "adecimal", + "Bernoulli", + "Contour" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "intrinsic", + "sensibility", + "canalicul", + "determinante", + "ymptotic", + "geschwindigkeit", + "consequ", + "aneous", + "grout", + "bepaalde", + "semif", + "Transporte", + "fondamentali", + "esc", + "cruc", + "consecuencia", + "Verkehr", + "aporte", + "dhat", + "biscuit", + "impulses", + "Solaris", + "dirigentes", + "fundamental", + "dic", + "EOUS", + "eterminate", + "theor", + "lemonade", + "Implicit" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "semif", + "grout", + "aporte", + "intrinsic", + "BaseModel", + "workbook", + "wrought", + "buoyancy", + "mumbled", + "abatic", + "adiabatic", + "barbarian", + "badan", + "Unmarshal", + "BBBB", + "carbide", + "obtuse", + "Transporte", + "esc", + "dih", + "VB", + "FFFF", + "Siberia", + "bali", + "atributos", + "bulk" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "semif", + "grout", + "aporte", + "ballistic", + "ballads", + "meso", + "extrinsic", + "sok", + "workbook", + "ReadAll", + "seminary", + "XMLHttpRequest", + "Myr", + "Thought", + "wrought", + "ORIAL", + "BaseModel", + "badan", + "MSG", + "embe", + "akum", + "intrinsic", + "dihedral" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "bulk", + "Bulk", + "Bulk", + "bully", + "Siberia", + "workbook", + "bullion", + "aporte", + "grout", + "bullies", + "bulk", + "badan", + "intrinsic", + "bula", + "imbued", + "breeder", + "wrought", + "mime", + "corral", + "XMLHttpRequest", + "daemon", + "diffuse", + "syndicate", + "semif" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "bulk", + "bulk", + "Bulk", + "Bulk", + "BUL", + "hulk", + "bulkhead", + "BUL", + "bully", + "bulky", + "bula", + "bul", + "Bullock", + "ulk", + "Balk", + "bullies", + "self", + "Diffusion", + "chunk", + "Diffusion", + "grueso", + "Bul", + "Bulg", + "diffusion", + "Chunk", + "ulent" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "bulk", + "bulk", + "Bulk", + "Bulk", + "BUL", + "BUL", + "bul", + "bul", + "Bul", + "Bul", + "bully", + "bulkhead", + "Bulg", + "bulb", + "Bull", + "Bull", + "bull", + "bull", + "bulbs", + "hulk", + "Bullock", + "bullies", + "abul", + "bula", + "bullied", + "Bulletin", + "Bulgar" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "bulk", + "bulk", + "Bulk", + "Bulk", + "bully", + "BUL", + "bulkhead", + "bul", + "Bul", + "Bul", + "bula", + "BUL", + "Bull", + "Bulletin", + "Bull", + "Bulletin", + "bullies", + "bul", + "bull", + "bullied", + "Bullock", + "bulletin", + "bulge", + "BULLETIN", + "hulk", + "Bulg", + "bullets", + "bulb", + "Bulldogs" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "In", + "Let", + "When", + "Since", + "This", + "State", + "It", + "Yes", + "Each", + "You", + "What", + "Here", + "These", + "States", + "Note", + "Equations", + "We", + "Following", + "Substituting", + "For", + "If", + "Like", + "The", + "Given", + "Calculate", + "Although", + "Bulk", + "Based", + "They", + "Comparison", + "Why", + "Is" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 99288, + 50260, + 50941, + 198703, + 129644, + 202802, + 198671, + 47243, + 53526, + 184392, + 115597, + 156329, + 156829, + 117307, + 79729, + 47750, + 30811, + 62525, + 62958, + 9763, + 17752, + 44347, + 29536, + 105309, + 51099, + 39603 + ] + }, + { + "label": "Herring", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 88408, + 186371, + 177511, + 62640, + 120992, + 66592, + 63685, + 183385, + 186764, + 61822, + 66522, + 47777, + 52571, + 32549, + 24761, + 66573, + 87678, + 123044, + 99964, + 78852, + 105290, + 102128, + 209723, + 177962, + 64675, + 28986 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 24363, + 20737, + 14178, + 1424, + 31186, + 25873, + 13842, + 7308, + 12001, + 1362, + 8146, + 4082, + 4398, + 31928 + ] + }, + { + "label": "Herring", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 154321, + 109869, + 88057, + 152945, + 132637, + 179290, + 41496, + 23014, + 10439, + 3939, + 6073, + 1158, + 8258, + 1169 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "proportional", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "inversely", + "output_checked": true + }, + { + "concept": "respect", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "with", + "output_checked": true + }, + { + "concept": "contribut", + "score": 3.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "self", + "output_checked": true + }, + { + "concept": "diameter", + "score": 3.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "size", + "output_checked": true + }, + { + "concept": "thereof", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "square", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "bulk", + "output_checked": true + }, + { + "concept": "normalmente", + "score": 2.0, + "best_rank": 4, + "best_depth": 63.8, + "near_token": "steady", + "output_checked": true + }, + { + "concept": "assorted", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "varies", + "output_checked": true + }, + { + "concept": "Pokemon", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "aptitude", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "intrinsic", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "aya", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "peine", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "relation", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "inversely", + "output_checked": true + }, + { + "concept": "State", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "steady", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "goddess", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "sensibility", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Nong", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "Ontology", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "size", + "output_checked": true + }, + { + "concept": "arent", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "semif", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "conse", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "coefficients", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "diffusion", + "output_checked": true + }, + { + "concept": "sage", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cintura", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "diat", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "self", + "output_checked": true + }, + { + "concept": "Winter", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "diffusion", + "output_checked": true + }, + { + "concept": "determinada", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "rate", + "output_checked": true + }, + { + "concept": "Brahman", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "with", + "output_checked": true + }, + { + "concept": "constitucional", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "bulk", + "output_checked": true + }, + { + "concept": "determinante", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "by", + "output_checked": true + }, + { + "concept": "atomic", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "diffusion", + "output_checked": true + }, + { + "concept": "anhyd", + "score": 1.0, + "best_rank": 4, + "best_depth": 80.9, + "near_token": "crystall", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "se", + "th", + "cl", + "con", + "row", + "gh", + "ar", + "ne", + "ook", + "yst", + "inter", + "ype", + "anc", + "ey", + "tr", + "pect", + "red", + "ray", + "ative", + "ser", + "min", + "ground", + "ts", + "ces", + "years", + "be", + "son", + "eb", + "span" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "t", + "es", + "ers", + "ie", + "comp", + "ner", + "son", + "ization", + "sl", + "qual", + "assert", + "mente", + "sav", + "rence", + "stem", + "umeric", + "kepada", + "sap", + "multif", + "stems" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "j", + "ust", + "ib", + "one", + "ask", + "te", + "iew", + "ild", + "ound", + "left", + "itt", + "ON", + "bet", + "ict", + "pol", + "raph", + "ext", + "tem", + "eb", + "som", + "arn", + "mark", + "mathb", + "partic", + "da", + "fin" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "ro", + "st", + "th", + "est", + "wh", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "du", + "ge", + "ber", + "row", + "St", + "pr", + "mathrm", + "sa", + "de", + "St", + "col" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "m", + "de", + "qu", + "ra", + "pro", + "com", + "ity", + "The", + "le", + "ha", + "ad", + "us", + "The", + "which", + "com", + "i", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "who", + "ric" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "he", + "re", + "en", + "at", + "s", + "an", + "it", + "is", + "ar", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "ve", + "de", + "ay", + "qu", + "ir", + "ly", + "ra", + "un", + "and", + "ere", + "com" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "og", + "iz", + "ich", + "av", + "ib", + "ar", + "elf", + "sp", + "ah", + "ike", + "ric", + "to", + "app", + "rel", + "tern", + "mo", + "det" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "e", + "n", + "of", + "nya", + "they", + "sof", + "bringen", + "s", + "son", + "ble", + "perfectly", + "eat", + "sehen", + "liga", + "kaya", + "heroine", + "wunder", + "Publicity" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "e", + "s", + "sof", + "n", + "ble", + "youtu", + "tentative", + "Publicity", + "rel", + "perfectly", + "lessness", + "liaison", + "remember", + "rei", + "heroine", + "mellow", + "ameri" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "substantial", + "e", + "necessitate", + "fourteenth", + "Publicity", + "fielder", + "Tog", + "uating", + "tanti", + "ameri", + "reput", + "rather", + "ecek", + "immense", + "rique", + "Verenigde", + "lsulfanyl", + "contacting", + "superstar", + "avigation" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "tog", + "damn", + "fielder", + "Tog", + "ameri", + "immense", + "ischen", + "avrebbe", + "necessitate", + "Verenigde", + "fourteenth", + "declining", + "substantial", + "Looking", + "anteced", + "nur", + "contacting", + "demise", + "attacker", + "G", + "lichkeit", + "superstar" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "fielder", + "avrebbe", + "tog", + "anteced", + "readily", + "damn", + "fourteenth", + "Tog", + "immense", + "ischen", + "demise", + "necessitate", + "circuitry", + "decid", + "declining", + "lichkeit", + "hereafter", + "rather", + "dependant", + "leisurely", + "ampio", + "hereinafter", + "emeritus" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "vergang", + "esas", + "stanno", + "dictator", + "essentially", + "Atomnoj", + "TouchUtils", + "supremo", + "indeed", + "whereby", + "nirvach", + "dependant", + "suppressing", + "bicovariant", + "reverting", + "fuelled", + "botched", + "ketika", + "circumvent", + "tertinggi" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "championed", + "analogous", + "essentially", + "predominantly", + "profoundly", + "essentially", + "unequivocal", + "largely", + "characterized", + "exacerbated", + "dictate", + "hereinafter", + "whereby", + "defined", + "within", + "described", + "fuelled", + "associated", + "associated", + "tantamount" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "characterized", + "influenced", + "associated", + "dictates", + "characteristics", + "derived", + "mechanisms", + "defined", + "achieved", + "surpassing", + "imparted", + "dictate", + "imposed", + "attributed", + "governed", + "dictated", + "of", + "ability", + "essentially", + "underpinned", + "coupled", + "described", + "attributable", + "analogous", + "originating", + "championed", + "essentially", + "exerting" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "underpinned", + "facilitated", + "dominating", + "underlying", + "intrinsic", + "prevailing", + "characterized", + "tenets", + "inextricably", + "paramount", + "prevalent", + "mechanisms", + "dictates", + "dominated", + "governed", + "inherently", + "predefined", + "predicated", + "underpinning", + "characteristic", + "inherent", + "surpassing", + "undeniably", + "typically", + "limitations", + "predominantly", + "postulated", + "unwavering", + "championed", + "characteristics", + "dominant" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "intrinsic", + "fundamental", + "coupled", + "facilitated", + "collective", + "guided", + "highly", + "driven", + "localized", + "hindered", + "essential", + "inherent", + "prevailing", + "generalized", + "motivated", + "strongly", + "inherently", + "profound", + "linked", + "dominating", + "typical", + "massive", + "underlying", + "widespread", + "demanding", + "predominant", + "profoundly", + "focused", + "classical", + "dominant", + "primary", + "induced" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "S", + "a", + "D", + "m", + "basic", + "fundamental", + "d", + "H", + "processes", + "intrinsic", + "ubiquitous", + "a", + "A", + "the", + "ing", + "the", + "S", + "localized", + "underlying", + "G", + "In", + "inherently", + "R", + "b", + "slow", + "T", + "C", + "t", + "The", + "M", + "th" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "b", + "bulk", + "s", + "B", + "a", + "intrinsic", + "b", + "facilitated", + "d", + "und", + "d", + "H", + "macroscopic", + "al", + "S", + "m", + "and", + "subsurface", + "diffusion", + "bunch", + "D", + "by", + "p", + "large", + "transport", + "basic", + "ists", + "processes", + "slow", + "substrate" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "b", + "diffusion", + "bulk", + "B", + "diffusion", + "Diffusion", + "Diffusion", + "diffus", + "d", + "bulk", + "Bulk", + "S", + "Bulk", + "diffusing", + "diffusive", + "H", + "d", + "l", + "de", + "ad", + "b", + "a", + "D", + "i", + "Un", + "D", + "th", + "al", + "Un" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "bulk", + "bulk", + "Bulk", + "Bulk", + "diffusion", + "b", + "Diffusion", + "Diffusion", + "diffusion", + "B", + "batch", + "bul", + "diffusing", + "bulkhead", + "b", + "mass", + "diffus", + "batch", + "transport", + "BUL", + "bulky", + "mass", + "subsurface", + "diffusive", + "Bul", + "ulsion", + "d", + "transport", + "Bl", + "ballistic" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "bulk", + "bulk", + "Bulk", + "Bulk", + "BUL", + "BUL", + "self", + "bulkhead", + "bul", + "bul", + "bulky", + "Bul", + "hulk", + "Bul", + "self", + "diffusion", + "ulk", + "bully", + "se", + "bulge", + "k", + "Self", + "st", + "ss", + "unk", + "Self", + "voluminous", + "b" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "bulk", + "bulk", + "Bulk", + "Bulk", + "bul", + "bul", + "Bul", + "BUL", + "BUL", + "Bul", + "bull", + "Bulg", + "bulky", + "Bull", + "Bulletin", + "bulkhead", + "bullet", + "bulb", + "bull", + "Bulgaria", + "bulls", + "Bull", + "bully", + "Bulletin", + "bulbs", + "bullying", + "Bulls", + "Bullock", + "bulge", + "bullet", + "Bullet" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "bulk", + "bulk", + "Bulk", + "Bulk", + "BUL", + "bul", + "Bul", + "Bul", + "BUL", + "bul", + "Bulletin", + "Bulletin", + "Bull", + "bully", + "Bull", + "bullying", + "Bulls", + "Bulldogs", + "bull", + "Bulg", + "bullet", + "bull", + "bullied", + "bulge", + "Bulldog", + "BULL", + "bulkhead", + "Bullet", + "Bullet", + "bullies", + "bullets" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "In", + "Let", + "When", + "Since", + "This", + "State", + "It", + "Yes", + "Each", + "You", + "What", + "Here", + "These", + "States", + "Note", + "Equations", + "We", + "Following", + "Substituting", + "For", + "If", + "Like", + "The", + "Given", + "Calculate", + "Although", + "Bulk", + "Based", + "They", + "Comparison", + "Why", + "Is" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 19.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "also", + "score": 6.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "is", + "output_checked": true + }, + { + "concept": "proportional", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "inversely", + "output_checked": true + }, + { + "concept": "these", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "damn", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "controlled", + "output_checked": true + }, + { + "concept": "been", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "bulk", + "output_checked": true + }, + { + "concept": "magnitude", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "respect", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "with", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "concomitant", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "varies", + "output_checked": true + }, + { + "concept": "bzw", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "inversely", + "output_checked": true + }, + { + "concept": "decrease", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rate", + "output_checked": true + }, + { + "concept": "consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "achieved", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "vary", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "varies", + "output_checked": true + }, + { + "concept": "squared", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "square", + "output_checked": true + }, + { + "concept": "state", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "steady", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "obscure", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "steady", + "output_checked": true + }, + { + "concept": "diri", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "rate", + "output_checked": true + }, + { + "concept": "serangan", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "square", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "size", + "output_checked": true + }, + { + "concept": "etre", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "somebody", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "Looking", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "diffusion", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "steady", + "output_checked": true + }, + { + "concept": "formu", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "inevitably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "steady", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "rate", + "output_checked": true + }, + { + "concept": "tersebut", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "size", + "output_checked": true + }, + { + "concept": "when", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "downright", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "controlled", + "output_checked": true + }, + { + "concept": "errori", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "by", + "output_checked": true + }, + { + "concept": "mainly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "controlled", + "output_checked": true + }, + { + "concept": "steadily", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "steady", + "output_checked": true + }, + { + "concept": "stockno", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "behavi", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "bulk", + "output_checked": true + }, + { + "concept": "txtbtn", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "self", + "output_checked": true + }, + { + "concept": "kontinuier", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ncols", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "diffusion", + "output_checked": true + }, + { + "concept": "underpinned", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "appreciable", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "sizes", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "subjected", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "size", + "output_checked": true + }, + { + "concept": "holistic", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "bulk", + "output_checked": true + }, + { + "concept": "protagon", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "self", + "output_checked": true + }, + { + "concept": "facilitated", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "diffusion", + "output_checked": true + }, + { + "concept": "correlation", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "inversely", + "output_checked": true + }, + { + "concept": "velocities", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "diffusion", + "output_checked": true + }, + { + "concept": "increasing", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "with", + "output_checked": true + }, + { + "concept": "equal", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "is", + "output_checked": true + }, + { + "concept": "significantly", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "varies", + "output_checked": true + }, + { + "concept": "distance", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "distances", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "enmity", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "is", + "output_checked": true + }, + { + "concept": "fielder", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "continuous", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "intrinsic", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tamanho", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "textSize", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "size", + "output_checked": true + }, + { + "concept": "grain", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "size", + "output_checked": true + }, + { + "concept": "diameter", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "size", + "output_checked": true + }, + { + "concept": "its", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "The", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-08__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-08__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-08__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-08__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-08__heatmap.png" + } + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-09", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Lattice-diffusion creep 9", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A high-temperature specimen elongates as missing-site defects carry mass transport through the interiors of its constituent crystals.", + "prompt_tail": "A high-temperature specimen elongates as missing-site defects carry mass transport through the interiors of its constituent crystals.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice-diffusion-creep", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "Herring", + "surfaces": [ + "Herring" + ], + "token_ids": [ + 187758, + 104598 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 41415, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 1694 + }, + { + "label": "Herring", + "best_rank": 54572, + "best_depth": 55.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 6351 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "odium", + "unica", + "elli", + "odi", + "ilah", + "ervo", + "wadi", + "iber", + "udi", + "Kodi", + "Burbank", + "hacerse", + "Beverungen", + "inking", + "avil", + "avia", + "ahs", + "ayya", + "ayani", + "aforementioned", + "wit", + "Eber", + "omata", + "okok", + "unun", + "nev" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "overheard", + "ayani", + "udi", + "rodeo", + "odi", + "ServiceID", + "arpur", + "Imperio", + "aville", + "arita", + "Kodi", + "anio", + "erver", + "ervo", + "cil", + "avil", + "uded", + "Toto", + "qat", + "alco", + "zk", + "odil" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "arita", + "rodeo", + "arpur", + "odi", + "anio", + "aville", + "alco", + "erver", + "ervo", + "cil", + "Imperio", + "ServiceID", + "uded", + "qat", + "ta", + "empleados", + "odil", + "elli" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Europ", + "rehabilitated", + "vesicular", + "mt", + "conferred", + "fs", + "directors" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "tration", + "Arbor", + "PCR", + "plings", + "Raptors", + "longer", + "laparoscopic", + "arantine", + "ogenies", + "Razer", + "KNN", + "formed", + "JPanel", + "doubled", + "Bamboo", + "wget", + "Alhaji", + "Genesis", + "HPLC", + "Verstappen", + "pivoted", + "genesis", + "Raptor", + "crete" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "rehabilitated", + "Infect", + "Europ", + "vesicular", + "squares", + "conferred", + "pneumatic", + "calmed", + "Inflater", + "mt", + "remotely", + "ductory", + "appealed", + "nye" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "calmed", + "authenticate", + "tesla", + "vesicular", + "Aluminum", + "rehabilitated", + "directors", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "udi", + "arita", + "wadi", + "anio", + "overheard", + "aville", + "odi", + "ayani", + "rodeo", + "ServiceID", + "cil", + "uded", + "erver", + "odil", + "arpur", + "alco", + "ta", + "empleados", + "avil", + "Imperio", + "Kodi", + "ink", + "zki" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "ahs", + "wadi", + "quilla", + "udi", + "anio", + "overheard", + "erver", + "cil", + "ayani", + "Imperio", + "aville", + "it", + "rodeo", + "ServiceID", + "odi", + "uded", + "odil", + "ta", + "sel", + "empleados", + "ths", + "Toto", + "avil", + "Fairbanks" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "infect", + "sociale", + "flare", + "Infect", + "vesicular", + "squares", + "mt", + "authenticate", + "pneumatic", + "puis", + "rehabilitated", + "conferred", + "directors", + "Adriatic", + "Inflater", + "reefs", + "verder", + "seren", + "finn", + "fs" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "gehend", + "t", + "fif", + "ively", + "heartedly", + "rog", + "esimerkiksi", + "Moreover", + "hearted", + "ujos", + "odora", + "ures", + "iven", + "filosof", + "f", + "uri", + "med" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "gehend", + "Moreover", + "med", + "fif", + "fato", + "uri", + "osof", + "Kalau", + "heartedly", + "hearted", + "esimerkiksi", + "iven", + "voila", + "s", + "cetera", + "certainly", + "beispielsweise", + "ively", + "do" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "gehend", + "uri", + "digamos", + "fif", + "fato", + "ujos", + "do", + "Moreover", + "iven", + "osof", + "sage", + "t", + "f", + "selves", + "Kalau", + "voila", + "ures", + "esimerkiksi", + "ve", + "sen" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "s", + "laissez", + "do", + "gehend", + "selves", + "uri", + "fif", + "digamos", + "urious", + "lenen", + "vajj", + "proverbial", + "credo", + "tyle", + "iven", + "enorm", + "perd", + "verd", + "fato" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "xr", + "dynamics", + "Dynamics", + "urably", + "fif", + "sheep", + "sheep", + "vehement", + "woolen", + "sensibility", + "sistemi", + "incessant", + "uptools", + "instances", + "expans", + "assertions", + "oved", + "oven", + "tedir" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "xr", + "Fallout", + "sheep", + "sporadic", + "sensibility", + "sheep", + "Dynamics", + "urably", + "fortitude", + "nnnn", + "ODM", + "Etc", + "dynamics", + "virtue", + "DataSource", + "astronom", + "gems", + "sistemi", + "assertions", + "rrrr", + "opus", + "woolen", + "sensual", + "Societe", + "imperative", + "unfounded" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "psychic", + "PLOAD", + "DataSource", + "additive", + "typescript", + "thoughtful", + "Fallout", + "whisk", + "sensibility", + "Notas", + "discord", + "chipset", + "homer", + "defensive", + "novelty", + "oteric", + "cryptic", + "affe", + "stderr", + "geek", + "ODM", + "endocrine" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "pvc", + "permeates", + "psi", + "theor", + "MNOP", + "Solaris", + "gdf", + "gaze", + "Tetrahedron", + "radiol", + "psyche", + "aneous", + "PSI", + "ibacter", + "psyched", + "circumvent", + "undesirable", + "snowboard", + "loko", + "bloodstream", + "hemeral", + "nnet", + "whisk", + "mucous", + "Molecules", + "dirigentes", + "ogenous", + "AAAAAAAA" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "eman", + "permeates", + "buss", + "radiol", + "dailySales", + "permeate", + "undesirable", + "piro", + "warrantless", + "rogen", + "oretic", + "melanin", + "fundamental", + "lumen", + "jellem", + "mut", + "radiometric", + "Mass", + "ochemical", + "ske", + "NotImplemented", + "zuz", + "Implicit", + "s", + "hydrocarbon" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "massless", + "Mass", + "Transporte", + "mass", + "amass", + "MASS", + "permeate", + "mass", + "colLast", + "EOUS", + "eous", + "livestock", + "transmembrane", + "lossless", + "aporte", + "warrantless", + "rmsg", + "momentum", + "meso", + "Mannschaften", + "biomass", + "Essence", + "ritus", + "Massa", + "Mass", + "Moisture", + "Wasserstein", + "undesirable", + "Masse" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Mass", + "massless", + "mass", + "Diffusion", + "Diffusion", + "MASS", + "mass", + "Mass", + "amass", + "rmsg", + "meso", + "Massa", + "permeate", + "diffusion", + "Transporte", + "diffusion", + "Massage", + "TST", + "Accent", + "Essence", + "Massage", + "Masse", + "Masses", + "Diffuse", + "LESS", + "fluss" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "mass", + "Mass", + "mass", + "MASS", + "Mass", + "massa", + "Massa", + "massless", + "Diffusion", + "MASS", + "Diffusion", + "Transporte", + "biomass", + "diffusion", + "transporte", + "Masse", + "diffusion", + "amass", + "Essence", + "Harness", + "meso", + "Masses", + "omass", + "transport", + "Transport", + "fluss", + "diss", + "massif" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "mass", + "mass", + "Mass", + "massa", + "masse", + "Mass", + "MASS", + "masses", + "Massa", + "MASS", + "Masses", + "Masse", + "massless", + "amass", + "ions", + "masa", + "Diffusion", + "omass", + "biomass", + "moss", + "molar", + "Moss", + "Transporte", + "Ions", + "Diffusion", + "transmembrane", + "mole" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "mass", + "mass", + "Mass", + "Mass", + "massa", + "masse", + "masses", + "MASS", + "MASS", + "Massa", + "Masses", + "Masse", + "massless", + "masa", + "omass", + "masa", + "massif", + "amass", + "massac", + "biomass", + "masas" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "mass", + "mass", + "Mass", + "Mass", + "balloon", + "masse", + "massa", + "SAS", + "omass", + "band", + "asas", + "mannen", + "Pued", + "tores", + "ichi", + "massac" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "mass", + "a", + "I", + "py", + "However", + "Mass", + "Unlike", + "e", + "In", + "You", + "How", + "Many", + "The", + "Let", + "Given", + "mass", + "For", + "Each", + "Since", + "Here", + "Only", + "Interestingly", + "Large", + "pit", + "What", + "Note", + "Because", + "Ion", + "proteins", + "Why", + "a", + "While" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 70751, + 50339, + 50240, + 198393, + 217432, + 202770, + 199424, + 48021, + 54118, + 189516, + 164660, + 209547, + 194691, + 208656, + 185571, + 99809, + 60543, + 66086, + 70544, + 41416, + 55185, + 96614, + 93471, + 122666, + 114111, + 31921 + ] + }, + { + "label": "Herring", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 140887, + 184306, + 177021, + 63149, + 37959, + 64920, + 62619, + 183704, + 184502, + 54644, + 67328, + 70945, + 61529, + 57129, + 54573, + 114508, + 125937, + 224368, + 192679, + 200566, + 170718, + 228366, + 243343, + 210574, + 75255, + 92738 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 45160, + 41777, + 19498, + 3522, + 10494, + 1695, + 5875, + 9744, + 4751, + 9628, + 19273, + 7357, + 3566, + 12369 + ] + }, + { + "label": "Herring", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 121570, + 79916, + 69935, + 93863, + 40453, + 17854, + 19186, + 32095, + 14781, + 6352, + 37475, + 78665, + 58740, + 96737 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "lunatic", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "sample", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "pvc", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ates", + "output_checked": true + }, + { + "concept": "tradeoffs", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "aporta", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "elongation", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "ates", + "output_checked": true + }, + { + "concept": "lattice", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "crystals", + "output_checked": true + }, + { + "concept": "constituents", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "constituent", + "output_checked": true + }, + { + "concept": "manner", + "score": 2.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "seventeen", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "constituent", + "output_checked": true + }, + { + "concept": "unjust", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "richness", + "score": 2.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "as", + "output_checked": true + }, + { + "concept": "preponder", + "score": 2.0, + "best_rank": 4, + "best_depth": 51.1, + "near_token": "site", + "output_checked": true + }, + { + "concept": "forth", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "elong", + "output_checked": true + }, + { + "concept": "oto", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "tribulations", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "elong", + "output_checked": true + }, + { + "concept": "ROC", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "elong", + "output_checked": true + }, + { + "concept": "hoses", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "topaz", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "crystals", + "output_checked": true + }, + { + "concept": "psychic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "havent", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "displace", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "through", + "output_checked": true + }, + { + "concept": "INE", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "high", + "output_checked": true + }, + { + "concept": "compositional", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "chorizo", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "as", + "output_checked": true + }, + { + "concept": "massless", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Zak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "niz", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "crystals", + "output_checked": true + }, + { + "concept": "Leng", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "ates", + "output_checked": true + }, + { + "concept": "flaws", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "extension", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "elong", + "output_checked": true + }, + { + "concept": "minerals", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "crystals", + "output_checked": true + }, + { + "concept": "viens", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "A", + "output_checked": true + }, + { + "concept": "vendo", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "egreg", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "Gewerks", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "site", + "output_checked": true + }, + { + "concept": "ghostly", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "missing", + "output_checked": true + }, + { + "concept": "stoneware", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "mts", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "missing", + "output_checked": true + }, + { + "concept": "spoon", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "matlab", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Bavaria", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "dhat", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "Elements", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "constituent", + "output_checked": true + }, + { + "concept": "eman", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "aporte", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "Amat", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "FormComponent", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "constituent", + "output_checked": true + }, + { + "concept": "tuk", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "lard", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "priori", + "score": 1.0, + "best_rank": 3, + "best_depth": 40.4, + "near_token": "as", + "output_checked": true + }, + { + "concept": "ZrO", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "missing", + "output_checked": true + }, + { + "concept": "thru", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "through", + "output_checked": true + }, + { + "concept": "pessoa", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "mnist", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "as", + "output_checked": true + }, + { + "concept": "variously", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "constituent", + "output_checked": true + }, + { + "concept": "implique", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "site", + "output_checked": true + }, + { + "concept": "MenuInflater", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "impediments", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "carry", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "s", + "st", + "ve", + "se", + "ation", + "ter", + "th", + "wh", + "ers", + "res", + "and", + "ment", + "le", + "row", + "ng", + "ther", + "gh", + "ar", + "ne", + "mathrm", + "ook", + "sa", + "yst", + "inter", + "left", + "ype", + "text", + "any", + "ob", + "anc" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "t", + "or", + "es", + "is", + "ers", + "r", + "ie", + "comp", + "ne", + "az", + "ner", + "br", + "son", + "ware", + "sl", + "iled", + "Ge", + "ir", + "qual", + "mais", + "assert", + "More", + "mente", + "sav", + "ju" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "su", + "j", + "ust", + "ib", + "ge", + "one", + "erv", + "ask", + "te", + "iew", + "ild", + "ound", + "left", + "pe", + "ob", + "itt", + "ON", + "cept", + "bet", + "ict", + "ible", + "pol", + "roup", + "uring", + "raph", + "ext", + "ke" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "ro", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "du", + "ge", + "ber", + "row", + "St", + "pr", + "mathrm", + "sa", + "de", + "St", + "col" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "on", + "he", + "en", + "s", + "m", + "de", + "qu", + "ra", + "pro", + "com", + "ity", + "The", + "le", + "ha", + "from", + "ad", + "The", + "which", + "com", + "i", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "who" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "he", + "re", + "en", + "at", + "an", + "it", + "is", + "ar", + "le", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "g", + "ol", + "ig", + "ur", + "ve", + "de", + "ay", + "qu", + "ir", + "os", + "ly", + "ra", + "ri", + "and" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "ort", + "se", + "L" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ment", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "lic", + "St", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "set", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "of", + "eat", + "sof", + "n", + "ization", + "photograph", + "perfectly", + "they", + "liaison", + "Publicity", + "tio", + "e", + "antes", + "second", + "lid", + "officially" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "perfectly", + "officially", + "youtu", + "remember", + "sof", + "e", + "n", + "ischen", + "photograph", + "technically", + "grandfather", + "aal", + "eat", + "EG", + "superstar", + "liaison", + "tentative", + "bringen", + "mellow", + "ampio", + "Publicity" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "damn", + "superstar", + "Tog", + "fielder", + "e", + "substantial", + "immense", + "reliance", + "Verenigde", + "Publicity", + "ET", + "officially", + "demise", + "tog", + "fourteenth", + "ameri", + "perfectly", + "reput", + "slash", + "behalf", + "somebody", + "organization" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "damn", + "readily", + "Tog", + "ET", + "kowy", + "asesin", + "ischen", + "immense", + "self", + "slight", + "Looking", + "demise", + "fielder", + "gigantic", + "profoundly", + "Considerable", + "PA", + "slash", + "superstar", + "currently", + "Verenigde", + "fourteenth", + "ameri" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "damn", + "asesin", + "Tog", + "immense", + "demise", + "readily", + "profoundly", + "slight", + "scathing", + "kowy", + "ET", + "currently", + "decid", + "avrebbe", + "fielder", + "Considerable", + "tremendous", + "gigantic", + "declining", + "ischen", + "circuitry" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "scathing", + "damn", + "profoundly", + "vergang", + "asesin", + "ujar", + "earnestly", + "ameri", + "phenoxymethyl", + "subter", + "photospheric", + "Diageo", + "another", + "actuellement", + "demise", + "another", + "slight", + "decid", + "enraged", + "Deutscher", + "fielder" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "scathing", + "profoundly", + "of", + "amidst", + "exacerbated", + "vergang", + "tumultuous", + "exasper", + "championed", + "erstwhile", + "February", + "during", + "southeastern", + "exhilar", + "through", + "former", + "northwestern" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "mechanisms", + "of", + "mediated", + "through", + "promoting", + "mediated", + "facilitating", + "promoting", + "excessively", + "resulting", + "preventing", + "facilitated", + "devoid", + "instigated", + "causing", + "exerting", + "convective", + "external", + "gradually", + "tion", + "vergang", + "their", + "detrimental" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "facilitated", + "mechanisms", + "impeded", + "through", + "impeding", + "negatively", + "gradually", + "mediated", + "destabil", + "hindrance", + "upheaval", + "hindered", + "hindering", + "permeated", + "inability", + "detrimental", + "fueled", + "misguided", + "unintentionally", + "slow", + "actively", + "adversely", + "intensified", + "accumulating", + "facilitating", + "inadvertently", + "exacerbated", + "instigated", + "resulting", + "gradual", + "undesirable" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "through", + "wandering", + "massive", + "cohesive", + "directed", + "facilitated", + "movement", + "focused", + "driven", + "intrinsic", + "concerted", + "guided", + "hindrance", + "well", + "development", + "actively", + "Cove", + "hindered", + "though", + "channeled", + "slow", + "highly", + "spontaneous", + "booming", + "collective", + "definite", + "outward", + "deliberate", + "resilient", + "pervasive", + "th", + "their" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "facilitated", + "pervasive", + "mass", + "concerted", + "massive", + "fundamental", + "misguided", + "localized", + "orchestrated", + "guided", + "intrinsic", + "nanoscale", + "cohesive", + "inherent", + "mechanisms", + "mediated", + "impeded", + "transport", + "movement", + "channel", + "fluid", + "pathways", + "undesirable", + "conducting", + "foundational", + "trapped", + "coordinated", + "viscous", + "Lorsque", + "mediating", + "dispersing", + "processions" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "mass", + "massive", + "mass", + "transport", + "MASS", + "Mass", + "momentum", + "passive", + "ballistic", + "energy", + "facilitated", + "mediated", + "MASS", + "masses", + "massless", + "MIDI", + "rapid", + "biomass", + "movement", + "viscous", + "aggravated", + "massif", + "lossless", + "simultaneous", + "exaggerated", + "magma", + "materials", + "flux", + "transporting", + "wartime", + "localized", + "massively" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "mass", + "Mass", + "mass", + "diffusion", + "Diffusion", + "transport", + "Mass", + "MASS", + "diffusion", + "MASS", + "Diffusion", + "masa", + "masses", + "diffusive", + "massif", + "diffusing", + "omass", + "massa", + "diffus", + "massless", + "Darcy", + "movement", + "massive" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "mass", + "mass", + "Mass", + "Mass", + "masses", + "MASS", + "MASS", + "masa", + "massa", + "diffusion", + "transport", + "massif", + "omass", + "diffusion", + "Diffusion", + "Massa", + "masse", + "Masses", + "masa", + "massless", + "Masse", + "Diffusion", + "Masa", + "masas", + "diffusive", + "Massachusetts" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "mass", + "mass", + "Mass", + "masses", + "Mass", + "massa", + "masse", + "MASS", + "masa", + "Massa", + "MASS", + "Masses", + "masa", + "Masse", + "bulk", + "M", + "Masa", + "bulk", + "omass", + "m", + "massif", + "masas", + "ions", + "m" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "mass", + "mass", + "Mass", + "Mass", + "masses", + "massa", + "masa", + "masse", + "MASS", + "MASS", + "Massa", + "Masses", + "masa", + "Masse", + "masas", + "Masa", + "omass", + "massif", + "MAS", + "massless", + "mas" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "mass", + "mass", + "Mass", + "Mass", + "omass", + "massa", + "masse", + "MASS", + "masa", + "Massa", + "MASS", + "masses", + "MAS", + "masa", + "Masse", + "Masses", + "massless", + "Masa" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "mass", + "a", + "I", + "py", + "However", + "Mass", + "Unlike", + "e", + "In", + "You", + "How", + "Many", + "The", + "Let", + "Given", + "mass", + "For", + "Each", + "Since", + "Here", + "Only", + "Interestingly", + "Large", + "pit", + "What", + "Note", + "Because", + "Ion", + "proteins", + "Why", + "a", + "While" + ] + } + ], + "logit_surprising": [ + { + "concept": "been", + "score": 9.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "missing", + "output_checked": true + }, + { + "concept": "and", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "elong", + "output_checked": true + }, + { + "concept": "readily", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "their", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "slight", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "respective", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "own", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "its", + "output_checked": true + }, + { + "concept": "elongation", + "score": 5.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "elong", + "output_checked": true + }, + { + "concept": "pertaining", + "score": 4.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "missing", + "output_checked": true + }, + { + "concept": "during", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "elong", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "demise", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "elong", + "output_checked": true + }, + { + "concept": "apre", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "ates", + "output_checked": true + }, + { + "concept": "wan", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "substantially", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "constituent", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "impeded", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "devoid", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "pathway", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "site", + "output_checked": true + }, + { + "concept": "components", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "constituent", + "output_checked": true + }, + { + "concept": "facilitated", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "significantly", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ates", + "output_checked": true + }, + { + "concept": "user", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "appellate", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "somebody", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "crystals", + "output_checked": true + }, + { + "concept": "damn", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "crystals", + "output_checked": true + }, + { + "concept": "somehow", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "despicable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "reverting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "potentially", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "site", + "output_checked": true + }, + { + "concept": "severely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "through", + "output_checked": true + }, + { + "concept": "erneut", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "toward", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "through", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "seekBar", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "irrespective", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "as", + "output_checked": true + }, + { + "concept": "resulted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "aufgrund", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "increase", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "as", + "output_checked": true + }, + { + "concept": "situated", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "site", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "problem", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "interconnected", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "constituent", + "output_checked": true + }, + { + "concept": "within", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "crystals", + "output_checked": true + }, + { + "concept": "length", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "ates", + "output_checked": true + }, + { + "concept": "they", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "as", + "output_checked": true + }, + { + "concept": "samples", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "lattice", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "crystals", + "output_checked": true + }, + { + "concept": "constituents", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "constituent", + "output_checked": true + }, + { + "concept": "autre", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "for", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "imparted", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "hindered", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "moderate", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "examination", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "resulting", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "stagn", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "salient", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "sample", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "entire", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-09__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-09__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-09__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-09__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-09__heatmap.png" + } + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-10", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Lattice-diffusion creep 10", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Under a small tensile load, bulk diffusion moves atoms toward faces normal to the loading direction, producing gradual axial extension.", + "prompt_tail": "Under a small tensile load, bulk diffusion moves atoms toward faces normal to the loading direction, producing gradual axial extension.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice-diffusion-creep", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "Herring", + "surfaces": [ + "Herring" + ], + "token_ids": [ + 187758, + 104598 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 13567, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 6291 + }, + { + "label": "Herring", + "best_rank": 40691, + "best_depth": 51.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 1096 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "odium", + "unica", + "odi", + "udi", + "ervo", + "ahs", + "wadi", + "Kodi", + "elli", + "ilah", + "Beverungen", + "ayya", + "Burbank", + "avil", + "inking", + "avia", + "hacerse", + "ayani", + "iber", + "wit", + "Sever", + "shortage", + "servicemen", + "newspaper", + "zk", + "unun" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "overheard", + "udi", + "ayani", + "ServiceID", + "arpur", + "odi", + "rodeo", + "anio", + "aville", + "arita", + "Imperio", + "Kodi", + "erver", + "avil", + "uded", + "zki", + "ervo", + "cil", + "iasa", + "alco", + "Toto", + "qat" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "arita", + "rodeo", + "anio", + "aville", + "odi", + "arpur", + "alco", + "cil", + "Imperio", + "ServiceID", + "uded", + "erver", + "ervo", + "ta", + "empleados", + "qat", + "odil", + "zki", + "avil" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "rehabilitated", + "Europ", + "vesicular", + "mt", + "directors", + "conferred", + "Aluminum" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Fountain", + "graisse", + "odium", + "quilla", + "ta", + "rodeo", + "arita", + "arpur", + "overheard", + "uded", + "wadi", + "tox", + "lova", + "erver", + "ahs", + "Imperio", + "unica", + "ayani", + "alco", + "Sever", + "ervo", + "FAS", + "Gra", + "Thunderbird" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "Infect", + "rehabilitated", + "Europ", + "vesicular", + "Inflater", + "squares", + "calmed", + "pneumatic", + "conferred", + "ductory", + "Aluminum", + "mt", + "remotely", + "appealed" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "authenticate", + "calmed", + "rehabilitated", + "tesla", + "vesicular", + "directors", + "Aluminum", + "mt", + "ductory" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "wadi", + "udi", + "arita", + "ahs", + "anio", + "overheard", + "ayani", + "aville", + "odi", + "rodeo", + "ServiceID", + "cil", + "arpur", + "alco", + "uded", + "erver", + "ta", + "empleados", + "odil", + "avil", + "Imperio", + "Kodi", + "zki", + "rekening" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "ahs", + "wadi", + "udi", + "quilla", + "anio", + "overheard", + "ayani", + "aville", + "cil", + "Imperio", + "erver", + "rodeo", + "ServiceID", + "it", + "odi", + "uded", + "odil", + "alco", + "ta", + "empleados", + "arpur", + "sel", + "ths", + "Toto" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "flare", + "sociale", + "infect", + "Infect", + "vesicular", + "squares", + "authenticate", + "mt", + "directors", + "conferred", + "rehabilitated", + "pneumatic", + "Inflater", + "Europ", + "calmed", + "fs", + "puis", + "reefs", + "verder" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "gehend", + "fif", + "heartedly", + "t", + "urious", + "credo", + "rog", + "uette", + "ujos", + "fato", + "eness", + "ures", + "siz", + "exuber", + "esimerkiksi", + "uri", + "udades", + "uating", + "theater", + "med", + "folds", + "idades", + "enorm" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "fato", + "fif", + "heartedly", + "gehend", + "Kalau", + "urious", + "uette", + "udir", + "voila", + "uri", + "credo", + "folds", + "osof", + "uating", + "istically", + "hearted", + "esimerkiksi", + "urably", + "med", + "iven", + "certainly", + "udades", + "ujos", + "t", + "ures" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "fato", + "urious", + "med", + "uri", + "gehend", + "fif", + "particular", + "uette", + "uating", + "voila", + "enorm", + "t", + "Kalau", + "ujos", + "folds", + "credo", + "expans", + "exuber", + "loff", + "determinados", + "er", + "ures", + "certainly", + "istically", + "udir", + "wobei", + "digamos" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "urious", + "expans", + "particular", + "credo", + "exuber", + "requisite", + "decadent", + "enorm", + "fato", + "laissez", + "perfect", + "fif", + "uri", + "folds", + "ures", + "proverbial", + "manner", + "loff", + "med", + "do", + "ovin", + "gehend", + "vehement", + "perd", + "zeug", + "voila" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sensibility", + "expans", + "xr", + "credo", + "Etc", + "fif", + "lavish", + "urably", + "requisite", + "vb", + "manifest", + "refinements", + "particular", + "vehement", + "ujah", + "er", + "manner", + "Einstellung", + "metamorph", + "decadent", + "Bela", + "persist", + "voila" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "rrrr", + "nnnn", + "xr", + "sensibility", + "ary", + "metaphysical", + "slow", + "expans", + "whisk", + "rrr", + "timid", + "Etc", + "softening", + "sby", + "fortitude", + "Joints", + "XK", + "dud", + "mama", + "heml", + "mouse", + "vb", + "gothic", + "opus", + "Romeo" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "thoughtful", + "additive", + "psychic", + "softened", + "PLOAD", + "edging", + "accruing", + "softener", + "WRITE", + "tedious", + "typescript", + "rectangles", + "timid", + "a", + "tentatively", + "metaphysical", + "nimble", + "slow", + "sensibility", + "PSY", + "novelty", + "softening" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "incrementally", + "slow", + "Increment", + "timid", + "accruing", + "softening", + "Smoothing", + "Neuroscience", + "Gnome", + "attempted", + "slowed", + "Contour", + "Increment", + "aneous", + "gdf", + "softened", + "ZA", + "MNOP", + "lenta", + "cautious", + "sword", + "gesamte", + "esc", + "Bz", + "dfs", + "sinusoidal", + "hesitant", + "umento", + "softens", + "PSI", + "buoyancy" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "incrementally", + "t", + "consequ", + "gradual", + "determinadas", + "bepaalde", + "determinada", + "dac", + "eterminate", + "umento", + "Increment", + "Increment", + "lenta", + "determinante", + "modificaciones", + "slow", + "intrinsic", + "bestimmte", + "Note", + "aneous", + "rall", + "Einstellung", + "Slow", + "Incremental", + "instantaneously", + "shaft", + "incremento", + "gewisse", + "Transformation", + "extend" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "incrementally", + "gradually", + "gradual", + "slow", + "steadily", + "slowly", + "ejes", + "lenta", + "lengthwise", + "tedious", + "Incremental", + "lento", + "lentamente", + "incremental", + "tentatively", + "monotonic", + "timid", + "elongate", + "langsam", + "cautiously", + "instantaneously", + "yearly", + "lineales", + "slightly", + "Increment", + "anthracene", + "subtly", + "Gradually" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "incrementally", + "slow", + "lengthwise", + "gradual", + "gradually", + "Incremental", + "slowly", + "Astron", + "Infant", + "langsam", + "tedious", + "Prend", + "Thrust", + "ulous", + "timid", + "slightly", + "Anxiety", + "circumferential", + "lenta", + "tentatively", + "elongate", + "incremental", + "extensible", + "acne", + "ILayout", + "acycl", + "ejes", + "ious", + "dynasty" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "gradually", + "gradual", + "incrementally", + "slowly", + "slow", + "langsam", + "Gradually", + "Incremental", + "progressively", + "grad", + "steadily", + "Slowly", + "lengthwise", + "incremental", + "Infant", + "subtly", + "lenta", + "grad", + "ulous", + "lentamente", + "cautiously", + "poco", + "GRAD", + "yielding", + "slightly", + "Subtle", + "Grad", + "gently" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "grad", + "grad", + "gradually", + "Grad", + "Grad", + "gradual", + "axial", + "axial", + "Gradually", + "GRAD", + "GRAD", + "Axial", + "slowly", + "ial", + "gradu", + "graduated", + "graduellement", + "gradation", + "AX", + "graduate", + "Ax", + "axes", + "graded", + "slow", + "graded", + "axially", + "AX", + "axes" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "grad", + "grad", + "Grad", + "Grad", + "gradual", + "gradually", + "axial", + "axial", + "GRAD", + "graduated", + "GRAD", + "Gradually", + "Axial", + "gradu", + "graduate", + "axes", + "AX", + "Ax", + "AX", + "gradation", + "slowly", + "graduates", + "gradi", + "ial", + "slow", + "graded", + "grads", + "ograd", + "axes", + "graded" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "grad", + "Grad", + "grad", + "Grad", + "gradual", + "gradually", + "axial", + "axial", + "Ax", + "AX", + "Axial", + "Gradually", + "graduated", + "AX", + "axes", + "GRAD", + "GRAD", + "Axis", + "graduellement", + "axes", + "Axel", + "eixo", + "graduate", + "axe", + "Axes", + "grads", + "graduates", + "Axis", + "ial" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "This", + "Grad", + "In", + "However", + "It", + "Extension", + "Each", + "The", + "There", + "the", + "We", + "For", + "They", + "To", + "These", + "extension", + "thought", + "Note", + "Transfer", + "Small", + "I", + "All", + "You", + "Since", + "Work", + "but", + "If", + "Following", + "Translation", + "we", + "My", + "Conversion" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 58601, + 47305, + 50015, + 198227, + 71658, + 202932, + 198592, + 48079, + 51075, + 186087, + 101609, + 167524, + 147228, + 115506, + 82664, + 33588, + 16716, + 40379, + 60694, + 13568, + 19614, + 53592, + 42777, + 54436, + 61827, + 23897 + ] + }, + { + "label": "Herring", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 158305, + 186956, + 177841, + 62501, + 173329, + 63365, + 63356, + 182398, + 186851, + 63707, + 70253, + 52055, + 54536, + 40692, + 55277, + 69019, + 105200, + 160012, + 96568, + 85281, + 83840, + 66843, + 181444, + 140632, + 61374, + 19676 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 31287, + 37365, + 28869, + 8211, + 19903, + 21159, + 6292, + 7230, + 38823, + 28720, + 42986, + 38191, + 43700, + 77693 + ] + }, + { + "label": "Herring", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 79440, + 54629, + 42794, + 96713, + 95672, + 20049, + 11854, + 25090, + 3784, + 3812, + 4037, + 1097, + 9637, + 8776 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "incrementally", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "strength", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "thereof", + "score": 3.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "bulk", + "output_checked": true + }, + { + "concept": "leve", + "score": 3.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "Under", + "output_checked": true + }, + { + "concept": "Transporte", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "fato", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Ine", + "score": 2.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "shortening", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "Ancient", + "score": 2.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "quelli", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "atoms", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "exertions", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "gradually", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "determinado", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "goddess", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "preval", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "sensibility", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "gentle", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "FIVE", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "small", + "output_checked": true + }, + { + "concept": "Ontology", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "diffusion", + "output_checked": true + }, + { + "concept": "ampere", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "HOMO", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "dispuestos", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "axis", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "allong", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "cosines", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "orientations", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "backcountry", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "cityName", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "moves", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "dure", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "small", + "output_checked": true + }, + { + "concept": "constitucional", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "bulk", + "output_checked": true + }, + { + "concept": "contribut", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "determinante", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "Chub", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "bulk", + "output_checked": true + }, + { + "concept": "implique", + "score": 1.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "Cavalry", + "score": 1.0, + "best_rank": 10, + "best_depth": 68.1, + "near_token": "load", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "ation", + "th", + "wh", + "ers", + "res", + "and", + "ive", + "row", + "ng", + "ther", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "ype", + "any", + "anc", + "ey", + "ton", + "der", + "tr", + "pect", + "red", + "IN", + "tern" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "son", + "sl", + "assert", + "rence", + "umeric", + "sap", + "perk", + "haute", + "ocs", + "aquele", + "menes", + "optimally", + "ovvero", + "samp", + "uq", + "conflicted", + "sman", + "validType", + "Tran" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "y", + "j", + "ch", + "ive", + "ust", + "math", + "ib", + "ast", + "ge", + "one", + "te", + "iew", + "ound", + "ike", + "left", + "ob", + "itt", + "ON", + "ict", + "ible", + "pol", + "result", + "uc", + "uring", + "raph", + "ext", + "vari", + "gu" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "al", + "ou", + "ro", + "l", + "im", + "ation", + "st", + "ir", + "th", + "est", + "wh", + "ist", + "ain", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "ile", + "ice", + "ab", + "du", + "ge", + "ber", + "ear" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "de", + "ch", + "qu", + "ess", + "ity", + "The", + "le", + "ha", + "ad", + "us", + "which", + "com", + "i", + "ar", + "yst", + "che", + "ag", + "ize", + "we", + "est", + "ric", + "my", + "oint", + "mask" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "or", + "an", + "it", + "is", + "le", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "ve", + "de", + "ir", + "ly", + "ere", + "com", + "pe", + "end", + "ill", + "ath", + "ex", + "or", + "art" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "D", + "com", + "ort" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ring", + "ar", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "eat", + "sof", + "gambar", + "e", + "n", + "s", + "ers", + "second", + "photograph", + "youtu", + "heer", + "met", + "equip", + "rede", + "sehen", + "eux", + "bringen", + "wunder", + "sli", + "drap", + "sina" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "e", + "s", + "of", + "reput", + "youtu", + "sof", + "gambar", + "second", + "photograph", + "eat", + "successfully", + "sensitivity", + "slightly", + "equip", + "has", + "refuge", + "Ep", + "imitation", + "EG", + "heer", + "sli", + "successor", + "ameri" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "e", + "reput", + "substantially", + "substantial", + "fielder", + "equip", + "readily", + "Will", + "tanti", + "Tog", + "slightly", + "ameri", + "imitation", + "activated", + "immense", + "circuitry", + "EW", + "garanti", + "liability", + "fourteenth" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "readily", + "slightly", + "ameri", + "Tog", + "circuitry", + "equip", + "accepted", + "activated", + "similar", + "any", + "shaped", + "elicited", + "er", + "com", + "substantial", + "apre", + "caution", + "avrebbe", + "fielder", + "e", + "decid", + "l", + "Will", + "substantially", + "lichkeit" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "slightly", + "Tog", + "circuitry", + "avrebbe", + "equip", + "accepted", + "immense", + "readily", + "similar", + "lichkeit", + "acciaio", + "asesin", + "decid", + "ampio", + "Will", + "elicited", + "activated", + "caution", + "impending", + "schap", + "Considerable", + "damn", + "undoubtedly", + "indiv" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "continued", + "substantially", + "slightly", + "continued", + "reluctant", + "profoundly", + "stanno", + "reluctantly", + "sigh", + "slightly", + "caution", + "ameri", + "outraged", + "despicable", + "elicited", + "elated", + "substantial", + "considerably", + "also", + "applause", + "tanti", + "Ik", + "unequivocal", + "impending", + "Uit", + "tremendous" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "S", + "of", + "similar", + "but", + "N", + "profound", + "widespread", + "perceptible", + "albeit", + "elated", + "l", + "G", + "also", + "associated", + "p", + "caused", + "for", + "continued", + "substantially", + "another", + "DE", + "Result", + "attributable", + "worsening", + "during" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "but", + "albeit", + "relatively", + "resulting", + "gradually", + "localized", + "of", + "facilitated", + "potentially", + "mechanisms", + "results", + "undoubtedly", + "However", + "characterized", + "facilitating", + "largely", + "continued", + "unsurpassed", + "however", + "caused", + "widespread", + "tions", + "imparted", + "engender", + "essentially", + "initially", + "substantially", + "achieved", + "resultant" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "slowly", + "gradually", + "gradual", + "steadily", + "relatively", + "slow", + "moderately", + "facilitated", + "incrementally", + "slower", + "increase", + "moderate", + "localized", + "swelling", + "lessened", + "mechanisms", + "generalized", + "accelerated", + "comparatively", + "hesitant", + "moderated", + "slightly", + "incremental", + "mildly", + "swiftly", + "progressively", + "undoubtedly", + "prolonged", + "increased", + "largely", + "slowed" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "gradual", + "slowly", + "relatively", + "gradually", + "slow", + "slightly", + "increase", + "massive", + "proportional", + "sustained", + "progressive", + "prolonged", + "progressively", + "increasing", + "overall", + "steady", + "localized", + "incremental", + "highly", + "moderate", + "moderately", + "incrementally", + "a", + "substantial", + "widespread", + "swelling", + "exponential", + "protracted", + "development", + "increased", + "measurable", + "proportionate" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "gradual", + "gradually", + "slowly", + "relatively", + "slow", + "a", + "incrementally", + "increasing", + "increase", + "increases", + "s", + "overall", + "increased", + "slightly", + "steady", + "localized", + "steadily", + "substantial", + "sustained", + "progressively", + "long", + "proportional", + "incremental", + "increasingly", + "gentle", + "during", + "moderate", + "predictable", + "protracted", + "lengthening", + "S", + "enhanced" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "gradually", + "slowly", + "gradual", + "slow", + "steadily", + "progressively", + "relatively", + "a", + "langsam", + "axial", + "slightly", + "steady", + "moderate", + "gentle", + "slow", + "incrementally", + "rapidly", + "increasingly", + "grad", + "modest", + "Slowly", + "and", + "gently", + "lentement", + "long", + "graduellement" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "gradual", + "gradually", + "slowly", + "grad", + "axial", + "slow", + "A", + "langsam", + "Slowly", + "a", + "Grad", + "Gradually", + "an", + "d", + "relatively", + "Grad", + "G", + "axial", + "s", + "gentle", + "de", + "moderate", + "Gentle", + "ad" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "gradual", + "gradually", + "slowly", + "grad", + "Gradually", + "Grad", + "grad", + "Slowly", + "Grad", + "slow", + "slow", + "langsam", + "axial", + "graduellement", + "graduated", + "Slow", + "lentement", + "lentamente", + "incrementally", + "axial" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "grad", + "grad", + "Grad", + "Grad", + "gradual", + "gradually", + "axial", + "axial", + "Gradually", + "Axial", + "graduated", + "gradu", + "GRAD", + "gradation", + "GRAD", + "slowly", + "graduate", + "graduates", + "Ax", + "graded", + "AX", + "graduellement", + "extension", + "grads", + "slow" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "grad", + "Grad", + "gradual", + "grad", + "gradually", + "Grad", + "axial", + "graduated", + "Gradually", + "GRAD", + "Axial", + "gradu", + "axial", + "GRAD", + "gradation", + "graduate", + "graduates", + "AX", + "grads", + "graded", + "slowly", + "graduellement", + "Graduate", + "Ax", + "gradio", + "gradi", + "AX" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "grad", + "Grad", + "gradual", + "grad", + "Grad", + "axial", + "gradually", + "axial", + "Axial", + "Ax", + "GRAD", + "AX", + "graduated", + "Gradually", + "gradu", + "AX", + "graduate", + "GRAD", + "axes", + "axis", + "Axis", + "graduates", + "axis", + "grads", + "axes", + "Graduate", + "Axes" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "This", + "Grad", + "In", + "However", + "It", + "Extension", + "Each", + "The", + "There", + "the", + "We", + "For", + "They", + "To", + "These", + "extension", + "thought", + "Note", + "Transfer", + "Small", + "I", + "All", + "You", + "Since", + "Work", + "but", + "If", + "Following", + "Translation", + "we", + "My", + "Conversion" + ] + } + ], + "logit_surprising": [ + { + "concept": "towards", + "score": 10.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "increase", + "score": 8.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "producing", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "damn", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "your", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "aligned", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "normal", + "output_checked": true + }, + { + "concept": "exerted", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "elongation", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "there", + "score": 4.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "impeding", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "gradual", + "output_checked": true + }, + { + "concept": "apre", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "but", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "moves", + "output_checked": true + }, + { + "concept": "strength", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "tersebut", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "bzw", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "gradually", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "gradual", + "output_checked": true + }, + { + "concept": "moderate", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "facilitated", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "diffusion", + "output_checked": true + }, + { + "concept": "approximately", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "load", + "output_checked": true + }, + { + "concept": "loads", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "load", + "output_checked": true + }, + { + "concept": "applied", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "load", + "output_checked": true + }, + { + "concept": "Vereinigte", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": ",", + "output_checked": true + }, + { + "concept": "smear", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "atoms", + "output_checked": true + }, + { + "concept": "readily", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "appealing", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "been", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "bulk", + "output_checked": true + }, + { + "concept": "oppression", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "kinda", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "subjecting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "these", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "diffusion", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "outraged", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "continued", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "assessment", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "encompassed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "bulk", + "output_checked": true + }, + { + "concept": "regions", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "relatively", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "xaxis", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "slowly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "measurement", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "respective", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "sustained", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "oriented", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "sized", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "small", + "output_checked": true + }, + { + "concept": "stretch", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "elongated", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "moved", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "moves", + "output_checked": true + }, + { + "concept": "engender", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "bulk", + "output_checked": true + }, + { + "concept": "pulling", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "slow", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "diffusion", + "output_checked": true + }, + { + "concept": "compressive", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "edge", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "its", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "town", + "score": 1.0, + "best_rank": 3, + "best_depth": 91.5, + "near_token": "small", + "output_checked": true + }, + { + "concept": "grandsons", + "score": 1.0, + "best_rank": 6, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-10__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-10__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-10__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-10__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-lattice-diffusion-creep-10__heatmap.png" + } + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffusionless lattice change 1", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Rapid cooling converts a face-centered parent lattice into a body-centered product whose vertical cell dimension differs from the two horizontal dimensions.", + "prompt_tail": "Rapid cooling converts a face-centered parent lattice into a body-centered product whose vertical cell dimension differs from the two horizontal dimensions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "diffusionless-lattice-change", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + } + ], + "emergence": [ + { + "label": "tetragonal", + "best_rank": 174, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 55 + }, + { + "label": "Bain", + "best_rank": 3256, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 5106 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "odium", + "unica", + "iber", + "elli", + "odi", + "ilah", + "ervo", + "wadi", + "Beverungen", + "udi", + "Kodi", + "ahs", + "hacerse", + "inking", + "aforementioned", + "Eber", + "Burbank", + "ayya", + "wit", + "avil", + "okok", + "avia", + "ovel", + "nev", + "etku", + "Sever", + "ewater" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "rodeo", + "ServiceID", + "arpur", + "odi", + "aville", + "arita", + "Imperio", + "Kodi", + "anio", + "avil", + "uded", + "erver", + "ervo", + "cil", + "zki", + "Toto", + "iasa", + "Fairbanks", + "ayya" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "arita", + "rodeo", + "arpur", + "anio", + "aville", + "odi", + "ervo", + "Imperio", + "ServiceID", + "alco", + "erver", + "cil", + "uded", + "qat", + "ta", + "empleados", + "odil", + "ayya" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Inflater", + "rehabilitated", + "Europ", + "vesicular", + "mt", + "conferred", + "Aluminum", + "fs" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "tration", + "Arbor", + "arantine", + "plings", + "PCR", + "ogenies", + "Raptors", + "JPanel", + "laparoscopic", + "kPa", + "longer", + "formed", + "Bamboo", + "Verstappen", + "Razer", + "Alhaji", + "Genesis", + "gasped", + "KNN", + "rangian", + "genesis", + "Raptor", + "Orbital", + "giers", + "comprehensively", + "hene", + "bamboo" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "rehabilitated", + "infect", + "Europ", + "Infect", + "vesicular", + "squares", + "conferred", + "pneumatic", + "Inflater", + "calmed", + "remotely", + "mt", + "appealed", + "ductory", + "nye" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "authenticate", + "calmed", + "rehabilitated", + "vesicular", + "directors", + "tesla", + "Aluminum", + "mt" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "udi", + "arita", + "ahs", + "wadi", + "anio", + "overheard", + "aville", + "odi", + "ayani", + "rodeo", + "ServiceID", + "cil", + "uded", + "erver", + "odil", + "arpur", + "alco", + "ta", + "empleados", + "avil", + "Imperio", + "Kodi", + "ink", + "zki" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "ahs", + "quilla", + "wadi", + "udi", + "anio", + "overheard", + "aville", + "erver", + "cil", + "ayani", + "Imperio", + "ServiceID", + "uded", + "rodeo", + "it", + "ta", + "odi", + "empleados", + "odil", + "arpur", + "alco", + "sel", + "ths", + "mith" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "flare", + "infect", + "vesicular", + "squares", + "Infect", + "directors", + "mt", + "authenticate", + "pneumatic", + "puis", + "rehabilitated", + "Inflater", + "conferred", + "verder", + "director", + "fs", + "Europ", + "chartered" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "gehend", + "fif", + "urious", + "med", + "esimerkiksi", + "ures", + "ively", + "rog", + "selves", + "uette", + "uri", + "manner", + "heartedly", + "digamos", + "t", + "f", + "folds", + "ujos", + "natural", + "ve", + "Gent", + "eness", + "hearted" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "gehend", + "uri", + "med", + "Moreover", + "fif", + "fato", + "Kalau", + "urious", + "voila", + "folds", + "uette", + "ujos", + "esimerkiksi", + "iven", + "Furthermore", + "digamos", + "rad", + "Como", + "heartedly", + "ures", + "ve", + "tyle" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "uri", + "gehend", + "digamos", + "urious", + "ve", + "leve", + "voila", + "selves", + "fif", + "ujos", + "t", + "ures", + "rad", + "esimerkiksi", + "though", + "uette", + "folds", + "fato", + "f", + "Kalau", + "do", + "iven", + "manner" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "particular", + "urious", + "primes", + "med", + "manner", + "digamos", + "uri", + "ogf", + "Veamos", + "gehend", + "fif", + "leve", + "do", + "laissez", + "voila", + "perhaps", + "Etc", + "credo", + "vehement", + "requisite", + "decadent", + "ff", + "dif", + "selves", + "ogo", + "stituting", + "vajj", + "sure" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "sheep", + "xr", + "sheep", + "aptitude", + "manner", + "Etc", + "interposed", + "dynamics", + "hypothetical", + "Finalmente", + "imperative", + "dding", + "eur", + "Veamos", + "dud", + "vnd", + "mah", + "mason", + "ogf", + "Bela", + "Babel", + "Sheep", + "madame", + "minecraft", + "argumento", + "Helvetica", + "quartz" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "gothic", + "additive", + "discord", + "hexadecimal", + "obtuse", + "seperate", + "dud", + "nnnn", + "aptitude", + "Xr", + "oblique", + "metaphysical", + "exclusive", + "sheep", + "ODM", + "typescript", + "irregular", + "teh", + "Escape", + "Helvetica", + "novelty", + "STANDARD", + "discrete", + "trapez", + "xr" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "obtuse", + "additive", + "psychic", + "MYSQL", + "gothic", + "PLOAD", + "WRITE", + "typescript", + "seperate", + "a", + "trapez", + "stdin", + "rectangles", + "obnoxious", + "subjunctive", + "thoughtful", + "discord", + "oblique", + "configurable", + "MQTT", + "hexadecimal", + "STADT", + "Trapez", + "separate" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "Unterschied", + "Unterschiede", + "disparity", + "diferente", + "unterschied", + "asymmetrical", + "different", + "trapez", + "Different", + "aforementioned", + "geometric", + "hexadecimal", + "oblong", + "geometry", + "distinta", + "different", + "Different", + "diferentes", + "Distinction", + "differs", + "heterogeneity", + "distinguishes", + "trapezium", + "irregular", + "Euclidean", + "width", + "discord" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "unterschied", + "Unterschiede", + "distintas", + "different", + "distinto", + "diferente", + "distintos", + "disparity", + "distinta", + "differentiated", + "Unterschied", + "different", + "Different", + "diferentes", + "distinctions", + "differs", + "asymmetrical", + "distinguishes", + "sizes", + "Distinction", + "differ", + "diferencias", + "differed", + "Differences" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "unterschied", + "different", + "distinta", + "diferente", + "Unterschiede", + "Different", + "different", + "diferentes", + "berbeda", + "distintas", + "Unterschied", + "distinto", + "differs", + "Difer", + "Different", + "unterschiedlich", + "differentiated", + "distintos", + "differ", + "diferite", + "differing" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "unterschied", + "asymmetrical", + "vertically", + "vertical", + "Vertical", + "Height", + "verticale", + "Height", + "verticales", + "asymmetric", + "trapez", + "Unterschiede", + "rectangular", + "Vertical", + "Unterschied", + "XY", + "altura", + "angled", + "height", + "cubic", + "different", + "asymmetries", + "vertical", + "cube", + "Altura", + "berbeda", + "anisotropic", + "VERTICAL", + "distinta", + "pyramidal", + "Different" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "asymmetrical", + "Unterschiede", + "rectangular", + "unterschied", + "vertically", + "Unterschied", + "vertical", + "verticale", + "Height", + "Height", + "Vertical", + "anisotropic", + "rectangles", + "verticales", + "asymmetric", + "mismatched", + "diferente", + "different", + "berbeda", + "diferenciar", + "Vertical", + "unequal", + "height", + "dimensions", + "Different", + "rectangle", + "Dimensions" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "vertical", + "verticale", + "vertical", + "Vertical", + "Vertical", + "verticales", + "VERTICAL", + "rectangular", + "unequal", + "vertically", + "Rect", + "Rectangle", + "rectangular", + "Unterschiede", + "anisotropic", + "asymmetrical", + "verschill", + "Unterschied", + "desigual", + "unterschied", + "differed", + "VERT", + "non" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "vertical", + "vertical", + "Vertical", + "verticale", + "Vertical", + "verticales", + "VERTICAL", + "vert", + "vertically", + "VERT", + "rectangular", + "setVertical", + "anisotropic", + "unequal", + "non", + "VR", + "asymmetrical", + "verticals", + "horizontal", + "vert", + "rectangle", + "Height", + "rectangle", + "rectangular" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "vertical", + "vertical", + "verticale", + "verticales", + "Vertical", + "Vertical", + "non", + "Non", + "As", + "VERTICAL", + "non", + "Non", + "vertically", + "anh", + "anisotropic", + "An", + "NON", + "to", + "vert", + "bzw", + "verschil", + "VERT", + "As", + "anisot" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "I", + "It", + "Let", + "In", + "This", + "You", + "Additionally", + "For", + "My", + "Since", + "Each", + "Here", + "Thus", + "Also", + "However", + "To", + "They", + "Is", + "We", + "No", + "Note", + "These", + "Both", + "Yes", + "There", + "When", + "If", + "What", + "Why", + "Does", + "the", + "The" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 88460, + 158739, + 167888, + 79845, + 14475, + 89373, + 75107, + 182507, + 188138, + 139798, + 259957, + 255461, + 254759, + 238121, + 199455, + 37758, + 14546, + 24067, + 76240, + 38216, + 497, + 544, + 175, + 176, + 4682, + 6576 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 8172, + 17987, + 16635, + 204909, + 126786, + 188533, + 214074, + 18127, + 16243, + 175330, + 30375, + 8139, + 11363, + 18446, + 50308, + 107123, + 146630, + 29932, + 3257, + 5534, + 43308, + 28121, + 7736, + 19647, + 79993, + 28005 + ] + } + ], + "logit_lens": [ + { + "label": "tetragonal", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 212413, + 153348, + 101588, + 56390, + 5298, + 11827, + 9643, + 15740, + 4192, + 725, + 108, + 127, + 106, + 56 + ] + }, + { + "label": "Bain", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 53821, + 43504, + 35994, + 39991, + 55911, + 60883, + 58966, + 41094, + 40618, + 65486, + 66487, + 48174, + 5911, + 5107 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "maksud", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "Rapid", + "output_checked": true + }, + { + "concept": "normal", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "face", + "output_checked": true + }, + { + "concept": "unterschied", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "atrocious", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "differs", + "output_checked": true + }, + { + "concept": "Mannschaften", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "body", + "output_checked": true + }, + { + "concept": "ODM", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "pronoun", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "sistema", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "toilette", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "Spinner", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "circunferencia", + "score": 2.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "principi", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "bre", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "Sublime", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "dynamically", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "obtuse", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Typically", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "unnamed", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "MNOP", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "comprised", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "dimensions", + "output_checked": true + }, + { + "concept": "Modify", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "BCD", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "tinted", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ORIENTATION", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Feet", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cui", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "expression", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "face", + "output_checked": true + }, + { + "concept": "Bouchard", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Celula", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "dimension", + "output_checked": true + }, + { + "concept": "absorb", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "originals", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "two", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "annum", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "product", + "output_checked": true + }, + { + "concept": "coloro", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "vertical", + "output_checked": true + }, + { + "concept": "Transforms", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "gothic", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "calorimeter", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "into", + "output_checked": true + }, + { + "concept": "respectful", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "nexus", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "Ontology", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "dimension", + "output_checked": true + }, + { + "concept": "Unterschied", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "RTP", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "aforementioned", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "two", + "output_checked": true + }, + { + "concept": "aden", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "vertical", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "Faces", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "asymmetrical", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "iht", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "rectangular", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "politic", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "body", + "output_checked": true + }, + { + "concept": "exemplo", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "oficio", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "differs", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "RequestContext", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "axis", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "vertical", + "output_checked": true + }, + { + "concept": "camber", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "heterod", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "dimensions", + "output_checked": true + }, + { + "concept": "Visualize", + "score": 1.0, + "best_rank": 3, + "best_depth": 87.2, + "near_token": "product", + "output_checked": true + }, + { + "concept": "preval", + "score": 1.0, + "best_rank": 4, + "best_depth": 46.8, + "near_token": "differs", + "output_checked": true + }, + { + "concept": "oto", + "score": 1.0, + "best_rank": 4, + "best_depth": 51.1, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "Unique", + "score": 1.0, + "best_rank": 4, + "best_depth": 63.8, + "near_token": "centered", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "th", + "row", + "ar", + "ne", + "yst", + "inter", + "any", + "anc", + "ey", + "tr", + "pect", + "red", + "ract", + "ray", + "roup", + "min", + "ground", + "ts", + "ces", + "years", + "be", + "log", + "son", + "eb", + "span", + "ke", + "na" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "es", + "is", + "comp", + "ner", + "son", + "rence", + "umeric", + "sap", + "stems", + "perk", + "haute", + "enburg", + "spar", + "menes", + "optimally", + "ovvero", + "samp", + "uq", + "pitted", + "conflicted", + "sman" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "su", + "j", + "ust", + "ib", + "ge", + "one", + "ask", + "te", + "iew", + "ild", + "ound", + "left", + "ON", + "cept", + "ict", + "ible", + "uring", + "raph", + "ext", + "ke", + "eb", + "som", + "arn", + "mark", + "mathb", + "da", + "fin" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "en", + "ou", + "ro", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "du", + "ge", + "ber", + "row", + "St", + "pr", + "mathrm", + "sa", + "de", + "St" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "m", + "de", + "qu", + "ra", + "pro", + "ity", + "The", + "le", + "ha", + "from", + "ad", + "which", + "com", + "ar", + "ask", + "yst", + "ag", + "ize", + "we", + "est", + "who", + "ric", + "rib", + "oint" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "he", + "re", + "en", + "at", + "s", + "an", + "it", + "is", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "de", + "ay", + "qu", + "ir", + "ly", + "ra", + "ri", + "pro", + "ere", + "com", + "pe", + "end" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ut", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "B", + "al", + "you", + "wh", + "ers" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "os", + "ly", + "ers", + "ew", + "te", + "ain", + "he", + "og", + "iz", + "ik", + "ich", + "av", + "ib", + "comp", + "St", + "ar", + "elf", + "sp", + "ah", + "ike", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "ization", + "lid", + "eat", + "liaison", + "sehen", + "evol", + "sof", + "heer", + "bringen", + "Ils", + "s", + "nya", + "photograph", + "selection", + "novembre", + "aal", + "aat", + "kaya", + "glow", + "Bismillahirrah", + "liberd" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "lid", + "officially", + "aal", + "eat", + "superstar", + "liaison", + "sehen", + "remember", + "evol", + "tentative", + "sof", + "heer", + "Bismillahirrah", + "wunder", + "sensitivity", + "ampio", + "Correspondent", + "Ils", + "ameri", + "Publicity", + "e" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "Verenigde", + "e", + "resmi", + "Tog", + "Publicity", + "expert", + "substantial", + "immense", + "damn", + "tog", + "garanti", + "wunder", + "reliance", + "ameri", + "fielder", + "equip", + "appro", + "reput", + "Ha", + "colabor", + "superstar", + "prominently" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "Tog", + "kowy", + "ameri", + "readily", + "er", + "Verenigde", + "damn", + "currently", + "appro", + "resmi", + "asesin", + "hur", + "immense", + "tentative", + "nur", + "expedited", + "any", + "czas", + "comfy", + "avrebbe", + "stai" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "Tog", + "kowy", + "comfy", + "tentative", + "acciaio", + "readily", + "lichkeit", + "currently", + "indiv", + "avrebbe", + "initializer", + "ameri", + "circumstances", + "damn", + "mutually", + "equip", + "stai", + "appro", + "resmi", + "Decree", + "asesin" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "tog", + "Decree", + "ameri", + "moniker", + "allowed", + "currently", + "allowed", + "comfy", + "kubectl", + "decree", + "tentative", + "Tog", + "slimmer", + "degrees", + "compliant", + "Verenigde", + "respective", + "kowy", + "resmi", + "stanno", + "Neder", + "equip" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "such", + "such", + "increased", + "ed", + "maxHeight", + "allowed", + "Webinar", + "positioned", + "exacerbated", + "Deprecated", + "maximized", + "erstwhile", + "compliant", + "Journal", + "web", + "webinar", + "reminiscent", + "or", + "supported", + "specified", + "globally", + "increasing", + "moniker", + "championed", + "width", + "permitted", + "formerly", + "permitting" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "transitioning", + "asymmetrical", + "configuration", + "specified", + "skewed", + "ized", + "tilted", + "imposed", + "positioned", + "drastically", + "asymmetric", + "allowing", + "customized", + "unequal", + "increased", + "modified", + "exponentially", + "distinct", + "functionality", + "varying", + "considerably", + "abruptly", + "predefined", + "S", + "featured", + "Featured", + "atypical", + "or", + "reminiscent", + "resulting" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "unequal", + "skewed", + "asymmetrical", + "transitioning", + "slightly", + "tilted", + "skew", + "significantly", + "asymmetric", + "unbalanced", + "inequality", + "rectangular", + "drastically", + "vastly", + "predefined", + "atypical", + "distinct", + "nuanced", + "allowing", + "divergence", + "symmetrical", + "heightened", + "radically", + "specified", + "modified", + "distinguished", + "dramatically", + "spanning", + "markedly", + "disparity", + "aesthetically", + "subtly" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "different", + "unequal", + "S", + "differing", + "asymmetrical", + "distinct", + "skewed", + "varying", + "differently", + "s", + "uneven", + "vastly", + "equal", + "asymmetric", + "slightly", + "two", + "multi", + "identical", + "drastically", + "atypical", + "unbalanced", + "unique", + "three", + "significantly", + "distinguished", + "divergent", + "varied", + "single", + "height", + "larger", + "rectangular", + "differentiated" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "different", + "differing", + "asymmetric", + "asymmetrical", + "differently", + "unequal", + "varying", + "differs", + "three", + "different", + "Different", + "asymmetry", + "difference", + "distinct", + "disparate", + "vertical", + "dimensions", + "varied", + "differed", + "differences", + "differentiated", + "differ", + "divergent", + "height", + "third", + "multiple", + "Different", + "disparity", + "dissimilar", + "skewed", + "differ" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "different", + "differing", + "differently", + "unequal", + "Different", + "different", + "asymmetrical", + "varying", + "asymmetric", + "height", + "differs", + "vertical", + "dimensions", + "DIFFERENT", + "cylindrical", + "three", + "Different", + "unterschied", + "horizontal", + "differed", + "rectangular", + "differ", + "uneven", + "differ", + "berbeda", + "disparate", + "difference" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "vertical", + "different", + "height", + "vertically", + "differing", + "asymmetrical", + "rectangular", + "asymmetric", + "unequal", + "dimensions", + "three", + "Vertical", + "non", + "third", + "vertical", + "Height", + "cylindrical", + "depth", + "cubic", + "height", + "tall", + "differently", + "verticale", + "Different", + "triangular", + "unterschied", + "heights", + "orthogonal" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "vertical", + "differing", + "unequal", + "rectangular", + "vertically", + "non", + "dimensions", + "different", + "height", + "asymmetric", + "anisotropic", + "differed", + "asymmetrical", + "nonuniform", + "three", + "third", + "difference", + "varying", + "Vertical", + "uneven", + "differ", + "vertical", + "asymmetry", + "irregular", + "ymmet", + "differs", + "Height", + "differ", + "verticale", + "differences" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "vertical", + "vertical", + "non", + "unequal", + "differing", + "different", + "Vertical", + "vertically", + "verticales", + "Vertical", + "rectangular", + "differed", + "verticale", + "anisotropic", + "tall", + "three", + "differ", + "uneven", + "asymmetrical", + "non", + "varying", + "setVertical", + "nonuniform", + "difference", + "differs" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "vertical", + "vertical", + "Vertical", + "vertically", + "Vertical", + "verticale", + "verticales", + "unequal", + "non", + "differing", + "anisotropic", + "vert", + "VERTICAL", + "verticals", + "differed", + "vert", + "setVertical", + "tall", + "tall", + "VERT", + "rectangular", + "non", + "horizontal", + "anisotropy", + "different" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "vertical", + "vertical", + "verticale", + "Vertical", + "Vertical", + "verticales", + "anisotropic", + "non", + "anisot", + "vertically", + "VERTICAL", + "non", + "Non", + "differed", + "VERT", + "verticals", + "As", + "An", + "anis", + "anam", + "anisotrop", + "as", + "Non", + "anis" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "I", + "It", + "Let", + "In", + "This", + "You", + "Additionally", + "For", + "My", + "Since", + "Each", + "Here", + "Thus", + "Also", + "However", + "To", + "They", + "Is", + "We", + "No", + "Note", + "These", + "Both", + "Yes", + "There", + "When", + "If", + "What", + "Why", + "Does", + "the", + "The" + ] + } + ], + "logit_surprising": [ + { + "concept": "and", + "score": 13.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "readily", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "respective", + "score": 7.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "two", + "output_checked": true + }, + { + "concept": "axis", + "score": 7.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "vertical", + "output_checked": true + }, + { + "concept": "damn", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "face", + "output_checked": true + }, + { + "concept": "significantly", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "differs", + "output_checked": true + }, + { + "concept": "respectively", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "dimensions", + "output_checked": true + }, + { + "concept": "previous", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "two", + "output_checked": true + }, + { + "concept": "single", + "score": 4.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "cubic", + "score": 4.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "that", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "consisting", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "different", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "mooie", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "scathing", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "horizontal", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "body", + "output_checked": true + }, + { + "concept": "transitioned", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "vertical", + "output_checked": true + }, + { + "concept": "transitioning", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "encompassing", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "body", + "output_checked": true + }, + { + "concept": "specified", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "dimension", + "output_checked": true + }, + { + "concept": "preceding", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "two", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "overcoming", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "humanity", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "vertical", + "output_checked": true + }, + { + "concept": "facebook", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "dimension", + "output_checked": true + }, + { + "concept": "tertarik", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "dimensions", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Looking", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "product", + "output_checked": true + }, + { + "concept": "etre", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "vertical", + "output_checked": true + }, + { + "concept": "behest", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "dimensions", + "output_checked": true + }, + { + "concept": "been", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "product", + "output_checked": true + }, + { + "concept": "glorious", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "circumstances", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "dimensions", + "output_checked": true + }, + { + "concept": "additionally", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "decidedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "vertical", + "output_checked": true + }, + { + "concept": "multitude", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "ServicePolicy", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "preponder", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "dimension", + "output_checked": true + }, + { + "concept": "Additionally", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "differs", + "output_checked": true + }, + { + "concept": "such", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "lorf", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "respectivement", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "horizontal", + "output_checked": true + }, + { + "concept": "positioning", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "configuration", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "encompass", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "seamlessly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "configurations", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "horizontal", + "output_checked": true + }, + { + "concept": "unequal", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "face", + "output_checked": true + }, + { + "concept": "oriented", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "cornerstone", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "undeniably", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "equally", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "horizontal", + "output_checked": true + }, + { + "concept": "positioned", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "ORNL", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "congruent", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "product", + "output_checked": true + }, + { + "concept": "transformation", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "plane", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "horizontal", + "output_checked": true + }, + { + "concept": "crystal", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "convincing", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "lattice", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-01__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-01__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-01__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-01__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-01__heatmap.png" + } + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffusionless lattice change 2", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A quenched carbon steel forms a hard phase by coordinated atomic motion. The product unit cell is stretched along one axis relative to the other two.", + "prompt_tail": "A quenched carbon steel forms a hard phase by coordinated atomic motion. The product unit cell is stretched along one axis relative to the other two.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "diffusionless-lattice-change", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " axes", + "generated_token_ids": [ + 27570 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + } + ], + "emergence": [ + { + "label": "tetragonal", + "best_rank": 288, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 22 + }, + { + "label": "Bain", + "best_rank": 6993, + "best_depth": 44.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 13501 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "unica", + "odium", + "Fountain", + "ahs", + "graisse", + "wadi", + "udi", + "ayani", + "odi", + "ervo", + "Kodi", + "overheard", + "quilla", + "avil", + "hacerse", + "wit", + "avia", + "Burbank", + "arpur", + "ayya", + "elli", + "rodeo", + "iasa", + "zk", + "uded", + "aville", + "ServiceID", + "zki" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "overheard", + "udi", + "ayani", + "anio", + "aville", + "ServiceID", + "arita", + "arpur", + "odi", + "erver", + "Imperio", + "rodeo", + "avil", + "Kodi", + "uded", + "zki", + "cil", + "iasa", + "alco", + "ervo", + "Fairbanks", + "ta", + "zk" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "wadi", + "quilla", + "ayani", + "overheard", + "udi", + "rodeo", + "aville", + "ServiceID", + "odi", + "avil", + "Kodi", + "anio", + "arpur", + "uded", + "arita", + "zki", + "Imperio", + "erver", + "ervo", + "qat", + "alco", + "iasa", + "ekw", + "Fairbanks" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "ahs", + "unica", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "anio", + "odi", + "rodeo", + "Imperio", + "ServiceID", + "arita", + "aville", + "erver", + "Kodi", + "arpur", + "cil", + "iasa", + "uded", + "zki", + "avil", + "ta", + "zk", + "odil" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "wadi", + "Pasadena", + "sever", + "odium", + "rodeo", + "Parkland", + "Fountain", + "Horton", + "sova", + "Guangzhou", + "Pamp", + "elle", + "Erika", + "hydroxide", + "yanka", + "Yoruba", + "QRSTUVWXYZ", + "overheard", + "Zhejiang", + "Zj", + "Shreveport", + "uitively" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "infect", + "Infect", + "authenticate", + "Inflater", + "squares", + "rehabilitated", + "Europ", + "pneumatic", + "vesicular", + "calmed", + "conferred", + "directors", + "Adriatic", + "mt", + "ductory", + "Aluminum" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "rehabilitated", + "vesicular", + "tesla", + "directors", + "Aluminum", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "wadi", + "udi", + "ahs", + "anio", + "arita", + "overheard", + "odi", + "ayani", + "aville", + "rodeo", + "ServiceID", + "arpur", + "alco", + "ta", + "uded", + "cil", + "erver", + "odil", + "avil", + "Imperio", + "ink", + "empleados", + "zki", + "rekening" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "arita", + "quilla", + "wadi", + "udi", + "overheard", + "anio", + "aville", + "ayani", + "ServiceID", + "erver", + "cil", + "odi", + "rodeo", + "ta", + "uded", + "Imperio", + "arpur", + "empleados", + "odil", + "avil", + "iasa", + "alco", + "zki", + "Fairbanks" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "flare", + "infect", + "squares", + "Infect", + "mt", + "directors", + "vesicular", + "pneumatic", + "authenticate", + "rehabilitated", + "conferred", + "Europ", + "Inflater", + "verder", + "calmed", + "tesla", + "puis", + "director" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "gehend", + "ures", + "rog", + "rogens", + "urious", + "f", + "uri", + "t", + "heartedly", + "esimerkiksi", + "ended", + "selves", + "voila", + "g", + "dif", + "dir", + "natural", + "Como", + "ujos", + "manner", + "udades", + "lepas", + "amos" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "gehend", + "uri", + "Kalau", + "voila", + "ures", + "urious", + "fato", + "Moreover", + "Como", + "eben", + "esimerkiksi", + "ujos", + "particular", + "rad", + "heartedly", + "folds", + "f", + "dif", + "iven", + "ve", + "t", + "ogo" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "s", + "particular", + "uri", + "t", + "f", + "ures", + "urious", + "gehend", + "digamos", + "ve", + "selves", + "Kalau", + "voila", + "g", + "rad", + "ujos", + "dif", + "rog", + "preval", + "folds", + "ogo", + "leve", + "eben", + "particularmente" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "particular", + "med", + "proverbial", + "urious", + "vehement", + "ief", + "selves", + "expans", + "eben", + "particularmente", + "primes", + "dire", + "natural", + "uri", + "xr", + "dif", + "ures", + "uj", + "manner", + "voila", + "perd", + "digamos", + "g", + "let", + "ogo", + "verd", + "tyle", + "jadi", + "ayscale", + "exuber" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "xr", + "particular", + "vehement", + "expans", + "med", + "ized", + "ayscale", + "ief", + "proverbial", + "ium", + "manner", + "necessariamente", + "edific", + "esque", + "egu", + "Etc", + "s", + "diminished", + "insc", + "horst", + "uri", + "hypothetical", + "assertions", + "instances", + "sheep", + "sheep", + "ures", + "virt" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "Xr", + "xr", + "hexadecimal", + "nnnn", + "additive", + "ODM", + "Etc", + "horrend", + "horrid", + "XK", + "rrrr", + "Immediately", + "fortitude", + "canonically", + "expans", + "diamonds", + "gothic", + "discord", + "Transforms", + "geometric", + "remarked", + "expansive", + "rrr", + "ghijkl", + "Pdf", + "archaic", + "ornamental" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "additive", + "a", + "ornamental", + "MYSQL", + "hexadecimal", + "WRITE", + "psychic", + "rectangles", + "PLOAD", + "Postgres", + "horrid", + "softener", + "typescript", + "hypothesized", + "ainder", + "BigDecimal", + "trapez", + "ODM", + "Organization", + "Unix", + "MQTT", + "Organization" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "hypothesized", + "disparity", + "asymmetrical", + "likened", + "irregularly", + "Notas", + "snowboard", + "trapez", + "sculpted", + "MNOP", + "spheroid", + "geometric", + "geometry", + "gaze", + "ornamental", + "concave", + "whisk", + "hexadecimal", + "TZ", + "Tetrahedron", + "esc", + "discord", + "Somos", + "Euclidean", + "ainder", + "trapezium", + "weed", + "STL", + "humanoid", + "geometri", + "shaft" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "particular", + "determinada", + "t", + "likened", + "disproportion", + "determinado", + "Particular", + "particularmente", + "beau", + "disparity", + "preferentially", + "radiol", + "egreg", + "inequ", + "determinante", + "diseg", + "determinadas", + "surm", + "Unterschiede", + "particularly", + "bestimmte", + "s", + "sculpted", + "BCE", + "bepaalde", + "modificaciones", + "eman", + "tandis", + "theor", + "particularly" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "envisioned", + "commensurate", + "determinante", + "preferentially", + "dilation", + "asymmetrical", + "superstit", + "inequ", + "enium", + "SearchResult", + "lengthwise", + "asymmetric", + "Pron", + "sculpted", + "dilation", + "quartzite", + "envision", + "disproportion", + "contrived", + "vertices", + "bxc", + "Communion", + "Orientation", + "resultante", + "Oriented", + "oriented", + "Jacob", + "elongated", + "XB" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "elongated", + "asymmetrical", + "lengthwise", + "Stretch", + "elongate", + "asymmetric", + "elongation", + "elong", + "stretched", + "stretch", + "sculpted", + "ymmetric", + "writeInt", + "condomin", + "Leng", + "SearchResult", + "anointed", + "alarg", + "stretch", + "valence", + "Longer", + "octahedral", + "asymmetries", + "Annotated", + "lengthened", + "Stretch", + "MenuInflater" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "elongated", + "asymmetrical", + "asymmetric", + "lengthwise", + "distortion", + "elongation", + "stretched", + "Distortion", + "distorted", + "oblong", + "lengthened", + "elong", + "ymmetrical", + "Stretch", + "Leng", + "leng", + "disproportion", + "distortion", + "stretch", + "mismatched", + "flattened", + "symmet", + "noticeably", + "elongate", + "dilation", + "Longer", + "desigual", + "sculpted", + "orthogonal", + "asymmetry", + "parallelogram" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "stretch", + "stretched", + "stretches", + "Stretch", + "stretch", + "Stretch", + "stretching", + "stretched", + "Stretching", + "distortion", + "elongated", + "elong", + "elongation", + "strained", + "stret", + "stre", + "stretchy", + "distortion", + "distorted", + "stretcher", + "Distortion", + "distort", + "strain", + "retched", + "elongate" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "stretch", + "stretched", + "stretches", + "stretch", + "Stretch", + "stretching", + "Stretch", + "stretched", + "Stretching", + "stret", + "stretcher", + "stre", + "strained", + "elong", + "stretchy", + "elongation", + "distortion", + "elongated", + "distortion", + "unit", + "strain", + "strains", + "Cell", + "elong", + "dilation" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "stretches", + "stretched", + "stretching", + "stretch", + "Stretch", + "stretched", + "stretch", + "Stretch", + "Stretching", + "stretcher", + "Cell", + "to", + "stret", + "St", + "S", + "strained", + "cell", + "stash", + "aci", + "strains", + "TableCell", + "P", + "Cell", + "ichi" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "axes", + "axis", + "relative", + "other", + "example", + "unit", + "system", + "Axes", + "axial", + "product", + "cell", + "Axis", + "user", + "axes", + "most", + "Axes", + "more", + "model", + "standard", + "one", + "reality", + "the", + "current", + "ideal", + "structure", + "instance", + "state", + "convention", + "normal", + "matrix", + "outer", + "As" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 151563, + 167351, + 162014, + 162818, + 108826, + 88229, + 74623, + 180113, + 185160, + 117902, + 255689, + 255839, + 253450, + 229568, + 217952, + 44292, + 19456, + 21753, + 114182, + 63864, + 1998, + 627, + 311, + 289, + 7131, + 694 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 11832, + 17117, + 18198, + 19193, + 129240, + 195331, + 212400, + 17841, + 15985, + 181820, + 21291, + 6994, + 9223, + 12404, + 19858, + 86744, + 145440, + 64748, + 12421, + 26181, + 93717, + 82005, + 61198, + 55302, + 175082, + 55179 + ] + } + ], + "logit_lens": [ + { + "label": "tetragonal", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 122290, + 82477, + 42932, + 17709, + 1195, + 1007, + 1102, + 6603, + 1392, + 110, + 23, + 29, + 153, + 119 + ] + }, + { + "label": "Bain", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 33959, + 14556, + 15325, + 32417, + 20037, + 40199, + 50505, + 33360, + 41674, + 14645, + 13819, + 21965, + 13502, + 15815 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "particular", + "score": 5.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "namely", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "choreographed", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Mannschaften", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "by", + "output_checked": true + }, + { + "concept": "hypothesized", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "envisioned", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "is", + "output_checked": true + }, + { + "concept": "elongated", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "martens", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "voila", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "hitched", + "score": 2.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "along", + "output_checked": true + }, + { + "concept": "Integral", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "edging", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "is", + "output_checked": true + }, + { + "concept": "biasanya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "dynamically", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "ajax", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "MNOP", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "comprised", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "LEC", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Resultado", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "is", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "dure", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "wrought", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Products", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Distortion", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "harden", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "by", + "output_checked": true + }, + { + "concept": "Body", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "to", + "output_checked": true + }, + { + "concept": "daarbij", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "The", + "output_checked": true + }, + { + "concept": "viens", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "A", + "output_checked": true + }, + { + "concept": "ecco", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "tyle", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "determinados", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "Wies", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "Gewalt", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "product", + "output_checked": true + }, + { + "concept": "gent", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "other", + "output_checked": true + }, + { + "concept": "Normally", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "Michaels", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "normalmente", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "erythemat", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "xaxis", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "along", + "output_checked": true + }, + { + "concept": "respectivos", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "two", + "output_checked": true + }, + { + "concept": "canalicul", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "commensurate", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "by", + "output_checked": true + }, + { + "concept": "NotNull", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "to", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "mime", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "by", + "output_checked": true + }, + { + "concept": "coloro", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "ODM", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "blem", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "by", + "output_checked": true + }, + { + "concept": "Sensitive", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "deregulation", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "one", + "output_checked": true + }, + { + "concept": "immediatamente", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "determinada", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "MenuInflater", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "fases", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "dimension", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "one", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "Leinster", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "relative", + "output_checked": true + }, + { + "concept": "primes", + "score": 1.0, + "best_rank": 5, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "volcanoes", + "score": 1.0, + "best_rank": 6, + "best_depth": 68.1, + "near_token": "other", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ve", + "inter", + "ey", + "pect", + "red", + "ract", + "ray", + "ces", + "col", + "yle", + "be", + "log", + "eb", + "na", + "ters", + "roll", + "section", + "ny", + "max", + "met", + "ley", + "ev", + "equ", + "mu", + "thers", + "rect" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "es", + "assert", + "rence", + "umeric", + "perk", + "yards", + "haute", + "flows", + "ocs", + "aquele", + "suff", + "uq", + "pitted", + "conflicted", + "absorbed", + "olines", + "ugat", + "ot", + "tr", + "stem" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "f", + "pol", + "med", + "tem", + "som", + "mark", + "vol", + "To", + "pha", + "mag", + "vi", + "kan", + "ware", + "mit", + "Med", + "suggest", + "depart", + "rele", + "nie", + "That", + "particularly", + "reduce", + "Compat", + "iat", + "dalam" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "er", + "he", + "re", + "s", + "le", + "m", + "ing", + "ion", + "el", + "l", + "st", + "im", + "g", + "u", + "se", + "ation", + "be", + "if", + "us", + "ht", + "and", + "com", + "ess", + "pe", + "or", + "j", + "pl", + "ch", + "ies", + "en", + "int" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "O", + "he", + "m", + "ic", + "ve", + "ch", + "ter", + "ht", + "ha", + "ad", + "ign", + "your", + "which", + "app", + "xt", + "ro", + "ick", + "ple", + "che", + "par", + "ev", + "ize", + "we", + "work", + "ystem", + "ays", + "est", + "wo", + "who" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "en", + "an", + "it", + "f", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "ay", + "ir", + "ver", + "ere", + "com", + "pe", + "end", + "ill", + "ex", + "art", + "ang", + "ive", + "all", + "ard", + "ia", + "ik", + "pl", + "ire", + "ge" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "ist", + "res", + "ort", + "se", + "L" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ik", + "ich", + "av", + "ib", + "ice", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "set", + "to", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "selection", + "eat", + "they", + "novembre", + "kuru", + "ers", + "of", + "lid", + "EG", + "liaison", + "sehen", + "sof", + "bringen", + "liberd", + "wunder", + "Paryayvachi", + "n" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "eat", + "ameri", + "e", + "rel", + "depart", + "officially", + "administrator", + "EG", + "mellow", + "wunder", + "Paryayvachi", + "slightly", + "Publicity", + "kuru" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "e", + "substantial", + "substantially", + "immense", + "damn", + "ameri", + "fielder", + "fourteenth", + "pah", + "garanti", + "Verenigde", + "Tog", + "considerably", + "profoundly", + "bibfield", + "prominently", + "tanti", + "slightly", + "Publicity", + "Uit" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "immense", + "damn", + "readily", + "ameri", + "tog", + "indiv", + "Tog", + "er", + "slightly", + "decreasing", + "kowy", + "ributor", + "profoundly", + "tremendous", + "shaped", + "gigantic", + "Verenigde", + "e", + "contending", + "fielder", + "slight", + "fourteenth" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "immense", + "slightly", + "damn", + "tog", + "Tog", + "tremendous", + "indiv", + "gigantic", + "readily", + "Considerable", + "kowy", + "ameri", + "slight", + "considerably", + "shaped", + "profoundly", + "mostly", + "kinda" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "considerably", + "ameri", + "tremendous", + "profoundly", + "immense", + "gigantic", + "ed", + "substantially", + "vergang", + "or", + "somewhat", + "noteworthy", + "slightly", + "damn", + "substantial", + "reminiscent", + "tumultuous", + "dieser", + "despicable", + "peculiar", + "scathing" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "or", + "of", + "reminiscent", + "such", + "a", + "these", + "tremendous", + "desses", + "colloqu", + "resulting", + "engender", + "certain", + "similar", + "described", + "somewhat", + "considerably", + "swelling", + "markedly", + "profoundly", + "been", + "during" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "resulting", + "markedly", + "noticeably", + "characteristic", + "characterized", + "resultant", + "or", + "considerably", + "reminiscent", + "exceedingly", + "significantly", + "relatively", + "of", + "described", + "noticeable", + "outwardly", + "drastically", + "asymmetrical", + "remarked", + "resulted", + "positioned", + "undesirable", + "causing", + "noteworthy", + "profoundly", + "likened", + "characteristics", + "substantially", + "caused" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "markedly", + "noticeably", + "significantly", + "slightly", + "relatively", + "resulting", + "characterized", + "drastically", + "asymmetrical", + "progressively", + "somewhat", + "seemingly", + "positioned", + "dramatically", + "resultant", + "predominantly", + "moderately", + "excessively", + "tilted", + "likened", + "outwardly", + "constricted", + "characteristic", + "heightened", + "skewed", + "orientated", + "partially", + "considerably", + "mildly", + "substantially", + "comparatively", + "dynamically" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "slightly", + "significantly", + "noticeably", + "aligned", + "markedly", + "asymmetrical", + "drastically", + "vastly", + "tilted", + "relatively", + "strongly", + "oriented", + "skewed", + "unequal", + "strikingly", + "nearly", + "severely", + "uneven", + "highly", + "deeply", + "comparatively", + "asymmetric", + "disproportion", + "elongated", + "excessively", + "focused", + "dramatically", + "remarkably", + "selectively", + "profoundly", + "often", + "somewhat" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "asymmetrical", + "asymmetric", + "elongated", + "asymmetry", + "unequal", + "tilted", + "aligned", + "significantly", + "disproportion", + "symmetrical", + "disparity", + "skewed", + "slightly", + "noticeably", + "comparatively", + "distorted", + "highly", + "inequality", + "uneven", + "oriented", + "one", + "increased", + "overall", + "relatively", + "drastically", + "markedly", + "directional", + "selectively", + "singled", + "considerably", + "strongly", + "notable" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "stretched", + "asymmetrical", + "asymmetric", + "elongated", + "disproportion", + "stretch", + "inequ", + "stretching", + "unequal", + "slightly", + "oriented", + "asymmetry", + "one", + "expansion", + "squ", + "distorted", + "geometry", + "axial", + "deformed", + "preferential", + "directional", + "CEO", + "expanded", + "orientation", + "altered", + "aligned", + "proportions", + "preferentially", + "single", + "pulled", + "stretches" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "elongated", + "stretched", + "elongation", + "asymmetrical", + "stretching", + "stretch", + "elong", + "Stretch", + "asymmetric", + "symmetrical", + "lengthened", + "Stretching", + "stretches", + "oblong", + "ymmetrical", + "elongate", + "squ", + "one", + "elong", + "asymmetry", + "distorted", + "tetragonal", + "distortion", + "stretched", + "pulled", + "oval", + "jedan", + "symmetry" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "elongated", + "distortion", + "stretched", + "distorted", + "Distortion", + "distort", + "distortions", + "elongation", + "stretching", + "asymmetrical", + "distortion", + "stretch", + "elong", + "deformed", + "asymmetric", + "asymmetry", + "unequal", + "lengthened", + "Stretching", + "dist", + "Stretch", + "disproportion", + "stretches", + "ymmetrical", + "squ", + "stretched", + "elong", + "oblong", + "skewed", + "tetragonal", + "rectangular" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "stretched", + "stretch", + "stretching", + "stretches", + "Stretch", + "stretch", + "Stretch", + "stretched", + "elongated", + "Stretching", + "dist", + "elong", + "elong", + "elongation", + "distortion", + "unit", + "st", + "distortion", + "elongate", + "stretcher", + "cell", + "unequal", + "stret", + "distort", + "retched", + "st", + "dist" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "stretch", + "stretched", + "stretching", + "Stretch", + "stretch", + "Stretch", + "stretches", + "stretched", + "Stretching", + "elongated", + "elongation", + "elong", + "elong", + "cell", + "elongate", + "stretcher", + "stret", + "stre", + "distortion", + "dist", + "distortion", + "unit", + "Cell", + "Cell", + "cell", + "stretchy", + "strained" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "stretches", + "stretching", + "stretched", + "stretch", + "stretch", + "Stretch", + "Stretch", + "stretched", + "as", + "Stretching", + "retching", + "st", + "aci", + "stantially", + "St", + "unit", + "strains", + "Cel", + "elongation", + "cell", + "stretcher", + "it", + "ing", + "Cell", + "even", + "retched", + "stret" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "axes", + "axis", + "relative", + "other", + "example", + "unit", + "system", + "Axes", + "axial", + "product", + "cell", + "Axis", + "user", + "axes", + "most", + "Axes", + "more", + "model", + "standard", + "one", + "reality", + "the", + "current", + "ideal", + "structure", + "instance", + "state", + "convention", + "normal", + "matrix", + "outer", + "As" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "considerably", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "product", + "output_checked": true + }, + { + "concept": "immense", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "resulting", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "rapidly", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "damn", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "respective", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "other", + "output_checked": true + }, + { + "concept": "but", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "markedly", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "relatively", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "orchestrated", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "upheaval", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "compared", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "relative", + "output_checked": true + }, + { + "concept": "hardness", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "movement", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "direction", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "along", + "output_checked": true + }, + { + "concept": "elongated", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "unit", + "output_checked": true + }, + { + "concept": "ameri", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "severely", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "toward", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "resultant", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "through", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "by", + "output_checked": true + }, + { + "concept": "various", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "quenching", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "phases", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "atoms", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "mediocr", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "bona", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "greatly", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "diri", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "smear", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "shaped", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "is", + "output_checked": true + }, + { + "concept": "tertarik", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "two", + "output_checked": true + }, + { + "concept": "uneas", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "impeded", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "changer", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "anhyd", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "enraged", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "lentement", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "kinda", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "along", + "output_checked": true + }, + { + "concept": "copious", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "these", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "somewhat", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "along", + "output_checked": true + }, + { + "concept": "lentamente", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "one", + "output_checked": true + }, + { + "concept": "intensely", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "stubbornly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "two", + "output_checked": true + }, + { + "concept": "precipitated", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "one", + "output_checked": true + }, + { + "concept": "specified", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "processes", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "structure", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "specific", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "one", + "output_checked": true + }, + { + "concept": "its", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "relative", + "output_checked": true + }, + { + "concept": "neighboring", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "two", + "output_checked": true + }, + { + "concept": "slightly", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "overly", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "carbon", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-02__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-02__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-02__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-02__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-02__heatmap.png" + } + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffusionless lattice change 3", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Long-range solute redistribution is suppressed during cooling, leaving a body-centered cell with an axial ratio different from unity.", + "prompt_tail": "Long-range solute redistribution is suppressed during cooling, leaving a body-centered cell with an axial ratio different from unity.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "diffusionless-lattice-change", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + } + ], + "emergence": [ + { + "label": "tetragonal", + "best_rank": 625, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 4344 + }, + { + "label": "Bain", + "best_rank": 1347, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 9090 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "complexity", + "iber", + "nev", + "odium", + "esia", + "aforementioned", + "delas", + "ets", + "lah", + "ilah", + "intric", + "extravagant", + "complexity", + "nH", + "unica", + "Eber", + "CodeGen", + "eleg", + "ovel", + "lenen", + "elia", + "asilkan", + "Wit", + "Sko", + "Zhejiang", + "etku", + "inking", + "extravag" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "ServiceID", + "arpur", + "rodeo", + "aville", + "odi", + "arita", + "Imperio", + "Kodi", + "anio", + "erver", + "avil", + "uded", + "ervo", + "cil", + "zki", + "Toto", + "iasa", + "alco", + "zk" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "arita", + "anio", + "rodeo", + "aville", + "arpur", + "odi", + "alco", + "erver", + "ervo", + "ServiceID", + "uded", + "cil", + "Imperio", + "ta", + "empleados", + "qat", + "odil", + "avil" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Europ", + "rehabilitated", + "vesicular", + "mt", + "conferred", + "Aluminum", + "tesla" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Fountain", + "odium", + "graisse", + "quilla", + "ta", + "rodeo", + "arita", + "wadi", + "arpur", + "overheard", + "tox", + "uded", + "lova", + "unica", + "erver", + "Gra", + "ahs", + "Sever", + "ervo", + "Imperio", + "Thunderbird", + "annya", + "ayani", + "FAS" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "Infect", + "Europ", + "rehabilitated", + "vesicular", + "Inflater", + "squares", + "conferred", + "pneumatic", + "calmed", + "mt", + "remotely", + "appealed", + "ductory", + "nye" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "authenticate", + "calmed", + "rehabilitated", + "vesicular", + "tesla", + "directors", + "Aluminum", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "udi", + "ahs", + "wadi", + "anio", + "arita", + "overheard", + "ayani", + "aville", + "odi", + "rodeo", + "ServiceID", + "cil", + "arpur", + "alco", + "uded", + "erver", + "empleados", + "odil", + "avil", + "Imperio", + "ta", + "rekening", + "Kodi", + "Fairbanks" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "ahs", + "quilla", + "wadi", + "udi", + "anio", + "overheard", + "ayani", + "aville", + "erver", + "cil", + "ServiceID", + "Imperio", + "odi", + "uded", + "rodeo", + "it", + "ta", + "odil", + "arpur", + "alco", + "empleados", + "avil", + "sel", + "ths" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "flare", + "infect", + "Infect", + "vesicular", + "squares", + "authenticate", + "directors", + "mt", + "conferred", + "pneumatic", + "rehabilitated", + "Inflater", + "Europ", + "calmed", + "puis", + "reefs", + "verder", + "chartered" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "Moreover", + "t", + "med", + "eness", + "gehend", + "lepas", + "ures", + "manner", + "f", + "ujos", + "uette", + "natural", + "selves", + "dass", + "rog", + "urious", + "fato", + "folds", + "moreover", + "amos", + "uri", + "si" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "fato", + "Moreover", + "ujos", + "uri", + "urious", + "hearted", + "gehend", + "t", + "folds", + "uating", + "Kalau", + "uette", + "ures", + "rad", + "udades", + "cetera", + "ser", + "ve", + "heartedly", + "certeza", + "esimerkiksi", + "voila", + "udir", + "digamos" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "s", + "urious", + "t", + "uri", + "ujos", + "fato", + "ures", + "wobei", + "uating", + "digamos", + "folds", + "f", + "ve", + "rad", + "gehend", + "er", + "se", + "Moreover", + "uette", + "ser", + "particular", + "selves", + "s", + "preponder" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "urious", + "particular", + "proverbial", + "credo", + "perfect", + "vehement", + "ures", + "manner", + "decadent", + "certeza", + "uating", + "eben", + "laissez", + "dif", + "Veamos", + "let", + "particularmente", + "digamos", + "s", + "selves", + "uri", + "scape" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "vehement", + "Etc", + "manner", + "xr", + "assertions", + "dac", + "sensibility", + "sheep", + "credo", + "egu", + "quartz", + "instances", + "vnd", + "lang", + "uating", + "eben", + "proverbial", + "axiom", + "ebok", + "haja", + "Seine", + "remarked", + "softening", + "necessariamente", + "particular", + "Gestaltung", + "ures" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "xr", + "sporadic", + "sensibility", + "remarked", + "assertions", + "rrrr", + "nnnn", + "Etc", + "sheep", + "gothic", + "opus", + "fortitude", + "Romeo", + "ODM", + "idiosyncratic", + "interposed", + "obtuse", + "atrocious", + "quartz", + "whimsical", + "negated", + "scape", + "virtue", + "imperative", + "boutique", + "Romeo", + "shaved" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "obtuse", + "typescript", + "remarked", + "securityMarks", + "ventured", + "sensibility", + "discord", + "rectangles", + "cipher", + "assertions", + "gothic", + "cryptic", + "herbaceous", + "horrid", + "atrocious", + "trapez", + "additive", + "WRITE", + "sporadic", + "shaved", + "PLOAD", + "obsessive", + "softener", + "quartz", + "ornamental", + "configurable", + "aptitude" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "disparity", + "Unterschiede", + "particular", + "geometric", + "remarked", + "unequiv", + "undesirable", + "undesired", + "disparities", + "magnitudes", + "geometry", + "discontinuities", + "geometries", + "ifndef", + "tetrahedral", + "determinate", + "meisjes", + "asymmetrical", + "irregularity", + "heterogeneity", + "determinada", + "imbalances", + "unmodified", + "Distinction", + "diameter", + "squared", + "distinctions", + "veratrol" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "disparity", + "Unterschiede", + "distintas", + "Notas", + "undesirable", + "unterschied", + "DTS", + "Nota", + "Psi", + "deviated", + "Aries", + "deviates", + "Nota", + "intArray", + "distinto", + "determinadas", + "ifndef", + "determinada", + "EOUS", + "differentiated", + "diferencias", + "bistro", + "Kite", + "modificaciones", + "ratios", + "kip", + "peculiarity", + "conundrum", + "distinctions" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "axis", + "axes", + "Axes", + "arcane", + "unterschied", + "angled", + "Axes", + "unsatisfactory", + "axes", + "anthracene", + "arcade", + "atypical", + "anisotropic", + "anthrac", + "eccentric", + "Notas", + "ejes", + "Isometric", + "writeInt", + "antit", + "Adriatic", + "eccentricity", + "richter", + "seismic", + "slanted", + "centric", + "carbide", + "asymmetrical", + "intArray", + "diferite", + "Aries" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Axes", + "Axes", + "writeInt", + "axis", + "arcade", + "angled", + "atypical", + "Anxiety", + "angels", + "dynasty", + "avaliar", + "asymmetric", + "unterschied", + "Alchemy", + "axes", + "anxious", + "eccentric", + "accented", + "arcane", + "antit", + "axes", + "acre", + "Astron", + "anisotropic", + "asymmetrical", + "Aries", + "eccentricity", + "alchemy" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "anisotropic", + "Axes", + "Axes", + "anisotropy", + "indeterminate", + "writeInt", + "altered", + "eccentricity", + "angled", + "axes", + "atypical", + "eccentric", + "Anxiety", + "axes", + "axis", + "accented", + "mismatched", + "dynasty", + "radians", + "arcade", + "avaliar", + "anxiety", + "asymmetric", + "XP", + "Alchemy", + "anharmonic", + "asymmetrical", + "spheroid" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "axial", + "axial", + "Axial", + "Ax", + "ial", + "ratio", + "ratios", + "AX", + "Ratio", + "Ratio", + "iale", + "axes", + "AX", + "axes", + "axonal", + "Axes", + "Axes", + "ratio", + "Axios", + "desvi", + "Ax", + "iaxial", + "axially", + "IAL", + "deviated", + "axal", + "cellular", + "CIAL", + "eccentricity" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "axial", + "axial", + "Axial", + "Ax", + "AX", + "AX", + "axes", + "ax", + "ial", + "ratio", + "ratios", + "Ax", + "axal", + "ax", + "Axes", + "axes", + "Axes", + "axially", + "axonal", + "iale", + "axb", + "Axel", + "iaxial", + "Ratio", + "actuar", + "axis", + "Axios", + "axies", + "Ratio", + "Axis" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "axial", + "axial", + "Ax", + "Axial", + "AX", + "AX", + "Axel", + "ax", + "ax", + "Ax", + "Axes", + "axes", + "axb", + "axes", + "aks", + "axa", + "iaxial", + "axios", + "ial", + "axe", + "Axis", + "achsen", + "axy", + "axios", + "axs", + "Axis", + "axia" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "of", + "We", + "a", + "ically", + "Each", + "ly", + "You", + "There", + "For", + "that", + "we", + "This", + "and", + "My", + "They", + "the", + "In", + "That", + "Out", + "The", + "Unlike", + "Since", + "Although", + "These", + "Because", + "if", + "Our", + "your", + "Your", + "No", + "you" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 42588, + 160810, + 170794, + 79208, + 123563, + 86053, + 76000, + 180679, + 186250, + 115988, + 250902, + 251202, + 248673, + 221124, + 203117, + 99142, + 35606, + 46097, + 69538, + 18600, + 4434, + 5550, + 636, + 626, + 2128, + 5407 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 11243, + 17839, + 16268, + 205740, + 54951, + 197802, + 211569, + 17735, + 15770, + 183203, + 19558, + 10653, + 12883, + 23826, + 35400, + 77002, + 119241, + 15590, + 1348, + 10965, + 44440, + 16299, + 71257, + 54510, + 84243, + 45381 + ] + } + ], + "logit_lens": [ + { + "label": "tetragonal", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 203130, + 169605, + 97693, + 45905, + 48363, + 84474, + 12897, + 19221, + 27691, + 8546, + 4345, + 6768, + 25204, + 5312 + ] + }, + { + "label": "Bain", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 32054, + 36538, + 32749, + 51870, + 48125, + 40275, + 42540, + 9091, + 17220, + 23539, + 11691, + 10296, + 12747, + 49148 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "than", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "different", + "output_checked": true + }, + { + "concept": "distance", + "score": 5.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "obtuse", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "disparity", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "durante", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "uro", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "suppressed", + "output_checked": true + }, + { + "concept": "preponder", + "score": 2.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "determinada", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "Lik", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "arrib", + "score": 2.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Long", + "output_checked": true + }, + { + "concept": "WRITE", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "dynamically", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "approximating", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "strides", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "LEC", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "Bianco", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "Zou", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "dejando", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "azide", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "BaseModel", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "with", + "output_checked": true + }, + { + "concept": "XMFLOAT", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "unity", + "output_checked": true + }, + { + "concept": "axis", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "MSG", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "is", + "output_checked": true + }, + { + "concept": "inboard", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "One", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "unity", + "output_checked": true + }, + { + "concept": "Axes", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "anisotropic", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "translocation", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "solidification", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "an", + "output_checked": true + }, + { + "concept": "Solid", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "an", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "manner", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "unity", + "output_checked": true + }, + { + "concept": "vehement", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "egreg", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "MLM", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "suppressed", + "output_checked": true + }, + { + "concept": "squared", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "unity", + "output_checked": true + }, + { + "concept": "normalmente", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "body", + "output_checked": true + }, + { + "concept": "EOUS", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "innerhalb", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "contribut", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "distances", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "ago", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "structure", + "score": 1.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "determinado", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "Gent", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "ornamented", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "with", + "output_checked": true + }, + { + "concept": "StringBuffer", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "determinant", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "dure", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "Long", + "output_checked": true + }, + { + "concept": "scale", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "determinante", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "Miche", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "Tandy", + "score": 1.0, + "best_rank": 3, + "best_depth": 87.2, + "near_token": "unity", + "output_checked": true + }, + { + "concept": "determinados", + "score": 1.0, + "best_rank": 4, + "best_depth": 51.1, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "volcanoes", + "score": 1.0, + "best_rank": 4, + "best_depth": 55.3, + "near_token": "suppressed", + "output_checked": true + }, + { + "concept": "cubic", + "score": 1.0, + "best_rank": 4, + "best_depth": 80.9, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "English", + "score": 1.0, + "best_rank": 6, + "best_depth": 68.1, + "near_token": "centered", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "s", + "ve", + "se", + "ation", + "ter", + "th", + "wh", + "res", + "ment", + "le", + "row", + "ng", + "ther", + "ma", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "ype", + "text", + "anc", + "clud", + "ey", + "oint", + "ton", + "tr", + "pect" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "ise", + "az", + "ner", + "son", + "sl", + "qual", + "assert", + "rence", + "umeric", + "kepada", + "multif", + "perk", + "haute", + "ocs", + "malloc", + "encompasses", + "transluc" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "or", + "y", + "iv", + "j", + "ive", + "ust", + "math", + "ib", + "ast", + "ase", + "ge", + "one", + "ound", + "ike", + "left", + "itt", + "ON", + "gr", + "ict", + "pol", + "raph", + "ext", + "gu", + "ke", + "ij", + "som", + "ized", + "arn" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "en", + "al", + "ou", + "l", + "re", + "im", + "ation", + "st", + "em", + "ir", + "if", + "th", + "est", + "wh", + "ist", + "ain", + "su", + "j", + "ch", + "og", + "en", + "our", + "ust", + "un", + "out", + "ich", + "ff", + "orm", + "ast", + "ile", + "ip" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "s", + "de", + "ch", + "qu", + "com", + "ess", + "ity", + "The", + "le", + "ha", + "from", + "ad", + "us", + "which", + "com", + "i", + "ar", + "yst", + "che", + "ag", + "ize", + "we", + "est", + "who", + "ric", + "my", + "reat" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "re", + "en", + "at", + "an", + "it", + "is", + "ar", + "le", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "de", + "ay", + "qu", + "ir", + "ly", + "ra", + "un", + "ere", + "com", + "pe", + "end", + "ill" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "res", + "D", + "com" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "ew", + "te", + "ment", + "ain", + "he", + "og", + "iz", + "ich", + "av", + "ib", + "comp", + "ring", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "they", + "of", + "perfectly", + "selection", + "sehen", + "bringen", + "drap", + "ization", + "nya", + "photograph", + "eat", + "begitu", + "evol", + "kaya", + "sof", + "Eles", + "eux", + "gambar", + "heer", + "wunder", + "acor", + "n", + "s" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "s", + "equip", + "ble", + "reput", + "they", + "technically", + "aal", + "eat", + "sehen", + "remember", + "successfully", + "evol", + "rei", + "sof", + "gambar", + "bringen", + "wunder", + "ampio", + "ameri", + "e", + "has", + "second", + "photograph", + "perfectly" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "substantial", + "fielder", + "e", + "immense", + "Verenigde", + "appro", + "reput", + "profoundly", + "Repositories", + "Tog", + "ecek", + "equip", + "substantially", + "damn", + "tentative", + "garanti", + "reliance", + "ameri", + "Uit", + "com", + "pah", + "resmi", + "prominently", + "remuneration" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "damn", + "substantial", + "tog", + "contending", + "immense", + "ameri", + "profoundly", + "com", + "Tog", + "appro", + "ributor", + "avrebbe", + "fielder", + "shaped", + "kowy", + "er", + "decid", + "currently", + "accepted", + "Verenigde", + "ampio", + "slimmer", + "Considerable" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "readily", + "immense", + "substantial", + "tog", + "Considerable", + "damn", + "profoundly", + "considerably", + "avrebbe", + "Tog", + "impending", + "contending", + "tentative", + "ampio", + "decid", + "slightly", + "circumstances", + "kowy", + "mostly", + "shaped", + "accepted", + "slight" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "profoundly", + "substantially", + "substantial", + "readily", + "considerably", + "markedly", + "bitterly", + "continued", + "sigh", + "contending", + "elated", + "impending", + "nedeniyle", + "stanno", + "dro", + "damn", + "Decree", + "or", + "immense", + "Repositories", + "tanti" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "exacerbated", + "resulting", + "elated", + "of", + "reminiscent", + "caused", + "resulted", + "or", + "attributable", + "arising", + "championed", + "tantamount", + "worsened", + "engender", + "profoundly", + "continued", + "preponder", + "created", + "shaped", + "formerly", + "hereinafter", + "former" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "resulting", + "resulting", + "or", + "resulted", + "of", + "potentially", + "resultant", + "allowing", + "characterized", + "but", + "caused", + "reminiscent", + "exacerbated", + "that", + "continued", + "inevitably", + "undesirable", + "results", + "result", + "Result", + "unfavorable", + "Allowing", + "Result", + "remarked", + "which" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "resulting", + "inevitably", + "undesirable", + "characterized", + "inadvertently", + "unintentionally", + "exacerbated", + "inevitable", + "characteristic", + "potentially", + "resulted", + "resultant", + "heightened", + "unequal", + "lingering", + "excessively", + "skewed", + "undesired", + "unfavorable", + "lessened", + "persisting", + "accentuated", + "unapolog", + "stubbornly", + "localized", + "markedly", + "allowing", + "inherently", + "invariably", + "reduced", + "devoid", + "unintentional" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "unequal", + "skewed", + "a", + "tilted", + "slightly", + "undesirable", + "S", + "often", + "deviation", + "biased", + "inherently", + "slight", + "different", + "unbalanced", + "typical", + "uneven", + "characteristic", + "varying", + "centered", + "disproportion", + "larger", + "an", + "more", + "inherent", + "deliberately", + "asymmetrical", + "s", + "significant", + "differing", + "various", + "significantly", + "typically" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "S", + "ratios", + "differing", + "non", + "different", + "asymmetrical", + "unequal", + "ratio", + "a", + "asymmetric", + "proportions", + "varying", + "unconventional", + "mismatched", + "atypical", + "asymmetry", + "non", + "anisotropic", + "N", + "resulting", + "tilted", + "Non", + "specific", + "various", + "deviations", + "anisotropy", + "disparity", + "deviation", + "fractional", + "more", + "results" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "axial", + "an", + "ratios", + "non", + "s", + "axial", + "non", + "and", + "different", + "devi", + "atypical", + "a", + "an", + "centric", + "differing", + "ratio", + "anisotropic", + "Axial", + "cylindrical", + "asymmetrical", + "varying", + "adjusted", + "unequal", + "tilted", + "fractional", + "deviated", + "exceptional", + "Non", + "different", + "ist", + "asymmetric" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "axial", + "an", + "A", + "axial", + "Axial", + "al", + "an", + "An", + "s", + "ratios", + "axes", + "atypical", + "different", + "O", + "deviated", + "of", + "devi", + "Al", + "O", + "up", + "African" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "axial", + "anisotropic", + "anisotropy", + "non", + "ratios", + "an", + "axial", + "s", + "Axial", + "non", + "axis", + "orientation", + "axes", + "An", + "devi", + "deviated", + "an", + "A", + "ratio", + "Orientation", + "altered", + "ist", + "different", + "orientations", + "deviates", + "Non", + "deviation" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "axial", + "axial", + "Axial", + "Ax", + "s", + "AX", + "ratio", + "AX", + "ax", + "ratios", + "ratio", + "ial", + "Ax", + "N", + "U", + "axially", + "k", + "ax", + "t", + "m", + "st", + "Ratio", + "an", + "e", + "is", + "th", + "A", + "h", + "H", + "K" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "axial", + "axial", + "Axial", + "Ax", + "AX", + "AX", + "Ax", + "ax", + "axially", + "ax", + "ratios", + "ratio", + "Axel", + "Axios", + "axes", + "ratio", + "Axe", + "axs", + "Ratio", + "axis", + "axios", + "axes", + "axios", + "Ratio", + "ial", + "axis" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "axial", + "axial", + "Ax", + "Axial", + "AX", + "AX", + "ax", + "Ax", + "Axel", + "ax", + "axes", + "axes", + "Axes", + "axially", + "axs", + "axb", + "axios", + "axis", + "axia", + "axis", + "axios", + "axa", + "axal", + "Axis", + "iax", + "Axes", + "axi", + "Axis", + "Axios" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "of", + "We", + "a", + "ically", + "Each", + "ly", + "You", + "There", + "For", + "that", + "we", + "This", + "and", + "My", + "They", + "the", + "In", + "That", + "Out", + "The", + "Unlike", + "Since", + "Although", + "These", + "Because", + "if", + "Our", + "your", + "Your", + "No", + "you" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 19.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "potentially", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "distance", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "range", + "output_checked": true + }, + { + "concept": "considerably", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "because", + "score": 4.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "suppressed", + "output_checked": true + }, + { + "concept": "suppressing", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "suppressed", + "output_checked": true + }, + { + "concept": "solidification", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "an", + "output_checked": true + }, + { + "concept": "cubic", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "facilitated", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "those", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "from", + "output_checked": true + }, + { + "concept": "symmetry", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "immense", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "unity", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "behest", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "suppressed", + "output_checked": true + }, + { + "concept": "these", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "substantially", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "different", + "output_checked": true + }, + { + "concept": "consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "resulting", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "configuration", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "process", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "an", + "output_checked": true + }, + { + "concept": "than", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "different", + "output_checked": true + }, + { + "concept": "ratios", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "unity", + "output_checked": true + }, + { + "concept": "massive", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Rarely", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "throwback", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "eventual", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "range", + "output_checked": true + }, + { + "concept": "damn", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "suppressed", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "during", + "output_checked": true + }, + { + "concept": "Considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "enshrined", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "multitude", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "reluctant", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "severely", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "substantial", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "decidedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "Sas", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "unity", + "output_checked": true + }, + { + "concept": "exerting", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "exacerbated", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "an", + "output_checked": true + }, + { + "concept": "when", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "during", + "output_checked": true + }, + { + "concept": "beispielsweise", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "lorf", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "decreases", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "gradually", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "interactions", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "absolutely", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "suppressed", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "especially", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "coworkers", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "undeniably", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "payoff", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "zero", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "unity", + "output_checked": true + }, + { + "concept": "multiple", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "range", + "output_checked": true + }, + { + "concept": "concentrations", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "centerY", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "riddled", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "localized", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "crystal", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "behind", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "solid", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "an", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-03__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-03__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-03__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-03__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-03__heatmap.png" + } + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffusionless lattice change 4", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "The parent face-centered cell transforms through compression along one crystallographic axis and expansion along the other two, creating a distorted body-centered product.", + "prompt_tail": "face-centered cell transforms through compression along one crystallographic axis and expansion along the other two, creating a distorted body-centered product.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "diffusionless-lattice-change", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + } + ], + "emergence": [ + { + "label": "tetragonal", + "best_rank": 27021, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 14670 + }, + { + "label": "Bain", + "best_rank": 8746, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 4318 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "unica", + "odium", + "elli", + "odi", + "ervo", + "ilah", + "wadi", + "Beverungen", + "iber", + "hacerse", + "Kodi", + "udi", + "Burbank", + "inking", + "aforementioned", + "ayya", + "ovel", + "nev", + "Eber", + "avil", + "ahs", + "eck", + "bakt", + "lassen", + "wit", + "omata" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "overheard", + "ayani", + "udi", + "aville", + "ServiceID", + "arpur", + "arita", + "rodeo", + "anio", + "odi", + "Imperio", + "erver", + "cil", + "avil", + "Kodi", + "uded", + "zki", + "ervo", + "alco", + "Toto", + "iasa", + "zk" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "arita", + "anio", + "rodeo", + "aville", + "arpur", + "alco", + "odi", + "ServiceID", + "erver", + "Imperio", + "uded", + "ervo", + "cil", + "ta", + "empleados", + "qat", + "odil", + "avil", + "Kodi", + "iasa" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "rehabilitated", + "Europ", + "vesicular", + "mt", + "conferred", + "Aluminum", + "tesla" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Fountain", + "odium", + "quilla", + "rodeo", + "ta", + "graisse", + "arpur", + "tox", + "arita", + "uded", + "lova", + "annya", + "wadi", + "overheard", + "Maldonado", + "sever", + "omba", + "Selangor", + "Gra", + "Thunderbird", + "elle", + "tery", + "Sever", + "Sever", + "ushima", + "FAS" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "Infect", + "rehabilitated", + "Europ", + "vesicular", + "squares", + "Inflater", + "conferred", + "pneumatic", + "calmed", + "mt", + "remotely", + "appealed", + "ductory", + "Aluminum" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "authenticate", + "calmed", + "rehabilitated", + "tesla", + "vesicular", + "directors", + "Aluminum", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "wadi", + "udi", + "arita", + "anio", + "overheard", + "aville", + "ayani", + "odi", + "ServiceID", + "rodeo", + "cil", + "alco", + "uded", + "erver", + "odil", + "arpur", + "ta", + "empleados", + "Imperio", + "Kodi", + "zki", + "avil", + "Fairbanks" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "ahs", + "quilla", + "wadi", + "udi", + "anio", + "overheard", + "aville", + "cil", + "ayani", + "Imperio", + "erver", + "rodeo", + "ServiceID", + "odi", + "uded", + "it", + "ta", + "odil", + "sel", + "empleados", + "alco", + "zki", + "Toto" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "flare", + "infect", + "Infect", + "vesicular", + "squares", + "directors", + "authenticate", + "mt", + "pneumatic", + "rehabilitated", + "conferred", + "Inflater", + "Europ", + "tesla", + "puis", + "verder", + "calmed" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "gehend", + "rog", + "uette", + "theater", + "sensibility", + "voila", + "med", + "urious", + "heartedly", + "s", + "odorless", + "eness", + "ended", + "fif", + "sensitivity", + "brid", + "filosof", + "credo", + "natural", + "ujos", + "SELS", + "uating", + "ures" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "voila", + "fato", + "uette", + "gehend", + "heartedly", + "Kalau", + "iven", + "certeza", + "urious", + "med", + "hearted", + "beispielsweise", + "credo", + "zeug", + "laissez", + "fif", + "uating", + "differenza", + "scape", + "udades" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "voila", + "uette", + "gehend", + "urious", + "fato", + "digamos", + "uating", + "iven", + "rog", + "Kalau", + "loff", + "laissez", + "credo", + "tyle", + "rad", + "zeug", + "leve", + "certeza", + "ujos" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "zeug", + "laissez", + "decadent", + "voila", + "scape", + "requisite", + "notion", + "notable", + "sensibility", + "credo", + "Etc", + "imperative", + "builders", + "certeza", + "urious", + "Veamos", + "ogf", + "proverbial", + "med", + "lavish", + "ofsky" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "hypothetical", + "sensibility", + "gestalt", + "zeug", + "lavish", + "sheep", + "woolen", + "xr", + "notable", + "Etc", + "finalized", + "decadent", + "scape", + "builders", + "voila", + "ironic", + "unruly", + "ambivalent", + "vehement", + "quartz", + "Messieurs", + "theoretical", + "virtue", + "XK", + "sheep", + "werks", + "sensibilities", + "nefarious" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "unruly", + "gothic", + "opus", + "STYLE", + "Xr", + "horrid", + "crafty", + "metaphysical", + "rrrr", + "sensibility", + "boutique", + "stylized", + "unnamed", + "woolen", + "ODM", + "XK", + "xr", + "cryptic", + "ambivalent", + "nefarious", + "thoughtful", + "visuals", + "expansive", + "horrend", + "archaic", + "gestalt", + "arcane", + "VisualStudio", + "scape", + "Neo" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "thoughtful", + "MYSQL", + "PLOAD", + "gothic", + "psychic", + "cryptic", + "typescript", + "horrid", + "obnoxious", + "chipset", + "heinous", + "WRITE", + "workbook", + "hypothesized", + "metaphysical", + "obtuse", + "arcane", + "additive", + "trapez", + "geek", + "duniya", + "STADT", + "unnamed" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "unruly", + "Solaris", + "unnamed", + "attempted", + "pseudo", + "trapez", + "Notas", + "PSI", + "typescript", + "ambivalent", + "hypothesized", + "discontinuous", + "snowboard", + "MNOP", + "attempting", + "Berkshire", + "botched", + "Mazda", + "contrived", + "Pseudo", + "Bavarian", + "Traverse", + "Contour", + "irregular", + "concave", + "Decimal", + "Numer", + "trapezium", + "remarked" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "pseudo", + "Solaris", + "contrived", + "unruly", + "Nota", + "ambivalent", + "undesirable", + "Nota", + "whisk", + "bepaalde", + "sensibility", + "Pseudo", + "Notas", + "surm", + "Note", + "resultante", + "attempted", + "gewisse", + "EOUS", + "fanciful", + "engender", + "remarked", + "unequiv", + "Berkshire", + "roon", + "intric", + "cruc", + "conundrum", + "dhat", + "aforementioned", + "Unterschiede" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "pseudo", + "workbook", + "semif", + "botched", + "VB", + "unruly", + "XB", + "bxc", + "imbued", + "obtuse", + "contrived", + "BBBB", + "doubted", + "obscured", + "partially", + "deemed", + "embellished", + "hybridized", + "TBS", + "aborted", + "bree", + "bloody", + "Berkshire", + "buoyancy", + "tainted", + "Pseudo", + "hybrids", + "LastError", + "tentatively" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "obtuse", + "embroiled", + "semif", + "MSG", + "dihedral", + "pseudo", + "blended", + "obscured", + "Indexed", + "imbued", + "troubled", + "contrived", + "Annotated", + "Horde", + "diced", + "aborted", + "ellipsoid", + "decked", + "booted", + "botched", + "tainted", + "workbook", + "spheroid", + "bloated", + "unlikely", + "oblong", + "strained", + "twisted" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "distorted", + "distressed", + "distortion", + "blended", + "Distortion", + "twisted", + "deformed", + "tortured", + "distortion", + "altered", + "strained", + "oblong", + "obscured", + "tainted", + "ellipsoid", + "obtuse", + "pierced", + "distort", + "corrupted", + "DSM", + "angled", + "aborted", + "embellished", + "botched", + "chilled", + "diced", + "curvil", + "dehydrated", + "bloated", + "deformity", + "deckung" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "distorted", + "dist", + "Dist", + "dist", + "Dist", + "distortion", + "distort", + "Distortion", + "distortion", + "body", + "distortions", + "distressed", + "DIST", + "distilled", + "distracted", + "Body", + "DIST", + "distillery", + "disturbed", + "distiller", + "Body", + "distill", + "Distillery", + "undist", + "body", + "Distrito", + "Disturb", + "distract", + "cuerpo" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "body", + "Body", + "body", + "Body", + "distorted", + "bodies", + "cuerpo", + "dist", + "Dist", + "BODY", + "dist", + "Dist", + "Bodies", + "BODY", + "getBody", + "lichaam", + "corpo", + "distortion" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "body", + "distorted", + "Dist", + "Body", + "Body", + "dist", + "Dist", + "body", + "badan", + "cuerpo", + "dist", + "bodies", + "getBody", + "disturbed", + "Bodies", + "distilled", + "distressed", + "lichaam" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "For", + "However", + "When", + "Since", + "Note", + "Each", + "They", + "In", + "We", + "It", + "Let", + "This", + "But", + "While", + "Actually", + "There", + "You", + "To", + "I", + "No", + "Depending", + "One", + "Here", + "Therefore", + "Additionally", + "If", + "Because", + "These", + "Although", + "A", + "All", + "Thus" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 98671, + 161889, + 171448, + 79078, + 104033, + 87398, + 75406, + 180717, + 186963, + 121499, + 249551, + 245193, + 245762, + 191566, + 159233, + 101856, + 30245, + 47330, + 104922, + 111279, + 28507, + 27022, + 45151, + 37665, + 60840, + 41782 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 9123, + 17913, + 16502, + 204851, + 62296, + 194654, + 211874, + 17779, + 15823, + 177625, + 14485, + 10420, + 14038, + 23045, + 40740, + 106393, + 155322, + 77438, + 8860, + 8747, + 26672, + 9892, + 48755, + 41426, + 89389, + 28257 + ] + } + ], + "logit_lens": [ + { + "label": "tetragonal", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 196074, + 162774, + 118899, + 99952, + 136918, + 77025, + 29874, + 79278, + 102071, + 49197, + 50193, + 27388, + 65505, + 14671 + ] + }, + { + "label": "Bain", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 9833, + 9884, + 8134, + 18778, + 59665, + 80370, + 27364, + 16882, + 23033, + 12740, + 10697, + 4319, + 19779, + 12603 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "namely", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "GTX", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "anisotropic", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "axes", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "two", + "output_checked": true + }, + { + "concept": "voila", + "score": 3.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "normal", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "face", + "output_checked": true + }, + { + "concept": "unruly", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Leinster", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "expansion", + "output_checked": true + }, + { + "concept": "another", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "along", + "output_checked": true + }, + { + "concept": "INE", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "creating", + "output_checked": true + }, + { + "concept": "pseudo", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "direction", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "particular", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "detalle", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "apex", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "tuk", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "compression", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "replaces", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "transforms", + "output_checked": true + }, + { + "concept": "NSArray", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "edging", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "creating", + "output_checked": true + }, + { + "concept": "FLOAT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "MNOP", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "sculpted", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "modificaciones", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "molding", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "compression", + "output_checked": true + }, + { + "concept": "otro", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "along", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "goddess", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "hypothetical", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "chicks", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "along", + "output_checked": true + }, + { + "concept": "bezier", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "along", + "output_checked": true + }, + { + "concept": "Juniors", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "along", + "output_checked": true + }, + { + "concept": "velvety", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "distorted", + "output_checked": true + }, + { + "concept": "Mannschaften", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "body", + "output_checked": true + }, + { + "concept": "thoughtful", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "siano", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "two", + "output_checked": true + }, + { + "concept": "disparity", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "RequestContext", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "facing", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "parents", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "obtuse", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "Italiano", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "azide", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "creeps", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "along", + "output_checked": true + }, + { + "concept": "Empires", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "other", + "output_checked": true + }, + { + "concept": "determinada", + "score": 1.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "BMX", + "score": 1.0, + "best_rank": 4, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "annum", + "score": 1.0, + "best_rank": 5, + "best_depth": 63.8, + "near_token": "product", + "output_checked": true + }, + { + "concept": "Another", + "score": 1.0, + "best_rank": 5, + "best_depth": 72.3, + "near_token": "other", + "output_checked": true + }, + { + "concept": "seder", + "score": 1.0, + "best_rank": 6, + "best_depth": 72.3, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "Logo", + "score": 1.0, + "best_rank": 10, + "best_depth": 59.6, + "near_token": "product", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "se", + "ter", + "th", + "row", + "gh", + "ar", + "ne", + "ook", + "inter", + "ype", + "anc", + "tr", + "pect", + "red", + "ray", + "ser", + "roup", + "min", + "ground", + "ts", + "ces", + "self", + "years", + "be", + "son", + "span", + "ined", + "ke", + "na", + "ters" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "og", + "tr", + "comp", + "ner", + "sl", + "assert", + "rence", + "stem", + "umeric", + "kepada", + "perk", + "haute", + "blossom", + "ocs", + "malloc", + "spar", + "aquele", + "Heap", + "menes", + "samp", + "uq" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "y", + "j", + "ch", + "ust", + "math", + "ib", + "ast", + "ge", + "one", + "iew", + "ild", + "ound", + "ike", + "left", + "itt", + "ON", + "ict", + "ible", + "pol", + "pres", + "supp", + "raph", + "ext", + "tem", + "gu", + "ke", + "ij" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "en", + "al", + "ou", + "l", + "im", + "ation", + "st", + "ir", + "th", + "est", + "wh", + "ist", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "ff", + "orm", + "ast", + "ice", + "ab", + "du", + "ge", + "ber", + "ear", + "ition" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "de", + "ch", + "qu", + "ess", + "ity", + "The", + "le", + "ha", + "from", + "ad", + "us", + "which", + "com", + "i", + "ar", + "yst", + "che", + "ag", + "ize", + "we", + "est", + "who", + "ric", + "my" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "en", + "at", + "an", + "it", + "is", + "le", + "ed", + "ion", + "as", + "ent", + "n", + "ol", + "ig", + "ur", + "de", + "ir", + "ly", + "ere", + "com", + "pe", + "end", + "ill", + "ath", + "ex", + "art", + "The", + "iz", + "ud", + "ies", + "ang" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "ort", + "se", + "L", + "H" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "ew", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ar", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "they", + "sehen", + "sof", + "s", + "of", + "nya", + "lid", + "selection", + "beloved", + "eat", + "liaison", + "tentative", + "kaya", + "bringen", + "ampio", + "n" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "of", + "reput", + "ampio", + "e", + "s", + "has", + "photograph", + "they", + "technically", + "aal", + "bildung", + "eat", + "sehen", + "tentative", + "rei", + "sof", + "bringen", + "mellow", + "receptacle", + "wunder" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "substantial", + "readily", + "reliance", + "Tog", + "immense", + "ampio", + "fielder", + "e", + "reput", + "Verenigde", + "ecek", + "appro", + "substantially", + "organization", + "tentative", + "ameri", + "Publicity", + "equip", + "considerable", + "etection" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "substantial", + "immense", + "tog", + "readily", + "Tog", + "appro", + "Looking", + "profoundly", + "currently", + "slimmer", + "pochi", + "slightly", + "indiv", + "slight", + "Verenigde", + "ampio", + "ameri", + "fielder", + "Considerable", + "e", + "expertly" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "Tog", + "immense", + "slightly", + "Considerable", + "substantial", + "ampio", + "considerably", + "profoundly", + "avrebbe", + "slimmer", + "slight", + "tentative", + "additional", + "currently", + "indiv", + "fielder", + "ecek", + "damn", + "accepted" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "substantial", + "considerably", + "substantially", + "sigh", + "slightly", + "profoundly", + "ed", + "JT", + "tog", + "considerable", + "even", + "tentative", + "potentially", + "conm", + "Considerable", + "immense", + "decidedly", + "slimmer", + "despicable", + "slightly", + "temporarily", + "momentarily", + "accepted" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "similar", + "tantamount", + "ed", + "reminiscent", + "unprecedented", + "another", + "additional", + "potentially", + "similar", + "albeit", + "albeit", + "perhaps", + "previously", + "p", + "without", + "hitherto", + "became", + "Result", + "potentially", + "of" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "reminiscent", + "resulting", + "resulted", + "similar", + "albeit", + "resulting", + "potentially", + "seemingly", + "similar", + "resembling", + "surpassing", + "tantamount", + "unprecedented", + "dubbed", + "bordering", + "transformed", + "unexpectedly", + "decidedly", + "resembled", + "surprisingly" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "reminiscent", + "perplexed", + "downgraded", + "modified", + "inadvertently", + "fragmented", + "transformed", + "surprisingly", + "unexpectedly", + "nuanced", + "partially", + "mistakenly", + "broader", + "somewhat", + "styled", + "resembling", + "intensified", + "invigor", + "mimicking", + "slightly", + "pseudo", + "resembled", + "revamped", + "seemingly", + "hesitant", + "transitioning", + "skewed", + "broadened", + "conflicted", + "punctuated", + "reduced" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "slightly", + "potentially", + "remarkably", + "strikingly", + "surprisingly", + "highly", + "bordering", + "a", + "pseudo", + "reminiscent", + "relatively", + "ed", + "whose", + "partially", + "truly", + "semi", + "inherently", + "resulting", + "somewhat", + "comparatively", + "vastly", + "profoundly", + "deeply", + "excessively", + "nestled", + "skewed", + "striking", + "twisted", + "sprawling", + "shockingly", + "nearly", + "approximately" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "S", + "s", + "a", + "A", + "E", + "C", + "D", + "N", + "the", + "M", + "O", + "H", + "G", + "T", + "n", + "R", + "B", + "and", + "a", + "f", + "e", + "F", + "m", + "d", + "non", + "d", + "the", + "and", + "resulting", + "th", + "an", + "U" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "a", + "b", + "ed", + "and", + "distorted", + "de", + "modified", + "deformed", + "d", + "B", + "pseudo", + "partially", + "seemingly", + "hybrid", + "th", + "non", + "altered", + "atypical", + "und", + "out", + "almost", + "riddled", + "b", + "mixed", + "shaped", + "twisted", + "D", + "slightly", + "bottom", + "structurally", + "an", + "bi" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "b", + "b", + "d", + "d", + "O", + "de", + "B", + "ed", + "a", + "ad", + "s", + "D", + "B", + "distorted", + "o", + "n", + "de", + "S", + "M", + "N", + "e", + "H", + "G", + "D", + "O", + "C", + "th", + "p", + "E", + "an", + "el", + "m" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "distorted", + "distortion", + "distort", + "Distortion", + "dist", + "distortions", + "distortion", + "dist", + "deformed", + "b", + "Dist", + "d", + "deform", + "d", + "b", + "B", + "Dist", + "de", + "ed", + "deformation", + "skewed", + "o", + "O", + "D", + "de", + "D", + "bent" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "dist", + "body", + "Dist", + "dist", + "Dist", + "distorted", + "Body", + "distort", + "body", + "Body", + "distortion", + "distortions", + "Distortion", + "DIST", + "DIST", + "distortion", + "s", + "distilled", + "st", + "distressed", + "bodies", + "n", + "un", + "B", + "distill", + "m", + "at" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "body", + "body", + "Body", + "Body", + "distorted", + "dist", + "Dist", + "bodies", + "dist", + "Dist", + "cuerpo", + "BODY", + "BODY", + "getBody", + "Distortion", + "distort", + "distortion", + "DIST", + "bodied", + "bod", + "corpo", + "distilled", + "bodyParser" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "body", + "Dist", + "Dist", + "dist", + "Body", + "distorted", + "dist", + "body", + "Body", + "bodies", + "DIST", + "DIST", + "Bodies", + "BODY", + "cuerpo", + "BODY", + "distilled", + "Distortion", + "Bodies", + "getBody", + "and" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "For", + "However", + "When", + "Since", + "Note", + "Each", + "They", + "In", + "We", + "It", + "Let", + "This", + "But", + "While", + "Actually", + "There", + "You", + "To", + "I", + "No", + "Depending", + "One", + "Here", + "Therefore", + "Additionally", + "If", + "Because", + "These", + "Although", + "A", + "All", + "Thus" + ] + } + ], + "logit_surprising": [ + { + "concept": "another", + "score": 11.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "expansion", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "transforms", + "output_checked": true + }, + { + "concept": "been", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "product", + "output_checked": true + }, + { + "concept": "respective", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "along", + "output_checked": true + }, + { + "concept": "remaining", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "two", + "output_checked": true + }, + { + "concept": "damn", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "into", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "transforms", + "output_checked": true + }, + { + "concept": "direction", + "score": 4.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "readily", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "compression", + "output_checked": true + }, + { + "concept": "somewhat", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "along", + "output_checked": true + }, + { + "concept": "respectively", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "configuration", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "aligned", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cubic", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "anisotropic", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "substantially", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "two", + "output_checked": true + }, + { + "concept": "substantial", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "behest", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "along", + "output_checked": true + }, + { + "concept": "etre", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "these", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "compression", + "output_checked": true + }, + { + "concept": "towards", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "along", + "output_checked": true + }, + { + "concept": "remarkably", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "creating", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "specified", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "along", + "output_checked": true + }, + { + "concept": "undeniably", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "product", + "output_checked": true + }, + { + "concept": "positioned", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "centerY", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "asymmetric", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "products", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "product", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "inaction", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "apre", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "along", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "papan", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "indiv", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "enshrined", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "multitude", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "overtly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "Sas", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "vergang", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "manufact", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "opposit", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "expansion", + "output_checked": true + }, + { + "concept": "Because", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "two", + "output_checked": true + }, + { + "concept": "transitioned", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "transforms", + "output_checked": true + }, + { + "concept": "beispielsweise", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "bzw", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "shaped", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "distorted", + "output_checked": true + }, + { + "concept": "emotions", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "face", + "output_checked": true + }, + { + "concept": "change", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "transforms", + "output_checked": true + }, + { + "concept": "undergoing", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "through", + "output_checked": true + }, + { + "concept": "configured", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "progressively", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "proportionally", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "expansion", + "output_checked": true + }, + { + "concept": "provide", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "various", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "through", + "output_checked": true + }, + { + "concept": "orientations", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "decrease", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "asymmetrical", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "multifaceted", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "distorted", + "output_checked": true + }, + { + "concept": "nestled", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "body", + "output_checked": true + }, + { + "concept": "resulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "product", + "output_checked": true + }, + { + "concept": "expand", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "expansion", + "output_checked": true + }, + { + "concept": "expands", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "expansion", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-04__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-04__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-04__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-04__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-04__heatmap.png" + } + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffusionless lattice change 5", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A rapid diffusionless transformation produces an acicular phase whose unit cell has two equal short axes and one longer axis.", + "prompt_tail": "A rapid diffusionless transformation produces an acicular phase whose unit cell has two equal short axes and one longer axis.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "diffusionless-lattice-change", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + } + ], + "emergence": [ + { + "label": "tetragonal", + "best_rank": 370, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 38 + }, + { + "label": "Bain", + "best_rank": 1586, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 243 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "odium", + "unica", + "odi", + "ilah", + "iber", + "elli", + "ervo", + "wadi", + "udi", + "avia", + "ahs", + "hacerse", + "Kodi", + "Beverungen", + "Burbank", + "avil", + "inking", + "Eber", + "ayani", + "ayya", + "Sever", + "okok", + "aforementioned", + "wit", + "shortage", + "lassen" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "ServiceID", + "arpur", + "rodeo", + "anio", + "aville", + "odi", + "arita", + "erver", + "avil", + "Imperio", + "Kodi", + "uded", + "ervo", + "cil", + "iasa", + "alco", + "zki", + "Toto", + "zk" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "arita", + "rodeo", + "anio", + "aville", + "arpur", + "alco", + "odi", + "erver", + "ervo", + "Imperio", + "ServiceID", + "cil", + "uded", + "empleados", + "qat", + "ta", + "odil", + "iasa" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Europ", + "Inflater", + "rehabilitated", + "vesicular", + "mt", + "conferred", + "Aluminum", + "fs", + "directors" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "tration", + "Arbor", + "gaard", + "arantine", + "plings", + "Nordstrom", + "formed", + "hene", + "Verstappen", + "omely", + "Raptor", + "Sequoia", + "rangian", + "Shenzhen", + "Rasmussen", + "PCR", + "equivalently", + "JPA", + "rene", + "rsp", + "comprehensively", + "ponds", + "SError", + "Zayn", + "Epson", + "Saigon" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "rehabilitated", + "Europ", + "Infect", + "vesicular", + "conferred", + "pneumatic", + "calmed", + "squares", + "Inflater", + "remotely", + "ductory", + "mt", + "appealed", + "nye" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "squares", + "Inflater", + "pneumatic", + "calmed", + "authenticate", + "rehabilitated", + "vesicular", + "directors", + "Aluminum", + "tesla", + "reefs", + "mt" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "udi", + "arita", + "wadi", + "anio", + "overheard", + "ayani", + "aville", + "odi", + "rodeo", + "ServiceID", + "alco", + "uded", + "erver", + "cil", + "avil", + "arpur", + "ta", + "empleados", + "odil", + "Imperio", + "Kodi", + "ink", + "zki" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "arita", + "quilla", + "wadi", + "udi", + "anio", + "overheard", + "aville", + "ayani", + "erver", + "ServiceID", + "cil", + "rodeo", + "Imperio", + "odi", + "uded", + "ta", + "empleados", + "avil", + "arpur", + "alco", + "it", + "odil", + "iasa", + "Fairbanks" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "flare", + "infect", + "squares", + "directors", + "Infect", + "vesicular", + "pneumatic", + "mt", + "authenticate", + "Inflater", + "conferred", + "rehabilitated", + "verder", + "Europ", + "tesla", + "director", + "puis", + "calmed" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "t", + "med", + "gehend", + "selves", + "f", + "ures", + "ended", + "let", + "manner", + "dass", + "g", + "natural", + "Moreover", + "rog", + "dif", + "eness", + "uri", + "Como", + "Kalau", + "heartedly", + "digamos", + "ujos", + "lepas", + "bu", + "hearted" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "t", + "Moreover", + "gehend", + "s", + "selves", + "hearted", + "fato", + "uri", + "Kalau", + "digamos", + "g", + "Como", + "f", + "voila", + "dif", + "ures", + "rad", + "de", + "let", + "priv", + "tyle", + "en", + "ve", + "ended", + "though", + "vice" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "t", + "f", + "selves", + "digamos", + "uri", + "g", + "de", + "let", + "gehend", + "in", + "dif", + "ures", + "though", + "rad", + "s", + "ve", + "particular", + "leve", + "oj", + "sage", + "Kalau", + "tyle", + "ujos", + "isons", + "hoff", + "fato", + "en" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "s", + "let", + "particular", + "selves", + "digamos", + "dif", + "hoff", + "g", + "in", + "de", + "ief", + "perd", + "eben", + "t", + "ge", + "tyle", + "ff", + "f", + "uj", + "uri", + "int", + "manner", + "ended", + "oj", + "primes", + "Etc" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "s", + "en", + "med", + "sheep", + "xr", + "particular", + "manner", + "gie", + "ed", + "system", + "hoff", + "ne", + "ge", + "lang", + "insc", + "let", + "ief", + "sheep", + "ersen", + "builders", + "eben", + "especificar", + "ers", + "land", + "inc", + "uj", + "ayscale", + "Gestaltung" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "nnnn", + "Etc", + "teh", + "erson", + "particular", + "dud", + "standard", + "aforementioned", + "sk", + "geometric", + "rrrr", + "Societe", + "standard", + "xr", + "notion", + "sheep", + "isek", + "and", + "inc", + "system", + "stein", + "lang", + "Particular", + "hexadecimal", + "ovi", + "SK", + "remarked", + "affirm" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "hexadecimal", + "standard", + "remarked", + "gothic", + "trapez", + "clature", + "mathematics", + "STANDARD", + "ItemGroup", + "sheep", + "sheep", + "rhomb", + "configurable", + "discord", + "classed", + "especificar", + "geometric", + "mathematically", + "standards", + "rectangular", + "hypotheses", + "canine", + "esquema", + "STANDARD", + "irregular", + "metaphysical" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "aforementioned", + "predominant", + "Particular", + "invariable", + "asymmetrical", + "disparity", + "triangular", + "vertebrae", + "benzodiazep", + "particular", + "envisaged", + "predominance", + "describe", + "geometric", + "preponderance", + "characteristics", + "triplet", + "vertebrate", + "denotes", + "Describe", + "describir", + "hierarch", + "oblong", + "denote", + "postulated", + "vertebra", + "differentially", + "discernible", + "bipartite", + "described" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "particular", + "s", + "in", + "en", + "tri", + "triangular", + "Particular", + "and", + "tri", + "no", + "beau", + "three", + "determinada", + "jellem", + "inequ", + "t", + "zig", + "particular", + "ter", + "no", + "implique", + "R", + "l", + "dispuestos", + "ek", + "Gestaltung", + "ro", + "triplet" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "two", + "twice", + "twofold", + "Oriented", + "second", + "triangular", + "doubly", + "oriented", + "orientation", + "twice", + "two", + "zwei", + "Zwei", + "orientated", + "Particular", + "orientation", + "Two", + "deux", + "triplet", + "Orientation", + "tri", + "axes", + "intermediate", + "Unterschiede", + "three" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Axes", + "tric", + "asymmetric", + "symmetry", + "Ayl", + "Zwei", + "Symmetry", + "Axes", + "Intermediate", + "TypeCode", + "elliptic", + "Intermediate", + "two", + "ymmetric", + "radionu", + "igner", + "anhydride", + "asymmetrical", + "intermediate", + "abb", + "modestly", + "Jericho", + "moder", + "XY", + "LastError", + "Schmitz", + "Moder" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "tric", + "rectangular", + "oblong", + "prismatic", + "triangular", + "asymmetric", + "Axes", + "ymmetric", + "elliptic", + "trapez", + "curvil", + "rectangular", + "niedrig", + "tril", + "trin", + "Axes", + "potencial", + "symmetry", + "prisma", + "Symmetry", + "isos", + "Intermediate", + "intermediate", + "AspectRatio" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "rectangular", + "rectangular", + "rhomb", + "Minerals", + "oblong", + "tric", + "Rectangle", + "rectangle", + "Rectangle", + "Rect", + "Rect", + "classed", + "Miner", + "rectangles", + "triangular", + "isos", + "Abb", + "minerals", + "rectangle", + "inal", + "kite", + "iso", + "ter", + "agonal", + "rect" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "rectangular", + "oblong", + "rhomb", + "rectangular", + "tric", + "Minerals", + "trin", + "monoc", + "mon", + "aval", + "rectangles", + "Rectangle", + "oblique", + "Builders", + "Aval", + "rectangle", + "tet", + "ikai", + "tect", + "ellia", + "tric", + "atile", + "kite" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "ob", + "ob", + "obie", + "OB", + "Ob", + "Ob", + "oblique", + "obed", + "Obs", + "OB", + "obal", + "Obl", + "oble", + "obie", + "obic", + "obs", + "oben", + "obil", + "Obt", + "obb", + "obo", + "obt", + "obu", + "oban", + "Obl", + "obby", + "obsc" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "ob", + "thought", + "Or", + "To", + "user", + "These", + "As", + "Bruder", + "No", + "Ob", + "This", + "OB", + "Award", + "OB", + "ob", + "most", + "The", + "Layer", + "L", + "or", + "or", + "I", + "Case", + "next", + "And", + "Still", + "Type", + "In", + "Note", + "case", + "type" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 97956, + 161140, + 170660, + 80778, + 15148, + 90304, + 75185, + 181868, + 187350, + 128895, + 257380, + 255731, + 253572, + 230408, + 211842, + 69480, + 10195, + 28677, + 107773, + 84729, + 10949, + 2048, + 620, + 371, + 13492, + 829 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 7404, + 17644, + 16618, + 204216, + 71765, + 188297, + 213658, + 18001, + 16257, + 180097, + 23289, + 8767, + 9877, + 14697, + 14507, + 28057, + 133329, + 27426, + 5013, + 1587, + 19236, + 7170, + 24390, + 28613, + 79307, + 8353 + ] + } + ], + "logit_lens": [ + { + "label": "tetragonal", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 181748, + 114886, + 71225, + 11572, + 4399, + 1262, + 958, + 3039, + 1728, + 1485, + 624, + 39, + 267, + 87 + ] + }, + { + "label": "Bain", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 59626, + 41379, + 39370, + 69057, + 37213, + 58057, + 41715, + 7954, + 1458, + 5735, + 3862, + 244, + 1021, + 5406 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "cui", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "length", + "score": 3.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "cyclone", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "produces", + "output_checked": true + }, + { + "concept": "Leibnitz", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "composed", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "axes", + "output_checked": true + }, + { + "concept": "ured", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "Therapeut", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "needles", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "rectangular", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dispuestos", + "score": 2.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "axes", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "has", + "output_checked": true + }, + { + "concept": "fundamentals", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "fable", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "MgO", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "dynamically", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "doubled", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "masala", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "diffusion", + "output_checked": true + }, + { + "concept": "Psychiatric", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "less", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "an", + "output_checked": true + }, + { + "concept": "Ontology", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "RTP", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "lengths", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "PED", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "viens", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "has", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "contains", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "aforementioned", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "constit", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "constitu", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "particular", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "IMA", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "commensurate", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "Alo", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "anormal", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "deuterium", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "less", + "output_checked": true + }, + { + "concept": "dure", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "schoon", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "fases", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "tric", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ecstasy", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "produces", + "output_checked": true + }, + { + "concept": "Gewalt", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "short", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "unit", + "output_checked": true + }, + { + "concept": "arent", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "equal", + "output_checked": true + }, + { + "concept": "OTROS", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "one", + "output_checked": true + }, + { + "concept": "than", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "longer", + "output_checked": true + }, + { + "concept": "resultante", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "produces", + "output_checked": true + }, + { + "concept": "MenuInflater", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "moieties", + "score": 1.0, + "best_rank": 6, + "best_depth": 59.6, + "near_token": "equal", + "output_checked": true + }, + { + "concept": "Significantly", + "score": 1.0, + "best_rank": 6, + "best_depth": 63.8, + "near_token": "longer", + "output_checked": true + }, + { + "concept": "Mathematics", + "score": 1.0, + "best_rank": 6, + "best_depth": 68.1, + "near_token": "longer", + "output_checked": true + }, + { + "concept": "least", + "score": 1.0, + "best_rank": 7, + "best_depth": 83.0, + "near_token": "short", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "et", + "ve", + "se", + "ter", + "th", + "wh", + "cl", + "con", + "row", + "ng", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "left", + "ype", + "text", + "any", + "ob", + "anc", + "clud", + "ey", + "der", + "tr", + "pect", + "red" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "is", + "comp", + "ne", + "az", + "ner", + "rence", + "umeric", + "sap", + "omers", + "multif", + "perk", + "haute", + "apo", + "malloc", + "encompasses", + "spar", + "aquele", + "menes", + "airs", + "buk", + "azam", + "samp" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "j", + "ust", + "ge", + "one", + "te", + "ob", + "cept", + "ict", + "ible", + "pol", + "includ", + "raph", + "ext", + "ke", + "ij", + "som", + "arn", + "mathb", + "da", + "fin", + "vol", + "ivid", + "oot", + "iss", + "pha", + "mathbf" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "ou", + "im", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "du", + "ge", + "ber", + "row", + "St", + "pr", + "mathrm", + "sa" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "m", + "de", + "qu", + "ra", + "pro", + "com", + "ity", + "The", + "le", + "ha", + "from", + "ad", + "which", + "com", + "i", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "who", + "ric", + "rib" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "he", + "re", + "en", + "at", + "s", + "an", + "it", + "is", + "al", + "ar", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ig", + "ur", + "ve", + "de", + "ay", + "qu", + "ir", + "ly", + "ra", + "un", + "ri", + "ere", + "com" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "res", + "D" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "os", + "ly", + "ers", + "te", + "ain", + "he", + "og", + "iz", + "ich", + "av", + "ib", + "ar", + "pr", + "elf", + "sp", + "ah", + "ric", + "app", + "rel", + "tern", + "mo", + "det" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "bringen", + "of", + "photograph", + "they", + "selection", + "liaison", + "sehen", + "evol", + "kaya", + "wunder", + "Ils", + "drap", + "n", + "ization", + "perfectly", + "lid", + "novembre", + "eat", + "begitu" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "liaison", + "evol", + "bringen", + "wunder", + "ampio", + "Publicity", + "e", + "ain", + "photograph", + "setcounter", + "officially", + "technically", + "aal", + "ein", + "superstar", + "sehen", + "remember", + "tentative", + "sof" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "immense", + "Verenigde", + "damn", + "fielder", + "e", + "prominently", + "fourteenth", + "ameri", + "Publicity", + "expert", + "substantial", + "resmi", + "Tog", + "equip", + "officially", + "organization", + "mutually", + "tentative", + "tog", + "garanti", + "tanti" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "tog", + "immense", + "damn", + "indiv", + "ameri", + "Tog", + "kowy", + "Verenigde", + "tremendous", + "mutually", + "PA", + "currently", + "ET", + "exceedingly", + "contending", + "ampio", + "asesin", + "nur", + "ischen", + "ributor", + "er", + "appro", + "substantial", + "gigantic" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "readily", + "Tog", + "immense", + "kowy", + "damn", + "ampio", + "ameri", + "Considerable", + "indiv", + "tremendous", + "exceedingly", + "currently", + "asesin", + "appellate", + "profoundly", + "emeritus", + "mutually", + "tentative", + "nagyon", + "contending" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "profoundly", + "unequivocal", + "ameri", + "unequivocally", + "commonly", + "or", + "prominently", + "readily", + "exceedingly", + "merkezi", + "tog", + "vergang", + "contending", + "fourteenth", + "repre", + "tentative", + "et", + "noteworthy", + "degrees", + "JT", + "Neder", + "publicly" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "S", + "of", + "known", + "described", + "of", + "such", + "O", + "commonly", + "was", + "e", + "l", + "such", + "C", + "notable", + "commonly", + "similar", + "F", + "s", + "published", + "U", + "strongly", + "exceedingly" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "described", + "characterized", + "configuration", + "S", + "known", + "characteristics", + "exceedingly", + "analogous", + "of", + "or", + "structure", + "resulting", + "consisting", + "termed", + "configuration", + "bzw", + "characteristic", + "reminiscent", + "described", + "resembling", + "defined", + "markedly", + "wherein" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "described", + "characterized", + "configuration", + "characteristics", + "characteristic", + "three", + "symmetric", + "asymmetrical", + "essentially", + "relatively", + "somewhat", + "succinctly", + "distinct", + "symmetrical", + "defined", + "known", + "markedly", + "structure", + "specified", + "commonly", + "triangular", + "distinctly", + "reminiscent", + "tilted", + "restricted", + "outlined", + "seemingly", + "asymmetric", + "atypical", + "perplexed", + "configurations" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "S", + "s", + "three", + "two", + "a", + "distinct", + "e", + "unequal", + "semi", + "characterized", + "skewed", + "asymmetrical", + "B", + "n", + "having", + "somewhat", + "known", + "defined", + "typical", + "characteristic", + "symmetrical", + "four", + "G", + "multi", + "U", + "symmetric", + "asymmetric", + "N", + "R", + "prominent", + "distinctive" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "three", + "asymmetric", + "asymmetrical", + "two", + "three", + "unequal", + "tri", + "threefold", + "two", + "symmetrical", + "Three", + "skewed", + "distinct", + "symmetry", + "triangular", + "s", + "doubly", + "highly", + "twofold", + "S", + "a", + "atypical", + "unique", + "double", + "tripartite", + "b", + "tri", + "Tri", + "notable", + "elongated" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "two", + "two", + "and", + "three", + "Two", + "a", + "tri", + "double", + "zwei", + "y", + "Y", + "deux", + "Two", + "plane", + "quand", + "bir", + "axes", + "n", + "symmetry" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "plane", + "tric", + "n", + "ob", + "l", + "prismatic", + "Two", + "P", + "pr", + "o", + "y", + "R", + "Y", + "C", + "abge", + "Ba", + "de", + "tril", + "Tric", + "c", + "ob", + "PR", + "symmetry", + "d", + "b", + "el", + "H", + "sym", + "tri" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "rectangular", + "prismatic", + "Rect", + "prism", + "tric", + "oblong", + "ob", + "rectangular", + "orth", + "elongated", + "isos", + "hexagonal", + "Trig", + "orth", + "bia", + "obtuse", + "monoc", + "belongs", + "belonged", + "ymmet", + "elliptical", + "symmetry", + "asymmetric", + "Rectangle", + "Blume", + "Prism", + "AspectRatio" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "orth", + "S", + "at", + "ter", + "and", + "n", + "as", + "t", + "st", + "th", + "h", + "n", + "ob", + "the", + "mon", + "rectangular", + "M", + "C", + "iso", + "oblong", + "tr", + "r", + "monoc", + "he", + "rectangular", + "a", + "l", + "une", + "m" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "S", + "mon", + "tr", + "orth", + "ob", + "monoc", + "l", + "at", + "C", + "unia", + "ter", + "U", + "and", + "oblong", + "n", + "bia", + "kite", + "tet", + "l", + "as", + "tri", + "Mon", + "ob", + "Mon", + "tric", + "n", + "the", + "une", + "tra", + "izo", + "trig" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "ob", + "ob", + "Ob", + "Ob", + "OB", + "obie", + "obi", + "obed", + "oba", + "obe", + "obic", + "oblique", + "Obl", + "OB", + "Obs", + "obs", + "oben", + "Obl", + "obie", + "Obt", + "oban", + "tric", + "obi", + "obin", + "oble", + "obu", + "obil", + "obo" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "ob", + "thought", + "Or", + "To", + "user", + "These", + "As", + "Bruder", + "No", + "Ob", + "This", + "OB", + "Award", + "OB", + "ob", + "most", + "The", + "Layer", + "L", + "or", + "or", + "I", + "Case", + "next", + "And", + "Still", + "Type", + "In", + "Note", + "case", + "type" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 16.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "an", + "output_checked": true + }, + { + "concept": "considerably", + "score": 10.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "unit", + "output_checked": true + }, + { + "concept": "been", + "score": 9.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "produces", + "output_checked": true + }, + { + "concept": "slightly", + "score": 5.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "lengths", + "score": 4.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "damn", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "axes", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "transformation", + "output_checked": true + }, + { + "concept": "respectively", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "identical", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "equal", + "output_checked": true + }, + { + "concept": "abundance", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "an", + "output_checked": true + }, + { + "concept": "needle", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "obscure", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "less", + "output_checked": true + }, + { + "concept": "ample", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "longer", + "output_checked": true + }, + { + "concept": "unwavering", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "one", + "output_checked": true + }, + { + "concept": "devoid", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "described", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "characterized", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "dimensions", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "needles", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "diri", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "somewhat", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "equal", + "output_checked": true + }, + { + "concept": "another", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "diffusion", + "output_checked": true + }, + { + "concept": "apropri", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "muitos", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "diffusion", + "output_checked": true + }, + { + "concept": "effecting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "less", + "output_checked": true + }, + { + "concept": "refrained", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "dieser", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "substantially", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "considerable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "has", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "equal", + "output_checked": true + }, + { + "concept": "unequivocally", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "prominently", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "when", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "less", + "output_checked": true + }, + { + "concept": "but", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "Nevertheless", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "short", + "output_checked": true + }, + { + "concept": "achieve", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "diffusion", + "output_checked": true + }, + { + "concept": "subsequently", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "possesses", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "unit", + "output_checked": true + }, + { + "concept": "configuration", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "additional", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "two", + "output_checked": true + }, + { + "concept": "unequal", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "trajectories", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "diffusion", + "output_checked": true + }, + { + "concept": "provide", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "produces", + "output_checked": true + }, + { + "concept": "resultant", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "tenacious", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "consecutive", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "two", + "output_checked": true + }, + { + "concept": "historical", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "diffusion", + "output_checked": true + }, + { + "concept": "especially", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "an", + "output_checked": true + }, + { + "concept": "sharply", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "three", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "into", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "transformation", + "output_checked": true + }, + { + "concept": "elongated", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "longer", + "output_checked": true + }, + { + "concept": "sized", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "equal", + "output_checked": true + }, + { + "concept": "rectangular", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "phases", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "surve", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "Methylsulfanyl", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "slight", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "an", + "output_checked": true + }, + { + "concept": "noteworthy", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "axes", + "output_checked": true + }, + { + "concept": "trending", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "axes", + "output_checked": true + }, + { + "concept": "non", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "less", + "output_checked": true + }, + { + "concept": "possessing", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "phase", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-05__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-05__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-05__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-05__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-05__heatmap.png" + } + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-06", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffusionless lattice change 6", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Carbon trapped during quenching distorts the body-centered product so that its c dimension is not equal to a and b.", + "prompt_tail": "Carbon trapped during quenching distorts the body-centered product so that its c dimension is not equal to a and b.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "diffusionless-lattice-change", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + } + ], + "emergence": [ + { + "label": "tetragonal", + "best_rank": 31080, + "best_depth": 63.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 31106 + }, + { + "label": "Bain", + "best_rank": 4648, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 9123 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "created", + "flare", + "creation", + "Creation", + "rehabilitated", + "ductory", + "Aluminum", + "authenticate", + "sociale", + "heen", + "php", + "remotely", + "Infect", + "Sheng", + "infect", + "protector", + "pneumatic", + "videre", + "nye" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "udi", + "overheard", + "anio", + "odi", + "aville", + "ServiceID", + "arita", + "arpur", + "erver", + "Kodi", + "uded", + "rodeo", + "avil", + "Imperio", + "alco", + "zki", + "cil", + "iasa", + "ervo", + "Fairbanks", + "ta" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "ayani", + "wadi", + "overheard", + "udi", + "anio", + "odi", + "Kodi", + "ServiceID", + "uded", + "rodeo", + "aville", + "erver", + "arita", + "arpur", + "zki", + "avil", + "Imperio", + "alco", + "ervo", + "qat", + "iasa", + "cil", + "ekw", + "Fairbanks" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "ayani", + "wadi", + "anio", + "udi", + "overheard", + "arita", + "odi", + "ServiceID", + "erver", + "aville", + "rodeo", + "Imperio", + "Kodi", + "iasa", + "arpur", + "uded", + "cil", + "alco", + "ta", + "ervo", + "yw", + "zki", + "avil" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Fountain", + "graisse", + "odium", + "unica", + "wadi", + "ahs", + "overheard", + "quilla", + "erver", + "ayani", + "udi", + "arita", + "anio", + "ta", + "arpur", + "rodeo", + "zki", + "odi", + "qat", + "aville", + "alco", + "Imperio", + "ServiceID", + "Kodi", + "zk", + "uded", + "empleados", + "ervo" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "infect", + "Infect", + "squares", + "authenticate", + "biology", + "sociale", + "ductory", + "Sheng", + "pneumatic", + "vesicular", + "created", + "videre", + "Adriatic", + "rehabilitated", + "Inflater", + "verder" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "calmed", + "authenticate", + "rehabilitated", + "vesicular", + "directors", + "Aluminum", + "tesla", + "mt", + "conferred" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "udi", + "ahs", + "arita", + "wadi", + "anio", + "overheard", + "ayani", + "aville", + "odi", + "rodeo", + "ServiceID", + "alco", + "uded", + "ta", + "erver", + "empleados", + "avil", + "arpur", + "ink", + "odil", + "zki", + "cil", + "rekening", + "Imperio" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "udi", + "arita", + "ahs", + "quilla", + "wadi", + "overheard", + "ayani", + "anio", + "erver", + "rodeo", + "Imperio", + "aville", + "odi", + "ServiceID", + "ta", + "sel", + "uded", + "cil", + "alco", + "empleados", + "odil", + "Fairbanks", + "arpur", + "it", + "ths" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "infect", + "flare", + "Infect", + "vesicular", + "directors", + "squares", + "authenticate", + "pneumatic", + "mt", + "conferred", + "rehabilitated", + "verder", + "director", + "Inflater", + "chartered", + "Europ", + "calmed" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "ujos", + "gehend", + "t", + "strate", + "mektedir", + "digamos", + "ve", + "strate", + "furthermore", + "credo", + "esimerkiksi", + "quanto", + "seres", + "toj", + "dif", + "rad", + "Moreover", + "vice", + "filosof", + "schein", + "derajat" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "Furthermore", + "Moreover", + "vice", + "Como", + "Kalau", + "furthermore", + "ujos", + "night", + "Finally", + "differenza", + "eniendo", + "tyle", + "voila", + "Depois", + "iven", + "hearted", + "gehend", + "ve", + "rad", + "brid", + "esimerkiksi", + "priv", + "Nevertheless" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "Furthermore", + "ujos", + "Moreover", + "furthermore", + "ve", + "vice", + "digamos", + "t", + "iven", + "Kalau", + "rad", + "tyle", + "do", + "uri", + "selves", + "Como", + "leve", + "mektedir", + "gehend", + "esimerkiksi", + "dif" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "Furthermore", + "Moreover", + "night", + "cuidado", + "Veamos", + "connotation", + "vice", + "dire", + "differenza", + "tyle", + "Finally", + "consider", + "posteriori", + "do", + "sure", + "digamos", + "Thus", + "Como", + "quanto", + "exce", + "certeza", + "voila", + "Consider" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Furthermore", + "Finally", + "Moreover", + "connotation", + "Therefore", + "argumento", + "quanto", + "reasoning", + "necessariamente", + "Consider", + "cuidado", + "considerar", + "limitation", + "hypothetical", + "sistema", + "ridges", + "differenza", + "Finalmente", + "mas", + "manner", + "vice", + "insc" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "reasoning", + "Din", + "Reasoning", + "aptitude", + "argumento", + "nnnn", + "Furthermore", + "brace", + "cnt", + "teh", + "sworth", + "Din", + "reasonableness", + "dud", + "cuidado", + "Riddle", + "sistema", + "sheep", + "astonishment", + "connotation", + "imperative", + "ridge" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "WRITE", + "mathematically", + "chipset", + "mathematics", + "RST", + "cruiser", + "Cyclone", + "aptitude", + "thoughtful", + "maneira" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "mathematically", + "Denote", + "Both", + "Neuroscience", + "Both", + "kedua", + "syndicate", + "Mathematics", + "Different", + "Brainz", + "Mathemat", + "Values", + "mathematics", + "diferentes", + "both", + "cruiser" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "entrambi", + "both", + "Both", + "Both", + "kedua", + "ambos", + "Denote", + "diferentes", + "Interestingly", + "Neither", + "Denote", + "beiden", + "sowohl", + "Presumably", + "Nonetheless", + "beide", + "respectiv", + "Apakah", + "Furthermore", + "Euclidean", + "respectively", + "unterschied", + "consecuencia" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "Denote", + "axis", + "Algebra", + "kedua", + "Given", + "both", + "Radius", + "ambas", + "Assume", + "Thought", + "aya", + "Denote", + "isAuthenticated", + "Durand", + "Given", + "ambos", + "diameter", + "Radius", + "sowohl", + "MMA", + "caravan", + "Instantiate", + "Assumptions", + "respectively", + "algebra", + "Both", + "radius", + "Ajax", + "diameters", + "Indices" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Denote", + "magnitudes", + "Indices", + "arrend", + "Values", + "Length", + "radians", + "ardin", + "Altitude", + "Durand", + "Astron", + "harden", + "anormal", + "Denote", + "apprend", + "altura", + "Given", + "Dimensions", + "indices", + "Prend", + "axb", + "alturas", + "Algebra", + "aband", + "Instantiate" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "Radius", + "Values", + "radians", + "radii", + "Denote", + "radius", + "axb", + "magnitudes", + "Radius", + "diameters", + "sanitize", + "Constants", + "indetermin", + "both", + "seab", + "sides", + "caravan", + "radians", + "accumulator", + "harden", + "axis", + "radius", + "constants", + "hardened", + "Instantiate" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "radii", + "Radius", + "constants", + "constants", + "diameters", + "Values", + "values", + "Denote", + "dimensions", + "VALUES", + "ISTANCE", + "Dimensions", + "sowohl", + "kedua", + "endlich", + "values", + "radius", + "Values", + "Werte", + "radius", + "Dimensions", + "radians" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "constants", + "constants", + "radii", + "values", + "Values", + "values", + "acane", + "dimensions", + "Values", + "axb", + "diameters", + "Denote", + "beda", + "cola", + "dimensions", + "crafted", + "ancho", + "Tambah", + "indices", + "Dimensions", + "condiments", + "lengths", + "Lengths", + "Viva", + "widths" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "A", + "a", + "standstill", + "acane", + "sowohl", + "bodyA", + "acordo", + "ajan", + "dropna", + "Auch", + "Auch", + "muchachos", + "caza" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "or", + "both", + "and", + "but", + "more", + "of", + "Both", + "That", + "When", + "a", + "Or", + "There", + "More", + "instead", + "You", + "Instead", + "AND", + "OR", + "Untuk", + "And", + "in", + "as", + "What", + "infinitely", + "It", + "Either", + "that", + "alone", + "No", + "For", + "first", + "Let" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 58123, + 164790, + 162528, + 167279, + 171456, + 96621, + 75693, + 181111, + 188158, + 125708, + 251250, + 245343, + 243579, + 212134, + 213476, + 98073, + 31081, + 61225, + 194992, + 210810, + 240688, + 239229, + 258309, + 226047, + 185539, + 54568 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 123559, + 17498, + 18249, + 17775, + 23299, + 153563, + 212869, + 19130, + 16826, + 181548, + 27378, + 15547, + 19688, + 38184, + 34392, + 110787, + 168825, + 104103, + 4649, + 17973, + 38238, + 28306, + 102339, + 97976, + 178514, + 125084 + ] + } + ], + "logit_lens": [ + { + "label": "tetragonal", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 116090, + 100813, + 78536, + 99855, + 31107, + 61053, + 156089, + 152951, + 209957, + 212932, + 253687, + 250602, + 242292, + 156690 + ] + }, + { + "label": "Bain", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 65213, + 46511, + 49010, + 50213, + 45046, + 30055, + 36262, + 59407, + 16210, + 45744, + 33361, + 9124, + 26871, + 67859 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "Furthermore", + "score": 4.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "politic", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "body", + "output_checked": true + }, + { + "concept": "tyle", + "score": 3.0, + "best_rank": 3, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Southwest", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "orts", + "output_checked": true + }, + { + "concept": "fundamentals", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "c", + "output_checked": true + }, + { + "concept": "matlab", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "dist", + "output_checked": true + }, + { + "concept": "mucosa", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "body", + "output_checked": true + }, + { + "concept": "arent", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "c", + "output_checked": true + }, + { + "concept": "Denote", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "approach", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "during", + "output_checked": true + }, + { + "concept": "prostu", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "b", + "output_checked": true + }, + { + "concept": "mysql", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "orts", + "output_checked": true + }, + { + "concept": "TryParse", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Psychiatric", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "orts", + "output_checked": true + }, + { + "concept": "minify", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Winter", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "so", + "output_checked": true + }, + { + "concept": "instill", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "that", + "output_checked": true + }, + { + "concept": "Satt", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "roc", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "orts", + "output_checked": true + }, + { + "concept": "SEL", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "entrambi", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "lana", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "during", + "output_checked": true + }, + { + "concept": "LSD", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "orts", + "output_checked": true + }, + { + "concept": "surfboard", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Kalyan", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "so", + "output_checked": true + }, + { + "concept": "INES", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "c", + "output_checked": true + }, + { + "concept": "ShaderProgram", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "cec", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "b", + "output_checked": true + }, + { + "concept": "anointed", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "Charset", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "dist", + "output_checked": true + }, + { + "concept": "Rend", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "orts", + "output_checked": true + }, + { + "concept": "TypeCode", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "is", + "output_checked": true + }, + { + "concept": "drenched", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "RSD", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "orts", + "output_checked": true + }, + { + "concept": "swapped", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Constants", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "b", + "output_checked": true + }, + { + "concept": "OTS", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "orts", + "output_checked": true + }, + { + "concept": "Amts", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "c", + "output_checked": true + }, + { + "concept": "touched", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "ASD", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "orts", + "output_checked": true + }, + { + "concept": "postcard", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "c", + "output_checked": true + }, + { + "concept": "Dimensional", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "toj", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "c", + "output_checked": true + }, + { + "concept": "mnist", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Gewalt", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "product", + "output_checked": true + }, + { + "concept": "English", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "Nemat", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "dimension", + "output_checked": true + }, + { + "concept": "magnitudes", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "is", + "output_checked": true + }, + { + "concept": "winters", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "mengh", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "during", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "notation", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "emin", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "c", + "output_checked": true + }, + { + "concept": "Radius", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "radii", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "mengapa", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "is", + "output_checked": true + }, + { + "concept": "oto", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "Carbon", + "output_checked": true + }, + { + "concept": "infin", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "taip", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "so", + "output_checked": true + }, + { + "concept": "Inicial", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "b", + "output_checked": true + }, + { + "concept": "austral", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "b", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "Carbon", + "output_checked": true + }, + { + "concept": "ToBe", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "not", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "et", + "ve", + "se", + "ter", + "th", + "ers", + "or", + "ive", + "ng", + "des", + "turn", + "yst", + "inter", + "anc", + "clud", + "ey", + "der", + "pect", + "red", + "IN", + "ments", + "ray", + "ative", + "ground", + "ts", + "rol", + "yle", + "years" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "assert", + "perk", + "upaten", + "haute", + "Hilbert", + "flows", + "ocs", + "aquele", + "Bacter", + "stdin", + "nyt", + "uq", + "Determined", + "nasa", + "decayed", + "ot", + "iy", + "rence", + "stem" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "ould", + "been", + "inform", + "vol", + "ively", + "ware", + "ambda", + "lar", + "inary", + "quick", + "believe", + "oring", + "rele", + "numer", + "currently", + "CTOGRAM", + "github", + "ignment", + "strength", + "felt", + "particularly", + "padding" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "er", + "he", + "s", + "or", + "f", + "m", + "ou", + "ion", + "el", + "l", + "st", + "re", + "im", + "g", + "u", + "se", + "ation", + "ch", + "if", + "th", + "us", + "ht", + "and", + "com", + "pe", + "te", + "j", + "pl", + "ch", + "ies", + "int", + "ich" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "m", + "ic", + "el", + "im", + "ol", + "ve", + "qu", + "od", + "ht", + "R", + "pe", + "The", + "ha", + "tr", + "have", + "ad", + "which", + "app", + "ook", + "xt", + "ro", + "ick", + "ple", + "che", + "old", + "ev", + "we", + "ys", + "ays", + "est" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "en", + "at", + "an", + "it", + "is", + "f", + "le", + "ion", + "as", + "ent", + "n", + "id", + "ur", + "ve", + "I", + "ay", + "em", + "ir", + "ly", + "ver", + "ra", + "un", + "ere", + "com", + "pe", + "end", + "ill", + "ex", + "te", + "rom" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "f", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "id", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "os", + "ly", + "ers", + "te", + "ain", + "he", + "og", + "iz", + "ich", + "av", + "ib", + "ph", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "of", + "lid", + "Compet", + "liaison", + "Bismillahirrah", + "n", + "s", + "ization", + "selection", + "lym", + "heroine", + "RJ" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "liaison", + "Bismillahirrah", + "e", + "of", + "aal", + "Compet", + "remember", + "wunder", + "prerogative", + "Ils", + "ameri", + "Publicity", + "Bismillahirrah", + "n", + "u" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "colabor", + "ameri", + "superstar", + "dictator", + "juridique", + "Publicity", + "e", + "whopping", + "Verenigde", + "Hej", + "Iy", + "ET", + "readily", + "Looking", + "damn", + "administ", + "reliance", + "Ciao" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "Tog", + "ET", + "PA", + "colabor", + "ameri", + "damn", + "nur", + "Looking", + "kowy", + "Iy", + "nacht", + "u", + "administr", + "administ", + "currently", + "Decree", + "bigli", + "any", + "superstar" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "Tog", + "circumstances", + "colabor", + "kowy", + "administr", + "damn", + "asesin", + "acciaio", + "ET", + "currently", + "impending", + "amni", + "bigli", + "Decree", + "nacht", + "additionally", + "PA", + "ampio" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "ameri", + "additionally", + "despicable", + "continued", + "Iy", + "allowed", + "currently", + "columnist", + "herhangi", + "decree", + "Decree", + "ituation", + "enraged", + "respective", + "moniker", + "ETHOD", + "aat", + "budgetary", + "dictator", + "outlandish", + "BJP" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "because", + "because", + "despicable", + "anym", + "concomitant", + "respective", + "tantamount", + "continued", + "imilar", + "Because", + "herhangi", + "horrifying", + "S", + "plethora", + "debido", + "YOUR", + "abd", + "stereotypical", + "scathing", + "Because", + "prolonged" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "specified", + "herhangi", + "respectively", + "bimodule", + "allowing", + "respective", + "jurisdict", + "combinaison", + "or", + "Allows", + "Lorsque", + "Allowing", + "gemeinsamen", + "allowing", + "fontweight" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "respective", + "specified", + "respectively", + "xaxis", + "predefined", + "either", + "Neither", + "rigidbody", + "keduanya", + "demanded", + "predetermined", + "Rtl", + "Cardano", + "respectivement", + "callBack", + "ambivalent", + "monomial", + "comboBox", + "Enquanto", + "pointA", + "rectMode", + "firstNumber", + "resetButton", + "firstName" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "respectively", + "both", + "respective", + "equal", + "different", + "two", + "either", + "specified", + "S", + "equidistant", + "independent", + "neither", + "prescribed", + "alike", + "aligned", + "pair", + "sized", + "predefined", + "set", + "integer", + "respective", + "double", + "sizes", + "predetermined", + "English", + "equid", + "s" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "both", + "respectively", + "s", + "different", + "both", + "Both", + "b", + "respective", + "Both", + "D", + "respective", + "A", + "S", + "either", + "sizes", + "C", + "F", + "and", + "respectively", + "R", + "beiden", + "the", + "combined", + "different", + "combination", + "consecutive", + "N", + "two", + "lengths" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "A", + "a", + "both", + "and", + "respectively", + "A", + "x", + "different", + "alpha", + "n", + "b", + "s", + "lengths", + "pointA", + "n", + "width", + "length", + "variables", + "Length", + "width", + "am", + "or", + "of", + "dimension", + "axb", + "height", + "distance", + "and", + "length" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "A", + "A", + "a", + "C", + "c", + "C", + "dimension", + "c", + "e", + "Dimension", + "b", + "b", + "Dimensions", + "dimensions", + "Length", + "n", + "am", + "length", + "u", + "ab", + "CD", + "is", + "And", + "both", + "dimensions", + "R", + "Dimensions", + "different" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "a", + "A", + "axb", + "c", + "A", + "both", + "b", + "values", + "dimension", + "dimensions", + "b", + "dimensions", + "e", + "Dimensions", + "both", + "Dimension", + "c", + "C", + "radius", + "constants", + "Both", + "constants", + "aabb", + "C", + "sides", + "sides", + "Dimensions", + "values", + "CD", + "radius" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "a", + "A", + "axb", + "A", + "both", + "radii", + "pointA", + "c", + "both", + "dimension", + "bodyA", + "AB", + "length", + "sowohl", + "constants", + "radius", + "values", + "Longueur", + "b", + "lengths", + "altura" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "a", + "axb", + "A", + "A", + "radii", + "both", + "constants", + "LDA", + "aVal", + "b", + "Longueur" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "A", + "a", + "A", + "axb", + "both", + "bodyA", + "both", + "Auch", + "sowohl", + "Auch", + "pointA", + "XA", + "Longueur" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "or", + "both", + "and", + "but", + "more", + "of", + "Both", + "That", + "When", + "a", + "Or", + "There", + "More", + "instead", + "You", + "Instead", + "AND", + "OR", + "Untuk", + "And", + "in", + "as", + "What", + "infinitely", + "It", + "Either", + "that", + "alone", + "No", + "For", + "first", + "Let" + ] + } + ], + "logit_surprising": [ + { + "concept": "additionally", + "score": 9.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "readily", + "score": 8.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "its", + "output_checked": true + }, + { + "concept": "dimensions", + "score": 7.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "is", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "been", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "c", + "output_checked": true + }, + { + "concept": "damn", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "body", + "output_checked": true + }, + { + "concept": "own", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "enhance", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "that", + "output_checked": true + }, + { + "concept": "especially", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "orts", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "administr", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "is", + "output_checked": true + }, + { + "concept": "also", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "orts", + "output_checked": true + }, + { + "concept": "underlined", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "dist", + "output_checked": true + }, + { + "concept": "although", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "so", + "output_checked": true + }, + { + "concept": "any", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "not", + "output_checked": true + }, + { + "concept": "they", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "that", + "output_checked": true + }, + { + "concept": "products", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "product", + "output_checked": true + }, + { + "concept": "respectively", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "b", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "discord", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "quenching", + "output_checked": true + }, + { + "concept": "necessity", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "product", + "output_checked": true + }, + { + "concept": "Looking", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "product", + "output_checked": true + }, + { + "concept": "reverting", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "dist", + "output_checked": true + }, + { + "concept": "region", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "plethora", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "equal", + "output_checked": true + }, + { + "concept": "mittlerweile", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "concomitant", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "equal", + "output_checked": true + }, + { + "concept": "Nevertheless", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "mencionado", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "equal", + "output_checked": true + }, + { + "concept": "initiate", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "quenching", + "output_checked": true + }, + { + "concept": "classify", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "body", + "output_checked": true + }, + { + "concept": "seaborn", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "tions", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "product", + "output_checked": true + }, + { + "concept": "consequently", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "that", + "output_checked": true + }, + { + "concept": "concise", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "dimension", + "output_checked": true + }, + { + "concept": "satisfacer", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "equal", + "output_checked": true + }, + { + "concept": "modify", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "integer", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "quenching", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "dist", + "output_checked": true + }, + { + "concept": "mighty", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "orts", + "output_checked": true + }, + { + "concept": "angelic", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "whol", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "body", + "output_checked": true + }, + { + "concept": "burgeoning", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "entities", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "product", + "output_checked": true + }, + { + "concept": "melodic", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "c", + "output_checked": true + }, + { + "concept": "twisted", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "dimension", + "output_checked": true + }, + { + "concept": "defined", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "tion", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "equal", + "output_checked": true + }, + { + "concept": "multifaceted", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "positioned", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "timely", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "c", + "output_checked": true + }, + { + "concept": "dimensionality", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "dimension", + "output_checked": true + }, + { + "concept": "reduced", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "is", + "output_checked": true + }, + { + "concept": "beyond", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "not", + "output_checked": true + }, + { + "concept": "both", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "exceed", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "not", + "output_checked": true + }, + { + "concept": "attached", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "touched", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "Poch", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "during", + "output_checked": true + }, + { + "concept": "slight", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "dimension", + "output_checked": true + }, + { + "concept": "autre", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-06__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-06__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-06__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-06__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-06__heatmap.png" + } + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-07", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffusionless lattice change 7", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A coordinated lattice deformation maps the parent cubic arrangement into a body-centered cell elongated in one direction.", + "prompt_tail": "A coordinated lattice deformation maps the parent cubic arrangement into a body-centered cell elongated in one direction.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 20 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "diffusionless-lattice-change", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + } + ], + "emergence": [ + { + "label": "tetragonal", + "best_rank": 2, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 1 + }, + { + "label": "Bain", + "best_rank": 2029, + "best_depth": 83.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 251 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "unica", + "odium", + "elli", + "odi", + "ervo", + "wadi", + "Beverungen", + "udi", + "Kodi", + "ilah", + "ahs", + "hacerse", + "ayya", + "Burbank", + "avil", + "wit", + "inking", + "iber", + "ayani", + "Sever", + "avia", + "aforementioned", + "Toto", + "ocat" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "overheard", + "udi", + "ayani", + "ServiceID", + "arpur", + "rodeo", + "aville", + "odi", + "arita", + "Imperio", + "anio", + "erver", + "Kodi", + "uded", + "ervo", + "cil", + "avil", + "zki", + "Toto", + "iasa", + "alco", + "odil" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "arita", + "rodeo", + "arpur", + "odi", + "ervo", + "anio", + "aville", + "alco", + "erver", + "cil", + "Imperio", + "ServiceID", + "uded", + "empleados", + "qat", + "ta", + "odil", + "ayya" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Europ", + "Inflater", + "rehabilitated", + "vesicular", + "mt", + "conferred", + "Aluminum", + "fs" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "tration", + "Arbor", + "plings", + "PCR", + "formed", + "arantine", + "Raptors", + "Verstappen", + "longer", + "ogenies", + "hene", + "Raptor", + "comprehensively", + "laparoscopic", + "Genesis", + "rangian", + "Bamboo", + "Shenzhen", + "genesis", + "JPA", + "Rasmussen", + "omely", + "pivoted", + "Razer", + "giers", + "kPa" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "rehabilitated", + "Infect", + "Europ", + "vesicular", + "squares", + "conferred", + "pneumatic", + "calmed", + "Inflater", + "mt", + "remotely", + "appealed", + "ductory", + "nye" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "authenticate", + "calmed", + "rehabilitated", + "tesla", + "vesicular", + "directors", + "Aluminum", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "udi", + "arita", + "ahs", + "wadi", + "anio", + "overheard", + "ayani", + "aville", + "odi", + "rodeo", + "ServiceID", + "cil", + "uded", + "erver", + "odil", + "arpur", + "alco", + "ta", + "empleados", + "avil", + "Imperio", + "Kodi", + "ink", + "zki" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "wadi", + "udi", + "arita", + "quilla", + "anio", + "overheard", + "cil", + "aville", + "erver", + "ayani", + "rodeo", + "Imperio", + "odi", + "ServiceID", + "it", + "ta", + "uded", + "empleados", + "odil", + "sel", + "rekening", + "avil", + "Fairbanks", + "arpur" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "flare", + "infect", + "squares", + "vesicular", + "Infect", + "directors", + "authenticate", + "mt", + "pneumatic", + "rehabilitated", + "conferred", + "verder", + "director", + "puis", + "Inflater", + "tesla", + "reefs", + "chartered", + "fs", + "Europ" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "med", + "s", + "ures", + "heartedly", + "ended", + "gehend", + "dass", + "natural", + "hearted", + "f", + "selves", + "g", + "fif", + "rog", + "eness", + "voila", + "digamos", + "t", + "dif", + "uri", + "Como", + "urious", + "haja", + "examples", + "brid", + "Moreover", + "shore", + "fato" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "fato", + "voila", + "hearted", + "heartedly", + "Como", + "Kalau", + "ures", + "Moreover", + "uri", + "gehend", + "digamos", + "selves", + "urious", + "certeza", + "en", + "g", + "though", + "fif", + "ugen", + "uette" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "med", + "s", + "ures", + "digamos", + "uri", + "fato", + "selves", + "g", + "gehend", + "voila", + "t", + "particular", + "urious", + "ujos", + "though", + "Kalau", + "f", + "ve", + "folds", + "dif", + "do", + "leve", + "rad", + "uating" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "particular", + "digamos", + "eben", + "laissez", + "selves", + "ures", + "primes", + "dif", + "let", + "urious", + "natural", + "der", + "do", + "dire", + "scape", + "perd", + "proverbial", + "decadent", + "g", + "uri", + "orable", + "fato", + "uj", + "voila" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "xr", + "particular", + "sheep", + "scape", + "Builder", + "builders", + "egu", + "gie", + "instances", + "proverbial", + "requisite", + "esque", + "eben", + "med", + "dding", + "ized", + "lang", + "hse", + "perhaps", + "Etc", + "dac", + "ujah", + "ium", + "theoretical", + "dud", + "ayscale", + "hypothetical" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "xr", + "nnnn", + "Transforms", + "affirm", + "dud", + "sheep", + "scape", + "ODM", + "rrrr", + "remarked", + "Romeo", + "Xr", + "teh", + "esque", + "rrr", + "Etc", + "daraus", + "ary", + "opus", + "reshaping", + "Romeo", + "ium", + "XK", + "stretched", + "Dn" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "hypothesized", + "typescript", + "ODM", + "shifted", + "Transforms", + "Notas", + "shaved", + "discrete", + "additive", + "trapez", + "remarked", + "PLOAD", + "desvi", + "MNOP", + "DSM", + "transposed", + "ainder", + "STANDARD", + "masquer", + "hybridized", + "specific", + "Builder", + "escaped", + "Escape", + "Escape" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "particular", + "envisaged", + "disparity", + "ek", + "MNOP", + "unequiv", + "geometric", + "pvc", + "aforementioned", + "adecimal", + "UserProfile", + "predominant", + "Particular", + "benzodiazep", + "undesired", + "remarked", + "asymmetrical", + "intric", + "envisioned", + "unmodified", + "deviated", + "predomin", + "gaze", + "veratrol", + "Notas", + "swear", + "contrived", + "Rourke" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "particular", + "determinada", + "Particular", + "bepaalde", + "specific", + "ek", + "envisioned", + "envisaged", + "bestimmte", + "particular", + "determinadas", + "t", + "and", + "modificaciones", + "contrived", + "beau", + "PARTICULAR", + "digamos", + "specific", + "unequiv", + "predominant", + "asymmetrical", + "chirality", + "inequ", + "tertentu", + "prejudicial", + "gedacht" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "envisioned", + "commensurate", + "anisotropic", + "Oriented", + "contrived", + "slanted", + "chirality", + "elongated", + "Mannschaften", + "oriented", + "amac", + "pyramidal", + "envision", + "somente", + "uniaxial", + "bepaalde", + "bxc", + "cruc", + "determinante", + "specific", + "enium", + "Particular", + "determinada", + "cubic", + "envisaged", + "bestimmte", + "tric", + "cubic", + "gedacht" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "elongated", + "cell", + "CHANT", + "cell", + "unittest", + "cubic", + "elongate", + "Cell", + "slanted", + "lengthwise", + "condomin", + "skewed", + "luncheon", + "moderated", + "envisioned", + "semif", + "strained", + "rhomb", + "accented", + "sanitize", + "CRC", + "outlined", + "SearchResult", + "Brav", + "writeInt", + "centric", + "asymmetric", + "Oriente", + "tric", + "thor", + "parum" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "rectangular", + "elongated", + "rectangles", + "Rectangle", + "tric", + "rectangle", + "thor", + "rectangular", + "cell", + "Rect", + "distorted", + "parallelogram", + "lengthened", + "distortion", + "cell", + "prism", + "oblong", + "Oriente", + "unittest", + "prismatic", + "Distortion", + "lengthwise", + "Rect", + "Rectangle", + "Longer", + "etam" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "rectangular", + "rectangular", + "tetragonal", + "Rect", + "rhomb", + "Rect", + "tric", + "Body", + "elong", + "Body", + "Rectangle", + "elongated", + "agonal", + "cell", + "body", + "thor", + "body", + "Stretch", + "tonic", + "leng", + "rect", + "Stretch", + "Tetr", + "Rectangle", + "Brav", + "cell", + "rect", + "RECT", + "rectangle" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "body", + "Body", + "Body", + "body", + "cuerpo", + "corpo", + "bodies", + "Bodies", + "rectangular", + "getBody", + "Bodies", + "tetragonal", + "BODY", + "corpi", + "lichaam", + "telo", + "leng", + "elong", + "monoc", + "tric", + "ile" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "Body", + "Body", + "body", + "body", + "obo", + "cuerpo", + "ichi", + "ob", + "ON", + "aci", + "Super", + "Bodies", + "Bodies", + "NONE", + "BMC", + "Chef", + "tensions", + "superuser", + "lsen", + "obed" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "elongation", + "I", + "This", + "To", + "In", + "El", + "The", + "Use", + "relaxation", + "elongated", + "Or", + "Let", + "tetragonal", + "el", + "body", + "and", + "one", + "From", + "These", + "Yes", + "elong", + "more", + "And", + "axis", + "yes", + "times", + "However", + "you", + "use", + "orientation", + "or", + "You" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 117906, + 160148, + 166953, + 80484, + 14543, + 88581, + 74492, + 182556, + 191102, + 135580, + 258843, + 257993, + 257384, + 245581, + 239859, + 158785, + 75608, + 95754, + 93501, + 11556, + 138, + 42, + 3, + 18, + 51, + 18 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 9050, + 17981, + 16211, + 203940, + 80999, + 190983, + 212765, + 17857, + 15345, + 172050, + 14361, + 5908, + 8233, + 9895, + 13234, + 67507, + 117382, + 26442, + 4875, + 4156, + 23786, + 2030, + 5287, + 4308, + 29931, + 5704 + ] + } + ], + "logit_lens": [ + { + "label": "tetragonal", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 194733, + 133410, + 86612, + 44617, + 50304, + 32850, + 20410, + 12142, + 1034, + 14, + 3, + 5, + 2, + 11 + ] + }, + { + "label": "Bain", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 23442, + 23969, + 20528, + 39719, + 108912, + 74552, + 27324, + 8746, + 10405, + 5866, + 2348, + 252, + 1057, + 881 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "elongation", + "score": 5.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "arranged", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "arrangement", + "output_checked": true + }, + { + "concept": "particular", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "axis", + "score": 3.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Annotated", + "score": 3.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "slanted", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "comprised", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "amac", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "Distortion", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "rectangular", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "coordination", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "Prim", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "piu", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "ODM", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "pvc", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "MYSQL", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "visualize", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "maps", + "output_checked": true + }, + { + "concept": "sculpted", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Miche", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "arrangement", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "mape", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "maps", + "output_checked": true + }, + { + "concept": "dichas", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "stretched", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "strain", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "viens", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "ape", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "assorted", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "arrangement", + "output_checked": true + }, + { + "concept": "morphed", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "visualizing", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "maps", + "output_checked": true + }, + { + "concept": "customizable", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "into", + "output_checked": true + }, + { + "concept": "RCC", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "desvi", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "schre", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "endot", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "envisioned", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Threatened", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "dimension", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "one", + "output_checked": true + }, + { + "concept": "vnd", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Mannschaften", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "body", + "output_checked": true + }, + { + "concept": "determinada", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "ShaderProgram", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Clan", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "MenuInflater", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "along", + "score": 1.0, + "best_rank": 4, + "best_depth": 83.0, + "near_token": "direction", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "s", + "ve", + "se", + "th", + "row", + "gh", + "ar", + "ook", + "inter", + "pr", + "anc", + "tr", + "pect", + "red", + "ray", + "ser", + "min", + "ces", + "self", + "years", + "be", + "son", + "span", + "ke", + "na", + "ters", + "roll", + "section", + "ler" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "t", + "es", + "is", + "oc", + "og", + "ie", + "comp", + "ely", + "ise", + "az", + "ner", + "son", + "ization", + "sl", + "iy", + "qual", + "assert", + "rence", + "umeric", + "kepada", + "sap", + "multif", + "perk", + "haute" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "j", + "ust", + "ib", + "ge", + "one", + "te", + "iew", + "ound", + "ike", + "left", + "ob", + "itt", + "ON", + "cept", + "ict", + "ible", + "pol", + "raph", + "ext", + "ke", + "ij", + "eb", + "som", + "arn", + "mathb", + "ames", + "da" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "ou", + "ro", + "st", + "th", + "est", + "wh", + "su", + "j", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "du", + "ge", + "ber", + "row", + "St", + "pr", + "mathrm", + "de", + "St", + "col" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "m", + "de", + "qu", + "ra", + "pro", + "com", + "ity", + "The", + "le", + "ha", + "from", + "ad", + "which", + "com", + "i", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "who", + "ric", + "rib" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "he", + "re", + "en", + "at", + "s", + "an", + "it", + "is", + "ar", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "ve", + "de", + "ay", + "qu", + "ir", + "os", + "ly", + "ra", + "un", + "ri", + "ere" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "I", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "res" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "ar", + "elf", + "sp", + "ah", + "ric", + "set", + "rel", + "tern", + "mo", + "det" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "they", + "bringen", + "n", + "s", + "of", + "photograph", + "perfectly", + "selection", + "sehen", + "evol", + "wunder", + "ization", + "nya", + "lid", + "bildung", + "eat", + "EG", + "liaison", + "sof", + "gambar" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "e", + "s", + "of", + "bildung", + "evol", + "tentative", + "bringen", + "wunder", + "ameri", + "equip", + "depart", + "perfectly", + "setcounter", + "officially", + "technically", + "imitation", + "remember", + "sof", + "injunctive", + "successor", + "Publicity" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "e", + "readily", + "ameri", + "equip", + "substantial", + "Verenigde", + "substantially", + "Tog", + "reput", + "officially", + "organization", + "damn", + "colabor", + "imitation", + "profoundly", + "pochi", + "EW", + "Publicity", + "fielder", + "er", + "appro", + "pah", + "tentative", + "bibfield", + "reliance", + "fourteenth" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "tog", + "readily", + "e", + "damn", + "ameri", + "stai", + "PA", + "indiv", + "appro", + "Verenigde", + "Tog", + "er", + "pochi", + "avrebbe", + "slightly", + "ET", + "shaped", + "Looking", + "immense", + "Centro", + "kowy", + "any", + "equip", + "slight" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "slightly", + "avrebbe", + "immense", + "stai", + "damn", + "shaped", + "ed", + "Tog", + "indiv", + "slight", + "pochi", + "Centro", + "appro", + "Excise", + "circumstances", + "readily", + "profoundly", + "kowy", + "PA", + "Considerable" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "ed", + "profoundly", + "slightly", + "substantially", + "or", + "shaped", + "unfolded", + "despicable", + "vergang", + "Neder", + "considerably", + "Centro", + "almost", + "immense", + "sigh", + "Decree", + "ally", + "explained" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "S", + "was", + "E", + "described", + "B", + "F", + "C", + "s", + "N", + "tersebut", + "p", + "K", + "T", + "R", + "G", + "February", + "e", + "similar", + "U", + "was", + "A", + "ed", + "such", + "www", + "Z", + "H", + "or" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "resulting", + "transitioning", + "described", + "S", + "transformed", + "ed", + "characterized", + "resulted", + "partially", + "shaped", + "coupled", + "compliant", + "such", + "tersebut", + "shaped", + "positioned", + "multifaceted", + "remarked", + "transitioned", + "through", + "facilitated" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "transitioning", + "subtly", + "transformed", + "nuanced", + "desired", + "succinctly", + "partially", + "modified", + "abruptly", + "tilted", + "multifaceted", + "upheaval", + "slightly", + "altered", + "transforming", + "mildly", + "skewed", + "transitioned", + "transforms", + "markedly", + "slanted", + "gradually", + "shifted", + "progressively", + "facilitated", + "swiftly", + "overarching", + "resulting", + "dynamically", + "tapered", + "asymmetrical", + "broadened" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "slightly", + "tilted", + "skewed", + "focused", + "elongated", + "nearly", + "partially", + "rectangular", + "centered", + "oriented", + "various", + "S", + "simply", + "vastly", + "unequal", + "asymmetrical", + "a", + "larger", + "aligned", + "transitioning", + "desired", + "stretched", + "biased", + "structured", + "slanted", + "predominantly", + "asymmetric", + "single", + "highly", + "significantly", + "varying", + "cylindrical" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "asymmetrical", + "asymmetric", + "elongated", + "single", + "skewed", + "specific", + "tilted", + "biased", + "unequal", + "a", + "oriented", + "specialized", + "slightly", + "asymmetry", + "one", + "transformed", + "partially", + "particular", + "uneven", + "anisotropic", + "desired", + "directional", + "transitioning", + "unbalanced", + "singled", + "rectangular", + "distorted", + "streamlined", + "slanted", + "inequ", + "Single" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "elongated", + "single", + "slightly", + "and", + "rectangular", + "oriented", + "a", + "cubic", + "stretched", + "uniaxial", + "one", + "tetragonal", + "asymmetric", + "crystal", + "ellipso", + "hexagonal", + "asymmetrical", + "skewed", + "inequ", + "anisotropic", + "shapes", + "transformed", + "frustrated", + "distorted", + "specific", + "shape", + "axial", + "cylindrical", + "crystals", + "crystall", + "biased" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "elongated", + "cell", + "tetragonal", + "rectangular", + "Cell", + "stretched", + "uniaxial", + "elongation", + "crystal", + "elongate", + "slightly", + "cubic", + "single", + "cells", + "cell", + "Crystal", + "ellipso", + "lattice", + "elong", + "monoc", + "Tric", + "long", + "elong", + "tric", + "Brav", + "distorted", + "distortion", + "skewed", + "one", + "squ" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "elongated", + "rectangular", + "distortion", + "Rect", + "distorted", + "tetragonal", + "cell", + "stretched", + "distortions", + "thor", + "distort", + "rectangle", + "Distortion", + "rect", + "elongation", + "Cell", + "lengthened", + "cells", + "stretching", + "elong", + "distortion", + "slightly", + "Rect", + "RECT", + "elong", + "Rectangle", + "ellipso", + "uniaxial", + "tric" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "elongated", + "tetragonal", + "thor", + "elong", + "body", + "elong", + "Body", + "monoc", + "Body", + "rectangular", + "elongation", + "Stretch", + "orth", + "body", + "rect", + "stretched", + "elongate", + "th", + "cell", + "allong", + "ob", + "Rect", + "Brav", + "alarg", + "rectangular", + "t", + "cell", + "slightly" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "body", + "Body", + "Body", + "body", + "elong", + "bodies", + "elongated", + "cuerpo", + "tetragonal", + "getBody", + "BODY", + "elong", + "BODY", + "monoc", + "Stretch", + "elongation", + "ob", + "allong", + "bodyParser", + "unia", + "thor" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "body", + "Body", + "Body", + "body", + "tetragonal", + "ob", + "stretched", + "orth", + "retching", + "thor", + "or", + "en", + "Bodies", + "Stretch", + "he", + "ort", + "aci", + "recht", + "requis", + "ushi", + "Stretch", + "Solicitor", + "ored" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "elongation", + "I", + "This", + "To", + "In", + "El", + "The", + "Use", + "relaxation", + "elongated", + "Or", + "Let", + "tetragonal", + "el", + "body", + "and", + "one", + "From", + "These", + "Yes", + "elong", + "more", + "And", + "axis", + "yes", + "times", + "However", + "you", + "use", + "orientation", + "or", + "You" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "considerably", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "body", + "output_checked": true + }, + { + "concept": "and", + "score": 7.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "crystal", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "cubic", + "output_checked": true + }, + { + "concept": "been", + "score": 4.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "cubic", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "damn", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "body", + "output_checked": true + }, + { + "concept": "depicting", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "maps", + "output_checked": true + }, + { + "concept": "configuration", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "aligned", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "engend", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "substantially", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "upheaval", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "holistic", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "situated", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "arrangement", + "output_checked": true + }, + { + "concept": "containing", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "along", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "elongation", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "ample", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "cri", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "behalf", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "one", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "circumvent", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "towards", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "arrangement", + "output_checked": true + }, + { + "concept": "respective", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "body", + "output_checked": true + }, + { + "concept": "even", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "tighter", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "decidedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "one", + "output_checked": true + }, + { + "concept": "somewhat", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "body", + "output_checked": true + }, + { + "concept": "profoundly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "in", + "output_checked": true + }, + { + "concept": "markedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "enhance", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "into", + "output_checked": true + }, + { + "concept": "encompassing", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "body", + "output_checked": true + }, + { + "concept": "but", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "resulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "induced", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "initiate", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "configurations", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cubic", + "output_checked": true + }, + { + "concept": "transforms", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "into", + "output_checked": true + }, + { + "concept": "intricately", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "seemingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "transitioning", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "systems", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "coworkers", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "conjunction", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "specific", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "one", + "output_checked": true + }, + { + "concept": "based", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "during", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "preexisting", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "cubic", + "output_checked": true + }, + { + "concept": "transition", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "xyz", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "deformed", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "into", + "output_checked": true + }, + { + "concept": "distortion", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "coupled", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "slightly", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "combined", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "asymmetrical", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "diagonal", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "body", + "output_checked": true + }, + { + "concept": "axial", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "pero", + "score": 1.0, + "best_rank": 3, + "best_depth": 46.8, + "near_token": "A", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-07__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-07__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-07__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-07__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-07__heatmap.png" + } + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-08", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffusionless lattice change 8", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "The hard lath-shaped product of severe quenching has a c-to-a lattice ratio measurably greater than one.", + "prompt_tail": "The hard lath-shaped product of severe quenching has a c-to-a lattice ratio measurably greater than one.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "diffusionless-lattice-change", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + } + ], + "emergence": [ + { + "label": "tetragonal", + "best_rank": 1850, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 276 + }, + { + "label": "Bain", + "best_rank": 2239, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 1049 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "unica", + "odium", + "ervo", + "odi", + "udi", + "wadi", + "iber", + "ilah", + "ahs", + "hacerse", + "ayani", + "Burbank", + "Kodi", + "elli", + "avia", + "avil", + "shortage", + "wit", + "okok", + "servicemen", + "inking", + "newspaper", + "ayya", + "Beverungen", + "ushima" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "arpur", + "odi", + "rodeo", + "aville", + "ServiceID", + "arita", + "anio", + "erver", + "avil", + "Imperio", + "Kodi", + "uded", + "ervo", + "cil", + "zki", + "Toto", + "qat", + "iasa", + "Fairbanks" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "arita", + "rodeo", + "arpur", + "odi", + "anio", + "aville", + "ervo", + "cil", + "alco", + "erver", + "Imperio", + "ServiceID", + "uded", + "qat", + "ta", + "empleados", + "elli" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Europ", + "rehabilitated", + "vesicular", + "mt", + "conferred", + "Aluminum", + "fs" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "gaard", + "Nordstrom", + "Selangor", + "Epson", + "sever", + "Alamos", + "neutral", + "Saigon", + "FPR", + "Sequoia", + "Gotham", + "ters", + "annya", + "Kwon", + "Rasmussen", + "Maldonado", + "Maximum", + "Bangkok", + "Pulau", + "ograv", + "ivities", + "trimethyl", + "embol", + "Shenzhen", + "Norma" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "rehabilitated", + "infect", + "Europ", + "Infect", + "vesicular", + "conferred", + "pneumatic", + "Inflater", + "squares", + "calmed", + "remotely", + "mt", + "appealed", + "ductory", + "Cooler" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "calmed", + "authenticate", + "rehabilitated", + "vesicular", + "Aluminum", + "tesla", + "directors", + "mt" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "unica", + "Fountain", + "odium", + "quilla", + "udi", + "wadi", + "ahs", + "arita", + "anio", + "overheard", + "aville", + "odi", + "ayani", + "rodeo", + "ServiceID", + "alco", + "ta", + "ink", + "uded", + "cil", + "avil", + "arpur", + "erver", + "empleados", + "odil", + "rekening", + "Kodi", + "zki" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "udi", + "arita", + "ahs", + "quilla", + "wadi", + "anio", + "overheard", + "ayani", + "aville", + "cil", + "Imperio", + "erver", + "rodeo", + "ServiceID", + "odi", + "uded", + "it", + "ta", + "arpur", + "alco", + "sel", + "empleados", + "odil", + "avil", + "Fairbanks" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "flare", + "sociale", + "infect", + "Infect", + "squares", + "vesicular", + "directors", + "authenticate", + "conferred", + "pneumatic", + "rehabilitated", + "mt", + "Inflater", + "Europ", + "fs", + "puis", + "reefs", + "Aluminum", + "verder" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "gehend", + "hearted", + "heartedly", + "selves", + "strokes", + "esimerkiksi", + "folds", + "digamos", + "Moreover", + "necessariamente", + "registr", + "dass", + "voila", + "examples", + "instances", + "oubtedly", + "seguintes", + "Dink", + "vice", + "haja" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "hearted", + "Kalau", + "voila", + "digamos", + "sure", + "vice", + "gehend", + "esimerkiksi", + "heartedly", + "folds", + "fato", + "haps", + "strokes", + "maksud", + "med", + "Moreover", + "Como", + "beispielsweise", + "hmann", + "ledes", + "selves", + "certeza", + "Depois" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "digamos", + "med", + "Kalau", + "folds", + "voila", + "selves", + "sage", + "gehend", + "med", + "sure", + "uri", + "vice", + "ledes", + "isons", + "esimerkiksi", + "hearted", + "tinger", + "Veamos", + "oog", + "particular", + "hmann", + "strokes", + "tyle" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "sure", + "digamos", + "particular", + "instances", + "artific", + "requisite", + "ledes", + "Veamos", + "sage", + "primes", + "necessariamente", + "med", + "esque", + "spicuous", + "ogf", + "selves", + "Etc", + "luminance", + "vehement", + "med", + "perhaps", + "contended", + "xr", + "incremento" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "xr", + "gesellschaft", + "assertions", + "Etc", + "sheep", + "hypothetical", + "theoretic", + "instances", + "mah", + "restrictive", + "vehement", + "greg", + "quartz", + "Babel", + "examination", + "cnt", + "necessarily", + "imperative", + "registros", + "postulated", + "kong", + "requisite", + "axiom", + "aptitude", + "vnd", + "necessariamente", + "assertion" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "xr", + "Xr", + "discord", + "hexadecimal", + "homer", + "nnnn", + "assertions", + "astronom", + "rrrr", + "gothic", + "aptitude", + "psicologia", + "sheep", + "remarked", + "dud", + "metaphysical", + "mathematics", + "imperative", + "theoretically", + "eur", + "additive", + "geek", + "Etc", + "intensive", + "stderr", + "negated", + "xr" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "mathematics", + "discord", + "theoretically", + "mathematicians", + "WRITE", + "remarked", + "psychic", + "hexadecimal", + "typescript", + "psicologia", + "PLOAD", + "datasource", + "additive", + "mathematically", + "krypt", + "psalm", + "stderr", + "Indices", + "homer", + "MATHEMAT", + "obtuse", + "softener", + "okolo", + "BigDecimal", + "hypothesized", + "cryptic" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "disparity", + "criterion", + "MNOP", + "psi", + "mathematics", + "mathemat", + "AAAAAAAA", + "mathematicians", + "AAAAAAAAAAAAAAAA", + "remarked", + "RMSE", + "Solaris", + "invariably", + "Numerical", + "systolic", + "mathematically", + "Mathemat", + "geometric", + "numerator", + "numerical", + "FFFF", + "matematika", + "diameter", + "numerator", + "Beatles", + "Mathemat", + "squared", + "mathematical", + "consequently" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "ratio", + "criterion", + "exceeded", + "Ratio", + "rated", + "AAAAAAAAAAAAAAAA", + "ceed", + "ratios", + "ibc", + "momentarily", + "metac", + "exceeds", + "buss", + "entsprechende", + "disparity", + "bepaalde", + "rrr", + "Gestaltung", + "DTS", + "dac", + "contrario", + "ceci", + "conundrum" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "ratio", + "Ratio", + "ratios", + "fcntl", + "diocese", + "calculus", + "iodide", + "RMSE", + "PLC", + "Siberia", + "yScale", + "canine", + "canoe", + "ichtet", + "GTX", + "fenced", + "Aries", + "cilantro", + "Carta", + "conjectured", + "Notas", + "senate", + "dioc", + "chloride", + "cathedral", + "XPATH", + "carbide" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "clan", + "calculus", + "UFC", + "PLC", + "corral", + "ratio", + "aceut", + "MRC", + "calcite", + "Siberia", + "Chrys", + "Ratio", + "lastIndexOf", + "Jericho", + "lattice", + "MSG", + "galley", + "Mh", + "chloride", + "Iceland", + "carbide", + "sacer", + "fenced", + "Carta", + "Lattice", + "Seite", + "militia", + "MLM" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "Siberia", + "ratio", + "cilantro", + "Ratio", + "clan", + "caldo", + "corral", + "accented", + "fenced", + "oodoo", + "ANO", + "icated", + "UFC", + "Mage", + "cannon", + "icida", + "fscanf", + "dice", + "hInstance", + "canoe", + "cacao", + "epers", + "sativa", + "Seite", + "catholique", + "lattice", + "ratios", + "LSP" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "lattice", + "lattice", + "Lattice", + "lattices", + "attice", + "latt", + "latt", + "lactate", + "sublattice", + "aille", + "icc", + "Lance", + "lathe", + "carbide", + "Retrieve", + "Lafayette", + "Latte", + "atte", + "lace", + "Latitude", + "Mavic", + "latte", + "ille", + "ILLE", + "Lett", + "Brice" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "lattice", + "lattice", + "Lattice", + "latt", + "latt", + "lattices", + "sublattice", + "attice", + "lactate", + "c", + "LAC", + "lat", + "LAC", + "carbide", + "lathe", + "latte", + "aille", + "Latitude", + "ille", + "laat", + "Lance", + "Latte", + "Lafayette", + "lance", + "late", + "c", + "Retrieve" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "lattice", + "C", + "c", + "lattice", + "Lattice", + "C", + "L", + "c", + "latt", + "lactate", + "latt", + "lattices", + "attice", + "Lafayette", + "l", + "lacer", + "sublattice", + "LAC", + "a", + "spice", + "laf", + "ille", + "caza" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "of", + "more", + "I", + "However", + "e", + "py", + "do", + "you", + "unable", + "Looking", + "a", + "is", + "but", + "This", + "ically", + "respect", + "We", + "are", + "while", + "tell", + "in", + "we", + "which", + "say", + "Actually", + "they", + "com", + "one", + "For", + "These", + "not" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 99776, + 159837, + 167048, + 80606, + 21966, + 90137, + 75119, + 181760, + 186679, + 116927, + 248724, + 247141, + 245432, + 207086, + 191319, + 59201, + 22932, + 49408, + 140082, + 81039, + 7551, + 17111, + 2881, + 1851, + 12185, + 71790 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 8398, + 17580, + 16015, + 204639, + 42392, + 188881, + 213889, + 18717, + 16420, + 185709, + 44062, + 16244, + 23051, + 32787, + 43497, + 103881, + 122462, + 41102, + 2240, + 10785, + 26319, + 33502, + 47873, + 63635, + 54534, + 26458 + ] + } + ], + "logit_lens": [ + { + "label": "tetragonal", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 114200, + 96459, + 45608, + 21951, + 8041, + 3788, + 16746, + 26887, + 103504, + 42004, + 3572, + 1716, + 1035, + 277 + ] + }, + { + "label": "Bain", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 23442, + 34025, + 39885, + 54338, + 100125, + 136236, + 65622, + 24138, + 12773, + 7989, + 1050, + 3894, + 34475, + 109642 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "ured", + "score": 10.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "govt", + "score": 4.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "ath", + "output_checked": true + }, + { + "concept": "been", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "has", + "output_checked": true + }, + { + "concept": "appreciable", + "score": 4.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "urably", + "output_checked": true + }, + { + "concept": "Normally", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "c", + "output_checked": true + }, + { + "concept": "loy", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "ath", + "output_checked": true + }, + { + "concept": "prostu", + "score": 3.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "contribut", + "score": 3.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "l", + "output_checked": true + }, + { + "concept": "tyle", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": "ath", + "output_checked": true + }, + { + "concept": "dopiero", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "mag", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "atrocious", + "score": 2.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "severe", + "output_checked": true + }, + { + "concept": "tedious", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "urably", + "output_checked": true + }, + { + "concept": "Ltd", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "lathe", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "EEE", + "score": 2.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "urably", + "output_checked": true + }, + { + "concept": "Govt", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "ath", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "rpm", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "than", + "output_checked": true + }, + { + "concept": "INES", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "l", + "output_checked": true + }, + { + "concept": "arent", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "c", + "output_checked": true + }, + { + "concept": "clan", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "anointed", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "ath", + "output_checked": true + }, + { + "concept": "Siberia", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dure", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "c", + "output_checked": true + }, + { + "concept": "measurable", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "urably", + "output_checked": true + }, + { + "concept": "dont", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "c", + "output_checked": true + }, + { + "concept": "digamos", + "score": 1.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "goddess", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "Eber", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "annum", + "score": 1.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "Examin", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "aporta", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "monotone", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Usually", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "than", + "output_checked": true + }, + { + "concept": "disparity", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "VisualStyle", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "configurational", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "meas", + "output_checked": true + }, + { + "concept": "usual", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "than", + "output_checked": true + }, + { + "concept": "dini", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "severe", + "output_checked": true + }, + { + "concept": "Thrust", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "quenched", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "quenching", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "arrib", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "fizi", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "Postfix", + "score": 1.0, + "best_rank": 3, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "andrew", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "ath", + "output_checked": true + }, + { + "concept": "normalerweise", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "deregulation", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "finalists", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "lan", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "to", + "output_checked": true + }, + { + "concept": "Dere", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "one", + "output_checked": true + }, + { + "concept": "sure", + "score": 1.0, + "best_rank": 4, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sempl", + "score": 1.0, + "best_rank": 4, + "best_depth": 55.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "LOGO", + "score": 1.0, + "best_rank": 4, + "best_depth": 59.6, + "near_token": "product", + "output_checked": true + }, + { + "concept": "crux", + "score": 1.0, + "best_rank": 5, + "best_depth": 51.1, + "near_token": "urably", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ve", + "se", + "th", + "cl", + "con", + "row", + "gh", + "ar", + "yst", + "inter", + "ype", + "anc", + "ey", + "tr", + "pect", + "red", + "ract", + "ray", + "ser", + "min", + "ground", + "ts", + "ces", + "ced", + "yle", + "years", + "be", + "li", + "log" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "or", + "oc", + "ie", + "tr", + "comp", + "ner", + "son", + "qual", + "mente", + "carried", + "whatever", + "rence", + "ows", + "umeric", + "elegant", + "kow", + "kepada", + "apt", + "sap", + "Making", + "psy", + "omers" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "al", + "ere", + "su", + "j", + "ust", + "ib", + "one", + "ask", + "te", + "iew", + "ild", + "ike", + "left", + "itt", + "ON", + "cept", + "ict", + "result", + "uring", + "raph", + "ext", + "ke", + "arn", + "mark", + "mathb", + "partic", + "da", + "fin", + "proble" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "og", + "our", + "ust", + "un", + "out", + "are", + "ich", + "orm", + "ast", + "ab", + "du", + "ge", + "ber", + "ear", + "row", + "St", + "pr", + "mathrm", + "sa", + "de", + "St", + "col" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "on", + "he", + "en", + "s", + "m", + "de", + "qu", + "ra", + "pro", + "com", + "ess", + "ity", + "le", + "ha", + "from", + "ad", + "which", + "com", + "ar", + "yst", + "ag", + "ize", + "we", + "est", + "who", + "ric", + "rib" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "he", + "re", + "en", + "at", + "s", + "an", + "it", + "is", + "al", + "ar", + "le", + "ion", + "as", + "ent", + "n", + "om", + "id", + "ol", + "ig", + "ur", + "ve", + "de", + "ay", + "ow", + "qu", + "ir", + "os", + "ly", + "ra", + "un" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "id", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "at", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "ew", + "te", + "ain", + "he", + "iz", + "ud", + "ich", + "av", + "ph", + "St", + "ar", + "pr", + "elf", + "sp", + "ah", + "ike", + "ric", + "app", + "rel", + "tern" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "s", + "ers", + "of", + "they", + "n", + "nya", + "selection", + "EG", + "liaison", + "sof", + "EW", + "bringen", + "RJ", + "er", + "ich", + "eur", + "lid", + "sehen", + "evol", + "kaya" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "liaison", + "e", + "er", + "ain", + "ast", + "aal", + "imitation", + "EG", + "remember", + "sof", + "EW", + "mellow", + "wunder", + "reliance", + "ampio", + "ameri", + "Publicity", + "kuru", + "n" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "e", + "immense", + "reliance", + "profoundly", + "ameri", + "fielder", + "ain", + "appro", + "substantial", + "substantially", + "damn", + "garanti", + "Repositories", + "ecek", + "er", + "reput", + "imitation", + "EW", + "tanti", + "Tog", + "agreement" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "immense", + "tremendous", + "damn", + "ameri", + "PA", + "contro", + "tog", + "ET", + "er", + "been", + "appro", + "kowy", + "Tog", + "ischen", + "indiv", + "Repositories", + "Considerable", + "ain", + "hur", + "gigantic", + "fielder", + "Looking", + "superstar", + "profoundly", + "pochi" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "immense", + "readily", + "tremendous", + "tog", + "Considerable", + "Tog", + "kowy", + "been", + "contro", + "damn", + "profoundly", + "gigantic", + "nagyon", + "indiv", + "ameri", + "accepted", + "numerosi", + "macroscopic", + "fielder", + "Repositories" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "jgamma", + "or", + "ameri", + "because", + "dieser", + "contro", + "certains", + "elated", + "phenoxymethyl", + "JT", + "engend", + "vehement", + "whereas", + "continued", + "profoundly", + "tanti", + "nedeniyle", + "readily" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "of", + "or", + "because", + "but", + "because", + "S", + "Because", + "of", + "p", + "C", + "termed", + "Y", + "O", + "elated", + "tantamount", + "P", + "com", + "despite", + "engender", + "increased", + "G" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "because", + "characterized", + "reminiscent", + "bzw", + "associated", + "but", + "or", + "surpassing", + "of", + "referred", + "facilitated", + "implying", + "markedly", + "Because", + "resulting", + "exhibited", + "considerably", + "described", + "percentage", + "indicating", + "exceedingly", + "termed", + "engender", + "wherein" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "exceeding", + "exorbitant", + "percentage", + "markedly", + "excessively", + "inexplic", + "increased", + "ratio", + "unexpectedly", + "inexplicable", + "unapolog", + "increase", + "measured", + "implying", + "noticeably", + "surpassing", + "exorbit", + "ostensibly", + "exceedingly", + "implied", + "exaggerated", + "elevated", + "lavish", + "calculated", + "characterized", + "unusually", + "abnormally", + "referred", + "decreased", + "excessive", + "seemingly" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "ratio", + "greater", + "excessively", + "equal", + "calculated", + "slightly", + "a", + "even", + "significantly", + "implying", + "noticeably", + "skewed", + "average", + "unequal", + "inequality", + "staggering", + "markedly", + "higher", + "observed", + "considerable", + "tendency", + "abnormally", + "significant", + "abnormal", + "disproportion", + "nearly", + "equivalent", + "implied", + "been", + "tilted", + "more", + "larger" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "ratio", + "ratios", + "greater", + "exceeding", + "ratio", + "a", + "Ratio", + "even", + "the", + "beyond", + "values", + "greater", + "Ratio", + "more", + "exceeded", + "Greater", + "higher", + "calculated", + "exceed", + "fraction", + "exceeds", + "proportions", + "disproportion", + "fractional", + "nearly", + "inequality", + "Beyond" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "ratios", + "ratio", + "Ratio", + "ratio", + "Ratio", + "a", + "proportions", + "fractional", + "configuration", + "unprecedented", + "even", + "fraction", + "inequality", + "slightly", + "concluded", + "normalized", + "barely", + "lattice", + "greater", + "equivalent", + "ration", + "suggesting", + "scarcely", + "geometric", + "unfavorable", + "relatively", + "calculated", + "the" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "ratio", + "ratios", + "lattice", + "Ratio", + "C", + "c", + "ratio", + "Lattice", + "CT", + "a", + "Ratio", + "calculated", + "Lodge", + "Y", + "Lo", + "lebih", + "L", + "A", + "of", + "Cote", + "crystallinity", + "Leiter" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "ratios", + "ratio", + "lattice", + "Ratio", + "Lattice", + "ratio", + "Lodge", + "wills", + "sativa", + "scissor", + "chico", + "Keto", + "LS", + "CT", + "Lad", + "proportions", + "Spagna", + "craze", + "ceo", + "MaterialApp", + "conco", + "Laplacian", + "Luz", + "Zr", + "Ration", + "mehr" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "lattice", + "lattice", + "Lattice", + "c", + "latt", + "latt", + "c", + "attice", + "lattices", + "C", + "C", + "l", + "sublattice", + "L", + "and", + "A", + "a", + "e", + "a", + "U", + "L", + "lactate", + "lathe", + "ratio", + "lat", + "G", + "ic", + "LAT", + "LAC" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "lattice", + "Lattice", + "lattice", + "c", + "latt", + "latt", + "attice", + "lattices", + "lactate", + "lathe", + "sublattice", + "c", + "lat", + "LAT", + "C", + "LAC", + "Lal", + "Lace", + "Lacy", + "LAC", + "Lact", + "LAT", + "Lat", + "Lac", + "C", + "l", + "Latte", + "A" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "c", + "C", + "lattice", + "C", + "lattice", + "Lattice", + "latt", + "L", + "setC", + "latt", + "c", + "attice", + "cL", + "LTC", + "lactate", + "L", + "CFI", + "lattices", + "ceded", + "vVertex", + "sourceL" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "of", + "more", + "I", + "However", + "e", + "py", + "do", + "you", + "unable", + "Looking", + "a", + "is", + "but", + "This", + "ically", + "respect", + "We", + "are", + "while", + "tell", + "in", + "we", + "which", + "say", + "Actually", + "they", + "com", + "one", + "For", + "These", + "not" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 18.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "has", + "output_checked": true + }, + { + "concept": "been", + "score": 15.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "c", + "output_checked": true + }, + { + "concept": "and", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "products", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "product", + "output_checked": true + }, + { + "concept": "that", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "than", + "output_checked": true + }, + { + "concept": "ratios", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "excessively", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "quenching", + "output_checked": true + }, + { + "concept": "lorf", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "bzw", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "compared", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "greater", + "output_checked": true + }, + { + "concept": "higher", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "severity", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "severe", + "output_checked": true + }, + { + "concept": "unity", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "accumulated", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "urably", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "eroding", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "severe", + "output_checked": true + }, + { + "concept": "damn", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "immense", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "greater", + "output_checked": true + }, + { + "concept": "severely", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "severe", + "output_checked": true + }, + { + "concept": "plethora", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "greater", + "output_checked": true + }, + { + "concept": "prolonged", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "severe", + "output_checked": true + }, + { + "concept": "configuration", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "exceeding", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "comparable", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "than", + "output_checked": true + }, + { + "concept": "even", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "one", + "output_checked": true + }, + { + "concept": "significantly", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "urably", + "output_checked": true + }, + { + "concept": "measurable", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "urably", + "output_checked": true + }, + { + "concept": "considerably", + "score": 2.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "slight", + "score": 2.0, + "best_rank": 2, + "best_depth": 46.8, + "near_token": "has", + "output_checked": true + }, + { + "concept": "highly", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "very", + "score": 2.0, + "best_rank": 2, + "best_depth": 91.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Pued", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "terjadinya", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "quenching", + "output_checked": true + }, + { + "concept": "smear", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "Looking", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "product", + "output_checked": true + }, + { + "concept": "tweepy", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "urably", + "output_checked": true + }, + { + "concept": "elucid", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "than", + "output_checked": true + }, + { + "concept": "exceedingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "prominently", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "engend", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "quenching", + "output_checked": true + }, + { + "concept": "demonstrable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "potentially", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "respective", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "touted", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "than", + "output_checked": true + }, + { + "concept": "twitter", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "criticized", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "than", + "output_checked": true + }, + { + "concept": "because", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "markedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "resulted", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "has", + "output_checked": true + }, + { + "concept": "appreciably", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "urably", + "output_checked": true + }, + { + "concept": "artworks", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "moderate", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "severe", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "quenching", + "output_checked": true + }, + { + "concept": "upto", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "transition", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "kerala", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "ath", + "output_checked": true + }, + { + "concept": "sized", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "significant", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "urably", + "output_checked": true + }, + { + "concept": "That", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "than", + "output_checked": true + }, + { + "concept": "hardest", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "absorbance", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "a", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-08__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-08__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-08__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-08__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-08__heatmap.png" + } + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-09", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffusionless lattice change 9", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Atoms move cooperatively over short distances during a rapid transformation, generating a body-centered structure with unequal axial dimensions.", + "prompt_tail": "Atoms move cooperatively over short distances during a rapid transformation, generating a body-centered structure with unequal axial dimensions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "diffusionless-lattice-change", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + } + ], + "emergence": [ + { + "label": "tetragonal", + "best_rank": 1, + "best_depth": 91.5, + "onset_depth": 87.2, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 0 + }, + { + "label": "Bain", + "best_rank": 1289, + "best_depth": 76.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 1083 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "odium", + "unica", + "iber", + "elli", + "odi", + "ilah", + "ervo", + "Beverungen", + "udi", + "wadi", + "inking", + "Kodi", + "avil", + "ahs", + "Eber", + "avia", + "hacerse", + "Burbank", + "ayya", + "aforementioned", + "wit", + "okok", + "ovel", + "nev", + "etku", + "Sever", + "shortage" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "odium", + "unica", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "rodeo", + "ServiceID", + "arpur", + "odi", + "aville", + "Imperio", + "Kodi", + "anio", + "arita", + "avil", + "uded", + "erver", + "ervo", + "cil", + "zki", + "Toto", + "qat", + "iasa", + "ayya" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "udi", + "overheard", + "arita", + "rodeo", + "anio", + "aville", + "arpur", + "odi", + "alco", + "ervo", + "Imperio", + "ServiceID", + "uded", + "erver", + "cil", + "ta", + "qat", + "empleados", + "odil", + "avil" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Europ", + "rehabilitated", + "vesicular", + "mt", + "conferred", + "Aluminum", + "tesla" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Fountain", + "odium", + "quilla", + "rodeo", + "ta", + "graisse", + "arpur", + "tox", + "lova", + "uded", + "arita", + "overheard", + "annya", + "wadi", + "sever", + "omba", + "Selangor", + "Maldonado", + "tery", + "ushima", + "Thunderbird", + "Gra", + "Sever", + "FAS", + "Sever" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "Infect", + "rehabilitated", + "Europ", + "vesicular", + "Inflater", + "squares", + "calmed", + "conferred", + "pneumatic", + "ductory", + "Aluminum", + "mt", + "remotely", + "appealed" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "authenticate", + "calmed", + "rehabilitated", + "vesicular", + "tesla", + "directors", + "Aluminum", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "ahs", + "wadi", + "udi", + "arita", + "anio", + "overheard", + "ayani", + "aville", + "odi", + "rodeo", + "ServiceID", + "cil", + "arpur", + "alco", + "uded", + "erver", + "ta", + "empleados", + "odil", + "avil", + "Imperio", + "Kodi", + "zki", + "rekening" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "ahs", + "quilla", + "wadi", + "udi", + "anio", + "overheard", + "aville", + "ayani", + "ServiceID", + "erver", + "cil", + "Imperio", + "odi", + "uded", + "rodeo", + "it", + "ta", + "odil", + "arpur", + "alco", + "empleados", + "zki", + "avil", + "sel" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "flare", + "sociale", + "infect", + "Infect", + "vesicular", + "squares", + "mt", + "directors", + "authenticate", + "pneumatic", + "conferred", + "Inflater", + "rehabilitated", + "verder", + "tesla", + "director", + "Europ", + "calmed", + "fs" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "med", + "gehend", + "rog", + "urious", + "natural", + "siz", + "credo", + "manner", + "fif", + "shore", + "heartedly", + "selves", + "de", + "Moreover", + "perfecta", + "ujos", + "f", + "ures", + "perfect", + "dir", + "esimerkiksi", + "enorm", + "eness", + "filosof" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "med", + "urious", + "fato", + "gehend", + "fif", + "ujos", + "rad", + "heartedly", + "esimerkiksi", + "iven", + "hearted", + "Moreover", + "osof", + "beispielsweise", + "s", + "uri", + "enorm", + "folds", + "perfect", + "istically", + "uette", + "credo", + "digamos", + "udades", + "tyle", + "dif" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "urious", + "ujos", + "particular", + "enorm", + "gehend", + "rad", + "uri", + "digamos", + "preponder", + "ve", + "fif", + "selves", + "exuber", + "determinados", + "folds", + "rog", + "preval", + "istically", + "leve", + "esimerkiksi", + "ures", + "iven", + "se", + "dif", + "perfect", + "osof" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "med", + "particular", + "vehement", + "urious", + "proverbial", + "decadent", + "perfect", + "manner", + "credo", + "enorm", + "s", + "perd", + "dif", + "scape", + "amor", + "zeug", + "posteriori", + "natural", + "ief", + "laissez", + "tyle", + "exuber", + "selves", + "preval", + "preponder", + "expans", + "perfecta", + "ovati", + "notable", + "primes" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "particular", + "vehement", + "manner", + "ized", + "med", + "xr", + "proverbial", + "lang", + "zeug", + "quartz", + "mah", + "hypothetical", + "manifest", + "assertions", + "decadent", + "scape", + "sheep", + "sensibility", + "credo", + "sheep", + "expans", + "instances", + "ium", + "egu", + "horrend", + "theoretical", + "urious", + "pragmatic" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "rrrr", + "nnnn", + "vehement", + "xr", + "horrend", + "quartz", + "remarked", + "egreg", + "sensibility", + "hexadecimal", + "zeug", + "fortitude", + "daraus", + "grotesque", + "specific", + "imperative", + "expansive", + "scape", + "discord", + "pragmatic", + "rrr", + "opus", + "trapez", + "rediscovered", + "metamorph", + "Transforms", + "sheep", + "ephemeral", + "shaved", + "aptitude" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "cryptic", + "obtuse", + "obscured", + "trapez", + "specific", + "obsessive", + "standardized", + "gothic", + "exclusive", + "intensive", + "quartz", + "additive", + "discord", + "expansive", + "horrid", + "thoughtful", + "cipher", + "metaphysical", + "hexadecimal", + "ornamental", + "ventured", + "shaved", + "masquer", + "obnoxious", + "typescript", + "remarked", + "hypothesized", + "aptitude", + "atrocious" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "disparity", + "asymmetrical", + "disparities", + "particular", + "undesirable", + "Unterschiede", + "unbalanced", + "imbalances", + "trapez", + "differentiated", + "irregularly", + "unruly", + "predominant", + "inconsist", + "intric", + "heterogeneity", + "geometries", + "adecimal", + "vehement", + "magnitudes", + "assorted", + "Particular", + "indeterminate", + "invariable", + "geometric", + "geometry", + "randint", + "remarked", + "contrived", + "bepaalde", + "peculiar" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "disparity", + "asymmetrical", + "inequ", + "particular", + "determinada", + "bepaalde", + "determinadas", + "asymmetries", + "Unterschiede", + "peculiar", + "disproportion", + "sizes", + "imbalances", + "disparities", + "undesirable", + "invariable", + "differentiated", + "Particular", + "deviated", + "contrived", + "peculiarly", + "peculiarity", + "ek", + "inequality", + "ensible", + "xyz", + "inequities", + "asymmetry", + "predisposition", + "assorted", + "Inequality", + "implique" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "anisotropic", + "inequ", + "commensurate", + "Oriented", + "Unterschiede", + "undesirable", + "unequal", + "axes", + "differentiated", + "xyz", + "asymmetrical", + "amac", + "contrived", + "orientated", + "consequ", + "anisot", + "isotropic", + "oriented", + "anisotropy", + "disproportion", + "prejudicial", + "chirality", + "heterod", + "elongated", + "bepaalde", + "Isometric", + "invariable", + "Bentley", + "tapered", + "gedacht" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "Axes", + "axes", + "Axes", + "axes", + "ellipsoid", + "spheroid", + "elongated", + "anisotropic", + "oblong", + "cubic", + "asymmetric", + "asymmetrical", + "parum", + "skewed", + "XYZ", + "Yat", + "unequal", + "ellipso", + "axis", + "indeterminate", + "commensurate", + "Bentley", + "trapez", + "unbalanced", + "slanted", + "mismatched", + "orientated" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "axes", + "Axes", + "anisotropic", + "axes", + "Axes", + "elongated", + "rectangular", + "ellipsoid", + "anisot", + "distorted", + "ellipso", + "spheroid", + "unequal", + "anisotropy", + "oblong", + "tric", + "Distortion", + "distortion", + "axis", + "inequ", + "rectangles", + "skewed", + "tetragonal", + "eccentricity", + "deviated", + "prismatic", + "asymmetrical", + "Oriented", + "isometric" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "rectangular", + "rectangular", + "tetragonal", + "tric", + "Rect", + "rhomb", + "unequal", + "Rect", + "tetr", + "rect", + "tonic", + "Rectangle", + "rectangle", + "Tetr", + "ellipso", + "Tric", + "agonal", + "tet", + "spheroid", + "Rectangle", + "RECT", + "oblong", + "Dimensions", + "monoc", + "orth", + "rectangles", + "rect" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "tetr", + "tetragonal", + "tric", + "tet", + "rectangular", + "Tetr", + "rhomb", + "rectangular", + "orth", + "ellipso", + "tect", + "orth", + "oblong", + "monoc", + "rectangle", + "Tric", + "tric", + "rect", + "ort", + "paralle", + "unequal", + "ob", + "tess", + "nonconvex", + "trig", + "urgia", + "and", + "tet" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "orth", + "ort", + "orth", + "Or", + "Orth", + "ort", + "ORTH", + "Ort", + "Orth", + "Or", + "tetr", + "OR", + "OR", + "ORT", + "orts", + "orthon", + "orton", + "Tetr", + "tetragonal", + "orthopedic", + "orthogon", + "orthogonal", + "orthodoxy", + "Ort", + "Orr" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "In", + "some", + "It", + "ly", + "but", + "In", + "These", + "Let", + "You", + "as", + "For", + "Some", + "all", + "All", + "However", + "State", + "ne", + "all", + "Also", + "They", + "Table", + "Additionally", + "Specifically", + "We", + "Each", + "While", + "respectively", + "I", + "You", + "of", + "No" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 88214, + 157116, + 168024, + 78951, + 104629, + 86771, + 75289, + 180486, + 186203, + 125012, + 254916, + 254074, + 252339, + 239075, + 235653, + 111216, + 42957, + 36235, + 86876, + 26135, + 355, + 25, + 3, + 2, + 27, + 517 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 9016, + 18220, + 16283, + 205318, + 69560, + 195686, + 211838, + 17680, + 16014, + 181660, + 19877, + 9154, + 11451, + 21183, + 35213, + 93845, + 131044, + 11294, + 1658, + 1290, + 8833, + 1982, + 13030, + 21880, + 69033, + 49483 + ] + } + ], + "logit_lens": [ + { + "label": "tetragonal", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 195428, + 145032, + 89964, + 28209, + 7105, + 10880, + 8260, + 5933, + 682, + 27, + 2, + 7, + 3, + 1 + ] + }, + { + "label": "Bain", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 33406, + 26695, + 24184, + 32951, + 31525, + 47380, + 35498, + 10169, + 8668, + 7200, + 4896, + 1293, + 1084, + 3637 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "least", + "score": 4.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "lengths", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "Nodes", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "transformation", + "output_checked": true + }, + { + "concept": "Mannschaften", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "assorted", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "dimensions", + "output_checked": true + }, + { + "concept": "tuk", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "transformation", + "output_checked": true + }, + { + "concept": "preponder", + "score": 2.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "disparity", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dure", + "score": 2.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "nors", + "score": 2.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": "cooper", + "output_checked": true + }, + { + "concept": "magnitudes", + "score": 2.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "maksud", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "tumult", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "Fallout", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "pouches", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "with", + "output_checked": true + }, + { + "concept": "diantaranya", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "At", + "output_checked": true + }, + { + "concept": "instants", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "over", + "output_checked": true + }, + { + "concept": "Worst", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "smoothed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "dimensions", + "output_checked": true + }, + { + "concept": "cryptic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "imagenes", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "generating", + "output_checked": true + }, + { + "concept": "determinadas", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Choices", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "nay", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "escalas", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "over", + "output_checked": true + }, + { + "concept": "Presumably", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "schnelle", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "MgO", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "anisotropic", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Thrust", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Oxygen", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Axes", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Transformations", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "axes", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "rectangular", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Dumas", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "tetr", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "suatu", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "goddess", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "At", + "output_checked": true + }, + { + "concept": "particular", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "XMFLOAT", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "generating", + "output_checked": true + }, + { + "concept": "obtuse", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "representada", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "dispuestos", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "dimensions", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "Inequal", + "score": 1.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "unequal", + "output_checked": true + }, + { + "concept": "depois", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "governmental", + "score": 1.0, + "best_rank": 3, + "best_depth": 55.3, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "akin", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "atively", + "output_checked": true + }, + { + "concept": "woody", + "score": 1.0, + "best_rank": 3, + "best_depth": 59.6, + "near_token": "transformation", + "output_checked": true + }, + { + "concept": "Ontology", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "structure", + "output_checked": true + }, + { + "concept": "ind", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "At", + "output_checked": true + }, + { + "concept": "Xavier", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": "distances", + "output_checked": true + }, + { + "concept": "decadent", + "score": 1.0, + "best_rank": 4, + "best_depth": 51.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "Chosen", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "cooper", + "output_checked": true + }, + { + "concept": "Blues", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "short", + "output_checked": true + }, + { + "concept": "scribble", + "score": 1.0, + "best_rank": 4, + "best_depth": 68.1, + "near_token": "unequal", + "output_checked": true + }, + { + "concept": "English", + "score": 1.0, + "best_rank": 7, + "best_depth": 68.1, + "near_token": "centered", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "s", + "ve", + "se", + "ter", + "th", + "wh", + "res", + "ment", + "row", + "ng", + "ther", + "com", + "gh", + "ar", + "ne", + "ook", + "sa", + "yst", + "inter", + "ype", + "text", + "any", + "anc", + "clud", + "ey", + "ton", + "der", + "very", + "tr", + "pect" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "t", + "es", + "is", + "og", + "comp", + "ne", + "ise", + "az", + "ner", + "son", + "ware", + "sl", + "ir", + "qual", + "mais", + "assert", + "mente", + "sav", + "rence", + "umeric", + "trat", + "kepada", + "vec", + "fac" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "or", + "y", + "su", + "j", + "ch", + "ive", + "ust", + "all", + "math", + "ib", + "ast", + "ase", + "ge", + "one", + "sa", + "iew", + "ound", + "ike", + "left", + "itt", + "ON", + "gr", + "IN", + "ict", + "pol", + "of", + "raph", + "ext" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "al", + "ou", + "ro", + "l", + "im", + "ation", + "st", + "th", + "est", + "wh", + "ist", + "ain", + "su", + "j", + "ch", + "og", + "our", + "ust", + "un", + "out", + "ich", + "ff", + "orm", + "ast", + "ile", + "ice", + "ab", + "du", + "ge", + "ber" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "de", + "ch", + "qu", + "ess", + "ity", + "le", + "ha", + "ad", + "us", + "which", + "com", + "i", + "ar", + "yst", + "che", + "ag", + "ize", + "we", + "est", + "my", + "rib", + "oint", + "mask", + "them" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "en", + "at", + "an", + "it", + "is", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "id", + "ol", + "ig", + "ur", + "ve", + "de", + "ay", + "ir", + "ly", + "ere", + "pe", + "end", + "ill", + "ath", + "ex", + "art", + "The", + "iz", + "ud" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "in", + "er", + "re", + "en", + "at", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "et", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "est", + "al", + "you", + "wh", + "ers", + "res", + "k" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "og", + "iz", + "ich", + "av", + "ib", + "ice", + "comp", + "ring", + "ar", + "elf", + "sp", + "ah", + "ric", + "set", + "to", + "app", + "rel" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "they", + "s", + "of", + "second", + "photograph", + "perfectly", + "selection", + "eat", + "sehen", + "sof", + "eux", + "gambar", + "bringen", + "receptacle", + "wunder", + "successor", + "ization", + "most", + "equip" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "e", + "s", + "of", + "has", + "second", + "photograph", + "reput", + "technically", + "aal", + "Aus", + "eat", + "sehen", + "tentative", + "sof", + "eux", + "gambar", + "devenu", + "Bismillahirrah", + "bringen", + "receptacle", + "wunder", + "sensitivity", + "ampio", + "successor", + "ameri" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "substantial", + "Tog", + "fielder", + "e", + "ameri", + "tentative", + "reput", + "resmi", + "Verenigde", + "appro", + "substantially", + "immense", + "tog", + "garanti", + "et", + "any", + "equip", + "psychological", + "Ha" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "tog", + "ameri", + "Tog", + "damn", + "currently", + "substantial", + "avrebbe", + "contending", + "appro", + "immense", + "fielder", + "circumstances", + "ributor", + "e", + "com", + "profoundly", + "kowy", + "Verenigde", + "Considerable", + "any", + "begin", + "slight", + "decid" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "avrebbe", + "Tog", + "readily", + "immense", + "Considerable", + "damn", + "circumstances", + "substantial", + "currently", + "contending", + "fielder", + "shaped", + "tentative", + "considerably", + "slight", + "kowy", + "ameri", + "stai", + "slightly", + "decid", + "impending", + "profoundly" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "ed", + "profoundly", + "formerly", + "contending", + "ameri", + "readily", + "formerly", + "elated", + "substantially", + "substantial", + "immense", + "tentative", + "rebranded", + "noteworthy", + "tanti", + "shaped", + "et", + "Decree", + "tumultuous", + "gigantic", + "Iz", + "vergang", + "vehement", + "Tog" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "reminiscent", + "resulting", + "profoundly", + "similar", + "similar", + "created", + "elated", + "resulted", + "became", + "ed", + "formerly", + "former", + "February", + "profound", + "exacerbated", + "such", + "shaped", + "unprecedented", + "became", + "tumultuous", + "tantamount", + "temporarily", + "championed", + "caused", + "solidified", + "temporary" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "resulting", + "reminiscent", + "characterized", + "resulting", + "configuration", + "resulted", + "shaped", + "or", + "characteristic", + "resembling", + "shaped", + "such", + "characteristics", + "a", + "similar", + "created", + "facilitated", + "transitioning", + "ed", + "Result", + "functionality", + "temporarily", + "unexpectedly", + "characterized", + "configurations" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "resulting", + "slightly", + "characterized", + "unexpectedly", + "atypical", + "inadvertently", + "unintentionally", + "gradually", + "subtly", + "characteristic", + "shaped", + "peculiar", + "resembling", + "heightened", + "skewed", + "nuanced", + "relatively", + "partially", + "seemingly", + "temporarily", + "markedly", + "inherently", + "modified", + "asymmetrical", + "exceptional", + "tilted", + "unexpected", + "intentionally", + "mistakenly", + "multifaceted", + "resulted", + "moderately" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "S", + "s", + "unequal", + "skewed", + "different", + "slightly", + "a", + "asymmetrical", + "ed", + "varying", + "atypical", + "unbalanced", + "biased", + "asymmetric", + "uneven", + "tilted", + "various", + "semi", + "U", + "multi", + "distinct", + "irregular", + "differing", + "R", + "typical", + "elongated", + "e", + "rectangular", + "intentionally", + "oversized", + "highly", + "divergent" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "asymmetrical", + "asymmetric", + "unequal", + "skewed", + "varying", + "asymmetry", + "unbalanced", + "different", + "irregular", + "elongated", + "anisotropic", + "uneven", + "differing", + "atypical", + "nonuniform", + "biased", + "various", + "tilted", + "asymmetries", + "specific", + "inequ", + "proportions", + "a", + "shaped", + "imperfect", + "non", + "disproportion", + "eccentric", + "inequality", + "shapes", + "varied", + "symmetrical" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "unequal", + "and", + "ellipso", + "non", + "asymmetric", + "asymmetrical", + "inequ", + "anisotropic", + "shaped", + "proportions", + "different", + "a", + "shape", + "shapes", + "disproportion", + "dimensions", + "rectangular", + "crystall", + "elongated", + "un", + "varying", + "cubic", + "stretched", + "axes", + "desigual", + "tetragonal", + "skewed", + "ellipsoid", + "geometries", + "irregular", + "frust" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "elongated", + "tetragonal", + "ellipso", + "ellipsoid", + "Ell", + "axes", + "rectangular", + "anisotropic", + "oblong", + "unequal", + "cell", + "crystall", + "ob", + "crystal", + "elliptical", + "squ", + "lattice", + "el", + "non", + "stretched", + "uniaxial", + "linic", + "Brav", + "Ir", + "cubic", + "axes", + "tric", + "asymmetric", + "distorted", + "skewed" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "distortion", + "distorted", + "anisotropic", + "elongated", + "ellipso", + "rectangular", + "tetragonal", + "distort", + "axes", + "Rect", + "stretched", + "distortions", + "squ", + "unequal", + "Distortion", + "distortion", + "ellipsoid", + "anisotrop", + "thor", + "prismatic", + "elliptical", + "anisotropy", + "uniaxial", + "Cartesian", + "Rect", + "tric", + "deformed", + "Axes" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "orth", + "tetragonal", + "une", + "rectangular", + "monoc", + "unequal", + "orth", + "and", + "st", + "n", + "S", + "thor", + "N", + "elongated", + "ellipso", + "th", + "an", + "t", + "l", + "O", + "rectangular", + "n", + "tric", + "agonal", + "ob", + "non", + "elong", + "T" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "tetragonal", + "orth", + "tetr", + "Tetr", + "tet", + "Or", + "orth", + "monoc", + "tric", + "une", + "unequal", + "trigon", + "tri", + "unia", + "an", + "ellipso", + "tric", + "elong", + "S", + "Tric", + "ob", + "elongated", + "Stro", + "thor", + "trig", + "Or", + "rectangular", + "ort", + "ort" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "orth", + "ort", + "ort", + "Or", + "Or", + "Ort", + "orth", + "ORTH", + "Orth", + "orts", + "tetragonal", + "or", + "Orth", + "orton", + "ORT", + "Ortiz", + "orted", + "OR", + "OR", + "Orr", + "ordinances", + "orthogonal", + "orthogonal", + "tetr", + "orph", + "orf" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "thought", + "In", + "some", + "It", + "ly", + "but", + "In", + "These", + "Let", + "You", + "as", + "For", + "Some", + "all", + "All", + "However", + "State", + "ne", + "all", + "Also", + "They", + "Table", + "Additionally", + "Specifically", + "We", + "Each", + "While", + "respectively", + "I", + "You", + "of", + "No" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 11.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "relatively", + "score": 6.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "distances", + "output_checked": true + }, + { + "concept": "considerably", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "short", + "output_checked": true + }, + { + "concept": "swiftly", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "cubic", + "score": 4.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "slight", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "generating", + "output_checked": true + }, + { + "concept": "avrebbe", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "transformation", + "output_checked": true + }, + { + "concept": "tremendous", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "short", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 3.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "cohesive", + "score": 3.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "body", + "output_checked": true + }, + { + "concept": "various", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "over", + "output_checked": true + }, + { + "concept": "characterized", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "structure", + "output_checked": true + }, + { + "concept": "your", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "tertarik", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "distances", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "body", + "output_checked": true + }, + { + "concept": "intertwined", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "unequal", + "output_checked": true + }, + { + "concept": "orchestrated", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "atively", + "output_checked": true + }, + { + "concept": "resulting", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "their", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "move", + "output_checked": true + }, + { + "concept": "configuration", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "aligned", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "cooper", + "output_checked": true + }, + { + "concept": "around", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "move", + "output_checked": true + }, + { + "concept": "lengths", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.2, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "meaningful", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "oms", + "output_checked": true + }, + { + "concept": "undoubtedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "over", + "output_checked": true + }, + { + "concept": "Vereinigte", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "distances", + "output_checked": true + }, + { + "concept": "notoriety", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "compl", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "damn", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "cooper", + "output_checked": true + }, + { + "concept": "ameri", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "immense", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "cooper", + "output_checked": true + }, + { + "concept": "enshrined", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "circumstances", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "dimensions", + "output_checked": true + }, + { + "concept": "Interestingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "short", + "output_checked": true + }, + { + "concept": "invariably", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "impending", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "transformation", + "output_checked": true + }, + { + "concept": "decidedly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "towards", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "atively", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "throughout", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "body", + "output_checked": true + }, + { + "concept": "remarkably", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "generating", + "output_checked": true + }, + { + "concept": "simplesmente", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "Nevertheless", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "dimensions", + "output_checked": true + }, + { + "concept": "Despite", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "massive", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "generating", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "are", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "oms", + "output_checked": true + }, + { + "concept": "many", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "move", + "output_checked": true + }, + { + "concept": "collective", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "atively", + "output_checked": true + }, + { + "concept": "coworkers", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "deviations", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "respectively", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "dimensions", + "output_checked": true + }, + { + "concept": "different", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "cooper", + "output_checked": true + }, + { + "concept": "coordinated", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "atively", + "output_checked": true + }, + { + "concept": "transition", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "transformation", + "output_checked": true + }, + { + "concept": "centerY", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "scale", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "over", + "output_checked": true + }, + { + "concept": "crystal", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "into", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "transformation", + "output_checked": true + }, + { + "concept": "elongated", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "distortion", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "onset", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "tetragonal", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-09__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-09__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-09__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-09__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-09__heatmap.png" + } + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-10", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffusionless lattice change 10", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "X-ray peaks from the quenched product split because one unit-cell axis differs from the two equivalent perpendicular axes.", + "prompt_tail": "X-ray peaks from the quenched product split because one unit-cell axis differs from the two equivalent perpendicular axes.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "diffusionless-lattice-change", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + } + ], + "emergence": [ + { + "label": "tetragonal", + "best_rank": 101, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 49 + }, + { + "label": "Bain", + "best_rank": 6330, + "best_depth": 72.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 14972 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "odium", + "unica", + "iber", + "ilah", + "elli", + "Beverungen", + "aforementioned", + "ervo", + "nev", + "odi", + "Eber", + "wadi", + "ovel", + "inking", + "bakt", + "Kodi", + "esia", + "hacerse", + "Burbank", + "complexity", + "nH", + "okok", + "udi", + "owan", + "etku", + "Wit", + "ewater" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "overheard", + "ayani", + "udi", + "rodeo", + "ServiceID", + "arpur", + "odi", + "anio", + "aville", + "arita", + "Kodi", + "erver", + "avil", + "Imperio", + "uded", + "ervo", + "cil", + "zki", + "Toto", + "iasa", + "alco", + "zk" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "wadi", + "ayani", + "overheard", + "udi", + "arita", + "rodeo", + "arpur", + "odi", + "anio", + "aville", + "alco", + "erver", + "ervo", + "ServiceID", + "cil", + "Imperio", + "uded", + "empleados", + "qat", + "ta", + "odil", + "Kodi" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Inflater", + "squares", + "authenticate", + "pneumatic", + "calmed", + "Europ", + "rehabilitated", + "vesicular", + "mt", + "conferred", + "Aluminum", + "fs" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "gaard", + "Selangor", + "Alamos", + "Nordstrom", + "Epson", + "sever", + "Saigon", + "annya", + "neutral", + "ograv", + "ters", + "Sequoia", + "lores", + "FPR", + "Gotham", + "Maldonado", + "ivities", + "Shreve", + "Kwon", + "omba", + "Rasmussen", + "Matsumoto", + "odymium", + "Bangkok" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "flare", + "sociale", + "authenticate", + "infect", + "rehabilitated", + "Europ", + "Infect", + "vesicular", + "squares", + "conferred", + "pneumatic", + "calmed", + "Inflater", + "mt", + "remotely", + "ductory", + "inflamed", + "appealed" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect", + "infect", + "Europ", + "Inflater", + "squares", + "pneumatic", + "calmed", + "authenticate", + "rehabilitated", + "tesla", + "vesicular", + "directors", + "Aluminum", + "mt", + "reefs" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "udi", + "arita", + "ahs", + "wadi", + "anio", + "overheard", + "aville", + "odi", + "ayani", + "rodeo", + "ServiceID", + "alco", + "uded", + "erver", + "cil", + "arpur", + "ta", + "empleados", + "odil", + "avil", + "Imperio", + "Kodi", + "ink", + "zki" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "ahs", + "quilla", + "wadi", + "udi", + "anio", + "overheard", + "erver", + "ayani", + "aville", + "ServiceID", + "cil", + "Imperio", + "it", + "uded", + "rodeo", + "ta", + "odi", + "arpur", + "alco", + "empleados", + "odil", + "avil", + "iasa", + "sel" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "flare", + "infect", + "squares", + "vesicular", + "mt", + "directors", + "Infect", + "pneumatic", + "conferred", + "authenticate", + "Inflater", + "Europ", + "puis", + "rehabilitated", + "tesla", + "verder", + "chartered", + "fs", + "reefs" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "gehend", + "Moreover", + "manner", + "nad", + "selves", + "med", + "eness", + "Gent", + "t", + "urious", + "f", + "ively", + "uri", + "rog", + "ures", + "ended", + "brid", + "Kalau", + "voila", + "natural", + "itten", + "ungen", + "fold", + "hearted" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "Moreover", + "gehend", + "uri", + "med", + "voila", + "Kalau", + "hearted", + "Furthermore", + "manner", + "urious", + "fato", + "cetera", + "tyle", + "iven", + "folds", + "though", + "digamos", + "heartedly", + "do", + "ures", + "rad" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "med", + "uri", + "Moreover", + "gehend", + "urious", + "digamos", + "manner", + "voila", + "t", + "folds", + "sage", + "though", + "preval", + "Kalau", + "tyle", + "as", + "ures", + "ve", + "do", + "particular", + "leve", + "rad", + "prim", + "cetera" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "manner", + "med", + "particular", + "urious", + "Veamos", + "Moreover", + "primes", + "voila", + "Etc", + "tyle", + "ogf", + "dif", + "uri", + "digamos", + "argumento", + "prim", + "sayang", + "posteriori", + "credo", + "do", + "perd", + "differenza", + "particularmente", + "rolog", + "zeug", + "leve", + "detriment" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "Etc", + "manner", + "argumento", + "sheep", + "sheep", + "limitation", + "bcd", + "Veamos", + "aptitude", + "voila", + "xr", + "imperative", + "ogf", + "sensibility", + "sayang", + "Limitation", + "mah", + "expans", + "interposed", + "Babel", + "vehement", + "deswegen", + "theoretical" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "nnnn", + "Etc", + "hexadecimal", + "teh", + "metaphysical", + "discord", + "dud", + "xr", + "imperative", + "fortitude", + "rrrr", + "aptitude", + "expediency", + "astronom", + "immediately", + "remarked", + "sheep", + "rrr", + "psicologia", + "metallurgy", + "Romeo", + "sheep", + "boutique", + "whisk" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "Unterschied", + "additive", + "discord", + "PLOAD", + "oteric", + "psicologia", + "obtuse", + "standardized", + "hexadecimal", + "MYSQL", + "metallurgy", + "trapez", + "shaved", + "metaphysical", + "ornamental", + "WRITE", + "psychic", + "configurable", + "STANDARD", + "aptitude", + "seperate", + "chipset" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "disparity", + "Unterschiede", + "Unterschied", + "particular", + "diferente", + "unterschied", + "different", + "disparities", + "different", + "geometry", + "Distinction", + "Different", + "distinguishes", + "Different", + "distinctions", + "Particular", + "bepaalde", + "contrario", + "geometric", + "shaft", + "differentiates", + "undesirable", + "differentially" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "Unterschiede", + "different", + "particular", + "unterschied", + "disparity", + "diferencias", + "Unterschied", + "diferente", + "different", + "Differences", + "Different", + "distinto", + "differences", + "difference", + "inequ", + "Different", + "diferentes", + "diferencia", + "distintos", + "distinctions", + "determinada", + "distinta", + "differentiated" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "Unterschiede", + "Unterschied", + "unterschied", + "different", + "distinta", + "inequ", + "unequal", + "differ", + "berbeda", + "distinto", + "diferencias", + "Difer", + "different", + "diferente", + "Different", + "differs", + "diferencia", + "differentiated", + "Difference", + "Differences", + "differed", + "Different", + "equality" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "asymmetric", + "asymmetrical", + "asymmetries", + "ymmetric", + "unterschied", + "Unterschied", + "symmet", + "symmetry", + "Unterschiede", + "Symmetry", + "asymmetry", + "anharmonic", + "anormal", + "orthogonal", + "Annotated", + "ymmet", + "anointed", + "mismatched", + "Length", + "ymmetry", + "ymmetrical", + "magnitudes", + "angled", + "writeInt", + "unequal", + "kec", + "symmetries", + "diferencias" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "unequal", + "asymmetrical", + "asymmetric", + "asymmetry", + "Unterschied", + "Unterschiede", + "asymmetries", + "inequ", + "mismatched", + "symmet", + "unterschied", + "anisotropic", + "desigual", + "ymmet", + "unequ", + "ymmetric", + "anisotropy", + "ymmetrical", + "diferencias", + "Difference", + "Difference", + "Differences", + "angled", + "incongru", + "different" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "unequal", + "inequ", + "asymmetry", + "desigual", + "unequ", + "asymmetric", + "inequality", + "anisotropy", + "Unterschied", + "anisotropic", + "asymmetrical", + "difference", + "Difference", + "differenza", + "disparity", + "directional", + "difference", + "desigualdad", + "asymmetries", + "ungle", + "Difference", + "mismatched", + "ymmetric", + "anisot", + "diferencia" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "asymmetry", + "unequal", + "anisotropy", + "inequ", + "inequality", + "anisotropic", + "difference", + "asymmetric", + "asymmetrical", + "Difference", + "disparity", + "anis", + "desigualdad", + "desigual", + "unequ", + "difference", + "asymmetries", + "preferred", + "verschil", + "anisot", + "preferential", + "Preferred", + "equality", + "differenza", + "Unterschied", + "Equality", + "one", + "preferred" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "An", + "anisotropy", + "asymmetry", + "As", + "anis", + "anisotropic", + "An", + "anharmonic", + "ano", + "preferred", + "verschil", + "to", + "ared", + "anisot", + "Different", + "asymmetric", + "tandis", + "anaphyl" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "These", + "This", + "Unlike", + "When", + "One", + "one", + "Each", + "To", + "However", + "Example", + "The", + "Here", + "For", + "Because", + "You", + "Note", + "Use", + "Our", + "Since", + "While", + "Need", + "Only", + "In", + "example", + "One", + "As", + "If", + "Standard", + "axis", + "one", + "Find", + "They" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 72029, + 160022, + 168774, + 79604, + 30576, + 88849, + 74516, + 182278, + 186658, + 132764, + 252300, + 249792, + 250631, + 221526, + 193673, + 66459, + 22150, + 37414, + 72058, + 46166, + 2266, + 283, + 102, + 165, + 4103, + 3270 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 7042, + 17471, + 16181, + 204978, + 51035, + 190070, + 214422, + 17925, + 15837, + 177630, + 24816, + 8256, + 13312, + 18302, + 29539, + 88283, + 169137, + 64508, + 6331, + 6522, + 32570, + 55852, + 45392, + 26967, + 109311, + 57527 + ] + } + ], + "logit_lens": [ + { + "label": "tetragonal", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 181478, + 113230, + 71226, + 74095, + 46845, + 42431, + 21628, + 16197, + 6985, + 1146, + 200, + 69, + 138, + 50 + ] + }, + { + "label": "Bain", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 49871, + 37542, + 35018, + 54223, + 62106, + 109464, + 82660, + 37524, + 17096, + 25078, + 48098, + 53390, + 14973, + 21127 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "namely", + "score": 5.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "because", + "output_checked": true + }, + { + "concept": "arrib", + "score": 4.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "ray", + "output_checked": true + }, + { + "concept": "voila", + "score": 3.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "sanitize", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "because", + "output_checked": true + }, + { + "concept": "Unterschiede", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "DRIVE", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "X", + "output_checked": true + }, + { + "concept": "VERY", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "porque", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "because", + "output_checked": true + }, + { + "concept": "byteArray", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "pihak", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "X", + "output_checked": true + }, + { + "concept": "unequal", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "diffraction", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Diffraction", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "customs", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "ray", + "output_checked": true + }, + { + "concept": "atrocious", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "differs", + "output_checked": true + }, + { + "concept": "Porque", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "because", + "output_checked": true + }, + { + "concept": "acne", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "obtuse", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "differs", + "output_checked": true + }, + { + "concept": "aya", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ray", + "output_checked": true + }, + { + "concept": "mts", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "peaks", + "output_checked": true + }, + { + "concept": "Playoffs", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "diffract", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "disparity", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "PvP", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Sweet", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "ray", + "output_checked": true + }, + { + "concept": "rays", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "asymmetry", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Moreover", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "vnd", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Etc", + "score": 1.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "masonry", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "perpendicular", + "output_checked": true + }, + { + "concept": "Unterschied", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "arent", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Azz", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "xray", + "score": 1.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Ine", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "are", + "score": 1.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "axes", + "output_checked": true + }, + { + "concept": "soften", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.7, + "near_token": "peaks", + "output_checked": true + }, + { + "concept": "manner", + "score": 1.0, + "best_rank": 3, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tedious", + "score": 1.0, + "best_rank": 3, + "best_depth": 68.1, + "near_token": "differs", + "output_checked": true + }, + { + "concept": "mediate", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.3, + "near_token": "because", + "output_checked": true + }, + { + "concept": "commensurate", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "asymmetric", + "score": 1.0, + "best_rank": 3, + "best_depth": 80.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "MenuInflater", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "X", + "output_checked": true + }, + { + "concept": "dimension", + "score": 1.0, + "best_rank": 3, + "best_depth": 83.0, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "conven", + "score": 1.0, + "best_rank": 4, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "volcanoes", + "score": 1.0, + "best_rank": 5, + "best_depth": 55.3, + "near_token": "peaks", + "output_checked": true + }, + { + "concept": "cuyos", + "score": 1.0, + "best_rank": 5, + "best_depth": 63.8, + "near_token": "axes", + "output_checked": true + }, + { + "concept": "forested", + "score": 1.0, + "best_rank": 6, + "best_depth": 72.3, + "near_token": "peaks", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "re", + "ve", + "se", + "th", + "wh", + "row", + "gh", + "ar", + "ne", + "sa", + "yst", + "inter", + "any", + "anc", + "clud", + "ey", + "pect", + "red", + "ract", + "ray", + "roup", + "min", + "ground", + "ts", + "ces", + "years", + "be", + "log", + "son" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "comp", + "rence", + "umeric", + "perk", + "haute", + "ocs", + "aquele", + "menes", + "uq", + "validType", + "es", + "is", + "ie", + "tr", + "ner", + "ports", + "assert", + "ows", + "sap", + "comple" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "on", + "ed", + "su", + "j", + "ust", + "ib", + "one", + "te", + "iew", + "left", + "ob", + "ON", + "cept", + "ict", + "pol", + "supp", + "raph", + "ext", + "ij", + "som", + "arn", + "mark", + "mathb", + "da", + "fin", + "essage", + "vol", + "ivid" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "t", + "en", + "al", + "ou", + "im", + "st", + "th", + "est", + "wh", + "ain", + "su", + "j", + "og", + "our", + "ust", + "un", + "out", + "ich", + "orm", + "ast", + "du", + "ge", + "ber", + "row", + "get", + "St", + "pr", + "mathrm", + "sa", + "de", + "St" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "he", + "en", + "s", + "m", + "de", + "qu", + "ra", + "pro", + "com", + "ity", + "The", + "le", + "ha", + "from", + "ad", + "which", + "com", + "i", + "ar", + "yst", + "ro", + "ag", + "ize", + "we", + "est", + "who", + "ric" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "on", + "he", + "re", + "en", + "at", + "s", + "an", + "it", + "is", + "ar", + "le", + "ing", + "ed", + "ion", + "as", + "ent", + "n", + "om", + "id", + "ol", + "ig", + "ur", + "ve", + "de", + "qu", + "ir", + "ly", + "ra", + "ri", + "ere", + "com" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "er", + "re", + "en", + "at", + "or", + "w", + "ing", + "ed", + "as", + "ent", + "el", + "l", + "re", + "am", + "ol", + "ad", + "S", + "ot", + "T", + "C", + "de", + "ul", + "ly", + "ce", + "P", + "est", + "al", + "you", + "wh", + "ers", + "res", + "D" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "er", + "ing", + "l", + "am", + "ad", + "ly", + "ers", + "te", + "ain", + "he", + "iz", + "ich", + "av", + "ib", + "comp", + "St", + "ring", + "ar", + "elf", + "sp", + "ah", + "ike", + "ric", + "rel", + "tern", + "mo", + "det", + "cur", + "ident" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ization", + "eat", + "sehen", + "sof", + "s", + "of", + "photograph", + "lid", + "they", + "selection", + "novembre", + "liaison", + "evol", + "heer", + "bringen", + "liberd", + "acor", + "n", + "nya", + "perfectly" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "of", + "sof", + "ameri", + "momento", + "officially", + "technically", + "aal", + "ein", + "Aus", + "eat", + "liaison", + "sehen", + "remember", + "evol", + "heer", + "bringen", + "wunder", + "sensitivity", + "ampio", + "Publicity", + "Uit", + "e" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "readily", + "damn", + "e", + "substantial", + "immense", + "ameri", + "fielder", + "tanti", + "Verenigde", + "fourteenth", + "Ha", + "resmi", + "garanti", + "Tog", + "Publicity", + "Uit", + "zaman", + "prominently", + "officially", + "substantially", + "pah", + "rique" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "readily", + "tog", + "damn", + "Tog", + "ameri", + "kowy", + "immense", + "tanti", + "asesin", + "fielder", + "cooking", + "ributor", + "nur", + "Verenigde", + "contending", + "decreasing", + "mutually", + "lichkeit", + "slight", + "indiv", + "amper", + "Correspondent", + "decree", + "currently" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "tog", + "Tog", + "readily", + "damn", + "immense", + "kowy", + "mutually", + "lichkeit", + "ameri", + "tanti", + "amper", + "decree", + "circumstances", + "indiv", + "dictated", + "slight", + "ributor", + "avrebbe", + "cooking", + "fielder", + "acciaio", + "asesin", + "budgetary" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "allowed", + "tanti", + "ameri", + "dictated", + "respective", + "ailleurs", + "stanno", + "slight", + "decree", + "nedeniyle", + "widths", + "neki", + "certains", + "mutually", + "settimane", + "hindrance", + "Decree", + "abrog", + "atani", + "imposed", + "igkeiten", + "cooking", + "conflicting", + "damn" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "hindrance", + "resulting", + "caused", + "imposed", + "protruding", + "debido", + "dictated", + "arising", + "mereka", + "allowed", + "exacerbated", + "necessitated", + "nedeniyle", + "exerted", + "wurde", + "championed", + "positioned", + "detrimental", + "caused", + "spowod", + "created", + "necessitating", + "conflicting" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "resulting", + "or", + "imposed", + "peculiarity", + "between", + "unequal", + "because", + "allowing", + "of", + "asymmetrical", + "resulting", + "resulted", + "functionality", + "differences", + "hindrance", + "caused", + "arising", + "resultant", + "S", + "configuration", + "Although", + "coupled", + "accentuated" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "unequal", + "different", + "differences", + "asymmetrical", + "differing", + "unbalanced", + "difference", + "uneven", + "disparity", + "dissimilar", + "skewed", + "divergence", + "inherently", + "atypical", + "unintentionally", + "mismatched", + "differentiation", + "unintentional", + "resulting", + "distinct", + "differential", + "inadvertently", + "distinction", + "peculiarity", + "inherent", + "biased", + "subtly", + "intentional", + "imbalance", + "asymmetry", + "mismatch", + "nuanced" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "different", + "unequal", + "differing", + "equal", + "difference", + "distinct", + "asymmetrical", + "differences", + "one", + "identical", + "slightly", + "inherent", + "uneven", + "dedicated", + "two", + "differently", + "unique", + "S", + "disproportion", + "single", + "biased", + "inherently", + "contrasting", + "disparity", + "skewed", + "equality", + "differential", + "distinguished", + "certain", + "proportional", + "intrinsic", + "asymmetric" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "different", + "differing", + "unequal", + "one", + "asymmetrical", + "asymmetric", + "difference", + "differences", + "differently", + "dissimilar", + "disparity", + "asymmetry", + "unique", + "exceptional", + "differs", + "distinct", + "different", + "disproportion", + "unbalanced", + "inequ", + "uneven", + "Different", + "disparate", + "mismatched", + "symmetry", + "differentiated", + "special", + "symmetrical", + "DIFFERENT", + "inequality", + "distinguishing", + "differentiating" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "unequal", + "one", + "different", + "difference", + "differing", + "asymmetric", + "differently", + "asymmetrical", + "inequ", + "differences", + "mismatched", + "dissimilar", + "unique", + "differs", + "exceptional", + "differentiated", + "uneven", + "disproportion", + "asymmetry", + "mismatch", + "DIFFERENT", + "differ", + "disparity", + "distinguishing", + "differed", + "unequ", + "inequality", + "differ", + "two", + "different", + "single", + "distinct" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "one", + "symmetry", + "asymmetric", + "asymmetrical", + "ymmetric", + "ymmetrical", + "ymmet", + "ymmetry", + "asymmetry", + "symmetrical", + "unequal", + "symmetric", + "jedan", + "symmetry", + "Symmetry", + "different", + "One", + "mismatched", + "symmet", + "directional", + "symmetric", + "jedna", + "yksi", + "preferred", + "Symmetric", + "differing", + "elongated" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "unequal", + "asymmetric", + "asymmetry", + "asymmetrical", + "ymmet", + "ymmetrical", + "ymmetry", + "directional", + "symmetry", + "ymmetric", + "anisotropy", + "anisotropic", + "inequ", + "one", + "differing", + "mismatched", + "symmetry", + "anisotrop", + "difference", + "dissimilar", + "unequ", + "asymmetries", + "elongated", + "different", + "Symmetry", + "preferential", + "uneven", + "inequality", + "symmetric", + "symmet" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "unequal", + "inequ", + "asymmetry", + "symmetry", + "one", + "anisotropy", + "asymmetric", + "directional", + "anisotropic", + "asymmetrical", + "unequ", + "ymmetry", + "differing", + "ymmet", + "Une", + "dissimilar", + "different", + "difference", + "unlike", + "Une", + "elong", + "preferential", + "preferred", + "inequality", + "elongation", + "axis", + "symmetry" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "unequal", + "inequ", + "anisotropy", + "preferential", + "asymmetry", + "anisotropic", + "preferred", + "symmetry", + "inequality", + "directional", + "asymmetric", + "ymmetry", + "one", + "directional", + "unequ", + "differing", + "anis", + "elongation", + "desigual", + "asymmetrical", + "Symmetry", + "CRY", + "Une", + "preferred", + "favorit", + "anisotrop", + "breaking", + "lengths", + "desigualdad" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "asymmetry", + "anisotropy", + "anisot", + "anisotropic", + "as", + "An", + "asymmetric", + "anisotrop", + "getAs", + "retching", + "ASY", + "asas", + "As", + "an", + "ine", + "An", + "AN", + "diss", + "allowed", + "anis", + "preferred", + "ymmet" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "These", + "This", + "Unlike", + "When", + "One", + "one", + "Each", + "To", + "However", + "Example", + "The", + "Here", + "For", + "Because", + "You", + "Note", + "Use", + "Our", + "Since", + "While", + "Need", + "Only", + "In", + "example", + "One", + "As", + "If", + "Standard", + "axis", + "one", + "Find", + "They" + ] + } + ], + "logit_surprising": [ + { + "concept": "readily", + "score": 13.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "and", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "ray", + "output_checked": true + }, + { + "concept": "been", + "score": 7.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "one", + "output_checked": true + }, + { + "concept": "unequal", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "respective", + "score": 4.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "axes", + "output_checked": true + }, + { + "concept": "they", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "because", + "output_checked": true + }, + { + "concept": "aligned", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "products", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "product", + "output_checked": true + }, + { + "concept": "diffraction", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "your", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "configuration", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "sized", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "different", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "quenching", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "identical", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.3, + "near_token": "equivalent", + "output_checked": true + }, + { + "concept": "dimensional", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "two", + "output_checked": true + }, + { + "concept": "rays", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Looking", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "product", + "output_checked": true + }, + { + "concept": "enraged", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "damn", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "axes", + "output_checked": true + }, + { + "concept": "conceivably", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "differs", + "output_checked": true + }, + { + "concept": "obtained", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "product", + "output_checked": true + }, + { + "concept": "previous", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "from", + "output_checked": true + }, + { + "concept": "other", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "from", + "output_checked": true + }, + { + "concept": "side", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "one", + "output_checked": true + }, + { + "concept": "another", + "score": 2.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "from", + "output_checked": true + }, + { + "concept": "there", + "score": 2.0, + "best_rank": 3, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "cri", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "equivalent", + "output_checked": true + }, + { + "concept": "somewhat", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "perpendicular", + "output_checked": true + }, + { + "concept": "behest", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "peaks", + "output_checked": true + }, + { + "concept": "revered", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "perpendicular", + "output_checked": true + }, + { + "concept": "horseback", + "score": 1.0, + "best_rank": 1, + "best_depth": 46.8, + "near_token": "from", + "output_checked": true + }, + { + "concept": "towards", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "split", + "output_checked": true + }, + { + "concept": "these", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "preclude", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "two", + "output_checked": true + }, + { + "concept": "worthy", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "perpendicular", + "output_checked": true + }, + { + "concept": "considerably", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "differs", + "output_checked": true + }, + { + "concept": "regarding", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "multitude", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": "two", + "output_checked": true + }, + { + "concept": "hindrance", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "associated", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "resulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "discussed", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "specified", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "change", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "differs", + "output_checked": true + }, + { + "concept": "nuanced", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "aftermath", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "provide", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "split", + "output_checked": true + }, + { + "concept": "more", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "one", + "output_checked": true + }, + { + "concept": "significantly", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": "differs", + "output_checked": true + }, + { + "concept": "into", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "split", + "output_checked": true + }, + { + "concept": "twin", + "score": 1.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "equivalent", + "output_checked": true + }, + { + "concept": "Acknowledg", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "allowed", + "score": 1.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "partialX", + "score": 1.0, + "best_rank": 2, + "best_depth": 63.8, + "near_token": "perpendicular", + "output_checked": true + }, + { + "concept": "respectively", + "score": 1.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "axes", + "output_checked": true + }, + { + "concept": "coordinates", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "equally", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "axes", + "output_checked": true + }, + { + "concept": "sided", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.6, + "near_token": "two", + "output_checked": true + }, + { + "concept": "their", + "score": 1.0, + "best_rank": 5, + "best_depth": 51.1, + "near_token": "-", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-10__grid.png", + "stream": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-10__stream.png", + "trajectory": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-10__trajectory.png", + "emergence": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-10__emergence.png", + "heatmap": "figures/gemma4-12b-it-mechanism-name-v1-seed2/materials/mechanism-name-diffusionless-lattice-change-10__heatmap.png" + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-12b-it-report-swap-a025-seed0.json b/jlens_materials/runs/gemma4-12b-it-report-swap-a025-seed0.json new file mode 100644 index 0000000000000000000000000000000000000000..a7af0acfdf6b850ee1fb94df2459549fecc6d1ea --- /dev/null +++ b/jlens_materials/runs/gemma4-12b-it-report-swap-a025-seed0.json @@ -0,0 +1,8952 @@ +{ + "format_version": 2, + "created_at": "2026-08-25T10:29:30.921483+00:00", + "model": "google/gemma-4-12B-it", + "model_identity": { + "requested_id": "google/gemma-4-12B-it", + "requested_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "model_class": "Gemma4UnifiedForConditionalGeneration", + "config_name_or_path": "google/gemma-4-12B-it", + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-12B-it", + "vocab_size": 262144, + "n_layers": 48, + "d_model": 3840, + "dtype": "bfloat16" + }, + "tag": "gemma4-12b-it-report-swap-a025-seed0", + "n_layers": 48, + "d_model": 3840, + "lens_n_prompts": 1000, + "lens_provenance": { + "corpus": { + "dataset": "Salesforce/wikitext", + "kind": "huggingface", + "min_chars": 600, + "records": 1000, + "requested_records": 1000, + "revision": "b08601e04326c79dfdd32d625aee71d232d685c3", + "seed": 0, + "sha256": "a4b31b0673b21a932e33494c8471fb53577bd39b041f0799431c912876f5681e", + "split": "train", + "subset": "wikitext-103-raw-v1", + "text_field": "text", + "unique_records": 1000 + }, + "created_at": "2026-08-21T14:18:23.415141+00:00", + "dim_batch": 12, + "format_version": 1, + "hub": { + "path_in_repo": "gemma4-12b-it/paper/seed0.pt", + "repo_id": "lamm-mit/gemma4-jacobian-lenses", + "repo_type": "model", + "revision": "main", + "uploaded_at": "2026-08-23T10:35:08.696240+00:00" + }, + "model": { + "config_name_or_path": "google/gemma-4-12B-it", + "d_model": 3840, + "dtype": "bfloat16", + "model_class": "Gemma4UnifiedForConditionalGeneration", + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "n_layers": 48, + "requested_id": "google/gemma-4-12B-it", + "requested_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-12B-it", + "vocab_size": 262144 + }, + "paper_reference": "https://transformer-circuits.pub/2026/workspace/index.html", + "recipe": { + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers.", + "max_seq_len": 128, + "n_fit": 1000, + "name": "paper", + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "target_layer": -2 + }, + "source_layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45 + ], + "target_layer": 46, + "upstream_reference": "lamm-mit/jacobian-lens@581d398613e5602a5af361e1c34d3a92ea82ba8e" + }, + "methodology": { + "recipe": { + "name": "demo", + "n_fit": 12, + "max_seq_len": 64, + "target_layer": null, + "report_layer_count": null, + "skip_first": 16, + "strict_corpus": false, + "description": "Fast exploratory fit. Results from this profile are not a quantitative replication of the paper." + }, + "claims_level": "exploratory demo", + "paper_protocol_complete": false, + "strict_protocol": true, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 1, + "evaluation_max_seq_len": 128, + "generation_max_new_tokens": 3, + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "dtype": "bfloat16", + "layer_stride": 1, + "prompt_source": "prompts/materials-report-swap-dose-v1.json", + "swaps_enabled": true, + "swap_alpha": 0.25 + }, + "shapes": [ + "REPORT_SWAP" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": {}, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 18, + "n_graded": 18, + "minimum_required": 1, + "sufficient_sample": true, + "protocol_success_rate": 0.0, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [], + "prompts": [ + { + "slug": "dose-report-defect", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Crystalline defect report", + "description": "Dynamically select the clean report and install sibling defect coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "defect", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Vacancy", + "generated_token_ids": [ + 190211, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "interstitial", + "surfaces": [ + "interstitial" + ], + "token_ids": [ + 57610, + 181763 + ] + }, + { + "label": "twin", + "surfaces": [ + "twin" + ], + "token_ids": [ + 25276, + 123243, + 50863, + 135706 + ] + }, + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 0, + "best_depth": 91.5, + "onset_depth": 87.2, + "reached_top1": true, + "best_pos": 24, + "logit_lens_best_rank": 0 + }, + { + "label": "dislocation", + "best_rank": 0, + "best_depth": 87.2, + "onset_depth": 87.2, + "reached_top1": true, + "best_pos": 24, + "logit_lens_best_rank": 5 + }, + { + "label": "interstitial", + "best_rank": 16, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 38 + }, + { + "label": "twin", + "best_rank": 12898, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 2381 + }, + { + "label": "boundary", + "best_rank": 714, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 658 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "fanbase", + "accessdate", + "Suburban" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "accessdate", + "buat", + "Yearbook", + "embossing" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "lagoons", + "Raim", + "plong", + "juk", + "supernatural" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Mot", + "solamente", + "motels", + "ardin", + "Rue", + "isions", + "Rue" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Oriente", + "ardin", + "incidentally" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "fall", + "maxLength", + "juk", + "ch" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Birthday", + "NING", + "Lives", + "nvidia" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "haya", + "heck", + "Palis", + "hay", + "Oliveira", + "Fruit", + "cky" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "atth", + "pectives", + "overarching", + "sav", + "Hil", + "inger" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "ebel", + "no", + "sur", + "vc", + "sav" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "givings", + "parfaite", + "no", + "se" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "no", + "sense" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "s" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "no", + "se", + "no", + "si", + "l" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "sur", + "givings", + "se", + "proverbial" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "l", + "springframework", + "sense", + "situation", + "system", + "obil" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "no", + "bl", + "l", + "sm", + "situation", + "se" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "sz", + "situation", + "sd" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "situation", + "l", + "ob", + "og" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "no", + "ob", + "og", + "l", + "sz" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "no", + "s", + "ob", + "og", + "no", + "l", + "on" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "ob", + "on", + "no", + "og", + "l" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "dislocation", + "vacancy", + "Vac", + "vacancies", + "vacancy", + "no", + "dislocations", + "Vacancy" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "vacancy", + "dislocation", + "vacancy", + "Vac", + "Vacancy", + "vacancies", + "on", + "no" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "dislocation", + "vacancy", + "vacancy", + "dislocations", + "Vacancy", + "Dislocations", + "Vac" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Vacancy", + "Vac", + "Dis", + "F", + "Interstitial", + "Sch", + "vacancy", + "Point" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 172172, + 200096, + 75506, + 117307, + 93565, + 127530, + 161444, + 142678, + 163900, + 167899, + 215569, + 234478, + 220094, + 190690, + 199023, + 157336, + 205141, + 129371, + 85504, + 16876, + 2965, + 435, + 2, + 1, + 2, + 1 + ] + }, + { + "label": "dislocation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 13519, + 5618, + 39207, + 22995, + 88347, + 134193, + 196459, + 173764, + 7526, + 35462, + 182465, + 125309, + 112665, + 172375, + 62344, + 24068, + 49559, + 22283, + 8190, + 2911, + 102, + 59, + 1, + 2, + 1, + 70 + ] + }, + { + "label": "interstitial", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 206499, + 223282, + 40033, + 57574, + 11827, + 4536, + 197707, + 18860, + 154422, + 86553, + 55198, + 134560, + 129335, + 57168, + 22354, + 19064, + 79229, + 35268, + 36219, + 9558, + 1949, + 281, + 19, + 17, + 13, + 5 + ] + }, + { + "label": "twin", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 137553, + 76480, + 77958, + 64473, + 40987, + 55868, + 142178, + 158991, + 154528, + 167364, + 111580, + 119746, + 127957, + 176183, + 120784, + 137359, + 73957, + 98278, + 98979, + 109495, + 120877, + 115062, + 23866, + 12899, + 3765, + 2565 + ] + }, + { + "label": "boundary", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 82313, + 76194, + 145114, + 110087, + 73771, + 39024, + 32902, + 128647, + 11030, + 18119, + 52969, + 37884, + 41419, + 13150, + 17960, + 48670, + 22729, + 26652, + 23633, + 12151, + 9448, + 4344, + 1040, + 715, + 646, + 390 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 74736, + 58750, + 53727, + 33892, + 22218, + 5335, + 37177, + 1007, + 7, + 2, + 2, + 3, + 1, + 1 + ] + }, + { + "label": "dislocation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 41392, + 76152, + 40100, + 165973, + 209587, + 204442, + 119027, + 38620, + 5377, + 571, + 105, + 25, + 8, + 6 + ] + }, + { + "label": "interstitial", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 20718, + 41639, + 32820, + 19460, + 26855, + 24194, + 6210, + 21848, + 1292, + 634, + 44, + 39, + 142, + 42 + ] + }, + { + "label": "twin", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 59957, + 152922, + 150341, + 158406, + 108330, + 157289, + 47623, + 9950, + 85179, + 126993, + 46164, + 79245, + 4451, + 2382 + ] + }, + { + "label": "boundary", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 20718, + 38594, + 58896, + 119485, + 82437, + 82345, + 34822, + 5092, + 6873, + 906, + 5348, + 659, + 1039, + 772 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "vacancy", + "score": 6.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "major", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "impurity", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Vac", + "score": 5.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "<|channel>", + "output_checked": true + }, + { + "concept": "substitutional", + "score": 5.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "semif", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "regula", + "score": 3.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "carbide", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Question", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "Imp", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a025-seed0/materials/dose-report-defect__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a025-seed0/materials/dose-report-defect__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a025-seed0/materials/dose-report-defect__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a025-seed0/materials/dose-report-defect__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a025-seed0/materials/dose-report-defect__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "dislocation", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9835683107376099 + ], + [ + "Interstitial", + 0.015897901728749275 + ], + [ + "F", + 0.0003979961620643735 + ], + [ + "Imp", + 6.703349208692089e-05 + ], + [ + "Inter", + 5.302785575622693e-05 + ], + [ + "Vac", + 7.82055030867923e-06 + ], + [ + "Dis", + 1.8003928516918677e-06 + ], + [ + "_", + 1.1715379741872312e-06 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 69, + "target_rank_swapped": 1116, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Vacancy", + "trials": [ + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "dislocation", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9835683107376099 + ], + [ + "Interstitial", + 0.015897901728749275 + ], + [ + "F", + 0.0003979961620643735 + ], + [ + "Imp", + 6.703349208692089e-05 + ], + [ + "Inter", + 5.302785575622693e-05 + ], + [ + "Vac", + 7.82055030867923e-06 + ], + [ + "Dis", + 1.8003928516918677e-06 + ], + [ + "_", + 1.1715379741872312e-06 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 69, + "target_rank_swapped": 1116, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "interstitial", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9986056685447693 + ], + [ + "Vac", + 0.0010984060354530811 + ], + [ + "Dis", + 0.000277720537269488 + ], + [ + "F", + 1.4265803656599019e-05 + ], + [ + "vacancy", + 2.365502268730779e-06 + ], + [ + "Point", + 5.403316549745796e-07 + ], + [ + "<|channel>", + 4.881489417130069e-07 + ], + [ + "V", + 1.926611616909213e-07 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 125, + "target_rank_swapped": 16954, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "twin", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9863177537918091 + ], + [ + "Dis", + 0.011663666926324368 + ], + [ + "F", + 0.0013930263230577111 + ], + [ + "Vac", + 0.0005628335056826472 + ], + [ + "<|channel>", + 3.598074181354605e-05 + ], + [ + "Point", + 2.511860839149449e-05 + ], + [ + "J", + 4.4243856223147304e-07 + ], + [ + "_", + 3.9351300529233413e-07 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 89369, + "target_rank_swapped": 83608, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "boundary", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9997031092643738 + ], + [ + "Vac", + 0.00021652664872817695 + ], + [ + "Dis", + 5.4746509704273194e-05 + ], + [ + "F", + 1.3003436833969317e-05 + ], + [ + "<|channel>", + 1.1839763828902505e-05 + ], + [ + "Point", + 3.1306362302530033e-07 + ], + [ + "vacancy", + 1.7154469844626874e-07 + ], + [ + "V", + 7.869243745517451e-08 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 97956, + "target_rank_swapped": 191326, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 4, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-failure", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Failure-mode report", + "description": "Dynamically select the clean report and install sibling failure-mode coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "failure-mode", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Fatigue", + "generated_token_ids": [ + 77310, + 14362, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + }, + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 37, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 16 + }, + { + "label": "brittle", + "best_rank": 29, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 6 + }, + { + "label": "fatigue", + "best_rank": 16, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 0 + }, + { + "label": "cleavage", + "best_rank": 16, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 44 + }, + { + "label": "creep", + "best_rank": 101, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 25 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "fanbase", + "accessdate", + "Suburban", + "addOn" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "accessdate", + "buat", + "Famer", + "Yearbook" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "lagoons", + "Raim", + "plong", + "juk", + "supernatural" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Mot", + "ardin", + "motels", + "solamente", + "Rue", + "isions" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "ardin", + "incidentally", + "Oriente" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "fall", + "maxLength", + "juk" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Birthday", + "NING", + "Lives", + "nvidia", + "Campe" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "haya", + "heck", + "hay", + "Palis", + "Fruit", + "Oliveira", + "cky" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "atth", + "pectives", + "overarching", + "sav", + "Hil", + "inger" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "ebel", + "no", + "sur", + "sav", + "vc" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "givings", + "parfaite", + "se", + "no" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "esimerkiksi", + "sur", + "no", + "sense" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "s", + "t" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "no", + "se", + "no", + "si", + "l", + "to" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "sur", + "specificity", + "l", + "givings" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "sense", + "l", + "springframework", + "situation", + "system", + "obil" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "no", + "bl", + "sm", + "l", + "situation", + "se" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "situation", + "sz" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "situation", + "ob", + "l" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "no", + "s", + "no", + "ob", + "og", + "se" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "no", + "s", + "ob", + "no", + "og", + "crack", + "Fracture" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "no", + "og", + "ob", + "crack", + "Fracture", + "fracture" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "fracture", + "Fracture", + "crack", + "crack", + "cracks", + "cracking", + "fractures", + "no" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "fracture", + "crack", + "Fracture", + "crack", + "cracking", + "cracks", + "fracturing", + "fractures" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "fracture", + "Fracture", + "fatigue", + "Fract", + "fract", + "Fat", + "fractures", + "Fatigue" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Fat", + "Fract", + "Cor", + "Cre", + "Buck", + "Br", + "Yield", + "Cr" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 250482, + 200227, + 74920, + 41022, + 123321, + 219936, + 252030, + 256988, + 110291, + 107988, + 184439, + 98079, + 86563, + 194128, + 142882, + 111412, + 133718, + 63328, + 48748, + 20655, + 10173, + 2736, + 38, + 44, + 403, + 422 + ] + }, + { + "label": "brittle", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 246593, + 236121, + 8936, + 19084, + 11463, + 31817, + 251448, + 132067, + 220773, + 184152, + 160062, + 119302, + 120056, + 131273, + 130207, + 182604, + 217410, + 177629, + 177549, + 88602, + 8102, + 1565, + 32, + 30, + 40, + 94 + ] + }, + { + "label": "fatigue", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 210065, + 156246, + 12263, + 13014, + 5540, + 13635, + 230428, + 256514, + 221166, + 243432, + 222251, + 204861, + 192713, + 238707, + 171294, + 214330, + 223198, + 145782, + 136177, + 52892, + 469, + 208, + 17, + 20, + 4, + 13 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 36079, + 33030, + 135698, + 84805, + 108314, + 146564, + 117708, + 162303, + 8455, + 6569, + 43355, + 28768, + 21408, + 57015, + 71512, + 110594, + 74340, + 6796, + 5740, + 2616, + 365, + 255, + 21, + 17, + 18, + 2736 + ] + }, + { + "label": "creep", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 153610, + 169588, + 100030, + 137077, + 86366, + 66119, + 67162, + 27414, + 177546, + 137526, + 68461, + 132247, + 106652, + 61284, + 47498, + 25927, + 84150, + 40939, + 56197, + 34739, + 3537, + 1890, + 332, + 102, + 32, + 319 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 54995, + 20008, + 24112, + 65896, + 183494, + 195421, + 61690, + 3251, + 516, + 76, + 60, + 31, + 23, + 17 + ] + }, + { + "label": "brittle", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 32841, + 22883, + 33879, + 136202, + 84032, + 160636, + 89813, + 1089, + 44, + 17, + 12, + 7, + 14, + 10 + ] + }, + { + "label": "fatigue", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 22296, + 32509, + 39936, + 46360, + 42111, + 15396, + 1585, + 533, + 6, + 1, + 1, + 1, + 2, + 2 + ] + }, + { + "label": "cleavage", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 92896, + 57069, + 95367, + 131519, + 113944, + 136457, + 34423, + 22367, + 23880, + 14906, + 941, + 137, + 87, + 45 + ] + }, + { + "label": "creep", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 191232, + 233523, + 203596, + 156742, + 214387, + 215265, + 165911, + 14323, + 656, + 81, + 31, + 26, + 66, + 76 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "fatigue", + "score": 16.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "major", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "INE", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "sentence", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Fatigue", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "Fracture", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "<|channel>", + "output_checked": true + }, + { + "concept": "science", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "materials", + "output_checked": true + }, + { + "concept": "crack", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a025-seed0/materials/dose-report-failure__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a025-seed0/materials/dose-report-failure__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a025-seed0/materials/dose-report-failure__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a025-seed0/materials/dose-report-failure__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a025-seed0/materials/dose-report-failure__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "ductile", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.6123784780502319 + ], + [ + "Fract", + 0.2892671227455139 + ], + [ + "Cor", + 0.0882214903831482 + ], + [ + "Fatigue", + 0.007471535820513964 + ], + [ + "Br", + 0.0011457970831543207 + ], + [ + "Yield", + 0.0004928011912852526 + ], + [ + "Fracture", + 0.0002807896526064724 + ], + [ + "Cre", + 0.0001960227673407644 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 414, + "target_rank_swapped": 559, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Fat", + "trials": [ + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "ductile", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.6123784780502319 + ], + [ + "Fract", + 0.2892671227455139 + ], + [ + "Cor", + 0.0882214903831482 + ], + [ + "Fatigue", + 0.007471535820513964 + ], + [ + "Br", + 0.0011457970831543207 + ], + [ + "Yield", + 0.0004928011912852526 + ], + [ + "Fracture", + 0.0002807896526064724 + ], + [ + "Cre", + 0.0001960227673407644 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 414, + "target_rank_swapped": 559, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "brittle", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.9836423397064209 + ], + [ + "Cor", + 0.01403090450912714 + ], + [ + "Cre", + 0.001081947237253189 + ], + [ + "Fract", + 0.001081947237253189 + ], + [ + "Yield", + 8.343080116901547e-05 + ], + [ + "Cr", + 2.4279750505229458e-05 + ], + [ + "Buck", + 1.9816554413409904e-05 + ], + [ + "F", + 9.072679858945776e-06 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 92, + "target_rank_swapped": 291, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "fatigue", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.963169276714325 + ], + [ + "Cor", + 0.0290851928293705 + ], + [ + "Fract", + 0.00369776738807559 + ], + [ + "Buck", + 0.001746701542288065 + ], + [ + "Cre", + 0.0016408743103966117 + ], + [ + "Cr", + 0.0002596240083221346 + ], + [ + "Yield", + 0.0001526250853203237 + ], + [ + "Crack", + 0.00014337799802888185 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 40, + "target_rank_swapped": 218, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "cleavage", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.7624823451042175 + ], + [ + "Fract", + 0.11693046241998672 + ], + [ + "Cor", + 0.08036505430936813 + ], + [ + "Br", + 0.02609071135520935 + ], + [ + "Cr", + 0.005137565545737743 + ], + [ + "Cre", + 0.00439439294859767 + ], + [ + "Sp", + 0.0015915435506030917 + ], + [ + "Buck", + 0.0009959625313058496 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 2673, + "target_rank_swapped": 10344, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "creep", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.9874864816665649 + ], + [ + "Fract", + 0.010632473975419998 + ], + [ + "Cor", + 0.0012307981960475445 + ], + [ + "Buck", + 0.0003753722121473402 + ], + [ + "Cre", + 0.00013176804350223392 + ], + [ + "Yield", + 6.127782398834825e-05 + ], + [ + "Br", + 5.407749267760664e-05 + ], + [ + "Cr", + 1.2352465091680642e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 571, + "target_rank_swapped": 1471, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 5, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-lattice", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Crystal-lattice report", + "description": "Dynamically select the clean report and install sibling lattice coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "FCC", + "generated_token_ids": [ + 216015, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "FCC", + "surfaces": [ + "FCC" + ], + "token_ids": [ + 60822, + 216015, + 191332 + ] + }, + { + "label": "BCC", + "surfaces": [ + "BCC" + ], + "token_ids": [ + 161574, + 161507 + ] + }, + { + "label": "HCP", + "surfaces": [ + "HCP" + ], + "token_ids": [ + 144542 + ] + } + ], + "emergence": [ + { + "label": "FCC", + "best_rank": 17, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 3 + }, + { + "label": "BCC", + "best_rank": 18, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 11 + }, + { + "label": "HCP", + "best_rank": 1254, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 9 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "fanbase", + "accessdate", + "Suburban", + "addOn" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "accessdate", + "buat", + "embossing", + "Yearbook" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "lagoons", + "Raim", + "juk", + "plong", + "supernatural", + "isions" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Mot", + "ardin", + "motels", + "Rue", + "solamente" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "ardin", + "juk", + "incidentally", + "Oriente" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "juk", + "fall", + "isions", + "ch" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Birthday", + "NING", + "Lives", + "Campe", + "ukk" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "haya", + "heck", + "Oliveira", + "hay", + "Fruit", + "Palis", + "Nunn" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "atth", + "sav", + "pectives", + "overarching", + "Vivid" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "no", + "sav", + "ebel", + "vc", + "sat", + "sur" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "se", + "givings", + "no", + "idades", + "parfaite" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "no" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "sav" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "se", + "no", + "si", + "no", + "sur", + "l" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "se", + "sur", + "sense", + "sav" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "l", + "si", + "sav", + "sense", + "se", + "no" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "no", + "se", + "sm", + "l", + "r", + "bl" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "r", + "sz", + "t", + "sd" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "en", + "og", + "r", + "t" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "og", + "no", + "se", + "l", + "in" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "s", + "no", + "t", + "og", + "ob", + "l", + "en", + "as" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "s", + "no", + "t", + "no", + "en", + "on", + "og", + "structure" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "s", + "no", + "l", + "t", + "og", + "en", + "on" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "s", + "l", + "on", + "en", + "t", + "no", + "NaCl", + "PVC" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "FCC", + "BCC", + "FCC", + "NaCl", + "NaCl", + "SCC", + "RCC", + "ICC" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "FCC", + "NaCl", + "B", + "f", + "sc", + "TiO", + "KCl" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "FCC", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 122285, + 182565, + 182803, + 222213, + 202365, + 194798, + 31052, + 15789, + 26208, + 67841, + 110456, + 171897, + 178786, + 149708, + 74935, + 49652, + 40429, + 23858, + 38686, + 16809, + 3060, + 2089, + 63, + 18, + 2, + 1 + ] + }, + { + "label": "BCC", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 120613, + 161520, + 178460, + 156854, + 163078, + 128589, + 118016, + 66064, + 48005, + 32210, + 86064, + 83265, + 86725, + 88295, + 42563, + 42185, + 20350, + 8491, + 23050, + 9607, + 2649, + 2112, + 93, + 19, + 3, + 10 + ] + }, + { + "label": "HCP", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 94170, + 65945, + 37126, + 28789, + 17847, + 16158, + 215286, + 126849, + 181727, + 195111, + 194845, + 146897, + 89976, + 150193, + 118265, + 118963, + 196261, + 88153, + 144302, + 117145, + 68709, + 58986, + 10647, + 1255, + 106, + 2393 + ] + } + ], + "logit_lens": [ + { + "label": "FCC", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 63765, + 54217, + 36024, + 151598, + 98837, + 39583, + 75, + 428, + 113, + 42, + 26, + 24, + 12, + 4 + ] + }, + { + "label": "BCC", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 51143, + 56152, + 57507, + 90046, + 12156, + 2601, + 3114, + 2796, + 4139, + 177, + 43, + 59, + 57, + 12 + ] + }, + { + "label": "HCP", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 190648, + 213343, + 210977, + 232098, + 166467, + 159014, + 51899, + 4959, + 843, + 621, + 324, + 277, + 111, + 10 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "cubic", + "score": 8.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "major", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "acronym", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "abbreviation", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "INE", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "using", + "output_checked": true + }, + { + "concept": "dure", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "salt", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "model", + "output_checked": true + }, + { + "concept": "NaCl", + "score": 3.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "Question", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "Imp", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "DNA", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a025-seed0/materials/dose-report-lattice__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a025-seed0/materials/dose-report-lattice__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a025-seed0/materials/dose-report-lattice__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a025-seed0/materials/dose-report-lattice__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a025-seed0/materials/dose-report-lattice__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "source": "FCC", + "target": "BCC", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "FCC", + 0.42347031831741333 + ], + [ + "NaCl", + 0.3978135585784912 + ], + [ + "B", + 0.1765286922454834 + ], + [ + "f", + 0.0020551697816699743 + ], + [ + "$\\", + 2.6175724997301586e-05 + ], + [ + "sc", + 2.4398459572694264e-05 + ], + [ + "TiO", + 1.0210598702542484e-05 + ], + [ + "KCl", + 8.268794772448018e-06 + ] + ], + "swapped_top": [ + [ + "FCC", + 0.9342193603515625 + ], + [ + "B", + 0.029564853757619858 + ], + [ + "NaCl", + 0.019389105960726738 + ], + [ + "f", + 0.015338045544922352 + ], + [ + "sc", + 0.000470462633529678 + ], + [ + "r", + 0.00021708283748012036 + ], + [ + "1", + 0.00015882120351307094 + ], + [ + "fcc", + 0.00012861733557656407 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 71, + "target_rank_swapped": 83, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "FCC", + "trials": [ + { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "source": "FCC", + "target": "BCC", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "FCC", + 0.42347031831741333 + ], + [ + "NaCl", + 0.3978135585784912 + ], + [ + "B", + 0.1765286922454834 + ], + [ + "f", + 0.0020551697816699743 + ], + [ + "$\\", + 2.6175724997301586e-05 + ], + [ + "sc", + 2.4398459572694264e-05 + ], + [ + "TiO", + 1.0210598702542484e-05 + ], + [ + "KCl", + 8.268794772448018e-06 + ] + ], + "swapped_top": [ + [ + "FCC", + 0.9342193603515625 + ], + [ + "B", + 0.029564853757619858 + ], + [ + "NaCl", + 0.019389105960726738 + ], + [ + "f", + 0.015338045544922352 + ], + [ + "sc", + 0.000470462633529678 + ], + [ + "r", + 0.00021708283748012036 + ], + [ + "1", + 0.00015882120351307094 + ], + [ + "fcc", + 0.00012861733557656407 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 71, + "target_rank_swapped": 83, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "source": "FCC", + "target": "HCP", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "FCC", + 0.42347031831741333 + ], + [ + "NaCl", + 0.3978135585784912 + ], + [ + "B", + 0.1765286922454834 + ], + [ + "f", + 0.0020551697816699743 + ], + [ + "$\\", + 2.6175724997301586e-05 + ], + [ + "sc", + 2.4398459572694264e-05 + ], + [ + "TiO", + 1.0210598702542484e-05 + ], + [ + "KCl", + 8.268794772448018e-06 + ] + ], + "swapped_top": [ + [ + "B", + 0.8793053030967712 + ], + [ + "FCC", + 0.11179112643003464 + ], + [ + "f", + 0.006507023703306913 + ], + [ + "NaCl", + 0.0019845301285386086 + ], + [ + "bcc", + 0.0001483222731621936 + ], + [ + "sc", + 0.0001085149051505141 + ], + [ + "cc", + 4.576896390062757e-05 + ], + [ + "**", + 3.2709602237446234e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1, + "target_rank_clean": 2247, + "target_rank_swapped": 2926, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 2, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-deformation", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Deformation-mechanism report", + "description": "Dynamically select the clean report and install sibling deformation coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Dislocation", + "generated_token_ids": [ + 4830, + 7125, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + }, + { + "label": "twinning", + "surfaces": [ + "twinning" + ], + "token_ids": [ + 192329 + ] + }, + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + } + ], + "emergence": [ + { + "label": "slip", + "best_rank": 62, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 22 + }, + { + "label": "twinning", + "best_rank": 5, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 11 + }, + { + "label": "creep", + "best_rank": 10, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 5 + }, + { + "label": "diffusion", + "best_rank": 26, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 118 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "fanbase", + "accessdate", + "Suburban" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "accessdate", + "buat", + "embossing", + "Yearbook" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "lagoons", + "Raim", + "plong", + "juk", + "supernatural" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Mot", + "ardin", + "motels", + "solamente", + "Rue", + "isions" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "ardin", + "Oriente", + "incidentally" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "fall", + "maxLength", + "ch", + "juk" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Birthday", + "NING", + "Lives", + "Campe", + "nvidia" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "haya", + "hay", + "Fruit", + "heck", + "Oliveira", + "Palis", + "hent" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "atth", + "sav", + "pectives", + "overarching", + "Hil", + "inger" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "ebel", + "no", + "sur", + "sav", + "vc" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "givings", + "se", + "no", + "parfaite" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "no", + "s", + "sense" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "s", + "sav" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "no", + "se", + "no", + "si", + "l" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "sur", + "se", + "specificity", + "l" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "sense", + "l", + "springframework", + "situation", + "system", + "obil" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "no", + "bl", + "l", + "sm", + "situation", + "l" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "sz", + "sd" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "ob", + "l", + "og" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "no", + "og", + "ob", + "l" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "no", + "s", + "ob", + "no", + "og", + "on", + "l" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "no", + "ob", + "og", + "l", + "plastic" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "plastic", + "no", + "Plastic", + "plasticity", + "twinning", + "dislocation", + "Plastic", + "ductility" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "plastic", + "plasticity", + "Plastic", + "no", + "dislocation", + "ductility", + "twinning", + "sintering" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "dislocation", + "dislocations", + "Yield", + "creep", + "Dislocations", + "sintering", + "plasticity", + "Plastic" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Dis", + "Cre", + "Plastic", + "Slip", + "T", + "D", + "Elastic", + "Yield" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "slip", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 169115, + 141538, + 17688, + 57194, + 28553, + 23244, + 152440, + 60176, + 134325, + 152801, + 100727, + 51156, + 69704, + 62861, + 45113, + 43884, + 59289, + 88325, + 105407, + 52784, + 17072, + 12249, + 107, + 63, + 14, + 4 + ] + }, + { + "label": "twinning", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 12021, + 59840, + 230432, + 245691, + 240074, + 183633, + 16336, + 28370, + 13788, + 17678, + 29778, + 48407, + 54912, + 29649, + 23866, + 16483, + 11142, + 3225, + 1665, + 617, + 66, + 41, + 6, + 8, + 15, + 546 + ] + }, + { + "label": "creep", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 156251, + 168781, + 100173, + 138439, + 87910, + 66568, + 67168, + 27083, + 174560, + 130157, + 69623, + 129997, + 108611, + 66093, + 50054, + 30052, + 93205, + 58321, + 68943, + 39946, + 3616, + 1333, + 32, + 11, + 5, + 84 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 16551, + 19395, + 203582, + 145442, + 195737, + 183841, + 37049, + 33900, + 2161, + 2527, + 8764, + 3321, + 5430, + 8299, + 3347, + 788, + 2350, + 833, + 283, + 125, + 49, + 50, + 36, + 27, + 34, + 35 + ] + } + ], + "logit_lens": [ + { + "label": "slip", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 103972, + 113901, + 102825, + 141329, + 62638, + 32235, + 80776, + 47863, + 16607, + 382, + 49, + 39, + 24, + 23 + ] + }, + { + "label": "twinning", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 155806, + 189562, + 164956, + 140265, + 58997, + 33158, + 8773, + 151, + 945, + 552, + 221, + 52, + 15, + 12 + ] + }, + { + "label": "creep", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 198564, + 234312, + 210409, + 172474, + 218969, + 225318, + 184505, + 28638, + 945, + 72, + 6, + 10, + 9, + 8 + ] + }, + { + "label": "diffusion", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 26457, + 20911, + 22983, + 33408, + 97830, + 39686, + 15308, + 4748, + 3449, + 2258, + 119, + 281, + 1001, + 319 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "Yield", + "score": 9.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "major", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 5.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "INE", + "score": 4.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Yield", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "question", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "dig", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "semif", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "INI", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "mechanism", + "output_checked": true + }, + { + "concept": "elastic", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a025-seed0/materials/dose-report-deformation__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a025-seed0/materials/dose-report-deformation__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a025-seed0/materials/dose-report-deformation__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a025-seed0/materials/dose-report-deformation__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a025-seed0/materials/dose-report-deformation__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "slip", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Dis", + 0.973625123500824 + ], + [ + "T", + 0.02362431213259697 + ], + [ + "Slip", + 0.001375099876895547 + ], + [ + "Plastic", + 0.0012135214637964964 + ], + [ + "_", + 6.185044185258448e-05 + ], + [ + "Yield", + 4.515142791206017e-05 + ], + [ + "D", + 2.3202275770017877e-05 + ], + [ + "Cre", + 1.5039147911011241e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 332, + "target_rank_swapped": 296, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Dis", + "trials": [ + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "slip", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Dis", + 0.973625123500824 + ], + [ + "T", + 0.02362431213259697 + ], + [ + "Slip", + 0.001375099876895547 + ], + [ + "Plastic", + 0.0012135214637964964 + ], + [ + "_", + 6.185044185258448e-05 + ], + [ + "Yield", + 4.515142791206017e-05 + ], + [ + "D", + 2.3202275770017877e-05 + ], + [ + "Cre", + 1.5039147911011241e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 332, + "target_rank_swapped": 296, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "twinning", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "", + 0.6205224394798279 + ], + [ + "'", + 0.15689265727996826 + ], + [ + "_", + 0.05422065034508705 + ], + [ + "{", + 0.04222708195447922 + ], + [ + ">", + 0.04222708195447922 + ], + [ + "", + 0.01873815432190895 + ], + [ + "--", + 0.01873815432190895 + ], + [ + "Cre", + 0.017602866515517235 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 34, + "target_rank_clean": 531, + "target_rank_swapped": 1682, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "creep", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Plastic", + 0.8627490401268005 + ], + [ + "Elastic", + 0.12429078668355942 + ], + [ + "Dis", + 0.00770118273794651 + ], + [ + "Cre", + 0.0028777215629816055 + ], + [ + "Yield", + 0.0009489718941040337 + ], + [ + "Slip", + 0.0006079341983422637 + ], + [ + "D", + 0.0004961814265698195 + ], + [ + "Vis", + 0.00013555742043536156 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 2, + "target_rank_clean": 231, + "target_rank_swapped": 721, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "diffusion", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Plastic", + 0.8753201365470886 + ], + [ + "Dis", + 0.10786060243844986 + ], + [ + "Cre", + 0.013712938874959946 + ], + [ + "Slip", + 0.0012362587731331587 + ], + [ + "D", + 0.0007023384096100926 + ], + [ + "_", + 0.0004108723078388721 + ], + [ + "Yield", + 0.0003668676654342562 + ], + [ + "Vis", + 0.00014536095841322094 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1, + "target_rank_clean": 57475, + "target_rank_swapped": 46617, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 4, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-strengthening", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Strengthening-mechanism report", + "description": "Dynamically select the clean report and install sibling strengthening coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Work_hardening", + "generated_token_ids": [ + 9004, + 236779, + 130529 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "solution", + "surfaces": [ + "solution" + ], + "token_ids": [ + 3465, + 47213, + 23130, + 15607 + ] + }, + { + "label": "grain", + "surfaces": [ + "grain" + ], + "token_ids": [ + 11261, + 99208, + 79171, + 221098 + ] + }, + { + "label": "work", + "surfaces": [ + "work" + ], + "token_ids": [ + 981, + 2025, + 5490, + 9004 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 112, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 11 + }, + { + "label": "solution", + "best_rank": 45, + "best_depth": 59.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 130 + }, + { + "label": "grain", + "best_rank": 160, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 59 + }, + { + "label": "work", + "best_rank": 1028, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 40 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "fanbase", + "accessdate", + "Suburban", + "addOn" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "accessdate", + "buat", + "Yearbook", + "embossing" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "lagoons", + "Raim", + "plong", + "juk", + "supernatural" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Mot", + "ardin", + "motels", + "solamente", + "Rue", + "isions" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "ardin", + "Oriente", + "incidentally", + "juk" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "fall", + "juk", + "ch" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Birthday", + "NING", + "Lives", + "nvidia", + "Campe" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "haya", + "heck", + "hay", + "Fruit", + "Oliveira", + "Palis", + "Nunn" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "atth", + "sav", + "pectives", + "overarching", + "Hil", + "inger" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "ebel", + "sur", + "no", + "sav", + "vc" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "givings", + "se", + "parfaite", + "no" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "no", + "sense", + "s" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "s", + "sav" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "se", + "no", + "no", + "si", + "l", + "s" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "sur", + "specificity", + "l", + "givings" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "springframework", + "sense", + "l", + "situation", + "obil", + "system" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "bl", + "no", + "l", + "sm", + "situation", + "l" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "sz", + "sd", + "r" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "ob", + "l", + "og" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "no", + "og", + "ob", + "o" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "s", + "no", + "ob", + "no", + "og", + "l", + "in" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "no", + "ob", + "l", + "og", + "ib" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "alloying", + "no", + "s", + "dislocation", + "hardening", + "twinning", + "sintering", + "l" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "alloying", + "hardening", + "no", + "s", + "dislocation", + "onation", + "hardening", + "on" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "alloying", + "Solid", + "dislocation", + "Grain", + "work", + "solidification", + "fortification", + "hardening" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Work", + "Solid", + "Dis", + "Strain", + "Pre", + "Hard", + "Disp", + "Al" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 53561, + 54040, + 90927, + 59123, + 93764, + 82358, + 29286, + 7898, + 58445, + 31043, + 3454, + 15899, + 31511, + 22772, + 23740, + 73419, + 84951, + 78657, + 72007, + 42920, + 17942, + 13906, + 140, + 113, + 24, + 143 + ] + }, + { + "label": "solution", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 82872, + 134205, + 24098, + 69655, + 16696, + 14659, + 110740, + 7316, + 12003, + 5312, + 340, + 460, + 1308, + 181, + 59, + 46, + 272, + 299, + 546, + 757, + 167, + 105, + 315, + 97, + 130, + 11 + ] + }, + { + "label": "grain", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 70877, + 81631, + 69282, + 46270, + 49817, + 64685, + 129888, + 28172, + 159980, + 120298, + 52869, + 43390, + 57988, + 60981, + 50623, + 51383, + 67432, + 51016, + 40098, + 10514, + 4042, + 2714, + 176, + 161, + 6, + 10 + ] + }, + { + "label": "work", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 206864, + 237558, + 67987, + 162644, + 66619, + 40468, + 126811, + 61932, + 187550, + 194066, + 208177, + 201136, + 222980, + 170541, + 201451, + 171757, + 111090, + 112868, + 100007, + 118498, + 104392, + 105646, + 40465, + 1029, + 7, + 1 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 59221, + 63566, + 57419, + 119981, + 128803, + 61930, + 15006, + 12013, + 3865, + 110, + 66, + 60, + 243, + 12 + ] + }, + { + "label": "solution", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 12977, + 16323, + 18957, + 53792, + 15698, + 17590, + 7608, + 296, + 7575, + 9172, + 1540, + 680, + 380, + 131 + ] + }, + { + "label": "grain", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 154568, + 149637, + 170497, + 179035, + 195539, + 134045, + 13816, + 4240, + 5363, + 90, + 230, + 60, + 128, + 81 + ] + }, + { + "label": "work", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 3244, + 16323, + 13802, + 17689, + 17691, + 51600, + 182010, + 21088, + 7575, + 3336, + 875, + 1642, + 106, + 41 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "dislocation", + "score": 11.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "alloying", + "score": 9.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "major", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "INI", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "mechanism", + "output_checked": true + }, + { + "concept": "INE", + "score": 4.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "question", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "metals", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "model", + "output_checked": true + }, + { + "concept": "dig", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "teh", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Question", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "Answer", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a025-seed0/materials/dose-report-strengthening__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a025-seed0/materials/dose-report-strengthening__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a025-seed0/materials/dose-report-strengthening__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a025-seed0/materials/dose-report-strengthening__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a025-seed0/materials/dose-report-strengthening__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "precipitation", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Solid", + 0.6601443290710449 + ], + [ + "Work", + 0.25851622223854065 + ], + [ + "Dis", + 0.07406613975763321 + ], + [ + "Disp", + 0.002167790662497282 + ], + [ + "Sol", + 0.001537193777039647 + ], + [ + "Strain", + 0.001314831548370421 + ], + [ + "Substitution", + 0.0007037785253487527 + ], + [ + "Hard", + 0.00037670551682822406 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1, + "target_rank_clean": 341, + "target_rank_swapped": 977, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Work", + "trials": [ + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "precipitation", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Solid", + 0.6601443290710449 + ], + [ + "Work", + 0.25851622223854065 + ], + [ + "Dis", + 0.07406613975763321 + ], + [ + "Disp", + 0.002167790662497282 + ], + [ + "Sol", + 0.001537193777039647 + ], + [ + "Strain", + 0.001314831548370421 + ], + [ + "Substitution", + 0.0007037785253487527 + ], + [ + "Hard", + 0.00037670551682822406 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1, + "target_rank_clean": 341, + "target_rank_swapped": 977, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "solution", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Solid", + 0.9276826977729797 + ], + [ + "Precipitation", + 0.023961294442415237 + ], + [ + "Work", + 0.021817006170749664 + ], + [ + "Sol", + 0.013652733527123928 + ], + [ + "Strain", + 0.004573093261569738 + ], + [ + "Solution", + 0.0026467032730579376 + ], + [ + "Dis", + 0.0019668627064675093 + ], + [ + "Allo", + 0.0008199104340746999 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 861, + "target_rank_clean": 4890, + "target_rank_swapped": 51, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "grain", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Solid", + 0.9093318581581116 + ], + [ + "Work", + 0.0900360494852066 + ], + [ + "Dis", + 0.0003050468803849071 + ], + [ + "Strain", + 9.598725591786206e-05 + ], + [ + "Sol", + 6.197402399266139e-05 + ], + [ + "solid", + 5.821921877213754e-05 + ], + [ + "T", + 4.4638218241743743e-05 + ], + [ + "Solution", + 2.4651564672240056e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1, + "target_rank_clean": 607, + "target_rank_swapped": 5439, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 3, + "protocol_success_rate": 0.0 + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-12b-it-report-swap-a025-seed1.json b/jlens_materials/runs/gemma4-12b-it-report-swap-a025-seed1.json new file mode 100644 index 0000000000000000000000000000000000000000..dbc33bb7a8e1d87acd67a1fb3d2018b95dc142fc --- /dev/null +++ b/jlens_materials/runs/gemma4-12b-it-report-swap-a025-seed1.json @@ -0,0 +1,8969 @@ +{ + "format_version": 2, + "created_at": "2026-08-25T10:30:16.558314+00:00", + "model": "google/gemma-4-12B-it", + "model_identity": { + "requested_id": "google/gemma-4-12B-it", + "requested_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "model_class": "Gemma4UnifiedForConditionalGeneration", + "config_name_or_path": "google/gemma-4-12B-it", + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-12B-it", + "vocab_size": 262144, + "n_layers": 48, + "d_model": 3840, + "dtype": "bfloat16" + }, + "tag": "gemma4-12b-it-report-swap-a025-seed1", + "n_layers": 48, + "d_model": 3840, + "lens_n_prompts": 1000, + "lens_provenance": { + "corpus": { + "dataset": "Salesforce/wikitext", + "kind": "huggingface", + "min_chars": 600, + "records": 1000, + "requested_records": 1000, + "revision": "b08601e04326c79dfdd32d625aee71d232d685c3", + "seed": 1, + "sha256": "339321308896ebec0e2f4e77c3c911f240e11677a92fd46c9e7e978e8df61065", + "split": "train", + "subset": "wikitext-103-raw-v1", + "text_field": "text", + "unique_records": 1000 + }, + "created_at": "2026-08-23T10:35:39.069422+00:00", + "dim_batch": 12, + "format_version": 1, + "hub": { + "path_in_repo": "gemma4-12b-it/paper/seed1.pt", + "repo_id": "lamm-mit/gemma4-jacobian-lenses", + "repo_type": "model", + "revision": "main", + "uploaded_at": "2026-08-25T06:54:59.313300+00:00" + }, + "model": { + "config_name_or_path": "google/gemma-4-12B-it", + "d_model": 3840, + "dtype": "bfloat16", + "model_class": "Gemma4UnifiedForConditionalGeneration", + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "n_layers": 48, + "requested_id": "google/gemma-4-12B-it", + "requested_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-12B-it", + "vocab_size": 262144 + }, + "paper_reference": "https://transformer-circuits.pub/2026/workspace/index.html", + "recipe": { + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers.", + "max_seq_len": 128, + "n_fit": 1000, + "name": "paper", + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "target_layer": -2 + }, + "source_layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45 + ], + "target_layer": 46, + "upstream_reference": "lamm-mit/jacobian-lens@581d398613e5602a5af361e1c34d3a92ea82ba8e" + }, + "methodology": { + "recipe": { + "name": "demo", + "n_fit": 12, + "max_seq_len": 64, + "target_layer": null, + "report_layer_count": null, + "skip_first": 16, + "strict_corpus": false, + "description": "Fast exploratory fit. Results from this profile are not a quantitative replication of the paper." + }, + "claims_level": "exploratory demo", + "paper_protocol_complete": false, + "strict_protocol": true, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 1, + "evaluation_max_seq_len": 128, + "generation_max_new_tokens": 3, + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "dtype": "bfloat16", + "layer_stride": 1, + "prompt_source": "prompts/materials-report-swap-dose-v1.json", + "swaps_enabled": true, + "swap_alpha": 0.25 + }, + "shapes": [ + "REPORT_SWAP" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": {}, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 18, + "n_graded": 18, + "minimum_required": 1, + "sufficient_sample": true, + "protocol_success_rate": 0.0, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [], + "prompts": [ + { + "slug": "dose-report-defect", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Crystalline defect report", + "description": "Dynamically select the clean report and install sibling defect coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "defect", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Vacancy", + "generated_token_ids": [ + 190211, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "interstitial", + "surfaces": [ + "interstitial" + ], + "token_ids": [ + 57610, + 181763 + ] + }, + { + "label": "twin", + "surfaces": [ + "twin" + ], + "token_ids": [ + 25276, + 123243, + 50863, + 135706 + ] + }, + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 0, + "best_depth": 91.5, + "onset_depth": 87.2, + "reached_top1": true, + "best_pos": 24, + "logit_lens_best_rank": 0 + }, + { + "label": "dislocation", + "best_rank": 0, + "best_depth": 87.2, + "onset_depth": 87.2, + "reached_top1": true, + "best_pos": 24, + "logit_lens_best_rank": 5 + }, + { + "label": "interstitial", + "best_rank": 16, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 38 + }, + { + "label": "twin", + "best_rank": 13213, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 2381 + }, + { + "label": "boundary", + "best_rank": 711, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 658 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "terne", + "MNR", + "itaire", + "OBE", + "osti", + "Mve", + "nonlinear" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "MNR", + "poolside", + "percentage" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "imov", + "IMI", + "kinderen", + "manipular" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Rue", + "sized", + "Rue", + "setConfig", + "isms", + "istency", + "kons" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "in", + "olutions", + "amounting", + "ions" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "as", + "si", + "midd", + "CBI", + "osl" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "haya", + "release", + "Released", + "released", + "RELEASE", + "ografico", + "releasing", + "Frei" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "ForegroundColor", + "erings", + "oed" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "sing", + "astri", + "signing", + "bev", + "signing", + "release", + "j" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "j", + "s", + "astri", + "l", + "dere", + "si" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "givings", + "parfaite", + "perfect", + "no" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "esimerkiksi", + "sur", + "no", + "sense" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "esimerkiksi", + "sur", + "s" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "se", + "no", + "no", + "si", + "to" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "sur", + "givings", + "se", + "proverbial" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "situation", + "l", + "sense", + "springframework", + "obil", + "system" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "bl", + "no", + "l", + "situation", + "sm", + "se" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "sz", + "situation", + "sd" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "ob", + "situation", + "l", + "og" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "no", + "ob", + "og", + "l", + "sz" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "no", + "s", + "ob", + "og", + "no", + "l", + "on", + "sz" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "ob", + "on", + "no", + "og", + "l" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "dislocation", + "vacancy", + "Vac", + "vacancies", + "vacancy", + "no", + "dislocations", + "Vacancy" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "vacancy", + "dislocation", + "vacancy", + "Vacancy", + "Vac", + "vacancies", + "on", + "no" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "dislocation", + "vacancy", + "vacancy", + "dislocations", + "Vacancy", + "Dislocations", + "Vac" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Vacancy", + "Vac", + "Dis", + "F", + "Interstitial", + "Sch", + "vacancy", + "Point" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 221664, + 230899, + 87044, + 179801, + 155101, + 104989, + 193084, + 209952, + 102328, + 129149, + 206748, + 227387, + 214307, + 185295, + 196371, + 156257, + 205089, + 126936, + 83636, + 16432, + 2981, + 398, + 2, + 1, + 2, + 1 + ] + }, + { + "label": "dislocation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 74877, + 58231, + 15718, + 35578, + 138526, + 156690, + 241622, + 164267, + 13130, + 90267, + 210205, + 142879, + 121698, + 167282, + 61413, + 24253, + 50445, + 21910, + 8214, + 2870, + 104, + 59, + 1, + 2, + 1, + 70 + ] + }, + { + "label": "interstitial", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 83985, + 111050, + 54975, + 185355, + 22207, + 7392, + 114384, + 102039, + 178583, + 170543, + 54451, + 138422, + 132396, + 53430, + 22737, + 18660, + 79596, + 35378, + 36976, + 9436, + 1946, + 279, + 19, + 17, + 13, + 5 + ] + }, + { + "label": "twin", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 124481, + 65351, + 77794, + 59958, + 60680, + 75390, + 54378, + 99861, + 89595, + 129859, + 123723, + 123405, + 127911, + 172568, + 121884, + 135489, + 72613, + 97570, + 97622, + 109095, + 120559, + 115291, + 24462, + 13214, + 3759, + 2565 + ] + }, + { + "label": "boundary", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 136829, + 126365, + 126967, + 67122, + 12058, + 13802, + 39749, + 53913, + 21155, + 12186, + 46259, + 29782, + 35880, + 15024, + 17830, + 47232, + 22083, + 25731, + 22896, + 12019, + 9467, + 4267, + 1042, + 712, + 647, + 390 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 74736, + 58750, + 53727, + 33892, + 22218, + 5335, + 37177, + 1007, + 7, + 2, + 2, + 3, + 1, + 1 + ] + }, + { + "label": "dislocation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 41392, + 76152, + 40100, + 165973, + 209587, + 204442, + 119027, + 38620, + 5377, + 571, + 105, + 25, + 8, + 6 + ] + }, + { + "label": "interstitial", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 20718, + 41639, + 32820, + 19460, + 26855, + 24194, + 6210, + 21848, + 1292, + 634, + 44, + 39, + 142, + 42 + ] + }, + { + "label": "twin", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 59957, + 152922, + 150341, + 158406, + 108330, + 157289, + 47623, + 9950, + 85179, + 126993, + 46164, + 79245, + 4451, + 2382 + ] + }, + { + "label": "boundary", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 20718, + 38594, + 58896, + 119485, + 82437, + 82345, + 34822, + 5092, + 6873, + 906, + 5348, + 659, + 1039, + 772 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "vacancy", + "score": 6.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "substitutional", + "score": 6.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "impurity", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Vac", + "score": 5.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "<|channel>", + "output_checked": true + }, + { + "concept": "major", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "semif", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "regula", + "score": 3.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "carbide", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Question", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "Imp", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a025-seed1/materials/dose-report-defect__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a025-seed1/materials/dose-report-defect__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a025-seed1/materials/dose-report-defect__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a025-seed1/materials/dose-report-defect__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a025-seed1/materials/dose-report-defect__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "dislocation", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9748568534851074 + ], + [ + "Interstitial", + 0.024405065923929214 + ], + [ + "F", + 0.0004758230352308601 + ], + [ + "Imp", + 0.0001670295896474272 + ], + [ + "Inter", + 7.647171878488734e-05 + ], + [ + "Vac", + 7.358502443821635e-06 + ], + [ + "Dis", + 2.72095621767221e-06 + ], + [ + "In", + 1.5503543409067788e-06 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 69, + "target_rank_swapped": 932, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Vacancy", + "trials": [ + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "dislocation", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9748568534851074 + ], + [ + "Interstitial", + 0.024405065923929214 + ], + [ + "F", + 0.0004758230352308601 + ], + [ + "Imp", + 0.0001670295896474272 + ], + [ + "Inter", + 7.647171878488734e-05 + ], + [ + "Vac", + 7.358502443821635e-06 + ], + [ + "Dis", + 2.72095621767221e-06 + ], + [ + "In", + 1.5503543409067788e-06 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 69, + "target_rank_swapped": 932, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "interstitial", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9990987777709961 + ], + [ + "Vac", + 0.00070953433169052 + ], + [ + "Dis", + 0.00016334408428519964 + ], + [ + "F", + 2.3531949409516528e-05 + ], + [ + "vacancy", + 3.6655703752330737e-06 + ], + [ + "Point", + 4.516869012149982e-07 + ], + [ + "<|channel>", + 3.104395318587194e-07 + ], + [ + "V", + 1.6551850023915904e-07 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 125, + "target_rank_swapped": 13560, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "twin", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9585570693016052 + ], + [ + "Dis", + 0.03956437483429909 + ], + [ + "Vac", + 0.0008740909397602081 + ], + [ + "F", + 0.0008740909397602081 + ], + [ + "Point", + 6.740265234839171e-05 + ], + [ + "<|channel>", + 5.9482630604179576e-05 + ], + [ + "J", + 1.1552053820196306e-06 + ], + [ + "_", + 8.191632332454901e-07 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 89369, + "target_rank_swapped": 88389, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "boundary", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9997296929359436 + ], + [ + "Vac", + 0.00017951168410945684 + ], + [ + "Dis", + 6.60386576782912e-05 + ], + [ + "F", + 1.4735214790562168e-05 + ], + [ + "<|channel>", + 9.513770237390418e-06 + ], + [ + "Point", + 1.891474283866046e-07 + ], + [ + "vacancy", + 1.3677102117526374e-07 + ], + [ + "V", + 5.547676451556072e-08 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 97956, + "target_rank_swapped": 183994, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 4, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-failure", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Failure-mode report", + "description": "Dynamically select the clean report and install sibling failure-mode coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "failure-mode", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Fatigue", + "generated_token_ids": [ + 77310, + 14362, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + }, + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 37, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 16 + }, + { + "label": "brittle", + "best_rank": 27, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 6 + }, + { + "label": "fatigue", + "best_rank": 16, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 0 + }, + { + "label": "cleavage", + "best_rank": 16, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 44 + }, + { + "label": "creep", + "best_rank": 102, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 25 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "terne", + "MNR", + "itaire", + "OBE", + "osti", + "Mve", + "BBBB" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "MNR", + "poolside", + "percentage" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "imov", + "IMI", + "kinderen", + "manipular" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Rue", + "sized", + "setConfig", + "isms", + "istency", + "Rue", + "kons" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "in", + "olutions", + "Draper", + "amounting", + "amount" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "midd", + "CBI", + "as" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "haya", + "release", + "Released", + "RELEASE", + "released", + "ografico", + "releasing", + "Frei" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "ForegroundColor", + "oed", + "erings" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "sing", + "signing", + "astri", + "signing", + "release", + "bev", + "j" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "j", + "s", + "astri", + "l", + "si", + "istern" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "givings", + "perfect", + "parfaite", + "wobei" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "esimerkiksi", + "sur", + "sense", + "no" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "esimerkiksi", + "sur", + "s", + "t" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "se", + "no", + "no", + "to", + "si", + "s" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "sur", + "restriction", + "specificity", + "se" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "sense", + "l", + "situation", + "springframework", + "obil", + "system" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "no", + "bl", + "sm", + "situation", + "l" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "situation", + "sz" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "situation", + "ob", + "l" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "no", + "s", + "no", + "ob", + "og", + "se" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "no", + "s", + "ob", + "no", + "og", + "crack", + "Fracture" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "no", + "og", + "ob", + "crack", + "Fracture", + "crack" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "fracture", + "Fracture", + "crack", + "crack", + "cracks", + "cracking", + "fractures", + "no" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "fracture", + "crack", + "Fracture", + "crack", + "cracking", + "cracks", + "fracturing", + "fractures" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "fracture", + "Fracture", + "fatigue", + "Fract", + "fract", + "Fat", + "fractures", + "Fatigue" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Fat", + "Fract", + "Cor", + "Cre", + "Buck", + "Br", + "Yield", + "Cr" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 234638, + 222411, + 114935, + 130104, + 250215, + 260069, + 249904, + 255248, + 90114, + 114819, + 181833, + 98029, + 85469, + 191369, + 144442, + 112698, + 134154, + 62602, + 47802, + 20207, + 10011, + 2699, + 38, + 44, + 397, + 422 + ] + }, + { + "label": "brittle", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 105982, + 108175, + 127692, + 139219, + 157412, + 157694, + 93522, + 100046, + 167842, + 149793, + 143472, + 110804, + 115427, + 128351, + 126238, + 180433, + 215563, + 176441, + 175371, + 87626, + 7827, + 1513, + 32, + 28, + 40, + 94 + ] + }, + { + "label": "fatigue", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 190499, + 170583, + 76778, + 81967, + 141712, + 135379, + 116967, + 249852, + 161318, + 136776, + 202481, + 157388, + 164367, + 242832, + 172130, + 215730, + 220991, + 142798, + 134694, + 52333, + 476, + 209, + 17, + 20, + 4, + 13 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 31197, + 52557, + 114972, + 22737, + 48642, + 131963, + 79217, + 52137, + 17650, + 1392, + 46262, + 32479, + 24221, + 55745, + 73794, + 113809, + 75783, + 6784, + 5759, + 2583, + 368, + 245, + 21, + 17, + 18, + 2736 + ] + }, + { + "label": "creep", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 206257, + 199376, + 3084, + 70442, + 115454, + 106580, + 179934, + 193345, + 168242, + 113600, + 45236, + 115401, + 94063, + 56606, + 46552, + 26172, + 85617, + 41169, + 55979, + 34285, + 3521, + 1844, + 328, + 103, + 32, + 319 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 54995, + 20008, + 24112, + 65896, + 183494, + 195421, + 61690, + 3251, + 516, + 76, + 60, + 31, + 23, + 17 + ] + }, + { + "label": "brittle", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 32841, + 22883, + 33879, + 136202, + 84032, + 160636, + 89813, + 1089, + 44, + 17, + 12, + 7, + 14, + 10 + ] + }, + { + "label": "fatigue", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 22296, + 32509, + 39936, + 46360, + 42111, + 15396, + 1585, + 533, + 6, + 1, + 1, + 1, + 2, + 2 + ] + }, + { + "label": "cleavage", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 92896, + 57069, + 95367, + 131519, + 113944, + 136457, + 34423, + 22367, + 23880, + 14906, + 941, + 137, + 87, + 45 + ] + }, + { + "label": "creep", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 191232, + 233523, + 203596, + 156742, + 214387, + 215265, + 165911, + 14323, + 656, + 81, + 31, + 26, + 66, + 76 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "fatigue", + "score": 13.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "<|channel>", + "output_checked": true + }, + { + "concept": "Fatigue", + "score": 6.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "major", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "INE", + "score": 4.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "sentence", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "one", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "Fracture", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "<|channel>", + "output_checked": true + }, + { + "concept": "science", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "materials", + "output_checked": true + }, + { + "concept": "crack", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a025-seed1/materials/dose-report-failure__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a025-seed1/materials/dose-report-failure__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a025-seed1/materials/dose-report-failure__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a025-seed1/materials/dose-report-failure__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a025-seed1/materials/dose-report-failure__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "ductile", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.5268100500106812 + ], + [ + "Fract", + 0.4367408752441406 + ], + [ + "Cor", + 0.029720589518547058 + ], + [ + "Fatigue", + 0.004281656816601753 + ], + [ + "Yield", + 0.0010169827146455646 + ], + [ + "Br", + 0.0006566133815795183 + ], + [ + "Fracture", + 0.00021317113714758307 + ], + [ + "Cre", + 0.0001881228672573343 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 414, + "target_rank_swapped": 652, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Fat", + "trials": [ + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "ductile", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.5268100500106812 + ], + [ + "Fract", + 0.4367408752441406 + ], + [ + "Cor", + 0.029720589518547058 + ], + [ + "Fatigue", + 0.004281656816601753 + ], + [ + "Yield", + 0.0010169827146455646 + ], + [ + "Br", + 0.0006566133815795183 + ], + [ + "Fracture", + 0.00021317113714758307 + ], + [ + "Cre", + 0.0001881228672573343 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 414, + "target_rank_swapped": 652, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "brittle", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.9812187552452087 + ], + [ + "Cor", + 0.015859924256801605 + ], + [ + "Fract", + 0.0020803692750632763 + ], + [ + "Cre", + 0.0006546172662638128 + ], + [ + "Yield", + 8.322524081449956e-05 + ], + [ + "Cr", + 3.523979103192687e-05 + ], + [ + "Buck", + 2.4219927581725642e-05 + ], + [ + "F", + 1.3586148270405829e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 92, + "target_rank_swapped": 278, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "fatigue", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.9598818421363831 + ], + [ + "Cor", + 0.028985921293497086 + ], + [ + "Fract", + 0.006467632949352264 + ], + [ + "Buck", + 0.0023061055690050125 + ], + [ + "Cre", + 0.0013987238053232431 + ], + [ + "Cr", + 0.00038841154309920967 + ], + [ + "Crack", + 0.00020150525961071253 + ], + [ + "Yield", + 0.00016191402391996235 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 40, + "target_rank_swapped": 226, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "cleavage", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.853267252445221 + ], + [ + "Fract", + 0.0769243836402893 + ], + [ + "Cor", + 0.04665699601173401 + ], + [ + "Br", + 0.011433787643909454 + ], + [ + "Cre", + 0.004766311962157488 + ], + [ + "Cr", + 0.0032758351881057024 + ], + [ + "Sp", + 0.0019257641397416592 + ], + [ + "Buck", + 0.0007309376378543675 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 2673, + "target_rank_swapped": 9990, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "creep", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.9897441267967224 + ], + [ + "Fract", + 0.008834782987833023 + ], + [ + "Cor", + 0.0009607380488887429 + ], + [ + "Buck", + 0.00022117444314062595 + ], + [ + "Cre", + 0.00012800595141015947 + ], + [ + "Yield", + 4.636068479157984e-05 + ], + [ + "Br", + 3.667432247311808e-05 + ], + [ + "Cr", + 1.27737112052273e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 571, + "target_rank_swapped": 1492, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 5, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-lattice", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Crystal-lattice report", + "description": "Dynamically select the clean report and install sibling lattice coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "FCC", + "generated_token_ids": [ + 216015, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "FCC", + "surfaces": [ + "FCC" + ], + "token_ids": [ + 60822, + 216015, + 191332 + ] + }, + { + "label": "BCC", + "surfaces": [ + "BCC" + ], + "token_ids": [ + 161574, + 161507 + ] + }, + { + "label": "HCP", + "surfaces": [ + "HCP" + ], + "token_ids": [ + 144542 + ] + } + ], + "emergence": [ + { + "label": "FCC", + "best_rank": 19, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 3 + }, + { + "label": "BCC", + "best_rank": 17, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 11 + }, + { + "label": "HCP", + "best_rank": 1302, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 9 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "terne", + "MNR", + "itaire", + "OBE", + "osti", + "Mve", + "nonlinear" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "MNR", + "percentage" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "imov", + "IMI", + "kinderen", + "manipular" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Rue", + "istency", + "isms", + "motiv", + "tension", + "setConfig" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "amounted", + "amounting", + "in", + "amount" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "as", + "at", + "iz", + "preventing", + "midd", + "jubil" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "haya", + "release", + "Released", + "RELEASE", + "Frei", + "releasing", + "ografico" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "ForegroundColor", + "hydroxyl", + "htp", + "pta" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "sing", + "bev", + "astri", + "situation", + "j", + "signing", + "r" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "j", + "s", + "l", + "ele", + "dere", + "si" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "givings", + "se", + "wobei", + "parfaite" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "esimerkiksi", + "sur", + "no" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "esimerkiksi", + "sur", + "s" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "se", + "no", + "si", + "sur", + "no" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "se", + "sur", + "sense", + "sav" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "l", + "si", + "sav", + "sense", + "se", + "no" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "no", + "se", + "sm", + "l", + "r", + "bl" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "r", + "sz", + "t", + "sd" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "en", + "og", + "r", + "t" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "og", + "no", + "se", + "l", + "in" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "s", + "no", + "t", + "og", + "ob", + "l", + "en", + "as" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "s", + "no", + "t", + "no", + "en", + "on", + "og", + "structure" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "s", + "no", + "t", + "l", + "og", + "on", + "en" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "s", + "l", + "on", + "en", + "t", + "no", + "NaCl", + "PVC" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "FCC", + "BCC", + "FCC", + "NaCl", + "NaCl", + "SCC", + "RCC", + "ICC" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "FCC", + "NaCl", + "B", + "f", + "sc", + "TiO", + "KCl" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "FCC", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 56503, + 191610, + 212426, + 250746, + 242389, + 223510, + 18760, + 77924, + 98414, + 100075, + 141940, + 188643, + 185342, + 141108, + 75720, + 52938, + 41335, + 24200, + 39226, + 16648, + 3080, + 2080, + 65, + 20, + 2, + 1 + ] + }, + { + "label": "BCC", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 17778, + 17826, + 238797, + 151137, + 93446, + 75441, + 67207, + 43069, + 50495, + 79171, + 108891, + 100436, + 97264, + 90263, + 43288, + 43682, + 21816, + 8661, + 24063, + 10001, + 2685, + 2288, + 92, + 18, + 3, + 10 + ] + }, + { + "label": "HCP", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 41475, + 14411, + 84687, + 58646, + 16739, + 23162, + 104859, + 86973, + 101769, + 160476, + 197982, + 155304, + 94448, + 139807, + 115077, + 122413, + 198221, + 91295, + 145824, + 118287, + 69719, + 59557, + 10642, + 1303, + 114, + 2393 + ] + } + ], + "logit_lens": [ + { + "label": "FCC", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 63765, + 54217, + 36024, + 151598, + 98837, + 39583, + 75, + 428, + 113, + 42, + 26, + 24, + 12, + 4 + ] + }, + { + "label": "BCC", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 51143, + 56152, + 57507, + 90046, + 12156, + 2601, + 3114, + 2796, + 4139, + 177, + 43, + 59, + 57, + 12 + ] + }, + { + "label": "HCP", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 190648, + 213343, + 210977, + 232098, + 166467, + 159014, + 51899, + 4959, + 843, + 621, + 324, + 277, + 111, + 10 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "cubic", + "score": 8.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "dure", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "acronym", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "abbreviation", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "major", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "INE", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "using", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "salt", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "model", + "output_checked": true + }, + { + "concept": "NaCl", + "score": 3.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "Question", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "Imp", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "DNA", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a025-seed1/materials/dose-report-lattice__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a025-seed1/materials/dose-report-lattice__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a025-seed1/materials/dose-report-lattice__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a025-seed1/materials/dose-report-lattice__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a025-seed1/materials/dose-report-lattice__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "source": "FCC", + "target": "BCC", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "FCC", + 0.42347031831741333 + ], + [ + "NaCl", + 0.3978135585784912 + ], + [ + "B", + 0.1765286922454834 + ], + [ + "f", + 0.0020551697816699743 + ], + [ + "$\\", + 2.6175724997301586e-05 + ], + [ + "sc", + 2.4398459572694264e-05 + ], + [ + "TiO", + 1.0210598702542484e-05 + ], + [ + "KCl", + 8.268794772448018e-06 + ] + ], + "swapped_top": [ + [ + "FCC", + 0.9494437575340271 + ], + [ + "B", + 0.02822621911764145 + ], + [ + "f", + 0.015833472833037376 + ], + [ + "NaCl", + 0.004607804119586945 + ], + [ + "sc", + 0.0007434398285113275 + ], + [ + "SC", + 0.0002121686702594161 + ], + [ + "r", + 0.00020245276391506195 + ], + [ + "fcc", + 0.0001135657075792551 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 71, + "target_rank_swapped": 79, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "FCC", + "trials": [ + { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "source": "FCC", + "target": "BCC", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "FCC", + 0.42347031831741333 + ], + [ + "NaCl", + 0.3978135585784912 + ], + [ + "B", + 0.1765286922454834 + ], + [ + "f", + 0.0020551697816699743 + ], + [ + "$\\", + 2.6175724997301586e-05 + ], + [ + "sc", + 2.4398459572694264e-05 + ], + [ + "TiO", + 1.0210598702542484e-05 + ], + [ + "KCl", + 8.268794772448018e-06 + ] + ], + "swapped_top": [ + [ + "FCC", + 0.9494437575340271 + ], + [ + "B", + 0.02822621911764145 + ], + [ + "f", + 0.015833472833037376 + ], + [ + "NaCl", + 0.004607804119586945 + ], + [ + "sc", + 0.0007434398285113275 + ], + [ + "SC", + 0.0002121686702594161 + ], + [ + "r", + 0.00020245276391506195 + ], + [ + "fcc", + 0.0001135657075792551 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 71, + "target_rank_swapped": 79, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "source": "FCC", + "target": "HCP", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "FCC", + 0.42347031831741333 + ], + [ + "NaCl", + 0.3978135585784912 + ], + [ + "B", + 0.1765286922454834 + ], + [ + "f", + 0.0020551697816699743 + ], + [ + "$\\", + 2.6175724997301586e-05 + ], + [ + "sc", + 2.4398459572694264e-05 + ], + [ + "TiO", + 1.0210598702542484e-05 + ], + [ + "KCl", + 8.268794772448018e-06 + ] + ], + "swapped_top": [ + [ + "B", + 0.8541228771209717 + ], + [ + "FCC", + 0.13943172991275787 + ], + [ + "f", + 0.0047710915096104145 + ], + [ + "NaCl", + 0.0013248842442408204 + ], + [ + "bcc", + 0.00010875312000280246 + ], + [ + "**", + 7.076700421748683e-05 + ], + [ + "sc", + 6.148344255052507e-05 + ], + [ + "cc", + 3.7291589251253754e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1, + "target_rank_clean": 2247, + "target_rank_swapped": 2782, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 2, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-deformation", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Deformation-mechanism report", + "description": "Dynamically select the clean report and install sibling deformation coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Dislocation", + "generated_token_ids": [ + 4830, + 7125, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + }, + { + "label": "twinning", + "surfaces": [ + "twinning" + ], + "token_ids": [ + 192329 + ] + }, + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + } + ], + "emergence": [ + { + "label": "slip", + "best_rank": 66, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 22 + }, + { + "label": "twinning", + "best_rank": 5, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 11 + }, + { + "label": "creep", + "best_rank": 10, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 5 + }, + { + "label": "diffusion", + "best_rank": 25, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 118 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "terne", + "MNR", + "itaire", + "OBE", + "osti", + "Mve", + "nonlinear" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "MNR", + "poolside", + "percentage" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "imov", + "IMI", + "kinderen", + "manipular" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Rue", + "sized", + "setConfig", + "Rue", + "isms", + "istency", + "kons" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Draper", + "in", + "olutions", + "amounting", + "osl" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "as", + "embre", + "midd", + "CBI" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "haya", + "release", + "Released", + "RELEASE", + "released", + "ografico", + "releasing", + "Frei" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "ForegroundColor", + "oed" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "sing", + "signing", + "astri", + "j", + "signing", + "bev", + "release" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "j", + "s", + "astri", + "l", + "si", + "dere" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "givings", + "perfect", + "parfaite", + "se" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "esimerkiksi", + "sur", + "no", + "s" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "s", + "t" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "se", + "no", + "no", + "si", + "to" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "sur", + "se", + "restriction", + "specificity" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "sense", + "situation", + "l", + "springframework", + "obil", + "system" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "bl", + "no", + "l", + "sm", + "situation", + "l" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "sz", + "sd" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "ob", + "l", + "og" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "no", + "og", + "ob", + "l" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "no", + "s", + "ob", + "no", + "og", + "on", + "l" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "no", + "ob", + "og", + "l", + "plastic" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "plastic", + "no", + "Plastic", + "plasticity", + "twinning", + "dislocation", + "Plastic", + "ductility" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "plastic", + "plasticity", + "Plastic", + "no", + "dislocation", + "ductility", + "twinning", + "sintering" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "dislocation", + "dislocations", + "Yield", + "creep", + "Dislocations", + "sintering", + "plasticity", + "Plastic" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Dis", + "Cre", + "Plastic", + "Slip", + "T", + "D", + "Elastic", + "Yield" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "slip", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 67908, + 74371, + 46828, + 97005, + 95386, + 65207, + 12293, + 81506, + 83769, + 43661, + 54410, + 30965, + 57129, + 69535, + 45009, + 44494, + 58758, + 87724, + 103644, + 51948, + 16538, + 12247, + 106, + 67, + 14, + 4 + ] + }, + { + "label": "twinning", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 1215, + 17349, + 189323, + 161803, + 41707, + 22664, + 11628, + 7809, + 85119, + 68905, + 47128, + 66606, + 63107, + 28344, + 23575, + 15897, + 10958, + 3302, + 1619, + 617, + 65, + 40, + 6, + 8, + 15, + 546 + ] + }, + { + "label": "creep", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 206711, + 199364, + 3319, + 75179, + 131579, + 122932, + 179019, + 190476, + 168705, + 109221, + 45326, + 112821, + 96803, + 61899, + 49620, + 30316, + 94425, + 59369, + 68724, + 39885, + 3608, + 1249, + 33, + 11, + 5, + 84 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 56411, + 46860, + 45546, + 31592, + 25348, + 64123, + 44492, + 49230, + 7345, + 5436, + 7922, + 3377, + 5280, + 7680, + 3018, + 792, + 2394, + 842, + 281, + 125, + 49, + 50, + 35, + 26, + 33, + 35 + ] + } + ], + "logit_lens": [ + { + "label": "slip", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 103972, + 113901, + 102825, + 141329, + 62638, + 32235, + 80776, + 47863, + 16607, + 382, + 49, + 39, + 24, + 23 + ] + }, + { + "label": "twinning", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 155806, + 189562, + 164956, + 140265, + 58997, + 33158, + 8773, + 151, + 945, + 552, + 221, + 52, + 15, + 12 + ] + }, + { + "label": "creep", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 198564, + 234312, + 210409, + 172474, + 218969, + 225318, + 184505, + 28638, + 945, + 72, + 6, + 10, + 9, + 8 + ] + }, + { + "label": "diffusion", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 26457, + 20911, + 22983, + 33408, + 97830, + 39686, + 15308, + 4748, + 3449, + 2258, + 119, + 281, + 1001, + 319 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "Yield", + "score": 9.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 6.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "major", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "INE", + "score": 4.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Yield", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "question", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "voila", + "score": 3.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "faptul", + "score": 3.0, + "best_rank": 3, + "best_depth": 40.4, + "near_token": "in", + "output_checked": true + }, + { + "concept": "dig", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "INI", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "mechanism", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a025-seed1/materials/dose-report-deformation__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a025-seed1/materials/dose-report-deformation__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a025-seed1/materials/dose-report-deformation__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a025-seed1/materials/dose-report-deformation__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a025-seed1/materials/dose-report-deformation__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "slip", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Dis", + 0.9513435959815979 + ], + [ + "T", + 0.029640015214681625 + ], + [ + "Plastic", + 0.013570187613368034 + ], + [ + "Cre", + 0.0029809747356921434 + ], + [ + "Slip", + 0.0016462506027892232 + ], + [ + "Yield", + 0.00036732814623974264 + ], + [ + "D", + 0.0003117473388556391 + ], + [ + "_", + 6.650461000390351e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 332, + "target_rank_swapped": 382, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Dis", + "trials": [ + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "slip", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Dis", + 0.9513435959815979 + ], + [ + "T", + 0.029640015214681625 + ], + [ + "Plastic", + 0.013570187613368034 + ], + [ + "Cre", + 0.0029809747356921434 + ], + [ + "Slip", + 0.0016462506027892232 + ], + [ + "Yield", + 0.00036732814623974264 + ], + [ + "D", + 0.0003117473388556391 + ], + [ + "_", + 6.650461000390351e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 332, + "target_rank_swapped": 382, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "twinning", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "", + 0.6609079241752625 + ], + [ + "'", + 0.1385338306427002 + ], + [ + "_", + 0.04497534781694412 + ], + [ + "{", + 0.04225043207406998 + ], + [ + ">", + 0.04225043207406998 + ], + [ + "", + 0.017612598836421967 + ], + [ + "--", + 0.016545506194233894 + ], + [ + "Cre", + 0.012104950845241547 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 33, + "target_rank_clean": 531, + "target_rank_swapped": 1622, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "creep", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Plastic", + 0.8531931042671204 + ], + [ + "Elastic", + 0.07225748896598816 + ], + [ + "Dis", + 0.04521757736802101 + ], + [ + "Cre", + 0.022037288174033165 + ], + [ + "Slip", + 0.00447714701294899 + ], + [ + "Yield", + 0.0017948534805327654 + ], + [ + "D", + 0.00045425340067595243 + ], + [ + "Vis", + 0.0002545643656048924 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 2, + "target_rank_clean": 231, + "target_rank_swapped": 465, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "diffusion", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Plastic", + 0.7950436472892761 + ], + [ + "Dis", + 0.183029443025589 + ], + [ + "Cre", + 0.018122369423508644 + ], + [ + "Slip", + 0.001470243907533586 + ], + [ + "D", + 0.0008542423020116985 + ], + [ + "_", + 0.0005845371051691473 + ], + [ + "Yield", + 0.00042828338337130845 + ], + [ + "Vis", + 0.00015556906873825938 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1, + "target_rank_clean": 57475, + "target_rank_swapped": 51384, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 4, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-strengthening", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Strengthening-mechanism report", + "description": "Dynamically select the clean report and install sibling strengthening coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Work_hardening", + "generated_token_ids": [ + 9004, + 236779, + 130529 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "solution", + "surfaces": [ + "solution" + ], + "token_ids": [ + 3465, + 47213, + 23130, + 15607 + ] + }, + { + "label": "grain", + "surfaces": [ + "grain" + ], + "token_ids": [ + 11261, + 99208, + 79171, + 221098 + ] + }, + { + "label": "work", + "surfaces": [ + "work" + ], + "token_ids": [ + 981, + 2025, + 5490, + 9004 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 111, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 11 + }, + { + "label": "solution", + "best_rank": 52, + "best_depth": 59.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 130 + }, + { + "label": "grain", + "best_rank": 160, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 59 + }, + { + "label": "work", + "best_rank": 1022, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 40 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "terne", + "MNR", + "itaire", + "OBE", + "osti", + "Mve", + "BBBB" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "MNR", + "poolside", + "percentage" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "imov", + "IMI", + "kinderen", + "manipular" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Rue", + "sized", + "istency", + "setConfig", + "isms", + "Rue", + "sped" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "in", + "amounting", + "amounted", + "olutions" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "as", + "midd", + "si" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "haya", + "release", + "Released", + "RELEASE", + "released", + "ografico", + "Frei", + "releasing" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "ForegroundColor", + "pta", + "hydroxyl" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "sing", + "astri", + "signing", + "bev", + "signing", + "j", + "riters" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "j", + "s", + "astri", + "l", + "dere", + "si" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "givings", + "perfect", + "parfaite", + "se" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "esimerkiksi", + "sur", + "no", + "s" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "s" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "se", + "no", + "no", + "si", + "l", + "to" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "sur", + "specificity", + "l", + "givings" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "sense", + "springframework", + "l", + "situation", + "obil", + "system" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "bl", + "no", + "l", + "sm", + "situation", + "l" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "sz", + "sd", + "r" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "ob", + "l", + "og" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "no", + "ob", + "og", + "o" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "s", + "no", + "ob", + "no", + "og", + "l", + "on" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "no", + "ob", + "l", + "og", + "ib" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "alloying", + "no", + "s", + "dislocation", + "hardening", + "twinning", + "l", + "sintering" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "alloying", + "hardening", + "no", + "s", + "dislocation", + "onation", + "hardening", + "on" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "alloying", + "Solid", + "dislocation", + "Grain", + "work", + "solidification", + "fortification", + "hardening" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Work", + "Solid", + "Dis", + "Strain", + "Pre", + "Hard", + "Disp", + "Al" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 23987, + 19473, + 152547, + 65724, + 21498, + 21863, + 9255, + 14551, + 55611, + 47437, + 6208, + 24631, + 38948, + 20712, + 21970, + 73146, + 86156, + 77617, + 71185, + 43765, + 17972, + 13643, + 139, + 112, + 24, + 143 + ] + }, + { + "label": "solution", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 33577, + 40110, + 61184, + 79651, + 4455, + 6032, + 4409, + 10977, + 10363, + 48933, + 1762, + 1301, + 2502, + 168, + 55, + 53, + 276, + 277, + 500, + 684, + 167, + 97, + 311, + 97, + 129, + 11 + ] + }, + { + "label": "grain", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 46126, + 36635, + 89443, + 101779, + 50077, + 100679, + 162153, + 119407, + 237165, + 230894, + 61409, + 43983, + 61489, + 61606, + 50647, + 52424, + 69324, + 51602, + 40937, + 11113, + 4197, + 2807, + 190, + 161, + 6, + 10 + ] + }, + { + "label": "work", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 135401, + 183880, + 180876, + 228182, + 195145, + 130648, + 66663, + 78215, + 115716, + 172472, + 218933, + 205949, + 225479, + 164978, + 201496, + 173283, + 112622, + 112467, + 99516, + 118201, + 102728, + 104183, + 39803, + 1023, + 7, + 1 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 59221, + 63566, + 57419, + 119981, + 128803, + 61930, + 15006, + 12013, + 3865, + 110, + 66, + 60, + 243, + 12 + ] + }, + { + "label": "solution", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 12977, + 16323, + 18957, + 53792, + 15698, + 17590, + 7608, + 296, + 7575, + 9172, + 1540, + 680, + 380, + 131 + ] + }, + { + "label": "grain", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 154568, + 149637, + 170497, + 179035, + 195539, + 134045, + 13816, + 4240, + 5363, + 90, + 230, + 60, + 128, + 81 + ] + }, + { + "label": "work", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 3244, + 16323, + 13802, + 17689, + 17691, + 51600, + 182010, + 21088, + 7575, + 3336, + 875, + 1642, + 106, + 41 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "dislocation", + "score": 12.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "alloying", + "score": 9.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "major", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "INI", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "mechanism", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "INE", + "score": 4.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "question", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "metals", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "model", + "output_checked": true + }, + { + "concept": "voila", + "score": 3.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dig", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "teh", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a025-seed1/materials/dose-report-strengthening__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a025-seed1/materials/dose-report-strengthening__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a025-seed1/materials/dose-report-strengthening__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a025-seed1/materials/dose-report-strengthening__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a025-seed1/materials/dose-report-strengthening__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "precipitation", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Solid", + 0.883270800113678 + ], + [ + "Dis", + 0.08215697854757309 + ], + [ + "Work", + 0.028392691165208817 + ], + [ + "Sol", + 0.003498666686937213 + ], + [ + "Disp", + 0.0014135888777673244 + ], + [ + "Substitution", + 0.0005365379038266838 + ], + [ + "Strain", + 0.0003630396968219429 + ], + [ + "T", + 9.179080370813608e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 2, + "target_rank_clean": 341, + "target_rank_swapped": 713, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Work", + "trials": [ + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "precipitation", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Solid", + 0.883270800113678 + ], + [ + "Dis", + 0.08215697854757309 + ], + [ + "Work", + 0.028392691165208817 + ], + [ + "Sol", + 0.003498666686937213 + ], + [ + "Disp", + 0.0014135888777673244 + ], + [ + "Substitution", + 0.0005365379038266838 + ], + [ + "Strain", + 0.0003630396968219429 + ], + [ + "T", + 9.179080370813608e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 2, + "target_rank_clean": 341, + "target_rank_swapped": 713, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "solution", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Solid", + 0.952535092830658 + ], + [ + "Sol", + 0.02104424126446247 + ], + [ + "Precipitation", + 0.014463481493294239 + ], + [ + "Work", + 0.005157113075256348 + ], + [ + "Strain", + 0.0020195546094328165 + ], + [ + "Solution", + 0.001897196052595973 + ], + [ + "Dis", + 0.0009391801431775093 + ], + [ + "solid", + 0.0004796862485818565 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1098, + "target_rank_clean": 4890, + "target_rank_swapped": 46, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "grain", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Solid", + 0.9191127419471741 + ], + [ + "Work", + 0.08031117916107178 + ], + [ + "Dis", + 0.0002401260717306286 + ], + [ + "Strain", + 0.00010009943798650056 + ], + [ + "Sol", + 6.264062540140003e-05 + ], + [ + "solid", + 5.703493661712855e-05 + ], + [ + "T", + 4.4418859033612534e-05 + ], + [ + "Solution", + 2.8234342607902363e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1, + "target_rank_clean": 607, + "target_rank_swapped": 5907, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 3, + "protocol_success_rate": 0.0 + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-12b-it-report-swap-a025-seed2.json b/jlens_materials/runs/gemma4-12b-it-report-swap-a025-seed2.json new file mode 100644 index 0000000000000000000000000000000000000000..c7ba42f2dac472a0fa0a97886b7fbd8edaa5fb60 --- /dev/null +++ b/jlens_materials/runs/gemma4-12b-it-report-swap-a025-seed2.json @@ -0,0 +1,9023 @@ +{ + "format_version": 2, + "created_at": "2026-08-25T10:31:04.031880+00:00", + "model": "google/gemma-4-12B-it", + "model_identity": { + "requested_id": "google/gemma-4-12B-it", + "requested_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "model_class": "Gemma4UnifiedForConditionalGeneration", + "config_name_or_path": "google/gemma-4-12B-it", + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-12B-it", + "vocab_size": 262144, + "n_layers": 48, + "d_model": 3840, + "dtype": "bfloat16" + }, + "tag": "gemma4-12b-it-report-swap-a025-seed2", + "n_layers": 48, + "d_model": 3840, + "lens_n_prompts": 1000, + "lens_provenance": { + "corpus": { + "dataset": "Salesforce/wikitext", + "kind": "huggingface", + "min_chars": 600, + "records": 1000, + "requested_records": 1000, + "revision": "b08601e04326c79dfdd32d625aee71d232d685c3", + "seed": 2, + "sha256": "1770390b93f2a5a137069ef2387414152bc2123908b38a0baf2db75316b10b7d", + "split": "train", + "subset": "wikitext-103-raw-v1", + "text_field": "text", + "unique_records": 1000 + }, + "created_at": "2026-08-23T19:19:46.791335+00:00", + "dim_batch": 36, + "format_version": 1, + "hub": { + "path_in_repo": "gemma4-12b-it/paper/seed2.pt", + "repo_id": "lamm-mit/gemma4-jacobian-lenses", + "repo_type": "model", + "revision": "main", + "uploaded_at": "2026-08-24T14:49:03.886692+00:00" + }, + "model": { + "config_name_or_path": "google/gemma-4-12B-it", + "d_model": 3840, + "dtype": "bfloat16", + "model_class": "Gemma4UnifiedForConditionalGeneration", + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "n_layers": 48, + "requested_id": "google/gemma-4-12B-it", + "requested_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-12B-it", + "vocab_size": 262144 + }, + "paper_reference": "https://transformer-circuits.pub/2026/workspace/index.html", + "recipe": { + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers.", + "max_seq_len": 128, + "n_fit": 1000, + "name": "paper", + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "target_layer": -2 + }, + "source_layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45 + ], + "target_layer": 46, + "upstream_reference": "lamm-mit/jacobian-lens@581d398613e5602a5af361e1c34d3a92ea82ba8e" + }, + "methodology": { + "recipe": { + "name": "demo", + "n_fit": 12, + "max_seq_len": 64, + "target_layer": null, + "report_layer_count": null, + "skip_first": 16, + "strict_corpus": false, + "description": "Fast exploratory fit. Results from this profile are not a quantitative replication of the paper." + }, + "claims_level": "exploratory demo", + "paper_protocol_complete": false, + "strict_protocol": true, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 1, + "evaluation_max_seq_len": 128, + "generation_max_new_tokens": 3, + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "dtype": "bfloat16", + "layer_stride": 1, + "prompt_source": "prompts/materials-report-swap-dose-v1.json", + "swaps_enabled": true, + "swap_alpha": 0.25 + }, + "shapes": [ + "REPORT_SWAP" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": {}, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 18, + "n_graded": 18, + "minimum_required": 1, + "sufficient_sample": true, + "protocol_success_rate": 0.0, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [], + "prompts": [ + { + "slug": "dose-report-defect", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Crystalline defect report", + "description": "Dynamically select the clean report and install sibling defect coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "defect", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Vacancy", + "generated_token_ids": [ + 190211, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "interstitial", + "surfaces": [ + "interstitial" + ], + "token_ids": [ + 57610, + 181763 + ] + }, + { + "label": "twin", + "surfaces": [ + "twin" + ], + "token_ids": [ + 25276, + 123243, + 50863, + 135706 + ] + }, + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 0, + "best_depth": 91.5, + "onset_depth": 87.2, + "reached_top1": true, + "best_pos": 24, + "logit_lens_best_rank": 0 + }, + { + "label": "dislocation", + "best_rank": 0, + "best_depth": 87.2, + "onset_depth": 87.2, + "reached_top1": true, + "best_pos": 24, + "logit_lens_best_rank": 5 + }, + { + "label": "interstitial", + "best_rank": 16, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 38 + }, + { + "label": "twin", + "best_rank": 13018, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 2381 + }, + { + "label": "boundary", + "best_rank": 708, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 658 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "cil", + "odium", + "arita", + "zki" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "WIS", + "conductance", + "Fountain", + "dzi", + "Pager", + "Clubhouse", + "ions" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "arita", + "odium", + "ahs", + "overheard" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "arita", + "ahs", + "odium", + "erver" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "graisse", + "Fountain", + "arita", + "unica", + "ahs", + "anio", + "ta" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "graisse", + "arita", + "Fountain", + "unica", + "erver", + "anio", + "ta" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "ahs", + "quilla" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "arita", + "quilla" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "flare", + "squares", + "conferred" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "givings", + "parfaite", + "no", + "nessuna" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "se", + "no", + "esimerkiksi", + "sur", + "parfaite" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "se", + "no", + "s", + "esimerkiksi", + "sur" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "no", + "se", + "no", + "sur", + "s" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "givings", + "sur", + "se" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "l", + "sense", + "situation", + "springframework", + "obil", + "system" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "bl", + "no", + "l", + "sm", + "situation", + "se" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "sz", + "situation", + "sd" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "situation", + "l", + "ob", + "og" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "no", + "ob", + "og", + "sz", + "l" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "no", + "s", + "ob", + "og", + "no", + "l", + "on", + "sz" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "ob", + "on", + "no", + "og", + "l" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "dislocation", + "vacancy", + "Vac", + "vacancies", + "vacancy", + "no", + "dislocations", + "s" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "vacancy", + "dislocation", + "vacancy", + "Vac", + "Vacancy", + "vacancies", + "on", + "no" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "dislocation", + "vacancy", + "vacancy", + "dislocations", + "Vacancy", + "Dislocations", + "Vac" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Vacancy", + "Vac", + "Dis", + "F", + "Interstitial", + "Sch", + "vacancy", + "Point" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 50846, + 51632, + 38252, + 40847, + 41989, + 41095, + 202521, + 51615, + 49684, + 198843, + 214212, + 227328, + 209037, + 191500, + 196990, + 156805, + 205199, + 129002, + 85553, + 17292, + 3248, + 439, + 2, + 1, + 2, + 1 + ] + }, + { + "label": "dislocation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 134362, + 100496, + 131214, + 141301, + 140697, + 138135, + 129283, + 139739, + 133737, + 112346, + 171335, + 183896, + 183550, + 157087, + 63588, + 23735, + 47509, + 22541, + 8067, + 2995, + 114, + 66, + 1, + 2, + 1, + 70 + ] + }, + { + "label": "interstitial", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 189518, + 200742, + 164762, + 169574, + 169514, + 159346, + 92504, + 173544, + 171515, + 69026, + 58255, + 90682, + 73775, + 69359, + 21547, + 19333, + 80476, + 36896, + 36953, + 9673, + 2064, + 293, + 22, + 17, + 13, + 5 + ] + }, + { + "label": "twin", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 153156, + 107322, + 165802, + 162546, + 155660, + 158227, + 35652, + 163499, + 166602, + 54318, + 98815, + 130571, + 145938, + 174799, + 124972, + 137041, + 73959, + 97158, + 97018, + 108463, + 119903, + 115280, + 24070, + 13019, + 3803, + 2565 + ] + }, + { + "label": "boundary", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 189217, + 186475, + 171727, + 177123, + 169146, + 162981, + 5345, + 182052, + 175444, + 4476, + 61311, + 27769, + 25983, + 14214, + 16169, + 45384, + 21059, + 25195, + 23003, + 11753, + 9326, + 4138, + 1057, + 709, + 653, + 390 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 74736, + 58750, + 53727, + 33892, + 22218, + 5335, + 37177, + 1007, + 7, + 2, + 2, + 3, + 1, + 1 + ] + }, + { + "label": "dislocation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 41392, + 76152, + 40100, + 165973, + 209587, + 204442, + 119027, + 38620, + 5377, + 571, + 105, + 25, + 8, + 6 + ] + }, + { + "label": "interstitial", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 20718, + 41639, + 32820, + 19460, + 26855, + 24194, + 6210, + 21848, + 1292, + 634, + 44, + 39, + 142, + 42 + ] + }, + { + "label": "twin", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 59957, + 152922, + 150341, + 158406, + 108330, + 157289, + 47623, + 9950, + 85179, + 126993, + 46164, + 79245, + 4451, + 2382 + ] + }, + { + "label": "boundary", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 20718, + 38594, + 58896, + 119485, + 82437, + 82345, + 34822, + 5092, + 6873, + 906, + 5348, + 659, + 1039, + 772 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "major", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Vac", + "score": 6.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "voila", + "score": 6.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "substitutional", + "score": 6.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "impurity", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "vacancy", + "score": 5.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "consecutivos", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "semif", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "Question", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "carbide", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a025-seed2/materials/dose-report-defect__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a025-seed2/materials/dose-report-defect__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a025-seed2/materials/dose-report-defect__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a025-seed2/materials/dose-report-defect__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a025-seed2/materials/dose-report-defect__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "dislocation", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9899141788482666 + ], + [ + "Interstitial", + 0.009704777970910072 + ], + [ + "F", + 0.0002885154390241951 + ], + [ + "Imp", + 4.6368648327188566e-05 + ], + [ + "Inter", + 3.0172655897331424e-05 + ], + [ + "Vac", + 6.9869593062321655e-06 + ], + [ + "Dis", + 2.4478677005390637e-06 + ], + [ + "_", + 1.2356825891401968e-06 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 69, + "target_rank_swapped": 1058, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Vacancy", + "trials": [ + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "dislocation", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9899141788482666 + ], + [ + "Interstitial", + 0.009704777970910072 + ], + [ + "F", + 0.0002885154390241951 + ], + [ + "Imp", + 4.6368648327188566e-05 + ], + [ + "Inter", + 3.0172655897331424e-05 + ], + [ + "Vac", + 6.9869593062321655e-06 + ], + [ + "Dis", + 2.4478677005390637e-06 + ], + [ + "_", + 1.2356825891401968e-06 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 69, + "target_rank_swapped": 1058, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "interstitial", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9988596439361572 + ], + [ + "Vac", + 0.0009695864282548428 + ], + [ + "Dis", + 0.00015828062896616757 + ], + [ + "F", + 9.213037628796883e-06 + ], + [ + "vacancy", + 1.7042406170730828e-06 + ], + [ + "Point", + 6.468567335105035e-07 + ], + [ + "<|channel>", + 3.7437195032907766e-07 + ], + [ + "V", + 1.9121048921988404e-07 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 125, + "target_rank_swapped": 14257, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "twin", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9828597903251648 + ], + [ + "Dis", + 0.014923937618732452 + ], + [ + "F", + 0.0013040391495451331 + ], + [ + "Vac", + 0.000841950997710228 + ], + [ + "<|channel>", + 4.532445382210426e-05 + ], + [ + "Point", + 2.3149468688643537e-05 + ], + [ + "J", + 6.554185461027373e-07 + ], + [ + "_", + 4.157964212936349e-07 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 89369, + "target_rank_swapped": 89094, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "boundary", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9997273087501526 + ], + [ + "Vac", + 0.00020341288472991437 + ], + [ + "Dis", + 5.1430833991616964e-05 + ], + [ + "<|channel>", + 1.0448807188367937e-05 + ], + [ + "F", + 6.746256985934451e-06 + ], + [ + "Point", + 3.082174657720316e-07 + ], + [ + "vacancy", + 1.6115524203996756e-07 + ], + [ + "V", + 8.231003789660463e-08 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 97956, + "target_rank_swapped": 192906, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 4, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-failure", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Failure-mode report", + "description": "Dynamically select the clean report and install sibling failure-mode coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "failure-mode", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Fatigue", + "generated_token_ids": [ + 77310, + 14362, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + }, + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 39, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 16 + }, + { + "label": "brittle", + "best_rank": 30, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 6 + }, + { + "label": "fatigue", + "best_rank": 16, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 0 + }, + { + "label": "cleavage", + "best_rank": 16, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 44 + }, + { + "label": "creep", + "best_rank": 107, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 25 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "cil", + "odium", + "arita", + "zki" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "WIS", + "conductance", + "Pager", + "ions", + "dzi", + "Clubhouse", + "zki" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "arita", + "odium", + "ahs", + "overheard" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "arita", + "ahs", + "odium", + "erver" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "graisse", + "Fountain", + "arita", + "unica", + "ahs", + "anio", + "alco" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "graisse", + "arita", + "Fountain", + "unica", + "ta", + "erver", + "wadi" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "ahs", + "quilla" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "arita", + "quilla" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "conferred", + "flare", + "squares" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "parfaite", + "givings", + "no", + "perfect" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "esimerkiksi", + "no", + "se", + "parfaite", + "sur" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "se", + "no", + "s", + "esimerkiksi", + "sage" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "no", + "se", + "no", + "s", + "sur" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "sur", + "givings", + "l", + "specificity" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "sense", + "l", + "situation", + "springframework", + "system", + "obil" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "no", + "bl", + "sm", + "l", + "situation", + "sand" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "situation", + "sz" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "situation", + "ob", + "l" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "no", + "s", + "no", + "ob", + "og", + "se" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "no", + "s", + "ob", + "no", + "og", + "crack", + "Fracture" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "no", + "og", + "ob", + "crack", + "Fracture", + "l" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "fracture", + "Fracture", + "crack", + "crack", + "cracks", + "cracking", + "fractures", + "no" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "fracture", + "Fracture", + "crack", + "crack", + "cracking", + "cracks", + "fracturing", + "no" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "fracture", + "Fracture", + "fatigue", + "Fract", + "fract", + "Fat", + "fractures", + "Fatigue" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Fat", + "Fract", + "Cor", + "Cre", + "Buck", + "Br", + "Yield", + "Cr" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 249091, + 254667, + 243143, + 241405, + 245367, + 246640, + 23122, + 241176, + 240560, + 23540, + 142288, + 146700, + 156624, + 175071, + 148958, + 117912, + 136165, + 65441, + 49157, + 21250, + 10823, + 2893, + 40, + 44, + 404, + 422 + ] + }, + { + "label": "brittle", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 236237, + 226161, + 231206, + 231269, + 236868, + 237094, + 34348, + 229907, + 229096, + 34096, + 147927, + 113943, + 113881, + 130576, + 127000, + 184942, + 216696, + 178514, + 178253, + 89707, + 8514, + 1639, + 32, + 31, + 40, + 94 + ] + }, + { + "label": "fatigue", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 124903, + 44704, + 119938, + 121826, + 115042, + 118061, + 60738, + 137424, + 133696, + 103766, + 213653, + 225562, + 233913, + 234131, + 176602, + 216637, + 222088, + 146340, + 136112, + 53164, + 472, + 233, + 17, + 22, + 4, + 13 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 91028, + 77761, + 107605, + 110837, + 101436, + 102686, + 152016, + 102809, + 104617, + 120488, + 30108, + 50409, + 48120, + 40748, + 73033, + 112179, + 75088, + 6427, + 5652, + 2620, + 376, + 256, + 21, + 17, + 18, + 2736 + ] + }, + { + "label": "creep", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 128795, + 109360, + 107881, + 106158, + 96744, + 109622, + 132026, + 117239, + 116721, + 117589, + 88547, + 100319, + 57357, + 68187, + 44888, + 24341, + 82211, + 40152, + 55510, + 33287, + 3539, + 1848, + 329, + 108, + 32, + 319 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 54995, + 20008, + 24112, + 65896, + 183494, + 195421, + 61690, + 3251, + 516, + 76, + 60, + 31, + 23, + 17 + ] + }, + { + "label": "brittle", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 32841, + 22883, + 33879, + 136202, + 84032, + 160636, + 89813, + 1089, + 44, + 17, + 12, + 7, + 14, + 10 + ] + }, + { + "label": "fatigue", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 22296, + 32509, + 39936, + 46360, + 42111, + 15396, + 1585, + 533, + 6, + 1, + 1, + 1, + 2, + 2 + ] + }, + { + "label": "cleavage", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 92896, + 57069, + 95367, + 131519, + 113944, + 136457, + 34423, + 22367, + 23880, + 14906, + 941, + 137, + 87, + 45 + ] + }, + { + "label": "creep", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 191232, + 233523, + 203596, + 156742, + 214387, + 215265, + 165911, + 14323, + 656, + 81, + 31, + 26, + 66, + 76 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "fatigue", + "score": 14.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "major", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Fatigue", + "score": 5.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "voila", + "score": 4.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "consecutivos", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "sentence", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "one", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "dig", + "score": 3.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "INE", + "score": 3.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "Fracture", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "<|channel>", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a025-seed2/materials/dose-report-failure__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a025-seed2/materials/dose-report-failure__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a025-seed2/materials/dose-report-failure__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a025-seed2/materials/dose-report-failure__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a025-seed2/materials/dose-report-failure__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "ductile", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.5710819363594055 + ], + [ + "Fract", + 0.3924984931945801 + ], + [ + "Cor", + 0.02670985832810402 + ], + [ + "Fatigue", + 0.007417059503495693 + ], + [ + "Yield", + 0.0008585869218222797 + ], + [ + "Br", + 0.0005900976830162108 + ], + [ + "Fracture", + 0.0004250314086675644 + ], + [ + "_", + 8.369364513782784e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 414, + "target_rank_swapped": 421, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Fat", + "trials": [ + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "ductile", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.5710819363594055 + ], + [ + "Fract", + 0.3924984931945801 + ], + [ + "Cor", + 0.02670985832810402 + ], + [ + "Fatigue", + 0.007417059503495693 + ], + [ + "Yield", + 0.0008585869218222797 + ], + [ + "Br", + 0.0005900976830162108 + ], + [ + "Fracture", + 0.0004250314086675644 + ], + [ + "_", + 8.369364513782784e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 414, + "target_rank_swapped": 421, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "brittle", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.9796841144561768 + ], + [ + "Cor", + 0.015835119411349297 + ], + [ + "Fract", + 0.0022812653332948685 + ], + [ + "Cre", + 0.0018330480670556426 + ], + [ + "Yield", + 0.00019320184946991503 + ], + [ + "Buck", + 5.0399714382365346e-05 + ], + [ + "Cr", + 4.178283052169718e-05 + ], + [ + "D", + 2.4949667931650765e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 92, + "target_rank_swapped": 209, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "fatigue", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.9573593139648438 + ], + [ + "Cor", + 0.03077426180243492 + ], + [ + "Fract", + 0.005183232016861439 + ], + [ + "Buck", + 0.003912508953362703 + ], + [ + "Cre", + 0.001848138403147459 + ], + [ + "Cr", + 0.0003873908135574311 + ], + [ + "Yield", + 0.00021393752831500024 + ], + [ + "Crack", + 0.00020097571541555226 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 40, + "target_rank_swapped": 209, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "cleavage", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.7198514938354492 + ], + [ + "Fract", + 0.20624090731143951 + ], + [ + "Br", + 0.03065497614443302 + ], + [ + "Cor", + 0.02971181832253933 + ], + [ + "Cr", + 0.0053270356729626656 + ], + [ + "Cre", + 0.0033335736952722073 + ], + [ + "Buck", + 0.0014337522443383932 + ], + [ + "Britt", + 0.0012073405086994171 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 2673, + "target_rank_swapped": 10288, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "creep", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.9347494840621948 + ], + [ + "Fract", + 0.05975653976202011 + ], + [ + "Cor", + 0.002544740214943886 + ], + [ + "Br", + 0.0020447561983019114 + ], + [ + "Buck", + 0.0005010890890844166 + ], + [ + "Yield", + 0.00017866880807559937 + ], + [ + "Britt", + 8.844747935654595e-05 + ], + [ + "Cre", + 6.271865277085453e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 571, + "target_rank_swapped": 2931, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 5, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-lattice", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Crystal-lattice report", + "description": "Dynamically select the clean report and install sibling lattice coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "FCC", + "generated_token_ids": [ + 216015, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "FCC", + "surfaces": [ + "FCC" + ], + "token_ids": [ + 60822, + 216015, + 191332 + ] + }, + { + "label": "BCC", + "surfaces": [ + "BCC" + ], + "token_ids": [ + 161574, + 161507 + ] + }, + { + "label": "HCP", + "surfaces": [ + "HCP" + ], + "token_ids": [ + 144542 + ] + } + ], + "emergence": [ + { + "label": "FCC", + "best_rank": 19, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 3 + }, + { + "label": "BCC", + "best_rank": 17, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 11 + }, + { + "label": "HCP", + "best_rank": 1410, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 9 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "cil", + "odium", + "arita", + "zki" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "Fountain", + "WIS", + "zki", + "graisse", + "rodeo", + "odium", + "dzi" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "arita", + "odium", + "ahs", + "erver" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "ahs", + "arita", + "odium", + "erver" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "graisse", + "Fountain", + "arita", + "unica", + "erver", + "ahs", + "anio" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "graisse", + "arita", + "Fountain", + "erver", + "unica", + "anio", + "ta" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "arita", + "ahs" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "arita", + "quilla" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "flare", + "infect", + "squares" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "parfaite", + "nessuna", + "givings", + "idades" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "esimerkiksi", + "se", + "sur", + "no", + "wobei" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "se", + "no", + "esimerkiksi", + "sur", + "s" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "se", + "no", + "sur", + "si", + "no" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "se", + "sur", + "sav", + "sense", + "fors" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "l", + "si", + "sav", + "sense", + "se", + "no" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "no", + "sm", + "l", + "se", + "r", + "bl" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "r", + "sz", + "t", + "og" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "en", + "r", + "og", + "t", + "l" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "og", + "no", + "se", + "in", + "l" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "s", + "no", + "t", + "ob", + "og", + "l", + "en", + "as" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "s", + "no", + "t", + "no", + "en", + "on", + "og", + "structure" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "s", + "no", + "l", + "t", + "og", + "on", + "en" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "s", + "l", + "on", + "en", + "t", + "no", + "NaCl", + "PVC" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "FCC", + "BCC", + "FCC", + "NaCl", + "NaCl", + "SCC", + "RCC", + "ICC" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "FCC", + "NaCl", + "B", + "f", + "sc", + "TiO", + "KCl" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "FCC", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 75162, + 36145, + 82644, + 92256, + 98521, + 114430, + 8833, + 80405, + 89004, + 15085, + 124288, + 156796, + 152881, + 156544, + 79051, + 53266, + 43549, + 25944, + 40120, + 17688, + 3383, + 2260, + 65, + 20, + 2, + 1 + ] + }, + { + "label": "BCC", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 132824, + 133744, + 119800, + 119628, + 121735, + 113304, + 137339, + 121029, + 125031, + 124003, + 99477, + 83377, + 95433, + 92326, + 45112, + 42917, + 22085, + 9281, + 23712, + 9754, + 2665, + 2110, + 92, + 18, + 3, + 10 + ] + }, + { + "label": "HCP", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 65117, + 32151, + 85197, + 86000, + 80964, + 79735, + 157642, + 86664, + 91556, + 181716, + 186422, + 183131, + 134237, + 139958, + 121216, + 124271, + 201416, + 90931, + 145007, + 117592, + 69261, + 59230, + 10610, + 1411, + 115, + 2393 + ] + } + ], + "logit_lens": [ + { + "label": "FCC", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 63765, + 54217, + 36024, + 151598, + 98837, + 39583, + 75, + 428, + 113, + 42, + 26, + 24, + 12, + 4 + ] + }, + { + "label": "BCC", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 51143, + 56152, + 57507, + 90046, + 12156, + 2601, + 3114, + 2796, + 4139, + 177, + 43, + 59, + 57, + 12 + ] + }, + { + "label": "HCP", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 190648, + 213343, + 210977, + 232098, + 166467, + 159014, + 51899, + 4959, + 843, + 621, + 324, + 277, + 111, + 10 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "cubic", + "score": 8.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "major", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "voila", + "score": 6.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dure", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "acronym", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "abbreviation", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "INE", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "using", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "consecutivos", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "salt", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "model", + "output_checked": true + }, + { + "concept": "NaCl", + "score": 3.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "Question", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "Answer", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a025-seed2/materials/dose-report-lattice__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a025-seed2/materials/dose-report-lattice__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a025-seed2/materials/dose-report-lattice__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a025-seed2/materials/dose-report-lattice__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a025-seed2/materials/dose-report-lattice__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "source": "FCC", + "target": "BCC", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "FCC", + 0.42347031831741333 + ], + [ + "NaCl", + 0.3978135585784912 + ], + [ + "B", + 0.1765286922454834 + ], + [ + "f", + 0.0020551697816699743 + ], + [ + "$\\", + 2.6175724997301586e-05 + ], + [ + "sc", + 2.4398459572694264e-05 + ], + [ + "TiO", + 1.0210598702542484e-05 + ], + [ + "KCl", + 8.268794772448018e-06 + ] + ], + "swapped_top": [ + [ + "FCC", + 0.920250415802002 + ], + [ + "B", + 0.045816570520401 + ], + [ + "f", + 0.022329213097691536 + ], + [ + "NaCl", + 0.010223058983683586 + ], + [ + "sc", + 0.0005208553629927337 + ], + [ + "r", + 0.00019854084530379623 + ], + [ + "fcc", + 0.0001481205108575523 + ], + [ + "1", + 0.00012375930964481086 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 71, + "target_rank_swapped": 81, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "FCC", + "trials": [ + { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "source": "FCC", + "target": "BCC", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "FCC", + 0.42347031831741333 + ], + [ + "NaCl", + 0.3978135585784912 + ], + [ + "B", + 0.1765286922454834 + ], + [ + "f", + 0.0020551697816699743 + ], + [ + "$\\", + 2.6175724997301586e-05 + ], + [ + "sc", + 2.4398459572694264e-05 + ], + [ + "TiO", + 1.0210598702542484e-05 + ], + [ + "KCl", + 8.268794772448018e-06 + ] + ], + "swapped_top": [ + [ + "FCC", + 0.920250415802002 + ], + [ + "B", + 0.045816570520401 + ], + [ + "f", + 0.022329213097691536 + ], + [ + "NaCl", + 0.010223058983683586 + ], + [ + "sc", + 0.0005208553629927337 + ], + [ + "r", + 0.00019854084530379623 + ], + [ + "fcc", + 0.0001481205108575523 + ], + [ + "1", + 0.00012375930964481086 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 71, + "target_rank_swapped": 81, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "source": "FCC", + "target": "HCP", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "FCC", + 0.42347031831741333 + ], + [ + "NaCl", + 0.3978135585784912 + ], + [ + "B", + 0.1765286922454834 + ], + [ + "f", + 0.0020551697816699743 + ], + [ + "$\\", + 2.6175724997301586e-05 + ], + [ + "sc", + 2.4398459572694264e-05 + ], + [ + "TiO", + 1.0210598702542484e-05 + ], + [ + "KCl", + 8.268794772448018e-06 + ] + ], + "swapped_top": [ + [ + "B", + 0.8429313898086548 + ], + [ + "FCC", + 0.13760477304458618 + ], + [ + "f", + 0.009661370888352394 + ], + [ + "NaCl", + 0.009364122524857521 + ], + [ + "bcc", + 0.00013253257202450186 + ], + [ + "sc", + 0.00012450282520148903 + ], + [ + "cc", + 4.5802029490005225e-05 + ], + [ + "**", + 2.718985706451349e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1, + "target_rank_clean": 2247, + "target_rank_swapped": 2961, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 2, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-deformation", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Deformation-mechanism report", + "description": "Dynamically select the clean report and install sibling deformation coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Dislocation", + "generated_token_ids": [ + 4830, + 7125, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + }, + { + "label": "twinning", + "surfaces": [ + "twinning" + ], + "token_ids": [ + 192329 + ] + }, + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + } + ], + "emergence": [ + { + "label": "slip", + "best_rank": 66, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 22 + }, + { + "label": "twinning", + "best_rank": 5, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 11 + }, + { + "label": "creep", + "best_rank": 10, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 5 + }, + { + "label": "diffusion", + "best_rank": 26, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 118 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "cil", + "odium", + "arita", + "zki" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "WIS", + "conductance", + "Pager", + "Clubhouse", + "ions", + "dzi", + "Fountain" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "arita", + "odium", + "ahs", + "overheard" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "arita", + "ahs", + "odium", + "erver" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "graisse", + "Fountain", + "arita", + "unica", + "ahs", + "anio", + "ta" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "graisse", + "arita", + "Fountain", + "unica", + "ta", + "erver", + "anio" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "ahs", + "quilla" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "arita", + "quilla" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "infect", + "flare", + "squares" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "parfaite", + "givings", + "no", + "nessuna" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "no", + "se", + "sur", + "esimerkiksi", + "parfaite" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "se", + "no", + "s", + "sur", + "esimerkiksi" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "no", + "se", + "no", + "sur", + "s" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "sur", + "l", + "se", + "specificity" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "sense", + "l", + "springframework", + "situation", + "system", + "obil" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "bl", + "no", + "l", + "sm", + "situation", + "l" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "sz", + "sd" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "ob", + "l", + "situation" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "no", + "og", + "ob", + "l" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "no", + "s", + "ob", + "no", + "og", + "on", + "l" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "no", + "ob", + "og", + "l", + "plastic" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "plastic", + "no", + "Plastic", + "plasticity", + "twinning", + "dislocation", + "Plastic", + "ductility" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "plasticity", + "plastic", + "Plastic", + "no", + "dislocation", + "ductility", + "sintering", + "twinning" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "dislocation", + "dislocations", + "Yield", + "creep", + "Dislocations", + "sintering", + "plasticity", + "yield" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Dis", + "Cre", + "Plastic", + "Slip", + "T", + "D", + "Elastic", + "Yield" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "slip", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 210621, + 142146, + 225931, + 227159, + 226040, + 223950, + 2103, + 228812, + 227736, + 2777, + 101345, + 49540, + 68294, + 60540, + 45232, + 45142, + 56947, + 89524, + 104974, + 51237, + 16869, + 11928, + 108, + 67, + 14, + 4 + ] + }, + { + "label": "twinning", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 79093, + 32110, + 128949, + 131526, + 127762, + 127843, + 121412, + 132643, + 129400, + 98984, + 29935, + 28360, + 24461, + 32996, + 23571, + 16036, + 11677, + 3188, + 1565, + 624, + 74, + 45, + 6, + 9, + 15, + 546 + ] + }, + { + "label": "creep", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 129023, + 114461, + 107398, + 105572, + 98014, + 109316, + 132115, + 117621, + 116410, + 117459, + 87394, + 98826, + 59321, + 73202, + 46876, + 28344, + 91313, + 58104, + 68750, + 39703, + 3549, + 1267, + 32, + 11, + 5, + 84 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 29529, + 40900, + 35980, + 34794, + 34229, + 33690, + 114968, + 28278, + 28482, + 98848, + 7870, + 5407, + 7794, + 6497, + 3049, + 767, + 2371, + 794, + 281, + 122, + 49, + 51, + 37, + 27, + 34, + 35 + ] + } + ], + "logit_lens": [ + { + "label": "slip", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 103972, + 113901, + 102825, + 141329, + 62638, + 32235, + 80776, + 47863, + 16607, + 382, + 49, + 39, + 24, + 23 + ] + }, + { + "label": "twinning", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 155806, + 189562, + 164956, + 140265, + 58997, + 33158, + 8773, + 151, + 945, + 552, + 221, + 52, + 15, + 12 + ] + }, + { + "label": "creep", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 198564, + 234312, + 210409, + 172474, + 218969, + 225318, + 184505, + 28638, + 945, + 72, + 6, + 10, + 9, + 8 + ] + }, + { + "label": "diffusion", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 26457, + 20911, + 22983, + 33408, + 97830, + 39686, + 15308, + 4748, + 3449, + 2258, + 119, + 281, + 1001, + 319 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "Yield", + "score": 9.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "major", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "voila", + "score": 6.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 5.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "consecutivos", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Yield", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "INE", + "score": 3.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "one", + "output_checked": true + }, + { + "concept": "dig", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "INI", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "mechanism", + "output_checked": true + }, + { + "concept": "elastic", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a025-seed2/materials/dose-report-deformation__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a025-seed2/materials/dose-report-deformation__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a025-seed2/materials/dose-report-deformation__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a025-seed2/materials/dose-report-deformation__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a025-seed2/materials/dose-report-deformation__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "slip", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Dis", + 0.9632673859596252 + ], + [ + "T", + 0.023372989147901535 + ], + [ + "Plastic", + 0.011040618643164635 + ], + [ + "Slip", + 0.001590551808476448 + ], + [ + "Yield", + 0.0003083425690419972 + ], + [ + "D", + 0.00020782162027899176 + ], + [ + "Cre", + 9.54268325585872e-05 + ], + [ + "_", + 7.51578263589181e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 332, + "target_rank_swapped": 367, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Dis", + "trials": [ + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "slip", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Dis", + 0.9632673859596252 + ], + [ + "T", + 0.023372989147901535 + ], + [ + "Plastic", + 0.011040618643164635 + ], + [ + "Slip", + 0.001590551808476448 + ], + [ + "Yield", + 0.0003083425690419972 + ], + [ + "D", + 0.00020782162027899176 + ], + [ + "Cre", + 9.54268325585872e-05 + ], + [ + "_", + 7.51578263589181e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 332, + "target_rank_swapped": 367, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "twinning", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "", + 0.736998975276947 + ], + [ + "'", + 0.06049656122922897 + ], + [ + "{", + 0.03905951604247093 + ], + [ + "Cre", + 0.036693017929792404 + ], + [ + "_", + 0.03446990251541138 + ], + [ + ">", + 0.03238147497177124 + ], + [ + "Cre", + 0.020907051861286163 + ], + [ + "--", + 0.013498607091605663 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 23, + "target_rank_clean": 531, + "target_rank_swapped": 1797, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "creep", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Plastic", + 0.7189581394195557 + ], + [ + "Elastic", + 0.2334115356206894 + ], + [ + "Cre", + 0.03579481691122055 + ], + [ + "Dis", + 0.0075030019506812096 + ], + [ + "Slip", + 0.002183498116210103 + ], + [ + "Yield", + 0.0011871472233906388 + ], + [ + "Vis", + 0.0003213940071873367 + ], + [ + "D", + 0.0003182706714142114 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 3, + "target_rank_clean": 231, + "target_rank_swapped": 369, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "diffusion", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Plastic", + 0.9742568731307983 + ], + [ + "Cre", + 0.018410570919513702 + ], + [ + "Elastic", + 0.005977037828415632 + ], + [ + "D", + 0.0009310427703894675 + ], + [ + "Yield", + 0.00018049088248517364 + ], + [ + "Vis", + 7.793198892613873e-05 + ], + [ + "plastic", + 3.4514636354288086e-05 + ], + [ + "Dis", + 3.202228981535882e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 7, + "target_rank_clean": 57475, + "target_rank_swapped": 82958, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 4, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-strengthening", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Strengthening-mechanism report", + "description": "Dynamically select the clean report and install sibling strengthening coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Work_hardening", + "generated_token_ids": [ + 9004, + 236779, + 130529 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "solution", + "surfaces": [ + "solution" + ], + "token_ids": [ + 3465, + 47213, + 23130, + 15607 + ] + }, + { + "label": "grain", + "surfaces": [ + "grain" + ], + "token_ids": [ + 11261, + 99208, + 79171, + 221098 + ] + }, + { + "label": "work", + "surfaces": [ + "work" + ], + "token_ids": [ + 981, + 2025, + 5490, + 9004 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 115, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 11 + }, + { + "label": "solution", + "best_rank": 49, + "best_depth": 59.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 130 + }, + { + "label": "grain", + "best_rank": 160, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 59 + }, + { + "label": "work", + "best_rank": 1121, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 40 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "cil", + "odium", + "arita", + "zki" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "WIS", + "Fountain", + "conductance", + "dzi", + "zki", + "Pager", + "Clubhouse" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "arita", + "odium", + "ahs", + "overheard" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "arita", + "ahs", + "odium", + "erver" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "graisse", + "Fountain", + "arita", + "unica", + "ahs", + "anio", + "alco" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "graisse", + "arita", + "Fountain", + "unica", + "erver", + "anio", + "ta" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "arita" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "arita", + "quilla" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "flare", + "squares", + "conferred" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "parfaite", + "givings", + "no", + "perfect" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "no", + "esimerkiksi", + "se", + "sur", + "parfaite" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "se", + "no", + "s", + "sur", + "esimerkiksi" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "no", + "se", + "sur", + "no", + "s" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "specificity", + "sur", + "givings", + "l" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "springframework", + "sense", + "l", + "situation", + "system", + "obil" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "bl", + "no", + "sm", + "l", + "situation", + "l" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "sz", + "sd", + "r" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "ob", + "l", + "og" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "no", + "og", + "ob", + "o" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "s", + "no", + "ob", + "no", + "og", + "l", + "in" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "no", + "ob", + "l", + "og", + "ib" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "alloying", + "no", + "s", + "dislocation", + "hardening", + "twinning", + "l", + "sintering" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "alloying", + "hardening", + "no", + "s", + "dislocation", + "onation", + "on", + "hardening" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "alloying", + "Solid", + "Grain", + "dislocation", + "work", + "solidification", + "fortification", + "hardening" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Work", + "Solid", + "Dis", + "Strain", + "Pre", + "Hard", + "Disp", + "Al" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 164437, + 145339, + 132614, + 129979, + 116070, + 99790, + 43809, + 131055, + 130651, + 50642, + 5281, + 9366, + 17061, + 25985, + 23672, + 75316, + 86137, + 79219, + 71562, + 42945, + 17688, + 13492, + 148, + 116, + 23, + 143 + ] + }, + { + "label": "solution", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 153842, + 66681, + 153012, + 161575, + 157109, + 153879, + 22092, + 163445, + 169233, + 26413, + 526, + 198, + 295, + 277, + 56, + 50, + 289, + 272, + 530, + 730, + 170, + 104, + 307, + 98, + 132, + 11 + ] + }, + { + "label": "grain", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 104425, + 128148, + 130207, + 123199, + 125650, + 132657, + 59731, + 107416, + 116588, + 61727, + 48478, + 40062, + 70307, + 65920, + 50580, + 53019, + 67505, + 50272, + 39324, + 10386, + 4041, + 2752, + 192, + 161, + 5, + 10 + ] + }, + { + "label": "work", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 46811, + 68328, + 54271, + 51953, + 58730, + 60889, + 102520, + 53200, + 49033, + 118352, + 221284, + 178062, + 194267, + 180834, + 199458, + 170629, + 110418, + 113540, + 99717, + 117937, + 102804, + 103930, + 40333, + 1122, + 7, + 1 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 59221, + 63566, + 57419, + 119981, + 128803, + 61930, + 15006, + 12013, + 3865, + 110, + 66, + 60, + 243, + 12 + ] + }, + { + "label": "solution", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 12977, + 16323, + 18957, + 53792, + 15698, + 17590, + 7608, + 296, + 7575, + 9172, + 1540, + 680, + 380, + 131 + ] + }, + { + "label": "grain", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 154568, + 149637, + 170497, + 179035, + 195539, + 134045, + 13816, + 4240, + 5363, + 90, + 230, + 60, + 128, + 81 + ] + }, + { + "label": "work", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 3244, + 16323, + 13802, + 17689, + 17691, + 51600, + 182010, + 21088, + 7575, + 3336, + 875, + 1642, + 106, + 41 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "dislocation", + "score": 12.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "alloying", + "score": 9.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "major", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "voila", + "score": 7.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "INI", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "mechanism", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "consecutivos", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "metals", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "model", + "output_checked": true + }, + { + "concept": "INE", + "score": 3.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "dig", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "teh", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a025-seed2/materials/dose-report-strengthening__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a025-seed2/materials/dose-report-strengthening__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a025-seed2/materials/dose-report-strengthening__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a025-seed2/materials/dose-report-strengthening__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a025-seed2/materials/dose-report-strengthening__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "precipitation", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Work", + 0.6243100762367249 + ], + [ + "Solid", + 0.3557211756706238 + ], + [ + "Dis", + 0.017165424302220345 + ], + [ + "Strain", + 0.0009991475380957127 + ], + [ + "Disp", + 0.0005692971171811223 + ], + [ + "Sol", + 0.0004574430931825191 + ], + [ + "Hard", + 0.00017093399947043508 + ], + [ + "Substitution", + 0.00014851002197246999 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 341, + "target_rank_swapped": 553, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Work", + "trials": [ + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "precipitation", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Work", + 0.6243100762367249 + ], + [ + "Solid", + 0.3557211756706238 + ], + [ + "Dis", + 0.017165424302220345 + ], + [ + "Strain", + 0.0009991475380957127 + ], + [ + "Disp", + 0.0005692971171811223 + ], + [ + "Sol", + 0.0004574430931825191 + ], + [ + "Hard", + 0.00017093399947043508 + ], + [ + "Substitution", + 0.00014851002197246999 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 341, + "target_rank_swapped": 553, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "solution", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Solid", + 0.9578659534454346 + ], + [ + "Sol", + 0.02892504632472992 + ], + [ + "Work", + 0.005350595805794001 + ], + [ + "Solution", + 0.0026904481928795576 + ], + [ + "Precipitation", + 0.0020953232888132334 + ], + [ + "Strain", + 0.0010211790213361382 + ], + [ + "Dis", + 0.0005297806928865612 + ], + [ + "solid", + 0.00039369959267787635 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1143, + "target_rank_clean": 4890, + "target_rank_swapped": 48, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "grain", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Solid", + 0.971419632434845 + ], + [ + "Work", + 0.02755705453455448 + ], + [ + "Dis", + 0.0006480797892436385 + ], + [ + "T", + 9.938625589711592e-05 + ], + [ + "Strain", + 9.336474613519385e-05 + ], + [ + "Sol", + 7.047541294014081e-05 + ], + [ + "solid", + 4.550234370981343e-05 + ], + [ + "Solution", + 2.6749446988105774e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1, + "target_rank_clean": 607, + "target_rank_swapped": 5627, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 3, + "protocol_success_rate": 0.0 + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-12b-it-report-swap-a05-seed0.json b/jlens_materials/runs/gemma4-12b-it-report-swap-a05-seed0.json new file mode 100644 index 0000000000000000000000000000000000000000..705fc537e23c8d3bde7a35b2637b3cfb528f9a9a --- /dev/null +++ b/jlens_materials/runs/gemma4-12b-it-report-swap-a05-seed0.json @@ -0,0 +1,8952 @@ +{ + "format_version": 2, + "created_at": "2026-08-25T10:31:53.226134+00:00", + "model": "google/gemma-4-12B-it", + "model_identity": { + "requested_id": "google/gemma-4-12B-it", + "requested_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "model_class": "Gemma4UnifiedForConditionalGeneration", + "config_name_or_path": "google/gemma-4-12B-it", + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-12B-it", + "vocab_size": 262144, + "n_layers": 48, + "d_model": 3840, + "dtype": "bfloat16" + }, + "tag": "gemma4-12b-it-report-swap-a05-seed0", + "n_layers": 48, + "d_model": 3840, + "lens_n_prompts": 1000, + "lens_provenance": { + "corpus": { + "dataset": "Salesforce/wikitext", + "kind": "huggingface", + "min_chars": 600, + "records": 1000, + "requested_records": 1000, + "revision": "b08601e04326c79dfdd32d625aee71d232d685c3", + "seed": 0, + "sha256": "a4b31b0673b21a932e33494c8471fb53577bd39b041f0799431c912876f5681e", + "split": "train", + "subset": "wikitext-103-raw-v1", + "text_field": "text", + "unique_records": 1000 + }, + "created_at": "2026-08-21T14:18:23.415141+00:00", + "dim_batch": 12, + "format_version": 1, + "hub": { + "path_in_repo": "gemma4-12b-it/paper/seed0.pt", + "repo_id": "lamm-mit/gemma4-jacobian-lenses", + "repo_type": "model", + "revision": "main", + "uploaded_at": "2026-08-23T10:35:08.696240+00:00" + }, + "model": { + "config_name_or_path": "google/gemma-4-12B-it", + "d_model": 3840, + "dtype": "bfloat16", + "model_class": "Gemma4UnifiedForConditionalGeneration", + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "n_layers": 48, + "requested_id": "google/gemma-4-12B-it", + "requested_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-12B-it", + "vocab_size": 262144 + }, + "paper_reference": "https://transformer-circuits.pub/2026/workspace/index.html", + "recipe": { + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers.", + "max_seq_len": 128, + "n_fit": 1000, + "name": "paper", + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "target_layer": -2 + }, + "source_layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45 + ], + "target_layer": 46, + "upstream_reference": "lamm-mit/jacobian-lens@581d398613e5602a5af361e1c34d3a92ea82ba8e" + }, + "methodology": { + "recipe": { + "name": "demo", + "n_fit": 12, + "max_seq_len": 64, + "target_layer": null, + "report_layer_count": null, + "skip_first": 16, + "strict_corpus": false, + "description": "Fast exploratory fit. Results from this profile are not a quantitative replication of the paper." + }, + "claims_level": "exploratory demo", + "paper_protocol_complete": false, + "strict_protocol": true, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 1, + "evaluation_max_seq_len": 128, + "generation_max_new_tokens": 3, + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "dtype": "bfloat16", + "layer_stride": 1, + "prompt_source": "prompts/materials-report-swap-dose-v1.json", + "swaps_enabled": true, + "swap_alpha": 0.5 + }, + "shapes": [ + "REPORT_SWAP" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": {}, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 18, + "n_graded": 18, + "minimum_required": 1, + "sufficient_sample": true, + "protocol_success_rate": 0.0, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [], + "prompts": [ + { + "slug": "dose-report-defect", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Crystalline defect report", + "description": "Dynamically select the clean report and install sibling defect coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "defect", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Vacancy", + "generated_token_ids": [ + 190211, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "interstitial", + "surfaces": [ + "interstitial" + ], + "token_ids": [ + 57610, + 181763 + ] + }, + { + "label": "twin", + "surfaces": [ + "twin" + ], + "token_ids": [ + 25276, + 123243, + 50863, + 135706 + ] + }, + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 0, + "best_depth": 91.5, + "onset_depth": 87.2, + "reached_top1": true, + "best_pos": 24, + "logit_lens_best_rank": 0 + }, + { + "label": "dislocation", + "best_rank": 0, + "best_depth": 87.2, + "onset_depth": 87.2, + "reached_top1": true, + "best_pos": 24, + "logit_lens_best_rank": 5 + }, + { + "label": "interstitial", + "best_rank": 16, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 38 + }, + { + "label": "twin", + "best_rank": 12898, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 2381 + }, + { + "label": "boundary", + "best_rank": 714, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 658 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "fanbase", + "accessdate", + "Suburban" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "accessdate", + "buat", + "Yearbook", + "embossing" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "lagoons", + "Raim", + "plong", + "juk", + "supernatural" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Mot", + "solamente", + "motels", + "ardin", + "Rue", + "isions", + "Rue" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Oriente", + "ardin", + "incidentally" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "fall", + "maxLength", + "juk", + "ch" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Birthday", + "NING", + "Lives", + "nvidia" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "haya", + "heck", + "Palis", + "hay", + "Oliveira", + "Fruit", + "cky" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "atth", + "pectives", + "overarching", + "sav", + "Hil", + "inger" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "ebel", + "no", + "sur", + "vc", + "sav" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "givings", + "parfaite", + "no", + "se" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "no", + "sense" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "s" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "no", + "se", + "no", + "si", + "l" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "sur", + "givings", + "se", + "proverbial" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "l", + "springframework", + "sense", + "situation", + "system", + "obil" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "no", + "bl", + "l", + "sm", + "situation", + "se" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "sz", + "situation", + "sd" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "situation", + "l", + "ob", + "og" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "no", + "ob", + "og", + "l", + "sz" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "no", + "s", + "ob", + "og", + "no", + "l", + "on" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "ob", + "on", + "no", + "og", + "l" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "dislocation", + "vacancy", + "Vac", + "vacancies", + "vacancy", + "no", + "dislocations", + "Vacancy" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "vacancy", + "dislocation", + "vacancy", + "Vac", + "Vacancy", + "vacancies", + "on", + "no" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "dislocation", + "vacancy", + "vacancy", + "dislocations", + "Vacancy", + "Dislocations", + "Vac" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Vacancy", + "Vac", + "Dis", + "F", + "Interstitial", + "Sch", + "vacancy", + "Point" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 172172, + 200096, + 75506, + 117307, + 93565, + 127530, + 161444, + 142678, + 163900, + 167899, + 215569, + 234478, + 220094, + 190690, + 199023, + 157336, + 205141, + 129371, + 85504, + 16876, + 2965, + 435, + 2, + 1, + 2, + 1 + ] + }, + { + "label": "dislocation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 13519, + 5618, + 39207, + 22995, + 88347, + 134193, + 196459, + 173764, + 7526, + 35462, + 182465, + 125309, + 112665, + 172375, + 62344, + 24068, + 49559, + 22283, + 8190, + 2911, + 102, + 59, + 1, + 2, + 1, + 70 + ] + }, + { + "label": "interstitial", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 206499, + 223282, + 40033, + 57574, + 11827, + 4536, + 197707, + 18860, + 154422, + 86553, + 55198, + 134560, + 129335, + 57168, + 22354, + 19064, + 79229, + 35268, + 36219, + 9558, + 1949, + 281, + 19, + 17, + 13, + 5 + ] + }, + { + "label": "twin", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 137553, + 76480, + 77958, + 64473, + 40987, + 55868, + 142178, + 158991, + 154528, + 167364, + 111580, + 119746, + 127957, + 176183, + 120784, + 137359, + 73957, + 98278, + 98979, + 109495, + 120877, + 115062, + 23866, + 12899, + 3765, + 2565 + ] + }, + { + "label": "boundary", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 82313, + 76194, + 145114, + 110087, + 73771, + 39024, + 32902, + 128647, + 11030, + 18119, + 52969, + 37884, + 41419, + 13150, + 17960, + 48670, + 22729, + 26652, + 23633, + 12151, + 9448, + 4344, + 1040, + 715, + 646, + 390 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 74736, + 58750, + 53727, + 33892, + 22218, + 5335, + 37177, + 1007, + 7, + 2, + 2, + 3, + 1, + 1 + ] + }, + { + "label": "dislocation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 41392, + 76152, + 40100, + 165973, + 209587, + 204442, + 119027, + 38620, + 5377, + 571, + 105, + 25, + 8, + 6 + ] + }, + { + "label": "interstitial", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 20718, + 41639, + 32820, + 19460, + 26855, + 24194, + 6210, + 21848, + 1292, + 634, + 44, + 39, + 142, + 42 + ] + }, + { + "label": "twin", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 59957, + 152922, + 150341, + 158406, + 108330, + 157289, + 47623, + 9950, + 85179, + 126993, + 46164, + 79245, + 4451, + 2382 + ] + }, + { + "label": "boundary", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 20718, + 38594, + 58896, + 119485, + 82437, + 82345, + 34822, + 5092, + 6873, + 906, + 5348, + 659, + 1039, + 772 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "vacancy", + "score": 6.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "major", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "impurity", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Vac", + "score": 5.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "<|channel>", + "output_checked": true + }, + { + "concept": "substitutional", + "score": 5.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "semif", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "regula", + "score": 3.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "carbide", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Question", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "Imp", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a05-seed0/materials/dose-report-defect__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a05-seed0/materials/dose-report-defect__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a05-seed0/materials/dose-report-defect__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a05-seed0/materials/dose-report-defect__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a05-seed0/materials/dose-report-defect__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "dislocation", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9997811913490295 + ], + [ + "F", + 0.00011590742360567674 + ], + [ + "Interstitial", + 5.828191206092015e-05 + ], + [ + "Vac", + 3.320803079986945e-05 + ], + [ + "Dis", + 8.937819984566886e-06 + ], + [ + "Point", + 1.1815819789262605e-06 + ], + [ + "Imp", + 6.374156669153308e-07 + ], + [ + "<|channel>", + 3.149279734770971e-07 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 69, + "target_rank_swapped": 485, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Vacancy", + "trials": [ + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "dislocation", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9997811913490295 + ], + [ + "F", + 0.00011590742360567674 + ], + [ + "Interstitial", + 5.828191206092015e-05 + ], + [ + "Vac", + 3.320803079986945e-05 + ], + [ + "Dis", + 8.937819984566886e-06 + ], + [ + "Point", + 1.1815819789262605e-06 + ], + [ + "Imp", + 6.374156669153308e-07 + ], + [ + "<|channel>", + 3.149279734770971e-07 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 69, + "target_rank_swapped": 485, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "interstitial", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9990001320838928 + ], + [ + "Vac", + 0.0007094643078744411 + ], + [ + "Dis", + 0.00027783025871030986 + ], + [ + "F", + 1.0772646419354714e-05 + ], + [ + "vacancy", + 7.446323024851154e-07 + ], + [ + "Point", + 6.469477398240997e-07 + ], + [ + "<|channel>", + 2.2011286660017504e-07 + ], + [ + "V", + 7.286961789532143e-08 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 125, + "target_rank_swapped": 8285, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "twin", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9743103981018066 + ], + [ + "Dis", + 0.024391384795308113 + ], + [ + "F", + 0.0009166587260551751 + ], + [ + "Vac", + 0.0003372199134901166 + ], + [ + "Point", + 2.44281291088555e-05 + ], + [ + "<|channel>", + 1.872969551186543e-05 + ], + [ + "J", + 4.24019560796296e-07 + ], + [ + "Void", + 1.8361947695666458e-07 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 89369, + "target_rank_swapped": 78581, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "boundary", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9994587302207947 + ], + [ + "Vac", + 0.0004305093898437917 + ], + [ + "Dis", + 5.647054786095396e-05 + ], + [ + "F", + 5.141701694810763e-05 + ], + [ + "<|channel>", + 1.843828613345977e-06 + ], + [ + "Point", + 7.807261681591626e-07 + ], + [ + "vacancy", + 1.455525193705398e-07 + ], + [ + "V", + 5.2305392017615304e-08 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 97956, + "target_rank_swapped": 167381, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 4, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-failure", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Failure-mode report", + "description": "Dynamically select the clean report and install sibling failure-mode coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "failure-mode", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Fatigue", + "generated_token_ids": [ + 77310, + 14362, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + }, + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 37, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 16 + }, + { + "label": "brittle", + "best_rank": 29, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 6 + }, + { + "label": "fatigue", + "best_rank": 16, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 0 + }, + { + "label": "cleavage", + "best_rank": 16, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 44 + }, + { + "label": "creep", + "best_rank": 101, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 25 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "fanbase", + "accessdate", + "Suburban", + "addOn" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "accessdate", + "buat", + "Famer", + "Yearbook" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "lagoons", + "Raim", + "plong", + "juk", + "supernatural" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Mot", + "ardin", + "motels", + "solamente", + "Rue", + "isions" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "ardin", + "incidentally", + "Oriente" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "fall", + "maxLength", + "juk" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Birthday", + "NING", + "Lives", + "nvidia", + "Campe" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "haya", + "heck", + "hay", + "Palis", + "Fruit", + "Oliveira", + "cky" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "atth", + "pectives", + "overarching", + "sav", + "Hil", + "inger" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "ebel", + "no", + "sur", + "sav", + "vc" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "givings", + "parfaite", + "se", + "no" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "esimerkiksi", + "sur", + "no", + "sense" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "s", + "t" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "no", + "se", + "no", + "si", + "l", + "to" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "sur", + "specificity", + "l", + "givings" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "sense", + "l", + "springframework", + "situation", + "system", + "obil" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "no", + "bl", + "sm", + "l", + "situation", + "se" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "situation", + "sz" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "situation", + "ob", + "l" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "no", + "s", + "no", + "ob", + "og", + "se" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "no", + "s", + "ob", + "no", + "og", + "crack", + "Fracture" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "no", + "og", + "ob", + "crack", + "Fracture", + "fracture" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "fracture", + "Fracture", + "crack", + "crack", + "cracks", + "cracking", + "fractures", + "no" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "fracture", + "crack", + "Fracture", + "crack", + "cracking", + "cracks", + "fracturing", + "fractures" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "fracture", + "Fracture", + "fatigue", + "Fract", + "fract", + "Fat", + "fractures", + "Fatigue" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Fat", + "Fract", + "Cor", + "Cre", + "Buck", + "Br", + "Yield", + "Cr" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 250482, + 200227, + 74920, + 41022, + 123321, + 219936, + 252030, + 256988, + 110291, + 107988, + 184439, + 98079, + 86563, + 194128, + 142882, + 111412, + 133718, + 63328, + 48748, + 20655, + 10173, + 2736, + 38, + 44, + 403, + 422 + ] + }, + { + "label": "brittle", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 246593, + 236121, + 8936, + 19084, + 11463, + 31817, + 251448, + 132067, + 220773, + 184152, + 160062, + 119302, + 120056, + 131273, + 130207, + 182604, + 217410, + 177629, + 177549, + 88602, + 8102, + 1565, + 32, + 30, + 40, + 94 + ] + }, + { + "label": "fatigue", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 210065, + 156246, + 12263, + 13014, + 5540, + 13635, + 230428, + 256514, + 221166, + 243432, + 222251, + 204861, + 192713, + 238707, + 171294, + 214330, + 223198, + 145782, + 136177, + 52892, + 469, + 208, + 17, + 20, + 4, + 13 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 36079, + 33030, + 135698, + 84805, + 108314, + 146564, + 117708, + 162303, + 8455, + 6569, + 43355, + 28768, + 21408, + 57015, + 71512, + 110594, + 74340, + 6796, + 5740, + 2616, + 365, + 255, + 21, + 17, + 18, + 2736 + ] + }, + { + "label": "creep", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 153610, + 169588, + 100030, + 137077, + 86366, + 66119, + 67162, + 27414, + 177546, + 137526, + 68461, + 132247, + 106652, + 61284, + 47498, + 25927, + 84150, + 40939, + 56197, + 34739, + 3537, + 1890, + 332, + 102, + 32, + 319 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 54995, + 20008, + 24112, + 65896, + 183494, + 195421, + 61690, + 3251, + 516, + 76, + 60, + 31, + 23, + 17 + ] + }, + { + "label": "brittle", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 32841, + 22883, + 33879, + 136202, + 84032, + 160636, + 89813, + 1089, + 44, + 17, + 12, + 7, + 14, + 10 + ] + }, + { + "label": "fatigue", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 22296, + 32509, + 39936, + 46360, + 42111, + 15396, + 1585, + 533, + 6, + 1, + 1, + 1, + 2, + 2 + ] + }, + { + "label": "cleavage", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 92896, + 57069, + 95367, + 131519, + 113944, + 136457, + 34423, + 22367, + 23880, + 14906, + 941, + 137, + 87, + 45 + ] + }, + { + "label": "creep", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 191232, + 233523, + 203596, + 156742, + 214387, + 215265, + 165911, + 14323, + 656, + 81, + 31, + 26, + 66, + 76 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "fatigue", + "score": 16.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "major", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "INE", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "sentence", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Fatigue", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "Fracture", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "<|channel>", + "output_checked": true + }, + { + "concept": "science", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "materials", + "output_checked": true + }, + { + "concept": "crack", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a05-seed0/materials/dose-report-failure__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a05-seed0/materials/dose-report-failure__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a05-seed0/materials/dose-report-failure__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a05-seed0/materials/dose-report-failure__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a05-seed0/materials/dose-report-failure__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "ductile", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.7157369256019592 + ], + [ + "Fract", + 0.2633049190044403 + ], + [ + "Cor", + 0.019073743373155594 + ], + [ + "Br", + 0.001297984505072236 + ], + [ + "Yield", + 0.00024010300694499165 + ], + [ + "Cre", + 8.695954602444544e-05 + ], + [ + "Fatigue", + 8.561136201024055e-05 + ], + [ + "Britt", + 7.67415258451365e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 414, + "target_rank_swapped": 399, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Fat", + "trials": [ + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "ductile", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.7157369256019592 + ], + [ + "Fract", + 0.2633049190044403 + ], + [ + "Cor", + 0.019073743373155594 + ], + [ + "Br", + 0.001297984505072236 + ], + [ + "Yield", + 0.00024010300694499165 + ], + [ + "Cre", + 8.695954602444544e-05 + ], + [ + "Fatigue", + 8.561136201024055e-05 + ], + [ + "Britt", + 7.67415258451365e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 414, + "target_rank_swapped": 399, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "brittle", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.9947934746742249 + ], + [ + "Cor", + 0.0040654935874044895 + ], + [ + "Fract", + 0.0007289028726518154 + ], + [ + "Cre", + 0.00036651536356657743 + ], + [ + "Yield", + 2.8262631531106308e-05 + ], + [ + "Cr", + 4.988650744053302e-06 + ], + [ + "Buck", + 2.9326765798032284e-06 + ], + [ + "F", + 2.5679371447040467e-06 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 92, + "target_rank_swapped": 232, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "fatigue", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.9892667531967163 + ], + [ + "Cor", + 0.0062617771327495575 + ], + [ + "Fract", + 0.0033516876865178347 + ], + [ + "Cre", + 0.0005471479962579906 + ], + [ + "Buck", + 0.0003879860450979322 + ], + [ + "Cr", + 6.333698547678068e-05 + ], + [ + "Yield", + 5.7668974477564916e-05 + ], + [ + "Crack", + 3.086798096774146e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 40, + "target_rank_swapped": 162, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "cleavage", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.8757725358009338 + ], + [ + "Cor", + 0.05259423330426216 + ], + [ + "Fract", + 0.047887593507766724 + ], + [ + "Br", + 0.01654950901865959 + ], + [ + "Cre", + 0.003158529056236148 + ], + [ + "Cr", + 0.0019157447386533022 + ], + [ + "Buck", + 0.0007620305987074971 + ], + [ + "Yield", + 0.0004997518262825906 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 2673, + "target_rank_swapped": 8602, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "creep", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.9851456880569458 + ], + [ + "Fract", + 0.013200960122048855 + ], + [ + "Cor", + 0.0013070720015093684 + ], + [ + "Buck", + 0.00013993385073263198 + ], + [ + "Cre", + 9.321604738943279e-05 + ], + [ + "Br", + 4.912140502710827e-05 + ], + [ + "Yield", + 4.761009768117219e-05 + ], + [ + "Cr", + 7.802553227520548e-06 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 571, + "target_rank_swapped": 1347, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 5, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-lattice", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Crystal-lattice report", + "description": "Dynamically select the clean report and install sibling lattice coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "FCC", + "generated_token_ids": [ + 216015, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "FCC", + "surfaces": [ + "FCC" + ], + "token_ids": [ + 60822, + 216015, + 191332 + ] + }, + { + "label": "BCC", + "surfaces": [ + "BCC" + ], + "token_ids": [ + 161574, + 161507 + ] + }, + { + "label": "HCP", + "surfaces": [ + "HCP" + ], + "token_ids": [ + 144542 + ] + } + ], + "emergence": [ + { + "label": "FCC", + "best_rank": 17, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 3 + }, + { + "label": "BCC", + "best_rank": 18, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 11 + }, + { + "label": "HCP", + "best_rank": 1254, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 9 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "fanbase", + "accessdate", + "Suburban", + "addOn" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "accessdate", + "buat", + "embossing", + "Yearbook" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "lagoons", + "Raim", + "juk", + "plong", + "supernatural", + "isions" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Mot", + "ardin", + "motels", + "Rue", + "solamente" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "ardin", + "juk", + "incidentally", + "Oriente" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "juk", + "fall", + "isions", + "ch" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Birthday", + "NING", + "Lives", + "Campe", + "ukk" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "haya", + "heck", + "Oliveira", + "hay", + "Fruit", + "Palis", + "Nunn" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "atth", + "sav", + "pectives", + "overarching", + "Vivid" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "no", + "sav", + "ebel", + "vc", + "sat", + "sur" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "se", + "givings", + "no", + "idades", + "parfaite" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "no" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "sav" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "se", + "no", + "si", + "no", + "sur", + "l" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "se", + "sur", + "sense", + "sav" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "l", + "si", + "sav", + "sense", + "se", + "no" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "no", + "se", + "sm", + "l", + "r", + "bl" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "r", + "sz", + "t", + "sd" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "en", + "og", + "r", + "t" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "og", + "no", + "se", + "l", + "in" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "s", + "no", + "t", + "og", + "ob", + "l", + "en", + "as" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "s", + "no", + "t", + "no", + "en", + "on", + "og", + "structure" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "s", + "no", + "l", + "t", + "og", + "en", + "on" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "s", + "l", + "on", + "en", + "t", + "no", + "NaCl", + "PVC" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "FCC", + "BCC", + "FCC", + "NaCl", + "NaCl", + "SCC", + "RCC", + "ICC" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "FCC", + "NaCl", + "B", + "f", + "sc", + "TiO", + "KCl" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "FCC", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 122285, + 182565, + 182803, + 222213, + 202365, + 194798, + 31052, + 15789, + 26208, + 67841, + 110456, + 171897, + 178786, + 149708, + 74935, + 49652, + 40429, + 23858, + 38686, + 16809, + 3060, + 2089, + 63, + 18, + 2, + 1 + ] + }, + { + "label": "BCC", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 120613, + 161520, + 178460, + 156854, + 163078, + 128589, + 118016, + 66064, + 48005, + 32210, + 86064, + 83265, + 86725, + 88295, + 42563, + 42185, + 20350, + 8491, + 23050, + 9607, + 2649, + 2112, + 93, + 19, + 3, + 10 + ] + }, + { + "label": "HCP", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 94170, + 65945, + 37126, + 28789, + 17847, + 16158, + 215286, + 126849, + 181727, + 195111, + 194845, + 146897, + 89976, + 150193, + 118265, + 118963, + 196261, + 88153, + 144302, + 117145, + 68709, + 58986, + 10647, + 1255, + 106, + 2393 + ] + } + ], + "logit_lens": [ + { + "label": "FCC", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 63765, + 54217, + 36024, + 151598, + 98837, + 39583, + 75, + 428, + 113, + 42, + 26, + 24, + 12, + 4 + ] + }, + { + "label": "BCC", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 51143, + 56152, + 57507, + 90046, + 12156, + 2601, + 3114, + 2796, + 4139, + 177, + 43, + 59, + 57, + 12 + ] + }, + { + "label": "HCP", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 190648, + 213343, + 210977, + 232098, + 166467, + 159014, + 51899, + 4959, + 843, + 621, + 324, + 277, + 111, + 10 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "cubic", + "score": 8.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "major", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "acronym", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "abbreviation", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "INE", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "using", + "output_checked": true + }, + { + "concept": "dure", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "salt", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "model", + "output_checked": true + }, + { + "concept": "NaCl", + "score": 3.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "Question", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "Imp", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "DNA", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a05-seed0/materials/dose-report-lattice__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a05-seed0/materials/dose-report-lattice__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a05-seed0/materials/dose-report-lattice__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a05-seed0/materials/dose-report-lattice__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a05-seed0/materials/dose-report-lattice__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "source": "FCC", + "target": "BCC", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "FCC", + 0.42347031831741333 + ], + [ + "NaCl", + 0.3978135585784912 + ], + [ + "B", + 0.1765286922454834 + ], + [ + "f", + 0.0020551697816699743 + ], + [ + "$\\", + 2.6175724997301586e-05 + ], + [ + "sc", + 2.4398459572694264e-05 + ], + [ + "TiO", + 1.0210598702542484e-05 + ], + [ + "KCl", + 8.268794772448018e-06 + ] + ], + "swapped_top": [ + [ + "FCC", + 0.9658361077308655 + ], + [ + "NaCl", + 0.013776912353932858 + ], + [ + "B", + 0.011784018017351627 + ], + [ + "f", + 0.00784984789788723 + ], + [ + "sc", + 0.00033633343991823494 + ], + [ + "fcc", + 0.00012249781866557896 + ], + [ + "r", + 5.3306695917854086e-05 + ], + [ + "1", + 5.1666622312041e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 71, + "target_rank_swapped": 77, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "FCC", + "trials": [ + { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "source": "FCC", + "target": "BCC", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "FCC", + 0.42347031831741333 + ], + [ + "NaCl", + 0.3978135585784912 + ], + [ + "B", + 0.1765286922454834 + ], + [ + "f", + 0.0020551697816699743 + ], + [ + "$\\", + 2.6175724997301586e-05 + ], + [ + "sc", + 2.4398459572694264e-05 + ], + [ + "TiO", + 1.0210598702542484e-05 + ], + [ + "KCl", + 8.268794772448018e-06 + ] + ], + "swapped_top": [ + [ + "FCC", + 0.9658361077308655 + ], + [ + "NaCl", + 0.013776912353932858 + ], + [ + "B", + 0.011784018017351627 + ], + [ + "f", + 0.00784984789788723 + ], + [ + "sc", + 0.00033633343991823494 + ], + [ + "fcc", + 0.00012249781866557896 + ], + [ + "r", + 5.3306695917854086e-05 + ], + [ + "1", + 5.1666622312041e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 71, + "target_rank_swapped": 77, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "source": "FCC", + "target": "HCP", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "FCC", + 0.42347031831741333 + ], + [ + "NaCl", + 0.3978135585784912 + ], + [ + "B", + 0.1765286922454834 + ], + [ + "f", + 0.0020551697816699743 + ], + [ + "$\\", + 2.6175724997301586e-05 + ], + [ + "sc", + 2.4398459572694264e-05 + ], + [ + "TiO", + 1.0210598702542484e-05 + ], + [ + "KCl", + 8.268794772448018e-06 + ] + ], + "swapped_top": [ + [ + "B", + 0.7880141735076904 + ], + [ + "FCC", + 0.19924120604991913 + ], + [ + "f", + 0.006817658431828022 + ], + [ + "NaCl", + 0.005478142760694027 + ], + [ + "sc", + 0.00017886768910102546 + ], + [ + "bcc", + 9.279533696826547e-05 + ], + [ + "cc", + 4.593702396959998e-05 + ], + [ + "**", + 3.720093809533864e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1, + "target_rank_clean": 2247, + "target_rank_swapped": 2468, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 2, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-deformation", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Deformation-mechanism report", + "description": "Dynamically select the clean report and install sibling deformation coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Dislocation", + "generated_token_ids": [ + 4830, + 7125, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + }, + { + "label": "twinning", + "surfaces": [ + "twinning" + ], + "token_ids": [ + 192329 + ] + }, + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + } + ], + "emergence": [ + { + "label": "slip", + "best_rank": 62, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 22 + }, + { + "label": "twinning", + "best_rank": 5, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 11 + }, + { + "label": "creep", + "best_rank": 10, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 5 + }, + { + "label": "diffusion", + "best_rank": 26, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 118 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "fanbase", + "accessdate", + "Suburban" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "accessdate", + "buat", + "embossing", + "Yearbook" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "lagoons", + "Raim", + "plong", + "juk", + "supernatural" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Mot", + "ardin", + "motels", + "solamente", + "Rue", + "isions" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "ardin", + "Oriente", + "incidentally" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "fall", + "maxLength", + "ch", + "juk" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Birthday", + "NING", + "Lives", + "Campe", + "nvidia" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "haya", + "hay", + "Fruit", + "heck", + "Oliveira", + "Palis", + "hent" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "atth", + "sav", + "pectives", + "overarching", + "Hil", + "inger" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "ebel", + "no", + "sur", + "sav", + "vc" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "givings", + "se", + "no", + "parfaite" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "no", + "s", + "sense" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "s", + "sav" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "no", + "se", + "no", + "si", + "l" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "sur", + "se", + "specificity", + "l" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "sense", + "l", + "springframework", + "situation", + "system", + "obil" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "no", + "bl", + "l", + "sm", + "situation", + "l" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "sz", + "sd" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "ob", + "l", + "og" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "no", + "og", + "ob", + "l" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "no", + "s", + "ob", + "no", + "og", + "on", + "l" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "no", + "ob", + "og", + "l", + "plastic" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "plastic", + "no", + "Plastic", + "plasticity", + "twinning", + "dislocation", + "Plastic", + "ductility" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "plastic", + "plasticity", + "Plastic", + "no", + "dislocation", + "ductility", + "twinning", + "sintering" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "dislocation", + "dislocations", + "Yield", + "creep", + "Dislocations", + "sintering", + "plasticity", + "Plastic" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Dis", + "Cre", + "Plastic", + "Slip", + "T", + "D", + "Elastic", + "Yield" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "slip", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 169115, + 141538, + 17688, + 57194, + 28553, + 23244, + 152440, + 60176, + 134325, + 152801, + 100727, + 51156, + 69704, + 62861, + 45113, + 43884, + 59289, + 88325, + 105407, + 52784, + 17072, + 12249, + 107, + 63, + 14, + 4 + ] + }, + { + "label": "twinning", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 12021, + 59840, + 230432, + 245691, + 240074, + 183633, + 16336, + 28370, + 13788, + 17678, + 29778, + 48407, + 54912, + 29649, + 23866, + 16483, + 11142, + 3225, + 1665, + 617, + 66, + 41, + 6, + 8, + 15, + 546 + ] + }, + { + "label": "creep", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 156251, + 168781, + 100173, + 138439, + 87910, + 66568, + 67168, + 27083, + 174560, + 130157, + 69623, + 129997, + 108611, + 66093, + 50054, + 30052, + 93205, + 58321, + 68943, + 39946, + 3616, + 1333, + 32, + 11, + 5, + 84 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 16551, + 19395, + 203582, + 145442, + 195737, + 183841, + 37049, + 33900, + 2161, + 2527, + 8764, + 3321, + 5430, + 8299, + 3347, + 788, + 2350, + 833, + 283, + 125, + 49, + 50, + 36, + 27, + 34, + 35 + ] + } + ], + "logit_lens": [ + { + "label": "slip", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 103972, + 113901, + 102825, + 141329, + 62638, + 32235, + 80776, + 47863, + 16607, + 382, + 49, + 39, + 24, + 23 + ] + }, + { + "label": "twinning", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 155806, + 189562, + 164956, + 140265, + 58997, + 33158, + 8773, + 151, + 945, + 552, + 221, + 52, + 15, + 12 + ] + }, + { + "label": "creep", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 198564, + 234312, + 210409, + 172474, + 218969, + 225318, + 184505, + 28638, + 945, + 72, + 6, + 10, + 9, + 8 + ] + }, + { + "label": "diffusion", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 26457, + 20911, + 22983, + 33408, + 97830, + 39686, + 15308, + 4748, + 3449, + 2258, + 119, + 281, + 1001, + 319 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "Yield", + "score": 9.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "major", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 5.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "INE", + "score": 4.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Yield", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "question", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "dig", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "semif", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "INI", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "mechanism", + "output_checked": true + }, + { + "concept": "elastic", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a05-seed0/materials/dose-report-deformation__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a05-seed0/materials/dose-report-deformation__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a05-seed0/materials/dose-report-deformation__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a05-seed0/materials/dose-report-deformation__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a05-seed0/materials/dose-report-deformation__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "slip", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Dis", + 0.970404326915741 + ], + [ + "T", + 0.025064760819077492 + ], + [ + "Slip", + 0.0026418061461299658 + ], + [ + "Plastic", + 0.001653200015425682 + ], + [ + "Yield", + 7.179029489634559e-05 + ], + [ + "D", + 6.931027019163594e-05 + ], + [ + "Cre", + 3.92227630072739e-05 + ], + [ + "_", + 2.969375782413408e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 332, + "target_rank_swapped": 223, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Dis", + "trials": [ + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "slip", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Dis", + 0.970404326915741 + ], + [ + "T", + 0.025064760819077492 + ], + [ + "Slip", + 0.0026418061461299658 + ], + [ + "Plastic", + 0.001653200015425682 + ], + [ + "Yield", + 7.179029489634559e-05 + ], + [ + "D", + 6.931027019163594e-05 + ], + [ + "Cre", + 3.92227630072739e-05 + ], + [ + "_", + 2.969375782413408e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 332, + "target_rank_swapped": 223, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "twinning", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "", + 0.4615561068058014 + ], + [ + "", + 0.24705319106578827 + ], + [ + "_", + 0.19240520894527435 + ], + [ + "Cre", + 0.040330324321985245 + ], + [ + "Cre", + 0.03559138625860214 + ], + [ + "Duct", + 0.004816770553588867 + ], + [ + ">", + 0.0037513042334467173 + ], + [ + "Dis", + 0.0033105146139860153 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 8, + "target_rank_clean": 531, + "target_rank_swapped": 1814, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "creep", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Plastic", + 0.7951494455337524 + ], + [ + "Elastic", + 0.19485974311828613 + ], + [ + "Cre", + 0.00570321548730135 + ], + [ + "Dis", + 0.0018807208398357034 + ], + [ + "Yield", + 0.001140714855864644 + ], + [ + "D", + 0.0006201959331519902 + ], + [ + "Slip", + 0.00023175029491540045 + ], + [ + "Vis", + 0.00015558977611362934 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 3, + "target_rank_clean": 231, + "target_rank_swapped": 565, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "diffusion", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Plastic", + 0.8195604681968689 + ], + [ + "Dis", + 0.16138102114200592 + ], + [ + "Cre", + 0.015247158706188202 + ], + [ + "D", + 0.0013427311787381768 + ], + [ + "Slip", + 0.0011529938783496618 + ], + [ + "Yield", + 0.0005217291181907058 + ], + [ + "_", + 0.0002503283612895757 + ], + [ + "Vis", + 0.00021079761791042984 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1, + "target_rank_clean": 57475, + "target_rank_swapped": 49397, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 4, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-strengthening", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Strengthening-mechanism report", + "description": "Dynamically select the clean report and install sibling strengthening coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Work_hardening", + "generated_token_ids": [ + 9004, + 236779, + 130529 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "solution", + "surfaces": [ + "solution" + ], + "token_ids": [ + 3465, + 47213, + 23130, + 15607 + ] + }, + { + "label": "grain", + "surfaces": [ + "grain" + ], + "token_ids": [ + 11261, + 99208, + 79171, + 221098 + ] + }, + { + "label": "work", + "surfaces": [ + "work" + ], + "token_ids": [ + 981, + 2025, + 5490, + 9004 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 112, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 11 + }, + { + "label": "solution", + "best_rank": 45, + "best_depth": 59.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 130 + }, + { + "label": "grain", + "best_rank": 160, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 59 + }, + { + "label": "work", + "best_rank": 1028, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 40 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "fanbase", + "accessdate", + "Suburban", + "addOn" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "accessdate", + "buat", + "Yearbook", + "embossing" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "lagoons", + "Raim", + "plong", + "juk", + "supernatural" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Mot", + "ardin", + "motels", + "solamente", + "Rue", + "isions" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "ardin", + "Oriente", + "incidentally", + "juk" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "fall", + "juk", + "ch" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Birthday", + "NING", + "Lives", + "nvidia", + "Campe" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "haya", + "heck", + "hay", + "Fruit", + "Oliveira", + "Palis", + "Nunn" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "atth", + "sav", + "pectives", + "overarching", + "Hil", + "inger" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "ebel", + "sur", + "no", + "sav", + "vc" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "givings", + "se", + "parfaite", + "no" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "no", + "sense", + "s" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "s", + "sav" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "se", + "no", + "no", + "si", + "l", + "s" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "sur", + "specificity", + "l", + "givings" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "springframework", + "sense", + "l", + "situation", + "obil", + "system" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "bl", + "no", + "l", + "sm", + "situation", + "l" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "sz", + "sd", + "r" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "ob", + "l", + "og" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "no", + "og", + "ob", + "o" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "s", + "no", + "ob", + "no", + "og", + "l", + "in" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "no", + "ob", + "l", + "og", + "ib" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "alloying", + "no", + "s", + "dislocation", + "hardening", + "twinning", + "sintering", + "l" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "alloying", + "hardening", + "no", + "s", + "dislocation", + "onation", + "hardening", + "on" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "alloying", + "Solid", + "dislocation", + "Grain", + "work", + "solidification", + "fortification", + "hardening" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Work", + "Solid", + "Dis", + "Strain", + "Pre", + "Hard", + "Disp", + "Al" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 53561, + 54040, + 90927, + 59123, + 93764, + 82358, + 29286, + 7898, + 58445, + 31043, + 3454, + 15899, + 31511, + 22772, + 23740, + 73419, + 84951, + 78657, + 72007, + 42920, + 17942, + 13906, + 140, + 113, + 24, + 143 + ] + }, + { + "label": "solution", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 82872, + 134205, + 24098, + 69655, + 16696, + 14659, + 110740, + 7316, + 12003, + 5312, + 340, + 460, + 1308, + 181, + 59, + 46, + 272, + 299, + 546, + 757, + 167, + 105, + 315, + 97, + 130, + 11 + ] + }, + { + "label": "grain", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 70877, + 81631, + 69282, + 46270, + 49817, + 64685, + 129888, + 28172, + 159980, + 120298, + 52869, + 43390, + 57988, + 60981, + 50623, + 51383, + 67432, + 51016, + 40098, + 10514, + 4042, + 2714, + 176, + 161, + 6, + 10 + ] + }, + { + "label": "work", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 206864, + 237558, + 67987, + 162644, + 66619, + 40468, + 126811, + 61932, + 187550, + 194066, + 208177, + 201136, + 222980, + 170541, + 201451, + 171757, + 111090, + 112868, + 100007, + 118498, + 104392, + 105646, + 40465, + 1029, + 7, + 1 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 59221, + 63566, + 57419, + 119981, + 128803, + 61930, + 15006, + 12013, + 3865, + 110, + 66, + 60, + 243, + 12 + ] + }, + { + "label": "solution", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 12977, + 16323, + 18957, + 53792, + 15698, + 17590, + 7608, + 296, + 7575, + 9172, + 1540, + 680, + 380, + 131 + ] + }, + { + "label": "grain", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 154568, + 149637, + 170497, + 179035, + 195539, + 134045, + 13816, + 4240, + 5363, + 90, + 230, + 60, + 128, + 81 + ] + }, + { + "label": "work", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 3244, + 16323, + 13802, + 17689, + 17691, + 51600, + 182010, + 21088, + 7575, + 3336, + 875, + 1642, + 106, + 41 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "dislocation", + "score": 11.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "alloying", + "score": 9.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "major", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "INI", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "mechanism", + "output_checked": true + }, + { + "concept": "INE", + "score": 4.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "question", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "metals", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "model", + "output_checked": true + }, + { + "concept": "dig", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "teh", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Question", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "Answer", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a05-seed0/materials/dose-report-strengthening__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a05-seed0/materials/dose-report-strengthening__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a05-seed0/materials/dose-report-strengthening__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a05-seed0/materials/dose-report-strengthening__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a05-seed0/materials/dose-report-strengthening__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "precipitation", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Work", + 0.49604400992393494 + ], + [ + "Solid", + 0.437757283449173 + ], + [ + "Dis", + 0.05742126703262329 + ], + [ + "Strain", + 0.0033423183485865593 + ], + [ + "Disp", + 0.0024452924262732267 + ], + [ + "Sol", + 0.0006182667566463351 + ], + [ + "Substitution", + 0.0005808078567497432 + ], + [ + "Hard", + 0.0003779388789553195 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 341, + "target_rank_swapped": 739, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Work", + "trials": [ + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "precipitation", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Work", + 0.49604400992393494 + ], + [ + "Solid", + 0.437757283449173 + ], + [ + "Dis", + 0.05742126703262329 + ], + [ + "Strain", + 0.0033423183485865593 + ], + [ + "Disp", + 0.0024452924262732267 + ], + [ + "Sol", + 0.0006182667566463351 + ], + [ + "Substitution", + 0.0005808078567497432 + ], + [ + "Hard", + 0.0003779388789553195 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 341, + "target_rank_swapped": 739, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "solution", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Solid", + 0.9065256118774414 + ], + [ + "Work", + 0.051142673939466476 + ], + [ + "Precipitation", + 0.021319439634680748 + ], + [ + "Sol", + 0.008348813280463219 + ], + [ + "Strain", + 0.004757010377943516 + ], + [ + "Solution", + 0.0025462438352406025 + ], + [ + "Dis", + 0.002318381564691663 + ], + [ + "Substitution", + 0.0004936119075864553 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 199, + "target_rank_clean": 4890, + "target_rank_swapped": 71, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "grain", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Solid", + 0.9279036521911621 + ], + [ + "Work", + 0.07155224680900574 + ], + [ + "Dis", + 0.00023496421636082232 + ], + [ + "Strain", + 0.0001257672847714275 + ], + [ + "Sol", + 7.870314584579319e-05 + ], + [ + "T", + 2.8953274522791617e-05 + ], + [ + "Solution", + 2.3264608898898587e-05 + ], + [ + "solid", + 1.3676556591235567e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1, + "target_rank_clean": 607, + "target_rank_swapped": 3636, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 3, + "protocol_success_rate": 0.0 + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-12b-it-report-swap-a05-seed1.json b/jlens_materials/runs/gemma4-12b-it-report-swap-a05-seed1.json new file mode 100644 index 0000000000000000000000000000000000000000..5281c7fbabd1445126c780ba9bdc4e8069d422f8 --- /dev/null +++ b/jlens_materials/runs/gemma4-12b-it-report-swap-a05-seed1.json @@ -0,0 +1,8969 @@ +{ + "format_version": 2, + "created_at": "2026-08-25T10:32:56.265135+00:00", + "model": "google/gemma-4-12B-it", + "model_identity": { + "requested_id": "google/gemma-4-12B-it", + "requested_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "model_class": "Gemma4UnifiedForConditionalGeneration", + "config_name_or_path": "google/gemma-4-12B-it", + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-12B-it", + "vocab_size": 262144, + "n_layers": 48, + "d_model": 3840, + "dtype": "bfloat16" + }, + "tag": "gemma4-12b-it-report-swap-a05-seed1", + "n_layers": 48, + "d_model": 3840, + "lens_n_prompts": 1000, + "lens_provenance": { + "corpus": { + "dataset": "Salesforce/wikitext", + "kind": "huggingface", + "min_chars": 600, + "records": 1000, + "requested_records": 1000, + "revision": "b08601e04326c79dfdd32d625aee71d232d685c3", + "seed": 1, + "sha256": "339321308896ebec0e2f4e77c3c911f240e11677a92fd46c9e7e978e8df61065", + "split": "train", + "subset": "wikitext-103-raw-v1", + "text_field": "text", + "unique_records": 1000 + }, + "created_at": "2026-08-23T10:35:39.069422+00:00", + "dim_batch": 12, + "format_version": 1, + "hub": { + "path_in_repo": "gemma4-12b-it/paper/seed1.pt", + "repo_id": "lamm-mit/gemma4-jacobian-lenses", + "repo_type": "model", + "revision": "main", + "uploaded_at": "2026-08-25T06:54:59.313300+00:00" + }, + "model": { + "config_name_or_path": "google/gemma-4-12B-it", + "d_model": 3840, + "dtype": "bfloat16", + "model_class": "Gemma4UnifiedForConditionalGeneration", + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "n_layers": 48, + "requested_id": "google/gemma-4-12B-it", + "requested_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-12B-it", + "vocab_size": 262144 + }, + "paper_reference": "https://transformer-circuits.pub/2026/workspace/index.html", + "recipe": { + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers.", + "max_seq_len": 128, + "n_fit": 1000, + "name": "paper", + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "target_layer": -2 + }, + "source_layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45 + ], + "target_layer": 46, + "upstream_reference": "lamm-mit/jacobian-lens@581d398613e5602a5af361e1c34d3a92ea82ba8e" + }, + "methodology": { + "recipe": { + "name": "demo", + "n_fit": 12, + "max_seq_len": 64, + "target_layer": null, + "report_layer_count": null, + "skip_first": 16, + "strict_corpus": false, + "description": "Fast exploratory fit. Results from this profile are not a quantitative replication of the paper." + }, + "claims_level": "exploratory demo", + "paper_protocol_complete": false, + "strict_protocol": true, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 1, + "evaluation_max_seq_len": 128, + "generation_max_new_tokens": 3, + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "dtype": "bfloat16", + "layer_stride": 1, + "prompt_source": "prompts/materials-report-swap-dose-v1.json", + "swaps_enabled": true, + "swap_alpha": 0.5 + }, + "shapes": [ + "REPORT_SWAP" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": {}, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 18, + "n_graded": 18, + "minimum_required": 1, + "sufficient_sample": true, + "protocol_success_rate": 0.0, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [], + "prompts": [ + { + "slug": "dose-report-defect", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Crystalline defect report", + "description": "Dynamically select the clean report and install sibling defect coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "defect", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Vacancy", + "generated_token_ids": [ + 190211, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "interstitial", + "surfaces": [ + "interstitial" + ], + "token_ids": [ + 57610, + 181763 + ] + }, + { + "label": "twin", + "surfaces": [ + "twin" + ], + "token_ids": [ + 25276, + 123243, + 50863, + 135706 + ] + }, + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 0, + "best_depth": 91.5, + "onset_depth": 87.2, + "reached_top1": true, + "best_pos": 24, + "logit_lens_best_rank": 0 + }, + { + "label": "dislocation", + "best_rank": 0, + "best_depth": 87.2, + "onset_depth": 87.2, + "reached_top1": true, + "best_pos": 24, + "logit_lens_best_rank": 5 + }, + { + "label": "interstitial", + "best_rank": 16, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 38 + }, + { + "label": "twin", + "best_rank": 13213, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 2381 + }, + { + "label": "boundary", + "best_rank": 711, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 658 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "terne", + "MNR", + "itaire", + "OBE", + "osti", + "Mve", + "nonlinear" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "MNR", + "poolside", + "percentage" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "imov", + "IMI", + "kinderen", + "manipular" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Rue", + "sized", + "Rue", + "setConfig", + "isms", + "istency", + "kons" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "in", + "olutions", + "amounting", + "ions" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "as", + "si", + "midd", + "CBI", + "osl" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "haya", + "release", + "Released", + "released", + "RELEASE", + "ografico", + "releasing", + "Frei" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "ForegroundColor", + "erings", + "oed" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "sing", + "astri", + "signing", + "bev", + "signing", + "release", + "j" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "j", + "s", + "astri", + "l", + "dere", + "si" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "givings", + "parfaite", + "perfect", + "no" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "esimerkiksi", + "sur", + "no", + "sense" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "esimerkiksi", + "sur", + "s" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "se", + "no", + "no", + "si", + "to" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "sur", + "givings", + "se", + "proverbial" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "situation", + "l", + "sense", + "springframework", + "obil", + "system" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "bl", + "no", + "l", + "situation", + "sm", + "se" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "sz", + "situation", + "sd" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "ob", + "situation", + "l", + "og" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "no", + "ob", + "og", + "l", + "sz" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "no", + "s", + "ob", + "og", + "no", + "l", + "on", + "sz" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "ob", + "on", + "no", + "og", + "l" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "dislocation", + "vacancy", + "Vac", + "vacancies", + "vacancy", + "no", + "dislocations", + "Vacancy" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "vacancy", + "dislocation", + "vacancy", + "Vacancy", + "Vac", + "vacancies", + "on", + "no" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "dislocation", + "vacancy", + "vacancy", + "dislocations", + "Vacancy", + "Dislocations", + "Vac" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Vacancy", + "Vac", + "Dis", + "F", + "Interstitial", + "Sch", + "vacancy", + "Point" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 221664, + 230899, + 87044, + 179801, + 155101, + 104989, + 193084, + 209952, + 102328, + 129149, + 206748, + 227387, + 214307, + 185295, + 196371, + 156257, + 205089, + 126936, + 83636, + 16432, + 2981, + 398, + 2, + 1, + 2, + 1 + ] + }, + { + "label": "dislocation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 74877, + 58231, + 15718, + 35578, + 138526, + 156690, + 241622, + 164267, + 13130, + 90267, + 210205, + 142879, + 121698, + 167282, + 61413, + 24253, + 50445, + 21910, + 8214, + 2870, + 104, + 59, + 1, + 2, + 1, + 70 + ] + }, + { + "label": "interstitial", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 83985, + 111050, + 54975, + 185355, + 22207, + 7392, + 114384, + 102039, + 178583, + 170543, + 54451, + 138422, + 132396, + 53430, + 22737, + 18660, + 79596, + 35378, + 36976, + 9436, + 1946, + 279, + 19, + 17, + 13, + 5 + ] + }, + { + "label": "twin", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 124481, + 65351, + 77794, + 59958, + 60680, + 75390, + 54378, + 99861, + 89595, + 129859, + 123723, + 123405, + 127911, + 172568, + 121884, + 135489, + 72613, + 97570, + 97622, + 109095, + 120559, + 115291, + 24462, + 13214, + 3759, + 2565 + ] + }, + { + "label": "boundary", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 136829, + 126365, + 126967, + 67122, + 12058, + 13802, + 39749, + 53913, + 21155, + 12186, + 46259, + 29782, + 35880, + 15024, + 17830, + 47232, + 22083, + 25731, + 22896, + 12019, + 9467, + 4267, + 1042, + 712, + 647, + 390 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 74736, + 58750, + 53727, + 33892, + 22218, + 5335, + 37177, + 1007, + 7, + 2, + 2, + 3, + 1, + 1 + ] + }, + { + "label": "dislocation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 41392, + 76152, + 40100, + 165973, + 209587, + 204442, + 119027, + 38620, + 5377, + 571, + 105, + 25, + 8, + 6 + ] + }, + { + "label": "interstitial", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 20718, + 41639, + 32820, + 19460, + 26855, + 24194, + 6210, + 21848, + 1292, + 634, + 44, + 39, + 142, + 42 + ] + }, + { + "label": "twin", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 59957, + 152922, + 150341, + 158406, + 108330, + 157289, + 47623, + 9950, + 85179, + 126993, + 46164, + 79245, + 4451, + 2382 + ] + }, + { + "label": "boundary", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 20718, + 38594, + 58896, + 119485, + 82437, + 82345, + 34822, + 5092, + 6873, + 906, + 5348, + 659, + 1039, + 772 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "vacancy", + "score": 6.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "substitutional", + "score": 6.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "impurity", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Vac", + "score": 5.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "<|channel>", + "output_checked": true + }, + { + "concept": "major", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "semif", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "regula", + "score": 3.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "carbide", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Question", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "Imp", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a05-seed1/materials/dose-report-defect__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a05-seed1/materials/dose-report-defect__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a05-seed1/materials/dose-report-defect__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a05-seed1/materials/dose-report-defect__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a05-seed1/materials/dose-report-defect__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "dislocation", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9997137188911438 + ], + [ + "F", + 0.0001488180278101936 + ], + [ + "Interstitial", + 7.720577559666708e-05 + ], + [ + "Vac", + 4.005383016192354e-05 + ], + [ + "Dis", + 1.669692028372083e-05 + ], + [ + "Point", + 1.815705786611943e-06 + ], + [ + "Imp", + 9.273717864743958e-07 + ], + [ + "<|channel>", + 3.130669483653037e-07 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 69, + "target_rank_swapped": 364, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Vacancy", + "trials": [ + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "dislocation", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9997137188911438 + ], + [ + "F", + 0.0001488180278101936 + ], + [ + "Interstitial", + 7.720577559666708e-05 + ], + [ + "Vac", + 4.005383016192354e-05 + ], + [ + "Dis", + 1.669692028372083e-05 + ], + [ + "Point", + 1.815705786611943e-06 + ], + [ + "Imp", + 9.273717864743958e-07 + ], + [ + "<|channel>", + 3.130669483653037e-07 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 69, + "target_rank_swapped": 364, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "interstitial", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9994033575057983 + ], + [ + "Vac", + 0.0004878040635958314 + ], + [ + "Dis", + 8.476762741338462e-05 + ], + [ + "F", + 2.211295759479981e-05 + ], + [ + "vacancy", + 1.2475277344492497e-06 + ], + [ + "Point", + 4.6616702320534387e-07 + ], + [ + "<|channel>", + 1.3251973030037334e-07 + ], + [ + "V", + 6.186860446177889e-08 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 125, + "target_rank_swapped": 7361, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "twin", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.8506219387054443 + ], + [ + "Dis", + 0.14781592786312103 + ], + [ + "F", + 0.0007286715554073453 + ], + [ + "Vac", + 0.0006845235475338995 + ], + [ + "Point", + 0.00011174539395142347 + ], + [ + "<|channel>", + 3.3552056265762076e-05 + ], + [ + "J", + 1.3633884918817785e-06 + ], + [ + "Void", + 9.517985404272622e-07 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 89369, + "target_rank_swapped": 80657, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "boundary", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9995715022087097 + ], + [ + "Vac", + 0.00031500295153819025 + ], + [ + "Dis", + 5.826968845212832e-05 + ], + [ + "F", + 5.3055151511216536e-05 + ], + [ + "<|channel>", + 1.4817251212662086e-06 + ], + [ + "Point", + 4.7358776100736577e-07 + ], + [ + "vacancy", + 1.1425836987655202e-07 + ], + [ + "V", + 4.7259316460213086e-08 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 97956, + "target_rank_swapped": 161894, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 4, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-failure", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Failure-mode report", + "description": "Dynamically select the clean report and install sibling failure-mode coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "failure-mode", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Fatigue", + "generated_token_ids": [ + 77310, + 14362, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + }, + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 37, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 16 + }, + { + "label": "brittle", + "best_rank": 27, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 6 + }, + { + "label": "fatigue", + "best_rank": 16, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 0 + }, + { + "label": "cleavage", + "best_rank": 16, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 44 + }, + { + "label": "creep", + "best_rank": 102, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 25 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "terne", + "MNR", + "itaire", + "OBE", + "osti", + "Mve", + "BBBB" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "MNR", + "poolside", + "percentage" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "imov", + "IMI", + "kinderen", + "manipular" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Rue", + "sized", + "setConfig", + "isms", + "istency", + "Rue", + "kons" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "in", + "olutions", + "Draper", + "amounting", + "amount" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "midd", + "CBI", + "as" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "haya", + "release", + "Released", + "RELEASE", + "released", + "ografico", + "releasing", + "Frei" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "ForegroundColor", + "oed", + "erings" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "sing", + "signing", + "astri", + "signing", + "release", + "bev", + "j" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "j", + "s", + "astri", + "l", + "si", + "istern" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "givings", + "perfect", + "parfaite", + "wobei" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "esimerkiksi", + "sur", + "sense", + "no" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "esimerkiksi", + "sur", + "s", + "t" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "se", + "no", + "no", + "to", + "si", + "s" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "sur", + "restriction", + "specificity", + "se" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "sense", + "l", + "situation", + "springframework", + "obil", + "system" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "no", + "bl", + "sm", + "situation", + "l" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "situation", + "sz" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "situation", + "ob", + "l" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "no", + "s", + "no", + "ob", + "og", + "se" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "no", + "s", + "ob", + "no", + "og", + "crack", + "Fracture" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "no", + "og", + "ob", + "crack", + "Fracture", + "crack" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "fracture", + "Fracture", + "crack", + "crack", + "cracks", + "cracking", + "fractures", + "no" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "fracture", + "crack", + "Fracture", + "crack", + "cracking", + "cracks", + "fracturing", + "fractures" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "fracture", + "Fracture", + "fatigue", + "Fract", + "fract", + "Fat", + "fractures", + "Fatigue" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Fat", + "Fract", + "Cor", + "Cre", + "Buck", + "Br", + "Yield", + "Cr" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 234638, + 222411, + 114935, + 130104, + 250215, + 260069, + 249904, + 255248, + 90114, + 114819, + 181833, + 98029, + 85469, + 191369, + 144442, + 112698, + 134154, + 62602, + 47802, + 20207, + 10011, + 2699, + 38, + 44, + 397, + 422 + ] + }, + { + "label": "brittle", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 105982, + 108175, + 127692, + 139219, + 157412, + 157694, + 93522, + 100046, + 167842, + 149793, + 143472, + 110804, + 115427, + 128351, + 126238, + 180433, + 215563, + 176441, + 175371, + 87626, + 7827, + 1513, + 32, + 28, + 40, + 94 + ] + }, + { + "label": "fatigue", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 190499, + 170583, + 76778, + 81967, + 141712, + 135379, + 116967, + 249852, + 161318, + 136776, + 202481, + 157388, + 164367, + 242832, + 172130, + 215730, + 220991, + 142798, + 134694, + 52333, + 476, + 209, + 17, + 20, + 4, + 13 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 31197, + 52557, + 114972, + 22737, + 48642, + 131963, + 79217, + 52137, + 17650, + 1392, + 46262, + 32479, + 24221, + 55745, + 73794, + 113809, + 75783, + 6784, + 5759, + 2583, + 368, + 245, + 21, + 17, + 18, + 2736 + ] + }, + { + "label": "creep", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 206257, + 199376, + 3084, + 70442, + 115454, + 106580, + 179934, + 193345, + 168242, + 113600, + 45236, + 115401, + 94063, + 56606, + 46552, + 26172, + 85617, + 41169, + 55979, + 34285, + 3521, + 1844, + 328, + 103, + 32, + 319 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 54995, + 20008, + 24112, + 65896, + 183494, + 195421, + 61690, + 3251, + 516, + 76, + 60, + 31, + 23, + 17 + ] + }, + { + "label": "brittle", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 32841, + 22883, + 33879, + 136202, + 84032, + 160636, + 89813, + 1089, + 44, + 17, + 12, + 7, + 14, + 10 + ] + }, + { + "label": "fatigue", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 22296, + 32509, + 39936, + 46360, + 42111, + 15396, + 1585, + 533, + 6, + 1, + 1, + 1, + 2, + 2 + ] + }, + { + "label": "cleavage", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 92896, + 57069, + 95367, + 131519, + 113944, + 136457, + 34423, + 22367, + 23880, + 14906, + 941, + 137, + 87, + 45 + ] + }, + { + "label": "creep", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 191232, + 233523, + 203596, + 156742, + 214387, + 215265, + 165911, + 14323, + 656, + 81, + 31, + 26, + 66, + 76 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "fatigue", + "score": 13.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "<|channel>", + "output_checked": true + }, + { + "concept": "Fatigue", + "score": 6.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "major", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "INE", + "score": 4.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "sentence", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "one", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "Fracture", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "<|channel>", + "output_checked": true + }, + { + "concept": "science", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "materials", + "output_checked": true + }, + { + "concept": "crack", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a05-seed1/materials/dose-report-failure__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a05-seed1/materials/dose-report-failure__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a05-seed1/materials/dose-report-failure__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a05-seed1/materials/dose-report-failure__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a05-seed1/materials/dose-report-failure__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "ductile", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.5109092593193054 + ], + [ + "Fract", + 0.4799548387527466 + ], + [ + "Cor", + 0.007063508965075016 + ], + [ + "Br", + 0.0010175950592383742 + ], + [ + "Yield", + 0.0006993821589276195 + ], + [ + "Cre", + 0.00010894272418227047 + ], + [ + "Fatigue", + 6.35457327007316e-05 + ], + [ + "Britt", + 5.923113349126652e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 414, + "target_rank_swapped": 476, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Fat", + "trials": [ + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "ductile", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.5109092593193054 + ], + [ + "Fract", + 0.4799548387527466 + ], + [ + "Cor", + 0.007063508965075016 + ], + [ + "Br", + 0.0010175950592383742 + ], + [ + "Yield", + 0.0006993821589276195 + ], + [ + "Cre", + 0.00010894272418227047 + ], + [ + "Fatigue", + 6.35457327007316e-05 + ], + [ + "Britt", + 5.923113349126652e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 414, + "target_rank_swapped": 476, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "brittle", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.9943753480911255 + ], + [ + "Cor", + 0.004063785076141357 + ], + [ + "Fract", + 0.0013193177292123437 + ], + [ + "Cre", + 0.00020232393580954522 + ], + [ + "Yield", + 2.003278314077761e-05 + ], + [ + "Cr", + 6.014931841491489e-06 + ], + [ + "Buck", + 3.823323822871316e-06 + ], + [ + "F", + 3.5359962566872127e-06 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 92, + "target_rank_swapped": 246, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "fatigue", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.9857719540596008 + ], + [ + "Fract", + 0.007070457097142935 + ], + [ + "Cor", + 0.006239656358957291 + ], + [ + "Cre", + 0.00042461391421966255 + ], + [ + "Buck", + 0.00022727945179212838 + ], + [ + "Cr", + 9.474417311139405e-05 + ], + [ + "Yield", + 6.931631651241332e-05 + ], + [ + "Br", + 4.6174624003469944e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 40, + "target_rank_swapped": 173, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "cleavage", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.9108781814575195 + ], + [ + "Fract", + 0.03878987208008766 + ], + [ + "Cor", + 0.03643971309065819 + ], + [ + "Br", + 0.007175404578447342 + ], + [ + "Cre", + 0.0037225510459393263 + ], + [ + "Cr", + 0.0013482185313478112 + ], + [ + "Sp", + 0.000562021101359278 + ], + [ + "Buck", + 0.0005447295843623579 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 2673, + "target_rank_swapped": 5936, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "creep", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.9891020655632019 + ], + [ + "Fract", + 0.009696816094219685 + ], + [ + "Cor", + 0.0009305751300416887 + ], + [ + "Buck", + 0.00010772188397822902 + ], + [ + "Cre", + 8.131275535561144e-05 + ], + [ + "Yield", + 3.608231418184005e-05 + ], + [ + "Br", + 3.18425300065428e-05 + ], + [ + "Cr", + 6.994875548116397e-06 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 571, + "target_rank_swapped": 1350, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 5, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-lattice", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Crystal-lattice report", + "description": "Dynamically select the clean report and install sibling lattice coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "FCC", + "generated_token_ids": [ + 216015, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "FCC", + "surfaces": [ + "FCC" + ], + "token_ids": [ + 60822, + 216015, + 191332 + ] + }, + { + "label": "BCC", + "surfaces": [ + "BCC" + ], + "token_ids": [ + 161574, + 161507 + ] + }, + { + "label": "HCP", + "surfaces": [ + "HCP" + ], + "token_ids": [ + 144542 + ] + } + ], + "emergence": [ + { + "label": "FCC", + "best_rank": 19, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 3 + }, + { + "label": "BCC", + "best_rank": 17, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 11 + }, + { + "label": "HCP", + "best_rank": 1302, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 9 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "terne", + "MNR", + "itaire", + "OBE", + "osti", + "Mve", + "nonlinear" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "MNR", + "percentage" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "imov", + "IMI", + "kinderen", + "manipular" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Rue", + "istency", + "isms", + "motiv", + "tension", + "setConfig" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "amounted", + "amounting", + "in", + "amount" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "as", + "at", + "iz", + "preventing", + "midd", + "jubil" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "haya", + "release", + "Released", + "RELEASE", + "Frei", + "releasing", + "ografico" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "ForegroundColor", + "hydroxyl", + "htp", + "pta" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "sing", + "bev", + "astri", + "situation", + "j", + "signing", + "r" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "j", + "s", + "l", + "ele", + "dere", + "si" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "givings", + "se", + "wobei", + "parfaite" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "esimerkiksi", + "sur", + "no" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "esimerkiksi", + "sur", + "s" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "se", + "no", + "si", + "sur", + "no" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "se", + "sur", + "sense", + "sav" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "l", + "si", + "sav", + "sense", + "se", + "no" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "no", + "se", + "sm", + "l", + "r", + "bl" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "r", + "sz", + "t", + "sd" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "en", + "og", + "r", + "t" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "og", + "no", + "se", + "l", + "in" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "s", + "no", + "t", + "og", + "ob", + "l", + "en", + "as" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "s", + "no", + "t", + "no", + "en", + "on", + "og", + "structure" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "s", + "no", + "t", + "l", + "og", + "on", + "en" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "s", + "l", + "on", + "en", + "t", + "no", + "NaCl", + "PVC" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "FCC", + "BCC", + "FCC", + "NaCl", + "NaCl", + "SCC", + "RCC", + "ICC" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "FCC", + "NaCl", + "B", + "f", + "sc", + "TiO", + "KCl" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "FCC", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 56503, + 191610, + 212426, + 250746, + 242389, + 223510, + 18760, + 77924, + 98414, + 100075, + 141940, + 188643, + 185342, + 141108, + 75720, + 52938, + 41335, + 24200, + 39226, + 16648, + 3080, + 2080, + 65, + 20, + 2, + 1 + ] + }, + { + "label": "BCC", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 17778, + 17826, + 238797, + 151137, + 93446, + 75441, + 67207, + 43069, + 50495, + 79171, + 108891, + 100436, + 97264, + 90263, + 43288, + 43682, + 21816, + 8661, + 24063, + 10001, + 2685, + 2288, + 92, + 18, + 3, + 10 + ] + }, + { + "label": "HCP", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 41475, + 14411, + 84687, + 58646, + 16739, + 23162, + 104859, + 86973, + 101769, + 160476, + 197982, + 155304, + 94448, + 139807, + 115077, + 122413, + 198221, + 91295, + 145824, + 118287, + 69719, + 59557, + 10642, + 1303, + 114, + 2393 + ] + } + ], + "logit_lens": [ + { + "label": "FCC", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 63765, + 54217, + 36024, + 151598, + 98837, + 39583, + 75, + 428, + 113, + 42, + 26, + 24, + 12, + 4 + ] + }, + { + "label": "BCC", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 51143, + 56152, + 57507, + 90046, + 12156, + 2601, + 3114, + 2796, + 4139, + 177, + 43, + 59, + 57, + 12 + ] + }, + { + "label": "HCP", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 190648, + 213343, + 210977, + 232098, + 166467, + 159014, + 51899, + 4959, + 843, + 621, + 324, + 277, + 111, + 10 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "cubic", + "score": 8.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "dure", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "acronym", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "abbreviation", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "major", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "INE", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "using", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "salt", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "model", + "output_checked": true + }, + { + "concept": "NaCl", + "score": 3.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "Question", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "Imp", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "DNA", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a05-seed1/materials/dose-report-lattice__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a05-seed1/materials/dose-report-lattice__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a05-seed1/materials/dose-report-lattice__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a05-seed1/materials/dose-report-lattice__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a05-seed1/materials/dose-report-lattice__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "source": "FCC", + "target": "BCC", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "FCC", + 0.42347031831741333 + ], + [ + "NaCl", + 0.3978135585784912 + ], + [ + "B", + 0.1765286922454834 + ], + [ + "f", + 0.0020551697816699743 + ], + [ + "$\\", + 2.6175724997301586e-05 + ], + [ + "sc", + 2.4398459572694264e-05 + ], + [ + "TiO", + 1.0210598702542484e-05 + ], + [ + "KCl", + 8.268794772448018e-06 + ] + ], + "swapped_top": [ + [ + "FCC", + 0.9650623798370361 + ], + [ + "B", + 0.016866303980350494 + ], + [ + "f", + 0.013765876181423664 + ], + [ + "NaCl", + 0.002410912187770009 + ], + [ + "sc", + 0.001078226719982922 + ], + [ + "SC", + 0.0003108842938672751 + ], + [ + "fcc", + 0.00010107729031005874 + ], + [ + "CC", + 8.511561463819817e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 71, + "target_rank_swapped": 75, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "FCC", + "trials": [ + { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "source": "FCC", + "target": "BCC", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "FCC", + 0.42347031831741333 + ], + [ + "NaCl", + 0.3978135585784912 + ], + [ + "B", + 0.1765286922454834 + ], + [ + "f", + 0.0020551697816699743 + ], + [ + "$\\", + 2.6175724997301586e-05 + ], + [ + "sc", + 2.4398459572694264e-05 + ], + [ + "TiO", + 1.0210598702542484e-05 + ], + [ + "KCl", + 8.268794772448018e-06 + ] + ], + "swapped_top": [ + [ + "FCC", + 0.9650623798370361 + ], + [ + "B", + 0.016866303980350494 + ], + [ + "f", + 0.013765876181423664 + ], + [ + "NaCl", + 0.002410912187770009 + ], + [ + "sc", + 0.001078226719982922 + ], + [ + "SC", + 0.0003108842938672751 + ], + [ + "fcc", + 0.00010107729031005874 + ], + [ + "CC", + 8.511561463819817e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 71, + "target_rank_swapped": 75, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "source": "FCC", + "target": "HCP", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "FCC", + 0.42347031831741333 + ], + [ + "NaCl", + 0.3978135585784912 + ], + [ + "B", + 0.1765286922454834 + ], + [ + "f", + 0.0020551697816699743 + ], + [ + "$\\", + 2.6175724997301586e-05 + ], + [ + "sc", + 2.4398459572694264e-05 + ], + [ + "TiO", + 1.0210598702542484e-05 + ], + [ + "KCl", + 8.268794772448018e-06 + ] + ], + "swapped_top": [ + [ + "B", + 0.7805817127227783 + ], + [ + "FCC", + 0.2100907415151596 + ], + [ + "f", + 0.0052595180459320545 + ], + [ + "NaCl", + 0.0036148102954030037 + ], + [ + "sc", + 0.00013584909902419895 + ], + [ + "**", + 9.409992344444618e-05 + ], + [ + "bcc", + 8.111920760711655e-05 + ], + [ + "cc", + 4.75016058771871e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1, + "target_rank_clean": 2247, + "target_rank_swapped": 2226, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 2, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-deformation", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Deformation-mechanism report", + "description": "Dynamically select the clean report and install sibling deformation coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Dislocation", + "generated_token_ids": [ + 4830, + 7125, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + }, + { + "label": "twinning", + "surfaces": [ + "twinning" + ], + "token_ids": [ + 192329 + ] + }, + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + } + ], + "emergence": [ + { + "label": "slip", + "best_rank": 66, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 22 + }, + { + "label": "twinning", + "best_rank": 5, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 11 + }, + { + "label": "creep", + "best_rank": 10, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 5 + }, + { + "label": "diffusion", + "best_rank": 25, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 118 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "terne", + "MNR", + "itaire", + "OBE", + "osti", + "Mve", + "nonlinear" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "MNR", + "poolside", + "percentage" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "imov", + "IMI", + "kinderen", + "manipular" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Rue", + "sized", + "setConfig", + "Rue", + "isms", + "istency", + "kons" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Draper", + "in", + "olutions", + "amounting", + "osl" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "as", + "embre", + "midd", + "CBI" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "haya", + "release", + "Released", + "RELEASE", + "released", + "ografico", + "releasing", + "Frei" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "ForegroundColor", + "oed" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "sing", + "signing", + "astri", + "j", + "signing", + "bev", + "release" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "j", + "s", + "astri", + "l", + "si", + "dere" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "givings", + "perfect", + "parfaite", + "se" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "esimerkiksi", + "sur", + "no", + "s" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "s", + "t" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "se", + "no", + "no", + "si", + "to" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "sur", + "se", + "restriction", + "specificity" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "sense", + "situation", + "l", + "springframework", + "obil", + "system" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "bl", + "no", + "l", + "sm", + "situation", + "l" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "sz", + "sd" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "ob", + "l", + "og" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "no", + "og", + "ob", + "l" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "no", + "s", + "ob", + "no", + "og", + "on", + "l" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "no", + "ob", + "og", + "l", + "plastic" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "plastic", + "no", + "Plastic", + "plasticity", + "twinning", + "dislocation", + "Plastic", + "ductility" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "plastic", + "plasticity", + "Plastic", + "no", + "dislocation", + "ductility", + "twinning", + "sintering" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "dislocation", + "dislocations", + "Yield", + "creep", + "Dislocations", + "sintering", + "plasticity", + "Plastic" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Dis", + "Cre", + "Plastic", + "Slip", + "T", + "D", + "Elastic", + "Yield" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "slip", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 67908, + 74371, + 46828, + 97005, + 95386, + 65207, + 12293, + 81506, + 83769, + 43661, + 54410, + 30965, + 57129, + 69535, + 45009, + 44494, + 58758, + 87724, + 103644, + 51948, + 16538, + 12247, + 106, + 67, + 14, + 4 + ] + }, + { + "label": "twinning", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 1215, + 17349, + 189323, + 161803, + 41707, + 22664, + 11628, + 7809, + 85119, + 68905, + 47128, + 66606, + 63107, + 28344, + 23575, + 15897, + 10958, + 3302, + 1619, + 617, + 65, + 40, + 6, + 8, + 15, + 546 + ] + }, + { + "label": "creep", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 206711, + 199364, + 3319, + 75179, + 131579, + 122932, + 179019, + 190476, + 168705, + 109221, + 45326, + 112821, + 96803, + 61899, + 49620, + 30316, + 94425, + 59369, + 68724, + 39885, + 3608, + 1249, + 33, + 11, + 5, + 84 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 56411, + 46860, + 45546, + 31592, + 25348, + 64123, + 44492, + 49230, + 7345, + 5436, + 7922, + 3377, + 5280, + 7680, + 3018, + 792, + 2394, + 842, + 281, + 125, + 49, + 50, + 35, + 26, + 33, + 35 + ] + } + ], + "logit_lens": [ + { + "label": "slip", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 103972, + 113901, + 102825, + 141329, + 62638, + 32235, + 80776, + 47863, + 16607, + 382, + 49, + 39, + 24, + 23 + ] + }, + { + "label": "twinning", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 155806, + 189562, + 164956, + 140265, + 58997, + 33158, + 8773, + 151, + 945, + 552, + 221, + 52, + 15, + 12 + ] + }, + { + "label": "creep", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 198564, + 234312, + 210409, + 172474, + 218969, + 225318, + 184505, + 28638, + 945, + 72, + 6, + 10, + 9, + 8 + ] + }, + { + "label": "diffusion", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 26457, + 20911, + 22983, + 33408, + 97830, + 39686, + 15308, + 4748, + 3449, + 2258, + 119, + 281, + 1001, + 319 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "Yield", + "score": 9.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 6.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "major", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "INE", + "score": 4.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Yield", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "question", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "voila", + "score": 3.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "faptul", + "score": 3.0, + "best_rank": 3, + "best_depth": 40.4, + "near_token": "in", + "output_checked": true + }, + { + "concept": "dig", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "INI", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "mechanism", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a05-seed1/materials/dose-report-deformation__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a05-seed1/materials/dose-report-deformation__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a05-seed1/materials/dose-report-deformation__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a05-seed1/materials/dose-report-deformation__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a05-seed1/materials/dose-report-deformation__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "slip", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Dis", + 0.9409410357475281 + ], + [ + "T", + 0.03427377715706825 + ], + [ + "Plastic", + 0.012220690958201885 + ], + [ + "Cre", + 0.007890271954238415 + ], + [ + "Slip", + 0.003041970543563366 + ], + [ + "D", + 0.0010031353449448943 + ], + [ + "Yield", + 0.0004927236004732549 + ], + [ + "Elastic", + 7.00880991644226e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 332, + "target_rank_swapped": 310, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Dis", + "trials": [ + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "slip", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Dis", + 0.9409410357475281 + ], + [ + "T", + 0.03427377715706825 + ], + [ + "Plastic", + 0.012220690958201885 + ], + [ + "Cre", + 0.007890271954238415 + ], + [ + "Slip", + 0.003041970543563366 + ], + [ + "D", + 0.0010031353449448943 + ], + [ + "Yield", + 0.0004927236004732549 + ], + [ + "Elastic", + 7.00880991644226e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 332, + "target_rank_swapped": 310, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "twinning", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "", + 0.436147004365921 + ], + [ + "", + 0.2334526777267456 + ], + [ + "_", + 0.2334526777267456 + ], + [ + "Cre", + 0.03811010345816612 + ], + [ + "Cre", + 0.03363204747438431 + ], + [ + ">", + 0.004551602527499199 + ], + [ + "Duct", + 0.004275835119187832 + ], + [ + "Dis", + 0.003773411037400365 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 8, + "target_rank_clean": 531, + "target_rank_swapped": 1583, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "creep", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Plastic", + 0.8935649394989014 + ], + [ + "Elastic", + 0.06472963094711304 + ], + [ + "Cre", + 0.025348486378788948 + ], + [ + "Dis", + 0.012353865429759026 + ], + [ + "Yield", + 0.0017249862430617213 + ], + [ + "Slip", + 0.0013329660287126899 + ], + [ + "D", + 0.00040336797246709466 + ], + [ + "Vis", + 0.0002888377057388425 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 3, + "target_rank_clean": 231, + "target_rank_swapped": 381, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "diffusion", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Plastic", + 0.7260321378707886 + ], + [ + "Dis", + 0.2588747441768646 + ], + [ + "Cre", + 0.010853300802409649 + ], + [ + "D", + 0.0015154603170230985 + ], + [ + "Slip", + 0.001342623494565487 + ], + [ + "Yield", + 0.0005515499506145716 + ], + [ + "_", + 0.00033682663342915475 + ], + [ + "Vis", + 0.0001334580301772803 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1, + "target_rank_clean": 57475, + "target_rank_swapped": 53470, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 4, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-strengthening", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Strengthening-mechanism report", + "description": "Dynamically select the clean report and install sibling strengthening coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Work_hardening", + "generated_token_ids": [ + 9004, + 236779, + 130529 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "solution", + "surfaces": [ + "solution" + ], + "token_ids": [ + 3465, + 47213, + 23130, + 15607 + ] + }, + { + "label": "grain", + "surfaces": [ + "grain" + ], + "token_ids": [ + 11261, + 99208, + 79171, + 221098 + ] + }, + { + "label": "work", + "surfaces": [ + "work" + ], + "token_ids": [ + 981, + 2025, + 5490, + 9004 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 111, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 11 + }, + { + "label": "solution", + "best_rank": 52, + "best_depth": 59.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 130 + }, + { + "label": "grain", + "best_rank": 160, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 59 + }, + { + "label": "work", + "best_rank": 1022, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 40 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "terne", + "MNR", + "itaire", + "OBE", + "osti", + "Mve", + "BBBB" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "MNR", + "poolside", + "percentage" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "imov", + "IMI", + "kinderen", + "manipular" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Rue", + "sized", + "istency", + "setConfig", + "isms", + "Rue", + "sped" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "in", + "amounting", + "amounted", + "olutions" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "as", + "midd", + "si" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "haya", + "release", + "Released", + "RELEASE", + "released", + "ografico", + "Frei", + "releasing" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "ForegroundColor", + "pta", + "hydroxyl" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "sing", + "astri", + "signing", + "bev", + "signing", + "j", + "riters" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "j", + "s", + "astri", + "l", + "dere", + "si" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "givings", + "perfect", + "parfaite", + "se" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "esimerkiksi", + "sur", + "no", + "s" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "s" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "se", + "no", + "no", + "si", + "l", + "to" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "sur", + "specificity", + "l", + "givings" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "sense", + "springframework", + "l", + "situation", + "obil", + "system" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "bl", + "no", + "l", + "sm", + "situation", + "l" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "sz", + "sd", + "r" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "ob", + "l", + "og" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "no", + "ob", + "og", + "o" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "s", + "no", + "ob", + "no", + "og", + "l", + "on" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "no", + "ob", + "l", + "og", + "ib" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "alloying", + "no", + "s", + "dislocation", + "hardening", + "twinning", + "l", + "sintering" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "alloying", + "hardening", + "no", + "s", + "dislocation", + "onation", + "hardening", + "on" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "alloying", + "Solid", + "dislocation", + "Grain", + "work", + "solidification", + "fortification", + "hardening" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Work", + "Solid", + "Dis", + "Strain", + "Pre", + "Hard", + "Disp", + "Al" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 23987, + 19473, + 152547, + 65724, + 21498, + 21863, + 9255, + 14551, + 55611, + 47437, + 6208, + 24631, + 38948, + 20712, + 21970, + 73146, + 86156, + 77617, + 71185, + 43765, + 17972, + 13643, + 139, + 112, + 24, + 143 + ] + }, + { + "label": "solution", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 33577, + 40110, + 61184, + 79651, + 4455, + 6032, + 4409, + 10977, + 10363, + 48933, + 1762, + 1301, + 2502, + 168, + 55, + 53, + 276, + 277, + 500, + 684, + 167, + 97, + 311, + 97, + 129, + 11 + ] + }, + { + "label": "grain", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 46126, + 36635, + 89443, + 101779, + 50077, + 100679, + 162153, + 119407, + 237165, + 230894, + 61409, + 43983, + 61489, + 61606, + 50647, + 52424, + 69324, + 51602, + 40937, + 11113, + 4197, + 2807, + 190, + 161, + 6, + 10 + ] + }, + { + "label": "work", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 135401, + 183880, + 180876, + 228182, + 195145, + 130648, + 66663, + 78215, + 115716, + 172472, + 218933, + 205949, + 225479, + 164978, + 201496, + 173283, + 112622, + 112467, + 99516, + 118201, + 102728, + 104183, + 39803, + 1023, + 7, + 1 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 59221, + 63566, + 57419, + 119981, + 128803, + 61930, + 15006, + 12013, + 3865, + 110, + 66, + 60, + 243, + 12 + ] + }, + { + "label": "solution", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 12977, + 16323, + 18957, + 53792, + 15698, + 17590, + 7608, + 296, + 7575, + 9172, + 1540, + 680, + 380, + 131 + ] + }, + { + "label": "grain", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 154568, + 149637, + 170497, + 179035, + 195539, + 134045, + 13816, + 4240, + 5363, + 90, + 230, + 60, + 128, + 81 + ] + }, + { + "label": "work", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 3244, + 16323, + 13802, + 17689, + 17691, + 51600, + 182010, + 21088, + 7575, + 3336, + 875, + 1642, + 106, + 41 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "dislocation", + "score": 12.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "alloying", + "score": 9.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "major", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "INI", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "mechanism", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "INE", + "score": 4.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "question", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "metals", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "model", + "output_checked": true + }, + { + "concept": "voila", + "score": 3.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dig", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "teh", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a05-seed1/materials/dose-report-strengthening__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a05-seed1/materials/dose-report-strengthening__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a05-seed1/materials/dose-report-strengthening__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a05-seed1/materials/dose-report-strengthening__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a05-seed1/materials/dose-report-strengthening__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "precipitation", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Solid", + 0.854526937007904 + ], + [ + "Dis", + 0.08460962772369385 + ], + [ + "Work", + 0.05462808534502983 + ], + [ + "Sol", + 0.0023263441398739815 + ], + [ + "Disp", + 0.001756016630679369 + ], + [ + "Strain", + 0.0012068914948031306 + ], + [ + "Substitution", + 0.00046529812971130013 + ], + [ + "T", + 0.00014414262841455638 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 2, + "target_rank_clean": 341, + "target_rank_swapped": 535, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Work", + "trials": [ + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "precipitation", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Solid", + 0.854526937007904 + ], + [ + "Dis", + 0.08460962772369385 + ], + [ + "Work", + 0.05462808534502983 + ], + [ + "Sol", + 0.0023263441398739815 + ], + [ + "Disp", + 0.001756016630679369 + ], + [ + "Strain", + 0.0012068914948031306 + ], + [ + "Substitution", + 0.00046529812971130013 + ], + [ + "T", + 0.00014414262841455638 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 2, + "target_rank_clean": 341, + "target_rank_swapped": 535, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "solution", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Solid", + 0.9547427892684937 + ], + [ + "Sol", + 0.016427258029580116 + ], + [ + "Precipitation", + 0.011290278285741806 + ], + [ + "Work", + 0.010606234893202782 + ], + [ + "Strain", + 0.002154787303879857 + ], + [ + "Dis", + 0.0017314201686531305 + ], + [ + "Solution", + 0.00148096214979887 + ], + [ + "Substitution", + 0.00032028055284172297 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 274, + "target_rank_clean": 4890, + "target_rank_swapped": 72, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "grain", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Solid", + 0.9191950559616089 + ], + [ + "Work", + 0.0803183764219284 + ], + [ + "Dis", + 0.00019908933609258384 + ], + [ + "Strain", + 0.00010994757758453488 + ], + [ + "Sol", + 7.556578930234537e-05 + ], + [ + "T", + 2.8681541152764112e-05 + ], + [ + "Solution", + 2.3409189452650025e-05 + ], + [ + "Hard", + 1.4649097465735395e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1, + "target_rank_clean": 607, + "target_rank_swapped": 3695, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 3, + "protocol_success_rate": 0.0 + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-12b-it-report-swap-a10-seed0.json b/jlens_materials/runs/gemma4-12b-it-report-swap-a10-seed0.json new file mode 100644 index 0000000000000000000000000000000000000000..0d2f2289321e8f02196f605f899009ad92c8070f --- /dev/null +++ b/jlens_materials/runs/gemma4-12b-it-report-swap-a10-seed0.json @@ -0,0 +1,8952 @@ +{ + "format_version": 2, + "created_at": "2026-08-25T10:34:40.575317+00:00", + "model": "google/gemma-4-12B-it", + "model_identity": { + "requested_id": "google/gemma-4-12B-it", + "requested_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "model_class": "Gemma4UnifiedForConditionalGeneration", + "config_name_or_path": "google/gemma-4-12B-it", + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-12B-it", + "vocab_size": 262144, + "n_layers": 48, + "d_model": 3840, + "dtype": "bfloat16" + }, + "tag": "gemma4-12b-it-report-swap-a10-seed0", + "n_layers": 48, + "d_model": 3840, + "lens_n_prompts": 1000, + "lens_provenance": { + "corpus": { + "dataset": "Salesforce/wikitext", + "kind": "huggingface", + "min_chars": 600, + "records": 1000, + "requested_records": 1000, + "revision": "b08601e04326c79dfdd32d625aee71d232d685c3", + "seed": 0, + "sha256": "a4b31b0673b21a932e33494c8471fb53577bd39b041f0799431c912876f5681e", + "split": "train", + "subset": "wikitext-103-raw-v1", + "text_field": "text", + "unique_records": 1000 + }, + "created_at": "2026-08-21T14:18:23.415141+00:00", + "dim_batch": 12, + "format_version": 1, + "hub": { + "path_in_repo": "gemma4-12b-it/paper/seed0.pt", + "repo_id": "lamm-mit/gemma4-jacobian-lenses", + "repo_type": "model", + "revision": "main", + "uploaded_at": "2026-08-23T10:35:08.696240+00:00" + }, + "model": { + "config_name_or_path": "google/gemma-4-12B-it", + "d_model": 3840, + "dtype": "bfloat16", + "model_class": "Gemma4UnifiedForConditionalGeneration", + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "n_layers": 48, + "requested_id": "google/gemma-4-12B-it", + "requested_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-12B-it", + "vocab_size": 262144 + }, + "paper_reference": "https://transformer-circuits.pub/2026/workspace/index.html", + "recipe": { + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers.", + "max_seq_len": 128, + "n_fit": 1000, + "name": "paper", + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "target_layer": -2 + }, + "source_layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45 + ], + "target_layer": 46, + "upstream_reference": "lamm-mit/jacobian-lens@581d398613e5602a5af361e1c34d3a92ea82ba8e" + }, + "methodology": { + "recipe": { + "name": "demo", + "n_fit": 12, + "max_seq_len": 64, + "target_layer": null, + "report_layer_count": null, + "skip_first": 16, + "strict_corpus": false, + "description": "Fast exploratory fit. Results from this profile are not a quantitative replication of the paper." + }, + "claims_level": "exploratory demo", + "paper_protocol_complete": false, + "strict_protocol": true, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 1, + "evaluation_max_seq_len": 128, + "generation_max_new_tokens": 3, + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "dtype": "bfloat16", + "layer_stride": 1, + "prompt_source": "prompts/materials-report-swap-dose-v1.json", + "swaps_enabled": true, + "swap_alpha": 1.0 + }, + "shapes": [ + "REPORT_SWAP" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": {}, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 18, + "n_graded": 18, + "minimum_required": 1, + "sufficient_sample": true, + "protocol_success_rate": 0.0, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [], + "prompts": [ + { + "slug": "dose-report-defect", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Crystalline defect report", + "description": "Dynamically select the clean report and install sibling defect coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "defect", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Vacancy", + "generated_token_ids": [ + 190211, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "interstitial", + "surfaces": [ + "interstitial" + ], + "token_ids": [ + 57610, + 181763 + ] + }, + { + "label": "twin", + "surfaces": [ + "twin" + ], + "token_ids": [ + 25276, + 123243, + 50863, + 135706 + ] + }, + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 0, + "best_depth": 91.5, + "onset_depth": 87.2, + "reached_top1": true, + "best_pos": 24, + "logit_lens_best_rank": 0 + }, + { + "label": "dislocation", + "best_rank": 0, + "best_depth": 87.2, + "onset_depth": 87.2, + "reached_top1": true, + "best_pos": 24, + "logit_lens_best_rank": 5 + }, + { + "label": "interstitial", + "best_rank": 16, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 38 + }, + { + "label": "twin", + "best_rank": 12898, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 2381 + }, + { + "label": "boundary", + "best_rank": 714, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 658 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "fanbase", + "accessdate", + "Suburban" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "accessdate", + "buat", + "Yearbook", + "embossing" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "lagoons", + "Raim", + "plong", + "juk", + "supernatural" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Mot", + "solamente", + "motels", + "ardin", + "Rue", + "isions", + "Rue" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Oriente", + "ardin", + "incidentally" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "fall", + "maxLength", + "juk", + "ch" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Birthday", + "NING", + "Lives", + "nvidia" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "haya", + "heck", + "Palis", + "hay", + "Oliveira", + "Fruit", + "cky" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "atth", + "pectives", + "overarching", + "sav", + "Hil", + "inger" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "ebel", + "no", + "sur", + "vc", + "sav" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "givings", + "parfaite", + "no", + "se" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "no", + "sense" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "s" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "no", + "se", + "no", + "si", + "l" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "sur", + "givings", + "se", + "proverbial" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "l", + "springframework", + "sense", + "situation", + "system", + "obil" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "no", + "bl", + "l", + "sm", + "situation", + "se" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "sz", + "situation", + "sd" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "situation", + "l", + "ob", + "og" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "no", + "ob", + "og", + "l", + "sz" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "no", + "s", + "ob", + "og", + "no", + "l", + "on" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "ob", + "on", + "no", + "og", + "l" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "dislocation", + "vacancy", + "Vac", + "vacancies", + "vacancy", + "no", + "dislocations", + "Vacancy" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "vacancy", + "dislocation", + "vacancy", + "Vac", + "Vacancy", + "vacancies", + "on", + "no" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "dislocation", + "vacancy", + "vacancy", + "dislocations", + "Vacancy", + "Dislocations", + "Vac" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Vacancy", + "Vac", + "Dis", + "F", + "Interstitial", + "Sch", + "vacancy", + "Point" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 172172, + 200096, + 75506, + 117307, + 93565, + 127530, + 161444, + 142678, + 163900, + 167899, + 215569, + 234478, + 220094, + 190690, + 199023, + 157336, + 205141, + 129371, + 85504, + 16876, + 2965, + 435, + 2, + 1, + 2, + 1 + ] + }, + { + "label": "dislocation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 13519, + 5618, + 39207, + 22995, + 88347, + 134193, + 196459, + 173764, + 7526, + 35462, + 182465, + 125309, + 112665, + 172375, + 62344, + 24068, + 49559, + 22283, + 8190, + 2911, + 102, + 59, + 1, + 2, + 1, + 70 + ] + }, + { + "label": "interstitial", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 206499, + 223282, + 40033, + 57574, + 11827, + 4536, + 197707, + 18860, + 154422, + 86553, + 55198, + 134560, + 129335, + 57168, + 22354, + 19064, + 79229, + 35268, + 36219, + 9558, + 1949, + 281, + 19, + 17, + 13, + 5 + ] + }, + { + "label": "twin", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 137553, + 76480, + 77958, + 64473, + 40987, + 55868, + 142178, + 158991, + 154528, + 167364, + 111580, + 119746, + 127957, + 176183, + 120784, + 137359, + 73957, + 98278, + 98979, + 109495, + 120877, + 115062, + 23866, + 12899, + 3765, + 2565 + ] + }, + { + "label": "boundary", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 82313, + 76194, + 145114, + 110087, + 73771, + 39024, + 32902, + 128647, + 11030, + 18119, + 52969, + 37884, + 41419, + 13150, + 17960, + 48670, + 22729, + 26652, + 23633, + 12151, + 9448, + 4344, + 1040, + 715, + 646, + 390 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 74736, + 58750, + 53727, + 33892, + 22218, + 5335, + 37177, + 1007, + 7, + 2, + 2, + 3, + 1, + 1 + ] + }, + { + "label": "dislocation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 41392, + 76152, + 40100, + 165973, + 209587, + 204442, + 119027, + 38620, + 5377, + 571, + 105, + 25, + 8, + 6 + ] + }, + { + "label": "interstitial", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 20718, + 41639, + 32820, + 19460, + 26855, + 24194, + 6210, + 21848, + 1292, + 634, + 44, + 39, + 142, + 42 + ] + }, + { + "label": "twin", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 59957, + 152922, + 150341, + 158406, + 108330, + 157289, + 47623, + 9950, + 85179, + 126993, + 46164, + 79245, + 4451, + 2382 + ] + }, + { + "label": "boundary", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 20718, + 38594, + 58896, + 119485, + 82437, + 82345, + 34822, + 5092, + 6873, + 906, + 5348, + 659, + 1039, + 772 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "vacancy", + "score": 6.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "major", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "impurity", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Vac", + "score": 5.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "<|channel>", + "output_checked": true + }, + { + "concept": "substitutional", + "score": 5.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "semif", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "regula", + "score": 3.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "carbide", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Question", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "Imp", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a10-seed0/materials/dose-report-defect__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a10-seed0/materials/dose-report-defect__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a10-seed0/materials/dose-report-defect__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a10-seed0/materials/dose-report-defect__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a10-seed0/materials/dose-report-defect__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "dislocation", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.999180257320404 + ], + [ + "Dis", + 0.0005882726400159299 + ], + [ + "F", + 0.00011951483611483127 + ], + [ + "Vac", + 0.00010547147394390777 + ], + [ + "Sch", + 3.39037501362327e-06 + ], + [ + "Point", + 9.562992318024044e-07 + ], + [ + "Interstitial", + 8.179659971574438e-07 + ], + [ + "Lac", + 4.88429861889017e-07 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 69, + "target_rank_swapped": 99, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Vacancy", + "trials": [ + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "dislocation", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.999180257320404 + ], + [ + "Dis", + 0.0005882726400159299 + ], + [ + "F", + 0.00011951483611483127 + ], + [ + "Vac", + 0.00010547147394390777 + ], + [ + "Sch", + 3.39037501362327e-06 + ], + [ + "Point", + 9.562992318024044e-07 + ], + [ + "Interstitial", + 8.179659971574438e-07 + ], + [ + "Lac", + 4.88429861889017e-07 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 69, + "target_rank_swapped": 99, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "interstitial", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9996953010559082 + ], + [ + "Dis", + 0.00017950549954548478 + ], + [ + "Vac", + 0.00011589746281970292 + ], + [ + "F", + 8.93705237103859e-06 + ], + [ + "Sch", + 1.4000961812143942e-07 + ], + [ + "Point", + 1.3152686051398632e-07 + ], + [ + "<|channel>", + 4.1144971874018665e-08 + ], + [ + "vacancy", + 3.63813015269443e-08 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 125, + "target_rank_swapped": 212, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "twin", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.8728572726249695 + ], + [ + "Dis", + 0.12574702501296997 + ], + [ + "F", + 0.0011948517058044672 + ], + [ + "Vac", + 0.00016683868307154626 + ], + [ + "Point", + 2.5585539333405904e-05 + ], + [ + "<|channel>", + 7.1048480094759725e-06 + ], + [ + "J", + 4.2751344153657556e-07 + ], + [ + "Void", + 3.4017838856925664e-07 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 89369, + "target_rank_swapped": 65080, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "boundary", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9997584223747253 + ], + [ + "Vac", + 0.00010888245742535219 + ], + [ + "F", + 9.608843538444489e-05 + ], + [ + "Dis", + 3.320727410027757e-05 + ], + [ + "Interstitial", + 2.1228700006759027e-06 + ], + [ + "Point", + 5.713627047043701e-07 + ], + [ + "Sch", + 5.202317083785601e-07 + ], + [ + "<|channel>", + 5.031668592891947e-08 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 97956, + "target_rank_swapped": 105850, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 4, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-failure", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Failure-mode report", + "description": "Dynamically select the clean report and install sibling failure-mode coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "failure-mode", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Fatigue", + "generated_token_ids": [ + 77310, + 14362, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + }, + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 37, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 16 + }, + { + "label": "brittle", + "best_rank": 29, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 6 + }, + { + "label": "fatigue", + "best_rank": 16, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 0 + }, + { + "label": "cleavage", + "best_rank": 16, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 44 + }, + { + "label": "creep", + "best_rank": 101, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 25 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "fanbase", + "accessdate", + "Suburban", + "addOn" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "accessdate", + "buat", + "Famer", + "Yearbook" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "lagoons", + "Raim", + "plong", + "juk", + "supernatural" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Mot", + "ardin", + "motels", + "solamente", + "Rue", + "isions" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "ardin", + "incidentally", + "Oriente" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "fall", + "maxLength", + "juk" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Birthday", + "NING", + "Lives", + "nvidia", + "Campe" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "haya", + "heck", + "hay", + "Palis", + "Fruit", + "Oliveira", + "cky" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "atth", + "pectives", + "overarching", + "sav", + "Hil", + "inger" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "ebel", + "no", + "sur", + "sav", + "vc" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "givings", + "parfaite", + "se", + "no" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "esimerkiksi", + "sur", + "no", + "sense" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "s", + "t" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "no", + "se", + "no", + "si", + "l", + "to" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "sur", + "specificity", + "l", + "givings" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "sense", + "l", + "springframework", + "situation", + "system", + "obil" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "no", + "bl", + "sm", + "l", + "situation", + "se" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "situation", + "sz" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "situation", + "ob", + "l" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "no", + "s", + "no", + "ob", + "og", + "se" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "no", + "s", + "ob", + "no", + "og", + "crack", + "Fracture" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "no", + "og", + "ob", + "crack", + "Fracture", + "fracture" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "fracture", + "Fracture", + "crack", + "crack", + "cracks", + "cracking", + "fractures", + "no" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "fracture", + "crack", + "Fracture", + "crack", + "cracking", + "cracks", + "fracturing", + "fractures" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "fracture", + "Fracture", + "fatigue", + "Fract", + "fract", + "Fat", + "fractures", + "Fatigue" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Fat", + "Fract", + "Cor", + "Cre", + "Buck", + "Br", + "Yield", + "Cr" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 250482, + 200227, + 74920, + 41022, + 123321, + 219936, + 252030, + 256988, + 110291, + 107988, + 184439, + 98079, + 86563, + 194128, + 142882, + 111412, + 133718, + 63328, + 48748, + 20655, + 10173, + 2736, + 38, + 44, + 403, + 422 + ] + }, + { + "label": "brittle", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 246593, + 236121, + 8936, + 19084, + 11463, + 31817, + 251448, + 132067, + 220773, + 184152, + 160062, + 119302, + 120056, + 131273, + 130207, + 182604, + 217410, + 177629, + 177549, + 88602, + 8102, + 1565, + 32, + 30, + 40, + 94 + ] + }, + { + "label": "fatigue", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 210065, + 156246, + 12263, + 13014, + 5540, + 13635, + 230428, + 256514, + 221166, + 243432, + 222251, + 204861, + 192713, + 238707, + 171294, + 214330, + 223198, + 145782, + 136177, + 52892, + 469, + 208, + 17, + 20, + 4, + 13 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 36079, + 33030, + 135698, + 84805, + 108314, + 146564, + 117708, + 162303, + 8455, + 6569, + 43355, + 28768, + 21408, + 57015, + 71512, + 110594, + 74340, + 6796, + 5740, + 2616, + 365, + 255, + 21, + 17, + 18, + 2736 + ] + }, + { + "label": "creep", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 153610, + 169588, + 100030, + 137077, + 86366, + 66119, + 67162, + 27414, + 177546, + 137526, + 68461, + 132247, + 106652, + 61284, + 47498, + 25927, + 84150, + 40939, + 56197, + 34739, + 3537, + 1890, + 332, + 102, + 32, + 319 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 54995, + 20008, + 24112, + 65896, + 183494, + 195421, + 61690, + 3251, + 516, + 76, + 60, + 31, + 23, + 17 + ] + }, + { + "label": "brittle", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 32841, + 22883, + 33879, + 136202, + 84032, + 160636, + 89813, + 1089, + 44, + 17, + 12, + 7, + 14, + 10 + ] + }, + { + "label": "fatigue", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 22296, + 32509, + 39936, + 46360, + 42111, + 15396, + 1585, + 533, + 6, + 1, + 1, + 1, + 2, + 2 + ] + }, + { + "label": "cleavage", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 92896, + 57069, + 95367, + 131519, + 113944, + 136457, + 34423, + 22367, + 23880, + 14906, + 941, + 137, + 87, + 45 + ] + }, + { + "label": "creep", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 191232, + 233523, + 203596, + 156742, + 214387, + 215265, + 165911, + 14323, + 656, + 81, + 31, + 26, + 66, + 76 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "fatigue", + "score": 16.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "major", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "INE", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "sentence", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Fatigue", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "Fracture", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "<|channel>", + "output_checked": true + }, + { + "concept": "science", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "materials", + "output_checked": true + }, + { + "concept": "crack", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a10-seed0/materials/dose-report-failure__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a10-seed0/materials/dose-report-failure__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a10-seed0/materials/dose-report-failure__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a10-seed0/materials/dose-report-failure__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a10-seed0/materials/dose-report-failure__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "ductile", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.8856380581855774 + ], + [ + "Fract", + 0.11259625107049942 + ], + [ + "Br", + 0.0012905369512736797 + ], + [ + "Cor", + 0.00032629884663037956 + ], + [ + "Britt", + 9.797267557587475e-05 + ], + [ + "Yield", + 2.80696403933689e-05 + ], + [ + "Cre", + 8.83250504557509e-06 + ], + [ + "Buck", + 4.139711563766468e-06 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 414, + "target_rank_swapped": 159, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Fat", + "trials": [ + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "ductile", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.8856380581855774 + ], + [ + "Fract", + 0.11259625107049942 + ], + [ + "Br", + 0.0012905369512736797 + ], + [ + "Cor", + 0.00032629884663037956 + ], + [ + "Britt", + 9.797267557587475e-05 + ], + [ + "Yield", + 2.80696403933689e-05 + ], + [ + "Cre", + 8.83250504557509e-06 + ], + [ + "Buck", + 4.139711563766468e-06 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 414, + "target_rank_swapped": 159, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "brittle", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.9995211362838745 + ], + [ + "Fract", + 0.00040445139165967703 + ], + [ + "Cor", + 5.473654528032057e-05 + ], + [ + "Cre", + 1.6180092643480748e-05 + ], + [ + "Yield", + 1.9024768107556156e-06 + ], + [ + "fat", + 7.807748829691263e-07 + ], + [ + "Br", + 3.2294252605424845e-07 + ], + [ + "F", + 1.0775047343258848e-07 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 92, + "target_rank_swapped": 110, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "fatigue", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.9949371814727783 + ], + [ + "Fract", + 0.0049046301282942295 + ], + [ + "Cor", + 0.00010835738066816702 + ], + [ + "Cre", + 3.5178491089027375e-05 + ], + [ + "Yield", + 5.833165687363362e-06 + ], + [ + "Br", + 3.323637884022901e-06 + ], + [ + "Buck", + 2.0476338704611408e-06 + ], + [ + "Cr", + 1.385498421768716e-06 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 40, + "target_rank_swapped": 53, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "cleavage", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.9286831021308899 + ], + [ + "Cor", + 0.049218401312828064 + ], + [ + "Fract", + 0.009393496438860893 + ], + [ + "Br", + 0.009104489348828793 + ], + [ + "Cre", + 0.0026495573110878468 + ], + [ + "Buck", + 0.0004192208289168775 + ], + [ + "Yield", + 0.00019648484885692596 + ], + [ + "Crack", + 0.00015183171490207314 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 2673, + "target_rank_swapped": 2704, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "creep", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.9856061339378357 + ], + [ + "Fract", + 0.014058916829526424 + ], + [ + "Cor", + 0.0002828062861226499 + ], + [ + "Br", + 2.3951050025061704e-05 + ], + [ + "Cre", + 1.6720527128200047e-05 + ], + [ + "Yield", + 5.302612407831475e-06 + ], + [ + "Britt", + 2.7617261366685852e-06 + ], + [ + "Buck", + 1.614049892850744e-06 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 571, + "target_rank_swapped": 1044, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 5, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-lattice", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Crystal-lattice report", + "description": "Dynamically select the clean report and install sibling lattice coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "FCC", + "generated_token_ids": [ + 216015, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "FCC", + "surfaces": [ + "FCC" + ], + "token_ids": [ + 60822, + 216015, + 191332 + ] + }, + { + "label": "BCC", + "surfaces": [ + "BCC" + ], + "token_ids": [ + 161574, + 161507 + ] + }, + { + "label": "HCP", + "surfaces": [ + "HCP" + ], + "token_ids": [ + 144542 + ] + } + ], + "emergence": [ + { + "label": "FCC", + "best_rank": 17, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 3 + }, + { + "label": "BCC", + "best_rank": 18, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 11 + }, + { + "label": "HCP", + "best_rank": 1254, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 9 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "fanbase", + "accessdate", + "Suburban", + "addOn" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "accessdate", + "buat", + "embossing", + "Yearbook" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "lagoons", + "Raim", + "juk", + "plong", + "supernatural", + "isions" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Mot", + "ardin", + "motels", + "Rue", + "solamente" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "ardin", + "juk", + "incidentally", + "Oriente" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "juk", + "fall", + "isions", + "ch" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Birthday", + "NING", + "Lives", + "Campe", + "ukk" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "haya", + "heck", + "Oliveira", + "hay", + "Fruit", + "Palis", + "Nunn" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "atth", + "sav", + "pectives", + "overarching", + "Vivid" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "no", + "sav", + "ebel", + "vc", + "sat", + "sur" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "se", + "givings", + "no", + "idades", + "parfaite" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "no" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "sav" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "se", + "no", + "si", + "no", + "sur", + "l" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "se", + "sur", + "sense", + "sav" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "l", + "si", + "sav", + "sense", + "se", + "no" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "no", + "se", + "sm", + "l", + "r", + "bl" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "r", + "sz", + "t", + "sd" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "en", + "og", + "r", + "t" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "og", + "no", + "se", + "l", + "in" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "s", + "no", + "t", + "og", + "ob", + "l", + "en", + "as" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "s", + "no", + "t", + "no", + "en", + "on", + "og", + "structure" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "s", + "no", + "l", + "t", + "og", + "en", + "on" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "s", + "l", + "on", + "en", + "t", + "no", + "NaCl", + "PVC" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "FCC", + "BCC", + "FCC", + "NaCl", + "NaCl", + "SCC", + "RCC", + "ICC" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "FCC", + "NaCl", + "B", + "f", + "sc", + "TiO", + "KCl" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "FCC", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 122285, + 182565, + 182803, + 222213, + 202365, + 194798, + 31052, + 15789, + 26208, + 67841, + 110456, + 171897, + 178786, + 149708, + 74935, + 49652, + 40429, + 23858, + 38686, + 16809, + 3060, + 2089, + 63, + 18, + 2, + 1 + ] + }, + { + "label": "BCC", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 120613, + 161520, + 178460, + 156854, + 163078, + 128589, + 118016, + 66064, + 48005, + 32210, + 86064, + 83265, + 86725, + 88295, + 42563, + 42185, + 20350, + 8491, + 23050, + 9607, + 2649, + 2112, + 93, + 19, + 3, + 10 + ] + }, + { + "label": "HCP", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 94170, + 65945, + 37126, + 28789, + 17847, + 16158, + 215286, + 126849, + 181727, + 195111, + 194845, + 146897, + 89976, + 150193, + 118265, + 118963, + 196261, + 88153, + 144302, + 117145, + 68709, + 58986, + 10647, + 1255, + 106, + 2393 + ] + } + ], + "logit_lens": [ + { + "label": "FCC", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 63765, + 54217, + 36024, + 151598, + 98837, + 39583, + 75, + 428, + 113, + 42, + 26, + 24, + 12, + 4 + ] + }, + { + "label": "BCC", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 51143, + 56152, + 57507, + 90046, + 12156, + 2601, + 3114, + 2796, + 4139, + 177, + 43, + 59, + 57, + 12 + ] + }, + { + "label": "HCP", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 190648, + 213343, + 210977, + 232098, + 166467, + 159014, + 51899, + 4959, + 843, + 621, + 324, + 277, + 111, + 10 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "cubic", + "score": 8.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "major", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "acronym", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "abbreviation", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "INE", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "using", + "output_checked": true + }, + { + "concept": "dure", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "salt", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "model", + "output_checked": true + }, + { + "concept": "NaCl", + "score": 3.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "Question", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "Imp", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "DNA", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a10-seed0/materials/dose-report-lattice__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a10-seed0/materials/dose-report-lattice__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a10-seed0/materials/dose-report-lattice__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a10-seed0/materials/dose-report-lattice__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a10-seed0/materials/dose-report-lattice__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "source": "FCC", + "target": "BCC", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "FCC", + 0.42347031831741333 + ], + [ + "NaCl", + 0.3978135585784912 + ], + [ + "B", + 0.1765286922454834 + ], + [ + "f", + 0.0020551697816699743 + ], + [ + "$\\", + 2.6175724997301586e-05 + ], + [ + "sc", + 2.4398459572694264e-05 + ], + [ + "TiO", + 1.0210598702542484e-05 + ], + [ + "KCl", + 8.268794772448018e-06 + ] + ], + "swapped_top": [ + [ + "FCC", + 0.9950926303863525 + ], + [ + "NaCl", + 0.0027950103394687176 + ], + [ + "B", + 0.0014960612170398235 + ], + [ + "f", + 0.00048570000217296183 + ], + [ + "fcc", + 4.734523463412188e-05 + ], + [ + "sc", + 3.925057899323292e-05 + ], + [ + "SCC", + 1.4243408259062562e-05 + ], + [ + "CC", + 6.308141564659309e-06 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 71, + "target_rank_swapped": 49, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "FCC", + "trials": [ + { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "source": "FCC", + "target": "BCC", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "FCC", + 0.42347031831741333 + ], + [ + "NaCl", + 0.3978135585784912 + ], + [ + "B", + 0.1765286922454834 + ], + [ + "f", + 0.0020551697816699743 + ], + [ + "$\\", + 2.6175724997301586e-05 + ], + [ + "sc", + 2.4398459572694264e-05 + ], + [ + "TiO", + 1.0210598702542484e-05 + ], + [ + "KCl", + 8.268794772448018e-06 + ] + ], + "swapped_top": [ + [ + "FCC", + 0.9950926303863525 + ], + [ + "NaCl", + 0.0027950103394687176 + ], + [ + "B", + 0.0014960612170398235 + ], + [ + "f", + 0.00048570000217296183 + ], + [ + "fcc", + 4.734523463412188e-05 + ], + [ + "sc", + 3.925057899323292e-05 + ], + [ + "SCC", + 1.4243408259062562e-05 + ], + [ + "CC", + 6.308141564659309e-06 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 71, + "target_rank_swapped": 49, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "source": "FCC", + "target": "HCP", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "FCC", + 0.42347031831741333 + ], + [ + "NaCl", + 0.3978135585784912 + ], + [ + "B", + 0.1765286922454834 + ], + [ + "f", + 0.0020551697816699743 + ], + [ + "$\\", + 2.6175724997301586e-05 + ], + [ + "sc", + 2.4398459572694264e-05 + ], + [ + "TiO", + 1.0210598702542484e-05 + ], + [ + "KCl", + 8.268794772448018e-06 + ] + ], + "swapped_top": [ + [ + "FCC", + 0.7287153601646423 + ], + [ + "B", + 0.1625983864068985 + ], + [ + "NaCl", + 0.10498140752315521 + ], + [ + "f", + 0.0023929651360958815 + ], + [ + "sc", + 0.0007891161949373782 + ], + [ + "CCP", + 0.00019642652478069067 + ], + [ + "cc", + 6.605216185562313e-05 + ], + [ + "fcc", + 3.913460750482045e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 2247, + "target_rank_swapped": 1145, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 2, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-deformation", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Deformation-mechanism report", + "description": "Dynamically select the clean report and install sibling deformation coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Dislocation", + "generated_token_ids": [ + 4830, + 7125, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + }, + { + "label": "twinning", + "surfaces": [ + "twinning" + ], + "token_ids": [ + 192329 + ] + }, + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + } + ], + "emergence": [ + { + "label": "slip", + "best_rank": 62, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 22 + }, + { + "label": "twinning", + "best_rank": 5, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 11 + }, + { + "label": "creep", + "best_rank": 10, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 5 + }, + { + "label": "diffusion", + "best_rank": 26, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 118 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "fanbase", + "accessdate", + "Suburban" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "accessdate", + "buat", + "embossing", + "Yearbook" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "lagoons", + "Raim", + "plong", + "juk", + "supernatural" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Mot", + "ardin", + "motels", + "solamente", + "Rue", + "isions" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "ardin", + "Oriente", + "incidentally" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "fall", + "maxLength", + "ch", + "juk" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Birthday", + "NING", + "Lives", + "Campe", + "nvidia" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "haya", + "hay", + "Fruit", + "heck", + "Oliveira", + "Palis", + "hent" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "atth", + "sav", + "pectives", + "overarching", + "Hil", + "inger" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "ebel", + "no", + "sur", + "sav", + "vc" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "givings", + "se", + "no", + "parfaite" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "no", + "s", + "sense" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "s", + "sav" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "no", + "se", + "no", + "si", + "l" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "sur", + "se", + "specificity", + "l" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "sense", + "l", + "springframework", + "situation", + "system", + "obil" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "no", + "bl", + "l", + "sm", + "situation", + "l" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "sz", + "sd" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "ob", + "l", + "og" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "no", + "og", + "ob", + "l" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "no", + "s", + "ob", + "no", + "og", + "on", + "l" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "no", + "ob", + "og", + "l", + "plastic" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "plastic", + "no", + "Plastic", + "plasticity", + "twinning", + "dislocation", + "Plastic", + "ductility" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "plastic", + "plasticity", + "Plastic", + "no", + "dislocation", + "ductility", + "twinning", + "sintering" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "dislocation", + "dislocations", + "Yield", + "creep", + "Dislocations", + "sintering", + "plasticity", + "Plastic" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Dis", + "Cre", + "Plastic", + "Slip", + "T", + "D", + "Elastic", + "Yield" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "slip", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 169115, + 141538, + 17688, + 57194, + 28553, + 23244, + 152440, + 60176, + 134325, + 152801, + 100727, + 51156, + 69704, + 62861, + 45113, + 43884, + 59289, + 88325, + 105407, + 52784, + 17072, + 12249, + 107, + 63, + 14, + 4 + ] + }, + { + "label": "twinning", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 12021, + 59840, + 230432, + 245691, + 240074, + 183633, + 16336, + 28370, + 13788, + 17678, + 29778, + 48407, + 54912, + 29649, + 23866, + 16483, + 11142, + 3225, + 1665, + 617, + 66, + 41, + 6, + 8, + 15, + 546 + ] + }, + { + "label": "creep", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 156251, + 168781, + 100173, + 138439, + 87910, + 66568, + 67168, + 27083, + 174560, + 130157, + 69623, + 129997, + 108611, + 66093, + 50054, + 30052, + 93205, + 58321, + 68943, + 39946, + 3616, + 1333, + 32, + 11, + 5, + 84 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 16551, + 19395, + 203582, + 145442, + 195737, + 183841, + 37049, + 33900, + 2161, + 2527, + 8764, + 3321, + 5430, + 8299, + 3347, + 788, + 2350, + 833, + 283, + 125, + 49, + 50, + 36, + 27, + 34, + 35 + ] + } + ], + "logit_lens": [ + { + "label": "slip", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 103972, + 113901, + 102825, + 141329, + 62638, + 32235, + 80776, + 47863, + 16607, + 382, + 49, + 39, + 24, + 23 + ] + }, + { + "label": "twinning", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 155806, + 189562, + 164956, + 140265, + 58997, + 33158, + 8773, + 151, + 945, + 552, + 221, + 52, + 15, + 12 + ] + }, + { + "label": "creep", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 198564, + 234312, + 210409, + 172474, + 218969, + 225318, + 184505, + 28638, + 945, + 72, + 6, + 10, + 9, + 8 + ] + }, + { + "label": "diffusion", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 26457, + 20911, + 22983, + 33408, + 97830, + 39686, + 15308, + 4748, + 3449, + 2258, + 119, + 281, + 1001, + 319 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "Yield", + "score": 9.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "major", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 5.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "INE", + "score": 4.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Yield", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "question", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "dig", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "semif", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "INI", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "mechanism", + "output_checked": true + }, + { + "concept": "elastic", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a10-seed0/materials/dose-report-deformation__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a10-seed0/materials/dose-report-deformation__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a10-seed0/materials/dose-report-deformation__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a10-seed0/materials/dose-report-deformation__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a10-seed0/materials/dose-report-deformation__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "slip", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Dis", + 0.9915258288383484 + ], + [ + "Slip", + 0.005895828362554312 + ], + [ + "T", + 0.0017981259152293205 + ], + [ + "Plastic", + 0.0005837660282850266 + ], + [ + "D", + 9.987058729166165e-05 + ], + [ + "Cre", + 3.964826464653015e-05 + ], + [ + "_", + 2.819731889758259e-05 + ], + [ + "Yield", + 1.636723754927516e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 332, + "target_rank_swapped": 97, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Dis", + "trials": [ + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "slip", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Dis", + 0.9915258288383484 + ], + [ + "Slip", + 0.005895828362554312 + ], + [ + "T", + 0.0017981259152293205 + ], + [ + "Plastic", + 0.0005837660282850266 + ], + [ + "D", + 9.987058729166165e-05 + ], + [ + "Cre", + 3.964826464653015e-05 + ], + [ + "_", + 2.819731889758259e-05 + ], + [ + "Yield", + 1.636723754927516e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 332, + "target_rank_swapped": 97, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "twinning", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Cre", + 0.5068613886833191 + ], + [ + "Dis", + 0.3272543251514435 + ], + [ + "Plastic", + 0.12421172112226486 + ], + [ + "_", + 0.015068592503666878 + ], + [ + "Elastic", + 0.010519573464989662 + ], + [ + "D", + 0.007343845441937447 + ], + [ + "Slip", + 0.0032082884572446346 + ], + [ + "T", + 0.002095844130963087 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1, + "target_rank_clean": 531, + "target_rank_swapped": 933, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "creep", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Plastic", + 0.7758459448814392 + ], + [ + "Elastic", + 0.1961645931005478 + ], + [ + "Cre", + 0.024172218516469002 + ], + [ + "D", + 0.0022837731521576643 + ], + [ + "Yield", + 0.0006098858430050313 + ], + [ + "Strain", + 0.00024070793006103486 + ], + [ + "T", + 0.00022524259111378342 + ], + [ + "Dis", + 0.000169359176652506 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 7, + "target_rank_clean": 231, + "target_rank_swapped": 232, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "diffusion", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Dis", + 0.411283940076828 + ], + [ + "Plastic", + 0.36295679211616516 + ], + [ + "Cre", + 0.12157531082630157 + ], + [ + "Elastic", + 0.04760957509279251 + ], + [ + "_", + 0.02469952218234539 + ], + [ + "D", + 0.012037585489451885 + ], + [ + "Yield", + 0.006052877753973007 + ], + [ + "T", + 0.0036712561268359423 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 57475, + "target_rank_swapped": 23670, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 4, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-strengthening", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Strengthening-mechanism report", + "description": "Dynamically select the clean report and install sibling strengthening coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Work_hardening", + "generated_token_ids": [ + 9004, + 236779, + 130529 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "solution", + "surfaces": [ + "solution" + ], + "token_ids": [ + 3465, + 47213, + 23130, + 15607 + ] + }, + { + "label": "grain", + "surfaces": [ + "grain" + ], + "token_ids": [ + 11261, + 99208, + 79171, + 221098 + ] + }, + { + "label": "work", + "surfaces": [ + "work" + ], + "token_ids": [ + 981, + 2025, + 5490, + 9004 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 112, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 11 + }, + { + "label": "solution", + "best_rank": 45, + "best_depth": 59.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 130 + }, + { + "label": "grain", + "best_rank": 160, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 59 + }, + { + "label": "work", + "best_rank": 1028, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 40 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "fanbase", + "accessdate", + "Suburban", + "addOn" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "accessdate", + "buat", + "Yearbook", + "embossing" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "lagoons", + "Raim", + "plong", + "juk", + "supernatural" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Mot", + "ardin", + "motels", + "solamente", + "Rue", + "isions" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "ardin", + "Oriente", + "incidentally", + "juk" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "fall", + "juk", + "ch" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "Birthday", + "NING", + "Lives", + "nvidia", + "Campe" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "haya", + "heck", + "hay", + "Fruit", + "Oliveira", + "Palis", + "Nunn" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "ebel", + "atth", + "sav", + "pectives", + "overarching", + "Hil", + "inger" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "ebel", + "sur", + "no", + "sav", + "vc" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "givings", + "se", + "parfaite", + "no" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "no", + "sense", + "s" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "s", + "sav" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "se", + "no", + "no", + "si", + "l", + "s" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "sur", + "specificity", + "l", + "givings" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "springframework", + "sense", + "l", + "situation", + "obil", + "system" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "bl", + "no", + "l", + "sm", + "situation", + "l" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "sz", + "sd", + "r" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "ob", + "l", + "og" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "no", + "og", + "ob", + "o" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "s", + "no", + "ob", + "no", + "og", + "l", + "in" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "no", + "ob", + "l", + "og", + "ib" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "alloying", + "no", + "s", + "dislocation", + "hardening", + "twinning", + "sintering", + "l" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "alloying", + "hardening", + "no", + "s", + "dislocation", + "onation", + "hardening", + "on" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "alloying", + "Solid", + "dislocation", + "Grain", + "work", + "solidification", + "fortification", + "hardening" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Work", + "Solid", + "Dis", + "Strain", + "Pre", + "Hard", + "Disp", + "Al" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 53561, + 54040, + 90927, + 59123, + 93764, + 82358, + 29286, + 7898, + 58445, + 31043, + 3454, + 15899, + 31511, + 22772, + 23740, + 73419, + 84951, + 78657, + 72007, + 42920, + 17942, + 13906, + 140, + 113, + 24, + 143 + ] + }, + { + "label": "solution", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 82872, + 134205, + 24098, + 69655, + 16696, + 14659, + 110740, + 7316, + 12003, + 5312, + 340, + 460, + 1308, + 181, + 59, + 46, + 272, + 299, + 546, + 757, + 167, + 105, + 315, + 97, + 130, + 11 + ] + }, + { + "label": "grain", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 70877, + 81631, + 69282, + 46270, + 49817, + 64685, + 129888, + 28172, + 159980, + 120298, + 52869, + 43390, + 57988, + 60981, + 50623, + 51383, + 67432, + 51016, + 40098, + 10514, + 4042, + 2714, + 176, + 161, + 6, + 10 + ] + }, + { + "label": "work", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 206864, + 237558, + 67987, + 162644, + 66619, + 40468, + 126811, + 61932, + 187550, + 194066, + 208177, + 201136, + 222980, + 170541, + 201451, + 171757, + 111090, + 112868, + 100007, + 118498, + 104392, + 105646, + 40465, + 1029, + 7, + 1 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 59221, + 63566, + 57419, + 119981, + 128803, + 61930, + 15006, + 12013, + 3865, + 110, + 66, + 60, + 243, + 12 + ] + }, + { + "label": "solution", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 12977, + 16323, + 18957, + 53792, + 15698, + 17590, + 7608, + 296, + 7575, + 9172, + 1540, + 680, + 380, + 131 + ] + }, + { + "label": "grain", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 154568, + 149637, + 170497, + 179035, + 195539, + 134045, + 13816, + 4240, + 5363, + 90, + 230, + 60, + 128, + 81 + ] + }, + { + "label": "work", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 3244, + 16323, + 13802, + 17689, + 17691, + 51600, + 182010, + 21088, + 7575, + 3336, + 875, + 1642, + 106, + 41 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "dislocation", + "score": 11.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "alloying", + "score": 9.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "major", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "INI", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "mechanism", + "output_checked": true + }, + { + "concept": "INE", + "score": 4.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "question", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "metals", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "model", + "output_checked": true + }, + { + "concept": "dig", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "teh", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Question", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "Answer", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a10-seed0/materials/dose-report-strengthening__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a10-seed0/materials/dose-report-strengthening__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a10-seed0/materials/dose-report-strengthening__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a10-seed0/materials/dose-report-strengthening__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a10-seed0/materials/dose-report-strengthening__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "precipitation", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Work", + 0.6861048936843872 + ], + [ + "Solid", + 0.28601107001304626 + ], + [ + "Strain", + 0.011805087327957153 + ], + [ + "Dis", + 0.0073874350637197495 + ], + [ + "Disp", + 0.003714635269716382 + ], + [ + "Pre", + 0.0009318980155512691 + ], + [ + "**", + 0.0007257629185914993 + ], + [ + "T", + 0.0006871384684927762 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 341, + "target_rank_swapped": 333, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Work", + "trials": [ + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "precipitation", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Work", + 0.6861048936843872 + ], + [ + "Solid", + 0.28601107001304626 + ], + [ + "Strain", + 0.011805087327957153 + ], + [ + "Dis", + 0.0073874350637197495 + ], + [ + "Disp", + 0.003714635269716382 + ], + [ + "Pre", + 0.0009318980155512691 + ], + [ + "**", + 0.0007257629185914993 + ], + [ + "T", + 0.0006871384684927762 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 341, + "target_rank_swapped": 333, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "solution", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Solid", + 0.5281689763069153 + ], + [ + "Work", + 0.2343735694885254 + ], + [ + "Solid", + 0.07608995586633682 + ], + [ + "_", + 0.07608995586633682 + ], + [ + "Work", + 0.031719014048576355 + ], + [ + "Dis", + 0.011309763416647911 + ], + [ + "Disp", + 0.00908765010535717 + ], + [ + "**", + 0.005342353601008654 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1, + "target_rank_clean": 4890, + "target_rank_swapped": 520, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "grain", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Solid", + 0.9262382388114929 + ], + [ + "Work", + 0.07142382115125656 + ], + [ + "Dis", + 0.0006577906897291541 + ], + [ + "Sol", + 0.0005122878937982023 + ], + [ + "Strain", + 0.0004664434236474335 + ], + [ + "Pre", + 0.00035208999179303646 + ], + [ + "Solution", + 0.00017704196216072887 + ], + [ + "Disp", + 7.153142360039055e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1, + "target_rank_clean": 607, + "target_rank_swapped": 1911, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 3, + "protocol_success_rate": 0.0 + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-12b-it-report-swap-a10-seed1.json b/jlens_materials/runs/gemma4-12b-it-report-swap-a10-seed1.json new file mode 100644 index 0000000000000000000000000000000000000000..de510caa03c6bd1119e65d17047998aa76b44d4c --- /dev/null +++ b/jlens_materials/runs/gemma4-12b-it-report-swap-a10-seed1.json @@ -0,0 +1,8969 @@ +{ + "format_version": 2, + "created_at": "2026-08-25T10:35:27.330380+00:00", + "model": "google/gemma-4-12B-it", + "model_identity": { + "requested_id": "google/gemma-4-12B-it", + "requested_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "model_class": "Gemma4UnifiedForConditionalGeneration", + "config_name_or_path": "google/gemma-4-12B-it", + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-12B-it", + "vocab_size": 262144, + "n_layers": 48, + "d_model": 3840, + "dtype": "bfloat16" + }, + "tag": "gemma4-12b-it-report-swap-a10-seed1", + "n_layers": 48, + "d_model": 3840, + "lens_n_prompts": 1000, + "lens_provenance": { + "corpus": { + "dataset": "Salesforce/wikitext", + "kind": "huggingface", + "min_chars": 600, + "records": 1000, + "requested_records": 1000, + "revision": "b08601e04326c79dfdd32d625aee71d232d685c3", + "seed": 1, + "sha256": "339321308896ebec0e2f4e77c3c911f240e11677a92fd46c9e7e978e8df61065", + "split": "train", + "subset": "wikitext-103-raw-v1", + "text_field": "text", + "unique_records": 1000 + }, + "created_at": "2026-08-23T10:35:39.069422+00:00", + "dim_batch": 12, + "format_version": 1, + "hub": { + "path_in_repo": "gemma4-12b-it/paper/seed1.pt", + "repo_id": "lamm-mit/gemma4-jacobian-lenses", + "repo_type": "model", + "revision": "main", + "uploaded_at": "2026-08-25T06:54:59.313300+00:00" + }, + "model": { + "config_name_or_path": "google/gemma-4-12B-it", + "d_model": 3840, + "dtype": "bfloat16", + "model_class": "Gemma4UnifiedForConditionalGeneration", + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "n_layers": 48, + "requested_id": "google/gemma-4-12B-it", + "requested_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-12B-it", + "vocab_size": 262144 + }, + "paper_reference": "https://transformer-circuits.pub/2026/workspace/index.html", + "recipe": { + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers.", + "max_seq_len": 128, + "n_fit": 1000, + "name": "paper", + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "target_layer": -2 + }, + "source_layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45 + ], + "target_layer": 46, + "upstream_reference": "lamm-mit/jacobian-lens@581d398613e5602a5af361e1c34d3a92ea82ba8e" + }, + "methodology": { + "recipe": { + "name": "demo", + "n_fit": 12, + "max_seq_len": 64, + "target_layer": null, + "report_layer_count": null, + "skip_first": 16, + "strict_corpus": false, + "description": "Fast exploratory fit. Results from this profile are not a quantitative replication of the paper." + }, + "claims_level": "exploratory demo", + "paper_protocol_complete": false, + "strict_protocol": true, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 1, + "evaluation_max_seq_len": 128, + "generation_max_new_tokens": 3, + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "dtype": "bfloat16", + "layer_stride": 1, + "prompt_source": "prompts/materials-report-swap-dose-v1.json", + "swaps_enabled": true, + "swap_alpha": 1.0 + }, + "shapes": [ + "REPORT_SWAP" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": {}, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 18, + "n_graded": 18, + "minimum_required": 1, + "sufficient_sample": true, + "protocol_success_rate": 0.0, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [], + "prompts": [ + { + "slug": "dose-report-defect", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Crystalline defect report", + "description": "Dynamically select the clean report and install sibling defect coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "defect", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Vacancy", + "generated_token_ids": [ + 190211, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "interstitial", + "surfaces": [ + "interstitial" + ], + "token_ids": [ + 57610, + 181763 + ] + }, + { + "label": "twin", + "surfaces": [ + "twin" + ], + "token_ids": [ + 25276, + 123243, + 50863, + 135706 + ] + }, + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 0, + "best_depth": 91.5, + "onset_depth": 87.2, + "reached_top1": true, + "best_pos": 24, + "logit_lens_best_rank": 0 + }, + { + "label": "dislocation", + "best_rank": 0, + "best_depth": 87.2, + "onset_depth": 87.2, + "reached_top1": true, + "best_pos": 24, + "logit_lens_best_rank": 5 + }, + { + "label": "interstitial", + "best_rank": 16, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 38 + }, + { + "label": "twin", + "best_rank": 13213, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 2381 + }, + { + "label": "boundary", + "best_rank": 711, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 658 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "terne", + "MNR", + "itaire", + "OBE", + "osti", + "Mve", + "nonlinear" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "MNR", + "poolside", + "percentage" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "imov", + "IMI", + "kinderen", + "manipular" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Rue", + "sized", + "Rue", + "setConfig", + "isms", + "istency", + "kons" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "in", + "olutions", + "amounting", + "ions" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "as", + "si", + "midd", + "CBI", + "osl" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "haya", + "release", + "Released", + "released", + "RELEASE", + "ografico", + "releasing", + "Frei" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "ForegroundColor", + "erings", + "oed" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "sing", + "astri", + "signing", + "bev", + "signing", + "release", + "j" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "j", + "s", + "astri", + "l", + "dere", + "si" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "givings", + "parfaite", + "perfect", + "no" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "esimerkiksi", + "sur", + "no", + "sense" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "esimerkiksi", + "sur", + "s" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "se", + "no", + "no", + "si", + "to" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "sur", + "givings", + "se", + "proverbial" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "situation", + "l", + "sense", + "springframework", + "obil", + "system" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "bl", + "no", + "l", + "situation", + "sm", + "se" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "sz", + "situation", + "sd" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "ob", + "situation", + "l", + "og" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "no", + "ob", + "og", + "l", + "sz" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "no", + "s", + "ob", + "og", + "no", + "l", + "on", + "sz" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "ob", + "on", + "no", + "og", + "l" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "dislocation", + "vacancy", + "Vac", + "vacancies", + "vacancy", + "no", + "dislocations", + "Vacancy" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "vacancy", + "dislocation", + "vacancy", + "Vacancy", + "Vac", + "vacancies", + "on", + "no" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "dislocation", + "vacancy", + "vacancy", + "dislocations", + "Vacancy", + "Dislocations", + "Vac" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Vacancy", + "Vac", + "Dis", + "F", + "Interstitial", + "Sch", + "vacancy", + "Point" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 221664, + 230899, + 87044, + 179801, + 155101, + 104989, + 193084, + 209952, + 102328, + 129149, + 206748, + 227387, + 214307, + 185295, + 196371, + 156257, + 205089, + 126936, + 83636, + 16432, + 2981, + 398, + 2, + 1, + 2, + 1 + ] + }, + { + "label": "dislocation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 74877, + 58231, + 15718, + 35578, + 138526, + 156690, + 241622, + 164267, + 13130, + 90267, + 210205, + 142879, + 121698, + 167282, + 61413, + 24253, + 50445, + 21910, + 8214, + 2870, + 104, + 59, + 1, + 2, + 1, + 70 + ] + }, + { + "label": "interstitial", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 83985, + 111050, + 54975, + 185355, + 22207, + 7392, + 114384, + 102039, + 178583, + 170543, + 54451, + 138422, + 132396, + 53430, + 22737, + 18660, + 79596, + 35378, + 36976, + 9436, + 1946, + 279, + 19, + 17, + 13, + 5 + ] + }, + { + "label": "twin", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 124481, + 65351, + 77794, + 59958, + 60680, + 75390, + 54378, + 99861, + 89595, + 129859, + 123723, + 123405, + 127911, + 172568, + 121884, + 135489, + 72613, + 97570, + 97622, + 109095, + 120559, + 115291, + 24462, + 13214, + 3759, + 2565 + ] + }, + { + "label": "boundary", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 136829, + 126365, + 126967, + 67122, + 12058, + 13802, + 39749, + 53913, + 21155, + 12186, + 46259, + 29782, + 35880, + 15024, + 17830, + 47232, + 22083, + 25731, + 22896, + 12019, + 9467, + 4267, + 1042, + 712, + 647, + 390 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 74736, + 58750, + 53727, + 33892, + 22218, + 5335, + 37177, + 1007, + 7, + 2, + 2, + 3, + 1, + 1 + ] + }, + { + "label": "dislocation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 41392, + 76152, + 40100, + 165973, + 209587, + 204442, + 119027, + 38620, + 5377, + 571, + 105, + 25, + 8, + 6 + ] + }, + { + "label": "interstitial", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 20718, + 41639, + 32820, + 19460, + 26855, + 24194, + 6210, + 21848, + 1292, + 634, + 44, + 39, + 142, + 42 + ] + }, + { + "label": "twin", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 59957, + 152922, + 150341, + 158406, + 108330, + 157289, + 47623, + 9950, + 85179, + 126993, + 46164, + 79245, + 4451, + 2382 + ] + }, + { + "label": "boundary", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 20718, + 38594, + 58896, + 119485, + 82437, + 82345, + 34822, + 5092, + 6873, + 906, + 5348, + 659, + 1039, + 772 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "vacancy", + "score": 6.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "substitutional", + "score": 6.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "impurity", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Vac", + "score": 5.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "<|channel>", + "output_checked": true + }, + { + "concept": "major", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "semif", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "regula", + "score": 3.0, + "best_rank": 2, + "best_depth": 55.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "carbide", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Question", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "Imp", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a10-seed1/materials/dose-report-defect__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a10-seed1/materials/dose-report-defect__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a10-seed1/materials/dose-report-defect__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a10-seed1/materials/dose-report-defect__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a10-seed1/materials/dose-report-defect__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "dislocation", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9988000392913818 + ], + [ + "Dis", + 0.0010320578003302217 + ], + [ + "Vac", + 9.304283594246954e-05 + ], + [ + "F", + 7.023241050774232e-05 + ], + [ + "Sch", + 1.961451744136866e-06 + ], + [ + "Point", + 8.305309506795311e-07 + ], + [ + "Interstitial", + 6.993771535235282e-07 + ], + [ + "Lac", + 5.532529030460864e-07 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 69, + "target_rank_swapped": 76, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Vacancy", + "trials": [ + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "dislocation", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9988000392913818 + ], + [ + "Dis", + 0.0010320578003302217 + ], + [ + "Vac", + 9.304283594246954e-05 + ], + [ + "F", + 7.023241050774232e-05 + ], + [ + "Sch", + 1.961451744136866e-06 + ], + [ + "Point", + 8.305309506795311e-07 + ], + [ + "Interstitial", + 6.993771535235282e-07 + ], + [ + "Lac", + 5.532529030460864e-07 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 69, + "target_rank_swapped": 76, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "interstitial", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9998306035995483 + ], + [ + "Vac", + 9.027324995258823e-05 + ], + [ + "Dis", + 6.40133221168071e-05 + ], + [ + "F", + 1.4736702723894268e-05 + ], + [ + "Sch", + 1.8550771585523762e-07 + ], + [ + "Point", + 8.900757109131519e-08 + ], + [ + "vacancy", + 3.6032616890224745e-08 + ], + [ + "<|channel>", + 3.164378625797326e-08 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 125, + "target_rank_swapped": 165, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "twin", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.5767031311988831 + ], + [ + "Dis", + 0.42192500829696655 + ], + [ + "F", + 0.0010790464002639055 + ], + [ + "Vac", + 0.00019346235785633326 + ], + [ + "Point", + 8.320712368004024e-05 + ], + [ + "<|channel>", + 1.2367634553811513e-05 + ], + [ + "J", + 1.6672519222993287e-06 + ], + [ + "Void", + 9.297796736973396e-07 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 89369, + "target_rank_swapped": 62911, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "boundary", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9997711777687073 + ], + [ + "F", + 0.00010228691098745912 + ], + [ + "Vac", + 9.313329792348668e-05 + ], + [ + "Dis", + 3.0235953090596013e-05 + ], + [ + "Interstitial", + 2.3315465114137623e-06 + ], + [ + "Point", + 3.5755422800320957e-07 + ], + [ + "Sch", + 3.1554048973703175e-07 + ], + [ + "vacancy", + 4.0194901629320157e-08 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 97956, + "target_rank_swapped": 99797, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 4, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-failure", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Failure-mode report", + "description": "Dynamically select the clean report and install sibling failure-mode coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "failure-mode", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Fatigue", + "generated_token_ids": [ + 77310, + 14362, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + }, + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 37, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 16 + }, + { + "label": "brittle", + "best_rank": 27, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 6 + }, + { + "label": "fatigue", + "best_rank": 16, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 0 + }, + { + "label": "cleavage", + "best_rank": 16, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 44 + }, + { + "label": "creep", + "best_rank": 102, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 25 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "terne", + "MNR", + "itaire", + "OBE", + "osti", + "Mve", + "BBBB" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "MNR", + "poolside", + "percentage" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "imov", + "IMI", + "kinderen", + "manipular" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Rue", + "sized", + "setConfig", + "isms", + "istency", + "Rue", + "kons" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "in", + "olutions", + "Draper", + "amounting", + "amount" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "midd", + "CBI", + "as" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "haya", + "release", + "Released", + "RELEASE", + "released", + "ografico", + "releasing", + "Frei" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "ForegroundColor", + "oed", + "erings" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "sing", + "signing", + "astri", + "signing", + "release", + "bev", + "j" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "j", + "s", + "astri", + "l", + "si", + "istern" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "givings", + "perfect", + "parfaite", + "wobei" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "esimerkiksi", + "sur", + "sense", + "no" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "esimerkiksi", + "sur", + "s", + "t" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "se", + "no", + "no", + "to", + "si", + "s" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "sur", + "restriction", + "specificity", + "se" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "sense", + "l", + "situation", + "springframework", + "obil", + "system" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "no", + "bl", + "sm", + "situation", + "l" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "situation", + "sz" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "situation", + "ob", + "l" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "no", + "s", + "no", + "ob", + "og", + "se" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "no", + "s", + "ob", + "no", + "og", + "crack", + "Fracture" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "no", + "og", + "ob", + "crack", + "Fracture", + "crack" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "fracture", + "Fracture", + "crack", + "crack", + "cracks", + "cracking", + "fractures", + "no" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "fracture", + "crack", + "Fracture", + "crack", + "cracking", + "cracks", + "fracturing", + "fractures" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "fracture", + "Fracture", + "fatigue", + "Fract", + "fract", + "Fat", + "fractures", + "Fatigue" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Fat", + "Fract", + "Cor", + "Cre", + "Buck", + "Br", + "Yield", + "Cr" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 234638, + 222411, + 114935, + 130104, + 250215, + 260069, + 249904, + 255248, + 90114, + 114819, + 181833, + 98029, + 85469, + 191369, + 144442, + 112698, + 134154, + 62602, + 47802, + 20207, + 10011, + 2699, + 38, + 44, + 397, + 422 + ] + }, + { + "label": "brittle", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 105982, + 108175, + 127692, + 139219, + 157412, + 157694, + 93522, + 100046, + 167842, + 149793, + 143472, + 110804, + 115427, + 128351, + 126238, + 180433, + 215563, + 176441, + 175371, + 87626, + 7827, + 1513, + 32, + 28, + 40, + 94 + ] + }, + { + "label": "fatigue", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 190499, + 170583, + 76778, + 81967, + 141712, + 135379, + 116967, + 249852, + 161318, + 136776, + 202481, + 157388, + 164367, + 242832, + 172130, + 215730, + 220991, + 142798, + 134694, + 52333, + 476, + 209, + 17, + 20, + 4, + 13 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 31197, + 52557, + 114972, + 22737, + 48642, + 131963, + 79217, + 52137, + 17650, + 1392, + 46262, + 32479, + 24221, + 55745, + 73794, + 113809, + 75783, + 6784, + 5759, + 2583, + 368, + 245, + 21, + 17, + 18, + 2736 + ] + }, + { + "label": "creep", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 206257, + 199376, + 3084, + 70442, + 115454, + 106580, + 179934, + 193345, + 168242, + 113600, + 45236, + 115401, + 94063, + 56606, + 46552, + 26172, + 85617, + 41169, + 55979, + 34285, + 3521, + 1844, + 328, + 103, + 32, + 319 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 54995, + 20008, + 24112, + 65896, + 183494, + 195421, + 61690, + 3251, + 516, + 76, + 60, + 31, + 23, + 17 + ] + }, + { + "label": "brittle", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 32841, + 22883, + 33879, + 136202, + 84032, + 160636, + 89813, + 1089, + 44, + 17, + 12, + 7, + 14, + 10 + ] + }, + { + "label": "fatigue", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 22296, + 32509, + 39936, + 46360, + 42111, + 15396, + 1585, + 533, + 6, + 1, + 1, + 1, + 2, + 2 + ] + }, + { + "label": "cleavage", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 92896, + 57069, + 95367, + 131519, + 113944, + 136457, + 34423, + 22367, + 23880, + 14906, + 941, + 137, + 87, + 45 + ] + }, + { + "label": "creep", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 191232, + 233523, + 203596, + 156742, + 214387, + 215265, + 165911, + 14323, + 656, + 81, + 31, + 26, + 66, + 76 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "fatigue", + "score": 13.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "<|channel>", + "output_checked": true + }, + { + "concept": "Fatigue", + "score": 6.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "major", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "INE", + "score": 4.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.8, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "sentence", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "one", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "Fracture", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "<|channel>", + "output_checked": true + }, + { + "concept": "science", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "materials", + "output_checked": true + }, + { + "concept": "crack", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a10-seed1/materials/dose-report-failure__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a10-seed1/materials/dose-report-failure__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a10-seed1/materials/dose-report-failure__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a10-seed1/materials/dose-report-failure__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a10-seed1/materials/dose-report-failure__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "ductile", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.8071087598800659 + ], + [ + "Fract", + 0.1917051374912262 + ], + [ + "Br", + 0.000915951794013381 + ], + [ + "Cor", + 8.928546594688669e-05 + ], + [ + "Yield", + 7.879414624767378e-05 + ], + [ + "Britt", + 7.287267362698913e-05 + ], + [ + "Cre", + 1.0789328371174634e-05 + ], + [ + "Buck", + 1.0355749509471934e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 414, + "target_rank_swapped": 204, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Fat", + "trials": [ + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "ductile", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.8071087598800659 + ], + [ + "Fract", + 0.1917051374912262 + ], + [ + "Br", + 0.000915951794013381 + ], + [ + "Cor", + 8.928546594688669e-05 + ], + [ + "Yield", + 7.879414624767378e-05 + ], + [ + "Britt", + 7.287267362698913e-05 + ], + [ + "Cre", + 1.0789328371174634e-05 + ], + [ + "Buck", + 1.0355749509471934e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 414, + "target_rank_swapped": 204, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "brittle", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.9986036419868469 + ], + [ + "Fract", + 0.0013249277835711837 + ], + [ + "Cor", + 6.196769390953705e-05 + ], + [ + "Cre", + 7.062070380925434e-06 + ], + [ + "Yield", + 1.0579158242762787e-06 + ], + [ + "fat", + 5.361256398828118e-07 + ], + [ + "Br", + 3.846513436656096e-07 + ], + [ + "F", + 1.4261514991176227e-07 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 92, + "target_rank_swapped": 107, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "fatigue", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.9942305088043213 + ], + [ + "Fract", + 0.005553726572543383 + ], + [ + "Cor", + 0.00013903481885790825 + ], + [ + "Cre", + 5.2771662012673914e-05 + ], + [ + "Br", + 8.750400411372539e-06 + ], + [ + "Yield", + 7.368575552391121e-06 + ], + [ + "Buck", + 2.9771733807137934e-06 + ], + [ + "Cr", + 1.8630676095199306e-06 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 40, + "target_rank_swapped": 56, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "cleavage", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.8997774720191956 + ], + [ + "Cor", + 0.043419018387794495 + ], + [ + "Fract", + 0.043419018387794495 + ], + [ + "Br", + 0.006658521946519613 + ], + [ + "Cre", + 0.005695335566997528 + ], + [ + "Buck", + 0.0003815637028310448 + ], + [ + "Yield", + 0.00030184173374436796 + ], + [ + "Crack", + 0.0001615642395336181 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 2673, + "target_rank_swapped": 1635, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "creep", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.9938982725143433 + ], + [ + "Fract", + 0.0059099355712533 + ], + [ + "Cor", + 0.00015749444719403982 + ], + [ + "Cre", + 1.9407123545533977e-05 + ], + [ + "Br", + 8.611858902440872e-06 + ], + [ + "Yield", + 3.2943296446319437e-06 + ], + [ + "Buck", + 1.099965516004886e-06 + ], + [ + "Britt", + 7.886088724262663e-07 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 571, + "target_rank_swapped": 851, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 5, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-lattice", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Crystal-lattice report", + "description": "Dynamically select the clean report and install sibling lattice coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "FCC", + "generated_token_ids": [ + 216015, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "FCC", + "surfaces": [ + "FCC" + ], + "token_ids": [ + 60822, + 216015, + 191332 + ] + }, + { + "label": "BCC", + "surfaces": [ + "BCC" + ], + "token_ids": [ + 161574, + 161507 + ] + }, + { + "label": "HCP", + "surfaces": [ + "HCP" + ], + "token_ids": [ + 144542 + ] + } + ], + "emergence": [ + { + "label": "FCC", + "best_rank": 19, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 3 + }, + { + "label": "BCC", + "best_rank": 17, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 11 + }, + { + "label": "HCP", + "best_rank": 1302, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 9 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "terne", + "MNR", + "itaire", + "OBE", + "osti", + "Mve", + "nonlinear" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "MNR", + "percentage" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "imov", + "IMI", + "kinderen", + "manipular" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Rue", + "istency", + "isms", + "motiv", + "tension", + "setConfig" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "amounted", + "amounting", + "in", + "amount" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "as", + "at", + "iz", + "preventing", + "midd", + "jubil" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "haya", + "release", + "Released", + "RELEASE", + "Frei", + "releasing", + "ografico" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "ForegroundColor", + "hydroxyl", + "htp", + "pta" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "sing", + "bev", + "astri", + "situation", + "j", + "signing", + "r" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "j", + "s", + "l", + "ele", + "dere", + "si" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "givings", + "se", + "wobei", + "parfaite" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "esimerkiksi", + "sur", + "no" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "esimerkiksi", + "sur", + "s" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "se", + "no", + "si", + "sur", + "no" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "se", + "sur", + "sense", + "sav" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "l", + "si", + "sav", + "sense", + "se", + "no" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "no", + "se", + "sm", + "l", + "r", + "bl" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "r", + "sz", + "t", + "sd" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "en", + "og", + "r", + "t" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "og", + "no", + "se", + "l", + "in" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "s", + "no", + "t", + "og", + "ob", + "l", + "en", + "as" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "s", + "no", + "t", + "no", + "en", + "on", + "og", + "structure" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "s", + "no", + "t", + "l", + "og", + "on", + "en" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "s", + "l", + "on", + "en", + "t", + "no", + "NaCl", + "PVC" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "FCC", + "BCC", + "FCC", + "NaCl", + "NaCl", + "SCC", + "RCC", + "ICC" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "FCC", + "NaCl", + "B", + "f", + "sc", + "TiO", + "KCl" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "FCC", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 56503, + 191610, + 212426, + 250746, + 242389, + 223510, + 18760, + 77924, + 98414, + 100075, + 141940, + 188643, + 185342, + 141108, + 75720, + 52938, + 41335, + 24200, + 39226, + 16648, + 3080, + 2080, + 65, + 20, + 2, + 1 + ] + }, + { + "label": "BCC", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 17778, + 17826, + 238797, + 151137, + 93446, + 75441, + 67207, + 43069, + 50495, + 79171, + 108891, + 100436, + 97264, + 90263, + 43288, + 43682, + 21816, + 8661, + 24063, + 10001, + 2685, + 2288, + 92, + 18, + 3, + 10 + ] + }, + { + "label": "HCP", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 41475, + 14411, + 84687, + 58646, + 16739, + 23162, + 104859, + 86973, + 101769, + 160476, + 197982, + 155304, + 94448, + 139807, + 115077, + 122413, + 198221, + 91295, + 145824, + 118287, + 69719, + 59557, + 10642, + 1303, + 114, + 2393 + ] + } + ], + "logit_lens": [ + { + "label": "FCC", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 63765, + 54217, + 36024, + 151598, + 98837, + 39583, + 75, + 428, + 113, + 42, + 26, + 24, + 12, + 4 + ] + }, + { + "label": "BCC", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 51143, + 56152, + 57507, + 90046, + 12156, + 2601, + 3114, + 2796, + 4139, + 177, + 43, + 59, + 57, + 12 + ] + }, + { + "label": "HCP", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 190648, + 213343, + 210977, + 232098, + 166467, + 159014, + 51899, + 4959, + 843, + 621, + 324, + 277, + 111, + 10 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "cubic", + "score": 8.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "dure", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "acronym", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "abbreviation", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "major", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "INE", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "using", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "salt", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "model", + "output_checked": true + }, + { + "concept": "NaCl", + "score": 3.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "Question", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "Imp", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "DNA", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a10-seed1/materials/dose-report-lattice__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a10-seed1/materials/dose-report-lattice__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a10-seed1/materials/dose-report-lattice__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a10-seed1/materials/dose-report-lattice__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a10-seed1/materials/dose-report-lattice__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "source": "FCC", + "target": "BCC", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "FCC", + 0.42347031831741333 + ], + [ + "NaCl", + 0.3978135585784912 + ], + [ + "B", + 0.1765286922454834 + ], + [ + "f", + 0.0020551697816699743 + ], + [ + "$\\", + 2.6175724997301586e-05 + ], + [ + "sc", + 2.4398459572694264e-05 + ], + [ + "TiO", + 1.0210598702542484e-05 + ], + [ + "KCl", + 8.268794772448018e-06 + ] + ], + "swapped_top": [ + [ + "FCC", + 0.9942359328269958 + ], + [ + "B", + 0.0031644352711737156 + ], + [ + "NaCl", + 0.00142632273491472 + ], + [ + "f", + 0.0009209031122736633 + ], + [ + "sc", + 0.00013061182107776403 + ], + [ + "fcc", + 3.7862024328205734e-05 + ], + [ + "SCC", + 2.3972739654709585e-05 + ], + [ + "SC", + 2.140524702554103e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 71, + "target_rank_swapped": 47, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "FCC", + "trials": [ + { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "source": "FCC", + "target": "BCC", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "FCC", + 0.42347031831741333 + ], + [ + "NaCl", + 0.3978135585784912 + ], + [ + "B", + 0.1765286922454834 + ], + [ + "f", + 0.0020551697816699743 + ], + [ + "$\\", + 2.6175724997301586e-05 + ], + [ + "sc", + 2.4398459572694264e-05 + ], + [ + "TiO", + 1.0210598702542484e-05 + ], + [ + "KCl", + 8.268794772448018e-06 + ] + ], + "swapped_top": [ + [ + "FCC", + 0.9942359328269958 + ], + [ + "B", + 0.0031644352711737156 + ], + [ + "NaCl", + 0.00142632273491472 + ], + [ + "f", + 0.0009209031122736633 + ], + [ + "sc", + 0.00013061182107776403 + ], + [ + "fcc", + 3.7862024328205734e-05 + ], + [ + "SCC", + 2.3972739654709585e-05 + ], + [ + "SC", + 2.140524702554103e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 71, + "target_rank_swapped": 47, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "source": "FCC", + "target": "HCP", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "FCC", + 0.42347031831741333 + ], + [ + "NaCl", + 0.3978135585784912 + ], + [ + "B", + 0.1765286922454834 + ], + [ + "f", + 0.0020551697816699743 + ], + [ + "$\\", + 2.6175724997301586e-05 + ], + [ + "sc", + 2.4398459572694264e-05 + ], + [ + "TiO", + 1.0210598702542484e-05 + ], + [ + "KCl", + 8.268794772448018e-06 + ] + ], + "swapped_top": [ + [ + "FCC", + 0.79637211561203 + ], + [ + "B", + 0.1300041824579239 + ], + [ + "NaCl", + 0.06958622485399246 + ], + [ + "f", + 0.0028276375960558653 + ], + [ + "sc", + 0.000692942354362458 + ], + [ + "CCP", + 0.00011901244579348713 + ], + [ + "fcc", + 8.052785415202379e-05 + ], + [ + "cc", + 6.350091280182824e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 2247, + "target_rank_swapped": 1109, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 2, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-deformation", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Deformation-mechanism report", + "description": "Dynamically select the clean report and install sibling deformation coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Dislocation", + "generated_token_ids": [ + 4830, + 7125, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + }, + { + "label": "twinning", + "surfaces": [ + "twinning" + ], + "token_ids": [ + 192329 + ] + }, + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + } + ], + "emergence": [ + { + "label": "slip", + "best_rank": 66, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 22 + }, + { + "label": "twinning", + "best_rank": 5, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 11 + }, + { + "label": "creep", + "best_rank": 10, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 5 + }, + { + "label": "diffusion", + "best_rank": 25, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 118 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "terne", + "MNR", + "itaire", + "OBE", + "osti", + "Mve", + "nonlinear" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "MNR", + "poolside", + "percentage" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "imov", + "IMI", + "kinderen", + "manipular" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Rue", + "sized", + "setConfig", + "Rue", + "isms", + "istency", + "kons" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "Draper", + "in", + "olutions", + "amounting", + "osl" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "as", + "embre", + "midd", + "CBI" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "haya", + "release", + "Released", + "RELEASE", + "released", + "ografico", + "releasing", + "Frei" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "ForegroundColor", + "oed" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "sing", + "signing", + "astri", + "j", + "signing", + "bev", + "release" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "j", + "s", + "astri", + "l", + "si", + "dere" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "givings", + "perfect", + "parfaite", + "se" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "esimerkiksi", + "sur", + "no", + "s" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "s", + "t" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "se", + "no", + "no", + "si", + "to" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "sur", + "se", + "restriction", + "specificity" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "sense", + "situation", + "l", + "springframework", + "obil", + "system" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "bl", + "no", + "l", + "sm", + "situation", + "l" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "sz", + "sd" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "ob", + "l", + "og" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "no", + "og", + "ob", + "l" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "no", + "s", + "ob", + "no", + "og", + "on", + "l" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "no", + "ob", + "og", + "l", + "plastic" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "plastic", + "no", + "Plastic", + "plasticity", + "twinning", + "dislocation", + "Plastic", + "ductility" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "plastic", + "plasticity", + "Plastic", + "no", + "dislocation", + "ductility", + "twinning", + "sintering" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "dislocation", + "dislocations", + "Yield", + "creep", + "Dislocations", + "sintering", + "plasticity", + "Plastic" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Dis", + "Cre", + "Plastic", + "Slip", + "T", + "D", + "Elastic", + "Yield" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "slip", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 67908, + 74371, + 46828, + 97005, + 95386, + 65207, + 12293, + 81506, + 83769, + 43661, + 54410, + 30965, + 57129, + 69535, + 45009, + 44494, + 58758, + 87724, + 103644, + 51948, + 16538, + 12247, + 106, + 67, + 14, + 4 + ] + }, + { + "label": "twinning", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 1215, + 17349, + 189323, + 161803, + 41707, + 22664, + 11628, + 7809, + 85119, + 68905, + 47128, + 66606, + 63107, + 28344, + 23575, + 15897, + 10958, + 3302, + 1619, + 617, + 65, + 40, + 6, + 8, + 15, + 546 + ] + }, + { + "label": "creep", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 206711, + 199364, + 3319, + 75179, + 131579, + 122932, + 179019, + 190476, + 168705, + 109221, + 45326, + 112821, + 96803, + 61899, + 49620, + 30316, + 94425, + 59369, + 68724, + 39885, + 3608, + 1249, + 33, + 11, + 5, + 84 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 56411, + 46860, + 45546, + 31592, + 25348, + 64123, + 44492, + 49230, + 7345, + 5436, + 7922, + 3377, + 5280, + 7680, + 3018, + 792, + 2394, + 842, + 281, + 125, + 49, + 50, + 35, + 26, + 33, + 35 + ] + } + ], + "logit_lens": [ + { + "label": "slip", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 103972, + 113901, + 102825, + 141329, + 62638, + 32235, + 80776, + 47863, + 16607, + 382, + 49, + 39, + 24, + 23 + ] + }, + { + "label": "twinning", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 155806, + 189562, + 164956, + 140265, + 58997, + 33158, + 8773, + 151, + 945, + 552, + 221, + 52, + 15, + 12 + ] + }, + { + "label": "creep", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 198564, + 234312, + 210409, + 172474, + 218969, + 225318, + 184505, + 28638, + 945, + 72, + 6, + 10, + 9, + 8 + ] + }, + { + "label": "diffusion", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 26457, + 20911, + 22983, + 33408, + 97830, + 39686, + 15308, + 4748, + 3449, + 2258, + 119, + 281, + 1001, + 319 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "Yield", + "score": 9.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 6.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "major", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "INE", + "score": 4.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Yield", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "question", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "voila", + "score": 3.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "faptul", + "score": 3.0, + "best_rank": 3, + "best_depth": 40.4, + "near_token": "in", + "output_checked": true + }, + { + "concept": "dig", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "INI", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "mechanism", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a10-seed1/materials/dose-report-deformation__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a10-seed1/materials/dose-report-deformation__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a10-seed1/materials/dose-report-deformation__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a10-seed1/materials/dose-report-deformation__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a10-seed1/materials/dose-report-deformation__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "slip", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Dis", + 0.8953716158866882 + ], + [ + "Cre", + 0.07123532891273499 + ], + [ + "Slip", + 0.011271065101027489 + ], + [ + "T", + 0.008777914568781853 + ], + [ + "Plastic", + 0.008375944569706917 + ], + [ + "D", + 0.004278013948351145 + ], + [ + "Yield", + 0.0004856377199757844 + ], + [ + "Elastic", + 0.00010021701018558815 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 332, + "target_rank_swapped": 145, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Dis", + "trials": [ + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "slip", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Dis", + 0.8953716158866882 + ], + [ + "Cre", + 0.07123532891273499 + ], + [ + "Slip", + 0.011271065101027489 + ], + [ + "T", + 0.008777914568781853 + ], + [ + "Plastic", + 0.008375944569706917 + ], + [ + "D", + 0.004278013948351145 + ], + [ + "Yield", + 0.0004856377199757844 + ], + [ + "Elastic", + 0.00010021701018558815 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 332, + "target_rank_swapped": 145, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "twinning", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Dis", + 0.45463234186172485 + ], + [ + "Cre", + 0.40121161937713623 + ], + [ + "Plastic", + 0.10798464715480804 + ], + [ + "_", + 0.01630324311554432 + ], + [ + "D", + 0.005997628439217806 + ], + [ + "Elastic", + 0.005292888265103102 + ], + [ + "Slip", + 0.0030157966539263725 + ], + [ + "T", + 0.002620169660076499 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 531, + "target_rank_swapped": 806, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "creep", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Plastic", + 0.8648663759231567 + ], + [ + "Cre", + 0.07099255174398422 + ], + [ + "Elastic", + 0.057044122368097305 + ], + [ + "D", + 0.0026679891161620617 + ], + [ + "Dis", + 0.0018625565571710467 + ], + [ + "Yield", + 0.0011296976590529084 + ], + [ + "T", + 0.0004858769243583083 + ], + [ + "Slip", + 0.0003287607687525451 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 4, + "target_rank_clean": 231, + "target_rank_swapped": 171, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "diffusion", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Dis", + 0.7121248245239258 + ], + [ + "Plastic", + 0.19774991273880005 + ], + [ + "Cre", + 0.048460703343153 + ], + [ + "Elastic", + 0.01324841845780611 + ], + [ + "_", + 0.011331973597407341 + ], + [ + "D", + 0.005522762890905142 + ], + [ + "T", + 0.004040539264678955 + ], + [ + "Yield", + 0.0029102915432304144 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 57475, + "target_rank_swapped": 25675, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 4, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-strengthening", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Strengthening-mechanism report", + "description": "Dynamically select the clean report and install sibling strengthening coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Work_hardening", + "generated_token_ids": [ + 9004, + 236779, + 130529 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "solution", + "surfaces": [ + "solution" + ], + "token_ids": [ + 3465, + 47213, + 23130, + 15607 + ] + }, + { + "label": "grain", + "surfaces": [ + "grain" + ], + "token_ids": [ + 11261, + 99208, + 79171, + 221098 + ] + }, + { + "label": "work", + "surfaces": [ + "work" + ], + "token_ids": [ + 981, + 2025, + 5490, + 9004 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 111, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 11 + }, + { + "label": "solution", + "best_rank": 52, + "best_depth": 59.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 130 + }, + { + "label": "grain", + "best_rank": 160, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 59 + }, + { + "label": "work", + "best_rank": 1022, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 40 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "terne", + "MNR", + "itaire", + "OBE", + "osti", + "Mve", + "BBBB" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "MNR", + "poolside", + "percentage" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "imov", + "IMI", + "kinderen", + "manipular" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "Rue", + "sized", + "istency", + "setConfig", + "isms", + "Rue", + "sped" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "in", + "amounting", + "amounted", + "olutions" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "in", + "as", + "midd", + "si" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "haya", + "release", + "Released", + "RELEASE", + "released", + "ografico", + "Frei", + "releasing" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "ForegroundColor", + "pta", + "hydroxyl" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "sing", + "astri", + "signing", + "bev", + "signing", + "j", + "riters" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "s", + "j", + "s", + "astri", + "l", + "dere", + "si" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "givings", + "perfect", + "parfaite", + "se" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "esimerkiksi", + "sur", + "no", + "s" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "sur", + "esimerkiksi", + "s" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "se", + "no", + "no", + "si", + "l", + "to" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "sur", + "specificity", + "l", + "givings" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "sense", + "springframework", + "l", + "situation", + "obil", + "system" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "bl", + "no", + "l", + "sm", + "situation", + "l" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "sz", + "sd", + "r" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "ob", + "l", + "og" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "no", + "ob", + "og", + "o" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "s", + "no", + "ob", + "no", + "og", + "l", + "on" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "no", + "ob", + "l", + "og", + "ib" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "alloying", + "no", + "s", + "dislocation", + "hardening", + "twinning", + "l", + "sintering" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "alloying", + "hardening", + "no", + "s", + "dislocation", + "onation", + "hardening", + "on" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "alloying", + "Solid", + "dislocation", + "Grain", + "work", + "solidification", + "fortification", + "hardening" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Work", + "Solid", + "Dis", + "Strain", + "Pre", + "Hard", + "Disp", + "Al" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 23987, + 19473, + 152547, + 65724, + 21498, + 21863, + 9255, + 14551, + 55611, + 47437, + 6208, + 24631, + 38948, + 20712, + 21970, + 73146, + 86156, + 77617, + 71185, + 43765, + 17972, + 13643, + 139, + 112, + 24, + 143 + ] + }, + { + "label": "solution", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 33577, + 40110, + 61184, + 79651, + 4455, + 6032, + 4409, + 10977, + 10363, + 48933, + 1762, + 1301, + 2502, + 168, + 55, + 53, + 276, + 277, + 500, + 684, + 167, + 97, + 311, + 97, + 129, + 11 + ] + }, + { + "label": "grain", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 46126, + 36635, + 89443, + 101779, + 50077, + 100679, + 162153, + 119407, + 237165, + 230894, + 61409, + 43983, + 61489, + 61606, + 50647, + 52424, + 69324, + 51602, + 40937, + 11113, + 4197, + 2807, + 190, + 161, + 6, + 10 + ] + }, + { + "label": "work", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 135401, + 183880, + 180876, + 228182, + 195145, + 130648, + 66663, + 78215, + 115716, + 172472, + 218933, + 205949, + 225479, + 164978, + 201496, + 173283, + 112622, + 112467, + 99516, + 118201, + 102728, + 104183, + 39803, + 1023, + 7, + 1 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 59221, + 63566, + 57419, + 119981, + 128803, + 61930, + 15006, + 12013, + 3865, + 110, + 66, + 60, + 243, + 12 + ] + }, + { + "label": "solution", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 12977, + 16323, + 18957, + 53792, + 15698, + 17590, + 7608, + 296, + 7575, + 9172, + 1540, + 680, + 380, + 131 + ] + }, + { + "label": "grain", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 154568, + 149637, + 170497, + 179035, + 195539, + 134045, + 13816, + 4240, + 5363, + 90, + 230, + 60, + 128, + 81 + ] + }, + { + "label": "work", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 3244, + 16323, + 13802, + 17689, + 17691, + 51600, + 182010, + 21088, + 7575, + 3336, + 875, + 1642, + 106, + 41 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "dislocation", + "score": 12.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "alloying", + "score": 9.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "major", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "INI", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "mechanism", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "INE", + "score": 4.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "question", + "score": 3.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "metals", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "model", + "output_checked": true + }, + { + "concept": "voila", + "score": 3.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dig", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "teh", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a10-seed1/materials/dose-report-strengthening__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a10-seed1/materials/dose-report-strengthening__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a10-seed1/materials/dose-report-strengthening__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a10-seed1/materials/dose-report-strengthening__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a10-seed1/materials/dose-report-strengthening__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "precipitation", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Solid", + 0.7281473278999329 + ], + [ + "Work", + 0.22207239270210266 + ], + [ + "Dis", + 0.03100825473666191 + ], + [ + "Strain", + 0.008884013630449772 + ], + [ + "Disp", + 0.006105887703597546 + ], + [ + "Pre", + 0.0013624075800180435 + ], + [ + "Sol", + 0.0007885010563768446 + ], + [ + "T", + 0.0004187697486486286 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1, + "target_rank_clean": 341, + "target_rank_swapped": 188, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Work", + "trials": [ + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "precipitation", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Solid", + 0.7281473278999329 + ], + [ + "Work", + 0.22207239270210266 + ], + [ + "Dis", + 0.03100825473666191 + ], + [ + "Strain", + 0.008884013630449772 + ], + [ + "Disp", + 0.006105887703597546 + ], + [ + "Pre", + 0.0013624075800180435 + ], + [ + "Sol", + 0.0007885010563768446 + ], + [ + "T", + 0.0004187697486486286 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1, + "target_rank_clean": 341, + "target_rank_swapped": 188, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "solution", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Solid", + 0.9438074827194214 + ], + [ + "Dis", + 0.019588099792599678 + ], + [ + "Work", + 0.01264702808111906 + ], + [ + "Sol", + 0.00816553458571434 + ], + [ + "Disp", + 0.0056120846420526505 + ], + [ + "Solid", + 0.0036234341096132994 + ], + [ + "_", + 0.003403901355341077 + ], + [ + "Pre", + 0.0009752341429702938 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 2, + "target_rank_clean": 4890, + "target_rank_swapped": 721, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "grain", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Solid", + 0.9125249981880188 + ], + [ + "Work", + 0.08487804234027863 + ], + [ + "Sol", + 0.0006087883957661688 + ], + [ + "Dis", + 0.0005900579853914678 + ], + [ + "Pre", + 0.0005207242793403566 + ], + [ + "Strain", + 0.0004741248849313706 + ], + [ + "Solution", + 0.00023107003653421998 + ], + [ + "Disp", + 7.270940841408446e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1, + "target_rank_clean": 607, + "target_rank_swapped": 1825, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 3, + "protocol_success_rate": 0.0 + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-12b-it-report-swap-a10-seed2.json b/jlens_materials/runs/gemma4-12b-it-report-swap-a10-seed2.json new file mode 100644 index 0000000000000000000000000000000000000000..10065927d7d3ec724e6e887fd1be9d84936093bc --- /dev/null +++ b/jlens_materials/runs/gemma4-12b-it-report-swap-a10-seed2.json @@ -0,0 +1,9023 @@ +{ + "format_version": 2, + "created_at": "2026-08-25T10:36:15.067297+00:00", + "model": "google/gemma-4-12B-it", + "model_identity": { + "requested_id": "google/gemma-4-12B-it", + "requested_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "model_class": "Gemma4UnifiedForConditionalGeneration", + "config_name_or_path": "google/gemma-4-12B-it", + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-12B-it", + "vocab_size": 262144, + "n_layers": 48, + "d_model": 3840, + "dtype": "bfloat16" + }, + "tag": "gemma4-12b-it-report-swap-a10-seed2", + "n_layers": 48, + "d_model": 3840, + "lens_n_prompts": 1000, + "lens_provenance": { + "corpus": { + "dataset": "Salesforce/wikitext", + "kind": "huggingface", + "min_chars": 600, + "records": 1000, + "requested_records": 1000, + "revision": "b08601e04326c79dfdd32d625aee71d232d685c3", + "seed": 2, + "sha256": "1770390b93f2a5a137069ef2387414152bc2123908b38a0baf2db75316b10b7d", + "split": "train", + "subset": "wikitext-103-raw-v1", + "text_field": "text", + "unique_records": 1000 + }, + "created_at": "2026-08-23T19:19:46.791335+00:00", + "dim_batch": 36, + "format_version": 1, + "hub": { + "path_in_repo": "gemma4-12b-it/paper/seed2.pt", + "repo_id": "lamm-mit/gemma4-jacobian-lenses", + "repo_type": "model", + "revision": "main", + "uploaded_at": "2026-08-24T14:49:03.886692+00:00" + }, + "model": { + "config_name_or_path": "google/gemma-4-12B-it", + "d_model": 3840, + "dtype": "bfloat16", + "model_class": "Gemma4UnifiedForConditionalGeneration", + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "n_layers": 48, + "requested_id": "google/gemma-4-12B-it", + "requested_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-12B-it", + "vocab_size": 262144 + }, + "paper_reference": "https://transformer-circuits.pub/2026/workspace/index.html", + "recipe": { + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers.", + "max_seq_len": 128, + "n_fit": 1000, + "name": "paper", + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "target_layer": -2 + }, + "source_layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45 + ], + "target_layer": 46, + "upstream_reference": "lamm-mit/jacobian-lens@581d398613e5602a5af361e1c34d3a92ea82ba8e" + }, + "methodology": { + "recipe": { + "name": "demo", + "n_fit": 12, + "max_seq_len": 64, + "target_layer": null, + "report_layer_count": null, + "skip_first": 16, + "strict_corpus": false, + "description": "Fast exploratory fit. Results from this profile are not a quantitative replication of the paper." + }, + "claims_level": "exploratory demo", + "paper_protocol_complete": false, + "strict_protocol": true, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 1, + "evaluation_max_seq_len": 128, + "generation_max_new_tokens": 3, + "model_revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "dtype": "bfloat16", + "layer_stride": 1, + "prompt_source": "prompts/materials-report-swap-dose-v1.json", + "swaps_enabled": true, + "swap_alpha": 1.0 + }, + "shapes": [ + "REPORT_SWAP" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": {}, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 18, + "n_graded": 18, + "minimum_required": 1, + "sufficient_sample": true, + "protocol_success_rate": 0.0, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [], + "prompts": [ + { + "slug": "dose-report-defect", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Crystalline defect report", + "description": "Dynamically select the clean report and install sibling defect coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "defect", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Vacancy", + "generated_token_ids": [ + 190211, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "interstitial", + "surfaces": [ + "interstitial" + ], + "token_ids": [ + 57610, + 181763 + ] + }, + { + "label": "twin", + "surfaces": [ + "twin" + ], + "token_ids": [ + 25276, + 123243, + 50863, + 135706 + ] + }, + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 0, + "best_depth": 91.5, + "onset_depth": 87.2, + "reached_top1": true, + "best_pos": 24, + "logit_lens_best_rank": 0 + }, + { + "label": "dislocation", + "best_rank": 0, + "best_depth": 87.2, + "onset_depth": 87.2, + "reached_top1": true, + "best_pos": 24, + "logit_lens_best_rank": 5 + }, + { + "label": "interstitial", + "best_rank": 16, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 38 + }, + { + "label": "twin", + "best_rank": 13018, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 2381 + }, + { + "label": "boundary", + "best_rank": 708, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 658 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "cil", + "odium", + "arita", + "zki" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "WIS", + "conductance", + "Fountain", + "dzi", + "Pager", + "Clubhouse", + "ions" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "arita", + "odium", + "ahs", + "overheard" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "arita", + "ahs", + "odium", + "erver" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "graisse", + "Fountain", + "arita", + "unica", + "ahs", + "anio", + "ta" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "graisse", + "arita", + "Fountain", + "unica", + "erver", + "anio", + "ta" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "ahs", + "quilla" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "arita", + "quilla" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "flare", + "squares", + "conferred" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "givings", + "parfaite", + "no", + "nessuna" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "se", + "no", + "esimerkiksi", + "sur", + "parfaite" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "se", + "no", + "s", + "esimerkiksi", + "sur" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "no", + "se", + "no", + "sur", + "s" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "givings", + "sur", + "se" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "l", + "sense", + "situation", + "springframework", + "obil", + "system" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "bl", + "no", + "l", + "sm", + "situation", + "se" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "sz", + "situation", + "sd" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "situation", + "l", + "ob", + "og" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "no", + "ob", + "og", + "sz", + "l" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "no", + "s", + "ob", + "og", + "no", + "l", + "on", + "sz" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "ob", + "on", + "no", + "og", + "l" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "dislocation", + "vacancy", + "Vac", + "vacancies", + "vacancy", + "no", + "dislocations", + "s" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "vacancy", + "dislocation", + "vacancy", + "Vac", + "Vacancy", + "vacancies", + "on", + "no" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "dislocation", + "vacancy", + "vacancy", + "dislocations", + "Vacancy", + "Dislocations", + "Vac" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Vacancy", + "Vac", + "Dis", + "F", + "Interstitial", + "Sch", + "vacancy", + "Point" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 50846, + 51632, + 38252, + 40847, + 41989, + 41095, + 202521, + 51615, + 49684, + 198843, + 214212, + 227328, + 209037, + 191500, + 196990, + 156805, + 205199, + 129002, + 85553, + 17292, + 3248, + 439, + 2, + 1, + 2, + 1 + ] + }, + { + "label": "dislocation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 134362, + 100496, + 131214, + 141301, + 140697, + 138135, + 129283, + 139739, + 133737, + 112346, + 171335, + 183896, + 183550, + 157087, + 63588, + 23735, + 47509, + 22541, + 8067, + 2995, + 114, + 66, + 1, + 2, + 1, + 70 + ] + }, + { + "label": "interstitial", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 189518, + 200742, + 164762, + 169574, + 169514, + 159346, + 92504, + 173544, + 171515, + 69026, + 58255, + 90682, + 73775, + 69359, + 21547, + 19333, + 80476, + 36896, + 36953, + 9673, + 2064, + 293, + 22, + 17, + 13, + 5 + ] + }, + { + "label": "twin", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 153156, + 107322, + 165802, + 162546, + 155660, + 158227, + 35652, + 163499, + 166602, + 54318, + 98815, + 130571, + 145938, + 174799, + 124972, + 137041, + 73959, + 97158, + 97018, + 108463, + 119903, + 115280, + 24070, + 13019, + 3803, + 2565 + ] + }, + { + "label": "boundary", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 189217, + 186475, + 171727, + 177123, + 169146, + 162981, + 5345, + 182052, + 175444, + 4476, + 61311, + 27769, + 25983, + 14214, + 16169, + 45384, + 21059, + 25195, + 23003, + 11753, + 9326, + 4138, + 1057, + 709, + 653, + 390 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 74736, + 58750, + 53727, + 33892, + 22218, + 5335, + 37177, + 1007, + 7, + 2, + 2, + 3, + 1, + 1 + ] + }, + { + "label": "dislocation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 41392, + 76152, + 40100, + 165973, + 209587, + 204442, + 119027, + 38620, + 5377, + 571, + 105, + 25, + 8, + 6 + ] + }, + { + "label": "interstitial", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 20718, + 41639, + 32820, + 19460, + 26855, + 24194, + 6210, + 21848, + 1292, + 634, + 44, + 39, + 142, + 42 + ] + }, + { + "label": "twin", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 59957, + 152922, + 150341, + 158406, + 108330, + 157289, + 47623, + 9950, + 85179, + 126993, + 46164, + 79245, + 4451, + 2382 + ] + }, + { + "label": "boundary", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 20718, + 38594, + 58896, + 119485, + 82437, + 82345, + 34822, + 5092, + 6873, + 906, + 5348, + 659, + 1039, + 772 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "major", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Vac", + "score": 6.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "voila", + "score": 6.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "substitutional", + "score": 6.0, + "best_rank": 2, + "best_depth": 80.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "impurity", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "vacancy", + "score": 5.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "consecutivos", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "semif", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "Question", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "carbide", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a10-seed2/materials/dose-report-defect__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a10-seed2/materials/dose-report-defect__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a10-seed2/materials/dose-report-defect__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a10-seed2/materials/dose-report-defect__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a10-seed2/materials/dose-report-defect__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "dislocation", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9987106323242188 + ], + [ + "Dis", + 0.0011693700216710567 + ], + [ + "Vac", + 8.470886677969247e-05 + ], + [ + "F", + 3.2151863706531e-05 + ], + [ + "Sch", + 9.709020787340705e-07 + ], + [ + "Point", + 6.993145689193625e-07 + ], + [ + "Lac", + 5.532033924282587e-07 + ], + [ + "Interstitial", + 3.0550791052519344e-07 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 69, + "target_rank_swapped": 73, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Vacancy", + "trials": [ + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "dislocation", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9987106323242188 + ], + [ + "Dis", + 0.0011693700216710567 + ], + [ + "Vac", + 8.470886677969247e-05 + ], + [ + "F", + 3.2151863706531e-05 + ], + [ + "Sch", + 9.709020787340705e-07 + ], + [ + "Point", + 6.993145689193625e-07 + ], + [ + "Lac", + 5.532033924282587e-07 + ], + [ + "Interstitial", + 3.0550791052519344e-07 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 69, + "target_rank_swapped": 73, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "interstitial", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9998440742492676 + ], + [ + "Vac", + 0.00010889178520301357 + ], + [ + "Dis", + 3.882656528730877e-05 + ], + [ + "F", + 7.645404366485309e-06 + ], + [ + "Point", + 1.7701506749290274e-07 + ], + [ + "Sch", + 1.1340011241145476e-07 + ], + [ + "**", + 7.379086497394383e-08 + ], + [ + "Interstitial", + 4.9347701036595026e-08 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 125, + "target_rank_swapped": 153, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "twin", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.7415307760238647 + ], + [ + "Dis", + 0.25626620650291443 + ], + [ + "F", + 0.0018380711553618312 + ], + [ + "Vac", + 0.000290825089905411 + ], + [ + "Point", + 4.975430420017801e-05 + ], + [ + "<|channel>", + 2.1399058823590167e-05 + ], + [ + "J", + 1.014129452414636e-06 + ], + [ + "Void", + 6.538127195199195e-07 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 89369, + "target_rank_swapped": 59051, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "boundary", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9998879432678223 + ], + [ + "Vac", + 5.8288133004680276e-05 + ], + [ + "Dis", + 5.143909584148787e-05 + ], + [ + "F", + 2.057822939605103e-06 + ], + [ + "Interstitial", + 2.0535010492039873e-07 + ], + [ + "Sch", + 4.6906382777933686e-08 + ], + [ + "vacancy", + 1.6465689256506266e-08 + ], + [ + "Point", + 1.453092046688198e-08 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9997847676277161 + ], + [ + "Vac", + 0.00011590783833526075 + ], + [ + "F", + 6.01321917201858e-05 + ], + [ + "Dis", + 3.5349890822544694e-05 + ], + [ + "Interstitial", + 2.560737584644812e-06 + ], + [ + "Point", + 8.444416152997292e-07 + ], + [ + "Sch", + 2.698997718653118e-07 + ], + [ + "<|channel>", + 5.398334579354014e-08 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 97956, + "target_rank_swapped": 110322, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 4, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-failure", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Failure-mode report", + "description": "Dynamically select the clean report and install sibling failure-mode coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "failure-mode", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Fatigue", + "generated_token_ids": [ + 77310, + 14362, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + }, + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 39, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 16 + }, + { + "label": "brittle", + "best_rank": 30, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 6 + }, + { + "label": "fatigue", + "best_rank": 16, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 0 + }, + { + "label": "cleavage", + "best_rank": 16, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 44 + }, + { + "label": "creep", + "best_rank": 107, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 25 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "cil", + "odium", + "arita", + "zki" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "WIS", + "conductance", + "Pager", + "ions", + "dzi", + "Clubhouse", + "zki" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "arita", + "odium", + "ahs", + "overheard" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "arita", + "ahs", + "odium", + "erver" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "graisse", + "Fountain", + "arita", + "unica", + "ahs", + "anio", + "alco" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "graisse", + "arita", + "Fountain", + "unica", + "ta", + "erver", + "wadi" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "ahs", + "quilla" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "arita", + "quilla" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "conferred", + "flare", + "squares" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "parfaite", + "givings", + "no", + "perfect" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "esimerkiksi", + "no", + "se", + "parfaite", + "sur" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "se", + "no", + "s", + "esimerkiksi", + "sage" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "no", + "se", + "no", + "s", + "sur" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "sur", + "givings", + "l", + "specificity" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "sense", + "l", + "situation", + "springframework", + "system", + "obil" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "no", + "bl", + "sm", + "l", + "situation", + "sand" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "situation", + "sz" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "situation", + "ob", + "l" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "no", + "s", + "no", + "ob", + "og", + "se" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "no", + "s", + "ob", + "no", + "og", + "crack", + "Fracture" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "no", + "og", + "ob", + "crack", + "Fracture", + "l" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "fracture", + "Fracture", + "crack", + "crack", + "cracks", + "cracking", + "fractures", + "no" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "fracture", + "Fracture", + "crack", + "crack", + "cracking", + "cracks", + "fracturing", + "no" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "fracture", + "Fracture", + "fatigue", + "Fract", + "fract", + "Fat", + "fractures", + "Fatigue" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Fat", + "Fract", + "Cor", + "Cre", + "Buck", + "Br", + "Yield", + "Cr" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 249091, + 254667, + 243143, + 241405, + 245367, + 246640, + 23122, + 241176, + 240560, + 23540, + 142288, + 146700, + 156624, + 175071, + 148958, + 117912, + 136165, + 65441, + 49157, + 21250, + 10823, + 2893, + 40, + 44, + 404, + 422 + ] + }, + { + "label": "brittle", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 236237, + 226161, + 231206, + 231269, + 236868, + 237094, + 34348, + 229907, + 229096, + 34096, + 147927, + 113943, + 113881, + 130576, + 127000, + 184942, + 216696, + 178514, + 178253, + 89707, + 8514, + 1639, + 32, + 31, + 40, + 94 + ] + }, + { + "label": "fatigue", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 124903, + 44704, + 119938, + 121826, + 115042, + 118061, + 60738, + 137424, + 133696, + 103766, + 213653, + 225562, + 233913, + 234131, + 176602, + 216637, + 222088, + 146340, + 136112, + 53164, + 472, + 233, + 17, + 22, + 4, + 13 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 91028, + 77761, + 107605, + 110837, + 101436, + 102686, + 152016, + 102809, + 104617, + 120488, + 30108, + 50409, + 48120, + 40748, + 73033, + 112179, + 75088, + 6427, + 5652, + 2620, + 376, + 256, + 21, + 17, + 18, + 2736 + ] + }, + { + "label": "creep", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 128795, + 109360, + 107881, + 106158, + 96744, + 109622, + 132026, + 117239, + 116721, + 117589, + 88547, + 100319, + 57357, + 68187, + 44888, + 24341, + 82211, + 40152, + 55510, + 33287, + 3539, + 1848, + 329, + 108, + 32, + 319 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 54995, + 20008, + 24112, + 65896, + 183494, + 195421, + 61690, + 3251, + 516, + 76, + 60, + 31, + 23, + 17 + ] + }, + { + "label": "brittle", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 32841, + 22883, + 33879, + 136202, + 84032, + 160636, + 89813, + 1089, + 44, + 17, + 12, + 7, + 14, + 10 + ] + }, + { + "label": "fatigue", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 22296, + 32509, + 39936, + 46360, + 42111, + 15396, + 1585, + 533, + 6, + 1, + 1, + 1, + 2, + 2 + ] + }, + { + "label": "cleavage", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 92896, + 57069, + 95367, + 131519, + 113944, + 136457, + 34423, + 22367, + 23880, + 14906, + 941, + 137, + 87, + 45 + ] + }, + { + "label": "creep", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 191232, + 233523, + 203596, + 156742, + 214387, + 215265, + 165911, + 14323, + 656, + 81, + 31, + 26, + 66, + 76 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "fatigue", + "score": 14.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "major", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Fatigue", + "score": 5.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "voila", + "score": 4.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "consecutivos", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "sentence", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "one", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "dig", + "score": 3.0, + "best_rank": 2, + "best_depth": 59.6, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "INE", + "score": 3.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "Fracture", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "<|channel>", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a10-seed2/materials/dose-report-failure__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a10-seed2/materials/dose-report-failure__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a10-seed2/materials/dose-report-failure__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a10-seed2/materials/dose-report-failure__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a10-seed2/materials/dose-report-failure__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "ductile", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.8736934065818787 + ], + [ + "Fract", + 0.12586747109889984 + ], + [ + "Br", + 0.00027533399406820536 + ], + [ + "Yield", + 6.96153292665258e-05 + ], + [ + "Cor", + 4.222383358865045e-05 + ], + [ + "Britt", + 3.9665621443418786e-05 + ], + [ + "Cre", + 3.44906106874987e-06 + ], + [ + "D", + 2.869162017304916e-06 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 414, + "target_rank_swapped": 147, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Fat", + "trials": [ + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "ductile", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.8736934065818787 + ], + [ + "Fract", + 0.12586747109889984 + ], + [ + "Br", + 0.00027533399406820536 + ], + [ + "Yield", + 6.96153292665258e-05 + ], + [ + "Cor", + 4.222383358865045e-05 + ], + [ + "Britt", + 3.9665621443418786e-05 + ], + [ + "Cre", + 3.44906106874987e-06 + ], + [ + "D", + 2.869162017304916e-06 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 414, + "target_rank_swapped": 147, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "brittle", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.9990354776382446 + ], + [ + "Fract", + 0.0009110024548135698 + ], + [ + "Cor", + 3.7601563235512e-05 + ], + [ + "Cre", + 1.2207439795020036e-05 + ], + [ + "Yield", + 2.024191871896619e-06 + ], + [ + "fat", + 6.623130843763647e-07 + ], + [ + "Br", + 4.845585976909206e-07 + ], + [ + "Britt", + 1.7974500110540248e-07 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 92, + "target_rank_swapped": 98, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "fatigue", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.997410237789154 + ], + [ + "Fract", + 0.0024723329115659 + ], + [ + "Cor", + 8.199575677281246e-05 + ], + [ + "Cre", + 2.7465135644888505e-05 + ], + [ + "Yield", + 3.602641982070054e-06 + ], + [ + "Buck", + 1.1696065485011786e-06 + ], + [ + "Br", + 1.0321742820451618e-06 + ], + [ + "Cr", + 8.967684834715328e-07 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 40, + "target_rank_swapped": 46, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "cleavage", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.9307522177696228 + ], + [ + "Cor", + 0.04491371288895607 + ], + [ + "Fract", + 0.016522830352187157 + ], + [ + "Br", + 0.004733870271593332 + ], + [ + "Cre", + 0.0022361220326274633 + ], + [ + "Buck", + 0.00034025180502794683 + ], + [ + "Yield", + 0.00022314257512334734 + ], + [ + "Crack", + 0.00013117874914314598 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 2673, + "target_rank_swapped": 2273, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "creep", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9952734112739563 + ], + [ + "Fract", + 0.004329783841967583 + ], + [ + "Cor", + 0.000355410244083032 + ], + [ + "Cre", + 2.202157884312328e-05 + ], + [ + "Buck", + 6.929396931809606e-06 + ], + [ + "Br", + 5.744671852880856e-06 + ], + [ + "Yield", + 4.0104273466567975e-06 + ], + [ + "Cr", + 1.002181420517445e-06 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.9451561570167542 + ], + [ + "Fract", + 0.050091441720724106 + ], + [ + "Br", + 0.0030082250013947487 + ], + [ + "Cor", + 0.0014209847431629896 + ], + [ + "Britt", + 0.00021791509061586112 + ], + [ + "Yield", + 5.016690192860551e-05 + ], + [ + "Buck", + 2.4641154595883563e-05 + ], + [ + "Cre", + 1.6478790712426417e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 571, + "target_rank_swapped": 2317, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 5, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-lattice", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Crystal-lattice report", + "description": "Dynamically select the clean report and install sibling lattice coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "FCC", + "generated_token_ids": [ + 216015, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "FCC", + "surfaces": [ + "FCC" + ], + "token_ids": [ + 60822, + 216015, + 191332 + ] + }, + { + "label": "BCC", + "surfaces": [ + "BCC" + ], + "token_ids": [ + 161574, + 161507 + ] + }, + { + "label": "HCP", + "surfaces": [ + "HCP" + ], + "token_ids": [ + 144542 + ] + } + ], + "emergence": [ + { + "label": "FCC", + "best_rank": 19, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 3 + }, + { + "label": "BCC", + "best_rank": 17, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 11 + }, + { + "label": "HCP", + "best_rank": 1410, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 9 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "cil", + "odium", + "arita", + "zki" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "Fountain", + "WIS", + "zki", + "graisse", + "rodeo", + "odium", + "dzi" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "arita", + "odium", + "ahs", + "erver" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "ahs", + "arita", + "odium", + "erver" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "graisse", + "Fountain", + "arita", + "unica", + "erver", + "ahs", + "anio" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "graisse", + "arita", + "Fountain", + "erver", + "unica", + "anio", + "ta" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "quilla", + "arita", + "ahs" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "arita", + "quilla" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "flare", + "infect", + "squares" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "parfaite", + "nessuna", + "givings", + "idades" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "esimerkiksi", + "se", + "sur", + "no", + "wobei" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "se", + "no", + "esimerkiksi", + "sur", + "s" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "se", + "no", + "sur", + "si", + "no" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "se", + "sur", + "sav", + "sense", + "fors" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "l", + "si", + "sav", + "sense", + "se", + "no" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "no", + "sm", + "l", + "se", + "r", + "bl" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "r", + "sz", + "t", + "og" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "en", + "r", + "og", + "t", + "l" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "og", + "no", + "se", + "in", + "l" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "s", + "no", + "t", + "ob", + "og", + "l", + "en", + "as" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "s", + "no", + "t", + "no", + "en", + "on", + "og", + "structure" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "s", + "no", + "l", + "t", + "og", + "on", + "en" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "s", + "l", + "on", + "en", + "t", + "no", + "NaCl", + "PVC" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "FCC", + "BCC", + "FCC", + "NaCl", + "NaCl", + "SCC", + "RCC", + "ICC" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "FCC", + "NaCl", + "B", + "f", + "sc", + "TiO", + "KCl" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "FCC", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 75162, + 36145, + 82644, + 92256, + 98521, + 114430, + 8833, + 80405, + 89004, + 15085, + 124288, + 156796, + 152881, + 156544, + 79051, + 53266, + 43549, + 25944, + 40120, + 17688, + 3383, + 2260, + 65, + 20, + 2, + 1 + ] + }, + { + "label": "BCC", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 132824, + 133744, + 119800, + 119628, + 121735, + 113304, + 137339, + 121029, + 125031, + 124003, + 99477, + 83377, + 95433, + 92326, + 45112, + 42917, + 22085, + 9281, + 23712, + 9754, + 2665, + 2110, + 92, + 18, + 3, + 10 + ] + }, + { + "label": "HCP", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 65117, + 32151, + 85197, + 86000, + 80964, + 79735, + 157642, + 86664, + 91556, + 181716, + 186422, + 183131, + 134237, + 139958, + 121216, + 124271, + 201416, + 90931, + 145007, + 117592, + 69261, + 59230, + 10610, + 1411, + 115, + 2393 + ] + } + ], + "logit_lens": [ + { + "label": "FCC", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 63765, + 54217, + 36024, + 151598, + 98837, + 39583, + 75, + 428, + 113, + 42, + 26, + 24, + 12, + 4 + ] + }, + { + "label": "BCC", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 51143, + 56152, + 57507, + 90046, + 12156, + 2601, + 3114, + 2796, + 4139, + 177, + 43, + 59, + 57, + 12 + ] + }, + { + "label": "HCP", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 190648, + 213343, + 210977, + 232098, + 166467, + 159014, + 51899, + 4959, + 843, + 621, + 324, + 277, + 111, + 10 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "cubic", + "score": 8.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "major", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "voila", + "score": 6.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dure", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "acronym", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "abbreviation", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "INE", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "using", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "consecutivos", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "salt", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "model", + "output_checked": true + }, + { + "concept": "NaCl", + "score": 3.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "Question", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "Answer", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a10-seed2/materials/dose-report-lattice__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a10-seed2/materials/dose-report-lattice__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a10-seed2/materials/dose-report-lattice__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a10-seed2/materials/dose-report-lattice__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a10-seed2/materials/dose-report-lattice__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "source": "FCC", + "target": "BCC", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "FCC", + 0.42347031831741333 + ], + [ + "NaCl", + 0.3978135585784912 + ], + [ + "B", + 0.1765286922454834 + ], + [ + "f", + 0.0020551697816699743 + ], + [ + "$\\", + 2.6175724997301586e-05 + ], + [ + "sc", + 2.4398459572694264e-05 + ], + [ + "TiO", + 1.0210598702542484e-05 + ], + [ + "KCl", + 8.268794772448018e-06 + ] + ], + "swapped_top": [ + [ + "FCC", + 0.9928534626960754 + ], + [ + "B", + 0.005375400651246309 + ], + [ + "f", + 0.0008775100577622652 + ], + [ + "NaCl", + 0.0007989819860085845 + ], + [ + "sc", + 4.1041690565180033e-05 + ], + [ + "fcc", + 2.1839690816705115e-05 + ], + [ + "SCC", + 9.634685739001725e-06 + ], + [ + "SC", + 6.318580744846258e-06 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 71, + "target_rank_swapped": 46, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "FCC", + "trials": [ + { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "source": "FCC", + "target": "BCC", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "FCC", + 0.42347031831741333 + ], + [ + "NaCl", + 0.3978135585784912 + ], + [ + "B", + 0.1765286922454834 + ], + [ + "f", + 0.0020551697816699743 + ], + [ + "$\\", + 2.6175724997301586e-05 + ], + [ + "sc", + 2.4398459572694264e-05 + ], + [ + "TiO", + 1.0210598702542484e-05 + ], + [ + "KCl", + 8.268794772448018e-06 + ] + ], + "swapped_top": [ + [ + "FCC", + 0.9928534626960754 + ], + [ + "B", + 0.005375400651246309 + ], + [ + "f", + 0.0008775100577622652 + ], + [ + "NaCl", + 0.0007989819860085845 + ], + [ + "sc", + 4.1041690565180033e-05 + ], + [ + "fcc", + 2.1839690816705115e-05 + ], + [ + "SCC", + 9.634685739001725e-06 + ], + [ + "SC", + 6.318580744846258e-06 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 71, + "target_rank_swapped": 46, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "source": "FCC", + "target": "HCP", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "FCC", + 0.42347031831741333 + ], + [ + "NaCl", + 0.3978135585784912 + ], + [ + "B", + 0.1765286922454834 + ], + [ + "f", + 0.0020551697816699743 + ], + [ + "$\\", + 2.6175724997301586e-05 + ], + [ + "sc", + 2.4398459572694264e-05 + ], + [ + "TiO", + 1.0210598702542484e-05 + ], + [ + "KCl", + 8.268794772448018e-06 + ] + ], + "swapped_top": [ + [ + "FCC", + 0.8163868188858032 + ], + [ + "B", + 0.09750350564718246 + ], + [ + "NaCl", + 0.08339916914701462 + ], + [ + "f", + 0.001961360452696681 + ], + [ + "sc", + 0.00043085371726192534 + ], + [ + "CCP", + 0.00011283480853307992 + ], + [ + "cc", + 3.606417158152908e-05 + ], + [ + "fcc", + 2.2131867808639072e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 2247, + "target_rank_swapped": 1329, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 2, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-deformation", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Deformation-mechanism report", + "description": "Dynamically select the clean report and install sibling deformation coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Dislocation", + "generated_token_ids": [ + 4830, + 7125, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + }, + { + "label": "twinning", + "surfaces": [ + "twinning" + ], + "token_ids": [ + 192329 + ] + }, + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + } + ], + "emergence": [ + { + "label": "slip", + "best_rank": 66, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 22 + }, + { + "label": "twinning", + "best_rank": 5, + "best_depth": 87.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 11 + }, + { + "label": "creep", + "best_rank": 10, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 5 + }, + { + "label": "diffusion", + "best_rank": 26, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 118 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "cil", + "odium", + "arita", + "zki" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "WIS", + "conductance", + "Pager", + "Clubhouse", + "ions", + "dzi", + "Fountain" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "arita", + "odium", + "ahs", + "overheard" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "arita", + "ahs", + "odium", + "erver" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "graisse", + "Fountain", + "arita", + "unica", + "ahs", + "anio", + "ta" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "graisse", + "arita", + "Fountain", + "unica", + "ta", + "erver", + "anio" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "arita", + "ahs", + "quilla" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "arita", + "quilla" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "infect", + "flare", + "squares" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "parfaite", + "givings", + "no", + "nessuna" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "no", + "se", + "sur", + "esimerkiksi", + "parfaite" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "se", + "no", + "s", + "sur", + "esimerkiksi" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "no", + "se", + "no", + "sur", + "s" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "sur", + "l", + "se", + "specificity" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "sense", + "l", + "springframework", + "situation", + "system", + "obil" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "bl", + "no", + "l", + "sm", + "situation", + "l" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "sz", + "sd" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "ob", + "l", + "situation" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "no", + "og", + "ob", + "l" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "no", + "s", + "ob", + "no", + "og", + "on", + "l" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "no", + "ob", + "og", + "l", + "plastic" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "plastic", + "no", + "Plastic", + "plasticity", + "twinning", + "dislocation", + "Plastic", + "ductility" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "plasticity", + "plastic", + "Plastic", + "no", + "dislocation", + "ductility", + "sintering", + "twinning" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "dislocation", + "dislocations", + "Yield", + "creep", + "Dislocations", + "sintering", + "plasticity", + "yield" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Dis", + "Cre", + "Plastic", + "Slip", + "T", + "D", + "Elastic", + "Yield" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "slip", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 210621, + 142146, + 225931, + 227159, + 226040, + 223950, + 2103, + 228812, + 227736, + 2777, + 101345, + 49540, + 68294, + 60540, + 45232, + 45142, + 56947, + 89524, + 104974, + 51237, + 16869, + 11928, + 108, + 67, + 14, + 4 + ] + }, + { + "label": "twinning", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 79093, + 32110, + 128949, + 131526, + 127762, + 127843, + 121412, + 132643, + 129400, + 98984, + 29935, + 28360, + 24461, + 32996, + 23571, + 16036, + 11677, + 3188, + 1565, + 624, + 74, + 45, + 6, + 9, + 15, + 546 + ] + }, + { + "label": "creep", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 129023, + 114461, + 107398, + 105572, + 98014, + 109316, + 132115, + 117621, + 116410, + 117459, + 87394, + 98826, + 59321, + 73202, + 46876, + 28344, + 91313, + 58104, + 68750, + 39703, + 3549, + 1267, + 32, + 11, + 5, + 84 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 29529, + 40900, + 35980, + 34794, + 34229, + 33690, + 114968, + 28278, + 28482, + 98848, + 7870, + 5407, + 7794, + 6497, + 3049, + 767, + 2371, + 794, + 281, + 122, + 49, + 51, + 37, + 27, + 34, + 35 + ] + } + ], + "logit_lens": [ + { + "label": "slip", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 103972, + 113901, + 102825, + 141329, + 62638, + 32235, + 80776, + 47863, + 16607, + 382, + 49, + 39, + 24, + 23 + ] + }, + { + "label": "twinning", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 155806, + 189562, + 164956, + 140265, + 58997, + 33158, + 8773, + 151, + 945, + 552, + 221, + 52, + 15, + 12 + ] + }, + { + "label": "creep", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 198564, + 234312, + 210409, + 172474, + 218969, + 225318, + 184505, + 28638, + 945, + 72, + 6, + 10, + 9, + 8 + ] + }, + { + "label": "diffusion", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 26457, + 20911, + 22983, + 33408, + 97830, + 39686, + 15308, + 4748, + 3449, + 2258, + 119, + 281, + 1001, + 319 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "Yield", + "score": 9.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "major", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "voila", + "score": 6.0, + "best_rank": 2, + "best_depth": 44.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 5.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "consecutivos", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Yield", + "score": 3.0, + "best_rank": 1, + "best_depth": 80.9, + "near_token": "", + "output_checked": true + }, + { + "concept": "INE", + "score": 3.0, + "best_rank": 2, + "best_depth": 68.1, + "near_token": "one", + "output_checked": true + }, + { + "concept": "dig", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "INI", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "mechanism", + "output_checked": true + }, + { + "concept": "elastic", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.5, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a10-seed2/materials/dose-report-deformation__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a10-seed2/materials/dose-report-deformation__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a10-seed2/materials/dose-report-deformation__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a10-seed2/materials/dose-report-deformation__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a10-seed2/materials/dose-report-deformation__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "slip", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Dis", + 0.9902167320251465 + ], + [ + "T", + 0.004307785537093878 + ], + [ + "Slip", + 0.0040467893704771996 + ], + [ + "Plastic", + 0.0008094088407233357 + ], + [ + "Cre", + 0.0003823376609943807 + ], + [ + "D", + 0.00017641983868088573 + ], + [ + "_", + 2.4299233700730838e-05 + ], + [ + "Yield", + 2.264937575091608e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 332, + "target_rank_swapped": 122, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Dis", + "trials": [ + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "slip", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Dis", + 0.9902167320251465 + ], + [ + "T", + 0.004307785537093878 + ], + [ + "Slip", + 0.0040467893704771996 + ], + [ + "Plastic", + 0.0008094088407233357 + ], + [ + "Cre", + 0.0003823376609943807 + ], + [ + "D", + 0.00017641983868088573 + ], + [ + "_", + 2.4299233700730838e-05 + ], + [ + "Yield", + 2.264937575091608e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 332, + "target_rank_swapped": 122, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "twinning", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Cre", + 0.7455530762672424 + ], + [ + "Dis", + 0.1885053664445877 + ], + [ + "Plastic", + 0.047661617398262024 + ], + [ + "_", + 0.005182960070669651 + ], + [ + "Elastic", + 0.003973913379013538 + ], + [ + "D", + 0.0035621928982436657 + ], + [ + "Slip", + 0.0032181732822209597 + ], + [ + "T", + 0.0013104575918987393 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1, + "target_rank_clean": 531, + "target_rank_swapped": 1112, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "creep", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Plastic", + 0.7018161416053772 + ], + [ + "Elastic", + 0.27483513951301575 + ], + [ + "Cre", + 0.01990899257361889 + ], + [ + "D", + 0.002165002515539527 + ], + [ + "Yield", + 0.0005305567174218595 + ], + [ + "Strain", + 0.0002647045475896448 + ], + [ + "T", + 0.0001763312320690602 + ], + [ + "Vis", + 0.00014561382704414427 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 9, + "target_rank_clean": 231, + "target_rank_swapped": 242, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "diffusion", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9766828417778015 + ], + [ + "Cre", + 0.013931632973253727 + ], + [ + "Plastic", + 0.004814643878489733 + ], + [ + "Slip", + 0.0021364851854741573 + ], + [ + "T", + 0.00197592587210238 + ], + [ + "D", + 0.00021487195044755936 + ], + [ + "Elastic", + 0.00015598030586261302 + ], + [ + "Yield", + 7.396825822070241e-05 + ] + ], + "swapped_top": [ + [ + "Elastic", + 0.5595149397850037 + ], + [ + "Plastic", + 0.3845486342906952 + ], + [ + "Duct", + 0.015383880585432053 + ], + [ + "Plastic", + 0.011255087330937386 + ], + [ + "Cre", + 0.009043716825544834 + ], + [ + "D", + 0.00876547209918499 + ], + [ + "Elastic", + 0.004271949175745249 + ], + [ + "_", + 0.002845731796696782 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 23, + "target_rank_clean": 57475, + "target_rank_swapped": 79944, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 4, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-strengthening", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Strengthening-mechanism report", + "description": "Dynamically select the clean report and install sibling strengthening coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Work_hardening", + "generated_token_ids": [ + 9004, + 236779, + 130529 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "solution", + "surfaces": [ + "solution" + ], + "token_ids": [ + 3465, + 47213, + 23130, + 15607 + ] + }, + { + "label": "grain", + "surfaces": [ + "grain" + ], + "token_ids": [ + 11261, + 99208, + 79171, + 221098 + ] + }, + { + "label": "work", + "surfaces": [ + "work" + ], + "token_ids": [ + 981, + 2025, + 5490, + 9004 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 115, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 11 + }, + { + "label": "solution", + "best_rank": 49, + "best_depth": 59.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 130 + }, + { + "label": "grain", + "best_rank": 160, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 59 + }, + { + "label": "work", + "best_rank": 1121, + "best_depth": 91.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 40 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "cil", + "odium", + "arita", + "zki" + ] + }, + { + "layer": 2, + "depth": 4.3, + "top_tokens": [ + "WIS", + "Fountain", + "conductance", + "dzi", + "zki", + "Pager", + "Clubhouse" + ] + }, + { + "layer": 4, + "depth": 8.5, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "arita", + "odium", + "ahs", + "overheard" + ] + }, + { + "layer": 6, + "depth": 12.8, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "arita", + "ahs", + "odium", + "erver" + ] + }, + { + "layer": 8, + "depth": 17.0, + "top_tokens": [ + "graisse", + "Fountain", + "arita", + "unica", + "ahs", + "anio", + "alco" + ] + }, + { + "layer": 9, + "depth": 19.1, + "top_tokens": [ + "graisse", + "arita", + "Fountain", + "unica", + "erver", + "anio", + "ta" + ] + }, + { + "layer": 11, + "depth": 23.4, + "top_tokens": [ + "flare", + "sociale", + "Infect" + ] + }, + { + "layer": 13, + "depth": 27.7, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "quilla", + "arita" + ] + }, + { + "layer": 15, + "depth": 31.9, + "top_tokens": [ + "graisse", + "Fountain", + "unica", + "odium", + "ahs", + "arita", + "quilla" + ] + }, + { + "layer": 17, + "depth": 36.2, + "top_tokens": [ + "sociale", + "flare", + "squares", + "conferred" + ] + }, + { + "layer": 19, + "depth": 40.4, + "top_tokens": [ + "s", + "parfaite", + "givings", + "no", + "perfect" + ] + }, + { + "layer": 21, + "depth": 44.7, + "top_tokens": [ + "s", + "no", + "esimerkiksi", + "se", + "sur", + "parfaite" + ] + }, + { + "layer": 22, + "depth": 46.8, + "top_tokens": [ + "s", + "se", + "no", + "s", + "sur", + "esimerkiksi" + ] + }, + { + "layer": 24, + "depth": 51.1, + "top_tokens": [ + "s", + "no", + "se", + "sur", + "no", + "s" + ] + }, + { + "layer": 26, + "depth": 55.3, + "top_tokens": [ + "s", + "no", + "sense", + "specificity", + "sur", + "givings", + "l" + ] + }, + { + "layer": 28, + "depth": 59.6, + "top_tokens": [ + "s", + "no", + "springframework", + "sense", + "l", + "situation", + "system", + "obil" + ] + }, + { + "layer": 30, + "depth": 63.8, + "top_tokens": [ + "s", + "no", + "bl", + "no", + "sm", + "l", + "situation", + "l" + ] + }, + { + "layer": 32, + "depth": 68.1, + "top_tokens": [ + "s", + "no", + "no", + "sz", + "sd", + "r" + ] + }, + { + "layer": 34, + "depth": 72.3, + "top_tokens": [ + "s", + "no", + "no", + "ob", + "l", + "og" + ] + }, + { + "layer": 36, + "depth": 76.6, + "top_tokens": [ + "s", + "no", + "no", + "og", + "ob", + "o" + ] + }, + { + "layer": 38, + "depth": 80.9, + "top_tokens": [ + "s", + "no", + "ob", + "no", + "og", + "l", + "in" + ] + }, + { + "layer": 39, + "depth": 83.0, + "top_tokens": [ + "no", + "s", + "no", + "ob", + "l", + "og", + "ib" + ] + }, + { + "layer": 41, + "depth": 87.2, + "top_tokens": [ + "alloying", + "no", + "s", + "dislocation", + "hardening", + "twinning", + "l", + "sintering" + ] + }, + { + "layer": 43, + "depth": 91.5, + "top_tokens": [ + "alloying", + "hardening", + "no", + "s", + "dislocation", + "onation", + "on", + "hardening" + ] + }, + { + "layer": 45, + "depth": 95.7, + "top_tokens": [ + "alloying", + "Solid", + "Grain", + "dislocation", + "work", + "solidification", + "fortification", + "hardening" + ] + }, + { + "layer": 47, + "depth": 100.0, + "top_tokens": [ + "Work", + "Solid", + "Dis", + "Strain", + "Pre", + "Hard", + "Disp", + "Al" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 164437, + 145339, + 132614, + 129979, + 116070, + 99790, + 43809, + 131055, + 130651, + 50642, + 5281, + 9366, + 17061, + 25985, + 23672, + 75316, + 86137, + 79219, + 71562, + 42945, + 17688, + 13492, + 148, + 116, + 23, + 143 + ] + }, + { + "label": "solution", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 153842, + 66681, + 153012, + 161575, + 157109, + 153879, + 22092, + 163445, + 169233, + 26413, + 526, + 198, + 295, + 277, + 56, + 50, + 289, + 272, + 530, + 730, + 170, + 104, + 307, + 98, + 132, + 11 + ] + }, + { + "label": "grain", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 104425, + 128148, + 130207, + 123199, + 125650, + 132657, + 59731, + 107416, + 116588, + 61727, + 48478, + 40062, + 70307, + 65920, + 50580, + 53019, + 67505, + 50272, + 39324, + 10386, + 4041, + 2752, + 192, + 161, + 5, + 10 + ] + }, + { + "label": "work", + "layers": [ + 0, + 2, + 4, + 6, + 8, + 9, + 11, + 13, + 15, + 17, + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43, + 45, + 47 + ], + "depths": [ + 0.0, + 4.3, + 8.5, + 12.8, + 17.0, + 19.1, + 23.4, + 27.7, + 31.9, + 36.2, + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5, + 95.7, + 100.0 + ], + "ranks": [ + 46811, + 68328, + 54271, + 51953, + 58730, + 60889, + 102520, + 53200, + 49033, + 118352, + 221284, + 178062, + 194267, + 180834, + 199458, + 170629, + 110418, + 113540, + 99717, + 117937, + 102804, + 103930, + 40333, + 1122, + 7, + 1 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 59221, + 63566, + 57419, + 119981, + 128803, + 61930, + 15006, + 12013, + 3865, + 110, + 66, + 60, + 243, + 12 + ] + }, + { + "label": "solution", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 12977, + 16323, + 18957, + 53792, + 15698, + 17590, + 7608, + 296, + 7575, + 9172, + 1540, + 680, + 380, + 131 + ] + }, + { + "label": "grain", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 154568, + 149637, + 170497, + 179035, + 195539, + 134045, + 13816, + 4240, + 5363, + 90, + 230, + 60, + 128, + 81 + ] + }, + { + "label": "work", + "layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "depths": [ + 40.4, + 44.7, + 46.8, + 51.1, + 55.3, + 59.6, + 63.8, + 68.1, + 72.3, + 76.6, + 80.9, + 83.0, + 87.2, + 91.5 + ], + "ranks": [ + 3244, + 16323, + 13802, + 17689, + 17691, + 51600, + 182010, + 21088, + 7575, + 3336, + 875, + 1642, + 106, + 41 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "dislocation", + "score": 12.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "alloying", + "score": 9.0, + "best_rank": 1, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "major", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "voila", + "score": 7.0, + "best_rank": 2, + "best_depth": 40.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Ine", + "score": 5.0, + "best_rank": 2, + "best_depth": 83.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "INI", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.6, + "near_token": "mechanism", + "output_checked": true + }, + { + "concept": "Okanagan", + "score": 4.0, + "best_rank": 2, + "best_depth": 51.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "consecutivos", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "metals", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.2, + "near_token": "model", + "output_checked": true + }, + { + "concept": "INE", + "score": 3.0, + "best_rank": 2, + "best_depth": 72.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "dig", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "teh", + "score": 2.0, + "best_rank": 1, + "best_depth": 59.6, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-12b-it-report-swap-a10-seed2/materials/dose-report-strengthening__grid.png", + "stream": "figures/gemma4-12b-it-report-swap-a10-seed2/materials/dose-report-strengthening__stream.png", + "trajectory": "figures/gemma4-12b-it-report-swap-a10-seed2/materials/dose-report-strengthening__trajectory.png", + "emergence": "figures/gemma4-12b-it-report-swap-a10-seed2/materials/dose-report-strengthening__emergence.png", + "heatmap": "figures/gemma4-12b-it-report-swap-a10-seed2/materials/dose-report-strengthening__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "precipitation", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Work", + 0.9054309725761414 + ], + [ + "Solid", + 0.07668154686689377 + ], + [ + "Strain", + 0.010707142762839794 + ], + [ + "Dis", + 0.003700289409607649 + ], + [ + "Disp", + 0.0015425101155415177 + ], + [ + "T", + 0.00036637825542129576 + ], + [ + "Pre", + 0.00031337994732894003 + ], + [ + "Hard", + 0.00030137455905787647 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 341, + "target_rank_swapped": 282, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Work", + "trials": [ + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "precipitation", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Work", + 0.9054309725761414 + ], + [ + "Solid", + 0.07668154686689377 + ], + [ + "Strain", + 0.010707142762839794 + ], + [ + "Dis", + 0.003700289409607649 + ], + [ + "Disp", + 0.0015425101155415177 + ], + [ + "T", + 0.00036637825542129576 + ], + [ + "Pre", + 0.00031337994732894003 + ], + [ + "Hard", + 0.00030137455905787647 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 341, + "target_rank_swapped": 282, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "solution", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Solid", + 0.43496742844581604 + ], + [ + "Work", + 0.2328213006258011 + ], + [ + "Solid", + 0.1813213974237442 + ], + [ + "Work", + 0.0626630038022995 + ], + [ + "_", + 0.0626630038022995 + ], + [ + "Precipitation", + 0.00620447751134634 + ], + [ + "Dis", + 0.00564924068748951 + ], + [ + "Dis", + 0.0033210173714905977 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 3, + "target_rank_clean": 4890, + "target_rank_swapped": 336, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "grain", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 19, + 21, + 22, + 24, + 26, + 28, + 30, + 32, + 34, + 36, + 38, + 39, + 41, + 43 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.9543281197547913 + ], + [ + "Solid", + 0.04463452100753784 + ], + [ + "Dis", + 0.00045147177297621965 + ], + [ + "Strain", + 0.00029149209149181843 + ], + [ + "Pre", + 8.221912139561027e-05 + ], + [ + "Hard", + 8.094442455330864e-05 + ], + [ + "Disp", + 4.265471579856239e-05 + ], + [ + "Al", + 3.8837562897242606e-05 + ] + ], + "swapped_top": [ + [ + "Solid", + 0.9880918264389038 + ], + [ + "Work", + 0.007544174324721098 + ], + [ + "Pre", + 0.001683332840912044 + ], + [ + "Dis", + 0.0011936617083847523 + ], + [ + "Sol", + 0.0007239924743771553 + ], + [ + "Strain", + 0.0002350459253648296 + ], + [ + "Solution", + 0.00021401175763458014 + ], + [ + "Disp", + 0.00020104543364141136 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1, + "target_rank_clean": 607, + "target_rank_swapped": 2489, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 3, + "protocol_success_rate": 0.0 + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-31b-it-heldout-v1-seed0.json b/jlens_materials/runs/gemma4-31b-it-heldout-v1-seed0.json new file mode 100644 index 0000000000000000000000000000000000000000..5530cee6c3ec2ab8f858b351dacd29e60e7bed9f --- /dev/null +++ b/jlens_materials/runs/gemma4-31b-it-heldout-v1-seed0.json @@ -0,0 +1,108912 @@ +{ + "format_version": 2, + "created_at": "2026-08-23T09:04:17.228204+00:00", + "model": "google/gemma-4-31B-it", + "model_identity": { + "requested_id": "google/gemma-4-31B-it", + "requested_revision": "842da3794eaa0b77d5f08bae87a17459d91ff475", + "model_class": "Gemma4ForConditionalGeneration", + "config_name_or_path": "google/gemma-4-31B-it", + "model_revision": "842da3794eaa0b77d5f08bae87a17459d91ff475", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-31B-it", + "vocab_size": 262144, + "n_layers": 60, + "d_model": 5376, + "dtype": "bfloat16" + }, + "tag": "gemma4-31b-it-heldout-v1-seed0", + "n_layers": 60, + "d_model": 5376, + "lens_n_prompts": 1000, + "lens_provenance": { + "corpus": { + "dataset": "Salesforce/wikitext", + "kind": "huggingface", + "min_chars": 600, + "records": 1000, + "requested_records": 1000, + "revision": "b08601e04326c79dfdd32d625aee71d232d685c3", + "seed": 0, + "sha256": "a4b31b0673b21a932e33494c8471fb53577bd39b041f0799431c912876f5681e", + "split": "train", + "subset": "wikitext-103-raw-v1", + "text_field": "text", + "unique_records": 1000 + }, + "created_at": "2026-08-21T14:02:44.035613+00:00", + "dim_batch": 8, + "format_version": 1, + "hub": { + "path_in_repo": "gemma4-31b-it/paper/seed0.pt", + "repo_id": "lamm-mit/gemma4-jacobian-lenses", + "repo_type": "model", + "revision": "main", + "uploaded_at": "2026-08-23T03:34:39.666901+00:00" + }, + "model": { + "config_name_or_path": "google/gemma-4-31B-it", + "d_model": 5376, + "dtype": "bfloat16", + "model_class": "Gemma4ForConditionalGeneration", + "model_revision": "842da3794eaa0b77d5f08bae87a17459d91ff475", + "n_layers": 60, + "requested_id": "google/gemma-4-31B-it", + "requested_revision": "842da3794eaa0b77d5f08bae87a17459d91ff475", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-31B-it", + "vocab_size": 262144 + }, + "paper_reference": "https://transformer-circuits.pub/2026/workspace/index.html", + "recipe": { + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers.", + "max_seq_len": 128, + "n_fit": 1000, + "name": "paper", + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "target_layer": -2 + }, + "source_layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57 + ], + "target_layer": 58, + "upstream_reference": "lamm-mit/jacobian-lens@581d398613e5602a5af361e1c34d3a92ea82ba8e" + }, + "methodology": { + "recipe": { + "name": "paper", + "n_fit": 1000, + "max_seq_len": 128, + "target_layer": -2, + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers." + }, + "claims_level": "paper-protocol quantitative", + "paper_protocol_complete": true, + "strict_protocol": true, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 50, + "evaluation_max_seq_len": 128, + "generation_max_new_tokens": 1, + "model_revision": "842da3794eaa0b77d5f08bae87a17459d91ff475", + "dtype": "bfloat16", + "layer_stride": 1, + "prompt_source": "prompts/materials-heldout-v1-preregistered.json", + "swaps_enabled": false, + "swap_alpha": 1.0 + }, + "shapes": [ + "ASSOCIATION" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": { + "ASSOCIATION": { + "n_items": 50, + "minimum_required": 50, + "sufficient_sample": true, + "ks": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "jacobian_lens": { + "pass_at_k": [ + 0.01, + 0.01, + 0.02333333333333333, + 0.02333333333333333, + 0.03666666666666666, + 0.15333333333333332, + 0.20833333333333331 + ], + "auc_log_k": 0.05896906245483314, + "bootstrap_95": { + "1": { + "mean": 0.01, + "low": 0.0, + "high": 0.03 + }, + "2": { + "mean": 0.01, + "low": 0.0, + "high": 0.03 + }, + "5": { + "mean": 0.02333333333333333, + "low": 0.0, + "high": 0.05333333333333333 + }, + "10": { + "mean": 0.02333333333333333, + "low": 0.0, + "high": 0.05333333333333333 + }, + "20": { + "mean": 0.03666666666666666, + "low": 0.006666666666666666, + "high": 0.06999999999999999 + }, + "50": { + "mean": 0.15333333333333332, + "low": 0.10166666666666666, + "high": 0.20666666666666667 + }, + "100": { + "mean": 0.20833333333333331, + "low": 0.14666666666666667, + "high": 0.27166666666666667 + } + } + }, + "logit_lens": { + "pass_at_k": [ + 0.0, + 0.016666666666666666, + 0.016666666666666666, + 0.026666666666666665, + 0.055, + 0.10166666666666666, + 0.19833333333333333 + ], + "auc_log_k": 0.052140879099819716 + } + } + }, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 0, + "n_graded": 0, + "minimum_required": 50, + "sufficient_sample": false, + "protocol_success_rate": null, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [], + "prompts": [ + { + "slug": "heldout-v1-assoc-ductile-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Energy-absorbing dimpled separation 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A round aluminum bar stretched into a pronounced waist before separating. The mating faces contained hemispherical pits centered on inclusions and a slanted tearing rim.", + "prompt_tail": "luminum bar stretched into a pronounced waist before separating. The mating faces contained hemispherical pits centered on inclusions and a slanted tearing rim.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-ductile-01", + "carrier_id": null, + "target_family": "ductile", + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 14434, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 294 + }, + { + "label": "nucleation", + "best_rank": 83758, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 38509 + }, + { + "label": "coalescence", + "best_rank": 142324, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 18095 + }, + { + "label": "void", + "best_rank": 14304, + "best_depth": 55.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 1546 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "mesma", + "got", + "ListItemIcon", + "Charm", + "un", + "Farr" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "mkdir", + "s", + "styles", + "GSM", + "styling", + "iterator", + "mixer", + "gsm", + "ethers", + "param", + "Thatcher", + "Enter", + "cir", + "apr", + "asus", + "la", + "elm", + "as", + "hund", + "esper" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "Weise", + "mesma", + "s", + "Edge", + "apr", + "jenis", + "Edge", + "Sus", + "sus", + "styling", + "EDGE", + "Insert", + "styling", + "joen", + "ashe" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "S", + "s", + "Weise", + "mesma", + "Edge", + "cfr", + "joen", + "ashe", + "sus", + "Sus", + "apr", + "jenis", + "Pend", + "pues", + "Edge", + "Pek", + "Insert", + "as", + "insert" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "Cuy", + "s", + "pis", + "Pending", + "cens", + "cura", + "uts", + "ciri", + "artis", + "Eddie", + "ait", + "pinned", + "prompt", + "Pend", + "Cens", + "Duplicate", + "Fort", + "atro", + "props", + "Fort", + "cus", + "Pyr", + "iap", + "App", + "cip", + "CU", + "CY", + "duplicate" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Estelle", + "psi", + "Sorg", + "handleError", + "spacing", + "empe", + "issy", + "prolet", + "pct", + "DIN", + "postgres", + "conveniently", + "osynthesis", + "STI", + "knn", + "usia", + "RTS", + "Accenture", + "unches", + "watering", + "softmax" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "Estelle", + "Sorg", + "empe", + "psi", + "ngModel", + "itorial", + "handleError", + "softmax", + "spacing", + "AGS", + "ukun", + "osynthesis", + "serialization", + "Accenture", + "Appleton", + "Arjuna", + "fat", + "agge", + "addData", + "iorum", + "acidified", + "kts", + "RTS" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Stark", + "hci", + "atro", + "usia", + "icure", + "cheats", + "LOGGER", + "Pyr", + "Ronald", + "estab", + "isah", + "watering", + "Richardson", + "Rome", + "pct", + "Slowly", + "CCN", + "Hawke", + "Hsu", + "Grun" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "usia", + "hci", + "Richardson", + "isah", + "phony", + "icure", + "Guad", + "Hawke", + "uzi", + "isjon", + "LOGGER", + "Grun", + "Kuch", + "CCP" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "StringBuilder", + "CGPoint", + "Gruntfile", + "postings", + "ing", + "slimmer", + "retval", + "usus", + "Guangdong", + "antage", + "opis", + "Pyr", + "Firefox", + "CCP", + "pile" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "Princeton", + "ing", + "C", + "os", + "others", + "Biden", + "unfair", + "Hurricane", + "Rather", + "o", + "otras", + "ophile", + "Fremantle", + "aptly" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "que", + "C", + "T", + "H", + "tuttavia", + "out", + "ing", + "usus", + "os", + "o", + "om", + "istiwa", + "Methods", + "PWD", + "s", + "variously" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "que", + "a", + "ing", + "C", + "s", + "H", + "T", + "L", + "out", + "os", + "others", + "o", + "om", + "others", + "opl", + "otras", + "ie", + "Mud", + "person", + "Pitt", + "tuttavia" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "l", + "s", + "os", + "t", + "ings", + "invece", + "om", + "o", + "mals", + "ed", + "ife", + "others", + "oski", + "person", + "ers" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "que", + "ing", + "l", + "s", + "ings", + "ed", + "ers", + "an", + "others", + "os", + "person", + "otros", + "ife", + "es", + "le", + "un", + "t", + "both", + "victim", + "escue", + "secured", + "cord" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "ing", + "l", + "que", + "ed", + "ings", + "ers", + "ly", + "both", + "ization", + "ized", + "izations", + "es", + "escue", + "victim", + "ilation", + "ilization", + "others", + "Both", + "conclusiones", + "person" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "que", + "ing", + "l", + "ed", + "ly", + "ers", + "ings", + "es", + "victim", + "both", + "conclusion", + "s", + "bly", + "person", + "escue", + "typical", + "individual", + "conclusiones", + "getContext", + "up", + "isy", + "brick" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "C", + "l", + "ly", + "antly", + "hence", + "Hence", + "conclusion", + "Both", + "conclusiones", + "otch", + "partially", + "both", + "jectory", + "Ank", + "ings", + "therefore", + "rceil", + "LastName", + "acc" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "la", + "C", + "ly", + "Reddy", + "LastName", + "set", + "antly", + "plications", + "sehingga", + "S", + "slik", + "aise", + "despl", + "tanto", + "subplots", + "Pantai", + "ransom" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "la", + "C", + "ly", + "set", + "T", + "s", + "sides", + "le", + "tearing", + "overlap", + "despl", + "Characteristic", + "sollic", + "bordered", + "LastName", + "Shores", + "Pantai" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "la", + "C", + "T", + "ly", + "set", + "s", + "le", + "d", + "registry", + "Shores", + "b", + "n", + "overlap", + "usia", + "t", + "desp", + "htar", + "esk", + "parcours", + "interrupted", + "crater", + "c", + "Evet", + "sp" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "la", + "C", + "T", + "s", + "que", + "le", + "ly", + "c", + "n", + "overlapping", + "set", + "overlap", + "Shores", + "m", + "torn", + "tearing", + "overlap", + "sloping", + "sp", + "d", + "b", + "h", + "antly", + "registry", + "cles", + "rec", + "ed", + "uns", + "usia", + "slanted" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "l", + "C", + "sloping", + "T", + "inclined", + "slanted", + "angled", + "slant", + "Tilt", + "tilted", + "Slope", + "tilt", + "tilt", + "Over", + "slope", + "overl", + "slant", + "ramp", + "oblique", + "angle", + "slope", + "sl", + "slopes" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "slanted", + "slant", + "la", + "l", + "C", + "Sl", + "slant", + "sl", + "sloping", + "Sl", + "angled", + "CNT", + "rant", + "Slater", + "oblique", + "slashing", + "sl", + "anted", + "slash", + "tore", + "overdraft", + "vault", + "torn", + "tearing", + "inclined", + "rant" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "slanted", + "Sl", + "Sl", + "l", + "slant", + "Be", + "Be", + "slant", + "Slater", + "sl", + "slag", + "sloping", + "be", + "Shant", + "slashing", + "Slash", + "slag", + "bevel", + "Over", + "Slope", + "SLASH", + "anted", + "be", + "slated", + "sl", + "Bev", + "slash" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "H", + "t", + "Hoe", + "rightarrow", + "Torn", + "siguiente", + "p", + "lerinin", + "Hoe", + "Participants", + "tudo", + "This", + "Seorang", + "terhadap", + "tornou", + "hyvin" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 244396, + 150915, + 189133, + 189747, + 25874, + 3735, + 2672, + 2407, + 4118, + 11272, + 104048, + 182313, + 226336, + 119868, + 123699, + 202529, + 211480, + 164893, + 56972, + 33376, + 25365, + 40142, + 14435, + 7980, + 23113, + 108399 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 87394, + 213667, + 126113, + 119799, + 203001, + 195517, + 223089, + 161647, + 154819, + 233900, + 227384, + 187459, + 231221, + 204455, + 171848, + 155166, + 148168, + 161658, + 122669, + 117810, + 83759, + 86123, + 183991, + 84515, + 43231, + 156707 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 149274, + 123291, + 142529, + 140902, + 58800, + 70331, + 107057, + 69447, + 71997, + 177567, + 253254, + 224336, + 260032, + 261799, + 260661, + 244814, + 227314, + 229787, + 161886, + 145880, + 151417, + 169765, + 142325, + 145212, + 58847, + 120906 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 10909, + 90684, + 50140, + 48198, + 208012, + 130020, + 141044, + 143993, + 163513, + 162442, + 22200, + 98016, + 33968, + 29488, + 14305, + 21250, + 33384, + 69231, + 90019, + 101326, + 47114, + 21346, + 36828, + 30870, + 106950, + 41350 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 34084, + 96736, + 213383, + 110319, + 123848, + 151195, + 184225, + 16569, + 9769, + 1558, + 648, + 295, + 586 + ] + }, + { + "label": "nucleation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 88654, + 142657, + 126619, + 50490, + 38510, + 46968, + 44489, + 109621, + 91771, + 95010, + 125740, + 130759, + 126603 + ] + }, + { + "label": "coalescence", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 148025, + 180951, + 160413, + 106804, + 127503, + 145243, + 175138, + 140798, + 140594, + 104185, + 39854, + 40771, + 18096 + ] + }, + { + "label": "void", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 67951, + 13269, + 27693, + 2436, + 1547, + 1771, + 4113, + 20816, + 11782, + 16658, + 16575, + 6948, + 18913 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "own", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "rim", + "output_checked": true + }, + { + "concept": "either", + "score": 2.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "around", + "score": 2.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "stock", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "neck", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "even", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.7, + "near_token": "round", + "output_checked": true + }, + { + "concept": "axis", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "on", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "la", + "s", + "l", + "n", + "am", + "que", + "la", + "ry", + "even", + "ty", + "ina", + "ness", + "ers", + "ly", + "im", + "de", + "ro", + "er", + "ist", + "qu", + "s", + "an", + "v", + "ul", + "le", + "d", + "m", + "se" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ation", + "C", + "A", + "I", + "S", + "im", + "ot", + "T", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "un", + "est", + "em", + "P", + "A", + "T", + "ation", + "be", + "e", + "om", + "l", + "th", + "ad", + "im", + "S", + "ot", + "al", + "d", + "the", + "p", + "a", + "t", + "en", + "c", + "ic", + "ing", + "b", + "ou", + "as", + "ion", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "C", + "specialized", + "S", + "elective", + "able", + "North", + "secondary", + "open", + "own", + "ness", + "New", + "various", + "able", + "its", + "self", + "ers", + "an", + "l", + "ation", + "en", + "a", + "of", + "and", + "iz", + "le", + "end", + "or", + "que", + "ap", + "t", + "p" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "ness", + "own", + "l", + "a", + "ers", + "or", + "que", + "able", + "an", + "le", + "h", + "S", + "en", + "ity", + "able", + "ation", + "p", + "iz", + "ally", + "its", + "ed", + "elective", + "AVAILABLE", + "eye", + "North", + "specialized", + "open", + "ings", + "un", + "t", + "ic" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "l", + "own", + "an", + "que", + "h", + "ed", + "able", + "iz", + "or", + "ers", + "k", + "able", + "ation", + "its", + "ity", + "un", + "specialized", + "ally", + "humbled", + "ness", + "his", + "many", + "ic", + "t", + "le", + "set" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "ers", + "an", + "iz", + "que", + "k", + "h", + "able", + "ness", + "or", + "able", + "un", + "humbled", + "specialized", + "its" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "l", + "iz", + "que", + "ers", + "ness", + "an", + "k", + "en", + "h", + "th", + "able", + "own", + "le", + "able", + "irritating" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "l", + "ers", + "iz", + "que", + "ness", + "own", + "an", + "k", + "th", + "and", + "h", + "able", + "searchQuery", + "le", + "the" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "iz", + "ers", + "que", + "ness", + "th", + "own", + "an", + "searchQuery", + "and", + "colocar", + "sensational" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "an", + "iz", + "th", + "s", + "ers", + "the", + "which", + "its", + "and", + "encompassed", + "enticing", + "que", + "ingresar", + "sensational" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "an", + "and", + "ed", + "which", + "various", + "six", + "ous", + "the", + "or", + "enticing", + "its", + "famed", + "alleviating", + "le", + "varying", + "eight", + "relatively" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "an", + "ed", + "y", + "its", + "their", + "the", + "and", + "ing", + "of", + "it", + "they", + "to", + "ary", + "various", + "both", + "d", + "and", + "R", + "ous", + "high", + "th", + "each", + "in", + "such" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "and", + "C", + "ly", + "e", + "and", + "y", + "to", + "ed", + "p", + "v", + "er", + "without", + "s", + "on", + "c", + "t", + "n", + "with", + "h", + "o", + "would", + "d", + "f", + "st", + "taobao", + "un", + "ic", + "le", + "in" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "and", + "e", + "s", + "v", + "ed", + "y", + "p", + "er", + "ly", + "and", + "t", + "with", + "un", + "T", + "to", + "c", + "f", + "d", + "l", + "n", + "k", + "ing", + "on", + "st", + "without", + "in", + "z", + "h", + "re" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "l", + "and", + "a", + "y", + "t", + "s", + "v", + "ed", + "un", + "p", + "and", + "k", + "T", + "ly", + "l", + "to", + "c", + "an", + "d", + "e", + "er", + "ing", + "f", + "ic", + "n", + "they", + "al", + "their", + "with", + "m" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "and", + "ed", + "y", + "l", + "and", + "They", + "with", + "un", + "such", + "v", + "er", + "al", + "t", + "that", + "without", + "they", + "s", + "k", + "that", + "they", + "ic", + "were", + "each", + "their", + "themselves", + "p" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "and", + "such", + "T", + "solche", + "restent", + "themselves", + "ends", + "ed", + "al", + "These" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "T", + "own", + "y", + "t", + "al", + "s", + "ed", + "get", + "v", + "p", + "c", + "and", + "un", + "d", + "m", + "D", + "K", + "an", + "h", + "u", + "e", + "n", + "r", + "l", + "at", + "z", + "g" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "own", + "s", + "get", + "T", + "y", + "ed", + "K", + "t", + "al", + "v", + "e", + "p", + "c", + "un", + "d", + "m", + "and", + "D", + "z", + "after", + "g", + "h", + "incl", + "n", + "at", + "all", + "b", + "l", + "k" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "own", + "ed", + "s", + "get", + "y", + "T", + "t", + "B", + "v", + "al", + "e", + "ing", + "m", + "d", + "c", + "at", + "is", + "and", + "D", + "b", + "o", + "after", + "ly", + "r", + "p", + "K", + "h", + "with", + "u", + "n" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "C", + "B", + "ed", + "K", + "v", + "T", + "s", + "al", + "ing", + "t", + "L", + "ot", + "o", + "d", + "h", + "D", + "c", + "m", + "at", + "get", + "b", + "y", + "and", + "e", + "l", + "n", + "r", + "one", + "O", + "R", + "on" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "B", + "C", + "T", + "l", + "slanted", + "angled", + "bevel", + "sloping", + "slant", + "inclined", + "tilted", + "ramp", + "incl", + "override", + "slant", + "ragged", + "oblique", + "Over", + "Be", + "One", + "Over", + "slope", + "shear", + "overlap", + "over", + "one" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "slanted", + "slant", + "sl", + "Sl", + "slant", + "Sl", + "B", + "sloping", + "anted", + "C", + "bevel", + "Bev", + "Slater", + "Beach", + "angled", + "sl", + "ragged", + "Bever", + "conical", + "Bep", + "oblique", + "beaches", + "slag", + "slings", + "tearing", + "Tear", + "Angel" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "slanted", + "Sl", + "Sl", + "slant", + "Be", + "Be", + "sl", + "slant", + "be", + "Slater", + "C", + "sloping", + "sl", + "B", + "BE", + "bevel", + "Bev", + "BE", + "anted", + "Beur", + "be", + "slag", + "Bech", + "slag", + "oblique", + "slated" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "H", + "t", + "Hoe", + "rightarrow", + "Torn", + "siguiente", + "p", + "lerinin", + "Hoe", + "Participants", + "tudo", + "This", + "Seorang", + "terhadap", + "tornou", + "hyvin" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 18.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "uma", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "round", + "output_checked": true + }, + { + "concept": "either", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "each", + "score": 2.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "on", + "output_checked": true + }, + { + "concept": "neck", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "stock", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "stretching", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "wire", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "into", + "output_checked": true + }, + { + "concept": "separation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "separating", + "output_checked": true + }, + { + "concept": "intricate", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "axis", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "on", + "output_checked": true + }, + { + "concept": "around", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "and", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-01__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-01__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-01__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-01__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-ductile-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Energy-absorbing dimpled separation 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A nickel coupon accumulated large permanent elongation before rupture. Microscopy showed a honeycomb of deep depressions surrounding second-phase particles.", + "prompt_tail": "A nickel coupon accumulated large permanent elongation before rupture. Microscopy showed a honeycomb of deep depressions surrounding second-phase particles.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-ductile-02", + "carrier_id": null, + "target_family": "ductile", + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 1318, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 312 + }, + { + "label": "nucleation", + "best_rank": 3402, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 7342 + }, + { + "label": "coalescence", + "best_rank": 16936, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 8087 + }, + { + "label": "void", + "best_rank": 47, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 46 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "apr", + "Gottlieb", + "mesma", + "got", + "even", + "Hair", + "Edge", + "iraj", + "un", + "Edge" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "apr", + "styling", + "mesma", + "H", + "GSM", + "s", + "mkdir", + "Insert", + "asus", + "styles", + "Edge", + "S", + "Weise", + "as", + "cir", + "mixer", + "conde", + "Edge", + "dit", + "Enter" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "s", + "mesma", + "S", + "Weise", + "Edge", + "apr", + "Edge", + "styling", + "sus", + "EDGE", + "jenis", + "joen", + "Sus", + "Insert", + "second", + "insert", + "Hits" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "mesma", + "S", + "Weise", + "Edge", + "Hits", + "joen", + "apr", + "Pek", + "cfr", + "Edge", + "second", + "sus", + "styling", + "insert", + "Insert", + "second", + "stack" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "Cuy", + "cens", + "Cens", + "empe", + "Pyr", + "cura", + "ciri", + "pis", + "watering", + "DIN", + "prompt", + "Pending", + "App", + "Eddie", + "Ronald", + "ait", + "uts", + "CCN", + "restaur", + "ruari", + "CU", + "appelle", + "CUL", + "agrand", + "CY" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "spacing", + "Estelle", + "empe", + "psi", + "handleError", + "issy", + "pct", + "watering", + "Sorg", + "DIN", + "conveniently", + "postgres", + "softmax", + "kts", + "Rome", + "prolet", + "affine", + "knn", + "STI", + "ngModel", + "AGS", + "Emilia", + "ngthening", + "agge", + "acidified" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "empe", + "ngModel", + "ukun", + "Estelle", + "Sorg", + "handleError", + "spacing", + "kts", + "itorial", + "AGS", + "Appleton", + "psi", + "acidified", + "serialization", + "osynthesis", + "addData", + "unches", + "Arjuna", + "RTS", + "RHS", + "affine", + "agge" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "Stark", + "icure", + "hci", + "Cui", + "LOGGER", + "Kuch", + "usia", + "Cullen", + "CCN", + "OfThe", + "Pyr", + "dui", + "cheats", + "ciri", + "Richardson", + "onuclear" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "lendemain", + "isjon", + "Cui", + "Richardson", + "CU", + "Kuch", + "OfThe", + "Guad", + "Cullen", + "usia", + "CU", + "fort", + "icure", + "CY", + "onuclear", + "endenti", + "phony" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "ing", + "StringBuilder", + "usus", + "eram", + "CGPoint", + "rmt", + "postings", + "Rather", + "iders", + "slimmer", + "BYTE", + "Slowly", + "retval", + "uglify" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "ing", + "BYTE", + "C", + "P", + "Everywhere", + "eram", + "ChatGPT", + "others", + "schlim", + "even", + "UPI", + "ogly", + "diaper", + "EVEN" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "C", + "L", + "a", + "H", + "que", + "ing", + "T", + "om", + "out", + "o", + "S", + "os", + "otros", + "s", + "P", + "others", + "usus", + "Rather", + "f", + "isms" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "la", + "L", + "T", + "H", + "que", + "ing", + "C", + "an", + "out", + "others", + "particularly", + "om", + "and", + "o", + "l", + "ie", + "t", + "funcionarios", + "Pitt", + "Of", + "h", + "vooral", + "otras" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "la", + "l", + "que", + "ing", + "an", + "T", + "t", + "ed", + "person", + "entimes", + "affichage", + "umb", + "ife", + "opy", + "particularly", + "os", + "ographical", + "gehend", + "ings", + "plainly" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "l", + "la", + "que", + "ing", + "an", + "ed", + "ings", + "person", + "ized", + "le", + "ers", + "un", + "izations", + "umb", + "ife", + "es", + "the", + "opy", + "GROUP", + "Border", + "aport", + "izing", + "ifai" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "la", + "que", + "ing", + "ed", + "ings", + "ization", + "ized", + "ilization", + "izations", + "an", + "ers", + "esia", + "ly", + "the", + "GROUP", + "Isso", + "escue", + "antly", + "Border", + "octet", + "ocht" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "que", + "la", + "these", + "ilization", + "These", + "ly", + "l", + "ings", + "ed", + "ing", + "those", + "the", + "bunlar", + "ized", + "individual", + "Isso", + "ization", + "umb", + "getto", + "esia" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "la", + "resembled", + "Such", + "WHEREAS", + "These", + "solche", + "these", + "ly", + "surrounds", + "yung", + "INGO", + "These" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "la", + "ly", + "a", + "entour", + "L", + "surrounding", + "surrounds", + "Conclusions", + "okaza", + "riddled", + "baixo", + "en", + "hindsight", + "OfMonth", + "surrounded", + "disinvestment", + "regretted", + "depreci" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "la", + "a", + "ly", + "entour", + "en", + "achar", + "baixo", + "riddled", + "okaza", + "figure", + "onomics", + "crater", + "the", + "Indeed", + "regretted", + "hindsight", + "Mimpi", + "emb", + "schade", + "Conclusions" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "a", + "la", + "around", + "ed", + "around", + "Around", + "en", + "Around", + "alrededor", + "ly", + "crater", + "kring", + "dim", + "entour", + "idation", + "oko", + "pitted", + "surrounding", + "rundt", + "redor", + "autour", + "pitting" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "la", + "a", + "pit", + "C", + "pits", + "ed", + "pitted", + "pitting", + "pit", + "holes", + "around", + "pits", + "crater", + "dim", + "Pit", + "que", + "le", + "holes", + "hole", + "Holes", + "around", + "craters", + "Pit", + "cu" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "l", + "holes", + "C", + "la", + "hole", + "Holes", + "holes", + "pitted", + "pits", + "honeycomb", + "pit", + "ed", + "cup", + "craters", + "pit", + "dim", + "Honeycomb", + "crater", + "pitting", + "cavities", + "cups", + "pits", + "Cup" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "honeycomb", + "Honeycomb", + "a", + "Honey", + "l", + "honey", + "honey", + "Honey", + "que", + "HON", + "HON", + "dim", + "Honeywell", + "ed", + "honeymoon", + "cup", + "Hive", + "deep", + "Hive", + "decrypt", + "pitted" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Honey", + "honeycomb", + "Honeycomb", + "honey", + "honey", + "Honey", + "HON", + "HON", + "l", + "Honeywell", + "Hone", + "hone", + "hon", + "honeymoon", + "Hong", + "hon", + "Hon", + "Hong", + "Hons", + "hive", + "Hongkong", + "hong", + "hone", + "Honda", + "Bees", + "Hon" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "larini", + "eries", + "lerini", + "Specifically", + "carved", + "K", + "Initially", + "escolha", + "Similarly", + "During", + "teorie", + "These", + "bebida", + "smoothed", + "cikin", + "Kalau", + "matching", + "luxurious", + "Belgian", + "paintbrush", + "Risiko", + "entsprechende", + "set", + "Later", + "second" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 243592, + 200843, + 189809, + 193652, + 7143, + 2064, + 1301, + 3357, + 6043, + 29211, + 67675, + 202175, + 208356, + 91667, + 86587, + 142029, + 118151, + 111410, + 5254, + 2201, + 1319, + 16736, + 34719, + 14446, + 51410, + 133114 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 88908, + 174916, + 110518, + 99198, + 197905, + 190802, + 220109, + 157891, + 183669, + 225931, + 224205, + 177915, + 214066, + 112836, + 73175, + 67817, + 64982, + 72321, + 5683, + 5099, + 3403, + 7105, + 33692, + 45488, + 14427, + 48277 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 158515, + 151030, + 125286, + 143012, + 31916, + 61052, + 91775, + 60401, + 97799, + 203184, + 256687, + 241644, + 259446, + 260660, + 252672, + 207560, + 184393, + 202309, + 48056, + 54565, + 37813, + 42912, + 16937, + 68811, + 15684, + 29160 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 10467, + 78946, + 33293, + 24888, + 193904, + 125936, + 136597, + 158654, + 173786, + 83996, + 16443, + 72589, + 36032, + 44134, + 20571, + 14108, + 16405, + 36776, + 34728, + 24274, + 645, + 48, + 129, + 198, + 40846, + 41312 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 41068, + 83382, + 214749, + 80939, + 77965, + 100279, + 131563, + 23994, + 2597, + 900, + 313, + 1634, + 23735 + ] + }, + { + "label": "nucleation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 118152, + 124924, + 104697, + 13524, + 21452, + 24748, + 37495, + 69299, + 7343, + 11041, + 11674, + 22788, + 27847 + ] + }, + { + "label": "coalescence", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 182575, + 156227, + 202504, + 160807, + 139062, + 142312, + 124091, + 137472, + 33361, + 38092, + 24164, + 27268, + 8088 + ] + }, + { + "label": "void", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 85372, + 66276, + 84712, + 5664, + 923, + 682, + 1026, + 695, + 392, + 262, + 224, + 47, + 55 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 3.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "soprano", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "structure", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.3, + "near_token": "honeycomb", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.1, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "Draper", + "score": 1.0, + "best_rank": 10, + "best_depth": 40.7, + "near_token": "elongation", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ers", + "de", + "im", + "v", + "le", + "er", + "as", + "n", + "aj", + "que", + "ap", + "ry", + "ani", + "ty", + "ele", + "p", + "aw", + "err", + "am", + "ann", + "ip", + "r", + "ad", + "ah", + "d", + "an", + "a", + "en", + "am", + "al", + "se", + "ly" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "on", + "be", + "ation", + "ay", + "A", + "T", + "I", + "C", + "om", + "th", + "and", + "l", + "im", + "e", + "S", + "ot", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "or", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "in", + "of" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "al", + "pro", + "est", + "un", + "be", + "ation", + "em", + "P", + "im", + "e", + "th", + "om", + "ot", + "S", + "T", + "A", + "al", + "d", + "the", + "p", + "a", + "t", + "en", + "c", + "ic", + "ing", + "b", + "ou", + "of", + "ion", + "and", + "l" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "H", + "C", + "S", + "specialized", + "secondary", + "elective", + "k", + "open", + "own", + "self", + "ness", + "either", + "able", + "various", + "North", + "an", + "ation", + "and", + "l", + "en", + "a", + "p", + "of", + "le", + "or", + "ers", + "end", + "able", + "un", + "que", + "its" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "H", + "C", + "k", + "S", + "own", + "s", + "able", + "que", + "l", + "en", + "a", + "an", + "or", + "ers", + "O", + "b", + "h", + "t", + "ity", + "ness", + "p", + "un", + "ation", + "ic", + "le", + "ivity", + "able", + "elective", + "specialized", + "e" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "own", + "en", + "an", + "a", + "l", + "que", + "ers", + "able", + "or", + "H", + "K", + "k", + "un", + "ed", + "h", + "ation", + "t", + "ity", + "ic", + "s", + "specialized", + "ness", + "its", + "many", + "b", + "able", + "various", + "p", + "his" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "S", + "l", + "que", + "a", + "ers", + "own", + "H", + "an", + "en", + "k", + "able", + "K", + "ation", + "un", + "or", + "t", + "h", + "able", + "ness", + "specialized", + "many", + "O", + "b", + "aries", + "p", + "its", + "ic", + "iz" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "S", + "a", + "l", + "ers", + "que", + "k", + "own", + "ness", + "iz", + "K", + "mp", + "ation", + "H", + "O", + "irritating", + "aries", + "tiring", + "searchQuery", + "Projek", + "as" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "S", + "ers", + "que", + "la", + "iz", + "own", + "k", + "ness", + "ation", + "irritating", + "tiring", + "colocar", + "Projek", + "searchQuery", + "able", + "corrigir" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "S", + "uma", + "ers", + "iz", + "searchQuery", + "que", + "colocar", + "corrigir", + "apresentar", + "irritating", + "glamorous", + "Projek" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "an", + "uma", + "que", + "both", + "corrigir", + "sensational", + "apresentar", + "ers", + "glamorous", + "colocar", + "y", + "um", + "hormati", + "p" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "an", + "corrigir", + "then", + "relatively", + "Quando", + "akhirnya", + "six", + "although", + "both", + "analisar", + "reduzir", + "likes", + "glamorous", + "recebeu", + "Cuando" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "an", + "even", + "such", + "their", + "because", + "because", + "y", + "relatively", + "dozens", + "defending", + "despite", + "previously", + "my", + "than", + "its", + "earlier", + "the", + "like", + "presumably", + "some" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "C", + "l", + "e", + "and", + "to", + "s", + "T", + "p", + "c", + "and", + "ly", + "get", + "t", + "un", + "l", + "H", + "er", + "on", + "v", + "y", + "n", + "without", + "that", + "because", + "f", + "ous", + "z", + "st", + "o", + "would", + "h", + "hbox" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "T", + "e", + "un", + "v", + "s", + "p", + "t", + "get", + "H", + "y", + "to", + "on", + "l", + "and", + "c", + "n", + "er", + "f", + "and", + "a", + "D", + "z", + "an", + "d", + "k", + "st", + "that", + "g", + "m", + "re" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "l", + "a", + "t", + "and", + "T", + "v", + "p", + "un", + "e", + "y", + "s", + "l", + "to", + "an", + "k", + "f", + "c", + "and", + "n", + "d", + "on", + "that", + "would", + "m", + "ic", + "such", + "D", + "get", + "r", + "g", + "although" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "and", + "l", + "y", + "These", + "un", + "these", + "these", + "and", + "t", + "v", + "p", + "e", + "They", + "would", + "each", + "that", + "such", + "hbox", + "ous", + "they", + "k", + "generated", + "which", + "every", + "KHTML" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "and", + "These", + "such", + "these", + "DISCUSSION", + "attorno", + "such", + "generated", + "solche", + "L", + "benzer", + "T", + "intorno", + "surrounding" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "T", + "y", + "p", + "around", + "e", + "B", + "t", + "ed", + "a", + "surrounding", + "D", + "v", + "d", + "un", + "an", + "get", + "m", + "c", + "n", + "rundt", + "re", + "ous", + "surrounded", + "resembles", + "f", + "o", + "ap", + "hbox", + "om" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "y", + "a", + "T", + "ed", + "p", + "t", + "e", + "get", + "m", + "d", + "v", + "and", + "K", + "around", + "s", + "B", + "D", + "n", + "re", + "an", + "on", + "l", + "c", + "f", + "om", + "un", + "o", + "at", + "after" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "ed", + "own", + "s", + "around", + "m", + "p", + "t", + "ing", + "v", + "e", + "y", + "d", + "and", + "get", + "l", + "al", + "c", + "K", + "n", + "on", + "after", + "om", + "is", + "o", + "around" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "C", + "ed", + "K", + "s", + "B", + "H", + "v", + "pit", + "p", + "pits", + "pit", + "m", + "and", + "socket", + "craters", + "around", + "t", + "l", + "al", + "ing", + "Pit", + "pitted", + "d", + "L", + "acup", + "pits", + "D", + "st" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "l", + "C", + "holes", + "H", + "honeycomb", + "pits", + "hole", + "pit", + "cavities", + "holes", + "pitted", + "crater", + "pit", + "Honeycomb", + "craters", + "pitting", + "K", + "Holes", + "Cup", + "cup", + "cup", + "cups", + "cups", + "pits", + "socket" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "honeycomb", + "Honeycomb", + "Honey", + "honey", + "Honey", + "honey", + "own", + "bee", + "cup", + "HON", + "Hive", + "Hone", + "Honeywell", + "deep", + "pit", + "l", + "Cup", + "deep", + "HON", + "Bee", + "hone", + "Bee", + "lion", + "honeymoon", + "hone", + "pit" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "honeycomb", + "Honey", + "honey", + "honey", + "Honey", + "Honeycomb", + "HON", + "HON", + "Honeywell", + "Hong", + "l", + "hon", + "Hone", + "hon", + "Hon", + "Hong", + "Hon", + "a", + "hone", + "Hongkong", + "Bee", + "honeymoon", + "la", + "hong", + "hive" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "larini", + "eries", + "lerini", + "Specifically", + "carved", + "K", + "Initially", + "escolha", + "Similarly", + "During", + "teorie", + "These", + "bebida", + "smoothed", + "cikin", + "Kalau", + "matching", + "luxurious", + "Belgian", + "paintbrush", + "Risiko", + "entsprechende", + "set", + "Later", + "second" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 13.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "uma", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "ductile", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "showed", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-02__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-02__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-02__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-02__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-ductile-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Energy-absorbing dimpled separation 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A copper tensile specimen lost much of its cross-sectional area before failure. Small particle-centered holes had enlarged and joined across the final ligament.", + "prompt_tail": "A copper tensile specimen lost much of its cross-sectional area before failure. Small particle-centered holes had enlarged and joined across the final ligament.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-ductile-03", + "carrier_id": null, + "target_family": "ductile", + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 4739, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 51 + }, + { + "label": "nucleation", + "best_rank": 23473, + "best_depth": 76.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 3131 + }, + { + "label": "coalescence", + "best_rank": 32, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 13 + }, + { + "label": "void", + "best_rank": 398, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 276 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "styling", + "apr", + "got", + "mesma", + "un", + "Charm", + "Hair", + "ListItemIcon", + "Farr", + "even" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "styling", + "mkdir", + "S", + "apr", + "s", + "styles", + "GSM", + "Edge", + "Insert", + "mesma", + "cir", + "asus", + "mixer", + "EDGE", + "Enter", + "Edge", + "conde", + "Weise", + "as" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "s", + "mesma", + "Weise", + "Edge", + "styling", + "Edge", + "apr", + "EDGE", + "sus", + "styling", + "Sus", + "jenis", + "Insert", + "arlos", + "joen" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "S", + "s", + "mesma", + "Weise", + "Edge", + "joen", + "styling", + "Pek", + "cfr", + "Hits", + "second", + "Edge", + "sus", + "insert", + "apr", + "irl", + "agiri", + "stack", + "even" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "cens", + "Cens", + "Pyr", + "empe", + "S", + "DIN", + "Ronald", + "Ashley", + "ciri", + "Eddie", + "pis", + "watering", + "Pending", + "phis", + "restaur", + "ait", + "uts", + "ittle", + "arson", + "postgres", + "cura", + "poucos", + "appelle", + "aspir", + "bars" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Estelle", + "psi", + "empe", + "spacing", + "Sorg", + "ngModel", + "softmax", + "issy", + "STI", + "handleError", + "DIN", + "iorum", + "affine", + "pct", + "HTTPS", + "Rome", + "conveniently", + "postgres", + "prolet", + "agge", + "Accenture", + "acidified", + "blings", + "ukun" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "Estelle", + "ngModel", + "psi", + "Sorg", + "empe", + "itorial", + "handleError", + "ukun", + "spacing", + "serialization", + "AGS", + "osynthesis", + "kts", + "Appleton", + "unches", + "acidified", + "Accenture", + "agge", + "addData", + "Arjuna" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "Stark", + "hci", + "Pyr", + "Ronald", + "ciri", + "usia", + "cheats", + "watering", + "icure", + "Slowly", + "Arjuna", + "LOGGER", + "Richardson", + "ngthening", + "ppm" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "hci", + "Smiling", + "atro", + "CGPoint", + "Slowly", + "CCP", + "Hawke", + "usia", + "hlas", + "Pyr", + "uzi", + "juxtap", + "Couple", + "OFFICE", + "isah", + "OOP" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "StringBuilder", + "slimmer", + "Gruntfile", + "OOP", + "Elsewhere", + "rmt", + "AAF", + "ralent", + "Pyr", + "opis", + "CCS", + "retval" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "Everywhere", + "StringBuilder", + "Jahr", + "ing", + "ForEach", + "CGPoint", + "ophile", + "Princeton", + "Bowser", + "shenanigans", + "sfida", + "eram", + "UPI", + "Namibia", + "Wochenende" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "L", + "C", + "T", + "que", + "out", + "la", + "H", + "tuttavia", + "o", + "incluido", + "variously", + "os", + "and", + "Maui", + "om", + "ing", + "disponer", + "t", + "CHAPTER", + "Elsewhere", + "stantial", + "elsewhere", + "izm" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "que", + "an", + "T", + "ing", + "and", + "out", + "variously", + "ie", + "others", + "om", + "much", + "particularly", + "t", + "Of", + "more", + "los", + "others", + "Pitt", + "H" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "l", + "ing", + "que", + "t", + "an", + "ings", + "gehend", + "isy", + "others", + "es", + "fri", + "om", + "variously", + "os", + "un", + "o", + "ful" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "l", + "que", + "ing", + "an", + "ings", + "the", + "un", + "t", + "le", + "es", + "isy", + "ed", + "ers", + "izations", + "es", + "at", + "bly", + "re", + "s", + "ization", + "hov", + "local", + "eurs", + "others", + "of" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "l", + "que", + "ization", + "ing", + "ings", + "the", + "izations", + "ilization", + "an", + "ed", + "of", + "es", + "ly", + "isy", + "ers", + "Boundary", + "ity", + "GROUP", + "repeating", + "yolu" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "the", + "ization", + "l", + "izations", + "yolu", + "sikk", + "ilization", + "conclusion", + "conclusion", + "isy", + "ings", + "ly", + "aport", + "indeed", + "an", + "werking", + "Indexes", + "documento", + "aport" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "a", + "C", + "Eventually", + "izations", + "sehingga", + "the", + "Repeated", + "hence", + "relayed", + "Conclusions", + "Such", + "waitKey", + "deshalb", + "therefore" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "C", + "l", + "a", + "T", + "interactions", + "terakhir", + "ly", + "Eventually", + "interrupted", + "Conclusions", + "the", + "hence", + "conclusiones", + "sehingga", + "last", + "izations" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "C", + "l", + "ly", + "T", + "interactions", + "terakhir", + "Eventually", + "the", + "interrupted", + "berakhir", + "a", + "either", + "interactions", + "last", + "Interactions", + "Conclusions", + "gom" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "la", + "C", + "l", + "a", + "T", + "final", + "Eventually", + "interactions", + "terakhir", + "the", + "Final", + "en", + "remaining", + "L", + "Remaining", + "voices", + "final", + "ihilation", + "Final", + "bridging", + "ly", + "eventually", + "Thread" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "a", + "l", + "T", + "C", + "linking", + "Eventually", + "Linking", + "and", + "linking", + "final", + "eventually", + "an", + "connect", + "link", + "Linking", + "ligament", + "connecting", + "remaining", + "bridging", + "verbind", + "connect", + "links", + "link", + "linked", + "the" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "L", + "ligament", + "liga", + "league", + "lig", + "League", + "League", + "Linking", + "final", + "lig", + "C", + "Lig", + "Linking", + "linking", + "linking", + "Link", + "ligado", + "Final", + "link", + "ing", + "link", + "Lig", + "final", + "leagues", + "league", + "coalescence", + "ligaments" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "final", + "ligament", + "Final", + "final", + "lig", + "FINAL", + "Joining", + "joining", + "Final", + "lig", + "Lig", + "Joining", + "Lig", + "joining", + "liga", + "ligaments", + "Holes", + "league", + "join", + "ing", + "FINAL", + "joined", + "League", + "holes", + "League", + "holes" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "ligament", + "Lig", + "lig", + "Lig", + "lig", + "liga", + "final", + "ligaments", + "final", + "FINAL", + "ilig", + "Jig", + "ligado", + "Liga", + "Ligue", + "Final", + "Final", + "joining", + "FINAL", + "ligand", + "Cig", + "ligados", + "Holes", + "Liga", + "Joining" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Holes", + "Here", + "Particles", + "Since", + "Joining", + "Specifically", + "Burada", + "When", + "Eventually", + "It", + "Which", + "This", + "In", + "Proceed", + "Once", + "Cola", + "Expenditure", + "These", + "Moulton", + "For", + "Something", + "Because", + "Potatoes", + "Vielen", + "SDN", + "SwiftUI", + "After", + "Describe" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 241614, + 182473, + 181117, + 184992, + 8523, + 2153, + 1713, + 2809, + 2489, + 22289, + 93896, + 206283, + 211429, + 85958, + 126657, + 153526, + 179526, + 172783, + 21341, + 11972, + 4740, + 39753, + 8767, + 6571, + 18156, + 8224 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 82585, + 178752, + 117152, + 98445, + 186503, + 186054, + 222175, + 181146, + 171055, + 240311, + 253080, + 244136, + 255055, + 218188, + 191692, + 178188, + 199504, + 186417, + 43783, + 23474, + 25566, + 51177, + 159590, + 190058, + 114514, + 115207 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 151455, + 150986, + 124913, + 133864, + 35963, + 62344, + 98345, + 74170, + 64678, + 180824, + 249512, + 216106, + 254004, + 257655, + 226059, + 147229, + 127930, + 38417, + 4171, + 1062, + 138, + 80, + 33, + 119, + 123, + 11432 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 10483, + 70910, + 44849, + 32819, + 207852, + 124861, + 131873, + 137809, + 181964, + 138358, + 16498, + 52715, + 13925, + 13994, + 8026, + 8155, + 9828, + 62369, + 32935, + 23217, + 3117, + 399, + 2011, + 673, + 1790, + 1323 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 34529, + 111332, + 209992, + 110650, + 120879, + 169843, + 155813, + 30887, + 306, + 133, + 52, + 623, + 1310 + ] + }, + { + "label": "nucleation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 80919, + 154531, + 113804, + 18259, + 27293, + 38349, + 29736, + 45370, + 5073, + 3132, + 10977, + 47620, + 48824 + ] + }, + { + "label": "coalescence", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 176323, + 190390, + 182844, + 88651, + 83107, + 88249, + 64785, + 4405, + 929, + 114, + 31, + 14, + 17 + ] + }, + { + "label": "void", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 33655, + 14873, + 5854, + 8423, + 3394, + 819, + 560, + 3188, + 904, + 350, + 1422, + 277, + 374 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 6.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "together", + "score": 2.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "even", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "had", + "output_checked": true + }, + { + "concept": "around", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "size", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "Duct", + "score": 1.0, + "best_rank": 4, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "lovepoetry", + "p", + "l", + "ner", + "ER", + "que", + "ah", + "ani", + "ness", + "han", + "ap", + "ist", + "de", + "ers", + "es", + "er", + "al", + "ra", + "en", + "qu", + "ad", + "se", + "d", + "s", + "le", + "n" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "I", + "A", + "ot", + "T", + "im", + "am", + "ad", + "S", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "an", + "al", + "un", + "pro", + "ation", + "A", + "em", + "P", + "im", + "e", + "th", + "om", + "S", + "ad", + "ot", + "T", + "al", + "d", + "the", + "p", + "a", + "t", + "en", + "c", + "ic", + "ing", + "b", + "ou", + "of", + "ion", + "and", + "l" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "k", + "able", + "occasional", + "a", + "of", + "and", + "que", + "iz", + "ap", + "le", + "ness", + "its", + "own", + "open", + "or", + "ers", + "l", + "an", + "en", + "ings", + "end", + "able", + "p", + "t", + "d", + "un", + "ad", + "e", + "ation", + "un" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "own", + "or", + "l", + "a", + "en", + "que", + "ers", + "able", + "de", + "an", + "k", + "s", + "ness", + "un", + "able", + "ap", + "iz", + "T", + "om", + "e", + "ings", + "ity", + "O", + "sa", + "phen", + "open", + "an", + "eye" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "own", + "ers", + "l", + "que", + "un", + "able", + "k", + "iz", + "able", + "humbled", + "h", + "end", + "ashi", + "an", + "ness", + "inin", + "aaye", + "specialized", + "K" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "own", + "ers", + "iz", + "l", + "k", + "un", + "able", + "unuz", + "ness", + "ap", + "ashi", + "humbled", + "dwar", + "set" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "en", + "iz", + "unuz", + "k", + "ers", + "newItem", + "l", + "Projek", + "able" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "unuz", + "iz", + "l", + "Poultry", + "en", + "newItem", + "ers", + "uma", + "able" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "uma", + "iz", + "unuz", + "Poultry", + "newItem", + "searchQuery", + "able", + "redesignated" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "uma", + "an", + "um", + "multi", + "its", + "corrigir", + "iz", + "Poultry", + "Syracuse" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "an", + "uma", + "and", + "both", + "its", + "the", + "habilidades", + "by", + "various" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "an", + "or", + "of", + "the", + "its", + "que", + "multi", + "my", + "some", + "by", + "specific", + "been", + "both", + "use", + "at", + "many", + "it", + "from", + "even", + "le", + "dozens", + "y" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "and", + "er", + "T", + "ly", + "e", + "and", + "p", + "v", + "n", + "a", + "c", + "to", + "s", + "t", + "that", + "because", + "hbox", + "ous", + "z", + "y", + "ic", + "get", + "H", + "o", + "on", + "like", + "al", + "of", + "mathrm", + "f" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "T", + "and", + "er", + "e", + "s", + "v", + "p", + "y", + "un", + "n", + "t", + "a", + "and", + "D", + "c", + "K", + "on", + "get", + "f", + "ly", + "d", + "l", + "z", + "H", + "ed", + "that", + "to", + "k", + "al", + "as" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "l", + "a", + "T", + "and", + "p", + "s", + "v", + "t", + "un", + "D", + "er", + "been", + "y", + "k", + "n", + "d", + "and", + "c", + "l", + "an", + "e", + "f", + "such", + "ed", + "K", + "on", + "ic", + "m", + "O", + "to" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "and", + "a", + "such", + "been", + "H", + "un", + "They", + "l", + "these", + "T", + "because", + "were", + "These", + "because", + "v", + "that", + "they", + "an", + "and", + "er", + "some", + "they", + "these", + "there", + "such", + "y", + "that" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "and", + "T", + "such", + "Several", + "because", + "Ultimately", + "been", + "some", + "resulting", + "such", + "Many", + "enough", + "remain", + "These", + "able" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "T", + "a", + "B", + "an", + "remaining", + "been", + "D", + "y", + "p", + "get", + "remain", + "v", + "own", + "finally", + "t", + "un", + "remaining", + "last", + "m", + "through", + "remained", + "last", + "through", + "Remaining", + "continue" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "B", + "s", + "p", + "D", + "T", + "get", + "own", + "v", + "y", + "m", + "been", + "an", + "through", + "t", + "al", + "d", + "a", + "through", + "all", + "L", + "remaining", + "b", + "z", + "last", + "some", + "k", + "c", + "finally" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "own", + "l", + "B", + "C", + "ed", + "s", + "v", + "L", + "D", + "get", + "T", + "ing", + "p", + "m", + "a", + "al", + "and", + "an", + "d", + "n", + "t", + "remaining", + "finally", + "at", + "coalescence", + "last", + "last", + "b", + "through", + "through" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "B", + "a", + "own", + "L", + "l", + "K", + "T", + "linking", + "an", + "Linking", + "C", + "Connecting", + "coalescence", + "neck", + "interconnected", + "connecting", + "D", + "final", + "link", + "link", + "ligament", + "linking", + "remaining", + "and", + "Trab", + "joining", + "connects", + "al" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "ligament", + "lig", + "league", + "liga", + "lig", + "Lig", + "League", + "League", + "Lig", + "Linking", + "league", + "Liga", + "ligado", + "linking", + "linking", + "final", + "coalescence", + "link", + "la", + "uma", + "ligand", + "leagues", + "coales", + "Coal", + "Liga" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "ligament", + "Lig", + "Final", + "Joining", + "final", + "final", + "Lig", + "lig", + "lig", + "joining", + "ligaments", + "liga", + "Joining", + "joining", + "Final", + "FINAL", + "FINAL", + "ligand", + "league", + "Liga", + "Joined", + "joined", + "League", + "join", + "League", + "B" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Lig", + "ligament", + "Lig", + "lig", + "lig", + "final", + "liga", + "Liga", + "ligaments", + "joining", + "final", + "elig", + "ligo", + "Ligue", + "Joining", + "ligados", + "ligado", + "Final", + "liga", + "ilig", + "Joining", + "Cig", + "ligand", + "joining", + "En" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Holes", + "Here", + "Particles", + "Since", + "Joining", + "Specifically", + "Burada", + "When", + "Eventually", + "It", + "Which", + "This", + "In", + "Proceed", + "Once", + "Cola", + "Expenditure", + "These", + "Moulton", + "For", + "Something", + "Because", + "Potatoes", + "Vielen", + "SDN", + "SwiftUI", + "After", + "Describe" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 14.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "uma", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "Small", + "output_checked": true + }, + { + "concept": "que", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "its", + "output_checked": true + }, + { + "concept": "been", + "score": 3.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "had", + "output_checked": true + }, + { + "concept": "pure", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "loss", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "together", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "width", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "across", + "output_checked": true + }, + { + "concept": "fracture", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "final", + "output_checked": true + }, + { + "concept": "enlargement", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "Duct", + "score": 1.0, + "best_rank": 4, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-03__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-03__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-03__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-03__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-ductile-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Energy-absorbing dimpled separation 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "An impact-tested structural metal absorbed substantial energy and developed broad lateral lips. Its failure surface was covered by rounded microscopic depressions.", + "prompt_tail": "impact-tested structural metal absorbed substantial energy and developed broad lateral lips. Its failure surface was covered by rounded microscopic depressions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-ductile-04", + "carrier_id": null, + "target_family": "ductile", + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 502, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 36 + }, + { + "label": "nucleation", + "best_rank": 1096, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 2736 + }, + { + "label": "coalescence", + "best_rank": 7112, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 1192 + }, + { + "label": "void", + "best_rank": 87, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 90 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "styling", + "same", + "Gottlieb", + "apr", + "mesma", + "got", + "Hair", + "Edge", + "Edge", + "even", + "iraj" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "s", + "H", + "la", + "S", + "mkdir", + "styling", + "styles", + "GSM", + "apr", + "Insert", + "as", + "asus", + "cir", + "Edge", + "param", + "Enter", + "mixer", + "mesma", + "conde" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "s", + "Weise", + "Edge", + "mesma", + "sus", + "EDGE", + "Edge", + "Sus", + "apr", + "styling", + "jenis", + "joen", + "arlos", + "insert", + "Pek", + "second", + "stack" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "S", + "Weise", + "mesma", + "sus", + "joen", + "Edge", + "Hits", + "cfr", + "apr", + "insert", + "second", + "Pek", + "gms", + "Sus", + "Insert", + "Edge", + "agiri", + "styling", + "arlos" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "cens", + "Cuy", + "la", + "Cens", + "ciri", + "Pyr", + "pis", + "watering", + "Pending", + "empe", + "prompt", + "DIN", + "ruari", + "cura", + "Eddie", + "ait", + "restaur", + "kts", + "uts", + "appelle", + "CY", + "CCN", + "Ronald", + "postgres" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Estelle", + "psi", + "empe", + "issy", + "Sorg", + "spacing", + "Rome", + "pct", + "ngModel", + "DIN", + "conveniently", + "softmax", + "HTTPS", + "STI", + "affine", + "prolet", + "handleError", + "iorum", + "knn", + "agge", + "Accenture", + "CIN", + "postgres" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ngModel", + "Estelle", + "empe", + "itorial", + "AGS", + "psi", + "serialization", + "Emilia", + "Sorg", + "spacing", + "iorum", + "Accenture", + "Appleton", + "addData", + "fat", + "ils", + "agge", + "affine", + "osynthesis", + "kts", + "Arjuna", + "setValue", + "adrenaline" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "hci", + "icure", + "Stark", + "usia", + "Cui", + "Pyr", + "cheats", + "LOGGER", + "ciri", + "Richardson", + "dui", + "pict", + "Cullen", + "OfThe", + "Kuch" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "fort", + "P", + "Cui", + "ATEST", + "cuy", + "icure", + "Cud", + "pict", + "dui", + "Forestry", + "CU", + "hci", + "Guad", + "OfThe", + "Cullen", + "endenti", + "lendemain", + "isjon", + "CU", + "prompt" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "usus", + "CGPoint", + "rmt", + "ing", + "Outlet", + "postings", + "StringBuilder", + "Halloween", + "retval", + "Flags", + "OFFICE", + "BYTE", + "retval" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "H", + "S", + "ing", + "P", + "C", + "T", + "usus", + "Rather", + "BYTE", + "os", + "G", + "o", + "acontecimientos", + "organized", + "O", + "otras", + "D", + "others", + "Princeton" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "que", + "L", + "H", + "T", + "s", + "S", + "C", + "a", + "ing", + "om", + "out", + "tuttavia", + "usus", + "os", + "st", + "o", + "udos", + "f" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "H", + "que", + "L", + "T", + "a", + "ing", + "s", + "out", + "S", + "om", + "others", + "t", + "especially", + "P", + "os", + "st", + "ise", + "h", + "los" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "ing", + "la", + "que", + "a", + "s", + "T", + "L", + "t", + "om", + "os", + "H", + "o", + "ed", + "es", + "agad", + "invece", + "tuttavia", + "retr" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "que", + "ing", + "l", + "s", + "ed", + "es", + "ings", + "os", + "om", + "person", + "excellent", + "ife", + "ers", + "ez", + "octet", + "t", + "emphas", + "on" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "ing", + "a", + "ings", + "examples", + "que", + "indeed", + "ed", + "excellent", + "isms", + "izations" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "ing", + "que", + "la", + "excellent", + "Explanation", + "ed", + "ings", + "Excellent" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "L", + "C", + "These", + "These", + "H", + "therefore", + "ocz", + "WHEREAS", + "hence", + "berikut", + "Therefore", + "Rather" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "obliterated", + "Conclusions", + "therefore", + "L", + "correspondingly", + "hence", + "Characteristics", + "experiences", + "cosidd", + "annihilated", + "ubes", + "CONCLUSIONS", + "crater", + "characteristics" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "Characteristics", + "obliterated", + "cosidd", + "annihilated", + "Conclusions", + "Characteristics", + "therefore", + "characteristics", + "noches", + "deleteAll" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "dim", + "C", + "and", + "dim", + "Dim", + "Dim", + "onTouch", + "crater", + "fhir", + "drawer", + "freck", + "dims", + "dimmer", + "Caucus", + "plications", + "est" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "dim", + "la", + "and", + "dim", + "Dim", + "Dim", + "onTouch", + "cup", + "de", + "dimmer", + "holes", + "overworked", + "craters", + "n", + "cavities", + "crater", + "pitted", + "pits", + "cup", + "s" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "Dim", + "dim", + "dim", + "Dim", + "DIM", + "DIM", + "dimmer", + "dims", + "diminishing", + "diminished", + "dims", + "dimmed", + "diminu", + "dimly", + "diminution", + "dimin", + "diminutive", + "dimer", + "diminishes", + "dimens", + "dimers", + "diminue", + "diminish", + "C", + "dimension", + "dimensi", + "adim", + "dimensione", + "Dimension", + "dimethyl" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "dim", + "Dim", + "Dim", + "dim", + "DIM", + "DIM", + "diminishing", + "dimmer", + "C", + "diminu", + "dims", + "diminished", + "dimmed", + "dimin", + "diminue", + "dims", + "la", + "H", + "diminution", + "dimer", + "dimly", + "adim", + "diminishes", + "diminish", + "odim", + "diminuer", + "dimers", + "dimensi", + "dimens", + "Dimitri" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Dim", + "Dim", + "dim", + "dim", + "H", + "DIM", + "dimin", + "DIM", + "diminue", + "dimmed", + "dimmer", + "diminishing", + "diminu", + "diminished", + "dims", + "dims", + "odym", + "Dimitri", + "odim", + "dimer", + "diminution", + "diminutive", + "diminuer", + "adim", + "Equitable", + "diminishes", + "dimerization" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Therefore", + "The", + "Along", + "a", + "There", + "Its", + "It", + "This", + "On", + "These", + "Similarly", + "During", + "Throughout", + "Thus", + "In", + "Please", + "Furthermore", + "Specifically", + "While", + "Typical", + "After", + "Which", + "la", + "an", + "over", + "Consequently", + "there", + "Through", + "Since", + "Instead", + "rounded", + "Dim" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 239444, + 181398, + 162524, + 175571, + 7630, + 2156, + 1807, + 3603, + 7551, + 19733, + 91585, + 199361, + 217189, + 141649, + 121647, + 180635, + 226193, + 169391, + 4486, + 557, + 503, + 1302, + 645, + 472, + 20805, + 14630 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 87221, + 193803, + 110574, + 104918, + 175919, + 176029, + 220140, + 156596, + 166097, + 207605, + 213413, + 181713, + 229418, + 192927, + 158315, + 185191, + 171609, + 138701, + 5092, + 2504, + 1097, + 8446, + 48363, + 21445, + 48967, + 3644 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 154318, + 142368, + 129489, + 140449, + 36558, + 61403, + 105189, + 80875, + 99532, + 195628, + 258257, + 245766, + 261213, + 261564, + 257849, + 254128, + 244791, + 240569, + 88218, + 29637, + 29172, + 7113, + 8511, + 4871, + 3817, + 50609 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 11325, + 84784, + 45785, + 38879, + 200662, + 118422, + 133623, + 178639, + 182271, + 137546, + 66051, + 141806, + 44096, + 43296, + 23017, + 34613, + 35291, + 19904, + 49850, + 75706, + 5993, + 88, + 3115, + 15046, + 19983, + 362 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 43910, + 95002, + 149662, + 106646, + 138434, + 185094, + 243665, + 103092, + 1094, + 140, + 57, + 37, + 127 + ] + }, + { + "label": "nucleation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 103945, + 109457, + 93682, + 59640, + 70405, + 87988, + 78319, + 82210, + 2737, + 4150, + 4918, + 32315, + 52134 + ] + }, + { + "label": "coalescence", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 166571, + 177731, + 163273, + 116159, + 124076, + 145799, + 190855, + 126159, + 34317, + 7049, + 2326, + 1193, + 1845 + ] + }, + { + "label": "void", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 63540, + 11844, + 5199, + 6590, + 1717, + 1250, + 2636, + 2370, + 1844, + 1047, + 2189, + 91, + 230 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "either", + "score": 4.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "during", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.3, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "own", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "occurred", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.3, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "steel", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "amount", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "shear", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dim", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "was", + "output_checked": true + }, + { + "concept": "with", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "etwa", + "score": 1.0, + "best_rank": 2, + "best_depth": 52.5, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "alloy", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "Fract", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "Dim", + "score": 1.0, + "best_rank": 4, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "etc", + "score": 1.0, + "best_rank": 7, + "best_depth": 76.3, + "near_token": "An", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "que", + "ry", + "ers", + "ap", + "an", + "er", + "im", + "de", + "ani", + "ness", + "aj", + "even", + "p", + "ele", + "ty", + "en", + "err", + "am", + "ier", + "ip", + "ile", + "her", + "ah", + "le", + "al", + "es", + "d", + "n", + "as", + "e", + "v" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "em", + "on", + "ay", + "be", + "A", + "T", + "I", + "ation", + "e", + "om", + "l", + "th", + "im", + "am", + "S", + "ot", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "or", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "of", + "and" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "ist", + "ers", + "al", + "an", + "P", + "em", + "un", + "pro", + "im", + "e", + "th", + "om", + "T", + "ot", + "A", + "ation", + "al", + "d", + "the", + "p", + "a", + "t", + "en", + "c", + "ic", + "ing", + "b", + "ou", + "of", + "ion", + "and", + "l" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "S", + "either", + "k", + "K", + "C", + "p", + "of", + "que", + "le", + "ers", + "or", + "ness", + "its", + "own", + "able", + "an", + "ation", + "and", + "l", + "en", + "a", + "under", + "able", + "t", + "e", + "iz", + "un", + "end", + "un", + "ity", + "ap" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "own", + "S", + "a", + "en", + "an", + "ers", + "or", + "que", + "l", + "able", + "C", + "H", + "k", + "able", + "ity", + "O", + "ation", + "p", + "un", + "ness", + "le", + "h", + "t", + "end", + "elective", + "ivity", + "ic", + "ings", + "e", + "ap" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "l", + "en", + "que", + "a", + "own", + "an", + "ers", + "K", + "ed", + "k", + "able", + "un", + "ation", + "able", + "h", + "ity", + "t", + "specialized", + "chahiye", + "end", + "its", + "many", + "humbled" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "a", + "l", + "own", + "K", + "que", + "en", + "ers", + "k", + "able", + "un", + "H", + "an", + "ation", + "able", + "ICAL", + "O" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "l", + "que", + "K", + "ers", + "S", + "k", + "en", + "iz", + "H", + "an", + "as", + "able", + "T", + "anyi" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "que", + "ers", + "H", + "K", + "iz", + "k", + "an", + "searchQuery", + "la", + "able", + "colocar" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "ers", + "uma", + "que", + "iz", + "searchQuery", + "describir", + "corrigir", + "colocar", + "expliquer" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "an", + "uma", + "both", + "the", + "que", + "either", + "describir", + "hayvan", + "corrigir" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "an", + "either", + "both", + "ening", + "ly", + "acheter", + "admirer", + "relatively", + "klikken", + "le", + "which" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "an", + "the", + "ed", + "y", + "which", + "its", + "le", + "both", + "or", + "either", + "d", + "relatively", + "presumably", + "during", + "of", + "top", + "v", + "St", + "such", + "st", + "z", + "z", + "du", + "his", + "les", + "resulting", + "high" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "and", + "e", + "er", + "H", + "ly", + "y", + "a", + "v", + "p", + "without", + "and", + "T", + "the", + "t", + "z", + "to", + "n", + "th", + "al", + "c", + "o", + "d", + "b", + "h", + "ic", + "un", + "f", + "st", + "l", + "like" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "e", + "y", + "v", + "and", + "T", + "p", + "er", + "a", + "s", + "t", + "un", + "n", + "ly", + "l", + "d", + "c", + "f", + "to", + "z", + "al", + "D", + "ed", + "and", + "b", + "H", + "the", + "without", + "k", + "in", + "on" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "C", + "a", + "and", + "y", + "T", + "t", + "s", + "v", + "p", + "an", + "un", + "l", + "k", + "al", + "er", + "d", + "n", + "on", + "and", + "ed", + "D", + "c", + "e", + "ic", + "m", + "r", + "to", + "all", + "the", + "ly" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "l", + "and", + "y", + "ed", + "al", + "ic", + "T", + "un", + "er", + "s", + "a", + "They", + "these", + "These", + "v", + "and", + "that", + "t", + "l", + "what", + "Those", + "those", + "an", + "which", + "they", + "that" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "and", + "These", + "these", + "sogenannten", + "Moreover", + "sogenannte", + "numerous", + "tzv", + "tzw", + "Moreover", + "an", + "sowohl", + "These" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "ed", + "a", + "B", + "p", + "an", + "t", + "ated", + "v", + "al", + "T", + "on", + "n", + "what", + "d", + "D", + "ous", + "c", + "all", + "get", + "after", + "these", + "y", + "These", + "un", + "an", + "m" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "ed", + "B", + "p", + "a", + "get", + "al", + "t", + "D", + "T", + "v", + "d", + "own", + "ic", + "on", + "all", + "K", + "n", + "m", + "ated", + "ot", + "c", + "ing", + "after", + "y", + "ate", + "e", + "L" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "own", + "ed", + "C", + "dim", + "B", + "and", + "s", + "dim", + "p", + "al", + "ing", + "Dim", + "on", + "d", + "m", + "v", + "get", + "mic", + "after", + "t", + "ot", + "id", + "Dim", + "n", + "b", + "ate" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "ed", + "C", + "dim", + "B", + "and", + "dim", + "Dim", + "p", + "s", + "cup", + "v", + "cup", + "al", + "Dim", + "on", + "craters", + "socket", + "Cup", + "d", + "K", + "mic", + "all", + "l", + "ductile" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "Dim", + "dim", + "dim", + "Dim", + "DIM", + "DIM", + "diminishing", + "diminished", + "dimmed", + "dimmer", + "dims", + "dimin", + "dims", + "diminish", + "C", + "dimer", + "diminution", + "diminu", + "diminishes", + "dimly", + "diminutive", + "dimers", + "dimens", + "dimensione", + "and", + "dimensi", + "diminue", + "odim", + "Dimitri" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Dim", + "dim", + "dim", + "Dim", + "C", + "DIM", + "and", + "DIM", + "diminishing", + "diminished", + "dimmed", + "dimin", + "dimmer", + "dims", + "diminution", + "diminish", + "diminishes", + "dims", + "diminu", + "diminue", + "dimly", + "cup", + "odim", + "dimethyl", + "diminuer", + "dimers", + "H", + "adim", + "dimer" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Dim", + "Dim", + "dim", + "dim", + "DIM", + "dimmed", + "DIM", + "diminishing", + "diminished", + "dimin", + "la", + "dimmer", + "diminue", + "dimer", + "odim", + "D", + "H", + "adim", + "C", + "diminution", + "DMF", + "golf", + "dimers", + "diminu" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Therefore", + "The", + "Along", + "a", + "There", + "Its", + "It", + "This", + "On", + "These", + "Similarly", + "During", + "Throughout", + "Thus", + "In", + "Please", + "Furthermore", + "Specifically", + "While", + "Typical", + "After", + "Which", + "la", + "an", + "over", + "Consequently", + "there", + "Through", + "Since", + "Instead", + "rounded", + "Dim" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 10.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "uma", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "both", + "score": 2.0, + "best_rank": 1, + "best_depth": 64.4, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "either", + "score": 2.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "was", + "output_checked": true + }, + { + "concept": "called", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "amount", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "crack", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "shear", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "assessment", + "score": 1.0, + "best_rank": 3, + "best_depth": 88.1, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "Dim", + "score": 1.0, + "best_rank": 4, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-04__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-04__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-04__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-04__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-ductile-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Energy-absorbing dimpled separation 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A pressurized metal tube bulged strongly before opening. The torn wall displayed elongated pits near the surface and deeper equiaxed pits toward the center.", + "prompt_tail": "A pressurized metal tube bulged strongly before opening. The torn wall displayed elongated pits near the surface and deeper equiaxed pits toward the center.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-ductile-05", + "carrier_id": null, + "target_family": "ductile", + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 14667, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 1211 + }, + { + "label": "nucleation", + "best_rank": 2739, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 6580 + }, + { + "label": "coalescence", + "best_rank": 53525, + "best_depth": 76.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 4585 + }, + { + "label": "void", + "best_rank": 8814, + "best_depth": 40.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 1220 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "ListItemIcon", + "styling", + "apr", + "got", + "Charm", + "Farr", + "un" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "S", + "apr", + "styling", + "mkdir", + "s", + "GSM", + "styles", + "as", + "cir", + "asus", + "mixer", + "mesma", + "iterator", + "Enter", + "conde", + "Insert", + "jst", + "Brot", + "dit" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "Weise", + "mesma", + "s", + "Edge", + "Edge", + "apr", + "styling", + "jenis", + "Sus", + "arlos", + "styling", + "ashe", + "EDGE", + "verg", + "sus" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "S", + "Weise", + "mesma", + "Edge", + "Pek", + "styling", + "joen", + "cfr", + "apr", + "second", + "Edge", + "insert", + "sus", + "irl", + "arlos", + "Insert", + "Hits", + "EDGE", + "agiri" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "empe", + "s", + "la", + "DIN", + "Pyr", + "Ashley", + "Cens", + "cens", + "cura", + "ait", + "argate", + "ittle", + "Ronald", + "Rome", + "cci", + "aspirin", + "Slowly", + "insley", + "arson", + "Ashken", + "restaur", + "AutoGen", + "asshole", + "watering", + "CTE", + "Augustus" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Estelle", + "psi", + "empe", + "handleError", + "Sorg", + "softmax", + "spacing", + "issy", + "prolet", + "pct", + "ngModel", + "STI", + "conveniently", + "affine", + "Rome", + "DIN", + "HTTPS", + "acidified", + "iorum", + "ukun", + "Accenture", + "agge", + "postgres" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ngModel", + "Sorg", + "Estelle", + "ukun", + "empe", + "psi", + "handleError", + "AGS", + "acidified", + "serialization", + "itorial", + "spacing", + "Appleton", + "agge", + "affine", + "RHS", + "adrenaline", + "yscale", + "osynthesis", + "kts", + "iorum", + "addData" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "Stark", + "hci", + "Cullen", + "icure", + "usia", + "LOGGER", + "ciri", + "CCN", + "Hsu", + "etty", + "watering", + "Richardson", + "CUDA" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "Guad", + "lendemain", + "Cui", + "CU", + "isjon", + "fort", + "phony", + "usia", + "Richardson", + "pict", + "Cullen", + "onuclear", + "Kuch", + "Kund", + "hci", + "CY", + "CU" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "Guangdong", + "usus", + "StringBuilder", + "postings", + "Gruntfile", + "Afghanistan", + "slimmer", + "phony", + "CCS", + "retval", + "endenti", + "fontsize" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "ing", + "Everywhere", + "agad", + "Princeton", + "diaper", + "o", + "G", + "unfair", + "os", + "unable", + "schlim", + "others", + "Copyright", + "stal" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "C", + "H", + "T", + "out", + "usus", + "om", + "a", + "que", + "P", + "o", + "os", + "istiwa", + "tuttavia", + "PWD" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "L", + "H", + "la", + "a", + "T", + "and", + "P", + "out", + "particularly", + "ing", + "C", + "especially", + "que", + "inoltre" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "ing", + "a", + "la", + "que", + "agad", + "particularly", + "out", + "entanto", + "mals", + "pictured", + "invece" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "l", + "que", + "ing", + "an", + "ed", + "ings", + "agad", + "ers", + "opy", + "both", + "octet", + "others" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "que", + "ing", + "la", + "ilization", + "Unexpected", + "ings" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "que", + "differed", + "Explanation", + "different" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "different", + "la", + "Different", + "differently", + "Differences", + "differed", + "Such", + "berbeda", + "Differ", + "Different", + "Surprisingly", + "jectory" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "okaza", + "la", + "ly", + "tanto", + "L", + "Different", + "ilization", + "different" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "la", + "Different", + "different", + "okaza", + "Different", + "ly", + "different", + "tanto", + "differently", + "camadas", + "profondeur", + "jectory", + "progression" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "la", + "grad", + "gradient", + "different", + "L", + "progression", + "differently", + "GRAD", + "different", + "ly", + "varying", + "gradients", + "Different", + "graduates", + "Different", + "gradients", + "and", + "transitioning" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "la", + "grad", + "gradient", + "que", + "graduates", + "gradu", + "GRAD", + "grada", + "gradients", + "gradients", + "graduated", + "and", + "graduate", + "gradient", + "grading", + "Graduates", + "Gradient", + "gradi", + "Grad", + "s", + "gradation", + "GRAD", + "transitioning", + "graduating", + "varying", + "graded", + "varying", + "grad", + "evolving" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "grad", + "GRAD", + "Gradient", + "GRAD", + "grad", + "gradient", + "Grad", + "gradu", + "Grad", + "gradient", + "gradients", + "Gradient", + "graduated", + "gradation", + "gradients", + "grada", + "gradi", + "graded", + "graduates", + "l", + "graduate", + "graduation", + "graded", + "Graduates", + "la", + "graduating", + "Graduation", + "nabla", + "grading", + "Graduate" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "grad", + "l", + "Grad", + "pit", + "gradient", + "gradi", + "gradu", + "que", + "GRAD", + "GRAD", + "Gradient", + "grad", + "Grad", + "graduated", + "gradient", + "grada", + "Pit", + "gradients", + "graded", + "Gradient", + "gradients", + "Graduation", + "graduation", + "pit", + "graded", + "gradation", + "nabla", + "ograd", + "Pit" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "l", + "Pit", + "pit", + "Pit", + "Pitt", + "Morphology", + "PIT", + "gradi", + "pitted", + "pit", + "GRAD", + "pitting", + "gradu", + "pits", + "Grad", + "Pitt", + "Pita", + "Grad", + "Morph", + "Graduates", + "PIT", + "morphology", + "Morph", + "graded", + "z", + "pitt", + "morph", + "grad", + "morph" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "gleichen", + "set", + "lerinin", + "ganze", + "Durch", + "carving", + "Furthermore", + "uma", + "beide", + "podziel", + "yani", + "closing", + "Tentang", + "kedua", + "Helmet", + "onClose" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 241161, + 202714, + 208184, + 188276, + 8114, + 2426, + 1305, + 1987, + 3971, + 9656, + 91046, + 187536, + 219728, + 96803, + 90465, + 180520, + 139272, + 99524, + 29706, + 24098, + 14668, + 19216, + 24241, + 20088, + 121414, + 121020 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 84276, + 209690, + 114597, + 97794, + 169630, + 183743, + 221269, + 141138, + 153661, + 200496, + 210105, + 158870, + 229372, + 166868, + 112625, + 126806, + 112442, + 82730, + 17500, + 6221, + 2740, + 8113, + 105049, + 67198, + 34496, + 77801 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 150436, + 147282, + 149665, + 144249, + 36037, + 65670, + 96042, + 57807, + 90254, + 164594, + 253266, + 210165, + 260350, + 261640, + 259115, + 247026, + 236159, + 207483, + 79706, + 53526, + 122147, + 149037, + 173052, + 188547, + 35909, + 53941 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 10255, + 76195, + 55969, + 37595, + 183092, + 119762, + 124916, + 151803, + 164511, + 143058, + 8815, + 132736, + 28999, + 32074, + 12577, + 34171, + 39680, + 127978, + 146564, + 116223, + 52748, + 67240, + 40549, + 16254, + 28216, + 78588 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 26888, + 49394, + 150814, + 113224, + 102979, + 146200, + 152093, + 73752, + 12170, + 10114, + 2690, + 1212, + 4248 + ] + }, + { + "label": "nucleation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 85485, + 120146, + 81619, + 40230, + 49914, + 59730, + 63725, + 92761, + 15273, + 6706, + 6581, + 8850, + 13183 + ] + }, + { + "label": "coalescence", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 160678, + 164903, + 217830, + 162090, + 177565, + 146200, + 147972, + 40069, + 14132, + 4889, + 5942, + 4586, + 6890 + ] + }, + { + "label": "void", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 63637, + 28912, + 15225, + 2374, + 1347, + 1221, + 5891, + 80049, + 11443, + 9737, + 17632, + 14186, + 4079 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 13.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "either", + "score": 5.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "bulging", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "Pressure", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "grad", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "revealing", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "interior", + "score": 1.0, + "best_rank": 3, + "best_depth": 88.1, + "near_token": "toward", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "que", + "ap", + "ry", + "l", + "le", + "am", + "de", + "ele", + "ani", + "even", + "la", + "p", + "aj", + "emma", + "han", + "ai", + "aw", + "alk", + "hy", + "art", + "qu", + "er", + "im", + "ile", + "ers", + "ner", + "uff" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ay", + "ation", + "A", + "I", + "S", + "im", + "ot", + "T", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "ver", + "P", + "be", + "em", + "A", + "T", + "I", + "ation", + "e", + "om", + "l", + "th", + "ad", + "im", + "S", + "ot", + "al", + "d", + "the", + "p", + "a", + "t", + "en", + "c", + "ic", + "ing", + "b", + "ou", + "as", + "ion", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "elective", + "specialized", + "occasional", + "North", + "various", + "secondary", + "New", + "ness", + "other", + "its", + "open", + "own", + "kind", + "able", + "an", + "ation", + "and", + "l", + "en", + "a", + "p", + "of", + "le", + "or", + "ers", + "end", + "able", + "iz", + "que", + "ings" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "S", + "own", + "a", + "l", + "ers", + "an", + "or", + "que", + "able", + "iz", + "able", + "H", + "ness", + "en", + "h", + "ity", + "le", + "end", + "un", + "p", + "ap", + "ation", + "O", + "its", + "ivity", + "k", + "AVAILABLE", + "t" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "own", + "l", + "en", + "a", + "an", + "able", + "able", + "iz", + "ers", + "que", + "ed", + "un", + "h", + "humbled", + "ation", + "ic", + "or", + "ness", + "specialized", + "its", + "mellan", + "end", + "malah", + "various", + "H", + "k", + "many", + "t", + "his" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "a", + "l", + "own", + "able", + "en", + "ers", + "que", + "an", + "iz", + "able", + "k", + "un", + "H", + "mellan", + "humbled", + "end", + "h", + "sikk", + "its", + "ation", + "ness", + "malah", + "aries", + "specialized" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "que", + "iz", + "ers", + "H", + "an", + "k", + "able", + "aries", + "irritating", + "p", + "searchQuery", + "ness", + "either", + "le", + "t" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "que", + "iz", + "ers", + "H", + "an", + "searchQuery", + "aries", + "able", + "irritating", + "le", + "th", + "p", + "t", + "la" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "iz", + "ers", + "que", + "H", + "searchQuery", + "expliquer", + "th", + "colocar", + "regionally", + "an", + "corrigir", + "tiring", + "irritating", + "aries", + "newItem" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "an", + "H", + "both", + "iz", + "and", + "ers", + "many", + "or", + "penjualan", + "corrigir", + "glamorous", + "th", + "P", + "que", + "the", + "S", + "s" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "an", + "and", + "famed", + "ed", + "three", + "ous", + "Cuando", + "Quando", + "dozens", + "obtenir", + "aptly", + "corrigir", + "P", + "popularly", + "sowohl", + "coveted" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "an", + "and", + "ed", + "y", + "its", + "the", + "or", + "despite", + "s", + "both", + "his", + "ous", + "z", + "ic", + "their", + "many", + "p", + "even", + "with", + "several", + "which", + "under", + "d", + "al" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "and", + "e", + "s", + "p", + "ly", + "and", + "to", + "er", + "v", + "y", + "on", + "c", + "t", + "get", + "un", + "f", + "because", + "without", + "with", + "z", + "o", + "that", + "d", + "l", + "despite", + "n", + "after", + "ic", + "ous", + "as" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "e", + "a", + "and", + "s", + "v", + "un", + "p", + "er", + "T", + "t", + "and", + "y", + "to", + "l", + "with", + "n", + "c", + "an", + "on", + "f", + "d", + "get", + "z", + "D", + "as", + "that", + "id", + "ed", + "ly", + "o" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "l", + "a", + "and", + "an", + "t", + "un", + "s", + "v", + "T", + "p", + "y", + "l", + "to", + "and", + "al", + "n", + "d", + "c", + "k", + "f", + "on", + "er", + "D", + "that", + "such", + "as", + "some", + "although", + "ic", + "es", + "m" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "a", + "l", + "an", + "and", + "al", + "such", + "y", + "un", + "t", + "v", + "some", + "They", + "would", + "T", + "l", + "p", + "those", + "these", + "that", + "different", + "d", + "their", + "with", + "although", + "and", + "that", + "were" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "and", + "an", + "Different", + "a", + "different", + "different", + "varying", + "T", + "L", + "such", + "differently", + "unterschied", + "differing", + "Different", + "al", + "progression", + "H", + "differences", + "Depending" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "al", + "a", + "and", + "B", + "t", + "an", + "T", + "s", + "D", + "m", + "get", + "y", + "p", + "d", + "un", + "v", + "type", + "n", + "c", + "from", + "all", + "ed", + "b", + "different", + "some", + "some", + "toBottomOf", + "what", + "h", + "own" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "s", + "al", + "own", + "get", + "B", + "and", + "t", + "m", + "D", + "y", + "T", + "d", + "p", + "from", + "ed", + "type", + "v", + "b", + "c", + "n", + "all", + "h", + "a", + "deeper", + "un", + "size", + "within", + "depth", + "H", + "ing" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "own", + "l", + "s", + "and", + "B", + "al", + "ed", + "get", + "ing", + "D", + "m", + "t", + "y", + "from", + "b", + "p", + "d", + "v", + "c", + "gradient", + "H", + "all", + "type", + "size", + "n", + "h", + "id", + "some", + "transition", + "any", + "transition" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "and", + "C", + "B", + "H", + "s", + "gradient", + "ed", + "al", + "m", + "grad", + "from", + "ing", + "Grad", + "get", + "GRAD", + "graded", + "transition", + "transition", + "graduated", + "Gradient", + "gradients", + "GRAD", + "y", + "b", + "grading", + "gradient", + "From", + "grad", + "graded", + "graduation" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "gradient", + "grad", + "GRAD", + "Gradient", + "Gradient", + "GRAD", + "Grad", + "gradients", + "gradient", + "gradu", + "grad", + "gradi", + "graduated", + "Grad", + "graded", + "graded", + "graduates", + "graduation", + "nabla", + "ograd", + "Graduates", + "gradation", + "gradients", + "morph", + "grada", + "grading", + "Grady", + "grads", + "graduating" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "pit", + "GRAD", + "Grad", + "Pit", + "grad", + "Pit", + "GRAD", + "gradi", + "graduated", + "gradient", + "graduation", + "pit", + "Gradient", + "gradation", + "gradu", + "gradients", + "graded", + "Gradient", + "grad", + "Grad", + "Graduation", + "graded", + "gradients", + "gradient", + "nabla", + "graduates", + "pits", + "grada", + "Graduates" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Pit", + "Pit", + "pit", + "pit", + "PIT", + "Pitt", + "pits", + "Grad", + "Morph", + "pitted", + "Morph", + "PIT", + "z", + "Pita", + "Pitt", + "pitting", + "GRAD", + "Morphology", + "GRAD", + "pite", + "morphology", + "pita", + "pits", + "Grady", + "gradi", + "pitched", + "morph" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "gleichen", + "set", + "lerinin", + "ganze", + "Durch", + "carving", + "Furthermore", + "uma", + "beide", + "podziel", + "yani", + "closing", + "Tentang", + "kedua", + "Helmet", + "onClose" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 15.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "bul", + "output_checked": true + }, + { + "concept": "uma", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "opening", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "before", + "output_checked": true + }, + { + "concept": "bulging", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "compassionate", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "gradient", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-05__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-05__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-05__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-05__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-boundary-attack-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Chromium-depleted interfacial attack 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A stainless weld spent several hours near 675 degrees Celsius. After nitric-acid exposure, narrow trenches followed the grain edges beside chromium-rich carbide rows.", + "prompt_tail": "nless weld spent several hours near 675 degrees Celsius. After nitric-acid exposure, narrow trenches followed the grain edges beside chromium-rich carbide rows.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-boundary-attack-01", + "carrier_id": null, + "target_family": "boundary-attack", + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "ium", + "generated_token_ids": [ + 1940 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 26, + "best_depth": 61.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 2620 + }, + { + "label": "corrosion", + "best_rank": 476, + "best_depth": 72.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 19360 + }, + { + "label": "sensitization", + "best_rank": 144, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 71 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "styling", + "Gottlieb", + "same", + "apr", + "got", + "mesma", + "even", + "iraj", + "Edge", + "Hair", + "Edge" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "s", + "apr", + "styling", + "GSM", + "mkdir", + "S", + "styles", + "H", + "Insert", + "asus", + "Edge", + "as", + "cir", + "mesma", + "mixer", + "la", + "EDGE", + "ucher", + "arens", + "Weise", + "Enter", + "iterator" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "S", + "a", + "s", + "mesma", + "Edge", + "Weise", + "Edge", + "styling", + "EDGE", + "jenis", + "apr", + "styling", + "insert", + "Insert", + "joen", + "arlos", + "Sus", + "sus" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "S", + "mesma", + "Weise", + "Edge", + "cfr", + "apr", + "joen", + "Hits", + "Insert", + "insert", + "Edge", + "sus", + "ashe", + "second", + "arlos", + "styling", + "Pek", + "pendiente", + "EDGE", + "Sus" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "Cuy", + "cens", + "pis", + "la", + "S", + "Pending", + "ciri", + "Cens", + "Pyr", + "Eddie", + "watering", + "Pend", + "uts", + "ait", + "artis", + "phis", + "atro", + "cura", + "dui", + "Duplicate", + "iap" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "psi", + "Estelle", + "handleError", + "empe", + "spacing", + "Sorg", + "issy", + "prolet", + "pct", + "softmax", + "STI", + "conveniently", + "knn", + "ukun", + "DIN", + "postgres", + "unches", + "affine", + "Arjuna", + "ngModel", + "watering", + "Rome", + "usia" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "handleError", + "empe", + "ukun", + "Estelle", + "softmax", + "psi", + "Sorg", + "spacing", + "ngModel", + "AGS", + "Arjuna", + "itorial", + "Appleton", + "fat", + "osynthesis", + "RTS", + "serialization", + "unches", + "acidified", + "kts", + "addData" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "atro", + "Stark", + "hci", + "Cuy", + "usia", + "LOGGER", + "Pyr", + "empe", + "Slowly", + "icure", + "Ronald", + "Richardson", + "CCN", + "ietta", + "Kuch", + "ukun", + "ngthening", + "xmlns", + "Algeria", + "Rome" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "atro", + "hci", + "Cuy", + "usia", + "Hawke", + "Pyr", + "estab", + "LOGGER", + "Slowly", + "Richardson", + "uzi", + "Smiling", + "Grun", + "Fonts", + "etty", + "pict", + "ngthening", + "icure" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "H", + "ChatGPT", + "CGPoint", + "Slowly", + "BYTE", + "StringBuilder", + "ibaldi", + "uoso", + "rmt", + "schlim", + "Flags", + "eram", + "Charg", + "unfair", + "Faker", + "finalList", + "usus" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "C", + "ing", + "BYTE", + "Everywhere", + "P", + "G", + "StringBuilder", + "ChatGPT", + "schlim", + "Flags", + "Dragon", + "eram", + "Hurricane", + "Princeton" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "C", + "L", + "H", + "T", + "ing", + "P", + "tuttavia", + "otros", + "usted", + "pudo", + "out", + "imax", + "stantial", + "a" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "L", + "a", + "H", + "C", + "T", + "ing", + "out", + "others", + "tuttavia", + "P", + "otras", + "Evet", + "particularly", + "Of", + "vooral", + "others", + "Others", + "funcionarios", + "however" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "ing", + "la", + "a", + "L", + "H", + "T", + "tuttavia", + "otros", + "gehend", + "beliebt", + "entanto", + "RESPECT", + "suivants", + "que" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "ing", + "que", + "ings", + "ed", + "others", + "otros", + "establecidos", + "ingh", + "olom", + "Others", + "MATCH", + "T", + "gehend", + "ossi", + "uzys", + "an", + "indeed", + "others", + "regres", + "otros" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "ing", + "que", + "ed", + "l", + "an", + "up", + "ings", + "es", + "izations", + "the", + "esia", + "indeed", + "esz", + "ly", + "itl", + "ization", + "Boundary", + "antly", + "getContext", + "those", + "Below", + "ilation" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "que", + "es", + "an", + "ly", + "the", + "ed", + "esz", + "those", + "l", + "up", + "these", + "ization", + "izations", + "esia", + "ahun", + "arry", + "insula", + "ing", + "aye", + "yolu", + "ings" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "la", + "ly", + "hence", + "BOTH", + "antly", + "ingly", + "solche", + "Ironically", + "Berikut", + "iciencies", + "those", + "WHEREAS", + "casualty", + "either", + "ahun", + "these", + "Newly", + "indeed", + "beide" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "S", + "L", + "T", + "B", + "carbide", + "Carbide", + "iciencies", + "coran", + "interrupted", + "conclusiones", + "corsi", + "SearchResults", + "returnValues", + "These", + "Repe", + "nedeni", + "reactions", + "foo" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "S", + "T", + "interrupted", + "L", + "These", + "Carbide", + "iciencies", + "carbide", + "coran", + "conclusiones", + "corsi", + "carbides", + "either", + "Repe", + "opinion", + "H" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "S", + "L", + "carbide", + "Carbide", + "carbides", + "T", + "interrupted", + "H", + "These", + "reactions", + "conclusiones", + "sensitized", + "rich", + "enriched", + "enrich", + "objectif", + "cimiento", + "Consec", + "Observations" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "S", + "C", + "carbide", + "la", + "carbides", + "chromium", + "Carbide", + "These", + "interrupted", + "enriched", + "carbohydrate", + "rich", + "rich", + "Chromium", + "precipitation", + "Consec", + "sprinkled", + "conclusiones", + "adjacent", + "dup", + "Of", + "enriched", + "depleted" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "C", + "Chromium", + "chromium", + "carbide", + "carbides", + "Carbide", + "Chrom", + "carbohydrate", + "Chrome", + "carb", + "Carb", + "S", + "Chrome", + "carbure", + "chrome", + "carb", + "Car", + "chromium", + "Krom", + "carbohydrates", + "Chron", + "krom", + "Cr", + "precipitation", + "Chr", + "carbone", + "CHROM", + "carbon" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Chromium", + "chromium", + "Chrom", + "chromium", + "Cr", + "Chrom", + "Chrome", + "carbide", + "chrom", + "CHROM", + "Cr", + "chrome", + "Carbide", + "Chronicle", + "Chrome", + "krom", + "Krom", + "CHROM", + "Crom", + "ochrom", + "chron", + "Chr", + "Chron", + "chromos", + "carbohydrate", + "Carmen" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "chromium", + "Chromium", + "Cr", + "Chrom", + "chromium", + "Cr", + "ochrom", + "Krom", + "Crom", + "krom", + "Cro", + "chrome", + "Cro", + "Chrom", + "CHROM", + "CHROM", + "continuum", + "Chronicle", + "vanadium", + "Crohn", + "ium" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "ium", + "chromium", + "chromium", + "assium", + "alloy", + "mium", + "believer", + "ollow", + "p", + "yum", + "courant", + "ocorreu", + "Richtung", + "at", + "um", + "rich", + "inoxid", + "berikut", + "rupole", + "setCellValue", + "columns", + "carotid", + "inum", + "kov", + "spaced", + "hain" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 40165, + 87630, + 108716, + 91927, + 172886, + 158447, + 131907, + 168690, + 182437, + 141189, + 80117, + 16625, + 5150, + 3303, + 171, + 27, + 205, + 292, + 3283, + 4305, + 3179, + 14386, + 15427, + 30374, + 22571, + 7919 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 211247, + 131126, + 148969, + 143595, + 77193, + 61392, + 68050, + 34584, + 17631, + 9263, + 21533, + 22483, + 37464, + 14539, + 18649, + 25826, + 27973, + 5923, + 477, + 4018, + 3657, + 11903, + 18369, + 57715, + 36526, + 45540 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 256508, + 244210, + 245797, + 248610, + 181419, + 116183, + 71367, + 134579, + 81961, + 194816, + 222859, + 179072, + 212705, + 208811, + 156140, + 71402, + 68170, + 94945, + 11165, + 3130, + 145, + 2013, + 215, + 531, + 1058, + 8570 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 63273, + 62805, + 14931, + 15076, + 14117, + 9556, + 14035, + 3210, + 2779, + 12726, + 2621, + 36344, + 25840 + ] + }, + { + "label": "corrosion", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 19361, + 58782, + 134348, + 92406, + 103968, + 144939, + 155406, + 100350, + 22358, + 38501, + 50339, + 136921, + 167443 + ] + }, + { + "label": "sensitization", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 52601, + 170681, + 87562, + 18267, + 19131, + 20561, + 47620, + 214387, + 15372, + 3308, + 81, + 640, + 72 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 27.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "nitric", + "output_checked": true + }, + { + "concept": "either", + "score": 17.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 1.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "boundary", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "along", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "edges", + "output_checked": true + }, + { + "concept": "Steel", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "heat", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "near", + "output_checked": true + }, + { + "concept": "sensitization", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "precipitates", + "score": 1.0, + "best_rank": 3, + "best_depth": 88.1, + "near_token": "carbide", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "even", + "ani", + "p", + "de", + "ers", + "iz", + "que", + "le", + "l", + "s", + "anim", + "z", + "ness", + "ano", + "ug", + "am", + "le", + "v", + "as", + "an", + "n", + "im", + "aw", + "ace", + "ap", + "an", + "t", + "d", + "al", + "qu" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ay", + "ation", + "I", + "C", + "ot", + "S", + "T", + "A", + "l", + "and", + "in", + "of", + "om", + "th", + "e", + "im", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "est", + "P", + "be", + "em", + "A", + "T", + "C", + "ation", + "e", + "om", + "l", + "th", + "ad", + "im", + "S", + "ot", + "al", + "d", + "the", + "p", + "a", + "t", + "en", + "c", + "ic", + "ing", + "b", + "ou", + "as", + "ion", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "secondary", + "various", + "open", + "able", + "elective", + "specialized", + "and", + "iz", + "le", + "end", + "or", + "que", + "able", + "its", + "own", + "ers", + "an", + "l", + "ation", + "en", + "a", + "of", + "his", + "t", + "out", + "ap", + "un", + "p", + "s", + "d", + "e" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "S", + "a", + "que", + "own", + "l", + "or", + "an", + "ers", + "en", + "H", + "s", + "able", + "de", + "k", + "le", + "p", + "t", + "O", + "iya", + "h", + "malah", + "joys", + "hind", + "e", + "bach", + "end", + "iz" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "a", + "l", + "own", + "que", + "en", + "ers", + "able", + "an", + "h", + "k", + "S", + "H", + "iz", + "ashi", + "un", + "t", + "ation", + "able", + "humbled", + "malah", + "owych", + "ed", + "specialized" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "S", + "l", + "a", + "own", + "ers", + "en", + "que", + "iz", + "k", + "ashi", + "ation", + "able", + "un", + "able", + "O", + "H" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "S", + "a", + "l", + "ers", + "que", + "iz", + "own", + "searchQuery", + "ness", + "O", + "franc", + "sa", + "able", + "mp", + "humbled" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "S", + "a", + "l", + "ers", + "que", + "iz", + "own", + "searchQuery", + "la", + "uma", + "colocar", + "franc", + "par", + "Promenade" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "S", + "ers", + "uma", + "iz", + "que", + "searchQuery", + "own", + "colocar", + "Promenade", + "newItem", + "par" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "S", + "que", + "uma", + "ers", + "iz", + "um", + "corrigir", + "reduzir", + "both", + "Jumlah", + "s", + "czyli", + "Preprint", + "preguntar", + "or", + "p" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "an", + "reduzir", + "uma", + "yaitu", + "yakni", + "famed", + "Jumlah", + "nominally", + "corrigir" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "an", + "even", + "or", + "y", + "ous", + "their", + "already", + "they", + "de", + "both", + "dozens", + "defending", + "ly", + "supposedly", + "likely", + "they", + "relatively", + "presumed", + "comparatively", + "leur", + "my" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "C", + "l", + "even", + "ly", + "e", + "p", + "own", + "er", + "ous", + "v", + "s", + "to", + "and", + "already", + "hbox", + "y", + "on", + "get", + "would", + "t", + "T", + "l", + "ed", + "c", + "already", + "un", + "without", + "f", + "that", + "n", + "now" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "s", + "T", + "ed", + "v", + "er", + "p", + "un", + "t", + "y", + "e", + "l", + "get", + "f", + "to", + "and", + "on", + "c", + "n", + "even", + "D", + "K", + "is", + "ly", + "hbox", + "k", + "re", + "h", + "al", + "ous" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "a", + "l", + "T", + "p", + "t", + "v", + "an", + "un", + "l", + "n", + "s", + "c", + "y", + "D", + "ed", + "er", + "f", + "hbox", + "k", + "would", + "their", + "been", + "r", + "es", + "and", + "K", + "supposedly", + "all", + "would", + "al" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "ed", + "T", + "would", + "would", + "un", + "an", + "and", + "er", + "their", + "that", + "these", + "B", + "They", + "such", + "because", + "ous", + "because", + "K", + "jeszcze", + "These", + "a" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "T", + "B", + "P", + "adjacent", + "these", + "These", + "Those", + "During", + "D", + "those", + "such", + "where" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "T", + "B", + "ed", + "e", + "D", + "y", + "O", + "p", + "K", + "These", + "those", + "some", + "v", + "these", + "f", + "P", + "where", + "N", + "themselves", + "t", + "un", + "n", + "get", + "an", + "m", + "c" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "ed", + "T", + "B", + "K", + "P", + "D", + "some", + "y", + "O", + "get", + "those", + "e", + "These", + "p", + "these", + "Those", + "Some", + "these", + "themselves", + "them", + "There", + "M", + "some" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "own", + "l", + "ed", + "s", + "K", + "y", + "al", + "get", + "B", + "some", + "m", + "e", + "ing", + "T", + "id", + "carbide", + "D", + "P", + "these", + "r", + "These", + "them", + "p", + "w", + "carbides", + "ic", + "is", + "t", + "precipitates", + "precipitated" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "own", + "l", + "B", + "C", + "K", + "ed", + "T", + "L", + "G", + "D", + "s", + "al", + "them", + "Cr", + "M", + "rich", + "y", + "These", + "carbide", + "id", + "some", + "N", + "these", + "i", + "rich", + "m" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "carbide", + "chromium", + "Chromium", + "carb", + "Chrom", + "carbides", + "Chrome", + "Carb", + "carb", + "Cr", + "carbohydrate", + "B", + "chromium", + "Cr", + "precipitated", + "precip", + "H", + "chrom", + "chrome", + "Chrome", + "T", + "Carbide", + "l", + "precipitates", + "Car", + "Chrom", + "krom", + "C" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Chromium", + "chromium", + "Chrom", + "chromium", + "Cr", + "chrom", + "Cr", + "Chrome", + "la", + "Chrom", + "CHROM", + "ochrom", + "Chrome", + "krom", + "chrome", + "Chromebook", + "Chr", + "chron", + "chr", + "carbide", + "crom", + "chrome", + "CHROM", + "Chronicle", + "Krom", + "Chron" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "chromium", + "Chromium", + "Cr", + "Chrom", + "chromium", + "Cr", + "C", + "ochrom", + "Cro", + "la", + "Crom", + "cr", + "chrom", + "chrome", + "Crohn", + "ium", + "cro", + "Krom", + "cr", + "krom", + "crumb", + "crom", + "Chrom" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "ium", + "chromium", + "chromium", + "assium", + "alloy", + "mium", + "believer", + "ollow", + "p", + "yum", + "courant", + "ocorreu", + "Richtung", + "at", + "um", + "rich", + "inoxid", + "berikut", + "rupole", + "setCellValue", + "columns", + "carotid", + "inum", + "kov", + "spaced", + "hain" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 19.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "several", + "output_checked": true + }, + { + "concept": "uma", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "steel", + "score": 2.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "along", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "edges", + "output_checked": true + }, + { + "concept": "depleted", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "precipitated", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "reduzir", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "heat", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "near", + "output_checked": true + }, + { + "concept": "sensitization", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Attack", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-01__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-01__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-01__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-01__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-boundary-attack-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Chromium-depleted interfacial attack 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "An austenitic pipe was slowly cooled through an intermediate temperature range. A later chemical test exposed a connected network of material loss outlining individual grains.", + "prompt_tail": "ipe was slowly cooled through an intermediate temperature range. A later chemical test exposed a connected network of material loss outlining individual grains.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-boundary-attack-02", + "carrier_id": null, + "target_family": "boundary-attack", + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 13, + "best_depth": 61.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2109 + }, + { + "label": "corrosion", + "best_rank": 638, + "best_depth": 72.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 4525 + }, + { + "label": "sensitization", + "best_rank": 30948, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 11281 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "styling", + "same", + "Gottlieb", + "apr", + "got", + "mesma", + "even", + "Edge", + "Hair", + "iraj", + "Edge" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "mkdir", + "s", + "GSM", + "styling", + "styles", + "apr", + "S", + "asus", + "as", + "param", + "Insert", + "Enter", + "la", + "gsm", + "cir", + "mixer", + "ethers", + "iterator", + "Thatcher", + "e", + "mesma" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "mesma", + "Edge", + "Weise", + "s", + "apr", + "Edge", + "styling", + "Insert", + "cfr", + "EDGE", + "Sus", + "Pek", + "arlos", + "insert", + "ashe", + "sus" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "S", + "mesma", + "s", + "Weise", + "Edge", + "Hits", + "apr", + "joen", + "Pek", + "cfr", + "Edge", + "insert", + "sus", + "styling", + "Insert", + "second", + "EDGE" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "pis", + "Pyr", + "cens", + "Cens", + "ciri", + "watering", + "Cuy", + "S", + "Eddie", + "ruari", + "empe", + "Pending", + "ait", + "Pend", + "phis", + "przyp", + "Ronald", + "uts", + "pinned", + "aspir", + "ittle", + "dui" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "empe", + "Estelle", + "spacing", + "psi", + "issy", + "Sorg", + "DIN", + "pct", + "Rome", + "STI", + "watering", + "handleError", + "ngModel", + "knn", + "Ronald", + "affine", + "softmax", + "conveniently", + "postgres", + "HTTPS", + "prolet", + "Emilia", + "osynthesis", + "kts", + "AGS", + "ukun" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ngModel", + "empe", + "itorial", + "Estelle", + "Sorg", + "ukun", + "setValue", + "AGS", + "spacing", + "kts", + "Appleton", + "Emilia", + "addData", + "ils", + "psi", + "osynthesis", + "handleError", + "unches", + "acidified", + "serialization", + "ayy" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "atro", + "Stark", + "hci", + "Cuy", + "LOGGER", + "usia", + "Richardson", + "estab", + "icure", + "Slowly", + "Pyr", + "Cullen", + "cheats", + "Cui", + "onuclear" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "Richardson", + "usia", + "Cui", + "hci", + "Kuch", + "onuclear", + "LOGGER", + "pict", + "dui", + "Pyr", + "icure", + "cheats", + "isjon", + "Cullen", + "uzi", + "postings" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "StringBuilder", + "rmt", + "Gruntfile", + "usus", + "AAF", + "ChatGPT", + "retval", + "postings", + "savvy", + "organismos", + "retval", + "Halloween", + "ralent", + "BYTE", + "OFFICE" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "H", + "BYTE", + "Everywhere", + "Princeton", + "ing", + "StringBuilder", + "Jahr", + "Rather", + "Wochenende", + "CGPoint", + "UPI", + "shenanigans", + "funcionarios" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "a", + "que", + "C", + "PWD", + "out", + "H", + "tuttavia", + "aptly", + "TRACK", + "outing" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "L", + "la", + "a", + "H", + "out", + "que", + "funcionarios", + "T", + "others", + "C", + "Evet", + "Pitt", + "ing", + "aptly", + "puts", + "particularly" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "L", + "roth", + "funcionarios", + "Apparently", + "Spots", + "StringBuilder" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "l", + "ings", + "an", + "GROUP", + "roth", + "Ontario", + "octet", + "kali", + "aport" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "a", + "que", + "indeed", + "ization", + "Boundary", + "ing", + "ized", + "GROUP", + "Explanation", + "conclusiones", + "Surprisingly", + "ocht", + "wyja", + "okaza", + "ings", + "ciphertext" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "Explanation", + "conclusiones", + "antly", + "indeed", + "ization", + "BOOK", + "Explanation", + "occured", + "CONCLUSIONS", + "differed", + "figura", + "victim", + "findings", + "ized", + "observations" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "C", + "L", + "berikut", + "This", + "Surprisingly", + "Reddy", + "Such", + "Berikut", + "Evidence", + "Ank", + "zog", + "Explanation" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "C", + "L", + "S", + "Loss", + "l", + "schade", + "regretted", + "a", + "iciencies", + "T", + "okaza", + "Conclusions", + "conclusiones", + "Explanation", + "hence", + "indeed", + "verloren", + "corso", + "This", + "regrett", + "Reddy" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "C", + "S", + "a", + "l", + "L", + "Loss", + "regretted", + "schade", + "iciencies", + "T", + "indeed", + "Cons", + "conclusiones", + "Loss", + "interrupted", + "okaza", + "Indeed", + "Kok", + "evidence", + "Conclusions", + "regrett", + "Evidence", + "Explanation", + "ly", + "This" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "la", + "C", + "l", + "L", + "S", + "a", + "Loss", + "along", + "regretted", + "ly", + "along", + "usan", + "costes", + "T", + "attack", + "Loss", + "evidence", + "Evidence", + "iciencies", + "Cons", + "encountered" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "C", + "a", + "usan", + "grain", + "at", + "ditch", + "weg", + "S", + "coincident", + "Grain", + "Evidence", + "carta", + "evidence", + "connected", + "ResourceType", + "noticed", + "covered", + "Grain", + "network", + "m", + "and", + "grain" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "network", + "Network", + "networks", + "network", + "Network", + "Networks", + "NETWORK", + "sieci", + "networking", + "networks", + "l", + "grain", + "Grain", + "Networks", + "grain", + "networked" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "connected", + "Connected", + "network", + "connected", + "Connected", + "material", + "material", + "network", + "Network", + "Material", + "Network", + "Material", + "CONNECT", + "interconnected", + "MATERIAL", + "CONNECTED", + "conect", + "networked", + "MATERIAL", + "NETWORK", + "connectedness", + "isConnected" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "connected", + "network", + "Connected", + "Material", + "Material", + "material", + "Network", + "Network", + "connected", + "material", + "Connected", + "l", + "network", + "networked", + "materiaal", + "CONNECT", + "Materials", + "NETWORK", + "MATERIAL", + "connect", + "NETWORK" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Later", + "Therefore", + "Here", + "connected", + "Specifically", + "Subsequently", + "Otherwise", + "Instead", + "However", + "Additionally", + "Thereafter", + "Voici", + "instead", + "This", + "Rakyat", + "Subsequent", + "Possible", + "Otros", + "Other", + "Along", + "Ainsi", + "s", + "whereas", + "la", + "Then" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 41886, + 107901, + 101933, + 93385, + 175815, + 168114, + 126697, + 169933, + 196640, + 178977, + 122509, + 24207, + 8883, + 3796, + 267, + 14, + 184, + 763, + 4097, + 3620, + 14965, + 25843, + 70755, + 39238, + 59571, + 68223 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 209859, + 146139, + 158352, + 151897, + 85955, + 65910, + 70796, + 28837, + 13931, + 15388, + 49999, + 57903, + 47667, + 20801, + 12217, + 8615, + 9183, + 26643, + 639, + 1236, + 2083, + 4862, + 16455, + 20054, + 33657, + 17304 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 256344, + 248970, + 248643, + 251387, + 222268, + 139273, + 87067, + 114587, + 122884, + 230820, + 243593, + 201220, + 240072, + 211085, + 176479, + 95260, + 126501, + 147488, + 66768, + 74339, + 41555, + 30949, + 36547, + 129595, + 204918, + 120264 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 74813, + 106088, + 17911, + 27142, + 22569, + 9418, + 13253, + 4798, + 2110, + 7548, + 10691, + 22754, + 100326 + ] + }, + { + "label": "corrosion", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 10525, + 51948, + 70770, + 24017, + 40779, + 53463, + 38415, + 50264, + 7371, + 4526, + 9831, + 40138, + 137601 + ] + }, + { + "label": "sensitization", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 80345, + 162143, + 122128, + 34004, + 33220, + 37707, + 63026, + 209479, + 55887, + 42402, + 11282, + 18643, + 20497 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 15.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "either", + "score": 8.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "chemical", + "output_checked": true + }, + { + "concept": "where", + "score": 1.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "range", + "output_checked": true + }, + { + "concept": "stainless", + "score": 1.0, + "best_rank": 2, + "best_depth": 84.7, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "Outline", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "outlining", + "output_checked": true + }, + { + "concept": "preferentially", + "score": 1.0, + "best_rank": 4, + "best_depth": 67.8, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "etc", + "score": 1.0, + "best_rank": 7, + "best_depth": 76.3, + "near_token": "An", + "output_checked": true + }, + { + "concept": "cools", + "score": 1.0, + "best_rank": 7, + "best_depth": 88.1, + "near_token": "cooled", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ani", + "p", + "que", + "er", + "de", + "al", + "ers", + "ap", + "err", + "im", + "v", + "emma", + "uff", + "en", + "as", + "es", + "ern", + "her", + "v", + "ner", + "man", + "fasted", + "usb", + "atus", + "fab", + "ist", + "ation", + "a", + "n" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ay", + "ation", + "A", + "I", + "S", + "im", + "ot", + "T", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "al", + "pro", + "est", + "un", + "ation", + "A", + "em", + "P", + "im", + "e", + "th", + "om", + "S", + "ad", + "ot", + "T", + "al", + "d", + "the", + "p", + "a", + "t", + "en", + "c", + "ion", + "ic", + "b", + "ing", + "of", + "as", + "and", + "l" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "S", + "C", + "T", + "ers", + "en", + "a", + "and", + "l", + "its", + "que", + "le", + "iz", + "own", + "ness", + "able", + "or", + "end", + "an", + "les", + "un", + "self", + "able", + "ings", + "d", + "p", + "of", + "t", + "e", + "ation", + "ap", + "un" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "S", + "que", + "own", + "ers", + "l", + "en", + "a", + "O", + "T", + "able", + "or", + "an", + "able", + "le", + "C", + "un", + "ation", + "p", + "ap", + "iz", + "shock", + "ness", + "end", + "k", + "t", + "e", + "ings", + "eye", + "h", + "ity" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "a", + "l", + "own", + "en", + "ers", + "able", + "que", + "iz", + "K", + "ation", + "able", + "un", + "k", + "S", + "humbled", + "h", + "end", + "shock", + "uno", + "t", + "ed", + "mellan" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "S", + "l", + "a", + "own", + "ers", + "able", + "en", + "iz", + "ation", + "O", + "K", + "un", + "humbled", + "end", + "able", + "uno", + "k" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "S", + "l", + "iz", + "ers", + "que", + "able", + "ation", + "colocar", + "corrigir", + "Entscheid" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "S", + "l", + "iz", + "ers", + "a", + "que", + "able", + "colocar", + "uma", + "Projek", + "ation", + "searchQuery", + "Entscheid" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "S", + "iz", + "uma", + "colocar", + "a", + "ers", + "apresentar", + "searchQuery", + "expliquer", + "corrigir", + "Entscheid", + "redesignated", + "describir", + "able", + "Projek" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "uma", + "que", + "apresentar", + "iz", + "corrigir", + "hayvan", + "um", + "colocar", + "arquivos", + "analisar", + "artigos", + "recebeu" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "an", + "sowohl", + "uma", + "the", + "both", + "que", + "hayvan", + "corrigir", + "aumentar", + "yaitu", + "yakni", + "denominado", + "czyli" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "an", + "or", + "the", + "both", + "le", + "its", + "ly", + "such", + "some", + "ous", + "high", + "multi", + "relatively", + "specific", + "y", + "certain", + "ic", + "d", + "ary", + "like", + "p", + "ed", + "t", + "secondary", + "que" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "a", + "ly", + "an", + "er", + "e", + "ous", + "although", + "p", + "and", + "would", + "hbox", + "KHTML", + "on", + "jsonwebtoken", + "already", + "T", + "al", + "v", + "without", + "get", + "that", + "y", + "ic", + "and", + "the", + "ally", + "during", + "taobao" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "a", + "p", + "e", + "an", + "T", + "v", + "un", + "s", + "y", + "get", + "t", + "er", + "n", + "c", + "l", + "ic", + "d", + "f", + "al", + "on", + "to", + "although", + "that", + "k", + "ly", + "and", + "hbox", + "would", + "without", + "g" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "a", + "l", + "an", + "p", + "t", + "un", + "s", + "y", + "v", + "e", + "l", + "n", + "al", + "k", + "T", + "although", + "f", + "such", + "get", + "ed", + "er", + "c", + "that", + "d", + "ic", + "hbox", + "and", + "r", + "m", + "would", + "on" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "a", + "an", + "y", + "and", + "ed", + "l", + "such", + "p", + "which", + "un", + "al", + "t", + "that", + "although", + "that", + "resulting", + "v", + "the", + "Although", + "would", + "ic", + "ous", + "er", + "without", + "resulted", + "and", + "after", + "occurred" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "such", + "resulting", + "an", + "resulted", + "occurred", + "tzw", + "able", + "bardzo", + "Such", + "and" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "ed", + "a", + "T", + "an", + "been", + "y", + "t", + "al", + "p", + "v", + "after", + "get", + "n", + "occurred", + "f", + "ated", + "ic", + "m", + "what", + "ous", + "o", + "re", + "all", + "across", + "following", + "ap", + "an" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "ed", + "a", + "T", + "K", + "y", + "p", + "t", + "get", + "al", + "v", + "all", + "been", + "s", + "after", + "is", + "an", + "D", + "f", + "m", + "n", + "at", + "o", + "g", + "and", + "d", + "ing", + "w", + "ous", + "G", + "O" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "own", + "l", + "ed", + "C", + "s", + "ing", + "m", + "p", + "y", + "get", + "a", + "t", + "at", + "al", + "after", + "v", + "along", + "K", + "o", + "n", + "is", + "and", + "all", + "L", + "w", + "ic", + "id", + "g", + "along", + "G" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "own", + "ed", + "ing", + "and", + "s", + "a", + "y", + "ot", + "get", + "at", + "ic", + "jalur", + "grain", + "at", + "is", + "interconnected", + "networked", + "ditch", + "ly", + "Grain", + "networks", + "along", + "m", + "her", + "after", + "unet", + "on" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "network", + "networks", + "Network", + "networked", + "Network", + "Networks", + "network", + "Networks", + "l", + "networks", + "NETWORK", + "jaringan", + "networking", + "Networking", + "Networking", + "networking", + "sieci", + "Netzwerk" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "connected", + "Connected", + "Connected", + "network", + "material", + "networked", + "connected", + "network", + "Network", + "interconnected", + "Network", + "material", + "Material", + "Material", + "NETWORK", + "connectedness", + "NETWORK", + "CONNECTED", + "networks", + "MATERIAL", + "conectado" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "material", + "network", + "Material", + "Material", + "connected", + "own", + "Connected", + "networked", + "Network", + "Network", + "Connected", + "material", + "network", + "connected", + "NETWORK", + "Materials", + "net", + "malzeme", + "MATERIAL", + "netz", + "networks", + "NETWORK", + "materiale", + "Mater" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Later", + "Therefore", + "Here", + "connected", + "Specifically", + "Subsequently", + "Otherwise", + "Instead", + "However", + "Additionally", + "Thereafter", + "Voici", + "instead", + "This", + "Rakyat", + "Subsequent", + "Possible", + "Otros", + "Other", + "Along", + "Ainsi", + "s", + "whereas", + "la", + "Then" + ] + } + ], + "logit_surprising": [ + { + "concept": "uma", + "score": 8.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "was", + "output_checked": true + }, + { + "concept": "own", + "score": 4.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "An", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "An", + "output_checked": true + }, + { + "concept": "phase", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "an", + "output_checked": true + }, + { + "concept": "chromium", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "outline", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "outlining", + "output_checked": true + }, + { + "concept": "sensitization", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "jednotliv", + "score": 1.0, + "best_rank": 3, + "best_depth": 67.8, + "near_token": "individual", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-02__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-02__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-02__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-02__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-boundary-attack-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Chromium-depleted interfacial attack 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Carbide particles decorated the interfaces in heat-affected stainless steel. Immersion testing removed chromium-depleted regions next to those particles while grain interiors remained sound.", + "prompt_tail": "e interfaces in heat-affected stainless steel. Immersion testing removed chromium-depleted regions next to those particles while grain interiors remained sound.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-boundary-attack-03", + "carrier_id": null, + "target_family": "boundary-attack", + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " Imm", + "generated_token_ids": [ + 26228 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 1894, + "best_depth": 61.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 2892 + }, + { + "label": "corrosion", + "best_rank": 25, + "best_depth": 76.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 152 + }, + { + "label": "sensitization", + "best_rank": 36579, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 1410 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "got", + "even", + "iraj", + "Geg", + "Farr", + "Charm", + "ListItemIcon" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "apr", + "GSM", + "mesma", + "styling", + "Insert", + "styles", + "s", + "conde", + "asus", + "Enter", + "mkdir", + "Weise", + "a", + "as", + "dit", + "Edge", + "ipo", + "S", + "mixer" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "mesma", + "Weise", + "Edge", + "apr", + "Edge", + "EDGE", + "s", + "styling", + "Insert", + "insert", + "Sus", + "joen", + "sus", + "arlos", + "Hits" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "S", + "s", + "mesma", + "Weise", + "Edge", + "joen", + "cfr", + "apr", + "sus", + "Edge", + "Hits", + "Insert", + "insert", + "styling", + "arlos", + "ashe", + "pendiente", + "second", + "Sus", + "Pek" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "Cuy", + "S", + "pis", + "cens", + "Pending", + "la", + "ciri", + "Cens", + "artis", + "ait", + "Duplicate", + "Pend", + "Pyr", + "cus", + "cura", + "watering", + "phis", + "atro", + "Cus", + "Eddie", + "appelle", + "uts" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "s", + "la", + "psi", + "handleError", + "spacing", + "Estelle", + "unches", + "prolet", + "empe", + "Sorg", + "cens", + "conveniently", + "Authorities", + "ngthening", + "issy", + "usia", + "postgres", + "watering", + "Duplicate", + "ppm", + "cuis", + "pct", + "App" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "psi", + "handleError", + "softmax", + "Estelle", + "ngModel", + "itorial", + "Sorg", + "unches", + "serialization", + "fat", + "spacing", + "empe", + "Authorities", + "osynthesis", + "AlertDialog", + "yscale", + "ukun", + "Appleton", + "aportan", + "AGS", + "Accenture", + "Ris", + "addData" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "hci", + "icure", + "Stark", + "usia", + "cheats", + "watering", + "ciri", + "kts", + "Ronald", + "Pyr", + "Slowly", + "LOGGER", + "empe", + "ngthening", + "isah", + "Situs" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "atro", + "hci", + "usia", + "Guangdong", + "pict", + "Cuy", + "Slowly", + "uzi", + "phony", + "Sli", + "CGPoint", + "Hawke", + "ophile" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "ing", + "CGPoint", + "postings", + "usus", + "phony", + "Guangdong", + "fontsize", + "Dougall", + "iders", + "ForEach", + "rmt", + "retval" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "H", + "P", + "ing", + "ophile", + "Elsewhere", + "Rather", + "Copyright", + "others" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "H", + "o", + "usus", + "s", + "os", + "tuttavia", + "T", + "PWD", + "out", + "om", + "imax", + "Elsewhere", + "ing" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "H", + "L", + "T", + "P", + "la", + "a", + "ing", + "out", + "others", + "and", + "o", + "que", + "s", + "tuttavia", + "i", + "PWD", + "invece", + "Pitt", + "os", + "particularly" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "ing", + "a", + "que", + "H", + "s", + "os", + "o", + "L", + "ings", + "mals", + "alim", + "invece", + "oski", + "usus", + "tuttavia", + "i" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "ing", + "a", + "que", + "s", + "la", + "ings", + "ed", + "os", + "o", + "es", + "i", + "alim", + "t", + "Findings", + "oski", + "others", + "ovable", + "Confirmation", + "escue", + "ife", + "appropri", + "mals", + "Ontario", + "uzys", + "om" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "ing", + "s", + "ings", + "ly", + "es", + "la", + "shows", + "ed", + "que", + "Shows", + "confirmation", + "Findings", + "ness", + "alim", + "Hence", + "indeed", + "Confirmation", + "menunjukkan", + "ers" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "s", + "ly", + "es", + "que", + "al", + "ing", + "ness", + "H", + "ings", + "therefore", + "Findings", + "were", + "shows", + "la", + "tracing", + "conclusiones", + "alit", + "findings", + "mals" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "ly", + "therefore", + "Hence", + "experiments", + "ocz", + "hence", + "therefore", + "consequently", + "Rather", + "indeed", + "L", + "Experimental", + "Therefore", + "aftermath", + "thus", + "own", + "H", + "hence", + "whereas", + "Studies" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "S", + "L", + "la", + "l", + "ly", + "hence", + "plications", + "Hence", + "experiments", + "hence", + "s", + "l", + "Experiments", + "T", + "itude", + "ATIONS", + "muestras", + "Investigation", + "Experimental", + "aftermath", + "experiments", + "therefore", + "Tanto", + "therefore", + "investigation", + "Investig" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "L", + "S", + "ly", + "both", + "either", + "al", + "hence", + "both", + "hence", + "experiments", + "l", + "osm", + "plications", + "etter", + "e", + "muestras", + "itude", + "pitting", + "inne", + "doi", + "corrosion", + "experiment", + "T" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "la", + "L", + "S", + "ly", + "al", + "T", + "l", + "immersion", + "descripcion", + "partition", + "immersed", + "e", + "h", + "om", + "hence", + "on", + "regression", + "als", + "DisplayText", + "pitting", + "hence", + "both", + "use", + "n", + "Imm", + "ivalence", + "both", + "etter" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "e", + "ly", + "a", + "immersion", + "ness", + "que", + "worth", + "hence", + "pitting", + "T", + "le", + "s", + "n", + "pit", + "an", + "immersed", + "both", + "m", + "and", + "Worth", + "b", + "lars", + "improvis", + "partition", + "Mass", + "al" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "L", + "Critical", + "critical", + "critical", + "ly", + "immersion", + "Mass", + "alternate", + "de", + "ITICAL", + "sess", + "Mass", + "mass", + "sess", + "gloss", + "l", + "ocrite", + "currentColor", + "Critical", + "Sess", + "oxyl", + "usb", + "pitting", + "poke", + "simul" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "immersion", + "Imm", + "Imm", + "imm", + "immersed", + "que", + "immersing", + "immers", + "imm", + "immers", + "Immer", + "immersive", + "immigrant", + "IMM", + "plunge", + "immerse", + "baptism", + "IMM", + "potent", + "immig", + "dip", + "immer", + "immer", + "submerged" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Imm", + "Imm", + "immersion", + "imm", + "immigrant", + "imm", + "Immortal", + "Immer", + "immersed", + "IMM", + "immersing", + "IMM", + "immers", + "immers", + "immer", + "immigrants", + "Immobil", + "Immune", + "immig", + "immisc", + "immunos", + "immigrated", + "ersion", + "immortality", + "Immigration" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Imm", + "These", + "Grain", + "This", + "la", + "Their", + "In", + "Pot", + "Both", + "Subsequent", + "Therefore", + "More", + "Specifically", + "Chromium", + "Note", + "Otherwise", + "After", + "Consequently", + "Through", + "Quanto", + "Its", + "While", + "Here", + "Thus", + "a", + "Oil", + "Recol", + "They", + "Other", + "Chrom", + "Were", + "Aap" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 43384, + 70870, + 94024, + 92838, + 176629, + 176685, + 126685, + 176271, + 186847, + 199399, + 148913, + 68589, + 24837, + 14975, + 5740, + 1895, + 9676, + 19596, + 7726, + 5158, + 2418, + 3672, + 4507, + 583, + 4819, + 704 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 209086, + 168461, + 159794, + 148303, + 83278, + 57217, + 67698, + 30247, + 9820, + 5862, + 29256, + 49253, + 58959, + 20126, + 20255, + 22508, + 33225, + 20968, + 96, + 26, + 475, + 836, + 100, + 94, + 2588, + 1043 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 256487, + 247615, + 249816, + 248533, + 182138, + 101021, + 71315, + 141387, + 119562, + 187706, + 235752, + 230296, + 251993, + 230639, + 193679, + 164730, + 204940, + 197782, + 118926, + 91647, + 36580, + 61453, + 60481, + 68385, + 22376, + 42571 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 31144, + 93199, + 117260, + 15989, + 22311, + 15939, + 16517, + 24053, + 6915, + 7292, + 6568, + 5901, + 2893 + ] + }, + { + "label": "corrosion", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 13043, + 22441, + 45282, + 15105, + 27977, + 49903, + 39679, + 2292, + 160, + 153, + 4368, + 6170, + 2841 + ] + }, + { + "label": "sensitization", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 65880, + 109893, + 93486, + 19364, + 25020, + 26286, + 26666, + 146095, + 25742, + 29602, + 14114, + 4600, + 1411 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 9.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "next", + "output_checked": true + }, + { + "concept": "either", + "score": 8.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "zone", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "affected", + "output_checked": true + }, + { + "concept": "between", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.3, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "stubbornly", + "score": 2.0, + "best_rank": 3, + "best_depth": 72.9, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "areas", + "score": 2.0, + "best_rank": 3, + "best_depth": 84.7, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "own", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "inoxidable", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "alphabetically", + "score": 1.0, + "best_rank": 2, + "best_depth": 52.5, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "decorating", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "decorated", + "output_checked": true + }, + { + "concept": "such", + "score": 1.0, + "best_rank": 3, + "best_depth": 76.3, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "unaffected", + "score": 1.0, + "best_rank": 3, + "best_depth": 88.1, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "ToRemove", + "score": 1.0, + "best_rank": 5, + "best_depth": 88.1, + "near_token": "removed", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "uff", + "que", + "de", + "ap", + "an", + "er", + "l", + "v", + "v", + "p", + "telle", + "S", + "usb", + "Refund", + "d", + "p", + "al", + "olmak", + "ani", + "ais", + "fab", + "ers", + "ver", + "b", + "n", + "err", + "op", + "aj", + "ern" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "C", + "I", + "T", + "A", + "im", + "e", + "S", + "ot", + "to", + "of", + "as", + "in", + "l", + "and", + "th", + "om", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "P", + "ly", + "be", + "em", + "A", + "T", + "I", + "ation", + "e", + "om", + "l", + "th", + "ad", + "im", + "S", + "ot", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "s", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "elective", + "occasional", + "own", + "North", + "various", + "secondary", + "specialized", + "able", + "open", + "ness", + "end", + "que", + "iz", + "its", + "self", + "an", + "ation", + "l", + "e", + "en", + "a", + "of", + "and", + "le", + "or", + "ers", + "ad", + "t", + "d", + "s", + "p" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "own", + "que", + "en", + "a", + "an", + "l", + "or", + "S", + "and", + "ers", + "able", + "H", + "ness", + "k", + "elective", + "ation", + "le", + "ap", + "end", + "ity", + "iz", + "of", + "p", + "specialized", + "t", + "able", + "North", + "un", + "e", + "its", + "open" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "own", + "l", + "a", + "en", + "an", + "ed", + "que", + "or", + "able", + "k", + "specialized", + "ation", + "h", + "t", + "un", + "its", + "ers", + "iz", + "many", + "various", + "North", + "le", + "able", + "and", + "p", + "end", + "set" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "own", + "a", + "en", + "l", + "an", + "ation", + "able", + "ers", + "or", + "que", + "iz", + "and", + "ed", + "specialized", + "able", + "le", + "t", + "North", + "end", + "p", + "secondary", + "various", + "its", + "un", + "many", + "ness" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "que", + "an", + "own", + "ation", + "able", + "or", + "iz", + "s", + "le", + "ers", + "ness", + "p", + "t", + "ed", + "North", + "irritating", + "hem" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "own", + "an", + "que", + "and", + "iz", + "ers", + "s", + "able", + "le", + "ation", + "or", + "North", + "t", + "p", + "ness", + "hem", + "par", + "searchQuery", + "pro" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "an", + "iz", + "and", + "que", + "uma", + "or", + "searchQuery", + "North", + "ers", + "um", + "hem", + "newItem", + "colocar", + "able" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "an", + "l", + "uma", + "and", + "both", + "que", + "the", + "glamorous", + "sensational", + "um", + "enticing", + "regionally", + "legendary", + "Sh" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "an", + "even", + "spurred", + "and", + "the", + "garnered", + "strengthened", + "invigorating", + "bolstered", + "enticing", + "strengthening", + "H", + "glamorous", + "corrigir", + "uma", + "strikingly", + "alluring" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "an", + "even", + "de", + "y", + "its", + "by", + "of", + "or", + "s", + "then", + "despite", + "supposedly", + "it", + "to", + "and", + "surprisingly", + "resulting", + "resulted", + "thus", + "produced", + "purportedly", + "their" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "and", + "s", + "e", + "a", + "an", + "C", + "nya", + "y", + "o", + "taobao", + "H", + "on", + "despite", + "ly", + "apparently", + "t", + "p", + "c", + "jsonwebtoken", + "to", + "by", + "and", + "v", + "apparently", + "by", + "after", + "although", + "supposedly", + "their", + "despite" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "s", + "a", + "and", + "T", + "an", + "y", + "v", + "p", + "t", + "e", + "un", + "to", + "c", + "H", + "on", + "and", + "o", + "d", + "l", + "n", + "z", + "despite", + "get", + "it", + "f", + "k", + "h", + "their", + "u" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "C", + "a", + "s", + "and", + "an", + "v", + "t", + "p", + "T", + "y", + "un", + "l", + "c", + "d", + "on", + "k", + "to", + "f", + "although", + "n", + "its", + "b", + "and", + "o", + "w", + "such", + "u", + "confirmed" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "and", + "C", + "s", + "an", + "l", + "indicating", + "t", + "un", + "y", + "despite", + "p", + "a", + "Although", + "v", + "although", + "demonstrate", + "despite", + "Despite", + "These", + "confirmed", + "that", + "findings", + "es", + "yet", + "and", + "d", + "demonstrates", + "through", + "these" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "and", + "an", + "C", + "investigation", + "test", + "resulting", + "such", + "resulted", + "tests", + "analysis", + "subjected", + "resulting", + "solche", + "or", + "Tests", + "revealing" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "a", + "an", + "B", + "T", + "D", + "been", + "ed", + "un", + "after", + "through", + "and", + "t", + "O", + "test", + "test", + "tests", + "p", + "on", + "after", + "through", + "v", + "not", + "o", + "before" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "a", + "l", + "B", + "an", + "T", + "after", + "ed", + "D", + "after", + "un", + "on", + "p", + "get", + "and", + "al", + "v", + "After", + "failed", + "y", + "through", + "s", + "e", + "id", + "been", + "before" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "a", + "C", + "an", + "s", + "ed", + "al", + "p", + "get", + "on", + "own", + "after", + "B", + "id", + "m", + "L", + "and", + "at", + "ol", + "immersion", + "odic", + "ing", + "is", + "o", + "y", + "v", + "her", + "u", + "T" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "a", + "B", + "C", + "K", + "and", + "s", + "each", + "own", + "al", + "an", + "all", + "immersion", + "is", + "y", + "m", + "e", + "sess", + "st", + "get", + "on", + "u", + "t", + "imm", + "asctime" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "critical", + "immersion", + "critical", + "a", + "e", + "Critical", + "kritis", + "sess", + "immer", + "sometimes", + "alternate", + "l", + "B", + "mass", + "single", + "mass", + "critic", + "odic", + "critic", + "Maas", + "sess", + "imm", + "own" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Imm", + "immersion", + "Imm", + "imm", + "immersed", + "immersing", + "immers", + "immers", + "imm", + "IMM", + "immerse", + "immersive", + "immer", + "IMM", + "immigrant", + "Immer", + "immuno", + "immigrants", + "B", + "immer", + "Immigration", + "immisc", + "immunos", + "submerged", + "plunge" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Imm", + "Imm", + "immersion", + "imm", + "immigrant", + "imm", + "IMM", + "L", + "Immer", + "immersed", + "IMM", + "immigrants", + "immers", + "Immortal", + "immers", + "either", + "immersing", + "immer", + "e", + "P", + "Immune", + "immune", + "immunos", + "immig" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Imm", + "These", + "Grain", + "This", + "la", + "Their", + "In", + "Pot", + "Both", + "Subsequent", + "Therefore", + "More", + "Specifically", + "Chromium", + "Note", + "Otherwise", + "After", + "Consequently", + "Through", + "Quanto", + "Its", + "While", + "Here", + "Thus", + "a", + "Oil", + "Recol", + "They", + "Other", + "Chrom", + "Were", + "Aap" + ] + } + ], + "logit_surprising": [ + { + "concept": "and", + "score": 22.0, + "best_rank": 1, + "best_depth": 47.5, + "near_token": "Imm", + "output_checked": true + }, + { + "concept": "uma", + "score": 10.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "ersion", + "output_checked": true + }, + { + "concept": "own", + "score": 6.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "", + "output_checked": true + }, + { + "concept": "Untuk", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "surface", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "zone", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "affected", + "output_checked": true + }, + { + "concept": "areas", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "boundary", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "unaffected", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "dreadful", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 2, + "best_depth": 47.5, + "near_token": "ide", + "output_checked": true + }, + { + "concept": "removal", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "removed", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-03__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-03__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-03__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-03__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-boundary-attack-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Chromium-depleted interfacial attack 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A stainless vessel received an improper post-weld thermal cycle. In service, fissures traced the polygonal grain-edge network instead of cutting through the crystallites.", + "prompt_tail": "s vessel received an improper post-weld thermal cycle. In service, fissures traced the polygonal grain-edge network instead of cutting through the crystallites.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 32 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-boundary-attack-04", + "carrier_id": null, + "target_family": "boundary-attack", + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 38, + "best_depth": 61.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 1077 + }, + { + "label": "corrosion", + "best_rank": 5406, + "best_depth": 72.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 6026 + }, + { + "label": "sensitization", + "best_rank": 44271, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 23199 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "apr", + "Gottlieb", + "mesma", + "got", + "Hair", + "even", + "Edge", + "conde" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "s", + "apr", + "GSM", + "styling", + "Insert", + "S", + "styles", + "mesma", + "mkdir", + "asus", + "Edge", + "mixer", + "Weise", + "H", + "cir", + "ucher", + "Edge", + "EDGE", + "duck" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "S", + "a", + "mesma", + "s", + "Edge", + "Weise", + "Edge", + "styling", + "apr", + "styling", + "jenis", + "Sus", + "EDGE", + "sus", + "Insert", + "insert", + "cfr", + "arens" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "S", + "s", + "mesma", + "Weise", + "Edge", + "apr", + "cfr", + "joen", + "Hits", + "ashe", + "Insert", + "sus", + "Edge", + "styling", + "insert", + "Sus", + "second", + "styling", + "Pek", + "arlos" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "Cuy", + "S", + "pis", + "Pending", + "la", + "cens", + "phis", + "ciri", + "Cens", + "Ashley", + "Pyr", + "artis", + "watering", + "cura", + "Duplicate", + "ait", + "uts", + "Eddie", + "Pend", + "Arjuna", + "atro", + "prompt" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "psi", + "Estelle", + "handleError", + "empe", + "spacing", + "Sorg", + "issy", + "prolet", + "DIN", + "osynthesis", + "softmax", + "conveniently", + "Accenture", + "rins", + "knn", + "pct", + "ngModel", + "serialization", + "Arjuna", + "unches", + "postgres", + "agge", + "blings" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ngModel", + "handleError", + "Sorg", + "psi", + "ukun", + "Estelle", + "yscale", + "empe", + "serialization", + "itorial", + "unches", + "AGS", + "aportan", + "Appleton", + "osynthesis", + "addData", + "RHS", + "agge", + "cyn", + "fat", + "Ris", + "AlertDialog" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "atro", + "hci", + "Stark", + "Cuy", + "usia", + "LOGGER", + "Pyr", + "Richardson", + "Slowly", + "etty", + "icure", + "Algeria", + "Grun", + "CCN", + "empe", + "cheats" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "atro", + "CGPoint", + "hci", + "Slowly", + "phony", + "xmlns", + "usia", + "PCM", + "opedia", + "Sli", + "Hawke", + "Smiling", + "LOGGER", + "Couple", + "uzi", + "clang", + "Richardson", + "Pyr", + "estab" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "BYTE", + "H", + "Faker", + "ChatGPT", + "unfair", + "schlim", + "even", + "retval", + "uglify", + "EVEN", + "Flags", + "Copyright", + "zdol", + "rmt", + "CGPoint", + "Halloween", + "Synopsis", + "Dragon" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "schlim", + "Rather", + "Bowser", + "Everywhere", + "unfair", + "ing", + "unable", + "onload", + "Aufmerksamkeit", + "ChatGPT", + "Biden", + "William", + "ophile", + "zdol" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "out", + "otros", + "entimes", + "Rather", + "atience", + "Rather", + "st", + "outs", + "imax", + "richten", + "om" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "H", + "que", + "L", + "an", + "out", + "T", + "particularly", + "om", + "ie", + "others", + "st", + "t", + "ungkinan" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "la", + "que", + "ing", + "l", + "an", + "invece", + "wrench", + "t", + "H", + "entimes", + "otros", + "roth", + "om", + "agad", + "out" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "que", + "l", + "an", + "ing", + "iav", + "un", + "le", + "excellent", + "weg", + "bly", + "the", + "versus", + "rather", + "it", + "of", + "ity", + "wrench", + "not", + "hov", + "izing", + "izations" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "que", + "l", + "la", + "ization", + "ilization", + "an", + "ity", + "izations", + "of", + "aye", + "up", + "ology", + "ized", + "indeed", + "the", + "Explanation", + "werking", + "izing" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "que", + "indeed", + "Explanation", + "demikian", + "Instead", + "implying", + "aye", + "Explanation", + "othesis", + "werking", + "ilization", + "hence" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "l", + "hence", + "therefore", + "Rather", + "Instead", + "Hence", + "consequently", + "a", + "thus", + "INGO", + "Such", + "indeed", + "Consequently" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "Rather", + "la", + "okaza", + "hence", + "Instead", + "experiences", + "therefore", + "interrupted", + "Explanation", + "yfikacji", + "Barrios" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "la", + "enary", + "okaza", + "interrupted", + "Rather", + "Evidence", + "bordered", + "inplace", + "uninterrupted", + "Airways", + "coincided", + "either", + "Explanation" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "la", + "along", + "Along", + "along", + "Along", + "and", + "yfikacji", + "interrupted", + "bordered", + "weave", + "trayectoria", + "tracing", + "path", + "enary", + "uninterrupted", + "traversed", + "grain", + "navig", + "INGO" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "and", + "along", + "que", + "Along", + "inter", + "Along", + "le", + "ed", + "path", + "interrupted", + "atrav", + "along", + "grain", + "trans", + "seg", + "es", + "ont", + "mode", + "inter", + "ity", + "up", + "tracing", + "Crystall", + "weave" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "inter", + "la", + "l", + "Inter", + "inter", + "Inter", + "trans", + "INTER", + "interp", + "interstate", + "INTER", + "intercellular", + "interf", + "interd", + "intra", + "inters", + "Interstate", + "interpersonal", + "Interfaith", + "interplanetary", + "trans", + "interl", + "intervent", + "Trans", + "interrupted" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "l", + "inter", + "trans", + "inter", + "Inter", + "trans", + "otrans", + "Trans", + "Inter", + "Trans", + "rans", + "transc", + "C", + "Mode", + "L", + "Mode", + "esqu", + "Folgen", + "br", + "intercellular", + "seguimiento", + "follow", + "transaksi", + "Crystall", + "transom" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Inter", + "l", + "inter", + "Inter", + "inter", + "interp", + "INTER", + "INTER", + "trans", + "Trans", + "interd", + "interplanetary", + "transc", + "Interfaith", + "interracial", + "intervent", + "Trans", + "Interstate", + "interdit", + "interl", + "interlayer", + "intercellular", + "transaksi", + "interv" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "center", + "seorang", + "berubah", + "proses", + "cantidad", + "keseluruhan", + "Assume", + "senha", + "set", + "clone", + "ocorreu", + "transaksi", + "groupId", + "Francesco", + "adilan", + "siswa", + "Risiko", + "bool", + "dancers", + "C", + "changed", + "kilka" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 35149, + 86671, + 111209, + 91292, + 169007, + 167405, + 119342, + 173386, + 176818, + 158290, + 101400, + 10670, + 3862, + 1603, + 169, + 39, + 196, + 525, + 892, + 906, + 809, + 624, + 5054, + 12556, + 40105, + 16404 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 212687, + 132432, + 147155, + 149822, + 85592, + 64770, + 67243, + 34788, + 14553, + 27424, + 59472, + 71684, + 80184, + 49013, + 58094, + 64841, + 31582, + 32313, + 5407, + 13478, + 8883, + 21906, + 42495, + 74479, + 107278, + 47847 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 255796, + 240499, + 247195, + 250346, + 201131, + 126477, + 64682, + 136925, + 138802, + 242087, + 231079, + 193683, + 246962, + 210753, + 150465, + 98295, + 110127, + 156864, + 72390, + 65135, + 46173, + 45197, + 44272, + 94513, + 22675, + 94252 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 106059, + 128756, + 42999, + 33256, + 25247, + 19804, + 34699, + 16155, + 2486, + 1250, + 1078, + 1398, + 14847 + ] + }, + { + "label": "corrosion", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 6027, + 42566, + 73380, + 82565, + 88305, + 101730, + 148247, + 143046, + 45692, + 41284, + 36269, + 92562, + 192722 + ] + }, + { + "label": "sensitization", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 54013, + 163498, + 101887, + 37631, + 42156, + 71646, + 116975, + 229070, + 102882, + 84319, + 33274, + 23200, + 34071 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 16.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "w", + "output_checked": true + }, + { + "concept": "own", + "score": 12.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "w", + "output_checked": true + }, + { + "concept": "either", + "score": 12.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "them", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "through", + "output_checked": true + }, + { + "concept": "cracks", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "trans", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "inter", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "adjoining", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "even", + "score": 1.0, + "best_rank": 2, + "best_depth": 67.8, + "near_token": "through", + "output_checked": true + }, + { + "concept": "Steel", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "boundary", + "score": 1.0, + "best_rank": 3, + "best_depth": 88.1, + "near_token": "edge", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "de", + "le", + "n", + "que", + "la", + "ani", + "ization", + "ty", + "emin", + "absorbed", + "Them", + "p", + "vanlig", + "deg", + "perd", + "ad", + "iz", + "l", + "al", + "v", + "ap", + "ter", + "uff", + "her", + "am", + "im", + "re", + "le", + "ail" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ation", + "C", + "A", + "I", + "S", + "im", + "ot", + "T", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "pro", + "est", + "be", + "P", + "T", + "ot", + "A", + "ation", + "om", + "th", + "and", + "l", + "im", + "e", + "ad", + "S", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "s", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "as", + "of" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "T", + "S", + "elective", + "secondary", + "specialized", + "North", + "open", + "world", + "self", + "own", + "either", + "able", + "various", + "its", + "ers", + "an", + "l", + "ation", + "en", + "a", + "of", + "and", + "iz", + "le", + "end", + "or", + "que", + "able", + "ings", + "t" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "S", + "ers", + "a", + "l", + "or", + "own", + "que", + "T", + "able", + "able", + "H", + "s", + "an", + "ation", + "k", + "O", + "en", + "ings", + "iz", + "ap", + "elective", + "AVAILABLE", + "t", + "standby", + "ic", + "p" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "l", + "a", + "own", + "que", + "en", + "ers", + "able", + "ation", + "ed", + "able", + "an", + "iz", + "k", + "h", + "or", + "t", + "ic", + "S", + "kaisi", + "s", + "specialized", + "humbled", + "ally", + "malah", + "raat", + "ashi" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "ers", + "l", + "a", + "own", + "S", + "que", + "able", + "iz", + "en", + "able", + "ation", + "k", + "H", + "humbled", + "t", + "searchQuery", + "kaisi", + "ness", + "ashi" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "l", + "que", + "iz", + "ers", + "S", + "s", + "th", + "ation", + "able", + "able", + "searchQuery", + "irritating", + "either", + "ness", + "Nationwide" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "que", + "iz", + "ers", + "th", + "able", + "Nationwide", + "colocar", + "searchQuery", + "irritating", + "either", + "sentimos", + "newItem" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "que", + "iz", + "colocar", + "searchQuery", + "sentimos", + "newItem", + "expliquer", + "corrigir", + "th", + "Nationwide" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "que", + "a", + "colocar", + "either", + "s", + "corrigir", + "Nationwide", + "preguntar", + "sentimos", + "reduzir", + "iz", + "th", + "irritated" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "either", + "famed", + "coveted", + "quaint", + "glamorous", + "garnered", + "popularly", + "ElevatedButton", + "yakni", + "elegantly", + "que" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "an", + "or", + "the", + "of", + "v", + "le", + "d", + "que", + "been", + "de", + "s", + "resulted", + "their", + "p", + "y", + "it", + "f", + "resulting", + "du", + "both", + "because", + "secondary" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "e", + "ly", + "y", + "and", + "er", + "p", + "v", + "un", + "al", + "t", + "c", + "T", + "s", + "n", + "z", + "and", + "to", + "because", + "a", + "on", + "l", + "ic", + "d", + "get", + "would", + "f", + "b", + "already", + "hbox", + "h" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "e", + "y", + "s", + "un", + "v", + "T", + "p", + "t", + "a", + "c", + "er", + "n", + "and", + "l", + "f", + "ly", + "d", + "get", + "to", + "al", + "on", + "and", + "z", + "k", + "that", + "ic", + "a", + "in", + "b", + "m" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "l", + "a", + "y", + "t", + "un", + "s", + "p", + "v", + "e", + "and", + "c", + "al", + "an", + "T", + "k", + "n", + "er", + "d", + "l", + "f", + "m", + "ic", + "a", + "to", + "and", + "that", + "ed", + "r", + "on", + "h", + "g" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "l", + "a", + "y", + "al", + "an", + "and", + "ed", + "un", + "what", + "t", + "such", + "the", + "er", + "these", + "p", + "that", + "v", + "e", + "ic", + "this", + "c", + "d", + "they", + "indicates", + "were", + "k", + "they" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "an", + "rather", + "and", + "either", + "rather", + "Rather", + "T", + "a", + "such", + "Instead", + "Rather", + "these", + "instead", + "what", + "because", + "predominantly", + "Instead" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "ed", + "a", + "T", + "t", + "s", + "an", + "B", + "own", + "p", + "c", + "get", + "al", + "across", + "rather", + "n", + "v", + "D", + "un", + "either", + "their", + "an", + "through", + "rather", + "all", + "their", + "they", + "d" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "B", + "ed", + "s", + "own", + "get", + "t", + "al", + "T", + "ing", + "D", + "all", + "p", + "through", + "through", + "b", + "a", + "d", + "and", + "along", + "c", + "o", + "n", + "e", + "to", + "y", + "v", + "ic", + "rather", + "follows" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "own", + "l", + "C", + "B", + "ed", + "ing", + "s", + "get", + "and", + "along", + "a", + "p", + "mengikuti", + "b", + "along", + "t", + "m", + "e", + "d", + "al", + "getField", + "bm", + "follow", + "through", + "around", + "across", + "path", + "paths", + "any", + "path" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "B", + "C", + "ed", + "ing", + "and", + "s", + "l", + "al", + "along", + "follows", + "follow", + "ly", + "mengikuti", + "inter", + "all", + "a", + "jalur", + "b", + "m", + "revealing", + "ot", + "t", + "d", + "follow", + "around", + "get", + "along", + "path", + "ic", + "path", + "any", + "following" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "inter", + "inter", + "Inter", + "Inter", + "l", + "interd", + "intercellular", + "INTER", + "INTER", + "inters", + "interp", + "trans", + "interstate", + "and", + "intra", + "interl", + "interplanetary", + "trans", + "interf", + "intercom", + "interlayer", + "interpersonal", + "intermolecular" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "inter", + "trans", + "inter", + "e", + "Inter", + "Inter", + "and", + "trans", + "C", + "B", + "Trans", + "Trans", + "mode", + "Mode", + "otrans", + "uma", + "transt", + "l", + "trajets", + "Mode", + "follows", + "intercellular", + "la", + "transaksi", + "transom", + "transc" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "inter", + "Inter", + "Inter", + "inter", + "l", + "la", + "INTER", + "trans", + "interp", + "INTER", + "intervent", + "Interceptor", + "uma", + "trans", + "transaksi", + "Trans", + "interf", + "transc", + "mode", + "Trans", + "Interop", + "interd", + "Interactor" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "center", + "seorang", + "berubah", + "proses", + "cantidad", + "keseluruhan", + "Assume", + "senha", + "set", + "clone", + "ocorreu", + "transaksi", + "groupId", + "Francesco", + "adilan", + "siswa", + "Risiko", + "bool", + "dancers", + "C", + "changed", + "kilka" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 15.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "uma", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "received", + "output_checked": true + }, + { + "concept": "across", + "score": 2.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "steel", + "score": 2.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "que", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 3, + "best_depth": 52.5, + "near_token": "an", + "output_checked": true + }, + { + "concept": "boundary", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "trans", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "vessels", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "vessel", + "output_checked": true + }, + { + "concept": "been", + "score": 1.0, + "best_rank": 3, + "best_depth": 47.5, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "welds", + "score": 1.0, + "best_rank": 5, + "best_depth": 88.1, + "near_token": "w", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-04__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-04__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-04__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-04__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-boundary-attack-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Chromium-depleted interfacial attack 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Austenitic sheet aged near 650 degrees Celsius showed continuous carbide films around grains. An aggressive liquid subsequently produced narrow grooves along the same paths.", + "prompt_tail": "eet aged near 650 degrees Celsius showed continuous carbide films around grains. An aggressive liquid subsequently produced narrow grooves along the same paths.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-boundary-attack-05", + "carrier_id": null, + "target_family": "boundary-attack", + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 162, + "best_depth": 61.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 955 + }, + { + "label": "corrosion", + "best_rank": 22, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 73 + }, + { + "label": "sensitization", + "best_rank": 89140, + "best_depth": 72.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 29425 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "styling", + "apr", + "got", + "mesma", + "even", + "Hair", + "iraj", + "Edge", + "styles" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "apr", + "styling", + "GSM", + "mesma", + "as", + "styles", + "Insert", + "mkdir", + "asus", + "Enter", + "conde", + "s", + "cir", + "Edge", + "S", + "Edge", + "jst", + "mixer", + "got", + "dit" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "Edge", + "S", + "Weise", + "styling", + "apr", + "Edge", + "EDGE", + "s", + "Pek", + "Hits", + "arlos", + "second", + "stack", + "Insert", + "cfr", + "insert" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "s", + "Weise", + "Edge", + "S", + "Hits", + "second", + "styling", + "joen", + "sus", + "insert", + "Pek", + "apr", + "Edge", + "second", + "stack", + "Insert", + "EDGE", + "cfr", + "top" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "cens", + "Pyr", + "Cens", + "empe", + "Cuy", + "watering", + "ciri", + "Ronald", + "ruari", + "agrand", + "restaur", + "kts", + "uts", + "ait", + "Eddie", + "pis", + "appelle", + "DIN", + "Arjuna", + "CCN", + "CUL", + "Pending", + "println" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "empe", + "Estelle", + "spacing", + "psi", + "softmax", + "Sorg", + "ngModel", + "ukun", + "HTTPS", + "handleError", + "affine", + "Rome", + "issy", + "pct", + "prolet", + "STI", + "kts", + "watering", + "knn", + "acidified", + "addData", + "AGS", + "Emilia", + "DIN" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ngModel", + "empe", + "ukun", + "Estelle", + "AGS", + "handleError", + "Appleton", + "itorial", + "psi", + "spacing", + "Sorg", + "addData", + "kts", + "osynthesis", + "RHS", + "serialization", + "unches", + "affine", + "RTS", + "acidified", + "ils", + "setValue" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "Stark", + "hci", + "icure", + "Cullen", + "Cui", + "ietta", + "LOGGER", + "usia", + "CCN", + "CY", + "Pyr", + "Grun", + "CU", + "Richardson", + "Kuch" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "fort", + "Cui", + "CU", + "CY", + "dui", + "cuy", + "Cullen", + "Cuff", + "CU", + "cus", + "cus", + "pict", + "Cud", + "lendemain", + "Fort", + "Kuch", + "hci" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "CGPoint", + "Slowly", + "StringBuilder", + "L", + "postings", + "slimmer", + "rmt", + "usus", + "OFFICE", + "ing", + "ralent", + "Gruntfile", + "CCS", + "CCP", + "uglify", + "retval" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "BYTE", + "L", + "ChatGPT", + "Anders", + "eram", + "Everywhere", + "ing", + "EVEN", + "onload", + "Xc", + "unfair", + "zdol", + "CGPoint", + "ophile", + "Rather", + "UPI", + "schlim", + "Valentine", + "Bowser" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "istiwa", + "elsewhere", + "Rather", + "PWD", + "Elsewhere", + "weitere", + "usus", + "tuttavia", + "ukas", + "opis", + "Rather", + "Mud", + "SimpleDateFormat" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "que", + "T", + "H", + "Mud", + "ing", + "Rather", + "C", + "out", + "poco", + "opis", + "inoltre", + "tuttavia", + "weitere", + "om", + "others" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "la", + "que", + "l", + "ing", + "an", + "es", + "ings", + "retr", + "t", + "ikiran", + "agad", + "mals", + "Republik", + "aport", + "esha", + "hingegen", + "os", + "ponding" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "a", + "la", + "que", + "ing", + "an", + "es", + "ings", + "ized", + "ers", + "le", + "ed", + "ization", + "antly", + "t", + "melting", + "appropri", + "aport", + "un", + "isy", + "ez", + "retr", + "replaceAll", + "the" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "la", + "que", + "ized", + "ization", + "ed", + "es", + "an", + "ings", + "of", + "esia", + "ly", + "ers", + "the", + "izations", + "ilization", + "escue", + "melting", + "ocalypse", + "icosia", + "up", + "ique", + "owanie", + "schaft", + "esz", + "aport", + "conclusion" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "que", + "la", + "l", + "ized", + "ed", + "sequent", + "es", + "those", + "ly", + "schaft", + "esia", + "which", + "escue", + "followed", + "ings", + "ization", + "icosia", + "subsequent", + "hence", + "ocalypse", + "ers", + "conclusion", + "recogn" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "l", + "C", + "hence", + "sequent", + "Ank", + "Hence", + "schade", + "daraus", + "a", + "antly", + "consequently", + "somehow", + "subsequent", + "ensuing", + "indeed", + "retr", + "Schad", + "prob", + "therefore", + "presumably", + "ocz" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "la", + "C", + "L", + "hence", + "indeed", + "schade", + "Schad", + "experiences", + "okaza", + "corresponded", + "interactions", + "ensuing", + "Ank", + "Experiences", + "correspondingly", + "SOS", + "regretted", + "occurred", + "zarar", + "Reasons", + "usb", + "Something", + "Hence", + "havoc" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "la", + "C", + "indeed", + "a", + "ly", + "okaza", + "le", + "attacks", + "interactions", + "Indeed", + "either", + "s", + "interactions", + "Schad", + "attaqu", + "Indeed", + "schade", + "emb", + "Ank", + "ensuing", + "hence", + "usb", + "forces", + "initely", + "ransom" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "la", + "along", + "and", + "dissolution", + "s", + "le", + "along", + "ly", + "a", + "n", + "pitted", + "so", + "ensuing", + "Along", + "m", + "d", + "attack", + "anni", + "dissol", + "C", + "Along", + "pitting", + "dissolving", + "igm", + "b", + "pit", + "preferentially" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "la", + "de", + "que", + "a", + "le", + "etching", + "and", + "pit", + "m", + "etched", + "s", + "d", + "n", + "pitted", + "etch", + "pitting", + "etch", + "dissolution", + "trench", + "c", + "cur", + "Et", + "f", + "les", + "et", + "an", + "b", + "h" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "l", + "la", + "Attack", + "attack", + "attack", + "Attack", + "atac", + "diss", + "que", + "dissolution", + "etching", + "ataque", + "dissolving", + "corro", + "Diss", + "attacks", + "dissol", + "Diss", + "de", + "corrosion", + "attaqu", + "attaque", + "serangan", + "corros", + "Attacks", + "corrosive", + "dissolved" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "que", + "l", + "narrow", + "attack", + "Attack", + "Attack", + "narrow", + "atac", + "attack", + "Narrow", + "groove", + "Narrow", + "aggressive", + "etching", + "de", + "dissolution", + "Agg", + "inter", + "attacked", + "Agg", + "estre", + "agres", + "narrower", + "grooves", + "dissolving", + "agg", + "a" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "l", + "la", + "Attack", + "etching", + "attack", + "Et", + "Attack", + "Att", + "Et", + "groove", + "Agg", + "atac", + "narrow", + "Narrow", + "attack", + "atta", + "gro", + "attaque", + "dissolution", + "Agg", + "aggressive", + "etch", + "attaqu", + "grove", + "Groove", + "aggressively", + "agg" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Here", + "Either", + "Something", + "Therefore", + "Which", + "followed", + "Furthermore", + "Since", + "It", + "preferencias", + "Along", + "particularly" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 42071, + 67674, + 86091, + 89994, + 157390, + 163456, + 122639, + 156769, + 176572, + 194899, + 93348, + 35266, + 16812, + 2279, + 611, + 163, + 1580, + 7511, + 4714, + 2760, + 8716, + 1270, + 35704, + 9495, + 24125, + 12791 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 209764, + 179460, + 161776, + 146770, + 65180, + 52769, + 58319, + 33484, + 16465, + 14005, + 98337, + 148113, + 182407, + 94491, + 77237, + 56975, + 57465, + 25603, + 524, + 494, + 109, + 949, + 23, + 58, + 58, + 154 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 256255, + 253562, + 251772, + 251833, + 196678, + 105619, + 68420, + 88164, + 68788, + 180836, + 251100, + 236757, + 256545, + 245512, + 214234, + 165798, + 220747, + 211961, + 89141, + 145821, + 90044, + 125419, + 159669, + 242251, + 187454, + 99470 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 36188, + 115079, + 66646, + 14420, + 24564, + 22019, + 17212, + 13413, + 1834, + 2222, + 956, + 1751, + 56394 + ] + }, + { + "label": "corrosion", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 17505, + 54924, + 52037, + 37894, + 43191, + 59644, + 37470, + 9014, + 2224, + 2203, + 669, + 2835, + 74 + ] + }, + { + "label": "sensitization", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 80484, + 170078, + 62114, + 29426, + 39893, + 62735, + 59160, + 191558, + 89007, + 119443, + 71936, + 82986, + 136681 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 10.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "even", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "films", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "aging", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "precipitates", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "IAA", + "score": 1.0, + "best_rank": 3, + "best_depth": 40.7, + "near_token": "Aust", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "ani", + "ers", + "que", + "le", + "en", + "im", + "de", + "u", + "Them", + "ness", + "even", + "uff", + "ele", + "n", + "as", + "al", + "an", + "am", + "se", + "la", + "ais", + "ah", + "ad", + "v", + "ap", + "aj", + "am", + "ner", + "alk" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ay", + "ation", + "I", + "C", + "ot", + "S", + "T", + "A", + "l", + "and", + "in", + "of", + "om", + "th", + "e", + "im", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "est", + "P", + "be", + "em", + "T", + "ot", + "A", + "ation", + "om", + "th", + "and", + "l", + "im", + "e", + "ad", + "S", + "d", + "p", + "the", + "an", + "a", + "t", + "en", + "c", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "as", + "of" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "S", + "C", + "K", + "either", + "able", + "specialized", + "elective", + "open", + "own", + "its", + "ness", + "iz", + "le", + "que", + "ings", + "an", + "ation", + "and", + "l", + "en", + "a", + "p", + "of", + "ap", + "or", + "ers", + "end", + "un", + "e", + "t", + "al" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "C", + "H", + "own", + "S", + "an", + "ers", + "or", + "que", + "en", + "l", + "a", + "able", + "K", + "ness", + "O", + "s", + "able", + "p", + "un", + "iz", + "ap", + "k", + "le", + "al", + "end", + "ation", + "ings", + "ivity", + "e", + "as", + "t", + "an" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "K", + "en", + "a", + "own", + "l", + "ers", + "que", + "C", + "an", + "iz", + "un", + "able", + "able", + "S", + "k", + "humbled", + "end", + "ed", + "ation", + "t", + "h", + "y", + "ness", + "specialized", + "various", + "ap", + "many" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "ers", + "a", + "en", + "l", + "own", + "K", + "iz", + "S", + "able", + "an", + "k", + "que", + "un", + "ness", + "end", + "O", + "H", + "ap", + "an", + "ation" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "ers", + "l", + "iz", + "k", + "la", + "que", + "able", + "K", + "ness", + "corrigir", + "searchQuery", + "anyi", + "S", + "mp" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "la", + "l", + "iz", + "ers", + "k", + "able", + "que", + "K", + "searchQuery", + "st", + "colocar", + "corrigir", + "hem" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "iz", + "ers", + "uma", + "la", + "able", + "searchQuery", + "colocar", + "own", + "que", + "corrigir", + "quoi", + "k", + "hem" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "an", + "l", + "uma", + "la", + "que", + "ers", + "iz", + "corrigir", + "or", + "um", + "st", + "th", + "both", + "preguntar" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "an", + "l", + "uma", + "the", + "either", + "ous", + "H", + "corrigir", + "recebeu", + "enticing", + "Dengan", + "relatively" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "an", + "l", + "or", + "even", + "y", + "the", + "of", + "on", + "its", + "ed", + "some", + "it", + "their", + "both", + "ous", + "to", + "ly", + "recently", + "previously", + "during", + "such", + "er", + "any", + "many", + "after", + "more", + "they" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "e", + "and", + "er", + "ly", + "on", + "y", + "p", + "H", + "s", + "T", + "to", + "v", + "and", + "c", + "t", + "o", + "a", + "after", + "n", + "hbox", + "k", + "f", + "would", + "after", + "h", + "an", + "get", + "d", + "during", + "during" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "e", + "T", + "s", + "p", + "v", + "y", + "t", + "er", + "to", + "a", + "on", + "c", + "un", + "k", + "get", + "f", + "an", + "n", + "and", + "l", + "H", + "d", + "K", + "D", + "after", + "ly", + "o", + "and", + "h", + "would" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "l", + "a", + "s", + "e", + "an", + "p", + "v", + "t", + "y", + "to", + "T", + "after", + "after", + "on", + "c", + "k", + "although", + "and", + "f", + "un", + "l", + "d", + "n", + "and", + "er", + "m", + "such", + "that", + "would", + "dopo", + "subsequently" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "which", + "e", + "an", + "although", + "after", + "subsequently", + "and", + "after", + "They", + "which", + "that", + "they", + "y", + "v", + "subsequent", + "a", + "setelah", + "because", + "and", + "these", + "These", + "s", + "they", + "such", + "because" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "an", + "subsequent", + "presumably", + "Subsequently", + "such", + "resulting", + "and", + "subsequently", + "would", + "presumably", + "diikuti", + "otherwise", + "followed", + "Shortly", + "repeatedly", + "shortly", + "during" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "an", + "T", + "a", + "un", + "t", + "v", + "own", + "e", + "would", + "ed", + "p", + "get", + "D", + "H", + "en", + "O", + "re", + "u", + "m", + "s", + "d", + "al", + "c", + "K", + "an", + "n", + "f", + "because", + "would", + "N" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "an", + "a", + "T", + "s", + "v", + "t", + "un", + "get", + "p", + "ed", + "e", + "and", + "K", + "y", + "ing", + "m", + "would", + "al", + "en", + "D", + "own", + "an", + "on", + "d", + "id", + "n", + "at", + "O", + "f", + "to" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "own", + "C", + "ed", + "K", + "ing", + "and", + "p", + "s", + "e", + "v", + "an", + "m", + "t", + "get", + "dissolution", + "along", + "along", + "y", + "would", + "on", + "n", + "diss", + "al", + "after", + "o", + "L", + "ung", + "u", + "c", + "id" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "own", + "and", + "K", + "etched", + "etching", + "dissolution", + "trench", + "etch", + "Et", + "diss", + "que", + "C", + "etch", + "ing", + "ed", + "Attack", + "ot", + "kapan", + "an", + "boyunca", + "ditch", + "et", + "unet", + "dissol", + "et", + "along", + "groove", + "leach", + "attack" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "l", + "Attack", + "attack", + "diss", + "attack", + "Attack", + "own", + "attaque", + "atac", + "dissolution", + "Diss", + "etching", + "attacks", + "ataque", + "kor", + "etched", + "attaques", + "attaqu", + "selective", + "serangan", + "dissolving", + "corro", + "atacar", + "Cor" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "narrow", + "la", + "Narrow", + "narrow", + "own", + "Attack", + "Narrow", + "atac", + "attack", + "attack", + "selective", + "narrower", + "Selective", + "groove", + "Attack", + "grooves", + "sele", + "attaque", + "l", + "narrowing", + "dissolution", + "preferential", + "etching", + "Agg", + "selective", + "Prefer", + "que", + "ataque", + "Selective" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "la", + "l", + "Attack", + "attack", + "Attack", + "Et", + "Et", + "narrow", + "etching", + "attack", + "Att", + "atac", + "gro", + "grove", + "Gro", + "Narrow", + "Agg", + "ATT", + "etch", + "attaque", + "Narrow", + "groove", + "ATT", + "gro", + "Agg", + "att" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Here", + "Either", + "Something", + "Therefore", + "Which", + "followed", + "Furthermore", + "Since", + "It", + "preferencias", + "Along", + "particularly" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 9.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "Aust", + "output_checked": true + }, + { + "concept": "uma", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "6", + "output_checked": true + }, + { + "concept": "these", + "score": 2.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "along", + "output_checked": true + }, + { + "concept": "ageing", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "temperature", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "precipitated", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "en", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-05__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-05__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-05__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-05__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cyclic-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Progressive damage under repeated loading 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A compressor blade endured millions of small vibration cycles before failing. Curved arrest lines radiated from a surface defect toward a small rough overload region.", + "prompt_tail": "ressor blade endured millions of small vibration cycles before failing. Curved arrest lines radiated from a surface defect toward a small rough overload region.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cyclic-01", + "carrier_id": null, + "target_family": "cyclic", + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 8033, + "best_depth": 76.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 12702 + }, + { + "label": "crack", + "best_rank": 31, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 91 + }, + { + "label": "propagation", + "best_rank": 22749, + "best_depth": 61.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 28110 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "got", + "mesma", + "apr", + "even", + "iraj", + "ListItemIcon", + "Edge", + "Hair", + "Charm" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "mkdir", + "s", + "styling", + "styles", + "GSM", + "apr", + "S", + "cir", + "param", + "mixer", + "conde", + "iterator", + "as", + "asus", + "Thatcher", + "Enter", + "Insert", + "Edge", + "mesma" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "Weise", + "apr", + "Edge", + "S", + "Edge", + "s", + "Hits", + "styling", + "cfr", + "ashe", + "sus", + "joen", + "arlos", + "Insert" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "Weise", + "Edge", + "s", + "Hits", + "cfr", + "joen", + "apr", + "insert", + "sus", + "Insert", + "Pek", + "Edge", + "second", + "S", + "arlos", + "ashe", + "agiri", + "styling" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "Cuy", + "cens", + "la", + "pis", + "Cens", + "Pending", + "ciri", + "S", + "Eddie", + "ait", + "Pyr", + "watering", + "cura", + "uts", + "Duplicate", + "empe", + "Pend", + "Ronald", + "prompt", + "appelle", + "artis", + "phis", + "atro" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "spacing", + "Estelle", + "empe", + "psi", + "handleError", + "conveniently", + "prolet", + "issy", + "knn", + "Sorg", + "DIN", + "softmax", + "pct", + "postgres", + "kts", + "affine", + "Rome", + "acidified", + "ngModel", + "STI", + "unches", + "Accenture", + "watering", + "ukun" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "handleError", + "psi", + "empe", + "ukun", + "ngModel", + "Estelle", + "Appleton", + "itorial", + "serialization", + "Sorg", + "unches", + "spacing", + "AGS", + "osynthesis", + "addData", + "fat", + "kts", + "yscale" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "hci", + "atro", + "Stark", + "LOGGER", + "usia", + "ngthening", + "empe", + "Pyr", + "icure", + "CCN", + "etty", + "ciri", + "Ronald", + "isah", + "Cullen", + "Slowly", + "watering", + "cheats", + "kts", + "achat" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "hci", + "pict", + "Pyr", + "usia", + "ciri", + "ngthening", + "LOGGER", + "viento", + "isah", + "punch", + "CCP", + "Hawke", + "Stark", + "Guangdong", + "estab" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "StringBuilder", + "slimmer", + "ing", + "CCS", + "eram", + "Afghanistan", + "postings", + "ForEach", + "ktional", + "Slowly", + "Gruntfile", + "Pyr" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "ing", + "BYTE", + "Princeton", + "Everywhere", + "agad", + "FindBy", + "others", + "Biden", + "Hurricane", + "eram", + "Bowser", + "William" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "C", + "que", + "L", + "T", + "t", + "o", + "ing", + "la", + "om", + "s", + "H", + "an", + "variously", + "others", + "h", + "f", + "incluido", + "Methods", + "much", + "es" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "que", + "an", + "T", + "ing", + "es", + "Pitt", + "l", + "t", + "h", + "person", + "esk", + "others", + "C", + "out", + "and", + "ie", + "om", + "los", + "ife", + "opl", + "indeed", + "oco" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "la", + "que", + "l", + "ing", + "an", + "ed", + "t", + "es", + "person", + "ife", + "hov", + "esha", + "retr", + "opy", + "banget", + "pinpoint", + "victim", + "agad", + "Pitt", + "tetapi", + "esk" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "que", + "l", + "an", + "ed", + "ing", + "es", + "le", + "victim", + "person", + "un", + "decir", + "ings", + "hov", + "esz", + "at", + "the", + "ife", + "antly", + "tracing", + "bly", + "esha", + "t", + "es", + "cendo", + "local", + "iendo" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "que", + "l", + "ed", + "ilization", + "an", + "indicating", + "ing", + "victim", + "es", + "ilation", + "antly", + "Backward", + "escue", + "getContext", + "izations", + "ly", + "were", + "esia", + "ings", + "decir", + "Bigger", + "initely" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "que", + "were", + "indicating", + "ilization", + "victim", + "those", + "ed", + "Backward", + "initely", + "an", + "antly", + "excellent", + "tained", + "sequent", + "esia", + "aport", + "es", + "these" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "a", + "C", + "Backward", + "Reddy", + "antly", + "L", + "backwards", + "daqui", + "ly", + "Such", + "backward", + "those", + "These", + "victim", + "Evidence", + "sequent", + "Ank", + "returnValues", + "Lovely" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "Conclusions", + "Backward", + "Reddy", + "casualty", + "returnValues", + "Aviso", + "azon", + "carg", + "interrupted", + "conclusion", + "annihilated", + "conclusiones", + "conclusion", + "regretted", + "conclusions", + "Ank", + "dali", + "L" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "either", + "Conclusions", + "interrupted", + "C", + "conclusion", + "conclusion", + "halftime", + "conclusiones", + "Backward", + "casualty", + "Conclusion", + "regretted", + "Ank", + "ly", + "conclusions", + "carg", + "backwards", + "Almost", + "en" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "la", + "L", + "C", + "halftime", + "interrupted", + "arrested", + "regretted", + "Lalu", + "casualty", + "arresting", + "ly", + "hardly", + "clamped", + "Stopped", + "desp", + "lockdowns", + "annihilated", + "Cancel" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "arrest", + "Arrest", + "arrested", + "arrest", + "arresting", + "arrests", + "stop", + "halt", + "arre", + "parada", + "stops", + "l", + "stops", + "arry", + "overd", + "C", + "Stopped", + "berhenti", + "stop", + "halts" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "arrest", + "Arrest", + "arrested", + "la", + "arrest", + "arresting", + "arrests", + "L", + "C", + "arre", + "Ar", + "halted", + "Stop", + "stop", + "halt", + "parada", + "berhenti", + "Stop", + "Crack", + "stops" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "arrest", + "Arrest", + "arrest", + "arrested", + "la", + "arresting", + "arrests", + "halt", + "Curved", + "curved", + "Cur", + "arre", + "curve", + "stop", + "cur", + "Curve", + "curves", + "curva", + "stop", + "Curve", + "Cur", + "curvas", + "parada", + "cur" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Arrest", + "arrest", + "arrest", + "arresting", + "arrested", + "Cur", + "Curved", + "arrests", + "Cur", + "Ar", + "cur", + "Ar", + "halt", + "arred", + "curved", + "Arora", + "Halt", + "la", + "Arlington", + "stop", + "Stops", + "Stop", + "stops" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "lines", + "line", + "linha", + "line", + "LINES", + "Lines", + "lines", + "stroke", + "a", + "Arrest", + "arrest", + "teorie", + "tanggal", + "linhas", + "set", + "mesma", + "lining", + "lambda", + "ation" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 183234, + 135302, + 33840, + 36298, + 16237, + 49492, + 44718, + 33664, + 27757, + 128518, + 247973, + 100277, + 88905, + 59104, + 16206, + 20567, + 38393, + 83239, + 13479, + 8034, + 11479, + 46122, + 49140, + 43940, + 984, + 12183 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 74095, + 147884, + 146656, + 154214, + 160953, + 111829, + 123808, + 130831, + 164152, + 73292, + 20890, + 28425, + 30218, + 38454, + 35262, + 40336, + 39581, + 80342, + 841, + 1091, + 91, + 224, + 32, + 56, + 62, + 39520 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 134797, + 117236, + 154291, + 152760, + 38877, + 8898, + 13457, + 61040, + 114067, + 141994, + 31196, + 156734, + 148009, + 124207, + 50648, + 22750, + 41330, + 129443, + 37049, + 26372, + 46580, + 69052, + 58230, + 36646, + 30607, + 108707 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 28870, + 77337, + 72318, + 100509, + 77745, + 143929, + 183120, + 250678, + 20558, + 12703, + 19195, + 13363, + 85762 + ] + }, + { + "label": "crack", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 50271, + 122622, + 79096, + 25940, + 51877, + 41511, + 120173, + 84309, + 764, + 818, + 695, + 3325, + 92 + ] + }, + { + "label": "propagation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 74134, + 55821, + 107736, + 66766, + 49246, + 59935, + 119125, + 84309, + 46880, + 28949, + 39370, + 39697, + 28111 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "vibration", + "output_checked": true + }, + { + "concept": "either", + "score": 5.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 2, + "best_depth": 40.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "own", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "even", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "millions", + "output_checked": true + }, + { + "concept": "failure", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "center", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "toward", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "ani", + "uff", + "ele", + "la", + "man", + "ner", + "ern", + "ah", + "que", + "am", + "aj", + "de", + "ad", + "n", + "im", + "en", + "er", + "es", + "ro", + "ry", + "ap", + "qu", + "ers", + "il", + "l", + "an", + "le" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "be", + "ay", + "I", + "ation", + "ot", + "S", + "T", + "A", + "l", + "and", + "in", + "of", + "om", + "th", + "e", + "im", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "ers", + "an", + "pro", + "al", + "be", + "ation", + "P", + "un", + "ad", + "im", + "om", + "e", + "ot", + "S", + "T", + "A", + "al", + "d", + "the", + "p", + "a", + "t", + "en", + "c", + "ion", + "ic", + "b", + "ing", + "and", + "of", + "l", + "th" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "specialized", + "elective", + "ers", + "en", + "a", + "and", + "l", + "open", + "own", + "que", + "its", + "able", + "kind", + "various", + "secondary", + "le", + "or", + "an", + "under", + "ap", + "other", + "able", + "one", + "of", + "p", + "e", + "t", + "ation", + "end", + "iz", + "un" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "S", + "or", + "en", + "l", + "a", + "an", + "que", + "own", + "ers", + "able", + "un", + "le", + "able", + "p", + "k", + "iz", + "ity", + "ap", + "its", + "malah", + "AVAILABLE", + "namesake", + "joys", + "eye", + "elective", + "end", + "t", + "e" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "l", + "own", + "que", + "an", + "able", + "un", + "ers", + "specialized", + "k", + "able", + "iz", + "ed", + "h", + "many", + "its", + "ation", + "various", + "malah", + "humbled", + "North", + "mellan", + "or", + "t" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "que", + "an", + "ers", + "able", + "iz", + "k", + "specialized", + "many", + "its", + "North", + "various", + "able", + "ation", + "un", + "humbled", + "secondary", + "eye", + "phen", + "mellan", + "dwar", + "world" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "l", + "own", + "que", + "iz", + "la", + "ers", + "an", + "en", + "k", + "its", + "out", + "un", + "dwar", + "irritating", + "hem", + "par", + "t", + "le" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "own", + "l", + "que", + "la", + "iz", + "ers", + "an", + "colocar", + "k", + "un", + "hem", + "searchQuery", + "dwar", + "its", + "redesignated", + "out" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "own", + "la", + "iz", + "que", + "searchQuery", + "ers", + "redesignated", + "colocar", + "corrigir", + "hem", + "Promenade", + "th" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "an", + "uma", + "corrigir", + "iz", + "its", + "both", + "que", + "penjualan", + "colocar", + "um", + "redesignated", + "sensational" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "an", + "l", + "spurred", + "corrigir", + "enticing", + "numerosas", + "amassed", + "recebeu", + "reforzar", + "acheter", + "Jumlah", + "penetrating" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "an", + "y", + "its", + "or", + "relatively", + "unusually", + "presumably", + "tragically", + "my", + "their", + "although", + "ky", + "narrowly", + "after" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "own", + "e", + "and", + "y", + "ly", + "v", + "s", + "er", + "p", + "and", + "un", + "to", + "c", + "n", + "t", + "o", + "because", + "on", + "that", + "l", + "probably", + "z", + "d", + "without", + "although", + "f", + "get", + "hbox", + "apparently", + "taobao" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "e", + "y", + "s", + "v", + "un", + "er", + "p", + "t", + "T", + "n", + "c", + "l", + "and", + "and", + "to", + "d", + "on", + "f", + "D", + "ly", + "own", + "z", + "k", + "with", + "that", + "ed", + "get", + "in", + "o", + "O" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "l", + "a", + "and", + "v", + "T", + "y", + "t", + "s", + "p", + "un", + "an", + "l", + "n", + "to", + "k", + "D", + "after", + "and", + "d", + "f", + "er", + "c", + "on", + "that", + "r", + "although", + "L", + "e", + "ed", + "m", + "es" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "and", + "They", + "y", + "they", + "after", + "v", + "l", + "because", + "ed", + "although", + "they", + "un", + "these", + "that", + "from", + "They", + "indicating", + "an", + "and", + "from", + "because", + "These", + "daripada", + "whereas", + "Additionally" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "an", + "y", + "after", + "from", + "L", + "These", + "these", + "such", + "T", + "and", + "such", + "From", + "Most", + "These", + "because" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "a", + "y", + "an", + "T", + "These", + "ed", + "al", + "these", + "from", + "after", + "because", + "From", + "c", + "your", + "nytimes", + "before", + "scrollHeight", + "been", + "these", + "t", + "KHTML", + "would", + "printStackTrace" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "y", + "a", + "al", + "T", + "arrested", + "after", + "an", + "fetchall", + "incl", + "from", + "Arrest", + "printStackTrace", + "some", + "t", + "because", + "e", + "before", + "c", + "get", + "who", + "B", + "perhaps", + "These" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "own", + "ed", + "l", + "y", + "arrest", + "al", + "arrested", + "arrest", + "ing", + "e", + "ly", + "Arrest", + "arresting", + "at", + "st", + "from", + "is", + "c", + "rest", + "ar", + "ol", + "t", + "v", + "get", + "s", + "arrests", + "m", + "p" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "arrest", + "arrest", + "arrested", + "Arrest", + "own", + "arresting", + "arrests", + "arre", + "Ar", + "B", + "arre", + "rest", + "ar", + "arr", + "Ar", + "stop", + "e", + "C", + "stop", + "ar", + "arry", + "berhenti", + "halt", + "rest" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "arrest", + "arrest", + "arresting", + "Arrest", + "arrested", + "arrests", + "la", + "Ar", + "arre", + "arre", + "rest", + "ar", + "stop", + "stop", + "berhenti", + "e", + "B", + "Stop", + "rest", + "stops", + "arr" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Arrest", + "arrest", + "arrest", + "arresting", + "arrested", + "arrests", + "curved", + "Curved", + "arre", + "Cur", + "arre", + "curvas", + "cur", + "rest", + "rest", + "kur", + "Curve", + "la", + "Ar", + "Curve", + "curva", + "own" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Arrest", + "arrest", + "arrest", + "a", + "arrested", + "Cur", + "arresting", + "arrests", + "Ar", + "curved", + "cur", + "Curved", + "C", + "P", + "la", + "Ar", + "curva", + "stop", + "Arr", + "Cur", + "Stop", + "CUR" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "lines", + "line", + "linha", + "line", + "LINES", + "Lines", + "lines", + "stroke", + "a", + "Arrest", + "arrest", + "teorie", + "tanggal", + "linhas", + "set", + "mesma", + "lining", + "lambda", + "ation" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 13.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "uma", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "vibration", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "before", + "output_checked": true + }, + { + "concept": "failure", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "failing", + "output_checked": true + }, + { + "concept": "center", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "toward", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-01__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-01__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-01__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-01__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cyclic-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Progressive damage under repeated loading 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A bridge hanger separated although every measured load was below its monotonic capacity. Fine parallel striations recorded incremental front advance from a machining groove.", + "prompt_tail": "er separated although every measured load was below its monotonic capacity. Fine parallel striations recorded incremental front advance from a machining groove.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cyclic-02", + "carrier_id": null, + "target_family": "cyclic", + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " machining", + "generated_token_ids": [ + 77746 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 39, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 94 + }, + { + "label": "crack", + "best_rank": 291, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 1097 + }, + { + "label": "propagation", + "best_rank": 1533, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 1183 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "mesma", + "un", + "got", + "Charm", + "even", + "ListItemIcon", + "Farr" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "styling", + "mkdir", + "apr", + "GSM", + "styles", + "mesma", + "cir", + "Insert", + "Edge", + "conde", + "Enter", + "param", + "S", + "as", + "asus", + "mixer", + "Edge", + "Weise", + "Thatcher", + "EDGE", + "Gottlieb", + "ipo" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "Weise", + "mesma", + "Edge", + "Edge", + "apr", + "EDGE", + "s", + "styling", + "joen", + "sus", + "Pek", + "Sus", + "Hits", + "jenis", + "Insert", + "irl", + "insert" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "S", + "s", + "mesma", + "Weise", + "sus", + "joen", + "Edge", + "cfr", + "Hits", + "apr", + "insert", + "Insert", + "Edge", + "pendiente", + "agiri", + "ashe", + "Sus", + "Pek", + "arlos" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "Cuy", + "s", + "pis", + "Pending", + "cens", + "ciri", + "artis", + "Cens", + "Eddie", + "Duplicate", + "phis", + "cura", + "watering", + "ait", + "Pend", + "prompt", + "atro", + "uts", + "dikkat", + "S", + "Holloway", + "Pyr" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "s", + "la", + "psi", + "Estelle", + "handleError", + "spacing", + "Sorg", + "empe", + "issy", + "conveniently", + "pct", + "DIN", + "postgres", + "prolet", + "unches", + "softmax", + "Accenture", + "knn", + "acidified", + "STI", + "agge", + "rins", + "ngModel", + "ukun", + "usia", + "affine" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "handleError", + "ukun", + "Sorg", + "psi", + "Estelle", + "empe", + "spacing", + "softmax", + "unches", + "Appleton", + "fat", + "osynthesis", + "ngModel", + "Arjuna", + "RTS", + "AGS", + "AlertDialog", + "serialization", + "Authorities", + "acidified", + "yscale", + "pct" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "hci", + "Stark", + "CCN", + "watering", + "usia", + "Cullen", + "LOGGER", + "Puch", + "ietta", + "Cui", + "ciri", + "icure", + "Grun", + "ngthening", + "Hawke", + "Arjuna" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "atro", + "hci", + "usia", + "Cuy", + "Couple", + "CCP", + "Hawke", + "LOGGER", + "isah", + "etty", + "CGPoint", + "Richardson", + "Grun", + "estab", + "uzi", + "Slowly", + "pict", + "phony" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "usus", + "StringBuilder", + "ChatGPT", + "postings", + "retval", + "rmt", + "Volkswagen", + "stal", + "Halloween", + "Faker", + "eram", + "Flags" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "ing", + "others", + "Princeton", + "L", + "CGPoint", + "otras", + "PackageManager", + "Xcode", + "usus", + "StringBuilder", + "Bloss", + "aptly", + "eram" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "ing", + "atience", + "opis", + "olute", + "others", + "aptly", + "incluido", + "PWD", + "Maui", + "tuttavia", + "otros", + "usus", + "webhook" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "que", + "T", + "ing", + "out", + "opis", + "others", + "oco", + "CHAPTER", + "H", + "om", + "aport", + "de", + "and", + "oubt", + "otras", + "aptly", + "entimes", + "OPPORT", + "postings", + "poco" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "ing", + "a", + "que", + "l", + "gehend", + "otros", + "znego", + "ings", + "aport", + "establecidos", + "ife", + "postings", + "painstaking", + "avanzados", + "efektif", + "ensibly", + "unanticipated", + "entimes", + "ossi" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "l", + "a", + "ing", + "que", + "ings", + "gehend", + "aport", + "izations", + "ife", + "iendo", + "establecidos", + "escue", + "ed", + "es", + "Reliance", + "PLY", + "ossi", + "MATCH", + "cendo", + "decir", + "an", + "otros" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "l", + "a", + "que", + "ing", + "ization", + "ed", + "ings", + "izations", + "iendo", + "ilization", + "escue", + "esia", + "initialization", + "calamity", + "gehend", + "antly", + "aport", + "isy", + "ity", + "ities", + "werking", + "ilation" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "l", + "que", + "a", + "ing", + "ly", + "ed", + "iendo", + "ization", + "gehend", + "izations", + "calamity", + "ings", + "antly", + "initely", + "aise", + "aport", + "esia", + "escue", + "werking", + "stead" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "ly", + "Initially", + "Originally", + "hence", + "Originally", + "originally", + "gehend", + "relayed", + "initial", + "Fatalf", + "antly", + "jectory", + "origen", + "poprzez", + "ocz", + "originating", + "l" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "ly", + "l", + "regretted", + "Madness", + "onomy", + "RequestContext", + "marred", + "onomics", + "enak", + "origen", + "casualty", + "tsconfig", + "roscopy", + "inception", + "Originally", + "originating", + "WARRANTY", + "Jamestown", + "processes", + "la", + "gear", + "ource", + "microscopy", + "olysis" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "ly", + "originating", + "regretted", + "Madness", + "marred", + "iciencies", + "initiated", + "incidentally", + "enak", + "initiated", + "unplanned", + "tsconfig", + "casualty", + "origen", + "inadvertently", + "onomics", + "prematurely", + "gear", + "onomy", + "inception", + "ateri", + "ource" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "ly", + "la", + "C", + "regretted", + "incidentally", + "originating", + "marred", + "L", + "inadvertently", + "repository", + "orig", + "casualty", + "Scr", + "aneous", + "origen", + "liness", + "scratched", + "unplanned", + "unexpectedly", + "from", + "unintentionally", + "onomics", + "enak", + "ATIONS" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "originating", + "ly", + "de", + "origen", + "inici", + "initiated", + "starting", + "initiated", + "marred", + "initiating", + "machined", + "init", + "anganan", + "beginnings", + "machining", + "start", + "concent", + "origin", + "INIT", + "anzia", + "orig", + "regretted" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "machined", + "machining", + "la", + "machinist", + "machin", + "mach", + "MACHIN", + "originating", + "Machine", + "Mach", + "Machinist", + "Stress", + "CNC", + "CNC", + "Mach", + "Machine", + "CNT", + "Maschinen", + "machine", + "beginnings", + "MACH", + "iniciado", + "Orig" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Mach", + "mach", + "Mach", + "machining", + "machined", + "machin", + "MACH", + "MACHIN", + "mach", + "machinist", + "Machinist", + "Machado", + "MACH", + "Machu", + "maquin", + "Machine", + "Machinery", + "la", + "Machine", + "machine", + "omach", + "machinery", + "Maschinen" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Mach", + "Mach", + "machining", + "mach", + "machined", + "MACHIN", + "MACH", + "machin", + "mach", + "Machinist", + "Machinery", + "machinist", + "Machu", + "MACH", + "Machado", + "maquin", + "Machine", + "Maschinen", + "Machine", + "Mahindra", + "macho", + "machine", + "MACHINIST", + "originating", + "machinery", + "machine" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "machining", + "groove", + "Groove", + "formie", + "medie", + "proverb", + "delegated", + "outra", + "guia", + "Mach", + "strftime", + "inositol", + "grooves", + "Therefore", + "teorie", + "Romanian", + "dialog", + "INavigation", + "monologue", + "guide", + "researching", + "racconto", + "varphi", + "Symbol", + "computador", + "Mach", + "Oval", + "headphones", + "genealogy", + "Brasil", + "transducer", + "materiais" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 183855, + 129803, + 38540, + 36210, + 9470, + 41672, + 31222, + 21287, + 30396, + 166338, + 210034, + 126530, + 121154, + 61254, + 14566, + 2836, + 2914, + 3059, + 68, + 46, + 178, + 641, + 40, + 336, + 98, + 16850 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 71234, + 130800, + 172368, + 160939, + 163996, + 113794, + 126976, + 126764, + 93969, + 65235, + 51152, + 116063, + 59788, + 80968, + 59383, + 41252, + 29871, + 34810, + 2065, + 1764, + 2356, + 292, + 298, + 3701, + 4370, + 37686 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 138681, + 124223, + 152212, + 145712, + 48486, + 8624, + 14685, + 72567, + 68293, + 96731, + 35581, + 141990, + 194929, + 93907, + 42108, + 7092, + 15365, + 27840, + 4969, + 2788, + 4939, + 4261, + 1534, + 2441, + 7276, + 15475 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 29438, + 59922, + 16678, + 17917, + 46979, + 56787, + 81686, + 112892, + 11839, + 5386, + 2345, + 1569, + 95 + ] + }, + { + "label": "crack", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 60842, + 121244, + 53303, + 28676, + 33961, + 32386, + 41400, + 12553, + 1884, + 1098, + 2461, + 1660, + 1774 + ] + }, + { + "label": "propagation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 130809, + 106629, + 59207, + 23540, + 17135, + 29503, + 9695, + 30530, + 33214, + 28107, + 11260, + 6092, + 1184 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 5.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "although", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "loads", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "recording", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "recorded", + "output_checked": true + }, + { + "concept": "machined", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "es", + "er", + "le", + "de", + "man", + "ner", + "ah", + "aj", + "ani", + "la", + "ele", + "s", + "que", + "ap", + "qu", + "ers", + "ness", + "even", + "set", + "aw", + "n", + "an", + "am", + "se", + "ist", + "ra", + "ry", + "am" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "I", + "A", + "ot", + "T", + "im", + "am", + "ad", + "S", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "un", + "est", + "em", + "P", + "A", + "T", + "ation", + "be", + "e", + "om", + "l", + "th", + "ad", + "im", + "S", + "ot", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "s", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "C", + "ness", + "its", + "les", + "able", + "open", + "specialized", + "own", + "end", + "an", + "ers", + "le", + "ap", + "iz", + "que", + "ation", + "l", + "of", + "and", + "a", + "t", + "en", + "p", + "or", + "un", + "ad", + "en", + "d", + "c", + "e", + "ity" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "S", + "ers", + "en", + "l", + "a", + "que", + "ness", + "own", + "or", + "C", + "k", + "ity", + "able", + "ation", + "an", + "h", + "able", + "ivity", + "le", + "AVAILABLE", + "s", + "malah", + "t", + "p", + "shock", + "un", + "ce", + "ap" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "l", + "own", + "que", + "ers", + "an", + "h", + "k", + "able", + "un", + "or", + "ity", + "ation", + "ness", + "t", + "set", + "specialized", + "malah", + "humbled", + "ed", + "ashi", + "its", + "iz", + "able" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "a", + "l", + "own", + "ers", + "en", + "k", + "que", + "ness", + "able", + "takePhotoButton", + "un", + "ation", + "able", + "set", + "h", + "or", + "sen", + "us", + "an", + "iz", + "its" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "l", + "que", + "own", + "iz", + "ers", + "k", + "ness", + "th", + "en", + "Projek", + "ation", + "corrigir", + "redesignated", + "tiring", + "searchQuery" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "que", + "own", + "ers", + "iz", + "th", + "k", + "ness", + "searchQuery", + "ERING", + "ation", + "Projek", + "redesignated", + "tiring", + "hem", + "Pune" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "own", + "iz", + "que", + "ers", + "th", + "searchQuery", + "Cavan", + "redesignated", + "sejahtera", + "OCO", + "ingresos", + "ERING", + "shap", + "ation", + "hem", + "k", + "disillusioned", + "arnya", + "tiring", + "colocar" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "que", + "an", + "th", + "ers", + "s", + "both", + "hormati", + "iz", + "le", + "terjadinya", + "ged", + "p", + "redesignated", + "corrigir", + "Salvation", + "preguntar", + "Cavan", + "par", + "describir" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "que", + "an", + "penetrating", + "recebeu", + "penjualan", + "redesignated", + "corrigir", + "both", + "relatively", + "consumir", + "enticing", + "ingresos", + "superstar", + "appalling" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "an", + "er", + "or", + "d", + "ed", + "at", + "ly", + "of", + "it", + "to", + "despite", + "and", + "ary", + "ability", + "v", + "le", + "ing", + "into", + "there", + "they", + "several", + "both", + "been" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "C", + "l", + "er", + "ly", + "and", + "s", + "e", + "v", + "on", + "and", + "y", + "p", + "ed", + "al", + "c", + "n", + "to", + "z", + "f", + "ous", + "o", + "jsonwebtoken", + "ing", + "d", + "t", + "hbox", + "th", + "ally", + "get", + "l", + "k" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "ed", + "er", + "s", + "y", + "v", + "p", + "e", + "ly", + "ing", + "on", + "T", + "un", + "f", + "c", + "t", + "and", + "n", + "al", + "k", + "get", + "z", + "d", + "l", + "to", + "D", + "ic", + "est", + "ous" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "l", + "s", + "an", + "p", + "v", + "and", + "t", + "ed", + "y", + "k", + "f", + "c", + "T", + "un", + "l", + "and", + "er", + "n", + "d", + "ing", + "al", + "e", + "a", + "ic", + "on", + "to", + "m", + "r" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "and", + "ed", + "an", + "y", + "al", + "ous", + "l", + "such", + "and", + "er", + "followed", + "although", + "presumably", + "k", + "through", + "occurred", + "org", + "p", + "v", + "ic", + "from", + "e" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "an", + "P", + "al", + "such", + "from", + "From", + "ed", + "single", + "from", + "starting", + "T", + "and", + "poprzez", + "solche", + "starting", + "allegedly", + "occurred" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "an", + "T", + "ed", + "al", + "y", + "e", + "from", + "a", + "own", + "t", + "c", + "p", + "every", + "although", + "machining", + "would", + "an", + "From", + "v", + "f", + "from", + "m", + "D", + "out", + "through", + "get" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "al", + "s", + "from", + "an", + "e", + "t", + "own", + "from", + "v", + "ed", + "get", + "T", + "From", + "p", + "ing", + "c", + "an", + "y", + "m", + "at", + "would", + "every", + "each", + "f" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "own", + "l", + "ing", + "s", + "ed", + "al", + "e", + "from", + "v", + "m", + "p", + "y", + "c", + "From", + "on", + "at", + "l", + "get", + "f", + "ly", + "from", + "an", + "t", + "om", + "n", + "a", + "d", + "orig" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "C", + "own", + "al", + "B", + "l", + "ing", + "from", + "origin", + "machining", + "orig", + "s", + "initiation", + "From", + "start", + "originating", + "root", + "memulai", + "starting", + "ORIG", + "ed", + "roots", + "initiating", + "originated", + "mach", + "m", + "init", + "marks" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "machining", + "mach", + "machined", + "Mach", + "machinist", + "Mach", + "machin", + "initiating", + "machine", + "roots", + "mach", + "MACHIN", + "machine", + "roots", + "initi", + "initiation", + "root", + "originating", + "origins", + "starting", + "MACH", + "Machine", + "origins" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Mach", + "mach", + "Mach", + "machining", + "machined", + "mach", + "MACH", + "machin", + "MACHIN", + "Machado", + "machinist", + "Machu", + "MACH", + "maquin", + "imach", + "Machinist", + "Machinery", + "omach", + "Machine", + "machine", + "machinery", + "machine" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Mach", + "Mach", + "machining", + "mach", + "mach", + "machined", + "machin", + "C", + "MACHIN", + "MACH", + "Machado", + "MACH", + "Machinery", + "Machu", + "S", + "Machine", + "machinist", + "Machinist", + "maquin", + "macho", + "machine", + "la", + "Machine", + "imach", + "machine" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "machining", + "groove", + "Groove", + "formie", + "medie", + "proverb", + "delegated", + "outra", + "guia", + "Mach", + "strftime", + "inositol", + "grooves", + "Therefore", + "teorie", + "Romanian", + "dialog", + "INavigation", + "monologue", + "guide", + "researching", + "racconto", + "varphi", + "Symbol", + "computador", + "Mach", + "Oval", + "headphones", + "genealogy", + "Brasil", + "transducer", + "materiais" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 20.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "and", + "score": 9.0, + "best_rank": 1, + "best_depth": 64.4, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "uma", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "separation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "every", + "output_checked": true + }, + { + "concept": "recording", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "recorded", + "output_checked": true + }, + { + "concept": "crack", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "from", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-02__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-02__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-02__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-02__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cyclic-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Progressive damage under repeated loading 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A wheel axle survived years of repeated bending. The failure face contained thumbnail-shaped beach marks centered on several surface initiation sites.", + "prompt_tail": "A wheel axle survived years of repeated bending. The failure face contained thumbnail-shaped beach marks centered on several surface initiation sites.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cyclic-03", + "carrier_id": null, + "target_family": "cyclic", + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " ", + "generated_token_ids": [ + 140 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 39, + "best_depth": 72.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 160 + }, + { + "label": "crack", + "best_rank": 442, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 338 + }, + { + "label": "propagation", + "best_rank": 1190, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 1085 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "styling", + "Gottlieb", + "apr", + "mesma", + "same", + "got", + "even", + "iraj", + "Edge", + "Edge", + "Hair", + "EDGE", + "styles" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "s", + "mkdir", + "styling", + "apr", + "GSM", + "asus", + "as", + "styles", + "mesma", + "Insert", + "mixer", + "cir", + "Enter", + "iterator", + "Edge", + "conde", + "jst", + "Weise", + "gsm" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "S", + "Edge", + "Weise", + "apr", + "styling", + "Edge", + "s", + "arlos", + "Hits", + "Pek", + "sus", + "styling", + "cfr" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "s", + "Weise", + "Edge", + "S", + "Hits", + "cfr", + "insert", + "joen", + "Insert", + "apr", + "Edge", + "sus", + "Pek", + "agiri", + "second", + "styling", + "arlos", + "ashe", + "EDGE" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "Cuy", + "s", + "cens", + "ciri", + "CY", + "Cens", + "Pending", + "Eddie", + "cura", + "pis", + "CU", + "Cui", + "Cullen", + "Duplicate", + "Pyr", + "uts", + "atro", + "iap", + "App", + "CCN", + "prompt", + "empe", + "ait", + "ngthening", + "usia" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "Estelle", + "empe", + "s", + "psi", + "handleError", + "prolet", + "Sorg", + "spacing", + "softmax", + "pct", + "issy", + "conveniently", + "STI", + "ngModel", + "ukun", + "DIN", + "affine", + "unches", + "knn", + "Rome", + "HTTPS", + "AGS", + "agge", + "acidified" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ukun", + "ngModel", + "empe", + "handleError", + "Estelle", + "Sorg", + "AGS", + "psi", + "itorial", + "Appleton", + "spacing", + "acidified", + "unches", + "addData", + "serialization", + "RTS", + "yscale", + "RHS", + "osynthesis", + "fat" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "hci", + "Stark", + "icure", + "Cui", + "ciri", + "cheats", + "usia", + "LOGGER", + "Pyr", + "CCN", + "CY", + "Grun", + "Slowly", + "Kuch", + "juxtap", + "Ronald" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "usia", + "OfThe", + "lendemain", + "pict", + "Guangdong", + "Cui", + "Kund", + "endenti", + "prompt", + "Grun", + "LOGGER", + "Guad", + "fortale", + "isjon", + "Kuch", + "fort", + "hci" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "postings", + "StringBuilder", + "Guangdong", + "ing", + "endenti", + "usus", + "Gruntfile", + "preoccup", + "atro" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "agad", + "Everywhere", + "Princeton", + "ogly", + "ricordare", + "Occurrence", + "Hurricane", + "onload", + "William", + "ing", + "Wochenende", + "organized", + "Rather" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "a", + "T", + "C", + "que", + "udos", + "imax", + "usus", + "ganas", + "Methods" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "la", + "T", + "que", + "L", + "H", + "person", + "an", + "and", + "ing", + "out", + "particularly", + "Pitt", + "oco", + "Typical", + "others" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "que", + "la", + "ing", + "l", + "ed", + "person", + "ographically", + "entimes", + "T", + "ife", + "agad", + "batim", + "an" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "que", + "la", + "l", + "ed", + "ing", + "person", + "an", + "ized", + "decir", + "ifai", + "victim", + "ife", + "ings", + "GROUP", + "valueOf", + "antly", + "ization", + "aport", + "replaceAll", + "ographically", + "izations" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "ization", + "ed", + "que", + "ilization", + "indicating", + "antly", + "ized", + "ly", + "conclusiones", + "Explanation", + "Observations", + "observations", + "CONCLUSIONS", + "izations" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "indicating", + "CONCLUSIONS", + "Explanation", + "conclusiones", + "Indicates", + "these", + "que", + "ilization", + "antly", + "earance" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "ly", + "hence", + "These", + "solche", + "Explanation", + "flashbacks", + "resembled", + "Evidence", + "dessas", + "These", + "these", + "earance", + "evidence" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "a", + "ly", + "tanto", + "B", + "Conclusions", + "ned", + "conclusiones", + "OfMonth", + "Fatigue", + "flashbacks", + "hence", + "Explanation", + "fatigue", + "jectory", + "enak", + "tanh", + "othesis" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "a", + "ly", + "either", + "tanto", + "waypoints", + "unjukkan", + "lawn", + "deleteAll", + "Evidence", + "enak", + "conclusiones", + "patrones", + "bicyclo", + "ned", + "tanh", + "hindsight", + "Beach", + "kmale", + "Schad", + "obliterated", + "Beach" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "la", + "l", + "a", + "C", + "ly", + "indications", + "halftime", + "Beach", + "rentices", + "plications", + "Spacing", + "Indicators", + "Shores", + "emir", + "interrupted", + "beach", + "hymn", + "strokes", + "stri", + "ed", + "cles", + "que", + "edt", + "beach" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "que", + "a", + "l", + "beach", + "Beach", + "Beach", + "beach", + "an", + "BEACH", + "ning", + "un", + "cup", + "de", + "le", + "tanto", + "cles", + "marks", + "el", + "ed", + "Indications", + "est", + "los", + "marks", + "beaches", + "esto", + "cub" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "clams", + "Beach", + "beach", + "clam", + "Beach", + "beach", + "que", + "BEACH", + "Cl", + "clam", + "beachfront", + "praia", + "beaches", + "Cl", + "shells", + "spiaggia", + "scallop", + "shell", + "shell", + "seas", + "shells", + "Beaches", + "scallops" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "Beach", + "a", + "beach", + "Beach", + "beach", + "BEACH", + "que", + "beachfront", + "praia", + "l", + "beaches", + "Pantai", + "Beaches", + "clams", + "thumbnail", + "spiaggia", + "pantai", + "plage", + "Thumb", + "clam", + "thumbnail", + "Playa", + "thumbnails", + "Thumbnail", + "thumb" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "l", + "Beach", + "Beach", + "Cl", + "beach", + "beach", + "clam", + "clams", + "BEACH", + "beachfront", + "a", + "praia", + "Cl", + "Clancy", + "plage", + "clustered", + "beaches", + "la", + "Thumb", + "Beaches", + "clam", + "thumbnails", + "Thumbnail", + "clues", + "uncl" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "ve", + "Moved", + "on", + "shipment", + "dancers", + "Moved", + "is", + "l", + "shifted", + "asList", + "Spaces", + "postcards", + "lip", + "delineate", + "Sicherheits", + "professors", + "sailboats", + "lips", + "zones", + "Proofs", + "moved", + "cars", + "history", + "I" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 177252, + 104285, + 43372, + 33369, + 18371, + 56575, + 51931, + 22950, + 21927, + 105820, + 241251, + 89390, + 74880, + 48974, + 11945, + 7363, + 8258, + 6539, + 40, + 113, + 143, + 532, + 605, + 1539, + 212, + 11603 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 83666, + 154241, + 142026, + 157207, + 139313, + 98454, + 115878, + 119307, + 112781, + 83553, + 18306, + 30655, + 31220, + 53966, + 43720, + 67016, + 55588, + 124138, + 3177, + 1462, + 443, + 2541, + 23670, + 3891, + 1575, + 13481 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 137865, + 131083, + 139129, + 146220, + 25780, + 6478, + 11894, + 61530, + 94339, + 119104, + 17100, + 111947, + 116725, + 93243, + 42075, + 11353, + 26968, + 94660, + 41855, + 13594, + 1191, + 1375, + 7716, + 6099, + 4816, + 2787 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 25481, + 62118, + 70244, + 63750, + 67057, + 75801, + 105553, + 154084, + 161, + 4548, + 5584, + 1998, + 182 + ] + }, + { + "label": "crack", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 50202, + 91144, + 34282, + 36872, + 67057, + 58892, + 140655, + 116533, + 339, + 734, + 719, + 4154, + 18135 + ] + }, + { + "label": "propagation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 71102, + 68597, + 132380, + 107035, + 78205, + 70924, + 88701, + 90991, + 9114, + 3411, + 1220, + 1086, + 2602 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 11.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "even", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "beach", + "output_checked": true + }, + { + "concept": "que", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "axle", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "around", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "eventually", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "failure", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "ani", + "Them", + "l", + "que", + "ad", + "de", + "ers", + "am", + "ah", + "aj", + "even", + "v", + "im", + "n", + "am", + "an", + "a", + "le", + "le", + "o", + "ap", + "ver", + "ist", + "as", + "d", + "e", + "se" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ay", + "ation", + "I", + "C", + "ot", + "S", + "T", + "A", + "l", + "and", + "in", + "of", + "om", + "th", + "e", + "im", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "al", + "pro", + "P", + "un", + "A", + "T", + "ation", + "be", + "e", + "om", + "l", + "th", + "ad", + "im", + "S", + "ot", + "al", + "d", + "the", + "p", + "a", + "t", + "en", + "c", + "ic", + "ing", + "b", + "ou", + "as", + "ion", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "T", + "S", + "own", + "specialized", + "various", + "elective", + "able", + "open", + "its", + "or", + "un", + "iz", + "que", + "ings", + "ers", + "an", + "l", + "ation", + "en", + "a", + "of", + "and", + "le", + "ap", + "end", + "e", + "t", + "al", + "p", + "d" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "S", + "ers", + "an", + "l", + "en", + "a", + "own", + "que", + "or", + "H", + "O", + "able", + "able", + "un", + "C", + "b", + "h", + "k", + "le", + "p", + "specialized", + "open", + "kind", + "ity", + "t", + "ap", + "ivity", + "un", + "iz", + "ings", + "ness" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "que", + "own", + "ers", + "l", + "an", + "K", + "un", + "k", + "h", + "able", + "specialized", + "many", + "able", + "iz", + "humbled", + "mellan", + "various", + "ation", + "its", + "under", + "raat", + "North", + "b", + "S", + "t" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "ers", + "a", + "own", + "en", + "que", + "l", + "an", + "un", + "k", + "able", + "iz", + "S", + "many", + "specialized", + "humbled", + "aaye", + "mellan", + "various", + "its", + "North", + "phen" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "que", + "own", + "ers", + "la", + "iz", + "an", + "en", + "k", + "able", + "S", + "un", + "as", + "irritating", + "le", + "t", + "p", + "either" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "que", + "own", + "la", + "ers", + "iz", + "an", + "able", + "un", + "k", + "searchQuery", + "irritating", + "regionally", + "le", + "outskirts", + "colocar", + "Arctic", + "th", + "up" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "own", + "l", + "que", + "la", + "ers", + "iz", + "searchQuery", + "colocar", + "th", + "regionally", + "irritating", + "outskirts", + "redesignated", + "charming" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "que", + "an", + "s", + "uma", + "um", + "corrigir", + "th", + "enticing", + "la", + "iz", + "le", + "either", + "t", + "regionally", + "charming", + "both", + "colocar" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "an", + "Jumlah", + "aptly", + "corrigir", + "amassed", + "also", + "spurred", + "relatively", + "popularly", + "phenylsulfanyl", + "attenuated", + "recebeu", + "ElevatedButton" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "an", + "such", + "its", + "presumably", + "resulting", + "relatively", + "high", + "the", + "dozens", + "top", + "after", + "resulted", + "his", + "like", + "presumably", + "nytimes", + "supposedly", + "multi", + "thus" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "and", + "e", + "ly", + "er", + "v", + "because", + "and", + "p", + "t", + "y", + "un", + "although", + "after", + "T", + "that", + "o", + "s", + "c", + "despite", + "get", + "because", + "on", + "d", + "to", + "despite", + "n", + "z", + "nytimes", + "l", + "h" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "e", + "s", + "v", + "T", + "er", + "un", + "t", + "y", + "p", + "and", + "c", + "and", + "n", + "d", + "l", + "get", + "because", + "a", + "ly", + "D", + "on", + "that", + "f", + "z", + "because", + "o", + "after", + "st", + "m", + "a" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "l", + "a", + "and", + "T", + "an", + "y", + "t", + "v", + "p", + "un", + "s", + "l", + "e", + "and", + "D", + "n", + "d", + "such", + "c", + "after", + "k", + "that", + "al", + "although", + "er", + "what", + "m", + "r", + "all", + "to" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "l", + "and", + "a", + "y", + "after", + "These", + "They", + "an", + "these", + "T", + "although", + "such", + "indicating", + "that", + "v", + "and", + "un", + "These", + "because", + "indicates", + "D", + "t", + "al", + "Although", + "l", + "Those", + "these" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "an", + "a", + "these", + "These", + "T", + "These", + "such", + "after", + "Because", + "solche", + "Which", + "Those", + "occurred", + "Depending", + "those", + "why", + "resembled", + "because" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "a", + "T", + "an", + "ed", + "t", + "these", + "B", + "each", + "These", + "resembling", + "own", + "p", + "n", + "al", + "after", + "resembled", + "hain", + "those", + "e", + "why", + "been", + "resembles", + "what" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "a", + "ed", + "B", + "own", + "al", + "T", + "get", + "an", + "t", + "resembling", + "each", + "after", + "D", + "e", + "p", + "m", + "n", + "y", + "resembled", + "toBottomOf", + "d", + "l", + "those", + "resembles", + "Whether" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "ed", + "l", + "own", + "ing", + "al", + "t", + "a", + "get", + "s", + "e", + "m", + "stri", + "T", + "l", + "after", + "d", + "c", + "p", + "rop", + "resembling", + "ated", + "n", + "v" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "ed", + "l", + "a", + "C", + "al", + "beach", + "ing", + "beach", + "Beach", + "t", + "able", + "s", + "origin", + "stri", + "cup", + "ly", + "marks", + "wo", + "le", + "mark", + "Beach", + "initiation", + "get", + "m", + "surf", + "f", + "an", + "marking", + "v", + "l" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "clams", + "clam", + "beach", + "l", + "clam", + "Beach", + "Beach", + "Cl", + "shell", + "beach", + "shell", + "C", + "cl", + "oyster", + "ed", + "shells", + "shells", + "scallop", + "Cl", + "seashell", + "BEACH", + "Shell", + "seas", + "Shell", + "scall", + "yy" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "beach", + "Beach", + "Beach", + "beach", + "BEACH", + "beachfront", + "l", + "praia", + "clams", + "plage", + "spiaggia", + "thumbnail", + "thumbnail", + "clam", + "beaches", + "thumb", + "Thumb", + "Thumbnail", + "Beaches", + "thumbnails", + "Thumbnail", + "bea", + "thumbnails", + "Playa", + "seashell", + "playa", + "Thumb" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Cl", + "a", + "Beach", + "Beach", + "beach", + "clam", + "clams", + "BEACH", + "cl", + "la", + "Cl", + "beach", + "cl", + "thumbnails", + "l", + "que", + "plage", + "Clancy", + "beachfront", + "clam", + "clamping", + "Thames", + "Thumb", + "praia", + "Thumbnail", + "spiaggia", + "uncl", + "beaches" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "ve", + "Moved", + "on", + "shipment", + "dancers", + "Moved", + "is", + "l", + "shifted", + "asList", + "Spaces", + "postcards", + "lip", + "delineate", + "Sicherheits", + "professors", + "sailboats", + "lips", + "zones", + "Proofs", + "moved", + "cars", + "history", + "I" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 21.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "uma", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "fatigue", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "fingern", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "on", + "output_checked": true + }, + { + "concept": "clams", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Fatigue", + "score": 1.0, + "best_rank": 4, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-03__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-03__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-03__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-03__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cyclic-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Progressive damage under repeated loading 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A bolted aluminum joint opened after many pressurization cycles. A smooth region with regularly spaced microscopic ridges occupied most of the separated surface.", + "prompt_tail": " bolted aluminum joint opened after many pressurization cycles. A smooth region with regularly spaced microscopic ridges occupied most of the separated surface.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cyclic-04", + "carrier_id": null, + "target_family": "cyclic", + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 4434, + "best_depth": 61.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 6468 + }, + { + "label": "crack", + "best_rank": 12437, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 5148 + }, + { + "label": "propagation", + "best_rank": 11785, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 21116 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "mesma", + "got", + "even", + "Hair", + "iraj", + "ListItemIcon", + "Geg" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "apr", + "styling", + "mesma", + "as", + "cir", + "styles", + "S", + "GSM", + "asus", + "mkdir", + "Insert", + "s", + "conde", + "Enter", + "mixer", + "Edge", + "Weise", + "jst", + "dit" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "s", + "Weise", + "Edge", + "EDGE", + "Edge", + "mesma", + "sus", + "jenis", + "Sus", + "apr", + "insert", + "styling", + "second", + "arlos", + "joen", + "Insert", + "Pek" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "Weise", + "mesma", + "S", + "Edge", + "cfr", + "joen", + "Hits", + "apr", + "insert", + "Pek", + "sus", + "Edge", + "agiri", + "second", + "Insert", + "arlos", + "ashe", + "gms", + "styling" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "cens", + "Pyr", + "empe", + "DIN", + "Cens", + "Ashley", + "Eddie", + "cura", + "Pending", + "ait", + "Cuy", + "ciri", + "pis", + "Ronald", + "insley", + "uts", + "phis", + "CY", + "bars", + "prompt", + "CUL", + "Amts", + "usia", + "CTE" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Estelle", + "psi", + "empe", + "handleError", + "softmax", + "Sorg", + "DIN", + "spacing", + "issy", + "STI", + "conveniently", + "pct", + "Rome", + "ngModel", + "prolet", + "affine", + "HTTPS", + "postgres", + "acidified", + "AGS", + "iorum", + "knn", + "agge", + "blings", + "Accenture" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "s", + "ngModel", + "Estelle", + "psi", + "handleError", + "ukun", + "Sorg", + "yscale", + "serialization", + "AGS", + "itorial", + "empe", + "RHS", + "osynthesis", + "aportan", + "ils", + "cyn", + "ymi", + "iorum", + "acidified", + "Appleton", + "hbox", + "unches", + "rization" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "icure", + "hci", + "atro", + "Stark", + "empe", + "Cullen", + "ukun", + "CCN", + "cheats", + "LOGGER", + "ciri", + "Ronald", + "Puch", + "isah", + "watering", + "tama", + "Grun" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "fort", + "icure", + "Cullen", + "Cui", + "lendemain", + "Richardson", + "Guad", + "dui", + "CU", + "LOGGER", + "CY", + "isjon", + "hci", + "onuclear", + "cuy", + "Cud", + "CU" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "usus", + "StringBuilder", + "CGPoint", + "retval", + "retval", + "rmt", + "opis", + "postings", + "OFFICE", + "ktional", + "GTG", + "Gruntfile", + "antage" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "ing", + "BYTE", + "eram", + "Rather", + "o", + "C", + "StringBuilder", + "others", + "opis", + "Everywhere", + "organized", + "usus", + "G", + "Princeton", + "O" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "L", + "H", + "T", + "C", + "om", + "out", + "entimes", + "usus", + "atience", + "tuttavia", + "Rather" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "que", + "T", + "an", + "L", + "H", + "out", + "ing", + "and", + "om", + "particularly", + "others", + "funcionarios", + "oco", + "ie", + "poco", + "opis", + "owi" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "la", + "l", + "que", + "ing", + "plainly", + "entimes", + "gehend", + "StringBuilder", + "farande", + "affichage", + "esha", + "agad", + "octet", + "ife", + "Apparently" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "l", + "la", + "que", + "ing", + "an", + "ed", + "le", + "person", + "ifai", + "Border", + "un", + "iav", + "esha", + "antly", + "octet", + "emphasized", + "olom", + "tracing", + "ocht", + "visible", + "ife" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "que", + "ed", + "la", + "ization", + "indicating", + "ilization", + "esia", + "evidence", + "antly", + "obliterated", + "okaza", + "izations", + "ing", + "Knowledge", + "Explanation", + "yfikacji", + "observations", + "Evidence" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "que", + "la", + "indicating", + "INION", + "evidence", + "Explanation", + "obliterated", + "okaza", + "embal", + "l", + "yfikacji", + "observations", + "othesis", + "seemingly" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "a", + "la", + "Such", + "resembled", + "evidence", + "INGO", + "waitKey", + "odt", + "earance", + "yfikacji", + "WHEREAS", + "Evidence", + "Reddy", + "okaza" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "a", + "L", + "Reddy", + "okaza", + "C", + "Lovely", + "waypoints", + "regretted", + "Such", + "resembled", + "INION", + "yfikacji", + "evidence" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "a", + "C", + "l", + "waypoints", + "L", + "okaza", + "regretted", + "Repe", + "evidence", + "INION", + "obliterated", + "Evidence", + "unjukkan", + "Shankar", + "smooth", + "Lovely" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "L", + "la", + "l", + "a", + "with", + "Spacing", + "getStatusCode", + "spaced", + "WithSize", + "waypoints", + "regretted", + "spacing", + "With", + "s", + "spotted", + "ResourceType", + "On", + "Observations", + "sendKeys" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "a", + "l", + "C", + "que", + "with", + "L", + "spacing", + "Spacing", + "With", + "de", + "s", + "spaced", + "with", + "smooth", + "spacing", + "sendKeys", + "ri", + "With", + "es", + "WithValue", + "stri", + "le", + "WithSize", + "m", + "n" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "C", + "L", + "Smooth", + "smooth", + "smooth", + "Regularly", + "Smooth", + "Regular", + "mooth", + "Spacing", + "Presence", + "spacing", + "regular", + "regular", + "wavy", + "smo", + "spaced", + "regularly", + "finely", + "WithSize", + "smoother", + "striated", + "halus", + "WithValue" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Smooth", + "smooth", + "smooth", + "ridges", + "Smooth", + "la", + "ridges", + "microscopic", + "smoothly", + "regularly", + "rid", + "regular", + "Regular", + "mooth", + "que", + "regularmente", + "micro", + "regular", + "a", + "Regularly", + "ridge", + "Rid", + "microm", + "Rid", + "Ridge", + "ridged", + "microsc" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Smooth", + "smooth", + "Smooth", + "smooth", + "smoothly", + "l", + "microm", + "microscopic", + "regularly", + "ridges", + "Regular", + "Regularly", + "micron", + "regularmente", + "microsc", + "Microsc", + "regular", + "smoothness", + "regular", + "microl", + "mooth", + "Rid", + "microsomal", + "Rid", + "micro", + "Regular", + "smoother" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "breweries", + "yolu", + "Seorang", + "Sprache", + "smoothly", + "at" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 182610, + 118356, + 35077, + 35193, + 29156, + 62085, + 77885, + 22668, + 13603, + 98816, + 226775, + 107590, + 119060, + 68632, + 15401, + 4435, + 5385, + 19480, + 35689, + 22345, + 10968, + 17542, + 17618, + 5658, + 4608, + 21981 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 81058, + 125784, + 189713, + 167150, + 111890, + 103433, + 108952, + 133666, + 124078, + 68921, + 25058, + 69080, + 62391, + 71426, + 53943, + 63657, + 57482, + 134224, + 37477, + 31613, + 21664, + 12438, + 42026, + 32610, + 20828, + 37410 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 143842, + 125191, + 157980, + 149303, + 18315, + 6046, + 9436, + 61186, + 134468, + 163940, + 87086, + 197684, + 222823, + 149131, + 73855, + 13346, + 35886, + 77284, + 15460, + 13989, + 11786, + 14305, + 16086, + 6732, + 7692, + 73440 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 24253, + 22954, + 21456, + 39984, + 62854, + 69531, + 63805, + 118576, + 55203, + 56620, + 11996, + 11487, + 6469 + ] + }, + { + "label": "crack", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 104790, + 150844, + 106206, + 32747, + 47473, + 34044, + 74134, + 37428, + 19490, + 14527, + 5149, + 26343, + 26949 + ] + }, + { + "label": "propagation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 64083, + 22112, + 47387, + 78070, + 56975, + 60852, + 129141, + 154597, + 57018, + 51908, + 24516, + 41386, + 21117 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 9.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 8.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "joint", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "even", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "Sophia", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "joint", + "output_checked": true + }, + { + "concept": "etwa", + "score": 1.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "alloy", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "repeated", + "score": 1.0, + "best_rank": 2, + "best_depth": 67.8, + "near_token": "cycles", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ele", + "que", + "ani", + "de", + "er", + "ap", + "ry", + "p", + "perd", + "atus", + "pad", + "objet", + "n", + "le", + "am", + "es", + "im", + "uff", + "pa", + "fab", + "pl", + "ers", + "se", + "qu", + "ner", + "aj", + "ty", + "alk" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ation", + "I", + "T", + "A", + "ad", + "im", + "S", + "ot", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "us", + "un", + "P", + "um", + "A", + "T", + "ation", + "em", + "e", + "om", + "l", + "th", + "ad", + "im", + "S", + "ot", + "al", + "d", + "the", + "p", + "a", + "t", + "en", + "c", + "ic", + "ing", + "b", + "ou", + "as", + "ion", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "able", + "own", + "open", + "occasional", + "North", + "elective", + "various", + "ap", + "end", + "or", + "que", + "iz", + "its", + "ness", + "ers", + "an", + "l", + "ation", + "en", + "a", + "of", + "and", + "le", + "able", + "e", + "un", + "p", + "t", + "al", + "ad" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "own", + "ers", + "en", + "l", + "a", + "an", + "or", + "que", + "ity", + "ness", + "S", + "able", + "able", + "C", + "p", + "ings", + "end", + "ation", + "le", + "iz", + "ap", + "un", + "p", + "irritating", + "h", + "of", + "al", + "t", + "ic", + "ivity" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "own", + "l", + "a", + "en", + "ers", + "ed", + "an", + "able", + "que", + "iz", + "h", + "un", + "ation", + "able", + "end", + "k", + "ic", + "le", + "ity", + "t", + "specialized", + "mellan", + "ness", + "humbled", + "ally", + "or" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "ers", + "able", + "iz", + "un", + "an", + "end", + "k", + "humbled", + "ness", + "able", + "dwar", + "mellan", + "irritating" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "l", + "iz", + "own", + "en", + "irritating", + "able", + "ers", + "tiring", + "amending", + "apache", + "newItem", + "dwar" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "iz", + "ers", + "own", + "irritating", + "tiring", + "la", + "searchQuery", + "newItem", + "amending", + "able", + "irritated" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "iz", + "irritating", + "searchQuery", + "tiring", + "newItem", + "irritated", + "amending", + "colocar", + "ers" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "an", + "uma", + "iz", + "both", + "corrigir", + "irritated", + "searchQuery", + "redesignated", + "amending" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "an", + "ElevatedButton", + "Cuando", + "irritated", + "hemicontinuous", + "searchQuery", + "voordat", + "corrigir", + "phenylsulfanyl", + "hayvan", + "allerede", + "relatively", + "ambahkan" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "an", + "ed", + "or", + "the", + "from", + "by", + "of", + "its", + "ly", + "on", + "during", + "presumably", + "at", + "and", + "ous", + "because", + "le", + "because", + "each", + "like", + "relatively", + "St", + "ated", + "d" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "and", + "er", + "e", + "ly", + "to", + "a", + "p", + "and", + "v", + "y", + "c", + "z", + "t", + "T", + "would", + "al", + "on", + "s", + "n", + "without", + "f", + "because", + "h", + "an", + "un", + "o", + "H", + "d", + "ous", + "presumably" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "s", + "T", + "e", + "er", + "v", + "p", + "un", + "y", + "t", + "c", + "to", + "n", + "l", + "a", + "and", + "f", + "D", + "z", + "d", + "ly", + "and", + "on", + "k", + "h", + "ed", + "get", + "m", + "g", + "that", + "in" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "l", + "a", + "and", + "t", + "p", + "v", + "an", + "s", + "T", + "y", + "un", + "such", + "n", + "f", + "to", + "k", + "l", + "e", + "c", + "er", + "and", + "d", + "D", + "m", + "what", + "al", + "r", + "hbox", + "on", + "the" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "l", + "and", + "a", + "y", + "such", + "an", + "ed", + "the", + "these", + "such", + "er", + "v", + "al", + "what", + "un", + "hbox", + "t", + "p", + "although", + "were", + "and", + "Although", + "ous", + "that", + "These", + "k", + "resembling" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "such", + "resembling", + "and", + "such", + "Such", + "described", + "resembled", + "Such", + "numerous", + "presence", + "ressembl", + "these", + "observed", + "resembles", + "appearance", + "many" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "a", + "ed", + "T", + "an", + "y", + "those", + "such", + "al", + "many", + "t", + "those", + "and", + "what", + "resembling", + "resembled", + "presence", + "p", + "Those", + "ated", + "region", + "seemingly", + "resembles" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "a", + "C", + "ed", + "and", + "T", + "al", + "an", + "y", + "get", + "with", + "p", + "B", + "such", + "many", + "t", + "D", + "e", + "v", + "those", + "resembling", + "m", + "seemingly", + "on", + "n", + "many", + "l", + "what", + "s" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "ed", + "own", + "a", + "and", + "L", + "get", + "s", + "al", + "m", + "y", + "D", + "with", + "p", + "B", + "on", + "is", + "l", + "v", + "o", + "n", + "many", + "ing", + "id", + "e", + "d", + "resembling", + "many" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "a", + "C", + "and", + "L", + "own", + "B", + "with", + "s", + "ed", + "spaced", + "With", + "stri", + "m", + "spacing", + "get", + "presence", + "o", + "with", + "many", + "patterned", + "surf", + "D", + "onion", + "on", + "wav", + "al" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "presence", + "Regular", + "Presence", + "regular", + "regular", + "Regularly", + "Presence", + "fine", + "l", + "spaced", + "fine", + "presence", + "and", + "striated", + "smooth", + "REG", + "finely", + "la", + "smooth", + "stri", + "smoother", + "Smooth", + "with" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "ridges", + "Rid", + "Smooth", + "smooth", + "rid", + "microscopic", + "Rid", + "ridges", + "smooth", + "ridged", + "Regular", + "ridge", + "Smooth", + "RID", + "regularly", + "Regularly", + "Ridge", + "RID", + "Ridley", + "regularmente", + "regular", + "micro", + "regular", + "smoothly", + "Ridge", + "smoother", + "mooth", + "microsc", + "micro", + "ridge", + "REG" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Smooth", + "la", + "smooth", + "smooth", + "Smooth", + "Regular", + "ridges", + "Rid", + "microscopic", + "Regularly", + "microm", + "regularly", + "Rid", + "smoothly", + "que", + "microsc", + "a", + "ridges", + "regularmente", + "fein", + "regular", + "micron", + "regular", + "smoother", + "REG", + "able", + "Ridge", + "RID", + "micro" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "breweries", + "yolu", + "Seorang", + "Sprache", + "smoothly", + "at" + ] + } + ], + "logit_surprising": [ + { + "concept": "uma", + "score": 13.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "own", + "score": 10.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "spacing", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "fatigue", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "separation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "presence", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "majority", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "most", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-04__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-04__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-04__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-04__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cyclic-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Progressive damage under repeated loading 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A rotating laboratory specimen failed after a long sequence of alternating stresses. Ratchet marks joined multiple surface origins before the remaining ligament broke suddenly.", + "prompt_tail": "atory specimen failed after a long sequence of alternating stresses. Ratchet marks joined multiple surface origins before the remaining ligament broke suddenly.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cyclic-05", + "carrier_id": null, + "target_family": "cyclic", + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "xlabel", + "generated_token_ids": [ + 30874 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 697, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 6121 + }, + { + "label": "crack", + "best_rank": 2345, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 8966 + }, + { + "label": "propagation", + "best_rank": 8123, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 18099 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "styling", + "got", + "apr", + "iraj", + "Geg", + "mesma", + "even", + "Farr", + "ListItemIcon", + "Charm" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "S", + "s", + "GSM", + "mkdir", + "styling", + "styles", + "la", + "apr", + "Edge", + "mixer", + "cir", + "param", + "Enter", + "conde", + "Insert", + "EDGE", + "Thatcher", + "asus", + "ipo", + "Harper", + "duck", + "gian" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "mesma", + "Edge", + "s", + "Weise", + "apr", + "Edge", + "styling", + "EDGE", + "Insert", + "cfr", + "arlos", + "Sus", + "insert", + "sus", + "styling" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "S", + "mesma", + "Weise", + "Edge", + "apr", + "joen", + "cfr", + "Hits", + "sus", + "Edge", + "insert", + "Insert", + "styling", + "second", + "Pek", + "arlos", + "EDGE", + "ashe", + "irl" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "cens", + "pis", + "S", + "Pending", + "Pyr", + "Cuy", + "Cens", + "uts", + "cura", + "Ashley", + "Eddie", + "aspir", + "phis", + "ait", + "pinned", + "Pend", + "insley", + "ciri", + "props", + "poucos", + "ruari", + "prompt" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "psi", + "Estelle", + "empe", + "handleError", + "spacing", + "softmax", + "Sorg", + "prolet", + "ngModel", + "issy", + "pct", + "DIN", + "affine", + "STI", + "conveniently", + "HTTPS", + "postgres", + "knn", + "Rome", + "Accenture", + "AGS", + "iorum", + "osynthesis", + "unches", + "ukun" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ngModel", + "psi", + "Estelle", + "empe", + "itorial", + "handleError", + "Sorg", + "ukun", + "AGS", + "Appleton", + "fat", + "osynthesis", + "aportan", + "spacing", + "serialization", + "addData", + "yscale", + "unches", + "Arjuna", + "ils" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "OfThe", + "Cui", + "usia", + "dui", + "cus", + "icure", + "Kuch", + "Guangdong", + "Fort", + "Stark", + "Cullen", + "cheats", + "ciri", + "Eddie", + "cuy" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "P", + "usia", + "pict", + "phony", + "Guangdong", + "CGPoint", + "endenti", + "OfThe", + "fort", + "hci", + "Cui", + "dui", + "Forestry", + "prompt" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "postings", + "StringBuilder", + "Gruntfile", + "ing", + "Outlet", + "usus", + "fontsize", + "Grim", + "GTG", + "slimmer", + "eram", + "Guangdong", + "outset" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "ing", + "BYTE", + "Everywhere", + "Bowser", + "Hurricane", + "agad", + "UPI", + "William", + "ophile", + "Princeton", + "ChatGPT", + "Biden", + "schlim", + "Unable", + "Copyright", + "eram", + "shenanigans", + "unable" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "que", + "a", + "ing", + "L", + "variously", + "out", + "om", + "implantation", + "Mud", + "os", + "imax", + "roth", + "usus", + "usted" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "an", + "T", + "out", + "L", + "variously", + "olom", + "aport", + "Pitt", + "ife", + "hov", + "indeed", + "ings", + "person", + "ie", + "poco", + "t", + "ochemical", + "os", + "ed", + "ev", + "los" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "l", + "ed", + "an", + "hov", + "ographically", + "ife", + "agad", + "replaceAll", + "banget", + "ifiably", + "t", + "oleh", + "geschossiges", + "olom", + "gunfire", + "os", + "gehend", + "ings", + "victim", + "darn", + "person", + "decir", + "retr" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "que", + "l", + "ed", + "ing", + "an", + "replaceAll", + "hov", + "ifiably", + "victim", + "decir", + "ings", + "ilization", + "ization", + "person", + "oleh", + "tsconfig", + "le", + "iendo", + "antly", + "McN", + "bly", + "ized", + "ity", + "ife", + "GROUP", + "conclusiones", + "validated", + "patched" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "l", + "ed", + "que", + "ilization", + "ing", + "ly", + "ilation", + "conclusiones", + "ization", + "antly", + "Decoding", + "indicating", + "Bigger", + "GROUP", + "victim", + "replaceAll", + "arrison", + "Observations", + "esia", + "indeed", + "ings", + "overkill", + "Conclusions", + "levant", + "conclusion", + "Exhibits", + "stery" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "que", + "ed", + "ilization", + "indicating", + "conclusiones", + "antly", + "victim", + "levant", + "ly", + "Decoding", + "Bigger", + "conclusion", + "Observations", + "hence", + "Conclusions", + "clues", + "were", + "rodite", + "othesis", + "occured", + "Backward", + "androidTest" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "a", + "hence", + "Both", + "Conclusions", + "ed", + "conclusiones", + "relayed", + "clues", + "Backward", + "returnValues", + "therefore", + "hence", + "Evidence", + "recalled", + "Hence", + "consequently", + "evidence", + "odt", + "regretted", + "antly", + "ly", + "Such", + "tanto", + "flashbacks", + "recogn" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "either", + "l", + "ly", + "tanto", + "relayed", + "Conclusions", + "regretted", + "Reload", + "deleteAll", + "a", + "overd", + "ed", + "ndrome", + "setC", + "annihilated", + "la", + "spectrometry", + "ATIONS", + "repack", + "replaceAll", + "rued", + "necrosis", + "Reddy" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "either", + "l", + "a", + "la", + "ed", + "both", + "relayed", + "ly", + "tanto", + "Conclusions", + "regretted", + "setC", + "There", + "spectrometry", + "segmented", + "overd", + "Neat", + "al", + "Reload", + "conclusion", + "anet", + "necrosis" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "either", + "l", + "regretted", + "ed", + "anet", + "a", + "relayed", + "reheat", + "spectrometry", + "repost", + "drivetrain", + "durationType", + "setC", + "ening", + "Seorang", + "overd", + "otomy", + "ly", + "halftime", + "hardhat", + "Rew", + "vection", + "imping", + "whatever" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "a", + "either", + "anet", + "Schl", + "an", + "overd", + "ed", + "ratchet", + "diting", + "whatever", + "gear", + "unmodified", + "drivetrain", + "reheat", + "setC", + "durationType", + "segmented", + "hardhat", + "Pada", + "indicating", + "intermittent", + "Raised" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "ratchet", + "rat", + "Rat", + "Rat", + "rats", + "ratification", + "Rats", + "rat", + "ratified", + "rats", + "rato", + "RAT", + "RAT", + "la", + "hardhat", + "cket", + "rata", + "Roulette", + "chet", + "rodent", + "Rainier", + "roulette", + "unmodified", + "racquet", + "Rashid", + "rac", + "anet" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "ratchet", + "rat", + "Rat", + "Rat", + "rat", + "Rats", + "ratification", + "rats", + "la", + "RAT", + "ratified", + "RAT", + "rato", + "rats", + "Raton", + "Ratt", + "rata", + "rodent", + "arat", + "Rath", + "ratt", + "cket" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Rat", + "ratchet", + "Rat", + "rat", + "rat", + "Rats", + "ratification", + "rats", + "Ratch", + "RAT", + "ratified", + "rato", + "RAT", + "Ratt", + "arat", + "irat", + "racquet", + "Rach", + "rats", + "chet", + "Rath", + "ratie", + "Rac", + "Rac" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "xlabel", + "at", + "le", + "leh", + "camb", + "let", + "See", + "Rat", + "cl", + "salts", + "MonoBehaviour", + "Pend", + "chu", + "guides", + "varphi", + "ppet", + "kem", + "chet", + "guides", + "Stet", + "Etat", + "strip", + "uman", + "keyCode", + "het", + "cpp", + "stdc", + "creases", + "inhabitants", + "Since", + "Moreover" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 187755, + 123746, + 42204, + 42329, + 25285, + 53775, + 54213, + 17230, + 14342, + 100025, + 235665, + 72836, + 58617, + 17552, + 4003, + 3120, + 3365, + 8810, + 2362, + 800, + 698, + 3970, + 4948, + 8390, + 973, + 78886 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 79621, + 174371, + 142270, + 152613, + 146384, + 103287, + 115561, + 87229, + 122061, + 64099, + 25462, + 29715, + 23299, + 21762, + 23790, + 31027, + 17824, + 26229, + 10169, + 9945, + 5240, + 2346, + 4082, + 11414, + 53156, + 97027 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 136589, + 143317, + 144430, + 143974, + 32196, + 5875, + 10338, + 84385, + 136963, + 158178, + 46294, + 200786, + 150560, + 74424, + 21417, + 9550, + 17650, + 40816, + 25027, + 13259, + 8124, + 19486, + 34502, + 8756, + 7157, + 41837 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 13389, + 41464, + 27285, + 50814, + 46952, + 63119, + 92193, + 123175, + 35036, + 12003, + 6854, + 6122, + 27016 + ] + }, + { + "label": "crack", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 57769, + 78612, + 51366, + 35881, + 68116, + 39926, + 94133, + 65619, + 9824, + 8967, + 9145, + 11063, + 12742 + ] + }, + { + "label": "propagation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 49378, + 49693, + 106481, + 47591, + 44517, + 41623, + 52908, + 42029, + 48679, + 41200, + 18100, + 57383, + 69964 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 12.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "own", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "souris", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "chet", + "output_checked": true + }, + { + "concept": "Definitely", + "score": 1.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "origins", + "output_checked": true + }, + { + "concept": "failure", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "final", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "broke", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ale", + "aj", + "ann", + "err", + "que", + "ry", + "ah", + "ari", + "ap", + "art", + "ist", + "op", + "ast", + "ich", + "ip", + "ace", + "n", + "as", + "al", + "le", + "en", + "er", + "an", + "d", + "se", + "ad", + "am", + "im", + "de", + "v", + "qu", + "ers" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ation", + "I", + "T", + "A", + "ad", + "im", + "S", + "ot", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "un", + "est", + "em", + "P", + "A", + "T", + "ation", + "be", + "e", + "om", + "l", + "th", + "ad", + "im", + "S", + "ot", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "s", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "occasional", + "able", + "specialized", + "en", + "a", + "and", + "l", + "iz", + "le", + "or", + "ap", + "its", + "que", + "own", + "open", + "ers", + "an", + "e", + "de", + "his", + "one", + "un", + "able", + "s", + "t", + "p", + "d", + "ad", + "of", + "end", + "en" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "own", + "l", + "a", + "en", + "or", + "ers", + "an", + "que", + "de", + "able", + "k", + "le", + "e", + "un", + "able", + "ap", + "iz", + "p", + "ness", + "t", + "phen", + "open", + "eye", + "end", + "ay", + "c", + "d", + "om", + "ad" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "own", + "l", + "a", + "en", + "que", + "an", + "ers", + "un", + "iz", + "k", + "able", + "h", + "specialized", + "able", + "K", + "end", + "t", + "ap", + "humbled", + "le", + "ed", + "im", + "many", + "its" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "own", + "l", + "que", + "ers", + "k", + "an", + "able", + "iz", + "un", + "im", + "dwar", + "le", + "ap", + "North", + "phen", + "specialized" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "l", + "que", + "own", + "de", + "iz", + "k", + "ers", + "st", + "en", + "an", + "s", + "ly", + "ness", + "le", + "able", + "plaintiffs", + "iny", + "phen", + "North", + "th", + "or" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "l", + "que", + "own", + "iz", + "ers", + "k", + "st", + "s", + "an", + "de", + "en", + "ly", + "le", + "plaintiffs", + "th", + "North", + "Sh", + "dwar", + "phen", + "and" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "que", + "iz", + "ers", + "own", + "s", + "st", + "th", + "k", + "plaintiffs", + "Sh", + "searchQuery", + "OCO", + "North", + "regionally", + "ino", + "or", + "le" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "an", + "s", + "que", + "or", + "ly", + "st", + "le", + "la", + "its", + "um", + "th", + "t", + "d", + "p", + "and", + "il", + "Sh", + "pro", + "the", + "P", + "un", + "k", + "iz" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "an", + "s", + "both", + "uma", + "or", + "garnered", + "le", + "and", + "its", + "aptly", + "multi", + "ly", + "combined", + "amassed", + "d" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "an", + "its", + "both", + "it", + "even", + "or", + "le", + "each", + "presumably", + "d", + "the", + "many", + "like", + "y", + "multi", + "some", + "his", + "high", + "widespread", + "relatively", + "dozens", + "der", + "du", + "z" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "and", + "e", + "er", + "ly", + "and", + "that", + "own", + "v", + "y", + "t", + "hbox", + "n", + "T", + "un", + "c", + "although", + "because", + "d", + "on", + "p", + "XMLSchema", + "o", + "ous", + "without", + "emples", + "get", + "ic", + "f" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "e", + "er", + "T", + "v", + "s", + "un", + "t", + "y", + "n", + "and", + "p", + "c", + "d", + "and", + "D", + "l", + "on", + "that", + "f", + "a", + "ed", + "ly", + "k", + "st", + "z", + "an", + "m", + "get", + "with", + "o" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "l", + "a", + "T", + "an", + "t", + "y", + "v", + "s", + "and", + "D", + "un", + "p", + "e", + "n", + "d", + "l", + "c", + "such", + "k", + "and", + "to", + "er", + "that", + "ic", + "although", + "f", + "O", + "al", + "hbox", + "ed" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "l", + "y", + "T", + "and", + "an", + "D", + "ed", + "al", + "v", + "un", + "t", + "a", + "after", + "They", + "and", + "all", + "such", + "hbox", + "these", + "These", + "indicates", + "H", + "d", + "k", + "although", + "because", + "l", + "indicating", + "that" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "T", + "L", + "D", + "such", + "after", + "occurred", + "an", + "exemplo", + "al", + "such", + "all", + "These", + "many", + "y", + "illustrate", + "because", + "numerous", + "Because", + "able", + "these", + "Many", + "When", + "illustrates" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "a", + "l", + "y", + "an", + "such", + "scrollHeight", + "Despite", + "fetchall", + "hain", + "which", + "because", + "exemplo", + "some", + "after", + "hallmark", + "been", + "chiaro", + "more" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "a", + "C", + "l", + "y", + "an", + "such", + "after", + "which", + "such", + "able", + "scrollHeight", + "fetchall", + "because", + "al", + "any", + "get", + "some", + "Because", + "nytimes", + "although" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "own", + "l", + "a", + "y", + "e", + "ed", + "B", + "after", + "able", + "al", + "which", + "get", + "such", + "from", + "Walmart", + "getR", + "r", + "sabato", + "fetchall", + "nytimes", + "an", + "scrollHeight", + "iac", + "blackmail" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "own", + "l", + "ratchet", + "C", + "a", + "rat", + "Rat", + "Rat", + "rat", + "able", + "hallmarks", + "endgame", + "getR", + "ktore", + "which", + "ly", + "unet", + "y", + "yce", + "irrespective", + "lilac", + "webkit", + "al" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "rat", + "Rat", + "ratchet", + "Rat", + "rat", + "ratification", + "RAT", + "rats", + "RAT", + "ratified", + "Rats", + "rats", + "rato", + "rodent", + "Ratch", + "ratt", + "irat", + "rach", + "Rabat", + "rata", + "Raton", + "chet", + "Rath" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "ratchet", + "rat", + "Rat", + "Rat", + "rat", + "ratification", + "Rats", + "RAT", + "RAT", + "rats", + "ratified", + "rats", + "Raton", + "rato", + "Rath", + "rodent", + "rata", + "Ratch", + "ratt", + "Ratt", + "rata", + "irat", + "rati" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Rat", + "Rat", + "ratchet", + "rat", + "rat", + "la", + "Rats", + "ratification", + "RAT", + "rats", + "RAT", + "ratified", + "Ratch", + "Rath", + "a", + "rats", + "rato", + "rodent", + "irat", + "arat", + "Rachel", + "Rac", + "Rachel", + "Rach" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "xlabel", + "at", + "le", + "leh", + "camb", + "let", + "See", + "Rat", + "cl", + "salts", + "MonoBehaviour", + "Pend", + "chu", + "guides", + "varphi", + "ppet", + "kem", + "chet", + "guides", + "Stet", + "Etat", + "strip", + "uman", + "keyCode", + "het", + "cpp", + "stdc", + "creases", + "inhabitants", + "Since", + "Moreover" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 17.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "Rat", + "output_checked": true + }, + { + "concept": "uma", + "score": 12.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "joining", + "score": 2.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "joined", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-05__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-05__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-05__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-05__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cleavage-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-plasticity separation 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A ferritic plate separated abruptly during cold weather with almost no macroscopic distortion. Flat facets and converging river markings crossed the grain interiors.", + "prompt_tail": "ritic plate separated abruptly during cold weather with almost no macroscopic distortion. Flat facets and converging river markings crossed the grain interiors.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cleavage-01", + "carrier_id": null, + "target_family": "cleavage", + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 837, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 318 + }, + { + "label": "cleavage", + "best_rank": 0, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": true, + "best_pos": 26, + "logit_lens_best_rank": 1 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "styling", + "apr", + "Gottlieb", + "same", + "mesma", + "got", + "Hair", + "even", + "Edge", + "Edge", + "iraj" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "S", + "s", + "H", + "mkdir", + "styling", + "GSM", + "styles", + "la", + "Edge", + "Insert", + "apr", + "cir", + "EDGE", + "gian", + "Edge", + "mesma", + "mixer", + "Weise", + "e", + "as" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "Weise", + "Edge", + "mesma", + "s", + "EDGE", + "styling", + "Edge", + "apr", + "irl", + "sus", + "joen", + "Sus", + "Pek", + "Insert", + "insert", + "stack", + "arlos" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "S", + "Weise", + "mesma", + "Edge", + "joen", + "Hits", + "sus", + "apr", + "cfr", + "Edge", + "second", + "insert", + "Pek", + "styling", + "Insert", + "irl", + "arlos", + "pendiente", + "top" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "S", + "Pyr", + "cens", + "empe", + "Cens", + "watering", + "DIN", + "Ronald", + "Rome", + "restaur", + "ittle", + "postgres", + "cci", + "aspir", + "Augustus", + "appelle", + "println", + "kts", + "poucos", + "arson", + "jetty", + "Brittany" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Estelle", + "empe", + "spacing", + "psi", + "Rome", + "softmax", + "ngModel", + "issy", + "Sorg", + "STI", + "DIN", + "affine", + "iorum", + "HTTPS", + "Emilia", + "pct", + "postgres", + "agge", + "handleError", + "acidified", + "ayy", + "conveniently", + "Accenture", + "watering", + "blings" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ngModel", + "empe", + "Estelle", + "itorial", + "ukun", + "psi", + "kts", + "handleError", + "Appleton", + "spacing", + "Sorg", + "AGS", + "addData", + "serialization", + "unches", + "osynthesis", + "ils", + "RHS", + "acidified" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "icure", + "usia", + "hci", + "Cullen", + "Stark", + "ciri", + "Cui", + "cheats", + "dui", + "Richardson", + "Pyr", + "OfThe", + "CCN", + "Kuch", + "onuclear", + "cus" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "hci", + "P", + "usia", + "dui", + "fort", + "CCP", + "OfThe", + "prompt", + "onuclear", + "Pair", + "cus", + "lendemain", + "Pyr", + "Cui" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "usus", + "CGPoint", + "H", + "retval", + "otros", + "Halloween", + "StringBuilder", + "others", + "rmt", + "eram", + "postings", + "antage" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "Everywhere", + "BYTE", + "Princeton", + "others", + "diaper", + "William", + "unable", + "unable", + "Hurricane", + "Biden", + "onload", + "Bloss", + "occur", + "ogly" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "que", + "s", + "otros", + "T", + "t", + "st", + "others", + "om", + "la", + "CHAPTER" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "ing", + "que", + "an", + "others", + "Pitt", + "and", + "poco", + "CHAPTER", + "indeed", + "out", + "Evet", + "Others", + "others", + "octet", + "om" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "l", + "agad", + "ed", + "t", + "ings", + "gehend", + "ife", + "otros", + "hov" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "l", + "que", + "ing", + "ed", + "an", + "ings", + "esz", + "antly", + "ilization", + "isy", + "bly", + "victim", + "ized", + "ife", + "hov", + "ifiably", + "escue", + "agad", + "izations", + "ilation" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "l", + "ilization", + "ed", + "ly", + "antly", + "ing", + "izations", + "ization", + "ilation", + "indicating", + "ings", + "conclusiones", + "initely", + "escue", + "Decoding", + "excellent" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "ilization", + "excellent", + "indicating", + "These", + "these", + "slike", + "aport", + "antly", + "aye" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "These", + "These", + "solche", + "these", + "Such", + "bunlar", + "Both", + "Both", + "amples", + "slike", + "ambos", + "WHEREAS", + "both" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "L", + "plications", + "Characteristics", + "Rollins", + "obliterated", + "okaza", + "characteristics", + "interrupted", + "ned", + "Reddy", + "returnValues" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "Characteristics", + "interrupted", + "ly", + "Rollins", + "obliterated", + "plications", + "either", + "characteristics", + "exhibits", + "deleteAll", + "unjukkan", + "typical", + "C", + "okaza", + "Laus", + "Derechos" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "la", + "interrupted", + "dim", + "plications", + "C", + "cleavage", + "rentices", + "uninterrupted", + "fhir", + "either", + "vouch", + "recueill", + "szere", + "features" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "a", + "que", + "de", + "convenc", + "ning", + "wo", + "dim", + "nad", + "le", + "overloaded", + "cleavage", + "rec", + "ript", + "recueill", + "interrupted", + "dizer", + "torn", + "ont", + "esto" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "cleavage", + "cle", + "cleaved", + "la", + "Cle", + "trans", + "cle", + "Cle", + "river", + "River", + "C", + "l", + "cleft", + "River", + "river", + "CLE", + "trans", + "RIVER", + "Trans", + "rift", + "chevron", + "Cleveland", + "Clemson", + "Chevron", + "Dim" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "River", + "River", + "river", + "river", + "l", + "a", + "RIVER", + "cleavage", + "trans", + "cle", + "cleaved", + "C", + "que", + "sungai", + "Fluss", + "rivers", + "Rivers", + "Trans", + "Cle", + "Rivera", + "fan", + "trans", + "conver", + "Cle" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "River", + "l", + "River", + "river", + "cleavage", + "river", + "Cle", + "Cle", + "cle", + "cleaved", + "RIVER", + "CLE", + "Clemson", + "Clever", + "Rivera", + "Clem", + "Cleopatra", + "trans", + "Riverside", + "rivers", + "rive", + "cle", + "acle", + "cleats" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "NuGet", + "Particles", + "continuidade", + "linhas", + "Ancak", + "with", + "DAYS", + "foods", + "Dette", + "walls", + "dancers", + "czyli" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 34991, + 10327, + 20800, + 20956, + 42569, + 58094, + 53487, + 239966, + 250581, + 246235, + 119424, + 253984, + 185385, + 131868, + 79842, + 51525, + 86843, + 117693, + 10772, + 5300, + 838, + 1678, + 1336, + 765, + 9786, + 34450 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 195655, + 232023, + 229726, + 229755, + 162146, + 120706, + 139688, + 171930, + 188111, + 166271, + 222042, + 213017, + 171157, + 210121, + 194264, + 225669, + 201642, + 54342, + 23480, + 5533, + 19, + 48, + 1, + 11, + 6, + 98 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 127590, + 137774, + 85450, + 123335, + 99624, + 91796, + 115879, + 63261, + 2707, + 2605, + 319, + 1381, + 2309 + ] + }, + { + "label": "cleavage", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 122010, + 103849, + 17555, + 31642, + 30318, + 13566, + 44623, + 40124, + 2499, + 783, + 25, + 13, + 2 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 12.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 11.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "own", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "even", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "weather", + "output_checked": true + }, + { + "concept": "Xcode", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "abruptly", + "output_checked": true + }, + { + "concept": "without", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "winter", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "weather", + "output_checked": true + }, + { + "concept": "cleavage", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Cle", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "the", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ani", + "ina", + "uff", + "p", + "ele", + "ry", + "ers", + "ap", + "aj", + "ah", + "man", + "even", + "de", + "v", + "n", + "im", + "en", + "er", + "an", + "l", + "que", + "qu", + "ro", + "am", + "al", + "d", + "le", + "e" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "be", + "ay", + "C", + "ation", + "T", + "ot", + "A", + "I", + "om", + "th", + "and", + "l", + "am", + "e", + "im", + "S", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "or", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "as", + "of" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "ers", + "an", + "pro", + "al", + "em", + "ation", + "P", + "un", + "im", + "e", + "th", + "om", + "ot", + "S", + "T", + "A", + "al", + "d", + "the", + "p", + "a", + "t", + "en", + "c", + "ic", + "ing", + "b", + "ou", + "of", + "ion", + "and", + "l" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "open", + "able", + "l", + "en", + "a", + "p", + "of", + "le", + "ap", + "ers", + "or", + "its", + "que", + "ness", + "own", + "an", + "ation", + "and", + "New", + "un", + "les", + "other", + "self", + "ic", + "d", + "e", + "t", + "end", + "iz", + "able", + "ings" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "S", + "l", + "en", + "a", + "ers", + "or", + "que", + "own", + "an", + "k", + "s", + "O", + "ness", + "able", + "h", + "ap", + "ity", + "ation", + "un", + "p", + "ic", + "b", + "able", + "ivity", + "t", + "open", + "le", + "iz" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "own", + "l", + "que", + "ers", + "k", + "un", + "K", + "h", + "iz", + "an", + "able", + "ed", + "ic", + "humbled", + "ation", + "specialized", + "b", + "mellan", + "able" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "own", + "ers", + "l", + "k", + "S", + "un", + "K", + "iz", + "que", + "ashi", + "takePhotoButton", + "humbled", + "O", + "able" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "S", + "l", + "ers", + "k", + "iz", + "own", + "Projek", + "corrigir", + "anyi", + "en", + "que", + "searchQuery" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "l", + "ers", + "la", + "iz", + "searchQuery", + "corrigir", + "S", + "Projek", + "k", + "redesignated" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "iz", + "searchQuery", + "ers", + "corrigir", + "colocar", + "Projek", + "redesignated", + "expliquer", + "own" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "an", + "corrigir", + "que", + "either", + "penjualan", + "elige" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "an", + "Meskipun", + "klikken", + "although", + "comunicarse", + "relatively", + "oleh", + "many" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "an", + "or", + "its", + "the", + "ed", + "y", + "such", + "his", + "it", + "ly", + "le", + "high", + "although", + "although", + "presumably", + "resembled", + "their", + "relatively", + "primary", + "like", + "characterized", + "localized" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "a", + "e", + "and", + "ly", + "y", + "p", + "er", + "an", + "v", + "and", + "un", + "t", + "n", + "that", + "without", + "c", + "after", + "d", + "h", + "its", + "would", + "al", + "on", + "ic", + "l", + "H", + "z", + "to", + "although", + "s" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "a", + "e", + "y", + "p", + "v", + "un", + "s", + "an", + "er", + "t", + "T", + "c", + "n", + "and", + "and", + "l", + "ed", + "d", + "on", + "f", + "D", + "k", + "ly", + "h", + "ic", + "with", + "in", + "al", + "z", + "that" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "l", + "a", + "and", + "an", + "y", + "T", + "v", + "p", + "s", + "t", + "un", + "ed", + "D", + "c", + "al", + "l", + "k", + "d", + "and", + "ic", + "n", + "e", + "on", + "f", + "such", + "to", + "er", + "although", + "m" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "l", + "y", + "ed", + "such", + "and", + "al", + "These", + "these", + "an", + "They", + "v", + "such", + "T", + "un", + "a", + "D", + "although", + "p", + "Although", + "and", + "without", + "Despite", + "ic", + "that", + "whereas", + "characteristics", + "These", + "with" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "T", + "These", + "these", + "such", + "solche", + "Both", + "These", + "al", + "such", + "numerous", + "these", + "an", + "both", + "both", + "Those", + "able", + "documenting" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "ed", + "a", + "T", + "own", + "al", + "an", + "B", + "t", + "p", + "y", + "v", + "ated", + "printStackTrace", + "c", + "all", + "D", + "n", + "within", + "after", + "hbox" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "own", + "B", + "ed", + "T", + "al", + "D", + "get", + "a", + "p", + "t", + "K", + "y", + "L", + "s", + "ated", + "within", + "some", + "printStackTrace", + "all", + "with", + "after", + "d", + "aly" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "l", + "own", + "ed", + "ing", + "al", + "and", + "s", + "mic", + "t", + "B", + "features", + "cleavage", + "get", + "d", + "some", + "ly", + "after", + "facet" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "C", + "ed", + "l", + "own", + "al", + "and", + "a", + "T", + "cleavage", + "ing", + "mic", + "s", + "ly", + "t", + "wo", + "with", + "to", + "facet", + "all", + "any", + "Kt", + "beach", + "river", + "some" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "C", + "cleavage", + "cle", + "Cle", + "Cle", + "cleaved", + "cle", + "CLE", + "river", + "CLE", + "chevron", + "own", + "Chevron", + "trans", + "Trans", + "River", + "river", + "cleft", + "H", + "cleared", + "Chevron", + "Cleveland", + "al", + "trans", + "RIVER", + "Clemson", + "riven", + "fan" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "C", + "river", + "River", + "river", + "River", + "cleavage", + "RIVER", + "cle", + "Cle", + "cleaved", + "l", + "sungai", + "rivers", + "Cle", + "Fluss", + "trans", + "cle", + "chevron", + "Trans", + "Rivera", + "fiume", + "Sungai", + "CLE", + "Chevron", + "fan" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "cleavage", + "River", + "River", + "Cle", + "river", + "cle", + "river", + "a", + "Cle", + "cleaved", + "CLE", + "RIVER", + "l", + "cle", + "C", + "Clemson", + "Cleveland", + "Cleopatra", + "Cleveland", + "trans", + "la", + "riven", + "Clever", + "iver", + "cleats", + "CLE", + "cleansing", + "convergent" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "NuGet", + "Particles", + "continuidade", + "linhas", + "Ancak", + "with", + "DAYS", + "foods", + "Dette", + "walls", + "dancers", + "czyli" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 14.0, + "best_rank": 1, + "best_depth": 47.5, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "uma", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "deformation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "no", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-01__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-01__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-01__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-01__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cleavage-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-plasticity separation 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A low-temperature impact specimen absorbed little energy and retained its original cross section. The shiny failure face contained crystallographic steps and feather patterns.", + "prompt_tail": "re impact specimen absorbed little energy and retained its original cross section. The shiny failure face contained crystallographic steps and feather patterns.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cleavage-02", + "carrier_id": null, + "target_family": "cleavage", + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 1469, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 187 + }, + { + "label": "cleavage", + "best_rank": 79, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 15 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "got", + "mesma", + "even", + "Hair", + "Edge", + "iraj", + "Edge" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "apr", + "GSM", + "mkdir", + "styling", + "s", + "styles", + "as", + "mesma", + "S", + "Insert", + "conde", + "asus", + "cir", + "Enter", + "mixer", + "param", + "Weise", + "iterator" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "s", + "Cuy", + "Weise", + "mesma", + "Edge", + "ashe", + "pues", + "jenis", + "Edge", + "Insert", + "arlos", + "Pend", + "sus", + "joen", + "cfr", + "apr", + "props", + "Sus" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "S", + "Weise", + "mesma", + "sus", + "joen", + "pues", + "Edge", + "ashe", + "cfr", + "insert", + "Insert", + "Pend", + "Pair", + "apr", + "Hits", + "arlos", + "Sus", + "jenis", + "Edge" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "cens", + "Cens", + "Pyr", + "empe", + "Cuy", + "watering", + "S", + "ciri", + "pis", + "Pending", + "Ronald", + "Eddie", + "phis", + "ait", + "ittle", + "Ashley", + "DIN", + "restaur", + "uts", + "prompt", + "Arjuna", + "CUL", + "kts", + "postgres" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Estelle", + "empe", + "psi", + "Sorg", + "spacing", + "Rome", + "issy", + "softmax", + "STI", + "HTTPS", + "pct", + "affine", + "ngModel", + "handleError", + "DIN", + "agge", + "conveniently", + "prolet", + "iorum", + "Emilia", + "acidified", + "watering", + "ukun", + "postgres" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ngModel", + "Estelle", + "empe", + "Sorg", + "itorial", + "psi", + "AGS", + "iorum", + "ukun", + "spacing", + "osynthesis", + "agge", + "serialization", + "yscale", + "Emilia", + "addData", + "handleError", + "acidified", + "Accenture", + "adrenaline", + "ils", + "affine" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "hci", + "atro", + "Cuy", + "Stark", + "cheats", + "ciri", + "Ronald", + "kts", + "ngthening", + "watering", + "icure", + "usia", + "empe", + "achat", + "Slowly", + "CCN", + "Pyr", + "Cullen" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "fort", + "Cui", + "Cullen", + "hci", + "prompt", + "pict", + "icure", + "Richardson", + "ciri", + "Guangdong", + "usia", + "punch", + "dui", + "OfThe" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "usus", + "CGPoint", + "retval", + "StringBuilder", + "postings", + "Slowly", + "Guangdong", + "rmt", + "antage", + "Gruntfile" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "Everywhere", + "Princeton", + "unfair", + "apparence", + "onload", + "opaque", + "PackageManager", + "unable", + "ogly", + "Volkswagen", + "ocument" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "que", + "usus", + "imax", + "udos", + "otros", + "uido", + "isms" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "otras", + "especialmente", + "opis", + "los", + "others", + "describ", + "out", + "belief", + "igil", + "vooral" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "que", + "a", + "l", + "ing", + "agad", + "prob", + "person", + "regres", + "geschossiges", + "ledged", + "retr", + "entimes", + "Unexpected", + "ife", + "Border", + "gehend" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "que", + "l", + "ing", + "esz", + "person", + "ed", + "Border", + "excellent", + "ized", + "an", + "es", + "ciphertext", + "prob", + "ilization", + "antly", + "le", + "conscience", + "ife", + "ciendo", + "ization", + "ings", + "inig", + "rec" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "a", + "que", + "l", + "ilization", + "excellent", + "antly", + "ization", + "ciphertext", + "izations", + "Funcion", + "description", + "indicating", + "ilation", + "Observations", + "observations", + "Border", + "GROUP", + "describ", + "conclusiones", + "recogn", + "prob" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "que", + "a", + "excellent", + "characteristics", + "antly", + "ilization", + "indicating", + "characteristics", + "CONCLUSIONS", + "observations", + "solche", + "conclusion", + "describ", + "description", + "embal", + "Observations", + "Characteristics", + "Bays", + "Observations", + "ocument" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "solche", + "These", + "Such", + "these", + "Characteristics", + "slike", + "such", + "These", + "solchen", + "SUCH", + "Characteristics", + "amples", + "sendKeys", + "Observations", + "Typical", + "hence" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "B", + "l", + "either", + "ly", + "Characteristics", + "obliterated", + "tanto", + "ned", + "sendKeys", + "exhibits", + "Characteristics", + "siglas", + "characteristics", + "deleteAll", + "Characteristic", + "annihilated", + "C", + "iciencies", + "hence" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "ly", + "B", + "either", + "obliterated", + "Characteristics", + "exhibits", + "sendKeys", + "waypoints", + "siglas", + "tsconfig", + "annihilated", + "ned", + "a", + "Exhibits", + "folio", + "Characteristics", + "C", + "en", + "exhaust" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "la", + "l", + "C", + "ly", + "either", + "ening", + "s", + "a", + "emir", + "B", + "L", + "strokes", + "obliterated", + "ed", + "que", + "n", + "arac", + "fhir", + "f", + "indications" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "que", + "de", + "a", + "s", + "le", + "ed", + "f", + "c", + "est", + "n", + "es", + "h", + "fhir", + "sub", + "esc", + "m", + "wo", + "ont", + "tanto", + "features", + "ly" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "que", + "feather", + "Feather", + "de", + "feathers", + "feather", + "feathered", + "fea", + "chevron", + "Features", + "exhaust", + "Fatigue", + "clav", + "Beach", + "crystallography", + "exhausted", + "itives", + "cleaved", + "crystall", + "Features", + "fatigue", + "MODE", + "Cle" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "que", + "feather", + "Feather", + "feathers", + "fe", + "feather", + "Fe", + "Fe", + "feathered", + "fe", + "FE", + "fea", + "crystallography", + "crystall", + "Shiny", + "FE", + "fan", + "Fei", + "Fern", + "fech", + "iology", + "Crystall", + "crystall", + "Zealand" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Feather", + "Fe", + "feather", + "Fe", + "feathers", + "feather", + "fe", + "feathered", + "FE", + "fe", + "FE", + "Fei", + "l", + "fea", + "crystallography", + "Fever", + "ofe", + "feu", + "Fein", + "feu", + "fej", + "Feast", + "la", + "fejl", + "feud", + "feasibility" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "is", + "Apakah", + "Feather", + "Which", + "adalah", + "kedua", + "bahwa", + "trouve", + "contoh", + "linhas", + "conteudo", + "which" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 33603, + 14194, + 63037, + 40368, + 106984, + 88188, + 47736, + 181546, + 247634, + 246518, + 117947, + 252770, + 227432, + 142214, + 68524, + 40302, + 45337, + 68408, + 12483, + 6578, + 1688, + 1470, + 13600, + 3881, + 7957, + 96454 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 197085, + 216829, + 213490, + 226569, + 141843, + 116765, + 139266, + 191475, + 208741, + 157862, + 212587, + 198490, + 178061, + 206714, + 175972, + 220295, + 183442, + 66596, + 81205, + 61458, + 3613, + 2776, + 80, + 1117, + 2907, + 33975 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 114127, + 124382, + 102492, + 110733, + 105334, + 61974, + 59905, + 26855, + 1462, + 1236, + 188, + 222, + 4579 + ] + }, + { + "label": "cleavage", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 122397, + 120801, + 26686, + 36523, + 23967, + 15826, + 52148, + 45522, + 1824, + 3399, + 350, + 76, + 16 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "either", + "score": 6.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "enggak", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "specimens", + "score": 1.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "retains", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "retained", + "output_checked": true + }, + { + "concept": "surface", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "cleavage", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "etwa", + "score": 1.0, + "best_rank": 2, + "best_depth": 52.5, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "Duct", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "its", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "even", + "aj", + "ers", + "que", + "im", + "er", + "de", + "ly", + "p", + "ele", + "era", + "ani", + "ern", + "a", + "ty", + "ank", + "err", + "her", + "ry", + "ier", + "ann", + "v", + "n", + "le", + "l", + "ile", + "ap", + "ip", + "ad" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ay", + "ation", + "I", + "C", + "ot", + "S", + "T", + "A", + "l", + "and", + "in", + "of", + "om", + "th", + "e", + "im", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "ir", + "em", + "ation", + "be", + "ot", + "S", + "T", + "A", + "th", + "l", + "of", + "and", + "e", + "om", + "im", + "ad", + "p", + "an", + "c", + "the", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "K", + "H", + "S", + "C", + "elective", + "occasional", + "k", + "open", + "own", + "its", + "ness", + "either", + "able", + "eye", + "specialized", + "ers", + "an", + "l", + "ation", + "en", + "a", + "of", + "and", + "le", + "ap", + "end", + "or", + "able", + "iz", + "que", + "ings" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "O", + "C", + "own", + "S", + "a", + "an", + "or", + "que", + "en", + "ers", + "l", + "ness", + "h", + "H", + "able", + "iz", + "k", + "able", + "ation", + "ic", + "un", + "end", + "ap", + "ings", + "le", + "eye", + "K", + "and", + "p", + "t", + "an" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "l", + "en", + "an", + "a", + "own", + "K", + "h", + "ers", + "que", + "iz", + "k", + "un", + "C", + "able", + "able", + "ation", + "end", + "or", + "specialized", + "im", + "ic", + "t", + "b", + "eye", + "ness", + "its", + "many" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "a", + "en", + "l", + "ers", + "own", + "an", + "K", + "h", + "que", + "k", + "O", + "iz", + "able", + "S", + "un", + "ation", + "H", + "end", + "able", + "b", + "eye", + "ness", + "aries", + "or", + "t" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "l", + "que", + "ers", + "iz", + "own", + "an", + "S", + "O", + "en", + "k", + "h", + "H", + "able", + "le", + "ness", + "th", + "either", + "la", + "itch", + "ation", + "up" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "que", + "ers", + "iz", + "own", + "an", + "la", + "H", + "le", + "O", + "th", + "up", + "able", + "h", + "k", + "un", + "searchQuery" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "que", + "iz", + "ers", + "an", + "la", + "searchQuery", + "le", + "own", + "th", + "colocar", + "corrigir", + "t", + "expliquer" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "an", + "que", + "both", + "le", + "iz", + "ers", + "s", + "the", + "penjualan", + "t", + "donc", + "its", + "th", + "p", + "adicionar", + "corrigir", + "il" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "an", + "both", + "the", + "sowohl", + "que", + "ary", + "relatively", + "although", + "le", + "its", + "popularly", + "six", + "neutral", + "oleh", + "defending" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "an", + "or", + "its", + "le", + "the", + "it", + "ed", + "such", + "both", + "high", + "which", + "d", + "during", + "and", + "after", + "y", + "combined", + "top", + "either", + "his", + "du", + "although", + "presumably", + "primary", + "at", + "au", + "internal", + "been" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "and", + "a", + "e", + "an", + "er", + "y", + "ly", + "p", + "and", + "un", + "v", + "after", + "t", + "after", + "his", + "on", + "c", + "n", + "al", + "o", + "z", + "b", + "d", + "although", + "its", + "that", + "taobao", + "le", + "ic", + "nytimes" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "a", + "e", + "and", + "an", + "y", + "p", + "er", + "un", + "v", + "s", + "t", + "n", + "c", + "on", + "d", + "l", + "and", + "f", + "T", + "al", + "that", + "z", + "b", + "in", + "get", + "the", + "ly", + "o", + "k", + "ic" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "C", + "a", + "an", + "and", + "t", + "y", + "un", + "v", + "T", + "such", + "p", + "al", + "s", + "n", + "d", + "to", + "but", + "er", + "the", + "c", + "l", + "characteristics", + "and", + "what", + "e", + "hbox", + "k", + "ic" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "l", + "C", + "a", + "and", + "such", + "an", + "characteristics", + "y", + "al", + "these", + "These", + "un", + "such", + "characterized", + "indicates", + "described", + "These", + "They", + "the", + "Moreover", + "t", + "after", + "Such", + "characteristic", + "hbox", + "were" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "such", + "T", + "These", + "characteristics", + "these", + "characteristic", + "solche", + "such", + "Such", + "These", + "an", + "Moreover", + "Such", + "described", + "Characteristics", + "hallmarks", + "sowohl", + "characterized" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "B", + "T", + "a", + "ed", + "an", + "D", + "y", + "al", + "p", + "such", + "un", + "characteristics", + "after", + "t", + "c", + "ous", + "d", + "all", + "these", + "ated", + "These", + "get", + "indicates" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "B", + "T", + "own", + "a", + "ed", + "D", + "al", + "get", + "y", + "an", + "L", + "p", + "after", + "M", + "K", + "t", + "d", + "such", + "N", + "all", + "e", + "b", + "n" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "l", + "own", + "ed", + "B", + "ing", + "ly", + "s", + "and", + "D", + "a", + "get", + "al", + "features", + "features", + "T", + "y", + "e", + "after", + "d", + "on", + "v", + "p", + "m", + "ot", + "mic", + "t" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "B", + "C", + "l", + "ed", + "own", + "a", + "ly", + "que", + "K", + "features", + "al", + "features", + "able", + "and", + "wo", + "D", + "with", + "fitur", + "surf", + "where", + "feather", + "When", + "mic", + "L", + "get", + "ing", + "some" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "feather", + "feathers", + "feather", + "H", + "C", + "Feather", + "feathered", + "l", + "own", + "chevron", + "Fe", + "B", + "cleavage", + "que", + "cle", + "feder", + "features", + "fea", + "S", + "CLE", + "Cle", + "features", + "Feder", + "Chevron", + "fitur", + "G", + "T", + "FE" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "feather", + "Feather", + "feathers", + "feather", + "Fe", + "fe", + "feathered", + "fe", + "Fe", + "FE", + "que", + "FE", + "feasibility", + "fea", + "own", + "fech", + "fej", + "fea", + "feder", + "Step", + "ather", + "plumage", + "nac" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Feather", + "Fe", + "Fe", + "feather", + "fe", + "la", + "feathers", + "fe", + "feather", + "FE", + "FE", + "feathered", + "fej", + "ofe", + "que", + "ife", + "fea", + "feasibility", + "de", + "feu", + "P", + "Feh", + "Fei", + "feu", + "feud", + "Fern" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "is", + "Apakah", + "Feather", + "Which", + "adalah", + "kedua", + "bahwa", + "trouve", + "contoh", + "linhas", + "conteudo", + "which" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 21.0, + "best_rank": 1, + "best_depth": 47.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "uma", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "low", + "output_checked": true + }, + { + "concept": "both", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "surface", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "failure", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-02__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-02__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-02__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-02__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cleavage-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-plasticity separation 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A body-centered metal failed suddenly below its transition temperature. Microscopy revealed broad planar facets connected by sharp ridges through individual crystallites.", + "prompt_tail": "tered metal failed suddenly below its transition temperature. Microscopy revealed broad planar facets connected by sharp ridges through individual crystallites.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cleavage-03", + "carrier_id": null, + "target_family": "cleavage", + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "s", + "generated_token_ids": [ + 236751 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 334, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 233 + }, + { + "label": "cleavage", + "best_rank": 22, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 23 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "apr", + "Gottlieb", + "mesma", + "got", + "Hair", + "even", + "Edge", + "diberi", + "Charm" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "s", + "mkdir", + "S", + "styling", + "GSM", + "apr", + "styles", + "Insert", + "Edge", + "asus", + "mesma", + "param", + "mixer", + "Enter", + "Thatcher", + "conde", + "Weise", + "cir", + "as" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "s", + "S", + "mesma", + "Weise", + "Edge", + "apr", + "sus", + "Edge", + "styling", + "Sus", + "EDGE", + "stack", + "joen", + "insert", + "Insert", + "Hits", + "second", + "arlos" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "S", + "mesma", + "Weise", + "Edge", + "Hits", + "Pek", + "joen", + "Edge", + "apr", + "insert", + "second", + "cfr", + "sus", + "styling", + "EDGE", + "Insert", + "arlos", + "stack", + "second", + "top" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "Pyr", + "empe", + "cens", + "Cens", + "DIN", + "cura", + "Ronald", + "Ashley", + "watering", + "pis", + "S", + "ciri", + "Pending", + "ruari", + "CUL", + "Eddie", + "ait", + "uts", + "restaur", + "insley", + "phis", + "CTE", + "Cuy" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Estelle", + "empe", + "psi", + "spacing", + "DIN", + "Rome", + "softmax", + "STI", + "issy", + "pct", + "handleError", + "ngModel", + "affine", + "Sorg", + "Emilia", + "iorum", + "prolet", + "osynthesis", + "HTTPS", + "knn", + "conveniently", + "postgres", + "Accenture", + "blings", + "kts", + "zum" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ngModel", + "itorial", + "empe", + "Estelle", + "Sorg", + "ukun", + "handleError", + "AGS", + "kts", + "serialization", + "spacing", + "ils", + "psi", + "setValue", + "osynthesis", + "Appleton", + "RHS", + "addData", + "acidified", + "unches", + "yscale" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "hci", + "Stark", + "atro", + "icure", + "Cuy", + "empe", + "LOGGER", + "Pyr", + "Ronald", + "Slowly", + "Grun", + "ukun", + "estab", + "cheats", + "usia", + "watering", + "etty" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "P", + "atro", + "hci", + "Richardson", + "Pair", + "Pyr", + "usia", + "endenti", + "Guangdong", + "isjon", + "dui" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "StringBuilder", + "Gruntfile", + "Guangdong", + "postings", + "CCS", + "endenti", + "Slowly", + "atro", + "ralent", + "Pyr", + "slimmer" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "Everywhere", + "BYTE", + "zdol", + "Princeton", + "Bowser", + "Fremantle", + "onload", + "ophile", + "schlim", + "William", + "Xc", + "ChatGPT", + "UPI", + "unable", + "Jahr", + "unable" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "C", + "H", + "a", + "T", + "out", + "Methods", + "Rather", + "entimes", + "stantial", + "imax", + "tuttavia", + "variously", + "om" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "an", + "L", + "T", + "H", + "and", + "que", + "ing", + "out", + "particularly", + "others", + "Pitt", + "MORE", + "C", + "ie", + "Methods", + "funcionarios", + "CHAPTER", + "Mud", + "olom", + "otras" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "que", + "ing", + "la", + "l", + "ed", + "an", + "gehend", + "olom", + "entimes", + "opy", + "aneous", + "unanticipated", + "octet", + "Ontario", + "agad" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "que", + "la", + "l", + "an", + "ed", + "ing", + "octet", + "GROUP", + "olom", + "Border", + "Ontario", + "opy", + "ings", + "escue", + "iav", + "antly", + "akup", + "decir", + "rodite", + "replaceAll", + "nit", + "stattung", + "Yet" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "ed", + "que", + "l", + "ilization", + "ization", + "la", + "antly", + "GROUP", + "ofan", + "ing", + "izations", + "conclusiones", + "ized", + "observations", + "descriptors", + "escue", + "Observations", + "ocht", + "indicating", + "an", + "ylim", + "description" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "que", + "ed", + "indicating", + "ilization", + "antly", + "observations", + "conclusiones", + "CONCLUSIONS", + "description", + "WHEREAS", + "descriptors", + "Explanation", + "tained", + "othesis", + "Observations", + "Observations", + "Indicates", + "these", + "constellations" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "a", + "C", + "Such", + "hence", + "antly", + "Conclusions", + "Ank", + "conclusiones", + "WHEREAS", + "Characteristics", + "Characteristic", + "flashbacks", + "these", + "bunlar", + "solche" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "L", + "Characteristics", + "B", + "obliterated", + "characteristics", + "Characteristics", + "plications", + "okaza", + "characteristic", + "interrupted", + "deleteAll", + "annihilated", + "iciencies", + "breakpoints", + "returnValues" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "Characteristics", + "ly", + "obliterated", + "Characteristics", + "characteristics", + "annihilated", + "interrupted", + "parcours", + "cleaved", + "breached", + "okaza", + "Evidence" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "ed", + "and", + "ly", + "interrupted", + "edt", + "B", + "cleaved", + "partition", + "ears", + "parcours", + "forfeited", + "breached", + "cleavage", + "along", + "plications", + "DisplayText", + "vouch" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "que", + "ed", + "la", + "a", + "and", + "ly", + "shelf", + "wo", + "shelf", + "interrupted", + "Shelf", + "Shelf", + "parcel", + "nad", + "esto", + "baile" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "ly", + "trans", + "ed", + "River", + "quasi", + "facets", + "features", + "feature", + "que", + "cleaved", + "river", + "trans", + "Shelf", + "FAC", + "Trans", + "Shiny", + "River", + "cleavage", + "shelf", + "Fac", + "features", + "shelf", + "Feature", + "facet", + "FAC", + "feature", + "river" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "River", + "River", + "que", + "river", + "a", + "river", + "RIVER", + "rivers", + "Rivers", + "sungai", + "trans", + "broad", + "plano", + "Riverside", + "ed", + "Rivers", + "l", + "broad", + "Fluss", + "C", + "riverside", + "stream" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "River", + "River", + "river", + "river", + "rivers", + "Rivers", + "RIVER", + "riverside", + "Riverside", + "wo", + "Rivers", + "Wo", + "riv", + "l", + "Wo", + "sungai", + "Rivera", + "Riv", + "WO", + "rive", + "rivers", + "Fluss", + "intersected", + "WO", + "woofer" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "s", + "times", + "set", + "is", + "rightarrow", + "ar", + "connections", + "in", + "C", + "durch", + "in", + "intersection", + "with", + "k", + "the", + "Objectives", + "few", + "figuring", + "with", + "intersections", + "kesin", + "followed" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 36202, + 7910, + 17161, + 22414, + 108265, + 75473, + 49561, + 217075, + 246967, + 236452, + 113094, + 258227, + 223533, + 188433, + 108149, + 54837, + 77072, + 85876, + 6637, + 1605, + 335, + 1464, + 1797, + 3399, + 1776, + 111184 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 190448, + 231377, + 228332, + 226308, + 106531, + 103683, + 130701, + 172180, + 194445, + 152315, + 191991, + 219596, + 157473, + 201697, + 206038, + 235976, + 222638, + 84601, + 16235, + 4650, + 30, + 520, + 23, + 1518, + 5183, + 1431 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 119195, + 90154, + 98914, + 148011, + 100996, + 84188, + 87986, + 35682, + 743, + 748, + 234, + 1209, + 789 + ] + }, + { + "label": "cleavage", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 113181, + 101295, + 28682, + 27254, + 29304, + 19133, + 48111, + 49133, + 2488, + 857, + 51, + 167, + 24 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 23.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 11.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "own", + "score": 4.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "body", + "output_checked": true + }, + { + "concept": "cubic", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "miserably", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "grain", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "etwa", + "score": 1.0, + "best_rank": 2, + "best_depth": 47.5, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "Cle", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "by", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "que", + "la", + "de", + "ers", + "le", + "a", + "n", + "im", + "p", + "ization", + "ani", + "firme", + "absorbed", + "igual", + "perd", + "re", + "er", + "v", + "ap", + "deg", + "fab", + "ele", + "aw", + "err", + "ad", + "her", + "ern", + "ty", + "uff", + "kind" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "be", + "ay", + "C", + "ation", + "T", + "ot", + "A", + "I", + "th", + "l", + "of", + "and", + "e", + "om", + "im", + "S", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "in" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "it", + "ist", + "an", + "ers", + "un", + "P", + "pro", + "al", + "ot", + "S", + "e", + "im", + "A", + "T", + "ation", + "be", + "al", + "d", + "the", + "p", + "a", + "t", + "en", + "c", + "of", + "ion", + "b", + "ic", + "l", + "and", + "th", + "om" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "H", + "C", + "various", + "secondary", + "k", + "S", + "T", + "elective", + "specialized", + "able", + "que", + "kind", + "open", + "able", + "either", + "le", + "or", + "an", + "ers", + "en", + "a", + "and", + "l", + "own", + "its", + "ation", + "e", + "t", + "p", + "al", + "of" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "H", + "S", + "a", + "l", + "or", + "own", + "able", + "que", + "ers", + "able", + "C", + "O", + "s", + "en", + "an", + "k", + "un", + "ity", + "ivity", + "p", + "T", + "AVAILABLE", + "irritating", + "h", + "b", + "ness", + "t", + "ic", + "ation", + "ap" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "l", + "a", + "que", + "en", + "own", + "ers", + "an", + "able", + "S", + "un", + "K", + "k", + "h", + "ed", + "H", + "able", + "humbled", + "ation", + "ic", + "specialized", + "many", + "mellan", + "malah", + "t", + "raat" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "S", + "a", + "own", + "ers", + "l", + "que", + "en", + "able", + "able", + "un", + "k", + "h", + "K", + "humbled", + "H", + "ation", + "iz", + "uno" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "S", + "ers", + "l", + "corrigir", + "iz", + "newItem", + "k", + "irritating", + "able", + "anyi" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "l", + "ers", + "S", + "corrigir", + "newItem", + "iz", + "searchQuery", + "auction" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "corrigir", + "uma", + "ers", + "expliquer", + "iz", + "colocar", + "newItem", + "searchQuery" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "uma", + "an", + "corrigir", + "both", + "um", + "numerosas", + "PwC", + "adicionar", + "numerosos" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "an", + "both", + "corrigir", + "uma", + "sowohl", + "Meskipun", + "popularly", + "relatively", + "denominado", + "proporcionan", + "although", + "amassed", + "the" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "an", + "its", + "both", + "the", + "y", + "high", + "or", + "like", + "such", + "relatively", + "their", + "ed", + "which", + "le", + "unlike", + "even", + "localized", + "widespread", + "previously", + "it", + "his" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "e", + "y", + "ly", + "without", + "er", + "p", + "and", + "that", + "and", + "like", + "get", + "hbox", + "un", + "v", + "nytimes", + "c", + "t", + "because", + "on", + "n", + "taobao", + "to", + "already", + "s", + "would", + "ic", + "recently", + "toBottomOf", + "KHTML", + "during" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "e", + "y", + "s", + "un", + "a", + "p", + "v", + "t", + "er", + "n", + "T", + "l", + "on", + "c", + "and", + "that", + "get", + "f", + "an", + "d", + "without", + "D", + "in", + "al", + "ly", + "ic", + "k", + "h", + "to", + "hbox" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "l", + "a", + "un", + "t", + "y", + "an", + "s", + "v", + "p", + "T", + "and", + "l", + "n", + "al", + "k", + "d", + "to", + "ic", + "c", + "on", + "e", + "f", + "that", + "D", + "and", + "hbox", + "r", + "m", + "ly" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "l", + "a", + "y", + "and", + "un", + "al", + "v", + "ed", + "such", + "these", + "an", + "hbox", + "These", + "ic", + "t", + "p", + "that", + "characteristics", + "described", + "without", + "and", + "l", + "type", + "which", + "They", + "n", + "d", + "that" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "such", + "These", + "such", + "these", + "al", + "T", + "L", + "Lors", + "same", + "rather" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "ed", + "T", + "own", + "B", + "al", + "t", + "un", + "v", + "hbox", + "y", + "p", + "an", + "D", + "get", + "n", + "c", + "These", + "d", + "ous", + "taobao", + "a", + "b", + "these", + "not" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "own", + "B", + "ed", + "al", + "T", + "t", + "get", + "s", + "D", + "p", + "y", + "hbox", + "b", + "v", + "d", + "l", + "n", + "some", + "K", + "L", + "not", + "c", + "o", + "all", + "an", + "g" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "own", + "C", + "ed", + "B", + "and", + "ing", + "s", + "al", + "t", + "b", + "v", + "get", + "ly", + "d", + "o", + "l", + "D", + "m", + "some", + "mic", + "p", + "y", + "facets", + "L", + "on" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "C", + "ed", + "own", + "B", + "and", + "facet", + "al", + "t", + "to", + "wo", + "on", + "b", + "ing", + "facets", + "each", + "s", + "any", + "o", + "mic", + "ly", + "with", + "plate", + "features", + "some", + "ting", + "outof", + "gie" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "own", + "river", + "facets", + "features", + "features", + "feature", + "River", + "feature", + "B", + "shiny", + "K", + "FAC", + "trans", + "river", + "facet", + "shin", + "C", + "cleavage", + "shelf", + "trans", + "Trans", + "Feature", + "rived", + "River" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "River", + "river", + "River", + "river", + "sungai", + "RIVER", + "rivers", + "Rivers", + "Rivers", + "Sungai", + "Rivera", + "riverside", + "Riverside", + "rivers", + "rencana", + "rive", + "broad" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "River", + "C", + "River", + "river", + "l", + "wo", + "river", + "a", + "Wo", + "Rivers", + "rivers", + "riv", + "RIVER", + "Riverside", + "Rivers", + "sungai", + "riverside", + "Riv", + "Wo", + "T", + "Rivera", + "WO", + "Riv", + "wo", + "riv" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "s", + "times", + "set", + "is", + "rightarrow", + "ar", + "connections", + "in", + "C", + "durch", + "in", + "intersection", + "with", + "k", + "the", + "Objectives", + "few", + "figuring", + "with", + "intersections", + "kesin", + "followed" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 20.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "its", + "output_checked": true + }, + { + "concept": "uma", + "score": 8.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "which", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "through", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "cubic", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "failure", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "grain", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "orientations", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "ites", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-03__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-03__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-03__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-03__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cleavage-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-plasticity separation 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A thick steel section opened under modest loading after rapid cooling. The separated faces showed flat reflective planes and negligible evidence of local necking.", + "prompt_tail": "thick steel section opened under modest loading after rapid cooling. The separated faces showed flat reflective planes and negligible evidence of local necking.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cleavage-04", + "carrier_id": null, + "target_family": "cleavage", + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "s", + "generated_token_ids": [ + 236751 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 163, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 156 + }, + { + "label": "cleavage", + "best_rank": 127, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 107 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "ListItemIcon", + "got", + "un", + "Charm", + "mesma", + "Farr" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "s", + "mkdir", + "GSM", + "styling", + "styles", + "apr", + "param", + "Enter", + "S", + "mixer", + "Edge", + "Insert", + "Thatcher", + "duck", + "asus", + "cir", + "EDGE", + "gian", + "conde", + "la", + "Weise", + "ethers" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "s", + "S", + "Weise", + "mesma", + "Edge", + "sus", + "styling", + "apr", + "Edge", + "Sus", + "la", + "joen", + "irl", + "arens", + "EDGE", + "e", + "second", + "jenis" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "S", + "Weise", + "mesma", + "Edge", + "joen", + "l", + "sus", + "Pek", + "second", + "Hits", + "Edge", + "top", + "irl", + "cfr", + "insert", + "la", + "styling", + "apr", + "stack", + "second" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "la", + "s", + "cens", + "Cens", + "watering", + "Pyr", + "empe", + "Ronald", + "ciri", + "DIN", + "Cuy", + "ruari", + "cura", + "prompt", + "appelle", + "Pending", + "ct", + "bars", + "CCN", + "CTE", + "kts", + "insley", + "ait", + "postgres", + "restaur", + "App", + "ppm", + "pis" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Estelle", + "psi", + "empe", + "spacing", + "softmax", + "Sorg", + "ngModel", + "pct", + "issy", + "HTTPS", + "STI", + "Rome", + "affine", + "DIN", + "postgres", + "conveniently", + "handleError", + "acidified", + "prolet", + "Emilia", + "kts", + "iorum", + "knn" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ngModel", + "Sorg", + "Estelle", + "itorial", + "psi", + "ils", + "AGS", + "serialization", + "l", + "addData", + "aportan", + "yscale", + "empe", + "kts", + "Appleton", + "RHS", + "unches", + "iorum", + "osynthesis", + "ures", + "ukun", + "agge" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "hci", + "atro", + "Cuy", + "Stark", + "watering", + "icure", + "ngthening", + "Ronald", + "usia", + "Slowly", + "isah", + "empe", + "ciri", + "CCN", + "trials", + "cheats", + "LOGGER", + "etty", + "ukun", + "achat" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "Cud", + "Cui", + "cuy", + "CU", + "CU", + "fort", + "isjon", + "P", + "Guad", + "lendemain", + "Kuch", + "Cuff", + "pict", + "CY", + "Cullen", + "OfThe", + "phony", + "Fort", + "Kund", + "ATEST", + "cus" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "StringBuilder", + "CGPoint", + "Guangdong", + "slimmer", + "postings", + "ing", + "retval", + "Gruntfile", + "pile", + "CCS", + "ralent", + "prawdzi", + "usus" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "Rather", + "Princeton", + "unable", + "Bowser", + "ophile", + "Unable", + "StringBuilder", + "unable", + "raft", + "stal", + "Angaben", + "Everywhere", + "Guangdong", + "CGPoint", + "William", + "ing", + "onload" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "que", + "out", + "udos", + "C", + "Rather", + "tuttavia", + "imax", + "ikuwa", + "stantial", + "outs" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "que", + "and", + "L", + "ing", + "an", + "out", + "H", + "ie", + "T", + "Pitt", + "others", + "particularly", + "poco", + "CHAPTER", + "ings", + "funcionarios", + "om", + "Evet" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "l", + "ed", + "ings", + "an", + "os", + "ie", + "om", + "pictured", + "ers", + "person", + "t", + "geschossiges", + "gehend" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "l", + "que", + "ing", + "ed", + "an", + "ings", + "ers", + "ized", + "esz", + "le", + "ciphertext", + "person", + "escue", + "ie", + "Border", + "antly", + "bly", + "es", + "ifiably", + "ife", + "inig", + "nof", + "os" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "la", + "que", + "ed", + "ization", + "ized", + "ings", + "antly", + "ilization", + "ciphertext", + "observations", + "excellent", + "ances", + "indeed", + "izations", + "ing", + "both", + "conclusiones", + "Observations", + "androidTest", + "ylim", + "escue" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "que", + "l", + "ed", + "these", + "excellent", + "indeed", + "characteristics", + "antly", + "observations", + "ized", + "hence", + "conclusiones", + "eis", + "ization", + "These", + "indicating", + "characteristics", + "ilization" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "neither", + "absence", + "lacking", + "lack", + "lacked", + "lacks", + "Lack", + "lack", + "Neither", + "a", + "la", + "C", + "Without", + "hence", + "without", + "Lack", + "keine" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "L", + "Characteristics", + "lack", + "Lack", + "Lack", + "Characteristics", + "Evidence", + "hence", + "characteristics", + "neither", + "Schad", + "absence", + "Conclusions", + "lacked", + "console", + "obliterated", + "lack", + "B", + "keine", + "exhibits" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "absence", + "Lack", + "lack", + "lack", + "Evidence", + "Characteristics", + "Schad", + "keine", + "Lack", + "absence", + "Absence", + "B", + "lacking", + "lacked", + "l", + "Characteristics", + "characteristics", + "evidence", + "ly", + "neither", + "lacks" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "la", + "C", + "absence", + "L", + "lack", + "keine", + "absence", + "with", + "Lack", + "unjukkan", + "haver", + "ausencia", + "uninterrupted", + "question", + "waypoints", + "hardly", + "with", + "colnames", + "Evidence", + "ly" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "que", + "lack", + "absence", + "with", + "Lack", + "and", + "lack", + "absence", + "a", + "lacked", + "tidak", + "haver", + "there", + "lacks", + "esto", + "keine", + "With", + "lacking", + "with", + "ausencia", + "There" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "l", + "la", + "lack", + "flat", + "flat", + "Flat", + "Lack", + "Flat", + "Lack", + "lack", + "absence", + "lacks", + "FLAT", + "flatten", + "falta", + "absence", + "flattening", + "lacked", + "flatness", + "Flatten", + "flatten", + "que", + "flats" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "l", + "que", + "flat", + "Flat", + "Flat", + "flat", + "lack", + "lack", + "falta", + "Lack", + "absence", + "bright", + "chevron", + "fib", + "FLAT", + "flatten", + "Bright", + "Lack", + "flattening", + "lacks", + "Makar", + "Bright", + "adi", + "negligible" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "l", + "Makar", + "Mak", + "mak", + "Macros", + "Mak", + "maker", + "mak", + "Flat", + "Macro", + "Mack", + "MAK", + "maka", + "Mack", + "macro", + "Flat", + "amak", + "Macro", + "Makh", + "Mackay", + "Macau", + "Macros", + "Maki", + "Mackey", + "flat", + "lack" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "s", + "ve", + "re", + "set", + "with", + "t", + "subsequent", + "maka", + "le", + "tornou", + "almost", + "in", + "changing", + "gereken", + "followed", + "center" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 40572, + 4750, + 21328, + 24333, + 82666, + 80399, + 43245, + 196347, + 257275, + 232757, + 151569, + 259285, + 232112, + 194147, + 124093, + 43138, + 60090, + 87380, + 19952, + 11696, + 1481, + 481, + 164, + 518, + 1460, + 136563 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 177165, + 238339, + 225977, + 230185, + 138015, + 113433, + 144036, + 167372, + 171298, + 133207, + 196863, + 198855, + 157375, + 157770, + 135610, + 172142, + 142124, + 38983, + 9129, + 3557, + 128, + 1833, + 144, + 2054, + 28194, + 19036 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 71380, + 79291, + 50533, + 73369, + 50889, + 25435, + 31341, + 12970, + 862, + 1219, + 204, + 342, + 157 + ] + }, + { + "label": "cleavage", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 148822, + 142369, + 33829, + 19298, + 17922, + 11874, + 42164, + 26979, + 5387, + 4354, + 125, + 1427, + 108 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 8.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "own", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "quench", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "martens", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "brav", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.7, + "near_token": "steel", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "u", + "L", + "p", + "arn", + "ais", + "ani", + "ina", + "even", + "ern", + "man", + "era", + "ah", + "aj", + "az", + "op", + "de", + "se", + "v", + "an", + "er", + "as", + "n", + "que", + "ata", + "ap", + "ace", + "err", + "am", + "ro", + "e" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ay", + "ation", + "I", + "C", + "ot", + "S", + "T", + "A", + "l", + "and", + "in", + "of", + "om", + "th", + "e", + "im", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "P", + "em", + "ation", + "be", + "ot", + "S", + "T", + "A", + "th", + "l", + "of", + "and", + "e", + "om", + "im", + "ad", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "k", + "occasional", + "elective", + "North", + "various", + "secondary", + "specialized", + "ness", + "self", + "ings", + "its", + "open", + "own", + "able", + "either", + "an", + "ation", + "and", + "l", + "en", + "a", + "p", + "of", + "ap", + "or", + "ers", + "end", + "iz", + "le", + "able", + "que" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "S", + "ation", + "ers", + "or", + "able", + "que", + "l", + "a", + "an", + "own", + "ness", + "k", + "s", + "t", + "H", + "en", + "le", + "p", + "and", + "able", + "O", + "elective", + "h", + "its", + "ings", + "ap", + "iz", + "d", + "s", + "of", + "ity" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "own", + "a", + "l", + "en", + "ers", + "que", + "ation", + "an", + "or", + "able", + "k", + "h", + "ness", + "ed", + "t", + "iz", + "p", + "ic", + "le", + "ity", + "able", + "specialized", + "un", + "raat", + "humbled", + "shock", + "malah", + "North", + "its", + "many" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "own", + "l", + "ers", + "a", + "que", + "k", + "ation", + "able", + "iz", + "en", + "ness", + "an", + "or", + "t", + "p", + "le", + "and", + "h", + "able", + "s", + "phen", + "un", + "malah", + "specialized", + "s", + "North", + "b", + "ly", + "d" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "que", + "a", + "l", + "ers", + "iz", + "own", + "ness", + "ation", + "s", + "or", + "le", + "an", + "t", + "ly", + "k", + "p", + "able", + "th", + "d", + "de", + "par", + "and", + "either", + "Arctic", + "cy", + "pro", + "per", + "Sh", + "um" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "que", + "a", + "l", + "iz", + "ers", + "own", + "ness", + "s", + "le", + "or", + "an", + "ation", + "and", + "th", + "t", + "de", + "either", + "p", + "ly", + "d", + "k", + "able", + "par", + "Sh", + "hem", + "per", + "um" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "que", + "iz", + "ers", + "s", + "th", + "le", + "either", + "ation", + "t", + "or", + "um", + "Sh", + "p", + "ness", + "and", + "an", + "par", + "Arctic", + "colocar", + "ino", + "d", + "own" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "que", + "an", + "s", + "th", + "either", + "le", + "ly", + "t", + "um", + "p", + "and", + "iz", + "of", + "d", + "st", + "or", + "its", + "Sh", + "il", + "per", + "P" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "an", + "que", + "ed", + "ly", + "the", + "both", + "its", + "spurred", + "ous", + "of", + "analyzed", + "famed", + "popularly", + "three", + "garnered", + "admirer", + "corrigir", + "ary", + "or" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "an", + "or", + "and", + "le", + "ed", + "ly", + "of", + "d", + "at", + "the", + "y", + "both", + "either", + "relatively", + "out", + "after", + "p", + "que", + "its", + "during", + "st", + "les", + "f", + "du", + "some", + "v", + "by", + "from" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "ly", + "e", + "and", + "er", + "an", + "and", + "y", + "p", + "a", + "c", + "t", + "v", + "un", + "on", + "al", + "n", + "d", + "s", + "would", + "without", + "l", + "despite", + "although", + "that", + "b", + "an", + "ic", + "f", + "after" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "e", + "er", + "s", + "un", + "T", + "y", + "t", + "v", + "p", + "a", + "an", + "c", + "ly", + "n", + "d", + "l", + "on", + "f", + "and", + "ed", + "and", + "al", + "D", + "k", + "to", + "st", + "an", + "that", + "m", + "b" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "l", + "a", + "y", + "and", + "t", + "un", + "an", + "s", + "v", + "T", + "p", + "er", + "al", + "c", + "ic", + "d", + "ed", + "ly", + "e", + "n", + "k", + "l", + "f", + "ness", + "and", + "such", + "to", + "m" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "l", + "C", + "and", + "a", + "y", + "un", + "such", + "an", + "al", + "ed", + "these", + "ness", + "er", + "t", + "These", + "indicates", + "characterized", + "They", + "were", + "T", + "and", + "characteristics", + "s", + "what", + "v", + "ic", + "indicating" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "neither", + "absence", + "lack", + "T", + "lacks", + "devoid", + "keine", + "tidak", + "lacked", + "tidak", + "such", + "lack", + "Lack", + "nicht", + "and" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "a", + "ed", + "T", + "own", + "lack", + "t", + "absence", + "B", + "al", + "lacks", + "y", + "v", + "p", + "un", + "didn", + "n", + "an", + "lacked", + "all", + "keine", + "able", + "remains" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "own", + "C", + "l", + "B", + "ed", + "s", + "p", + "lack", + "get", + "al", + "t", + "absence", + "a", + "b", + "keine", + "lack", + "lacks", + "ing", + "d", + "n", + "ic", + "y", + "v", + "able", + "all", + "lacked" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "own", + "ed", + "l", + "B", + "C", + "ing", + "lack", + "a", + "absence", + "get", + "features", + "al", + "with", + "rop", + "y", + "t", + "s", + "o", + "and", + "features", + "powierzchni", + "surfaces", + "after", + "channel" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "C", + "ed", + "B", + "lack", + "al", + "and", + "with", + "wo", + "rop", + "absence", + "t", + "appear", + "on", + "ocr", + "o", + "own", + "lack", + "w", + "a", + "lacks", + "p", + "flat", + "Lack", + "ly", + "appears", + "Lack", + "able", + "features", + "topl" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "l", + "flat", + "flat", + "lack", + "Flat", + "Flat", + "lack", + "Lack", + "Lack", + "lacks", + "chevron", + "absence", + "FLAT", + "fib", + "ploch", + "absence", + "Chevron", + "lacked", + "flatten", + "macro", + "fibrous", + "flatMap", + "flatter", + "Chevron", + "flats" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "l", + "flat", + "flat", + "Flat", + "Flat", + "fib", + "chevron", + "lack", + "Lack", + "fibrous", + "FLAT", + "Fib", + "lack", + "flattening", + "Lack", + "ploch", + "flatten", + "Bright", + "hack", + "Chevron", + "absence", + "fibras", + "maka", + "falta" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "l", + "Makar", + "Mak", + "flat", + "Mak", + "mak", + "Flat", + "Flat", + "maka", + "mak", + "flat", + "Mack", + "MAK", + "makalah", + "Macau", + "Mack", + "Macros", + "Makh", + "maker", + "Macro", + "chevron", + "macro", + "macros", + "che", + "Macro", + "able" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "s", + "ve", + "re", + "set", + "with", + "t", + "subsequent", + "maka", + "le", + "tornou", + "almost", + "in", + "changing", + "gereken", + "followed", + "center" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 13.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "uma", + "score": 8.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "cleavage", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.1, + "near_token": "of", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-04__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-04__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-04__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-04__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cleavage-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-plasticity separation 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A notched iron alloy snapped during a cold bend test before appreciable permanent curvature developed. River-like markings on the facets converged toward the initiation site.", + "prompt_tail": " alloy snapped during a cold bend test before appreciable permanent curvature developed. River-like markings on the facets converged toward the initiation site.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cleavage-05", + "carrier_id": null, + "target_family": "cleavage", + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 8294, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 2809 + }, + { + "label": "cleavage", + "best_rank": 31, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 6 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "styling", + "apr", + "got", + "ListItemIcon", + "mesma", + "Charm", + "un", + "even", + "Hair", + "Farr" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "styling", + "S", + "apr", + "GSM", + "mkdir", + "styles", + "Edge", + "Insert", + "mesma", + "s", + "cir", + "Weise", + "mixer", + "Enter", + "Edge", + "as", + "asus", + "a", + "conde", + "EDGE" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "S", + "Weise", + "Edge", + "apr", + "Edge", + "s", + "Sus", + "sus", + "styling", + "ashe", + "jenis", + "joen", + "cfr", + "arens", + "EDGE" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "mesma", + "S", + "Weise", + "Edge", + "Hits", + "apr", + "cfr", + "joen", + "sus", + "Insert", + "insert", + "Edge", + "second", + "styling", + "Pek", + "arlos", + "agiri", + "irl" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "S", + "cens", + "pis", + "Pyr", + "Cens", + "Pending", + "empe", + "DIN", + "watering", + "Ronald", + "ciri", + "ait", + "uts", + "aspir", + "phis", + "cura", + "Eddie", + "appelle", + "Ashley", + "ittle", + "Cuy", + "przyp" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Estelle", + "psi", + "empe", + "spacing", + "issy", + "DIN", + "affine", + "Sorg", + "softmax", + "prolet", + "Rome", + "ngModel", + "handleError", + "STI", + "conveniently", + "pct", + "iorum", + "watering", + "HTTPS", + "postgres", + "knn", + "agge", + "Accenture", + "acidified", + "Emilia", + "blings" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ngModel", + "empe", + "ukun", + "Estelle", + "psi", + "Sorg", + "handleError", + "AGS", + "spacing", + "Appleton", + "kts", + "serialization", + "addData", + "itorial", + "unches", + "acidified", + "affine", + "agge", + "yscale", + "osynthesis" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "hci", + "Stark", + "watering", + "CCN", + "ciri", + "kts", + "Pyr", + "Ronald", + "Arjuna", + "Cullen", + "ngthening", + "estab", + "achat", + "LOGGER", + "empe", + "icure", + "Puch", + "etty", + "usia", + "ciation" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "atro", + "Cuy", + "hci", + "usia", + "Pyr", + "Guangdong", + "CCP", + "Hawke", + "Pair", + "LOGGER", + "onuclear", + "CGPoint", + "uzi", + "juxtap", + "lendemain", + "P" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "StringBuilder", + "eram", + "slimmer", + "usus", + "Slowly", + "rmt", + "retval", + "organismos", + "savvy", + "CCS" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "others", + "Everywhere", + "Princeton", + "BYTE", + "otras", + "diaper", + "agad", + "Rather", + "CGPoint", + "PackageManager" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "imax", + "a", + "spos", + "atience", + "others", + "istiwa", + "otros", + "que" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "others", + "que", + "out", + "an", + "particularly", + "opis", + "others", + "otras", + "Others", + "opy", + "apprezz" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "l", + "ing", + "agad", + "entimes", + "opy", + "gehend", + "unanticipated", + "signifikan", + "person", + "Says", + "darn", + "aneous", + "favored", + "antly" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "l", + "que", + "antly", + "person", + "agad", + "decir", + "Ontario", + "ing", + "opy", + "an", + "ifai", + "bald", + "validated", + "okaza", + "darn" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "la", + "que", + "antly", + "ilization", + "indicating", + "excellent", + "CONCLUSIONS", + "person", + "observations", + "esia", + "obliterated", + "validated" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "antly", + "que", + "indicating", + "CONCLUSIONS", + "excellent", + "solche", + "these", + "ilization", + "observations", + "aport", + "obliterated", + "yfikacji", + "These" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "These", + "solche", + "These", + "these", + "la", + "a", + "Such", + "slike", + "antly", + "bunlar" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "a", + "L", + "l", + "either", + "indicating", + "okaza", + "obliterated", + "interrupted", + "Reddy", + "ned", + "terasa" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "a", + "either", + "l", + "indicating", + "interrupted", + "These", + "L", + "Lalu", + "INDIC", + "obliterated", + "indicating", + "Rollins", + "evid", + "ValueChanged", + "Indicators", + "evidence" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "la", + "a", + "indications", + "regretted", + "either", + "szere", + "solche", + "fhir", + "dizer", + "plications", + "slike", + "obliterated", + "interrupted", + "Lalu", + "whatnot", + "tantas", + "stri" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "que", + "l", + "a", + "de", + "convenc", + "ning", + "le", + "Lines", + "esto", + "indications", + "an", + "Convergence", + "est", + "decir", + "dizer", + "lines", + "Conver", + "bure", + "LINES", + "tantas", + "tanto" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "que", + "River", + "chevron", + "convenc", + "river", + "cleaved", + "Chevron", + "River", + "Beach", + "l", + "cleavage", + "RIVER", + "INDIC", + "Radiat", + "raind", + "river", + "beach", + "Rouen", + "radiated", + "radiographic", + "a", + "Radiation", + "de" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "River", + "a", + "River", + "river", + "river", + "que", + "RIVER", + "l", + "Rivera", + "Rivers", + "sungai", + "rivers", + "Riverside", + "riverside", + "Fluss", + "chevron", + "alluvial", + "conver", + "adi", + "convergent", + "Rivers", + "radiated" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "River", + "River", + "river", + "river", + "l", + "RIVER", + "Riverside", + "Rivera", + "rivers", + "Rivers", + "riverside", + "la", + "sungai", + "radiated", + "Fluss", + "Riviera", + "toRadians", + "Rivers", + "convergent", + "Radioactive", + "riv" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "C", + "TITLE", + "times", + "com", + "Cells", + "strip", + "Kalau", + "Berikut", + "walls", + "Kalau", + "Erfahrungen", + "br", + "River", + "title", + "fetchall", + "river" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 37971, + 19462, + 37712, + 26272, + 71706, + 82354, + 66819, + 173629, + 249899, + 221513, + 126873, + 252266, + 208653, + 136321, + 87585, + 36728, + 54298, + 68795, + 17563, + 22553, + 8295, + 16303, + 26261, + 12884, + 26020, + 68085 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 183197, + 221762, + 218077, + 226027, + 139616, + 110915, + 140983, + 190881, + 191990, + 156341, + 231030, + 212747, + 179007, + 203378, + 202310, + 216457, + 191592, + 67111, + 58480, + 17658, + 605, + 2896, + 32, + 137, + 529, + 706 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 138803, + 120486, + 59502, + 114722, + 88374, + 75189, + 124994, + 56641, + 5955, + 12574, + 2810, + 13277, + 62171 + ] + }, + { + "label": "cleavage", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 125513, + 90603, + 34687, + 43474, + 56652, + 20536, + 45262, + 50806, + 2990, + 1586, + 212, + 132, + 7 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 8.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "own", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "que", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "flaming", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "These", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "deformation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "Failure", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "even", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "origin", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.1, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ani", + "que", + "ap", + "de", + "Them", + "ele", + "uff", + "fab", + "unload", + "p", + "ER", + "im", + "n", + "am", + "es", + "er", + "le", + "l", + "aj", + "am", + "qu", + "ad", + "ner", + "ah", + "an", + "ver" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "on", + "be", + "ation", + "ay", + "T", + "ot", + "A", + "I", + "th", + "l", + "of", + "and", + "e", + "om", + "im", + "S", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "in" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "pro", + "un", + "em", + "P", + "A", + "T", + "ation", + "be", + "e", + "om", + "l", + "th", + "ad", + "im", + "S", + "ot", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "s", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "occasional", + "able", + "own", + "open", + "a", + "p", + "of", + "le", + "ap", + "ers", + "or", + "que", + "iz", + "its", + "ness", + "an", + "ation", + "and", + "l", + "en", + "set", + "able", + "ings", + "s", + "t", + "d", + "his", + "ad", + "e", + "end", + "un" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "own", + "l", + "a", + "en", + "or", + "ers", + "an", + "que", + "ity", + "H", + "k", + "ap", + "able", + "ness", + "b", + "S", + "p", + "de", + "le", + "e", + "ic", + "t", + "T", + "able", + "p", + "h", + "elective", + "power", + "s", + "open", + "un", + "set" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "l", + "en", + "que", + "a", + "own", + "k", + "ed", + "an", + "ers", + "able", + "h", + "specialized", + "or", + "t", + "un", + "ic", + "ation", + "iz", + "ity", + "able", + "malah", + "shock", + "p", + "its", + "many", + "North" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "a", + "que", + "en", + "own", + "l", + "k", + "ers", + "an", + "iz", + "able", + "specialized", + "takePhotoButton", + "t", + "p", + "mellan", + "phen", + "its", + "able", + "or", + "ap", + "North", + "many", + "aries", + "eye" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "que", + "own", + "iz", + "la", + "k", + "ers", + "an", + "p", + "redesignated", + "s", + "aries", + "le", + "par", + "un", + "t", + "pro", + "hem", + "de" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "own", + "que", + "la", + "iz", + "ers", + "an", + "k", + "par", + "un", + "redesignated", + "pro", + "hem", + "searchQuery", + "colocar", + "quoi", + "le", + "p", + "aries" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "own", + "l", + "que", + "iz", + "la", + "redesignated", + "ers", + "searchQuery", + "colocar", + "th", + "par", + "hem", + "quoi", + "corrigir", + "Promenade", + "charming" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "que", + "an", + "redesignated", + "sensational", + "corrigir", + "charming", + "th", + "iz", + "enticing", + "penjualan", + "likes", + "glamorous", + "colocar" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "an", + "l", + "aptly", + "amassed", + "Meskipun", + "obtenir", + "spurred", + "ly", + "although", + "th", + "recebeu", + "admirer", + "corrigir", + "likes" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "an", + "or", + "ed", + "the", + "ly", + "its", + "despite", + "although", + "such", + "although", + "his", + "y", + "it", + "meskipun", + "some", + "both", + "ous", + "characterized", + "their", + "le", + "Meskipun", + "primary", + "likely" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "ly", + "er", + "e", + "and", + "y", + "a", + "an", + "and", + "v", + "p", + "t", + "although", + "al", + "despite", + "without", + "on", + "un", + "c", + "n", + "d", + "after", + "ic", + "s", + "hbox", + "that", + "own", + "z", + "despite", + "KHTML", + "nytimes" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "er", + "s", + "e", + "y", + "v", + "a", + "p", + "un", + "t", + "ed", + "an", + "ly", + "T", + "n", + "and", + "on", + "c", + "al", + "l", + "d", + "f", + "k", + "D", + "z", + "in", + "and", + "to", + "ic", + "with", + "st" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "C", + "a", + "an", + "and", + "T", + "y", + "t", + "v", + "s", + "p", + "un", + "ed", + "al", + "D", + "l", + "although", + "d", + "er", + "c", + "e", + "such", + "n", + "and", + "k", + "after", + "on", + "ic", + "to", + "m" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "l", + "ed", + "a", + "y", + "al", + "and", + "an", + "these", + "such", + "These", + "although", + "They", + "and", + "after", + "Although", + "such", + "T", + "er", + "these", + "Additionally", + "v", + "Furthermore", + "were", + "D", + "that", + "Moreover", + "These" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "these", + "an", + "a", + "These", + "such", + "these", + "identifying", + "These", + "al", + "those", + "numerous", + "such", + "solche", + "T" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "a", + "ed", + "an", + "T", + "own", + "t", + "al", + "these", + "y", + "v", + "p", + "resembling", + "c", + "printStackTrace", + "n", + "those", + "some", + "what" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "a", + "own", + "ed", + "B", + "al", + "an", + "t", + "y", + "get", + "T", + "D", + "L", + "K", + "resembling", + "p", + "aly", + "e", + "Whether", + "these", + "resembled", + "v", + "getResponseCode", + "l" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "ed", + "own", + "ing", + "a", + "al", + "s", + "t", + "m", + "get", + "L", + "l", + "v", + "y", + "d", + "mic", + "p", + "e", + "ly", + "with", + "features", + "and" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "own", + "C", + "ed", + "a", + "al", + "que", + "able", + "t", + "ly", + "get", + "to", + "line", + "with", + "Kt", + "converging", + "lines", + "Conver", + "markings", + "ing", + "facet", + "beach", + "f", + "all", + "wo", + "marks", + "within" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "C", + "H", + "Chevron", + "own", + "chevron", + "l", + "cleavage", + "Chevron", + "cle", + "fan", + "beach", + "river", + "chevron", + "convergent", + "markings", + "radiating", + "fan", + "que", + "converging", + "River", + "radial", + "cleaved", + "radial", + "radiated", + "river", + "conver" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "River", + "river", + "river", + "River", + "RIVER", + "C", + "sungai", + "rivers", + "chevron", + "Chevron", + "fiume", + "cleavage", + "l", + "Fluss", + "Rivers", + "radiating", + "convergent", + "Riverside", + "Radiation", + "converging" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "River", + "river", + "River", + "river", + "la", + "C", + "l", + "a", + "RIVER", + "Riverside", + "sungai", + "convergent", + "riv", + "rivers", + "Rivera", + "Rivers", + "riverside", + "chevron", + "Fluss", + "iver", + "fiume", + "che", + "an", + "Riv" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "C", + "TITLE", + "times", + "com", + "Cells", + "strip", + "Kalau", + "Berikut", + "walls", + "Kalau", + "Erfahrungen", + "br", + "River", + "title", + "fetchall", + "river" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 21.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "que", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "before", + "output_checked": true + }, + { + "concept": "afirma", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "both", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "on", + "output_checked": true + }, + { + "concept": "snapping", + "score": 1.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "snapped", + "output_checked": true + }, + { + "concept": "deformation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "fracture", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "on", + "output_checked": true + }, + { + "concept": "origin", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "any", + "score": 1.0, + "best_rank": 2, + "best_depth": 67.8, + "near_token": "appreciable", + "output_checked": true + }, + { + "concept": "bending", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "during", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-05__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-05__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-05__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-05__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Time-dependent deformation under heat 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A steam-pipe alloy elongated gradually during ten years of steady load at 600 degrees Celsius. Rounded pores appeared at triple junctions late in life.", + "prompt_tail": "A steam-pipe alloy elongated gradually during ten years of steady load at 600 degrees Celsius. Rounded pores appeared at triple junctions late in life.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-high-temperature-deformation-01", + "carrier_id": null, + "target_family": "high-temperature-deformation", + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 57984, + "best_depth": 55.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 634 + }, + { + "label": "diffusion", + "best_rank": 5038, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 9718 + }, + { + "label": "cavity", + "best_rank": 1441, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 395 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "styling", + "ListItemIcon", + "got", + "Farr", + "Charm", + "even" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "styling", + "apr", + "mesma", + "GSM", + "styles", + "mkdir", + "Enter", + "Insert", + "S", + "conde", + "as", + "asus", + "Weise", + "a", + "Edge", + "cir", + "mixer", + "same", + "Edge", + "ipo", + "param", + "s" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "S", + "Edge", + "Weise", + "s", + "Edge", + "apr", + "styling", + "EDGE", + "Pek", + "Hits", + "second", + "Insert", + "arlos", + "stack", + "insert", + "sus" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "mesma", + "Weise", + "Edge", + "Hits", + "apr", + "second", + "Pek", + "sus", + "insert", + "joen", + "stack", + "Insert", + "second", + "cfr", + "styling", + "Edge", + "top", + "arlos", + "S", + "l" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "Pyr", + "empe", + "S", + "Cens", + "DIN", + "Rome", + "cens", + "Ronald", + "postgres", + "restaur", + "ittle", + "Ashley", + "CUL", + "watering", + "MAPE", + "assian", + "println", + "cci", + "rometry", + "arson", + "Slowly", + "bars", + "hol", + "ertas" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Estelle", + "psi", + "softmax", + "empe", + "spacing", + "Sorg", + "Rome", + "issy", + "handleError", + "ngModel", + "affine", + "HTTPS", + "pct", + "postgres", + "acidified", + "STI", + "Emilia", + "prolet", + "DIN", + "conveniently", + "iorum", + "Accenture", + "agge" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "Estelle", + "ngModel", + "empe", + "psi", + "handleError", + "Sorg", + "serialization", + "itorial", + "AGS", + "kts", + "Appleton", + "ukun", + "osynthesis", + "spacing", + "unches", + "acidified", + "ils", + "RHS", + "cyn", + "RTS", + "affine", + "addData" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "Stark", + "ciri", + "hci", + "Cullen", + "Cui", + "cheats", + "cus", + "CY", + "CU", + "CCN", + "ciation", + "trava", + "icure", + "kts", + "usia" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "CU", + "Cui", + "pict", + "CY", + "ciri", + "fort", + "CU", + "OfThe", + "endenti", + "usia", + "cus", + "Cullen", + "dui", + "Kuch", + "cuy", + "cus", + "onuclear" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "usus", + "StringBuilder", + "postings", + "retval", + "preoccup", + "opis", + "slimmer", + "orest" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "Everywhere", + "Princeton", + "diaper", + "UPI", + "organismes", + "Biden", + "agad", + "ogly", + "schlim", + "others", + "shenanigans", + "FindBy" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "que", + "T", + "om", + "others", + "L", + "o", + "octet", + "atience", + "GROUP", + "implantation", + "otros", + "usus", + "out", + "apprezz", + "obtuvo" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "T", + "que", + "H", + "and", + "an", + "others", + "ing", + "out", + "ie", + "funcionarios", + "Others", + "however", + "particularly", + "inoltre", + "om" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "la", + "que", + "l", + "ing", + "an", + "T", + "larini", + "iai", + "ife", + "invece", + "regres", + "om", + "t" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "que", + "l", + "an", + "ing", + "ed", + "le", + "at", + "person", + "es", + "ife", + "nit", + "hva", + "the", + "those", + "un", + "GROUP", + "omia", + "emphasized" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "que", + "l", + "ed", + "ly", + "ilization", + "indeed", + "GROUP", + "ofan", + "esia", + "were", + "izations", + "were", + "question", + "ization", + "those", + "indicating", + "oggetto" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "que", + "la", + "ed", + "those", + "ly", + "indicating", + "hence", + "indeed", + "these", + "ilization", + "were", + "question", + "evidence", + "othesis", + "observations", + "Hence", + "constellations", + "ifad", + "aport" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "a", + "C", + "hence", + "solche", + "regretted", + "those", + "these", + "valueOf", + "These", + "Hence", + "ly", + "Such", + "These", + "backends", + "evidence", + "Both", + "indeed", + "tanto", + "hence", + "sightings", + "observations" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "L", + "T", + "regretted", + "l", + "tanto", + "okaza", + "Conclusions", + "C", + "unjukkan", + "opinion", + "Observations", + "Indeed", + "Occurrence", + "occurred", + "plications", + "indeed", + "rued", + "deleteAll", + "Apare", + "Observations", + "prema", + "observations", + "occur" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "T", + "regretted", + "at", + "unjukkan", + "halftime", + "tanto", + "opinion", + "okaza", + "Observations", + "C", + "Conclusions", + "Indeed", + "Observations", + "Indeed", + "Pada", + "opinion", + "indeed", + "observations", + "CharAt", + "occurred", + "Opinions" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "la", + "L", + "at", + "halftime", + "Observations", + "Observations", + "Indeed", + "T", + "overd", + "spotted", + "unjukkan", + "l", + "C", + "appearance", + "observations", + "regretted", + "Pada", + "deleteAll", + "coinciding", + "CharAt", + "appearing" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "at", + "overd", + "appearing", + "powst", + "observations", + "halftime", + "Observations", + "were", + "T", + "Pada", + "apare", + "que", + "appearance", + "repost", + "Observations", + "noticed", + "okaza", + "observa", + "de", + "welche" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "L", + "apare", + "appearing", + "de", + "Evidence", + "CharAt", + "Formation", + "C", + "INION", + "surg", + "at", + "pores", + "cavitation", + "cuja", + "evidence", + "Appearing", + "appeared", + "appearing", + "bubbles" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "rounded", + "Rounded", + "rounded", + "Rounded", + "la", + "Round", + "rounding", + "Round", + "round", + "ROUND", + "pores", + "redonde", + "Triple", + "pores", + "arred", + "triple", + "Rounding", + "ROUND", + "triple", + "round", + "Triple", + "rounding", + "arrondie", + "arrond", + "rond", + "pore" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Rounded", + "Rounded", + "rounded", + "rounded", + "pores", + "Round", + "pores", + "redonde", + "Round", + "rounding", + "arred", + "Triple", + "Rounding", + "Pore", + "arrondie", + "ROUND", + "triple", + "arrondi", + "round", + "Triple", + "P", + "triple", + "arrond", + "pore", + "Roasted", + "rounding", + "Founded" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "pores", + "le", + "continuidade", + "Rounded", + "mesma", + "consommateurs", + "experiences", + "pylori", + "ation", + "Rounded", + "remos" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 102919, + 160094, + 135671, + 138035, + 77006, + 60867, + 52066, + 22020, + 12889, + 58496, + 207335, + 90979, + 106579, + 108633, + 57985, + 117394, + 170129, + 228726, + 212578, + 201436, + 138365, + 112891, + 111844, + 13783, + 16606, + 53369 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 48120, + 150235, + 195492, + 195074, + 130944, + 110205, + 124696, + 166142, + 179517, + 113308, + 18912, + 79910, + 79295, + 48284, + 21688, + 60038, + 93159, + 53115, + 21615, + 26176, + 5039, + 28166, + 54858, + 46256, + 5601, + 7239 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 15824, + 78100, + 217327, + 234310, + 261323, + 258862, + 258354, + 261891, + 261840, + 251360, + 149068, + 45921, + 45512, + 103391, + 89461, + 96612, + 88481, + 20824, + 56659, + 36494, + 23981, + 5704, + 1442, + 2032, + 8184, + 1162 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 128434, + 129448, + 165111, + 104749, + 71368, + 50893, + 78029, + 93679, + 2103, + 1858, + 1209, + 793, + 635 + ] + }, + { + "label": "diffusion", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 39542, + 47981, + 59538, + 65702, + 45777, + 32047, + 32072, + 39873, + 21315, + 47922, + 9719, + 18296, + 14698 + ] + }, + { + "label": "cavity", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 92311, + 133592, + 118210, + 75858, + 50800, + 53655, + 114869, + 60122, + 171956, + 87841, + 33353, + 5397, + 396 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 19.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "years", + "output_checked": true + }, + { + "concept": "own", + "score": 5.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "either", + "score": 2.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "ervan", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "at", + "output_checked": true + }, + { + "concept": "temperature", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "Nippon", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "even", + "score": 1.0, + "best_rank": 2, + "best_depth": 67.8, + "near_token": "junctions", + "output_checked": true + }, + { + "concept": "Draper", + "score": 1.0, + "best_rank": 5, + "best_depth": 40.7, + "near_token": "elongated", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "C", + "ap", + "le", + "en", + "im", + "de", + "soon", + "ani", + "ner", + "la", + "p", + "v", + "aj", + "que", + "qu", + "aw", + "pl", + "me", + "am", + "ments", + "ver", + "se", + "un", + "an", + "ers", + "res", + "ry", + "ah" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ation", + "C", + "A", + "I", + "S", + "ad", + "ot", + "T", + "l", + "and", + "in", + "of", + "om", + "th", + "e", + "im", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "P", + "em", + "ation", + "be", + "T", + "ot", + "A", + "I", + "om", + "th", + "and", + "l", + "im", + "e", + "ad", + "S", + "d", + "p", + "the", + "an", + "a", + "t", + "en", + "c", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "as", + "of" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "C", + "k", + "elective", + "occasional", + "various", + "specialized", + "open", + "own", + "ness", + "New", + "either", + "able", + "que", + "its", + "end", + "ers", + "l", + "an", + "en", + "a", + "of", + "and", + "iz", + "le", + "or", + "ap", + "able", + "un", + "the", + "t" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "own", + "que", + "en", + "l", + "an", + "a", + "or", + "ers", + "un", + "able", + "ness", + "k", + "able", + "C", + "iz", + "le", + "de", + "ap", + "end", + "e", + "p", + "ity", + "b", + "h", + "O", + "T", + "eye", + "s", + "ic", + "t", + "aries" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "l", + "en", + "a", + "own", + "que", + "k", + "ers", + "an", + "iz", + "un", + "K", + "able", + "able", + "h", + "end", + "t", + "humbled", + "ness", + "aries", + "y", + "b", + "specialized", + "ic", + "ap" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "own", + "k", + "ers", + "l", + "que", + "iz", + "able", + "un", + "K", + "an", + "aries", + "able", + "ness", + "end", + "y", + "ashi", + "aaye", + "sa", + "ap" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "ers", + "own", + "que", + "k", + "iz", + "l", + "T", + "K", + "aries", + "sa", + "ness", + "able", + "end", + "hem", + "anyi", + "either" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "own", + "ers", + "que", + "iz", + "l", + "la", + "k", + "T", + "uma", + "aries", + "able", + "K", + "hem", + "searchQuery", + "sa", + "end" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "own", + "ers", + "l", + "iz", + "k", + "uma", + "la", + "T", + "que", + "aries", + "searchQuery", + "able", + "hem", + "K", + "colocar", + "um", + "corrigir", + "either" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "an", + "k", + "uma", + "iz", + "que", + "H", + "both", + "corrigir", + "um", + "ers", + "s", + "either", + "the", + "reduzir", + "t" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "an", + "l", + "the", + "reduzir", + "its", + "uma", + "acheter", + "recebeu", + "both", + "enticing", + "corrigir", + "amassed", + "Jumlah", + "Quando", + "tijdens", + "Cuando", + "Meskipun", + "ElevatedButton" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "an", + "or", + "his", + "and", + "its", + "despite", + "the", + "after", + "y", + "their", + "ly", + "ed", + "many", + "like", + "even", + "during", + "then", + "despite", + "some", + "similar", + "such", + "thus", + "although", + "my", + "than", + "suggests", + "relatively", + "though" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "C", + "l", + "e", + "and", + "ly", + "er", + "and", + "s", + "y", + "v", + "H", + "after", + "p", + "c", + "with", + "T", + "to", + "o", + "on", + "un", + "would", + "without", + "n", + "t", + "d", + "that", + "get", + "al", + "during", + "although", + "ous", + "their" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "s", + "e", + "er", + "v", + "y", + "p", + "un", + "and", + "t", + "ly", + "T", + "on", + "c", + "n", + "and", + "to", + "d", + "l", + "with", + "get", + "an", + "f", + "D", + "after", + "st", + "in", + "o", + "ic", + "that", + "ed" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "l", + "a", + "s", + "and", + "T", + "t", + "v", + "p", + "an", + "y", + "un", + "and", + "after", + "d", + "k", + "n", + "l", + "although", + "D", + "c", + "er", + "to", + "on", + "f", + "that", + "r", + "al", + "m", + "e" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "l", + "and", + "after", + "They", + "y", + "These", + "although", + "and", + "v", + "after", + "these", + "Although", + "un", + "an", + "they", + "were", + "H", + "they", + "p", + "such", + "al", + "er", + "T", + "these", + "that", + "t", + "These", + "during" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "These", + "T", + "such", + "after", + "these", + "such", + "Those", + "Such", + "These", + "occurred", + "solche", + "During", + "L", + "Such", + "these", + "additional", + "adanya", + "muncul" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "a", + "an", + "These", + "T", + "although", + "after", + "muncul", + "B", + "these", + "y", + "Eventually", + "D", + "because", + "presence", + "Although", + "additional", + "Those", + "occur", + "p", + "occurred" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "after", + "y", + "a", + "e", + "some", + "although", + "These", + "such", + "B", + "p", + "muncul", + "an", + "such", + "because", + "descripcion", + "get", + "D", + "Eventually", + "kde" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "own", + "s", + "l", + "e", + "after", + "p", + "m", + "y", + "get", + "v", + "some", + "although", + "B", + "These", + "at", + "d", + "o", + "rowIndex", + "D", + "c", + "l", + "on" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "C", + "B", + "own", + "s", + "p", + "void", + "after", + "some", + "cavitation", + "m", + "at", + "muncul", + "KHTML", + "e", + "get", + "mic", + "groupId", + "Formation", + "who", + "Cav", + "appearance", + "o", + "v", + "y", + "appear", + "bubble" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "C", + "apare", + "void", + "Formation", + "Cav", + "formation", + "cavitation", + "aparecer", + "appearance", + "Appearance", + "formation", + "Round", + "Formation", + "development", + "appearance", + "muncul", + "cav", + "pores", + "pores", + "Voids", + "own" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Rounded", + "rounded", + "Rounded", + "rounded", + "Round", + "redonde", + "pores", + "Round", + "round", + "rounding", + "ROUND", + "Rounding", + "pores", + "Triple", + "triple", + "la", + "triple", + "ROUND", + "round", + "rounding", + "arred", + "arrondie", + "Triple" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "rounded", + "Rounded", + "la", + "Rounded", + "rounded", + "redonde", + "pores", + "Round", + "Round", + "pores", + "triple", + "Triple", + "triple", + "Pore", + "round", + "rounding", + "arrondie", + "arred", + "Rounding", + "P", + "C", + "Triple", + "ROUND", + "round", + "arrondi", + "pore", + "ROUND" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "pores", + "le", + "continuidade", + "Rounded", + "mesma", + "consommateurs", + "experiences", + "pylori", + "ation", + "Rounded", + "remos" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 16.0, + "best_rank": 1, + "best_depth": 47.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "uma", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "cavitation", + "score": 2.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "in", + "output_checked": true + }, + { + "concept": "temperature", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "creep", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-01__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-01__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-01__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-01__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Time-dependent deformation under heat 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A constant-load high-temperature test showed rapid initial strain, a long nearly linear segment, and accelerating extension before rupture.", + "prompt_tail": "A constant-load high-temperature test showed rapid initial strain, a long nearly linear segment, and accelerating extension before rupture.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-high-temperature-deformation-02", + "carrier_id": null, + "target_family": "high-temperature-deformation", + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "었습니다", + "generated_token_ids": [ + 61341 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 302, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 74 + }, + { + "label": "diffusion", + "best_rank": 24717, + "best_depth": 40.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 16982 + }, + { + "label": "cavity", + "best_rank": 52267, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 51782 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "got", + "even", + "mesma", + "Charm", + "Hair", + "ListItemIcon" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "S", + "GSM", + "s", + "apr", + "mkdir", + "styles", + "styling", + "conde", + "Enter", + "param", + "asus", + "Insert", + "Harper", + "a", + "ipo", + "Weise", + "mesma", + "Edge", + "cir", + "mixer", + "dit", + "duck" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "s", + "Edge", + "Weise", + "mesma", + "Edge", + "EDGE", + "styling", + "Insert", + "insert", + "Sus", + "apr", + "jenis", + "sus", + "joen", + "Pek", + "irl", + "arlos" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "Weise", + "Edge", + "S", + "Pek", + "Hits", + "Edge", + "styling", + "EDGE", + "s", + "second", + "second", + "insert", + "apr", + "cfr", + "stack", + "joen", + "top", + "irl" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "la", + "Cuy", + "s", + "cens", + "Pending", + "pis", + "cura", + "Cens", + "CU", + "ciri", + "artis", + "Pyr", + "Cui", + "CY", + "Eddie", + "ct", + "pinned", + "uts", + "Fort", + "Fort", + "Pend", + "CCN", + "ait", + "dui", + "Duplicate", + "props", + "phis" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "psi", + "handleError", + "Estelle", + "prolet", + "empe", + "softmax", + "spacing", + "Sorg", + "ngModel", + "issy", + "ukun", + "Amts", + "addData", + "DIN", + "ppm", + "conveniently", + "prompting", + "pct", + "affine", + "unches", + "knn", + "cens" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "s", + "ngModel", + "yscale", + "Estelle", + "handleError", + "itorial", + "Sorg", + "ukun", + "psi", + "AGS", + "aportan", + "serialization", + "Appleton", + "RHS", + "ils", + "osynthesis", + "ymi", + "addData", + "empe", + "unches", + "acidified", + "iorum", + "ures" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "icure", + "hci", + "LOGGER", + "ciri", + "Cui", + "CCN", + "Cullen", + "Stark", + "Pyr", + "cheats", + "ngthening", + "Guangdong", + "ietta", + "Slowly", + "fft" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "Cui", + "LOGGER", + "lendemain", + "Guangdong", + "dui", + "Kuch", + "Cullen", + "phony", + "fort", + "Guad", + "cuy", + "Forestry", + "Cud", + "isjon", + "CY" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "StringBuilder", + "Gruntfile", + "fontsize", + "postings", + "usus", + "rmt", + "retval", + "ForEach", + "phony", + "Dougall", + "OOP", + "ostar", + "eram", + "Worse", + "uglify", + "Skywalker" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "H", + "BYTE", + "schlim", + "William", + "onload", + "sfida", + "Angaben", + "SimpleDateFormat", + "imens", + "eram", + "StringBuilder", + "UPI", + "Hurricane", + "Copyright" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "variously", + "uego", + "imax", + "atience", + "tuttavia", + "ikuwa", + "udos", + "usted", + "oubliez", + "igil", + "entimes" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "and", + "L", + "ie", + "variously", + "particularly", + "Pitt", + "ofan", + "however", + "hok", + "an", + "out" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "que", + "ing", + "la", + "l", + "agad", + "arios", + "ed", + "pictured", + "opy", + "entimes", + "olom", + "ie", + "regres" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "que", + "l", + "la", + "ed", + "ing", + "an", + "opy", + "othesis", + "olom", + "akup", + "ofan", + "ifai", + "octet", + "warmed", + "agad", + "iav", + "ipelago", + "ciphertext" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "que", + "la", + "ly", + "ed", + "ofan", + "typical", + "ization", + "conclusiones", + "ilization", + "anez", + "coursework", + "Typical", + "Lovely", + "escue" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "que", + "typical", + "ly", + "l", + "Typical", + "ed", + "conclusiones", + "similar", + "three", + "Lovely", + "anez", + "its", + "Typically", + "an", + "othesis", + "indicating", + "reminiscent" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "l", + "a", + "typical", + "Typical", + "ly", + "characteristic", + "Characteristic", + "This", + "final", + "person", + "Such", + "conclusiones", + "characteristic", + "tres", + "enak", + "Characteristics" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "la", + "Typical", + "typical", + "characteristic", + "ly", + "characteristic", + "hence", + "Characteristic", + "acceleration", + "This", + "Such", + "Initially", + "final" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "la", + "ly", + "typical", + "stages", + "Typical", + "waypoints", + "curves", + "eventually", + "final", + "tres", + "nonlinear", + "characteristic", + "Schad", + "initially", + "Eventually", + "Nonlinear" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "la", + "waypoints", + "three", + "curves", + "Toward", + "tres", + "tiga", + "tri", + "final", + "EXTENSION", + "Three", + "uninterrupted", + "set", + "curve", + "puis", + "eventually", + "s" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "de", + "accelerating", + "stages", + "neck", + "tres", + "curves", + "three", + "s", + "tiga", + "acceleration", + "a", + "cu", + "final", + "Acceler", + "accelerates", + "Stage", + "Stage", + "tri", + "This", + "stage", + "set", + "es", + "spo", + "n" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "tertiary", + "Tert", + "Tertiary", + "la", + "ternary", + "thirds", + "terci", + "tert", + "stage", + "l", + "stages", + "Stage", + "Tert", + "Stage", + "three", + "Three", + "tres", + "Stages", + "Tern", + "stage", + "stages", + "three", + "terc" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Tert", + "Tertiary", + "tertiary", + "la", + "tert", + "TER", + "Tert", + "l", + "terc", + "Ter", + "ter", + "ternary", + "Terc", + "terci", + "TER", + "ter", + "Tern", + "thirds", + "Terra", + "third", + "Terrell", + "Ter", + "Ters", + "ters", + "Terence", + "Terry" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Tert", + "Tertiary", + "tertiary", + "tert", + "Tert", + "Ter", + "la", + "TER", + "ter", + "Terra", + "ternary", + "terci", + "Terc", + "terc", + "Terri", + "Ters", + "Ter", + "l", + "ter", + "Terr", + "Terr", + "Terry", + "Terra", + "terr", + "ters", + "Terence", + "Terrell", + "thirds", + "tert" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "ing", + "own", + "irgend", + "estudios", + "ricerc", + "Snapchat", + "lymphocytes", + "ingredients", + "whole", + "workout", + "somehow", + "Overall", + "Chromatic" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 92796, + 184117, + 122490, + 136955, + 51008, + 56187, + 64473, + 24795, + 13407, + 62367, + 197774, + 82384, + 109763, + 88445, + 49928, + 75216, + 95719, + 131768, + 24763, + 17172, + 5085, + 520, + 303, + 455, + 1345, + 26971 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 46769, + 136421, + 207420, + 188974, + 197341, + 130677, + 99923, + 151507, + 154669, + 93224, + 24718, + 114506, + 100928, + 62267, + 24906, + 67086, + 86913, + 40705, + 81297, + 144662, + 51813, + 102157, + 67651, + 45812, + 67565, + 84216 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 17383, + 114285, + 239361, + 224899, + 261968, + 260851, + 255673, + 262004, + 261954, + 260529, + 229470, + 151950, + 177478, + 228817, + 212562, + 219979, + 214648, + 157913, + 177911, + 116872, + 77503, + 119862, + 52268, + 166115, + 146412, + 92954 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 66666, + 121191, + 126281, + 68402, + 64120, + 72818, + 136847, + 49194, + 266, + 182, + 122, + 75, + 140 + ] + }, + { + "label": "diffusion", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 22775, + 16983, + 17639, + 66043, + 41037, + 45445, + 33300, + 92170, + 158134, + 197401, + 103797, + 150808, + 32343 + ] + }, + { + "label": "cavity", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 99257, + 147890, + 105095, + 126796, + 102052, + 79638, + 124465, + 128213, + 94231, + 55551, + 63989, + 124363, + 51783 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "own", + "score": 5.0, + "best_rank": 1, + "best_depth": 47.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "que", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "either", + "score": 4.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "etwa", + "score": 2.0, + "best_rank": 2, + "best_depth": 47.5, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "farther", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "curve", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "failure", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "tertiary", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ATA", + "score": 1.0, + "best_rank": 5, + "best_depth": 40.7, + "near_token": "high", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ani", + "ner", + "ap", + "que", + "al", + "er", + "le", + "de", + "p", + "hide", + "eny", + "quanto", + "pl", + "im", + "ry", + "es", + "objet", + "lah", + "sey", + "ele", + "ano", + "soon", + "hu", + "pm", + "pad" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "I", + "A", + "ot", + "T", + "im", + "e", + "ad", + "S", + "to", + "of", + "as", + "in", + "l", + "and", + "th", + "om", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "P", + "em", + "ation", + "be", + "T", + "ot", + "A", + "I", + "om", + "th", + "and", + "l", + "im", + "e", + "ad", + "S", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "of" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "personal", + "various", + "single", + "either", + "open", + "world", + "power", + "able", + "its", + "other", + "que", + "ings", + "les", + "self", + "ness", + "own", + "ation", + "e", + "and", + "l", + "en", + "a", + "p", + "of", + "or", + "end", + "an", + "ers", + "le", + "ap", + "iz", + "able" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "T", + "S", + "H", + "a", + "or", + "an", + "que", + "own", + "de", + "l", + "en", + "elective", + "k", + "p", + "e", + "ation", + "able", + "able", + "ers", + "le", + "s", + "various", + "world", + "power", + "d", + "t", + "and", + "open", + "its", + "iz", + "self", + "ness" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "own", + "l", + "a", + "en", + "an", + "ed", + "able", + "able", + "ation", + "specialized", + "k", + "or", + "ers", + "H", + "t", + "its", + "various", + "many", + "ness", + "iz", + "malah", + "que", + "le", + "elective", + "power", + "and", + "s", + "p" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "own", + "l", + "a", + "en", + "ers", + "k", + "able", + "iz", + "an", + "que", + "able", + "ation", + "chst", + "specialized", + "s", + "t", + "le", + "its", + "ness", + "and", + "or", + "malah", + "North", + "p", + "many", + "world", + "power" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "own", + "a", + "l", + "que", + "iz", + "de", + "s", + "le", + "an", + "T", + "k", + "and", + "t", + "or", + "par", + "able", + "either", + "p", + "d", + "un", + "pro", + "ness", + "en", + "aries", + "out", + "les", + "th", + "m", + "ers", + "per" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "own", + "a", + "l", + "iz", + "s", + "que", + "de", + "le", + "and", + "t", + "par", + "k", + "la", + "chst", + "T", + "un", + "an", + "pro", + "or", + "d", + "p", + "singular", + "multi", + "en", + "per", + "les", + "either" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "own", + "iz", + "s", + "le", + "and", + "t", + "par", + "que", + "chst", + "searchQuery", + "la", + "p", + "pro", + "les", + "or", + "d", + "regionally", + "plaintiffs", + "Rudd", + "un", + "singular" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "la", + "an", + "s", + "le", + "iz", + "t", + "f", + "par", + "d", + "and", + "uma", + "que", + "les", + "p", + "un", + "its", + "m", + "en", + "um", + "pro", + "il", + "enveloped", + "tr" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "an", + "le", + "s", + "t", + "both", + "la", + "f", + "famed", + "many", + "d", + "its", + "p", + "par", + "les", + "issimi", + "H", + "g", + "the", + "denominado", + "R" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "an", + "even", + "such", + "de", + "its", + "despite", + "like", + "presumably", + "d", + "the", + "du", + "his", + "ed", + "or", + "both", + "y", + "but", + "although", + "le", + "z", + "und", + "recently", + "supposedly", + "high" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "and", + "e", + "er", + "ly", + "a", + "and", + "y", + "on", + "t", + "p", + "un", + "T", + "v", + "but", + "al", + "although", + "n", + "to", + "o", + "d", + "because", + "l", + "c", + "despite", + "s", + "that", + "like", + "as", + "ic", + "without" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "a", + "e", + "and", + "er", + "s", + "y", + "t", + "un", + "v", + "T", + "p", + "and", + "an", + "n", + "on", + "ly", + "l", + "d", + "al", + "c", + "D", + "as", + "f", + "k", + "get", + "with", + "to", + "that", + "in", + "K" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "C", + "a", + "T", + "and", + "t", + "y", + "an", + "v", + "un", + "p", + "s", + "er", + "al", + "D", + "K", + "but", + "and", + "d", + "k", + "ly", + "such", + "n", + "c", + "e", + "on", + "l", + "as", + "ic", + "to" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "a", + "l", + "such", + "and", + "y", + "al", + "T", + "t", + "ly", + "an", + "er", + "but", + "v", + "un", + "D", + "what", + "that", + "any", + "like", + "typical", + "that", + "such", + "K", + "type", + "p", + "d", + "typical", + "the", + "ic", + "all" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "an", + "a", + "and", + "such", + "T", + "B", + "typical", + "D", + "characteristic", + "L", + "characteristics", + "typical", + "Describe", + "al", + "termed", + "P", + "its", + "Typical", + "ending", + "described", + "three", + "Describe" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "a", + "T", + "B", + "t", + "an", + "and", + "ed", + "v", + "get", + "p", + "D", + "y", + "un", + "al", + "up", + "d", + "b", + "K", + "er", + "c", + "been", + "o", + "O", + "n", + "on", + "m", + "an", + "three" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "a", + "get", + "an", + "and", + "ed", + "B", + "t", + "p", + "v", + "y", + "s", + "al", + "on", + "b", + "d", + "o", + "three", + "c", + "T", + "un", + "before", + "n", + "extension", + "at", + "m", + "after", + "an", + "before" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "ed", + "own", + "ing", + "and", + "a", + "t", + "get", + "y", + "B", + "p", + "v", + "s", + "T", + "b", + "al", + "m", + "o", + "d", + "n", + "wp", + "an", + "three", + "ic", + "c", + "on", + "at", + "after", + "all", + "stage" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "ed", + "C", + "ing", + "B", + "neck", + "neck", + "l", + "t", + "Neck", + "stage", + "a", + "stages", + "Neck", + "get", + "Stage", + "necks", + "getString", + "stage", + "y", + "o", + "al", + "p", + "hest", + "necks", + "accelerating", + "Stage", + "m", + "ductile", + "up", + "trzec", + "and" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "Tert", + "tertiary", + "Tertiary", + "ternary", + "tert", + "neck", + "ter", + "stage", + "Tern", + "terci", + "Tert", + "thirds", + "terc", + "Neck", + "neck", + "trzec", + "stage", + "ters", + "stages", + "Stage", + "TER", + "Neck", + "necks", + "Stage", + "secondary", + "tern", + "Stages", + "ketiga" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Tert", + "Tertiary", + "tertiary", + "tert", + "TER", + "terc", + "Tert", + "TER", + "ter", + "terci", + "Terry", + "Terc", + "Ter", + "Ter", + "ternary", + "Terry", + "tert", + "ter", + "Ters", + "Terra", + "Terence", + "Terra", + "L", + "Terr", + "Terrace", + "ters", + "terrace" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Tert", + "tertiary", + "Tertiary", + "tert", + "ter", + "Tert", + "Ter", + "Terry", + "TER", + "terc", + "ter", + "Ter", + "L", + "la", + "Ters", + "terci", + "tert", + "TER", + "ters", + "Terri", + "Terc", + "Terr", + "l", + "Terra", + "Terry", + "Terence", + "Terr", + "Terrell", + "Terra" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "ing", + "own", + "irgend", + "estudios", + "ricerc", + "Snapchat", + "lymphocytes", + "ingredients", + "whole", + "workout", + "somehow", + "Overall", + "Chromatic" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 19.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "test", + "output_checked": true + }, + { + "concept": "uma", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "followed", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Tert", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-02__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-02__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-02__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-02__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Time-dependent deformation under heat 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A turbine component operated under sustained stress near half its melting temperature. Grain-edge pores enlarged and linked even though the applied stress was below the room-temperature yield value.", + "prompt_tail": "tained stress near half its melting temperature. Grain-edge pores enlarged and linked even though the applied stress was below the room-temperature yield value.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-high-temperature-deformation-03", + "carrier_id": null, + "target_family": "high-temperature-deformation", + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 4136, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 178 + }, + { + "label": "diffusion", + "best_rank": 2354, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 17060 + }, + { + "label": "cavity", + "best_rank": 77, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 24 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "got", + "apr", + "even", + "Charm", + "Farr", + "mesma", + "ListItemIcon", + "iraj", + "un" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "s", + "H", + "styling", + "apr", + "GSM", + "mkdir", + "styles", + "S", + "conde", + "mesma", + "asus", + "cir", + "mixer", + "Insert", + "as", + "Enter", + "param", + "Edge", + "Weise", + "dit" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "S", + "Edge", + "Weise", + "Edge", + "EDGE", + "apr", + "styling", + "insert", + "Hits", + "Pek", + "sus", + "Insert", + "cfr", + "joen", + "Sus" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "Edge", + "Weise", + "Hits", + "s", + "Edge", + "insert", + "second", + "apr", + "Pek", + "EDGE", + "styling", + "cfr", + "second", + "joen", + "sus", + "Insert", + "irl", + "stack" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "Cuy", + "cens", + "Pyr", + "Cens", + "ciri", + "S", + "Pending", + "watering", + "Ronald", + "empe", + "kts", + "pis", + "phis", + "postgres", + "restaur", + "CY", + "Eddie", + "Arjuna", + "CUL", + "Ashley", + "ait", + "uts" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "psi", + "Estelle", + "handleError", + "spacing", + "empe", + "Sorg", + "pct", + "softmax", + "conveniently", + "postgres", + "issy", + "prolet", + "unches", + "Rome", + "ukun", + "kts", + "affine", + "DIN", + "watering", + "acidified", + "ngModel", + "osynthesis", + "serialization" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ngModel", + "Sorg", + "ukun", + "Estelle", + "handleError", + "yscale", + "empe", + "psi", + "AGS", + "unches", + "cyn", + "serialization", + "itorial", + "aportan", + "osynthesis", + "Appleton", + "acidified", + "addData", + "agge", + "adrenaline", + "iorum", + "RHS" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "hci", + "Stark", + "watering", + "atro", + "Ronald", + "cheats", + "kts", + "empe", + "ciri", + "LOGGER", + "Pyr", + "icure", + "Arjuna", + "CCN", + "usia", + "Cullen", + "ngthening", + "ciation" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "atro", + "Cuy", + "uzi", + "hci", + "LOGGER", + "Guangdong", + "pict", + "phony", + "uniform", + "Smiling", + "Richardson", + "Grun", + "xmlns", + "Kund", + "Hawke", + "Kuch", + "utzt" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "postings", + "CGPoint", + "slimmer", + "Guangdong", + "StringBuilder", + "prawdzi", + "opis", + "rmt", + "ing", + "endenti", + "Pyr", + "Attention" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "Copyright", + "stal", + "William", + "schlim", + "Darwin", + "Biden", + "Bowser", + "Anders", + "Princeton", + "agad", + "Rather" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "igil", + "usted", + "tanto", + "tuttavia", + "and", + "octet", + "elsewhere", + "Rather" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "an", + "and", + "que", + "Pitt", + "particularly", + "funcionarios", + "out", + "opy", + "usted", + "ie", + "however", + "esk", + "octet", + "T", + "ofan", + "poco" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "ing", + "que", + "l", + "ed", + "opy", + "an", + "agad", + "cuya", + "octet", + "ly", + "ings", + "gehend", + "ledged", + "Pitt", + "pictured", + "mals" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "l", + "que", + "an", + "ed", + "ing", + "ly", + "ized", + "ings", + "opy", + "bly", + "esz", + "getContext", + "kali", + "escue", + "antly", + "ifai", + "ers", + "ledged", + "octet", + "the", + "SearchResults", + "ity", + "le", + "were" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "l", + "que", + "ly", + "ed", + "ized", + "ization", + "ilization", + "ity", + "ilation", + "Explanation", + "an", + "esia", + "esz", + "Were", + "ings", + "escue", + "Explanation", + "of", + "up", + "Why", + "Knowledge", + "the", + "were", + "antly" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "que", + "a", + "ly", + "Explanation", + "Explanation", + "ed", + "ifad", + "othesis", + "escue", + "ilization", + "ized", + "levant", + "contexto", + "Were", + "Knowledge", + "were" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "Such", + "Surprisingly", + "Explanation", + "Noting", + "deshalb" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "L", + "T", + "l", + "Somehow", + "occurred", + "terjadi", + "okaza", + "occured", + "S", + "C", + "experiences", + "krok", + "schade", + "Despite", + "Schad", + "la", + "Explanation", + "phenomenon", + "Reasons" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "la", + "Somehow", + "T", + "L", + "occurred", + "Schad", + "occured", + "terjadi", + "schade", + "krok", + "okaza", + "Evidence", + "Despite", + "Observations", + "phenomenon", + "progres", + "Indications", + "consolidation", + "experiences" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "L", + "C", + "and", + "coalescence", + "occurred", + "coales", + "Evidence", + "idation", + "phenomenon", + "consolidation", + "terjadi", + "Observations", + "Consol", + "evidence", + "popis", + "occurs", + "PROBLEM" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "la", + "de", + "and", + "coalescence", + "void", + "coales", + "union", + "consolidating", + "void", + "consolidation", + "Cav", + "T", + "united", + "cavities", + "grew", + "growth", + "linking", + "bigcup", + "Linking", + "cav", + "consolid", + "coalesce", + "cavitation" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "coalescence", + "coales", + "growth", + "growth", + "l", + "de", + "Growth", + "growing", + "la", + "Growing", + "GROW", + "Growth", + "grow", + "coalesce", + "growths", + "growing", + "Growing", + "croissance", + "Coalition", + "grow", + "GROWTH", + "crescimento", + "crecimiento", + "grows", + "Cav", + "Linking" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "pore", + "pore", + "la", + "Pore", + "Linking", + "linking", + "Linking", + "void", + "l", + "link", + "growth", + "coalescence", + "linkage", + "link", + "growth", + "void", + "cavity", + "linking", + "Cav", + "pores", + "LINK", + "Link", + "cav", + "Link", + "cavitation", + "Growth", + "Growth", + "coales", + "pores" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Pore", + "pore", + "l", + "pore", + "coalescence", + "Linking", + "pores", + "linking", + "linkage", + "cavitation", + "link", + "Linking", + "Cav", + "coales", + "pores", + "Link", + "coalesce", + "LINK", + "link", + "Link", + "ization", + "growth", + "progression", + "cavity", + "elink", + "LINK", + "Poir", + "linking" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Here", + "ation", + "However", + "Specifically", + "Since", + "Moreover", + "Something", + "These", + "etc", + "Use", + "This", + "link", + "Clicking", + "entsprechende", + "Including", + "According", + "Link", + "Which", + "At", + "Either", + "hvilket" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 95675, + 182383, + 131907, + 129298, + 53326, + 47277, + 61067, + 31204, + 21442, + 48277, + 187805, + 73357, + 58931, + 75756, + 33189, + 62002, + 118877, + 207746, + 101419, + 99938, + 28629, + 15356, + 4137, + 555, + 2649, + 169577 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 52959, + 183602, + 192238, + 198802, + 196004, + 143634, + 119714, + 148329, + 105092, + 156149, + 16125, + 95460, + 120649, + 59500, + 24300, + 35842, + 99484, + 41236, + 13020, + 12939, + 2355, + 9890, + 9450, + 11503, + 3390, + 4464 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 19151, + 131983, + 224787, + 228354, + 261888, + 260497, + 257896, + 261912, + 261904, + 261195, + 199075, + 97312, + 112317, + 189146, + 157155, + 130300, + 154816, + 70946, + 66946, + 45921, + 2880, + 81, + 78, + 18, + 25, + 948 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 45322, + 69861, + 88311, + 75369, + 65337, + 35196, + 72590, + 51075, + 479, + 460, + 199, + 375, + 179 + ] + }, + { + "label": "diffusion", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 51588, + 45813, + 37997, + 37713, + 31915, + 28090, + 36767, + 65208, + 24652, + 40617, + 17061, + 29690, + 19077 + ] + }, + { + "label": "cavity", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 60329, + 123171, + 80022, + 55697, + 35286, + 48912, + 70003, + 38042, + 44889, + 16167, + 877, + 35, + 25 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 15.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "even", + "output_checked": true + }, + { + "concept": "either", + "score": 8.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "creep", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "was", + "output_checked": true + }, + { + "concept": "parts", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "component", + "output_checked": true + }, + { + "concept": "coalescence", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ani", + "uff", + "que", + "aj", + "al", + "er", + "de", + "ap", + "p", + "v", + "erai", + "le", + "an", + "as", + "olmak", + "ele", + "ry", + "ers", + "am", + "ay", + "ner", + "ah", + "ai", + "alk" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "I", + "A", + "ot", + "T", + "im", + "e", + "ad", + "S", + "to", + "of", + "as", + "in", + "l", + "and", + "th", + "om", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "be", + "ation", + "I", + "C", + "ot", + "S", + "T", + "A", + "th", + "l", + "of", + "and", + "e", + "om", + "im", + "ad", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "s", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "as", + "in" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "power", + "open", + "own", + "world", + "les", + "self", + "ness", + "New", + "able", + "un", + "le", + "iz", + "ings", + "que", + "other", + "its", + "and", + "of", + "p", + "d", + "a", + "t", + "en", + "s", + "an", + "ation", + "l", + "e", + "end", + "ers", + "or", + "ap" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "C", + "S", + "l", + "a", + "ers", + "or", + "que", + "en", + "an", + "de", + "own", + "s", + "T", + "and", + "e", + "O", + "able", + "able", + "iz", + "le", + "p", + "personal", + "ness", + "various", + "s", + "t", + "un", + "world", + "un", + "ap", + "ings", + "self" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "l", + "en", + "que", + "a", + "own", + "ers", + "an", + "iz", + "un", + "able", + "specialized", + "various", + "or", + "able", + "ed", + "North", + "le", + "t", + "k", + "its", + "many", + "power", + "ized", + "world", + "ation", + "p", + "end", + "un" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "l", + "en", + "que", + "a", + "own", + "ers", + "iz", + "an", + "able", + "or", + "un", + "various", + "k", + "and", + "specialized", + "le", + "able", + "ap", + "t", + "North", + "mellan", + "singular", + "phen", + "end", + "p", + "ness", + "world" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "own", + "que", + "l", + "a", + "de", + "iz", + "ers", + "ness", + "an", + "and", + "or", + "s", + "le", + "en", + "either", + "able", + "par", + "p", + "North", + "pro", + "irritating", + "un", + "d", + "c", + "kind", + "specialized", + "t" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "que", + "own", + "l", + "a", + "de", + "la", + "and", + "iz", + "ers", + "or", + "s", + "par", + "un", + "le", + "an", + "ness", + "p", + "pro", + "en", + "t", + "North", + "either", + "pre", + "per", + "specialized", + "kind", + "d", + "its" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "own", + "a", + "l", + "que", + "iz", + "and", + "la", + "de", + "or", + "s", + "ers", + "par", + "le", + "uma", + "p", + "norte", + "pro", + "searchQuery", + "um", + "an", + "en", + "un", + "t", + "its", + "North", + "d" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "la", + "que", + "an", + "s", + "or", + "um", + "uma", + "le", + "t", + "p", + "its", + "iz", + "un", + "d", + "par", + "and", + "pro", + "en", + "either", + "per", + "r", + "f", + "Sh", + "il", + "m", + "both" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "la", + "uma", + "an", + "its", + "que", + "ous", + "s", + "spurred", + "garnered", + "um", + "specialized", + "Jumlah", + "lorsqu", + "aptly", + "corrigir", + "amassed" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "an", + "or", + "the", + "some", + "such", + "le", + "because", + "which", + "both", + "it", + "ly", + "his", + "d", + "test", + "of", + "specific", + "its", + "high", + "similar", + "p", + "called", + "at", + "by", + "localized", + "like", + "because", + "during", + "f" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "a", + "e", + "an", + "ly", + "and", + "because", + "because", + "er", + "and", + "that", + "after", + "c", + "p", + "on", + "un", + "after", + "y", + "nytimes", + "of", + "t", + "taobao", + "s", + "would", + "hbox", + "during", + "karena", + "get", + "v", + "although" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "a", + "e", + "an", + "s", + "T", + "er", + "un", + "v", + "p", + "t", + "and", + "y", + "and", + "on", + "c", + "ly", + "get", + "n", + "because", + "that", + "because", + "d", + "D", + "f", + "despite", + "after", + "without", + "to", + "which", + "l" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "a", + "l", + "an", + "t", + "T", + "and", + "un", + "s", + "y", + "p", + "e", + "v", + "er", + "D", + "despite", + "after", + "because", + "although", + "on", + "n", + "f", + "d", + "c", + "because", + "and", + "what", + "ic", + "the", + "that" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "a", + "an", + "and", + "because", + "these", + "because", + "such", + "l", + "some", + "despite", + "Despite", + "after", + "although", + "what", + "t", + "the", + "y", + "despite", + "un", + "Although", + "They", + "These", + "er", + "without", + "been", + "that", + "any", + "described", + "that" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "and", + "an", + "such", + "these", + "T", + "occur", + "continued", + "occurred", + "such", + "These", + "observed", + "Despite", + "because", + "Such", + "phenomenon", + "occurs", + "berlangsung", + "which" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "own", + "T", + "an", + "a", + "been", + "l", + "p", + "un", + "t", + "D", + "v", + "get", + "occurred", + "n", + "m", + "such", + "occur", + "Instead", + "seemingly", + "would", + "y", + "because", + "because", + "occurring", + "s", + "f", + "develop" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "s", + "l", + "own", + "been", + "a", + "p", + "get", + "an", + "t", + "v", + "m", + "n", + "T", + "such", + "al", + "D", + "and", + "f", + "y", + "un", + "d", + "B", + "Been", + "seemingly", + "c", + "progresses", + "would", + "some", + "interconnected" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "own", + "C", + "s", + "ed", + "B", + "ing", + "and", + "v", + "D", + "m", + "t", + "get", + "T", + "coalescence", + "coalesce", + "d", + "al", + "along", + "cavitation", + "p", + "a", + "n", + "been", + "seemingly", + "mechanisms", + "an", + "coales", + "after", + "f" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "s", + "own", + "ed", + "C", + "B", + "void", + "coalescence", + "ing", + "cav", + "cavitation", + "cavities", + "coalesce", + "Cav", + "and", + "mechanisms", + "Cav", + "grow", + "void", + "coales", + "al", + "link", + "united", + "grew", + "v", + "interconnected", + "joining", + "cav", + "GROW", + "cavity" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "coalescence", + "coales", + "GROW", + "grow", + "growth", + "Growing", + "grow", + "growth", + "Growth", + "coalesce", + "own", + "cav", + "growing", + "crescimento", + "void", + "cavities", + "cavitation", + "Cav", + "growing", + "Growth", + "cavity", + "Coal", + "Grow", + "tumbuh", + "growths", + "Linking", + "void" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "pore", + "Linking", + "pore", + "Pore", + "cav", + "coalescence", + "void", + "cavity", + "linking", + "linking", + "Cav", + "void", + "link", + "Void", + "cavitation", + "Cav", + "coales", + "Linking", + "Void", + "cavities", + "link", + "mechanisms", + "pores", + "growth", + "linkage", + "Mechanism", + "Link", + "LINK", + "mechanism", + "coal" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Pore", + "pore", + "pore", + "link", + "cav", + "Cav", + "la", + "Link", + "link", + "linkage", + "Linking", + "cavity", + "Link", + "LINK", + "cavitation", + "coalescence", + "Cav", + "Linking", + "alink", + "linking", + "pores", + "cav", + "LINK", + "coales", + "pores", + "void", + "linking", + "cavities", + "LinkedList", + "void" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Here", + "ation", + "However", + "Specifically", + "Since", + "Moreover", + "Something", + "These", + "etc", + "Use", + "This", + "link", + "Clicking", + "entsprechende", + "Including", + "According", + "Link", + "Which", + "At", + "Either", + "hvilket" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 15.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "uma", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "que", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "value", + "output_checked": true + }, + { + "concept": "boundary", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "Grain", + "output_checked": true + }, + { + "concept": "enlargement", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "creep", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "was", + "output_checked": true + }, + { + "concept": "coalescence", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-03__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-03__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-03__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-03__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Time-dependent deformation under heat 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A fine-grained metal slowly changed shape during a prolonged hot hold. Matter moved away from compressed grain faces and accumulated on faces under tension.", + "prompt_tail": "A fine-grained metal slowly changed shape during a prolonged hot hold. Matter moved away from compressed grain faces and accumulated on faces under tension.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-high-temperature-deformation-04", + "carrier_id": null, + "target_family": "high-temperature-deformation", + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 6262, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 269 + }, + { + "label": "diffusion", + "best_rank": 30, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 15 + }, + { + "label": "cavity", + "best_rank": 57255, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 53127 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "got", + "apr", + "mesma", + "Charm", + "ListItemIcon", + "even", + "Farr", + "iraj" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "mkdir", + "S", + "GSM", + "styling", + "styles", + "apr", + "s", + "Enter", + "conde", + "Insert", + "mixer", + "cir", + "param", + "Edge", + "ipo", + "Harper", + "EDGE", + "as", + "mesma", + "Weise", + "Thatcher", + "gian", + "asus" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "Weise", + "Edge", + "mesma", + "EDGE", + "Edge", + "apr", + "styling", + "Pek", + "arlos", + "second", + "viewDidLoad", + "stack" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "Weise", + "Pek", + "Edge", + "even", + "Hits", + "apr", + "second", + "Edge", + "s", + "insert", + "sus", + "styling", + "second", + "joen", + "EDGE" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "Pyr", + "cens", + "Cens", + "empe", + "DIN", + "cura", + "CTE", + "ciri", + "Ronald", + "Rome", + "Slowly", + "ittle", + "Ashley", + "ait", + "Ashken", + "watering", + "aspir", + "poucos", + "pct", + "MAPE", + "appelle", + "arson" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "Estelle", + "s", + "softmax", + "psi", + "empe", + "Sorg", + "ngModel", + "issy", + "Rome", + "handleError", + "HTTPS", + "pct", + "spacing", + "affine", + "prolet", + "STI", + "iorum", + "DIN", + "agge", + "Accenture", + "acidified", + "Emilia", + "rization", + "conveniently" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ngModel", + "Estelle", + "itorial", + "handleError", + "psi", + "empe", + "Sorg", + "ukun", + "yscale", + "serialization", + "acidified", + "AGS", + "RHS", + "Appleton", + "unches", + "addData", + "osynthesis", + "aportan", + "iorum", + "rization", + "ils", + "spacing" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "hci", + "Stark", + "kts", + "watering", + "Ronald", + "empe", + "Cuy", + "icure", + "atro", + "spacing", + "Puch", + "achat", + "Rome", + "trials", + "ciri", + "etty", + "ciation", + "setValue", + "Arjuna", + "LOGGER", + "ngthening", + "Pyr" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "Cui", + "fort", + "cuy", + "Guad", + "dui", + "Cuff", + "lendemain", + "Forestry", + "Cullen", + "CY", + "CU", + "isjon", + "fortale", + "Kuch", + "DUI", + "Richardson" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "StringBuilder", + "ing", + "slimmer", + "usus", + "CGPoint", + "postings", + "ForEach", + "Gruntfile", + "retval", + "even", + "iders" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "BYTE", + "L", + "ing", + "even", + "Everywhere", + "Biden", + "Princeton", + "onload", + "diaper", + "Darwin", + "UPI", + "Fremantle", + "ChatGPT", + "Namibia", + "ophile" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "que", + "ing", + "es", + "om", + "an", + "o", + "s", + "ings", + "ie", + "out", + "os", + "H", + "owi", + "particularly", + "as", + "and", + "entimes", + "usus", + "ways", + "others" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "la", + "que", + "l", + "ing", + "es", + "an", + "H", + "and", + "T", + "t", + "particularly", + "ie", + "om", + "especially", + "out", + "h", + "however", + "esk", + "more", + "o", + "as", + "ings", + "osal", + "Pitt", + "vooral", + "owi" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "la", + "l", + "que", + "ing", + "an", + "es", + "ed", + "t", + "le", + "ers", + "esha", + "om", + "ie", + "as", + "s", + "ized", + "ings", + "os", + "at", + "especially", + "hov", + "un" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "a", + "la", + "que", + "ing", + "an", + "es", + "ed", + "le", + "ers", + "ized", + "the", + "ly", + "un", + "ings", + "at", + "esz", + "esha", + "s", + "as", + "es", + "local", + "esia", + "ively", + "izing", + "ity", + "re", + "ness", + "t", + "ez" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "la", + "que", + "an", + "es", + "ed", + "ly", + "ized", + "the", + "ization", + "ilization", + "esz", + "esia", + "le", + "of", + "ing", + "up", + "ers", + "rest", + "ings", + "izing", + "ity", + "esha", + "at", + "local", + "un" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "l", + "que", + "es", + "an", + "ly", + "the", + "ized", + "ization", + "ilization", + "esia", + "esha", + "le", + "aye", + "ed", + "migration", + "izing", + "indeed", + "es", + "individual", + "izations", + "antly", + "rest" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "l", + "la", + "a", + "migrated", + "ly", + "migration", + "indeed", + "therefore", + "ilization", + "Migration", + "consequently", + "MouseDown", + "Jamestown", + "othesis", + "ALITY", + "werking", + "rec", + "antly", + "yfikacji", + "POSTFIELDS", + "returnValues" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "either", + "S", + "ly", + "migration", + "migrated", + "Jamestown", + "Migration", + "OF", + "a", + "reportedly", + "Movement", + "Movement", + "ilization", + "indeed", + "experiences", + "movement", + "Observations", + "Moved", + "preferentially", + "presumably", + "L", + "displacement" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "either", + "ly", + "indeed", + "a", + "migration", + "migrated", + "S", + "Migration", + "Movement", + "Movement", + "OF", + "la", + "migration", + "Indeed", + "movement", + "Jamestown", + "Observations", + "preferentially", + "ilization", + "Evidence", + "relocated", + "Indeed", + "Migration", + "moved", + "mysteriously", + "move", + "experiences" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "migration", + "S", + "Migration", + "migrated", + "and", + "migration", + "ly", + "Migration", + "indeed", + "redistributed", + "relocated", + "Move", + "mig", + "surprisingly", + "migrations", + "L", + "migr", + "mysteriously", + "move", + "redist", + "During" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "and", + "material", + "material", + "Material", + "redistributed", + "migration", + "migrated", + "During", + "resh", + "recrystall", + "During", + "mass", + "resh", + "during", + "mysteriously", + "ly", + "redist", + "Material", + "relocated", + "set", + "MATERIAL", + "la" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "mass", + "mass", + "Mass", + "Mass", + "l", + "MASS", + "Matter", + "matter", + "matter", + "material", + "Matter", + "own", + "masse", + "masa", + "Material", + "MASS", + "migration", + "materia", + "material", + "substance", + "diffusion", + "Diffusion" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "l", + "matter", + "Matter", + "Matter", + "matter", + "mass", + "la", + "materia", + "MATTER", + "Mass", + "Mater", + "directional", + "mass", + "Mass", + "material", + "mater", + "directional", + "idirectional", + "Mater", + "Material", + "materi", + "transport", + "MASS" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "l", + "Matter", + "Matter", + "matter", + "matter", + "Mass", + "mass", + "Mater", + "Mass", + "Mater", + "materiaal", + "Massage", + "MATTER", + "Diffusion", + "diffus", + "DIFF", + "diffusion", + "Matters", + "Material", + "Duf", + "Diff", + "Mattress", + "materia" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Matter", + "kaikki", + "Later", + "See", + "Since", + "re", + "Berikut", + "kemudian", + "conteudo", + "Similarly", + "dirs", + "Use", + "Here", + "yani", + "Particles", + "dancers", + "Stress" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 101671, + 161533, + 118765, + 124240, + 50535, + 59358, + 54202, + 27838, + 7622, + 52275, + 185594, + 41792, + 68757, + 47473, + 32601, + 65769, + 131119, + 229063, + 172422, + 155791, + 25606, + 6263, + 6399, + 2802, + 4826, + 26036 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 53269, + 150710, + 192692, + 189315, + 155728, + 107489, + 116535, + 141608, + 169304, + 124531, + 17038, + 63697, + 63355, + 38135, + 17017, + 21258, + 45452, + 20525, + 2472, + 2208, + 177, + 174, + 31, + 105, + 21, + 293 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 19726, + 106178, + 210814, + 226181, + 261860, + 259544, + 258499, + 261927, + 261758, + 257205, + 159814, + 58445, + 112790, + 175360, + 138350, + 117428, + 147272, + 87271, + 103284, + 122890, + 93991, + 57256, + 103537, + 63751, + 45467, + 56339 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 139354, + 99385, + 97361, + 32510, + 31430, + 25587, + 104587, + 127833, + 1189, + 1063, + 270, + 332, + 448 + ] + }, + { + "label": "diffusion", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 51218, + 40000, + 26732, + 47889, + 25989, + 28892, + 25721, + 67412, + 21250, + 18293, + 3456, + 273, + 16 + ] + }, + { + "label": "cavity", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 164549, + 199207, + 200801, + 89237, + 66134, + 81482, + 140311, + 77010, + 73987, + 80374, + 53128, + 62651, + 117554 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "own", + "score": 5.0, + "best_rank": 1, + "best_depth": 76.3, + "near_token": "during", + "output_checked": true + }, + { + "concept": "either", + "score": 3.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "infancy", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "during", + "output_checked": true + }, + { + "concept": "mass", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "its", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "changed", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "de", + "que", + "p", + "s", + "ry", + "vanlig", + "Them", + "termos", + "ani", + "ap", + "equities", + "al", + "perd", + "silenc", + "objet", + "emma", + "api", + "aj", + "est", + "le", + "se", + "han", + "ner", + "fab", + "ele" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ay", + "ation", + "A", + "I", + "S", + "im", + "ot", + "T", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "al", + "pro", + "est", + "un", + "ation", + "A", + "em", + "P", + "im", + "e", + "th", + "om", + "S", + "ad", + "ot", + "T", + "al", + "d", + "the", + "p", + "a", + "t", + "en", + "c", + "ion", + "ic", + "b", + "ing", + "of", + "as", + "and", + "l" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "S", + "elective", + "k", + "secondary", + "North", + "specialized", + "occasional", + "ness", + "self", + "ings", + "its", + "world", + "own", + "open", + "able", + "an", + "ation", + "and", + "l", + "en", + "a", + "p", + "of", + "ap", + "or", + "ers", + "end", + "iz", + "le", + "able", + "que" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "own", + "ers", + "en", + "l", + "a", + "an", + "or", + "able", + "iz", + "S", + "k", + "able", + "ation", + "de", + "ity", + "ness", + "que", + "p", + "ap", + "le", + "h", + "elective", + "specialized", + "t", + "shock", + "North", + "eye", + "ings", + "e", + "open", + "ivity" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "own", + "l", + "a", + "en", + "ers", + "an", + "able", + "able", + "que", + "k", + "iz", + "ation", + "un", + "h", + "ed", + "specialized", + "or", + "ic", + "its", + "end", + "t", + "b", + "ashi", + "shock", + "ness", + "North", + "ity" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "ers", + "an", + "k", + "able", + "iz", + "able", + "ation", + "North", + "specialized", + "un", + "que", + "end", + "its", + "ness", + "chst", + "ashi", + "eye", + "dwar", + "or" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "l", + "own", + "iz", + "an", + "k", + "ers", + "irritating", + "ation", + "s", + "or", + "ness", + "t", + "le", + "par", + "able", + "anyi", + "specialized", + "p", + "izing", + "out", + "its" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "l", + "la", + "iz", + "an", + "own", + "irritating", + "ers", + "k", + "s", + "anyi", + "par", + "quoi", + "its", + "and", + "irritated", + "tiring", + "t", + "Pune" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "la", + "iz", + "an", + "s", + "par", + "irritating", + "corrigir", + "irritated", + "quoi", + "searchQuery", + "glamorous", + "its", + "t", + "and" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "an", + "s", + "glamorous", + "its", + "legendary", + "corrigir", + "par", + "penjualan", + "both", + "diminished", + "la", + "many", + "t", + "irritated", + "famed", + "charming" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "an", + "uma", + "glamorous", + "legendary", + "spurred", + "Partai", + "coveted", + "relatively", + "garnered", + "famed", + "its", + "three", + "hemicontinuous", + "the" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "an", + "its", + "of", + "it", + "both", + "relatively", + "to", + "the", + "some", + "dozens", + "y", + "by", + "specific", + "at", + "and", + "their", + "for", + "presumably", + "so", + "which", + "like", + "various", + "during", + "ly" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "a", + "and", + "ly", + "T", + "er", + "e", + "to", + "K", + "t", + "and", + "get", + "y", + "v", + "s", + "of", + "on", + "without", + "ic", + "that", + "p", + "n", + "H", + "un", + "z", + "hbox", + "c", + "would", + "because", + "an", + "like" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "a", + "s", + "T", + "e", + "v", + "and", + "er", + "un", + "y", + "t", + "K", + "p", + "to", + "an", + "get", + "ly", + "and", + "n", + "on", + "c", + "f", + "that", + "D", + "ic", + "z", + "is", + "ed", + "re", + "d", + "in" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "C", + "and", + "an", + "s", + "t", + "T", + "v", + "un", + "to", + "p", + "y", + "er", + "ic", + "because", + "to", + "been", + "K", + "es", + "such", + "f", + "because", + "c", + "n", + "d", + "k", + "on", + "ing", + "e", + "al" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "l", + "and", + "C", + "an", + "y", + "T", + "un", + "because", + "because", + "v", + "such", + "through", + "t", + "to", + "what", + "er", + "to", + "K", + "ic", + "been", + "that", + "from", + "so", + "described", + "by", + "after" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "and", + "C", + "an", + "a", + "able", + "such", + "T", + "During", + "where", + "some", + "or", + "where", + "during", + "selectively", + "from", + "redistribution", + "described", + "changes", + "wherever", + "bzw" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "a", + "T", + "y", + "an", + "t", + "p", + "and", + "own", + "m", + "v", + "al", + "D", + "s", + "where", + "During", + "move", + "ed", + "re", + "some", + "ing", + "get", + "where", + "to", + "some", + "un", + "on", + "moves", + "up", + "n" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "s", + "y", + "t", + "a", + "T", + "p", + "get", + "and", + "B", + "m", + "an", + "some", + "al", + "to", + "own", + "where", + "v", + "ed", + "D", + "re", + "during", + "seemingly", + "During", + "some", + "such", + "ing", + "e", + "moves", + "n", + "move" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "own", + "s", + "ed", + "C", + "l", + "and", + "t", + "ing", + "y", + "T", + "get", + "m", + "L", + "v", + "p", + "e", + "to", + "migration", + "al", + "During", + "migration", + "mig", + "where", + "during", + "D", + "o", + "re", + "at", + "moves", + "b", + "redistribute", + "up" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "own", + "ing", + "and", + "material", + "s", + "ed", + "m", + "material", + "Material", + "redistribute", + "during", + "om", + "During", + "istiques", + "L", + "fia", + "itores", + "vacancy", + "on", + "ath", + "malzeme", + "v", + "mass", + "al", + "MATERIAL" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "mass", + "own", + "mass", + "Mass", + "Mass", + "matter", + "matter", + "Matter", + "Matter", + "MASS", + "diffusion", + "Diffusion", + "redistributed", + "materia", + "substance", + "redistribution", + "omass", + "diffusion", + "redistribute", + "fluxes", + "vacancies", + "masa", + "flux" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "matter", + "matter", + "Matter", + "Matter", + "own", + "mass", + "MATTER", + "mass", + "materia", + "Mass", + "matters", + "Mass", + "substance", + "material", + "Mater", + "materiaal", + "directional", + "mater", + "fluxes", + "diffus" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Matter", + "matter", + "Matter", + "matter", + "Mass", + "mass", + "MATTER", + "Mass", + "Mater", + "Mater", + "Matters", + "diffus", + "mass", + "matters", + "la", + "materia", + "dif", + "material", + "materiaal", + "Stoff", + "mater", + "Diff", + "Matt" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Matter", + "kaikki", + "Later", + "See", + "Since", + "re", + "Berikut", + "kemudian", + "conteudo", + "Similarly", + "dirs", + "Use", + "Here", + "yani", + "Particles", + "dancers", + "Stress" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 28.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "uma", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "boundary", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "those", + "score": 1.0, + "best_rank": 2, + "best_depth": 67.8, + "near_token": "on", + "output_checked": true + }, + { + "concept": "facets", + "score": 1.0, + "best_rank": 3, + "best_depth": 88.1, + "near_token": "on", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-04__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-04__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-04__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-04__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Time-dependent deformation under heat 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A heat-resistant alloy accumulated measurable permanent strain with increasing service time. Interfacial pores and wedge-shaped separations were concentrated near the final rupture zone.", + "prompt_tail": "umulated measurable permanent strain with increasing service time. Interfacial pores and wedge-shaped separations were concentrated near the final rupture zone.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-high-temperature-deformation-05", + "carrier_id": null, + "target_family": "high-temperature-deformation", + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 59332, + "best_depth": 44.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 2011 + }, + { + "label": "diffusion", + "best_rank": 12004, + "best_depth": 40.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 10592 + }, + { + "label": "cavity", + "best_rank": 6422, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 9089 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "styling", + "apr", + "got", + "ListItemIcon", + "mesma", + "Charm", + "Farr", + "un", + "even" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "styling", + "apr", + "s", + "S", + "mkdir", + "styles", + "GSM", + "mesma", + "as", + "cir", + "Insert", + "conde", + "asus", + "Edge", + "Enter", + "mixer", + "Weise", + "iterator", + "Edge", + "dit" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "s", + "Weise", + "mesma", + "Edge", + "jenis", + "ashe", + "Sus", + "sus", + "apr", + "arens", + "cfr", + "joen", + "styling", + "Edge", + "Insert", + "Pend" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "S", + "s", + "mesma", + "Weise", + "Edge", + "cfr", + "joen", + "sus", + "apr", + "Hits", + "insert", + "Insert", + "Pek", + "ashe", + "Edge", + "pendiente", + "styling", + "arlos", + "second" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "Cuy", + "pis", + "la", + "cens", + "Pending", + "ciri", + "Cens", + "S", + "ait", + "Eddie", + "Pend", + "Pyr", + "phis", + "uts", + "cura", + "watering", + "artis", + "ruari", + "dui", + "pinned", + "Pis", + "appelle" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "psi", + "Estelle", + "spacing", + "empe", + "handleError", + "prolet", + "DIN", + "conveniently", + "Sorg", + "issy", + "postgres", + "knn", + "STI", + "pct", + "softmax", + "Accenture", + "affine", + "Astronaut", + "blings", + "rins", + "cens", + "unches", + "watering" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "psi", + "Estelle", + "handleError", + "ngModel", + "ukun", + "empe", + "Sorg", + "serialization", + "AGS", + "Appleton", + "itorial", + "osynthesis", + "yscale", + "unches", + "spacing", + "fat", + "aportan", + "addData", + "acidified", + "cyn" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "hci", + "ciri", + "Stark", + "kts", + "watering", + "icure", + "Ronald", + "ciation", + "Pyr", + "ngthening", + "punch", + "cheats", + "Cui", + "LOGGER", + "CCN", + "estab" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "Cui", + "pict", + "OfThe", + "Guangdong", + "cus", + "lendemain", + "fort", + "CY", + "DUI", + "cuy", + "dui", + "Guad", + "Cud", + "cusp", + "onuclear" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "ing", + "CGPoint", + "StringBuilder", + "postings", + "Guangdong", + "slimmer", + "Afin", + "CCS", + "preoccup", + "atro" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "ing", + "Everywhere", + "BYTE", + "others", + "C", + "os", + "Rather", + "CGPoint", + "diaper", + "Angaben", + "otras" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "C", + "L", + "que", + "a", + "T", + "s", + "om", + "t", + "out", + "others", + "H", + "otros", + "os", + "ing", + "variously", + "Others", + "imax", + "o", + "Mud", + "Others" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "que", + "T", + "H", + "ing", + "s", + "and", + "t", + "C", + "L", + "an", + "out", + "others", + "h", + "om", + "es", + "particularly", + "others", + "los", + "izations", + "ings", + "oco", + "vooral", + "mga", + "especially" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "que", + "a", + "l", + "ing", + "ed", + "t", + "s", + "es", + "an", + "person", + "om", + "os", + "mga", + "especially", + "mals", + "ings", + "h", + "others" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "que", + "a", + "l", + "ed", + "ing", + "an", + "s", + "es", + "ization", + "ized", + "t", + "le", + "person", + "izations", + "the", + "ings", + "ly", + "es", + "extra", + "un", + "those", + "h", + "emphas", + "ilization", + "tom", + "at", + "ife" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "a", + "l", + "que", + "ization", + "ed", + "ly", + "ilization", + "izations", + "ized", + "es", + "ings", + "ing", + "were", + "those", + "emphasized", + "observations", + "conclusiones", + "the", + "s", + "okaza", + "emphas", + "an" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "que", + "la", + "ed", + "these", + "ization", + "those", + "ly", + "ilization", + "were", + "izations", + "ifad", + "These", + "and", + "es", + "mga", + "conclusiones", + "conclusion", + "indicators", + "These", + "l" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "these", + "These", + "solche", + "Such", + "These", + "such", + "slike", + "ilization", + "vooral", + "C", + "bunlar", + "hence", + "those", + "conclusiones", + "Conclusions", + "ly", + "Hence", + "izations" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "Reddy", + "Observations", + "okaza", + "Such", + "ilization", + "conclusiones", + "microstructure", + "Findings", + "findings", + "lastly", + "Conclusions", + "Observations", + "Findings", + "regretted", + "These", + "observations", + "C", + "T", + "rued" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "la", + "Observations", + "near", + "Schad", + "Failure", + "ilization", + "okaza", + "Observations", + "circonstances", + "Near", + "microstructure", + "Findings", + "observations", + "Failure", + "Evidence", + "terakhir", + "conclusiones", + "failures", + "findings" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "la", + "l", + "failures", + "near", + "C", + "Observations", + "Failure", + "Evidence", + "and", + "Failure", + "deterior", + "Near", + "near", + "observations", + "evidence", + "Observations", + "evidence", + "fhir", + "Findings", + "okaza", + "failures", + "Examination", + "terakhir", + "Examinations", + "Damage" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "and", + "near", + "failures", + "features", + "que", + "Failure", + "failure", + "failed", + "failed", + "Noodles", + "failures", + "features", + "near", + "feature", + "initiation", + "FAILURE", + "failure", + "terakhir", + "Failure", + "an", + "Observations", + "observations", + "were" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "Fract", + "fracture", + "Fracture", + "Failure", + "failure", + "Failure", + "Fract", + "features", + "failures", + "failure", + "fract", + "failures", + "features", + "final", + "l", + "FAILURE", + "Features", + "fractures", + "Features", + "feature", + "fractured", + "failed", + "Final", + "Feature", + "fract", + "failed", + "FINAL", + "fratt", + "Fail" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "Fract", + "fracture", + "fract", + "l", + "final", + "Fract", + "Fracture", + "fract", + "FINAL", + "fractures", + "fracturing", + "separations", + "final", + "Final", + "Final", + "fractured", + "fratt", + "Near", + "concent", + "Ru", + "Concent", + "near", + "separ", + "Failure", + "separ", + "rupture", + "Concentrations", + "RUP", + "rupt", + "features" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "l", + "Fracture", + "Fract", + "fracture", + "Fract", + "fracturing", + "separ", + "fract", + "separations", + "fractures", + "fract", + "Separ", + "fratt", + "FINAL", + "able", + "Concent", + "concentrated", + "Fractal", + "raphy", + "Ru", + "fractured", + "Concentrations", + "concent", + "rupt", + "separating", + "Separ", + "final", + "Final", + "OfInterest", + "Dislocations", + "koncent" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Sigma", + "operatorname", + "tetapi", + "im", + "semakin", + "sns", + "potholes", + "seperti", + "Where", + "Dividend", + "get", + "Concentration", + "Dieser" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 96701, + 175022, + 132377, + 134090, + 64687, + 51907, + 53395, + 30074, + 18570, + 59131, + 193286, + 59333, + 85487, + 96771, + 63128, + 102359, + 128440, + 224935, + 192998, + 217292, + 114295, + 113912, + 144682, + 10846, + 10199, + 98506 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 53235, + 178496, + 217060, + 209931, + 188896, + 138699, + 129474, + 165419, + 163972, + 83974, + 12005, + 71555, + 64571, + 33097, + 14229, + 37912, + 71928, + 46660, + 54876, + 62208, + 19790, + 18536, + 52134, + 56201, + 11301, + 11865 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 16597, + 101412, + 245513, + 242674, + 261812, + 260250, + 258452, + 261930, + 261899, + 258822, + 158407, + 55627, + 69536, + 135470, + 102114, + 115497, + 90765, + 48862, + 86672, + 52451, + 21227, + 18957, + 6423, + 7150, + 20395, + 32816 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 140275, + 127382, + 152819, + 63382, + 60442, + 45150, + 54752, + 153423, + 13312, + 11758, + 2012, + 9418, + 19806 + ] + }, + { + "label": "diffusion", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 44463, + 43313, + 10593, + 43924, + 22964, + 35927, + 26737, + 48949, + 82937, + 132229, + 49421, + 69830, + 74465 + ] + }, + { + "label": "cavity", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 158541, + 188639, + 107962, + 70722, + 39053, + 35927, + 70471, + 43873, + 80726, + 41124, + 29101, + 40183, + 9090 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "either", + "score": 3.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "deformation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "temperature", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "service", + "output_checked": true + }, + { + "concept": "BBM", + "score": 1.0, + "best_rank": 3, + "best_depth": 40.7, + "near_token": "final", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "aj", + "ah", + "ap", + "que", + "es", + "er", + "de", + "qu", + "L", + "p", + "ani", + "s", + "uff", + "la", + "al", + "as", + "ern", + "man", + "ER", + "am", + "app", + "ner", + "se", + "ad", + "am", + "im", + "ist", + "ers", + "op", + "ry" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "on", + "be", + "ation", + "ay", + "T", + "ot", + "A", + "I", + "th", + "l", + "of", + "and", + "e", + "om", + "im", + "S", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "in" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "P", + "em", + "ation", + "be", + "T", + "ot", + "A", + "I", + "om", + "th", + "and", + "l", + "im", + "e", + "ad", + "S", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "of" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "eye", + "internal", + "various", + "North", + "open", + "world", + "power", + "able", + "its", + "ings", + "able", + "que", + "ness", + "self", + "New", + "own", + "ation", + "l", + "of", + "and", + "a", + "t", + "en", + "p", + "or", + "end", + "an", + "ers", + "le", + "ap", + "iz", + "un" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "ers", + "or", + "l", + "an", + "en", + "que", + "own", + "a", + "S", + "H", + "ness", + "h", + "C", + "ity", + "able", + "s", + "k", + "elective", + "specialized", + "ivity", + "ization", + "able", + "mellan", + "ap", + "om", + "p", + "ic", + "ings", + "un", + "set", + "North" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "own", + "en", + "an", + "a", + "l", + "que", + "h", + "ers", + "k", + "able", + "or", + "specialized", + "un", + "ed", + "ic", + "set", + "its", + "ation", + "ity", + "various", + "able", + "mellan", + "humbled", + "t", + "many", + "North", + "his", + "out", + "iz" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "an", + "a", + "en", + "l", + "own", + "que", + "ers", + "k", + "un", + "h", + "specialized", + "its", + "able", + "North", + "or", + "many", + "mellan", + "set", + "ness", + "iz", + "various", + "sikk", + "humbled", + "t" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "que", + "own", + "an", + "ers", + "k", + "iz", + "la", + "en", + "or", + "ness", + "t", + "its", + "par", + "le", + "un", + "p", + "p", + "aries", + "hem", + "s" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "la", + "own", + "que", + "ers", + "an", + "iz", + "or", + "k", + "par", + "le", + "un", + "t", + "p", + "s", + "its", + "and", + "hem", + "pro", + "aries", + "searchQuery", + "his" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "la", + "ers", + "que", + "an", + "own", + "iz", + "or", + "par", + "searchQuery", + "t", + "k", + "un", + "uma", + "le", + "p", + "corrigir", + "its", + "hem", + "s", + "and" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "an", + "la", + "que", + "or", + "uma", + "ers", + "t", + "le", + "un", + "s", + "corrigir", + "p", + "par", + "iz", + "many", + "um", + "its", + "P", + "both", + "k", + "high" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "an", + "P", + "H", + "ous", + "corrigir", + "th", + "or", + "glamorous", + "six", + "amassed", + "uma", + "legendary", + "high", + "Jumlah", + "H", + "the", + "spurred" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "an", + "or", + "its", + "his", + "the", + "y", + "and", + "ed", + "it", + "d", + "le", + "during", + "some", + "z", + "ic", + "s", + "ly", + "my", + "high", + "as", + "h", + "multi", + "local", + "out", + "their", + "p", + "U", + "v" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "and", + "C", + "H", + "s", + "a", + "p", + "e", + "ly", + "an", + "and", + "v", + "y", + "er", + "es", + "z", + "h", + "get", + "un", + "c", + "t", + "ous", + "f", + "n", + "T", + "d", + "ic", + "to", + "without", + "on", + "its", + "nya" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "s", + "a", + "T", + "v", + "p", + "an", + "and", + "e", + "H", + "un", + "t", + "er", + "y", + "n", + "c", + "f", + "d", + "and", + "get", + "D", + "es", + "to", + "l", + "z", + "on", + "h", + "ic", + "m", + "k", + "st" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "a", + "l", + "T", + "and", + "an", + "s", + "t", + "p", + "v", + "un", + "y", + "D", + "n", + "k", + "and", + "d", + "f", + "c", + "such", + "although", + "to", + "es", + "m", + "l", + "ic", + "K", + "e", + "their", + "r" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "and", + "a", + "an", + "They", + "H", + "these", + "such", + "T", + "These", + "y", + "they", + "un", + "although", + "been", + "were", + "those", + "es", + "These", + "Those", + "these", + "Although", + "their", + "during", + "occurred", + "they", + "v", + "t", + "al" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "and", + "such", + "an", + "these", + "These", + "These", + "solche", + "those", + "predominantly", + "H", + "Those", + "occurred", + "both", + "observed", + "During", + "Such", + "Both", + "such", + "near", + "encontraron" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "an", + "a", + "T", + "B", + "and", + "near", + "been", + "these", + "occurred", + "such", + "These", + "near", + "get", + "would", + "clues", + "around", + "D", + "found", + "al", + "printStackTrace", + "those", + "occur", + "examined", + "resembled" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "B", + "get", + "al", + "s", + "T", + "near", + "a", + "p", + "been", + "and", + "t", + "D", + "an", + "l", + "near", + "some", + "failure", + "areas", + "such", + "these", + "resembling", + "b", + "These", + "type", + "found" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "ed", + "C", + "get", + "l", + "s", + "and", + "al", + "m", + "B", + "t", + "ing", + "features", + "p", + "near", + "d", + "after", + "some", + "an", + "o", + "type", + "tu", + "b", + "ary" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "s", + "B", + "initiation", + "features", + "ed", + "l", + "Fract", + "features", + "morph", + "nedir", + "fract", + "failures", + "voor", + "Morph", + "gca", + "failure", + "topography", + "morphology", + "some", + "al", + "eof", + "clues", + "astronaut", + "mic" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "Fract", + "fract", + "Fract", + "fracture", + "features", + "features", + "Fracture", + "failure", + "Features", + "fract", + "failure", + "feature", + "Failure", + "Failure", + "failures", + "Final", + "feature", + "Features", + "fractured", + "final", + "failures", + "fitur", + "Feature", + "Final", + "final", + "Feature", + "FAILURE", + "FINAL" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Fract", + "fract", + "fract", + "Fract", + "fracture", + "Fracture", + "l", + "separations", + "final", + "Ru", + "rupt", + "fractures", + "fracturing", + "RUP", + "fratt", + "FINAL", + "fractured", + "Concent", + "Final", + "Ru", + "Final", + "rupt", + "final", + "Fractal", + "rupture", + "separ", + "ruptured", + "Separ", + "concentrations" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "l", + "la", + "Fract", + "fract", + "separ", + "de", + "Fracture", + "Fract", + "fract", + "separations", + "Inter", + "fracture", + "final", + "Separ", + "Separ", + "Ru", + "fracturing", + "Concent", + "fractures", + "separ", + "pore", + "fratt", + "features", + "feature", + "separates", + "separated", + "separado", + "rupt", + "featured", + "failures" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Sigma", + "operatorname", + "tetapi", + "im", + "semakin", + "sns", + "potholes", + "seperti", + "Where", + "Dividend", + "get", + "Concentration", + "Dieser" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 14.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "uma", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "service", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "resistant", + "output_checked": true + }, + { + "concept": "Fract", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-05__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-05__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-05__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-05__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Nonshearable particle obstacles 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A metal matrix contains closely spaced rigid dispersoids that cannot be cut. Moving lattice lines arc between them and leave closed loops around each obstacle.", + "prompt_tail": "A metal matrix contains closely spaced rigid dispersoids that cannot be cut. Moving lattice lines arc between them and leave closed loops around each obstacle.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-particle-strengthening-01", + "carrier_id": null, + "target_family": "particle-strengthening", + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 6034, + "best_depth": 52.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 15892 + }, + { + "label": "bowing", + "best_rank": 178, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 117 + }, + { + "label": "strengthening", + "best_rank": 10115, + "best_depth": 61.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 3906 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "got", + "mesma", + "even", + "Charm", + "Hair", + "ListItemIcon", + "un", + "Farr" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "apr", + "styling", + "S", + "GSM", + "mesma", + "Insert", + "asus", + "styles", + "mkdir", + "as", + "s", + "cir", + "Weise", + "Edge", + "conde", + "Enter", + "mixer", + "dit", + "Edge" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "Weise", + "S", + "mesma", + "apr", + "Edge", + "Edge", + "EDGE", + "styling", + "arlos", + "jenis", + "Pek", + "Sus", + "sus" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "Weise", + "S", + "Edge", + "Pek", + "apr", + "even", + "Hits", + "second", + "s", + "Edge", + "styling", + "insert", + "EDGE", + "second", + "cfr", + "sus", + "irl", + "Insert" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "Pyr", + "cens", + "la", + "Cens", + "S", + "even", + "pis", + "ciri", + "Eddie", + "Pend", + "Cuy", + "ait", + "Ashley", + "uts", + "Pending", + "Ronald", + "pinned", + "ittle", + "przyp", + "inne", + "aspir", + "props" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "softmax", + "Estelle", + "psi", + "empe", + "Sorg", + "ngModel", + "issy", + "affine", + "Rome", + "STI", + "handleError", + "pct", + "spacing", + "DIN", + "conveniently", + "Accenture", + "Emilia", + "prolet", + "HTTPS", + "agge", + "CIN", + "acidified", + "iorum", + "knn", + "postgres" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ngModel", + "Estelle", + "Sorg", + "itorial", + "empe", + "ukun", + "yscale", + "AGS", + "handleError", + "serialization", + "psi", + "Appleton", + "osynthesis", + "addData", + "ils", + "RHS", + "setValue", + "unches", + "agge", + "acidified", + "aportan", + "affine", + "spacing" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "Stark", + "hci", + "icure", + "Cui", + "Pyr", + "cheats", + "ciri", + "LOGGER", + "Eddie", + "Guangdong", + "usia", + "fft", + "Cullen", + "CCN", + "dui" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "atro", + "hci", + "Cuy", + "Guangdong", + "Pyr", + "Pair", + "hlas", + "CGPoint", + "pict", + "fft", + "OOP", + "StringBuilder", + "CCP", + "Stark" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "StringBuilder", + "even", + "ralent", + "rmt", + "Gruntfile", + "Elsewhere", + "opis", + "usus", + "fromDate", + "Flags", + "iders" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "H", + "BYTE", + "Everywhere", + "ing", + "even", + "Princeton", + "CGPoint", + "StringBuilder", + "ChatGPT", + "shenanigans", + "UPI", + "iders", + "ogly", + "Wochenende", + "sfida", + "Jahr" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "C", + "que", + "T", + "L", + "H", + "om", + "and", + "ing", + "ie", + "tuttavia", + "o", + "ays", + "otros", + "an", + "entimes", + "as", + "out", + "CPF", + "opacity" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "la", + "L", + "T", + "H", + "que", + "C", + "an", + "and", + "ing", + "out", + "ie", + "om", + "especially", + "person", + "others", + "particularly", + "t", + "o", + "tuttavia", + "such", + "both", + "Of", + "indeed", + "for", + "however" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "la", + "ing", + "T", + "que", + "l", + "an", + "H", + "t", + "L", + "especially", + "tetapi", + "person", + "om", + "ings", + "retr", + "tuttavia", + "os", + "ie", + "poco", + "o", + "as" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "l", + "que", + "ing", + "an", + "T", + "ings", + "ed", + "person", + "C", + "t", + "as", + "un", + "both", + "ers", + "the", + "re", + "le", + "individual", + "s", + "at", + "om", + "ie", + "iav", + "indeed", + "which" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "la", + "an", + "que", + "ed", + "ization", + "either", + "the", + "ly", + "of", + "person", + "at", + "individual", + "ings", + "ing", + "re", + "le", + "izing", + "ized", + "indeed", + "izations", + "sequent", + "as", + "un", + "initialization", + "es" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "que", + "l", + "an", + "the", + "ed", + "ization", + "ly", + "individual", + "person", + "hence", + "so", + "re", + "therefore", + "consequently", + "deposit", + "at", + "Consequently", + "sequent", + "es", + "of", + "these", + "therefore", + "othesis", + "established" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "a", + "either", + "l", + "C", + "Consequently", + "consequently", + "hence", + "Consequently", + "thereby", + "therefore", + "therefore", + "thus", + "Hence", + "sehingga", + "ly", + "dadurch", + "resulting", + "hence", + "individual", + "the", + "Establishing" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "L", + "either", + "consequently", + "l", + "Consequently", + "kiri", + "laiss", + "hence", + "T", + "Consequently", + "S", + "indeed", + "Consequences", + "sehingga", + "inplace" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "either", + "around", + "L", + "l", + "around", + "Around", + "surrounds", + "Around", + "circum", + "circumvent", + "alrededor", + "kiri", + "create", + "circum", + "bypassed", + "impenetrable", + "T", + "ly" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "around", + "L", + "around", + "Around", + "Around", + "l", + "alrededor", + "oko", + "circles", + "kolem", + "create", + "loop", + "CMakeFiles", + "encir", + "rundt", + "kring", + "Circ", + "circum" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "leaving", + "leaving", + "Leaving", + "leave", + "Leave", + "leave", + "leaves", + "meninggalkan", + "Leave", + "C", + "Leaving", + "Leaves", + "L", + "around", + "laisser", + "leaves", + "Leaves", + "deixa", + "loops", + "lasciare", + "laiss", + "deixando", + "and" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "loop", + "loops", + "Loop", + "LOOP", + "loop", + "Loops", + "Loop", + "looping", + "Loops", + "LOOP", + "L", + "loops", + "leaving", + "looped", + "Leave", + "leaving", + "leaves", + "leave", + "leave", + "looped", + "Leaving", + "Leave", + "boucle", + "meninggalkan", + "Leaves" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "closed", + "leaving", + "loops", + "Closed", + "Closed", + "leaving", + "closed", + "loop", + "looping", + "BOW", + "Loops", + "bowed", + "Loop", + "Leaving", + "LOOP", + "Loops", + "CLOSED", + "loop", + "Leaving", + "LOOP", + "bow", + "bow", + "bowing", + "Loop", + "Bow", + "closing", + "Leave", + "Leave" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "O", + "O", + "BOW", + "bowed", + "Closed", + "looping", + "leaving", + "leaving", + "loops", + "CLOSED", + "bowing", + "OO", + "Loops", + "closed", + "OPEC", + "Closed", + "BOW", + "Leaving" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Leaving", + "ve", + "loop", + "leaving", + "arrange", + "leaving", + "leave", + "menutup", + "pasangan", + "diseg", + "k", + "B", + "Skipping", + "Leaving", + "le", + "groupId", + "exoskeleton", + "lasciare", + "Closed", + "semble", + "vanishes", + "Having", + "println", + "meninggalkan", + "vanish", + "CLOSED", + "Closed" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 50228, + 41275, + 27129, + 26615, + 48680, + 67029, + 41256, + 43865, + 35970, + 97953, + 58003, + 36641, + 13577, + 6035, + 12818, + 14016, + 32472, + 29162, + 15058, + 27592, + 7275, + 17148, + 62908, + 56939, + 58523, + 36950 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 26332, + 32956, + 20465, + 29001, + 113624, + 209482, + 202888, + 144199, + 108035, + 99283, + 33917, + 58096, + 48275, + 122935, + 111484, + 97587, + 114329, + 39707, + 26772, + 7404, + 941, + 187, + 179, + 24, + 21, + 340 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 132660, + 59452, + 11302, + 11068, + 3216, + 41556, + 81380, + 16487, + 24099, + 96268, + 195880, + 62653, + 95774, + 94108, + 49538, + 10116, + 10362, + 29265, + 75958, + 46139, + 30788, + 12020, + 49488, + 65368, + 139252, + 47974 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 30147, + 65509, + 139112, + 80595, + 94283, + 83040, + 161387, + 118839, + 15893, + 32124, + 16981, + 22744, + 32917 + ] + }, + { + "label": "bowing", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 201971, + 224421, + 162078, + 100527, + 83376, + 62042, + 53090, + 54180, + 20680, + 3161, + 4458, + 221, + 118 + ] + }, + { + "label": "strengthening", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 3907, + 7250, + 36885, + 43658, + 41636, + 36520, + 36066, + 97430, + 66735, + 41448, + 34514, + 27821, + 70001 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 16.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 13.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "rigid", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "BYTE", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "be", + "output_checked": true + }, + { + "concept": "these", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.3, + "near_token": "between", + "output_checked": true + }, + { + "concept": "leaving", + "score": 1.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "composite", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "dispersed", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "oids", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "Moving", + "output_checked": true + }, + { + "concept": "obstacles", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "them", + "output_checked": true + }, + { + "concept": "behind", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "leave", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "objet", + "ani", + "ner", + "ting", + "de", + "le", + "ap", + "que", + "p", + "s", + "er", + "vanlig", + "epi", + "elucid", + "obten", + "Them", + "emulsion", + "ty", + "ile", + "se", + "ers", + "hy", + "la", + "amp" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ation", + "C", + "A", + "I", + "S", + "im", + "ot", + "T", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "un", + "est", + "em", + "P", + "A", + "T", + "ation", + "be", + "e", + "om", + "l", + "th", + "ad", + "im", + "S", + "ot", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "s", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "secondary", + "eye", + "various", + "North", + "world", + "own", + "open", + "able", + "ings", + "que", + "un", + "able", + "self", + "its", + "ness", + "New", + "e", + "l", + "of", + "and", + "en", + "a", + "p", + "al", + "end", + "ers", + "ation", + "an", + "ap", + "or", + "le", + "iz" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "S", + "own", + "a", + "en", + "l", + "an", + "ers", + "or", + "que", + "de", + "able", + "ness", + "able", + "iz", + "T", + "un", + "k", + "le", + "ation", + "e", + "p", + "t", + "al", + "ap", + "end", + "North", + "its", + "eye", + "world", + "open" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "l", + "en", + "a", + "own", + "an", + "able", + "ers", + "un", + "k", + "iz", + "K", + "specialized", + "end", + "ed", + "able", + "t", + "ation", + "many", + "its", + "humbled", + "various", + "North", + "shock" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "k", + "ers", + "iz", + "able", + "un", + "an", + "North", + "end", + "many", + "humbled", + "shock" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "l", + "S", + "iz", + "own", + "uma", + "k", + "ers", + "K", + "la", + "Projek", + "able", + "en", + "um" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "l", + "uma", + "iz", + "la", + "S", + "K", + "colocar", + "Projek", + "searchQuery", + "um" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "uma", + "l", + "la", + "iz", + "um", + "K", + "colocar", + "Projek", + "searchQuery", + "corrigir" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "uma", + "l", + "colocar", + "um", + "corrigir", + "both", + "an", + "iz", + "admirer", + "numerosas", + "ocorreu" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "an", + "uma", + "corrigir", + "spurred", + "numerosas", + "amassed", + "amounting", + "both", + "garnered" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "an", + "y", + "or", + "even", + "at", + "its", + "it", + "their", + "both", + "to", + "ly", + "so", + "resulting", + "le", + "relatively", + "specific", + "various", + "they", + "dozens", + "which", + "top", + "able", + "ous", + "d" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "ly", + "a", + "y", + "T", + "and", + "e", + "er", + "and", + "get", + "p", + "t", + "v", + "to", + "un", + "H", + "on", + "K", + "n", + "es", + "hbox", + "own", + "that", + "in", + "z", + "ous", + "c", + "s", + "an", + "ic" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "a", + "T", + "y", + "un", + "t", + "e", + "v", + "p", + "ly", + "s", + "er", + "n", + "K", + "to", + "on", + "and", + "an", + "k", + "f", + "and", + "get", + "in", + "ed", + "D", + "re", + "c", + "l", + "m", + "d" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "a", + "l", + "and", + "un", + "an", + "T", + "K", + "v", + "y", + "t", + "p", + "e", + "k", + "and", + "er", + "s", + "n", + "to", + "on", + "D", + "f", + "to", + "it", + "as", + "ly", + "ic", + "d", + "l", + "it", + "c" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "a", + "and", + "l", + "resulting", + "these", + "such", + "y", + "un", + "subsequently", + "that", + "an", + "they", + "through", + "resulting", + "These", + "to", + "which", + "subsequent", + "because", + "each", + "able" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "either", + "and", + "resulting", + "a", + "creating", + "such", + "creates", + "create", + "remain", + "resulting", + "These", + "an", + "these", + "remainder", + "restent", + "able", + "because", + "spowod", + "thereby" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "a", + "ed", + "either", + "y", + "T", + "around", + "D", + "v", + "p", + "n", + "K", + "un", + "ing", + "t", + "B", + "leave", + "each", + "leave", + "get", + "k", + "r", + "leaving", + "an", + "around", + "because", + "e", + "m", + "and", + "on" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "ed", + "around", + "y", + "K", + "around", + "p", + "e", + "each", + "leave", + "circumvent", + "m", + "o", + "v", + "get", + "n", + "k", + "Around", + "leave", + "after", + "Around", + "would", + "Leave", + "either", + "D", + "bypassed", + "and" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "l", + "ed", + "own", + "around", + "L", + "y", + "ing", + "around", + "m", + "v", + "o", + "l", + "p", + "B", + "and", + "s", + "D", + "each", + "get", + "loop", + "n", + "after", + "t", + "loops", + "wrap", + "circumvent", + "loops" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "Leave", + "ed", + "C", + "leave", + "leave", + "leaving", + "leaving", + "Leaving", + "Leave", + "meninggalkan", + "B", + "L", + "leaves", + "lascia", + "leaves", + "lasciare", + "ing", + "around", + "loops", + "dejar", + "deixou", + "deixa", + "loops", + "deixando", + "each" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "Loop", + "loops", + "loop", + "Loops", + "LOOP", + "loops", + "looped", + "loop", + "looping", + "LOOP", + "Leave", + "Loop", + "leave", + "Loops", + "leaving", + "leave", + "Leave", + "looped", + "leaving", + "leaves", + "lasciare", + "laisse", + "deixando", + "Leaving" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "loops", + "Loops", + "Closed", + "Closed", + "Leave", + "leaving", + "leaving", + "loops", + "BOW", + "bowing", + "Leave", + "looping", + "Leaving", + "Loops", + "BOW", + "leave", + "Loop", + "closed", + "leave", + "closed", + "Bow", + "Bow", + "Leaving", + "loop", + "loop", + "bow", + "LOOP", + "bow", + "CLOSED", + "LOOP" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "O", + "O", + "Loops", + "leaving", + "OPEC", + "BOW", + "loops", + "Closed", + "loops", + "bowing", + "OO", + "ORA", + "Bow", + "bowed", + "vou", + "Oahu", + "Closed" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Leaving", + "ve", + "loop", + "leaving", + "arrange", + "leaving", + "leave", + "menutup", + "pasangan", + "diseg", + "k", + "B", + "Skipping", + "Leaving", + "le", + "groupId", + "exoskeleton", + "lasciare", + "Closed", + "semble", + "vanishes", + "Having", + "println", + "meninggalkan", + "vanish", + "CLOSED", + "Closed" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 20.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "uma", + "score": 15.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "either", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "cut", + "output_checked": true + }, + { + "concept": "behind", + "score": 3.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "leave", + "output_checked": true + }, + { + "concept": "these", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "between", + "output_checked": true + }, + { + "concept": "climb", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "each", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-01__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-01__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-01__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-01__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Nonshearable particle obstacles 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "After aging, a dense population of hard nanoscale particles raises the stress required for plastic flow. Electron microscopy shows rings encircling the particles after deformation.", + "prompt_tail": " population of hard nanoscale particles raises the stress required for plastic flow. Electron microscopy shows rings encircling the particles after deformation.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-particle-strengthening-02", + "carrier_id": null, + "target_family": "particle-strengthening", + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "e", + "generated_token_ids": [ + 236744 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 2636, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 1423 + }, + { + "label": "bowing", + "best_rank": 6744, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 13208 + }, + { + "label": "strengthening", + "best_rank": 53063, + "best_depth": 61.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 615 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "mesma", + "got", + "even", + "Charm", + "Edge", + "Edge", + "Hair" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "s", + "S", + "apr", + "styling", + "GSM", + "Insert", + "styles", + "mesma", + "mkdir", + "la", + "Enter", + "conde", + "as", + "Edge", + "cir", + "asus", + "Weise", + "Edge", + "dit", + "mixer" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "s", + "Edge", + "Weise", + "S", + "apr", + "styling", + "Edge", + "EDGE", + "Insert", + "arlos", + "second", + "insert", + "sus", + "as", + "Sus" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "mesma", + "S", + "Weise", + "apr", + "Edge", + "Hits", + "second", + "Edge", + "Pek", + "styling", + "even", + "joen", + "sus", + "cfr", + "insert", + "Insert", + "second", + "stack" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "cens", + "Cens", + "Pyr", + "ciri", + "empe", + "watering", + "Ronald", + "DIN", + "agrand", + "CTE", + "ittle", + "pis", + "ruari", + "Eddie", + "phis", + "appelle", + "kts", + "S", + "Cuy", + "aspir", + "Augustus" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "psi", + "empe", + "spacing", + "Estelle", + "softmax", + "ngModel", + "issy", + "conveniently", + "affine", + "DIN", + "Sorg", + "pct", + "handleError", + "kts", + "STI", + "Rome", + "prolet", + "watering", + "knn", + "agge", + "Emilia", + "postgres", + "unches", + "HTTPS" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ngModel", + "empe", + "Estelle", + "itorial", + "psi", + "AGS", + "kts", + "spacing", + "serialization", + "setValue", + "unches", + "Appleton", + "ukun", + "Sorg", + "addData", + "osynthesis", + "ils", + "handleError", + "Emilia", + "yscale", + "agge" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "Cui", + "hci", + "Stark", + "Cullen", + "CCN", + "CY", + "icure", + "cheats", + "OfThe", + "Kuch", + "dui", + "Grun", + "Guangdong", + "Kund", + "pict" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "CU", + "CY", + "Cui", + "isjon", + "lendemain", + "CU", + "Kund", + "fort", + "endenti", + "pict", + "Kuch", + "Cuff", + "DUI", + "dui", + "OfThe", + "Cullen", + "Pair" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "StringBuilder", + "slimmer", + "postings", + "endenti", + "Guangdong", + "even", + "rmt", + "CCS", + "Slowly", + "ralent", + "retval", + "usus" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "H", + "BYTE", + "CGPoint", + "even", + "acontecimientos", + "others", + "Valentine", + "Wochenende", + "Bildschirm", + "UPI", + "otras" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "H", + "C", + "T", + "a", + "out", + "tuttavia", + "om", + "istiwa", + "others", + "usus", + "ulares" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "L", + "la", + "H", + "T", + "que", + "a", + "out", + "C", + "e", + "others", + "om", + "Others", + "t", + "Methods", + "Rather", + "Mud" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "la", + "que", + "L", + "T", + "ing", + "l", + "Says", + "larini", + "t", + "otros", + "cuya", + "entimes", + "pict", + "Gray", + "retr", + "others", + "mga", + "tuttavia", + "om" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "que", + "l", + "ing", + "T", + "person", + "ings", + "retr", + "t", + "ubon", + "describ", + "establecidos", + "L", + "Says", + "otros", + "visible", + "Gray", + "an", + "Ontario", + "others", + "larini", + "s" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "que", + "la", + "T", + "ubon", + "indicating", + "Observations", + "l", + "visible", + "observations", + "readthedocs", + "ization", + "describ", + "retr", + "amentales", + "utrzym", + "schaft", + "izations", + "mga", + "isms" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "que", + "these", + "l", + "These", + "indicating", + "ubon", + "retr", + "These", + "mga", + "WHEREAS", + "Observations", + "constellations", + "those", + "etahui", + "parecen", + "an", + "Explanation", + "individual", + "observations", + "investigators" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "C", + "These", + "these", + "These", + "L", + "a", + "THESE", + "solche", + "l", + "berikut", + "estos", + "T" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "L", + "S", + "These", + "Observations", + "rued", + "entour", + "l", + "okaza", + "Observations", + "T", + "circles", + "olutions", + "cosidd", + "Indeed", + "Clearly", + "Reddy", + "eyes" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "la", + "entour", + "S", + "Observations", + "These", + "Observations", + "Indeed", + "Indeed", + "T", + "baada", + "L", + "okaza", + "redor", + "indeed", + "alrededor", + "circles", + "Clearly", + "OF" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "L", + "l", + "S", + "around", + "Observations", + "odin", + "alrededor", + "Around", + "Around", + "indeed", + "Observations", + "circles", + "oko", + "around", + "Indeed", + "iciencies", + "Indeed", + "redor", + "OLUTION", + "tire", + "baada" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "C", + "clear", + "around", + "and", + "credits", + "e", + "circles", + "indeed", + "Observations", + "odin", + "evidence", + "okaza", + "cleared", + "L", + "oko", + "halo", + "baada", + "conclusiones", + "OLUTION", + "objects", + "ears" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "clear", + "C", + "claro", + "L", + "Clear", + "halo", + "cleared", + "Cleared", + "Zone", + "chiaro", + "CLEAR", + "CIR", + "rings", + "halos", + "Zones", + "clears", + "ring", + "Around", + "clearing", + "ZONE", + "Adi", + "halo", + "cirk", + "haloes", + "Halo" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "rings", + "ring", + "Ring", + "la", + "rings", + "Ring", + "Rings", + "ring", + "l", + "RING", + "anillos", + "RING", + "clear", + "Cleared", + "halo", + "Zones", + "anillo", + "zone", + "cleared", + "Zone", + "clearing", + "halo" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "rings", + "Rings", + "l", + "Dislocations", + "rings", + "even", + "halos", + "clear", + "dislocation", + "Rond", + "disapp", + "dis", + "pR", + "Dis", + "anillos", + "dislocations", + "clearer", + "haloes", + "Zone", + "ed", + "Drummond", + "Zones", + "sleeveless", + "disb", + "adis" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "e", + "a", + "own", + "after", + "Therefore", + "albeit", + "Zona", + "whereas", + "After", + "P", + "Whereas", + "These", + "conversely", + "Zona", + "Specifically", + "wake", + "electrons", + "Indeed", + "areas", + "Electrons", + "Otherwise", + "plastics", + "zona", + "quantify", + "Instead", + "Which", + "electrons", + "emerge", + "Conversely", + "dislocation", + "showing" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 50578, + 48664, + 27864, + 26792, + 63605, + 55644, + 40164, + 35678, + 16968, + 76996, + 50666, + 42059, + 22583, + 5090, + 7082, + 5170, + 9971, + 20336, + 10370, + 26696, + 2637, + 4676, + 6581, + 29226, + 2554, + 615 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 25704, + 26734, + 20716, + 29578, + 130238, + 214456, + 204309, + 135948, + 140617, + 68435, + 45573, + 95571, + 74200, + 62613, + 59091, + 57299, + 113092, + 61803, + 32559, + 22640, + 7099, + 15920, + 6745, + 19924, + 11666, + 24658 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 123452, + 62174, + 14009, + 11553, + 2845, + 29812, + 65138, + 15349, + 15837, + 59356, + 207018, + 145248, + 204772, + 138450, + 89821, + 53064, + 62121, + 133613, + 88625, + 58013, + 118598, + 81952, + 62620, + 27758, + 13021, + 3672 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 10363, + 19935, + 99663, + 66216, + 70940, + 115343, + 120184, + 149929, + 71949, + 100776, + 22599, + 8771, + 1424 + ] + }, + { + "label": "bowing", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 188867, + 217451, + 186585, + 130725, + 117123, + 68048, + 115796, + 76948, + 19791, + 13209, + 27056, + 45003, + 21460 + ] + }, + { + "label": "strengthening", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 1118, + 616, + 3775, + 11581, + 20550, + 13281, + 18407, + 43545, + 31255, + 35803, + 96327, + 142146, + 77014 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 12.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 4.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "even", + "score": 2.0, + "best_rank": 2, + "best_depth": 40.7, + "near_token": "rings", + "output_checked": true + }, + { + "concept": "broadly", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.1, + "near_token": "nanoscale", + "output_checked": true + }, + { + "concept": "own", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ner", + "aj", + "ry", + "que", + "le", + "er", + "de", + "ap", + "s", + "man", + "ani", + "p", + "han", + "es", + "soon", + "uff", + "pa", + "ait", + "ty", + "ness", + "la", + "se", + "im", + "an", + "al", + "ers", + "qu", + "ah", + "ments" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ation", + "I", + "T", + "A", + "ad", + "im", + "S", + "ot", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "us", + "un", + "P", + "est", + "A", + "T", + "ation", + "em", + "e", + "om", + "l", + "th", + "ad", + "im", + "S", + "ot", + "al", + "d", + "the", + "p", + "a", + "t", + "en", + "c", + "ic", + "ing", + "b", + "ou", + "as", + "ion", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "S", + "various", + "open", + "able", + "occasional", + "specialized", + "elective", + "eye", + "le", + "ers", + "or", + "its", + "que", + "ness", + "own", + "an", + "ation", + "and", + "l", + "en", + "a", + "p", + "of", + "iz", + "ap", + "e", + "end", + "d", + "t", + "al", + "un" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "S", + "l", + "a", + "en", + "an", + "or", + "que", + "own", + "able", + "able", + "un", + "ers", + "ation", + "p", + "O", + "k", + "le", + "its", + "t", + "ap", + "ivity", + "shock", + "ity", + "elective", + "eye", + "seasonal", + "ness", + "un", + "world", + "open" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "l", + "en", + "a", + "own", + "que", + "an", + "un", + "able", + "k", + "K", + "ation", + "specialized", + "ed", + "h", + "its", + "able", + "ers", + "many", + "or", + "t", + "various", + "mellan", + "humbled", + "North", + "shock" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "an", + "able", + "que", + "k", + "un", + "ers", + "iz", + "many", + "ation", + "specialized", + "its", + "humbled", + "K", + "various", + "or", + "North", + "t", + "shock", + "mellan" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "K", + "own", + "que", + "able", + "iz", + "ers", + "k", + "S", + "la", + "an", + "afin", + "le", + "um" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "own", + "la", + "K", + "que", + "iz", + "uma", + "able", + "k", + "ers", + "um", + "le", + "un" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "uma", + "own", + "iz", + "la", + "K", + "searchQuery", + "able", + "um", + "colocar", + "expliquer", + "arquivos", + "redesignated" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "uma", + "an", + "corrigir", + "iz", + "um", + "the", + "arquivos", + "analisar", + "describir", + "resuming" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "an", + "H", + "corrigir", + "relatively", + "acheter", + "ous", + "amassed", + "admirer", + "uma", + "iz", + "istische" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "an", + "of", + "y", + "such", + "ous", + "which", + "the", + "its", + "so", + "relatively", + "like", + "similarly", + "z", + "their", + "subsequently", + "experimentally", + "from", + "resulting", + "his", + "th" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "C", + "l", + "H", + "T", + "e", + "and", + "ly", + "y", + "to", + "v", + "t", + "ous", + "p", + "z", + "s", + "and", + "get", + "c", + "f", + "h", + "on", + "st", + "o", + "n", + "that", + "l", + "er", + "with", + "without", + "th", + "because", + "ally" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "H", + "T", + "e", + "v", + "t", + "y", + "s", + "p", + "a", + "to", + "on", + "get", + "un", + "l", + "z", + "f", + "ly", + "c", + "n", + "and", + "D", + "ed", + "er", + "st", + "h", + "ous", + "d", + "L", + "with", + "k" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "l", + "a", + "T", + "t", + "v", + "y", + "p", + "s", + "and", + "un", + "H", + "to", + "L", + "l", + "e", + "k", + "f", + "D", + "h", + "on", + "and", + "what", + "such", + "c", + "d", + "n", + "seemingly", + "r", + "z", + "m", + "that" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "l", + "y", + "H", + "and", + "these", + "They", + "v", + "what", + "which", + "These", + "such", + "a", + "they", + "t", + "they", + "un", + "T", + "after", + "which", + "ous", + "seemingly", + "their", + "to", + "h", + "What", + "them", + "those" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "These", + "H", + "these", + "after", + "L", + "These", + "and", + "such", + "setelah", + "solche", + "DISCUSSION", + "After", + "these", + "around", + "estos" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "y", + "ed", + "a", + "T", + "around", + "after", + "D", + "t", + "p", + "these", + "un", + "B", + "v", + "These", + "surrounding", + "c", + "r", + "ated", + "own", + "after", + "e", + "m", + "an", + "hbox", + "those" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "own", + "y", + "ed", + "a", + "K", + "B", + "T", + "t", + "v", + "e", + "p", + "after", + "around", + "D", + "m", + "get", + "n", + "d", + "c", + "surrounding", + "s", + "b", + "ing", + "These", + "re", + "R", + "L", + "f" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "ed", + "own", + "y", + "s", + "ing", + "p", + "v", + "m", + "t", + "around", + "h", + "H", + "after", + "ly", + "l", + "d", + "and", + "o", + "b", + "n", + "e", + "c", + "al", + "id", + "on", + "D", + "get" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "ed", + "C", + "ing", + "s", + "own", + "v", + "after", + "t", + "m", + "around", + "p", + "n", + "al", + "on", + "sekitar", + "id", + "e", + "plastic", + "halo", + "l", + "o", + "white", + "chiaro", + "ings", + "h" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "l", + "own", + "clear", + "cleared", + "Clear", + "CLEAR", + "Cleared", + "clear", + "clears", + "chiaro", + "clearing", + "rings", + "dislocation", + "halo", + "Halo", + "Clear", + "plastic", + "sekitar", + "ring", + "rings", + "halo", + "onion", + "Ring", + "cle" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "rings", + "Ring", + "rings", + "ring", + "Rings", + "anillos", + "Ring", + "ring", + "anillo", + "C", + "RING", + "l", + "RING", + "Clear", + "Cleared", + "Zones", + "plastic" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "L", + "rings", + "Rings", + "l", + "rings", + "ed", + "Dis", + "P", + "even", + "Dislocations", + "R", + "Dis", + "ED", + "anillos", + "halos", + "Clear", + "Plow", + "Eddie", + "dis", + "Rond", + "clear", + "Clear", + "anillo" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "e", + "a", + "own", + "after", + "Therefore", + "albeit", + "Zona", + "whereas", + "After", + "P", + "Whereas", + "These", + "conversely", + "Zona", + "Specifically", + "wake", + "electrons", + "Indeed", + "areas", + "Electrons", + "Otherwise", + "plastics", + "zona", + "quantify", + "Instead", + "Which", + "electrons", + "emerge", + "Conversely", + "dislocation", + "showing" + ] + } + ], + "logit_surprising": [ + { + "concept": "and", + "score": 15.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "uma", + "score": 8.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "own", + "score": 6.0, + "best_rank": 1, + "best_depth": 47.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "reveals", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "shows", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-02__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-02__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-02__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-02__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Nonshearable particle obstacles 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Reducing the spacing between stable nonshearable particles increases the yield stress. Flexible line defects must curve strongly to pass through the remaining channels.", + "prompt_tail": " the spacing between stable nonshearable particles increases the yield stress. Flexible line defects must curve strongly to pass through the remaining channels.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-particle-strengthening-03", + "carrier_id": null, + "target_family": "particle-strengthening", + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " a", + "generated_token_ids": [ + 496 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 14181, + "best_depth": 55.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 10688 + }, + { + "label": "bowing", + "best_rank": 133, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 78 + }, + { + "label": "strengthening", + "best_rank": 11236, + "best_depth": 61.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 1630 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "styling", + "Gottlieb", + "same", + "apr", + "got", + "mesma", + "even", + "Hair", + "Edge", + "iraj", + "Edge" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "s", + "S", + "styling", + "apr", + "mkdir", + "as", + "GSM", + "styles", + "Insert", + "mesma", + "asus", + "cir", + "Edge", + "mixer", + "iterator", + "Enter", + "arens", + "conde" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "apr", + "Weise", + "Edge", + "ashe", + "Edge", + "Insert", + "cfr", + "arens", + "Sus", + "jenis", + "styling", + "verg", + "sus", + "styling", + "S", + "joen" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "mesma", + "S", + "Weise", + "apr", + "Edge", + "ashe", + "cfr", + "sus", + "Hits", + "insert", + "Insert", + "joen", + "Edge", + "Sus", + "pues", + "as", + "Pek", + "second" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "Cuy", + "cens", + "pis", + "ciri", + "Cens", + "uts", + "Eddie", + "Pending", + "Pyr", + "dui", + "cura", + "Pend", + "ait", + "watering", + "dikkat", + "atro", + "pinned", + "la", + "Fort", + "phis", + "artis", + "prompt", + "Cus" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "s", + "la", + "psi", + "Estelle", + "empe", + "handleError", + "spacing", + "issy", + "prolet", + "softmax", + "conveniently", + "Sorg", + "DIN", + "ngModel", + "knn", + "STI", + "pct", + "affine", + "unches", + "usia", + "ukun", + "osynthesis", + "kts", + "agge", + "serialization", + "Accenture" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ngModel", + "psi", + "Estelle", + "ukun", + "empe", + "handleError", + "itorial", + "AGS", + "Sorg", + "serialization", + "osynthesis", + "fat", + "Appleton", + "yscale", + "spacing", + "addData", + "aportan", + "unches", + "smoothed", + "ils" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "Guangdong", + "Cui", + "Pyr", + "hci", + "usia", + "Stark", + "dui", + "fft", + "ietta", + "LOGGER", + "ciri", + "OfThe", + "cusp", + "icure" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "Guangdong", + "P", + "ing", + "dui", + "hci", + "fft", + "endenti", + "usia", + "CGPoint", + "Cui", + "CCP", + "StringBuilder", + "LOGGER", + "prompt" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "ing", + "CGPoint", + "usus", + "Guangdong", + "StringBuilder", + "Gruntfile", + "ralent", + "postings", + "otros", + "Grim", + "Slowly", + "OOP", + "fontsize" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "H", + "ing", + "os", + "ophile", + "Everywhere", + "BYTE", + "P", + "scrambling", + "others", + "Guangdong", + "eram", + "Princeton", + "acontecimientos", + "aptly", + "Rather", + "opis", + "CGPoint", + "usus" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "T", + "a", + "L", + "que", + "ing", + "C", + "otros", + "o", + "os", + "s", + "isms", + "out", + "entimes", + "usus", + "t", + "kebanyakan", + "H", + "aptly", + "ings", + "ways", + "tuttavia", + "is", + "others", + "om", + "Maui", + "Rather" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "L", + "H", + "T", + "ing", + "C", + "la", + "out", + "P", + "o", + "t", + "and", + "tuttavia", + "ie", + "os", + "others", + "om", + "D", + "otros", + "Rather", + "entimes", + "O", + "Elsewhere", + "it" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "ing", + "L", + "T", + "H", + "tram", + "otros", + "t", + "ings", + "os", + "kebanyakan", + "tuttavia", + "entimes", + "Elsewhere", + "out", + "capazes", + "painstaking", + "ords", + "gehend", + "ie" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "ing", + "a", + "ings", + "ers", + "T", + "L", + "otros", + "la", + "t", + "tram", + "es", + "H", + "os", + "escue", + "Reliance", + "ie", + "ez", + "us", + "painstaking", + "gehend", + "eyen", + "alit", + "ed" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "ing", + "a", + "ings", + "es", + "ers", + "escue", + "memerlukan", + "weg", + "otros", + "wymag", + "ubov", + "isy", + "ispens", + "eurs", + "ocalypse", + "esz" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "ing", + "la", + "es", + "and", + "consequently", + "a", + "therefore", + "escue", + "otros", + "ings", + "therefore", + "weg", + "que", + "ers", + "waxay", + "Consequently", + "deshalb", + "therefor", + "hence" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "therefore", + "consequently", + "Consequently", + "thus", + "deshalb", + "Consequently", + "hence", + "hence", + "therefore", + "C", + "Hence", + "dadurch", + "derfor", + "Therefore", + "Such" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "L", + "C", + "consequently", + "B", + "therefore", + "Consequently", + "deshalb", + "H", + "hence", + "Consequently", + "hence", + "equivalently", + "Hence", + "hivyo", + "correspondingly", + "thus" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "L", + "C", + "deshalb", + "consequently", + "therefore", + "Consequently", + "hence", + "Consequently", + "either", + "entrop", + "sehingga", + "dadurch", + "because", + "hence" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "L", + "C", + "H", + "consequently", + "deshalb", + "dadurch", + "Consequently", + "e", + "l", + "costs", + "costes", + "ener", + "forces", + "Consequently", + "therefore", + "hence", + "energy", + "bend" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "bending", + "bend", + "bending", + "curvature", + "Bend", + "e", + "bends", + "curvature", + "bend", + "bent", + "entropy", + "Bend", + "cur", + "Bent", + "incurring", + "dadurch", + "entrop", + "Cur", + "Consequently", + "consequently", + "energy", + "elastic", + "deshalb" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "energy", + "Energy", + "curvature", + "C", + "L", + "energy", + "bending", + "increase", + "bending", + "energi", + "curvature", + "energetically", + "Bend", + "Cur", + "Increase", + "increased", + "Increased", + "Energy", + "e", + "ENERGY", + "ENERGY", + "elastic", + "l", + "increase" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "bending", + "l", + "bending", + "bend", + "Bend", + "Line", + "line", + "strong", + "bend", + "Strong", + "curvature", + "line", + "curvature", + "elastic", + "Cur", + "cur", + "strongly", + "curving", + "Cur", + "curv", + "energy", + "cur" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Strong", + "bending", + "Strong", + "strong", + "L", + "bending", + "strongly", + "Strongly", + "Cur", + "energy", + "Ener", + "H", + "Curry", + "curv", + "Cur", + "b", + "energy" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "a", + "Therefore", + "This", + "To", + "an", + "Consequently", + "la", + "Increasing", + "increased", + "Thus", + "Therefore", + "Increases", + "As", + "Strong", + "Additionally", + "Otherwise", + "increase", + "High", + "Higher", + "Conversely", + "These", + "Increasing", + "The", + "increasing", + "Specifically", + "Due", + "thus", + "This", + "increase", + "Else", + "Increased", + "Instead" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 45912, + 52323, + 20734, + 19910, + 38208, + 44118, + 30784, + 34608, + 14769, + 59801, + 28935, + 44920, + 30139, + 23122, + 14182, + 28711, + 28342, + 61263, + 54688, + 57145, + 45282, + 66491, + 150114, + 146041, + 63379, + 34304 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 24352, + 38718, + 29740, + 35373, + 161976, + 224448, + 203883, + 90872, + 118380, + 64090, + 12302, + 23115, + 39502, + 73881, + 71789, + 80204, + 120705, + 64664, + 60655, + 18682, + 4209, + 134, + 596, + 127, + 360, + 7468 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 118023, + 53964, + 9819, + 8071, + 2806, + 30075, + 73511, + 18831, + 21834, + 42577, + 178683, + 70763, + 126904, + 135455, + 68275, + 11237, + 19462, + 31345, + 40392, + 50431, + 45626, + 39590, + 13953, + 849, + 147, + 148 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 10689, + 14745, + 92462, + 48263, + 68386, + 110231, + 119018, + 152942, + 81909, + 63680, + 113118, + 148816, + 168322 + ] + }, + { + "label": "bowing", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 181808, + 213258, + 238505, + 164010, + 131485, + 95467, + 129465, + 64903, + 5046, + 1268, + 1084, + 123, + 79 + ] + }, + { + "label": "strengthening", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 4433, + 1631, + 11849, + 23762, + 19440, + 13198, + 22378, + 66391, + 45167, + 83480, + 114411, + 119459, + 93572 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 8.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 5.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "nons", + "output_checked": true + }, + { + "concept": "such", + "score": 4.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "around", + "score": 2.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "even", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "own", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "line", + "output_checked": true + }, + { + "concept": "gaps", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "remaining", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "ani", + "en", + "de", + "ap", + "que", + "al", + "er", + "le", + "ner", + "Them", + "ah", + "ers", + "se", + "v", + "im", + "e", + "as", + "n", + "ry", + "aj", + "am", + "ann", + "ele", + "alk", + "es" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ation", + "C", + "A", + "I", + "S", + "im", + "ot", + "T", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "al", + "pro", + "est", + "un", + "ation", + "A", + "em", + "P", + "e", + "om", + "l", + "th", + "ad", + "im", + "ot", + "T", + "al", + "d", + "the", + "p", + "a", + "t", + "en", + "c", + "ic", + "ing", + "b", + "ou", + "as", + "ion", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "elective", + "specialized", + "occasional", + "personal", + "various", + "North", + "eye", + "New", + "ness", + "its", + "self", + "world", + "own", + "open", + "able", + "ation", + "e", + "and", + "l", + "en", + "a", + "p", + "of", + "or", + "end", + "an", + "ers", + "iz", + "le", + "un", + "que" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "S", + "l", + "a", + "en", + "an", + "or", + "que", + "own", + "ation", + "k", + "able", + "able", + "p", + "ers", + "le", + "ivity", + "iz", + "t", + "of", + "O", + "H", + "shock", + "sa", + "eye", + "un", + "e", + "end", + "ings" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "an", + "l", + "a", + "en", + "own", + "que", + "ation", + "able", + "k", + "un", + "specialized", + "able", + "iz", + "many", + "humbled", + "h", + "ed", + "its", + "or", + "t", + "shock", + "mellan", + "various", + "le", + "North", + "under" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "an", + "que", + "k", + "iz", + "ation", + "able", + "many", + "humbled", + "specialized", + "dwar", + "North", + "various", + "owych", + "le", + "ers", + "un", + "t", + "able", + "its", + "shock" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "own", + "iz", + "la", + "que", + "k", + "sa", + "ation", + "le", + "an", + "iny", + "either", + "ers", + "humbled", + "norte", + "p", + "dwar", + "par", + "owych" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "l", + "la", + "own", + "iz", + "que", + "par", + "norte", + "k", + "le", + "searchQuery", + "punishing", + "hem", + "its", + "corrigir", + "ers", + "t", + "p", + "or", + "quoi", + "dwar", + "amending", + "pro", + "newItem" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "la", + "iz", + "par", + "que", + "le", + "p", + "punishing", + "norte", + "corrigir", + "quoi", + "own", + "t", + "searchQuery", + "pro", + "s", + "hem", + "or", + "its", + "Predicting", + "Promenade", + "euro" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "la", + "que", + "an", + "s", + "or", + "corrigir", + "p", + "Preprint", + "t", + "le", + "its", + "iz", + "par", + "both", + "preguntar", + "Predicting", + "punishing", + "norte", + "polled", + "glamorous" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "ly", + "either", + "Preprint", + "or", + "hemicontinuous", + "corrigir", + "an", + "Wikimedia", + "Publicity", + "yerde", + "tink" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "or", + "an", + "de", + "its", + "to", + "of", + "even", + "it", + "y", + "ly", + "at", + "more", + "d", + "le", + "so", + "que", + "on", + "that", + "which", + "re", + "by", + "use", + "under", + "relatively", + "p" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "H", + "y", + "e", + "and", + "er", + "ly", + "ed", + "T", + "K", + "a", + "o", + "on", + "z", + "to", + "and", + "un", + "ous", + "t", + "ers", + "h", + "D", + "v", + "s", + "n", + "p", + "al", + "that", + "c", + "f", + "ic" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "H", + "T", + "e", + "y", + "K", + "s", + "a", + "B", + "ed", + "un", + "er", + "D", + "t", + "v", + "p", + "f", + "n", + "z", + "to", + "P", + "G", + "and", + "h", + "c", + "on", + "d", + "o", + "and", + "O", + "L" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "l", + "a", + "T", + "and", + "H", + "y", + "K", + "t", + "s", + "un", + "D", + "an", + "p", + "v", + "k", + "e", + "er", + "to", + "f", + "n", + "ing", + "d", + "z", + "B", + "h", + "and", + "it", + "c", + "because", + "l", + "es" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "and", + "C", + "H", + "y", + "because", + "D", + "such", + "Therefore", + "more", + "B", + "because", + "T", + "Therefore", + "their", + "and", + "un", + "which", + "They", + "er", + "K", + "Consequently", + "t", + "Consequently", + "l", + "to", + "daha", + "that", + "they" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "and", + "C", + "H", + "Therefore", + "such", + "Consequently", + "Therefore", + "therefore", + "Moreover", + "because", + "Consequently", + "resulting", + "thereby", + "deshalb", + "consequently", + "dadurch", + "requiring", + "able", + "require", + "Such", + "hence", + "because", + "resulting", + "Because" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "B", + "y", + "T", + "L", + "either", + "and", + "because", + "because", + "D", + "requires", + "They", + "v", + "K", + "H", + "p", + "ed", + "therefore", + "ing", + "N", + "Therefore", + "G", + "Because", + "Y", + "n", + "would", + "require", + "they", + "such" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "B", + "l", + "y", + "L", + "D", + "ed", + "K", + "v", + "and", + "ing", + "p", + "because", + "T", + "because", + "requires", + "would", + "H", + "Y", + "e", + "therefore", + "N", + "either", + "G", + "O", + "such", + "require", + "s", + "m", + "t" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "B", + "C", + "l", + "L", + "ed", + "y", + "ing", + "D", + "K", + "O", + "v", + "H", + "st", + "on", + "e", + "and", + "m", + "p", + "own", + "s", + "n", + "al", + "is", + "b", + "h", + "d", + "o", + "Y", + "u", + "ic", + "N" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "B", + "C", + "K", + "l", + "ing", + "ed", + "e", + "bending", + "y", + "L", + "bending", + "D", + "Bent", + "curvature", + "bent", + "Bend", + "and", + "i", + "st", + "v", + "on", + "cur", + "curvature", + "bend", + "entrop", + "O", + "ener", + "bend", + "an" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "B", + "bending", + "e", + "L", + "energy", + "bending", + "l", + "C", + "ener", + "increase", + "energy", + "Cur", + "Ener", + "curvature", + "energetically", + "Energy", + "cur", + "energi", + "K", + "enerji", + "energetics", + "Increase", + "er", + "Ener", + "Bent" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Line", + "bending", + "line", + "bending", + "Line", + "Bend", + "line", + "Cur", + "curving", + "B", + "curvature", + "Bent", + "cur", + "C", + "L", + "bend", + "Lines", + "curv", + "bends", + "bend", + "LINE", + "curvature", + "ing", + "elastic" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "L", + "P", + "C", + "e", + "K", + "Cur", + "Line", + "bending", + "Strong", + "Strong", + "strong", + "line", + "H", + "bending", + "B", + "Line", + "T", + "Cur", + "Ener", + "line", + "Curry" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "a", + "Therefore", + "This", + "To", + "an", + "Consequently", + "la", + "Increasing", + "increased", + "Thus", + "Therefore", + "Increases", + "As", + "Strong", + "Additionally", + "Otherwise", + "increase", + "High", + "Higher", + "Conversely", + "These", + "Increasing", + "The", + "increasing", + "Specifically", + "Due", + "thus", + "This", + "increase", + "Else", + "Increased", + "Instead" + ] + } + ], + "logit_surprising": [ + { + "concept": "and", + "score": 10.0, + "best_rank": 1, + "best_depth": 64.4, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "uma", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "between", + "output_checked": true + }, + { + "concept": "own", + "score": 6.0, + "best_rank": 1, + "best_depth": 76.3, + "near_token": "nons", + "output_checked": true + }, + { + "concept": "either", + "score": 4.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "must", + "output_checked": true + }, + { + "concept": "also", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "these", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "through", + "output_checked": true + }, + { + "concept": "paragraphs", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "between", + "output_checked": true + }, + { + "concept": "chances", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "reduces", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "around", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "gap", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "remaining", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-03__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-03__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-03__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-03__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Nonshearable particle obstacles 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A dispersion-treated alloy contains hard particles embedded in a softer matrix. Mobile lattice imperfections wrap around the particles rather than passing through them.", + "prompt_tail": "sion-treated alloy contains hard particles embedded in a softer matrix. Mobile lattice imperfections wrap around the particles rather than passing through them.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-particle-strengthening-04", + "carrier_id": null, + "target_family": "particle-strengthening", + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 10806, + "best_depth": 52.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 10861 + }, + { + "label": "bowing", + "best_rank": 24333, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 723 + }, + { + "label": "strengthening", + "best_rank": 28865, + "best_depth": 64.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 1134 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "got", + "apr", + "even", + "mesma", + "Charm", + "ListItemIcon", + "Farr", + "Hair" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "S", + "s", + "mkdir", + "GSM", + "styling", + "styles", + "apr", + "as", + "gian", + "e", + "Insert", + "Enter", + "param", + "mesma", + "cir", + "mixer", + "iterator", + "Thatcher", + "conde", + "Edge", + "Weise", + "gsm" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "Weise", + "Edge", + "apr", + "Edge", + "s", + "styling", + "arlos", + "Insert", + "S", + "ashe", + "jenis", + "EDGE", + "sus", + "insert", + "cfr" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "mesma", + "Weise", + "Edge", + "apr", + "Hits", + "second", + "Edge", + "S", + "Pek", + "insert", + "sus", + "Insert", + "styling", + "cfr", + "even", + "EDGE", + "joen", + "second" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "cens", + "Pyr", + "Cens", + "empe", + "DIN", + "Ronald", + "watering", + "S", + "Ashley", + "ciri", + "ittle", + "restaur", + "cci", + "Arjuna", + "Augustus", + "ait", + "phis", + "arson", + "appelle", + "uts", + "CTE", + "pis", + "aspir", + "embarrass" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "Estelle", + "softmax", + "psi", + "empe", + "s", + "Sorg", + "issy", + "HTTPS", + "Rome", + "ngModel", + "handleError", + "spacing", + "prolet", + "pct", + "affine", + "STI", + "iorum", + "agge", + "Emilia", + "Accenture", + "conveniently", + "DIN", + "knn", + "acidified", + "AGS", + "adrenaline" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "s", + "ngModel", + "Estelle", + "empe", + "yscale", + "psi", + "itorial", + "AGS", + "ukun", + "serialization", + "Sorg", + "osynthesis", + "handleError", + "addData", + "aportan", + "iorum", + "setValue", + "opol", + "agge", + "ymi", + "ils", + "adrenaline", + "Huffington", + "RHS", + "affine" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "hci", + "Cuy", + "atro", + "Stark", + "LOGGER", + "Slowly", + "cheats", + "usia", + "Pyr", + "ngthening", + "Guangdong", + "Ronald", + "empe", + "ukun", + "xmlns", + "ucker", + "isah", + "Grun" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Guangdong", + "atro", + "CGPoint", + "Cuy", + "StringBuilder", + "retval", + "ing", + "hci", + "CCS", + "usia", + "tare", + "ophile", + "CCP", + "Gruntfile", + "P", + "endenti", + "Slowly" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "Gruntfile", + "BYTE", + "rmt", + "slimmer", + "StringBuilder", + "ChatGPT", + "usus", + "Rather", + "Elsewhere", + "shenanigans", + "retval", + "viewDidLoad", + "Flags", + "prawdzi", + "Synopsis", + "ForEach" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "H", + "Princeton", + "BYTE", + "Rather", + "ophile", + "Guangdong", + "CGPoint", + "StringBuilder", + "scrambling", + "UPI", + "ChatGPT", + "eram", + "Bowser", + "shenanigans", + "Wochenende" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "que", + "L", + "kebanyakan", + "entimes", + "T", + "Elsewhere", + "usus", + "an", + "Rather", + "C", + "ikuwa", + "iques", + "usted", + "implantation", + "and", + "isms", + "Rather", + "udos", + "gosto" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "que", + "L", + "an", + "T", + "cuya", + "Pitt", + "others", + "Rather", + "poco", + "and", + "aptly", + "owi", + "particularly", + "esk", + "tuttavia", + "kebanyakan", + "out", + "los", + "qquad", + "puts", + "such" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "cuya", + "ing", + "l", + "an", + "t", + "qquad", + "entimes", + "T", + "tales", + "agad", + "gehend", + "othesis", + "mektedir", + "esha", + "invece", + "kebanyakan", + "ife", + "ledged", + "stead", + "otros", + "farande", + "selves", + "es", + "rec" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "que", + "l", + "an", + "t", + "ized", + "le", + "rec", + "es", + "un", + "es", + "ing", + "ez", + "othesis", + "cuya", + "esha", + "ization", + "ledged", + "ife", + "Es", + "iav", + "isy", + "re", + "enc", + "rej", + "escue", + "Bagaimana" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "a", + "que", + "l", + "ization", + "an", + "ized", + "ilization", + "es", + "esz", + "isy", + "rec", + "le", + "ciendo", + "izations", + "es", + "othesis", + "stead", + "the", + "escue", + "ez", + "ique", + "enc" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "l", + "ization", + "rec", + "othesis", + "an", + "hence", + "ilization", + "isy", + "ized", + "rej", + "es", + "therefore", + "escue", + "es", + "enc", + "hence", + "inf", + "stead", + "esz", + "repos", + "icosia", + "equation" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "a", + "hence", + "l", + "either", + "deshalb", + "Instead", + "dadurch", + "hence", + "therefore", + "Consequently", + "Hence", + "Rather", + "consequently", + "othesis", + "instead", + "rec", + "Instead", + "therefore" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "l", + "L", + "either", + "C", + "Instead", + "e", + "Rather", + "que", + "instead", + "Instead", + "overd", + "Reddy", + "pula", + "emb", + "hence", + "othesis", + "melawan", + "Lockhart", + "andar" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "L", + "either", + "C", + "e", + "overd", + "a", + "melawan", + "en", + "emb", + "Rather", + "stof", + "inplace", + "interactions", + "Instead", + "Lockhart", + "le", + "que", + "instead" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "la", + "l", + "L", + "around", + "around", + "alrededor", + "Around", + "C", + "overd", + "entour", + "Around", + "either", + "kring", + "getDescription", + "Rather", + "en" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "que", + "L", + "overd", + "e", + "le", + "around", + "enc", + "an", + "wrapped", + "a", + "around", + "implies", + "unw", + "rec", + "ocurre", + "antip", + "emb", + "cof", + "es", + "n", + "de" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "L", + "wrapping", + "Wrapping", + "wrapping", + "wrap", + "Wrapping", + "wrap", + "Wrap", + "Wra", + "Wrapper", + "Wra", + "wraps", + "wra", + "Wrap", + "wrapped", + "wra", + "wrapped", + "WRAP", + "Wrapped", + "wrapp", + "l", + "envol", + "envelop", + "lorsque" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "wrapping", + "wrapping", + "Wrapping", + "Wrapping", + "wrap", + "Mobile", + "imperfections", + "Wrap", + "mobile", + "Wrap", + "Mobile", + "wraps", + "Imper", + "imper", + "wrapped", + "wrap", + "wra", + "imperfection", + "Imper", + "lattice", + "wrapped", + "Wrapped", + "que", + "imperfect", + "wrapp", + "Wrapped", + "Wra", + "mobil", + "mobile" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "imperfections", + "imper", + "Imper", + "Imper", + "Mobile", + "imperfection", + "wrapping", + "Wrapping", + "Mobile", + "imper", + "imperfect", + "Wrapping", + "mobile", + "wrap", + "wrapping", + "impervious", + "Wrap", + "Lattice", + "lattice", + "mobile", + "wra", + "Wrapped", + "IMP", + "imperative", + "wrapped", + "wrap", + "impar", + "MOBILE", + "wrapped" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Therefore", + "cambiare", + "imperfections", + "Specifically", + "ejemplos", + "Since", + "Have", + "Here", + "experiments", + "limpar", + "ocurre", + "lyrics", + "reposition", + "During", + "However", + "andare", + "Similarly", + "Process", + "This", + "Examples", + "distribute", + "Thus", + "Furthermore", + "Participating", + "ganze", + "have" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 51188, + 69722, + 20830, + 24723, + 71327, + 60374, + 45601, + 47414, + 17053, + 88986, + 40319, + 60310, + 15209, + 10807, + 14502, + 11596, + 16371, + 39136, + 39154, + 42166, + 21492, + 50317, + 114706, + 137135, + 58279, + 6235 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 26696, + 37222, + 21789, + 27906, + 135129, + 216691, + 200111, + 136843, + 110989, + 68181, + 25630, + 57712, + 59902, + 135269, + 138996, + 113005, + 108837, + 38753, + 129344, + 132094, + 102023, + 60368, + 24334, + 84041, + 40026, + 37850 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 125105, + 56654, + 10384, + 12332, + 4342, + 38497, + 91942, + 12210, + 28863, + 77567, + 166337, + 60305, + 96290, + 109119, + 78105, + 30538, + 28866, + 54166, + 120337, + 108416, + 78878, + 67051, + 61857, + 14960, + 60187, + 4371 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 12583, + 30516, + 122958, + 92050, + 102494, + 98402, + 155398, + 84527, + 10862, + 14915, + 33358, + 75250, + 17272 + ] + }, + { + "label": "bowing", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 166388, + 230910, + 214244, + 127377, + 111915, + 92765, + 95031, + 27108, + 33030, + 25820, + 14522, + 3925, + 724 + ] + }, + { + "label": "strengthening", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 1310, + 1135, + 11050, + 46955, + 38561, + 37194, + 34215, + 94277, + 51761, + 101772, + 102983, + 174804, + 104229 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 16.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "either", + "score": 15.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 4.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Nippon", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "etwa", + "score": 1.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "they", + "score": 1.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "through", + "output_checked": true + }, + { + "concept": "treatment", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "Composite", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "y", + "Them", + "la", + "ness", + "ley", + "ani", + "aj", + "ah", + "ry", + "que", + "ty", + "ner", + "ting", + "even", + "e", + "n", + "m", + "l", + "s", + "er", + "d", + "le", + "ly", + "ul", + "im", + "de", + "ist", + "ers", + "or", + "ile" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "C", + "I", + "T", + "A", + "im", + "e", + "S", + "ot", + "to", + "of", + "as", + "in", + "l", + "and", + "th", + "om", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "ly", + "em", + "ation", + "be", + "T", + "ot", + "A", + "I", + "om", + "th", + "and", + "l", + "im", + "e", + "ad", + "S", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "s", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "as", + "of" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "open", + "world", + "New", + "own", + "self", + "its", + "les", + "ness", + "un", + "iz", + "ap", + "le", + "que", + "able", + "ings", + "other", + "of", + "al", + "p", + "d", + "a", + "t", + "en", + "s", + "ation", + "e", + "and", + "l", + "ers", + "an", + "end", + "or" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "own", + "que", + "an", + "a", + "l", + "en", + "or", + "able", + "iz", + "ers", + "able", + "ivity", + "k", + "ness", + "ation", + "al", + "le", + "end", + "e", + "un", + "t", + "p", + "ings", + "elective", + "y", + "kind", + "open", + "ap", + "its", + "ina", + "New" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "own", + "l", + "a", + "en", + "an", + "que", + "able", + "un", + "ed", + "iz", + "ers", + "various", + "k", + "specialized", + "able", + "end", + "ation", + "t", + "North", + "many", + "le", + "its", + "mellan", + "shock", + "h", + "New" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "an", + "iz", + "able", + "que", + "k", + "specialized", + "North", + "ers", + "end", + "un", + "many", + "various", + "le", + "owych", + "t", + "shock", + "able", + "ation", + "its", + "eye" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "l", + "la", + "own", + "iz", + "que", + "en", + "an", + "K", + "amending", + "ly", + "irritating", + "underm", + "um", + "p", + "hem", + "newItem", + "pro" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "la", + "l", + "iz", + "own", + "uma", + "K", + "que", + "amending", + "newItem", + "irritating", + "hem", + "um", + "underm" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "la", + "uma", + "iz", + "l", + "K", + "um", + "searchQuery", + "amending", + "newItem", + "hem", + "glamorous" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "uma", + "ly", + "la", + "an", + "corrigir", + "both", + "preguntar", + "numerosas", + "glamorous", + "iz", + "reduzir", + "um", + "l", + "its", + "amending", + "legendary", + "diminished" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "uma", + "an", + "glamorous", + "spurred", + "amassed", + "its", + "numerosas", + "ly", + "corrigir", + "it", + "both", + "reduzir", + "invigorating", + "garnered" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "an", + "de", + "the", + "of", + "ly", + "its", + "it", + "which", + "so", + "or", + "such", + "to", + "and", + "by", + "some", + "specific", + "y", + "as", + "in", + "that", + "like", + "le", + "instead", + "at", + "their", + "both", + "because" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "and", + "C", + "ly", + "e", + "K", + "T", + "to", + "of", + "H", + "and", + "p", + "y", + "already", + "that", + "which", + "t", + "on", + "z", + "because", + "taobao", + "v", + "because", + "hbox", + "n", + "by", + "nya", + "would", + "already", + "toBottomOf", + "an" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "a", + "T", + "K", + "e", + "H", + "and", + "y", + "t", + "p", + "un", + "v", + "s", + "n", + "to", + "ly", + "an", + "on", + "z", + "that", + "er", + "D", + "c", + "k", + "get", + "and", + "that", + "a", + "f", + "h", + "l" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "a", + "C", + "T", + "K", + "t", + "and", + "an", + "y", + "un", + "e", + "s", + "v", + "p", + "k", + "L", + "D", + "to", + "n", + "l", + "B", + "c", + "er", + "to", + "d", + "such", + "as", + "because", + "a", + "it", + "z", + "that" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "a", + "and", + "l", + "such", + "an", + "K", + "y", + "e", + "T", + "because", + "that", + "they", + "because", + "er", + "un", + "to", + "their", + "They", + "they", + "Therefore", + "that", + "to", + "so", + "D", + "Therefore", + "what", + "these", + "and", + "v", + "t" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "and", + "such", + "a", + "because", + "Instead", + "an", + "instead", + "Instead", + "L", + "because", + "instead", + "Because", + "T", + "either", + "dadurch", + "Rather", + "When", + "rather", + "Rather", + "resulting", + "Consequently", + "such", + "Therefore", + "rather", + "During", + "Because" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "a", + "L", + "y", + "Instead", + "e", + "T", + "instead", + "because", + "either", + "an", + "instead", + "Instead", + "because", + "When", + "They", + "such", + "they", + "D", + "around", + "Because", + "some", + "Rather", + "either", + "nytimes", + "invece", + "wanneer", + "rather", + "themselves", + "such" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "y", + "e", + "L", + "around", + "because", + "Instead", + "because", + "such", + "When", + "around", + "such", + "instead", + "where", + "some", + "instead", + "a", + "eof", + "Around", + "some", + "when", + "Because", + "either", + "T", + "an", + "when", + "wherein", + "v", + "m", + "able", + "either" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "l", + "around", + "ing", + "L", + "around", + "e", + "y", + "Around", + "s", + "al", + "Around", + "wrap", + "ed", + "m", + "ly", + "on", + "attorno", + "because", + "get", + "own", + "eof", + "o", + "om", + "able", + "When", + "p", + "O", + "at" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "L", + "B", + "C", + "e", + "l", + "ing", + "K", + "around", + "around", + "al", + "a", + "wrap", + "O", + "ly", + "Around", + "D", + "y", + "s", + "on", + "eof", + "n", + "circum", + "l", + "m", + "om", + "and", + "M", + "wrap", + "where" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "L", + "wrap", + "wrapping", + "Wrapping", + "Wrap", + "wraps", + "wrapping", + "Wrap", + "wrap", + "Wrapping", + "wra", + "Wra", + "wrapped", + "wra", + "Wrapped", + "wrapped", + "Wra", + "Wrapped", + "WRAP", + "Interaction", + "wrapp", + "wrapper", + "wrapper" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "wrapping", + "wrapping", + "wrap", + "Wrapping", + "Wrap", + "imperfections", + "Wrapping", + "Wrap", + "imper", + "mobile", + "Mobile", + "Imper", + "Mobile", + "wrap", + "wrapped", + "wrapped", + "mobile", + "wraps", + "lattice", + "Imper", + "L", + "Wrapped", + "WRAP", + "Wrapped", + "lattice", + "Wra", + "imperfection", + "Wra", + "imper" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Imper", + "Imper", + "imperfections", + "imper", + "Mobile", + "Mobile", + "wrapping", + "imper", + "mobile", + "P", + "Wrapping", + "imperfection", + "wrap", + "Wrapping", + "imperfect", + "mobile", + "lattice", + "Lattice", + "wrapping", + "Wrap", + "wrap", + "S", + "impar", + "wrapped", + "Wrap", + "impervious", + "wrapped", + "Mobil", + "MOBILE", + "L", + "IMP", + "la" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Therefore", + "cambiare", + "imperfections", + "Specifically", + "ejemplos", + "Since", + "Have", + "Here", + "experiments", + "limpar", + "ocurre", + "lyrics", + "reposition", + "During", + "However", + "andare", + "Similarly", + "Process", + "This", + "Examples", + "distribute", + "Thus", + "Furthermore", + "Participating", + "ganze", + "have" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 18.0, + "best_rank": 1, + "best_depth": 47.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "uma", + "score": 11.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "que", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "than", + "output_checked": true + }, + { + "concept": "either", + "score": 2.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "passing", + "output_checked": true + }, + { + "concept": "composite", + "score": 1.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "treatment", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "climb", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "them", + "output_checked": true + }, + { + "concept": "such", + "score": 1.0, + "best_rank": 2, + "best_depth": 67.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 4, + "best_depth": 52.5, + "near_token": "treated", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-04__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-04__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-04__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-04__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Nonshearable particle obstacles 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Two alloys contain the same particle fraction, but the alloy with finer obstacle spacing requires a larger applied stress to move its line defects.", + "prompt_tail": "Two alloys contain the same particle fraction, but the alloy with finer obstacle spacing requires a larger applied stress to move its line defects.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-particle-strengthening-05", + "carrier_id": null, + "target_family": "particle-strengthening", + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 3047, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 5589 + }, + { + "label": "bowing", + "best_rank": 380, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 367 + }, + { + "label": "strengthening", + "best_rank": 295, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 1643 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "apr", + "Gottlieb", + "mesma", + "even", + "got", + "Hair", + "Edge", + "iraj", + "Charm" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "GSM", + "apr", + "s", + "styling", + "mesma", + "styles", + "asus", + "mkdir", + "S", + "Insert", + "conde", + "as", + "cir", + "Enter", + "param", + "mixer", + "Weise", + "Edge", + "dit", + "got" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "S", + "Edge", + "Weise", + "Edge", + "apr", + "styling", + "EDGE", + "s", + "insert", + "Sus", + "verg", + "Insert", + "ashe", + "cfr", + "styling" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "Weise", + "Edge", + "apr", + "Hits", + "Edge", + "S", + "cfr", + "styling", + "Pek", + "insert", + "Insert", + "s", + "second", + "sus", + "EDGE" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "Cuy", + "cens", + "ciri", + "Cens", + "Pyr", + "S", + "watering", + "Eddie", + "pis", + "Pending", + "ait", + "phis", + "Ronald", + "uts", + "Pend", + "CUL", + "dui", + "empe", + "restaur", + "dikkat", + "Ashley", + "cura", + "atro" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Estelle", + "psi", + "empe", + "handleError", + "spacing", + "softmax", + "Sorg", + "ngModel", + "STI", + "pct", + "issy", + "DIN", + "osynthesis", + "Accenture", + "postgres", + "affine", + "Rome", + "ukun", + "agge", + "knn", + "acidified", + "blings", + "conveniently", + "watering", + "HTTPS", + "prolet" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ngModel", + "ukun", + "handleError", + "itorial", + "Estelle", + "AGS", + "psi", + "osynthesis", + "empe", + "Sorg", + "fat", + "Appleton", + "serialization", + "addData", + "yscale", + "RTS", + "aportan", + "spacing", + "RHS", + "unches" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "kts", + "Pyr", + "fft", + "hci", + "Stark", + "ietta", + "Guangdong", + "Arjuna", + "ucker", + "Cui", + "punch", + "sockfd", + "cheats", + "LOGGER", + "ciation", + "empe" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "CGPoint", + "retval", + "viento", + "atro", + "OOP", + "P", + "Guangdong", + "sockfd", + "clopen", + "rmt", + "Pair", + "Cui", + "Firefox", + "PCM", + "LOGGER", + "usia", + "Pyr", + "pict", + "Gruntfile", + "dui", + "hlas" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "Gruntfile", + "StringBuilder", + "prawdzi", + "ChatGPT", + "rmt", + "schlim", + "erweise", + "BYTE", + "GTG", + "Guangdong", + "CCS", + "scrambling", + "savvy", + "OOP", + "slimmer", + "Goss", + "Outlet" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "CGPoint", + "P", + "UPI", + "BYTE", + "Gruntfile", + "schlim", + "StringBuilder", + "Guangdong", + "sympy", + "ChatGPT", + "Princeton", + "gazebo", + "ogly", + "Rather", + "ophile" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "entimes", + "PWD", + "Elsewhere", + "que", + "kebanyakan", + "Rather", + "ukas", + "Mud", + "C", + "tuttavia", + "Slate", + "Maui", + "Zeitpunkt" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "L", + "H", + "T", + "and", + "entanto", + "Rather", + "entimes", + "PWD", + "enorm", + "tuttavia", + "Elsewhere", + "Mud", + "out", + "que", + "stellt", + "cuya" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "entanto", + "cuya", + "H", + "cuatro", + "tuttavia" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "que", + "l", + "ing", + "xref", + "kms", + "its", + "itim", + "strength", + "cuya", + "HCM", + "s", + "an" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "a", + "que", + "l", + "escue", + "its", + "stronger", + "deshalb", + "ofan", + "ciphertext", + "ings", + "more", + "whereas", + "itl", + "xref", + "demikian" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "its", + "more", + "because", + "demikian", + "deshalb", + "stronger" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "l", + "deshalb", + "thus", + "Dlatego", + "hence", + "Consequently", + "whereas", + "Hence", + "indeed", + "Whereas", + "Therefore", + "correspondingly" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "L", + "l", + "Dislocations", + "S", + "either", + "Explanation", + "DisplayText", + "ispens", + "iciencies", + "deshalb", + "etc", + "configurations" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "L", + "Dislocations", + "deshalb", + "iciencies", + "dislocations", + "hardest", + "S", + "Lockdown", + "obstacles", + "lijah", + "Weihnachts", + "IPOP", + "impenetrable" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "la", + "L", + "Dislocations", + "dislocations", + "iciencies", + "Weihnachts", + "yield", + "IMENTS", + "isons", + "zens", + "S", + "OLUTION", + "outcrops", + "IPOP", + "dislocation", + "and", + "archa", + "forest", + "yield", + "Research", + "london" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "L", + "Dislocations", + "dislocation", + "dislocations", + "S", + "H", + "and", + "Glide", + "iciencies", + "Oleh", + "Kain", + "lattice", + "Dis", + "locked", + "setTo", + "InProgress", + "dis", + "jogs", + "glide", + "dis", + "bloque", + "subarrays", + "glide", + "s" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "dislocations", + "L", + "Dislocations", + "locks", + "locked", + "locks", + "dislocation", + "lock", + "Lock", + "lock", + "Lockhart", + "locked", + "Locks", + "locking", + "bloque", + "dis", + "Locked", + "Pile", + "Lock", + "LOCK", + "Locks", + "P", + "ARRAY", + "Locked", + "Locking", + "immobile", + "unlock" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "que", + "L", + "line", + "Line", + "Dislocations", + "line", + "l", + "dislocations", + "Line", + "lines", + "bergerak", + "forest", + "dislocation", + "lineup", + "garis", + "locked", + "forest", + "Lines", + "eline", + "dis", + "linea", + "mobile" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "la", + "Dislocations", + "dislocation", + "dislocations", + "dis", + "l", + "adis", + "Dis", + "Dis", + "ization", + "zle", + "discre", + "DIS", + "disciples", + "DIS", + "Glide", + "Moving", + "motion", + "Pe", + "marquee", + "kinks", + "Hurt", + "lymphocytes", + "lo" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Glide", + "glide", + "not", + "rather", + "but", + "logam", + "alloys", + "since", + "yield", + "entsprechende", + "line", + "only", + "loop", + "dislocation", + "reactants", + "other", + "wound", + "both", + "significantly", + "externally", + "disinformation", + "Ancak", + "larger", + "carry", + "compared", + "motion", + "clf", + "notch" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 46128, + 51874, + 22642, + 20971, + 55589, + 56551, + 34059, + 60775, + 19380, + 126471, + 77413, + 104152, + 43587, + 18153, + 17723, + 21268, + 30044, + 48397, + 4074, + 4129, + 3048, + 5547, + 39148, + 45557, + 3085, + 12842 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 24244, + 33852, + 26709, + 30098, + 145270, + 218638, + 203969, + 87453, + 106137, + 30763, + 12490, + 57043, + 68366, + 141762, + 112754, + 112129, + 107474, + 85275, + 39990, + 9781, + 381, + 3464, + 2599, + 708, + 541, + 31401 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 131613, + 57421, + 9240, + 11361, + 3031, + 30695, + 70014, + 24592, + 29619, + 83866, + 156962, + 109529, + 149435, + 49475, + 12914, + 1458, + 2965, + 37535, + 16466, + 3082, + 744, + 296, + 1572, + 647, + 641, + 1032 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 5590, + 19832, + 65839, + 69945, + 95072, + 122798, + 139529, + 146067, + 17127, + 12326, + 17664, + 22166, + 11037 + ] + }, + { + "label": "bowing", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 164260, + 205418, + 193954, + 145818, + 121616, + 112251, + 184967, + 132517, + 32743, + 2691, + 368, + 814, + 448 + ] + }, + { + "label": "strengthening", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 3147, + 1644, + 37848, + 15159, + 12041, + 10965, + 35780, + 131375, + 17127, + 11279, + 2512, + 4892, + 4367 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 22.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "que", + "score": 13.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "same", + "output_checked": true + }, + { + "concept": "respectively", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.3, + "near_token": "contain", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 2.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "its", + "output_checked": true + }, + { + "concept": "even", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "they", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "but", + "output_checked": true + }, + { + "concept": "particles", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "finer", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "lebih", + "score": 1.0, + "best_rank": 3, + "best_depth": 72.9, + "near_token": "requires", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "lovepoetry", + "ner", + "al", + "er", + "de", + "que", + "emulsion", + "Them", + "n", + "le", + "im", + "ly", + "ani", + "ano", + "hy", + "ting", + "ty", + "ers", + "ap", + "ness", + "alk", + "ley" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ation", + "C", + "A", + "I", + "S", + "im", + "ot", + "T", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "em", + "be", + "I", + "ation", + "ot", + "S", + "T", + "A", + "th", + "l", + "of", + "and", + "e", + "om", + "im", + "ad", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "single", + "able", + "power", + "kind", + "own", + "New", + "world", + "open", + "its", + "other", + "que", + "ings", + "les", + "self", + "As", + "ness", + "ation", + "e", + "and", + "l", + "en", + "a", + "s", + "of", + "or", + "end", + "an", + "ers", + "iz", + "le", + "un", + "out" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "S", + "T", + "en", + "l", + "an", + "a", + "iz", + "own", + "que", + "le", + "able", + "or", + "ers", + "end", + "k", + "H", + "ation", + "ness", + "able", + "ings", + "O", + "t", + "C", + "owych", + "various", + "er", + "p", + "and", + "e" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "l", + "own", + "iz", + "K", + "ers", + "end", + "able", + "k", + "owych", + "S", + "able", + "an", + "humbled", + "H", + "ation", + "various", + "specialized", + "t", + "un", + "le", + "illi" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "a", + "l", + "own", + "iz", + "en", + "S", + "able", + "ers", + "K", + "k", + "end", + "owych", + "le", + "singular", + "t", + "humbled", + "ation", + "illi" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "l", + "iz", + "S", + "k", + "able", + "K", + "s", + "end", + "ers", + "rid" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "iz", + "a", + "able", + "uma", + "k", + "rid", + "K", + "s", + "Predicting", + "S", + "searchQuery", + "owych" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "iz", + "a", + "uma", + "Predicting", + "searchQuery", + "prominently", + "rid" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "iz", + "s", + "Predicting", + "le", + "reduzir", + "iy", + "uma", + "As" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "uma", + "iz", + "ElevatedButton", + "iy", + "s", + "H" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "de", + "an", + "or", + "even", + "d", + "le", + "y", + "ly", + "so", + "du", + "g", + "e", + "it", + "s", + "p", + "par", + "t", + "high", + "v", + "f", + "ed", + "c", + "such", + "using", + "z", + "like" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "e", + "ly", + "y", + "on", + "C", + "an", + "ed", + "even", + "er", + "because", + "because", + "K", + "H", + "and", + "more", + "al", + "and", + "b", + "T", + "its", + "s", + "p", + "despite", + "when", + "d", + "es", + "h", + "o", + "the" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "a", + "C", + "y", + "an", + "e", + "ed", + "s", + "K", + "on", + "er", + "T", + "H", + "because", + "un", + "p", + "ly", + "because", + "t", + "v", + "n", + "f", + "al", + "its", + "d", + "and", + "it", + "D", + "c", + "despite", + "in" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "C", + "an", + "T", + "because", + "and", + "y", + "because", + "t", + "despite", + "it", + "s", + "K", + "D", + "more", + "p", + "v", + "er", + "although", + "that", + "the", + "un", + "its", + "f", + "even", + "ed", + "than", + "d", + "Because", + "es", + "k" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "an", + "C", + "because", + "l", + "more", + "because", + "y", + "and", + "that", + "despite", + "it", + "daha", + "the", + "Because", + "T", + "its", + "such", + "what", + "Because", + "even", + "karena", + "er", + "whereas", + "than" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "an", + "C", + "able", + "a", + "L", + "and", + "more", + "T", + "its", + "because", + "Which", + "daha", + "Similarly", + "Typically", + "Generally", + "such", + "wanneer", + "even", + "either" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "a", + "an", + "B", + "D", + "K", + "T", + "y", + "v", + "ed", + "al", + "n", + "L", + "t", + "p", + "ing", + "an", + "M", + "un", + "get", + "would", + "hbox", + "Monday", + "N", + "what", + "and", + "R", + "A", + "because" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "B", + "a", + "own", + "y", + "K", + "ed", + "al", + "D", + "an", + "v", + "n", + "p", + "e", + "hline", + "hbox", + "get", + "Y", + "more", + "m", + "T", + "MoveNext", + "L", + "would", + "able", + "l", + "M", + "G", + "on" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "own", + "B", + "l", + "L", + "ed", + "K", + "D", + "n", + "p", + "l", + "v", + "get", + "m", + "P", + "e", + "y", + "al", + "hline", + "M", + "on", + "yield", + "hbox", + "b", + "ond", + "anc", + "FZ", + "glide", + "where", + "G", + "ing" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "B", + "L", + "P", + "C", + "dislocation", + "dislocations", + "K", + "ed", + "v", + "dis", + "work", + "glide", + "ARRAY", + "get", + "D", + "m", + "M", + "on", + "al", + "hbox", + "jogs", + "Within", + "G", + "GPI", + "MoveNext", + "where", + "getBlock" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "B", + "dislocation", + "P", + "dislocations", + "locks", + "dis", + "que", + "e", + "lock", + "locks", + "L", + "lock", + "blok", + "APB", + "locking", + "locked", + "private", + "kuvvet", + "Dislocations", + "locked", + "Taylor", + "jogs", + "mobile", + "unlock", + "forest", + "Dis" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "L", + "Line", + "P", + "dislocation", + "B", + "line", + "Kear", + "Line", + "line", + "forest", + "Dislocations", + "forest", + "Frank", + "Forest", + "lines", + "cun", + "ierls", + "Lines", + "Hurt", + "linha", + "dislocations", + "souci", + "linee", + "glide" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "L", + "P", + "dis", + "Dislocations", + "Dis", + "dislocation", + "B", + "Dis", + "dislocations", + "l", + "Pe", + "Read", + "adis", + "discre", + "either", + "disciples", + "glide", + "DIS", + "motion", + "DIS", + "able", + "bowing", + "Pe", + "Read", + "Glide", + "read" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Glide", + "glide", + "not", + "rather", + "but", + "logam", + "alloys", + "since", + "yield", + "entsprechende", + "line", + "only", + "loop", + "dislocation", + "reactants", + "other", + "wound", + "both", + "significantly", + "externally", + "disinformation", + "Ancak", + "larger", + "carry", + "compared", + "motion", + "clf", + "notch" + ] + } + ], + "logit_surprising": [ + { + "concept": "uma", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "own", + "score": 7.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "gold", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "contain", + "output_checked": true + }, + { + "concept": "mean", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "percentage", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "same", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-05__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-05__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-05__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-05__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Quench-induced coordinated transformation 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A carbon steel quenched too rapidly for long-range solute redistribution develops a hard acicular product with a body-centered cell elongated along one axis.", + "prompt_tail": "A carbon steel quenched too rapidly for long-range solute redistribution develops a hard acicular product with a body-centered cell elongated along one axis.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-rapid-transformation-01", + "carrier_id": null, + "target_family": "rapid-transformation", + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 9282, + "best_depth": 61.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 13801 + }, + { + "label": "Bain", + "best_rank": 10186, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 1039 + }, + { + "label": "tetragonal", + "best_rank": 107, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 142 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "styling", + "apr", + "ListItemIcon", + "got", + "even", + "Charm", + "Hair", + "un" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "apr", + "styling", + "mkdir", + "styles", + "GSM", + "conde", + "mesma", + "as", + "asus", + "cir", + "Enter", + "param", + "Insert", + "mixer", + "iterator", + "even", + "got", + "s", + "Brot", + "un", + "jst", + "ipo" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "Weise", + "mesma", + "Edge", + "s", + "Edge", + "jenis", + "EDGE", + "apr", + "insert", + "Insert", + "Sus", + "Pek", + "sus", + "styling", + "cfr", + "arlos" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "Weise", + "mesma", + "Edge", + "s", + "S", + "insert", + "Pek", + "Hits", + "apr", + "Edge", + "second", + "styling", + "EDGE", + "second", + "even", + "cfr", + "Insert", + "stack", + "irl" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "la", + "s", + "Pyr", + "empe", + "S", + "Ronald", + "cens", + "Cens", + "Rome", + "watering", + "postgres", + "ciri", + "restaur", + "DIN", + "CUL", + "ittle", + "println", + "kts", + "Ashley", + "CCN", + "cci", + "Arjuna", + "phis" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Estelle", + "empe", + "psi", + "handleError", + "spacing", + "softmax", + "pct", + "Rome", + "Sorg", + "prolet", + "DIN", + "issy", + "affine", + "STI", + "acidified", + "conveniently", + "agge", + "ngModel", + "postgres", + "HTTPS", + "ukun", + "AGS", + "knn", + "iorum", + "Accenture", + "osynthesis" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "s", + "ngModel", + "Estelle", + "ukun", + "handleError", + "Sorg", + "empe", + "yscale", + "AGS", + "psi", + "osynthesis", + "itorial", + "Appleton", + "agge", + "acidified", + "aportan", + "addData", + "iorum", + "serialization", + "cyn", + "unches", + "adrenaline", + "affine" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "hci", + "Stark", + "atro", + "Ronald", + "Grun", + "estab", + "Cuy", + "setValue", + "CCN", + "achat", + "watering", + "empe", + "Arjuna", + "Pyr", + "icure", + "cheats", + "yum" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "phony", + "Grun", + "hci", + "Kund", + "usia", + "Pyr", + "Stark", + "uzi", + "CGPoint", + "Guangdong", + "endenti", + "Guad", + "LOGGER" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "rmt", + "retval", + "StringBuilder", + "ForEach", + "slimmer", + "Afghanistan", + "Gruntfile", + "retval", + "usus", + "phony", + "BYTE", + "Synopsis", + "Dragon", + "eram", + "GTG", + "Flags" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "Princeton", + "UPI", + "Jahr", + "P", + "ogly", + "Everywhere", + "diaper", + "getParameter", + "Thar", + "ChatGPT", + "OCH", + "slimmer", + "ophile", + "Namibia", + "Sprintf", + "Dragon" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "C", + "que", + "and", + "entimes", + "L", + "usus", + "o", + "GROUP", + "udos", + "lei", + "tuttavia", + "om", + "owi", + "OPPORT", + "os", + "CPF", + "as", + "PWD", + "an" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "la", + "L", + "C", + "an", + "and", + "que", + "T", + "H", + "particularly", + "l", + "Hue", + "GROUP", + "entimes", + "as", + "o", + "variously", + "osal", + "much", + "more", + "its", + "out", + "ie", + "Mud", + "ocho", + "owi" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "la", + "l", + "que", + "an", + "retr", + "ing", + "entimes", + "Verfahren", + "GROUP", + "Says", + "favored", + "usus", + "unusual", + "man", + "WHEREAS", + "os", + "tuttavia", + "Bildschirm", + "vex", + "pictured", + "Gray", + "aport" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "l", + "que", + "an", + "GROUP", + "un", + "ers", + "ization", + "vertical", + "le", + "ized", + "WHEREAS", + "eo", + "ing", + "at", + "retr", + "central", + "of", + "person", + "jeg", + "valueOf", + "aport", + "iav", + "as", + "initialization", + "Mant" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "an", + "la", + "ization", + "ized", + "GROUP", + "que", + "of", + "vertical", + "structure", + "aye", + "jeg", + "its", + "izations", + "valueOf", + "WHEREAS", + "central", + "estructura", + "ers", + "up", + "ITECTURE", + "patterned", + "DUP", + "and", + "fifo", + "ofstream", + "IZED", + "pattern" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "l", + "la", + "an", + "que", + "ization", + "ized", + "GROUP", + "aye", + "its", + "vertical", + "structure", + "charmed", + "YE", + "WHEREAS", + "izations", + "and", + "ITECTURE", + "patterned", + "wish", + "es", + "memberships", + "odt", + "idee", + "the", + "layouts" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "a", + "C", + "l", + "la", + "hence", + "structure", + "charmed", + "GROUP", + "ITECTURE", + "WHEREAS", + "verticalLayout", + "odt", + "deshalb", + "its", + "ubov", + "encias", + "valueOf", + "OUTH", + "hence", + "dadurch", + "waitKey", + "antly", + "keyValue" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "a", + "either", + "B", + "l", + "la", + "hence", + "iciencies", + "hence", + "EFI", + "untitled", + "ly", + "ubov", + "charmed", + "console", + "cemia", + "ically", + "emphatically", + "antly", + "coran", + "Dre", + "ITECTURE" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "either", + "la", + "a", + "ly", + "cemia", + "and", + "iciencies", + "omeg", + "hence", + "charmed", + "emphatically", + "tsconfig", + "B", + "EFI", + "console", + "cation", + "Battalion", + "structure", + "centered", + "lombok", + "lios" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "la", + "C", + "and", + "ly", + "elongated", + "either", + "cells", + "b", + "ISIS", + "coals", + "cemia", + "enet", + "wiches", + "screened", + "enos", + "elong", + "artifacts", + "urn", + "vspace", + "iciencies", + "oxides", + "currentThread", + "squir" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "de", + "cells", + "and", + "cells", + "elongated", + "cell", + "elong", + "a", + "b", + "le", + "cell", + "unit", + "Cell", + "overd", + "c", + "Cells", + "nucleus", + "n", + "uns", + "Cell", + "enlarged", + "Cells", + "stretched", + "elong", + "getCell" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "unit", + "elongated", + "cell", + "cells", + "Unit", + "cells", + "unit", + "Unit", + "elong", + "Cell", + "de", + "cell", + "Cell", + "UNIT", + "and", + "elong", + "lengthened", + "Cells", + "l", + "Cells", + "UNIT", + "elongate", + "unidad", + "Einheit", + "CELL", + "getCell" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Body", + "body", + "BODY", + "Body", + "la", + "body", + "BODY", + "cuerpo", + "unit", + "bodied", + "bodybuilding", + "cell", + "getBody", + "badan", + "bodies", + "corpo", + "Cell", + "elongated", + "Bod", + "BCC", + "cells", + "bod", + "que", + "Unit" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "body", + "Body", + "Body", + "BODY", + "body", + "Cell", + "cell", + "cells", + "Cells", + "BCC", + "elongated", + "BODY", + "elong", + "cells", + "Cells", + "cell", + "Cell", + "BCA", + "Unit", + "BC", + "getBody", + "bodied", + "Zellen", + "unit", + "BCS", + "elong" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "teorie", + "energie", + "cells", + "mesma", + "Cells", + "cemia", + "Cells", + "bahasa", + "p", + "with", + "costruzione", + "excludeFolder", + "parameters" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 125230, + 40592, + 2498, + 9625, + 14367, + 93497, + 178376, + 12661, + 9971, + 76592, + 171554, + 21815, + 10721, + 27151, + 14819, + 9283, + 17013, + 44139, + 28754, + 13722, + 20782, + 28212, + 57434, + 87051, + 42916, + 17699 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 17479, + 18897, + 1654, + 1333, + 15936, + 129756, + 209789, + 43696, + 60579, + 98357, + 84071, + 110628, + 37581, + 98589, + 63028, + 25989, + 15882, + 19742, + 15517, + 14901, + 18187, + 21335, + 10187, + 2526, + 1852, + 3698 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 185410, + 234357, + 244979, + 239793, + 200645, + 187309, + 200505, + 235284, + 209770, + 203152, + 228306, + 85369, + 139843, + 133331, + 169853, + 107478, + 137679, + 83793, + 83375, + 55556, + 18635, + 6929, + 108, + 436, + 3851, + 31872 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 50658, + 21033, + 124881, + 61544, + 58256, + 99001, + 88566, + 64077, + 56678, + 29732, + 13802, + 15859, + 132856 + ] + }, + { + "label": "Bain", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 136550, + 81130, + 63502, + 185214, + 213169, + 175504, + 162810, + 162055, + 41972, + 22395, + 21605, + 1583, + 1040 + ] + }, + { + "label": "tetragonal", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 30484, + 65166, + 152128, + 213850, + 192328, + 175504, + 175158, + 107562, + 77452, + 79131, + 55157, + 30011, + 143 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "own", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "either", + "score": 2.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "mencegah", + "score": 2.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "quenching", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cubic", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "BCC", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "one", + "output_checked": true + }, + { + "concept": "even", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.1, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "order", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "range", + "output_checked": true + }, + { + "concept": "Needle", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "farther", + "score": 1.0, + "best_rank": 4, + "best_depth": 40.7, + "near_token": "elongated", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ness", + "la", + "ani", + "ly", + "ers", + "aj", + "ah", + "ner", + "man", + "de", + "ad", + "am", + "im", + "en", + "er", + "al", + "le", + "que", + "ap", + "pl", + "ist", + "es", + "an", + "ar", + "qu" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "I", + "A", + "ot", + "T", + "im", + "e", + "ad", + "S", + "to", + "of", + "as", + "in", + "l", + "and", + "th", + "om", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "um", + "P", + "be", + "em", + "A", + "T", + "I", + "ation", + "e", + "om", + "l", + "th", + "ad", + "im", + "S", + "ot", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "s", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "elective", + "occasional", + "disappearing", + "secondary", + "sake", + "specialized", + "open", + "own", + "self", + "ness", + "able", + "kind", + "either", + "various", + "ers", + "an", + "l", + "ation", + "en", + "a", + "of", + "and", + "iz", + "le", + "end", + "or", + "que", + "able", + "ings", + "its" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "T", + "able", + "own", + "S", + "a", + "ers", + "an", + "que", + "or", + "l", + "able", + "en", + "H", + "either", + "end", + "le", + "ity", + "fact", + "ness", + "iz", + "and", + "its", + "C", + "sake", + "AVAILABLE", + "various", + "O", + "open", + "kind" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "l", + "own", + "able", + "an", + "ers", + "able", + "que", + "iz", + "various", + "end", + "humbled", + "specialized", + "un", + "le", + "its", + "ed", + "malah", + "k", + "owych", + "mellan", + "AVAILABLE", + "ational", + "t" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "a", + "l", + "own", + "able", + "ers", + "en", + "iz", + "an", + "able", + "end", + "humbled", + "owych", + "various", + "un", + "mellan", + "sikk", + "dwar", + "chst", + "its", + "ational", + "specialized" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "ers", + "iz", + "able", + "irritating", + "ness", + "tiring", + "ally", + "able", + "ytter" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "l", + "ers", + "iz", + "able", + "irritating", + "newItem", + "ytter", + "ally", + "tiring", + "Poultry" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "iz", + "ers", + "newItem", + "irritating", + "expliquer", + "able", + "colocar" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "la", + "an", + "ers", + "newItem", + "corrigir", + "both", + "numerosas", + "iz", + "formularios", + "PwC", + "lapisan", + "overly", + "numerosos", + "irritated", + "approximately" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "la", + "the", + "both", + "popularly", + "numerosos", + "various", + "an", + "numerosas", + "proporcionan", + "newItem", + "relatively", + "sowohl", + "coveted", + "reverting", + "acheter", + "mengakses", + "roughly" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "an", + "either", + "both", + "like", + "which", + "or", + "called", + "even", + "its", + "of", + "it", + "relatively", + "high", + "the", + "some", + "originally", + "normally", + "le", + "so", + "such", + "able", + "usually" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "C", + "and", + "e", + "T", + "K", + "y", + "and", + "without", + "like", + "to", + "p", + "that", + "er", + "like", + "with", + "H", + "taobao", + "hbox", + "ly", + "n", + "would", + "apparently", + "v", + "even", + "KHTML", + "get", + "on", + "t", + "apparently" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "a", + "T", + "K", + "e", + "un", + "y", + "p", + "v", + "t", + "and", + "n", + "er", + "s", + "and", + "get", + "to", + "without", + "with", + "an", + "that", + "on", + "f", + "would", + "D", + "like", + "H", + "c", + "in", + "d" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "a", + "C", + "un", + "y", + "T", + "t", + "p", + "and", + "s", + "v", + "an", + "K", + "ed", + "er", + "and", + "k", + "that", + "l", + "n", + "to", + "that", + "al", + "hbox", + "e", + "f", + "which", + "it", + "d", + "its", + "ic" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "l", + "C", + "and", + "y", + "un", + "such", + "that", + "that", + "an", + "al", + "the", + "ed", + "dengan", + "T", + "t", + "er", + "and", + "hbox", + "which", + "K", + "it", + "p", + "because", + "without", + "its", + "described", + "to", + "described", + "such" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "single", + "C", + "a", + "such", + "an", + "its", + "and", + "T", + "structure", + "l", + "because", + "narrow", + "Single", + "resembles", + "al", + "solche", + "single", + "singolo", + "narrower", + "characteristic", + "sondern", + "struct", + "either" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "y", + "T", + "a", + "single", + "ed", + "an", + "al", + "un", + "been", + "t", + "youtu", + "because", + "elongated", + "v", + "single", + "seemingly", + "le", + "ized", + "nytimes", + "because", + "ous", + "get", + "some", + "hence", + "KHTML", + "ated", + "B", + "Y" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "own", + "y", + "T", + "ed", + "s", + "t", + "get", + "al", + "B", + "single", + "o", + "been", + "and", + "v", + "on", + "d", + "some", + "D", + "b", + "because", + "an", + "c", + "oo", + "wp", + "KHTML", + "a", + "un", + "elongated", + "ot" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "own", + "C", + "ed", + "y", + "s", + "al", + "get", + "B", + "and", + "v", + "b", + "t", + "p", + "on", + "D", + "o", + "ot", + "id", + "m", + "elongated", + "d", + "c", + "er", + "n", + "an", + "e", + "ized", + "at", + "l", + "b" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "own", + "l", + "B", + "cells", + "cells", + "cell", + "cell", + "elongated", + "s", + "C", + "Cells", + "cellules", + "al", + "Cell", + "elong", + "Keller", + "zellen", + "Been", + "elongate", + "getCell", + "cellule", + "get", + "b", + "flatten", + "KHTML" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "unit", + "cell", + "cells", + "cell", + "elongated", + "Unit", + "cells", + "unit", + "UNIT", + "Unit", + "cellules", + "Cell", + "la", + "UNIT", + "elong", + "Cells", + "cellule", + "Cell", + "elongate", + "own", + "unidade", + "cellSize", + "Zellen", + "elong" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Body", + "Body", + "body", + "body", + "BODY", + "BODY", + "bodied", + "bod", + "BCC", + "bodied", + "getBody", + "bodies", + "cuerpo", + "badan", + "cell", + "unit", + "corpo", + "bodys", + "Bod", + "cells", + "Bodies", + "Bodies" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "la", + "Body", + "body", + "Body", + "body", + "cell", + "de", + "Cell", + "BCC", + "BODY", + "cells", + "Cell", + "cell", + "a", + "BC", + "Cells", + "Cells", + "elong", + "BODY", + "elongated", + "unit", + "Zellen", + "cells", + "B", + "BCA", + "El" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "teorie", + "energie", + "cells", + "mesma", + "Cells", + "cemia", + "Cells", + "bahasa", + "p", + "with", + "costruzione", + "excludeFolder", + "parameters" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 17.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "uma", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "such", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "one", + "output_checked": true + }, + { + "concept": "quenching", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "much", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "too", + "output_checked": true + }, + { + "concept": "needle", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "cubic", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "BCC", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "one", + "output_checked": true + }, + { + "concept": "single", + "score": 1.0, + "best_rank": 2, + "best_depth": 67.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "unit", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 3, + "best_depth": 64.4, + "near_token": "with", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-01__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-01__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-01__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-01__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Quench-induced coordinated transformation 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Severe cooling converts the parent face-centered phase into fine laths almost instantaneously. Carbon remains trapped and the product has unequal axial lattice parameters.", + "prompt_tail": "ing converts the parent face-centered phase into fine laths almost instantaneously. Carbon remains trapped and the product has unequal axial lattice parameters.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-rapid-transformation-02", + "carrier_id": null, + "target_family": "rapid-transformation", + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 5637, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 4736 + }, + { + "label": "Bain", + "best_rank": 135, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 207 + }, + { + "label": "tetragonal", + "best_rank": 2, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 11 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "apr", + "Gottlieb", + "mesma", + "got", + "even", + "Hair", + "Edge", + "iraj", + "Edge" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "s", + "styling", + "GSM", + "mkdir", + "S", + "apr", + "Insert", + "styles", + "mesma", + "cir", + "as", + "asus", + "Edge", + "Enter", + "conde", + "mixer", + "param", + "Weise" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "Weise", + "Edge", + "mesma", + "S", + "s", + "styling", + "EDGE", + "apr", + "Edge", + "styling", + "arlos", + "verg", + "sus", + "Insert", + "Sus", + "irl", + "insert" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "Weise", + "S", + "s", + "Edge", + "styling", + "Pek", + "apr", + "even", + "Hits", + "Edge", + "cfr", + "second", + "sus", + "irl", + "insert", + "joen", + "agiri", + "second" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "la", + "s", + "S", + "ittle", + "DIN", + "empe", + "Pyr", + "Ronald", + "cens", + "Ashley", + "Rome", + "Augustus", + "Cens", + "cci", + "Brittany", + "watering", + "arson", + "restaur", + "jetty", + "aspir", + "println", + "even", + "argate", + "przyp" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Estelle", + "empe", + "psi", + "spacing", + "Rome", + "DIN", + "issy", + "STI", + "Sorg", + "conveniently", + "softmax", + "pct", + "affine", + "ngModel", + "handleError", + "Accenture", + "Emilia", + "zum", + "postgres", + "iorum", + "agge", + "HTTPS", + "blings", + "prolet", + "knn", + "Ronald", + "adrenaline" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ngModel", + "Estelle", + "empe", + "AGS", + "itorial", + "Sorg", + "psi", + "ukun", + "handleError", + "Emilia", + "serialization", + "yscale", + "agge", + "addData", + "spacing", + "Accenture", + "affine", + "osynthesis", + "adrenaline", + "Appleton", + "setValue", + "ayy", + "Rome" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "hci", + "Stark", + "Ronald", + "Arjuna", + "atro", + "Pyr", + "watering", + "cheats", + "kts", + "Rome", + "estab", + "achat", + "Hsu", + "empe", + "ciri", + "directories", + "Grun", + "pct" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "P", + "atro", + "Pair", + "Cui", + "dui", + "cheats", + "hci", + "usia", + "endenti", + "prompt", + "dikkat", + "Pyr", + "cus" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "usus", + "CGPoint", + "Grim", + "retval", + "ForEach", + "retval", + "slimmer", + "StringBuilder", + "rmt", + "Gruntfile", + "Pyr" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "P", + "H", + "ing", + "CGPoint", + "usus", + "os", + "slimmer", + "ForEach", + "Elsewhere", + "ophile", + "Dragon", + "StringBuilder", + "G", + "elsewhere" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "P", + "C", + "H", + "T", + "usus", + "os", + "tuttavia", + "o", + "PWD", + "om", + "D", + "kebanyakan", + "Elsewhere", + "and", + "elsewhere" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "L", + "la", + "P", + "H", + "T", + "C", + "a", + "and", + "D", + "os", + "ing", + "o", + "om", + "especially", + "tuttavia", + "inoltre", + "O", + "PWD", + "Hue", + "Again", + "Others" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "L", + "ing", + "que", + "a", + "T", + "P", + "os", + "H", + "tuttavia", + "om", + "inoltre", + "Regards", + "o", + "emente", + "Others", + "cuya", + "ise" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "l", + "os", + "T", + "P", + "L", + "ers", + "ings", + "om", + "OI", + "es", + "o", + "Miles", + "person", + "s", + "alit", + "Ful", + "opl", + "warz" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "l", + "a", + "que", + "ing", + "ized", + "ers", + "izations", + "ings", + "ization", + "however", + "therefore", + "s", + "alit", + "isms", + "person", + "indeed", + "escue", + "opl", + "ed", + "es", + "typescript" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "l", + "que", + "therefore", + "so", + "alit", + "indeed", + "ized", + "s", + "it", + "person", + "es", + "izations", + "al", + "le", + "re" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "l", + "la", + "C", + "therefore", + "hence", + "thus", + "Hence", + "Consequently", + "deshalb", + "consequently", + "Dlatego", + "Therefore", + "L", + "accordingly", + "Consequently", + "Therefore", + "indeed", + "resulting" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "therefore", + "hence", + "L", + "deshalb", + "B", + "Hence", + "Dlatego", + "thus", + "Consequently", + "Therefore", + "emphatically", + "iciencies", + "Therefore", + "indeed" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "indeed", + "therefore", + "deshalb", + "iciencies", + "set", + "Dlatego", + "Differences", + "and", + "Consequently", + "Indeed", + "ispens", + "ly", + "Thieves", + "so" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "and", + "ITIONS", + "set", + "so", + "Consequently", + "Squared", + "martens", + "sublattice", + "unfortunately", + "la", + "setPosition", + "LAH", + "ly", + "unintentionally", + "enet", + "kens", + "admittedly", + "During", + "antip", + "orns", + "Differences" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "and", + "martens", + "que", + "la", + "mart", + "mart", + "set", + "displ", + "Mart", + "ITIONS", + "Mart", + "le", + "C", + "overd", + "displaced", + "kens", + "Below", + "ths", + "setC", + "distorted", + "stretcher", + "stol", + "inne", + "dist" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "martens", + "tetr", + "Tetr", + "tetragonal", + "H", + "tet", + "l", + "Tet", + "Mart", + "cubic", + "ITIONS", + "la", + "tet", + "cub", + "cubic", + "Mart", + "displ", + "docker", + "marts", + "Tet", + "mart", + "pawn", + "tsch", + "centered", + "ths", + "supers" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "tetr", + "Tetr", + "H", + "tet", + "tetragonal", + "que", + "body", + "martens", + "Body", + "Tet", + "Body", + "Centered", + "tet", + "BODY", + "Mart", + "Bain", + "Tet", + "centered", + "mart", + "cubic", + "Mart", + "tetra", + "supersonic", + "itates", + "cubic", + "TET" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "tetr", + "tet", + "Tetr", + "tetragonal", + "Bain", + "martens", + "Tet", + "Tets", + "Body", + "Mart", + "tet", + "body", + "Mart", + "tattoo", + "mart", + "Tet", + "mart", + "tetra", + "Tattoo", + "ttet", + "Tatra", + "marts", + "BODY", + "tetra", + "hbox", + "tetanus", + "Martins", + "Body", + "Bail" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "However", + "Therefore", + "Instead", + "tetragonal", + "Consequently", + "tetr", + "Here", + "Thus", + "Since", + "Rather", + "Either", + "Specifically", + "Approximately", + "Fortunately", + "Additionally", + "Which", + "Tetr", + "Conditions", + "Eventually", + "martens", + "Now", + "Otherwise", + "This", + "Essentially", + "Alternatively", + "Also", + "Furthermore", + "Starting", + "Characteristics", + "Body", + "These", + "Condition" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 104045, + 31612, + 3658, + 8623, + 31494, + 103755, + 169365, + 11582, + 2322, + 74681, + 65231, + 46184, + 39083, + 57257, + 27315, + 23687, + 64815, + 85641, + 44142, + 6908, + 6552, + 5638, + 40098, + 72151, + 120637, + 51410 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 15144, + 8404, + 2400, + 1858, + 16349, + 130213, + 201111, + 63543, + 74184, + 102421, + 81287, + 191547, + 100654, + 144699, + 82088, + 32961, + 7193, + 5536, + 11268, + 13453, + 2619, + 2261, + 136, + 18, + 6, + 63677 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 193513, + 238722, + 250933, + 246079, + 224753, + 211591, + 219559, + 246708, + 243922, + 226992, + 238043, + 79358, + 138155, + 107633, + 169676, + 120494, + 126388, + 57072, + 17198, + 2727, + 72, + 48, + 3, + 6, + 4, + 5 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 76665, + 51930, + 93557, + 40161, + 34107, + 86477, + 121689, + 37165, + 52893, + 16199, + 4737, + 15845, + 139684 + ] + }, + { + "label": "Bain", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 52331, + 17693, + 28031, + 119676, + 150861, + 152493, + 111251, + 52888, + 60859, + 24237, + 2936, + 6793, + 208 + ] + }, + { + "label": "tetragonal", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 28982, + 70100, + 130346, + 73171, + 110620, + 168646, + 172804, + 91426, + 26036, + 9225, + 446, + 1780, + 12 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 13.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "martens", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "whereupon", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "trapping", + "score": 1.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "immediately", + "score": 1.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "cubic", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "within", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "mengatasi", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Unlike", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.9, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "ratio", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "peptid", + "score": 1.0, + "best_rank": 4, + "best_depth": 40.7, + "near_token": "aths", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "que", + "ani", + "l", + "en", + "im", + "de", + "fab", + "atus", + "han", + "alk", + "ner", + "even", + "le", + "d", + "er", + "an", + "n", + "al", + "am", + "uff", + "ile", + "ap", + "v", + "ers", + "ah", + "ip", + "am", + "aj" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ay", + "ation", + "I", + "C", + "ot", + "S", + "T", + "A", + "l", + "and", + "in", + "of", + "om", + "th", + "e", + "im", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "al", + "pro", + "un", + "us", + "em", + "ation", + "P", + "est", + "e", + "om", + "l", + "th", + "ot", + "im", + "T", + "A", + "al", + "d", + "the", + "p", + "a", + "t", + "en", + "c", + "ic", + "ing", + "b", + "ou", + "as", + "ion", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "C", + "K", + "elective", + "occasional", + "specialized", + "North", + "eye", + "own", + "ness", + "ings", + "its", + "able", + "open", + "iz", + "que", + "ation", + "l", + "of", + "and", + "en", + "a", + "p", + "al", + "or", + "end", + "an", + "ers", + "le", + "ap", + "c", + "t" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "own", + "S", + "en", + "a", + "or", + "ers", + "an", + "que", + "l", + "al", + "T", + "s", + "able", + "K", + "ness", + "O", + "k", + "un", + "ation", + "able", + "ic", + "iz", + "ap", + "p", + "ings", + "h", + "t", + "le", + "sa", + "eye" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "l", + "a", + "en", + "own", + "ers", + "an", + "K", + "que", + "able", + "ation", + "un", + "ic", + "iz", + "k", + "ed", + "able", + "specialized", + "humbled", + "its", + "various", + "owych", + "many", + "ap", + "North", + "eye" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "own", + "a", + "ers", + "l", + "K", + "ation", + "able", + "an", + "iz", + "humbled", + "k", + "que", + "un", + "ank", + "as", + "owych" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "l", + "ers", + "own", + "iz", + "la", + "en", + "ation", + "sa", + "as", + "ili", + "able", + "owych", + "humbled", + "ank" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "l", + "own", + "la", + "ers", + "iz", + "ation", + "owych", + "ili", + "irritating", + "as", + "abrang", + "humbled" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "iz", + "la", + "ers", + "own", + "uma", + "glamorous", + "punishing", + "ili", + "ation", + "owych" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "both", + "la", + "numerosas", + "iz", + "glamorous", + "an", + "ers", + "uma", + "hormati", + "penjualan", + "charming", + "preguntar", + "reviving" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "and", + "both", + "legendary", + "garnered", + "sowohl", + "grupy", + "avacanam", + "ous", + "phenylsulfanyl", + "various", + "relatively", + "amassed" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "or", + "an", + "y", + "que", + "of", + "like", + "le", + "to", + "its", + "so", + "either", + "it", + "more", + "d", + "which", + "unlike", + "comparatively", + "high", + "relatively", + "then", + "and", + "rather", + "without", + "compared", + "instead", + "some", + "at" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "and", + "C", + "e", + "y", + "a", + "without", + "and", + "ly", + "p", + "to", + "o", + "er", + "on", + "H", + "v", + "T", + "al", + "get", + "like", + "without", + "with", + "ous", + "t", + "like", + "hbox", + "KHTML", + "that", + "by" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "y", + "e", + "a", + "s", + "T", + "and", + "p", + "v", + "un", + "er", + "t", + "to", + "get", + "K", + "on", + "and", + "n", + "ly", + "f", + "o", + "with", + "c", + "z", + "al", + "d", + "without", + "k", + "an", + "in" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "C", + "l", + "and", + "y", + "T", + "an", + "v", + "un", + "p", + "s", + "er", + "t", + "K", + "the", + "al", + "but", + "it", + "on", + "D", + "and", + "k", + "ic", + "their", + "its", + "which", + "c", + "what", + "d", + "like" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "and", + "a", + "l", + "y", + "an", + "T", + "al", + "it", + "the", + "such", + "er", + "un", + "that", + "what", + "which", + "remains", + "resulting", + "but", + "ic", + "ed", + "their", + "still", + "Therefore", + "v", + "so" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "an", + "either", + "a", + "B", + "C", + "resulting", + "remain", + "and", + "Therefore", + "such", + "Therefore", + "dennoch", + "its", + "que", + "T", + "still", + "because", + "remains", + "asymmetrical", + "therefore", + "daher" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "a", + "an", + "B", + "either", + "ed", + "al", + "un", + "y", + "ated", + "up", + "asymmetrical", + "D", + "T", + "an", + "what", + "so", + "le", + "t", + "remains", + "resulting", + "out", + "it", + "on", + "some", + "slightly", + "d", + "its" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "B", + "ed", + "a", + "an", + "y", + "al", + "get", + "t", + "on", + "up", + "an", + "que", + "either", + "ated", + "anyway", + "un", + "p", + "o", + "c", + "D", + "hbox", + "le", + "at", + "d", + "T", + "s", + "ot", + "wp" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "ed", + "get", + "al", + "c", + "B", + "y", + "an", + "on", + "s", + "t", + "D", + "p", + "v", + "at", + "b", + "ly", + "o", + "anyway", + "and", + "ing", + "all", + "er", + "d", + "id", + "om", + "an", + "h", + "l" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "C", + "l", + "B", + "ed", + "and", + "martens", + "ing", + "get", + "mart", + "c", + "al", + "D", + "on", + "her", + "t", + "p", + "s", + "asam", + "o", + "with", + "K", + "y", + "ine", + "an", + "some", + "displ", + "distorted", + "v", + "distortion", + "b", + "at" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "H", + "T", + "tet", + "tetr", + "C", + "K", + "Tetr", + "martens", + "Tet", + "tet", + "tetragonal", + "Tet", + "Mart", + "uma", + "t", + "displ", + "O", + "mart", + "centered", + "and", + "G", + "F", + "centered", + "TET", + "Centered", + "distortion", + "B", + "h", + "distorted" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "H", + "tet", + "tetr", + "Body", + "Body", + "K", + "Tetr", + "C", + "body", + "body", + "tetragonal", + "martens", + "Tet", + "BODY", + "BODY", + "Mart", + "tet", + "tetra", + "Centered", + "mart", + "uma", + "axios", + "TET", + "Bain", + "Cohen", + "Mart", + "T", + "F", + "Ax", + "corpo" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "tetr", + "C", + "Tetr", + "K", + "F", + "Body", + "tetragonal", + "tet", + "Body", + "H", + "body", + "martens", + "Tet", + "Mart", + "Bain", + "mart", + "Mart", + "tet", + "T", + "Tatra", + "body", + "BODY", + "Tuttle", + "Tets", + "Tattoo", + "mart", + "B", + "Tate", + "ody" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "However", + "Therefore", + "Instead", + "tetragonal", + "Consequently", + "tetr", + "Here", + "Thus", + "Since", + "Rather", + "Either", + "Specifically", + "Approximately", + "Fortunately", + "Additionally", + "Which", + "Tetr", + "Conditions", + "Eventually", + "martens", + "Now", + "Otherwise", + "This", + "Essentially", + "Alternatively", + "Also", + "Furthermore", + "Starting", + "Characteristics", + "Body", + "These", + "Condition" + ] + } + ], + "logit_surprising": [ + { + "concept": "uma", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "own", + "score": 6.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "Severe", + "output_checked": true + }, + { + "concept": "either", + "score": 4.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "into", + "output_checked": true + }, + { + "concept": "martens", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "into", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "Severe", + "output_checked": true + }, + { + "concept": "such", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cubic", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "ratio", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "both", + "score": 1.0, + "best_rank": 4, + "best_depth": 64.4, + "near_token": "has", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-02__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-02__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-02__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-02__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Quench-induced coordinated transformation 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A rapidly cooled steel forms hard plates by coordinated short-distance atomic motion. No composition partitioning is detected across the moving interface.", + "prompt_tail": "A rapidly cooled steel forms hard plates by coordinated short-distance atomic motion. No composition partitioning is detected across the moving interface.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-rapid-transformation-03", + "carrier_id": null, + "target_family": "rapid-transformation", + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 5375, + "best_depth": 47.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 11190 + }, + { + "label": "Bain", + "best_rank": 6082, + "best_depth": 76.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 18014 + }, + { + "label": "tetragonal", + "best_rank": 220716, + "best_depth": 44.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 65650 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "styling", + "apr", + "mesma", + "got", + "even", + "Hair", + "Charm", + "un", + "Farr", + "ListItemIcon" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "styling", + "apr", + "mesma", + "Insert", + "Edge", + "styles", + "S", + "GSM", + "as", + "mkdir", + "cir", + "asus", + "Weise", + "Edge", + "s", + "Enter", + "mixer", + "conde" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "mesma", + "Edge", + "Weise", + "apr", + "s", + "Edge", + "styling", + "ashe", + "Insert", + "EDGE", + "cfr", + "Sus", + "sus", + "arlos", + "joen" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "S", + "mesma", + "Weise", + "Edge", + "joen", + "second", + "apr", + "cfr", + "Hits", + "Edge", + "Pek", + "styling", + "top", + "sus", + "Insert", + "arlos", + "EDGE", + "even", + "insert", + "second" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "la", + "s", + "S", + "Pyr", + "cens", + "Cens", + "watering", + "Ronald", + "empe", + "ciri", + "DIN", + "pis", + "ittle", + "appelle", + "Ashley", + "Pending", + "cura", + "aspir", + "CTE", + "phis", + "przyp", + "ait" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Estelle", + "psi", + "softmax", + "empe", + "prolet", + "Sorg", + "handleError", + "affine", + "ngModel", + "issy", + "spacing", + "HTTPS", + "Rome", + "pct", + "STI", + "DIN", + "conveniently", + "ObjectURL", + "addData", + "acidified", + "iorum", + "ukun" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ngModel", + "Estelle", + "empe", + "AGS", + "Sorg", + "psi", + "ukun", + "ils", + "itorial", + "setValue", + "Appleton", + "yscale", + "addData", + "serialization", + "spacing", + "affine", + "osynthesis", + "handleError", + "iorum", + "unches", + "agge", + "RHS", + "kts" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "Stark", + "hci", + "usia", + "Cullen", + "dui", + "Cui", + "icure", + "CCN", + "ciri", + "juxtap", + "etty", + "Pyr", + "LOGGER", + "Grun" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "lendemain", + "CU", + "usia", + "CU", + "dui", + "Guangdong", + "P", + "phony", + "Cui", + "isjon", + "Kuch", + "hci", + "onuclear", + "Guad", + "fortale" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "StringBuilder", + "slimmer", + "rmt", + "retval", + "retval", + "Gruntfile", + "prawdzi", + "usus", + "ralent", + "Flags", + "Guangdong", + "viewDidLoad", + "ChatGPT" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "H", + "P", + "S", + "ing", + "BYTE", + "C", + "G", + "O", + "StringBuilder", + "U", + "Copyright", + "Biden", + "os", + "CGPoint", + "Dragon", + "Thar", + "Elsewhere", + "unable", + "diaper" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "L", + "que", + "C", + "tuttavia", + "T", + "and", + "P", + "os", + "elsewhere", + "usus", + "Elsewhere", + "om", + "Elsewhere", + "out", + "o", + "Rather", + "udos" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "L", + "T", + "an", + "H", + "ing", + "and", + "que", + "P", + "S", + "O", + "t", + "others", + "os", + "ie", + "l", + "person", + "C", + "om", + "o", + "out", + "tuttavia", + "esk", + "for", + "invece", + "InProgress", + "poco" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "la", + "que", + "ing", + "T", + "l", + "an", + "t", + "os", + "gehend", + "es", + "o", + "batim", + "person", + "invece", + "ie", + "agad", + "esha", + "isy", + "s", + "ares", + "om" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "que", + "l", + "ing", + "an", + "ized", + "T", + "ization", + "t", + "person", + "es", + "s", + "os", + "either", + "isy", + "ers", + "izing", + "versus", + "gehend", + "es", + "ie", + "ledged", + "esha", + "le", + "ez", + "Instead" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "l", + "que", + "ization", + "ing", + "ized", + "an", + "es", + "ilization", + "ly", + "izing", + "the", + "ers", + "therefore", + "either", + "Instead", + "isy", + "izations", + "Rather", + "getContext", + "tidak", + "ilation", + "versus", + "therefore" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "que", + "l", + "ization", + "ized", + "ly", + "ing", + "es", + "an", + "ilization", + "therefore", + "the", + "indicating", + "isy", + "therefore", + "getContext", + "Explanation", + "izing", + "al", + "No", + "question" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "la", + "a", + "L", + "neither", + "therefore", + "hence", + "Neither", + "T", + "tampoco", + "ly", + "hence", + "there", + "therefore", + "Hence", + "S", + "consequently" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "S", + "L", + "T", + "l", + "either", + "la", + "e", + "No", + "ly", + "console", + "hence", + "keine", + "B", + "hence", + "tidak", + "There", + "there", + "neither", + "numberOf", + "tampoco", + "Neither" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "S", + "L", + "l", + "T", + "either", + "la", + "e", + "keine", + "tidak", + "ly", + "No", + "console", + "There", + "there", + "numberOf", + "Control", + "tampoco", + "hence" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "L", + "S", + "l", + "T", + "la", + "e", + "H", + "keine", + "No", + "ly", + "tidak", + "there", + "Co", + "Composition", + "jarang", + "N", + "yoktur", + "console", + "V" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "la", + "C", + "L", + "T", + "e", + "S", + "Composition", + "composition", + "there", + "No", + "keine", + "composition", + "Com", + "occurs", + "Co", + "tidak", + "console", + "CO", + "and", + "Com", + "without", + "c", + "no", + "There", + "compos", + "compositional", + "compositions", + "CO" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "C", + "Composition", + "composition", + "L", + "composition", + "Composition", + "compositional", + "la", + "T", + "compositions", + "e", + "S", + "kompos", + "compos", + "Compos", + "Composer", + "P", + "compose", + "compositor", + "Compose", + "compost", + "No", + "composure", + "Compose" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "composition", + "Composition", + "Composition", + "composition", + "kompos", + "compositional", + "compos", + "compositions", + "compose", + "Compose", + "Compose", + "la", + "composing", + "compost", + "composed", + "compos", + "compose", + "Compos", + "composure", + "compon", + "composed", + "compositor" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Composition", + "composition", + "Composition", + "composition", + "compositions", + "kompos", + "L", + "compositional", + "compos", + "Compos", + "Compose", + "compose", + "Compost", + "compose", + "OSITION", + "compos", + "compositor", + "composed", + "Composer", + "comp", + "Compose", + "compost" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Partido", + "changes", + "Kom", + "cambiare", + "Partido", + "skole", + "etc", + "effectively", + "vanishing", + "schimb", + "T", + "Since", + "partitioning", + "semakin", + "pesquisas", + "Antarctica", + "composition", + "svoje" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 118725, + 25044, + 4342, + 6753, + 7185, + 83762, + 166762, + 3749, + 5304, + 57157, + 116214, + 15071, + 5376, + 10274, + 6213, + 8779, + 25097, + 74134, + 63125, + 61167, + 89006, + 105379, + 40187, + 32158, + 23427, + 33287 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 16767, + 8504, + 2564, + 1748, + 8681, + 139777, + 199468, + 63024, + 47760, + 39435, + 74876, + 134122, + 38679, + 54975, + 31780, + 7769, + 7607, + 11740, + 13814, + 6083, + 12770, + 66870, + 56599, + 34247, + 74403, + 44459 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 186923, + 240798, + 243754, + 244881, + 226957, + 194550, + 195648, + 252826, + 250477, + 251339, + 256988, + 220717, + 246531, + 230702, + 252429, + 248927, + 257178, + 257609, + 257369, + 257394, + 243575, + 235780, + 228795, + 209022, + 159638, + 136671 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 32423, + 69953, + 92591, + 27777, + 26128, + 51974, + 67742, + 46028, + 45543, + 16954, + 12264, + 11191, + 13577 + ] + }, + { + "label": "Bain", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 36390, + 18487, + 18015, + 170385, + 209948, + 139364, + 113066, + 63325, + 74043, + 63059, + 31903, + 46047, + 24543 + ] + }, + { + "label": "tetragonal", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 65651, + 122072, + 89657, + 130428, + 138875, + 171635, + 176269, + 221098, + 152546, + 191523, + 192902, + 208721, + 238362 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 10.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "No", + "output_checked": true + }, + { + "concept": "either", + "score": 7.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "transformation", + "score": 2.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "is", + "output_checked": true + }, + { + "concept": "own", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.1, + "near_token": "-", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "que", + "de", + "ap", + "es", + "er", + "al", + "le", + "han", + "ani", + "ner", + "ai", + "p", + "aj", + "me", + "ER", + "ments", + "ry", + "ile", + "ah", + "app", + "ist", + "im", + "n", + "e", + "op", + "se", + "pl", + "am" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "em", + "on", + "ay", + "be", + "T", + "ot", + "A", + "ation", + "om", + "th", + "and", + "l", + "am", + "e", + "im", + "S", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "as", + "of" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "pro", + "est", + "em", + "P", + "T", + "ot", + "A", + "ation", + "om", + "th", + "and", + "l", + "im", + "e", + "ad", + "S", + "d", + "p", + "the", + "an", + "a", + "t", + "en", + "c", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "as", + "of" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "K", + "able", + "own", + "open", + "k", + "S", + "H", + "occasional", + "ap", + "ers", + "or", + "que", + "iz", + "its", + "ness", + "an", + "ation", + "and", + "l", + "en", + "a", + "p", + "of", + "le", + "un", + "e", + "ad", + "an", + "t", + "al", + "im" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "l", + "or", + "a", + "en", + "que", + "own", + "k", + "s", + "ness", + "ap", + "S", + "H", + "ers", + "able", + "an", + "al", + "p", + "t", + "ation", + "ivity", + "p", + "b", + "set", + "iz", + "de", + "un", + "an", + "s", + "e", + "ad" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "l", + "en", + "a", + "own", + "ed", + "que", + "ers", + "k", + "able", + "iz", + "ness", + "ation", + "an", + "un", + "humbled", + "t", + "ap", + "h", + "able", + "shock", + "specialized", + "or", + "North", + "various", + "p", + "ic", + "set", + "many" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "l", + "en", + "a", + "own", + "ers", + "que", + "k", + "iz", + "ness", + "ed", + "ation", + "ap", + "un", + "shock", + "able", + "able", + "humbled", + "t", + "dwar", + "specialized", + "im", + "p", + "North" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "que", + "own", + "iz", + "ers", + "ness", + "la", + "k", + "ation", + "p", + "as", + "s", + "en", + "ap", + "sa", + "t", + "th", + "um", + "apache", + "dwar" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "la", + "l", + "iz", + "que", + "own", + "ers", + "ness", + "ation", + "uma", + "k", + "p", + "and", + "um", + "par", + "th", + "amending", + "dwar", + "as", + "hem" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "iz", + "l", + "la", + "uma", + "um", + "ation", + "th", + "ers", + "amending", + "Allied", + "hem" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "uma", + "l", + "iz", + "H", + "th", + "preguntar", + "charming", + "um", + "glamorous", + "enticing", + "appalling", + "reduzir", + "coveted" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "H", + "ly", + "amassed", + "both", + "glamorous", + "delicately", + "spurred", + "corrigir", + "enticing", + "admired", + "famed", + "coveted", + "invigorating", + "th" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "an", + "either", + "y", + "of", + "its", + "the", + "relatively", + "high", + "under", + "like", + "it", + "le", + "d", + "recently", + "z", + "from", + "during", + "specialized", + "ly", + "mathrm", + "or", + "mid", + "essentially", + "by", + "then", + "near", + "subsequently", + "so" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "a", + "e", + "y", + "T", + "ly", + "er", + "and", + "t", + "v", + "on", + "p", + "o", + "H", + "and", + "K", + "c", + "un", + "n", + "al", + "an", + "est", + "s", + "ic", + "h", + "hbox", + "b", + "get", + "z", + "would" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "a", + "T", + "y", + "e", + "t", + "v", + "s", + "er", + "un", + "p", + "n", + "on", + "an", + "K", + "ly", + "H", + "o", + "c", + "and", + "in", + "to", + "get", + "is", + "k", + "al", + "h", + "d", + "a", + "as" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "a", + "l", + "T", + "t", + "y", + "an", + "v", + "and", + "un", + "s", + "p", + "er", + "n", + "k", + "on", + "it", + "K", + "and", + "al", + "its", + "c", + "to", + "because", + "D", + "as", + "f", + "l", + "it", + "d", + "such" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "and", + "a", + "T", + "y", + "an", + "such", + "because", + "l", + "er", + "and", + "al", + "there", + "Therefore", + "v", + "because", + "Therefore", + "un", + "t", + "Consequently", + "although", + "hbox", + "D", + "ic", + "p", + "H", + "n", + "it" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "neither", + "and", + "such", + "tampoco", + "devoid", + "Neither", + "neither", + "absence", + "either", + "there", + "lack" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "a", + "y", + "because", + "T", + "al", + "because", + "keine", + "an", + "tampoco", + "tidak", + "aucune", + "there" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "y", + "al", + "because", + "a", + "because", + "such", + "tampoco", + "such", + "ing", + "without", + "tidak", + "aucune", + "keine", + "get", + "across" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "y", + "al", + "C", + "ed", + "ing", + "v", + "without", + "is", + "get", + "on", + "l", + "o", + "at", + "om", + "id", + "tidak", + "n", + "composition", + "and", + "a", + "all", + "L", + "any", + "t", + "because" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "ing", + "composition", + "y", + "composition", + "Composition", + "al", + "compositions", + "and", + "without", + "C", + "B", + "Composition", + "on", + "all", + "with", + "across", + "is", + "ynd", + "ed", + "without" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "composition", + "composition", + "Composition", + "Composition", + "kompos", + "compositional", + "compositions", + "compos", + "compose", + "composed", + "compose", + "composing", + "compositor", + "Compose", + "composed", + "Compose", + "Compos", + "compos", + "compon", + "composer", + "composer", + "e", + "compost" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "composition", + "composition", + "Composition", + "Composition", + "kompos", + "compositional", + "compositions", + "compose", + "compos", + "Compose", + "composed", + "compose", + "composing", + "Compose", + "compost", + "composed", + "compos", + "compositor", + "Composer", + "composer", + "composto" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "composition", + "composition", + "Composition", + "Composition", + "compositions", + "kompos", + "compositional", + "compos", + "compose", + "Compose", + "Compos", + "composed", + "compost", + "comp", + "compose", + "Compose", + "composed", + "Composer", + "OSITION", + "compositor", + "composto" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Partido", + "changes", + "Kom", + "cambiare", + "Partido", + "skole", + "etc", + "effectively", + "vanishing", + "schimb", + "T", + "Since", + "partitioning", + "semakin", + "pesquisas", + "Antarctica", + "composition", + "svoje" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 12.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "uma", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "by", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "across", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-03__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-03__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-03__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-03__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Quench-induced coordinated transformation 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Quenching suppresses long-range atomic transport and produces packets of highly strained needles. The resulting body-centered unit cell has a c-to-a ratio above one.", + "prompt_tail": "hing suppresses long-range atomic transport and produces packets of highly strained needles. The resulting body-centered unit cell has a c-to-a ratio above one.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 35 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-rapid-transformation-04", + "carrier_id": null, + "target_family": "rapid-transformation", + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 12004, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 3940 + }, + { + "label": "Bain", + "best_rank": 6060, + "best_depth": 64.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 12969 + }, + { + "label": "tetragonal", + "best_rank": 70, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 27 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "ListItemIcon", + "Gottlieb", + "styling", + "un", + "Farr", + "got", + "apr", + "Charm", + "even" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "apr", + "styling", + "asus", + "as", + "styles", + "cir", + "mesma", + "GSM", + "Enter", + "mkdir", + "Insert", + "mixer", + "same", + "Brot", + "mesmos", + "conde", + "even", + "iterator", + "Edge" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "Edge", + "Weise", + "apr", + "Edge", + "S", + "insert", + "Insert", + "EDGE", + "arlos", + "jenis", + "cfr", + "Sus", + "ashe", + "styling", + "sus", + "Pek" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "S", + "s", + "mesma", + "Weise", + "Edge", + "apr", + "cfr", + "Edge", + "Hits", + "Insert", + "insert", + "sus", + "Pek", + "joen", + "second", + "styling", + "arlos", + "EDGE", + "ashe", + "Sus" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "watering", + "Ronald", + "cens", + "ciri", + "Cens", + "Pyr", + "ittle", + "DIN", + "S", + "empe", + "rometry", + "pis", + "ait", + "przyp", + "restaur", + "appelle", + "wend", + "Pend", + "Holloway", + "Eddie", + "conno", + "aspir", + "ruari" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "Sorg", + "Rome", + "empe", + "s", + "Estelle", + "ngModel", + "issy", + "affine", + "psi", + "DIN", + "HTTPS", + "spacing", + "pct", + "Emilia", + "agge", + "STI", + "watering", + "softmax", + "conveniently", + "adrenaline", + "acidified", + "tts", + "handleError", + "Ronald", + "postgres", + "CIN" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "ngModel", + "la", + "l", + "softmax", + "Sorg", + "hbox", + "Emilia", + "setValue", + "agge", + "Estelle", + "yscale", + "adrenaline", + "assies", + "Rome", + "AGS", + "ristrutt", + "empe", + "s", + "iorum", + "HTTPS", + "economical", + "acid", + "ly", + "acidified", + "sinx", + "Russell", + "Smiling" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "atro", + "Cuy", + "hci", + "Stark", + "Pyr", + "LOGGER", + "Ronald", + "empe", + "usia", + "ukun", + "ietta", + "icure", + "Grun", + "CCN", + "cheats", + "Gustave", + "ucker" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "P", + "isjon", + "OOP", + "atro", + "hci", + "pict", + "CCS", + "Pyr", + "retval", + "hlas", + "Pair", + "postings", + "CGPoint", + "endenti", + "Guangdong" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "retval", + "CGPoint", + "OOP", + "postings", + "rmt", + "usus", + "StringBuilder", + "Gruntfile", + "hlas", + "Pyr", + "Pyr", + "opis", + "ForEach", + "GTG", + "retval", + "kebanyakan", + "slimmer", + "antics" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "H", + "P", + "BYTE", + "UPI", + "slimmer", + "CGPoint", + "ophile", + "Princeton", + "Elsewhere", + "Dragon", + "ForEach", + "Afghanistan", + "opis" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "P", + "C", + "H", + "and", + "tuttavia", + "T", + "kebanyakan", + "Elsewhere", + "PWD", + "elsewhere", + "opis", + "Elsewhere", + "entimes", + "out" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "L", + "H", + "P", + "and", + "a", + "C", + "T", + "out", + "accordingly", + "tuttavia", + "PWD", + "kebanyakan", + "however", + "ie", + "o", + "os", + "entimes", + "especially", + "Evet", + "elsewhere", + "Again" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "ing", + "la", + "L", + "entimes", + "tuttavia", + "os", + "pictured", + "BNB", + "kebanyakan", + "accordingly", + "xbox", + "o", + "Accordingly", + "pictured", + "pup" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "que", + "l", + "ing", + "and", + "person", + "ie", + "os", + "Accordingly", + "entimes", + "accordingly", + "therefore", + "ers", + "pictured", + "therefore", + "plus", + "BNB", + "Whitley", + "thus", + "zatim" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "and", + "l", + "of", + "que", + "therefore", + "ized", + "izations", + "ers", + "up", + "whereas", + "vertical", + "however", + "typescript", + "es", + "yea", + "thus", + "ization", + "therefore", + "itical" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "and", + "la", + "que", + "l", + "therefore", + "an", + "so", + "hence", + "more", + "ized", + "es", + "of", + "thus", + "extra", + "therefore", + "hivyo", + "the", + "yea", + "excellent", + "such", + "Hence", + "vertical", + "indeed" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "l", + "de", + "a", + "therefore", + "hence", + "C", + "and", + "consequently", + "therefore", + "thus", + "Hence", + "Consequently", + "Accordingly", + "deshalb", + "Consequently", + "person", + "Therefore", + "accordingly", + "L" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "a", + "ratio", + "ratio", + "hence", + "L", + "consequently", + "taller", + "therefore", + "ly", + "exced", + "sollic", + "xmlns", + "toString", + "Consequently", + "cemia" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "ratio", + "C", + "and", + "ratio", + "a", + "ratios", + "taller", + "setC", + "Ratio", + "Ratio", + "tsconfig", + "ly", + "la", + "toString", + "de", + "atios", + "admittedly", + "onies", + "cation" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "ratio", + "and", + "la", + "ratio", + "ratios", + "L", + "ly", + "Ratio", + "Ratio", + "c", + "admittedly", + "setC", + "set", + "C", + "where", + "overd", + "atios", + "a", + "XII", + "s", + "exag" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "la", + "and", + "de", + "a", + "ratio", + "c", + "overd", + "ratio", + "C", + "axial", + "le", + "axes", + "s", + "setC", + "XII", + "ratios", + "am", + "axis", + "axles", + "axis", + "set", + "where", + "iaxial", + "COO", + "atios", + "exag", + "uns", + "d" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "l", + "c", + "C", + "la", + "setC", + "axial", + "and", + "ratio", + "axial", + "Tetr", + "Kok", + "de", + "cv", + "iaxial", + "axios", + "unia", + "tetr", + "Hala", + "c", + "axios", + "set", + "ratio", + "CFO", + "axon", + "conse", + "overd", + "ratios" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "l", + "c", + "axial", + "axial", + "unia", + "Tetr", + "C", + "ratio", + "Corps", + "que", + "tetr", + "K", + "Axial", + "axles", + "Pix", + "axios", + "Ax", + "SPD", + "latt", + "iaxial", + "uniaxial", + "Laur", + "axes" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "l", + "c", + "Axel", + "axial", + "Axial", + "ax", + "Tetr", + "Ax", + "B", + "axon", + "axios", + "Ax", + "axial", + "ci", + "C", + "c", + "ax", + "Trig", + "axially", + "AX", + "axa", + "Akshay", + "CFO", + "tetr" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "However", + "Therefore", + "la", + "Instead", + "Here", + "Specifically", + "The", + "This", + "Anything", + "Anyone", + "own", + "Estou", + "These", + "tetr", + "Nesse", + "Berikut", + "and", + "Regarding", + "c", + "Otherwise", + "Along", + "Which", + "Asimismo", + "Regardless", + "Please", + "slightly", + "Thus", + "Consequently", + "Accordingly", + "webp", + "Plut" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 153286, + 51125, + 3373, + 6229, + 7344, + 86283, + 204236, + 12068, + 6892, + 37246, + 153627, + 67624, + 63930, + 76629, + 28907, + 28202, + 69602, + 81233, + 35381, + 44171, + 32224, + 12005, + 13244, + 29723, + 10465, + 50572 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 27087, + 22108, + 2174, + 2329, + 2508, + 105666, + 177900, + 75155, + 48713, + 52616, + 62952, + 115429, + 34705, + 61209, + 26765, + 8407, + 6061, + 13745, + 52751, + 32941, + 49840, + 24842, + 11544, + 673, + 146, + 54256 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 179825, + 219184, + 247267, + 246992, + 243303, + 213737, + 200240, + 247217, + 235430, + 235387, + 239461, + 116898, + 131516, + 89887, + 134457, + 119321, + 149603, + 148548, + 74264, + 82124, + 17243, + 4628, + 71, + 686, + 89, + 1141 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 100495, + 72244, + 35113, + 33873, + 38631, + 54225, + 81782, + 26194, + 24329, + 21892, + 15130, + 3941, + 10275 + ] + }, + { + "label": "Bain", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 60866, + 50209, + 18259, + 73752, + 128314, + 129170, + 144254, + 113388, + 132634, + 72405, + 108242, + 55733, + 12970 + ] + }, + { + "label": "tetragonal", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 28407, + 89767, + 151777, + 154378, + 154578, + 194846, + 155539, + 68805, + 18913, + 57260, + 27017, + 19366, + 28 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 11.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "Copyright", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Fukuoka", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "own", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "QUICK", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Paket", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "packets", + "output_checked": true + }, + { + "concept": "paket", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cubic", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "Aquarelle", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.7, + "near_token": "ching", + "output_checked": true + }, + { + "concept": "even", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.1, + "near_token": "packets", + "output_checked": true + }, + { + "concept": "nanoc", + "score": 1.0, + "best_rank": 3, + "best_depth": 88.1, + "near_token": "of", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "al", + "p", + "nya", + "de", + "er", + "que", + "BLE", + "fasted", + "LEED", + "singleArray", + "computeEncoder", + "equities", + "vanlig", + "nonEmpty", + "ile", + "pl", + "n", + "ly", + "ty", + "ner", + "ani", + "le", + "sil", + "eagle", + "vek", + "dSample" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ay", + "ation", + "I", + "C", + "ot", + "S", + "T", + "A", + "th", + "l", + "of", + "and", + "e", + "om", + "im", + "ad", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "as", + "in" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "P", + "ce", + "ation", + "em", + "T", + "ot", + "A", + "I", + "e", + "om", + "l", + "th", + "ad", + "im", + "ig", + "S", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "s", + "ic", + "ou", + "al", + "b", + "as", + "ion", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "inin", + "either", + "own", + "able", + "C", + "and", + "l", + "le", + "ap", + "end", + "or", + "que", + "iz", + "its", + "ness", + "ers", + "an", + "e", + "ad", + "en", + "a", + "able", + "un", + "t", + "s", + "un", + "en", + "p", + "c", + "d", + "of" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "C", + "que", + "own", + "l", + "a", + "or", + "an", + "ers", + "un", + "de", + "en", + "s", + "set", + "unuz", + "iz", + "le", + "able", + "e", + "p", + "ad", + "ens", + "un", + "k", + "inin", + "able", + "as", + "c", + "t", + "s" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "own", + "en", + "l", + "a", + "iz", + "C", + "ers", + "que", + "un", + "an", + "unuz", + "k", + "inin", + "able", + "or", + "end", + "ad", + "set", + "le", + "t", + "able", + "various", + "ce", + "as" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "C", + "a", + "l", + "own", + "en", + "iz", + "ers", + "un", + "K", + "que", + "inin", + "Weeks", + "ad", + "k", + "ados", + "ou", + "unuz", + "ap" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "l", + "la", + "own", + "iz", + "K", + "T", + "en", + "Weeks", + "que", + "as", + "ers", + "newItem", + "parag", + "either", + "sa" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "l", + "la", + "K", + "own", + "T", + "iz", + "newItem", + "as", + "Weeks", + "ers", + "Rudd" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "la", + "iz", + "uma", + "newItem", + "T", + "Weeks", + "glamorous", + "punishing", + "As", + "charming" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "both", + "l", + "charming", + "reduzir", + "and", + "uma", + "As", + "an", + "their", + "numerosas", + "la", + "three", + "Both" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "and", + "both", + "an", + "various", + "the", + "sowohl", + "As", + "While", + "several", + "also", + "three", + "by", + "varying" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "an", + "or", + "and", + "which", + "the", + "to", + "of", + "some", + "y", + "its", + "it", + "le", + "to", + "both", + "high", + "resulting", + "their", + "therefore", + "such", + "like", + "rather", + "there", + "product", + "instead" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "e", + "and", + "a", + "y", + "C", + "and", + "to", + "ly", + "p", + "ous", + "v", + "T", + "z", + "that", + "without", + "the", + "o", + "c", + "its", + "on", + "like", + "er", + "K", + "would", + "H", + "un", + "d", + "b", + "t", + "ic" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "e", + "a", + "y", + "T", + "v", + "s", + "un", + "p", + "an", + "to", + "and", + "K", + "t", + "and", + "z", + "n", + "H", + "c", + "er", + "f", + "k", + "d", + "get", + "the", + "that", + "on", + "its", + "with", + "h", + "in" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "a", + "C", + "an", + "and", + "y", + "T", + "t", + "v", + "s", + "p", + "un", + "it", + "e", + "its", + "k", + "er", + "K", + "the", + "al", + "d", + "that", + "to", + "their", + "which", + "w", + "c", + "f", + "n", + "that" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "l", + "and", + "a", + "an", + "C", + "such", + "y", + "that", + "er", + "which", + "their", + "its", + "resulting", + "ed", + "that", + "the", + "un", + "it", + "more", + "al", + "daha", + "T", + "through", + "and", + "t", + "so" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "an", + "and", + "a", + "T", + "such", + "ratio", + "its", + "resulting", + "l", + "B", + "Consequently", + "Occasionally", + "Moreover", + "more", + "exceeding", + "exceed", + "mehr", + "Therefore", + "deviate", + "ratios", + "exceeds", + "Consequently" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "a", + "C", + "an", + "ed", + "T", + "al", + "ratio", + "y", + "un", + "t", + "ated", + "either", + "d", + "ratios", + "and", + "toHaveBeenCalled", + "v", + "b", + "slightly", + "taobao", + "more", + "because", + "been", + "le", + "because", + "its", + "such", + "o" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "ed", + "ratio", + "al", + "and", + "a", + "T", + "ratios", + "y", + "ratio", + "get", + "v", + "an", + "t", + "B", + "on", + "o", + "id", + "b", + "Ratio", + "un", + "at", + "Ratio", + "where", + "an", + "d", + "D", + "d" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "ed", + "and", + "al", + "get", + "v", + "ratio", + "y", + "ing", + "c", + "an", + "is", + "ly", + "a", + "on", + "o", + "id", + "b", + "ratio", + "ratios", + "t", + "at", + "B", + "her", + "r", + "er", + "d", + "un", + "ak", + "where" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "and", + "a", + "ed", + "B", + "al", + "an", + "an", + "ing", + "v", + "ratio", + "axes", + "c", + "ax", + "axial", + "ly", + "axes", + "get", + "st", + "o", + "t", + "b", + "is", + "ratios", + "on", + "ratio", + "at", + "any", + "rod", + "where", + "ot" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "l", + "tetr", + "c", + "ratio", + "axial", + "and", + "Tetr", + "K", + "axial", + "ity", + "iaxial", + "uma", + "Axial", + "a", + "C", + "ratios", + "Ratio", + "tet", + "axes", + "tetragonal", + "hexagonal", + "Tet", + "axle", + "AX", + "axios" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "l", + "tetr", + "axial", + "Tetr", + "Axial", + "axial", + "and", + "axios", + "hexagonal", + "c", + "Axel", + "axes", + "Ax", + "Veg", + "axles", + "Axios", + "Ax", + "AX", + "uma", + "iaxial", + "ness", + "tattoos", + "reddit", + "Cedric", + "axios" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "B", + "que", + "c", + "l", + "K", + "axios", + "Axel", + "uma", + "Tetr", + "ax", + "Axial", + "axial", + "ci", + "ax", + "tetr", + "ness", + "Ax", + "Ax", + "Patric", + "cinder", + "Axios", + "AX", + "c", + "axi", + "C", + "axial", + "RAT", + "um", + "ceded", + "Akshay" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "However", + "Therefore", + "la", + "Instead", + "Here", + "Specifically", + "The", + "This", + "Anything", + "Anyone", + "own", + "Estou", + "These", + "tetr", + "Nesse", + "Berikut", + "and", + "Regarding", + "c", + "Otherwise", + "Along", + "Which", + "Asimismo", + "Regardless", + "Please", + "slightly", + "Thus", + "Consequently", + "Accordingly", + "webp", + "Plut" + ] + } + ], + "logit_surprising": [ + { + "concept": "uma", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "range", + "output_checked": true + }, + { + "concept": "own", + "score": 4.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "en", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "Qu", + "output_checked": true + }, + { + "concept": "nan", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "cubic", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "paket", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "packets", + "output_checked": true + }, + { + "concept": "axis", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "c", + "output_checked": true + }, + { + "concept": "cells", + "score": 1.0, + "best_rank": 3, + "best_depth": 84.7, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "straining", + "score": 1.0, + "best_rank": 4, + "best_depth": 88.1, + "near_token": "strained", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-04__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-04__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-04__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-04__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Quench-induced coordinated transformation 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "An austenitic sample undergoes an abrupt, composition-preserving shape change during cooling. The product is hard, plate-like, and internally twinned.", + "prompt_tail": "An austenitic sample undergoes an abrupt, composition-preserving shape change during cooling. The product is hard, plate-like, and internally twinned.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-rapid-transformation-05", + "carrier_id": null, + "target_family": "rapid-transformation", + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 2856, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 1515 + }, + { + "label": "Bain", + "best_rank": 5130, + "best_depth": 64.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 21190 + }, + { + "label": "tetragonal", + "best_rank": 4309, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 10857 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "apr", + "Gottlieb", + "styling", + "got", + "even", + "un", + "mesma", + "Hair", + "Enter", + "diberi", + "ListItemIcon" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "apr", + "GSM", + "mkdir", + "styling", + "mixer", + "styles", + "asus", + "S", + "Insert", + "Enter", + "s", + "Edge", + "Weise", + "Harper", + "iterator", + "mesma", + "cir", + "as", + "EDGE", + "gian", + "la" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "s", + "Edge", + "la", + "Weise", + "mesma", + "apr", + "asus", + "styling", + "Edge", + "EDGE", + "styling", + "Insert", + "sie", + "Stacks", + "ashe", + "sus" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "Weise", + "mesma", + "S", + "Edge", + "apr", + "Edge", + "Pek", + "second", + "styling", + "Hits", + "cfr", + "stack", + "second", + "joen", + "EDGE", + "irl", + "Insert", + "insert", + "even", + "top" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "la", + "s", + "empe", + "Pyr", + "cens", + "Cens", + "Ronald", + "DIN", + "watering", + "aspir", + "Slowly", + "Rome", + "appelle", + "restaur", + "agrand", + "ittle", + "MAPE", + "startY", + "println", + "ruari", + "cci" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Sorg", + "Estelle", + "softmax", + "psi", + "empe", + "ngModel", + "Rome", + "issy", + "HTTPS", + "handleError", + "iorum", + "pct", + "spacing", + "ukun", + "agge", + "affine", + "prolet", + "ObjectURL", + "acidified", + "STI", + "addData", + "AGS", + "RTS", + "DIN" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ngModel", + "Sorg", + "yscale", + "Estelle", + "ukun", + "psi", + "handleError", + "itorial", + "AGS", + "cyn", + "Appleton", + "addData", + "aportan", + "unches", + "ymi", + "osynthesis", + "serialization", + "AlertDialog", + "ils", + "agge", + "RHS", + "opol" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Stark", + "atro", + "hci", + "Pyr", + "watering", + "Cuy", + "Ronald", + "LOGGER", + "Slowly", + "Rome", + "icure", + "Arjuna", + "Grun", + "CCN", + "ciri", + "empe", + "cheats" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "Pyr", + "hci", + "Slowly", + "Grun", + "LOGGER", + "isjon", + "Ronald", + "uzi", + "Stark", + "RON" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "rmt", + "StringBuilder", + "retval", + "CGPoint", + "retval", + "savvy", + "Gruntfile", + "opis", + "shenanigans", + "usus", + "slimmer", + "viewDidLoad", + "Pyr" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "H", + "Princeton", + "P", + "Everywhere", + "ophile", + "StringBuilder", + "shenanigans", + "Wochenende", + "BYTE", + "ogly", + "scrambling", + "UPI", + "Jahr" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "C", + "P", + "usus", + "out", + "udos", + "usted", + "uido", + "isms" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "la", + "L", + "an", + "GROUP", + "and", + "out", + "others", + "afterward", + "usted", + "opis", + "ofan", + "particularly", + "examines", + "osal" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "ing", + "Unexpected", + "ophys", + "agad", + "GROUP", + "surprisingly", + "mainstay", + "la", + "ipore", + "Says", + "Klub", + "opy", + "DbContext" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "ing", + "que", + "GROUP", + "geois", + "DbContext", + "agad", + "ipore", + "opy", + "ophyte", + "ciphertext", + "Unexpected", + "Reliance", + "decir", + "conclusiones", + "bald" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "GROUP", + "a", + "conclusiones", + "Funcion", + "ophyte", + "SwiftUI", + "arrison", + "ciphertext", + "descriptors", + "ofan", + "Unexpected" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "conclusiones", + "ophyte", + "TYPES", + "characteristics", + "descriptors", + "WHEREAS", + "CONCLUSION", + "CONCLUSIONS", + "lastly", + "INION", + "INGO", + "OUTH", + "excellent" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "hence", + "Characteristics", + "Characteristics", + "returnValues", + "OUTH", + "therefore", + "C", + "bilang", + "Characteristic", + "INGO", + "ITECTURE", + "Characteristic", + "WHEREAS", + "earance" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "Characteristics", + "L", + "Characteristics", + "characteristics", + "hence", + "returnValues", + "conclusiones", + "therefore", + "iciencies", + "ITECTURE", + "HERE", + "plications", + "Schluss", + "Kok", + "C", + "razole" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "Characteristics", + "conclusiones", + "Characteristics", + "setTo", + "iciencies", + "Kok", + "Schluss", + "Evidence", + "ITECTURE", + "karakteristik", + "T", + "exhibits", + "umlu", + "ly", + "HERE", + "bilang", + "Struktur", + "Indicators", + "sinais", + "characteristics", + "L", + "therefore" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "L", + "Airways", + "antly", + "conclusiones", + "umlu", + "setTo", + "untitled", + "Observations", + "artifacts", + "validacion", + "Evidence" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "setTo", + "itates", + "internally", + "eurs", + "antly", + "conclusiones", + "validacion", + "oggetto", + "insides", + "garnished", + "evid", + "retains", + "Evidence", + "Observations", + "ewidth", + "criteria", + "accredited" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "internally", + "interna", + "internal", + "internal", + "Intern", + "Internal", + "Intern", + "intern", + "intern", + "interno", + "interne", + "internas", + "Internal", + "INTERNAL", + "internes", + "internos", + "interni", + "interno", + "internalType", + "internals" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "internally", + "interna", + "intern", + "Intern", + "internal", + "interno", + "internal", + "Intern", + "internas", + "interni", + "intern", + "internos", + "Internal", + "interne", + "Internal", + "internes", + "INTERNAL", + "externally", + "INTERNAL", + "interno", + "Extern", + "Extern", + "inwardly" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "internally", + "tw", + "Tw", + "Tw", + "tw", + "Intern", + "Intern", + "intern", + "interna", + "TW", + "Extern", + "internal", + "Internal", + "externally", + "interno", + "twe", + "Internal", + "internos", + "twins", + "Twin", + "TW", + "tweeted", + "twinning", + "Extern" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Intern", + "internally", + "Sohn", + "vacancies", + "mesma", + "desenvolvimento", + "However", + "examples", + "Intern", + "tw", + "ved", + "Yesus", + "levance", + "Antarctica", + "vacancy", + "Voltage", + "electrodes", + "It", + "platte", + "motherboard", + "plates", + "ascimento", + "esquerda", + "smartphone", + "Therefore" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 114308, + 17518, + 2554, + 10295, + 31943, + 117300, + 185041, + 10654, + 5912, + 27497, + 129984, + 47681, + 40516, + 38970, + 19336, + 9243, + 17649, + 38956, + 9967, + 3715, + 2857, + 4123, + 7412, + 2562, + 6895, + 35506 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 20942, + 5751, + 2240, + 1362, + 7508, + 140721, + 221496, + 67783, + 62996, + 52647, + 35392, + 133666, + 28484, + 62450, + 26527, + 17329, + 5131, + 8571, + 9250, + 6827, + 8118, + 13394, + 6314, + 11789, + 1688, + 13905 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 194945, + 245165, + 246171, + 240994, + 188405, + 187818, + 204100, + 240746, + 224571, + 206316, + 218210, + 32170, + 96980, + 34134, + 47073, + 23571, + 26908, + 58250, + 50007, + 33875, + 6487, + 4939, + 4310, + 4713, + 16264, + 14317 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 40488, + 19157, + 49066, + 19968, + 17308, + 37660, + 40816, + 106070, + 33077, + 14551, + 1516, + 2478, + 17872 + ] + }, + { + "label": "Bain", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 95967, + 47302, + 28292, + 147938, + 181285, + 147202, + 158105, + 196929, + 119841, + 49143, + 23245, + 41997, + 21191 + ] + }, + { + "label": "tetragonal", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 34323, + 88276, + 156651, + 176950, + 151020, + 177045, + 209769, + 227008, + 65382, + 52596, + 28663, + 50891, + 10858 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 9.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "either", + "score": 9.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "tw", + "output_checked": true + }, + { + "concept": "martens", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "phase", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Xcode", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "abrupt", + "output_checked": true + }, + { + "concept": "even", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "tw", + "output_checked": true + }, + { + "concept": "portray", + "score": 1.0, + "best_rank": 1, + "best_depth": 55.9, + "near_token": "inned", + "output_checked": true + }, + { + "concept": "Depreciation", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "sudden", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "abrupt", + "output_checked": true + }, + { + "concept": "twins", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "inned", + "output_checked": true + }, + { + "concept": "Originally", + "score": 1.0, + "best_rank": 2, + "best_depth": 67.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Characteristics", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "stainless", + "score": 1.0, + "best_rank": 2, + "best_depth": 84.7, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "stresses", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "preferentially", + "score": 1.0, + "best_rank": 4, + "best_depth": 67.8, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "etc", + "score": 1.0, + "best_rank": 7, + "best_depth": 76.3, + "near_token": "An", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ers", + "un", + "am", + "de", + "d", + "er", + "l", + "n", + "ting", + "ap", + "que", + "pas", + "uff", + "De", + "la", + "le", + "a", + "m", + "h", + "ier", + "ER", + "ner", + "alk", + "ra", + "ver", + "v", + "ul", + "le", + "art", + "ad", + "her" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ation", + "C", + "A", + "I", + "S", + "im", + "ot", + "T", + "l", + "and", + "in", + "of", + "om", + "th", + "e", + "am", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ing", + "ou", + "al", + "b", + "ic", + "ed", + "ion", + "as" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "P", + "em", + "A", + "ation", + "S", + "ig", + "ot", + "T", + "th", + "l", + "of", + "and", + "e", + "om", + "im", + "ad", + "p", + "an", + "c", + "the", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "k", + "occasional", + "elective", + "eye", + "North", + "specialized", + "ness", + "its", + "que", + "ings", + "open", + "own", + "able", + "various", + "ation", + "l", + "of", + "and", + "en", + "a", + "p", + "al", + "or", + "end", + "an", + "ers", + "le", + "ap", + "iz", + "able" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "S", + "en", + "l", + "or", + "que", + "ness", + "a", + "ers", + "an", + "own", + "O", + "y", + "T", + "k", + "C", + "ap", + "un", + "iz", + "able", + "able", + "ation", + "al", + "H", + "end", + "om", + "de", + "p", + "an", + "as", + "e" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "l", + "own", + "iz", + "an", + "ers", + "K", + "ness", + "un", + "able", + "k", + "que", + "ation", + "y", + "end", + "able", + "ap", + "or", + "h", + "t", + "humbled", + "as", + "aries" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "ers", + "l", + "a", + "own", + "iz", + "en", + "an", + "ness", + "K", + "k", + "un", + "y", + "able", + "end", + "able", + "an", + "ap", + "im", + "as", + "ank" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "ness", + "iz", + "ers", + "an", + "own", + "K", + "able", + "able", + "k", + "aries", + "ytter", + "ashi", + "irritating", + "en", + "anyi" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "ers", + "l", + "iz", + "la", + "ness", + "K", + "own", + "an", + "able", + "ytter", + "able", + "ally", + "aries", + "irritating", + "humbled" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "iz", + "ers", + "ness", + "ytter", + "searchQuery", + "newItem", + "K", + "both", + "regionally", + "humbled" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "an", + "iz", + "both", + "ers", + "la", + "its", + "numerosas", + "the", + "regionally", + "penjualan", + "numerosos", + "enticing", + "lapisan", + "corrigir" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "an", + "both", + "the", + "various", + "its", + "sowohl", + "grupy", + "phenylsulfanyl", + "varying", + "ElevatedButton", + "ous", + "overtook", + "numerosas", + "spurred", + "amassed" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "an", + "de", + "either", + "or", + "its", + "le", + "high", + "the", + "both", + "it", + "d", + "sub", + "top", + "ed", + "such", + "like", + "du", + "mid", + "pre", + "rival", + "sc", + "par", + "specific", + "non", + "relatively", + "sur", + "z", + "under" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "C", + "an", + "e", + "would", + "ly", + "that", + "and", + "p", + "after", + "its", + "and", + "after", + "would", + "his", + "er", + "taobao", + "wouldn", + "t", + "which", + "y", + "their", + "like", + "despite", + "to", + "c", + "KHTML", + "without", + "on" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "a", + "an", + "un", + "p", + "e", + "t", + "v", + "y", + "er", + "T", + "get", + "c", + "s", + "that", + "n", + "after", + "and", + "would", + "and", + "to", + "on", + "which", + "with", + "l", + "ed", + "in", + "after", + "d", + "its" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "l", + "a", + "an", + "t", + "un", + "T", + "s", + "p", + "y", + "v", + "and", + "er", + "al", + "to", + "ed", + "on", + "n", + "c", + "d", + "ic", + "k", + "such", + "e", + "and", + "after", + "that", + "l", + "ly" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "l", + "an", + "a", + "and", + "y", + "er", + "ed", + "such", + "al", + "un", + "after", + "characteristics", + "t", + "described", + "ic", + "which", + "T", + "that", + "hbox", + "that", + "the", + "KHTML", + "these", + "what", + "but", + "would", + "characterized", + "should" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "T", + "characteristics", + "an", + "such", + "and", + "described", + "its", + "These", + "Characteristics", + "these", + "either", + "characterized", + "able", + "characteristic", + "These", + "Moreover", + "Characteristics", + "Moreover", + "predominantly", + "l" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "T", + "ed", + "y", + "a", + "al", + "youtu", + "an", + "un", + "exhibiting", + "characteristics", + "either", + "D", + "taobao", + "ous", + "its", + "features", + "descripcion", + "typu", + "t", + "ated", + "nytimes", + "doesn", + "these" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "T", + "al", + "ed", + "y", + "B", + "t", + "D", + "on", + "un", + "get", + "descripcion", + "p", + "some", + "o", + "taobao", + "exhibiting", + "at", + "own", + "features", + "v", + "n", + "d", + "an", + "all", + "characteristics", + "an" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "ed", + "B", + "own", + "al", + "t", + "at", + "y", + "on", + "T", + "p", + "get", + "an", + "c", + "D", + "all", + "b", + "deviceId", + "v", + "etkisi" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "C", + "l", + "B", + "KHTML", + "deviceId", + "needle", + "at", + "on", + "eurs", + "internal", + "twinning", + "twin", + "needle", + "all", + "om", + "hline", + "riers", + "alcoholic", + "dword", + "applicant", + "ats", + "iterator", + "sai", + "t", + "ed", + "needles", + "som", + "ilio" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "internal", + "internally", + "intern", + "Intern", + "Intern", + "Internal", + "INTERNAL", + "interna", + "interni", + "interno", + "Internal", + "intern", + "internal", + "interne", + "l", + "interno", + "internas", + "INTERNAL", + "internals", + "plate" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "intern", + "internally", + "Intern", + "interna", + "Intern", + "internal", + "intern", + "INTERNAL", + "internos", + "interni", + "interne", + "interno", + "Internal", + "internas", + "internal", + "internes", + "Internal", + "INTERNAL", + "interno", + "internals", + "Extern", + "internalType" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "tw", + "tw", + "Tw", + "Tw", + "P", + "Intern", + "internally", + "intern", + "Intern", + "Twin", + "TW", + "twe", + "TW", + "Twins", + "twinning", + "twins", + "Twin", + "C", + "internal", + "Internal", + "Twig", + "Extern", + "Twins", + "twinkling", + "extern", + "Extern", + "la" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Intern", + "internally", + "Sohn", + "vacancies", + "mesma", + "desenvolvimento", + "However", + "examples", + "Intern", + "tw", + "ved", + "Yesus", + "levance", + "Antarctica", + "vacancy", + "Voltage", + "electrodes", + "It", + "platte", + "motherboard", + "plates", + "ascimento", + "esquerda", + "smartphone", + "Therefore" + ] + } + ], + "logit_surprising": [ + { + "concept": "uma", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "during", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "An", + "output_checked": true + }, + { + "concept": "either", + "score": 3.0, + "best_rank": 1, + "best_depth": 64.4, + "near_token": "is", + "output_checked": true + }, + { + "concept": "samples", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "martens", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "phase", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "deformation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "during", + "output_checked": true + }, + { + "concept": "phases", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "INFRINGEMENT", + "score": 1.0, + "best_rank": 3, + "best_depth": 40.7, + "near_token": "like", + "output_checked": true + }, + { + "concept": "austenite", + "score": 1.0, + "best_rank": 3, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "stresses", + "score": 1.0, + "best_rank": 4, + "best_depth": 88.1, + "near_token": "internally", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-05__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-05__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-05__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-05__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Motion of linear lattice imperfections 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Plastic flow begins when a linear lattice imperfection travels across a close-packed plane and leaves a permanent surface step.", + "prompt_tail": "Plastic flow begins when a linear lattice imperfection travels across a close-packed plane and leaves a permanent surface step.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 22 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-line-defect-motion-01", + "carrier_id": null, + "target_family": "line-defect-motion", + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "C", + "generated_token_ids": [ + 236780 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 263, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 110 + }, + { + "label": "glide", + "best_rank": 278, + "best_depth": 76.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 148 + }, + { + "label": "slip", + "best_rank": 143, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 134 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "styling", + "even", + "apr", + "got", + "ListItemIcon", + "mesma", + "Hair", + "Charm" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "GSM", + "apr", + "styling", + "S", + "s", + "H", + "mesma", + "mkdir", + "asus", + "Weise", + "Insert", + "styles", + "Edge", + "cir", + "conde", + "Enter", + "a", + "mixer", + "as", + "dit", + "ipo" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "Weise", + "S", + "Edge", + "apr", + "Edge", + "ashe", + "cfr", + "jenis", + "styling", + "Pek", + "styling", + "Insert", + "EDGE", + "Sus" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "S", + "Weise", + "s", + "apr", + "Edge", + "cfr", + "Hits", + "Pek", + "Edge", + "Insert", + "joen", + "ashe", + "sus", + "insert", + "styling", + "second", + "arlos" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "Cuy", + "la", + "cens", + "ciri", + "Pending", + "pis", + "Cens", + "Eddie", + "artis", + "Pyr", + "ait", + "S", + "uts", + "watering", + "Duplicate", + "Cus", + "phis", + "dui", + "Pend", + "cura", + "atro", + "Ashley" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "handleError", + "psi", + "Estelle", + "empe", + "Sorg", + "softmax", + "prolet", + "conveniently", + "spacing", + "ngModel", + "STI", + "DIN", + "unches", + "acidified", + "issy", + "ukun", + "knn", + "pct", + "Accenture", + "affine", + "postgres", + "HTTPS" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "ngModel", + "Sorg", + "handleError", + "s", + "yscale", + "Estelle", + "ukun", + "empe", + "psi", + "AGS", + "serialization", + "itorial", + "RHS", + "addData", + "unches", + "cyn", + "agge", + "aportan", + "acidified", + "osynthesis", + "iorum", + "adrenaline", + "HTTPS" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "Stark", + "hci", + "ciri", + "ucker", + "Ronald", + "usia", + "cheats", + "Arjuna", + "LOGGER", + "fft", + "Pyr", + "ngthening", + "ciation", + "Guangdong", + "ietta", + "estab" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "Guangdong", + "Hawke", + "hci", + "LOGGER", + "pict", + "CCP", + "CGPoint", + "usia", + "OOP", + "dui", + "Pyr", + "CCS", + "StringBuilder", + "fft" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "usus", + "StringBuilder", + "Outlet", + "OOP", + "ralent", + "Gruntfile", + "Flags", + "ibaldi", + "rmt", + "OFFICE", + "Halloween", + "Volkswagen", + "GTG", + "even", + "ChatGPT", + "organismos", + "postings" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "ing", + "BYTE", + "StringBuilder", + "Everywhere", + "RV", + "Princeton", + "UPI", + "ophile", + "Jahr", + "ChatGPT", + "Solidity", + "ogly", + "Thar", + "eram", + "onload", + "Guangdong", + "Bowser", + "iPad", + "Namibia" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "la", + "a", + "que", + "C", + "L", + "om", + "H", + "ie", + "o", + "ing", + "os", + "T", + "enorm", + "out", + "usted", + "thuis", + "CPF", + "owi", + "as", + "Mud", + "usus", + "byte", + "tuttavia", + "iz" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "que", + "L", + "H", + "ie", + "T", + "an", + "ing", + "om", + "out", + "enorm", + "and", + "de", + "los", + "poco", + "tuttavia", + "s", + "owi", + "indeed", + "for", + "os", + "Mud", + "osal", + "ise", + "inoltre" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "an", + "l", + "tuttavia", + "ie", + "cuya", + "entimes", + "poco", + "roth", + "indeed", + "especially", + "consente", + "om", + "inoltre", + "outez", + "gehend" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "que", + "l", + "ing", + "an", + "indeed", + "ers", + "s", + "ie", + "roth", + "rec", + "un", + "ization", + "es", + "poco", + "re", + "local", + "oum", + "ings", + "rok", + "ossi" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "l", + "que", + "ization", + "indeed", + "an", + "ly", + "ers", + "ing", + "izations", + "isy", + "icosia", + "ed", + "shaken", + "rec", + "antly", + "ilization", + "of", + "certainly", + "individual", + "wright", + "ilation", + "document" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "indeed", + "ly", + "ization", + "an", + "such", + "icosia", + "rec", + "Explanation", + "conclusion", + "menjelaskan", + "isy", + "the", + "demikian" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "a", + "de", + "hence", + "consequently", + "dadurch", + "resulting", + "thereby", + "thus", + "deshalb", + "l", + "result", + "indeed", + "Hence", + "final", + "cuando", + "Consequently", + "daraus", + "rec", + "consequent", + "Consequently" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "l", + "T", + "hence", + "ly", + "a", + "consequently", + "Corresponding", + "thereby", + "S", + "berakhir", + "resulting", + "indeed", + "consequent", + "resulting", + "result", + "Explanation", + "result", + "RESULT", + "correspondingly", + "conclusion", + "rceil", + "sehingga" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "T", + "ly", + "C", + "a", + "indeed", + "hence", + "tanto", + "surface", + "thereby", + "Corresponding", + "either", + "Surface", + "sehingga", + "Indeed", + "surface", + "consequently", + "berakhir", + "Temporary", + "exper", + "Thread", + "result", + "Indeed" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "la", + "l", + "C", + "Steps", + "steps", + "Steps", + "surface", + "T", + "ly", + "Surface", + "stairs", + "surface", + "langkah", + "Step", + "step", + "step", + "Langkah", + "Surface", + "Shuffle", + "stair", + "S", + "on", + "steps", + "outcrop", + "tangga", + "stairs" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "Steps", + "Steps", + "steps", + "step", + "a", + "Step", + "stepped", + "langkah", + "step", + "T", + "s", + "Sources", + "surface", + "Step", + "screw", + "stairs", + "Source", + "stairs", + "steps", + "sources", + "Thread", + "treadmill", + "offset", + "tritt" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "steps", + "Steps", + "Step", + "la", + "step", + "Steps", + "step", + "steps", + "Step", + "stepped", + "Emer", + "langkah", + "emer", + "surface", + "S", + "emerged", + "estep", + "Surface", + "emergence", + "Stephens", + "STEP", + "stepping", + "emerge", + "emerges", + "emerg", + "STEP", + "pasos", + "surface" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "surface", + "step", + "Surface", + "Step", + "steps", + "step", + "Step", + "surface", + "Surface", + "slip", + "Steps", + "stepped", + "Steps", + "Stephens", + "surfaces", + "emerg", + "estep", + "permukaan", + "surfaced", + "que", + "pasos", + "steps", + "surfacing", + "SURFACE", + "urface" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Surface", + "Surface", + "surface", + "Steps", + "slip", + "Step", + "Step", + "step", + "steps", + "Surf", + "Burg", + "Slip", + "surfaced", + "surfacing", + "emerg", + "Emer", + "slip", + "step", + "Steps", + "Bur", + "emergent", + "SUR", + "Emer", + "emerge", + "surface", + "Emerging", + "estep" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "C", + "Specifically", + "etc", + "rightarrow", + "etc", + "surface", + "Bayern", + "leave", + "Permanent", + "closing", + "Which", + "lym", + "Step", + "permanent", + "Regardless", + "YG", + "cdots", + "Namely", + "Integra", + "Now", + "Conversely" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 64252, + 127838, + 131002, + 121000, + 237689, + 243005, + 212584, + 216257, + 212458, + 177519, + 175243, + 198315, + 219292, + 210818, + 197738, + 141487, + 187389, + 160895, + 5192, + 1945, + 12314, + 264, + 10457, + 7728, + 11744, + 649 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 126781, + 183539, + 238452, + 231847, + 176341, + 46224, + 25071, + 160059, + 134538, + 82367, + 92481, + 53757, + 46380, + 61992, + 33242, + 10843, + 16114, + 35271, + 2721, + 279, + 1023, + 2612, + 12037, + 2820, + 571, + 4235 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 159280, + 75644, + 101498, + 125252, + 36662, + 24575, + 44049, + 7614, + 7412, + 13431, + 34999, + 70862, + 62078, + 53285, + 54193, + 58502, + 92307, + 43878, + 5831, + 3972, + 2883, + 2443, + 144, + 13, + 4, + 190 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 131121, + 144698, + 224466, + 180672, + 179942, + 218867, + 225831, + 203114, + 7048, + 1673, + 21649, + 111, + 873 + ] + }, + { + "label": "glide", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 48212, + 60274, + 24703, + 19662, + 6820, + 8727, + 6369, + 17663, + 573, + 149, + 412, + 359, + 10801 + ] + }, + { + "label": "slip", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 57965, + 24228, + 12397, + 36229, + 19203, + 33638, + 29219, + 28247, + 224, + 135, + 146, + 144, + 244 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "either", + "score": 2.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 1.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "traveling", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "direction", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "behind", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "steps", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 2, + "best_depth": 52.5, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "packing", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "close", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "la", + "ani", + "p", + "Them", + "ry", + "que", + "man", + "ner", + "even", + "ness", + "ap", + "ers", + "de", + "ly", + "le", + "er", + "am", + "im", + "aj", + "ann", + "se", + "ad", + "an", + "ar", + "ro", + "n" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ay", + "ation", + "A", + "I", + "S", + "im", + "ot", + "T", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "ers", + "an", + "est", + "al", + "ation", + "A", + "em", + "P", + "im", + "e", + "th", + "om", + "S", + "ad", + "ot", + "T", + "al", + "d", + "the", + "p", + "a", + "t", + "en", + "c", + "ic", + "ing", + "b", + "ou", + "of", + "ion", + "and", + "l" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "various", + "own", + "able", + "K", + "C", + "of", + "and", + "iz", + "le", + "end", + "or", + "ings", + "able", + "its", + "ness", + "ers", + "an", + "l", + "ation", + "en", + "a", + "other", + "que", + "t", + "d", + "out", + "his", + "e", + "al", + "ad", + "ap" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "able", + "able", + "ness", + "own", + "ers", + "an", + "de", + "or", + "l", + "a", + "le", + "ity", + "que", + "and", + "en", + "ally", + "t", + "ation", + "iz", + "e", + "d", + "s", + "k", + "eye", + "New", + "ings", + "out", + "ivity", + "its", + "i", + "of", + "end" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "own", + "l", + "a", + "en", + "able", + "able", + "an", + "iz", + "ers", + "k", + "ally", + "K", + "specialized", + "end", + "its", + "t", + "ed", + "or", + "many", + "le", + "various", + "ness", + "humbled", + "and", + "chst", + "out", + "North" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "a", + "l", + "own", + "able", + "en", + "k", + "ers", + "able", + "an", + "iz", + "ally", + "and", + "chst", + "dwar", + "North", + "its", + "ness" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "l", + "own", + "k", + "and", + "able", + "iz", + "T", + "an", + "le", + "dwar", + "chst", + "ytter" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "l", + "own", + "able", + "and", + "iz", + "T", + "k", + "chst", + "ytter", + "the", + "its", + "multi" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "and", + "uma", + "iz", + "own", + "able", + "multi", + "its", + "the", + "colocar" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "an", + "and", + "uma", + "the", + "multi", + "s", + "its", + "relatively", + "um", + "both", + "que", + "corrigir", + "unveiling", + "glamorous", + "approximately" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "the", + "ly", + "an", + "multi", + "relatively", + "legendary", + "s", + "le", + "or", + "mengakses", + "as", + "its", + "various" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "an", + "or", + "same", + "le", + "which", + "de", + "the", + "specific", + "by", + "high", + "even", + "d", + "local", + "so", + "sub", + "top", + "y", + "multi", + "its", + "of", + "du", + "like", + "similarly", + "pre", + "at", + "in" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "C", + "and", + "ly", + "e", + "on", + "y", + "T", + "an", + "and", + "er", + "al", + "by", + "p", + "v", + "ally", + "ed", + "of", + "t", + "to", + "n", + "c", + "by", + "in", + "which", + "un", + "get", + "hbox", + "z", + "able" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "a", + "and", + "e", + "T", + "y", + "an", + "s", + "v", + "on", + "p", + "un", + "t", + "ly", + "n", + "er", + "c", + "K", + "and", + "al", + "in", + "get", + "d", + "k", + "ed", + "z", + "f", + "a", + "to", + "as" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "a", + "C", + "and", + "an", + "y", + "s", + "t", + "T", + "v", + "un", + "on", + "p", + "it", + "ing", + "k", + "such", + "al", + "and", + "n", + "that", + "K", + "er", + "that", + "c", + "d", + "in", + "by", + "to", + "ly", + "e" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "l", + "C", + "and", + "y", + "a", + "an", + "such", + "un", + "that", + "v", + "ed", + "that", + "er", + "s", + "through", + "al", + "it", + "t", + "k", + "on", + "K", + "and", + "d", + "T", + "ly", + "e", + "which", + "est" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "and", + "an", + "a", + "l", + "resulting", + "such", + "T", + "results", + "P", + "single", + "result", + "y", + "thereby", + "When", + "Ultimately", + "visible", + "solchen", + "either", + "thus", + "solche", + "rezult" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "a", + "T", + "B", + "y", + "ed", + "t", + "D", + "an", + "n", + "v", + "p", + "al", + "and", + "out", + "ing", + "on", + "k", + "c", + "s", + "m", + "un", + "d", + "o", + "K", + "N", + "out", + "M", + "R", + "an" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "a", + "B", + "T", + "ed", + "y", + "t", + "and", + "p", + "D", + "own", + "n", + "v", + "an", + "m", + "ing", + "K", + "al", + "on", + "s", + "surface", + "d", + "an", + "P", + "c", + "up", + "e", + "get", + "out", + "b", + "eof" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "own", + "C", + "ed", + "a", + "steps", + "ing", + "y", + "steps", + "on", + "t", + "p", + "surface", + "B", + "s", + "v", + "and", + "step", + "n", + "step", + "m", + "T", + "al", + "Steps", + "get", + "Steps", + "D", + "an", + "nan", + "o", + "b", + "surface" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "C", + "l", + "ing", + "own", + "a", + "ed", + "steps", + "on", + "steps", + "and", + "step", + "Steps", + "step", + "Steps", + "t", + "y", + "at", + "m", + "nan", + "jog", + "T", + "Step", + "v", + "jogs", + "B", + "each", + "p", + "er", + "s", + "terrace", + "Step" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "steps", + "Steps", + "steps", + "Steps", + "step", + "step", + "Emer", + "Step", + "emergence", + "Step", + "emerg", + "emerged", + "emerges", + "C", + "emerge", + "emer", + "l", + "stepped", + "surface", + "emerging", + "langkah", + "stepping", + "emergent", + "Emer", + "estep" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "surface", + "step", + "Surface", + "Step", + "Step", + "step", + "surface", + "Surface", + "steps", + "steps", + "surfaced", + "C", + "Burg", + "slip", + "estep", + "SURFACE", + "emerge", + "Steps", + "Steps", + "permukaan", + "Emer", + "surfacing", + "urface", + "emerges" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "surface", + "Surface", + "Burg", + "slip", + "step", + "SUR", + "Surface", + "Step", + "Step", + "Surf", + "Emer", + "emerge", + "burg", + "Surf", + "surfaced", + "surface", + "steps", + "Burgers", + "surf", + "step", + "Burton", + "emergent", + "Burger", + "surfacing", + "C", + "emerg", + "Burger", + "SURFACE", + "Steps" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "C", + "Specifically", + "etc", + "rightarrow", + "etc", + "surface", + "Bayern", + "leave", + "Permanent", + "closing", + "Which", + "lym", + "Step", + "permanent", + "Regardless", + "YG", + "cdots", + "Namely", + "Integra", + "Now", + "Conversely" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 11.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "Plastic", + "output_checked": true + }, + { + "concept": "uma", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "when", + "output_checked": true + }, + { + "concept": "behind", + "score": 3.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "such", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "deformation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "steps", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-01__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-01__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-01__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-01__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Motion of linear lattice imperfections 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "During loading of a single crystal, etch-pit positions move along selected crystallographic planes and an irreversible offset accumulates.", + "prompt_tail": "During loading of a single crystal, etch-pit positions move along selected crystallographic planes and an irreversible offset accumulates.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-line-defect-motion-02", + "carrier_id": null, + "target_family": "line-defect-motion", + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 1929, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 91 + }, + { + "label": "glide", + "best_rank": 217, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 161 + }, + { + "label": "slip", + "best_rank": 322, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 285 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "even", + "got", + "mesma", + "Hair", + "Edge", + "iraj", + "Charm" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "s", + "S", + "GSM", + "styling", + "apr", + "styles", + "mkdir", + "Insert", + "mesma", + "asus", + "cir", + "Edge", + "mixer", + "dit", + "Enter", + "conde", + "Weise", + "Edge", + "as" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "Weise", + "mesma", + "Edge", + "Cuy", + "jenis", + "ashe", + "Edge", + "s", + "apr", + "styling", + "props", + "cfr", + "verg", + "arlos", + "Sus", + "styling", + "lerle" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "S", + "mesma", + "Weise", + "Edge", + "apr", + "styling", + "cfr", + "Pek", + "Edge", + "s", + "Hits", + "even", + "Insert", + "insert", + "second", + "styling", + "joen", + "as" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "Cuy", + "s", + "la", + "cens", + "pis", + "ciri", + "Pending", + "Cens", + "Pyr", + "S", + "ait", + "artis", + "Eddie", + "Duplicate", + "watering", + "phis", + "cura", + "Cus", + "Ashley", + "dikkat", + "uts", + "pinned", + "atro" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "handleError", + "psi", + "Estelle", + "prolet", + "Sorg", + "empe", + "ngModel", + "conveniently", + "spacing", + "softmax", + "issy", + "DIN", + "ukun", + "unches", + "knn", + "pct", + "affine", + "Accenture", + "STI", + "rins", + "cens", + "usia" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "handleError", + "ngModel", + "Estelle", + "psi", + "itorial", + "Sorg", + "ukun", + "empe", + "AGS", + "yscale", + "fat", + "serialization", + "osynthesis", + "unches", + "Appleton", + "addData", + "spacing", + "Accenture", + "Arjuna", + "acidified", + "aportan", + "ymi" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "hci", + "kts", + "Stark", + "ciri", + "cheats", + "ciation", + "Cullen", + "Arjuna", + "Pyr", + "icure", + "CCN", + "ngthening", + "watering", + "Ronald", + "usia", + "dui", + "CUDA", + "centerY", + "LOGGER" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "hci", + "usia", + "Guangdong", + "Pyr", + "LOGGER", + "OOP", + "Guad", + "dui", + "CCP", + "uzi", + "juxtap", + "phony", + "cheats", + "DUI" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "retval", + "CGPoint", + "rmt", + "usus", + "StringBuilder", + "retval", + "Gruntfile", + "OOP", + "ralent", + "postings", + "slimmer", + "Pyr", + "FileSystem", + "PPI", + "ForEach", + "Grim", + "antage" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "Biden", + "StringBuilder", + "CGPoint", + "Princeton", + "ChatGPT", + "diaper", + "gazebo", + "Dragon", + "pwm", + "ophile", + "POV", + "Namibia", + "Brock", + "eram", + "RV", + "Everywhere", + "Guangdong" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "tuttavia", + "a", + "PWD", + "os", + "kebanyakan", + "usus", + "Elsewhere", + "istiwa", + "om", + "que", + "Maui", + "Mud", + "owi", + "o", + "stellt", + "byte" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "L", + "que", + "T", + "and", + "H", + "tuttavia", + "C", + "ie", + "l", + "BNB", + "om", + "stellt", + "particularly", + "CHAPTER", + "owi", + "osal", + "out", + "inoltre", + "os", + "Mud", + "kebanyakan", + "especially" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "la", + "l", + "que", + "ing", + "an", + "tuttavia", + "entimes", + "person", + "os", + "cuya", + "ie", + "poco", + "s", + "retr", + "DUI", + "emente", + "par", + "le", + "om", + "gehend", + "mals", + "un" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "l", + "que", + "ing", + "an", + "person", + "le", + "un", + "s", + "re", + "par", + "os", + "ez", + "ers", + "ie", + "ings", + "es", + "red", + "progres", + "retr", + "poco", + "rej", + "ized", + "es", + "esha", + "it" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "l", + "que", + "an", + "up", + "le", + "ized", + "es", + "ization", + "un", + "ers", + "re", + "ly", + "person", + "vertical", + "s", + "the", + "ities", + "icosia", + "it", + "of", + "reset", + "isy", + "either", + "istics", + "ings", + "typescript", + "rej" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "que", + "l", + "an", + "re", + "up", + "the", + "le", + "these", + "un", + "which", + "individual", + "rej", + "it", + "ly", + "extra", + "icosia", + "we", + "cons", + "indeed", + "es", + "however", + "es", + "person" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "l", + "a", + "C", + "This", + "hence", + "consequently", + "indeed", + "this", + "This" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "L", + "C", + "la", + "This", + "indeed", + "T", + "Dislocations", + "This", + "inplace", + "displacement", + "ispens", + "Shift", + "Displacement", + "displacements", + "Indeed", + "Slide" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "la", + "C", + "L", + "indeed", + "either", + "This", + "a", + "inplace", + "T", + "movement", + "ispens", + "This", + "displacement", + "Shift", + "Indeed", + "displacements", + "Movement", + "shift", + "Movement", + "desloc", + "Experiments", + "shifts", + "mysteriously", + "Displacement", + "baada" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "L", + "la", + "indeed", + "ly", + "Indeed", + "Steps", + "This", + "lide", + "This", + "T", + "and", + "Dislocations", + "baada", + "Langkah", + "after", + "afterwards", + "Schritte", + "Offsets", + "langkah", + "permanent", + "Slide", + "Cov", + "tiden" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "la", + "C", + "Shift", + "and", + "This", + "displaced", + "shifts", + "offset", + "shift", + "shift", + "Dislocations", + "displacement", + "shifted", + "displacement", + "Shifts", + "displacements", + "indeed", + "Displacement", + "Shift", + "a", + "This", + "this" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "displaced", + "la", + "displacement", + "offset", + "displacement", + "offset", + "Dislocations", + "Displacement", + "paralel", + "Shift", + "Offset", + "displacements", + "C", + "shift", + "Loop", + "loop", + "displ", + "shift", + "spost", + "atom", + "Electrical", + "sej", + "desplazamiento", + "tmp", + "xsi", + "lund" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Ir", + "Ir", + "irre", + "l", + "ir", + "la", + "irre", + "irreversible", + "que", + "offset", + "displacement", + "irrevers", + "iridium", + "displaced", + "displacement", + "shift", + "Displacement", + "slip", + "offset", + "lattice", + "shift", + "Irving", + "memory", + "IR", + "displacements", + "irreducible", + "desplazamiento", + "desplaz" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "l", + "Ir", + "Ir", + "dr", + "Irving", + "Dr", + "irre", + "Dr", + "irreversible", + "dr", + "offset", + "irre", + "displacement", + "Shifts", + "Remembering", + "shift", + "irrevers", + "ir", + "slip", + "Irvine", + "Displacement", + "Drilling", + "drifted", + "irradiance", + "veine", + "offset", + "displacement" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "This", + "Therefore", + "an", + "An", + "Here", + "These", + "During", + "After", + "Unexpected", + "akhir", + "Thereafter", + "Additionally", + "Instead", + "It", + "Specifically", + "Let", + "A", + "In", + "Since", + "Thus", + "Rather", + "a", + "Not", + "Dis", + "feelings", + "When", + "Result" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 69767, + 141948, + 159381, + 123221, + 242079, + 246198, + 218713, + 230582, + 226824, + 183638, + 215083, + 246430, + 251335, + 225577, + 185608, + 100881, + 101719, + 121945, + 2151, + 3627, + 6192, + 1930, + 9921, + 3133, + 13252, + 37970 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 128334, + 163319, + 246866, + 234527, + 181838, + 51984, + 33281, + 152712, + 155978, + 94074, + 66167, + 39137, + 59496, + 72256, + 26428, + 5678, + 10485, + 20307, + 1319, + 488, + 358, + 218, + 258, + 47, + 71, + 351 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 156779, + 75850, + 89789, + 133614, + 42752, + 25646, + 39141, + 5478, + 6056, + 6897, + 11803, + 10091, + 16039, + 58163, + 26631, + 53688, + 74728, + 35431, + 4875, + 3864, + 11228, + 5592, + 323, + 18, + 22, + 8551 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 179727, + 185853, + 205090, + 151626, + 131466, + 177920, + 169724, + 69869, + 758, + 2185, + 10632, + 3498, + 92 + ] + }, + { + "label": "glide", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 48295, + 54142, + 15861, + 25866, + 14969, + 21850, + 37383, + 22466, + 431, + 162, + 363, + 580, + 167 + ] + }, + { + "label": "slip", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 55122, + 50403, + 15184, + 70738, + 28942, + 61172, + 87057, + 33775, + 399, + 286, + 681, + 441, + 428 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "direction", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "displaced", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "reverse", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "pit", + "output_checked": true + }, + { + "concept": "directions", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "planes", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "que", + "ani", + "de", + "er", + "emma", + "ele", + "even", + "ers", + "ap", + "al", + "am", + "v", + "ano", + "aj", + "im", + "ation", + "le", + "era", + "man", + "iness", + "as", + "es", + "n", + "alk", + "ah", + "ry", + "ier", + "err" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "C", + "I", + "T", + "A", + "im", + "e", + "S", + "ot", + "to", + "of", + "as", + "in", + "l", + "and", + "th", + "om", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "em", + "be", + "I", + "ation", + "ot", + "S", + "T", + "A", + "th", + "l", + "of", + "and", + "e", + "om", + "im", + "ad", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "able", + "kind", + "open", + "power", + "New", + "ness", + "own", + "world", + "ings", + "que", + "able", + "out", + "its", + "other", + "self", + "les", + "l", + "and", + "d", + "of", + "a", + "t", + "en", + "s", + "ers", + "an", + "e", + "ation", + "or", + "end", + "le", + "iz" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "T", + "que", + "own", + "en", + "l", + "de", + "an", + "or", + "a", + "le", + "able", + "H", + "k", + "s", + "ers", + "e", + "end", + "ation", + "of", + "and", + "t", + "K", + "able", + "elective", + "either", + "ings", + "its", + "p", + "iz", + "d", + "im" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "own", + "a", + "en", + "l", + "an", + "K", + "k", + "que", + "ers", + "able", + "end", + "specialized", + "able", + "various", + "ation", + "im", + "iz", + "t", + "North", + "its", + "un", + "humbled", + "le", + "under", + "many", + "e", + "ed", + "as" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "an", + "a", + "en", + "l", + "own", + "ers", + "k", + "T", + "iz", + "im", + "end", + "K", + "chst", + "specialized", + "able", + "e", + "as", + "que", + "t", + "various", + "North", + "mere" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "la", + "own", + "k", + "que", + "iz", + "T", + "s", + "an", + "en", + "ers", + "and", + "chst", + "t", + "or", + "le", + "as", + "sa", + "par", + "st", + "im", + "un", + "per" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "la", + "own", + "k", + "iz", + "T", + "and", + "s", + "ers", + "H", + "an", + "chst", + "t", + "en", + "un", + "unveiling", + "par", + "ERING" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "la", + "iz", + "k", + "and", + "s", + "own", + "uma", + "chst", + "T", + "or", + "an", + "ers", + "par", + "t" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "la", + "s", + "an", + "and", + "iz", + "uma", + "k", + "of", + "le", + "t", + "par", + "or", + "um", + "p", + "d", + "f", + "as", + "un", + "multi", + "en", + "r" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "la", + "an", + "uma", + "s", + "le", + "or", + "by", + "H", + "f", + "d", + "as", + "p", + "iz", + "t", + "famed", + "un", + "um", + "legendary", + "P", + "R", + "r", + "par", + "high" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "an", + "de", + "by", + "of", + "d", + "even", + "or", + "y", + "at", + "le", + "its", + "so", + "and", + "specific", + "from", + "which", + "high", + "du", + "some", + "on", + "such", + "in", + "as", + "re", + "more", + "like", + "local", + "sub", + "multi", + "st" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "and", + "ly", + "an", + "on", + "C", + "e", + "y", + "and", + "H", + "during", + "to", + "by", + "their", + "hbox", + "ally", + "various", + "during", + "by", + "taobao", + "emples", + "like", + "would", + "that", + "through", + "jsonwebtoken", + "KHTML" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "a", + "C", + "y", + "ly", + "an", + "e", + "s", + "and", + "on", + "un", + "v", + "to", + "p", + "t", + "n", + "T", + "during", + "and", + "get", + "H", + "k", + "it", + "in", + "z", + "their", + "during", + "c", + "through", + "by", + "they" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "C", + "and", + "an", + "y", + "v", + "t", + "T", + "un", + "such", + "s", + "p", + "on", + "k", + "n", + "seemingly", + "it", + "to", + "apparently", + "e", + "their", + "and", + "been", + "d", + "some", + "l", + "ly", + "f", + "K", + "c" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "and", + "C", + "a", + "an", + "such", + "y", + "which", + "these", + "that", + "during", + "v", + "These", + "what", + "resulting", + "seemingly", + "During", + "during", + "T", + "which", + "un", + "These", + "their", + "it" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "an", + "and", + "such", + "C", + "either", + "a", + "these", + "Such", + "after", + "which", + "During", + "These", + "Subsequently", + "These", + "resulting", + "Such", + "solchen", + "This" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "a", + "an", + "T", + "B", + "and", + "un", + "t", + "al", + "v", + "D", + "p", + "y", + "c", + "K", + "s", + "after", + "n", + "either", + "on", + "d", + "This", + "m", + "o", + "get", + "which", + "this", + "at", + "k" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "B", + "a", + "T", + "an", + "and", + "D", + "y", + "p", + "t", + "v", + "after", + "on", + "s", + "un", + "al", + "n", + "get", + "m", + "K", + "this", + "e", + "d", + "c", + "to", + "either", + "This", + "seemingly", + "b", + "o" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "B", + "ed", + "an", + "a", + "s", + "p", + "y", + "and", + "t", + "T", + "after", + "own", + "D", + "v", + "get", + "m", + "n", + "ing", + "on", + "al", + "b", + "c", + "e", + "this", + "at", + "h", + "d", + "by", + "seemingly" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "C", + "B", + "a", + "an", + "and", + "s", + "y", + "v", + "ed", + "al", + "ing", + "t", + "o", + "offset", + "h", + "i", + "after", + "ly", + "n", + "on", + "of", + "displacement", + "ot", + "displaced", + "OFFSET", + "b", + "shift" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "B", + "displaced", + "offset", + "displacement", + "displacement", + "l", + "offset", + "Displacement", + "offsets", + "desplazamiento", + "OFFSET", + "Offset", + "displ", + "looped", + "C", + "Offset", + "displacements", + "rical", + "DIS", + "offsetX", + "desplaz", + "translation", + "parallel", + "copy", + "offsetting", + "Copy", + "memory", + "Loop", + "and" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Ir", + "B", + "Ir", + "irre", + "irre", + "L", + "irreversible", + "irrevers", + "iridium", + "displaced", + "displacement", + "IR", + "ir", + "Irwin", + "displacement", + "Lateral", + "Irving", + "desplazamiento", + "lateral", + "Irina", + "Lateral", + "offset", + "Displacement", + "laterally", + "IRC", + "paralle", + "Lat", + "Offset", + "offset" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "L", + "B", + "Ir", + "Ir", + "Dr", + "l", + "Dr", + "dr", + "offset", + "an", + "irreversible", + "irre", + "lr", + "Offset", + "Offset", + "ir", + "SDL", + "Remembering", + "veine", + "irre", + "slip", + "adr", + "offset", + "slips", + "sideways", + "displaced" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "This", + "Therefore", + "an", + "An", + "Here", + "These", + "During", + "After", + "Unexpected", + "akhir", + "Thereafter", + "Additionally", + "Instead", + "It", + "Specifically", + "Let", + "A", + "In", + "Since", + "Thus", + "Rather", + "a", + "Not", + "Dis", + "feelings", + "When", + "Result" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 7.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "uma", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "During", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "etched", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "directions", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "according", + "score": 1.0, + "best_rank": 2, + "best_depth": 67.8, + "near_token": "planes", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-02__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-02__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-02__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-02__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Motion of linear lattice imperfections 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A one-dimensional defect sweeps through the crystal in the direction of its mismatch vector, displacing the material on opposite sides of its plane.", + "prompt_tail": "A one-dimensional defect sweeps through the crystal in the direction of its mismatch vector, displacing the material on opposite sides of its plane.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-line-defect-motion-03", + "carrier_id": null, + "target_family": "line-defect-motion", + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 90, + "best_depth": 72.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 670 + }, + { + "label": "glide", + "best_rank": 88, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 50 + }, + { + "label": "slip", + "best_rank": 23, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 31 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "styling", + "apr", + "got", + "even", + "ListItemIcon", + "Hair", + "Charm" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "apr", + "mesma", + "styling", + "GSM", + "asus", + "styles", + "conde", + "Insert", + "as", + "Enter", + "cir", + "mkdir", + "mesmos", + "Weise", + "mixer", + "even" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "S", + "a", + "mesma", + "s", + "apr", + "Weise", + "Edge", + "as", + "arens", + "jenis", + "Edge", + "Sus", + "styling", + "asus", + "Insert", + "ashe", + "styling", + "EDGE", + "vering", + "sus", + "verg" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "S", + "Weise", + "Edge", + "s", + "apr", + "Edge", + "Hits", + "styling", + "cfr", + "Pek", + "second", + "insert", + "even", + "Insert", + "sus", + "EDGE", + "as", + "irl" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "cens", + "S", + "Pyr", + "Cens", + "ciri", + "empe", + "Pending", + "watering", + "Ashley", + "pis", + "restaur", + "Ronald", + "postgres", + "ait", + "ittle", + "phis", + "Eddie", + "kts", + "Ashken", + "insley", + "Cuy", + "Arjuna", + "DIN" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "psi", + "Estelle", + "empe", + "softmax", + "handleError", + "spacing", + "ngModel", + "pct", + "conveniently", + "STI", + "Sorg", + "issy", + "Rome", + "prolet", + "Accenture", + "postgres", + "agge", + "DIN", + "unches", + "affine", + "serialization", + "osynthesis", + "acidified", + "HTTPS", + "knn" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "ngModel", + "handleError", + "yscale", + "psi", + "Estelle", + "Sorg", + "unches", + "serialization", + "s", + "itorial", + "ukun", + "empe", + "AGS", + "ymi", + "cyn", + "RHS", + "agge", + "osynthesis", + "aportan", + "Huffington", + "acidified", + "ures" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "hci", + "empe", + "LOGGER", + "isah", + "xmlns", + "setValue", + "ukun", + "uzi", + "Rome", + "Stark", + "Ronald", + "Smiling", + "atro", + "icure", + "usia", + "Guangdong", + "hlas", + "Slowly", + "Pyr" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "CGPoint", + "slant", + "Guangdong", + "clopen", + "retval", + "GTG", + "rmt", + "sockfd", + "retval", + "hlas", + "fft", + "hci", + "filmmakers", + "StringBuilder", + "OFFICE", + "Firefox", + "Pyr", + "uga", + "Pyr", + "Outlet", + "OOP" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "H", + "Rather", + "retval", + "Flags", + "BYTE", + "CGPoint", + "usus", + "Flags", + "FileSystem", + "ChatGPT", + "erweise", + "ibaldi", + "Volkswagen", + "evi", + "StringBuilder", + "rmt", + "even", + "FileManager", + "organismos", + "Charg" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "ing", + "ForEach", + "UPI", + "RV", + "even", + "Thar", + "Jahr", + "ChatGPT", + "StringBuilder", + "Princeton", + "CGPoint", + "Laravel", + "Namibia", + "Biden", + "Rather", + "William", + "o", + "Gruntfile", + "os" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "que", + "la", + "L", + "H", + "an", + "variously", + "C", + "entimes", + "t", + "T", + "om", + "ing", + "Slate", + "o", + "Rather", + "out", + "izi", + "os", + "Mud", + "ie", + "usus", + "byte", + "tuttavia", + "i", + "as" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "que", + "H", + "an", + "L", + "T", + "ing", + "and", + "ie", + "t", + "out", + "variously", + "om", + "h", + "particularly", + "its", + "s", + "Mud", + "entimes", + "los", + "l", + "i", + "enorm", + "ways", + "man", + "also" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "la", + "que", + "l", + "an", + "ing", + "t", + "ers", + "eurs", + "le", + "entimes", + "un", + "variously", + "izing", + "los", + "s", + "h", + "its", + "ways", + "s", + "re", + "ized", + "izi", + "much", + "ed", + "rec" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "que", + "l", + "an", + "ing", + "le", + "ers", + "ization", + "un", + "ized", + "t", + "ed", + "s", + "izing", + "izations", + "re", + "s", + "eurs", + "rec", + "uns", + "at", + "h", + "the", + "es", + "its", + "cu", + "eo", + "ings" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "l", + "que", + "an", + "ization", + "ized", + "le", + "izing", + "izations", + "ing", + "ed", + "its", + "re", + "ers", + "uns", + "of", + "un", + "the", + "hwa", + "rest", + "isy", + "rec", + "up", + "vertical", + "versus", + "at", + "differently", + "ly" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "l", + "que", + "an", + "ization", + "ized", + "le", + "izations", + "izing", + "re", + "its", + "un", + "ers", + "the", + "rec", + "es", + "rest", + "isy", + "of", + "hwa", + "ly", + "es", + "two", + "s", + "border", + "uns" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "a", + "l", + "an", + "izations", + "its", + "consequently", + "re", + "dadurch", + "le", + "rec", + "ization", + "de", + "Consequently", + "either", + "d", + "Hence", + "thereby", + "un", + "s", + "ly", + "hence" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "la", + "either", + "a", + "ly", + "L", + "displacements", + "side", + "correspondingly", + "despl", + "izations", + "displaced", + "e", + "consequently", + "Displacement", + "isee", + "indeed", + "displacement", + "shifted", + "Dislocations", + "impacted" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "either", + "a", + "e", + "ly", + "displaced", + "despl", + "displacements", + "indeed", + "shifted", + "displacement", + "inplace", + "Displacement", + "moved", + "shift", + "displacing", + "side", + "le", + "move", + "Shift", + "displacement", + "Generations", + "differentially", + "spost", + "Shift" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "la", + "ly", + "a", + "either", + "e", + "de", + "and", + "side", + "shear", + "s", + "le", + "T", + "permanent", + "displacements", + "Shuffle", + "dc", + "C", + "indeed", + "en", + "lik", + "cut", + "side", + "as", + "dc", + "Shear", + "sliding", + "lide" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "la", + "de", + "a", + "e", + "ly", + "and", + "s", + "displaced", + "shear", + "le", + "displacement", + "shift", + "set", + "step", + "shifted", + "part", + "shift", + "shifts", + "displacements", + "re", + "dc", + "reg", + "shifting", + "over", + "one", + "step", + "displacing", + "Step", + "shears", + "spac" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "l", + "step", + "shear", + "Step", + "Step", + "step", + "relative", + "half", + "relativa", + "stepped", + "relative", + "sliding", + "semi", + "estep", + "STEP", + "Shear", + "de", + "half", + "permanent", + "slip", + "shear", + "STEP", + "shift", + "relativo", + "shearing", + "stepwise" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "l", + "step", + "slip", + "Step", + "step", + "displacement", + "Step", + "a", + "displaced", + "material", + "half", + "H", + "displacement", + "relative", + "relative", + "Displacement", + "shear", + "Slip", + "stepped", + "material", + "shift", + "semi", + "slipped", + "sliding", + "estep", + "Slip", + "displace", + "slip" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "l", + "Step", + "semi", + "step", + "shear", + "Semi", + "Step", + "Half", + "ri", + "Steps", + "semi", + "Semi", + "sem", + "step", + "steps", + "stepped", + "half", + "Steps", + "estep", + "RI", + "Sem", + "riff", + "material", + "relative", + "relative", + "slip", + "halves" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Therefore", + "set", + "However", + "rest", + "Conversely", + "Rest", + "Consequently", + "consequently", + "Oleh", + "e", + "rest", + "com", + "shifted", + "Along", + "preferentially", + "overall", + "exclu", + "shift", + "Its", + "Unless", + "deodorant", + "target" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 63440, + 104531, + 148967, + 124075, + 242463, + 244365, + 206843, + 216610, + 169136, + 139813, + 90271, + 145986, + 148668, + 138584, + 93578, + 28385, + 27864, + 12883, + 91, + 285, + 1856, + 15310, + 16803, + 2498, + 23584, + 326 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 125533, + 190690, + 215266, + 223274, + 136264, + 43343, + 20993, + 105616, + 83647, + 59303, + 72995, + 49310, + 22810, + 32815, + 15925, + 8702, + 14634, + 20758, + 13161, + 2691, + 198, + 291, + 89, + 95, + 245, + 3351 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 157245, + 76543, + 97953, + 129513, + 37293, + 22763, + 36211, + 8435, + 5975, + 8218, + 13502, + 10824, + 28600, + 44438, + 27787, + 33329, + 41536, + 21372, + 10507, + 6241, + 121, + 126, + 24, + 4, + 31, + 4545 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 66068, + 97232, + 120116, + 101067, + 99574, + 123458, + 63441, + 9002, + 671, + 1728, + 34826, + 96904, + 43753 + ] + }, + { + "label": "glide", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 40830, + 51756, + 6514, + 6820, + 5148, + 11205, + 18042, + 79941, + 3459, + 507, + 85, + 73, + 51 + ] + }, + { + "label": "slip", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 73169, + 98401, + 31226, + 62018, + 29008, + 34252, + 39193, + 11524, + 436, + 220, + 57, + 50, + 32 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 5.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "through", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "one", + "output_checked": true + }, + { + "concept": "own", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "Ainsi", + "score": 1.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "lattice", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "dimensionality", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "displace", + "score": 1.0, + "best_rank": 3, + "best_depth": 88.1, + "near_token": "displacing", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "lovepoetry", + "p", + "s", + "sadquotes", + "vanlig", + "ters", + "ner", + "que", + "ers", + "ap", + "al", + "er", + "le", + "de", + "lah", + "ani", + "ting", + "ile", + "es", + "pl", + "am", + "im" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "I", + "A", + "ot", + "T", + "im", + "e", + "ad", + "S", + "to", + "of", + "as", + "in", + "l", + "and", + "th", + "om", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "P", + "em", + "ation", + "be", + "T", + "ot", + "A", + "I", + "om", + "th", + "and", + "l", + "im", + "e", + "ad", + "S", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "of" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "personal", + "various", + "able", + "either", + "open", + "world", + "power", + "kind", + "self", + "ally", + "other", + "its", + "ness", + "les", + "New", + "own", + "ers", + "an", + "l", + "ation", + "en", + "a", + "of", + "and", + "iz", + "le", + "end", + "or", + "out", + "able", + "que", + "ings" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "S", + "T", + "own", + "l", + "an", + "a", + "en", + "H", + "iz", + "ity", + "or", + "able", + "able", + "end", + "various", + "un", + "ed", + "le", + "que", + "AVAILABLE", + "its", + "ers", + "ally", + "sake", + "izing", + "ivity", + "irritating", + "ness", + "ings" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "own", + "en", + "l", + "a", + "an", + "ed", + "able", + "able", + "iz", + "end", + "various", + "un", + "specialized", + "ers", + "its", + "many", + "le", + "ation", + "ally", + "ized", + "K", + "North", + "mellan", + "humbled", + "ational", + "H" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "iz", + "end", + "able", + "an", + "able", + "ed", + "various", + "mellan", + "izing", + "dwar", + "le", + "North", + "many", + "its", + "specialized", + "ion" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "iz", + "Predicting", + "irritating", + "le", + "out", + "izing", + "hem", + "underm", + "dwar" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "iz", + "irritating", + "searchQuery", + "corrigir", + "its", + "Poultry", + "dwar" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "iz", + "uma", + "searchQuery", + "Poultry", + "Predicting", + "expliquer", + "irritating", + "corrigir" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "uma", + "its", + "corrigir", + "Poultry", + "many", + "Predicting", + "newItem" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "its", + "uma", + "olarak", + "tabela", + "comunicarse" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "an", + "either", + "its", + "it", + "or", + "d", + "y", + "which", + "on", + "his", + "like", + "normally", + "so", + "to", + "le", + "such", + "ly", + "by", + "relatively", + "their", + "ed", + "du", + "high", + "both", + "localized" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "C", + "ly", + "and", + "ed", + "y", + "to", + "and", + "ally", + "T", + "e", + "without", + "on", + "er", + "ing", + "v", + "p", + "an", + "t", + "its", + "through", + "like", + "that", + "ous", + "n", + "un", + "would", + "without", + "ic", + "like" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "a", + "y", + "ed", + "T", + "v", + "s", + "p", + "un", + "ly", + "to", + "e", + "ing", + "t", + "an", + "er", + "on", + "K", + "and", + "and", + "n", + "z", + "f", + "that", + "in", + "through", + "d", + "c", + "l", + "get" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "C", + "and", + "ing", + "an", + "y", + "v", + "un", + "ed", + "t", + "K", + "to", + "to", + "p", + "k", + "T", + "s", + "er", + "through", + "such", + "and", + "as", + "it", + "n", + "ly", + "either", + "up", + "ic", + "their" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "and", + "l", + "an", + "through", + "such", + "C", + "ing", + "to", + "same", + "up", + "it", + "y", + "un", + "that", + "been", + "either", + "v", + "which", + "but", + "ed", + "by", + "according", + "as", + "mathrm", + "so", + "ym" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "and", + "either", + "a", + "an", + "such", + "up", + "thereby", + "displaced", + "dadurch", + "resulting", + "Depending", + "changes", + "its", + "unterschiedlich", + "Either", + "able" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "a", + "either", + "y", + "B", + "T", + "and", + "un", + "al", + "t", + "v", + "an", + "p", + "K", + "m", + "ing", + "up", + "n", + "across", + "moved", + "ed", + "move", + "displaced", + "ap", + "shifted", + "d", + "D", + "b", + "f" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "either", + "B", + "C", + "a", + "own", + "y", + "and", + "T", + "t", + "v", + "p", + "K", + "up", + "al", + "s", + "m", + "get", + "D", + "un", + "across", + "move", + "b", + "d", + "n", + "ing", + "an", + "either", + "moved", + "displaced", + "each", + "an" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "own", + "B", + "a", + "ing", + "y", + "ed", + "C", + "and", + "s", + "v", + "t", + "al", + "p", + "K", + "m", + "up", + "b", + "n", + "or", + "at", + "T", + "o", + "u", + "on", + "ly", + "id", + "d", + "either", + "get", + "h", + "an" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "y", + "l", + "ing", + "C", + "a", + "and", + "own", + "B", + "K", + "ly", + "v", + "t", + "s", + "er", + "o", + "al", + "id", + "m", + "half", + "b", + "on", + "at", + "her", + "n", + "i", + "p", + "is", + "she", + "shear", + "ed", + "u", + "shift" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "half", + "Step", + "Step", + "half", + "Half", + "step", + "shear", + "Half", + "step", + "relative", + "shear", + "estep", + "shuffle", + "Shear", + "shuffle", + "relative", + "shears", + "stepped", + "displacement", + "STEP", + "sliding", + "shearing", + "setengah", + "semi", + "steps", + "slip" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Step", + "Step", + "step", + "displacement", + "slip", + "half", + "Half", + "Slip", + "step", + "displaced", + "material", + "displacement", + "estep", + "Displacement", + "Half", + "material", + "Slip", + "H", + "displace", + "shear", + "slipped", + "stepwise", + "materiais", + "Material", + "slip", + "half" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "a", + "semi", + "RI", + "Step", + "step", + "ri", + "Half", + "half", + "Step", + "shear", + "Semi", + "Semi", + "riff", + "semi", + "step", + "stepped", + "sem", + "Sem", + "l", + "material", + "Half", + "HALF", + "estep", + "Mater", + "half", + "slip", + "relative", + "steps" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Therefore", + "set", + "However", + "rest", + "Conversely", + "Rest", + "Consequently", + "consequently", + "Oleh", + "e", + "rest", + "com", + "shifted", + "Along", + "preferentially", + "overall", + "exclu", + "shift", + "Its", + "Unless", + "deodorant", + "target" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 19.0, + "best_rank": 1, + "best_depth": 47.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "uma", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "its", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "single", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "displacement", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "displacing", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-03__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-03__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-03__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-03__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Motion of linear lattice imperfections 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Once the resolved driving stress exceeds a threshold, mobile lattice lines traverse their favored planes and produce permanent strain.", + "prompt_tail": "Once the resolved driving stress exceeds a threshold, mobile lattice lines traverse their favored planes and produce permanent strain.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 21 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-line-defect-motion-04", + "carrier_id": null, + "target_family": "line-defect-motion", + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 31, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 114 + }, + { + "label": "glide", + "best_rank": 136, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 106 + }, + { + "label": "slip", + "best_rank": 121, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 55 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "got", + "Charm", + "even", + "ListItemIcon", + "mesma" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "s", + "GSM", + "S", + "apr", + "styles", + "mkdir", + "styling", + "Insert", + "Enter", + "Weise", + "asus", + "duck", + "conde", + "a", + "mesma", + "Edge", + "param", + "e", + "mixer", + "as", + "ipo", + "stack", + "dit" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "S", + "Edge", + "Weise", + "Edge", + "apr", + "EDGE", + "jenis", + "ashe", + "Sus", + "cfr", + "verg", + "Insert", + "styling", + "styling", + "joen", + "insert" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "apr", + "Weise", + "S", + "Edge", + "Edge", + "Hits", + "styling", + "even", + "cfr", + "Pek", + "Insert", + "styling", + "as", + "irl", + "second", + "insert" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "Cuy", + "s", + "cens", + "ciri", + "pis", + "Cens", + "cura", + "Pending", + "Eddie", + "Duplicate", + "uts", + "dui", + "Pend", + "Pyr", + "artis", + "ait", + "atro", + "prompt", + "Holloway", + "pinned", + "CY", + "dikkat", + "Cus", + "Fort" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "psi", + "handleError", + "Estelle", + "Sorg", + "issy", + "prolet", + "DIN", + "conveniently", + "empe", + "ngModel", + "spacing", + "softmax", + "Rome", + "STI", + "usia", + "knn", + "Accenture", + "pct", + "affine", + "agge", + "unches", + "postgres" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "ngModel", + "s", + "handleError", + "softmax", + "psi", + "Estelle", + "yscale", + "Sorg", + "itorial", + "ukun", + "serialization", + "osynthesis", + "AGS", + "empe", + "fat", + "Accenture", + "awatt", + "unches", + "Ris", + "RTS", + "ymi", + "acidified", + "aportan", + "rization" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "hci", + "Ronald", + "Stark", + "LOGGER", + "Rome", + "atro", + "setValue", + "usia", + "CCN", + "Pyr", + "Slowly", + "kts", + "cheats", + "watering", + "achat", + "ucker", + "Guangdong", + "isah", + "Cuy" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "CGPoint", + "Guangdong", + "hci", + "usia", + "OOP", + "ophile", + "opedia", + "hlas", + "LOGGER", + "CCP", + "fft", + "PCM", + "StringBuilder", + "Slowly", + "Hawke", + "postage", + "rmt", + "uzi" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "usus", + "rmt", + "Guangdong", + "StringBuilder", + "Gruntfile", + "ing", + "ibaldi", + "OOP", + "postings", + "viewDidLoad", + "opis", + "Dougall", + "ForEach", + "uga", + "uglify", + "OFFICE" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "ing", + "WWE", + "ChatGPT", + "Copyright", + "CGPoint", + "ophile", + "Biden", + "Everywhere", + "ForEach", + "UPI", + "organismes", + "JVM", + "GameOver", + "os", + "RV" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "a", + "usus", + "entimes", + "om", + "tuttavia", + "ie", + "os", + "Mud", + "variously", + "Elsewhere", + "opy", + "o", + "byte", + "istiwa" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "L", + "que", + "T", + "ie", + "H", + "entimes", + "and", + "tuttavia", + "ing", + "especially", + "om", + "inoltre", + "BNB", + "variously", + "an", + "however" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "la", + "que", + "ing", + "entimes", + "ie", + "tuttavia", + "cuya", + "poco", + "ise", + "BNB", + "regres", + "roth", + "OwnProperty" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "que", + "l", + "ing", + "ie", + "an", + "entimes", + "indeed", + "es", + "ocalypse", + "s", + "ers", + "typescript", + "hov", + "eurs", + "ez", + "olysis", + "raintree" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "l", + "que", + "es", + "indeed", + "an", + "ization", + "izations", + "ocalypse", + "such", + "esz", + "ized", + "however", + "aye", + "ers", + "esia", + "Knowledge", + "typescript", + "Bluest", + "isy", + "iyu" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "que", + "l", + "indeed", + "ization", + "such", + "es", + "therefore", + "izations", + "individual", + "ocalypse", + "therefore", + "these", + "however", + "consequently", + "so" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "l", + "indeed", + "Consequently", + "consequently", + "hence", + "Hence", + "therefore", + "thus", + "thereby", + "Consequently", + "therefore", + "ocalypse", + "resulting", + "Therefore", + "deshalb" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "la", + "indeed", + "C", + "hence", + "ocalypse", + "T", + "correspondingly", + "ization", + "S", + "Consequently", + "ly", + "thereby", + "consequently", + "permanent", + "Hence", + "resulting", + "therefore", + "dreaded", + "Consequently" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "la", + "indeed", + "permanent", + "C", + "permanent", + "either", + "deformation", + "okaza", + "hence", + "Consequently", + "consequently", + "exced", + "Consequences", + "ocalypse", + "consequence", + "therefore", + "T", + "deformation", + "darg", + "ly", + "Strain", + "Consequently", + "es" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "la", + "permanent", + "permanent", + "deformation", + "Strain", + "deformation", + "strain", + "and", + "ly", + "indeed", + "set", + "Dislocations", + "darg", + "irrevers", + "ocalypse", + "such", + "permanently", + "strain", + "Consequences", + "Consequently", + "resulting", + "Damage" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "la", + "deformation", + "permanent", + "deformation", + "permanent", + "and", + "que", + "deformations", + "Dislocations", + "deform", + "Deformation", + "ities", + "permanently", + "perman", + "perman", + "Perman", + "irrevers", + "indeed", + "estay", + "tres", + "up", + "dislocation", + "artefacts", + "dauer", + "darg" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "Perman", + "permanent", + "Permanent", + "Perman", + "Permanent", + "permanente", + "perman", + "perman", + "permanently", + "permanent", + "permanence", + "Permanente", + "dauer", + "plastic", + "plast", + "plastic", + "Plastic", + "Plastic", + "perm", + "permanecer", + "PER", + "forever", + "deformation", + "PER" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "plastic", + "plastic", + "permanent", + "permanent", + "Plastic", + "Permanent", + "Plastic", + "plast", + "Permanent", + "plastik", + "permanently", + "perman", + "permanente", + "plasticity", + "plastica", + "Perman", + "plastique", + "Permanente", + "Plast", + "Perman", + "l", + "slip", + "perman", + "oplast", + "oplasty", + "Kunststoff", + "plastics" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Plastic", + "l", + "Plast", + "Plastic", + "plastic", + "plastic", + "plast", + "plastik", + "Permanent", + "plasticity", + "plastique", + "Plow", + "Plas", + "Plastics", + "plastica", + "Kunststoff", + "plastics", + "PL", + "permanent", + "Pineapple", + "Consequently", + "Plaintiff", + "Consequently" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Along", + "Specifically", + "Consequently", + "Permanent", + "Regarding", + "Here", + "Regardless", + "Luck", + "Please", + "Therefore", + "Instead", + "own", + "Plastic", + "Aap", + "On", + "Moving", + "Depending", + "Highlights", + "Constant", + "Through", + "NPCs", + "These", + "OPTIONS", + "This", + "Elasticsearch", + "Cause", + "Backdrop", + "However" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 67007, + 130894, + 141115, + 118800, + 243586, + 250193, + 220506, + 233667, + 216469, + 209575, + 184925, + 205877, + 222265, + 210692, + 184519, + 132524, + 132111, + 112265, + 10207, + 4220, + 2211, + 32, + 510, + 5812, + 11258, + 13925 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 120058, + 129286, + 220901, + 215798, + 188115, + 53931, + 28132, + 120152, + 129807, + 117782, + 91722, + 88528, + 91618, + 84622, + 42172, + 15862, + 23461, + 42254, + 8083, + 4414, + 273, + 137, + 231, + 118, + 87, + 10033 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 160024, + 69542, + 112398, + 130311, + 31618, + 23947, + 38180, + 8585, + 5468, + 6173, + 8322, + 8376, + 12999, + 16269, + 42359, + 40034, + 60703, + 39984, + 12122, + 9149, + 257, + 140, + 122, + 29, + 47, + 11440 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 152249, + 201209, + 225589, + 121952, + 149158, + 213953, + 217381, + 113643, + 11548, + 7241, + 17434, + 115, + 255 + ] + }, + { + "label": "glide", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 107561, + 133917, + 47333, + 32917, + 14593, + 22106, + 13195, + 30885, + 1384, + 944, + 130, + 107, + 293 + ] + }, + { + "label": "slip", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 48448, + 69601, + 19819, + 30643, + 18605, + 37636, + 64295, + 24058, + 1294, + 4113, + 120, + 56, + 135 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "phone", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "mobile", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ani", + "ner", + "ap", + "que", + "es", + "er", + "al", + "de", + "lah", + "s", + "lovepoetry", + "p", + "pm", + "pad", + "rian", + "soon", + "pl", + "te", + "le", + "im", + "ano", + "ry", + "oon", + "mente" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ay", + "ation", + "A", + "I", + "S", + "ad", + "ot", + "T", + "l", + "and", + "in", + "of", + "om", + "th", + "e", + "im", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "P", + "ly", + "be", + "em", + "T", + "ot", + "A", + "ation", + "om", + "th", + "el", + "l", + "im", + "e", + "ad", + "S", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ing", + "b", + "d", + "al", + "ion", + "ic", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "T", + "k", + "occasional", + "elective", + "various", + "either", + "personal", + "specialized", + "own", + "fact", + "its", + "self", + "open", + "world", + "able", + "single", + "ation", + "e", + "and", + "l", + "en", + "a", + "s", + "of", + "or", + "end", + "an", + "ers", + "iz", + "le", + "out", + "que" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "k", + "own", + "T", + "en", + "an", + "l", + "a", + "or", + "ity", + "able", + "que", + "le", + "ers", + "er", + "able", + "chst", + "its", + "out", + "ally", + "and", + "s", + "elective", + "secondary", + "e", + "North", + "eye", + "world", + "ation", + "open", + "izing" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "own", + "en", + "l", + "a", + "an", + "k", + "ed", + "able", + "able", + "ity", + "ally", + "specialized", + "or", + "chst", + "h", + "its", + "ation", + "various", + "ers", + "que", + "le", + "out", + "many", + "raat", + "malah", + "ized", + "under", + "t", + "end" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "k", + "own", + "a", + "en", + "l", + "and", + "able", + "an", + "ers", + "s", + "or", + "chst", + "specialized", + "its", + "able", + "le", + "t", + "que", + "iz", + "ation", + "many", + "dwar", + "under", + "out", + "ally" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "own", + "k", + "and", + "T", + "s", + "iz", + "or", + "an", + "ers", + "que", + "le", + "chst", + "able", + "t", + "un", + "la", + "out", + "st", + "par", + "dwar" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "own", + "a", + "l", + "and", + "la", + "k", + "T", + "s", + "iz", + "or", + "ers", + "un", + "le", + "st", + "an", + "que", + "chst", + "t", + "out", + "singular", + "quoi" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "own", + "and", + "k", + "iz", + "s", + "T", + "la", + "or", + "ers", + "chst", + "quoi", + "searchQuery", + "st", + "singular" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "s", + "and", + "an", + "own", + "la", + "k", + "que", + "or", + "t", + "le", + "f", + "Sh", + "st", + "sultry", + "R" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "an", + "s", + "legendary", + "its", + "famed", + "and", + "as", + "various", + "uma", + "garnered", + "the", + "or" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "de", + "an", + "or", + "such", + "and", + "it", + "of", + "le", + "d", + "at", + "specific", + "so", + "like", + "on", + "y", + "which", + "various", + "sub", + "its", + "even", + "t", + "s", + "as", + "local", + "his", + "ing", + "up", + "the", + "g" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "and", + "ly", + "y", + "or", + "C", + "and", + "an", + "e", + "ous", + "various", + "the", + "on", + "ally", + "ed", + "of", + "er", + "to", + "it", + "v", + "ic", + "ing", + "up", + "jsonwebtoken", + "even", + "hbox", + "during", + "al", + "taobao", + "like" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "C", + "l", + "and", + "y", + "an", + "e", + "ly", + "v", + "T", + "and", + "p", + "on", + "t", + "s", + "ed", + "er", + "un", + "n", + "the", + "it", + "f", + "K", + "k", + "z", + "to", + "c", + "es", + "ic", + "ing", + "al" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "C", + "l", + "an", + "and", + "y", + "such", + "v", + "t", + "T", + "the", + "un", + "s", + "K", + "k", + "al", + "and", + "on", + "ic", + "it", + "ly", + "p", + "er", + "e", + "ing", + "what", + "which", + "f", + "n", + "ed", + "es" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "and", + "C", + "an", + "y", + "such", + "which", + "the", + "that", + "er", + "these", + "it", + "l", + "so", + "v", + "Therefore", + "there", + "K", + "more", + "that", + "un", + "ic", + "become", + "their", + "ous" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "and", + "an", + "C", + "either", + "such", + "a", + "resulting", + "or", + "resultant", + "termed", + "these", + "become", + "occur", + "thereby", + "B", + "Depending", + "causing", + "which" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "a", + "an", + "T", + "B", + "t", + "ed", + "al", + "either", + "D", + "and", + "v", + "y", + "un", + "been", + "permanent", + "become", + "what", + "such", + "o", + "p", + "which", + "K", + "permanently", + "an", + "n", + "m", + "permanent" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "a", + "l", + "ed", + "B", + "T", + "an", + "t", + "p", + "y", + "v", + "and", + "permanent", + "al", + "s", + "D", + "either", + "get", + "n", + "on", + "after", + "o", + "permanent", + "m", + "d", + "such", + "permanently", + "through", + "deformation", + "deformation", + "through" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "own", + "ed", + "B", + "ing", + "p", + "a", + "v", + "s", + "and", + "y", + "e", + "al", + "get", + "an", + "t", + "o", + "on", + "n", + "after", + "m", + "at", + "d", + "permanent", + "to", + "into", + "deformation", + "this", + "om" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "ed", + "C", + "B", + "y", + "deformation", + "s", + "deformation", + "ing", + "and", + "v", + "on", + "al", + "o", + "n", + "p", + "permanent", + "at", + "Deformation", + "ity", + "m", + "ot", + "up", + "age", + "permanent", + "deformations", + "each", + "om", + "her" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "Permanent", + "permanent", + "Permanent", + "permanent", + "permanente", + "Perman", + "Permanente", + "perman", + "perman", + "permanently", + "Perman", + "permanence", + "plastic", + "plastic", + "dauer", + "Plastic", + "plast", + "perm", + "Plastic", + "plasticity", + "plastik", + "permalink", + "permanece", + "permanecer" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "plastic", + "plastic", + "Plastic", + "plast", + "permanent", + "Plastic", + "permanent", + "plastik", + "Permanent", + "plasticity", + "plastica", + "Plast", + "Permanent", + "permanente", + "Kunststoff", + "plastique", + "oplast", + "plast", + "oplastic", + "plastics", + "oplasty", + "Permanente", + "Slip", + "Plastics", + "Perman", + "perman" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "l", + "Plastic", + "Plast", + "Plastic", + "plastic", + "plastic", + "plast", + "P", + "plastik", + "Permanent", + "plastica", + "Playa", + "plasticity", + "Kunststoff", + "Plow", + "Plas", + "Pl", + "Permanent", + "obil", + "Plastics", + "Plut", + "Po", + "PVC", + "permanent" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Along", + "Specifically", + "Consequently", + "Permanent", + "Regarding", + "Here", + "Regardless", + "Luck", + "Please", + "Therefore", + "Instead", + "own", + "Plastic", + "Aap", + "On", + "Moving", + "Depending", + "Highlights", + "Constant", + "Through", + "NPCs", + "These", + "OPTIONS", + "This", + "Elasticsearch", + "Cause", + "Backdrop", + "However" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 9.0, + "best_rank": 1, + "best_depth": 76.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "uma", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "Once", + "output_checked": true + }, + { + "concept": "respective", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "their", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "deformation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "traversing", + "score": 1.0, + "best_rank": 4, + "best_depth": 88.1, + "near_token": "traverse", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-04__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-04__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-04__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-04__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Motion of linear lattice imperfections 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "High-speed microscopy shows linear imperfections moving across densely packed planes. Each passage creates a small step at the free surface.", + "prompt_tail": "High-speed microscopy shows linear imperfections moving across densely packed planes. Each passage creates a small step at the free surface.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-line-defect-motion-05", + "carrier_id": null, + "target_family": "line-defect-motion", + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " a", + "generated_token_ids": [ + 496 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 27, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 63 + }, + { + "label": "glide", + "best_rank": 436, + "best_depth": 76.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 82 + }, + { + "label": "slip", + "best_rank": 2627, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 457 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "got", + "mesma", + "even", + "ListItemIcon", + "Hair", + "Charm" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "apr", + "mesma", + "styling", + "as", + "Insert", + "GSM", + "asus", + "cir", + "Edge", + "styles", + "Weise", + "S", + "mkdir", + "Edge", + "Enter", + "conde", + "mixer", + "dit" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "Edge", + "S", + "mesma", + "Weise", + "Edge", + "apr", + "styling", + "EDGE", + "styling", + "jenis", + "verg", + "ashe", + "s", + "Pek", + "Insert", + "cfr" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "S", + "Weise", + "mesma", + "Edge", + "joen", + "apr", + "sus", + "Hits", + "cfr", + "Insert", + "Edge", + "second", + "insert", + "Pek", + "styling", + "Sus", + "arlos", + "ashe", + "EDGE", + "irl" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "cens", + "Cens", + "Pyr", + "pis", + "ciri", + "Pend", + "uts", + "la", + "watering", + "even", + "Eddie", + "empe", + "ait", + "Ronald", + "Pending", + "S", + "Cuy", + "prompt", + "przyp", + "phis", + "pinned", + "ruari", + "poucos", + "cura", + "dui" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "psi", + "Estelle", + "Sorg", + "ngModel", + "empe", + "issy", + "softmax", + "spacing", + "Rome", + "handleError", + "affine", + "STI", + "pct", + "conveniently", + "HTTPS", + "DIN", + "prolet", + "iorum", + "acidified", + "agge", + "postgres", + "CIN", + "kts", + "usia" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ngModel", + "Estelle", + "Sorg", + "empe", + "ukun", + "psi", + "yscale", + "AGS", + "itorial", + "serialization", + "handleError", + "RHS", + "ils", + "osynthesis", + "acidified", + "agge", + "iorum", + "Appleton", + "addData", + "spacing", + "affine", + "unches" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "Stark", + "atro", + "usia", + "hci", + "Pyr", + "dui", + "cheats", + "ciri", + "Cui", + "Ronald", + "LOGGER", + "onuclear", + "Cullen", + "estab" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "usia", + "CCP", + "OOP", + "CGPoint", + "hci", + "dui", + "pict", + "Guangdong", + "CCS", + "endenti", + "clopen", + "Guad", + "Cui", + "Pair", + "DUI" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "StringBuilder", + "OOP", + "usus", + "Gruntfile", + "ralent", + "Outlet", + "rmt", + "opis", + "organismos", + "ing", + "retval", + "postings" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "ing", + "os", + "BYTE", + "o", + "CGPoint", + "StringBuilder", + "eram", + "ophile", + "Princeton", + "ForEach", + "Biden", + "Dockerfile", + "UPI", + "raft", + "usus" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "que", + "C", + "ing", + "L", + "H", + "os", + "o", + "ie", + "T", + "om", + "out", + "tuttavia", + "PWD", + "usus", + "la", + "s", + "ways", + "Mud", + "ings", + "and", + "byte" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "la", + "que", + "ing", + "and", + "H", + "ie", + "L", + "T", + "an", + "out", + "os", + "o", + "om", + "t", + "PWD", + "yen", + "also", + "others", + "inoltre", + "iev", + "for", + "however", + "others", + "enorm", + "ings" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "la", + "ing", + "l", + "que", + "ie", + "ers", + "os", + "ings", + "an", + "om", + "others", + "ium", + "o", + "yen", + "roth", + "person", + "oc", + "OwnProperty", + "t", + "occasional", + "inoltre" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "l", + "ing", + "que", + "ers", + "ings", + "an", + "ed", + "ie", + "ium", + "others", + "of", + "le", + "os", + "isy", + "un", + "person", + "izations", + "the", + "at", + "local", + "final", + "ez", + "s" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "l", + "ing", + "ers", + "ed", + "que", + "of", + "ium", + "ings", + "ization", + "an", + "ly", + "izations", + "conclusiones", + "the", + "isy", + "proof", + "visible", + "conclusion", + "individual", + "GROUP", + "es" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "que", + "l", + "ers", + "ed", + "ing", + "individual", + "the", + "these", + "ly", + "conclusiones", + "isy", + "ium", + "conclusion", + "conclusion", + "ings", + "of", + "ization", + "visible", + "such", + "Explanation", + "an", + "izations", + "person" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "l", + "a", + "hence", + "thereby", + "consequently", + "Such", + "Consequently", + "antly", + "correspondingly", + "such", + "Hence", + "These", + "thus", + "conclusiones", + "resulting", + "these", + "yfikacji", + "Surprisingly", + "corresponding", + "person", + "Consequently", + "therefore" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "la", + "Corresponding", + "Dislocations", + "set", + "subplots", + "either", + "yfikacji", + "correspondingly", + "plications", + "ly", + "sollic", + "ransom", + "Such", + "corresponded", + "corresponding", + "console", + "conclusiones", + "Corresponding", + "ocalypse", + "antly", + "SerializeField", + "thereby" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "ly", + "set", + "indeed", + "a", + "Indeed", + "Dislocations", + "Corresponding", + "isf", + "onstage", + "surface", + "dst", + "tanto", + "Observations", + "thereby", + "either", + "unlink", + "Sich", + "creates", + "Thread" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "la", + "Steps", + "Steps", + "stairs", + "steps", + "C", + "surface", + "outcrops", + "Langkah", + "langkah", + "set", + "stairs", + "Step", + "step", + "Shuffle", + "stair", + "surface", + "Dislocations", + "jogs", + "Stairs", + "step", + "Tread" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "la", + "jogs", + "Steps", + "Steps", + "set", + "and", + "displaced", + "surface", + "Thread", + "stairs", + "screw", + "dislocations", + "jog", + "Dislocations", + "s", + "outcrops", + "steps", + "stairs", + "Screw", + "dislocation", + "langkah", + "stepped", + "creates" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "surface", + "Steps", + "Steps", + "Step", + "steps", + "surface", + "jogs", + "Surface", + "stepped", + "Screw", + "step", + "Pile", + "step", + "screw", + "jog", + "stairs", + "Surface", + "jog", + "Screw", + "surf", + "langkah", + "permukaan", + "C", + "steps", + "Step" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "step", + "Step", + "step", + "Step", + "steps", + "Steps", + "stepped", + "Steps", + "que", + "STEP", + "Stephens", + "l", + "la", + "estep", + "Schritt", + "stepping", + "STEP", + "steps", + "Steph", + "Screw", + "paso", + "Stepper", + "stepwise", + "stepping" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Steps", + "Steps", + "steps", + "steps", + "Step", + "step", + "Step", + "step", + "Ste", + "Stepper", + "Ste", + "estep", + "stepped", + "Stephens", + "prism", + "STE", + "Steph", + "pr", + "l", + "stepping", + "Langkah", + "Stephan", + "stepping" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "a", + "suddenly", + "surface", + "S", + "prayers", + "materiality", + "temporarily", + "steps", + "finally", + "immunology", + "area", + "patients", + "effectively", + "Step", + "This", + "Here", + "Which", + "LDL", + "Each", + "ions", + "I", + "shift", + "spf", + "Its", + "IgM", + "idam", + "OpenGL", + "step", + "shifted" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 64870, + 125548, + 140749, + 128700, + 237575, + 243478, + 211064, + 225129, + 213690, + 191877, + 201466, + 221670, + 200301, + 207271, + 187484, + 113868, + 114353, + 107958, + 485, + 254, + 1706, + 28, + 661, + 4801, + 4171, + 2681 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 117380, + 208502, + 235150, + 226076, + 186364, + 46310, + 26509, + 155484, + 132245, + 95311, + 79059, + 35371, + 48684, + 85384, + 41224, + 5211, + 8307, + 32816, + 4060, + 437, + 1894, + 791, + 5695, + 8245, + 2218, + 594 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 154830, + 90935, + 105406, + 109331, + 43916, + 24234, + 36581, + 5221, + 3442, + 7417, + 18958, + 40806, + 50157, + 96641, + 113226, + 95198, + 111839, + 54393, + 10736, + 13444, + 20682, + 13431, + 2628, + 80, + 214, + 489 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 154637, + 175465, + 162123, + 119466, + 161346, + 198930, + 226956, + 142357, + 6921, + 2561, + 22021, + 90, + 64 + ] + }, + { + "label": "glide", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 70213, + 48766, + 6005, + 23976, + 8197, + 21004, + 38421, + 17297, + 533, + 122, + 439, + 83, + 10998 + ] + }, + { + "label": "slip", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 78122, + 69153, + 61169, + 97034, + 51170, + 63075, + 101567, + 57001, + 784, + 458, + 1330, + 834, + 10608 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 3.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "either", + "score": 2.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "entanto", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.1, + "near_token": "-", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ele", + "ani", + "que", + "aj", + "le", + "er", + "de", + "ap", + "p", + "fasted", + "Them", + "vanlig", + "pl", + "se", + "ry", + "im", + "ner", + "unload", + "fab", + "han", + "uff", + "atus", + "emma", + "objet" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "be", + "ay", + "I", + "ation", + "ot", + "S", + "T", + "A", + "l", + "and", + "in", + "of", + "om", + "th", + "e", + "im", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "un", + "est", + "em", + "P", + "T", + "ot", + "A", + "ation", + "om", + "th", + "and", + "l", + "im", + "e", + "ad", + "S", + "d", + "p", + "the", + "an", + "a", + "t", + "en", + "c", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "as", + "of" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "occasional", + "C", + "elective", + "able", + "shock", + "specialized", + "open", + "own", + "its", + "ness", + "eye", + "le", + "able", + "que", + "an", + "ation", + "and", + "l", + "en", + "a", + "p", + "of", + "ap", + "or", + "ers", + "end", + "iz", + "al", + "t", + "an" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "ness", + "own", + "l", + "a", + "en", + "or", + "able", + "que", + "ers", + "an", + "able", + "p", + "iz", + "ation", + "and", + "ivity", + "ings", + "le", + "ity", + "ap", + "k", + "s", + "h", + "un", + "t", + "its", + "open", + "eye", + "shock" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "own", + "l", + "a", + "en", + "able", + "or", + "an", + "ers", + "iz", + "able", + "ed", + "que", + "ation", + "specialized", + "t", + "h", + "un", + "its", + "ness", + "le", + "ic", + "many", + "shock", + "k", + "humbled", + "North", + "under", + "p", + "and" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "ers", + "able", + "or", + "able", + "iz", + "ness", + "humbled", + "an", + "its", + "many", + "shock", + "specialized", + "k", + "eye", + "North", + "que", + "ation", + "t", + "un", + "ap" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "iz", + "la", + "ers", + "ness", + "or", + "irritating", + "newItem", + "ytter", + "able", + "haar", + "plaintiffs", + "dwar" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "l", + "iz", + "la", + "ers", + "and", + "newItem", + "ytter", + "ness", + "uma", + "plaintiffs", + "haar", + "dwar" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "iz", + "uma", + "newItem", + "la", + "plaintiffs", + "ytter", + "Poultry", + "Projek", + "and" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "an", + "and", + "both", + "uma", + "iz", + "the", + "corrigir", + "preguntar", + "three", + "glamorous", + "approximately", + "multi", + "Poultry", + "legendary", + "its" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "ly", + "an", + "the", + "relatively", + "its", + "hemicontinuous" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "an", + "its", + "same", + "ly", + "y", + "some", + "similarly", + "relatively", + "on", + "which", + "it", + "the", + "there", + "recently", + "or", + "ary", + "like", + "unlike", + "similar", + "greatly", + "sometimes", + "originally", + "of" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "e", + "a", + "ly", + "T", + "y", + "and", + "er", + "on", + "without", + "that", + "and", + "v", + "to", + "like", + "ally", + "p", + "t", + "get", + "they", + "an", + "c", + "occasional", + "o", + "ed", + "its", + "n", + "even", + "their" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "a", + "e", + "T", + "y", + "v", + "s", + "ly", + "p", + "t", + "er", + "un", + "on", + "and", + "to", + "n", + "c", + "f", + "D", + "an", + "get", + "K", + "d", + "and", + "that", + "in", + "they", + "l", + "ed", + "ic" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "C", + "a", + "y", + "an", + "T", + "t", + "v", + "on", + "s", + "p", + "e", + "un", + "even", + "to", + "such", + "es", + "n", + "er", + "d", + "and", + "and", + "D", + "k", + "c", + "ly", + "f", + "that", + "ic", + "l" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "l", + "C", + "and", + "y", + "such", + "these", + "that", + "which", + "T", + "These", + "t", + "a", + "to", + "that", + "These", + "and", + "K", + "each", + "er", + "s", + "un", + "ed", + "seemingly", + "on", + "v", + "which", + "every" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "and", + "single", + "solche", + "These", + "resulting", + "such", + "solchen", + "repeatedly", + "Occasionally", + "occasional", + "these", + "C", + "an", + "creates", + "tzw", + "These" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "a", + "B", + "ed", + "t", + "and", + "D", + "y", + "an", + "p", + "T", + "n", + "on", + "v", + "K", + "up", + "al", + "m", + "an", + "each", + "d", + "c", + "single", + "either", + "k", + "ated", + "M", + "r", + "out", + "O", + "R" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "a", + "B", + "ed", + "and", + "t", + "own", + "p", + "K", + "y", + "up", + "D", + "an", + "n", + "on", + "each", + "v", + "T", + "m", + "an", + "al", + "get", + "d", + "aly", + "b", + "single", + "id", + "every", + "c", + "s", + "would" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "own", + "ed", + "B", + "a", + "on", + "steps", + "steps", + "p", + "t", + "v", + "y", + "m", + "D", + "n", + "and", + "get", + "surface", + "each", + "step", + "ing", + "Steps", + "is", + "Steps", + "step", + "at", + "K", + "an", + "her", + "b" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "C", + "ed", + "ing", + "and", + "on", + "jogs", + "v", + "each", + "is", + "at", + "a", + "m", + "her", + "jog", + "y", + "steps", + "p", + "t", + "ot", + "Steps", + "nan", + "id", + "jog", + "o", + "steps", + "MoveNext", + "get", + "terrace" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "steps", + "l", + "Steps", + "surface", + "jogs", + "steps", + "Steps", + "surface", + "jog", + "threading", + "Step", + "step", + "Surface", + "jog", + "threading", + "Surface", + "screw", + "extra", + "prismatic", + "C", + "Screw", + "step" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "step", + "Step", + "step", + "Step", + "steps", + "Steps", + "Steps", + "STEP", + "STEP", + "steps", + "l", + "stepped", + "estep", + "Schritt", + "Stephens", + "langkah", + "stepping", + "Langkah", + "stepwise" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Steps", + "Steps", + "steps", + "steps", + "Step", + "P", + "step", + "Step", + "step", + "STE", + "Stephens", + "pr", + "Stepper", + "Ste", + "prism", + "STEP", + "Pr", + "STEP", + "Ste", + "l", + "stepped", + "Surf", + "Pr" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "a", + "suddenly", + "surface", + "S", + "prayers", + "materiality", + "temporarily", + "steps", + "finally", + "immunology", + "area", + "patients", + "effectively", + "Step", + "This", + "Here", + "Which", + "LDL", + "Each", + "ions", + "I", + "shift", + "spf", + "Its", + "IgM", + "idam", + "OpenGL", + "step", + "shifted" + ] + } + ], + "logit_surprising": [ + { + "concept": "uma", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "across", + "output_checked": true + }, + { + "concept": "and", + "score": 6.0, + "best_rank": 1, + "best_depth": 64.4, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "own", + "score": 4.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "High", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 2, + "best_depth": 67.8, + "near_token": "small", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "High", + "output_checked": true + }, + { + "concept": "reveals", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "packing", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "displacement", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "steps", + "score": 1.0, + "best_rank": 3, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-05__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-05__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-05__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-05__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-notch-resistance-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to unstable flaw extension 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Two steels have comparable yield stress, yet one pre-notched plate absorbs several times more energy before sudden separation and survives a much larger flaw.", + "prompt_tail": "Two steels have comparable yield stress, yet one pre-notched plate absorbs several times more energy before sudden separation and survives a much larger flaw.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-notch-resistance-01", + "carrier_id": null, + "target_family": "notch-resistance", + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 2816, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 100 + }, + { + "label": "crack", + "best_rank": 179, + "best_depth": 76.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 133 + }, + { + "label": "fracture", + "best_rank": 703, + "best_depth": 76.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 813 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "styling", + "apr", + "got", + "Charm", + "mesma", + "Hair", + "even", + "ListItemIcon" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "GSM", + "apr", + "mkdir", + "styling", + "styles", + "conde", + "mesma", + "s", + "asus", + "Enter", + "param", + "as", + "cir", + "ipo", + "got", + "Insert", + "same", + "mixer", + "jst", + "direccion", + "S", + "Brot", + "Thatcher" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "mesma", + "Edge", + "Weise", + "Edge", + "apr", + "styling", + "ashe", + "Insert", + "cfr", + "EDGE", + "s", + "styling", + "verg", + "arens", + "jenis", + "insert", + "Sus" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "S", + "Weise", + "Edge", + "apr", + "Edge", + "cfr", + "Hits", + "styling", + "s", + "Pek", + "Insert", + "ashe", + "even", + "insert", + "second", + "EDGE" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "S", + "pis", + "la", + "even", + "Pyr", + "Ashley", + "Pending", + "cens", + "props", + "Pend", + "Cens", + "Eddie", + "aspir", + "ait", + "uts", + "phis", + "przyp", + "ciri", + "pinned", + "inne", + "ittle" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Estelle", + "psi", + "empe", + "spacing", + "handleError", + "DIN", + "STI", + "softmax", + "Sorg", + "ngModel", + "osynthesis", + "pct", + "issy", + "blings", + "Accenture", + "conveniently", + "Rome", + "prolet", + "knn", + "postgres", + "affine", + "cci", + "AGS", + "Astronaut", + "iorum" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "Estelle", + "ngModel", + "itorial", + "psi", + "handleError", + "AGS", + "osynthesis", + "serialization", + "empe", + "Sorg", + "fat", + "yscale", + "aportan", + "ukun", + "spacing", + "Accenture", + "Arjuna", + "ambientale", + "Appleton", + "addData", + "adrenaline", + "agge" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "hci", + "Pyr", + "LOGGER", + "Stark", + "icure", + "ietta", + "CCN", + "Ronald", + "empe", + "Guangdong", + "cheats", + "ngthening", + "Slowly", + "Arjuna", + "ukun", + "Cullen", + "Cui", + "usia" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "Guangdong", + "hci", + "atro", + "pict", + "Pyr", + "LOGGER", + "Guad", + "CGPoint", + "P", + "retval", + "viento", + "Cui", + "PCM", + "usia", + "uzi", + "OOP", + "lendemain" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "CGPoint", + "postings", + "Guangdong", + "StringBuilder", + "slimmer", + "ing", + "Gruntfile", + "GTG", + "L", + "usus", + "CHINA" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "ing", + "ophile", + "StringBuilder", + "BYTE", + "slimmer", + "Princeton", + "CGPoint", + "gazebo", + "Wochenende", + "lessons", + "Guangdong", + "sfida", + "UPI" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "and", + "Maui", + "H", + "uido", + "tuttavia", + "PWD", + "puedo", + "boleh", + "incluido", + "Elsewhere", + "unequiv", + "usted", + "stantial" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "H", + "a", + "and", + "que", + "L", + "ing", + "Pitt", + "an", + "T", + "out", + "particularly", + "ie", + "enorm", + "Maui", + "os", + "particularly", + "tuttavia", + "inoltre" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "ing", + "Maui", + "Pitt", + "ings", + "que", + "pictured", + "though", + "octagon", + "an", + "strength", + "os", + "pinpoint", + "meisten", + "signifikan", + "agad", + "particularly" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "ing", + "que", + "l", + "an", + "ings", + "Maui", + "Pitt", + "ers", + "overkill", + "both", + "of", + "its", + "excellent", + "it", + "though", + "requisitos", + "hov", + "hex", + "memastikan", + "s", + "pinpoint", + "GROUP", + "escue" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "a", + "l", + "que", + "of", + "its", + "both", + "ings", + "an", + "excellent", + "it", + "ed", + "the", + "ofan", + "Bigger", + "escue", + "requisitos", + "conclusion", + "conclusion", + "Both", + "worthy", + "GROUP", + "Crit", + "troubleshooting" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "l", + "que", + "an", + "the", + "its", + "it", + "excellent", + "both", + "conclusion", + "ly", + "es", + "conclusion", + "ings", + "ized", + "ization", + "of", + "problema", + "Bigger", + "rec", + "isy", + "kort", + "It", + "n", + "exp", + "Bandit", + "antly", + "ed", + "le" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "a", + "l", + "hence", + "Such", + "C", + "Crit", + "excellent", + "Both", + "Lebih", + "both", + "kort", + "larger", + "rec", + "Both", + "othesis", + "sehingga", + "its", + "Crit", + "enabling", + "Bigger" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "L", + "C", + "l", + "la", + "T", + "hence", + "Such", + "Lebih", + "B", + "Crit", + "zarar", + "othesis", + "oui", + "longer", + "Conclusions", + "Threshold", + "ilization", + "window", + "initiated", + "ly", + "a", + "exceeded", + "ispens" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "la", + "l", + "Threshold", + "Crit", + "ly", + "boleh", + "T", + "quilibrium", + "BEFORE", + "es", + "longer", + "zarar", + "able", + "allowable", + "onzo", + "larger", + "Fatigue", + "threshold", + "initiated", + "Lebih", + "optimal", + "Damage", + "critical" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "L", + "l", + "T", + "allowable", + "critical", + "ly", + "Of", + "larger", + "iendo", + "novel", + "sustaining", + "Cat", + "omia", + "before", + "CT", + "Critical", + "allowed", + "and", + "voraus", + "SAFER", + "tragically" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "la", + "toler", + "toler", + "fail", + "tolerance", + "C", + "Tolerance", + "tolerance", + "Tolerance", + "and", + "allowable", + "critical", + "tolerated", + "allowed", + "fail", + "tolerances", + "tol", + "a", + "kritik", + "es", + "iendo", + "larger", + "Critical", + "kritis", + "critical", + "Crit", + "Fl", + "Fail", + "flaw" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "Critical", + "Critical", + "critical", + "critical", + "kritis", + "krit", + "Crit", + "critically", + "kritik", + "krit", + "Crit", + "Krit", + "C", + "criticality", + "Kritik", + "crit", + "critic", + "crit", + "Critic", + "Critic", + "critic", + "ITICAL", + "critica", + "ritical" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Critical", + "Critical", + "critical", + "critical", + "krit", + "critically", + "kritis", + "krit", + "Crit", + "kritik", + "Crit", + "criticality", + "Larg", + "que", + "Krit", + "crit", + "crit", + "critic", + "Fl", + "Kritik", + "larger", + "Fl", + "surviving", + "survive", + "largest", + "larger" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Critical", + "Critical", + "critical", + "critical", + "Crit", + "Survive", + "kritis", + "krit", + "krit", + "critically", + "Crit", + "Surv", + "Larg", + "Krit", + "Survival", + "criticality", + "sobreviv", + "Larger", + "Critic", + "survive", + "surviving", + "surviv", + "Fl", + "survived", + "Survival", + "Kritik", + "Critic", + "critic", + "Survived", + "Fl" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "la", + "suddenly", + "at", + "Harga", + "Critical", + "before", + "s", + "survives", + "r", + "Stability", + "ota", + "Surv", + "because", + "into", + "entonces", + "fecha", + "Compared", + "Because", + "Because", + "Sebab", + "v", + "jonka", + "y", + "suatu", + "either" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 246877, + 231830, + 252192, + 257679, + 226422, + 24941, + 53546, + 176150, + 144363, + 194174, + 249852, + 29801, + 77729, + 78304, + 34919, + 33849, + 68091, + 65304, + 59444, + 6581, + 2817, + 9782, + 3190, + 3088, + 6291, + 10241 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 71406, + 127129, + 134492, + 122246, + 147908, + 85993, + 100760, + 93828, + 79179, + 60638, + 54185, + 73201, + 61363, + 56459, + 44154, + 40233, + 29370, + 30505, + 318, + 180, + 1441, + 363, + 245, + 7189, + 628, + 11108 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 83562, + 121338, + 141193, + 124793, + 154835, + 133891, + 142838, + 97154, + 147536, + 182743, + 156159, + 207115, + 193311, + 216634, + 197301, + 127956, + 93228, + 63047, + 1262, + 704, + 3815, + 3335, + 6685, + 1789, + 117, + 2570 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 63845, + 111325, + 103030, + 16424, + 28420, + 68613, + 58112, + 36698, + 951, + 210, + 101, + 260, + 1270 + ] + }, + { + "label": "crack", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 56669, + 44051, + 18059, + 58856, + 64190, + 38873, + 53744, + 30730, + 134, + 226, + 316, + 136, + 874 + ] + }, + { + "label": "fracture", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 91673, + 106594, + 69389, + 115205, + 150581, + 134100, + 97710, + 20765, + 983, + 814, + 1600, + 7127, + 23968 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 13.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "either", + "score": 11.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "than", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "more", + "output_checked": true + }, + { + "concept": "similar", + "score": 3.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": ",", + "output_checked": true + }, + { + "concept": "are", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.3, + "near_token": "steels", + "output_checked": true + }, + { + "concept": "even", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "they", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "yet", + "output_checked": true + }, + { + "concept": "own", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "strength", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "specimen", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "ched", + "output_checked": true + }, + { + "concept": "plane", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Critical", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "etwa", + "score": 1.0, + "best_rank": 3, + "best_depth": 47.5, + "near_token": "yield", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ers", + "al", + "er", + "le", + "de", + "soon", + "ani", + "ner", + "la", + "p", + "v", + "que", + "ap", + "qu", + "pose", + "encontr", + "pm", + "aj", + "ver", + "aw", + "es", + "man", + "uff", + "hy" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ation", + "I", + "T", + "A", + "ad", + "im", + "S", + "ot", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "em", + "be", + "I", + "ation", + "ot", + "S", + "T", + "A", + "th", + "l", + "of", + "and", + "e", + "om", + "im", + "ad", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "C", + "T", + "S", + "seasonal", + "specialized", + "occasional", + "elective", + "open", + "world", + "self", + "own", + "various", + "able", + "personal", + "ever", + "ers", + "an", + "l", + "ation", + "en", + "a", + "of", + "and", + "iz", + "le", + "end", + "or", + "que", + "able", + "ings", + "its" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "C", + "S", + "l", + "own", + "en", + "a", + "T", + "or", + "que", + "able", + "able", + "end", + "ers", + "an", + "ation", + "O", + "ings", + "ally", + "le", + "iz", + "sikk", + "AVAILABLE", + "elective", + "chst", + "e", + "al", + "ad", + "un", + "ness", + "ap", + "sake" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "l", + "en", + "a", + "own", + "ers", + "ed", + "K", + "C", + "able", + "able", + "iz", + "an", + "un", + "end", + "ation", + "k", + "que", + "ally", + "le", + "t", + "humbled", + "owych", + "sikk", + "specialized", + "various" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "ers", + "able", + "k", + "iz", + "K", + "end", + "que", + "T", + "and", + "un", + "ation", + "able", + "ina", + "le", + "an", + "C", + "ness", + "t", + "ap", + "s", + "e" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "own", + "a", + "l", + "de", + "iz", + "k", + "en", + "s", + "st", + "and", + "que", + "ers", + "ly", + "T", + "le", + "im", + "or", + "t", + "chst", + "sa", + "um", + "uma", + "pro", + "e" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "own", + "de", + "iz", + "and", + "s", + "k", + "la", + "en", + "uma", + "st", + "ers", + "que", + "le", + "T", + "ly", + "or", + "t", + "um", + "nya", + "chst", + "pro", + "par" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "own", + "de", + "iz", + "uma", + "s", + "and", + "k", + "or", + "que", + "la", + "um", + "nya", + "st", + "en", + "ers", + "le", + "chst", + "par", + "t", + "inin", + "pro" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "la", + "que", + "s", + "an", + "uma", + "le", + "t", + "or", + "as", + "the", + "and", + "st", + "um", + "par", + "c", + "iz", + "r", + "p", + "d", + "f", + "un", + "per", + "m", + "g", + "en", + "b" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "la", + "a", + "que", + "s", + "an", + "le", + "t", + "as", + "p", + "uma", + "d", + "g", + "r", + "f", + "the", + "par", + "un", + "either", + "or", + "c", + "b", + "m", + "per", + "am", + "de", + "h", + "st", + "les", + "en", + "v" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "an", + "even", + "d", + "le", + "or", + "its", + "s", + "de", + "p", + "the", + "f", + "t", + "y", + "du", + "v", + "g", + "par", + "non", + "c", + "high", + "same", + "their", + "b", + "re", + "st", + "his", + "les" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "e", + "even", + "a", + "and", + "T", + "H", + "ly", + "on", + "er", + "K", + "c", + "p", + "and", + "es", + "al", + "than", + "because", + "or", + "D", + "hbox", + "n", + "un", + "get", + "an", + "v", + "y", + "despite", + "its" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "a", + "T", + "H", + "e", + "un", + "K", + "an", + "D", + "p", + "er", + "even", + "y", + "s", + "v", + "on", + "n", + "t", + "c", + "al", + "f", + "k", + "B", + "ed", + "get", + "d", + "and", + "es", + "l", + "its" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "l", + "a", + "T", + "and", + "D", + "y", + "t", + "an", + "un", + "p", + "K", + "v", + "than", + "al", + "able", + "B", + "n", + "k", + "L", + "c", + "but", + "ed", + "er", + "its", + "it", + "ability", + "is", + "f", + "hbox", + "it" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "l", + "and", + "able", + "y", + "T", + "L", + "than", + "H", + "D", + "more", + "al", + "despite", + "but", + "K", + "so", + "ability", + "un", + "Despite", + "er", + "daha", + "albeit", + "k", + "ic", + "a", + "because", + "ed" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "able", + "and", + "L", + "allow", + "allows", + "P", + "Despite", + "allowed", + "T", + "tolerate", + "D", + "allowable", + "allow", + "permitted", + "allowing", + "tolerated", + "B", + "Allows", + "despite", + "Both", + "more", + "tolerances", + "permissible", + "such" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "B", + "T", + "D", + "own", + "ed", + "able", + "more", + "ing", + "v", + "K", + "y", + "tolerate", + "and", + "p", + "M", + "an", + "e", + "t", + "c", + "L", + "before", + "n", + "O", + "al", + "more", + "allow", + "un" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "B", + "l", + "T", + "D", + "ed", + "al", + "ing", + "v", + "s", + "y", + "t", + "K", + "before", + "c", + "own", + "more", + "able", + "get", + "L", + "p", + "and", + "b", + "M", + "m", + "n", + "before", + "d", + "R", + "V", + "F" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "own", + "B", + "ed", + "T", + "L", + "ing", + "D", + "K", + "and", + "M", + "get", + "F", + "before", + "able", + "al", + "more", + "s", + "N", + "t", + "before", + "G", + "y", + "tolerate", + "m", + "O", + "v", + "ability", + "n" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "B", + "C", + "own", + "K", + "ed", + "ing", + "s", + "tolerate", + "al", + "T", + "tol", + "tolerance", + "F", + "D", + "Tolerance", + "tolerance", + "M", + "tolerated", + "before", + "H", + "toler", + "at", + "critical", + "flaws", + "toler", + "Before", + "t", + "kritis", + "and", + "N", + "O" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "critical", + "critical", + "Critical", + "kritis", + "Critical", + "krit", + "B", + "crit", + "critically", + "krit", + "C", + "Crit", + "kritik", + "criticality", + "critic", + "critica", + "ritical", + "Crit", + "K", + "critic", + "Krit", + "crit", + "Critic", + "ed" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Critical", + "critical", + "B", + "critical", + "krit", + "kritis", + "krit", + "Critical", + "Fl", + "critically", + "criticality", + "Larg", + "own", + "survive", + "kritik", + "critic", + "crit", + "ritical", + "surviv", + "flaw", + "H", + "Crit", + "survival", + "Krit", + "Crit", + "toler", + "and", + "survived" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Critical", + "Critical", + "critical", + "critical", + "Survive", + "survive", + "Surv", + "Fl", + "krit", + "surviving", + "krit", + "Survival", + "kritis", + "Crit", + "survived", + "Survived", + "H", + "surviv", + "survival", + "Crit", + "Fl", + "sobreviv", + "Sur", + "survives", + "Survival", + "surv", + "critic", + "sur", + "Krit", + "sobrevivir", + "survival" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "la", + "suddenly", + "at", + "Harga", + "Critical", + "before", + "s", + "survives", + "r", + "Stability", + "ota", + "Surv", + "because", + "into", + "entonces", + "fecha", + "Compared", + "Because", + "Because", + "Sebab", + "v", + "jonka", + "y", + "suatu", + "either" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 8.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "uma", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "one", + "output_checked": true + }, + { + "concept": "but", + "score": 3.0, + "best_rank": 1, + "best_depth": 64.4, + "near_token": ",", + "output_checked": true + }, + { + "concept": "been", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.3, + "near_token": "have", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "before", + "output_checked": true + }, + { + "concept": "absorbed", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "even", + "score": 1.0, + "best_rank": 2, + "best_depth": 64.4, + "near_token": "survives", + "output_checked": true + }, + { + "concept": "than", + "score": 1.0, + "best_rank": 2, + "best_depth": 67.8, + "near_token": "more", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-01__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-01__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-01__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-01__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-notch-resistance-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to unstable flaw extension 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A sharp starter notch blunts as a plastic zone develops, allowing the specimen to carry additional load before rapid extension occurs.", + "prompt_tail": "A sharp starter notch blunts as a plastic zone develops, allowing the specimen to carry additional load before rapid extension occurs.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-notch-resistance-02", + "carrier_id": null, + "target_family": "notch-resistance", + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 12873, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 1405 + }, + { + "label": "crack", + "best_rank": 508, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 150 + }, + { + "label": "fracture", + "best_rank": 222, + "best_depth": 76.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 3544 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "styling", + "apr", + "got", + "even", + "Charm", + "ListItemIcon", + "Hair" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "GSM", + "s", + "mkdir", + "apr", + "styling", + "S", + "styles", + "conde", + "param", + "Enter", + "cir", + "asus", + "mesma", + "mixer", + "as", + "Insert", + "Harper", + "ipo", + "Thatcher", + "gsm", + "gian", + "iterator" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "mesma", + "Weise", + "apr", + "ashe", + "arens", + "jenis", + "Edge", + "Edge", + "Sus", + "sus", + "styling", + "styling", + "Insert", + "as", + "cfr" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "S", + "mesma", + "Weise", + "s", + "apr", + "Edge", + "cfr", + "Edge", + "ashe", + "Hits", + "joen", + "styling", + "Insert", + "sus", + "styling", + "insert", + "Pek", + "Sus", + "as" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "Cuy", + "S", + "s", + "pis", + "la", + "Pending", + "cens", + "ciri", + "Duplicate", + "Cens", + "artis", + "Pyr", + "cura", + "Cus", + "watering", + "ait", + "Ashken", + "cus", + "dikkat", + "phis", + "Eddie", + "insley", + "CU", + "atro", + "Ashley" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "psi", + "handleError", + "Estelle", + "prolet", + "s", + "conveniently", + "empe", + "spacing", + "Sorg", + "pct", + "softmax", + "issy", + "DIN", + "ngModel", + "knn", + "Accenture", + "usia", + "unches", + "Amts", + "STI", + "affine", + "postgres" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "ngModel", + "handleError", + "psi", + "yscale", + "Estelle", + "s", + "Sorg", + "unches", + "ukun", + "serialization", + "empe", + "cyn", + "AGS", + "itorial", + "aportan", + "osynthesis", + "awatt", + "Appleton", + "ymi", + "addData", + "fat", + "AlertDialog" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "Guangdong", + "fft", + "cheats", + "ciri", + "hci", + "Cui", + "LOGGER", + "OfThe", + "icure", + "juxtap", + "usia", + "ngthening", + "Sli", + "dikkat", + "Eddie", + "ietta" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "P", + "Guangdong", + "CGPoint", + "endenti", + "atro", + "Guad", + "juxtap", + "lendemain", + "hci", + "LOGGER", + "isjon", + "usia", + "phony", + "Cui", + "Sli", + "uzi", + "dikkat" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "usus", + "ForEach", + "Gruntfile", + "rmt", + "Grim", + "StringBuilder", + "eram", + "bevy", + "Outlet", + "Guangdong", + "Dougall", + "Lol", + "retval", + "outset" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "ophile", + "eram", + "onload", + "William", + "Hurricane", + "ChatGPT", + "Biden", + "ing", + "Princeton", + "Laravel", + "agad", + "Sprintf", + "Django" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "L", + "la", + "T", + "o", + "om", + "ie", + "and", + "usted", + "que", + "PWD", + "igil", + "entimes", + "tuttavia", + "H", + "os", + "esk", + "thymeleaf", + "es", + "uego", + "usus", + "istiwa", + "much" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "H", + "L", + "T", + "and", + "ie", + "ing", + "P", + "opis", + "que", + "an", + "PWD", + "particularly", + "esk", + "tuttavia", + "however", + "o", + "entimes", + "los", + "osal", + "much", + "out", + "ingh", + "Mud", + "Rather", + "enorm", + "elsewhere" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "an", + "entimes", + "gehend", + "esha", + "cuya", + "ie", + "tuttavia", + "ingh", + "opy", + "FastAPI", + "pictured", + "regres", + "los", + "entanto", + "wrench", + "yen" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "que", + "an", + "ing", + "l", + "esha", + "ingh", + "entimes", + "xref", + "iav", + "ie", + "ers", + "un", + "person", + "gehend", + "los", + "darg", + "escue", + "indeed", + "es", + "ed", + "re" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "a", + "que", + "an", + "l", + "escue", + "esz", + "such", + "aham", + "individual", + "versus", + "iav", + "isy", + "initialization", + "sworth", + "wyja", + "esha", + "aye", + "aport", + "ers" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "such", + "escue", + "Explanation", + "Hence", + "an", + "wyja", + "ly", + "versus", + "ejemplo", + "hence", + "entimes", + "indeed", + "therefore", + "aham" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "hence", + "Hence", + "a", + "Initially", + "initially", + "initial", + "sequent", + "therefore", + "startTime", + "dadurch", + "Initially", + "deshalb", + "C", + "such", + "indeed", + "thus", + "cuento" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "l", + "C", + "L", + "S", + "ly", + "hence", + "initially", + "B", + "Initially", + "Initially", + "stead", + "sequent", + "Fatalf", + "increasingly", + "indeed" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "C", + "S", + "ly", + "plateau", + "initially", + "progres", + "before", + "T", + "Stage", + "resisting", + "temporarily" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "la", + "L", + "T", + "s", + "ly", + "a", + "n", + "puis", + "before", + "and", + "plateau", + "le", + "deceler", + "During", + "earing", + "args", + "reinforcements", + "Proof", + "sollic" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "C", + "de", + "a", + "and", + "s", + "re", + "le", + "tearing", + "n", + "before", + "T", + "deceler", + "ly", + "torn", + "plateau", + "stable", + "d", + "arry", + "an", + "b", + "arrested", + "sustaining", + "k", + "load", + "stabilized", + "arrest", + "Stage" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "stable", + "stabil", + "stable", + "Stable", + "Stable", + "Stabil", + "stabilise", + "stabile", + "stabilizes", + "stabilized", + "stabilize", + "stabil", + "Stabil", + "stabilizing", + "stability", + "stabilization", + "stability", + "Stability", + "stably", + "Stabilization", + "estabilidad", + "Stability", + "estab", + "unstable" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "stable", + "stable", + "Stable", + "Stable", + "stabil", + "Stabil", + "stabilizes", + "stabilize", + "L", + "stabil", + "stabilized", + "Stabil", + "stabile", + "Stabilization", + "stabilizing", + "unstable", + "stabilise", + "plast", + "que", + "stabilization", + "stably", + "l", + "plastic" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Bl", + "Bl", + "bl", + "Over", + "bl", + "BL", + "over", + "Stable", + "stable", + "Over", + "stable", + "Stable", + "over", + "BL", + "Blument", + "Bluff", + "Bluest", + "overload", + "blight", + "BLUEN", + "Stabilization", + "Blair", + "OVER", + "Stabil", + "stabilization", + "bladder" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "C", + "zostanie", + "linien", + "lions", + "Jetzt", + "stable", + "linewidth", + "iterations", + "followed", + "terminate", + "loadings", + "dispatchEvent", + "hasNext", + "scorpion", + "mesma", + "karakteristik", + "Kodak", + "webinars", + "Copies", + "ganze", + "stable", + "Without" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 245115, + 219334, + 248936, + 255892, + 132913, + 15583, + 30636, + 171951, + 147160, + 235424, + 254659, + 83942, + 163028, + 228924, + 209972, + 173400, + 208770, + 205258, + 123782, + 22863, + 12874, + 39791, + 14746, + 78008, + 103059, + 57980 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 72930, + 163295, + 140547, + 138151, + 159544, + 92115, + 93816, + 115386, + 104141, + 45821, + 51016, + 43458, + 50068, + 56599, + 37399, + 56378, + 77012, + 125790, + 3907, + 2152, + 509, + 951, + 1169, + 4397, + 483, + 16444 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 78501, + 126939, + 138921, + 127375, + 159091, + 136919, + 141602, + 84960, + 120776, + 144725, + 144152, + 183999, + 137472, + 188505, + 171645, + 116857, + 101179, + 74880, + 984, + 223, + 1093, + 10906, + 8970, + 21511, + 362, + 31982 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 41258, + 45662, + 192773, + 85848, + 85057, + 186429, + 211478, + 157764, + 25857, + 1989, + 1406, + 3041, + 11775 + ] + }, + { + "label": "crack", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 32434, + 100392, + 15966, + 21052, + 23389, + 37958, + 92922, + 54515, + 759, + 515, + 151, + 804, + 245 + ] + }, + { + "label": "fracture", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 21684, + 22930, + 121566, + 126433, + 121923, + 166958, + 97666, + 92682, + 8270, + 3545, + 11128, + 58189, + 29524 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 9.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "own", + "score": 4.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "bl", + "output_checked": true + }, + { + "concept": "even", + "score": 2.0, + "best_rank": 2, + "best_depth": 44.1, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "notches", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "notch", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "emma", + "man", + "ern", + "aj", + "ner", + "ani", + "ah", + "err", + "ad", + "im", + "le", + "as", + "es", + "er", + "an", + "al", + "all", + "ap", + "de", + "ers", + "que", + "ry", + "v", + "am" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "I", + "A", + "ot", + "T", + "im", + "e", + "ad", + "S", + "to", + "of", + "as", + "in", + "l", + "and", + "th", + "om", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "P", + "ly", + "be", + "em", + "T", + "ot", + "A", + "ation", + "om", + "th", + "and", + "l", + "im", + "e", + "ad", + "S", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "of" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "seasonal", + "specialized", + "secondary", + "various", + "either", + "ever", + "North", + "own", + "New", + "les", + "ness", + "open", + "world", + "kind", + "able", + "ers", + "an", + "l", + "ation", + "en", + "a", + "of", + "and", + "iz", + "le", + "end", + "or", + "out", + "able", + "ings", + "its" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "H", + "T", + "able", + "l", + "an", + "a", + "or", + "own", + "en", + "able", + "que", + "ity", + "ed", + "end", + "ation", + "iz", + "ness", + "le", + "ers", + "k", + "S", + "occasional", + "AVAILABLE", + "disappearing", + "secondary", + "its", + "ivity", + "North", + "eye" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "a", + "l", + "an", + "ed", + "en", + "own", + "able", + "able", + "ation", + "que", + "malah", + "specialized", + "iz", + "its", + "ational", + "le", + "t", + "end", + "ity", + "k", + "mellan", + "various", + "North", + "ic", + "ized", + "ally", + "under" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "an", + "l", + "a", + "en", + "own", + "able", + "ed", + "iz", + "ation", + "able", + "que", + "specialized", + "or", + "le", + "t", + "its", + "North", + "malah", + "k", + "humbled", + "mellan", + "dwar", + "chst", + "many", + "end", + "out" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "own", + "iz", + "an", + "s", + "able", + "le", + "either", + "ly", + "k", + "que", + "or", + "en", + "and", + "able", + "out", + "t", + "ytter", + "irritating", + "disappearing", + "dwar", + "pro", + "ed", + "its", + "ally" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "l", + "own", + "iz", + "and", + "s", + "either", + "an", + "able", + "ly", + "or", + "its", + "le", + "ytter", + "irritating", + "T", + "ally", + "chst", + "k", + "dwar", + "North", + "disappearing" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "iz", + "own", + "either", + "and", + "s", + "or", + "ally", + "North", + "chst", + "stellar", + "irritating", + "newItem", + "an" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "an", + "ly", + "s", + "its", + "and", + "both", + "preguntar", + "their", + "t", + "le", + "iz", + "or", + "corrigir", + "acheter", + "legendary", + "Sh" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "or", + "acheter", + "Jumlah", + "an", + "also", + "ly", + "its", + "preguntar", + "reduzir", + "Cuando", + "tinham" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "de", + "l", + "a", + "an", + "or", + "and", + "as", + "like", + "it", + "even", + "whereas", + "similar", + "which", + "such", + "also", + "after", + "unlike", + "his", + "vs", + "versus", + "its", + "at", + "but", + "though", + "instead", + "not", + "specific", + "ly", + "sub", + "essentially" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "and", + "a", + "ly", + "an", + "e", + "or", + "C", + "y", + "and", + "er", + "during", + "which", + "of", + "when", + "after", + "ally", + "on", + "its", + "although", + "that", + "while", + "during", + "while", + "taobao", + "but", + "p", + "ic", + "his", + "as" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "and", + "a", + "C", + "an", + "e", + "y", + "er", + "v", + "ly", + "and", + "T", + "t", + "s", + "p", + "that", + "which", + "un", + "it", + "that", + "n", + "during", + "on", + "K", + "when", + "or", + "the", + "its", + "d", + "while", + "get", + "in" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "a", + "and", + "C", + "an", + "y", + "such", + "t", + "T", + "but", + "ly", + "K", + "that", + "and", + "it", + "v", + "that", + "un", + "p", + "the", + "er", + "because", + "while", + "or", + "al", + "ic", + "as", + "k", + "of", + "during", + "when", + "like" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "and", + "C", + "a", + "such", + "an", + "l", + "During", + "during", + "that", + "which", + "but", + "y", + "because", + "while", + "that", + "such", + "during", + "because", + "Therefore", + "During", + "al", + "or", + "while", + "when", + "youtu", + "and", + "demonstrates" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "and", + "C", + "an", + "such", + "further", + "more", + "subsequent", + "before", + "but", + "such", + "or", + "Subsequently", + "after", + "Before", + "continued", + "remain", + "thereby", + "increases", + "before", + "until", + "remaining" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "and", + "B", + "T", + "further", + "an", + "K", + "D", + "t", + "al", + "y", + "before", + "get", + "ed", + "before", + "until", + "a", + "continue", + "un", + "p", + "more", + "additional", + "v", + "n", + "Before", + "up", + "additional" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "B", + "and", + "K", + "y", + "further", + "t", + "before", + "v", + "before", + "p", + "get", + "ed", + "D", + "n", + "T", + "al", + "b", + "Before", + "more", + "until", + "N", + "on", + "c", + "k", + "continue", + "o", + "m" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "l", + "and", + "ed", + "B", + "ing", + "T", + "K", + "get", + "t", + "al", + "y", + "before", + "n", + "D", + "m", + "before", + "ductile", + "N", + "c", + "v", + "further", + "and", + "F", + "O", + "L", + "own", + "o", + "M", + "then" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "B", + "C", + "and", + "ed", + "T", + "K", + "al", + "ing", + "D", + "get", + "arrested", + "ductile", + "A", + "N", + "before", + "F", + "t", + "arrest", + "O", + "M", + "and", + "before", + "o", + "U", + "b", + "H", + "R", + "an", + "times", + "arrest", + "gage" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "stable", + "stable", + "Stable", + "B", + "stabil", + "Stable", + "stabile", + "Stabil", + "stabilized", + "stabilize", + "stabil", + "stably", + "stability", + "Stabil", + "stabilise", + "stabilizes", + "stability", + "stables", + "Stability", + "estabilidad", + "stab", + "unstable", + "stabilization" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "B", + "Stable", + "stable", + "stable", + "Stable", + "H", + "and", + "stabilizes", + "stabilize", + "C", + "Plastic", + "stabilise", + "stabile", + "stabil", + "stabilized", + "plastic", + "estable", + "plastic", + "Stabil", + "Stabilization", + "Plast", + "plast", + "unstable", + "stabilization" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Bl", + "Bl", + "bl", + "bl", + "Over", + "BL", + "Stable", + "over", + "stable", + "B", + "over", + "stable", + "Over", + "Stable", + "BL", + "overload", + "Bluff", + "blr", + "Blas", + "Blument", + "la", + "blight", + "bladder", + "OVER", + "Bluest", + "blunt", + "blister", + "OVER" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "C", + "zostanie", + "linien", + "lions", + "Jetzt", + "stable", + "linewidth", + "iterations", + "followed", + "terminate", + "loadings", + "dispatchEvent", + "hasNext", + "scorpion", + "mesma", + "karakteristik", + "Kodak", + "webinars", + "Copies", + "ganze", + "stable", + "Without" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 15.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "bl", + "output_checked": true + }, + { + "concept": "and", + "score": 5.0, + "best_rank": 1, + "best_depth": 64.4, + "near_token": "as", + "output_checked": true + }, + { + "concept": "uma", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "soon", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "as", + "output_checked": true + }, + { + "concept": "deformation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "more", + "score": 1.0, + "best_rank": 2, + "best_depth": 67.8, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "notches", + "score": 1.0, + "best_rank": 4, + "best_depth": 88.1, + "near_token": "notch", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-02__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-02__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-02__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-02__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-notch-resistance-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to unstable flaw extension 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A compact-tension sample requires substantial work to advance its sharp flaw. Instability begins only at an unusually large stress-intensity value.", + "prompt_tail": "A compact-tension sample requires substantial work to advance its sharp flaw. Instability begins only at an unusually large stress-intensity value.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-notch-resistance-03", + "carrier_id": null, + "target_family": "notch-resistance", + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 1561, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 301 + }, + { + "label": "crack", + "best_rank": 2032, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 146 + }, + { + "label": "fracture", + "best_rank": 1075, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 1884 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "styling", + "un", + "ListItemIcon", + "got", + "Farr", + "apr", + "Charm", + "even" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "styling", + "apr", + "mkdir", + "s", + "GSM", + "mesma", + "conde", + "styles", + "asus", + "Enter", + "cir", + "as", + "mixer", + "Insert", + "param", + "iterator", + "duc", + "jst", + "Brot" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "Edge", + "apr", + "Weise", + "Edge", + "styling", + "styling", + "Insert", + "Pek", + "asus", + "cfr", + "EDGE", + "insert", + "Stacks", + "S", + "Hits" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "s", + "Weise", + "apr", + "Edge", + "Hits", + "cfr", + "Edge", + "insert", + "Pek", + "ashe", + "Insert", + "second", + "sus", + "styling", + "joen", + "aucet" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "Cuy", + "la", + "cens", + "Cens", + "ciri", + "pis", + "Eddie", + "Pyr", + "Pending", + "uts", + "Pend", + "cura", + "ait", + "watering", + "phis", + "dui", + "pinned", + "props", + "Ronald", + "ruari", + "odne", + "dikkat" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "psi", + "empe", + "Estelle", + "handleError", + "spacing", + "softmax", + "prolet", + "Sorg", + "conveniently", + "issy", + "ngModel", + "knn", + "affine", + "pct", + "DIN", + "STI", + "Rome", + "unches", + "ukun", + "postgres", + "HTTPS", + "kts" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "s", + "ngModel", + "ukun", + "handleError", + "psi", + "Estelle", + "Sorg", + "yscale", + "empe", + "AGS", + "Appleton", + "unches", + "cyn", + "serialization", + "aportan", + "itorial", + "osynthesis", + "RHS", + "rization", + "addData", + "awatt", + "de", + "ymi" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "Cullen", + "Stark", + "Cui", + "LOGGER", + "ciri", + "Pyr", + "hci", + "Fort", + "ngthening", + "CCN", + "cus", + "icure", + "watering", + "cheats", + "dui", + "ietta", + "CU" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "Cui", + "CU", + "fort", + "Cud", + "CU", + "Cullen", + "Guad", + "onuclear", + "lendemain", + "endenti", + "cusp", + "pict", + "OfThe", + "cuy", + "Fort", + "CY", + "usia" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "StringBuilder", + "usus", + "slimmer", + "fromDate", + "ralent", + "Gruntfile", + "ForEach", + "Pyr", + "Flags", + "retval", + "daring", + "venerable", + "eram", + "Grim", + "BYTE", + "fontsize" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "H", + "BYTE", + "getParameter", + "Thar", + "Everywhere", + "Princeton", + "William", + "UPI", + "sfida", + "eram", + "Bowser", + "StringBuilder", + "ophile", + "diaper", + "Hurricane", + "Namibia" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "que", + "tuttavia", + "L", + "usus", + "Rather", + "os", + "Elsewhere", + "ipers", + "la", + "otros", + "opis", + "T" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "que", + "an", + "particularly", + "such", + "tuttavia", + "T", + "t", + "l", + "os", + "ie", + "s", + "its", + "poco", + "om", + "however", + "person", + "enorm", + "los", + "st" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "l", + "t", + "os", + "an", + "hov", + "tuttavia", + "usus", + "memerlukan", + "escue", + "agad", + "entimes", + "es", + "therefore", + "ife", + "comparatively", + "therefore", + "s", + "cuya", + "ing", + "geschossiges" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "que", + "l", + "an", + "es", + "memerlukan", + "escue", + "hov", + "ers", + "le", + "t", + "os", + "isy", + "require", + "requiere", + "issimo", + "high", + "therefore", + "requer", + "ings", + "Bluest", + "ife", + "un", + "its", + "excellent", + "es", + "rec" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "l", + "que", + "an", + "of", + "isy", + "escue", + "its", + "requiere", + "ized", + "Bluest", + "esia", + "memerlukan", + "ilization", + "excellent", + "es", + "finity", + "ization", + "aye", + "therefore", + "worthy", + "therefore", + "require" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "therefore", + "therefore", + "isy", + "othesis", + "aye", + "excellent", + "ization", + "ized", + "hence", + "requiere", + "worthy", + "conclusion", + "because", + "Bluest", + "deshalb", + "escue", + "its" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "hence", + "therefore", + "deshalb", + "Hence", + "hence", + "dlatego", + "consequently", + "C", + "therefore", + "requiere", + "Such", + "Hence", + "daarom", + "extraordinaria", + "Consequently", + "othesis", + "Tinggi", + "Therefore" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "la", + "L", + "B", + "T", + "C", + "ly", + "Threshold", + "S", + "hence", + "tanta", + "threshold", + "threshold", + "insuffis", + "inadequate", + "Such", + "Threshold", + "esthetics", + "thresholds", + "Hence", + "THRESHOLD", + "exceeded", + "ubov", + "lieb", + "ocalypse", + "Eg" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "la", + "L", + "T", + "C", + "ly", + "B", + "S", + "Threshold", + "threshold", + "Threshold", + "threshold", + "insuffis", + "inadequate", + "thresholds", + "Stability", + "tanta", + "startTime", + "THRESHOLD", + "stabil", + "onzo", + "stability", + "hence", + "initiation", + "Novel", + "hence" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "la", + "L", + "T", + "C", + "Threshold", + "S", + "stabil", + "insuffis", + "ly", + "Stability", + "instability", + "unstable", + "threshold", + "B", + "threshold", + "values", + "THRESHOLD", + "Threshold", + "destabil", + "onset", + "s", + "partition", + "Values", + "hence", + "anew", + "Stabil", + "novelty" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "L", + "T", + "e", + "a", + "C", + "S", + "que", + "de", + "s", + "an", + "Threshold", + "le", + "H", + "threshold", + "K", + "values", + "tanta", + "onset", + "n", + "insuffis", + "anew", + "threshold", + "ON", + "intoler", + "Loss" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "L", + "C", + "Critical", + "l", + "critical", + "kritis", + "critical", + "Critical", + "T", + "krit", + "ITICAL", + "Crit", + "crit", + "Crit", + "critically", + "Krit", + "delayed", + "Delayed", + "kritik", + "Delayed", + "Become", + "unstable", + "instability", + "Threshold" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "instability", + "Inst", + "Inst", + "inst", + "inst", + "instabilities", + "unstable", + "Stability", + "stability", + "L", + "INST", + "destabil", + "l", + "que", + "Instantiate", + "Instantiation", + "stability", + "instantiation", + "instantiated", + "instantiate", + "kest", + "niest", + "Critical", + "unst", + "Critical", + "estab", + "INST" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Inst", + "Inst", + "instability", + "inst", + "inst", + "INST", + "INST", + "Instantiate", + "l", + "niest", + "instabilities", + "Insta", + "Instantiation", + "insta", + "instigated", + "Instinct", + "insta", + "instantiation", + "instantiated", + "nst", + "unstable", + "anst", + "instaur", + "unst", + "instantiate" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Seorang", + "etanol", + "seorang", + "Luther", + "fprintf", + "ateliers", + "Tweets", + "batik", + "Butterflies", + "a", + "Argonne", + "Specifically", + "mengakses", + "Egyptians", + "Both", + "arabic", + "suatu", + "turbines", + "Paths" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 244795, + 224474, + 253741, + 257929, + 175867, + 17971, + 37444, + 136872, + 143518, + 229666, + 253427, + 134294, + 144026, + 154234, + 94579, + 77593, + 101444, + 76167, + 49199, + 9218, + 3430, + 6236, + 1562, + 358, + 2703, + 2969 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 65756, + 133716, + 127450, + 133931, + 165166, + 106919, + 96678, + 139270, + 134643, + 54308, + 44605, + 65696, + 45567, + 63658, + 52672, + 101188, + 120431, + 75064, + 30861, + 6463, + 3279, + 5428, + 2033, + 9172, + 8332, + 101414 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 78697, + 125987, + 136419, + 117734, + 131974, + 125669, + 133690, + 78579, + 113677, + 133514, + 125782, + 176306, + 100112, + 124966, + 110925, + 73538, + 51134, + 43309, + 6827, + 5312, + 3158, + 2205, + 1076, + 7797, + 754, + 32927 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 61209, + 154877, + 202719, + 18521, + 19788, + 50071, + 40643, + 55695, + 17508, + 875, + 604, + 302, + 1106 + ] + }, + { + "label": "crack", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 58770, + 66698, + 12939, + 38936, + 34170, + 35217, + 63173, + 18941, + 811, + 147, + 212, + 1101, + 586 + ] + }, + { + "label": "fracture", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 64009, + 81942, + 118149, + 101595, + 112331, + 113493, + 63173, + 22624, + 10094, + 5497, + 3538, + 7123, + 1885 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 5.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "when", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.3, + "near_token": "only", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "fracture", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "occurs", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "factor", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "intensity", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "extend", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "que", + "ry", + "ers", + "ap", + "am", + "er", + "de", + "qu", + "ele", + "ani", + "aj", + "uff", + "p", + "olmak", + "an", + "al", + "erin", + "telle", + "han", + "emma", + "ank", + "her", + "ay", + "art", + "aw", + "err", + "ern", + "atus" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "be", + "ay", + "I", + "ation", + "ot", + "S", + "T", + "A", + "l", + "and", + "in", + "of", + "om", + "th", + "e", + "im", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "pro", + "un", + "P", + "est", + "A", + "T", + "ation", + "em", + "e", + "om", + "l", + "th", + "ad", + "im", + "S", + "ot", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "s", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "open", + "own", + "que", + "its", + "occasional", + "able", + "elective", + "T", + "or", + "end", + "an", + "ers", + "le", + "ap", + "iz", + "un", + "de", + "e", + "and", + "l", + "en", + "a", + "p", + "of", + "en", + "al", + "ation", + "pro", + "s", + "t", + "d", + "ad" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "T", + "que", + "own", + "en", + "de", + "l", + "a", + "or", + "e", + "an", + "ers", + "able", + "un", + "ap", + "le", + "un", + "iz", + "t", + "s", + "p", + "k", + "able", + "pre", + "extra", + "open", + "world", + "ness", + "and", + "al", + "ac", + "EN" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "own", + "a", + "l", + "que", + "en", + "an", + "ers", + "K", + "able", + "un", + "un", + "k", + "specialized", + "iz", + "or", + "e", + "t", + "its", + "able", + "ation", + "under", + "humbled", + "North", + "many", + "various", + "end", + "and", + "p", + "ed" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "que", + "l", + "own", + "K", + "an", + "able", + "ers", + "or", + "iz", + "North", + "specialized", + "k", + "and", + "its", + "un", + "various", + "many", + "un", + "mere", + "eye", + "humbled", + "power", + "mellan", + "e", + "t", + "world" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "own", + "a", + "la", + "que", + "l", + "iz", + "de", + "or", + "ness", + "s", + "ers", + "en", + "and", + "k", + "un", + "le", + "t", + "pro", + "K", + "mere", + "sa", + "aries", + "hem", + "e", + "North" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "own", + "a", + "la", + "que", + "l", + "de", + "and", + "iz", + "s", + "or", + "k", + "t", + "un", + "le", + "par", + "pro", + "ness", + "K", + "en", + "ers", + "mere", + "hem", + "North", + "ac", + "p", + "per" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "la", + "a", + "own", + "que", + "l", + "iz", + "s", + "and", + "uma", + "or", + "K", + "aries", + "par", + "pro", + "le", + "chst", + "t", + "un", + "mere", + "inin", + "hem", + "um" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "la", + "a", + "l", + "que", + "s", + "or", + "an", + "t", + "le", + "p", + "par", + "Sh", + "un", + "and", + "en", + "iz", + "pro", + "st", + "per", + "c", + "r", + "either", + "uma", + "um", + "its", + "ac" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "la", + "que", + "either", + "or", + "s", + "its", + "ified", + "le", + "ly", + "vendedor", + "p", + "ously", + "ultra", + "par", + "t", + "semi", + "hemicontinuous", + "mus", + "multi", + "hem", + "obliquely", + "sc" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "de", + "l", + "an", + "or", + "le", + "d", + "even", + "so", + "of", + "similarly", + "du", + "either", + "les", + "such", + "e", + "its", + "instead", + "par", + "subsequently", + "than", + "by", + "bit", + "sur", + "which", + "some", + "non", + "ne", + "et" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "a", + "e", + "and", + "er", + "y", + "H", + "on", + "and", + "s", + "p", + "v", + "t", + "because", + "n", + "c", + "T", + "because", + "ly", + "ed", + "o", + "un", + "d", + "h", + "that", + "of", + "b", + "z", + "f", + "D" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "a", + "e", + "T", + "H", + "s", + "un", + "v", + "y", + "er", + "t", + "p", + "on", + "D", + "n", + "an", + "c", + "ed", + "d", + "and", + "f", + "K", + "get", + "and", + "in", + "is", + "that", + "h", + "o", + "because", + "l" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "a", + "l", + "and", + "T", + "an", + "y", + "v", + "because", + "s", + "t", + "un", + "D", + "p", + "er", + "because", + "H", + "despite", + "K", + "what", + "and", + "k", + "n", + "able", + "such", + "on", + "than", + "its", + "l", + "L", + "so" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "and", + "H", + "a", + "because", + "y", + "T", + "because", + "such", + "er", + "an", + "karena", + "Despite", + "Therefore", + "Because", + "so", + "etc", + "Therefore", + "despite", + "D", + "K", + "thus", + "therefore", + "although", + "despite", + "ed", + "Because", + "Consequently", + "and" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "able", + "and", + "H", + "unusually", + "because", + "because", + "such", + "P", + "an", + "Despite", + "Because", + "karena", + "T", + "exceptionally", + "aufgrund", + "Such", + "exceptional", + "unexpectedly", + "etc", + "abnormally", + "deshalb", + "required", + "requiring" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "B", + "y", + "T", + "begins", + "onset", + "own", + "began", + "un", + "ed", + "started", + "initiation", + "al", + "start", + "begin", + "get", + "onset", + "initiate", + "because", + "requires", + "p", + "an", + "become", + "start", + "t", + "initiated", + "initiating" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "B", + "y", + "own", + "al", + "get", + "e", + "become", + "some", + "start", + "o", + "initiation", + "b", + "p", + "ed", + "before", + "begins", + "becomes", + "because", + "requires", + "become", + "unexpectedly", + "onset", + "start", + "seemingly", + "began", + "is", + "initiate", + "only" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "own", + "B", + "y", + "l", + "ed", + "ing", + "get", + "e", + "b", + "o", + "p", + "al", + "onset", + "become", + "n", + "initiation", + "is", + "v", + "onset", + "c", + "Onset", + "and", + "D", + "requires", + "m", + "higher", + "w", + "inst", + "at" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "B", + "C", + "l", + "e", + "b", + "ing", + "o", + "D", + "own", + "K", + "ed", + "onset", + "p", + "or", + "get", + "T", + "onset", + "c", + "become", + "y", + "toff", + "n", + "Onset", + "together", + "O", + "at", + "l", + "on", + "A", + "kritis" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "B", + "C", + "kritis", + "Critical", + "critical", + "Delayed", + "delayed", + "krit", + "Becoming", + "delayed", + "critical", + "Become", + "Initi", + "Become", + "become", + "Delayed", + "T", + "onset", + "Critical", + "delaying", + "become", + "Inst", + "onset", + "ritical", + "Onset", + "delay", + "became", + "divent" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "B", + "instability", + "Inst", + "Inst", + "inst", + "inst", + "INST", + "instabilities", + "INST", + "Instantiation", + "Insta", + "insta", + "instantiation", + "Instantiate", + "instantiate", + "insta", + "Stability", + "stability", + "destabil", + "ization", + "unstable", + "Onset", + "instantiated", + "Become", + "nst" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Inst", + "Inst", + "instability", + "inst", + "inst", + "INST", + "INST", + "Instantiate", + "Instinct", + "nst", + "Instantiation", + "niest", + "instabilities", + "instigated", + "Insta", + "insta", + "S", + "instantiation", + "insta", + "unstable", + "instaur", + "unst", + "instinct", + "instantiate", + "instancia" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Seorang", + "etanol", + "seorang", + "Luther", + "fprintf", + "ateliers", + "Tweets", + "batik", + "Butterflies", + "a", + "Argonne", + "Specifically", + "mengakses", + "Egyptians", + "Both", + "arabic", + "suatu", + "turbines", + "Paths" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 13.0, + "best_rank": 1, + "best_depth": 47.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "when", + "score": 4.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "only", + "output_checked": true + }, + { + "concept": "uma", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "specimens", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "crack", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "Fracture", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "advancing", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "factor", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "intensity", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-03__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-03__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-03__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-03__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-notch-resistance-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to unstable flaw extension 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A structural alloy containing a long defect remains stable at loads that immediately separate a comparison alloy of similar strength.", + "prompt_tail": "A structural alloy containing a long defect remains stable at loads that immediately separate a comparison alloy of similar strength.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 21 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-notch-resistance-04", + "carrier_id": null, + "target_family": "notch-resistance", + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 9164, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 917 + }, + { + "label": "crack", + "best_rank": 4866, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 241 + }, + { + "label": "fracture", + "best_rank": 757, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 278 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "styling", + "apr", + "got", + "even", + "Charm", + "ListItemIcon", + "Hair" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "apr", + "GSM", + "mesma", + "styling", + "s", + "S", + "asus", + "Insert", + "styles", + "as", + "conde", + "mkdir", + "Weise", + "Enter", + "Edge", + "dit", + "a", + "Edge", + "cir", + "got" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "Edge", + "Weise", + "apr", + "Edge", + "S", + "EDGE", + "styling", + "Insert", + "insert", + "Pek", + "Hits", + "cfr", + "arlos" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "Weise", + "Edge", + "apr", + "Hits", + "Edge", + "insert", + "Pek", + "cfr", + "second", + "styling", + "Insert", + "EDGE", + "sus", + "joen", + "S", + "second" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "Pyr", + "Cens", + "cens", + "empe", + "ciri", + "Ashley", + "Ronald", + "Eddie", + "CUL", + "restaur", + "watering", + "CY", + "ait", + "DIN", + "phis", + "Pending", + "uts", + "Wied", + "sorting", + "CTE", + "LOGGER", + "pis" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Estelle", + "empe", + "psi", + "softmax", + "spacing", + "handleError", + "pct", + "STI", + "issy", + "prolet", + "ngModel", + "AGS", + "Sorg", + "osynthesis", + "DIN", + "conveniently", + "ukun", + "affine", + "HTTPS", + "Rome", + "knn", + "acidified", + "agge", + "Accenture" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ukun", + "handleError", + "ngModel", + "unches", + "Estelle", + "Sorg", + "empe", + "psi", + "AGS", + "yscale", + "itorial", + "serialization", + "osynthesis", + "Appleton", + "cyn", + "RTS", + "aportan", + "addData", + "RHS", + "ymi", + "AlertDialog" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "Cui", + "Stark", + "Cullen", + "usia", + "icure", + "CY", + "dui", + "LOGGER", + "CU", + "hci", + "CCN", + "cus", + "Pyr", + "ciri", + "Richardson" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "usia", + "Richardson", + "phony", + "Kuch", + "Guad", + "onuclear", + "LOGGER", + "OOP", + "lendemain", + "CGPoint", + "isah", + "pict", + "uzi", + "CY", + "isjon", + "Cui", + "Kund", + "dui" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "CGPoint", + "slimmer", + "StringBuilder", + "L", + "postings", + "OOP", + "CCS", + "ralent", + "Gruntfile", + "Guangdong", + "Pyr" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "CGPoint", + "P", + "ForEach", + "ophile", + "StringBuilder", + "BYTE", + "ChatGPT", + "Jahr", + "Wochenende" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "H", + "C", + "roth", + "elsewhere", + "tuttavia", + "Elsewhere", + "PWD", + "usted", + "out", + "Slate", + "entimes", + "Wy", + "unequiv" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "L", + "H", + "que", + "a", + "out", + "T", + "tuttavia", + "otras", + "C", + "enorm", + "and", + "elsewhere", + "entimes", + "entanto", + "roth", + "an", + "Mud", + "Elsewhere", + "qquad", + "particularly", + "ie", + "Out" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "an", + "ing", + "entimes", + "cuya", + "mutu", + "ographically", + "hov", + "usus", + "l", + "owymi", + "signifikan", + "qquad", + "aport" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "que", + "l", + "an", + "hov", + "omia", + "ings", + "ing", + "entimes", + "issimo", + "aggressively", + "signifikan", + "aport", + "ographically", + "Reliance", + "Pitt", + "mutu", + "cuya", + "ossi" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "que", + "l", + "an", + "versus", + "ized", + "ity", + "differently", + "Comparison", + "ilation", + "isy", + "Differ", + "ances", + "ization", + "ings", + "its", + "excellent", + "ique", + "antly", + "ilization", + "of", + "Why", + "omia" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "an", + "l", + "its", + "the", + "excellent", + "versus", + "differed", + "exceso", + "ly", + "isy", + "Comparison", + "question", + "Ank", + "mutu", + "ique", + "ized", + "aport", + "Why" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "a", + "l", + "hence", + "vs", + "Surprisingly", + "Fatalf", + "whereas", + "Ank", + "Yet", + "WHEREAS", + "Comparison", + "Such", + "Hence", + "deshalb", + "kort", + "antly" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "l", + "L", + "T", + "a", + "whereas", + "segera", + "sofort", + "Significantly", + "hence", + "Fatalf", + "S", + "differs", + "iciencies", + "outperforms", + "sollic", + "Immediately", + "abruptly", + "Immediately", + "agad", + "Why", + "Reasons", + "zarar", + "Hence", + "okam" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "a", + "T", + "L", + "differs", + "segera", + "either", + "immediately", + "iciencies", + "abruptly", + "sofort", + "inadequate", + "immediate", + "instantly", + "sollic", + "zarar", + "okam", + "Immediately", + "isee", + "immediately", + "Immediately", + "inexplic" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "la", + "l", + "L", + "a", + "T", + "C", + "s", + "Differences", + "differences", + "immediately", + "differs", + "instantly", + "abruptly", + "splits", + "brittle", + "insuffis", + "ly", + "iciencies", + "outright", + "immediate", + "split", + "catast", + "vs", + "sofort", + "issimo", + "either", + "inadequate" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "a", + "immediately", + "immediate", + "instantly", + "abruptly", + "T", + "immediately", + "que", + "prematurely", + "sofort", + "premat", + "s", + "Immediately", + "separa", + "e", + "immediate", + "an", + "catast", + "imediat", + "instant", + "le", + "inmediatamente", + "segera", + "Immediate", + "suddenly" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "L", + "catast", + "T", + "Failure", + "immediate", + "failure", + "brittle", + "Cat", + "immediately", + "Immediate", + "fail", + "Separ", + "separa", + "Failure", + "failure", + "Fail", + "immediate", + "l", + "instantly", + "separ", + "separ", + "fail", + "immediately", + "Fail", + "separation", + "instant", + "Immediately", + "instant" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "immediate", + "Immediate", + "immediate", + "Immediate", + "separ", + "Cat", + "Separ", + "separ", + "separation", + "separating", + "cat", + "Separation", + "loads", + "separation", + "Cat", + "separates", + "immediately", + "catast", + "H", + "imediat", + "separa", + "separated", + "Separate", + "que" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "l", + "L", + "Cat", + "immediate", + "cat", + "Immediate", + "catast", + "Cat", + "Immediate", + "immediate", + "separation", + "H", + "Separation", + "separ", + "separating", + "catastrophic", + "separator", + "Br", + "loads", + "brittle", + "separation", + "Loads", + "Br", + "imediat", + "separates" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "However", + "This", + "Otherwise", + "Therefore", + "Regardless", + "Likewise", + "Similarly", + "These", + "t", + "Conversely", + "Asimismo", + "and", + "Likewise" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 244438, + 241683, + 253092, + 257030, + 186840, + 22341, + 40388, + 175776, + 183144, + 225902, + 250230, + 46922, + 151728, + 221167, + 123745, + 89334, + 108454, + 121549, + 116576, + 40110, + 23064, + 33567, + 9165, + 1183, + 2839, + 15169 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 73597, + 141518, + 141076, + 133956, + 139586, + 95584, + 112787, + 132660, + 102808, + 131003, + 92834, + 141433, + 116368, + 147103, + 141104, + 119939, + 139088, + 188241, + 21752, + 14063, + 13686, + 17165, + 4867, + 37449, + 27454, + 53563 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 78070, + 121386, + 133213, + 116001, + 125454, + 123424, + 125255, + 78890, + 83732, + 175874, + 133449, + 201872, + 177164, + 182532, + 168234, + 122724, + 104355, + 79125, + 5550, + 1905, + 3426, + 2643, + 758, + 10646, + 919, + 52074 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 100438, + 68028, + 73683, + 23255, + 7478, + 41857, + 42753, + 54815, + 6268, + 1469, + 918, + 946, + 2016 + ] + }, + { + "label": "crack", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 58060, + 42169, + 59869, + 54827, + 30695, + 35097, + 73246, + 9167, + 242, + 431, + 1388, + 3601, + 381 + ] + }, + { + "label": "fracture", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 64250, + 57539, + 93751, + 125907, + 108743, + 135527, + 87741, + 29805, + 1025, + 464, + 279, + 1454, + 316 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 3.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "with", + "score": 1.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "Nippon", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "BYTE", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.7, + "near_token": "at", + "output_checked": true + }, + { + "concept": "etwa", + "score": 1.0, + "best_rank": 10, + "best_depth": 52.5, + "near_token": "strength", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "le", + "im", + "ani", + "la", + "aj", + "ner", + "p", + "v", + "que", + "ap", + "de", + "ers", + "al", + "er", + "ty", + "me", + "en", + "es", + "ry", + "ah", + "ver", + "qu", + "pl", + "ip" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "I", + "A", + "ot", + "T", + "im", + "e", + "ad", + "S", + "to", + "of", + "as", + "in", + "l", + "and", + "th", + "om", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "P", + "ly", + "be", + "em", + "A", + "T", + "I", + "ation", + "e", + "om", + "l", + "th", + "ad", + "im", + "S", + "ot", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "s", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "specialized", + "sake", + "North", + "various", + "either", + "personal", + "ever", + "own", + "ness", + "self", + "les", + "open", + "world", + "kind", + "able", + "ers", + "an", + "l", + "ation", + "en", + "a", + "of", + "and", + "iz", + "le", + "end", + "or", + "que", + "able", + "ings", + "its" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "own", + "able", + "S", + "T", + "l", + "en", + "a", + "K", + "able", + "iz", + "or", + "end", + "ness", + "C", + "an", + "ers", + "and", + "que", + "ings", + "le", + "ation", + "ally", + "owych", + "sake", + "O", + "un", + "ad", + "t", + "e" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "l", + "own", + "K", + "able", + "ers", + "iz", + "end", + "an", + "un", + "C", + "able", + "humbled", + "various", + "ation", + "ed", + "que", + "k", + "owych", + "specialized", + "mellan", + "T", + "ally", + "elle" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "K", + "ers", + "able", + "iz", + "end", + "k", + "owych", + "ation", + "un", + "humbled", + "ina", + "various", + "sen", + "ness" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "de", + "l", + "iz", + "uma", + "own", + "que", + "ers", + "s", + "en", + "um", + "able", + "t", + "k", + "sa", + "e", + "pro", + "sen", + "st" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "de", + "a", + "uma", + "l", + "que", + "la", + "iz", + "s", + "ers", + "um", + "own", + "pro", + "t", + "and", + "e", + "Poultry", + "par", + "per", + "hem", + "nya", + "complet", + "able" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "de", + "a", + "uma", + "l", + "que", + "iz", + "s", + "la", + "um", + "ers", + "nya", + "pro", + "t", + "own", + "par", + "Poultry", + "ines", + "hem", + "per", + "and" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "de", + "a", + "que", + "l", + "la", + "uma", + "s", + "um", + "t", + "le", + "par", + "per", + "un", + "pro", + "an", + "en", + "des", + "ac", + "iz", + "d", + "sub", + "hem", + "pur", + "o", + "c" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "que", + "de", + "a", + "s", + "uma", + "la", + "le", + "an", + "par", + "t", + "um", + "either", + "d", + "un", + "sa", + "r", + "pro", + "ac", + "il", + "des", + "pol", + "qu", + "mengakses", + "br", + "se" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "de", + "an", + "or", + "even", + "by", + "d", + "it", + "but", + "le", + "s", + "either", + "his", + "can", + "y", + "its", + "ly", + "que", + "v", + "du", + "e", + "t", + "similarly", + "because", + "at", + "non", + "re", + "par" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "a", + "e", + "even", + "because", + "er", + "ly", + "s", + "because", + "an", + "despite", + "on", + "c", + "and", + "hbox", + "t", + "p", + "karena", + "although", + "n", + "and", + "v", + "despite", + "T", + "than", + "l", + "that", + "meski", + "apparently" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "a", + "s", + "e", + "T", + "t", + "er", + "even", + "because", + "v", + "because", + "despite", + "an", + "p", + "H", + "un", + "on", + "y", + "c", + "D", + "n", + "l", + "ed", + "get", + "despite", + "f", + "d", + "hbox", + "k", + "h" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "a", + "T", + "l", + "an", + "because", + "t", + "because", + "despite", + "even", + "y", + "s", + "p", + "and", + "v", + "D", + "e", + "L", + "un", + "n", + "than", + "Because", + "K", + "k", + "er", + "l", + "Despite", + "its", + "c", + "able", + "despite", + "karena" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "a", + "despite", + "an", + "because", + "Despite", + "because", + "T", + "and", + "despite", + "able", + "karena", + "even", + "same", + "Because", + "er", + "whereas", + "y", + "such", + "what", + "more", + "Because", + "t", + "Although", + "Despite", + "although", + "without", + "whereas", + "while" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "an", + "and", + "T", + "able", + "despite", + "a", + "L", + "Despite", + "even", + "such", + "but", + "vastly", + "whereas", + "what", + "despite", + "P", + "unexpectedly", + "its", + "single", + "otherwise", + "significantly", + "because", + "prevented" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "a", + "T", + "an", + "L", + "would", + "K", + "t", + "get", + "either", + "y", + "and", + "un", + "whereas", + "p", + "which", + "P", + "D", + "single", + "completely", + "such", + "unexpectedly", + "instantly", + "what", + "own", + "immediately", + "would", + "v", + "O" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "a", + "T", + "L", + "B", + "P", + "an", + "get", + "y", + "K", + "and", + "D", + "p", + "own", + "v", + "t", + "al", + "would", + "instantly", + "un", + "o", + "O", + "completely", + "able", + "ability", + "unexpectedly", + "N", + "seemingly", + "some", + "because" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "l", + "own", + "L", + "T", + "B", + "a", + "get", + "v", + "y", + "apart", + "an", + "and", + "o", + "K", + "t", + "brittle", + "D", + "al", + "b", + "p", + "cleavage", + "inst", + "G", + "O", + "e", + "ability", + "l", + "instantly", + "n", + "at" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "B", + "a", + "C", + "K", + "T", + "L", + "and", + "an", + "y", + "o", + "apart", + "brittle", + "abruptly", + "prematurely", + "que", + "Cat", + "separ", + "cat", + "D", + "instantly", + "fail", + "b", + "separation", + "l", + "immediately", + "separated", + "catast", + "separating", + "G", + "t", + "get" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "H", + "brittle", + "T", + "Separ", + "Cat", + "B", + "catast", + "failure", + "separation", + "failure", + "separ", + "cat", + "Failure", + "separ", + "duct", + "fail", + "catastrophic", + "separating", + "separates", + "separation", + "separa", + "fail", + "delayed", + "Separation", + "Fail", + "Frag", + "delayed", + "separar", + "Delayed", + "Br" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "L", + "B", + "Cat", + "Separ", + "cat", + "H", + "Cat", + "separ", + "Load", + "catastrophic", + "separation", + "Separate", + "brittle", + "catast", + "separ", + "cat", + "separating", + "Immediate", + "separation", + "separates", + "loads", + "Separation", + "separar", + "Br", + "separated", + "separa", + "Separator", + "load" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "L", + "Cat", + "B", + "cat", + "Br", + "catast", + "Cat", + "Br", + "Separ", + "brittle", + "separ", + "H", + "Separation", + "catastrophic", + "Separate", + "separation", + "separating", + "Immediate", + "cat", + "P", + "Catt", + "kat", + "Load", + "loads", + "immediate", + "separation", + "Separ", + "able" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "However", + "This", + "Otherwise", + "Therefore", + "Regardless", + "Likewise", + "Similarly", + "These", + "t", + "Conversely", + "Asimismo", + "and", + "Likewise" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 11.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "uma", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "separation", + "score": 2.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "separate", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "containing", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-04__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-04__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-04__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-04__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-notch-resistance-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to unstable flaw extension 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "An instrumented impact test on a notched bar records high absorbed energy and extensive local deformation before the remaining ligament opens.", + "prompt_tail": "An instrumented impact test on a notched bar records high absorbed energy and extensive local deformation before the remaining ligament opens.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-notch-resistance-05", + "carrier_id": null, + "target_family": "notch-resistance", + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 811, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 217 + }, + { + "label": "crack", + "best_rank": 3937, + "best_depth": 76.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 1023 + }, + { + "label": "fracture", + "best_rank": 337, + "best_depth": 76.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 3471 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "apr", + "Gottlieb", + "mesma", + "got", + "even", + "Hair", + "Edge", + "iraj", + "un" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "S", + "s", + "GSM", + "mkdir", + "styling", + "styles", + "apr", + "Insert", + "mixer", + "Edge", + "mesma", + "Enter", + "asus", + "cir", + "gian", + "param", + "conde", + "duck", + "Weise", + "EDGE" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "Edge", + "mesma", + "Weise", + "Edge", + "EDGE", + "apr", + "insert", + "styling", + "jenis", + "Insert", + "Sus", + "Pek", + "styling", + "cfr", + "s", + "ashe", + "sus", + "joen" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "Edge", + "Weise", + "Hits", + "insert", + "S", + "apr", + "Edge", + "cfr", + "Pek", + "styling", + "s", + "Insert", + "second", + "EDGE", + "sus", + "joen", + "second", + "irl" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "cens", + "Cens", + "ciri", + "Pyr", + "Cuy", + "watering", + "Ronald", + "empe", + "S", + "restaur", + "CUL", + "DIN", + "Eddie", + "pis", + "ittle", + "CCN", + "phis", + "ait", + "postgres", + "Pending", + "kts", + "ruari", + "centerY", + "CY" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "empe", + "Estelle", + "psi", + "spacing", + "handleError", + "DIN", + "prolet", + "Sorg", + "ngModel", + "pct", + "affine", + "conveniently", + "Accenture", + "watering", + "STI", + "issy", + "knn", + "ukun", + "softmax", + "Rome", + "cens", + "postgres", + "acidified", + "HTTPS" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ngModel", + "Estelle", + "ukun", + "empe", + "AGS", + "handleError", + "itorial", + "psi", + "Sorg", + "yscale", + "addData", + "osynthesis", + "Appleton", + "aportan", + "fat", + "serialization", + "RHS", + "unches", + "agge", + "acidified", + "spacing", + "iorum", + "affine" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "Pyr", + "cheats", + "hci", + "icure", + "ciri", + "Stark", + "Arjuna", + "Grun", + "usia", + "Cui", + "Ronald", + "empe", + "Eddie", + "dui", + "CCN", + "LOGGER", + "Cullen" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "hci", + "uzi", + "OOP", + "usia", + "Richardson", + "Kuch", + "Guad", + "LOGGER", + "Hawke", + "CGPoint", + "Grun", + "juxtap", + "icure", + "Pyr", + "Smiling", + "isah", + "pict", + "phony" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "StringBuilder", + "usus", + "slimmer", + "Lol", + "ralent", + "ForEach", + "Gruntfile", + "Flags", + "Guangdong", + "rmt", + "Dougall", + "OOP", + "GTG", + "Grim", + "viewDidLoad" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "H", + "ing", + "BYTE", + "ForEach", + "Elsewhere", + "os", + "shenanigans", + "CGPoint", + "Dougall", + "StringBuilder", + "consente", + "Beyblade", + "Angaben", + "Copyright", + "Skywalker", + "UPI", + "Everywhere", + "elsewhere", + "ophile" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "la", + "T", + "que", + "a", + "H", + "tuttavia", + "PWD", + "C", + "Mud", + "Elsewhere", + "and", + "elsewhere", + "enorm", + "uego", + "os", + "Outlet", + "usus" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "L", + "T", + "que", + "and", + "H", + "ie", + "ing", + "out", + "particularly", + "tuttavia", + "an", + "Pitt", + "however", + "enorm", + "esk", + "CHAPTER", + "PWD", + "poco", + "osal" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "ing", + "T", + "que", + "tuttavia", + "ie", + "however", + "os", + "entimes", + "l", + "particularly", + "gehend", + "requisitos", + "H", + "uzys", + "esk", + "opy", + "emente" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "ing", + "l", + "que", + "uzys", + "an", + "requisitos", + "ings", + "aport", + "escue", + "os", + "uego", + "ie", + "appropri", + "Reliance", + "Ontario", + "person", + "opy", + "eurs", + "Pitt", + "hov" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "l", + "uzys", + "escue", + "ization", + "ing", + "que", + "an", + "ings", + "conclusiones", + "requisitos", + "esia", + "up", + "indeed", + "ed", + "ity", + "istics", + "izations", + "GROUP", + "ocalypse", + "of", + "Up", + "octet" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "l", + "que", + "ization", + "escue", + "uzys", + "ity", + "ly", + "conclusion", + "indeed", + "othesis", + "requisitos", + "es", + "ings", + "ities", + "conclusiones", + "intValue", + "up", + "excellent", + "banget", + "izations" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "C", + "l", + "hence", + "Such", + "indeed", + "flashbacks", + "uzys", + "neler", + "conclusiones", + "ly", + "othesis", + "Ablauf", + "Surprisingly", + "extraordinaria", + "T", + "breakpoint" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "L", + "la", + "hence", + "indeed", + "T", + "S", + "Contrary", + "issage", + "conclusiones", + "ly", + "Significantly", + "Schluss", + "breakpoints", + "ocalypse", + "breakaway", + "B", + "Despite", + "Conclusions", + "console" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "la", + "l", + "S", + "T", + "deformation", + "ly", + "issage", + "plateau", + "ductile", + "and", + "hence", + "Schluss", + "breakpoints", + "Schad", + "descripcion", + "terasa", + "conclusiones", + "ainder", + "indeed" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "T", + "la", + "and", + "s", + "n", + "partition", + "anjang", + "SEPARATOR", + "deshalb", + "ly", + "Tare", + "MEMBERS", + "overd", + "Cork", + "verz" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "T", + "la", + "and", + "C", + "tearing", + "overd", + "overload", + "tear", + "overloaded", + "s", + "sollic", + "n", + "neck", + "Fo", + "anjang", + "overdrive", + "overdose", + "teard", + "torn", + "deshalb" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "l", + "Tear", + "stable", + "tear", + "stable", + "T", + "tearing", + "Stable", + "Over", + "overload", + "Stable", + "overd", + "Over", + "over", + "stabil", + "C", + "overloaded", + "tear", + "stably", + "LAC", + "teard", + "overl", + "stability", + "ductile", + "OVER" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "l", + "B", + "Stable", + "stable", + "overload", + "Stable", + "Tear", + "tearing", + "Over", + "fib", + "Fib", + "stable", + "fib", + "tear", + "stably", + "Over", + "Plow", + "overd", + "overloaded", + "pullover", + "Pul", + "ductile", + "oner", + "Cook", + "overloading", + "over" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Over", + "Over", + "overload", + "over", + "overloaded", + "overloading", + "Under", + "Under", + "over", + "overd", + "overrun", + "overdrive", + "OVER", + "Unter", + "under", + "tearing", + "OVER", + "overl", + "overclock", + "overtime", + "overdose", + "Tear" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Therefore", + "B", + "com", + "Along", + "Otherwise", + "It", + "Conversely", + "T", + "under", + "Asimismo", + "Which", + "Additionally", + "Over", + "Subsequently", + "over", + "hvilket", + "That", + "Christians", + "Consequently", + "webp", + "under", + "McLaughlin", + "thus" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 245445, + 223948, + 252650, + 256845, + 147859, + 24437, + 57236, + 161351, + 137791, + 223497, + 238815, + 80390, + 124503, + 157682, + 74092, + 68536, + 87340, + 66974, + 78732, + 3561, + 812, + 13143, + 5674, + 1564, + 12242, + 41250 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 78322, + 182443, + 161618, + 141474, + 168618, + 112399, + 112248, + 113163, + 93050, + 51490, + 38322, + 55059, + 65567, + 81908, + 71303, + 75397, + 56049, + 90535, + 4639, + 3938, + 6426, + 10074, + 10803, + 29433, + 18515, + 44179 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 87833, + 133862, + 130945, + 113528, + 116362, + 117408, + 131039, + 82245, + 94884, + 133206, + 141023, + 130664, + 84910, + 141317, + 118108, + 73858, + 77955, + 54033, + 960, + 338, + 2099, + 32578, + 9130, + 10304, + 420, + 44810 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 22329, + 38196, + 121146, + 97196, + 59481, + 101559, + 94333, + 80121, + 11517, + 600, + 218, + 5434, + 15456 + ] + }, + { + "label": "crack", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 86417, + 86122, + 54377, + 51523, + 57889, + 64288, + 105604, + 35878, + 1024, + 2359, + 8775, + 34270, + 10241 + ] + }, + { + "label": "fracture", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 50095, + 46197, + 113194, + 111167, + 113507, + 150012, + 115962, + 36794, + 3472, + 4032, + 25486, + 143819, + 39519 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 4.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "bars", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "recording", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "records", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 3, + "best_depth": 64.4, + "near_token": "test", + "output_checked": true + }, + { + "concept": "etc", + "score": 1.0, + "best_rank": 7, + "best_depth": 76.3, + "near_token": "An", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "L", + "as", + "aj", + "que", + "ani", + "emma", + "de", + "er", + "al", + "fasted", + "v", + "ail", + "ap", + "ud", + "uff", + "ais", + "ah", + "err", + "snug", + "enstein", + "ern", + "am", + "a", + "ers", + "ug", + "ale", + "ann", + "az", + "aw" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "C", + "I", + "T", + "A", + "ad", + "im", + "S", + "ot", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "est", + "um", + "em", + "P", + "A", + "T", + "ation", + "be", + "e", + "om", + "l", + "th", + "ad", + "im", + "S", + "ot", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "s", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "K", + "T", + "ness", + "own", + "various", + "either", + "specialized", + "able", + "kind", + "end", + "or", + "que", + "able", + "ings", + "its", + "ers", + "an", + "l", + "ation", + "en", + "a", + "of", + "and", + "iz", + "le", + "ad", + "e", + "t", + "s", + "p", + "d" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "T", + "able", + "own", + "a", + "an", + "l", + "or", + "que", + "en", + "ers", + "able", + "K", + "k", + "ness", + "end", + "le", + "e", + "de", + "iz", + "s", + "ity", + "and", + "ings", + "kind", + "sake", + "un", + "ation", + "t", + "d", + "of", + "im" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "l", + "own", + "K", + "que", + "able", + "an", + "ers", + "k", + "able", + "iz", + "un", + "end", + "humbled", + "h", + "specialized", + "ashi", + "im", + "various" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "a", + "own", + "l", + "en", + "able", + "que", + "k", + "iz", + "ers", + "K", + "im", + "ashi", + "anam", + "end", + "an", + "un" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "que", + "iz", + "ness", + "k", + "able", + "st", + "ly", + "ers" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "l", + "que", + "iz", + "ness", + "st", + "k", + "s", + "ers", + "ly", + "and", + "able", + "dwar" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "iz", + "que", + "plaintiffs", + "st", + "th", + "inin", + "Poultry", + "corrigir", + "uma" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "que", + "an", + "st", + "ly", + "iz", + "uma", + "th", + "s", + "its", + "Sh", + "reduzir", + "corrigir", + "approximately" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "uma", + "an", + "coveted", + "mengakses", + "also", + "spurred", + "famed", + "la" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "an", + "or", + "even", + "le", + "both", + "d", + "the", + "relatively", + "ly", + "such", + "its", + "de", + "y", + "although", + "his", + "du", + "some", + "les", + "which", + "der", + "tetapi", + "of", + "par", + "by", + "but", + "z" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "a", + "and", + "even", + "ly", + "an", + "on", + "y", + "and", + "er", + "despite", + "H", + "without", + "al", + "before", + "although", + "because", + "p", + "because", + "after", + "already", + "during", + "v", + "z", + "after", + "before", + "e", + "that", + "the", + "already", + "during" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "a", + "and", + "an", + "y", + "even", + "on", + "p", + "un", + "er", + "s", + "v", + "e", + "H", + "and", + "n", + "get", + "t", + "despite", + "c", + "before", + "during", + "ly", + "because", + "k", + "z", + "before", + "because", + "in", + "D", + "d" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "and", + "a", + "an", + "T", + "l", + "p", + "y", + "t", + "despite", + "such", + "and", + "un", + "v", + "although", + "because", + "on", + "because", + "before", + "D", + "before", + "n", + "c", + "but", + "even", + "after", + "k", + "would", + "hbox", + "though", + "although" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "and", + "such", + "despite", + "but", + "an", + "because", + "because", + "y", + "un", + "particularly", + "rather", + "followed", + "T", + "such", + "would", + "before", + "before", + "and", + "though", + "than", + "a", + "despite", + "although", + "would", + "though", + "that", + "without", + "which", + "rather" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "and", + "an", + "before", + "Before", + "such", + "before", + "prolonged", + "sebelum", + "BEFORE", + "BEFORE", + "remain", + "L", + "tzw", + "bzw", + "until", + "after", + "bardzo", + "T", + "such", + "bevor", + "rather", + "until" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "T", + "ed", + "t", + "B", + "get", + "before", + "and", + "un", + "D", + "al", + "p", + "an", + "v", + "before", + "would", + "c", + "after", + "all", + "at", + "n", + "d", + "a", + "remain", + "remains", + "Before", + "o", + "y", + "er" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "B", + "t", + "get", + "T", + "own", + "p", + "and", + "ed", + "before", + "v", + "D", + "al", + "n", + "before", + "ductile", + "m", + "y", + "o", + "after", + "at", + "d", + "c", + "M", + "to", + "b", + "ic", + "N" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "l", + "own", + "B", + "and", + "ing", + "ed", + "T", + "al", + "get", + "m", + "ductile", + "n", + "t", + "after", + "before", + "and", + "p", + "before", + "o", + "v", + "b", + "any", + "M", + "N" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "B", + "C", + "T", + "K", + "own", + "and", + "ed", + "al", + "t", + "ing", + "l", + "and", + "on", + "initiation", + "N", + "over", + "to", + "all", + "ductile", + "before", + "m", + "D", + "F", + "M", + "any", + "ic", + "n", + "O", + "trigger" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "B", + "over", + "T", + "stable", + "overload", + "Over", + "tear", + "Over", + "Tear", + "Stable", + "tearing", + "L", + "OVER", + "tear", + "stable", + "overloaded", + "ductile", + "override", + "Stable", + "stability", + "C", + "trigger" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "B", + "T", + "Stable", + "L", + "Over", + "overload", + "Fib", + "Tear", + "fib", + "tearing", + "Te", + "A", + "tear", + "over", + "Fiber", + "stable", + "Over", + "Fib", + "fib", + "Cook", + "fibers", + "Fiber", + "fiber", + "Stable", + "fibrous", + "ductile", + "stabilise", + "Inicio" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "B", + "Over", + "over", + "Over", + "overload", + "over", + "Under", + "under", + "Under", + "Unter", + "overloaded", + "OVER", + "Stable", + "stable", + "T", + "overestimate", + "Te", + "OVER", + "overrun", + "overloading", + "Stable", + "under" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Therefore", + "B", + "com", + "Along", + "Otherwise", + "It", + "Conversely", + "T", + "under", + "Asimismo", + "Which", + "Additionally", + "Over", + "Subsequently", + "over", + "hvilket", + "That", + "Christians", + "Consequently", + "webp", + "under", + "McLaughlin", + "thus" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "test", + "output_checked": true + }, + { + "concept": "relatively", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "bars", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "recorded", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "records", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 2, + "best_depth": 67.8, + "near_token": "opens", + "output_checked": true + }, + { + "concept": "tests", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "test", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-05__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-05__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-05__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-05__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Oxygen-rich high-temperature surface film 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A superalloy held in oxygen-bearing gas gains mass while developing a dense ceramic surface film whose thickness follows an approximately parabolic time dependence.", + "prompt_tail": "peralloy held in oxygen-bearing gas gains mass while developing a dense ceramic surface film whose thickness follows an approximately parabolic time dependence.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-hot-air-surface-layer-01", + "carrier_id": null, + "target_family": "hot-air-surface-layer", + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 3204, + "best_depth": 76.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 7353 + }, + { + "label": "oxide", + "best_rank": 10, + "best_depth": 76.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 72 + }, + { + "label": "scale", + "best_rank": 8109, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2256 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "even", + "got", + "mesma", + "ListItemIcon", + "Charm", + "Hair", + "un" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "apr", + "s", + "GSM", + "styling", + "mesma", + "asus", + "conde", + "mkdir", + "cir", + "styles", + "as", + "Insert", + "S", + "Enter", + "dit", + "mixer", + "param", + "Edge", + "ipo" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "Edge", + "Weise", + "mesma", + "Edge", + "s", + "EDGE", + "styling", + "apr", + "Pek", + "jenis", + "insert", + "styling", + "cfr", + "Insert", + "Sus" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "Edge", + "Weise", + "S", + "Pek", + "Edge", + "Hits", + "styling", + "EDGE", + "second", + "apr", + "second", + "insert", + "irl", + "s", + "cfr", + "stack", + "even", + "Insert" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "la", + "s", + "Cuy", + "Pyr", + "S", + "cens", + "Cens", + "ciri", + "pis", + "Pending", + "cura", + "watering", + "Eddie", + "CY", + "Ronald", + "empe", + "CUL", + "ait", + "CCN", + "Ashley", + "ct", + "phis", + "CU", + "Ashken", + "atro" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "empe", + "Estelle", + "handleError", + "psi", + "spacing", + "prolet", + "softmax", + "pct", + "Sorg", + "conveniently", + "ngModel", + "ukun", + "DIN", + "acidified", + "STI", + "issy", + "affine", + "Rome", + "postgres", + "watering", + "agge", + "knn", + "HTTPS" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "ngModel", + "ukun", + "Estelle", + "Sorg", + "yscale", + "handleError", + "empe", + "AGS", + "s", + "agge", + "addData", + "iorum", + "psi", + "acidified", + "Appleton", + "aportan", + "affine", + "itorial", + "setValue", + "cyn", + "RTS", + "RHS", + "ymi", + "adrenaline" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "Stark", + "hci", + "Pyr", + "ciri", + "cheats", + "Cui", + "icure", + "Cullen", + "LOGGER", + "CCN", + "usia", + "Ronald", + "cus" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "Pyr", + "hci", + "LOGGER", + "Cui", + "Stark", + "juxtap", + "ciri", + "usia", + "Kund" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "rmt", + "Gruntfile", + "opis", + "CGPoint", + "retval", + "StringBuilder", + "OOP", + "Pyr", + "retval", + "Outlet", + "Pyr", + "GTG", + "fromDate", + "ralent", + "NOTICE" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "Namibia", + "Grundlage", + "Wochenende", + "gazebo", + "eram", + "Everywhere", + "StringBuilder", + "Copyright", + "William", + "UPI", + "Bildschirm", + "Chopin", + "Xcode" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "L", + "C", + "entimes", + "tuttavia", + "ie", + "que", + "uego", + "Februari", + "and", + "ikuwa", + "opaque" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "L", + "a", + "la", + "and", + "ie", + "T", + "tuttavia", + "particularly", + "accordingly", + "albeit", + "such", + "however", + "Accordingly", + "an", + "circumstances", + "entanto", + "utrzym", + "entimes", + "funcionarios" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "que", + "la", + "tuttavia", + "ing", + "entimes", + "notamment", + "ledged", + "ie", + "opy", + "entanto", + "retr", + "gehend", + "pictured", + "blooded", + "an" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "que", + "la", + "l", + "an", + "ciendo", + "ledged", + "intValue", + "othesis", + "ie", + "SearchResults", + "iendo", + "edict", + "tracing", + "opy", + "ed", + "descre", + "antly", + "up", + "ology" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "que", + "ization", + "an", + "la", + "es", + "ology", + "ed", + "up", + "esia", + "esque", + "demikian", + "ciendo", + "Knowledge", + "evidence", + "of", + "antly", + "ized", + "indicating", + "question", + "arrison", + "esz", + "isy", + "ilation" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "indicating", + "que", + "evidence", + "esque", + "demikian", + "othesis", + "hence", + "WHEREAS", + "indeed", + "indicates", + "coursework", + "implies", + "such", + "utrzym", + "however", + "Explanation", + "intValue" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "a", + "C", + "returnValues", + "hence", + "such", + "evidence", + "Such", + "Evidence", + "WHEREAS", + "jectory", + "INGO", + "thus", + "waitKey", + "Accordingly" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "L", + "T", + "l", + "baidu", + "returnValues", + "jectory", + "RequestContext", + "illiams", + "apunov", + "omore" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "la", + "T", + "a", + "indeed", + "oxide", + "Indeed", + "omore", + "Indeed", + "apunov", + "quilibrium", + "bilang", + "baixo", + "Kinetics", + "RequestContext", + "jectory" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "de", + "T", + "la", + "L", + "obeyed", + "a", + "okinetics", + "parabolic", + "obeying", + "heure", + "regression", + "Kinetics", + "regretted", + "folgt", + "reiben", + "experiences", + "set", + "HERE", + "kinetics" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "de", + "l", + "la", + "parabolic", + "a", + "par", + "parab", + "Par", + "T", + "parabol", + "and", + "okinetics", + "n", + "parabola", + "le", + "law", + "at", + "Parab", + "trans", + "s", + "laws", + "P", + "Par", + "log", + "d", + "growth", + "overd", + "sub", + "mass" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "de", + "parabolic", + "l", + "parab", + "C", + "Par", + "Par", + "T", + "par", + "parabol", + "la", + "par", + "parabola", + "growth", + "okinetics", + "and", + "kinetics", + "Parab", + "approx", + "weight", + "Growth", + "growth", + "weight", + "tmp", + "law", + "Wt", + "cubic" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "parabolic", + "parab", + "Par", + "parabol", + "Par", + "par", + "parabola", + "Parab", + "epar", + "par", + "l", + "la", + "Paran", + "opar", + "PAR", + "paranormal", + "Parish", + "de", + "Parl", + "parallelogram", + "parquet", + "parac", + "approximate", + "parachute", + "Approx", + "thickness", + "paran", + "square" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Par", + "Par", + "parabolic", + "Parab", + "par", + "par", + "parabol", + "parab", + "parabola", + "opar", + "PAR", + "parochial", + "PAR", + "parquet", + "Parry", + "parquet", + "parachute", + "epar", + "parachute", + "parable", + "Paragon", + "parallax", + "parac", + "ipar", + "parach", + "Paran", + "Parrot", + "Parish" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Both", + "Approx", + "surname", + "parabolic", + "Since", + "hereinafter" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 152478, + 92830, + 219508, + 218693, + 101291, + 25204, + 5671, + 52644, + 72622, + 13425, + 5106, + 29384, + 38296, + 62947, + 49767, + 81316, + 105049, + 59839, + 8960, + 3205, + 3985, + 7165, + 3766, + 48641, + 10770, + 43997 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 36354, + 64428, + 157773, + 164138, + 141778, + 81138, + 37963, + 77633, + 73714, + 67187, + 30467, + 1620, + 8003, + 3605, + 983, + 1662, + 626, + 2966, + 72, + 11, + 134, + 73, + 65, + 256, + 5063, + 4185 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 28516, + 63910, + 36110, + 25536, + 155971, + 214526, + 188837, + 155463, + 179631, + 141722, + 105298, + 52600, + 52323, + 87845, + 35055, + 21724, + 41670, + 74012, + 42244, + 50937, + 25924, + 9798, + 8110, + 26348, + 99521, + 36112 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 7354, + 12594, + 197927, + 145280, + 170297, + 145155, + 120632, + 159471, + 43614, + 28095, + 38506, + 17932, + 9174 + ] + }, + { + "label": "oxide", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 91978, + 125296, + 179876, + 52989, + 59065, + 36713, + 33767, + 75748, + 1504, + 142, + 1329, + 382, + 73 + ] + }, + { + "label": "scale", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 27437, + 75446, + 22208, + 26004, + 25131, + 14835, + 60321, + 38240, + 7251, + 14642, + 2727, + 2257, + 3099 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 6.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "own", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "weight", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "gains", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Layer", + "score": 1.0, + "best_rank": 4, + "best_depth": 88.1, + "near_token": "surface", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "er", + "le", + "am", + "alk", + "ty", + "ap", + "que", + "uff", + "even", + "ani", + "soon", + "ers", + "qu", + "im", + "de", + "en", + "ry", + "pl", + "ip", + "an", + "es", + "al", + "iz", + "ro", + "ar", + "ad", + "ation" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ation", + "I", + "T", + "A", + "ad", + "im", + "S", + "ot", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "um", + "P", + "be", + "em", + "A", + "T", + "I", + "ation", + "om", + "th", + "and", + "l", + "im", + "e", + "ad", + "S", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "of" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "specialized", + "sake", + "secondary", + "various", + "either", + "ever", + "North", + "world", + "own", + "As", + "ness", + "kind", + "open", + "able", + "single", + "end", + "ers", + "ation", + "an", + "en", + "a", + "and", + "l", + "able", + "iz", + "or", + "le", + "other", + "ings", + "its", + "self" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "T", + "S", + "H", + "l", + "en", + "a", + "own", + "able", + "or", + "ers", + "an", + "K", + "que", + "ness", + "able", + "sake", + "various", + "ally", + "le", + "end", + "ation", + "O", + "k", + "iz", + "malah", + "irritating", + "AVAILABLE", + "its", + "ings", + "elle", + "elective" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "l", + "own", + "K", + "an", + "able", + "H", + "ers", + "able", + "k", + "various", + "ed", + "un", + "iz", + "que", + "end", + "ation", + "specialized", + "T", + "many", + "its", + "humbled", + "malah", + "mellan", + "elle", + "im" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "H", + "a", + "l", + "own", + "en", + "K", + "able", + "ers", + "iz", + "an", + "T", + "end", + "k", + "various", + "que", + "un", + "im", + "S", + "many", + "ina", + "humbled", + "specialized", + "mellan" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "l", + "H", + "K", + "own", + "iz", + "T", + "ers", + "que", + "able", + "an", + "irritating", + "S", + "k", + "ally", + "either", + "ytter", + "ness", + "la", + "aries", + "t", + "le", + "the" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "H", + "l", + "a", + "iz", + "T", + "K", + "own", + "S", + "ers", + "irritating", + "ytter", + "able", + "either", + "ally", + "la", + "an", + "the", + "stellar", + "searchQuery", + "aries" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "H", + "K", + "iz", + "T", + "either", + "ers", + "the", + "irritating", + "both", + "ytter", + "ally", + "own", + "stellar", + "searchQuery", + "able", + "an" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "H", + "an", + "iz", + "both", + "either", + "the", + "and", + "or", + "As", + "ly", + "reduzir", + "many", + "their", + "K", + "its", + "th" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "H", + "either", + "both", + "reduzir", + "an", + "Jumlah", + "or", + "ElevatedButton", + "meningkatkan", + "obtenir", + "numerosas", + "corrigir" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "de", + "an", + "or", + "y", + "such", + "it", + "either", + "ly", + "le", + "some", + "able", + "by", + "d", + "the", + "z", + "but", + "its", + "so", + "specific", + "top", + "du", + "e", + "his", + "product", + "est", + "and", + "at" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "C", + "e", + "and", + "y", + "er", + "an", + "ly", + "and", + "on", + "T", + "t", + "v", + "to", + "un", + "taobao", + "but", + "get", + "p", + "n", + "that", + "c", + "z", + "K", + "a", + "al", + "in", + "o", + "because", + "d", + "without" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "a", + "C", + "e", + "an", + "y", + "er", + "s", + "un", + "t", + "and", + "T", + "v", + "K", + "on", + "ly", + "get", + "p", + "n", + "and", + "c", + "in", + "to", + "that", + "d", + "l", + "as", + "k", + "z", + "al", + "with", + "but" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "C", + "a", + "T", + "an", + "and", + "y", + "t", + "e", + "un", + "s", + "v", + "p", + "such", + "K", + "D", + "n", + "on", + "k", + "al", + "get", + "and", + "c", + "l", + "d", + "er", + "but", + "to", + "m", + "O", + "some" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "a", + "l", + "an", + "and", + "T", + "y", + "such", + "er", + "al", + "the", + "v", + "t", + "K", + "un", + "but", + "D", + "e", + "that", + "hbox", + "k", + "l", + "p", + "on", + "ic", + "d", + "get", + "because", + "and", + "their", + "what" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "a", + "C", + "an", + "such", + "and", + "l", + "T", + "P", + "B", + "y", + "because", + "Such", + "such", + "these", + "Such", + "Because", + "the", + "its", + "because", + "solchen", + "These", + "any", + "youtu", + "D" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "a", + "T", + "an", + "y", + "t", + "K", + "get", + "and", + "v", + "ed", + "al", + "D", + "er", + "any", + "id", + "un", + "taobao", + "p", + "such", + "d", + "e", + "because", + "their", + "some", + "d", + "B", + "O" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "a", + "y", + "T", + "K", + "an", + "B", + "get", + "e", + "v", + "t", + "al", + "p", + "id", + "un", + "o", + "s", + "O", + "on", + "an", + "ous", + "D", + "d", + "is", + "im", + "b", + "n", + "er", + "ed" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "ing", + "T", + "y", + "B", + "ed", + "C", + "K", + "s", + "t", + "al", + "L", + "is", + "get", + "id", + "v", + "p", + "own", + "a", + "and", + "ic", + "on", + "un", + "er", + "e", + "o", + "at", + "O", + "u", + "D", + "an" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "B", + "ing", + "K", + "ed", + "C", + "al", + "parabolic", + "id", + "t", + "y", + "par", + "and", + "p", + "ic", + "on", + "is", + "T", + "n", + "get", + "ot", + "b", + "er", + "an", + "i", + "a", + "at", + "v", + "par", + "e", + "u" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "l", + "parabolic", + "par", + "Par", + "Par", + "par", + "parab", + "t", + "Parab", + "parabol", + "T", + "epar", + "parabola", + "kinetics", + "weight", + "and", + "ic", + "weight", + "parochial", + "K", + "er", + "growth", + "id", + "growth", + "kin", + "parquet", + "an" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "parabolic", + "par", + "Par", + "parabol", + "parab", + "Par", + "Parab", + "parabola", + "epar", + "parochial", + "parquet", + "thickness", + "parv", + "par", + "opar", + "parac", + "Paragon", + "thickness", + "Paralympic", + "parallelogram", + "Paran", + "parable", + "Approx", + "approximately", + "ipar" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Par", + "Par", + "parabolic", + "par", + "Parab", + "par", + "parabola", + "parabol", + "PAR", + "parab", + "parochial", + "parquet", + "opar", + "parable", + "PAR", + "epar", + "Paragon", + "Parry", + "parac", + "ipar", + "parallax", + "parv", + "parquet", + "parag", + "parity", + "Paraguay", + "paraphr" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Both", + "Approx", + "surname", + "parabolic", + "Since", + "hereinafter" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 13.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "in", + "output_checked": true + }, + { + "concept": "uma", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "while", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 1, + "best_depth": 47.5, + "near_token": "in", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "while", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "layer", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "surface", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-01__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-01__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-01__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-01__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Oxygen-rich high-temperature surface film 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Long furnace exposure covers a steel coupon with several brittle oxygen-rich layers. Continued growth requires ions to cross the existing reaction product.", + "prompt_tail": "Long furnace exposure covers a steel coupon with several brittle oxygen-rich layers. Continued growth requires ions to cross the existing reaction product.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-hot-air-surface-layer-02", + "carrier_id": null, + "target_family": "hot-air-surface-layer", + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " thus", + "generated_token_ids": [ + 5478 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 400, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 5484 + }, + { + "label": "oxide", + "best_rank": 144, + "best_depth": 76.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 1045 + }, + { + "label": "scale", + "best_rank": 66, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 64 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "ListItemIcon", + "un", + "got", + "mesma", + "Charm", + "Farr" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "s", + "S", + "H", + "GSM", + "styling", + "mkdir", + "apr", + "styles", + "mesma", + "cir", + "Insert", + "Edge", + "as", + "asus", + "Weise", + "mixer", + "Enter", + "Edge", + "conde", + "EDGE" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "Edge", + "Weise", + "Edge", + "apr", + "S", + "styling", + "Insert", + "ashe", + "EDGE", + "arens", + "verg", + "Sus", + "cfr", + "styling", + "joen", + "insert" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "Weise", + "mesma", + "S", + "Edge", + "joen", + "Hits", + "cfr", + "insert", + "sus", + "apr", + "Insert", + "Edge", + "ashe", + "second", + "Pek", + "arlos", + "pues", + "agiri" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "cens", + "Cens", + "Pyr", + "S", + "ciri", + "Cuy", + "watering", + "pis", + "Ronald", + "empe", + "Pending", + "Eddie", + "kts", + "ait", + "phis", + "ittle", + "Pend", + "centerY", + "Arjuna", + "DIN", + "restaur", + "appelle" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "empe", + "spacing", + "Estelle", + "psi", + "DIN", + "affine", + "issy", + "conveniently", + "STI", + "pct", + "softmax", + "Rome", + "kts", + "ngModel", + "watering", + "handleError", + "knn", + "prolet", + "postgres", + "Ronald", + "Emilia", + "Sorg", + "acidified", + "startY", + "Accenture" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "empe", + "softmax", + "ukun", + "Estelle", + "ngModel", + "handleError", + "Sorg", + "itorial", + "psi", + "spacing", + "AGS", + "osynthesis", + "acidified", + "fat", + "serialization", + "kts", + "Appleton", + "addData", + "Accenture", + "Arjuna", + "affine", + "RTS", + "yscale", + "unches", + "agge" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Stark", + "hci", + "Pyr", + "atro", + "watering", + "Cuy", + "Arjuna", + "empe", + "estab", + "Ronald", + "CCN", + "cheats", + "kts", + "Rome", + "spacing", + "Puch", + "achat", + "usia", + "LOGGER", + "pct", + "ppm" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Pyr", + "hci", + "Slowly", + "cheats", + "viento", + "CCP", + "CGPoint", + "atro", + "estab", + "fft", + "StringBuilder", + "hlas", + "juxtap", + "OOP", + "Sli", + "Pair", + "Smiling", + "usia" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "H", + "BYTE", + "StringBuilder", + "CGPoint", + "ChatGPT", + "slimmer", + "zdol", + "Dragon", + "rmt", + "Synopsis", + "AAF", + "Copyright", + "schlim", + "Faker", + "Charg", + "eram", + "inconce", + "ForEach", + "organismos" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "P", + "ing", + "BYTE", + "T", + "StringBuilder", + "C", + "G", + "os", + "CGPoint", + "o", + "RV", + "Princeton", + "O", + "aptly", + "Elsewhere", + "ForEach", + "eram", + "Everywhere", + "Dragon" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "T", + "C", + "H", + "P", + "L", + "la", + "que", + "t", + "o", + "ing", + "os", + "an", + "entimes", + "ish", + "izing", + "O", + "ization", + "ways", + "otros", + "om", + "s", + "CPF", + "st", + "aptly", + "out" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "T", + "la", + "L", + "H", + "a", + "P", + "C", + "and", + "ing", + "t", + "an", + "o", + "entimes", + "ie", + "out", + "O", + "tuttavia", + "om", + "os", + "others", + "i", + "D", + "ways", + "particularly" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "la", + "T", + "ing", + "H", + "L", + "t", + "es", + "an", + "entimes", + "tuttavia", + "gehend", + "outez", + "o", + "ie", + "os", + "esha", + "invece", + "ways", + "Says", + "Kent", + "qquad", + "ish", + "otros" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "T", + "l", + "ing", + "an", + "que", + "es", + "t", + "s", + "the", + "ers", + "ie", + "ez", + "izing", + "ways", + "isy", + "gehend", + "tees", + "esha", + "others", + "ized", + "repeating", + "houd", + "otros" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "la", + "either", + "es", + "ization", + "ized", + "an", + "the", + "ing", + "T", + "ers", + "both", + "izing", + "migration", + "izations", + "and", + "ed", + "Wh", + "enabling", + "Below", + "Migration", + "memerlukan", + "Either" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "l", + "es", + "ization", + "either", + "en", + "therefore", + "ized", + "ers", + "the", + "and", + "T", + "thus", + "al", + "deshalb", + "ou", + "hence", + "therefore", + "ing", + "migration", + "dunque", + "an" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "therefore", + "thus", + "either", + "hence", + "deshalb", + "L", + "Therefore", + "Consequently", + "therefore", + "consequently", + "Therefore", + "la", + "Hence", + "Consequently", + "donc", + "hence", + "necessitating" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "either", + "C", + "S", + "L", + "T", + "H", + "therefore", + "hence", + "B", + "insuffis", + "migrated", + "thus", + "console", + "Migration", + "indeed", + "Either", + "buradan", + "hivyo", + "Through", + "deshalb" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "S", + "either", + "C", + "T", + "indeed", + "therefore", + "Migration", + "migrated", + "migration", + "l", + "insuffis", + "Indeed", + "interactions", + "Migration", + "hence", + "either", + "migration", + "Through", + "odos" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "l", + "S", + "T", + "diffusion", + "Diffusion", + "diffusion", + "L", + "Solid", + "steady", + "xygen", + "Kroger", + "either", + "indeed", + "solid", + "oxidant", + "Diffusion", + "ITIES", + "species", + "clearInterval", + "ions", + "parad", + "luckily", + "therefore" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "la", + "solid", + "Solid", + "diffusion", + "diffusion", + "Diffusion", + "solid", + "infancy", + "counter", + "overd", + "Solid", + "suff", + "T", + "trasport", + "Diffusion", + "therefore", + "outward", + "migr", + "and", + "solide", + "usan", + "parad", + "truc", + "transport" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "solid", + "solid", + "Solid", + "SOLID", + "Solid", + "SOLID", + "Diffusion", + "solide", + "l", + "solids", + "diffusion", + "diffusion", + "solides", + "Solidarity", + "counter", + "Diffusion", + "counter", + "solidly", + "solidar", + "Counter", + "solidarity", + "solidaridad", + "solidify", + "solidity" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "solid", + "Solid", + "solid", + "Solid", + "l", + "SOLID", + "la", + "counter", + "solide", + "SOLID", + "counter", + "Counter", + "Diffusion", + "diffusion", + "Counter", + "diffusion", + "solids", + "Diffusion", + "solides", + "outward", + "Solidarity", + "COUNTER", + "solidly", + "amb" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "solid", + "Solid", + "Solid", + "Diffusion", + "l", + "solid", + "Counter", + "diffusion", + "Diffusion", + "Counter", + "SOLID", + "counter", + "counter", + "SOLID", + "solide", + "diffusion", + "COUNTER", + "Counters", + "Solidarity", + "solides", + "counters", + "Counters", + "diffus", + "transport", + "diffusing", + "solids", + "solidity" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "reaction", + "thus", + "Reaction", + "Therefore", + "subsequent", + "solid", + "hence", + "ions", + "therefore", + "existing", + "subsequently", + "counter", + "already", + "This", + "now", + "Diffusion", + "lack", + "necessary", + "conversely", + "diperlukan", + "contrary", + "against", + "Solid", + "further", + "Instead", + "dihedral", + "sublattice", + "Against", + "diffusion", + "Consequently" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 152106, + 116267, + 209295, + 219495, + 106625, + 23465, + 6931, + 44182, + 49789, + 7034, + 3825, + 40877, + 59162, + 48348, + 46210, + 46324, + 68950, + 17775, + 1186, + 419, + 401, + 909, + 540, + 9809, + 2468, + 6309 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 35811, + 74669, + 181227, + 187950, + 145005, + 74533, + 52528, + 60300, + 50879, + 89762, + 133668, + 38145, + 76347, + 37881, + 14507, + 12767, + 16715, + 39712, + 147, + 145, + 787, + 650, + 28962, + 26939, + 29904, + 2335 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 29312, + 77662, + 25796, + 24669, + 169704, + 222259, + 199294, + 193207, + 199192, + 141572, + 91825, + 59088, + 78733, + 76709, + 20615, + 14357, + 16700, + 21587, + 31613, + 11980, + 2088, + 925, + 67, + 261, + 843, + 2413 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 5882, + 5485, + 147471, + 151703, + 187823, + 198296, + 190816, + 119949, + 62711, + 70945, + 76140, + 65226, + 27122 + ] + }, + { + "label": "oxide", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 40482, + 38088, + 108706, + 14133, + 20892, + 40911, + 63429, + 138519, + 1046, + 1047, + 7005, + 3282, + 16623 + ] + }, + { + "label": "scale", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 66545, + 76313, + 18917, + 11990, + 13386, + 49905, + 79090, + 90505, + 18017, + 12785, + 538, + 800, + 65 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 17.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "these", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.3, + "near_token": "growth", + "output_checked": true + }, + { + "concept": "determinado", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "steadily", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "growth", + "output_checked": true + }, + { + "concept": "own", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "migrate", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "ions", + "output_checked": true + }, + { + "concept": "scale", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "Dai", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "phases", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "These", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "cross", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "de", + "p", + "fasted", + "dwRes", + "ap", + "er", + "que", + "erai", + "opus", + "emin", + "telle", + "Bulls", + "fab", + "ani", + "ait", + "uff", + "hy", + "ele", + "tel", + "ry", + "objet", + "cad", + "explic", + "eagle" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "P", + "em", + "be", + "on", + "A", + "T", + "ation", + "ay", + "om", + "th", + "and", + "l", + "im", + "e", + "S", + "ot", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "as", + "of" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "an", + "al", + "est", + "pro", + "ation", + "A", + "em", + "P", + "im", + "e", + "th", + "om", + "S", + "ad", + "ot", + "T", + "al", + "d", + "the", + "p", + "a", + "t", + "en", + "c", + "ic", + "ing", + "b", + "ou", + "of", + "ion", + "and", + "l" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "k", + "able", + "occasional", + "en", + "a", + "of", + "and", + "iz", + "le", + "or", + "ap", + "its", + "que", + "ness", + "own", + "ers", + "an", + "l", + "ation", + "many", + "self", + "un", + "other", + "an", + "t", + "p", + "al", + "im", + "e", + "ad", + "end" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "own", + "l", + "a", + "en", + "de", + "que", + "or", + "k", + "an", + "ers", + "able", + "T", + "iz", + "ap", + "eye", + "p", + "e", + "ness", + "le", + "t", + "able", + "b", + "S", + "occasional", + "elective", + "s", + "world", + "s", + "ation", + "al", + "and" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "own", + "l", + "a", + "en", + "ers", + "able", + "k", + "iz", + "ed", + "an", + "que", + "ation", + "able", + "humbled", + "shock", + "ic", + "specialized", + "K", + "many", + "mellan", + "ap", + "eye", + "under", + "t", + "or", + "ational", + "un", + "its" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "a", + "l", + "own", + "en", + "able", + "k", + "iz", + "ers", + "ation", + "humbled", + "que", + "ness", + "specialized", + "dwar", + "eye", + "or", + "shock", + "sen", + "chst", + "inin", + "t", + "mere", + "able", + "ap", + "many", + "phen" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "own", + "T", + "iz", + "able", + "l", + "k", + "Projek", + "takePhotoButton", + "owych", + "sen", + "irritating", + "konto" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "own", + "iz", + "a", + "T", + "l", + "able", + "konto", + "Projek", + "uma", + "Promenade", + "k", + "oint", + "takePhotoButton" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "iz", + "uma", + "a", + "Projek", + "Promenade", + "apresentar", + "glamorous", + "annoyed", + "searchQuery", + "punishing", + "amending", + "irritated", + "able", + "Megh", + "redesignated" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "uma", + "Partai", + "glamorous", + "iz", + "amending", + "Pengembangan", + "Predicting", + "Preprint" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "Partai", + "Publicity", + "mengakses", + "Wikimedia", + "Pengembangan", + "amassed" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "or", + "an", + "de", + "to", + "le", + "either", + "it", + "its", + "of", + "by", + "as", + "que", + "d", + "t", + "ability", + "p", + "which", + "and", + "so", + "able", + "p", + "rather", + "many", + "on", + "re", + "o" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "and", + "a", + "H", + "e", + "K", + "ly", + "T", + "to", + "and", + "get", + "p", + "v", + "t", + "on", + "er", + "D", + "but", + "n", + "c", + "or", + "ic", + "as", + "un", + "al", + "o", + "ed", + "h", + "s", + "G", + "is" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "T", + "K", + "e", + "a", + "and", + "s", + "un", + "p", + "t", + "er", + "and", + "v", + "to", + "D", + "on", + "y", + "H", + "n", + "get", + "is", + "ly", + "P", + "as", + "c", + "k", + "z", + "in", + "d", + "f", + "al" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "l", + "a", + "and", + "T", + "p", + "t", + "v", + "K", + "D", + "un", + "to", + "and", + "s", + "k", + "c", + "on", + "d", + "y", + "e", + "but", + "as", + "f", + "n", + "such", + "er", + "m", + "get", + "id", + "al" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "and", + "l", + "a", + "T", + "D", + "such", + "but", + "v", + "K", + "through", + "and", + "un", + "Therefore", + "by", + "because", + "t", + "e", + "so", + "Therefore", + "to", + "y", + "er", + "d", + "because", + "able", + "which" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "and", + "B", + "either", + "able", + "Either", + "such", + "required", + "an", + "T", + "through", + "REQUIRED", + "Therefore", + "Depending", + "remain", + "Required", + "Therefore", + "require", + "continued", + "Through", + "either", + "continue", + "further", + "remaining" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "B", + "T", + "K", + "either", + "through", + "an", + "get", + "D", + "v", + "a", + "ing", + "O", + "t", + "p", + "through", + "al", + "gjennom", + "either", + "out", + "and", + "must", + "er", + "Through", + "attraverso", + "further", + "must", + "would", + "own", + "been" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "B", + "K", + "get", + "T", + "O", + "ing", + "own", + "s", + "v", + "through", + "either", + "al", + "D", + "through", + "t", + "p", + "some", + "ed", + "o", + "is", + "ous", + "already", + "either", + "id", + "includes", + "each", + "V", + "would" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "ing", + "l", + "own", + "ed", + "get", + "K", + "B", + "al", + "T", + "s", + "is", + "p", + "O", + "G", + "v", + "on", + "id", + "at", + "solid", + "t", + "out", + "ant", + "outward", + "o", + "out", + "D", + "or", + "interface", + "aly" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "C", + "ing", + "ed", + "own", + "K", + "al", + "L", + "B", + "on", + "id", + "is", + "ot", + "er", + "at", + "solid", + "G", + "T", + "or", + "get", + "t", + "y", + "v", + "om", + "p", + "outward", + "out", + "in", + "ic", + "i", + "s", + "ion" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "solid", + "Solid", + "solid", + "l", + "SOLID", + "Solid", + "SOLID", + "solide", + "diffusion", + "solids", + "Diffusion", + "diffusion", + "counter", + "Diffusion", + "counter", + "solidarity", + "olid", + "solidity", + "Counter", + "solidify", + "solidar", + "solidaridad", + "Solidarity", + "ed" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "solid", + "l", + "solid", + "Solid", + "Solid", + "solide", + "SOLID", + "counter", + "counter", + "Counter", + "SOLID", + "C", + "Diffusion", + "Counter", + "solids", + "diffusion", + "olid", + "Diffusion", + "Solidarity", + "diffusion", + "outward", + "COUNTER", + "solidity", + "solidaridad", + "diffusing", + "solidarity" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "C", + "Solid", + "solid", + "Solid", + "Counter", + "solid", + "Diffusion", + "SOLID", + "counter", + "counter", + "solide", + "Counter", + "Diffusion", + "diffusion", + "SOLID", + "solids", + "Transport", + "counters", + "COUNTER", + "transport", + "Solidarity", + "diffusion", + "Counters", + "Counters", + "dif" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "reaction", + "thus", + "Reaction", + "Therefore", + "subsequent", + "solid", + "hence", + "ions", + "therefore", + "existing", + "subsequently", + "counter", + "already", + "This", + "now", + "Diffusion", + "lack", + "necessary", + "conversely", + "diperlukan", + "contrary", + "against", + "Solid", + "further", + "Instead", + "dihedral", + "sublattice", + "Against", + "diffusion", + "Consequently" + ] + } + ], + "logit_surprising": [ + { + "concept": "and", + "score": 12.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "uma", + "score": 10.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "own", + "score": 4.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "Long", + "output_checked": true + }, + { + "concept": "either", + "score": 3.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "both", + "score": 1.0, + "best_rank": 1, + "best_depth": 64.4, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "int", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "Long", + "output_checked": true + }, + { + "concept": "scale", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "requires", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-02__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-02__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-02__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-02__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Oxygen-rich high-temperature surface film 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A chromium-containing alloy forms a compact adherent surface film in hot air, sharply slowing additional inward oxygen transport.", + "prompt_tail": "A chromium-containing alloy forms a compact adherent surface film in hot air, sharply slowing additional inward oxygen transport.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 22 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-hot-air-surface-layer-03", + "carrier_id": null, + "target_family": "hot-air-surface-layer", + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "1", + "generated_token_ids": [ + 236770 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 458, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 3017 + }, + { + "label": "oxide", + "best_rank": 39, + "best_depth": 76.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 295 + }, + { + "label": "scale", + "best_rank": 14503, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 2648 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "mesma", + "got", + "even", + "Charm", + "Edge", + "Hair", + "ListItemIcon" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "GSM", + "s", + "S", + "styling", + "apr", + "mkdir", + "mesma", + "styles", + "Insert", + "conde", + "Edge", + "asus", + "Weise", + "cir", + "param", + "Enter", + "Edge", + "mixer", + "as" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "mesma", + "Edge", + "Weise", + "Edge", + "EDGE", + "styling", + "apr", + "Pek", + "insert", + "Insert", + "styling", + "joen", + "irl", + "Sus" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "S", + "s", + "Weise", + "mesma", + "Edge", + "Pek", + "Edge", + "EDGE", + "styling", + "Hits", + "insert", + "second", + "irl", + "apr", + "cfr", + "joen", + "second", + "even", + "Insert", + "stack", + "top" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "la", + "s", + "Pyr", + "Cuy", + "cens", + "S", + "Cens", + "ciri", + "watering", + "Pending", + "empe", + "pis", + "Ronald", + "CUL", + "Eddie", + "cura", + "Ashley", + "CCN", + "restaur", + "postgres", + "appelle", + "ait", + "phis", + "ppm" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Estelle", + "psi", + "softmax", + "handleError", + "empe", + "prolet", + "ngModel", + "spacing", + "STI", + "issy", + "Sorg", + "DIN", + "pct", + "affine", + "osynthesis", + "iorum", + "Rome", + "HTTPS", + "knn", + "ukun", + "acidified", + "AGS", + "addData", + "conveniently" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ngModel", + "handleError", + "itorial", + "Estelle", + "ukun", + "AGS", + "empe", + "psi", + "yscale", + "Sorg", + "osynthesis", + "Appleton", + "addData", + "fat", + "serialization", + "aportan", + "RTS", + "unches", + "RHS", + "acidified", + "setValue", + "spacing", + "ymi" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "hci", + "atro", + "Cuy", + "Pyr", + "Stark", + "ietta", + "Arjuna", + "fft", + "Guangdong", + "LOGGER", + "Slowly", + "cheats", + "etty", + "Ronald", + "ucker", + "Hawke", + "setValue" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "Guangdong", + "pict", + "CGPoint", + "juxtap", + "Cui", + "P", + "fft", + "usia", + "OOP", + "DUI", + "dikkat", + "OfThe", + "hci", + "lendemain", + "endenti", + "Cuff" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "CGPoint", + "ralent", + "slimmer", + "StringBuilder", + "Gruntfile", + "eram", + "Guangdong", + "CCS", + "ing", + "endenti", + "Pyr", + "postings", + "Lol", + "rmt", + "Slowly", + "ForEach", + "fft", + "OOP", + "prawdzi", + "L", + "fontsize" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "ing", + "eram", + "Biden", + "Namibia", + "Rather", + "GameOver", + "gaf", + "Everywhere", + "CGPoint", + "StringBuilder", + "onload", + "ophile", + "UPI", + "ChatGPT", + "IFN", + "iders", + "pyx", + "gazebo", + "os", + "stal", + "Copyright", + "William" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "que", + "la", + "a", + "ing", + "tuttavia", + "t", + "Rather", + "ie", + "os", + "T", + "ish", + "Rather", + "olim", + "te", + "kebanyakan", + "entimes", + "ular", + "ers", + "jsdelivr", + "om", + "igil", + "leys" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "que", + "T", + "an", + "ie", + "t", + "tuttavia", + "ing", + "los", + "H", + "L", + "out", + "yen", + "Rather", + "person", + "esk", + "poco", + "oco", + "others", + "iev", + "varios", + "ways", + "and", + "Pitt", + "opy", + "Rather", + "its" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "que", + "a", + "ing", + "t", + "an", + "T", + "gehend", + "ie", + "Fatalf", + "los", + "ers", + "tuttavia", + "entimes", + "os", + "opy", + "isy", + "yen", + "ographically", + "lly", + "anzia", + "retr", + "edged", + "cuya", + "iroz", + "baj", + "poco" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "que", + "a", + "an", + "ing", + "l", + "t", + "ers", + "isy", + "esz", + "lly", + "un", + "es", + "baj", + "es", + "ie", + "cu", + "los", + "ization", + "Fatalf", + "ez", + "ized", + "person", + "anzia", + "s", + "yen", + "gehend", + "le", + "getContext" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "a", + "que", + "an", + "ization", + "isy", + "l", + "ers", + "ized", + "esz", + "getContext", + "antly", + "es", + "its", + "the", + "Yet", + "Fatalf", + "baj", + "esia", + "izations", + "Remed", + "restable", + "er", + "anzia", + "initialization", + "Border", + "es", + "ilation" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "an", + "ization", + "ized", + "isy", + "its", + "ers", + "es", + "the", + "Fatalf", + "antly", + "esque", + "Innovations", + "indeed", + "Indeed", + "yolu", + "baj", + "such" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "C", + "Such", + "Consequently", + "thus", + "hence", + "a", + "such", + "Reduces", + "sequent", + "This", + "thereby", + "T", + "deshalb", + "consequently", + "Hence", + "reduces", + "dadurch", + "consequ", + "signifikan", + "Consequently", + "preventing", + "Such" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "C", + "T", + "either", + "L", + "l", + "S", + "Significantly", + "segera", + "Reduces", + "stantially", + "ificantly", + "considerably", + "stabilizes", + "abruptly", + "stop", + "casi", + "hence", + "Cl", + "qu", + "suminist", + "Indeed", + "reduces", + "Such", + "Z", + "set" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "C", + "l", + "T", + "either", + "segera", + "Indeed", + "indeed", + "Reduces", + "stabilizes", + "slows", + "Indeed", + "Significantly", + "casi", + "Such", + "sekali", + "mysteriously", + "suminist", + "significantly", + "reduces", + "abruptly", + "considerably", + "ificantly", + "poco", + "stantially", + "stabil", + "oxide", + "Crit" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "la", + "l", + "C", + "L", + "T", + "H", + "sekali", + "S", + "deceler", + "excellently", + "abruptly", + "segera", + "Indeed", + "henti", + "parad", + "suminist", + "either", + "usia", + "s", + "a", + "thereafter", + "mysteriously", + "effectively", + "setCharacter", + "usan", + "set", + "effectively", + "Sp", + "significantly" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "que", + "H", + "deceler", + "T", + "a", + "C", + "slows", + "ralent", + "par", + "slowing", + "henti", + "le", + "acc", + "s", + "sekali", + "an", + "barrier", + "truc", + "segera", + "parabolic", + "si", + "kens", + "Par", + "up", + "overd", + "paro", + "bloque" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "C", + "H", + "ralent", + "P", + "T", + "slows", + "Prote", + "deceler", + "Protection", + "oprote", + "PROTECTION", + "excellently", + "l", + "que", + "sluggish", + "ProtectedRoute", + "protect", + "protection", + "slowing", + "L", + "slow", + "Self", + "Protection", + "protects", + "Slow" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "que", + "sharply", + "slows", + "slowing", + "Sharp", + "shar", + "H", + "Shar", + "Slow", + "Pass", + "ralent", + "deceler", + "Pass", + "sharp", + "l", + "slow", + "Slow", + "sharper", + "slow", + "Sharp", + "pass", + "slowed", + "pass", + "Shar", + "sharp", + "SLOW", + "passivation", + "PASS" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "la", + "sharply", + "Pass", + "Pass", + "passivation", + "Shar", + "pass", + "Shar", + "l", + "shar", + "PASS", + "slows", + "ralent", + "slowing", + "PASS", + "protects", + "parabolic", + "Prote", + "oprote", + "Sharp", + "pas", + "Protection", + "pass", + "protective" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "useEffect", + "conduire", + "Which", + "deceler", + "suddenly", + "effectively", + "slows", + "delaying", + "melindungi", + "Slowly", + "significantly", + "slowing", + "Once", + "This", + "Misalnya", + "temporarily", + "thus", + "Dies", + "lasting" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 158124, + 129412, + 211401, + 212125, + 86691, + 19987, + 4177, + 36672, + 76272, + 24238, + 2719, + 14533, + 32779, + 24377, + 19676, + 37140, + 70623, + 33598, + 4600, + 597, + 459, + 1254, + 1233, + 2719, + 2804, + 80750 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 43685, + 87876, + 169042, + 164136, + 143360, + 78921, + 38399, + 54801, + 90415, + 111152, + 39519, + 1054, + 3088, + 1224, + 511, + 931, + 626, + 3824, + 222, + 40, + 88, + 195, + 375, + 833, + 4670, + 117915 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 27728, + 81086, + 27302, + 27765, + 169232, + 214561, + 180228, + 145369, + 148487, + 155715, + 76426, + 81648, + 110955, + 143358, + 86100, + 51451, + 89762, + 46399, + 37755, + 25087, + 14504, + 39571, + 20032, + 9220, + 15244, + 41695 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 15023, + 20334, + 208731, + 159843, + 171032, + 177956, + 153745, + 185810, + 48639, + 13953, + 36131, + 17310, + 3018 + ] + }, + { + "label": "oxide", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 99131, + 103761, + 140875, + 33364, + 55833, + 65802, + 52815, + 89420, + 7511, + 1407, + 7857, + 974, + 296 + ] + }, + { + "label": "scale", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 37657, + 80961, + 26344, + 24772, + 21594, + 34165, + 84450, + 153032, + 19407, + 6446, + 2649, + 10540, + 7108 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "own", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "film", + "output_checked": true + }, + { + "concept": "que", + "score": 7.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "either", + "score": 6.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "Copyright", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "Nippon", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "clinging", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "adherent", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "ers", + "al", + "er", + "de", + "que", + "fasted", + "ap", + "ano", + "ani", + "lovepoetry", + "ation", + "sadquotes", + "tel", + "soon", + "ner", + "ait", + "ight", + "v", + "es", + "fab", + "uff", + "iti", + "man", + "ier", + "even", + "ness" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ay", + "ation", + "I", + "C", + "ot", + "S", + "T", + "A", + "l", + "and", + "in", + "of", + "om", + "th", + "e", + "im", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "ist", + "ers", + "al", + "an", + "em", + "be", + "P", + "pro", + "im", + "e", + "l", + "th", + "T", + "S", + "A", + "ation", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ing", + "b", + "d", + "al", + "ion", + "ic", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "H", + "T", + "S", + "K", + "a", + "l", + "ation", + "own", + "its", + "le", + "que", + "either", + "able", + "various", + "elective", + "or", + "end", + "an", + "ers", + "and", + "out", + "iz", + "able", + "en", + "t", + "s", + "un", + "d", + "p", + "of", + "e" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "T", + "S", + "H", + "l", + "a", + "or", + "que", + "own", + "able", + "de", + "an", + "k", + "able", + "ers", + "en", + "K", + "le", + "ivity", + "s", + "ation", + "ity", + "s", + "e", + "singular", + "ness", + "sake", + "p", + "t", + "fact", + "bach" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "l", + "a", + "own", + "K", + "en", + "k", + "que", + "able", + "able", + "ers", + "H", + "ed", + "an", + "T", + "un", + "ation", + "iz", + "humbled", + "chst", + "end", + "h", + "aries", + "t", + "specialized", + "many" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "l", + "a", + "own", + "k", + "K", + "able", + "iz", + "en", + "ers", + "que", + "T", + "s", + "chst", + "de", + "singular", + "t", + "ation", + "im", + "able", + "H", + "bach", + "end", + "sen" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "de", + "l", + "que", + "K", + "own", + "k", + "iz", + "st", + "s", + "singular", + "ines", + "sa", + "per", + "pro", + "afin", + "iny", + "le", + "im", + "able" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "l", + "de", + "K", + "que", + "iz", + "st", + "k", + "own", + "s", + "la", + "and", + "quoi", + "ines", + "singular", + "T", + "sa" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "de", + "que", + "K", + "st", + "iz", + "s", + "either", + "k", + "quoi", + "searchQuery", + "FileNotFound", + "singular", + "and", + "courants", + "alnya" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "que", + "st", + "an", + "s", + "either", + "as", + "uma", + "reduzir", + "its", + "um", + "many", + "the", + "and", + "k", + "per", + "both", + "multi", + "iz" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "either", + "as", + "an", + "its", + "the", + "uma", + "many", + "amassed", + "Jumlah", + "reduzir", + "garnered" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "de", + "l", + "an", + "or", + "y", + "its", + "either", + "even", + "it", + "like", + "of", + "at", + "relatively", + "as", + "recently", + "presumably", + "so", + "such", + "after", + "d", + "specific", + "le", + "which", + "just", + "some", + "resulting", + "p", + "local", + "both", + "though", + "similar" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "and", + "C", + "e", + "y", + "er", + "T", + "and", + "ly", + "but", + "on", + "of", + "p", + "K", + "c", + "o", + "get", + "n", + "taobao", + "un", + "despite", + "although", + "v", + "z", + "t", + "because", + "during", + "hbox", + "a", + "al" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "a", + "and", + "y", + "T", + "e", + "er", + "s", + "p", + "un", + "on", + "K", + "v", + "and", + "t", + "n", + "c", + "an", + "k", + "ly", + "al", + "despite", + "get", + "z", + "l", + "in", + "of", + "a", + "d", + "but" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "l", + "a", + "and", + "y", + "T", + "an", + "but", + "t", + "p", + "un", + "er", + "v", + "k", + "and", + "such", + "s", + "e", + "on", + "c", + "ic", + "n", + "although", + "al", + "K", + "d", + "ed", + "despite", + "it", + "hbox" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "and", + "such", + "a", + "l", + "but", + "y", + "thus", + "an", + "er", + "which", + "resulting", + "because", + "un", + "al", + "through", + "so", + "thereby", + "subsequently", + "because", + "able", + "after", + "particularly", + "although", + "ic", + "that" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "and", + "such", + "T", + "able", + "either", + "subsequent", + "preventing", + "L", + "prevents", + "drastically", + "significantly", + "prevented", + "thus", + "thereby", + "effectively", + "an", + "dramatically", + "shortly", + "reducing", + "P", + "because", + "greatly", + "successfully", + "limiting" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "T", + "K", + "a", + "ed", + "t", + "either", + "an", + "p", + "get", + "O", + "and", + "L", + "v", + "D", + "un", + "P", + "further", + "once", + "would", + "y", + "al", + "because", + "significantly", + "on", + "Once", + "been", + "dramatically", + "because", + "much" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "K", + "T", + "get", + "ed", + "p", + "t", + "y", + "either", + "O", + "on", + "v", + "al", + "un", + "because", + "after", + "each", + "because", + "would", + "o", + "KHTML", + "e", + "D", + "B", + "and", + "once", + "almost", + "much", + "thereafter", + "soon" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "ed", + "C", + "ing", + "get", + "al", + "p", + "K", + "and", + "on", + "s", + "t", + "v", + "id", + "is", + "y", + "ic", + "at", + "pass", + "either", + "un", + "m", + "as", + "each", + "c", + "b", + "e", + "d", + "o", + "n", + "ip", + "once" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "B", + "ed", + "ing", + "C", + "K", + "al", + "p", + "get", + "and", + "id", + "ot", + "H", + "s", + "un", + "y", + "at", + "b", + "st", + "v", + "is", + "ly", + "slow", + "er", + "on", + "t", + "i", + "ic", + "m", + "u", + "as", + "pass" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "l", + "B", + "protective", + "protective", + "protection", + "Prote", + "Protection", + "protect", + "par", + "Protective", + "diffusion", + "protection", + "protects", + "protecting", + "protected", + "bescherm", + "oprote", + "Protection", + "s", + "pass", + "Pass", + "protect" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Pass", + "sharply", + "Pass", + "pass", + "pass", + "passa", + "Shar", + "shar", + "Slow", + "Sharp", + "sharp", + "slow", + "Slow", + "slowing", + "Sharp", + "sharper", + "SLOW", + "Shar", + "passivation", + "sharp", + "diffus", + "passam", + "slows", + "PASS", + "passport", + "slowed", + "parabolic", + "slow" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Pass", + "pass", + "Pass", + "P", + "pass", + "Shar", + "parabolic", + "shar", + "sharply", + "Shar", + "passivation", + "Prote", + "PASS", + "PASS", + "slowing", + "Par", + "protective", + "K", + "Pas", + "passa", + "Protective", + "Sharp", + "Slow", + "passport", + "ralent", + "pas" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "useEffect", + "conduire", + "Which", + "deceler", + "suddenly", + "effectively", + "slows", + "delaying", + "melindungi", + "Slowly", + "significantly", + "slowing", + "Once", + "This", + "Misalnya", + "temporarily", + "thus", + "Dies", + "lasting" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 17.0, + "best_rank": 1, + "best_depth": 47.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "uma", + "score": 2.0, + "best_rank": 2, + "best_depth": 40.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "able", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "such", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 3, + "best_depth": 64.4, + "near_token": ",", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-03__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-03__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-03__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-03__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Oxygen-rich high-temperature surface film 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Repeated heating in air creates an external metal-oxygen reaction layer that thickens during each hold and sheds flakes during cooling.", + "prompt_tail": "Repeated heating in air creates an external metal-oxygen reaction layer that thickens during each hold and sheds flakes during cooling.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-hot-air-surface-layer-04", + "carrier_id": null, + "target_family": "hot-air-surface-layer", + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 641, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 6956 + }, + { + "label": "oxide", + "best_rank": 27, + "best_depth": 72.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 23 + }, + { + "label": "scale", + "best_rank": 4, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 1 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "got", + "even", + "mesma", + "Geg", + "iraj", + "Hair", + "ListItemIcon", + "Charm", + "Edge" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "S", + "GSM", + "apr", + "styling", + "mkdir", + "s", + "styles", + "mesma", + "conde", + "asus", + "Enter", + "Edge", + "mixer", + "param", + "Weise", + "Insert", + "cir", + "Harper", + "gian", + "dit", + "ipo" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "mesma", + "Edge", + "Weise", + "Edge", + "ashe", + "apr", + "cfr", + "EDGE", + "Insert", + "Pek", + "styling", + "arlos", + "jenis", + "insert" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "S", + "mesma", + "s", + "Weise", + "Edge", + "cfr", + "apr", + "Edge", + "Pek", + "styling", + "joen", + "insert", + "Insert", + "ashe", + "Hits", + "arlos", + "sus", + "even", + "second" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "Cuy", + "s", + "la", + "cens", + "ciri", + "Pending", + "Cens", + "pis", + "CU", + "cus", + "artis", + "Duplicate", + "watering", + "App", + "Cullen", + "CY", + "Cui", + "Cus", + "cura", + "Eddie", + "ait", + "prompt", + "atro", + "iap" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "psi", + "handleError", + "Estelle", + "prolet", + "empe", + "spacing", + "softmax", + "Sorg", + "issy", + "unches", + "conveniently", + "pct", + "knn", + "ngModel", + "Authorities", + "acidified", + "STI", + "DIN", + "postgres", + "ukun", + "cens", + "HTTPS" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "Estelle", + "ngModel", + "psi", + "handleError", + "empe", + "itorial", + "AGS", + "serialization", + "Sorg", + "yscale", + "ukun", + "osynthesis", + "unches", + "Appleton", + "addData", + "spacing", + "aportan", + "acidified", + "cyn", + "ymi", + "Accenture", + "fat", + "ils" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "hci", + "atro", + "Stark", + "ciri", + "LOGGER", + "kts", + "cheats", + "icure", + "Ronald", + "watering", + "Cullen", + "Pyr", + "Slowly", + "ngthening", + "CCN", + "usia", + "ciation", + "trava", + "Puch" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "OOP", + "usia", + "Cui", + "pict", + "Guangdong", + "LOGGER", + "isjon", + "CY", + "hci", + "Guad", + "dui", + "Cullen", + "cuy", + "Kund" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "CGPoint", + "Gruntfile", + "postings", + "usus", + "rmt", + "StringBuilder", + "Guangdong", + "OOP", + "even", + "ForEach", + "phony", + "fontsize", + "ralent", + "Dougall", + "L", + "slimmer" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "BYTE", + "ophile", + "ChatGPT", + "William", + "Solidity", + "Bowser", + "Namibia", + "Hurricane", + "Jahr", + "owning", + "onload", + "Faker", + "ocument", + "Everywhere", + "WWE", + "getParameter", + "StringBuilder", + "IAA" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "que", + "entimes", + "PWD", + "om", + "usted", + "Conservancy", + "ie", + "tuttavia", + "igil", + "udos", + "puedo", + "ovable", + "roth", + "apprezz" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "que", + "a", + "an", + "los", + "ie", + "person", + "poco", + "l", + "ing", + "enorm", + "entimes", + "out", + "owi", + "Pitt", + "T", + "more", + "and", + "variously", + "aport", + "igil", + "attuale", + "also", + "om" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "l", + "ing", + "an", + "entimes", + "t", + "es", + "los", + "poco", + "retr", + "aport", + "person", + "tuttavia", + "un", + "cuya", + "cu", + "regres", + "hov", + "variously" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "que", + "l", + "an", + "ing", + "es", + "ed", + "un", + "le", + "person", + "rec", + "aport", + "kali", + "los", + "cu", + "iav", + "isy", + "ized", + "hov", + "izations", + "melting", + "re", + "eo", + "antly", + "ife", + "ization" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "a", + "que", + "l", + "an", + "ization", + "ed", + "izations", + "isy", + "of", + "antly", + "rec", + "ized", + "person", + "up", + "es", + "McN", + "cumulative", + "initely", + "ilation", + "melting" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "que", + "a", + "l", + "initely", + "sehingga", + "es", + "antly", + "rec", + "isy", + "conclusion", + "cycle", + "izations", + "Bandit", + "algo", + "werking", + "person", + "an", + "cons", + "McN" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "consequently", + "l", + "hence", + "sehingga", + "Consequently", + "sequent", + "que", + "ocalyptic", + "periodically", + "rec", + "Consequently", + "deshalb", + "thereby", + "Hence", + "decre", + "dadurch", + "antly", + "thus" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "either", + "l", + "L", + "C", + "consequently", + "ocalypse", + "hence", + "T", + "sehingga", + "signOut", + "Coatings", + "H", + "sollic", + "selama", + "exfoli", + "plications", + "consequent", + "oxides", + "coatings", + "Hence", + "oxide", + "flashbacks", + "Consequently", + "unsupported", + "Consequently" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "either", + "C", + "ciclos", + "exfoli", + "exfol", + "ocalypse", + "consequently", + "cycle", + "signOut", + "Schad", + "Cycles", + "Cycle", + "cycles", + "Repeated", + "flashbacks", + "hence", + "ly", + "flake", + "Consequently", + "Sich", + "turun", + "attrition", + "ciclo", + "sehingga", + "onics" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "la", + "flake", + "exfol", + "flaky", + "exfoli", + "flakes", + "exfoliating", + "selama", + "during", + "ciclos", + "and", + "During", + "repeatedly", + "peeling", + "Ox", + "onics", + "During", + "ihilation", + "clearInterval", + "Repeated", + "nth", + "thereafter" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "la", + "flake", + "que", + "flakes", + "exfol", + "exfoli", + "flaky", + "peeling", + "and", + "sp", + "flake", + "shedding", + "exfoliating", + "Shed", + "fl", + "Fl", + "sheds", + "shed", + "breakaway", + "T", + "le", + "s", + "decre", + "de", + "dup", + "flakes", + "shed", + "which" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "sp", + "Sp", + "exfol", + "sp", + "scale", + "flake", + "flakes", + "scale", + "Sp", + "la", + "exfoli", + "spaw", + "SP", + "scaling", + "peeling", + "que", + "SP", + "Scaling", + "l", + "spool", + "flaky", + "scaling", + "dusting", + "scaled", + "scales", + "Scale", + "exfoliating", + "SCALE", + "skala", + "spol" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "sp", + "Fl", + "flake", + "fl", + "exfol", + "Fl", + "que", + "fl", + "flake", + "Sp", + "H", + "flaky", + "Flan", + "flakes", + "l", + "FL", + "scale", + "exfoliating", + "FL", + "spaw", + "sp", + "scale", + "spool", + "Previously", + "spl", + "Flix", + "SP", + "Scale" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Sp", + "sp", + "Sp", + "Fl", + "Fl", + "sp", + "flake", + "SP", + "Spaghetti", + "flake", + "exfol", + "fl", + "Spawner", + "SP", + "Flan", + "Spade", + "l", + "fl", + "SPDX", + "spool", + "Spitzer", + "Spal", + "Spruce", + "spurious", + "spal", + "SPI", + "flakes", + "spaw", + "FL" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "hitter", + "crocodile", + "Headphones", + "peasants", + "photoshoot", + "shields", + "Conductivity", + "profilo", + "rotate", + "clientId", + "getSheet", + "turbines", + "Huguen", + "defineConfig", + "Cellulose", + "Koreans", + "IONS", + "silhouette", + "passivation", + "lstm", + "quieter", + "cdnjs", + "kJ", + "holidays", + "KNeighbors", + "InnoDB", + "Philippines", + "kematian", + "touchdowns" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 159864, + 115027, + 218762, + 210357, + 86835, + 22903, + 4737, + 51966, + 114462, + 24835, + 6130, + 23175, + 72873, + 67372, + 65097, + 92308, + 93386, + 39691, + 851, + 777, + 642, + 19385, + 2895, + 13347, + 395, + 21827 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 38801, + 63274, + 183948, + 185618, + 149992, + 90937, + 37074, + 51798, + 73480, + 38331, + 35737, + 277, + 1522, + 1266, + 242, + 535, + 205, + 333, + 28, + 37, + 48, + 160, + 89, + 92, + 4183, + 3776 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 34440, + 91068, + 28006, + 26508, + 162578, + 212142, + 203056, + 174835, + 165261, + 149574, + 85204, + 74613, + 60956, + 111467, + 54953, + 31099, + 58971, + 69831, + 31808, + 15120, + 1035, + 49, + 5, + 18, + 838, + 15373 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 7941, + 6957, + 184943, + 113487, + 110666, + 172380, + 148392, + 168865, + 68770, + 66740, + 35353, + 122587, + 22598 + ] + }, + { + "label": "oxide", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 82452, + 113252, + 164769, + 37060, + 22586, + 36231, + 35340, + 24837, + 1323, + 1697, + 712, + 761, + 24 + ] + }, + { + "label": "scale", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 14464, + 28144, + 14332, + 22135, + 19391, + 18098, + 52909, + 133406, + 10912, + 5163, + 384, + 71, + 2 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 14.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "heating", + "output_checked": true + }, + { + "concept": "own", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "air", + "output_checked": true + }, + { + "concept": "either", + "score": 4.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "growing", + "score": 1.0, + "best_rank": 3, + "best_depth": 88.1, + "near_token": "and", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ani", + "de", + "que", + "even", + "p", + "z", + "man", + "ner", + "er", + "v", + "ace", + "knelt", + "ano", + "ies", + "ah", + "as", + "odes", + "ness", + "ter", + "ation", + "n", + "ers", + "ais", + "err", + "ap", + "aj", + "me" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "C", + "I", + "T", + "A", + "im", + "e", + "S", + "ot", + "to", + "of", + "as", + "in", + "l", + "and", + "th", + "om", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "al", + "pro", + "est", + "us", + "be", + "ation", + "em", + "P", + "im", + "e", + "th", + "om", + "ot", + "ad", + "T", + "A", + "al", + "d", + "the", + "p", + "a", + "t", + "en", + "c", + "ic", + "ing", + "b", + "ou", + "of", + "ion", + "and", + "l" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "S", + "T", + "elective", + "occasional", + "specialized", + "various", + "kind", + "open", + "New", + "own", + "either", + "able", + "its", + "ness", + "ers", + "an", + "l", + "ation", + "en", + "a", + "of", + "and", + "iz", + "le", + "end", + "or", + "ings", + "able", + "p", + "t" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "able", + "own", + "S", + "T", + "a", + "an", + "or", + "able", + "en", + "ation", + "l", + "iz", + "ness", + "le", + "ers", + "end", + "ings", + "que", + "its", + "ity", + "and", + "izing", + "elective", + "eye", + "t", + "ivity", + "New", + "open", + "p", + "s", + "d", + "e" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "own", + "l", + "a", + "en", + "an", + "able", + "able", + "ation", + "ed", + "iz", + "specialized", + "end", + "K", + "ally", + "its", + "ers", + "t", + "under", + "le", + "or", + "various", + "shock", + "izing", + "ity", + "and", + "ational" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "l", + "a", + "own", + "able", + "iz", + "an", + "en", + "ation", + "able", + "ers", + "its", + "end", + "t", + "specialized", + "le", + "ally", + "k", + "and", + "or", + "disappearing", + "shock", + "izing", + "North", + "K", + "New", + "under", + "many" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "own", + "iz", + "s", + "ly", + "an", + "able", + "able", + "ally", + "ation", + "t", + "k", + "and", + "irritating", + "le", + "de", + "ers", + "pro", + "um", + "disappearing", + "inkan" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "own", + "iz", + "and", + "s", + "ally", + "k", + "an", + "t", + "ly", + "la", + "um", + "de", + "pro", + "able", + "le", + "hem", + "disappearing", + "irritating", + "quoi", + "able", + "inkan", + "its", + "euro" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "iz", + "and", + "own", + "s", + "uma", + "um", + "ally", + "t", + "an", + "quoi", + "k", + "its", + "euro", + "la", + "pro", + "par", + "hem" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "s", + "de", + "an", + "uma", + "la", + "and", + "um", + "ly", + "or", + "t", + "iz", + "par", + "pro", + "le", + "d", + "p", + "both", + "its", + "quoi", + "hem", + "f", + "per" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "uma", + "ly", + "um", + "an", + "s", + "corrigir", + "t", + "or", + "reduzir", + "legendary", + "its" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "an", + "even", + "and", + "which", + "or", + "various", + "like", + "of", + "such", + "so", + "specific", + "it", + "particularly", + "y", + "as", + "its", + "some", + "relatively", + "these", + "likely", + "to", + "inevitably", + "occasionally", + "usually" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "and", + "C", + "e", + "ly", + "a", + "to", + "and", + "er", + "y", + "v", + "p", + "hbox", + "o", + "on", + "c", + "t", + "ic", + "un", + "n", + "z", + "f", + "taobao", + "during", + "an", + "get", + "s", + "d", + "T", + "ous", + "as" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "and", + "e", + "a", + "s", + "v", + "y", + "p", + "to", + "er", + "un", + "t", + "T", + "and", + "c", + "f", + "n", + "ly", + "d", + "an", + "k", + "on", + "re", + "get", + "z", + "ing", + "l", + "as", + "ic", + "m", + "with" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "l", + "a", + "and", + "s", + "e", + "un", + "v", + "p", + "y", + "t", + "T", + "to", + "and", + "f", + "k", + "c", + "d", + "er", + "an", + "ly", + "ic", + "n", + "as", + "l", + "such", + "re", + "m", + "that", + "been", + "presumably", + "would" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "and", + "resulting", + "un", + "y", + "e", + "v", + "these", + "a", + "which", + "These", + "such", + "er", + "been", + "resulting", + "t", + "and", + "each", + "because", + "s", + "each", + "setiap", + "p", + "would", + "l", + "k", + "subsequently" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "and", + "either", + "T", + "resulting", + "These", + "subsequent", + "repeatedly", + "Those", + "during", + "occasional", + "such", + "causing", + "these", + "During", + "solchen", + "Numerous" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "T", + "y", + "t", + "ed", + "p", + "D", + "either", + "un", + "a", + "v", + "B", + "and", + "get", + "o", + "e", + "f", + "s", + "c", + "on", + "ing", + "n", + "K", + "d", + "every", + "would", + "O", + "re", + "r", + "each", + "er" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "T", + "y", + "get", + "p", + "B", + "on", + "K", + "s", + "un", + "and", + "D", + "o", + "ed", + "t", + "v", + "n", + "every", + "f", + "each", + "al", + "c", + "after", + "would", + "during", + "O", + "ing", + "N", + "e", + "m", + "is" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "l", + "ing", + "s", + "own", + "y", + "ed", + "get", + "K", + "B", + "p", + "on", + "and", + "v", + "is", + "o", + "n", + "f", + "c", + "al", + "D", + "m", + "G", + "T", + "during", + "g", + "t", + "i", + "e", + "d", + "during", + "any" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "C", + "l", + "B", + "ing", + "ed", + "y", + "flakes", + "s", + "H", + "flake", + "peeling", + "on", + "L", + "is", + "al", + "exfol", + "p", + "and", + "v", + "K", + "f", + "ic", + "o", + "F", + "get", + "st", + "flaky", + "b", + "id", + "peel" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "sp", + "scale", + "sp", + "l", + "exfol", + "Sp", + "scaling", + "flake", + "scale", + "Scale", + "flakes", + "SCALE", + "Scale", + "Sp", + "scaling", + "Scaling", + "spaw", + "scales", + "exfoliating", + "flake", + "oxide", + "oxide", + "scaled", + "scalable", + "Scaling", + "scales", + "SCALE", + "scaled" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "sp", + "Fl", + "exfol", + "Fl", + "flakes", + "fl", + "flake", + "flake", + "H", + "exfoliating", + "fl", + "flaky", + "scalable", + "toFloat", + "exfoli", + "Previously", + "Sp", + "London", + "uma", + "vb", + "oxide", + "scaling", + "TOEFL", + "Flix" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Sp", + "sp", + "sp", + "Fl", + "Sp", + "Fl", + "fl", + "fl", + "SP", + "Spawner", + "flake", + "spra", + "flake", + "Ex", + "spurious", + "Spaghetti", + "SP", + "exfol", + "spool", + "spaw", + "flakes", + "spd", + "spal", + "Flan", + "flaky" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "hitter", + "crocodile", + "Headphones", + "peasants", + "photoshoot", + "shields", + "Conductivity", + "profilo", + "rotate", + "clientId", + "getSheet", + "turbines", + "Huguen", + "defineConfig", + "Cellulose", + "Koreans", + "IONS", + "silhouette", + "passivation", + "lstm", + "quieter", + "cdnjs", + "kJ", + "holidays", + "KNeighbors", + "InnoDB", + "Philippines", + "kematian", + "touchdowns" + ] + } + ], + "logit_surprising": [ + { + "concept": "uma", + "score": 11.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "during", + "output_checked": true + }, + { + "concept": "own", + "score": 10.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "Repe", + "output_checked": true + }, + { + "concept": "oxide", + "score": 2.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 1.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "scale", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "cycle", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "each", + "output_checked": true + }, + { + "concept": "According", + "score": 1.0, + "best_rank": 2, + "best_depth": 52.5, + "near_token": "Repe", + "output_checked": true + }, + { + "concept": "GROW", + "score": 1.0, + "best_rank": 15, + "best_depth": 88.1, + "near_token": "and", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-04__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-04__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-04__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-04__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Oxygen-rich high-temperature surface film 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A turbine component exposed to hot combustion gas develops a multilayer surface product containing metal cations and oxygen anions.", + "prompt_tail": "A turbine component exposed to hot combustion gas develops a multilayer surface product containing metal cations and oxygen anions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 20 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-hot-air-surface-layer-05", + "carrier_id": null, + "target_family": "hot-air-surface-layer", + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 209, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 1298 + }, + { + "label": "oxide", + "best_rank": 72, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 121 + }, + { + "label": "scale", + "best_rank": 2473, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 5021 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "apr", + "Gottlieb", + "got", + "mesma", + "even", + "Edge", + "Hair", + "iraj", + "Edge", + "conde" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "s", + "S", + "mkdir", + "GSM", + "styles", + "apr", + "styling", + "asus", + "la", + "as", + "H", + "Insert", + "mixer", + "gsm", + "param", + "cir", + "iterator", + "mesma", + "ethers", + "arens", + "ucher" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "S", + "Weise", + "Edge", + "apr", + "Edge", + "ashe", + "EDGE", + "styling", + "Pek", + "Insert", + "jenis", + "cfr", + "s", + "arlos" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "Edge", + "Weise", + "Pek", + "S", + "second", + "Edge", + "EDGE", + "Hits", + "insert", + "styling", + "second", + "stack", + "apr", + "cfr", + "even", + "irl", + "arlos", + "top", + "Insert" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "la", + "s", + "S", + "Cuy", + "cens", + "Pyr", + "Cens", + "watering", + "ciri", + "Ronald", + "centerY", + "empe", + "CCN", + "kts", + "pis", + "restaur", + "CUL", + "CU", + "postgres", + "LOGGER", + "ruari", + "CY", + "CUDA", + "Arjuna", + "Petron", + "Cullen", + "Pending" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "empe", + "spacing", + "Estelle", + "handleError", + "ukun", + "psi", + "prolet", + "watering", + "Rome", + "STI", + "knn", + "Sorg", + "pct", + "DIN", + "softmax", + "affine", + "Ronald", + "conveniently", + "acidified", + "postgres", + "issy", + "ngModel", + "cens", + "RTS", + "HTTPS" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "ngModel", + "softmax", + "empe", + "ukun", + "handleError", + "addData", + "setValue", + "Sorg", + "Estelle", + "l", + "spacing", + "AGS", + "acidified", + "Appleton", + "affine", + "itorial", + "kts", + "agge", + "psi", + "println", + "RTS", + "unches", + "printf" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "Cui", + "icure", + "LOGGER", + "Stark", + "Kuch", + "CCN", + "hci", + "Pyr", + "Cullen", + "usia", + "ukun", + "Guangdong", + "dui", + "CY", + "OfThe" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "hci", + "Pyr", + "juxtap", + "Cui", + "LOGGER", + "usia", + "isjon", + "cheats", + "Richardson", + "icure", + "Guangdong", + "CY" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "rmt", + "StringBuilder", + "opis", + "retval", + "Guangdong", + "fromDate", + "Oxygen", + "CGPoint", + "viewDidLoad", + "slimmer", + "Snowflake", + "organismos", + "Gruntfile", + "GTG", + "Outlet", + "postings", + "suivantes", + "chad" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "agad", + "P", + "Everywhere", + "Bowser", + "uoso", + "Guangdong", + "diaper", + "Vanessa", + "Dragon", + "ogly", + "surprisingly", + "Princeton", + "William", + "ricordare", + "Oxygen", + "pecies", + "Dolphins", + "agt" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "L", + "and", + "tuttavia", + "que", + "entimes", + "uido", + "opy", + "usus", + "apprezz", + "variously", + "lediglich", + "Agustus" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "la", + "L", + "and", + "que", + "an", + "H", + "tuttavia", + "T", + "funcionarios", + "particularly", + "ie", + "opy", + "entimes", + "ophers", + "apparently", + "however", + "stellt" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "que", + "la", + "l", + "ing", + "an", + "ized", + "ization", + "agad", + "opy", + "istics", + "esha", + "iyu", + "ledged", + "entimes", + "afect", + "unanticipated", + "ifai", + "cuya", + "ographically", + "othesis" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "l", + "que", + "la", + "ization", + "ized", + "an", + "ing", + "agad", + "iyu", + "istics", + "izing", + "opy", + "izations", + "typescript", + "getContext", + "person", + "esha", + "esz", + "ciphertext", + "Border", + "ers", + "omia", + "ifai", + "othesis", + "ledged", + "esia", + "initialization" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "ization", + "l", + "ized", + "que", + "la", + "izations", + "izing", + "getContext", + "esia", + "iyu", + "istics", + "typescript", + "an", + "initialized", + "initialization", + "antly", + "ilization", + "Knowledge", + "agad", + "ities", + "esz", + "IZED", + "ly", + "GROUP", + "setData", + "initely", + "ilation" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "ization", + "que", + "la", + "ized", + "izations", + "l", + "izing", + "iyu", + "getContext", + "istics", + "Knowledge", + "esia", + "ly", + "codebase", + "othesis", + "typescript", + "IZED", + "icosia", + "interactions", + "isasi", + "antly", + "gameObject", + "coursework", + "GROUP" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "ization", + "a", + "l", + "izations", + "ly", + "iyu", + "Knowledge", + "getContext", + "codebase", + "Estadual", + "antly", + "othesis", + "igion", + "hence", + "ized", + "Noting", + "therefore", + "OSED", + "anco", + "hence", + "izing" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "l", + "S", + "C", + "ization", + "ly", + "izations", + "oxides", + "consists", + "eyes", + "consisting", + "a", + "contains", + "either", + "iyu", + "regretted", + "Knowledge", + "consisted", + "themed", + "ione", + "atoms" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "C", + "a", + "ly", + "S", + "ization", + "contains", + "either", + "consisting", + "oxides", + "consists", + "izations", + "attracting", + "contient", + "regretted", + "ione", + "REPOSITORY", + "migrated", + "members", + "contains", + "eyes", + "mengandung", + "Solid", + "inevitable" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "la", + "l", + "C", + "ly", + "de", + "contains", + "ization", + "oxides", + "L", + "ions", + "izations", + "LastName", + "contains", + "comprises", + "s", + "contient", + "mengandung", + "a", + "set", + "contain", + "ione", + "consisting", + "oxygen", + "oxides", + "REPOSITORY", + "Airways", + "consists", + "incorporates" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "de", + "que", + "consisting", + "contains", + "ly", + "C", + "a", + "comprises", + "oxides", + "consists", + "ization", + "comprising", + "comprised", + "and", + "composed", + "le", + "contient", + "contains", + "cons", + "cons", + "consta", + "cation", + "composed", + "consisted", + "consist", + "mult" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "de", + "C", + "contains", + "consists", + "comprised", + "contains", + "consisting", + "composed", + "multig", + "Composition", + "oxygen", + "oxy", + "composed", + "contient", + "oxi", + "Contains", + "mult", + "Oxygen", + "containing", + "multivalued", + "Containing", + "containing", + "consisted" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "metal", + "Mult", + "Mult", + "multilayer", + "Metal", + "Metal", + "multilingual", + "metal", + "mult", + "Multiline", + "multic", + "cation", + "contains", + "mult", + "multil", + "que", + "multilateral", + "multib", + "multivalued", + "multig", + "ions", + "METAL", + "multi", + "multilayer", + "METAL", + "cations", + "containing", + "multipurpose" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Metal", + "Metal", + "l", + "multilayer", + "ions", + "metal", + "Mult", + "la", + "cation", + "Mult", + "multilayer", + "METAL", + "anions", + "multilingual", + "cations", + "metal", + "contains", + "cation", + "multivalued", + "cations", + "ization", + "contient", + "L", + "multiuser", + "oxy", + "multil", + "mult", + "oxygen", + "contenir", + "comprised", + "anion" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "This", + "Since", + "Likewise", + "Presumably", + "closing", + "continuidade", + "changing", + "qualidade", + "Siegfried", + "However", + "conteudo", + "Within", + "containing", + "Among" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 162792, + 71273, + 223287, + 217285, + 92246, + 27968, + 5947, + 52059, + 83247, + 16152, + 4871, + 9574, + 20865, + 65103, + 31142, + 32746, + 54797, + 33381, + 12449, + 4837, + 210, + 731, + 316, + 7807, + 2002, + 26940 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 46869, + 60725, + 184091, + 168772, + 121994, + 78023, + 52164, + 99346, + 82272, + 94231, + 81856, + 11881, + 49105, + 24729, + 13881, + 21330, + 25296, + 25721, + 2167, + 1463, + 476, + 73, + 269, + 867, + 10761, + 9513 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 32765, + 131318, + 29169, + 28769, + 186299, + 210752, + 190232, + 130466, + 178970, + 136828, + 76299, + 119447, + 165852, + 125875, + 76854, + 42500, + 54784, + 71224, + 28300, + 15416, + 10194, + 6179, + 2474, + 4538, + 17295, + 79881 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 3454, + 7584, + 109898, + 89893, + 105307, + 105621, + 116285, + 77967, + 44929, + 30467, + 7352, + 4371, + 1299 + ] + }, + { + "label": "oxide", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 69989, + 96128, + 138506, + 11296, + 13561, + 30062, + 33506, + 77967, + 3202, + 996, + 1056, + 224, + 122 + ] + }, + { + "label": "scale", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 54297, + 76812, + 16060, + 39901, + 32382, + 48109, + 93126, + 169969, + 50611, + 41396, + 5022, + 8202, + 7438 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 10.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 7.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "anions", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "oggetto", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "parts", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "component", + "output_checked": true + }, + { + "concept": "gases", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "oxide", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "quelconque", + "score": 1.0, + "best_rank": 13, + "best_depth": 44.1, + "near_token": "anions", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "estejam", + "fasted", + "le", + "ait", + "even", + "que", + "ty", + "ano", + "ani", + "soon", + "ly", + "de", + "l", + "im", + "en", + "er", + "al", + "ley", + "ers", + "uff", + "ner", + "aw", + "ry", + "ap", + "her", + "been" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ation", + "C", + "A", + "I", + "S", + "im", + "ot", + "T", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "al", + "pro", + "est", + "us", + "be", + "ation", + "em", + "P", + "e", + "om", + "l", + "th", + "S", + "im", + "T", + "A", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "s", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "H", + "C", + "S", + "T", + "elective", + "specialized", + "k", + "kind", + "open", + "ness", + "own", + "either", + "able", + "various", + "sake", + "end", + "ers", + "ation", + "an", + "en", + "a", + "and", + "l", + "able", + "iz", + "or", + "le", + "ings", + "que", + "its", + "les" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "K", + "H", + "S", + "l", + "able", + "que", + "own", + "able", + "or", + "ers", + "a", + "k", + "O", + "ness", + "an", + "T", + "C", + "ation", + "sake", + "le", + "en", + "ivity", + "ings", + "AVAILABLE", + "s", + "various", + "ally", + "t", + "p", + "end", + "ity" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "K", + "S", + "a", + "own", + "l", + "able", + "ers", + "en", + "que", + "able", + "k", + "an", + "iz", + "ation", + "H", + "h", + "un", + "humbled", + "end", + "various", + "ness", + "ized", + "specialized", + "owych" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "S", + "K", + "a", + "own", + "l", + "ers", + "able", + "H", + "k", + "able", + "ation", + "que", + "iz", + "humbled", + "h", + "en", + "owych", + "end", + "various" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "S", + "own", + "l", + "a", + "K", + "able", + "iz", + "ers", + "able", + "irritating", + "k", + "underm", + "ally", + "humbled", + "auction", + "anyi", + "ytter", + "tiring", + "Projek", + "annoyed" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "S", + "a", + "l", + "own", + "T", + "K", + "H", + "iz", + "ers", + "able", + "irritating", + "ally", + "k", + "la", + "underm", + "uma", + "ytter", + "tiring", + "humbled", + "auction", + "anyi" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "S", + "a", + "own", + "T", + "uma", + "K", + "iz", + "H", + "irritating", + "ers", + "glamorous", + "searchQuery", + "corrigir", + "both" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "uma", + "both", + "um", + "coveted", + "penjualan", + "diminished", + "glamorous", + "reviving", + "s", + "the" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "both", + "uma", + "sowohl", + "the", + "amassed", + "many", + "various", + "um", + "garnered", + "bulunan" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "y", + "an", + "ed", + "ly", + "or", + "of", + "it", + "de", + "and", + "its", + "le", + "both", + "such", + "specific", + "which", + "various", + "the", + "like", + "multi", + "his", + "ous", + "many", + "d", + "certain", + "some", + "ized" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "and", + "a", + "ly", + "C", + "er", + "and", + "y", + "to", + "which", + "e", + "would", + "but", + "ed", + "already", + "p", + "ic", + "their", + "that", + "taobao", + "v", + "on", + "un", + "nytimes", + "ous", + "al", + "although", + "they", + "jsonwebtoken", + "like", + "without" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "a", + "and", + "un", + "T", + "s", + "ly", + "er", + "p", + "y", + "an", + "v", + "e", + "and", + "t", + "which", + "K", + "n", + "to", + "ed", + "k", + "their", + "c", + "on", + "ic", + "with", + "that", + "z", + "would", + "f", + "id" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "a", + "l", + "and", + "T", + "un", + "an", + "y", + "t", + "p", + "s", + "er", + "v", + "k", + "to", + "and", + "but", + "ly", + "which", + "ic", + "D", + "n", + "c", + "such", + "that", + "m", + "K", + "f", + "on", + "some", + "it", + "al" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "and", + "a", + "T", + "y", + "l", + "er", + "un", + "an", + "such", + "which", + "and", + "that", + "but", + "k", + "K", + "ic", + "it", + "t", + "D", + "that", + "v", + "al", + "p", + "to", + "During", + "which", + "ed", + "resulting", + "any", + "the", + "many" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "and", + "a", + "such", + "either", + "an", + "T", + "various", + "which", + "resulting", + "both", + "Various", + "Various", + "the", + "these", + "primarily", + "Such", + "predominantly", + "consists", + "Such", + "various", + "such", + "formed", + "majority", + "forming" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "a", + "T", + "either", + "consists", + "an", + "y", + "various", + "consisting", + "been", + "ed", + "contains", + "ated", + "various", + "both", + "composed", + "formed", + "un", + "al", + "ous", + "and", + "many", + "which", + "containing", + "terdiri", + "D", + "id", + "mixed", + "composition", + "v" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "a", + "T", + "y", + "own", + "an", + "either", + "v", + "al", + "K", + "consists", + "various", + "ated", + "get", + "s", + "ed", + "various", + "id", + "contains", + "D", + "ly", + "and", + "any", + "which", + "un", + "consisting", + "some", + "such", + "ic", + "some", + "any" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "ed", + "s", + "own", + "al", + "is", + "y", + "id", + "get", + "v", + "and", + "ly", + "ic", + "on", + "K", + "a", + "p", + "m", + "n", + "O", + "om", + "an", + "o", + "at", + "d", + "containing", + "some", + "l", + "c", + "un" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "C", + "K", + "s", + "L", + "B", + "terdiri", + "ly", + "consists", + "consisting", + "al", + "O", + "koost", + "ic", + "on", + "and", + "comprising", + "comprised", + "ion", + "composed", + "anion", + "composed", + "rowIndex", + "some", + "id" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "composed", + "consists", + "l", + "terdiri", + "comprised", + "ionic", + "consisting", + "consisted", + "composto", + "Ionic", + "comprising", + "composition", + "containing", + "Ionic", + "composed", + "koost", + "Containing", + "compuesto", + "COMPO", + "contains", + "ionic" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "multilayer", + "Mult", + "Mult", + "metal", + "cation", + "multilayer", + "cations", + "multic", + "Metal", + "Multiline", + "mult", + "multilingual", + "cations", + "Metal", + "metal", + "multilateral", + "mult", + "Mul", + "multi", + "la", + "multivalued", + "ions", + "mul", + "cation", + "Multi", + "multit", + "multib", + "multil", + "multimeter" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "la", + "Metal", + "Mult", + "multilayer", + "Metal", + "cations", + "cation", + "metal", + "ions", + "cations", + "Mult", + "multilayer", + "anions", + "cation", + "oxy", + "anion", + "metal", + "Multiline", + "Mul", + "oxygen", + "multivalued", + "METAL", + "multilingual", + "multimeter", + "multilateral", + "multil", + "vay", + "mul", + "multic" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "This", + "Since", + "Likewise", + "Presumably", + "closing", + "continuidade", + "changing", + "qualidade", + "Siegfried", + "However", + "conteudo", + "Within", + "containing", + "Among" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 21.0, + "best_rank": 1, + "best_depth": 47.5, + "near_token": "to", + "output_checked": true + }, + { + "concept": "uma", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "layers", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "containing", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-05__grid.png", + "stream": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-05__stream.png", + "trajectory": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-05__trajectory.png", + "emergence": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-05__emergence.png", + "heatmap": "figures/gemma4-31b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-05__heatmap.png" + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-31b-it-key-concept-traces-v1-seed0.json b/jlens_materials/runs/gemma4-31b-it-key-concept-traces-v1-seed0.json new file mode 100644 index 0000000000000000000000000000000000000000..41b49379f9f291457101821be52d2ae458ba9229 --- /dev/null +++ b/jlens_materials/runs/gemma4-31b-it-key-concept-traces-v1-seed0.json @@ -0,0 +1,13675 @@ +{ + "format_version": 2, + "created_at": "2026-08-23T09:30:28.675702+00:00", + "model": "google/gemma-4-31B-it", + "model_identity": { + "requested_id": "google/gemma-4-31B-it", + "requested_revision": "842da3794eaa0b77d5f08bae87a17459d91ff475", + "model_class": "Gemma4ForConditionalGeneration", + "config_name_or_path": "google/gemma-4-31B-it", + "model_revision": "842da3794eaa0b77d5f08bae87a17459d91ff475", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-31B-it", + "vocab_size": 262144, + "n_layers": 60, + "d_model": 5376, + "dtype": "bfloat16" + }, + "tag": "gemma4-31b-it-key-concept-traces-v1-seed0", + "n_layers": 60, + "d_model": 5376, + "lens_n_prompts": 1000, + "lens_provenance": { + "corpus": { + "dataset": "Salesforce/wikitext", + "kind": "huggingface", + "min_chars": 600, + "records": 1000, + "requested_records": 1000, + "revision": "b08601e04326c79dfdd32d625aee71d232d685c3", + "seed": 0, + "sha256": "a4b31b0673b21a932e33494c8471fb53577bd39b041f0799431c912876f5681e", + "split": "train", + "subset": "wikitext-103-raw-v1", + "text_field": "text", + "unique_records": 1000 + }, + "created_at": "2026-08-21T14:02:44.035613+00:00", + "dim_batch": 8, + "format_version": 1, + "hub": { + "path_in_repo": "gemma4-31b-it/paper/seed0.pt", + "repo_id": "lamm-mit/gemma4-jacobian-lenses", + "repo_type": "model", + "revision": "main", + "uploaded_at": "2026-08-23T03:34:39.666901+00:00" + }, + "model": { + "config_name_or_path": "google/gemma-4-31B-it", + "d_model": 5376, + "dtype": "bfloat16", + "model_class": "Gemma4ForConditionalGeneration", + "model_revision": "842da3794eaa0b77d5f08bae87a17459d91ff475", + "n_layers": 60, + "requested_id": "google/gemma-4-31B-it", + "requested_revision": "842da3794eaa0b77d5f08bae87a17459d91ff475", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-31B-it", + "vocab_size": 262144 + }, + "paper_reference": "https://transformer-circuits.pub/2026/workspace/index.html", + "recipe": { + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers.", + "max_seq_len": 128, + "n_fit": 1000, + "name": "paper", + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "target_layer": -2 + }, + "source_layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57 + ], + "target_layer": 58, + "upstream_reference": "lamm-mit/jacobian-lens@581d398613e5602a5af361e1c34d3a92ea82ba8e" + }, + "methodology": { + "recipe": { + "name": "demo", + "n_fit": 12, + "max_seq_len": 64, + "target_layer": null, + "report_layer_count": null, + "skip_first": 16, + "strict_corpus": false, + "description": "Fast exploratory fit. Results from this profile are not a quantitative replication of the paper." + }, + "claims_level": "exploratory demo", + "paper_protocol_complete": false, + "strict_protocol": true, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 50, + "evaluation_max_seq_len": 128, + "generation_max_new_tokens": 1, + "model_revision": "842da3794eaa0b77d5f08bae87a17459d91ff475", + "dtype": "bfloat16", + "layer_stride": 1, + "prompt_source": "prompts/materials-key-concept-traces-v1.json", + "swaps_enabled": false, + "swap_alpha": 1.0 + }, + "shapes": [ + "ASSOCIATION" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": { + "ASSOCIATION": { + "n_items": 6, + "minimum_required": 50, + "sufficient_sample": false, + "ks": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "jacobian_lens": { + "pass_at_k": [ + 0.08333333333333333, + 0.08333333333333333, + 0.125, + 0.125, + 0.18055555555555555, + 0.23611111111111108, + 0.40277777777777773 + ], + "auc_log_k": 0.16461194432399948, + "bootstrap_95": { + "1": { + "mean": 0.08333333333333333, + "low": 0.0, + "high": 0.25 + }, + "2": { + "mean": 0.08333333333333333, + "low": 0.0, + "high": 0.25 + }, + "5": { + "mean": 0.125, + "low": 0.0, + "high": 0.2916666666666667 + }, + "10": { + "mean": 0.125, + "low": 0.0, + "high": 0.2916666666666667 + }, + "20": { + "mean": 0.18055555555555555, + "low": 0.041666666666666664, + "high": 0.3333333333333333 + }, + "50": { + "mean": 0.23611111111111108, + "low": 0.041666666666666664, + "high": 0.4444444444444444 + }, + "100": { + "mean": 0.40277777777777773, + "low": 0.18055555555555555, + "high": 0.6666666666666666 + } + } + }, + "logit_lens": { + "pass_at_k": [ + 0.125, + 0.125, + 0.125, + 0.125, + 0.18055555555555555, + 0.4583333333333333, + 0.513888888888889 + ], + "auc_log_k": 0.22222222222222227 + } + } + }, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 0, + "n_graded": 0, + "minimum_required": 50, + "sufficient_sample": false, + "protocol_success_rate": null, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [ + "ASSOCIATION" + ], + "prompts": [ + { + "slug": "paper-v2-assoc-notch-resistance-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to notch-driven failure 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "During a compact-tension test, substantial energy is dissipated near the notch tip before the specimen separates. The material tolerates larger defects than a comparison alloy.", + "prompt_tail": "-tension test, substantial energy is dissipated near the notch tip before the specimen separates. The material tolerates larger defects than a comparison alloy.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " because", + "generated_token_ids": [ + 1547 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 130, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 54 + }, + { + "label": "crack", + "best_rank": 170, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 49 + }, + { + "label": "fracture", + "best_rank": 60, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 42 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "mesma", + "got", + "even", + "un", + "Hair", + "ListItemIcon", + "Charm", + "Farr", + "Edge" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "mkdir", + "s", + "styling", + "styles", + "S", + "GSM", + "param", + "gian", + "e", + "apr", + "Thatcher", + "gsm", + "iterator", + "cir", + "Enter", + "as", + "mixer", + "asus", + "conde", + "ethers" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "Edge", + "apr", + "Weise", + "Edge", + "Insert", + "insert", + "S", + "styling", + "EDGE", + "ashe", + "Hits", + "cfr", + "jenis", + "Sus", + "sus" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "mesma", + "S", + "Weise", + "Edge", + "cfr", + "apr", + "Hits", + "Edge", + "insert", + "Insert", + "ashe", + "sus", + "joen", + "second", + "Pek", + "pues", + "styling", + "Sus" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "Cuy", + "Pyr", + "cens", + "S", + "Cens", + "pis", + "ciri", + "watering", + "phis", + "Pending", + "uts", + "Eddie", + "Pend", + "Ronald", + "ait", + "przyp", + "dui", + "cura", + "empe", + "appelle", + "ruari", + "restaur" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Estelle", + "empe", + "psi", + "Sorg", + "spacing", + "softmax", + "issy", + "pct", + "Rome", + "HTTPS", + "ngModel", + "agge", + "DIN", + "iorum", + "affine", + "Emilia", + "handleError", + "osynthesis", + "kts", + "Accenture", + "tts", + "postgres", + "conveniently", + "zum", + "prolet" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "Estelle", + "Sorg", + "psi", + "ukun", + "ngModel", + "yscale", + "unches", + "cyn", + "handleError", + "AGS", + "empe", + "serialization", + "osynthesis", + "AlertDialog", + "agge", + "ymi", + "itorial", + "aportan", + "HTTPS", + "pct", + "Appleton", + "iorum", + "methylation" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "Stark", + "Cui", + "Cullen", + "fort", + "dui", + "cus", + "ciri", + "usia", + "Pyr", + "hci", + "Fort", + "CU", + "CCN", + "icure", + "LOGGER", + "cusp" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "Cui", + "Kuch", + "Richardson", + "hci", + "fort", + "onuclear", + "Cullen", + "LOGGER", + "usia", + "isjon", + "Pyr", + "Guad", + "phony", + "Stark" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "slimmer", + "StringBuilder", + "postings", + "GTG", + "usus", + "ForEach", + "fontsize", + "rmt", + "Guangdong", + "Gruntfile", + "Outlet", + "retval", + "Pyr" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "P", + "slimmer", + "BYTE", + "StringBuilder", + "G", + "ForEach", + "ing", + "ophile", + "os", + "others", + "Typical", + "eram", + "CGPoint" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "H", + "s", + "and", + "tuttavia", + "usus", + "C", + "usted", + "PWD", + "outs", + "os", + "elsewhere", + "out", + "om" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "H", + "L", + "la", + "and", + "a", + "T", + "s", + "out", + "tuttavia", + "om", + "invece", + "others", + "especially", + "particularly", + "os", + "ing", + "an", + "ie", + "que", + "Evet" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "ing", + "L", + "H", + "os", + "tuttavia", + "and", + "invece", + "entimes", + "signifikan", + "cuya", + "OwnProperty", + "entanto", + "Toutefois" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "que", + "ing", + "l", + "an", + "os", + "ings", + "s", + "and", + "Bluest", + "signifikan", + "excellent", + "H", + "OwnProperty", + "es", + "uzys", + "invece", + "esha", + "thus", + "eurs" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "l", + "que", + "es", + "excellent", + "ized", + "of", + "versus", + "an", + "ization", + "isy", + "Bluest", + "ilation", + "ings", + "Comparison", + "its", + "ilization", + "the", + "esz", + "finity", + "dibandingkan", + "escue" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "its", + "es", + "excellent", + "because", + "and", + "Bluest", + "the", + "ized", + "an", + "isy", + "ization", + "l", + "more", + "Comparison", + "therefore", + "therefore", + "it", + "othesis", + "boasted", + "Excellent" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "L", + "hence", + "therefore", + "hence", + "C", + "thus", + "excellent", + "Hence", + "H", + "stronger", + "davantage" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "L", + "la", + "l", + "S", + "C", + "H", + "more", + "hence", + "hence", + "lebih", + "Better", + "therefore", + "lebih", + "outperforms", + "Better", + "Longer", + "longer", + "Lebih", + "Hence", + "allows", + "improves" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "C", + "L", + "more", + "S", + "lebih", + "Better", + "allows", + "therefore", + "and", + "toler", + "improves", + "Better", + "outperforms", + "Lebih", + "more", + "Longer" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "L", + "la", + "C", + "H", + "and", + "S", + "iendo", + "more", + "lebih", + "larger", + "improves", + "More" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "de", + "toler", + "Tolerance", + "Tolerance", + "tol", + "and", + "tolerance", + "tolerance", + "tolerances", + "toler", + "Toler", + "tolerancia", + "H", + "tolerated", + "TOL", + "tolerant", + "tol", + "iendo", + "Tol", + "tolerate", + "olerance", + "toll", + "s", + "tolerant", + "lebih" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "Damage", + "damage", + "Damage", + "damage", + "de", + "la", + "H", + "Tolerance", + "damaged", + "toler", + "undamaged", + "Tolerance", + "DAMAGE", + "tolerance", + "toler", + "DAMAGE", + "damages", + "tolerance", + "L", + "tol", + "flaw", + "Toler", + "Higher", + "defect" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "H", + "Damage", + "damage", + "Damage", + "defect", + "damage", + "toler", + "defect", + "tolerance", + "Tolerance", + "DAMAGE", + "defecto", + "Higher", + "Larg", + "L", + "Tolerance", + "defects", + "higher", + "tolerances", + "Def", + "defectos", + "Toler", + "defe", + "tolerancia", + "Def", + "Larger", + "def", + "larger" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "defect", + "Def", + "Damage", + "defect", + "damage", + "Def", + "Damage", + "defecto", + "Tolerance", + "toler", + "def", + "Higher", + "defectos", + "Fracture", + "H", + "damage", + "defe", + "flaw", + "higher", + "Larg", + "tolerance", + "Defects", + "Larger", + "defects", + "Higher", + "Toler" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "because", + "Higher", + "Because", + "The", + "Which", + "Specifically", + "This", + "For", + "Thus", + "Higher", + "Cortex", + "Paradox", + "Then", + "Hence", + "Relative", + "With", + "Therefore", + "Compared", + "Based", + "with", + "However", + "Since", + "higher", + "Styl", + "Along", + "effectively", + "Its", + "If", + "It" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 248206, + 200210, + 252239, + 256117, + 170480, + 18305, + 29043, + 163003, + 140897, + 189070, + 229188, + 33851, + 106353, + 93378, + 48698, + 44588, + 84281, + 58529, + 42985, + 2674, + 860, + 2411, + 131, + 222, + 1430, + 37760 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 72239, + 152634, + 155224, + 154409, + 166987, + 104511, + 103332, + 132171, + 101261, + 98757, + 69218, + 116654, + 112427, + 120961, + 116130, + 104951, + 90196, + 103972, + 15389, + 3691, + 1000, + 205, + 171, + 175, + 110, + 24348 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 85489, + 109167, + 132897, + 125377, + 147365, + 116110, + 136161, + 95448, + 109725, + 175530, + 158986, + 221296, + 196799, + 194629, + 158585, + 79678, + 88336, + 84003, + 3909, + 965, + 2474, + 400, + 61, + 41, + 19, + 374 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 26647, + 29204, + 37193, + 5216, + 5538, + 14686, + 8097, + 3838, + 613, + 90, + 55, + 114, + 72 + ] + }, + { + "label": "crack", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 40716, + 45467, + 20317, + 33957, + 40634, + 28114, + 62336, + 47935, + 744, + 252, + 70, + 54, + 50 + ] + }, + { + "label": "fracture", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 73597, + 95168, + 63906, + 129648, + 123597, + 132649, + 114701, + 74899, + 2329, + 994, + 507, + 522, + 43 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 8.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 4, + "best_depth": 44.1, + "near_token": "material", + "output_checked": true + }, + { + "concept": "fracture", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "zone", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Damage", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "those", + "score": 1.0, + "best_rank": 2, + "best_depth": 76.3, + "near_token": "than", + "output_checked": true + }, + { + "concept": "predicted", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "than", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 1.0, + "best_rank": 3, + "best_depth": 88.1, + "near_token": "material", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "eny", + "emma", + "terms", + "ani", + "soon", + "rian", + "ai", + "ner", + "app", + "aj", + "ait", + "man", + "own", + "uff", + "de", + "ad", + "al", + "im", + "en", + "er", + "es", + "an", + "op", + "ist", + "qu", + "ers", + "ry", + "ap", + "que", + "ah" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ay", + "ation", + "A", + "I", + "S", + "im", + "ot", + "T", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "P", + "em", + "ation", + "be", + "T", + "ot", + "A", + "I", + "om", + "th", + "and", + "l", + "im", + "e", + "ad", + "S", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "s", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "as", + "of" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "C", + "T", + "ness", + "own", + "k", + "elective", + "S", + "occasional", + "able", + "end", + "or", + "que", + "iz", + "its", + "self", + "ers", + "an", + "l", + "ation", + "en", + "a", + "of", + "and", + "le", + "ap", + "e", + "al", + "t", + "s", + "p", + "d" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "S", + "own", + "or", + "en", + "l", + "a", + "ers", + "T", + "able", + "que", + "ation", + "O", + "s", + "k", + "able", + "ness", + "ap", + "an", + "iz", + "un", + "end", + "al", + "H", + "C", + "p", + "e", + "h", + "ings", + "t" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "l", + "en", + "a", + "own", + "ers", + "un", + "k", + "ation", + "iz", + "S", + "able", + "end", + "able", + "ed", + "C", + "an", + "t", + "ap", + "que", + "K", + "owych", + "h", + "specialized", + "humbled", + "shock", + "or" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "ers", + "iz", + "k", + "ation", + "able", + "S", + "owych", + "un", + "end", + "C", + "ap", + "ness", + "sen", + "que", + "able", + "O", + "K", + "ally", + "ad", + "t", + "ed" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "own", + "de", + "que", + "ers", + "ation", + "iz", + "S", + "owych", + "k", + "en", + "or", + "s", + "either", + "s", + "sa", + "and", + "sen", + "nya", + "uma", + "us", + "end" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "l", + "own", + "de", + "uma", + "ers", + "and", + "iz", + "nya", + "ation", + "s", + "or", + "owych", + "either", + "que", + "par", + "S", + "la", + "s", + "singular", + "sen", + "t", + "sa" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "own", + "a", + "l", + "uma", + "de", + "nya", + "iz", + "ers", + "owych", + "par", + "ation", + "la", + "s", + "que", + "and", + "or", + "humid", + "norte", + "um", + "sa" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "de", + "que", + "own", + "la", + "s", + "both", + "either", + "par", + "t", + "or", + "p", + "uma", + "c", + "iz", + "an", + "le", + "ElevatedButton", + "per", + "en" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "que", + "own", + "le", + "ly", + "either", + "p", + "t", + "ed", + "la", + "par", + "ified", + "ElevatedButton", + "g", + "iy", + "c", + "both", + "amassed", + "r", + "d", + "legendary" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "de", + "ed", + "or", + "of", + "que", + "an", + "ly", + "d", + "le", + "y", + "to", + "even", + "his", + "by", + "f", + "ary", + "p", + "par", + "for", + "est", + "my", + "du", + "high", + "which", + "but" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "C", + "and", + "ly", + "ed", + "er", + "e", + "y", + "s", + "because", + "or", + "p", + "H", + "because", + "and", + "c", + "on", + "nya", + "despite", + "ic", + "of", + "o", + "ous", + "T", + "al", + "to", + "without", + "d", + "after" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "a", + "s", + "e", + "T", + "ed", + "H", + "er", + "y", + "p", + "un", + "D", + "v", + "and", + "t", + "c", + "K", + "n", + "despite", + "f", + "l", + "d", + "an", + "on", + "and", + "to", + "k", + "b", + "because", + "with" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "a", + "l", + "and", + "T", + "s", + "an", + "D", + "y", + "p", + "L", + "er", + "t", + "v", + "B", + "ed", + "than", + "k", + "un", + "despite", + "because", + "c", + "K", + "e", + "compared", + "d", + "l", + "because", + "n", + "its", + "b" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "and", + "C", + "a", + "more", + "an", + "er", + "because", + "H", + "than", + "despite", + "y", + "ed", + "l", + "compared", + "T", + "able", + "because", + "Despite", + "whereas", + "but", + "which", + "D", + "Therefore", + "although", + "despite", + "Although", + "Therefore", + "karena", + "whereas" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "able", + "C", + "and", + "L", + "H", + "ability", + "more", + "T", + "Despite", + "compared", + "allows", + "Compared", + "davantage", + "Therefore", + "toler", + "capable", + "an", + "comparable", + "allowing", + "Both", + "D", + "because", + "allow", + "despite" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "a", + "ed", + "ability", + "able", + "more", + "B", + "y", + "K", + "more", + "T", + "D", + "tolerate", + "an", + "daha", + "longer", + "allows", + "because", + "and", + "er", + "because", + "allow", + "al", + "ability", + "better", + "such" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "ed", + "K", + "B", + "ability", + "y", + "and", + "able", + "D", + "more", + "more", + "al", + "a", + "v", + "T", + "tolerate", + "ing", + "s", + "m", + "M", + "because", + "because", + "daha", + "some", + "t", + "c", + "n", + "N" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "l", + "ed", + "own", + "ability", + "K", + "B", + "L", + "ing", + "able", + "D", + "and", + "al", + "y", + "is", + "more", + "M", + "more", + "m", + "v", + "s", + "R", + "a", + "pokemon", + "get", + "ability", + "n", + "at" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "B", + "K", + "C", + "ed", + "tolerate", + "l", + "tolerance", + "toler", + "Tolerance", + "tol", + "tolerance", + "Toler", + "toler", + "Tolerance", + "ing", + "al", + "tolerated", + "tolerant", + "tolerant", + "tol", + "D", + "H", + "tolerancia", + "and", + "Tol", + "L", + "olerance", + "Tol", + "TOL", + "M" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "H", + "damage", + "Damage", + "damage", + "Damage", + "K", + "tolerance", + "DAMAGE", + "toler", + "tolerance", + "DAMAGE", + "Tolerance", + "tol", + "defect", + "Tolerance", + "toler", + "damaged", + "damages", + "Toler", + "defect", + "damaged", + "tolerate", + "flaw", + "Tol", + "danos", + "tolerant", + "tol" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "H", + "defect", + "damage", + "defect", + "Damage", + "Damage", + "toler", + "damage", + "tolerance", + "Tolerance", + "Tolerance", + "defe", + "defects", + "tolerance", + "and", + "flaw", + "Def", + "tolerancia", + "toler", + "DAMAGE", + "Def", + "DAMAGE", + "Toler", + "defecto", + "danos" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "defect", + "Def", + "defect", + "Def", + "Damage", + "damage", + "def", + "Damage", + "defecto", + "defe", + "toler", + "K", + "damage", + "H", + "defectos", + "def", + "Tolerance", + "DEF", + "tolerance", + "flaw", + "L", + "Toler", + "Higher", + "DEF", + "defects", + "de", + "Tol", + "TypeDef", + "higher" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "because", + "Higher", + "Because", + "The", + "Which", + "Specifically", + "This", + "For", + "Thus", + "Higher", + "Cortex", + "Paradox", + "Then", + "Hence", + "Relative", + "With", + "Therefore", + "Compared", + "Based", + "with", + "However", + "Since", + "higher", + "Styl", + "Along", + "effectively", + "Its", + "If", + "It" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "test", + "output_checked": true + }, + { + "concept": "and", + "score": 5.0, + "best_rank": 1, + "best_depth": 64.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "uma", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "During", + "output_checked": true + }, + { + "concept": "que", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "fracture", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "ability", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "toler", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "ates", + "output_checked": true + }, + { + "concept": "specimens", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "absorbed", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "separation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "predicted", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "than", + "output_checked": true + }, + { + "concept": "able", + "score": 1.0, + "best_rank": 2, + "best_depth": 67.8, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-notch-resistance-04__grid.png", + "stream": "figures/gemma4-31b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-notch-resistance-04__stream.png", + "trajectory": "figures/gemma4-31b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-notch-resistance-04__trajectory.png", + "emergence": "figures/gemma4-31b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-notch-resistance-04__emergence.png", + "heatmap": "figures/gemma4-31b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-notch-resistance-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-ductile-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Dimpled tensile failure 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "After substantial plastic elongation, a metal bar separated along a surface filled with microscopic pits around second-phase particles. Neighboring pits had joined into larger depressions.", + "prompt_tail": "ongation, a metal bar separated along a surface filled with microscopic pits around second-phase particles. Neighboring pits had joined into larger depressions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " These", + "generated_token_ids": [ + 3143 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 17528, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 1192 + }, + { + "label": "nucleation", + "best_rank": 208, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 278 + }, + { + "label": "coalescence", + "best_rank": 4, + "best_depth": 81.4, + "onset_depth": 81.4, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 0 + }, + { + "label": "void", + "best_rank": 5895, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 343 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "mesma", + "got", + "even", + "Hair", + "Edge", + "Edge", + "iraj" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "s", + "S", + "mkdir", + "la", + "styles", + "GSM", + "styling", + "apr", + "Enter", + "param", + "as", + "cir", + "Insert", + "mixer", + "gian", + "iterator", + "Thatcher", + "Edge", + "EDGE", + "e", + "hund", + "conde" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "s", + "mesma", + "Edge", + "Weise", + "styling", + "Edge", + "apr", + "arlos", + "Pek", + "cfr", + "second", + "sus", + "Hits" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "s", + "Weise", + "Edge", + "S", + "Hits", + "styling", + "apr", + "even", + "sus", + "Pek", + "cfr", + "second", + "Edge", + "joen", + "insert", + "Insert", + "second", + "stack" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "cens", + "own", + "Pyr", + "empe", + "DIN", + "Cens", + "aspir", + "Ashley", + "ait", + "ittle", + "Ronald", + "restaur", + "appelle", + "cura", + "uts", + "ruari", + "phis", + "argate", + "rometry", + "CTE", + "Eddie", + "MAPE" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Estelle", + "psi", + "softmax", + "empe", + "ngModel", + "Sorg", + "issy", + "spacing", + "handleError", + "prolet", + "STI", + "DIN", + "affine", + "Rome", + "HTTPS", + "conveniently", + "iorum", + "pct", + "acidified", + "Accenture", + "agge", + "rization", + "knn" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "s", + "la", + "softmax", + "ngModel", + "Estelle", + "itorial", + "empe", + "Sorg", + "psi", + "handleError", + "serialization", + "ukun", + "AGS", + "acidified", + "spacing", + "yscale", + "Appleton", + "iorum", + "RHS", + "ils", + "osynthesis", + "aportan", + "unches", + "affine", + "fat" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "atro", + "Stark", + "hci", + "Cuy", + "icure", + "Pyr", + "cheats", + "empe", + "Ronald", + "usia", + "LOGGER", + "Cullen", + "kts", + "CCN", + "ciri", + "watering", + "Arjuna", + "Rome", + "etty", + "isah" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "fort", + "usia", + "pict", + "Hawke", + "Richardson", + "Cui", + "isah", + "CCP", + "Forestry", + "dui", + "hci", + "uzi", + "phony", + "fortale", + "prompt" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "slimmer", + "ing", + "StringBuilder", + "ralent", + "CGPoint", + "postings", + "CCS", + "scrambling", + "ForEach", + "Gruntfile", + "CCP", + "rmt", + "usus", + "retval" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "ing", + "H", + "StringBuilder", + "ForEach", + "BYTE", + "even", + "slimmer", + "Wochenende", + "scrambling", + "UPI", + "eram" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "C", + "T", + "a", + "ing", + "out", + "tuttavia", + "o", + "Elsewhere", + "os", + "om", + "atience", + "elsewhere", + "usus", + "others" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "L", + "C", + "a", + "T", + "la", + "que", + "H", + "out", + "and", + "ing", + "t", + "om", + "ie", + "P", + "o", + "OC", + "os", + "oc", + "others", + "O", + "Of", + "tuttavia", + "particularly", + "variously", + "s" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "ing", + "L", + "T", + "que", + "l", + "t", + "os", + "ed", + "C", + "o", + "out", + "ings", + "om", + "oc", + "person", + "ie", + "LTE", + "iai", + "plus", + "gehend" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "l", + "ing", + "que", + "ed", + "la", + "ings", + "C", + "person", + "t", + "es", + "the", + "an", + "ization", + "T", + "os", + "plus", + "izations", + "s", + "both", + "others", + "ly", + "those", + "ife", + "of", + "at" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "ed", + "ing", + "ization", + "que", + "l", + "ings", + "of", + "the", + "izations", + "ly", + "earlier", + "both", + "ilization", + "person", + "es", + "those", + "and", + "up", + "already", + "Bigger", + "so" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "que", + "ed", + "and", + "the", + "ly", + "es", + "those", + "ization", + "person", + "already", + "various", + "ing", + "both", + "several", + "some", + "so", + "izations", + "these", + "individual", + "sikk", + "of", + "ings", + "l" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "these", + "consequently", + "therefore", + "Such", + "those", + "L", + "a", + "These", + "Consequently", + "Consequently", + "sehingga", + "and", + "already", + "both", + "ly", + "thus", + "These" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "L", + "l", + "hivyo", + "sehingga", + "ly", + "consolidation", + "so", + "regrett", + "hence", + "consequently" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "L", + "and", + "ly", + "groups", + "sehingga", + "consolidation", + "so", + "beberapa", + "endroit", + "Consequently", + "regretted", + "larger", + "Indeed" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "and", + "L", + "coalescence", + "coales", + "mergers", + "merging", + "merger", + "merged", + "groups", + "fusion", + "merges", + "merge", + "verein", + "coalesce", + "fusion", + "consolidation", + "Consol", + "groups", + "Merger", + "Groups", + "overlapping" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "and", + "merging", + "l", + "coalescence", + "coales", + "merge", + "merged", + "de", + "merger", + "mergers", + "union", + "merges", + "fusion", + "union", + "fusion", + "united", + "groups", + "joining", + "Merging", + "Merger", + "bigcup", + "merged", + "uniting", + "linking", + "joining", + "joined", + "consolidation", + "merge" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "coalescence", + "Coal", + "Coalition", + "coales", + "coal", + "coalition", + "coalesce", + "coal", + "Coal", + "coalitions", + "merging", + "coals", + "Merging", + "merge", + "merger", + "merged", + "fusion", + "confluence", + "merges", + "coil", + "de", + "C", + "coin", + "fusion", + "coin" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "coalescence", + "coales", + "Coal", + "coalition", + "coal", + "coalesce", + "Coalition", + "coal", + "Coal", + "link", + "Neighbor", + "merging", + "linkage", + "linking", + "linking", + "neighbor", + "LINK", + "coalitions", + "Linking", + "Merging", + "Linking", + "link", + "neighbor", + "neighboring", + "links", + "Neighbor", + "links", + "fusion" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Co", + "Co", + "coalescence", + "coalesce", + "co", + "coales", + "co", + "coasters", + "Coalition", + "Coal", + "coagulation", + "coalition", + "Coal", + "coaster", + "Coop", + "merging", + "Merging", + "coals", + "coal", + "Coelho", + "link", + "Cooperative", + "coars", + "coax", + "coercion", + "Cooperation", + "coes", + "Linking", + "Coates", + "ization" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "These", + "This", + "Therefore", + "Specifically", + "Which", + "The", + "Aap", + "a", + "Possible", + "Here", + "Since", + "Please", + "Through", + "During", + "Recent", + "Other", + "When", + "However", + "Thus", + "Nearby", + "Otherwise", + "Instead", + "In", + "So", + "Especially", + "While", + "Regarding", + "Then", + "Both", + "Fortunately", + "Larger", + "Subsequent" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 239431, + 166186, + 211114, + 194083, + 10622, + 2150, + 1556, + 2236, + 6808, + 29540, + 80488, + 199316, + 235283, + 147402, + 159223, + 222959, + 223972, + 195445, + 42802, + 17828, + 17529, + 38651, + 40830, + 83896, + 235121, + 91394 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 87162, + 185487, + 106617, + 98014, + 154229, + 179622, + 222028, + 154376, + 177884, + 231354, + 240593, + 217405, + 243154, + 171629, + 139310, + 140391, + 138354, + 49319, + 1603, + 583, + 340, + 209, + 889, + 441, + 1024, + 45739 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 153074, + 139582, + 136309, + 135593, + 44462, + 65898, + 106202, + 69807, + 125141, + 204366, + 256641, + 228825, + 254842, + 256908, + 228045, + 164483, + 150311, + 44251, + 1869, + 276, + 5, + 5, + 6, + 1, + 3, + 2036 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 10874, + 67956, + 30768, + 24726, + 155064, + 124081, + 139045, + 163545, + 186473, + 164992, + 38859, + 110785, + 56342, + 38733, + 25197, + 45936, + 30416, + 108198, + 57885, + 47266, + 10328, + 5896, + 40662, + 62578, + 108470, + 459 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 38574, + 91079, + 204283, + 124586, + 120987, + 174473, + 180213, + 101223, + 9688, + 2959, + 1193, + 2023, + 27157 + ] + }, + { + "label": "nucleation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 113988, + 182231, + 152207, + 19077, + 28269, + 47270, + 34395, + 21568, + 1975, + 990, + 932, + 444, + 279 + ] + }, + { + "label": "coalescence", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 157263, + 187301, + 211816, + 103952, + 87073, + 57813, + 50108, + 166, + 71, + 50, + 11, + 8, + 1 + ] + }, + { + "label": "void", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 36545, + 18133, + 4654, + 2759, + 685, + 502, + 344, + 1062, + 413, + 354, + 671, + 698, + 1849 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 12.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "either", + "score": 5.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "together", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "surgery", + "score": 2.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "own", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "stretched", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "bars", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "ductile", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "coales", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "had", + "output_checked": true + }, + { + "concept": "choking", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.7, + "near_token": "had", + "output_checked": true + }, + { + "concept": "coalescence", + "score": 1.0, + "best_rank": 6, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "farther", + "score": 1.0, + "best_rank": 9, + "best_depth": 40.7, + "near_token": "elongation", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "extra", + "ani", + "ele", + "objet", + "aj", + "am", + "ry", + "que", + "ty", + "ner", + "ting", + "ness", + "n", + "l", + "al", + "le", + "es", + "er", + "an", + "d", + "de", + "v", + "e", + "im", + "ist", + "ers", + "ap", + "ile" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ay", + "ation", + "A", + "I", + "S", + "im", + "ot", + "T", + "l", + "and", + "in", + "of", + "om", + "th", + "e", + "am", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "pro", + "un", + "P", + "est", + "A", + "T", + "ation", + "em", + "e", + "om", + "l", + "th", + "ad", + "im", + "S", + "ot", + "d", + "p", + "the", + "an", + "a", + "t", + "en", + "c", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "specialized", + "eye", + "able", + "North", + "elective", + "a", + "and", + "l", + "un", + "iz", + "ap", + "le", + "its", + "que", + "own", + "open", + "or", + "end", + "an", + "ers", + "en", + "les", + "his", + "high", + "an", + "t", + "p", + "self", + "e", + "of", + "ation", + "un" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "own", + "l", + "a", + "en", + "an", + "ers", + "or", + "que", + "able", + "k", + "un", + "H", + "ap", + "able", + "p", + "b", + "e", + "p", + "le", + "t", + "end", + "ity", + "h", + "O", + "elective", + "open", + "eye", + "iz", + "de", + "an", + "om" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "l", + "en", + "a", + "own", + "que", + "an", + "k", + "un", + "ers", + "h", + "specialized", + "K", + "iz", + "able", + "able", + "North", + "t", + "ed", + "many", + "end", + "humbled", + "mellan", + "ashi", + "ation", + "its", + "eye" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "ers", + "K", + "an", + "k", + "que", + "able", + "iz", + "un", + "end", + "aaye", + "aries", + "eye", + "unuz", + "specialized", + "ashi", + "many" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "own", + "l", + "k", + "en", + "la", + "iz", + "ers", + "an", + "uma", + "unuz", + "T", + "que", + "aries", + "aaye", + "anyi" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "la", + "own", + "l", + "uma", + "iz", + "ers", + "an", + "T", + "k", + "unuz", + "un", + "aries", + "searchQuery", + "que", + "its" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "uma", + "la", + "l", + "own", + "iz", + "ers", + "an", + "unuz", + "k", + "searchQuery", + "its", + "um", + "authoritative", + "Sh", + "multi" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "an", + "la", + "uma", + "um", + "both", + "un", + "its", + "multi", + "many", + "t", + "par", + "s", + "R", + "An", + "le", + "sensational", + "A", + "p", + "the", + "As", + "P", + "high" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "an", + "uma", + "either", + "both", + "relatively", + "ous", + "legendary", + "many", + "P", + "um", + "recebeu", + "the", + "amassed" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "an", + "ed", + "or", + "y", + "ous", + "ly", + "already", + "its", + "le", + "my", + "like", + "his", + "d", + "it", + "from", + "multi", + "the", + "by", + "of" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "own", + "e", + "ly", + "and", + "er", + "ness", + "T", + "ous", + "p", + "v", + "y", + "and", + "hbox", + "to", + "that", + "because", + "on", + "get", + "already", + "c", + "ic", + "without", + "f", + "n", + "already", + "al", + "z", + "o", + "jsonwebtoken" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "T", + "e", + "er", + "v", + "s", + "y", + "p", + "on", + "t", + "D", + "f", + "and", + "ly", + "un", + "n", + "ed", + "c", + "and", + "get", + "to", + "z", + "ic", + "H", + "k", + "al", + "G", + "d", + "l", + "in", + "a" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "a", + "l", + "and", + "v", + "T", + "s", + "p", + "y", + "t", + "k", + "on", + "un", + "and", + "to", + "D", + "c", + "an", + "n", + "l", + "al", + "ly", + "f", + "m", + "been", + "already", + "d", + "er", + "L", + "ic" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "and", + "H", + "v", + "un", + "y", + "and", + "already", + "k", + "They", + "T", + "such", + "already", + "al", + "l", + "D", + "that", + "to", + "on", + "These", + "s", + "these", + "they", + "a", + "ly", + "L", + "sudah" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "L", + "and", + "H", + "These", + "Several", + "D", + "such", + "these", + "some", + "some", + "B", + "many", + "Those", + "T", + "Many", + "merging", + "coales", + "those" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "B", + "T", + "D", + "L", + "K", + "p", + "v", + "t", + "G", + "M", + "N", + "some", + "k", + "n", + "O", + "V", + "a", + "m", + "f", + "together", + "al", + "some", + "c", + "R", + "un", + "F", + "d", + "interconnected", + "own", + "been" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "B", + "L", + "D", + "T", + "K", + "p", + "a", + "al", + "t", + "s", + "v", + "m", + "M", + "and", + "G", + "N", + "f", + "some", + "n", + "k", + "c", + "d", + "get", + "V", + "on", + "R", + "O", + "F", + "P", + "some" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "l", + "own", + "B", + "L", + "and", + "ed", + "coalescence", + "D", + "ing", + "coalesce", + "v", + "al", + "coales", + "merging", + "merged", + "m", + "s", + "T", + "G", + "get", + "p", + "K", + "d", + "t", + "V", + "merge", + "merges", + "all", + "M", + "c" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "C", + "B", + "l", + "L", + "own", + "coalescence", + "and", + "ed", + "D", + "merging", + "merged", + "coalesce", + "H", + "al", + "K", + "v", + "ing", + "coales", + "s", + "merges", + "merge", + "merger", + "joining", + "G", + "Merging", + "mer", + "merged", + "m", + "all", + "T", + "Merge" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "coalescence", + "coalesce", + "Coal", + "coales", + "coal", + "coal", + "Coalition", + "coalition", + "Coal", + "coalitions", + "merging", + "merge", + "Merging", + "merger", + "C", + "ko", + "merged", + "coil", + "coalgebra", + "own", + "merges", + "coals", + "confluence" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "coalescence", + "coales", + "Coal", + "coalesce", + "coal", + "coal", + "Coalition", + "coalition", + "Coal", + "coalitions", + "linking", + "ales", + "coalgebra", + "Linking", + "Neighbor", + "merging", + "link", + "linking", + "Coates", + "LINK", + "coals", + "link", + "Link", + "neighboring", + "Merging", + "Links", + "links", + "LINK" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Co", + "Co", + "coalescence", + "coales", + "co", + "co", + "coalesce", + "Coal", + "Coalition", + "coasters", + "Coal", + "L", + "Link", + "coal", + "coagulation", + "coars", + "link", + "Coates", + "Coelho", + "coalition", + "Coor", + "Merging", + "coaster", + "coal", + "coax", + "Coe", + "coag", + "ales", + "ko" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "These", + "This", + "Therefore", + "Specifically", + "Which", + "The", + "Aap", + "a", + "Possible", + "Here", + "Since", + "Please", + "Through", + "During", + "Recent", + "Other", + "When", + "However", + "Thus", + "Nearby", + "Otherwise", + "Instead", + "In", + "So", + "Especially", + "While", + "Regarding", + "Then", + "Both", + "Fortunately", + "Larger", + "Subsequent" + ] + } + ], + "logit_surprising": [ + { + "concept": "uma", + "score": 8.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "and", + "score": 6.0, + "best_rank": 1, + "best_depth": 64.4, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "own", + "score": 5.0, + "best_rank": 1, + "best_depth": 47.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "been", + "score": 5.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "had", + "output_checked": true + }, + { + "concept": "together", + "score": 3.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "surgery", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "stretching", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "ductile", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "dim", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "coales", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "had", + "output_checked": true + }, + { + "concept": "coalescence", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "bars", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "even", + "score": 1.0, + "best_rank": 3, + "best_depth": 47.5, + "near_token": "elongation", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-ductile-02__grid.png", + "stream": "figures/gemma4-31b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-ductile-02__stream.png", + "trajectory": "figures/gemma4-31b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-ductile-02__trajectory.png", + "emergence": "figures/gemma4-31b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-ductile-02__emergence.png", + "heatmap": "figures/gemma4-31b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-ductile-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-line-defect-motion-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Crystal line-imperfection motion 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Under resolved loading, a line imperfection moves across a close-packed plane in the direction of its mismatch vector, leaving a permanent offset at the free surface.", + "prompt_tail": "resolved loading, a line imperfection moves across a close-packed plane in the direction of its mismatch vector, leaving a permanent offset at the free surface.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 14, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 17 + }, + { + "label": "glide", + "best_rank": 71, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 32 + }, + { + "label": "slip", + "best_rank": 24, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 46 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "even", + "mesma", + "got", + "Hair", + "Charm", + "iraj", + "Edge" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "apr", + "H", + "mesma", + "styling", + "asus", + "GSM", + "as", + "conde", + "styles", + "Insert", + "s", + "cir", + "dit", + "Weise", + "Enter", + "mesmos", + "mixer", + "mkdir", + "Edge" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "S", + "Weise", + "Edge", + "apr", + "Edge", + "styling", + "arens", + "cfr", + "ashe", + "jenis", + "styling", + "Insert", + "Sus", + "EDGE", + "sus", + "insert" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "S", + "mesma", + "s", + "Weise", + "Edge", + "apr", + "cfr", + "Edge", + "styling", + "Insert", + "Hits", + "insert", + "Pek", + "styling", + "second", + "ashe", + "joen", + "irl", + "as" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "la", + "s", + "cens", + "Pyr", + "Cens", + "ciri", + "empe", + "Ashley", + "Pending", + "pis", + "Cuy", + "phis", + "cura", + "insley", + "ait", + "ittle", + "Ashken", + "DIN", + "Eddie", + "Duplicate", + "Ronald", + "watering", + "Arjuna", + "restaur", + "CTE", + "artis" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "psi", + "handleError", + "empe", + "Estelle", + "conveniently", + "DIN", + "spacing", + "pct", + "STI", + "prolet", + "ngModel", + "Accenture", + "softmax", + "issy", + "knn", + "Sorg", + "affine", + "Rome", + "cens", + "postgres", + "rins", + "agge", + "acidified", + "blings" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "ngModel", + "handleError", + "s", + "yscale", + "Estelle", + "Sorg", + "psi", + "ukun", + "AGS", + "empe", + "serialization", + "itorial", + "unches", + "agge", + "osynthesis", + "Appleton", + "aportan", + "awatt", + "acidified", + "Accenture", + "addData", + "fat", + "ymi", + "cyn", + "RHS" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "ciri", + "Cullen", + "Stark", + "hci", + "icure", + "ucker", + "Cui", + "Pyr", + "cheats", + "kts", + "dui", + "LOGGER", + "Fort", + "cus", + "dikkat", + "ciation", + "usia", + "CY" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "Cui", + "DUI", + "Guangdong", + "cuy", + "Guad", + "dui", + "OOP", + "Cuff", + "CY", + "OfThe", + "Cud", + "CCS", + "endenti", + "ing", + "pict", + "CU", + "dikkat", + "Forever", + "usia", + "Kuch", + "CGPoint" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "OOP", + "Guangdong", + "Gruntfile", + "StringBuilder", + "rmt", + "retval", + "ralent", + "Outlet", + "Dougall", + "retval", + "usus", + "opis", + "Pyr", + "postings", + "fromDate", + "ktional", + "fontsize" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "BYTE", + "agad", + "ing", + "ChatGPT", + "UPI", + "Biden", + "eram", + "Thar", + "uoso", + "Everywhere", + "Princeton", + "Bowser", + "William", + "iPad", + "Laravel", + "L", + "Charg", + "diaper", + "sfida", + "Hurricane", + "Copyright" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "la", + "L", + "que", + "om", + "Mud", + "o", + "tuttavia", + "os", + "usus", + "variously", + "entimes", + "ie", + "owi", + "opy", + "irons", + "ing", + "mkdir", + "leys", + "ulares" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "que", + "L", + "and", + "T", + "variously", + "ie", + "owi", + "tuttavia", + "osal", + "enorm", + "Mud", + "om", + "inoltre", + "funcionarios", + "igil", + "indeed", + "an", + "ing", + "particularly", + "ise" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "an", + "l", + "entimes", + "DUI", + "ers", + "ife", + "agad", + "ie", + "esha", + "ige", + "es", + "tuttavia", + "regres", + "eurs", + "isy", + "es", + "ful", + "bie" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "que", + "l", + "an", + "ing", + "ers", + "es", + "isy", + "es", + "un", + "ized", + "ife", + "ciendo", + "re", + "ez", + "indeed", + "le", + "eurs", + "individual", + "red", + "cord", + "person", + "esha", + "esz", + "legacy", + "migration", + "Bluest", + "Whitley", + "ige", + "the" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "a", + "que", + "l", + "ization", + "ers", + "an", + "ized", + "indeed", + "individual", + "es", + "isy", + "ly", + "initialization", + "ing", + "izations", + "versus", + "ity", + "legacy", + "Bluest", + "ilation", + "icosia", + "RNG", + "ciendo", + "ARR", + "iyu", + "re", + "either", + "izing", + "reset" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "ization", + "an", + "ized", + "individual", + "l", + "izations", + "isy", + "indeed", + "repos", + "person", + "ly", + "izing", + "el", + "es", + "re", + "ers", + "the", + "es", + "versus", + "Knowledge", + "icosia", + "ent", + "inv", + "un", + "document", + "cons" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "l", + "a", + "Hence", + "ly", + "hence", + "therefore", + "indeed", + "consequently", + "izations", + "Consequently", + "antly", + "thereby", + "Therefore", + "ization" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "l", + "ization", + "ly", + "either", + "plications", + "Dislocations", + "hivyo", + "Explanation", + "Explanation", + "indeed", + "DisplayText", + "izations", + "therefore", + "experiences", + "correspondingly", + "consequently", + "sehingga" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "either", + "ly", + "indeed", + "and", + "descripcion", + "therefore", + "Dislocations", + "so", + "exper", + "Indeed", + "ization", + "hence", + "sehingga", + "Explanation", + "Consequently", + "izations", + "Observations", + "Explanation", + "sciences" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "la", + "and", + "ly", + "indeed", + "Steps", + "Steps", + "Dislocations", + "langkah", + "DisplayText", + "Langkah", + "descripcion", + "roll", + "deformation", + "outcrops", + "Shuffle", + "wo", + "tread", + "Indeed", + "processes", + "output", + "Observations", + "S" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "la", + "and", + "ly", + "Dislocations", + "S", + "e", + "dislocations", + "DisplayText", + "dislocation", + "Electrical", + "Steps", + "displaced", + "cohort", + "s", + "uyang", + "Steps", + "langkah", + "indeed", + "an", + "process", + "setTo", + "okre", + "Oleh", + "Processes", + "DOI" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "Loop", + "Steps", + "step", + "Steps", + "l", + "dislocations", + "steps", + "loop", + "Dislocations", + "stepped", + "step", + "langkah", + "Loop", + "Step", + "loop", + "steps", + "loops", + "dis", + "Loops", + "Loops", + "Schritte", + "STEP", + "slip", + "Step", + "Stephens", + "estep", + "Langkah", + "microns", + "STEP" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "slip", + "H", + "step", + "step", + "slip", + "Step", + "steps", + "Steps", + "Steps", + "plastic", + "Slip", + "stepped", + "Slip", + "Stephens", + "langkah", + "l", + "estep", + "slipping", + "S", + "Step", + "stepping", + "steps", + "plastic", + "STEP", + "slipped", + "STEP", + "Plastic", + "stepwise", + "Schritt", + "dis" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "k", + "k", + "Steps", + "H", + "Burton", + "steps", + "Steps", + "bur", + "Bur", + "steps", + "slip", + "BUR", + "l", + "dis", + "plastic", + "bur", + "stepping", + "step", + "Dislocations", + "estep", + "Steph", + "langkah", + "Burke", + "Step", + "dislocations", + "Langkah", + "Bur", + "stepped" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Otherwise", + "leaving", + "Specifically", + "This", + "Along", + "Therefore", + "Due", + "Until", + "Please", + "Leaving", + "Instead", + "Conversely", + "Pursuant", + "Either", + "Rest", + "Through", + "However", + "Subsequent", + "Which", + "Leave", + "Glide", + "Without", + "Process", + "Namely", + "Once", + "On", + "STM", + "dislocation", + "Dis", + "After" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 66966, + 112224, + 139872, + 123663, + 240257, + 246089, + 212241, + 215729, + 196979, + 206719, + 197905, + 198917, + 231651, + 203312, + 172836, + 127299, + 117379, + 69427, + 258, + 279, + 421, + 15, + 210, + 85, + 259, + 37 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 125501, + 211839, + 223987, + 233713, + 140332, + 53934, + 25016, + 170165, + 137001, + 91826, + 98782, + 57426, + 54767, + 38200, + 29141, + 21862, + 36890, + 41636, + 4820, + 909, + 401, + 72, + 604, + 230, + 1198, + 25 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 156435, + 77295, + 109999, + 132731, + 50243, + 25560, + 40022, + 5786, + 4788, + 10070, + 23112, + 17215, + 27221, + 43313, + 26118, + 28058, + 40269, + 14870, + 2233, + 1583, + 1158, + 81, + 25, + 1, + 12, + 63 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 117578, + 135579, + 237521, + 210051, + 231515, + 242921, + 217154, + 149851, + 1213, + 1378, + 9038, + 30, + 18 + ] + }, + { + "label": "glide", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 27562, + 68631, + 38431, + 36696, + 39454, + 79704, + 61283, + 21920, + 158, + 96, + 96, + 33, + 366 + ] + }, + { + "label": "slip", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 15321, + 70124, + 53312, + 61932, + 53365, + 117949, + 136390, + 46069, + 449, + 462, + 323, + 47, + 48 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 2.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "shear", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "behind", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "Loop", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Packing", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "packed", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ani", + "ner", + "ap", + "que", + "le", + "er", + "se", + "de", + "lovepoetry", + "vanlig", + "p", + "lah", + "objet", + "hide", + "sey", + "edia", + "hu", + "pad", + "ah", + "ry", + "es", + "pl", + "ters", + "alk", + "pa", + "han" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "I", + "A", + "ot", + "T", + "im", + "e", + "ad", + "S", + "to", + "of", + "as", + "in", + "l", + "and", + "th", + "om", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "em", + "be", + "I", + "ation", + "ot", + "S", + "T", + "A", + "th", + "l", + "of", + "and", + "e", + "om", + "im", + "ad", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "occasional", + "specialized", + "sake", + "ever", + "various", + "North", + "secondary", + "own", + "New", + "les", + "ness", + "kind", + "open", + "able", + "either", + "ers", + "an", + "l", + "ation", + "en", + "a", + "of", + "and", + "iz", + "le", + "end", + "or", + "ings", + "able", + "other", + "its" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "own", + "l", + "en", + "a", + "an", + "able", + "or", + "T", + "iz", + "le", + "k", + "able", + "ness", + "ers", + "ity", + "ed", + "ings", + "end", + "ation", + "al", + "ally", + "AVAILABLE", + "various", + "sake", + "ivity", + "s", + "its", + "and", + "que" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "own", + "a", + "ed", + "l", + "en", + "an", + "able", + "able", + "iz", + "ers", + "various", + "end", + "ally", + "specialized", + "humbled", + "its", + "ation", + "un", + "owych", + "k", + "ational", + "le", + "or", + "many", + "h", + "ized", + "t" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "iz", + "ers", + "able", + "an", + "ed", + "able", + "owych", + "various", + "ally", + "end", + "le", + "k", + "humbled", + "dwar", + "chst", + "its", + "or", + "many" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "l", + "own", + "iz", + "or", + "an", + "le", + "que", + "ers", + "s", + "and", + "ly", + "able", + "ally", + "ness", + "k", + "ytter", + "hyg", + "t", + "en", + "chst", + "dwar" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "l", + "own", + "iz", + "and", + "or", + "ally", + "le", + "s", + "an", + "dwar", + "its", + "ytter", + "ly", + "ers", + "disappearing", + "chst", + "Nationwide", + "tiring", + "hem" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "iz", + "own", + "and", + "or", + "s", + "its", + "ally", + "inin", + "chst", + "hem", + "ytter", + "Nationwide", + "an" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "ly", + "an", + "s", + "or", + "que", + "its", + "le", + "corrigir", + "Sh", + "t", + "iz", + "par", + "ally", + "PwC", + "preguntar", + "legendary", + "glamorous", + "relatively", + "and", + "high" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "or", + "an", + "legendary", + "hemicontinuous", + "ly", + "corrigir", + "relatively", + "acheter", + "various", + "dozens", + "high", + "preguntar", + "three" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "an", + "and", + "such", + "or", + "its", + "y", + "it", + "various", + "high", + "top", + "by", + "relatively", + "multi", + "recently", + "ist", + "both", + "le", + "under", + "ly", + "either", + "ed", + "the", + "like", + "d", + "sub", + "which" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "and", + "a", + "an", + "ly", + "e", + "on", + "y", + "and", + "C", + "of", + "various", + "ally", + "ous", + "by", + "during", + "traditionally", + "it", + "T", + "its", + "the", + "that", + "hbox", + "jsonwebtoken", + "such", + "taobao", + "through", + "al", + "during", + "various", + "many" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "and", + "a", + "C", + "an", + "y", + "ly", + "T", + "e", + "it", + "v", + "p", + "on", + "and", + "K", + "un", + "s", + "t", + "by", + "n", + "of", + "er", + "through", + "in", + "that", + "get", + "D", + "the", + "hbox", + "by", + "its" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "C", + "an", + "and", + "y", + "T", + "ly", + "such", + "it", + "K", + "t", + "and", + "on", + "D", + "the", + "p", + "v", + "al", + "e", + "that", + "un", + "s", + "that", + "but", + "B", + "by", + "k", + "n", + "to", + "what", + "by" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "and", + "C", + "a", + "an", + "l", + "y", + "such", + "that", + "T", + "ly", + "that", + "and", + "it", + "er", + "which", + "the", + "by", + "by", + "D", + "but", + "on", + "t", + "through", + "al", + "ic", + "It", + "e", + "K", + "During" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "and", + "an", + "such", + "a", + "T", + "C", + "B", + "either", + "resulting", + "During", + "Depending", + "able", + "single", + "dadurch", + "whereby", + "which", + "wanneer", + "Therefore", + "wenn", + "Sometimes", + "thereby", + "Lors", + "through" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "a", + "an", + "and", + "al", + "B", + "on", + "T", + "own", + "out", + "what", + "t", + "y", + "either", + "During", + "such", + "get", + "D", + "through", + "would", + "remains", + "p", + "during", + "n", + "up", + "during", + "o", + "v" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "B", + "C", + "a", + "an", + "on", + "and", + "al", + "own", + "get", + "p", + "y", + "t", + "s", + "ed", + "such", + "n", + "D", + "v", + "an", + "o", + "through", + "T", + "up", + "ing", + "through", + "e", + "eof", + "description", + "descripcion", + "m" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "own", + "l", + "on", + "ed", + "ing", + "B", + "get", + "C", + "al", + "p", + "and", + "steps", + "t", + "v", + "y", + "s", + "o", + "e", + "steps", + "er", + "ons", + "after", + "m", + "b", + "whether", + "kink" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "own", + "ing", + "B", + "ed", + "on", + "l", + "and", + "s", + "al", + "jog", + "get", + "v", + "prismatic", + "mekanisme", + "mechanisms", + "MoveNext", + "steps", + "steps", + "abcd", + "ons", + "webkit", + "twin", + "dislocation", + "er", + "glide", + "o", + "screw" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "steps", + "Steps", + "steps", + "Steps", + "Loop", + "plastic", + "plastic", + "step", + "prismatic", + "loop", + "dislocations", + "loops", + "dislocation", + "Loop", + "Plastic", + "loops", + "step", + "l", + "Step", + "dis", + "loop", + "langkah", + "Schritte", + "angkah", + "burger", + "plastik" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "slip", + "steps", + "plastic", + "Steps", + "Steps", + "Step", + "steps", + "Slip", + "step", + "step", + "Slip", + "Step", + "Stephens", + "plastic", + "STEP", + "estep", + "Plastic", + "slip", + "langkah", + "Langkah", + "Burg", + "slipped", + "Burton", + "STEP", + "stepwise", + "slips" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Burton", + "k", + "k", + "steps", + "Steps", + "bur", + "steps", + "Steps", + "BUR", + "Burg", + "BUR", + "Bur", + "bur", + "Bur", + "kink", + "slip", + "STEP", + "Burke", + "Burch", + "Step", + "burgers", + "Burger", + "burgl", + "estep" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Otherwise", + "leaving", + "Specifically", + "This", + "Along", + "Therefore", + "Due", + "Until", + "Please", + "Leaving", + "Instead", + "Conversely", + "Pursuant", + "Either", + "Rest", + "Through", + "However", + "Subsequent", + "Which", + "Leave", + "Glide", + "Without", + "Process", + "Namely", + "Once", + "On", + "STM", + "dislocation", + "Dis", + "After" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 15.0, + "best_rank": 1, + "best_depth": 47.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "and", + "score": 11.0, + "best_rank": 1, + "best_depth": 64.4, + "near_token": ",", + "output_checked": true + }, + { + "concept": "uma", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "across", + "output_checked": true + }, + { + "concept": "behind", + "score": 3.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "packing", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "shear", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Burgers", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "steps", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "moved", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "moves", + "output_checked": true + }, + { + "concept": "buckling", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "glide", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "unresolved", + "score": 1.0, + "best_rank": 4, + "best_depth": 88.1, + "near_token": ",", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-line-defect-motion-01__grid.png", + "stream": "figures/gemma4-31b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-line-defect-motion-01__stream.png", + "trajectory": "figures/gemma4-31b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-line-defect-motion-01__trajectory.png", + "emergence": "figures/gemma4-31b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-line-defect-motion-01__emergence.png", + "heatmap": "figures/gemma4-31b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-line-defect-motion-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-rapid-transformation-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Rapid diffusionless steel transformation 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Suppressing atomic redistribution during cooling converts the parent face-centered phase into a hard acicular product. The new body-centered cell has a c-to-a ratio different from one.", + "prompt_tail": "tribution during cooling converts the parent face-centered phase into a hard acicular product. The new body-centered cell has a c-to-a ratio different from one.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 38 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " tetr", + "generated_token_ids": [ + 101023 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 8333, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 38, + "logit_lens_best_rank": 4234 + }, + { + "label": "Bain", + "best_rank": 986, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 38, + "logit_lens_best_rank": 891 + }, + { + "label": "tetragonal", + "best_rank": 108, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 38, + "logit_lens_best_rank": 46 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "un", + "ListItemIcon", + "Farr", + "Charm", + "Gottlieb", + "got", + "styling", + "und" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "mkdir", + "apr", + "styles", + "as", + "styling", + "Brot", + "GSM", + "same", + "iterator", + "cir", + "Enter", + "asus", + "un", + "conde", + "mixer", + "even" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "Edge", + "Weise", + "Edge", + "S", + "apr", + "styling", + "s", + "Insert", + "EDGE", + "cfr", + "arlos", + "insert", + "styling", + "ashe", + "Pek" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "mesma", + "S", + "Weise", + "Edge", + "apr", + "Hits", + "cfr", + "sus", + "Insert", + "insert", + "Edge", + "second", + "styling", + "joen", + "ashe", + "Pek", + "arlos", + "Tuy" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "cens", + "Cens", + "ciri", + "Pyr", + "watering", + "pis", + "Cuy", + "empe", + "Ronald", + "S", + "phis", + "DIN", + "ait", + "ittle", + "Eddie", + "Ashley", + "uts", + "Arjuna", + "Pending", + "aspir" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "Sorg", + "empe", + "psi", + "s", + "handleError", + "Estelle", + "issy", + "Rome", + "spacing", + "affine", + "ngModel", + "ukun", + "pct", + "HTTPS", + "conveniently", + "softmax", + "DIN", + "watering", + "agge", + "prolet", + "acidified", + "isah" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "ngModel", + "Sorg", + "softmax", + "ukun", + "yscale", + "HTTPS", + "agge", + "empe", + "Estelle", + "RTS", + "acidified", + "RHS", + "AGS", + "handleError", + "unches", + "psi", + "iorum", + "rization", + "s", + "Smiling", + "estab", + "affine", + "l" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "atro", + "hci", + "Stark", + "Cuy", + "Pyr", + "LOGGER", + "ukun", + "estab", + "Grun", + "CCN", + "cheats", + "isah", + "usia", + "icure", + "ietta", + "Richardson", + "pozn", + "empe" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "OOP", + "pict", + "isjon", + "phony", + "CGPoint", + "CCS", + "Guad", + "Kron", + "Kund", + "Pyr", + "hci", + "LOGGER", + "Richardson" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "Synopsis", + "slimmer", + "rmt", + "CGPoint", + "Gruntfile", + "ChatGPT", + "CCS", + "retval", + "StringBuilder", + "BYTE", + "ForEach", + "Faker", + "AAF" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "H", + "P", + "CGPoint", + "ForEach", + "slimmer", + "BYTE", + "UPI", + "Afghanistan", + "ophile", + "Princeton", + "Elsewhere" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "C", + "L", + "tuttavia", + "and", + "os", + "o", + "kebanyakan", + "out", + "PWD", + "entimes", + "nevertheless", + "disponer", + "aptly", + "izm" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "L", + "C", + "H", + "a", + "and", + "de", + "T", + "P", + "out", + "Again", + "tuttavia", + "nevertheless", + "o", + "PWD", + "doubtless", + "Hue", + "especially", + "however", + "os", + "entimes" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "la", + "l", + "ing", + "entimes", + "nevertheless", + "os", + "que", + "tuttavia", + "o", + "s", + "however", + "otros", + "apakah", + "oski", + "PWD" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "l", + "la", + "que", + "ing", + "s", + "os", + "otros", + "person", + "o", + "nevertheless", + "es", + "plus", + "entimes", + "ers", + "however", + "oui", + "oski", + "ispens", + "ez" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "however", + "izations", + "ization", + "isms", + "oui", + "s", + "es", + "thus", + "therefore", + "yea", + "oski", + "Krom", + "indeed" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "l", + "and", + "therefore", + "thus", + "however", + "hence", + "es", + "therefore", + "nevertheless", + "Nonetheless", + "nonetheless", + "indeed", + "so", + "s" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "l", + "therefore", + "hence", + "consequently", + "deshalb", + "thus", + "therefore", + "Consequently", + "Consequently", + "Hence", + "Therefore", + "la", + "C", + "Therefore" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "hence", + "therefore", + "consequently", + "B", + "Consequently", + "deshalb", + "Consequently", + "ispens" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "ly", + "and", + "admittedly", + "inconsider", + "deviates", + "sciences", + "differs", + "Consequently", + "consequently", + "cimiento", + "suboptimal", + "set", + "ispens", + "cemia" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "and", + "L", + "admittedly", + "ly", + "setPosition", + "ratio", + "set", + "orns", + "Squared", + "Krom", + "so", + "LowerCase", + "Schluss", + "overd", + "sciences", + "LAH", + "IfNeeded", + "shuffled" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "and", + "overd", + "distorted", + "setPosition", + "dist", + "a", + "sustaining", + "s", + "verz", + "Newman", + "squ", + "asaan", + "c", + "ths", + "saturated", + "de", + "Nong", + "setC", + "distortion", + "inevitable", + "distortion", + "cuore", + "XII" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "H", + "l", + "c", + "distorted", + "cub", + "and", + "CHCl", + "dist", + "setC", + "C", + "Tetr", + "distort", + "conse", + "distortion", + "axial", + "cF", + "tsch", + "dimensions", + "consciously", + "cdnjs", + "strained" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "tetr", + "Tetr", + "H", + "que", + "sig", + "cub", + "dist", + "Bain", + "distort", + "Yay", + "consejos", + "Yay", + "Distrito", + "Sig", + "Doming", + "Bail", + "distortion", + "cham", + "ChangedEventArgs", + "PTI", + "tet", + "Classifier", + "Rox" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Tetr", + "tetr", + "H", + "Oste", + "TextMessage", + "uma", + "tetragonal", + "que", + "c", + "Tattoo", + "Ost", + "Franti", + "ctypes", + "Astr", + "OST", + "cham", + "cub", + "Bain", + "Winning", + "adr" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "tetr", + "Instead", + "Therefore", + "correspondingly", + "However", + "distorted", + "insomnia", + "Consequently", + "wrong", + "hardly", + "This", + "Wins", + "Here", + "dennoch", + "consequently", + "Choices", + "The", + "When", + "Thus", + "unlike", + "since", + "Hence", + "when", + "C", + "relative", + "Regardless", + "Changes", + "Basketball", + "Unlike", + "Now" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 173241, + 110915, + 5181, + 6955, + 5693, + 66463, + 164170, + 17979, + 19431, + 124056, + 115073, + 88034, + 118537, + 145174, + 80745, + 77920, + 89228, + 144284, + 51715, + 29514, + 11957, + 8334, + 68178, + 162742, + 124331, + 86620 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 34640, + 39399, + 2792, + 2595, + 10253, + 126946, + 187833, + 69116, + 55856, + 58309, + 72015, + 80518, + 46797, + 74314, + 52182, + 18940, + 11526, + 9053, + 12431, + 13725, + 4178, + 987, + 1844, + 10, + 30, + 67256 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 171661, + 212591, + 243375, + 245339, + 241983, + 218819, + 195913, + 238683, + 236376, + 236291, + 231870, + 135896, + 139474, + 135523, + 173563, + 134149, + 101205, + 76201, + 47007, + 32516, + 3965, + 1270, + 109, + 140, + 11, + 282 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 88788, + 68785, + 69187, + 45703, + 32703, + 74892, + 68669, + 15691, + 15385, + 8061, + 4235, + 6788, + 123850 + ] + }, + { + "label": "Bain", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 87503, + 39937, + 22156, + 107532, + 168613, + 145416, + 145278, + 149180, + 77647, + 54040, + 20667, + 4785, + 892 + ] + }, + { + "label": "tetragonal", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 29123, + 53118, + 95691, + 161274, + 136537, + 197323, + 168604, + 66767, + 25287, + 37952, + 17177, + 34015, + 47 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "either", + "score": 5.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "cubic", + "score": 2.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "Needle", + "score": 2.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "Suppression", + "score": 2.0, + "best_rank": 9, + "best_depth": 88.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "unit", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "axis", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "c", + "output_checked": true + }, + { + "concept": "martens", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "harder", + "score": 1.0, + "best_rank": 2, + "best_depth": 81.4, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "cooled", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "s", + "nya", + "de", + "ly", + "le", + "que", + "er", + "equities", + "mente", + "epi", + "LEED", + "rian", + "la", + "ting", + "ner", + "ty", + "ro", + "n", + "ry", + "te", + "ani", + "li", + "sil", + "ile", + "al", + "pl", + "se", + "ap" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "C", + "I", + "T", + "A", + "ad", + "im", + "S", + "ot", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "P", + "em", + "A", + "ation", + "S", + "ig", + "ot", + "T", + "th", + "l", + "of", + "and", + "e", + "om", + "im", + "ad", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "s", + "ou", + "b", + "al", + "ar", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "C", + "own", + "specialized", + "various", + "occasional", + "k", + "able", + "open", + "ness", + "or", + "que", + "iz", + "its", + "self", + "ers", + "an", + "ad", + "ation", + "en", + "a", + "and", + "l", + "le", + "ap", + "end", + "d", + "t", + "p", + "s", + "an" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "own", + "C", + "l", + "a", + "or", + "ers", + "iz", + "que", + "en", + "le", + "k", + "able", + "ad", + "un", + "de", + "an", + "end", + "able", + "e", + "ap", + "ness", + "set", + "ene", + "T", + "unuz", + "inin", + "est", + "p", + "ens" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "l", + "own", + "iz", + "C", + "end", + "ers", + "able", + "un", + "k", + "an", + "ad", + "unuz", + "le", + "inin", + "able", + "various", + "owych", + "ene", + "set", + "t", + "ap" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "iz", + "l", + "own", + "ers", + "ad", + "C", + "end", + "inin", + "un", + "able", + "k", + "ou", + "ene", + "ina", + "ap" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "la", + "l", + "iz", + "own", + "a", + "que", + "either", + "en", + "as", + "ou", + "end", + "parag", + "Weeks", + "allClasses", + "polluting", + "uma", + "hyg" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "la", + "l", + "a", + "own", + "iz", + "uma", + "end", + "either", + "as", + "Weeks", + "owych", + "polluting", + "hyg", + "parag", + "newItem" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "la", + "l", + "iz", + "a", + "uma", + "own", + "end", + "glamorous", + "Weeks", + "as" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "la", + "uma", + "iz", + "both", + "l", + "As", + "charming", + "glamorous", + "An", + "R" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "and", + "H", + "both", + "the", + "by", + "l", + "an", + "As", + "While", + "uma", + "iz", + "also", + "P", + "While", + "three", + "sowohl", + "strengthened", + "An", + "By", + "while", + "using" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "an", + "or", + "of", + "and", + "which", + "it", + "both", + "some", + "the", + "its", + "so", + "de", + "y", + "like", + "le", + "with", + "d", + "high", + "to", + "at", + "such", + "in", + "v", + "s", + "au", + "z", + "through" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "H", + "a", + "and", + "T", + "K", + "e", + "and", + "p", + "ous", + "y", + "er", + "to", + "get", + "with", + "that", + "s", + "on", + "v", + "without", + "ly", + "z", + "which", + "t", + "its", + "like", + "o", + "un", + "the", + "h" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "T", + "s", + "e", + "p", + "y", + "a", + "v", + "un", + "t", + "K", + "to", + "get", + "f", + "er", + "with", + "and", + "n", + "H", + "z", + "c", + "on", + "and", + "D", + "d", + "that", + "ed", + "k", + "h", + "m", + "g" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "a", + "C", + "s", + "y", + "T", + "t", + "un", + "an", + "p", + "v", + "it", + "and", + "its", + "k", + "and", + "to", + "d", + "er", + "f", + "al", + "that", + "K", + "c", + "on", + "ed", + "n", + "their", + "w", + "z" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "l", + "C", + "a", + "and", + "y", + "their", + "t", + "er", + "an", + "un", + "that", + "which", + "al", + "they", + "that", + "such", + "and", + "They", + "T", + "s", + "resulting", + "because", + "mereka", + "they", + "ed", + "their" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "either", + "an", + "a", + "Unlike", + "B", + "deviate", + "deviates", + "resulting", + "its", + "Consequently", + "ratio", + "C", + "vastly", + "accommodate", + "such", + "varying", + "Unlike", + "deviation", + "unequal", + "because", + "and", + "asymmetrical", + "slightly" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "a", + "an", + "either", + "al", + "ed", + "un", + "B", + "y", + "t", + "slightly", + "ated", + "toHaveBeenCalled", + "necessarily", + "asymmetrical", + "an", + "either", + "get", + "v", + "printStackTrace", + "its", + "compared", + "unequal", + "er", + "D" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "a", + "ed", + "al", + "an", + "y", + "s", + "t", + "get", + "own", + "ly", + "on", + "un", + "B", + "slightly", + "an", + "d", + "v", + "at", + "D", + "almost", + "c", + "either", + "up", + "o", + "necessarily", + "d", + "deviate", + "p", + "departure" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "a", + "ed", + "ly", + "an", + "t", + "al", + "s", + "y", + "on", + "v", + "c", + "and", + "get", + "er", + "at", + "D", + "L", + "o", + "l", + "p", + "b", + "id", + "is", + "h", + "d", + "ing", + "m", + "om" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "C", + "and", + "B", + "a", + "ed", + "al", + "t", + "ly", + "D", + "on", + "get", + "c", + "an", + "o", + "v", + "s", + "her", + "some", + "at", + "y", + "distortion", + "er", + "ing", + "asam", + "que", + "T", + "l", + "st", + "d", + "an" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "H", + "l", + "T", + "K", + "tetr", + "tet", + "and", + "distortion", + "distorted", + "er", + "distortion", + "distortions", + "Tetr", + "TET", + "c", + "Tet", + "omega", + "t", + "c", + "uma", + "distort", + "ers", + "Tet", + "asymmetrical", + "Distortion", + "Technologies", + "tet", + "gid" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "H", + "tetr", + "Tetr", + "tet", + "uma", + "distorted", + "Bain", + "distortion", + "distort", + "perspectivas", + "distortion", + "body", + "Heroes", + "Perspectives", + "librarians", + "yloxy", + "Technologies", + "directories", + "summons", + "Distortion", + "asymmetrical", + "omega", + "undist", + "Tet", + "TET", + "tet" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "H", + "que", + "uma", + "Tetr", + "Ost", + "c", + "tetr", + "T", + "c", + "ost", + "Ost", + "OST", + "adr", + "Z", + "K", + "ost", + "Astr", + "Win", + "ostr", + "ctypes", + "Oste", + "Z", + "l", + "Tattoo", + "Patti", + "Oste", + "um", + "distorted", + "distortion", + "tetragonal", + "a" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "tetr", + "Instead", + "Therefore", + "correspondingly", + "However", + "distorted", + "insomnia", + "Consequently", + "wrong", + "hardly", + "This", + "Wins", + "Here", + "dennoch", + "consequently", + "Choices", + "The", + "When", + "Thus", + "unlike", + "since", + "Hence", + "when", + "C", + "relative", + "Regardless", + "Changes", + "Basketball", + "Unlike", + "Now" + ] + } + ], + "logit_surprising": [ + { + "concept": "and", + "score": 13.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "face", + "output_checked": true + }, + { + "concept": "uma", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "own", + "score": 8.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "", + "output_checked": true + }, + { + "concept": "either", + "score": 4.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "into", + "output_checked": true + }, + { + "concept": "que", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "from", + "output_checked": true + }, + { + "concept": "needle", + "score": 2.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "nicht", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "suppressed", + "score": 1.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "cubic", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "phases", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "products", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "product", + "output_checked": true + }, + { + "concept": "quenching", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "unit", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "axis", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "c", + "output_checked": true + }, + { + "concept": "martens", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "from", + "output_checked": true + }, + { + "concept": "unity", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "one", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-rapid-transformation-04__grid.png", + "stream": "figures/gemma4-31b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-rapid-transformation-04__stream.png", + "trajectory": "figures/gemma4-31b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-rapid-transformation-04__trajectory.png", + "emergence": "figures/gemma4-31b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-rapid-transformation-04__emergence.png", + "heatmap": "figures/gemma4-31b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-rapid-transformation-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cleavage-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-temperature failure 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A thick steel plate failed suddenly in cold service without visible plastic distortion. Microscopy revealed flat planes and converging river patterns cutting across grain interiors.", + "prompt_tail": "ailed suddenly in cold service without visible plastic distortion. Microscopy revealed flat planes and converging river patterns cutting across grain interiors.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 593, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 128 + }, + { + "label": "cleavage", + "best_rank": 0, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": true, + "best_pos": 27, + "logit_lens_best_rank": 0 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "styling", + "Gottlieb", + "same", + "apr", + "got", + "mesma", + "even", + "Edge", + "Hair", + "Edge", + "iraj" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "s", + "S", + "mkdir", + "styling", + "GSM", + "styles", + "apr", + "param", + "cir", + "Insert", + "as", + "mesma", + "Thatcher", + "Enter", + "Edge", + "mixer", + "conde", + "gian", + "asus" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "mesma", + "Weise", + "Edge", + "apr", + "s", + "Edge", + "styling", + "Sus", + "sus", + "EDGE", + "joen", + "Hits", + "Insert", + "styling", + "arens" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "S", + "s", + "mesma", + "Weise", + "Edge", + "joen", + "cfr", + "Hits", + "sus", + "apr", + "Edge", + "Pek", + "Insert", + "arlos", + "styling", + "insert", + "ashe", + "pendiente", + "second", + "Sus" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "S", + "la", + "pis", + "cens", + "Pyr", + "Cens", + "cura", + "ait", + "Pend", + "watering", + "ruari", + "Cuy", + "Pending", + "aspir", + "pinned", + "Eddie", + "Ronald", + "appelle", + "uts", + "empe", + "ciri", + "CTE", + "props" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Estelle", + "empe", + "psi", + "spacing", + "STI", + "Rome", + "softmax", + "DIN", + "Sorg", + "issy", + "ngModel", + "handleError", + "prolet", + "affine", + "pct", + "conveniently", + "watering", + "knn", + "HTTPS", + "postgres", + "Emilia", + "blings", + "Accenture", + "Ronald" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ngModel", + "empe", + "itorial", + "Estelle", + "spacing", + "psi", + "AGS", + "kts", + "ukun", + "Sorg", + "setValue", + "Appleton", + "addData", + "handleError", + "serialization", + "ils", + "osynthesis", + "acidified", + "RHS", + "affine", + "Arjuna" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "hci", + "Stark", + "icure", + "Cullen", + "usia", + "LOGGER", + "CCN", + "Grun", + "Ronald", + "watering", + "CUDA", + "Pyr", + "empe", + "Kuch", + "ciri", + "Kund" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "lendemain", + "usia", + "Richardson", + "onuclear", + "isjon", + "hci", + "phony", + "CGPoint", + "Fonts", + "uzi", + "Kund", + "Kuch", + "LOGGER", + "Grun" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "usus", + "postings", + "StringBuilder", + "retval", + "eram", + "opis", + "rmt", + "Volkswagen", + "retval" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "ChatGPT", + "Everywhere", + "Biden", + "Princeton", + "CGPoint", + "Hurricane", + "Volkswagen", + "unable", + "onload", + "Unable", + "William", + "UPI" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "Methoden", + "H", + "imax", + "istiwa", + "opis", + "entimes", + "atience" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "ing", + "an", + "and", + "others", + "opis", + "H", + "Evet", + "Pitt", + "octet", + "funcionarios" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "ing", + "la", + "que", + "a", + "l", + "agad", + "Unexpected", + "Ontario", + "entimes", + "ed", + "gehend", + "opy", + "Says", + "Arkansas", + "oglycos" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "l", + "la", + "ing", + "que", + "ed", + "an", + "Ontario", + "ings", + "antly", + "agad", + "Border", + "ifiably", + "Unexpected", + "Yet", + "iav", + "octet", + "opy" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "ed", + "ing", + "antly", + "ilization", + "ingly", + "Decoding", + "conclusiones", + "indicating", + "esign", + "ilation", + "descriptors", + "izations", + "Crit", + "androidTest", + "Indicates", + "cadia", + "observations" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "These", + "These", + "indicating", + "these", + "Indicates", + "slike", + "descriptors", + "aye", + "ilization", + "conclusiones", + "CONCLUSIONS", + "observations", + "antly" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "These", + "These", + "these", + "solche", + "Such", + "bunlar", + "Both", + "slike", + "dessas", + "amples", + "Both", + "la", + "BOTH", + "ambos", + "both" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "l", + "Such", + "plications", + "Characteristics", + "a", + "Conclusions", + "Reddy", + "Rollins", + "ned", + "terasa", + "okaza" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "ly", + "interrupted", + "Characteristics", + "either", + "Rollins", + "Laus", + "a", + "waypoints", + "Evidence", + "plications", + "characteristics", + "obliterated", + "slidesPerView", + "Such" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "la", + "cleavage", + "within", + "interrupted", + "features", + "plications", + "dim", + "rentices", + "Directions", + "vouch", + "either", + "dizer", + "cles", + "Features", + "semin", + "illes", + "uninterrupted", + "draper" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "que", + "a", + "convenc", + "decir", + "dizer", + "cleavage", + "nad", + "esto", + "features", + "le", + "cleaved", + "within", + "Rodrigues", + "ript", + "illes", + "wo" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "cleavage", + "la", + "cle", + "cleaved", + "Cle", + "trans", + "cle", + "Cle", + "CLE", + "cleft", + "River", + "river", + "trans", + "l", + "Trans", + "C", + "River", + "Dim", + "river", + "within", + "chevron", + "rift", + "rive", + "CLE", + "fracture", + "dim" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "River", + "River", + "river", + "river", + "l", + "cleavage", + "trans", + "RIVER", + "a", + "cle", + "cleaved", + "sungai", + "Cle", + "Trans", + "trans", + "Fluss", + "cle", + "Cle", + "Rivers", + "rivers", + "que", + "Rivera", + "C", + "Trans" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "River", + "River", + "l", + "river", + "river", + "cleavage", + "Cle", + "RIVER", + "Cle", + "cle", + "cleaved", + "Clever", + "CLE", + "rivers", + "Rivera", + "rive", + "Clemson", + "Rivers", + "Riverside", + "Clem", + "trans", + "sungai", + "Fluss", + "Cleopatra", + "riven", + "takeaways" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "a", + "Richtung", + "jazdy", + "particles", + "with", + "Particles", + "Dette", + "dengan", + "gereken", + "ialah", + "Durch" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 27418, + 7182, + 25989, + 26489, + 81556, + 80417, + 47826, + 229079, + 255609, + 249243, + 145010, + 258320, + 194926, + 169823, + 91454, + 61623, + 122162, + 123774, + 15249, + 5698, + 792, + 2043, + 594, + 1040, + 4680, + 77787 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 203060, + 227113, + 222872, + 228181, + 139471, + 105489, + 146857, + 186369, + 201490, + 195602, + 216596, + 222897, + 204078, + 220095, + 206716, + 227916, + 197704, + 45562, + 13357, + 2345, + 7, + 28, + 1, + 7, + 6, + 451 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 104585, + 119854, + 93879, + 122377, + 104533, + 71041, + 81537, + 46911, + 2797, + 1449, + 129, + 849, + 302 + ] + }, + { + "label": "cleavage", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 175682, + 161596, + 39269, + 38585, + 38177, + 20486, + 46418, + 43262, + 861, + 281, + 20, + 13, + 1 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 11.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "either", + "score": 7.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "cleavage", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "These", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "miserably", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "deformation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "even", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "brav", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.7, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "schlim", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.7, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "suddenly", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ina", + "ele", + "p", + "ani", + "uff", + "even", + "que", + "aj", + "err", + "ern", + "man", + "ap", + "ers", + "im", + "de", + "en", + "er", + "le", + "l", + "ann", + "ah", + "ry", + "ad", + "an", + "am", + "ro", + "n" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "be", + "ay", + "I", + "ation", + "ot", + "S", + "T", + "A", + "l", + "and", + "in", + "of", + "om", + "th", + "e", + "im", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "ers", + "an", + "pro", + "al", + "P", + "be", + "est", + "un", + "S", + "im", + "om", + "e", + "T", + "ot", + "A", + "ation", + "al", + "d", + "the", + "p", + "a", + "t", + "en", + "c", + "ion", + "ic", + "b", + "ing", + "and", + "of", + "l", + "th" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "S", + "an", + "l", + "ation", + "en", + "a", + "of", + "and", + "its", + "que", + "or", + "le", + "open", + "own", + "able", + "ers", + "many", + "other", + "self", + "un", + "iz", + "able", + "under", + "e", + "d", + "t", + "p", + "end", + "ic", + "ap", + "his" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "S", + "an", + "a", + "l", + "ers", + "or", + "que", + "own", + "able", + "ation", + "en", + "le", + "p", + "O", + "k", + "H", + "able", + "t", + "ic", + "h", + "ity", + "ap", + "b", + "s", + "secondary", + "open", + "de", + "e", + "ness", + "eye" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "l", + "a", + "que", + "own", + "en", + "ed", + "ers", + "able", + "an", + "ation", + "k", + "h", + "or", + "malah", + "t", + "specialized", + "ic", + "un", + "able", + "humbled", + "many", + "kaisi", + "shock", + "raat", + "stool", + "iz", + "its" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "a", + "l", + "own", + "que", + "ers", + "en", + "S", + "ation", + "k", + "able", + "an", + "able", + "iz", + "t", + "h", + "or", + "shock", + "many", + "malah", + "humbled", + "specialized", + "p" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "l", + "S", + "que", + "iz", + "ers", + "th", + "ation", + "k", + "p", + "t", + "corrigir", + "able", + "le", + "searchQuery", + "irritating", + "own" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "que", + "S", + "iz", + "th", + "le", + "ers", + "searchQuery", + "la", + "t", + "p", + "colocar", + "ation", + "corrigir", + "redesignated", + "s", + "par", + "Arctic", + "up" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "que", + "iz", + "th", + "searchQuery", + "colocar", + "corrigir", + "redesignated", + "le", + "expliquer", + "numberWithFloat", + "t", + "ers", + "quoi" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "que", + "either", + "th", + "an", + "s", + "corrigir", + "le", + "t", + "both", + "quoi", + "redesignated", + "ged", + "regionally", + "p" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "an", + "although", + "both", + "comunicarse", + "Meskipun", + "sowohl", + "hayvan", + "likes", + "aiding", + "corrigir", + "grupy", + "spurred", + "the", + "yakni" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "an", + "or", + "ed", + "the", + "such", + "its", + "ly", + "y", + "both", + "le", + "presumably", + "characterized", + "high", + "which", + "his", + "presumed", + "like", + "meskipun", + "several", + "resulting", + "either", + "localized" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "e", + "er", + "ly", + "and", + "y", + "and", + "p", + "al", + "v", + "that", + "an", + "own", + "un", + "c", + "t", + "nytimes", + "a", + "d", + "to", + "n", + "would", + "without", + "after", + "o", + "l", + "ic", + "on", + "taobao", + "although", + "st" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "e", + "y", + "er", + "v", + "un", + "p", + "s", + "a", + "t", + "and", + "an", + "c", + "n", + "l", + "d", + "and", + "T", + "al", + "ly", + "ed", + "that", + "f", + "k", + "on", + "to", + "D", + "with", + "h", + "ic", + "in" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "C", + "a", + "y", + "an", + "t", + "s", + "un", + "v", + "p", + "and", + "T", + "al", + "er", + "k", + "ed", + "c", + "l", + "d", + "to", + "e", + "ic", + "ly", + "and", + "on", + "n", + "nytimes", + "D", + "that", + "m" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "l", + "C", + "y", + "ed", + "and", + "al", + "these", + "such", + "These", + "a", + "an", + "er", + "un", + "v", + "t", + "ic", + "these", + "These", + "that", + "hbox", + "without", + "such", + "fetchall", + "They", + "ly", + "KHTML", + "characteristics", + "and" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "These", + "these", + "such", + "T", + "an", + "These", + "solche", + "able", + "these", + "Both", + "such", + "al", + "both", + "both", + "single", + "Such" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "a", + "ed", + "an", + "T", + "own", + "al", + "B", + "y", + "t", + "within", + "such", + "these", + "ated", + "single", + "single", + "printStackTrace", + "v", + "p", + "ous" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "B", + "own", + "ed", + "a", + "al", + "L", + "T", + "y", + "get", + "an", + "t", + "D", + "within", + "p", + "single", + "K", + "features", + "ated", + "s", + "such", + "through" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "ed", + "C", + "own", + "a", + "ing", + "and", + "al", + "ly", + "features", + "cleavage", + "s", + "features", + "an", + "within", + "get", + "t", + "mic", + "B", + "through", + "y" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "a", + "ed", + "C", + "own", + "L", + "al", + "and", + "s", + "ly", + "cleavage", + "que", + "l", + "to", + "ing", + "within", + "wo", + "some", + "K", + "an", + "facet", + "able", + "with", + "rop", + "t", + "T", + "shin" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "C", + "cleavage", + "cle", + "Cle", + "Cle", + "cle", + "cleaved", + "CLE", + "CLE", + "Trans", + "trans", + "trans", + "river", + "cleft", + "chevron", + "Dim", + "cleats", + "River", + "Chevron", + "own", + "cleared", + "river", + "fracture", + "Fract", + "riven", + "Cleveland", + "Cleared" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "C", + "river", + "river", + "River", + "River", + "cleavage", + "cle", + "RIVER", + "Cle", + "sungai", + "Cle", + "cleaved", + "rivers", + "trans", + "Fluss", + "cle", + "Trans", + "CLE", + "a", + "Sungai", + "Rivera", + "Chevron", + "chevron", + "l", + "fiume", + "trans" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "cleavage", + "River", + "River", + "river", + "river", + "Cle", + "cle", + "Cle", + "RIVER", + "a", + "cleaved", + "CLE", + "riven", + "cle", + "l", + "rivers", + "rive", + "Clemson", + "Clever", + "trans", + "Cleopatra", + "sungai", + "riv", + "Cleveland", + "Riv", + "cleansing", + "iume" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "a", + "Richtung", + "jazdy", + "particles", + "with", + "Particles", + "Dette", + "dengan", + "gereken", + "ialah", + "Durch" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 12.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "que", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "without", + "output_checked": true + }, + { + "concept": "through", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.3, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "uma", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "across", + "output_checked": true + }, + { + "concept": "single", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "warning", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "without", + "output_checked": true + }, + { + "concept": "deformation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "any", + "score": 1.0, + "best_rank": 2, + "best_depth": 67.8, + "near_token": "visible", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-cleavage-03__grid.png", + "stream": "figures/gemma4-31b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-cleavage-03__stream.png", + "trajectory": "figures/gemma4-31b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-cleavage-03__trajectory.png", + "emergence": "figures/gemma4-31b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-cleavage-03__emergence.png", + "heatmap": "figures/gemma4-31b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-cleavage-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-hot-air-surface-layer-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "High-temperature environmental surface layer 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A nickel alloy held in hot air develops an adherent multilayer surface film as metal atoms react with oxygen. Continued exposure thickens the film according to an approximately parabolic time law.", + "prompt_tail": "ops an adherent multilayer surface film as metal atoms react with oxygen. Continued exposure thickens the film according to an approximately parabolic time law.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 4152, + "best_depth": 76.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 3404 + }, + { + "label": "oxide", + "best_rank": 71, + "best_depth": 76.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 199 + }, + { + "label": "scale", + "best_rank": 2851, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 1684 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "styling", + "apr", + "got", + "mesma", + "even", + "Charm", + "Hair", + "ListItemIcon" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "styling", + "apr", + "mkdir", + "GSM", + "styles", + "s", + "mesma", + "conde", + "cir", + "asus", + "Insert", + "Enter", + "as", + "Edge", + "mixer", + "param", + "ipo", + "Thatcher", + "EDGE" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "s", + "mesma", + "Edge", + "Weise", + "Edge", + "apr", + "styling", + "EDGE", + "insert", + "Insert", + "sus", + "second", + "Pek", + "Sus", + "jenis", + "Hits" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "mesma", + "Weise", + "Edge", + "second", + "Hits", + "S", + "Pek", + "apr", + "even", + "second", + "insert", + "Edge", + "styling", + "stack", + "EDGE", + "sus", + "irl", + "Insert" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "la", + "s", + "Pyr", + "cens", + "Cens", + "empe", + "Ashley", + "Ronald", + "ciri", + "restaur", + "DIN", + "CUL", + "watering", + "Eddie", + "Pending", + "phis", + "postgres", + "uts", + "ait", + "kts", + "insley", + "appelle", + "ittle", + "CY", + "bars", + "pis" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Estelle", + "empe", + "softmax", + "Sorg", + "pct", + "spacing", + "psi", + "Rome", + "ngModel", + "issy", + "HTTPS", + "handleError", + "affine", + "conveniently", + "agge", + "STI", + "Emilia", + "acidified", + "prolet", + "ukun", + "tts", + "kts", + "AGS", + "Accenture", + "postgres", + "DIN" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "s", + "ngModel", + "Estelle", + "empe", + "AGS", + "ukun", + "Sorg", + "yscale", + "psi", + "agge", + "osynthesis", + "handleError", + "iorum", + "HTTPS", + "Appleton", + "itorial", + "setValue", + "affine", + "addData", + "serialization", + "acidified", + "aportan", + "ymi", + "Emilia", + "cyn" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "Stark", + "ciri", + "hci", + "Pyr", + "cheats", + "kts", + "ucker", + "Cullen", + "Arjuna", + "Ronald", + "watering", + "ietta", + "icure", + "CCN", + "ciation", + "LOGGER", + "Fort" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "fort", + "Cui", + "CU", + "ciri", + "Cullen", + "cuy", + "Cud", + "cus", + "CUDA", + "dui", + "Pyr", + "Forestry", + "pict", + "OfThe", + "cus", + "CY" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "Pyr", + "usus", + "ostar", + "rmt", + "CGPoint", + "OOP", + "erweise", + "ktional", + "fontsize", + "Pyr", + "Afghanistan", + "NOTICE", + "opis" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "Everywhere", + "Namibia", + "gazebo", + "Bowser", + "ForEach", + "Bildschirm", + "Chopin", + "Princeton", + "eminent", + "lessons", + "William" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "L", + "que", + "tuttavia", + "entimes", + "ie", + "T", + "os", + "atience", + "om", + "usus", + "variously", + "uego", + "o" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "la", + "L", + "and", + "T", + "que", + "an", + "H", + "person", + "ie", + "tuttavia", + "however", + "such", + "displaystyle", + "variously", + "more", + "steadily", + "particularly", + "GROUP", + "qquad", + "C", + "both" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "la", + "que", + "L", + "T", + "l", + "an", + "t", + "ing", + "person", + "tuttavia", + "entimes", + "os", + "ie", + "gehend", + "Accordingly", + "tetapi", + "variously", + "notamment", + "oc", + "retr" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "que", + "l", + "an", + "person", + "the", + "T", + "y", + "es", + "ized", + "ie", + "ers", + "ing", + "t", + "Mant", + "isy", + "ed", + "os", + "esz", + "ization", + "ly", + "GROUP", + "lly", + "menjelaskan", + "tracing" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "que", + "la", + "l", + "ly", + "ization", + "es", + "ized", + "an", + "the", + "y", + "ed", + "person", + "iorno", + "up", + "esz", + "esia", + "GROUP", + "icosia", + "of", + "individual", + "hwa", + "ers", + "isy", + "initialization" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "que", + "ly", + "indicating", + "ization", + "ized", + "L", + "person", + "menjelaskan", + "indicates", + "the", + "icosia", + "iorno", + "individual", + "es", + "Lovely", + "implies", + "Indicates", + "Accordingly", + "excellent", + "however" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "a", + "de", + "C", + "la", + "returnValues", + "ly", + "evidence", + "steadily", + "hence", + "L", + "Accordingly", + "Evidence", + "Initially", + "INGO", + "person", + "Such", + "typical" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "L", + "T", + "la", + "l", + "ly", + "a", + "returnValues", + "omore", + "illiams", + "bilang", + "akaian", + "Cl", + "ius", + "RequestContext", + "According" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "la", + "l", + "T", + "de", + "ly", + "a", + "Indeed", + "omore", + "Kinetics", + "indeed", + "According", + "bilang", + "L", + "indicates", + "atience", + "apunov", + "ius", + "indicating", + "Eventually", + "equation" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "de", + "la", + "l", + "T", + "L", + "obeyed", + "follows", + "C", + "obeying", + "follow", + "a", + "follow", + "follows", + "following", + "obeys", + "folgt", + "ly", + "reiben", + "parabolic", + "ElapsedTime", + "Kinetics", + "regression", + "growth", + "halftime", + "grows" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "de", + "la", + "l", + "a", + "parabolic", + "par", + "T", + "follows", + "follow", + "and", + "growth", + "follow", + "Par", + "following", + "growing", + "d", + "parab", + "folgt", + "n", + "grow", + "obeying", + "p", + "s", + "at", + "an", + "re", + "parabol", + "log", + "trans", + "le" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "de", + "growth", + "grow", + "parabolic", + "Growth", + "growth", + "grows", + "growing", + "GROW", + "Growth", + "grew", + "T", + "growing", + "GROW", + "grow", + "crescimento", + "Growing", + "GROWTH", + "crece", + "growths", + "la", + "Grow", + "crecer", + "Wachstum", + "crecimiento", + "Thickness" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "parabolic", + "la", + "thickening", + "growth", + "par", + "thickness", + "thicken", + "Thickness", + "growth", + "Par", + "parabol", + "thickness", + "Par", + "Growth", + "thickened", + "approximately", + "thicknesses", + "parab", + "par", + "approximate", + "thick", + "Thickness", + "thicker", + "opar", + "epar", + "thick", + "Thick", + "Approx", + "follow", + "Growth", + "follows" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Par", + "Par", + "parabolic", + "Parab", + "par", + "par", + "PAR", + "parochial", + "opar", + "parabol", + "Parry", + "parquet", + "parab", + "PAR", + "parabola", + "epar", + "parable", + "parquet", + "parachute", + "parachute", + "parallax", + "Parrot", + "Parish", + "parac", + "Paragon", + "Paran", + "parallax", + "parach" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "followed", + "follow", + "alloys", + "According", + "kematian", + "accident", + "StatusBar", + "Approx", + "followed", + "coatings", + "Both", + "dents", + "Which", + "following", + "escreveu", + "Would", + "voice", + "deterg" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 156762, + 100528, + 219842, + 210813, + 72809, + 17760, + 4598, + 44236, + 88967, + 20410, + 10443, + 46762, + 84266, + 52978, + 44293, + 67387, + 86238, + 40962, + 11471, + 4153, + 5810, + 9652, + 5190, + 11002, + 1646, + 2343 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 40955, + 57482, + 162938, + 160403, + 128068, + 55241, + 22376, + 68429, + 102742, + 65325, + 55621, + 6488, + 6231, + 2758, + 852, + 1083, + 1061, + 5158, + 209, + 72, + 909, + 289, + 309, + 586, + 6179, + 3403 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 32917, + 56764, + 38299, + 32038, + 157817, + 217793, + 196334, + 158581, + 174078, + 154847, + 79865, + 53491, + 17869, + 86971, + 32932, + 21700, + 35888, + 49486, + 35416, + 44002, + 31387, + 10914, + 2852, + 2617, + 18489, + 33487 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 3405, + 11385, + 195306, + 138290, + 163588, + 174723, + 141906, + 95910, + 26966, + 25004, + 41141, + 32222, + 8558 + ] + }, + { + "label": "oxide", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 54646, + 102118, + 155947, + 29458, + 41781, + 61975, + 46737, + 123228, + 3595, + 637, + 6583, + 2286, + 200 + ] + }, + { + "label": "scale", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 13802, + 23660, + 6893, + 12224, + 8816, + 10488, + 31567, + 17029, + 9416, + 23563, + 3891, + 3117, + 1685 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 18.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "own", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "air", + "output_checked": true + }, + { + "concept": "variously", + "score": 2.0, + "best_rank": 2, + "best_depth": 47.5, + "near_token": "film", + "output_checked": true + }, + { + "concept": "soprano", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "consisting", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "film", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "grows", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "film", + "output_checked": true + }, + { + "concept": "Nippon", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "BYTE", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.7, + "near_token": "atoms", + "output_checked": true + }, + { + "concept": "drab", + "score": 1.0, + "best_rank": 4, + "best_depth": 40.7, + "near_token": "the", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "v", + "p", + "ani", + "soon", + "le", + "aj", + "que", + "ap", + "ry", + "man", + "ner", + "la", + "uff", + "ers", + "qu", + "im", + "de", + "en", + "er", + "al", + "ah", + "es", + "ail", + "res", + "pl", + "ro", + "an", + "am", + "ad" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ation", + "I", + "T", + "A", + "ad", + "im", + "S", + "ot", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "est", + "P", + "be", + "em", + "A", + "T", + "I", + "ation", + "e", + "om", + "l", + "th", + "ad", + "im", + "S", + "ot", + "al", + "d", + "the", + "p", + "a", + "t", + "en", + "c", + "ic", + "ing", + "b", + "ou", + "as", + "ion", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "S", + "occasional", + "elective", + "eye", + "North", + "specialized", + "seasonal", + "open", + "own", + "self", + "ness", + "able", + "kind", + "either", + "various", + "ers", + "an", + "l", + "ation", + "en", + "a", + "of", + "and", + "le", + "ap", + "end", + "or", + "un", + "iz", + "que", + "its" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "T", + "or", + "en", + "l", + "a", + "an", + "own", + "able", + "iz", + "H", + "ers", + "un", + "que", + "k", + "O", + "S", + "ness", + "its", + "le", + "able", + "e", + "various", + "open", + "t", + "p", + "ap", + "un", + "and", + "of", + "om", + "end" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "l", + "own", + "an", + "able", + "iz", + "un", + "ers", + "K", + "various", + "specialized", + "que", + "k", + "ation", + "end", + "im", + "many", + "its", + "able", + "North", + "power", + "under", + "le", + "un", + "ed", + "t", + "or", + "ap" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "K", + "iz", + "an", + "able", + "im", + "ers", + "H", + "k", + "un", + "specialized", + "various", + "end", + "illi", + "t", + "le", + "mellan", + "owych", + "its", + "as", + "que", + "ation", + "ap" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "own", + "iz", + "K", + "T", + "que", + "an", + "H", + "en", + "k", + "able", + "t", + "la", + "le", + "ers", + "s", + "un", + "irritating", + "either", + "searchQuery", + "par", + "its", + "aries", + "disappearing" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "l", + "own", + "H", + "iz", + "T", + "la", + "K", + "t", + "an", + "searchQuery", + "and", + "k", + "irritating", + "stellar", + "aries", + "le", + "s", + "un", + "able" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "own", + "la", + "iz", + "T", + "K", + "H", + "t", + "searchQuery", + "and", + "stellar", + "both", + "the", + "par", + "s", + "an", + "penjualan", + "le" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "an", + "H", + "iz", + "la", + "both", + "and", + "the", + "uma", + "t", + "s", + "or", + "many", + "its", + "multi", + "reduzir", + "le", + "An", + "st", + "um" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "H", + "uma", + "both", + "Jumlah", + "an", + "reduzir", + "the", + "ElevatedButton", + "issimi", + "multi" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "de", + "of", + "an", + "or", + "its", + "by", + "y", + "like", + "le", + "it", + "at", + "so", + "and", + "even", + "z", + "both", + "specific", + "ly", + "ed", + "multi", + "such", + "but", + "d", + "e", + "which" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "and", + "e", + "C", + "T", + "ly", + "and", + "v", + "t", + "y", + "to", + "s", + "of", + "er", + "p", + "n", + "K", + "on", + "an", + "z", + "un", + "f", + "that", + "c", + "d", + "but", + "without", + "o", + "a", + "get", + "of" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "a", + "C", + "and", + "e", + "T", + "s", + "y", + "v", + "er", + "t", + "an", + "K", + "un", + "ly", + "p", + "and", + "n", + "to", + "on", + "f", + "c", + "d", + "get", + "z", + "D", + "in", + "a", + "k", + "of", + "es", + "with" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "C", + "a", + "and", + "T", + "y", + "t", + "K", + "an", + "v", + "s", + "un", + "e", + "D", + "but", + "k", + "p", + "n", + "on", + "d", + "such", + "and", + "er", + "c", + "ly", + "f", + "m", + "to", + "l", + "some", + "been", + "ic" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "l", + "C", + "a", + "and", + "y", + "K", + "an", + "T", + "such", + "the", + "but", + "er", + "D", + "v", + "t", + "k", + "that", + "ic", + "d", + "un", + "some", + "it", + "been", + "and", + "al", + "e", + "although", + "p", + "n", + "l" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "and", + "a", + "an", + "such", + "C", + "T", + "B", + "P", + "y", + "after", + "after", + "able", + "l", + "continued", + "because", + "such", + "Such", + "following", + "Despite", + "the", + "Such", + "D", + "its", + "continue", + "typical", + "Generally", + "some", + "their" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "a", + "an", + "T", + "and", + "y", + "K", + "get", + "ed", + "t", + "D", + "v", + "follows", + "taobao", + "al", + "any", + "id", + "after", + "following", + "B", + "after", + "such", + "because", + "further", + "some", + "follow", + "p" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "y", + "an", + "T", + "a", + "get", + "B", + "K", + "v", + "and", + "t", + "al", + "s", + "p", + "id", + "ous", + "after", + "D", + "o", + "ed", + "d", + "after", + "is", + "on", + "ly", + "following", + "O" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "B", + "C", + "T", + "ing", + "y", + "ed", + "K", + "s", + "get", + "and", + "al", + "t", + "v", + "is", + "L", + "id", + "a", + "an", + "p", + "at", + "follows", + "ic", + "D", + "on", + "follow", + "following", + "mengikuti", + "o", + "O" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "ing", + "B", + "ed", + "al", + "y", + "id", + "and", + "K", + "t", + "is", + "C", + "p", + "at", + "on", + "ot", + "parabolic", + "an", + "get", + "ic", + "ly", + "follows", + "par", + "s", + "b", + "n", + "follow", + "v", + "o", + "mengikuti", + "i" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "l", + "growth", + "grow", + "growth", + "grow", + "GROW", + "parabolic", + "grows", + "Grow", + "grew", + "par", + "Grow", + "Growth", + "Growth", + "growing", + "growing", + "thickness", + "tumbuh", + "Growing", + "crescimento", + "growths", + "Grows", + "Par", + "thickness", + "grown", + "groe", + "follows" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "parabolic", + "thickness", + "thickness", + "par", + "Par", + "Par", + "thickening", + "parabol", + "Thickness", + "thick", + "Parab", + "parochial", + "Thickness", + "thicknesses", + "approximately", + "parab", + "approximately", + "growth", + "thick", + "parabola", + "Approximately", + "Thick", + "par", + "parac", + "epar", + "parquet", + "thicker", + "follows", + "parv", + "growth" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Par", + "Par", + "parabolic", + "par", + "par", + "Parab", + "parochial", + "parabol", + "PAR", + "parable", + "parabola", + "PAR", + "epar", + "opar", + "parquet", + "Parry", + "parallax", + "parab", + "Paragon", + "parv", + "parity", + "parac", + "a", + "Parr", + "paraphr", + "paru", + "parquet" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "followed", + "follow", + "alloys", + "According", + "kematian", + "accident", + "StatusBar", + "Approx", + "followed", + "coatings", + "Both", + "dents", + "Which", + "following", + "escreveu", + "Would", + "voice", + "deterg" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 17.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "uma", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "atoms", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 2, + "best_depth": 67.8, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-hot-air-surface-layer-01__grid.png", + "stream": "figures/gemma4-31b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-hot-air-surface-layer-01__stream.png", + "trajectory": "figures/gemma4-31b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-hot-air-surface-layer-01__trajectory.png", + "emergence": "figures/gemma4-31b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-hot-air-surface-layer-01__emergence.png", + "heatmap": "figures/gemma4-31b-it-key-concept-traces-v1-seed0/materials/paper-v2-assoc-hot-air-surface-layer-01__heatmap.png" + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-31b-it-mechanism-name-v1-seed0.json b/jlens_materials/runs/gemma4-31b-it-mechanism-name-v1-seed0.json new file mode 100644 index 0000000000000000000000000000000000000000..6c04600e3f19490c928ccbdfb021ca5beb41fdf6 --- /dev/null +++ b/jlens_materials/runs/gemma4-31b-it-mechanism-name-v1-seed0.json @@ -0,0 +1,102945 @@ +{ + "format_version": 2, + "created_at": "2026-08-23T09:28:47.274212+00:00", + "model": "google/gemma-4-31B-it", + "model_identity": { + "requested_id": "google/gemma-4-31B-it", + "requested_revision": "842da3794eaa0b77d5f08bae87a17459d91ff475", + "model_class": "Gemma4ForConditionalGeneration", + "config_name_or_path": "google/gemma-4-31B-it", + "model_revision": "842da3794eaa0b77d5f08bae87a17459d91ff475", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-31B-it", + "vocab_size": 262144, + "n_layers": 60, + "d_model": 5376, + "dtype": "bfloat16" + }, + "tag": "gemma4-31b-it-mechanism-name-v1-seed0", + "n_layers": 60, + "d_model": 5376, + "lens_n_prompts": 1000, + "lens_provenance": { + "corpus": { + "dataset": "Salesforce/wikitext", + "kind": "huggingface", + "min_chars": 600, + "records": 1000, + "requested_records": 1000, + "revision": "b08601e04326c79dfdd32d625aee71d232d685c3", + "seed": 0, + "sha256": "a4b31b0673b21a932e33494c8471fb53577bd39b041f0799431c912876f5681e", + "split": "train", + "subset": "wikitext-103-raw-v1", + "text_field": "text", + "unique_records": 1000 + }, + "created_at": "2026-08-21T14:02:44.035613+00:00", + "dim_batch": 8, + "format_version": 1, + "hub": { + "path_in_repo": "gemma4-31b-it/paper/seed0.pt", + "repo_id": "lamm-mit/gemma4-jacobian-lenses", + "repo_type": "model", + "revision": "main", + "uploaded_at": "2026-08-23T03:34:39.666901+00:00" + }, + "model": { + "config_name_or_path": "google/gemma-4-31B-it", + "d_model": 5376, + "dtype": "bfloat16", + "model_class": "Gemma4ForConditionalGeneration", + "model_revision": "842da3794eaa0b77d5f08bae87a17459d91ff475", + "n_layers": 60, + "requested_id": "google/gemma-4-31B-it", + "requested_revision": "842da3794eaa0b77d5f08bae87a17459d91ff475", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-31B-it", + "vocab_size": 262144 + }, + "paper_reference": "https://transformer-circuits.pub/2026/workspace/index.html", + "recipe": { + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers.", + "max_seq_len": 128, + "n_fit": 1000, + "name": "paper", + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "target_layer": -2 + }, + "source_layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57 + ], + "target_layer": 58, + "upstream_reference": "lamm-mit/jacobian-lens@581d398613e5602a5af361e1c34d3a92ea82ba8e" + }, + "methodology": { + "recipe": { + "name": "paper", + "n_fit": 1000, + "max_seq_len": 128, + "target_layer": -2, + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers." + }, + "claims_level": "paper-protocol quantitative", + "paper_protocol_complete": true, + "strict_protocol": true, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 50, + "evaluation_max_seq_len": 128, + "generation_max_new_tokens": 1, + "model_revision": "842da3794eaa0b77d5f08bae87a17459d91ff475", + "dtype": "bfloat16", + "layer_stride": 1, + "prompt_source": "prompts/materials-mechanism-name-v1.json", + "swaps_enabled": false, + "swap_alpha": 1.0 + }, + "shapes": [ + "ASSOCIATION" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": { + "ASSOCIATION": { + "n_items": 50, + "minimum_required": 50, + "sufficient_sample": true, + "ks": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "jacobian_lens": { + "pass_at_k": [ + 0.03, + 0.08, + 0.13, + 0.13, + 0.17, + 0.21, + 0.35 + ], + "auc_log_k": 0.1512628749457998, + "bootstrap_95": { + "1": { + "mean": 0.03, + "low": 0.0, + "high": 0.07 + }, + "2": { + "mean": 0.08, + "low": 0.03, + "high": 0.14 + }, + "5": { + "mean": 0.13, + "low": 0.07, + "high": 0.19 + }, + "10": { + "mean": 0.13, + "low": 0.07, + "high": 0.19 + }, + "20": { + "mean": 0.17, + "low": 0.1, + "high": 0.25 + }, + "50": { + "mean": 0.21, + "low": 0.13, + "high": 0.29 + }, + "100": { + "mean": 0.35, + "low": 0.26, + "high": 0.44 + } + } + }, + "logit_lens": { + "pass_at_k": [ + 0.04, + 0.05, + 0.07, + 0.13, + 0.18, + 0.24, + 0.33 + ], + "auc_log_k": 0.1417731749024396 + } + } + }, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 0, + "n_graded": 0, + "minimum_required": 50, + "sufficient_sample": false, + "protocol_success_rate": null, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [], + "prompts": [ + { + "slug": "mechanism-name-grain-size-strength-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size strengthening 1", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Two specimens of the same alloy receive different heat treatments. The one with much smaller crystallites requires a larger applied stress before permanent deformation begins.", + "prompt_tail": "f the same alloy receive different heat treatments. The one with much smaller crystallites requires a larger applied stress before permanent deformation begins.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size-strength", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 108, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 427 + }, + { + "label": "Hall", + "best_rank": 3313, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 5803 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "styling", + "apr", + "got", + "even", + "mesma", + "iraj", + "Hair", + "Edge", + "Geg" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "s", + "S", + "mkdir", + "GSM", + "styling", + "styles", + "apr", + "mixer", + "Enter", + "param", + "asus", + "conde", + "Insert", + "gian", + "cir", + "as", + "mesma", + "Weise", + "gsm", + "Thatcher", + "ipo", + "Edge" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "Edge", + "Weise", + "S", + "Edge", + "apr", + "EDGE", + "styling", + "Pek", + "Insert", + "insert", + "arens", + "styling", + "Sus", + "jenis", + "verg" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "Weise", + "s", + "Edge", + "apr", + "S", + "Hits", + "cfr", + "Edge", + "Pek", + "Insert", + "insert", + "sus", + "ashe", + "styling", + "joen", + "as" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "Pyr", + "Ashley", + "Cens", + "cens", + "ciri", + "la", + "empe", + "S", + "cura", + "Pending", + "Ronald", + "insley", + "pis", + "phis", + "DIN", + "Eddie", + "ait", + "ittle", + "Cuy", + "przyp", + "CTE", + "CUL", + "arson", + "Duplicate", + "watering" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Estelle", + "psi", + "empe", + "softmax", + "prolet", + "issy", + "spacing", + "handleError", + "pct", + "conveniently", + "DIN", + "Sorg", + "STI", + "affine", + "ngModel", + "agge", + "Rome", + "knn", + "HTTPS", + "AGS", + "Accenture", + "osynthesis", + "serialization", + "blings", + "iorum", + "acidified" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ngModel", + "empe", + "Estelle", + "ukun", + "psi", + "AGS", + "handleError", + "Sorg", + "itorial", + "yscale", + "serialization", + "Appleton", + "osynthesis", + "addData", + "spacing", + "fat", + "unches", + "aportan", + "agge", + "Huffington", + "acidified", + "ymi" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "hci", + "Pyr", + "atro", + "ietta", + "Stark", + "empe", + "cheats", + "Arjuna", + "LOGGER", + "ucker", + "ciri", + "Ronald", + "kts", + "CCN", + "icure", + "watering" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "hci", + "Pyr", + "LOGGER", + "Guangdong", + "Hawke", + "fort", + "pict", + "Slowly", + "utzt", + "punch", + "hlas", + "CCP", + "uzi" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "usus", + "Slowly", + "Guangdong", + "slimmer", + "ibaldi", + "StringBuilder", + "postings", + "Lol", + "Dougall", + "uir", + "worsening", + "Pyr", + "ForEach", + "Gruntfile", + "ralent", + "Slow" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "H", + "ophile", + "Princeton", + "BYTE", + "eram", + "Guangdong", + "Rather", + "stal", + "slimmer", + "CGPoint" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "and", + "usted", + "tuttavia", + "thymeleaf", + "PWD", + "C", + "udos", + "H", + "Rather" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "L", + "H", + "and", + "Rather", + "T", + "tuttavia", + "funcionarios", + "particularly", + "PWD", + "inoltre", + "particularly" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "L", + "a", + "H", + "que", + "tuttavia", + "cuya", + "T", + "comparatively", + "qquad", + "Apparently", + "whereas", + "t", + "entanto" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "que", + "l", + "excellent", + "xref", + "Accordingly", + "requisitos", + "escue", + "therefore", + "ciphertext", + "Reliance", + "itim", + "hov", + "memerlukan" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "a", + "que", + "whereas", + "ciphertext", + "memperoleh", + "therefore", + "deshalb", + "therefore", + "Accordingly", + "Therefore", + "Excellent", + "excellent", + "escue", + "Rather", + "indeed" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "L", + "que", + "a", + "memperoleh", + "besitzen", + "differed", + "therefore", + "Excellent", + "Therefore", + "deshalb", + "therefore", + "whereas" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "L", + "hence", + "Consequently", + "Hence", + "thus", + "therefore", + "deshalb", + "Therefore", + "stronger", + "consequently", + "therefore", + "lebih", + "hence", + "correspondingly" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "L", + "l", + "T", + "C", + "S", + "hence", + "stronger", + "Hence", + "Consequently", + "hence", + "H", + "therefore", + "richer", + "correspondingly", + "demikian", + "resisting", + "experiences", + "exced", + "consequently", + "lebih" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "L", + "l", + "C", + "T", + "S", + "H", + "Threshold", + "stronger", + "exced", + "Consequently", + "Threshold", + "experiences", + "threshold", + "Indeed", + "hence", + "lebih", + "stiffer", + "resistance", + "zaidi", + "deshalb", + "Effect", + "Hence" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "la", + "H", + "l", + "L", + "T", + "S", + "yield", + "Yield", + "Indeed", + "yield", + "Yield", + "C", + "exced", + "elastic", + "Indeed", + "yielding", + "Elastic", + "ilience", + "indeed", + "values", + "Proof", + "obeying", + "coinciding", + "Consequently", + "yielded", + "ITIES", + "determination" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "H", + "l", + "elastic", + "yield", + "Elastic", + "Yield", + "yield", + "Yield", + "elastic", + "yielding", + "T", + "Elastic", + "yielding", + "yielded", + "overd", + "sprang", + "yields", + "exced", + "e", + "bend", + "and", + "Workers", + "Bingham", + "IELD" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "yield", + "Yield", + "yield", + "Yield", + "la", + "yielding", + "yielded", + "H", + "yielding", + "elastic", + "yields", + "elastic", + "Elastic", + "Elastic", + "own", + "proportional", + "de", + "C", + "IELD", + "rendement", + "rendimiento", + "ye", + "l", + "rend", + "sprang", + "yld" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "yield", + "elastic", + "Yield", + "elastic", + "yield", + "H", + "Yield", + "Elastic", + "Elastic", + "yielding", + "yielded", + "yields", + "yielding", + "ye", + "elast", + "Tres", + "proportional", + "Higher", + "elast", + "Tres", + "que", + "Hook" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "la", + "elastic", + "Yield", + "yield", + "Elastic", + "Elastic", + "Tres", + "Yield", + "yield", + "tre", + "elastic", + "H", + "Yur", + "Rubber", + "Tre", + "tres", + "Tres", + "Tre", + "Pro", + "Hug", + "esqu", + "tre", + "Ye", + "proof", + "pro", + "ye" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Therefore", + "own", + "Which", + "Specifically", + "yield", + "permanent", + "a", + "Please", + "However", + "temporarily", + "Thus", + "calibrate", + "whereas", + "Consequently", + "rotating", + "permanently", + "Besides", + "davantage", + "disability", + "either", + "proportional", + "motherboard", + "hook", + "point", + "majority", + "differentially", + "Plugging", + "calories" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 41882, + 100674, + 109811, + 92237, + 177479, + 169174, + 115318, + 171958, + 186061, + 207021, + 121858, + 42632, + 24770, + 12628, + 3338, + 976, + 2645, + 4495, + 3094, + 1667, + 1174, + 109, + 12519, + 2874, + 24701, + 50612 + ] + }, + { + "label": "Hall", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 2601, + 1973, + 21917, + 20746, + 72262, + 104565, + 101684, + 156069, + 156170, + 56237, + 33824, + 142860, + 104796, + 87759, + 65382, + 141452, + 165164, + 124074, + 38386, + 23614, + 6693, + 9063, + 3314, + 4104, + 41526, + 78819 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 38507, + 92305, + 12227, + 32860, + 48467, + 17868, + 17313, + 3240, + 9127, + 6176, + 428, + 844, + 67901 + ] + }, + { + "label": "Hall", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 85576, + 85099, + 13701, + 39347, + 29421, + 34219, + 22106, + 7814, + 20667, + 42527, + 34949, + 42136, + 5804 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 17.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "than", + "score": 2.0, + "best_rank": 2, + "best_depth": 67.8, + "near_token": "smaller", + "output_checked": true + }, + { + "concept": "even", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "kind", + "score": 1.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "occurs", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.3, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "yield", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "species", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "same", + "output_checked": true + }, + { + "concept": "lebih", + "score": 1.0, + "best_rank": 4, + "best_depth": 72.9, + "near_token": "requires", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "v", + "ele", + "p", + "ani", + "man", + "ern", + "ner", + "ai", + "ais", + "la", + "uff", + "aj", + "de", + "ad", + "am", + "im", + "le", + "er", + "as", + "n", + "que", + "ap", + "qu", + "ers", + "ann", + "ah", + "err", + "a" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "C", + "I", + "T", + "A", + "ad", + "im", + "S", + "ot", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "em", + "be", + "I", + "ation", + "ot", + "S", + "T", + "A", + "th", + "l", + "and", + "el", + "e", + "om", + "im", + "ad", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "s", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "as", + "of" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "North", + "personal", + "able", + "various", + "own", + "New", + "world", + "open", + "ings", + "que", + "un", + "able", + "self", + "its", + "les", + "ness", + "e", + "l", + "of", + "and", + "en", + "a", + "p", + "al", + "end", + "ers", + "ation", + "an", + "ap", + "or", + "le", + "iz" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "own", + "able", + "en", + "l", + "a", + "an", + "or", + "que", + "ers", + "iz", + "K", + "T", + "ness", + "and", + "able", + "le", + "un", + "ap", + "end", + "un", + "e", + "C", + "O", + "North", + "various", + "ings", + "its", + "elective", + "p", + "t", + "c" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "own", + "a", + "en", + "l", + "an", + "K", + "able", + "iz", + "ers", + "que", + "un", + "specialized", + "various", + "k", + "North", + "able", + "end", + "its", + "many", + "le", + "and", + "ation", + "mellan", + "ap", + "humbled", + "un", + "or", + "t", + "im" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "own", + "a", + "en", + "l", + "an", + "K", + "iz", + "ers", + "and", + "able", + "que", + "k", + "im", + "North", + "its", + "end", + "or", + "le", + "un", + "ation", + "specialized", + "many", + "various", + "ap", + "ina", + "singular", + "humbled", + "t" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "own", + "iz", + "and", + "or", + "que", + "ers", + "k", + "st", + "s", + "en", + "an", + "able", + "le", + "ness", + "c", + "la", + "iy", + "sa", + "irritating", + "illi", + "t", + "p" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "own", + "and", + "la", + "iz", + "or", + "s", + "le", + "ers", + "que", + "nya", + "st", + "k", + "c", + "K", + "en", + "par", + "pro", + "t", + "p", + "singular", + "able", + "un" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "own", + "la", + "iz", + "and", + "uma", + "s", + "or", + "le", + "nya", + "norte", + "irritating", + "par", + "Rudd", + "chst" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "la", + "an", + "s", + "the", + "st", + "que", + "both", + "le", + "many", + "c", + "iz", + "its", + "various", + "uma", + "t", + "un", + "titular", + "p" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "an", + "la", + "the", + "various", + "both", + "st", + "varying", + "certain", + "famed", + "ialah", + "ElevatedButton", + "garnered", + "averaged" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "de", + "an", + "or", + "the", + "le", + "it", + "which", + "d", + "both", + "his", + "its", + "even", + "que", + "some", + "that", + "ly", + "certain", + "s", + "such", + "c", + "f", + "p", + "g", + "as", + "du", + "but", + "at" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "C", + "ly", + "e", + "on", + "er", + "an", + "because", + "because", + "H", + "y", + "even", + "its", + "p", + "the", + "of", + "le", + "al", + "T", + "or", + "and", + "nya", + "but", + "d", + "b", + "c", + "although", + "hbox", + "ed", + "his" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "a", + "C", + "T", + "H", + "e", + "y", + "an", + "p", + "v", + "s", + "er", + "K", + "un", + "on", + "D", + "t", + "because", + "n", + "its", + "get", + "f", + "c", + "l", + "d", + "because", + "h", + "B", + "than", + "is", + "ed" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "a", + "C", + "an", + "T", + "D", + "H", + "t", + "y", + "K", + "than", + "p", + "v", + "what", + "some", + "un", + "although", + "er", + "more", + "and", + "the", + "that", + "it", + "e", + "d", + "despite", + "k", + "f", + "its", + "s", + "h", + "because" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "l", + "C", + "an", + "what", + "more", + "y", + "the", + "that", + "daha", + "their", + "which", + "able", + "and", + "they", + "H", + "it", + "than", + "er", + "because", + "whereas", + "such", + "so", + "its", + "Which", + "is", + "although", + "whereas", + "because" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "a", + "l", + "C", + "an", + "able", + "H", + "K", + "more", + "B", + "daha", + "L", + "Which", + "and", + "what", + "its", + "which", + "because", + "lebih", + "harder", + "such", + "required", + "require" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "a", + "K", + "an", + "B", + "T", + "ed", + "D", + "more", + "al", + "y", + "t", + "and", + "up", + "it", + "le", + "its", + "what", + "begins", + "begin", + "ing", + "d", + "v", + "n", + "which", + "able", + "n", + "more", + "V", + "been" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "a", + "T", + "K", + "ed", + "an", + "B", + "up", + "and", + "al", + "D", + "H", + "p", + "more", + "P", + "t", + "y", + "G", + "more", + "M", + "than", + "what", + "F", + "its", + "le", + "begin", + "able", + "n", + "N", + "V" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "l", + "ed", + "B", + "and", + "a", + "ing", + "T", + "yield", + "e", + "que", + "P", + "D", + "yield", + "al", + "G", + "p", + "O", + "than", + "y", + "get", + "M", + "F", + "Yield", + "t", + "n", + "K", + "o", + "N", + "X", + "A", + "on" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "C", + "l", + "ed", + "B", + "al", + "ing", + "a", + "and", + "P", + "yield", + "yield", + "T", + "y", + "e", + "Yield", + "D", + "p", + "o", + "v", + "er", + "Yield", + "O", + "i", + "h", + "G", + "t", + "Elastic", + "elastic", + "ness", + "yields", + "is" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "yield", + "yield", + "Yield", + "Yield", + "C", + "yields", + "yielded", + "yielding", + "and", + "a", + "e", + "l", + "yielding", + "H", + "y", + "elastic", + "ed", + "proportional", + "elastic", + "al", + "er", + "Elastic", + "Elastic", + "yi", + "h", + "proportionality", + "ield", + "X" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "yield", + "Yield", + "elastic", + "Yield", + "yield", + "H", + "Elastic", + "C", + "a", + "elastic", + "Elastic", + "yielding", + "yielded", + "yields", + "and", + "proportional", + "yielding", + "y", + "yi", + "P", + "Yale", + "uma", + "elast", + "B", + "Tres", + "Tres", + "Ye" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "la", + "yield", + "own", + "Yield", + "yield", + "Yield", + "C", + "Elastic", + "Elastic", + "elastic", + "Tres", + "prostitution", + "elastic", + "Pro", + "proportional", + "Pro", + "Tres", + "Tre", + "H", + "yielded", + "ress", + "Ye", + "yielding", + "tres", + "tre" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Therefore", + "own", + "Which", + "Specifically", + "yield", + "permanent", + "a", + "Please", + "However", + "temporarily", + "Thus", + "calibrate", + "whereas", + "Consequently", + "rotating", + "permanently", + "Besides", + "davantage", + "disability", + "either", + "proportional", + "motherboard", + "hook", + "point", + "majority", + "differentially", + "Plugging", + "calories" + ] + } + ], + "logit_surprising": [ + { + "concept": "uma", + "score": 10.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "own", + "score": 4.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "first", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "species", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "same", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "occurs", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "yield", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 2, + "best_depth": 67.8, + "near_token": "treatments", + "output_checked": true + }, + { + "concept": "identical", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "receive", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-01__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-01__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-01__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-01__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-01__heatmap.png" + } + }, + { + "slug": "mechanism-name-grain-size-strength-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size strengthening 2", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A polycrystalline metal is processed until its average crystallite diameter is reduced by half. Its resistance to the onset of plastic flow increases.", + "prompt_tail": "A polycrystalline metal is processed until its average crystallite diameter is reduced by half. Its resistance to the onset of plastic flow increases.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size-strength", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 43, + "best_depth": 61.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 3671 + }, + { + "label": "Hall", + "best_rank": 17208, + "best_depth": 40.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 8372 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "got", + "Charm", + "ListItemIcon", + "even", + "Farr", + "mesma" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "S", + "s", + "styling", + "GSM", + "mkdir", + "styles", + "Edge", + "Insert", + "apr", + "Enter", + "a", + "mixer", + "mesma", + "Edge", + "Weise", + "cir", + "stack", + "EDGE", + "gian", + "conde" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "Edge", + "Weise", + "apr", + "Edge", + "S", + "styling", + "s", + "EDGE", + "Pek", + "Insert", + "insert", + "second", + "arlos", + "asus" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "S", + "Weise", + "mesma", + "Edge", + "second", + "insert", + "Edge", + "Hits", + "EDGE", + "Pek", + "sus", + "Insert", + "apr", + "second", + "joen", + "cfr", + "top", + "styling", + "stack", + "arlos" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "la", + "s", + "empe", + "Pyr", + "cens", + "Cens", + "Ronald", + "watering", + "kts", + "Rome", + "DIN", + "CUL", + "restaur", + "CCN", + "Slowly", + "postgres", + "println", + "ittle", + "ciri", + "LOGGER", + "centerY", + "Arjuna", + "ppm", + "startY", + "CY" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "softmax", + "empe", + "Sorg", + "Estelle", + "HTTPS", + "ngModel", + "pct", + "affine", + "Rome", + "prolet", + "s", + "psi", + "ukun", + "tts", + "issy", + "handleError", + "acidified", + "ObjectURL", + "iorum", + "agge", + "spacing", + "Emilia", + "unches", + "Rome", + "cyn" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "ngModel", + "ukun", + "s", + "Sorg", + "yscale", + "empe", + "unches", + "Estelle", + "cyn", + "handleError", + "AGS", + "RHS", + "psi", + "acidified", + "addData", + "Appleton", + "itorial", + "ils", + "ObjectURL", + "aportan", + "iorum" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "Stark", + "hci", + "Cullen", + "CU", + "Cui", + "CCN", + "LOGGER", + "ietta", + "icure", + "dui", + "ukun", + "Pyr", + "ciri", + "ucker", + "Fort" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "lendemain", + "Richardson", + "usia", + "LOGGER", + "Pyr", + "hci", + "ukun", + "Slowly", + "Guad", + "retval", + "uzi", + "Guangdong", + "OOP", + "onuclear", + "fort" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "StringBuilder", + "slimmer", + "usus", + "rmt", + "Slowly", + "Gruntfile", + "Guangdong", + "ralent", + "retval", + "OOP", + "fromDate", + "postings", + "Grim" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "H", + "BYTE", + "ophile", + "stal", + "ogly", + "StringBuilder", + "slimmer", + "Rather", + "CGPoint", + "gca", + "schlim", + "Copyright" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "kebanyakan", + "PWD", + "usted", + "udos", + "entimes", + "ophers", + "L", + "thymeleaf", + "igil", + "Rather", + "que", + "apprezz", + "Rather" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "que", + "H", + "L", + "kebanyakan", + "Mud", + "l", + "ophers", + "igil", + "out", + "ie", + "poco", + "others", + "an", + "om", + "namely", + "particularly", + "therefore", + "usted" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "l", + "agad", + "ing", + "entimes", + "t", + "jalan", + "os", + "bald", + "bolder", + "plainly", + "ophers", + "mainstay", + "wym", + "opy" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "l", + "que", + "of", + "able", + "ciphertext", + "escue", + "ly", + "ized", + "an", + "ings", + "esz", + "ifiably", + "jalan", + "bald", + "implies", + "wym", + "bolder", + "replaceAll", + "esha", + "Es" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "a", + "l", + "que", + "ly", + "of", + "esz", + "ized", + "able", + "an", + "Why", + "escue", + "calamity", + "isy", + "es", + "its", + "ilation", + "esia", + "ciphertext", + "the", + "ique", + "Funcion", + "ilization", + "le" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "l", + "ly", + "its", + "the", + "isy", + "ized", + "esz", + "Why", + "because", + "calamity", + "able", + "Explanation", + "excellent", + "othesis", + "Explanation", + "hence", + "es" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "a", + "l", + "hence", + "Hence", + "hence", + "kort", + "odt", + "que", + "el", + "increases", + "ly", + "consequ", + "increased", + "disobedience", + "Increased", + "improves", + "ENSITY", + "Improved", + "its" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "l", + "a", + "S", + "L", + "T", + "H", + "its", + "e", + "hence", + "C", + "el", + "Hence", + "resisting", + "resistance", + "Resistance", + "que", + "resistance", + "hence", + "es", + "Resistance", + "Its", + "Richardson", + "Its", + "Research", + "los", + "resisted", + "resistant" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "S", + "a", + "L", + "T", + "its", + "H", + "C", + "resistance", + "Resistance", + "resistance", + "resisting", + "Resistance", + "Its", + "Its", + "e", + "resistant", + "resisted", + "el", + "hence", + "es", + "resistencia", + "Hence", + "Res", + "melawan", + "le" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "la", + "S", + "its", + "a", + "L", + "H", + "T", + "l", + "Its", + "Its", + "C", + "its", + "resistance", + "Resistance", + "e", + "resistance", + "njegov", + "Resistance", + "his", + "resisted", + "jeho", + "resistencia", + "R", + "V", + "resisting" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "a", + "l", + "its", + "S", + "que", + "e", + "H", + "resistance", + "resistance", + "Resistance", + "T", + "Resistance", + "an", + "resisting", + "resisted", + "resistant", + "Its", + "Its", + "resistencia", + "his", + "resistant", + "its", + "el", + "resist", + "es" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "S", + "its", + "a", + "resistance", + "L", + "Resistance", + "resistance", + "Resistance", + "H", + "Its", + "resistencia", + "T", + "que", + "Its", + "P", + "increased", + "resisting", + "resistant", + "yield", + "Increased", + "resist", + "its", + "Increase", + "resisted", + "C", + "increased" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Resistance", + "la", + "resistance", + "Resistance", + "resistance", + "resist", + "resistencia", + "Resist", + "resist", + "resisted", + "resistant", + "resisting", + "que", + "resistant", + "resistances", + "a", + "its", + "resistentes", + "resistencias", + "resistente", + "resistenza", + "odpor", + "resists" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Resistance", + "Resistance", + "resistance", + "resistance", + "la", + "resistencia", + "resisting", + "Resist", + "resist", + "resisted", + "resistant", + "resistenza", + "resist", + "Resistant", + "its", + "resistant", + "resists", + "diren", + "odpor", + "istance", + "resistances" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "rightarrow", + "Huguen", + "meningkatkan", + "ejemplos", + "ovvero", + "laquelle", + "stylesheet", + "sigui", + "toate", + "calorie", + "enqueue", + "Jangan", + "gesamten", + "Sunflower", + "Contoh" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 41262, + 99868, + 95966, + 96574, + 149729, + 158088, + 92520, + 176164, + 177563, + 194122, + 96859, + 21319, + 2830, + 694, + 153, + 44, + 159, + 706, + 2551, + 1989, + 2145, + 1030, + 3061, + 334, + 934, + 16157 + ] + }, + { + "label": "Hall", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 2494, + 2447, + 19917, + 10166, + 27715, + 101002, + 109251, + 192951, + 155606, + 89055, + 17209, + 109225, + 46536, + 52241, + 42650, + 46424, + 36916, + 143911, + 134077, + 102932, + 37380, + 58032, + 34001, + 58772, + 143034, + 184517 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 36600, + 88712, + 24794, + 27932, + 34411, + 27035, + 29581, + 7458, + 12096, + 5039, + 4684, + 3672, + 15180 + ] + }, + { + "label": "Hall", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 24492, + 108428, + 9676, + 31672, + 14749, + 8373, + 12671, + 64084, + 69653, + 54995, + 8409, + 13040, + 10004 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 14.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 5.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "own", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "grain", + "score": 2.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "OGR", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "onset", + "output_checked": true + }, + { + "concept": "etwa", + "score": 1.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "such", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "processed", + "output_checked": true + }, + { + "concept": "material", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "size", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "deformation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "reduction", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "kebanyakan", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Grain", + "score": 1.0, + "best_rank": 3, + "best_depth": 88.1, + "near_token": "of", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "aj", + "que", + "de", + "ap", + "en", + "er", + "al", + "im", + "p", + "emma", + "ani", + "ele", + "atus", + "man", + "uff", + "as", + "es", + "am", + "ais", + "err", + "ann", + "aw", + "ern", + "op", + "ist", + "v", + "ers", + "ip", + "ud", + "ry", + "her" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ay", + "ation", + "I", + "C", + "ot", + "S", + "T", + "A", + "l", + "and", + "in", + "of", + "om", + "th", + "e", + "im", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "est", + "P", + "be", + "em", + "T", + "ot", + "A", + "ation", + "om", + "th", + "and", + "l", + "im", + "e", + "ad", + "S", + "d", + "p", + "the", + "an", + "a", + "t", + "en", + "c", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "as", + "of" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "elective", + "occasional", + "specialized", + "various", + "either", + "North", + "eye", + "self", + "its", + "un", + "que", + "own", + "ness", + "open", + "able", + "e", + "l", + "of", + "and", + "a", + "t", + "en", + "p", + "end", + "ers", + "ation", + "an", + "ap", + "or", + "le", + "iz" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "own", + "K", + "en", + "a", + "an", + "l", + "or", + "que", + "ness", + "iz", + "C", + "T", + "able", + "k", + "ers", + "H", + "and", + "al", + "ap", + "e", + "able", + "le", + "p", + "ivity", + "s", + "eye", + "occasional", + "un", + "t", + "end", + "its" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "own", + "l", + "a", + "en", + "K", + "ers", + "iz", + "able", + "an", + "k", + "que", + "ness", + "specialized", + "end", + "various", + "un", + "t", + "and", + "ation", + "many", + "or", + "its", + "able", + "shock", + "humbled", + "North", + "ed", + "le" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "K", + "a", + "l", + "own", + "en", + "iz", + "k", + "able", + "ers", + "and", + "que", + "an", + "T", + "specialized", + "end", + "st", + "chst", + "owych", + "or", + "im", + "many", + "t", + "ness", + "mere", + "illi" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "own", + "K", + "la", + "iz", + "k", + "and", + "st", + "que", + "T", + "s", + "or", + "ness", + "ers", + "de", + "able", + "either", + "en", + "owych", + "nya", + "singular", + "le", + "iy", + "pro", + "par" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "K", + "l", + "la", + "own", + "a", + "iz", + "and", + "st", + "que", + "T", + "k", + "nya", + "de", + "s", + "uma", + "owych", + "ers", + "singular", + "or", + "par", + "able", + "ness", + "un" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "own", + "a", + "la", + "l", + "K", + "uma", + "iz", + "and", + "nya", + "st", + "k", + "s", + "que", + "singular", + "ers", + "or", + "owych", + "par", + "T", + "norte" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "la", + "a", + "que", + "st", + "s", + "an", + "K", + "le", + "many", + "or", + "t", + "either", + "par", + "uma", + "k", + "iz", + "and", + "p", + "titular", + "nya", + "un", + "c", + "b", + "the" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "K", + "ly", + "st", + "que", + "reduzir", + "iy", + "H", + "amassed", + "uma", + "iz", + "ElevatedButton", + "ialah", + "newly", + "acheter", + "single", + "helfen" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "de", + "ly", + "y", + "an", + "or", + "same", + "such", + "which", + "ed", + "le", + "d", + "iy", + "his", + "but", + "some", + "du", + "certain", + "s", + "it", + "rival", + "e", + "presumably", + "ous", + "est", + "wouldn", + "s", + "supposedly", + "world" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "a", + "ly", + "e", + "T", + "y", + "er", + "H", + "s", + "on", + "to", + "and", + "n", + "t", + "v", + "K", + "un", + "p", + "D", + "c", + "b", + "and", + "but", + "a", + "h", + "o", + "d", + "z", + "that", + "ed" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "a", + "T", + "s", + "y", + "e", + "an", + "er", + "t", + "v", + "p", + "un", + "ly", + "D", + "K", + "n", + "on", + "H", + "c", + "to", + "d", + "l", + "k", + "b", + "and", + "a", + "ed", + "but", + "h", + "in", + "that" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "a", + "C", + "T", + "an", + "and", + "y", + "t", + "s", + "v", + "K", + "p", + "D", + "k", + "un", + "e", + "what", + "er", + "but", + "d", + "n", + "l", + "c", + "on", + "because", + "m", + "a", + "to", + "f", + "ly", + "al", + "and" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "l", + "C", + "and", + "an", + "y", + "T", + "because", + "because", + "but", + "that", + "what", + "more", + "the", + "t", + "which", + "er", + "K", + "ed", + "their", + "or", + "so", + "such", + "its", + "k", + "D", + "Because", + "it", + "v", + "they" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "a", + "l", + "an", + "T", + "increase", + "and", + "increases", + "increased", + "able", + "P", + "increase", + "increasing", + "such", + "y", + "or", + "ability", + "increased", + "changes", + "resulting", + "Increase", + "its", + "change", + "more", + "greater", + "davantage" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "a", + "an", + "K", + "T", + "y", + "ability", + "its", + "ed", + "more", + "B", + "increase", + "e", + "D", + "able", + "increased", + "increases", + "more", + "resisting", + "their", + "his", + "t", + "p", + "increased", + "v", + "daha", + "harder", + "such" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "own", + "a", + "K", + "T", + "an", + "y", + "B", + "its", + "e", + "ability", + "D", + "resisting", + "ed", + "resistance", + "more", + "his", + "more", + "al", + "v", + "P", + "resists", + "p", + "resistant", + "M", + "Resistance", + "up", + "seemingly", + "R", + "t" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "own", + "C", + "ed", + "e", + "its", + "l", + "y", + "ing", + "a", + "K", + "p", + "v", + "T", + "his", + "an", + "ability", + "al", + "ly", + "D", + "jeho", + "resistance", + "P", + "on", + "get", + "B", + "h", + "her", + "jego", + "n", + "resisting" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "C", + "e", + "own", + "B", + "K", + "ed", + "its", + "resistance", + "a", + "resistencia", + "er", + "resistance", + "Resistance", + "resisting", + "Resistance", + "resistant", + "resistant", + "al", + "P", + "resistenza", + "resist", + "odpor", + "D", + "resist", + "ly", + "ing", + "T", + "his", + "an" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "Resistance", + "Resistance", + "resistance", + "resistance", + "resistencia", + "e", + "B", + "la", + "its", + "resistant", + "resisting", + "yield", + "resistant", + "er", + "resist", + "C", + "resist", + "yield", + "Increase", + "Its", + "increase", + "resistenza", + "Its", + "increased", + "increases" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Resistance", + "resistance", + "Resistance", + "resistance", + "resist", + "resistencia", + "resisting", + "Resist", + "resistenza", + "resist", + "resistant", + "resisted", + "resistant", + "resistances", + "resistente", + "resistentes", + "odpor", + "resistencias", + "resists", + "resistive", + "Resistant", + "ISTANCE" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Resistance", + "resistance", + "Resistance", + "resistance", + "resistencia", + "resist", + "resisting", + "a", + "Resist", + "resisted", + "resistant", + "resist", + "resistenza", + "P", + "resistencias", + "resistente", + "resistant", + "resistances", + "resists", + "Resistant", + "C", + "ISTANCE", + "la" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "rightarrow", + "Huguen", + "meningkatkan", + "ejemplos", + "ovvero", + "laquelle", + "stylesheet", + "sigui", + "toate", + "calorie", + "enqueue", + "Jangan", + "gesamten", + "Sunflower", + "Contoh" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 12.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "grain", + "score": 4.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "until", + "output_checked": true + }, + { + "concept": "uma", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "average", + "output_checked": true + }, + { + "concept": "deformation", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "Materials", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "halved", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "half", + "output_checked": true + }, + { + "concept": "reduction", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Grain", + "score": 1.0, + "best_rank": 4, + "best_depth": 88.1, + "near_token": "of", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-02__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-02__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-02__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-02__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-02__heatmap.png" + } + }, + { + "slug": "mechanism-name-grain-size-strength-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size strengthening 3", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "An ultrafine-grained steel yields at a higher stress than a coarse-grained specimen with the same composition and phase fractions.", + "prompt_tail": "An ultrafine-grained steel yields at a higher stress than a coarse-grained specimen with the same composition and phase fractions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size-strength", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " vấn", + "generated_token_ids": [ + 52898 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 712, + "best_depth": 61.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 329 + }, + { + "label": "Hall", + "best_rank": 4934, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 3663 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "apr", + "styling", + "Gottlieb", + "mesma", + "Hair", + "even", + "got", + "Edge", + "conde" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "GSM", + "apr", + "s", + "mesma", + "styling", + "asus", + "styles", + "mkdir", + "S", + "as", + "conde", + "Insert", + "cir", + "mixer", + "Enter", + "Weise", + "dit", + "param" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "mesma", + "Edge", + "Edge", + "Weise", + "apr", + "styling", + "EDGE", + "Insert", + "cfr", + "insert", + "Pek", + "s", + "Sus", + "arlos" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "Weise", + "Edge", + "s", + "S", + "apr", + "Edge", + "Hits", + "cfr", + "Pek", + "insert", + "Insert", + "styling", + "second", + "EDGE", + "joen", + "Tuy", + "sus" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "la", + "s", + "S", + "Pyr", + "Ashley", + "cens", + "Cens", + "empe", + "phis", + "ciri", + "ittle", + "Pending", + "pis", + "watering", + "Arjuna", + "DIN", + "Ashken", + "Ronald", + "insley", + "embarrass", + "cura", + "ait", + "restaur", + "atorias", + "CUL", + "Ashley", + "arson" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Estelle", + "empe", + "psi", + "handleError", + "spacing", + "pct", + "softmax", + "prolet", + "conveniently", + "issy", + "DIN", + "Accenture", + "Sorg", + "Rome", + "STI", + "affine", + "knn", + "agge", + "ngModel", + "osynthesis", + "acidified", + "unches", + "AGS", + "Arjuna", + "HTTPS", + "ukun", + "postgres" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "handleError", + "ukun", + "ngModel", + "yscale", + "Estelle", + "Sorg", + "unches", + "s", + "psi", + "empe", + "AGS", + "cyn", + "serialization", + "Appleton", + "itorial", + "ymi", + "aportan", + "osynthesis", + "Huffington", + "acidified", + "AlertDialog", + "addData", + "agge" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "hci", + "LOGGER", + "ciri", + "Stark", + "Cullen", + "kts", + "CCN", + "icure", + "ucker", + "cheats", + "ukun", + "usia", + "Pyr", + "Cui", + "cus", + "watering", + "Fort" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "Guad", + "hci", + "LOGGER", + "uzi", + "isjon", + "onuclear", + "icure", + "Pyr", + "OOP", + "lendemain", + "zure", + "Richardson", + "RON" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "H", + "CGPoint", + "rmt", + "Copyright", + "uales", + "uir", + "usus", + "Dougall", + "Grim", + "erweise", + "qdm", + "adors", + "ktional", + "ibaldi", + "BYTE", + "retval", + "outset", + "Charg" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "H", + "BYTE", + "eram", + "verwendet", + "uoso", + "ForEach", + "UPI", + "ophile", + "Rather", + "Everywhere", + "agad", + "Thar", + "suivants" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "a", + "que", + "and", + "entimes", + "H", + "om", + "o", + "tuttavia", + "T", + "usus", + "os", + "Mud", + "usted", + "udos" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "que", + "L", + "and", + "H", + "an", + "T", + "particularly", + "t", + "entimes", + "particularly", + "om", + "h", + "particulars", + "especially", + "CHAPTER", + "mut", + "ie", + "more", + "especially", + "esk", + "for", + "l", + "los" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "l", + "L", + "entimes", + "Accordingly", + "particularly", + "tuttavia", + "an", + "especially", + "particularly", + "esha", + "seseorang", + "memperoleh", + "hov" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "l", + "que", + "an", + "Accordingly", + "xref", + "issimo", + "entimes", + "person", + "hov", + "darg", + "esha", + "necessitating", + "omia", + "excellent", + "MEX", + "GROUP", + "versus", + "CHAPTER", + "typescript", + "ifiably", + "par" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "a", + "l", + "que", + "an", + "es", + "ized", + "ly", + "versus", + "excellent", + "indeed", + "le", + "esz", + "such", + "isy", + "ization", + "the", + "issimo", + "Bluest", + "hwa", + "kort", + "typescript", + "Knowledge", + "Excellent", + "GROUP" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "l", + "an", + "es", + "more", + "e", + "excellent", + "ly", + "such", + "indeed", + "ized", + "isy", + "deshalb", + "therefore", + "Hence", + "therefore", + "Bluest" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "Hence", + "hence", + "deshalb", + "Such", + "hence", + "Accordingly", + "therefore", + "Therefore", + "L", + "Therefore", + "indeed", + "example", + "Hence", + "ALITY", + "therefore", + "alit", + "Consequently" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "Hence", + "Such", + "hence", + "hence", + "ly", + "Berikut", + "regretted", + "whatnot", + "Regression", + "la", + "Hence", + "why" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "Such", + "Hence", + "hence", + "deshalb", + "Differences", + "Consequently", + "Berikut", + "regretted", + "whatnot", + "Below", + "Such", + "hence", + "ly", + "This", + "Kok", + "Interestingly", + "Regression", + "consequently", + "richer", + "Experiments" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "Yield", + "yield", + "la", + "Yield", + "yield", + "L", + "yielded", + "regretted", + "yielding", + "Surprisingly", + "Hence", + "Interestingly", + "obeying", + "Surprisingly", + "Phenomena", + "Such", + "ihilation", + "SRC", + "Such", + "forces", + "strength", + "Consequently", + "ructures", + "Differences", + "Strength" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "yield", + "Yield", + "Yield", + "yield", + "yielding", + "yielded", + "yielding", + "yields", + "setTo", + "Surprisingly", + "IELD", + "relinquished", + "Consequently", + "Hence", + "htar", + "Surprisingly", + "oggetto", + "obeying", + "VIDENCE", + "Differences", + "HERE", + "This", + "Dislocations", + "GIVE", + "SYS", + "immig" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "Yield", + "yield", + "yield", + "Yield", + "yielded", + "yielding", + "yielding", + "yields", + "IELD", + "rendement", + "YT", + "Yukawa", + "capit", + "ergeben", + "rendimiento", + "ield", + "YouTube", + "YAML", + "Youth", + "yld", + "youtube", + "surrendered", + "Youtube", + "ye", + "yoga", + "Youtube", + "GIVE", + "Yoga" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "yield", + "Yield", + "Yield", + "yield", + "yielding", + "yielded", + "yielding", + "yields", + "la", + "IELD", + "bowing", + "ield", + "Higher", + "capit", + "onnage", + "iyu", + "Give", + "GPa", + "pyplot", + "bow", + "YAML", + "bigg" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Yield", + "Yield", + "yielding", + "yield", + "yielded", + "Ye", + "yielding", + "YE", + "yield", + "Yamada", + "Yacht", + "Ye", + "Yeh", + "ield", + "Ying", + "costing", + "Yeh", + "Yoshida", + "Yaw", + "IELD", + "Bow", + "Yates", + "Yo", + "Yen" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "ikuti", + "Hence", + "Entonces", + "This", + "strcpy", + "deletion", + "Therefore", + "convexity", + "concept", + "HIF", + "dissolution", + "difference", + "To", + "Idea", + "dialing", + "dated", + "alcoholism", + "currentIndex", + "ChatGPT", + "setVelocity", + "An", + "passport", + "HPLC", + "phosphorylation", + "Entonces", + "Its" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 34495, + 76948, + 103288, + 83676, + 170488, + 170738, + 118700, + 162480, + 182142, + 190523, + 109442, + 30142, + 15960, + 4404, + 1976, + 713, + 1338, + 6522, + 5913, + 3451, + 4622, + 4672, + 66213, + 5948, + 23894, + 13569 + ] + }, + { + "label": "Hall", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 3804, + 5782, + 26223, + 15862, + 72344, + 120077, + 145802, + 181439, + 146532, + 25625, + 28393, + 82493, + 108954, + 159511, + 126416, + 105664, + 85921, + 138223, + 35034, + 19103, + 5329, + 14619, + 4935, + 67020, + 106873, + 77704 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 71736, + 147622, + 26141, + 38497, + 54566, + 21889, + 13846, + 24347, + 1759, + 1068, + 330, + 643, + 34933 + ] + }, + { + "label": "Hall", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 93739, + 95658, + 7130, + 40190, + 29753, + 7216, + 5081, + 3664, + 31722, + 27108, + 18543, + 4880, + 5292 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 9.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 3.0, + "best_rank": 1, + "best_depth": 64.4, + "near_token": "ultraf", + "output_checked": true + }, + { + "concept": "own", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Hall", + "score": 2.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Copyright", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "yields", + "output_checked": true + }, + { + "concept": "specimens", + "score": 1.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "nhanh", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "ultraf", + "output_checked": true + }, + { + "concept": "chemical", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "etc", + "score": 1.0, + "best_rank": 7, + "best_depth": 76.3, + "near_token": "An", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "ano", + "ani", + "im", + "er", + "de", + "que", + "fasted", + "been", + "ly", + "as", + "v", + "ale", + "err", + "ty", + "era", + "fab", + "asma", + "absorbed", + "estejam" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "C", + "I", + "T", + "A", + "im", + "e", + "S", + "ot", + "to", + "of", + "as", + "in", + "l", + "and", + "th", + "om", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "em", + "be", + "I", + "ation", + "ot", + "S", + "T", + "A", + "th", + "l", + "of", + "and", + "e", + "om", + "im", + "ad", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "ever", + "various", + "able", + "either", + "own", + "ness", + "open", + "kind", + "ings", + "que", + "un", + "able", + "its", + "other", + "self", + "les", + "l", + "and", + "d", + "of", + "a", + "t", + "en", + "p", + "ers", + "an", + "e", + "ation", + "or", + "end", + "le", + "iz" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "S", + "T", + "or", + "l", + "a", + "an", + "en", + "own", + "able", + "iz", + "H", + "le", + "able", + "ers", + "end", + "O", + "various", + "ings", + "que", + "ation", + "C", + "malah", + "un", + "al", + "ness", + "k", + "ivity", + "elective" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "l", + "own", + "able", + "an", + "iz", + "end", + "K", + "ers", + "various", + "able", + "un", + "specialized", + "ed", + "owych", + "le", + "ation", + "S", + "mellan", + "humbled", + "many", + "est", + "t", + "que", + "its" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "an", + "iz", + "S", + "ers", + "able", + "end", + "K", + "owych", + "un", + "various", + "ation", + "le", + "specialized", + "able", + "humbled", + "many", + "que", + "t", + "us" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "own", + "iz", + "que", + "en", + "le", + "an", + "s", + "able", + "either", + "end", + "and", + "or", + "able", + "owych", + "t", + "ers", + "par", + "K", + "irritating", + "ano", + "um", + "pro", + "la" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "own", + "iz", + "la", + "and", + "que", + "s", + "K", + "le", + "either", + "t", + "par", + "en", + "pro", + "ines", + "or", + "end", + "owych", + "um", + "irritating", + "un" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "own", + "iz", + "la", + "uma", + "que", + "K", + "s", + "um", + "ines", + "irritating", + "par", + "owych", + "and", + "le", + "newItem", + "Rudd", + "t", + "humid" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "que", + "both", + "s", + "iz", + "an", + "la", + "uma", + "t", + "either", + "um", + "legendary", + "le", + "many", + "their", + "ly", + "reduzir", + "its", + "eighty", + "charming", + "st" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "both", + "uma", + "even", + "glamorous", + "either", + "coveted", + "que", + "legendary", + "tandis", + "famed", + "many" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "de", + "an", + "or", + "even", + "of", + "and", + "by", + "its", + "ly", + "le", + "multi", + "such", + "d", + "his", + "high", + "the", + "it", + "sub", + "during", + "as", + "specific", + "some", + "both", + "e", + "semi", + "at" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "and", + "an", + "ly", + "because", + "because", + "of", + "and", + "during", + "C", + "by", + "various", + "able", + "would", + "its", + "or", + "taobao", + "y", + "karena", + "that", + "hbox", + "on", + "his", + "nya", + "even", + "many", + "e", + "during" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "a", + "and", + "C", + "an", + "s", + "y", + "T", + "v", + "ly", + "K", + "p", + "e", + "t", + "and", + "because", + "n", + "its", + "get", + "it", + "because", + "un", + "despite", + "that", + "d", + "on", + "that", + "er", + "c", + "or", + "of" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "C", + "and", + "an", + "T", + "y", + "K", + "such", + "t", + "because", + "v", + "s", + "the", + "its", + "k", + "some", + "it", + "p", + "because", + "D", + "many", + "that", + "n", + "although", + "but", + "and", + "d", + "what", + "Because", + "ly", + "un" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "and", + "an", + "C", + "the", + "because", + "such", + "that", + "T", + "l", + "K", + "because", + "more", + "Because", + "Because", + "y", + "some", + "what", + "That", + "but", + "many", + "which", + "so", + "D", + "this", + "able", + "that", + "of", + "Therefore", + "their" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "a", + "and", + "C", + "an", + "such", + "able", + "T", + "H", + "L", + "Therefore", + "more", + "the", + "Such", + "either", + "because", + "B", + "D", + "This", + "Moreover", + "its", + "or", + "Generally", + "resulting", + "Generally", + "ability", + "it", + "that" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "a", + "an", + "such", + "ability", + "T", + "because", + "y", + "more", + "because", + "increases", + "increases", + "which", + "its", + "up", + "able", + "increase", + "more", + "daha", + "why", + "begin" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "y", + "such", + "K", + "ability", + "T", + "a", + "increases", + "because", + "up", + "get", + "and", + "an", + "because", + "which", + "fetchall", + "B", + "al", + "begin", + "necessarily", + "Y", + "more", + "higher", + "isRequired", + "D", + "higher" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "own", + "yield", + "yield", + "y", + "e", + "and", + "l", + "Yield", + "yielding", + "ing", + "ed", + "yields", + "p", + "Yield", + "get", + "yielded", + "ability", + "D", + "such", + "on", + "yielding", + "after", + "n", + "ddagger", + "onset", + "o", + "v", + "al", + "which", + "Y" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "C", + "B", + "yield", + "yield", + "Yield", + "ing", + "and", + "y", + "yielding", + "Yield", + "yields", + "yielded", + "ed", + "e", + "yielding", + "al", + "on", + "ly", + "D", + "o", + "each", + "i", + "surrender", + "v", + "a", + "to", + "p", + "Y", + "all", + "giveaway" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "Yield", + "yielding", + "yields", + "yield", + "yield", + "Yield", + "yielded", + "yielding", + "own", + "IELD", + "getY", + "surrender", + "yle", + "yld", + "rendimiento", + "ield", + "rendement", + "Y", + "ye", + "Youth", + "YouTube", + "y", + "ergeben", + "Yoga", + "YAML", + "Ye" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "yield", + "Yield", + "Yield", + "yielding", + "yield", + "yielding", + "yielded", + "yields", + "IELD", + "surrender", + "ield", + "ergeben", + "B", + "bowing", + "yi", + "uma", + "Yale", + "ced", + "getY", + "Yates", + "yle", + "YE", + "Bow", + "ye" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "la", + "Yield", + "Yield", + "yielding", + "yield", + "de", + "yielding", + "yielded", + "Ye", + "C", + "IELD", + "yield", + "Ye", + "YE", + "uma", + "Yacht", + "yields", + "Yates", + "H", + "Bow", + "ye", + "Y", + "Yee", + "Yoga", + "Youth", + "Yeh", + "YouTube" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "ikuti", + "Hence", + "Entonces", + "This", + "strcpy", + "deletion", + "Therefore", + "convexity", + "concept", + "HIF", + "dissolution", + "difference", + "To", + "Idea", + "dialing", + "dated", + "alcoholism", + "currentIndex", + "ChatGPT", + "setVelocity", + "An", + "passport", + "HPLC", + "phosphorylation", + "Entonces", + "Its" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 5.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "An", + "output_checked": true + }, + { + "concept": "uma", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "coarse", + "output_checked": true + }, + { + "concept": "Hall", + "score": 2.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "even", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "removes", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "assemblage", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "volume", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "fractions", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-03__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-03__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-03__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-03__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-03__heatmap.png" + } + }, + { + "slug": "mechanism-name-grain-size-strength-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size strengthening 4", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Repeated rolling and recrystallization create many small crystallites. Moving line defects encounter interfaces more frequently, and the measured yield stress rises.", + "prompt_tail": "ted rolling and recrystallization create many small crystallites. Moving line defects encounter interfaces more frequently, and the measured yield stress rises.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size-strength", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 50, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 189 + }, + { + "label": "Hall", + "best_rank": 0, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": true, + "best_pos": 27, + "logit_lens_best_rank": 0 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "styling", + "same", + "Gottlieb", + "apr", + "mesma", + "got", + "iraj", + "Edge", + "Edge", + "even", + "Hair" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "s", + "GSM", + "S", + "styles", + "apr", + "styling", + "Insert", + "mkdir", + "Edge", + "Enter", + "cir", + "mixer", + "la", + "mesma", + "param", + "Weise", + "Edge", + "EDGE", + "asus", + "conde" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "Edge", + "Weise", + "apr", + "ashe", + "Edge", + "Insert", + "styling", + "cfr", + "S", + "Tuy", + "styling", + "EDGE", + "jenis", + "verg" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "S", + "s", + "mesma", + "Weise", + "Edge", + "apr", + "Edge", + "Hits", + "styling", + "cfr", + "second", + "Insert", + "Pek", + "sus", + "joen", + "insert", + "EDGE", + "arlos", + "top", + "even" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "Cuy", + "cens", + "pis", + "Cens", + "ciri", + "watering", + "Pyr", + "Pending", + "S", + "phis", + "dui", + "Pend", + "uts", + "ait", + "cura", + "pinned", + "ruari", + "Ronald", + "Holloway", + "artis", + "appelle" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "psi", + "Estelle", + "s", + "handleError", + "Sorg", + "empe", + "prolet", + "softmax", + "issy", + "ngModel", + "unches", + "conveniently", + "pct", + "spacing", + "HTTPS", + "ukun", + "affine", + "agge", + "DIN", + "ijs", + "cyn" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ngModel", + "Estelle", + "Sorg", + "psi", + "handleError", + "yscale", + "ukun", + "serialization", + "itorial", + "empe", + "unches", + "osynthesis", + "AGS", + "cyn", + "aportan", + "addData", + "Appleton", + "AlertDialog", + "ymi", + "acidified", + "agge" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "Cullen", + "hci", + "Stark", + "Cui", + "ciri", + "CCN", + "icure", + "LOGGER", + "cus", + "ciation", + "kts", + "cheats", + "dui", + "CU", + "watering", + "CUDA", + "Puch", + "Pyr", + "trava" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "Cui", + "cuy", + "fort", + "Cullen", + "Cud", + "onuclear", + "CU", + "usia", + "kuk", + "dui", + "Guad", + "lendemain", + "Cuff", + "CU", + "isjon", + "DUI", + "endenti", + "OfThe", + "ATEST" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "usus", + "StringBuilder", + "Guangdong", + "Gruntfile", + "slimmer", + "fontsize", + "postings", + "ktional", + "endenti", + "ForEach", + "rmt", + "pile" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "P", + "BYTE", + "ophile", + "unfair", + "stal", + "William", + "os", + "Biden", + "Rather", + "gca", + "Everywhere", + "onload", + "Copyright" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "s", + "a", + "que", + "os", + "om", + "usus", + "igil", + "PWD", + "usted", + "o", + "istiwa", + "ovable", + "st", + "Maui", + "tuttavia", + "us", + "Rather", + "veys", + "ie" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "que", + "s", + "L", + "l", + "T", + "H", + "an", + "more", + "t", + "ie", + "os", + "om", + "out", + "others", + "o", + "los", + "others", + "poco", + "for", + "ways", + "otras", + "oc", + "st", + "es" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "l", + "ing", + "s", + "t", + "an", + "os", + "o", + "entimes", + "om", + "more", + "es", + "cuya", + "ie", + "T", + "sus", + "los", + "especially", + "esh" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "que", + "l", + "s", + "an", + "t", + "es", + "os", + "ized", + "le", + "ing", + "es", + "more", + "un", + "s", + "los", + "ings", + "tom", + "el", + "o", + "re", + "par", + "esh", + "esha", + "cu", + "om", + "rec" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "l", + "a", + "que", + "an", + "s", + "ized", + "le", + "ly", + "more", + "es", + "ization", + "es", + "esz", + "the", + "s", + "rec", + "of", + "re", + "cu", + "un", + "escue", + "el", + "esh", + "weg", + "izations" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "que", + "a", + "l", + "an", + "more", + "es", + "s", + "le", + "ized", + "rec", + "el", + "therefore", + "indeed", + "ly", + "esh", + "hence", + "los", + "par" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "l", + "thus", + "hence", + "therefore", + "deshalb", + "hence", + "Consequently", + "Hence", + "consequently", + "therefore", + "thereby" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "la", + "hence", + "S", + "Explanation", + "L", + "thus", + "Explanation", + "decre", + "therefore", + "hence", + "increases", + "Hence", + "kens" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "la", + "hence", + "consequ", + "L", + "Explanation", + "S", + "reinforcement", + "Explanation", + "hence", + "consecuencia", + "attribut", + "Improves", + "Indeed", + "thus", + "harder", + "increased", + "explanation" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "la", + "Strengthening", + "stre", + "strengthening", + "Strengthen", + "strength", + "strengthened", + "Strength", + "Dislocations", + "strengthens", + "S", + "fortale", + "stronger", + "Stre", + "Explanation", + "strengthen", + "benefits", + "reinforcement", + "Strength", + "streak", + "reinforces", + "toug", + "so", + "consequ", + "attribut" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "grain", + "H", + "grain", + "and", + "Grain", + "que", + "Grain", + "strengthening", + "Strengthening", + "strengthen", + "grains", + "grains", + "hardening", + "grained", + "dislocation", + "reinforcement", + "strengthened", + "stre", + "Explanation", + "strengthens", + "gran", + "stronger", + "workday", + "explain", + "strength" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "Hall", + "Hall", + "hall", + "hall", + "HALL", + "HALL", + "hallar", + "halls", + "hallway", + "Halls", + "H", + "hallucinations", + "grain", + "Grain", + "grain", + "halluc", + "Grain", + "Haller", + "hallucin", + "hallways", + "halla", + "Halle", + "Hallmark", + "Hallo" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Hall", + "Hall", + "hall", + "hallar", + "hall", + "HALL", + "HALL", + "hallway", + "halls", + "H", + "grain", + "hallucin", + "hallucinations", + "grain", + "grains", + "SPD", + "halluc", + "Grain", + "Halls", + "Grain", + "grains", + "stre", + "strengthens" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Hall", + "Hall", + "Hal", + "Hal", + "hall", + "hall", + "H", + "hallar", + "HALL", + "Halls", + "Haller", + "hallway", + "halls", + "HALL", + "S", + "hallucin", + "hallucinations", + "hal", + "HAL" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "rd", + "ell", + "GoString", + "Cite", + "renia", + "keras", + "Confira", + "fist", + "rade", + "senare", + "setRoi", + "hardship", + "Congolese", + "gereken", + "speeding", + "Rhodes", + "jogs", + "houseplants" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 42170, + 92122, + 88525, + 95147, + 165052, + 160246, + 112835, + 176596, + 183621, + 176016, + 89197, + 31765, + 8414, + 1032, + 305, + 76, + 188, + 1036, + 473, + 113, + 203, + 51, + 591, + 52, + 12468, + 32001 + ] + }, + { + "label": "Hall", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 2785, + 2392, + 39945, + 11346, + 69191, + 143014, + 129651, + 198446, + 225336, + 108104, + 27928, + 112720, + 55662, + 67922, + 31056, + 31282, + 17695, + 56127, + 23117, + 15292, + 1920, + 160, + 1, + 1, + 1, + 1773 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 33231, + 63052, + 12577, + 38062, + 29083, + 18417, + 16768, + 14191, + 1033, + 395, + 190, + 211, + 8296 + ] + }, + { + "label": "Hall", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 22637, + 21099, + 1826, + 12519, + 11976, + 3980, + 3159, + 592, + 7419, + 1798, + 408, + 19, + 1 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 7.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "than", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "more", + "output_checked": true + }, + { + "concept": "Hall", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "etwa", + "score": 1.0, + "best_rank": 3, + "best_depth": 47.5, + "near_token": "yield", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "ele", + "er", + "le", + "n", + "aj", + "que", + "ap", + "ry", + "man", + "ty", + "ina", + "ani", + "op", + "de", + "im", + "v", + "al", + "ad", + "all", + "ip", + "an", + "es", + "as", + "la", + "am", + "e", + "ly", + "ist" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ation", + "C", + "A", + "I", + "S", + "im", + "ot", + "T", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "pro", + "un", + "P", + "est", + "A", + "T", + "ation", + "em", + "e", + "om", + "l", + "th", + "ad", + "im", + "S", + "ot", + "al", + "d", + "the", + "p", + "a", + "t", + "en", + "c", + "ic", + "ing", + "b", + "ou", + "as", + "ion", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "C", + "S", + "ation", + "en", + "a", + "of", + "and", + "iz", + "le", + "end", + "or", + "its", + "que", + "own", + "able", + "ers", + "an", + "l", + "self", + "ap", + "under", + "ings", + "other", + "al", + "p", + "e", + "t", + "ad", + "est", + "able", + "his" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "H", + "S", + "que", + "own", + "l", + "en", + "an", + "or", + "a", + "k", + "ers", + "C", + "le", + "un", + "O", + "able", + "p", + "ap", + "ation", + "t", + "iz", + "al", + "of", + "e", + "end", + "ness", + "able", + "its", + "ivity", + "shock", + "s" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "l", + "en", + "a", + "own", + "que", + "an", + "ed", + "un", + "k", + "ers", + "or", + "t", + "ation", + "specialized", + "h", + "iz", + "able", + "its", + "various", + "many", + "p", + "ic", + "shock", + "ap", + "end", + "le", + "North" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "own", + "l", + "a", + "en", + "an", + "que", + "k", + "or", + "ers", + "iz", + "t", + "many", + "specialized", + "le", + "im", + "its", + "North", + "H", + "s", + "un", + "p", + "and", + "end", + "e", + "chst", + "various", + "ap", + "ation", + "of", + "st" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "la", + "own", + "que", + "st", + "k", + "iz", + "de", + "s", + "or", + "an", + "and", + "either", + "H", + "en", + "t", + "par", + "le", + "T", + "singular", + "un", + "mere", + "p", + "c", + "b", + "pro" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "la", + "own", + "que", + "and", + "de", + "iz", + "s", + "k", + "H", + "or", + "st", + "t", + "par", + "an", + "un", + "le", + "uma", + "either", + "chst", + "K", + "singular", + "p" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "la", + "iz", + "s", + "and", + "uma", + "own", + "or", + "par", + "que", + "k", + "st", + "t", + "le", + "p", + "nya", + "chst", + "multi", + "of", + "un", + "singular" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "la", + "s", + "an", + "or", + "uma", + "st", + "par", + "both", + "f", + "p", + "t", + "of", + "many", + "le", + "H", + "k", + "its", + "charming", + "d", + "and", + "titular", + "legendary", + "Sh", + "the" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "H", + "la", + "an", + "the", + "uma", + "or", + "legendary", + "le", + "garnered", + "its", + "s", + "as", + "semi", + "ly", + "multi", + "par", + "popular" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "de", + "an", + "or", + "even", + "y", + "the", + "some", + "of", + "his", + "le", + "local", + "instead", + "but", + "at", + "so", + "similar", + "d", + "ly", + "high", + "its", + "more", + "after", + "rather", + "non", + "sub", + "hit", + "just", + "post", + "same", + "like" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "C", + "and", + "ly", + "y", + "T", + "er", + "H", + "e", + "and", + "on", + "an", + "of", + "to", + "v", + "n", + "o", + "p", + "s", + "a", + "ally", + "ed", + "un", + "al", + "but", + "D", + "t", + "as", + "that", + "in", + "the" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "a", + "l", + "T", + "and", + "s", + "y", + "an", + "H", + "e", + "er", + "D", + "v", + "un", + "t", + "and", + "p", + "K", + "n", + "on", + "ly", + "to", + "d", + "which", + "c", + "that", + "the", + "in", + "that", + "z", + "get", + "l" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "a", + "C", + "T", + "and", + "an", + "y", + "K", + "s", + "t", + "un", + "D", + "v", + "p", + "and", + "e", + "er", + "k", + "n", + "such", + "al", + "d", + "c", + "ly", + "to", + "l", + "the", + "on", + "ic", + "i", + "B", + "that" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "a", + "and", + "T", + "l", + "y", + "an", + "s", + "K", + "because", + "such", + "D", + "H", + "t", + "ed", + "more", + "un", + "er", + "the", + "al", + "so", + "because", + "by", + "v", + "that", + "that", + "and", + "but", + "Because", + "what" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "T", + "an", + "L", + "H", + "and", + "a", + "K", + "B", + "D", + "S", + "such", + "P", + "increases", + "increase", + "Therefore", + "Therefore", + "A", + "R", + "G", + "N", + "more", + "V", + "M", + "thereby", + "able" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "a", + "T", + "an", + "K", + "up", + "D", + "ed", + "increase", + "B", + "increases", + "increase", + "y", + "n", + "hbox", + "increases", + "p", + "more", + "t", + "N", + "L", + "so", + "get", + "improve", + "increased", + "M", + "UNSIGNED", + "al" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "ed", + "K", + "T", + "own", + "D", + "B", + "H", + "y", + "n", + "hbox", + "increase", + "a", + "increases", + "up", + "increases", + "increase", + "p", + "UNSIGNED", + "get", + "an", + "age", + "so", + "N", + "more", + "t", + "improve", + "nytimes" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "l", + "ed", + "own", + "stre", + "B", + "strengthen", + "y", + "Stre", + "strengthening", + "e", + "n", + "get", + "K", + "al", + "D", + "p", + "ing", + "strengthens", + "strengthened", + "a", + "RENGTH", + "age", + "strength", + "to", + "m", + "L", + "t", + "id", + "o", + "i", + "nan" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "C", + "ed", + "grain", + "H", + "grain", + "que", + "a", + "Grain", + "Grain", + "al", + "l", + "y", + "B", + "stre", + "K", + "strengthen", + "Hall", + "grains", + "an", + "strengthening", + "own", + "D", + "grained", + "ing", + "age", + "and", + "refine", + "work", + "n", + "Stre", + "grains", + "have" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "Hall", + "Hall", + "hall", + "HALL", + "hall", + "HALL", + "halls", + "hallucinations", + "Halls", + "hallar", + "Hallmark", + "halluc", + "hallway", + "grain", + "Grain", + "hallucin", + "Grain", + "Halle", + "Hallo", + "halle", + "grain", + "Haller", + "H", + "hallways" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Hall", + "Hall", + "hall", + "HALL", + "hall", + "HALL", + "halls", + "hallar", + "grain", + "Halls", + "hallucinations", + "hallway", + "Grain", + "hallucin", + "Grain", + "halluc", + "grains", + "halle", + "grain", + "Hallo", + "Holl" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Hall", + "Hall", + "H", + "hall", + "Hal", + "hall", + "Hal", + "HALL", + "C", + "Halls", + "HAL", + "HALL", + "hallar", + "hal", + "HAL", + "Haller", + "hallucin", + "hal", + "halls", + "Hallmark", + "Halle", + "halla", + "hallucinations", + "Hallo" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "rd", + "ell", + "GoString", + "Cite", + "renia", + "keras", + "Confira", + "fist", + "rade", + "senare", + "setRoi", + "hardship", + "Congolese", + "gereken", + "speeding", + "Rhodes", + "jogs", + "houseplants" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 14.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "Repe", + "output_checked": true + }, + { + "concept": "uma", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "rolling", + "output_checked": true + }, + { + "concept": "than", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "more", + "output_checked": true + }, + { + "concept": "grain", + "score": 1.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "refinement", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pile", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "According", + "score": 1.0, + "best_rank": 2, + "best_depth": 52.5, + "near_token": "Repe", + "output_checked": true + }, + { + "concept": "encounters", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "encounter", + "output_checked": true + }, + { + "concept": "Hall", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-04__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-04__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-04__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-04__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-04__heatmap.png" + } + }, + { + "slug": "mechanism-name-grain-size-strength-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size strengthening 5", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A metal with coarse crystallites is compared with an otherwise identical fine-crystallite version. The refined material better resists the start of irreversible strain.", + "prompt_tail": "with coarse crystallites is compared with an otherwise identical fine-crystallite version. The refined material better resists the start of irreversible strain.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size-strength", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 59, + "best_depth": 61.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 6007 + }, + { + "label": "Hall", + "best_rank": 20004, + "best_depth": 40.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 6544 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "got", + "apr", + "mesma", + "ListItemIcon", + "Charm", + "un", + "Farr" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "S", + "s", + "mkdir", + "GSM", + "styles", + "styling", + "apr", + "Insert", + "Enter", + "conde", + "Edge", + "param", + "a", + "cir", + "mixer", + "Weise", + "EDGE", + "mesma", + "as", + "ipo", + "asus", + "Edge" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "apr", + "Edge", + "Weise", + "Edge", + "styling", + "Insert", + "EDGE", + "insert", + "Hits", + "S", + "cfr", + "Pek" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "mesma", + "S", + "Weise", + "Edge", + "Hits", + "apr", + "Edge", + "cfr", + "Pek", + "insert", + "second", + "sus", + "Insert", + "joen", + "EDGE", + "arlos", + "styling", + "ashe" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "la", + "s", + "Pyr", + "empe", + "Cens", + "cens", + "watering", + "ciri", + "Ronald", + "CUL", + "CCN", + "LOGGER", + "kts", + "Rome", + "CY", + "postgres", + "Cuy", + "Slowly", + "restaur", + "DIN", + "iap", + "ertas", + "Eddie", + "centerY", + "Arjuna", + "ait" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "Estelle", + "Sorg", + "softmax", + "s", + "empe", + "Rome", + "HTTPS", + "ngModel", + "pct", + "psi", + "issy", + "affine", + "iorum", + "ObjectURL", + "ukun", + "Emilia", + "agge", + "spacing", + "AGS", + "STI", + "acidified", + "handleError", + "tts", + "sinx", + "adrenaline" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "s", + "ngModel", + "ukun", + "Sorg", + "Estelle", + "empe", + "AGS", + "yscale", + "acidified", + "iorum", + "agge", + "RHS", + "HTTPS", + "Appleton", + "setValue", + "handleError", + "addData", + "unches", + "psi", + "affine", + "kts", + "osynthesis", + "cyn" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "hci", + "atro", + "Stark", + "Puch", + "estab", + "LOGGER", + "Slowly", + "Rome", + "CCN", + "empe", + "achat", + "Ronald", + "ukun", + "etty", + "xmlns", + "Pyr", + "setValue" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "atro", + "hci", + "Slowly", + "estab", + "Smiling", + "OOP", + "Pyr", + "CGPoint", + "LOGGER", + "usia", + "Gustave", + "Couple", + "Richardson", + "Guangdong", + "Grun", + "opedia" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "Slowly", + "StringBuilder", + "ralent", + "Gruntfile", + "slimmer", + "ibaldi", + "Guangdong", + "Lol", + "BYTE", + "Synopsis", + "Faker", + "GTG", + "usus", + "rmt", + "opedia" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "H", + "BYTE", + "StringBuilder", + "CGPoint", + "ophile", + "sfida", + "Biden", + "stal", + "ogly", + "opaque", + "Rather", + "scrambling", + "onload", + "Copyright", + "Founded", + "Princeton" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "que", + "usted", + "atience", + "tuttavia", + "PWD", + "udos", + "oubliez", + "ikuwa", + "thymeleaf", + "puedo", + "enorm", + "amid", + "entimes", + "boleh", + "usus", + "L", + "implantation", + "formas", + "unequiv" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "L", + "a", + "and", + "funcionarios", + "enorm", + "tuttavia", + "ie", + "PWD", + "H", + "hegan", + "T", + "etwa", + "daraus", + "such", + "Especially" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "etwa", + "entimes", + "tuttavia", + "OwnProperty", + "cuya", + "escue", + "relativi", + "gehend", + "funcionarios", + "outez", + "painstaking", + "an", + "memerlukan", + "ie" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "an", + "escue", + "memerlukan", + "ings", + "isy", + "ifai", + "initialization", + "geois", + "Fatalf", + "ostasis", + "es", + "codebase", + "wym", + "uzys", + "exceso", + "OwnProperty", + "requisitos", + "ized", + "ization", + "ie" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "a", + "que", + "ly", + "ization", + "isy", + "escue", + "ized", + "initialization", + "es", + "esz", + "Bluest", + "memperoleh", + "ium", + "bly", + "esia", + "uzys", + "exceso", + "versus", + "ahun", + "getContext", + "icosia", + "issimo", + "dali", + "of", + "ilation" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "ly", + "ized", + "isy", + "its", + "ization", + "es", + "awara", + "bly", + "an", + "exceso", + "question", + "Bluest", + "othesis", + "excellent", + "yolu", + "versus", + "escue", + "idee", + "icosia", + "esz", + "memperoleh" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "a", + "hence", + "Andres", + "Yet", + "ly", + "Initially", + "consequ", + "Ank", + "Hence", + "Such", + "deshalb", + "isy", + "getRed", + "melawan", + "kort", + "initialization", + "initial", + "el" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "l", + "T", + "a", + "B", + "L", + "S", + "ly", + "C", + "begin", + "beginnings", + "awara", + "zarar", + "begins", + "startTime", + "inadequate", + "insuffis", + "Corruption", + "el", + "hence", + "initiation", + "start", + "inne" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "T", + "a", + "L", + "C", + "S", + "B", + "beginnings", + "begin", + "ly", + "begins", + "an", + "onset", + "the", + "start", + "initiation", + "irreversible", + "startTime", + "E", + "inne", + "inicio", + "insuffis", + "el" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "la", + "L", + "T", + "l", + "C", + "a", + "onset", + "S", + "onset", + "startTime", + "B", + "Onset", + "beginnings", + "Yield", + "yield", + "insuffis", + "start", + "costes", + "begins", + "an", + "SRC", + "begy", + "Inicio", + "irreversible" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "T", + "a", + "que", + "de", + "onset", + "onset", + "L", + "el", + "start", + "an", + "beginnings", + "startTime", + "begins", + "S", + "overd", + "n", + "Onset", + "es", + "Yield", + "inicio", + "yield", + "le", + "begin", + "los", + "s", + "b" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "onset", + "Permanent", + "permanent", + "onset", + "yield", + "Yield", + "permanent", + "yield", + "permanente", + "perman", + "perman", + "de", + "T", + "L", + "inicio", + "Perman", + "Onset", + "Yield", + "Perman", + "Inicio", + "Permanent", + "startTime", + "permanently", + "dauer", + "Permanente", + "inicios", + "start", + "Inicio" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "irreversible", + "Ir", + "Ir", + "irre", + "irrevers", + "irreducible", + "Irving", + "start", + "irre", + "ir", + "IR", + "irrever", + "ir", + "irrevocable", + "versible", + "start", + "Start", + "irradiance", + "IR", + "IRC", + "Start", + "iridescent", + "Irwin", + "irin", + "irr", + "iridium", + "Irina", + "IRC", + "Irradiation" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Ir", + "la", + "Ir", + "irreversible", + "irre", + "irrevers", + "Irving", + "irreducible", + "irrever", + "irradiance", + "versible", + "ir", + "Irwin", + "IR", + "IRY", + "ir", + "irrevocable", + "Irr", + "Irradiation", + "Irvine", + "IRR", + "Irina", + "IR", + "irre", + "IRC", + "Irene", + "Irr" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "e", + "followed", + "Namely", + "membros", + "through", + "conduire", + "Likewise", + "Which", + "tandis", + "Therefore", + "Specifically", + "conseils", + "Kemudian", + "Misalnya", + "ATPase", + "subsequently", + "Olha", + "and", + "respectively", + "contents", + "comienzo", + "either", + "onset", + "notch" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 38734, + 87631, + 89045, + 88482, + 141164, + 142038, + 115018, + 170197, + 178651, + 205138, + 95903, + 12933, + 10068, + 2640, + 250, + 60, + 282, + 1034, + 4170, + 2767, + 8881, + 6588, + 59665, + 8316, + 55459, + 31886 + ] + }, + { + "label": "Hall", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 2127, + 1543, + 20467, + 13085, + 47280, + 80095, + 79544, + 154617, + 144884, + 32838, + 20005, + 119480, + 72261, + 65481, + 46450, + 95016, + 61475, + 154939, + 77829, + 71702, + 38294, + 50601, + 46706, + 140210, + 138652, + 132836 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 33940, + 99950, + 62825, + 51238, + 51563, + 36558, + 27775, + 6008, + 8099, + 6590, + 7315, + 6090, + 81820 + ] + }, + { + "label": "Hall", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 131680, + 82115, + 10092, + 23797, + 10571, + 6545, + 12488, + 12220, + 19725, + 66169, + 33955, + 39037, + 51757 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 15.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 7.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "resists", + "output_checked": true + }, + { + "concept": "own", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "an", + "output_checked": true + }, + { + "concept": "both", + "score": 3.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "etwa", + "score": 2.0, + "best_rank": 2, + "best_depth": 52.5, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "Strength", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "que", + "de", + "ap", + "en", + "er", + "es", + "al", + "p", + "quaint", + "tempHeader", + "dSample", + "ner", + "set", + "pl", + "ry", + "ai", + "app", + "pa", + "Bulls", + "rian", + "mente", + "fab", + "pret", + "eny" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ation", + "C", + "A", + "I", + "S", + "im", + "ot", + "T", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "em", + "be", + "I", + "ation", + "ot", + "S", + "T", + "A", + "th", + "l", + "of", + "and", + "e", + "om", + "im", + "ad", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "K", + "H", + "T", + "C", + "elective", + "occasional", + "k", + "own", + "ness", + "its", + "self", + "able", + "open", + "North", + "specialized", + "ation", + "ad", + "l", + "e", + "en", + "a", + "of", + "and", + "or", + "end", + "an", + "ers", + "le", + "ap", + "iz", + "que" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "C", + "K", + "own", + "T", + "en", + "ers", + "or", + "que", + "l", + "a", + "able", + "de", + "k", + "ness", + "O", + "s", + "and", + "un", + "an", + "le", + "e", + "ap", + "iz", + "ation", + "able", + "ings", + "im", + "t", + "al", + "s", + "p" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "K", + "en", + "a", + "own", + "l", + "C", + "ers", + "k", + "iz", + "un", + "able", + "able", + "t", + "que", + "end", + "ness", + "im", + "ation", + "ed", + "specialized", + "owych", + "T", + "humbled", + "sen", + "and" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "K", + "a", + "l", + "own", + "ers", + "k", + "en", + "iz", + "C", + "T", + "ness", + "que", + "im", + "and", + "s", + "able", + "t", + "ation", + "or", + "un", + "chst", + "sa", + "sen", + "owych", + "le" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "que", + "k", + "T", + "own", + "iz", + "st", + "a", + "s", + "de", + "ers", + "nya", + "and", + "la", + "sa", + "ness", + "uma", + "K", + "OU", + "par", + "im" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "T", + "que", + "a", + "la", + "k", + "st", + "iz", + "and", + "uma", + "nya", + "s", + "ers", + "de", + "own", + "K", + "b", + "sa", + "chst" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "uma", + "que", + "iz", + "st", + "T", + "nya", + "and", + "k", + "s", + "la", + "own", + "encompassed", + "K", + "um", + "singular" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "uma", + "que", + "l", + "st", + "k", + "s", + "iz", + "nya", + "um", + "reduzir", + "encompassed", + "an" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "que", + "an", + "uma", + "st", + "the", + "s", + "famed", + "umumnya", + "um", + "reduzir", + "its" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "even", + "an", + "y", + "its", + "le", + "the", + "both", + "or", + "which", + "same", + "such", + "able", + "d", + "though", + "his", + "de", + "ly", + "more", + "like", + "of", + "their", + "du", + "than", + "it", + "to", + "que", + "but" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "H", + "T", + "ly", + "a", + "y", + "even", + "K", + "e", + "and", + "and", + "get", + "on", + "n", + "p", + "v", + "c", + "s", + "G", + "ed", + "D", + "un", + "t", + "f", + "k", + "al", + "g", + "es", + "h", + "would", + "er" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "T", + "H", + "y", + "a", + "s", + "e", + "un", + "K", + "v", + "get", + "B", + "on", + "t", + "n", + "p", + "D", + "k", + "c", + "G", + "er", + "and", + "ly", + "f", + "d", + "in", + "ed", + "g", + "l", + "z", + "m" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "a", + "l", + "T", + "y", + "an", + "un", + "K", + "t", + "p", + "er", + "v", + "k", + "B", + "s", + "D", + "n", + "ed", + "and", + "P", + "c", + "d", + "than", + "because", + "l", + "e", + "on", + "its", + "en", + "f", + "G" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "a", + "and", + "y", + "l", + "more", + "er", + "T", + "an", + "K", + "un", + "because", + "ed", + "such", + "than", + "daha", + "D", + "its", + "more", + "B", + "al", + "k", + "what", + "because", + "that", + "ic", + "ly" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "T", + "P", + "an", + "such", + "L", + "onset", + "a", + "begin", + "able", + "B", + "begins", + "preventing", + "and", + "more", + "memulai", + "commence" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "T", + "a", + "B", + "an", + "y", + "ed", + "K", + "begins", + "begin", + "onset", + "D", + "beginning", + "t", + "start", + "v", + "ing", + "began", + "al", + "un", + "M", + "A", + "been", + "before", + "G" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "T", + "l", + "B", + "a", + "y", + "an", + "K", + "ed", + "P", + "onset", + "begin", + "begins", + "beginning", + "start", + "v", + "t", + "p", + "ing", + "start", + "initiation", + "D", + "al", + "is", + "began", + "beginnings", + "get", + "o", + "id" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "T", + "l", + "own", + "onset", + "ed", + "y", + "onset", + "ing", + "B", + "start", + "ly", + "t", + "v", + "on", + "is", + "Onset", + "e", + "o", + "p", + "start", + "begin", + "id", + "at", + "an", + "begins", + "get", + "inicio", + "beginning", + "al" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "T", + "l", + "B", + "ed", + "C", + "onset", + "onset", + "y", + "e", + "ly", + "ing", + "start", + "al", + "is", + "Onset", + "start", + "p", + "o", + "i", + "on", + "t", + "id", + "v", + "at", + "s", + "K", + "a", + "m" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "onset", + "Permanent", + "onset", + "permanent", + "yield", + "permanent", + "yield", + "Onset", + "Permanent", + "inicio", + "perman", + "Yield", + "T", + "inicio", + "start", + "initiation", + "Inicio", + "Yield", + "Perman", + "Permanente", + "Perman", + "yielding", + "Inicio", + "yielding", + "inicios", + "permanence", + "Initi", + "perman" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Ir", + "irre", + "irreversible", + "Ir", + "Irving", + "irrevers", + "IR", + "irre", + "ir", + "Irwin", + "irreducible", + "irrever", + "ir", + "IR", + "Irina", + "irrevocable", + "irr", + "IRC", + "start", + "Irr", + "IRC", + "Irvine", + "irradiance", + "iridescent", + "IRR", + "iridium", + "Irr", + "Start", + "irin" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Ir", + "Ir", + "irreversible", + "irre", + "Irving", + "irrevers", + "IR", + "irreducible", + "Irina", + "versible", + "irrever", + "Irwin", + "IRR", + "Irr", + "ir", + "irradiance", + "Irr", + "irre", + "IR", + "iridescent", + "IRC", + "irrevocable", + "ir", + "onset", + "IRY", + "Permanent" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "e", + "followed", + "Namely", + "membros", + "through", + "conduire", + "Likewise", + "Which", + "tandis", + "Therefore", + "Specifically", + "conseils", + "Kemudian", + "Misalnya", + "ATPase", + "subsequently", + "Olha", + "and", + "respectively", + "contents", + "comienzo", + "either", + "onset", + "notch" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 32.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "uma", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "coarse", + "output_checked": true + }, + { + "concept": "que", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "version", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "same", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "otherwise", + "output_checked": true + }, + { + "concept": "comparison", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "compared", + "output_checked": true + }, + { + "concept": "Mechanical", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "onset", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-05__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-05__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-05__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-05__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-05__heatmap.png" + } + }, + { + "slug": "mechanism-name-grain-size-strength-06", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size strengthening 6", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Thermomechanical processing reduces the characteristic crystal-region size without changing chemistry. The resulting sheet shows higher yield strength.", + "prompt_tail": "Thermomechanical processing reduces the characteristic crystal-region size without changing chemistry. The resulting sheet shows higher yield strength.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 22 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size-strength", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 758, + "best_depth": 61.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 1673 + }, + { + "label": "Hall", + "best_rank": 0, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": true, + "best_pos": 22, + "logit_lens_best_rank": 0 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "styling", + "ListItemIcon", + "Farr", + "got", + "un", + "mesma", + "apr", + "Charm" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "S", + "s", + "mkdir", + "GSM", + "styling", + "la", + "styles", + "apr", + "Insert", + "Enter", + "a", + "param", + "e", + "Edge", + "cir", + "mesma", + "conde", + "as", + "stack", + "gian", + "Thatcher", + "Weise" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "Edge", + "S", + "Edge", + "Weise", + "styling", + "apr", + "EDGE", + "Insert", + "insert", + "Pek", + "arlos", + "styling", + "cfr", + "s", + "Sus" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "S", + "mesma", + "Weise", + "Edge", + "joen", + "la", + "sus", + "Insert", + "cfr", + "Edge", + "arlos", + "insert", + "apr", + "pendiente", + "second", + "Sus", + "styling", + "Hits", + "pues", + "ashe" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "Cuy", + "la", + "cens", + "pis", + "S", + "ciri", + "Cens", + "Pyr", + "watering", + "Pending", + "dui", + "phis", + "Pend", + "Eddie", + "CU", + "ait", + "Ronald", + "appelle", + "CCN", + "empe", + "Duplicate", + "ittle", + "CUL", + "atro" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "psi", + "Estelle", + "empe", + "issy", + "spacing", + "DIN", + "conveniently", + "Sorg", + "prolet", + "affine", + "handleError", + "pct", + "watering", + "HTTPS", + "softmax", + "ngModel", + "Rome", + "agge", + "postgres", + "cens", + "knn", + "kts", + "tts", + "Accenture" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ngModel", + "yscale", + "Estelle", + "psi", + "itorial", + "Sorg", + "ukun", + "AGS", + "empe", + "handleError", + "serialization", + "osynthesis", + "aportan", + "unches", + "ils", + "ymi", + "addData", + "RHS", + "Appleton", + "Huffington", + "acidified", + "iorum", + "spacing" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "Cui", + "Stark", + "Cullen", + "CCN", + "ietta", + "ciri", + "dui", + "Pyr", + "hci", + "LOGGER", + "cusp", + "usia", + "cus", + "cheats", + "ucker" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "P", + "atro", + "Cui", + "retval", + "cuy", + "cus", + "Guangdong", + "Cuff", + "fort", + "ATEST", + "DUI", + "dui", + "ing", + "prompt", + "OOP", + "endenti" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "slimmer", + "retval", + "StringBuilder", + "Gruntfile", + "usus", + "Guangdong", + "rmt", + "fontsize", + "opis", + "Afghanistan", + "prawdzi", + "ophile" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "H", + "P", + "os", + "C", + "BYTE", + "S", + "ing", + "o", + "G", + "ophile", + "slimmer", + "usus", + "openai", + "Angaben" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "C", + "P", + "H", + "S", + "and", + "T", + "os", + "PWD", + "usus", + "tuttavia", + "out", + "o", + "s" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "L", + "H", + "P", + "T", + "and", + "la", + "a", + "s", + "out", + "S", + "C", + "ie", + "accordingly", + "o", + "os", + "om", + "especially", + "ing", + "tuttavia", + "i", + "it" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "L", + "ing", + "T", + "s", + "P", + "la", + "a", + "o", + "os", + "t", + "H", + "entanto", + "que", + "tuttavia", + "ie", + "out", + "i", + "usus", + "invece", + "om", + "anyways", + "us" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "s", + "L", + "P", + "os", + "o", + "i", + "t", + "T", + "ings", + "ie", + "es", + "ium", + "us", + "ized", + "ways", + "OwnProperty", + "om", + "and", + "ers", + "izations" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "a", + "ization", + "que", + "ized", + "ing", + "L", + "s", + "and", + "S", + "izations", + "ings", + "ly", + "T", + "ium", + "eningkatan", + "typescript", + "ers", + "Improving", + "vall", + "es", + "indeed" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "L", + "la", + "que", + "and", + "a", + "eningkatan", + "ly", + "ization", + "T", + "ized", + "been", + "etc", + "more", + "however", + "indeed", + "excellent" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "L", + "la", + "eningkatan", + "stronger", + "berikut", + "indeed", + "therefore", + "deshalb", + "and", + "increased" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "L", + "stronger", + "S", + "eningkatan", + "improves", + "improved", + "Improved", + "l", + "IMPRO", + "improvements", + "indeed", + "increases", + "Improvements", + "Indeed", + "Improves", + "equivalently", + "increases", + "increased" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "L", + "stronger", + "Indeed", + "indeed", + "T", + "l", + "eningkatan", + "improvements", + "Improvements", + "Improved", + "improves", + "ly", + "Experiments", + "Improves", + "experiments", + "IMPRO", + "la", + "improved", + "Improved" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "strength", + "Strength", + "la", + "Strength", + "Indeed", + "stronger", + "L", + "strength", + "indeed", + "kekuatan", + "Grain", + "Strengthening", + "Dislocations", + "ly", + "strengths", + "styr", + "benefits", + "grain", + "stre", + "disadvantages", + "inscre", + "microstructure", + "improved", + "IMPRO", + "S", + "and" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "grain", + "grain", + "Grain", + "Grain", + "strength", + "and", + "que", + "stronger", + "grains", + "Strength", + "strength", + "grained", + "grano", + "grains", + "Strength", + "grained", + "Strengthening", + "fine", + "strengthening", + "fine", + "refine", + "gran", + "microstructure", + "finer", + "Fine", + "strengths", + "inscre" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "Hall", + "Hall", + "hall", + "hall", + "HALL", + "HALL", + "strength", + "strength", + "grain", + "Strength", + "hallar", + "Grain", + "grain", + "H", + "Strength", + "Grain", + "halls", + "hallway", + "Halls", + "strengths", + "halla", + "hallucinations", + "stronger", + "grano", + "strengthening", + "kekuatan", + "stre", + "grained", + "and", + "own" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Hall", + "Hall", + "hall", + "H", + "hall", + "strength", + "strength", + "hallar", + "stre", + "Strength", + "strengthening", + "HALL", + "grain", + "Stre", + "Strengthening", + "grain", + "Strength", + "HALL", + "strengths", + "Grain", + "que", + "Grain", + "Strengthen", + "halla", + "halls" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "H", + "Hall", + "Hall", + "L", + "hall", + "hall", + "S", + "grain", + "Hal", + "Hal", + "hallar", + "HALL", + "Hala", + "Grain", + "accordingly", + "ing", + "grain", + "Grain", + "alcoholic", + "Speakers", + "ization" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "This", + "Higher", + "Yield", + "and", + "The", + "High", + "Increased", + "Improved", + "Therefore", + "A", + "Consequently", + "An", + "In", + "Here", + "Thus", + "Improving", + "Increase", + "While", + "Instead", + "Resistance", + "With", + "Increases", + "a", + "Along", + "Reducing", + "These", + "Result", + "Overall", + "Recent", + "Fine", + "Strength", + "After" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 40754, + 97521, + 104761, + 93871, + 162631, + 172755, + 103860, + 168072, + 157737, + 192078, + 138399, + 55255, + 29808, + 9465, + 2653, + 759, + 5102, + 18191, + 14697, + 7563, + 7717, + 2336, + 9507, + 1940, + 32726, + 1816 + ] + }, + { + "label": "Hall", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 2121, + 1156, + 17879, + 18611, + 80900, + 113971, + 116095, + 203686, + 206844, + 113303, + 35453, + 111053, + 83462, + 93878, + 62779, + 105530, + 115554, + 114829, + 76112, + 89125, + 10964, + 1242, + 1, + 1, + 2, + 67 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 27287, + 60798, + 30802, + 14551, + 13987, + 9256, + 10006, + 16191, + 3930, + 4708, + 1674, + 3328, + 10170 + ] + }, + { + "label": "Hall", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 28672, + 42661, + 6950, + 57699, + 16913, + 6257, + 23500, + 11465, + 36029, + 36213, + 3006, + 134, + 1 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "reduces", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.3, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "grano", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Hall", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "than", + "score": 1.0, + "best_rank": 2, + "best_depth": 67.8, + "near_token": "higher", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "app", + "que", + "de", + "ap", + "en", + "er", + "al", + "im", + "ani", + "ai", + "aj", + "ner", + "p", + "v", + "hy", + "ele", + "han", + "fab", + "uff", + "extra", + "op", + "ad", + "le", + "n", + "ry", + "pl", + "ann", + "man" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "em", + "on", + "ay", + "be", + "I", + "A", + "C", + "ation", + "e", + "om", + "l", + "th", + "S", + "im", + "ot", + "T", + "al", + "p", + "c", + "the", + "a", + "t", + "er", + "en", + "ic", + "ing", + "b", + "ou", + "as", + "ion", + "of", + "and" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "ation", + "C", + "T", + "A", + "ig", + "ad", + "S", + "ot", + "l", + "and", + "as", + "of", + "om", + "th", + "e", + "im", + "an", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "b", + "al", + "p", + "d", + "ing", + "ou", + "ic", + "ion" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "K", + "C", + "eye", + "either", + "occasional", + "k", + "its", + "que", + "iz", + "un", + "own", + "ness", + "open", + "able", + "e", + "l", + "of", + "and", + "a", + "t", + "en", + "p", + "ers", + "an", + "ad", + "ation", + "or", + "end", + "ap", + "le" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "K", + "C", + "k", + "own", + "que", + "la", + "de", + "or", + "ers", + "l", + "a", + "en", + "an", + "e", + "s", + "ness", + "s", + "t", + "p", + "iz", + "and", + "le", + "b", + "ap", + "eye", + "able", + "able", + "O", + "T", + "b", + "ation", + "of" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "own", + "que", + "a", + "en", + "l", + "la", + "k", + "K", + "an", + "ers", + "or", + "un", + "t", + "specialized", + "iz", + "able", + "ation", + "and", + "le", + "e", + "s", + "p", + "many", + "eye", + "able", + "h", + "b" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "K", + "que", + "own", + "en", + "a", + "l", + "k", + "and", + "la", + "or", + "ers", + "an", + "iz", + "s", + "t", + "im", + "C", + "e", + "ation", + "p", + "de", + "ap", + "specialized", + "b", + "le", + "un", + "b", + "st" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "de", + "la", + "l", + "a", + "que", + "own", + "either", + "T", + "and", + "st", + "k", + "s", + "en", + "K", + "iz", + "or", + "an", + "t", + "b", + "e", + "n", + "sa", + "b", + "pro", + "c", + "p" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "la", + "a", + "own", + "que", + "and", + "de", + "l", + "either", + "T", + "K", + "st", + "iz", + "s", + "nya", + "k", + "or", + "en", + "t", + "pro", + "b", + "un", + "singular", + "n" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "la", + "a", + "own", + "l", + "and", + "que", + "st", + "either", + "K", + "uma", + "s", + "iz", + "nya", + "T", + "k", + "or", + "b", + "singular", + "en", + "the", + "de" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "la", + "l", + "que", + "s", + "an", + "either", + "st", + "and", + "uma", + "t", + "le", + "de", + "f", + "or", + "the", + "par", + "both", + "semi", + "b", + "p", + "per", + "un", + "c", + "en", + "many", + "various" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "la", + "que", + "either", + "an", + "the", + "le", + "ideally", + "semi", + "st", + "uma", + "par", + "legendary", + "or", + "t", + "base", + "p", + "amassed", + "ultra", + "multi" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "de", + "or", + "que", + "an", + "le", + "y", + "d", + "e", + "p", + "f", + "du", + "re", + "it", + "its", + "such", + "t", + "c", + "par", + "sub", + "like", + "of", + "some", + "which", + "his", + "used", + "pre", + "use", + "same", + "g" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "and", + "e", + "C", + "a", + "T", + "ly", + "er", + "and", + "to", + "y", + "own", + "o", + "s", + "on", + "c", + "H", + "v", + "that", + "a", + "p", + "n", + "without", + "b", + "t", + "nya", + "K", + "D", + "d", + "h", + "I" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "a", + "T", + "e", + "and", + "s", + "y", + "er", + "v", + "K", + "p", + "D", + "H", + "t", + "to", + "n", + "and", + "un", + "c", + "on", + "a", + "d", + "ly", + "that", + "h", + "k", + "an", + "o", + "b", + "g", + "m" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "a", + "C", + "an", + "T", + "y", + "and", + "s", + "v", + "t", + "K", + "p", + "D", + "k", + "e", + "er", + "it", + "on", + "such", + "d", + "n", + "been", + "m", + "h", + "un", + "f", + "and", + "le", + "a", + "d", + "to" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "and", + "l", + "a", + "an", + "T", + "C", + "y", + "but", + "K", + "such", + "D", + "it", + "than", + "more", + "er", + "which", + "that", + "increase", + "so", + "v", + "tersebut", + "able", + "Therefore", + "daha", + "same", + "H", + "results", + "resulting" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "an", + "and", + "a", + "increase", + "but", + "T", + "able", + "such", + "Therefore", + "H", + "increases", + "improved", + "increased", + "resulting", + "Therefore", + "Consequently", + "enhance", + "Moreover", + "enhanced", + "enhancing", + "or", + "improve", + "eningkatan", + "B", + "INCREASE", + "results" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "a", + "an", + "C", + "up", + "T", + "increase", + "improve", + "increases", + "improved", + "improves", + "y", + "ability", + "increases", + "increase", + "le", + "enhance", + "peningkatan", + "d", + "toBottomOf", + "increased", + "K", + "D", + "hbox", + "more", + "able", + "so", + "enhanced" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "a", + "up", + "C", + "ed", + "an", + "get", + "own", + "y", + "improve", + "increase", + "improves", + "hbox", + "T", + "ability", + "improved", + "al", + "increases", + "asList", + "increases", + "D", + "K", + "peningkatan", + "toBottomOf", + "compared", + "le", + "able", + "n", + "UNSIGNED" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "own", + "a", + "ed", + "y", + "C", + "strength", + "get", + "strength", + "RENGTH", + "stre", + "al", + "Strength", + "Stre", + "an", + "strengthen", + "grain", + "ing", + "que", + "n", + "up", + "microstructure", + "her", + "Strength", + "strengthening", + "id", + "B", + "ability", + "her", + "le" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "grain", + "grain", + "Grain", + "a", + "ed", + "and", + "al", + "B", + "Grain", + "que", + "strength", + "y", + "grains", + "grained", + "strength", + "refine", + "fine", + "ing", + "refined", + "fine", + "get", + "stre", + "finer", + "grained", + "Strength", + "RENGTH", + "id", + "up", + "i", + "an" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "Hall", + "Hall", + "hall", + "hall", + "HALL", + "HALL", + "grain", + "hallucinations", + "Grain", + "halls", + "strength", + "strength", + "Halls", + "hallar", + "Grain", + "l", + "Hallo", + "Hallmark", + "grain", + "refine", + "halluc", + "refining", + "Strength", + "grained", + "halle", + "hallucin", + "hallway" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Hall", + "Hall", + "hall", + "HALL", + "hall", + "HALL", + "grain", + "Halls", + "l", + "Stre", + "Grain", + "halls", + "strength", + "hallar", + "strengthening", + "stre", + "strength", + "grain", + "Strength", + "Hallo", + "Grain", + "hallucinations", + "halle", + "size" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "l", + "H", + "Hall", + "P", + "Hall", + "S", + "L", + "C", + "hall", + "hall", + "Hal", + "B", + "grain", + "Hal", + "HALL", + "Grain", + "Hallmark", + "pince", + "U", + "grain", + "ing", + "p", + "Haller", + "hal" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "This", + "Higher", + "Yield", + "and", + "The", + "High", + "Increased", + "Improved", + "Therefore", + "A", + "Consequently", + "An", + "In", + "Here", + "Thus", + "Improving", + "Increase", + "While", + "Instead", + "Resistance", + "With", + "Increases", + "a", + "Along", + "Reducing", + "These", + "Result", + "Overall", + "Recent", + "Fine", + "Strength", + "After" + ] + } + ], + "logit_surprising": [ + { + "concept": "and", + "score": 16.0, + "best_rank": 1, + "best_depth": 64.4, + "near_token": "processing", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "omechanical", + "output_checked": true + }, + { + "concept": "composition", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "chemistry", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "grain", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "reduces", + "output_checked": true + }, + { + "concept": "necessarily", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "without", + "output_checked": true + }, + { + "concept": "improved", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "Hall", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "uma", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.1, + "near_token": "without", + "output_checked": true + }, + { + "concept": "both", + "score": 1.0, + "best_rank": 2, + "best_depth": 64.4, + "near_token": "shows", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-06__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-06__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-06__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-06__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-06__heatmap.png" + } + }, + { + "slug": "mechanism-name-grain-size-strength-07", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size strengthening 7", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A line defect moving through one crystallite is blocked at the interface with a differently oriented neighbor. Making the crystallites smaller increases the number of such obstacles.", + "prompt_tail": "hrough one crystallite is blocked at the interface with a differently oriented neighbor. Making the crystallites smaller increases the number of such obstacles.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size-strength", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "我要", + "generated_token_ids": [ + 83270 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 17, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 48 + }, + { + "label": "Hall", + "best_rank": 1, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 0 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "styling", + "apr", + "got", + "mesma", + "even", + "Farr", + "Hair", + "Charm", + "iraj", + "un", + "ListItemIcon" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "GSM", + "styling", + "mesma", + "apr", + "S", + "mkdir", + "s", + "styles", + "asus", + "Insert", + "Edge", + "cir", + "Weise", + "Edge", + "Enter", + "mixer", + "as", + "conde" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "S", + "a", + "Weise", + "Edge", + "Edge", + "mesma", + "s", + "EDGE", + "styling", + "jenis", + "apr", + "verg", + "arlos", + "Sus", + "Pek", + "styling", + "irl", + "Insert" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "S", + "mesma", + "Weise", + "Edge", + "cfr", + "Pek", + "apr", + "Edge", + "Hits", + "second", + "insert", + "sus", + "joen", + "EDGE", + "Insert", + "arlos", + "styling", + "ashe", + "even" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "Pyr", + "cens", + "ciri", + "Cens", + "Cuy", + "watering", + "Ronald", + "empe", + "kts", + "CUL", + "phis", + "Ashley", + "postgres", + "CCN", + "pis", + "Arjuna", + "S", + "Pending", + "restaur", + "ittle", + "CY", + "ertas", + "DIN" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Estelle", + "empe", + "psi", + "Sorg", + "softmax", + "ngModel", + "issy", + "pct", + "Rome", + "affine", + "spacing", + "HTTPS", + "handleError", + "Emilia", + "agge", + "STI", + "conveniently", + "DIN", + "acidified", + "prolet", + "Accenture", + "iorum", + "postgres", + "adrenaline" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "ngModel", + "s", + "Sorg", + "Estelle", + "AGS", + "yscale", + "ukun", + "psi", + "handleError", + "itorial", + "empe", + "serialization", + "RHS", + "Appleton", + "cyn", + "ils", + "unches", + "hbox", + "acidified", + "agge", + "affine", + "ObjectURL", + "aportan", + "ures" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "Cui", + "CU", + "ietta", + "Cullen", + "dui", + "Stark", + "Fort", + "CCN", + "cus", + "fort", + "cheats", + "OfThe", + "Pyr", + "ciri", + "cus", + "Guangdong" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "CU", + "Cui", + "endenti", + "Guangdong", + "pict", + "cuy", + "lendemain", + "onuclear", + "OfThe", + "dui", + "cus", + "fort", + "Pyr", + "CU", + "Pair" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "StringBuilder", + "slimmer", + "CGPoint", + "Gruntfile", + "Guangdong", + "endenti", + "ralent", + "Wochenende", + "Afghanistan", + "usus" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "StringBuilder", + "SimpleDateFormat", + "ophile" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "L", + "and", + "C", + "que", + "H", + "tuttavia", + "kebanyakan", + "om", + "leys", + "it", + "Of", + "usus" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "la", + "and", + "que", + "an", + "L", + "H", + "l", + "more", + "ie", + "particularly", + "t", + "especially", + "such", + "om", + "T", + "out", + "its", + "several", + "others", + "it", + "varios", + "Of", + "especially" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "la", + "l", + "que", + "an", + "t", + "ing", + "more", + "os", + "es", + "Of", + "especially", + "tales", + "entimes", + "leys", + "us", + "nov" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "l", + "que", + "an", + "of", + "t", + "more", + "ings", + "es", + "le", + "the", + "s", + "so", + "Of", + "ing", + "therefore", + "s", + "plus", + "os", + "its", + "individual", + "aport", + "Wh", + "therefore" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "la", + "que", + "and", + "of", + "more", + "es", + "therefore", + "the", + "therefore", + "an", + "deshalb", + "thus", + "increased", + "so", + "increases", + "ly", + "its", + "Therefore", + "individual", + "hence", + "le" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "que", + "and", + "therefore", + "therefore", + "l", + "thus", + "Consequently", + "Therefore", + "es", + "the", + "hence", + "deshalb", + "more", + "sehingga", + "so", + "hence", + "ly", + "consequently", + "increased", + "Hence", + "hivyo", + "individual" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "therefore", + "therefore", + "hence", + "hence", + "thus", + "Consequently", + "Therefore", + "Hence", + "deshalb", + "consequently", + "Therefore", + "Hence", + "Consequently", + "thereby", + "dadurch", + "increased", + "l", + "sehingga", + "Accordingly" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "therefore", + "hence", + "ly", + "hence", + "thus", + "Hence", + "Consequently", + "more", + "Reduces", + "Therefore", + "thereby", + "increases", + "la", + "C", + "sehingga", + "therefore", + "decre", + "Reducing", + "Implications" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "therefore", + "ly", + "harder", + "hence", + "hence", + "la", + "more", + "Reduces", + "Therefore", + "Consequently", + "increased", + "increased", + "reduces", + "either", + "increases", + "davantage", + "improves", + "decre" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "la", + "C", + "therefore", + "harder", + "ly", + "more", + "iendo", + "hence", + "dadurch", + "hence", + "onomics", + "Therefore", + "mehr", + "sequently", + "Consequently", + "orns", + "lebih", + "Hence", + "more" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "la", + "grain", + "grain", + "Grain", + "Grain", + "grains", + "refine", + "refining", + "grained", + "refinement", + "Refining", + "refinements", + "a", + "grains", + "boundary", + "boundaries", + "and", + "boundaries", + "grano", + "Boundaries", + "refinery", + "harder", + "boundary", + "refined", + "grained", + "therefore", + "subdivided" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "grain", + "grain", + "Hall", + "Hall", + "Smaller", + "Grain", + "Grain", + "refining", + "hall", + "smaller", + "refinement", + "Smaller", + "smaller", + "la", + "refine", + "refinements", + "HALL", + "Refining", + "grano", + "HALL", + "subdiv", + "grained", + "finer", + "refined", + "hall", + "ref", + "zmniejs", + "refined", + "refinery", + "grains" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Smaller", + "smaller", + "Smaller", + "smaller", + "la", + "grain", + "Hall", + "refining", + "Hall", + "refinement", + "refinements", + "refine", + "hall", + "que", + "grain", + "Refining", + "making", + "Making", + "Making", + "subdivision", + "kleiner", + "subdiv", + "making", + "Grain", + "Grain", + "smallest", + "refined" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Refining", + "Hall", + "Smaller", + "refinements", + "refinement", + "Smaller", + "refining", + "smaller", + "Hall", + "smaller", + "Hal", + "Ref", + "Ref", + "refine", + "Making", + "Raff", + "Reducing", + "making", + "refractory", + "Making", + "Hal", + "refin", + "Refinery", + "Dividing", + "refined", + "Grain", + "refinery" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Specifically", + "at", + "em", + "stylesheet", + "inoc", + "rightarrow", + "noite", + "by", + "genoeg", + "teorie", + "im", + "energije", + "ColumnCount", + "f", + "yaw", + "DCM", + "Congolese", + "collider", + "momentum", + "grain", + "iniz", + "ketone", + "Making" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 40689, + 96583, + 110810, + 85928, + 148392, + 164097, + 99671, + 172988, + 188260, + 190257, + 113557, + 55952, + 5793, + 2651, + 981, + 297, + 1221, + 2341, + 1323, + 739, + 135, + 18, + 128, + 134, + 767, + 3370 + ] + }, + { + "label": "Hall", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 2579, + 2785, + 36739, + 16844, + 53520, + 86592, + 99861, + 195088, + 195104, + 57720, + 25427, + 66985, + 30684, + 42547, + 27230, + 17588, + 18669, + 136451, + 79650, + 78944, + 30086, + 8968, + 2, + 6, + 2, + 38717 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 20683, + 29150, + 19063, + 15494, + 18493, + 28820, + 30424, + 18444, + 1389, + 603, + 139, + 49, + 531 + ] + }, + { + "label": "Hall", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 25356, + 37577, + 6798, + 30268, + 16359, + 5824, + 22615, + 9517, + 43269, + 17301, + 1440, + 158, + 1 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 14.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "and", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "line", + "output_checked": true + }, + { + "concept": "que", + "score": 6.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "through", + "output_checked": true + }, + { + "concept": "grain", + "score": 4.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "another", + "score": 1.0, + "best_rank": 2, + "best_depth": 81.4, + "near_token": "with", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "que", + "de", + "le", + "hy", + "ele", + "fasted", + "ner", + "nya", + "ani", + "ty", + "ap", + "al", + "er", + "n", + "fab", + "im", + "han", + "ext", + "extra", + "ile", + "pl", + "ip", + "aj" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ation", + "C", + "A", + "I", + "S", + "im", + "ot", + "T", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "est", + "P", + "ation", + "em", + "T", + "ot", + "A", + "C", + "om", + "th", + "and", + "l", + "im", + "e", + "ad", + "S", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "s", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "as", + "of" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "k", + "elective", + "specialized", + "occasional", + "North", + "various", + "internal", + "eye", + "ness", + "self", + "iz", + "its", + "own", + "New", + "open", + "able", + "e", + "l", + "of", + "and", + "a", + "t", + "en", + "p", + "ers", + "an", + "ad", + "ation", + "or", + "end", + "ap", + "le" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "own", + "l", + "a", + "en", + "ers", + "an", + "de", + "or", + "end", + "S", + "k", + "able", + "s", + "iz", + "le", + "ation", + "ap", + "est", + "p", + "e", + "s", + "t", + "que", + "ness", + "able", + "ings", + "as", + "ad", + "d", + "c", + "al", + "and" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "l", + "en", + "a", + "own", + "k", + "ers", + "iz", + "an", + "ation", + "ed", + "end", + "y", + "t", + "K", + "un", + "able", + "est", + "le", + "owych", + "as", + "shock", + "specialized", + "or", + "e", + "able" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "k", + "iz", + "K", + "ers", + "ation", + "t", + "end", + "chst", + "uma", + "able", + "owych", + "or", + "le", + "swat", + "p", + "singular", + "im", + "as", + "an" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "own", + "iz", + "de", + "k", + "en", + "uma", + "la", + "t", + "s", + "or", + "le", + "par", + "afin", + "p", + "c", + "pro", + "punishing", + "sa", + "mere", + "OCO", + "and", + "um" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "la", + "own", + "uma", + "iz", + "de", + "k", + "le", + "par", + "s", + "or", + "t", + "and", + "punishing", + "afin", + "en", + "p", + "pro", + "tant", + "um", + "nya" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "own", + "a", + "uma", + "la", + "iz", + "or", + "par", + "punishing", + "afin", + "s", + "t", + "nya", + "anski", + "OCO", + "k", + "le" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "or", + "la", + "s", + "uma", + "iz", + "par", + "t", + "both", + "p", + "punishing", + "de", + "an", + "hem", + "le", + "r", + "d", + "and", + "angry", + "f", + "Predicting", + "afin" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "or", + "an", + "uma", + "the", + "ly", + "either", + "t", + "p", + "multi", + "as", + "par", + "nya", + "s", + "certain", + "GREES", + "le" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "de", + "an", + "or", + "of", + "le", + "d", + "so", + "re", + "to", + "que", + "at", + "as", + "even", + "for", + "some", + "p", + "in", + "it", + "which", + "on", + "ly", + "part", + "du", + "but", + "specific", + "f", + "by", + "les", + "many", + "sub" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "a", + "e", + "and", + "ly", + "s", + "H", + "T", + "y", + "er", + "to", + "on", + "p", + "and", + "or", + "n", + "v", + "of", + "es", + "f", + "a", + "c", + "get", + "that", + "b", + "o", + "t", + "which", + "even", + "in", + "D" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "a", + "e", + "s", + "T", + "H", + "y", + "and", + "p", + "v", + "er", + "D", + "to", + "on", + "P", + "t", + "f", + "n", + "ly", + "un", + "ed", + "an", + "d", + "c", + "and", + "get", + "i", + "a", + "k", + "G", + "h" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "C", + "a", + "and", + "y", + "T", + "an", + "s", + "p", + "v", + "t", + "D", + "k", + "ing", + "f", + "ed", + "er", + "c", + "n", + "e", + "i", + "to", + "P", + "or", + "un", + "K", + "on", + "d", + "to", + "al", + "m", + "the" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "l", + "a", + "C", + "and", + "y", + "an", + "Therefore", + "more", + "which", + "able", + "s", + "Therefore", + "p", + "such", + "that", + "or", + "v", + "so", + "D", + "because", + "H", + "T", + "er", + "increase", + "ed", + "k", + "by", + "hence", + "t", + "un" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "and", + "increase", + "l", + "an", + "a", + "Therefore", + "increases", + "H", + "increased", + "more", + "such", + "Therefore", + "When", + "increasing", + "increase", + "Increase", + "therefore", + "More", + "T", + "daha", + "Consequently" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "a", + "T", + "y", + "increase", + "B", + "an", + "more", + "more", + "and", + "increases", + "K", + "D", + "n", + "increase", + "increased", + "increases", + "increased", + "v", + "p", + "When", + "Therefore", + "hbox", + "Therefore", + "because", + "such", + "mehr", + "k" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "y", + "a", + "more", + "increase", + "more", + "B", + "K", + "n", + "and", + "increases", + "hbox", + "D", + "smaller", + "get", + "because", + "such", + "hline", + "increases", + "increase", + "When", + "m", + "ed", + "p", + "nytimes", + "mehr", + "b" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "B", + "ing", + "ed", + "y", + "K", + "a", + "and", + "get", + "p", + "al", + "more", + "n", + "grain", + "even", + "size", + "m", + "b", + "grain", + "d", + "id", + "i", + "o", + "e", + "smaller", + "hline", + "own", + "t", + "D", + "Grain" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "B", + "grain", + "grain", + "Grain", + "Grain", + "K", + "grains", + "refine", + "ing", + "and", + "C", + "a", + "refined", + "grained", + "refinement", + "refining", + "refined", + "grains", + "boundaries", + "ed", + "al", + "y", + "n", + "finer", + "er", + "subdivided", + "b", + "grained", + "p", + "grano" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "Hall", + "Hall", + "grain", + "Grain", + "grain", + "refinement", + "hall", + "refine", + "refining", + "Grain", + "refined", + "smaller", + "hall", + "HALL", + "Refining", + "HALL", + "refinements", + "Smaller", + "smaller", + "refined", + "subdiv", + "Smaller", + "finer", + "grained", + "hallucinations", + "Hallo", + "subdivided", + "refinery", + "subdivision", + "H", + "refin" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Smaller", + "Hall", + "smaller", + "smaller", + "Smaller", + "grain", + "hall", + "Hall", + "refining", + "refinement", + "refine", + "Grain", + "la", + "grain", + "Refining", + "refinements", + "Grain", + "refined", + "Hallo", + "HALL", + "HALL", + "subdiv", + "finer", + "refin", + "refined", + "smallest", + "hall", + "subdivided", + "subdivisions" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "H", + "Refining", + "Hall", + "Hall", + "S", + "refinement", + "Smaller", + "refining", + "Ref", + "Smaller", + "l", + "smaller", + "smaller", + "Grain", + "refined", + "refine", + "grain", + "P", + "refinements", + "refined", + "Hal", + "Hal", + "Grain", + "Ref", + "refin", + "que", + "Raff", + "making", + "hal" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Specifically", + "at", + "em", + "stylesheet", + "inoc", + "rightarrow", + "noite", + "by", + "genoeg", + "teorie", + "im", + "energije", + "ColumnCount", + "f", + "yaw", + "DCM", + "Congolese", + "collider", + "momentum", + "grain", + "iniz", + "ketone", + "Making" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 21.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "one", + "output_checked": true + }, + { + "concept": "uma", + "score": 8.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "through", + "output_checked": true + }, + { + "concept": "single", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "is", + "output_checked": true + }, + { + "concept": "grain", + "score": 4.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "at", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 64.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "either", + "score": 2.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "another", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 1.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "blocking", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "blocked", + "output_checked": true + }, + { + "concept": "interfaces", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "number", + "output_checked": true + }, + { + "concept": "Hall", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "aficionados", + "score": 1.0, + "best_rank": 4, + "best_depth": 40.7, + "near_token": "crystall", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-07__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-07__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-07__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-07__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-07__heatmap.png" + } + }, + { + "slug": "mechanism-name-grain-size-strength-08", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size strengthening 8", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Two copper samples differ mainly in crystallite size. The sample containing more interfaces per unit volume begins plastic flow at the larger stress.", + "prompt_tail": "Two copper samples differ mainly in crystallite size. The sample containing more interfaces per unit volume begins plastic flow at the larger stress.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size-strength", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 183, + "best_depth": 61.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 1157 + }, + { + "label": "Hall", + "best_rank": 16, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 13 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "got", + "mesma", + "even", + "Hair", + "Geg", + "iraj", + "Edge" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "apr", + "GSM", + "styling", + "Insert", + "S", + "mesma", + "asus", + "styles", + "Edge", + "s", + "Weise", + "Edge", + "Enter", + "mkdir", + "cir", + "as", + "mixer", + "conde", + "a", + "dit", + "EDGE" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "Edge", + "mesma", + "s", + "Weise", + "Edge", + "EDGE", + "apr", + "Insert", + "jenis", + "styling", + "Pek", + "cfr", + "verg", + "Sus", + "insert", + "arlos" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "S", + "Weise", + "mesma", + "Edge", + "apr", + "sus", + "Hits", + "cfr", + "second", + "joen", + "Edge", + "insert", + "Insert", + "Pek", + "arlos", + "irl", + "gms", + "EDGE", + "styling", + "Sus" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "Cuy", + "cens", + "ciri", + "Pyr", + "Cens", + "watering", + "kts", + "empe", + "phis", + "CUL", + "Pending", + "Ronald", + "Eddie", + "pis", + "CY", + "CCN", + "postgres", + "Pend", + "uts", + "restaur", + "ait", + "dui", + "iap", + "atro" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Estelle", + "psi", + "softmax", + "empe", + "ngModel", + "Sorg", + "handleError", + "affine", + "HTTPS", + "Rome", + "issy", + "pct", + "conveniently", + "spacing", + "AGS", + "acidified", + "ukun", + "iorum", + "STI", + "agge", + "adrenaline", + "Emilia", + "rization" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "ngModel", + "handleError", + "yscale", + "Estelle", + "ukun", + "s", + "psi", + "Sorg", + "itorial", + "empe", + "serialization", + "AGS", + "RHS", + "aportan", + "Huffington", + "cyn", + "acidified", + "osynthesis", + "adrenaline", + "rization", + "ymi", + "iorum", + "agge", + "RTS" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "ietta", + "Cui", + "Guangdong", + "Pyr", + "CCN", + "LOGGER", + "dui", + "Stark", + "fort", + "Fort", + "Fort", + "lendemain", + "cusp", + "usia", + "hci" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "hci", + "atro", + "Cuy", + "Pyr", + "LOGGER", + "Gustave", + "CCP", + "Guangdong", + "CGPoint", + "usia", + "Smiling", + "Fonts", + "Slowly", + "onuclear", + "Hawke", + "phony", + "Guad", + "uzi" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "Gruntfile", + "ibaldi", + "usus", + "dimensione", + "slimmer", + "CCS", + "StringBuilder", + "BYTE", + "Slowly", + "ophile", + "GTG", + "ralent", + "EVEN" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "H", + "CGPoint", + "Elsewhere", + "usus", + "os", + "ophile", + "StringBuilder" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "C", + "and", + "que", + "usted", + "la", + "of", + "Maui", + "tuttavia", + "accordingly", + "arisen", + "puedo", + "outs", + "ikuwa" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "and", + "que", + "a", + "C", + "H", + "L", + "enorm", + "inoltre", + "especially", + "accordingly", + "ie", + "tuttavia", + "Especially", + "hegan", + "om" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "whereas", + "hegan", + "especially", + "OwnProperty", + "tuttavia", + "posebno", + "consente" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "que", + "s", + "whereas", + "Of", + "an", + "OwnProperty", + "of", + "i", + "therefore" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "a", + "que", + "of", + "ization", + "because", + "more", + "whereas", + "escue", + "conclusion", + "and", + "versus", + "conclusion", + "however", + "therefore", + "an", + "es" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "ization", + "because", + "more", + "whereas", + "conclusion", + "correspondingly", + "its", + "versus", + "and", + "porque", + "the", + "izations", + "vice", + "Bluest", + "of", + "therefore", + "pois" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "a", + "therefore", + "therefore", + "correspondingly", + "more", + "Therefore", + "hence", + "stronger", + "hence", + "consequently", + "Hence", + "Consequently", + "sedangkan", + "lebih", + "whereas" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "l", + "L", + "stronger", + "C", + "hence", + "Hence", + "ization", + "correspondingly", + "hence", + "T", + "lebih", + "harder", + "zaidi", + "e", + "therefore", + "B", + "S", + "more" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "C", + "T", + "L", + "stronger", + "H", + "harder", + "S", + "hardest", + "zaidi", + "Consequently", + "Hence", + "lebih", + "hence", + "hence", + "Indeed", + "onset" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "la", + "l", + "C", + "S", + "L", + "yield", + "T", + "stronger", + "yield", + "zaidi", + "harder", + "Yield", + "Consequently", + "H", + "Yield", + "Stress", + "jenigen", + "york", + "yielding", + "lebih", + "sedangkan", + "stress" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "que", + "S", + "H", + "yield", + "yield", + "e", + "yielding", + "flow", + "a", + "and", + "harder", + "stronger", + "flow", + "yielded", + "zaidi", + "Consequently", + "yielding", + "Yield", + "anov", + "Yield", + "True", + "more" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "yield", + "yield", + "la", + "S", + "Yield", + "Yield", + "yielding", + "yielded", + "flow", + "yielding", + "flow", + "yields", + "Flow", + "Flow", + "C", + "Hall", + "FLOW", + "Hall", + "SRC", + "IELD", + "Critical", + "hall", + "que", + "flowing", + "FLOW", + "True", + "Consequently", + "Cons", + "and", + "cons" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "yield", + "yield", + "Yield", + "Yield", + "yielding", + "own", + "yielded", + "H", + "que", + "yields", + "yielding", + "Larg", + "Hall", + "Hall", + "larger", + "Tres", + "larger", + "hall", + "anov", + "Smaller", + "flow", + "cons", + "ierls", + "yank", + "bigger" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "own", + "H", + "yield", + "Yield", + "Yates", + "yank", + "Yield", + "yield", + "Larg", + "yielded", + "Hall", + "Yamada", + "yielding", + "Holl", + "Donnelly", + "Hall", + "Yen", + "Larger", + "hall", + "Tres", + "Baird", + "Yosh", + "Yale", + "hbox", + "la" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Therefore", + "The", + "Consequently", + "Otherwise", + "However", + "Hence", + "Specifically", + "Thus", + "overall", + "Along", + "Higher", + "Corresponding", + "rotating", + "the", + "Its", + "Since", + "Meanwhile", + "Initially", + "Onc", + "McLaughlin", + "More", + "Subsequent", + "Because", + "sweeter", + "Rotating", + "Contrast", + "onset", + "While", + "relative", + "PreviewPaused", + "something", + "Rabbi" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 41455, + 70235, + 106169, + 91611, + 155295, + 150305, + 100261, + 162048, + 187275, + 187765, + 129363, + 26917, + 11003, + 3057, + 681, + 184, + 766, + 1501, + 477, + 296, + 1180, + 2735, + 7952, + 2816, + 17739, + 29712 + ] + }, + { + "label": "Hall", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 2220, + 4851, + 25241, + 16746, + 82558, + 87184, + 103860, + 219182, + 141428, + 53241, + 82136, + 99752, + 83094, + 68363, + 36318, + 69188, + 43777, + 104645, + 46563, + 27093, + 2480, + 4890, + 17, + 16, + 12, + 1083 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 58542, + 124332, + 47650, + 50331, + 47543, + 19056, + 6624, + 5630, + 1158, + 1962, + 3032, + 18828, + 61231 + ] + }, + { + "label": "Hall", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 135508, + 126524, + 42336, + 116212, + 68873, + 36328, + 68454, + 23210, + 30829, + 23903, + 7493, + 2344, + 14 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 13.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "than", + "score": 7.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "more", + "output_checked": true + }, + { + "concept": "que", + "score": 3.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "in", + "output_checked": true + }, + { + "concept": "with", + "score": 3.0, + "best_rank": 1, + "best_depth": 76.3, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "deformation", + "score": 3.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "were", + "score": 2.0, + "best_rank": 2, + "best_depth": 76.3, + "near_token": "samples", + "output_checked": true + }, + { + "concept": "even", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "initiates", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "yield", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "le", + "al", + "ani", + "que", + "ap", + "de", + "p", + "fasted", + "fab", + "emin", + "emulsion", + "en", + "ers", + "perd", + "emma", + "extra", + "absorbed", + "apre", + "eny", + "caus", + "vivo", + "oj", + "ner", + "tel", + "aj", + "objet", + "pret" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ation", + "C", + "A", + "I", + "S", + "im", + "ot", + "T", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "P", + "em", + "ation", + "be", + "T", + "ot", + "A", + "I", + "om", + "th", + "and", + "l", + "im", + "e", + "ad", + "S", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "s", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "as", + "of" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "occasional", + "various", + "C", + "open", + "own", + "able", + "either", + "ness", + "its", + "que", + "ings", + "iz", + "le", + "un", + "able", + "an", + "ation", + "l", + "ad", + "en", + "a", + "of", + "and", + "ap", + "or", + "ers", + "end", + "p", + "c", + "t", + "s" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "C", + "own", + "en", + "and", + "l", + "a", + "or", + "ers", + "iz", + "able", + "s", + "S", + "ness", + "ings", + "able", + "an", + "un", + "ap", + "end", + "le", + "T", + "ad", + "k", + "uf", + "e", + "O", + "p", + "que", + "ene", + "ation", + "s" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "C", + "a", + "en", + "own", + "l", + "ers", + "able", + "iz", + "K", + "un", + "k", + "end", + "able", + "and", + "h", + "owych", + "an", + "humbled", + "ed", + "ap", + "le", + "ad", + "ation" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "C", + "ers", + "iz", + "K", + "k", + "and", + "able", + "end", + "ap", + "owych", + "un", + "sen", + "ad", + "im", + "ina" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "iz", + "a", + "and", + "ers", + "de", + "k", + "st", + "s", + "K", + "s", + "en", + "sen", + "sa", + "nya", + "ap", + "end", + "own", + "able" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "and", + "iz", + "de", + "ers", + "nya", + "s", + "k", + "K", + "uma", + "own", + "st", + "la", + "en", + "sa", + "sen", + "ap", + "c", + "end" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "iz", + "uma", + "and", + "nya", + "own", + "st", + "s", + "ap", + "sa", + "ers", + "ines" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "la", + "uma", + "st", + "s", + "the", + "iz", + "an", + "approximately", + "both", + "um", + "roughly", + "various", + "Sh" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "la", + "a", + "uma", + "the", + "famed", + "que", + "um", + "reduzir", + "St", + "spurred", + "certain" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "an", + "his", + "y", + "or", + "le", + "both", + "even", + "by", + "d", + "the", + "its", + "because", + "such", + "using", + "recently", + "during", + "than" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "a", + "H", + "an", + "T", + "e", + "y", + "on", + "and", + "ly", + "K", + "D", + "get", + "er", + "the", + "to", + "p", + "because", + "because", + "un", + "n", + "more", + "and", + "P", + "v", + "hbox", + "f", + "F", + "or", + "with", + "although" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "a", + "T", + "H", + "an", + "e", + "D", + "get", + "K", + "y", + "un", + "n", + "on", + "s", + "v", + "p", + "because", + "P", + "because", + "more", + "B", + "ed", + "than", + "and", + "t", + "with", + "is", + "in", + "d", + "er", + "more" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "C", + "l", + "an", + "T", + "because", + "D", + "more", + "e", + "and", + "un", + "y", + "than", + "p", + "v", + "K", + "because", + "t", + "the", + "despite", + "its", + "k", + "although", + "H", + "n", + "c", + "more", + "d", + "even", + "f", + "m", + "it" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "l", + "a", + "C", + "and", + "more", + "because", + "an", + "because", + "y", + "than", + "daha", + "despite", + "T", + "mehr", + "karena", + "lebih", + "both", + "davantage", + "whereas", + "its", + "more" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "an", + "C", + "and", + "able", + "more", + "a", + "daha", + "because", + "Therefore", + "davantage", + "despite", + "stronger", + "its", + "lebih", + "harder", + "T", + "mehr", + "than" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "a", + "an", + "B", + "T", + "more", + "y", + "D", + "K", + "able", + "start", + "al", + "begin", + "ed", + "more", + "harder", + "begins", + "up", + "because", + "onset", + "le", + "v", + "ability", + "t", + "daha", + "p", + "d", + "n" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "H", + "K", + "B", + "ed", + "y", + "D", + "T", + "a", + "an", + "onset", + "p", + "up", + "more", + "harder", + "al", + "begin", + "daha", + "more", + "exhibiting", + "start", + "necessarily", + "M", + "begins", + "G", + "than", + "initiation" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "l", + "own", + "ed", + "ing", + "y", + "p", + "yield", + "D", + "v", + "P", + "yield", + "e", + "onset", + "al", + "H", + "an", + "h", + "B", + "on", + "get", + "n", + "o", + "more", + "a", + "t", + "m", + "K", + "and", + "M", + "york" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "C", + "ed", + "B", + "H", + "a", + "and", + "y", + "ing", + "e", + "flow", + "al", + "P", + "v", + "flow", + "yield", + "h", + "p", + "true", + "o", + "yield", + "K", + "ized", + "D", + "as", + "m", + "ly", + "on", + "n", + "more", + "an", + "i" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "yield", + "yield", + "Yield", + "Yield", + "yielding", + "flow", + "yielded", + "yielding", + "yields", + "flow", + "Flow", + "Flow", + "Hall", + "Hall", + "hall", + "FLOW", + "and", + "flowing", + "memulai", + "IELD", + "C", + "Critical", + "FLOW", + "youtube", + "initiate", + "hall" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "yield", + "Yield", + "Yield", + "yield", + "and", + "yielding", + "yielded", + "Hall", + "Hall", + "yielding", + "hall", + "yields", + "C", + "flow", + "own", + "HALL", + "Yates", + "yank", + "ierls", + "uma", + "yard", + "Holl", + "bigger", + "larger", + "hall", + "Resume" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "C", + "L", + "de", + "P", + "H", + "yield", + "Yield", + "S", + "Yield", + "yield", + "Hall", + "Y", + "yielded", + "yank", + "Yates", + "Hall", + "yielding", + "stall", + "e", + "Yamada", + "hall", + "A", + "Larg", + "ierls", + "yielding", + "Yash", + "Yosh", + "K", + "Yoda", + "yarn" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Therefore", + "The", + "Consequently", + "Otherwise", + "However", + "Hence", + "Specifically", + "Thus", + "overall", + "Along", + "Higher", + "Corresponding", + "rotating", + "the", + "Its", + "Since", + "Meanwhile", + "Initially", + "Onc", + "McLaughlin", + "More", + "Subsequent", + "Because", + "sweeter", + "Rotating", + "Contrast", + "onset", + "While", + "relative", + "PreviewPaused", + "something", + "Rabbi" + ] + } + ], + "logit_surprising": [ + { + "concept": "uma", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "differ", + "output_checked": true + }, + { + "concept": "own", + "score": 6.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "Difference", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "differ", + "output_checked": true + }, + { + "concept": "grain", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "size", + "output_checked": true + }, + { + "concept": "deformation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "yield", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-08__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-08__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-08__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-08__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-08__heatmap.png" + } + }, + { + "slug": "mechanism-name-grain-size-strength-09", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size strengthening 9", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Recrystallized grains are refined from tens of micrometers to only a few micrometers. The stress needed to initiate slip increases approximately with the inverse square root of size.", + "prompt_tail": "are refined from tens of micrometers to only a few micrometers. The stress needed to initiate slip increases approximately with the inverse square root of size.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size-strength", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 770, + "best_depth": 61.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 3737 + }, + { + "label": "Hall", + "best_rank": 1, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 0 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "styling", + "ListItemIcon", + "apr", + "Charm", + "Farr", + "got", + "even", + "un", + "Hair" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "apr", + "styling", + "asus", + "mesma", + "Enter", + "conde", + "styles", + "Insert", + "same", + "GSM", + "as", + "mesmos", + "cir", + "mixer", + "mkdir", + "Install", + "Edge", + "vaisseaux", + "Edge", + "dit" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "mesma", + "Weise", + "Edge", + "apr", + "s", + "Edge", + "ashe", + "Insert", + "Sus", + "jenis", + "EDGE", + "insert", + "cfr", + "sus", + "verg", + "arlos", + "Pek" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "S", + "Weise", + "mesma", + "Edge", + "insert", + "sus", + "Hits", + "apr", + "Insert", + "joen", + "cfr", + "Edge", + "Pek", + "second", + "ashe", + "EDGE", + "agiri", + "gms", + "Sus", + "arlos" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "la", + "s", + "Cuy", + "cens", + "ciri", + "Pend", + "Cens", + "pis", + "watering", + "Pyr", + "dui", + "Pending", + "S", + "Eddie", + "kts", + "appelle", + "centerY", + "phis", + "dikkat", + "pias", + "apag", + "Pend", + "cus", + "Holloway" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "empe", + "handleError", + "Estelle", + "spacing", + "ngModel", + "kts", + "softmax", + "psi", + "pct", + "issy", + "Sorg", + "affine", + "watering", + "Rome", + "DIN", + "conveniently", + "agge", + "unches", + "cens", + "tts", + "AGS", + "ukun" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "ngModel", + "Estelle", + "yscale", + "hbox", + "Sorg", + "AGS", + "setValue", + "empe", + "agge", + "Emilia", + "ukun", + "economical", + "adrenaline", + "serialization", + "iorum", + "RHS", + "sinx", + "affine", + "HTTPS", + "assies", + "aportan", + "itorial", + "cyn" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "hci", + "atro", + "Stark", + "Pyr", + "kts", + "LOGGER", + "ciri", + "Arjuna", + "watering", + "icure", + "Puch", + "cheats", + "Cullen", + "Ronald", + "Cui", + "CUDA", + "estab", + "empe", + "CCN", + "punch" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "P", + "LOGGER", + "Cui", + "isjon", + "endenti", + "uzi", + "Kund", + "Guangdong", + "lendemain", + "Kuch", + "phony", + "Guad", + "OOP", + "Fonts", + "hci", + "onuclear" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "usus", + "OOP", + "Gruntfile", + "Lol", + "Kron", + "ralent", + "phony", + "endenti", + "Guangdong", + "retval", + "ForEach" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "Princeton", + "BYTE", + "stal", + "P", + "useEffect", + "Bowser", + "FXML", + "unfair", + "Anders", + "onload", + "ophile", + "emin", + "verwendet", + "raft" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "que", + "la", + "entimes", + "otros", + "T", + "PWD", + "o", + "udos", + "os", + "ozen", + "ISIS", + "CPF", + "tais", + "ispens", + "poc", + "usus", + "spos" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "que", + "l", + "T", + "H", + "t", + "s", + "es", + "L", + "o", + "an", + "poco", + "much", + "entimes", + "los", + "om", + "st", + "s", + "more", + "os", + "qquad", + "Again", + "however", + "others", + "ie" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "l", + "que", + "es", + "t", + "entimes", + "esha", + "os", + "T", + "qquad", + "s", + "o", + "much", + "gehend", + "mektedir", + "s", + "es", + "le", + "esh", + "bie" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "l", + "que", + "es", + "le", + "t", + "s", + "esha", + "es", + "excellent", + "an", + "s", + "esz", + "isy", + "ifiably", + "os", + "ez", + "re", + "therefore", + "rec", + "heavily", + "valor", + "therefore", + "cu" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "a", + "l", + "que", + "es", + "esz", + "excellent", + "isy", + "of", + "ly", + "fort", + "le", + "esis", + "therefore", + "escue", + "esha", + "therefore", + "iddel", + "rec", + "es", + "ylim", + "its" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "de", + "l", + "es", + "isy", + "es", + "el", + "le", + "al", + "rec", + "esis", + "re", + "therefore", + "excellent", + "ly", + "cal", + "est", + "hivyo", + "esha", + "e", + "con" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "de", + "l", + "a", + "hence", + "thus", + "hence", + "therefore", + "therefore", + "Accordingly", + "b", + "en", + "s", + "el", + "hivyo", + "rec", + "Hence", + "con" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "la", + "L", + "e", + "S", + "H", + "inversely", + "T", + "de", + "K", + "s", + "According", + "l", + "decre", + "s", + "hence", + "C", + "insuffis", + "emb", + "equation", + "ispens", + "le" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "S", + "T", + "L", + "de", + "e", + "inversely", + "H", + "K", + "C", + "equation", + "evidence", + "decre", + "s", + "le", + "en", + "inverse", + "l", + "sqrt", + "According", + "bilang", + "ispens" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "la", + "l", + "de", + "S", + "H", + "L", + "e", + "s", + "C", + "T", + "equation", + "inversely", + "sqrt", + "K", + "le", + "rentices", + "yield", + "S", + "l", + "raiz", + "b", + "strength", + "n", + "n" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "de", + "S", + "e", + "H", + "s", + "inversely", + "que", + "a", + "le", + "equation", + "s", + "sigma", + "sigma", + "es", + "cu", + "n", + "relationship", + "sig", + "stress", + "sqrt", + "Inverse", + "inverse", + "inverse", + "relationship", + "m", + "Relationship", + "el" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "Hall", + "S", + "Hall", + "de", + "hall", + "hall", + "HALL", + "relationship", + "relationship", + "HALL", + "Relationship", + "l", + "s", + "Relationship", + "H", + "inversely", + "halls", + "Relation", + "Stress", + "relation", + "L", + "stress", + "Relationships" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "Hall", + "stress", + "Hall", + "hall", + "Stress", + "stress", + "K", + "de", + "l", + "Stress", + "hall", + "L", + "stres", + "relationship", + "S", + "Inverse", + "inverse", + "inverse", + "HALL", + "relationship", + "Relationship", + "Relationship", + "HALL", + "stressed", + "Inverse", + "s", + "stresses" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Hall", + "Hall", + "l", + "hall", + "hall", + "Hal", + "Stress", + "stress", + "stress", + "Stress", + "HALL", + "Hal", + "hal", + "S", + "Haller", + "stres", + "hal", + "L", + "HALL", + "H", + "relationship", + "HAL", + "HAL", + "stressed", + "halla", + "Hala", + "Halls", + "stresses" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Here", + "Since", + "Otherwise", + "Similarly", + "According", + "stress", + "Stress", + "Therefore", + "In", + "Once", + "Instead", + "increase", + "Because", + "Subsequent", + "This", + "However", + "Likewise", + "Here", + "Indeed", + "Conversely", + "Specifically", + "Anything", + "Which", + "because", + "Based", + "Increase" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 35074, + 43997, + 99149, + 91674, + 152165, + 164693, + 116406, + 172157, + 199631, + 207137, + 110303, + 40012, + 20491, + 8189, + 2890, + 771, + 2731, + 10435, + 7793, + 3538, + 4676, + 2740, + 16647, + 884, + 16025, + 13519 + ] + }, + { + "label": "Hall", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 2175, + 4755, + 36506, + 20676, + 61895, + 88424, + 77280, + 172556, + 185197, + 72896, + 16506, + 87076, + 73305, + 65398, + 45523, + 51680, + 36685, + 89177, + 38148, + 22334, + 1634, + 239, + 2, + 3, + 1, + 1106 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 78146, + 139482, + 67648, + 75114, + 66952, + 41481, + 16678, + 28265, + 3738, + 7409, + 5396, + 7399, + 46474 + ] + }, + { + "label": "Hall", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 73851, + 104100, + 6920, + 27341, + 9499, + 3764, + 11662, + 21394, + 21341, + 7152, + 216, + 81, + 1 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 5.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 4.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "tens", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "refining", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "refined", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "eters", + "output_checked": true + }, + { + "concept": "pin", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "Hall", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "of", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "s", + "ele", + "p", + "le", + "que", + "ry", + "de", + "ap", + "aj", + "set", + "ner", + "ani", + "se", + "ad", + "am", + "im", + "en", + "er", + "es", + "am", + "al", + "ah", + "pl", + "ip", + "ers", + "qu", + "ist", + "op" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "C", + "I", + "T", + "A", + "ad", + "im", + "S", + "ot", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "ce", + "em", + "ation", + "be", + "T", + "ot", + "A", + "I", + "om", + "th", + "and", + "l", + "im", + "e", + "ad", + "S", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "s", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "as", + "of" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "occasional", + "able", + "various", + "T", + "H", + "que", + "iz", + "or", + "le", + "ness", + "its", + "own", + "kind", + "end", + "ers", + "l", + "an", + "en", + "a", + "of", + "and", + "est", + "ation", + "e", + "ad", + "p", + "t", + "d", + "al" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "T", + "S", + "H", + "own", + "l", + "a", + "que", + "C", + "en", + "able", + "iz", + "ers", + "O", + "ed", + "un", + "or", + "ity", + "k", + "ce", + "able", + "end", + "al", + "owych", + "malah", + "chst", + "ally", + "le", + "ivity", + "singular" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "l", + "a", + "own", + "ed", + "en", + "able", + "iz", + "un", + "ers", + "H", + "able", + "k", + "owych", + "T", + "b", + "end", + "t", + "ce", + "K" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "H", + "own", + "l", + "a", + "T", + "en", + "able", + "iz", + "K", + "able", + "k", + "ers", + "un", + "ed", + "b", + "ation", + "malah", + "owych" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "H", + "T", + "l", + "iz", + "a", + "que", + "K", + "own", + "t", + "le", + "irritating", + "k", + "s", + "izing", + "polluting", + "par", + "ng", + "TH" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "T", + "a", + "H", + "iz", + "K", + "que", + "la", + "t", + "irritating", + "s", + "le", + "par", + "greatness" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "iz", + "H", + "T", + "uma", + "que", + "t", + "s", + "irritating", + "greatness", + "par", + "K", + "Rudd", + "reduzir", + "la" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "H", + "uma", + "charming", + "s", + "both", + "t", + "iz", + "greatness", + "and", + "reduzir", + "or", + "que" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "H", + "K", + "S", + "Jumlah", + "th", + "glamorous", + "greatly", + "also", + "alors", + "charming", + "reduzir", + "czyli", + "or", + "There" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "de", + "of", + "an", + "que", + "or", + "so", + "to", + "le", + "y", + "and", + "at", + "d", + "his", + "the", + "for", + "such", + "on", + "ly", + "it", + "in", + "s", + "les", + "p", + "t", + "by", + "as", + "du", + "thus", + "f" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "a", + "T", + "e", + "K", + "and", + "y", + "s", + "ly", + "er", + "H", + "to", + "p", + "of", + "on", + "v", + "D", + "t", + "n", + "and", + "c", + "o", + "es", + "z", + "f", + "a", + "get", + "un", + "d", + "b", + "in" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "a", + "T", + "s", + "e", + "y", + "K", + "H", + "t", + "er", + "D", + "p", + "v", + "un", + "n", + "to", + "ly", + "B", + "P", + "on", + "and", + "f", + "k", + "c", + "d", + "ed", + "m", + "h", + "get", + "a", + "i" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "a", + "C", + "y", + "K", + "T", + "s", + "and", + "an", + "t", + "er", + "un", + "ed", + "e", + "v", + "k", + "D", + "p", + "al", + "to", + "the", + "d", + "c", + "n", + "es", + "i", + "m", + "as", + "a", + "l", + "B", + "f" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "l", + "C", + "a", + "y", + "and", + "T", + "K", + "ed", + "er", + "al", + "e", + "D", + "t", + "so", + "k", + "B", + "but", + "the", + "from", + "an", + "v", + "and", + "s", + "un", + "such", + "d", + "because", + "from", + "ic", + "that", + "to", + "es" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "a", + "and", + "an", + "T", + "C", + "l", + "B", + "K", + "the", + "such", + "able", + "according", + "its", + "P", + "but", + "so", + "According", + "D", + "as", + "because", + "following", + "based", + "one", + "some", + "Based", + "L", + "Therefore" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "a", + "K", + "an", + "ed", + "y", + "T", + "v", + "D", + "get", + "UNSIGNED", + "n", + "al", + "According", + "according", + "B", + "t", + "able", + "p", + "up", + "been", + "ing", + "k", + "toBottomOf", + "because", + "relationship", + "some" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "a", + "C", + "K", + "ed", + "y", + "an", + "get", + "v", + "T", + "UNSIGNED", + "al", + "able", + "p", + "n", + "according", + "D", + "own", + "inversely", + "According", + "relationship", + "B", + "t", + "increase", + "where", + "hbox", + "e", + "toBottomOf", + "otherwise" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "own", + "l", + "C", + "ed", + "ing", + "B", + "y", + "a", + "get", + "v", + "al", + "K", + "n", + "yield", + "p", + "m", + "an", + "ized", + "e", + "able", + "t", + "her", + "h", + "according", + "D", + "o", + "getProperty", + "gets", + "size", + "onset", + "practically" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "C", + "B", + "ing", + "ed", + "a", + "K", + "and", + "al", + "P", + "v", + "m", + "e", + "y", + "an", + "n", + "s", + "p", + "ized", + "get", + "D", + "ness", + "G", + "as", + "relationship", + "an", + "que", + "inversely", + "i", + "M", + "H", + "yield" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "Hall", + "Hall", + "hall", + "hall", + "HALL", + "HALL", + "relationship", + "relationship", + "Relationship", + "halls", + "B", + "halluc", + "Halls", + "Relationship", + "relation", + "relationships", + "l", + "S", + "hallucinations", + "Relationships", + "relationships", + "hal" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Hall", + "Hall", + "hall", + "hall", + "stress", + "Stress", + "HALL", + "uma", + "stress", + "B", + "Stress", + "HALL", + "relationship", + "relationship", + "Inverse", + "own", + "L", + "T", + "inverse", + "Relationship", + "la", + "halls", + "K", + "Relationship", + "halluc", + "stresses", + "inverse", + "l" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Hall", + "Hall", + "P", + "hall", + "hall", + "Hal", + "HALL", + "hal", + "Stress", + "stress", + "Hal", + "Stress", + "stress", + "hal", + "HAL", + "relationship", + "HAL", + "Hallmark", + "HALL", + "relationship", + "Haller", + "Halle", + "K", + "ress", + "Halls", + "T", + "stres" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Here", + "Since", + "Otherwise", + "Similarly", + "According", + "stress", + "Stress", + "Therefore", + "In", + "Once", + "Instead", + "increase", + "Because", + "Subsequent", + "This", + "However", + "Likewise", + "Here", + "Indeed", + "Conversely", + "Specifically", + "Anything", + "Which", + "because", + "Based", + "Increase" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 17.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "Rec", + "output_checked": true + }, + { + "concept": "and", + "score": 5.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "uma", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "are", + "output_checked": true + }, + { + "concept": "refining", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "refined", + "output_checked": true + }, + { + "concept": "pinning", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "Hall", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "According", + "score": 1.0, + "best_rank": 2, + "best_depth": 52.5, + "near_token": "Rec", + "output_checked": true + }, + { + "concept": "Hall", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "of", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-09__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-09__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-09__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-09__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-09__heatmap.png" + } + }, + { + "slug": "mechanism-name-grain-size-strength-10", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size strengthening 10", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A structural alloy is strengthened by subdividing it into smaller misoriented crystal regions, creating more barriers to the passage of moving line imperfections.", + "prompt_tail": "structural alloy is strengthened by subdividing it into smaller misoriented crystal regions, creating more barriers to the passage of moving line imperfections.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size-strength", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 68, + "best_depth": 61.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 887 + }, + { + "label": "Hall", + "best_rank": 2666, + "best_depth": 64.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2026 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "apr", + "Gottlieb", + "mesma", + "got", + "even", + "Hair", + "Edge", + "Charm" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "apr", + "s", + "GSM", + "mesma", + "styling", + "asus", + "mkdir", + "styles", + "conde", + "S", + "cir", + "as", + "Insert", + "param", + "Weise", + "mixer", + "Edge", + "dit", + "Enter" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "mesma", + "Edge", + "Weise", + "apr", + "Edge", + "ashe", + "cfr", + "Insert", + "s", + "Sus", + "verg", + "jenis", + "styling", + "EDGE", + "styling", + "arens", + "insert" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "S", + "mesma", + "Weise", + "apr", + "Edge", + "cfr", + "Edge", + "ashe", + "Insert", + "insert", + "sus", + "Hits", + "joen", + "second", + "Sus", + "styling", + "Pek", + "EDGE", + "as" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "Cuy", + "cens", + "Pending", + "Ashley", + "pis", + "Eddie", + "Cens", + "Pyr", + "cura", + "ciri", + "artis", + "Ashken", + "phis", + "ait", + "Duplicate", + "empe", + "insley", + "la", + "Amts", + "dikkat", + "embarrass", + "CY", + "uts", + "atro" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "s", + "Estelle", + "psi", + "handleError", + "la", + "empe", + "softmax", + "STI", + "Sorg", + "spacing", + "ngModel", + "prolet", + "pct", + "Accenture", + "issy", + "serialization", + "osynthesis", + "DIN", + "conveniently", + "Rome", + "blings", + "postgres", + "agge", + "affine", + "knn", + "ukun" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "handleError", + "ukun", + "ngModel", + "Estelle", + "Sorg", + "empe", + "psi", + "itorial", + "AGS", + "yscale", + "osynthesis", + "serialization", + "unches", + "Appleton", + "RTS", + "fat", + "aportan", + "addData", + "RHS", + "Ris", + "spacing" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "hci", + "Rome", + "Stark", + "estab", + "Puch", + "ichlor", + "etty", + "setValue", + "atro", + "achat", + "Pyr", + "Arjuna", + "Ronald", + "cheats", + "empe", + "LOGGER", + "isah", + "Algeria" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "P", + "ing", + "L", + "retval", + "Cuy", + "atro", + "Guangdong", + "StringBuilder", + "CGPoint", + "postings", + "defaultValue", + "Tips", + "rmt", + "pict", + "OOP", + "fft", + "OfThe" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "H", + "CGPoint", + "StringBuilder", + "Gruntfile", + "slimmer", + "schlim", + "BYTE", + "ChatGPT", + "prawdzi", + "even", + "rmt", + "Faker", + "Flags", + "Halloween", + "Copyright", + "zdol" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "stal", + "BYTE", + "ing", + "schlim", + "StringBuilder", + "ophile", + "onload", + "ChatGPT", + "eram", + "UPI", + "Jahr", + "CGPoint", + "ogly", + "even", + "Solidity", + "Rather", + "unfair" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "que", + "L", + "a", + "H", + "la", + "T", + "out", + "C", + "tuttavia", + "s", + "entimes", + "om", + "ing", + "t", + "ways", + "st", + "Maui", + "an", + "Rather", + "us", + "ikuwa", + "puedo" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "que", + "L", + "H", + "a", + "T", + "out", + "an", + "ing", + "ie", + "tuttavia", + "and", + "ways", + "los", + "t", + "entimes", + "cuya", + "om", + "e", + "Ways", + "poco", + "more", + "s", + "variously", + "entanto", + "oco", + "particularly" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "que", + "a", + "ing", + "T", + "H", + "an", + "t", + "entimes", + "cuya", + "ways", + "L", + "agad", + "alit", + "tuttavia", + "outez", + "gehend", + "out", + "entanto", + "esh", + "owych" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "que", + "a", + "ing", + "l", + "an", + "ization", + "s", + "t", + "ized", + "ways", + "izing", + "ers", + "es", + "isy", + "es", + "alit", + "ings", + "iod", + "oum", + "esh", + "widths", + "rec" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "que", + "l", + "ization", + "ing", + "ized", + "ed", + "an", + "izing", + "es", + "isy", + "ers", + "ly", + "izations", + "yolu", + "the", + "indeed", + "s", + "ity", + "weg", + "antly", + "ways", + "its", + "esh", + "shaken" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "que", + "a", + "l", + "ization", + "ized", + "ly", + "the", + "yolu", + "isy", + "ed", + "an", + "izing", + "izations", + "such", + "es", + "antly", + "es", + "stead", + "weg", + "shaken", + "getContext", + "individual" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "l", + "hence", + "consequ", + "deshalb", + "dadurch", + "Consequently", + "ization", + "L", + "antly", + "Hence", + "a", + "thereby", + "Such", + "consequently", + "thus", + "therefore", + "yolu", + "berikut" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "l", + "a", + "either", + "an", + "S", + "L", + "T", + "C", + "que", + "le", + "emb", + "oben", + "cof", + "migration", + "liegt", + "ned", + "aise", + "pula", + "etc", + "un", + "able" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "a", + "either", + "an", + "L", + "S", + "T", + "C", + "en", + "oben", + "le", + "etc", + "able", + "set", + "cof", + "slike", + "n", + "un", + "ispens", + "inplace", + "aise", + "L", + "lettre" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "la", + "L", + "l", + "a", + "S", + "C", + "T", + "either", + "an", + "H", + "Line", + "slike", + "line", + "oben", + "LINES", + "folgende", + "l", + "lineNumber", + "ly", + "linebreak", + "n", + "set", + "cof", + "roll" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "a", + "L", + "S", + "an", + "T", + "Line", + "line", + "C", + "line", + "Line", + "lineNumber", + "LINES", + "LINE", + "H", + "le", + "lines", + "n", + "e", + "linea", + "linebreak", + "noticed", + "lines", + "slike", + "Lines", + "mig", + "able" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "L", + "Line", + "line", + "la", + "Line", + "line", + "LINE", + "S", + "T", + "C", + "linea", + "lini", + "P", + "Linie", + "addLine", + "lineal", + "Linear", + "a", + "LINE", + "Lines", + "lineHeight", + "lines", + "linear" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "Line", + "line", + "Line", + "line", + "LINE", + "LINE", + "linea", + "eline", + "moving", + "Moving", + "Moving", + "lineHeight", + "moving", + "a", + "lineup", + "lineNumber", + "Linie", + "linha", + "addLine", + "ligne" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Line", + "Line", + "Moving", + "Moving", + "line", + "line", + "moving", + "moving", + "l", + "LINE", + "Linie", + "LINE", + "la", + "eline", + "lineNumber", + "addLine", + "S", + "lineHeight", + "FileLine", + "MOV", + "MOV", + "bergerak" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Moving", + "Moving", + "moving", + "imong", + "noite", + "menghadapi", + "times", + "etc", + "Singing", + "indeed", + "Provide", + "ande", + "Changing", + "Ended", + "Conselho", + "diz" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 37232, + 85698, + 106750, + 97069, + 187786, + 163488, + 123871, + 172914, + 111543, + 164189, + 95400, + 30737, + 15121, + 3152, + 640, + 69, + 333, + 380, + 4103, + 2525, + 2755, + 1817, + 4208, + 15098, + 15799, + 60193 + ] + }, + { + "label": "Hall", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 3036, + 3794, + 35702, + 17102, + 102026, + 108822, + 112434, + 130772, + 117993, + 15414, + 7817, + 28839, + 24916, + 21500, + 6741, + 6944, + 2667, + 23352, + 32849, + 39157, + 22665, + 23029, + 10806, + 69919, + 121489, + 127591 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 79520, + 104753, + 19087, + 41643, + 32026, + 24465, + 19781, + 6216, + 2804, + 1539, + 1709, + 888, + 11139 + ] + }, + { + "label": "Hall", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 108904, + 106203, + 12944, + 47921, + 13500, + 3703, + 6849, + 13739, + 21848, + 20951, + 2027, + 10651, + 7085 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 12.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 9.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "than", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "more", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "smaller", + "output_checked": true + }, + { + "concept": "called", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "defects", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "line", + "output_checked": true + }, + { + "concept": "Nippon", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "crystall", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "pyautogui", + "score": 1.0, + "best_rank": 9, + "best_depth": 40.7, + "near_token": "imperfections", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "han", + "mente", + "ele", + "hy", + "alk", + "man", + "ty", + "ting", + "la", + "ness", + "ani", + "ly", + "de", + "n", + "im", + "es", + "er", + "al", + "le", + "ip", + "ile", + "ers", + "ap", + "que", + "ry", + "ier", + "ner" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ation", + "I", + "T", + "A", + "im", + "e", + "S", + "ot", + "to", + "of", + "as", + "in", + "l", + "and", + "th", + "om", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "um", + "P", + "em", + "ly", + "A", + "T", + "ation", + "be", + "om", + "th", + "el", + "l", + "im", + "e", + "S", + "ot", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ing", + "b", + "d", + "al", + "ion", + "ic", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "S", + "seasonal", + "elective", + "North", + "personal", + "secondary", + "specialized", + "world", + "own", + "self", + "ness", + "able", + "open", + "single", + "various", + "ers", + "an", + "l", + "ation", + "en", + "a", + "of", + "and", + "iz", + "le", + "end", + "or", + "out", + "able", + "ings", + "its" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "T", + "S", + "en", + "l", + "a", + "an", + "or", + "own", + "ers", + "que", + "iz", + "able", + "able", + "er", + "k", + "O", + "ation", + "le", + "end", + "izing", + "H", + "AVAILABLE", + "malah", + "ity", + "un", + "ings", + "North", + "sake", + "elective", + "chst" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "l", + "own", + "able", + "ers", + "end", + "iz", + "an", + "ed", + "k", + "un", + "able", + "K", + "specialized", + "ation", + "elle", + "ally", + "North", + "chst", + "various", + "ashi", + "humbled", + "le" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "ers", + "iz", + "k", + "able", + "ation", + "end", + "un", + "chst", + "que", + "ashi", + "t", + "K", + "owych", + "singular", + "le" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "de", + "a", + "own", + "iz", + "k", + "ation", + "s", + "uma", + "S", + "sa", + "nya", + "sen", + "owych", + "ers", + "deki", + "afin", + "able" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "de", + "own", + "iz", + "uma", + "nya", + "k", + "ation", + "s", + "owych", + "sa", + "norte", + "deki", + "Predicting", + "par", + "sen" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "uma", + "a", + "iz", + "nya", + "own", + "Predicting", + "s", + "norte", + "ation", + "owych", + "Rudd", + "singular", + "de", + "par" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "uma", + "s", + "Predicting", + "Preprint", + "iz", + "corrigir", + "par", + "amassed" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "uma", + "Preprint", + "Predicting", + "amassed" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "de", + "an", + "or", + "y", + "que", + "its", + "it", + "le", + "ly", + "some", + "d", + "like", + "which", + "the", + "specific", + "but", + "instead", + "by", + "such", + "ed", + "iy", + "as", + "vs", + "multi", + "so", + "me", + "to", + "and", + "certain", + "local" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "and", + "ly", + "e", + "y", + "C", + "er", + "s", + "to", + "and", + "T", + "ed", + "on", + "p", + "which", + "but", + "a", + "v", + "or", + "of", + "that", + "es", + "al", + "un", + "z", + "by", + "o", + "n", + "of", + "the" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "a", + "and", + "s", + "e", + "T", + "y", + "er", + "p", + "un", + "ed", + "K", + "ly", + "H", + "v", + "n", + "D", + "t", + "to", + "and", + "on", + "es", + "d", + "f", + "an", + "which", + "a", + "h", + "c", + "k", + "that" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "C", + "a", + "y", + "s", + "T", + "and", + "ed", + "un", + "p", + "t", + "an", + "e", + "ing", + "er", + "k", + "v", + "K", + "n", + "and", + "D", + "d", + "to", + "m", + "es", + "on", + "f", + "l", + "c", + "such", + "al" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "and", + "a", + "l", + "ed", + "y", + "that", + "such", + "un", + "which", + "an", + "T", + "s", + "er", + "that", + "K", + "more", + "the", + "these", + "t", + "k", + "and", + "e", + "p", + "to", + "Therefore", + "through", + "which", + "thereby" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "and", + "T", + "such", + "L", + "P", + "an", + "such", + "thereby", + "these", + "Therefore", + "able", + "preventing", + "D", + "More", + "H", + "These", + "those" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "a", + "l", + "an", + "T", + "y", + "K", + "such", + "these", + "B", + "D", + "These", + "those", + "ed", + "some", + "A", + "v", + "During", + "ovih", + "N", + "M", + "ated", + "any", + "They", + "what", + "been", + "them" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "a", + "T", + "l", + "y", + "an", + "such", + "K", + "L", + "such", + "these", + "B", + "These", + "t", + "al", + "more", + "D", + "which", + "v", + "boyunca", + "those", + "n", + "get", + "ull", + "some", + "them" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "y", + "L", + "T", + "B", + "l", + "ed", + "ing", + "al", + "K", + "is", + "v", + "D", + "n", + "line", + "id", + "t", + "P", + "l", + "m", + "a", + "get", + "p", + "ly", + "ol", + "hline", + "on", + "G", + "at", + "ine", + "M", + "O" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "L", + "C", + "B", + "line", + "ing", + "Line", + "T", + "ly", + "K", + "al", + "y", + "LINE", + "M", + "line", + "lineNumber", + "eline", + "D", + "n", + "hline", + "l", + "Line", + "id", + "G" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "line", + "Line", + "L", + "Line", + "line", + "LINE", + "LINE", + "lineNumber", + "eline", + "linha", + "addLine", + "iline", + "lineal", + "lineales", + "B", + "lineare" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Line", + "line", + "line", + "Line", + "LINE", + "LINE", + "Moving", + "eline", + "moving", + "moving", + "Moving", + "linha", + "lineHeight", + "linea", + "addLine", + "lineNumber", + "iline", + "Linie", + "lineColor" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Line", + "Line", + "Moving", + "moving", + "moving", + "Moving", + "line", + "line", + "la", + "LINE", + "a", + "LINE", + "Linie", + "eline", + "lineHeight", + "addLine", + "MOV", + "MOV", + "lineNumber", + "ELINE", + "able", + "lineNumber" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Moving", + "Moving", + "moving", + "imong", + "noite", + "menghadapi", + "times", + "etc", + "Singing", + "indeed", + "Provide", + "ande", + "Changing", + "Ended", + "Conselho", + "diz" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 13.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "uma", + "score": 11.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "subdiv", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "divided", + "score": 1.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "iding", + "output_checked": true + }, + { + "concept": "strengthening", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "strengthened", + "output_checked": true + }, + { + "concept": "strukt", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "it", + "output_checked": true + }, + { + "concept": "grain", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "into", + "output_checked": true + }, + { + "concept": "orientation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "mis", + "output_checked": true + }, + { + "concept": "interfaces", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "creating", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "defect", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "line", + "output_checked": true + }, + { + "concept": "subdivision", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": ",", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-10__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-10__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-10__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-10__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-grain-size-strength-10__heatmap.png" + } + }, + { + "slug": "mechanism-name-flaw-controlled-failure-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-controlled brittle failure 1", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Two brittle plates carry the same remote tensile load, but one contains a surface flaw four times longer. The plate with the larger flaw becomes unstable at a lower applied stress.", + "prompt_tail": "arry the same remote tensile load, but one contains a surface flaw four times longer. The plate with the larger flaw becomes unstable at a lower applied stress.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-controlled-failure", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + } + ], + "emergence": [ + { + "label": "crack", + "best_rank": 23733, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 3335 + }, + { + "label": "Griffith", + "best_rank": 4506, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 12978 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "got", + "mesma", + "iraj", + "Edge", + "even", + "Edge", + "Geg" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "apr", + "GSM", + "s", + "styling", + "S", + "mkdir", + "styles", + "mesma", + "Insert", + "asus", + "mixer", + "Edge", + "Enter", + "conde", + "cir", + "as", + "Weise", + "dit", + "Edge", + "ipo" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "S", + "Edge", + "Weise", + "styling", + "s", + "Edge", + "EDGE", + "apr", + "insert", + "Insert", + "styling", + "verg", + "Pek", + "arlos" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "s", + "Weise", + "S", + "Edge", + "apr", + "Hits", + "second", + "Edge", + "styling", + "Pek", + "insert", + "even", + "cfr", + "sus", + "second", + "irl", + "Insert", + "arlos" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "Pyr", + "cens", + "Cens", + "empe", + "ciri", + "Ronald", + "Eddie", + "watering", + "uts", + "phis", + "Ashley", + "Cuy", + "DIN", + "Pending", + "CUL", + "ait", + "restaur", + "pis", + "CTE", + "kts", + "poucos", + "bars" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Estelle", + "empe", + "psi", + "softmax", + "spacing", + "ngModel", + "Sorg", + "issy", + "pct", + "handleError", + "affine", + "Rome", + "STI", + "kts", + "Emilia", + "DIN", + "agge", + "HTTPS", + "conveniently", + "postgres", + "osynthesis", + "prolet", + "acidified", + "AGS", + "knn" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ngModel", + "Estelle", + "ukun", + "psi", + "Sorg", + "empe", + "handleError", + "serialization", + "AGS", + "itorial", + "yscale", + "osynthesis", + "Appleton", + "unches", + "addData", + "aportan", + "agge", + "kts", + "acidified", + "spacing", + "RHS", + "cyn", + "affine" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "Cui", + "ietta", + "Fort", + "Cullen", + "Stark", + "dui", + "ucker", + "cus", + "fort", + "ciri", + "Fort", + "hci", + "OfThe", + "cheats", + "CCN" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "Guad", + "fort", + "Cui", + "lendemain", + "Kuch", + "Cullen", + "kuk", + "LOGGER", + "pict", + "uzi", + "onuclear", + "icure", + "Cud", + "hci", + "ATEST", + "Guangdong", + "cuy" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "postings", + "usus", + "ibaldi", + "rmt", + "StringBuilder", + "ralent", + "Rather", + "fontsize", + "firme", + "slimmer", + "Slowly", + "uglify" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "H", + "BYTE", + "P", + "CGPoint", + "StringBuilder", + "capazes", + "UPI", + "ophile", + "slimmer", + "informacje", + "JVM" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "usted", + "and", + "PWD", + "istiwa", + "tuttavia", + "que", + "oubliez", + "puedo" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "L", + "a", + "and", + "que", + "H", + "Rather", + "tuttavia", + "Mud", + "stellt", + "out", + "entanto", + "uintptr" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "tuttavia", + "Toutefois", + "cuya", + "entanto", + "formidable", + "uintptr", + "entimes", + "capazes", + "Spots" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "que", + "l", + "xref", + "an", + "ings", + "uintptr", + "formidable", + "sports", + "Toutefois", + "cuya", + "icosia", + "siguientes" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "que", + "l", + "an", + "because", + "ings", + "versus", + "icosia", + "of", + "more", + "ciphertext", + "its", + "wyja", + "worthy" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "que", + "because", + "porque", + "icosia", + "so", + "versus", + "its", + "much", + "BECAUSE", + "debido", + "therefore" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "therefore", + "because", + "Consequently", + "a", + "therefore", + "hence", + "consequently", + "deshalb", + "Therefore", + "Consequently", + "why", + "hence", + "Therefore" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "L", + "B", + "hence", + "l", + "Hence", + "why", + "hence", + "Why", + "Consequently", + "deshalb", + "why", + "therefore", + "consequently", + "Hence", + "Consequently", + "Why", + "T", + "WHY" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "L", + "l", + "hence", + "Consequently", + "why", + "hence", + "Hence", + "Why", + "Consequently", + "consequently", + "deshalb", + "therefore", + "why", + "B", + "Hence", + "because", + "T", + "Why", + "indeed" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "la", + "L", + "at", + "why", + "Consequently", + "l", + "Why", + "why", + "Hence", + "Consequently", + "hence", + "whichever", + "consequently", + "deshalb" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "que", + "l", + "at", + "L", + "Consequently", + "why", + "de", + "YES", + "Consequently", + "Which", + "it", + "YES", + "Which", + "Why", + "berts", + "porque", + "consequently", + "esto", + "the", + "why", + "which" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "L", + "que", + "Failure", + "Failure", + "at", + "failure", + "de", + "whichever", + "failure", + "instability", + "Which", + "FAILURE", + "destabil", + "dlatego", + "Consequently", + "Which", + "welches" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "que", + "plate", + "Plate", + "inst", + "L", + "Plate", + "plate", + "Which", + "at", + "WHY", + "Which", + "instability", + "inst", + "destabil", + "failure", + "Why", + "PLATE", + "Lower", + "l", + "plates", + "Failure", + "WHY", + "Inst" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "L", + "la", + "Consequently", + "Hence", + "Hence", + "inst", + "explains", + "ization", + "plate", + "instability", + "Failure", + "hence", + "explique", + "stresses", + "uterte", + "This", + "Thus" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "The", + "Which", + "This", + "At", + "a", + "However", + "Note", + "Therefore", + "Here", + "Specifically", + "Thus", + "Because", + "Consequently", + "because", + "Why", + "Since", + "For", + "It", + "the", + "stresses", + "In", + "Due", + "Otherwise", + "Its", + "As", + "Rate", + "whereas", + "la", + "Conversely", + "Stress", + "critical", + "Now" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "crack", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 78251, + 151546, + 139146, + 138568, + 144982, + 106041, + 109187, + 120379, + 105758, + 84849, + 92735, + 85633, + 110499, + 170457, + 159741, + 151698, + 145328, + 186953, + 90406, + 80528, + 59453, + 23734, + 33068, + 15843, + 23654, + 6410 + ] + }, + { + "label": "Griffith", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 11157, + 40177, + 34942, + 19194, + 228138, + 258506, + 260421, + 239135, + 245615, + 229697, + 120855, + 149198, + 152491, + 170982, + 160781, + 150772, + 115552, + 100773, + 40382, + 39481, + 29840, + 22708, + 4507, + 9561, + 3924, + 6338 + ] + } + ], + "logit_lens": [ + { + "label": "crack", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 54932, + 93237, + 16263, + 37779, + 55563, + 33066, + 69785, + 72676, + 3336, + 6757, + 10202, + 23692, + 39215 + ] + }, + { + "label": "Griffith", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 69349, + 113242, + 171094, + 203148, + 170581, + 151734, + 122881, + 105542, + 25600, + 26635, + 46117, + 76666, + 12979 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 23.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "than", + "score": 13.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "longer", + "output_checked": true + }, + { + "concept": "and", + "score": 7.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "que", + "score": 5.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "even", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "own", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "yielding", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "becomes", + "output_checked": true + }, + { + "concept": "entanto", + "score": 1.0, + "best_rank": 3, + "best_depth": 52.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "are", + "score": 1.0, + "best_rank": 3, + "best_depth": 81.4, + "near_token": "plates", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ani", + "ap", + "que", + "al", + "es", + "le", + "de", + "p", + "perd", + "asma", + "aj", + "ry", + "ner", + "er", + "ai", + "eny", + "fab", + "mente", + "ano", + "extra", + "emma", + "rian", + "lah" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ation", + "C", + "A", + "I", + "S", + "im", + "ot", + "T", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "em", + "be", + "I", + "ation", + "ot", + "S", + "T", + "A", + "th", + "l", + "of", + "and", + "e", + "om", + "im", + "ad", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "North", + "personal", + "able", + "various", + "open", + "world", + "power", + "kind", + "its", + "other", + "que", + "ings", + "ness", + "self", + "New", + "own", + "ation", + "e", + "and", + "l", + "en", + "a", + "p", + "of", + "or", + "end", + "an", + "ers", + "le", + "ap", + "iz", + "un" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "able", + "own", + "T", + "l", + "a", + "an", + "en", + "que", + "ers", + "or", + "end", + "C", + "iz", + "and", + "e", + "able", + "ness", + "le", + "kind", + "un", + "ings", + "K", + "O", + "power", + "arn", + "ap", + "un", + "its", + "ene" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "l", + "own", + "K", + "able", + "ers", + "iz", + "an", + "T", + "end", + "un", + "humbled", + "k", + "various", + "able", + "que", + "ation", + "owych", + "shock", + "specialized", + "and", + "many", + "North", + "eye" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "able", + "iz", + "ers", + "K", + "k", + "T", + "end", + "ation", + "and", + "owych", + "ina", + "illi", + "humbled", + "singular", + "que", + "un", + "ap" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "l", + "own", + "que", + "de", + "iz", + "T", + "s", + "able", + "rid", + "ers", + "singular", + "K", + "ness", + "nya", + "and", + "iy", + "kind", + "k", + "afin", + "le", + "illi" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "own", + "de", + "que", + "iz", + "s", + "T", + "and", + "able", + "nya", + "rid", + "singular", + "uma", + "K", + "ers", + "ines", + "le", + "t", + "plaintiffs", + "afin" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "own", + "que", + "a", + "iz", + "uma", + "s", + "nya", + "singular", + "and", + "rid", + "plaintiffs", + "ines", + "T", + "de", + "alnya", + "chst" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "que", + "a", + "de", + "s", + "la", + "le", + "t", + "an", + "iz", + "r", + "c", + "per", + "par", + "either", + "f", + "d", + "am", + "p", + "um", + "iy", + "st", + "en", + "nya", + "m", + "v", + "reduzir", + "th" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "que", + "s", + "ly", + "either", + "le", + "uma", + "t", + "um", + "iy", + "an", + "iz", + "H", + "g", + "am", + "ah", + "p" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "de", + "an", + "or", + "le", + "ly", + "d", + "but", + "y", + "either", + "du", + "use", + "s", + "que", + "re", + "par", + "specific", + "using", + "pre", + "multi", + "so", + "test", + "non", + "qu", + "even", + "used", + "nya", + "high", + "at" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "er", + "ly", + "and", + "C", + "ed", + "K", + "e", + "on", + "y", + "H", + "but", + "T", + "an", + "his", + "n", + "z", + "to", + "that", + "but", + "t", + "b", + "o", + "in", + "v", + "un", + "p", + "le", + "d" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "a", + "C", + "T", + "an", + "e", + "er", + "y", + "v", + "K", + "ed", + "un", + "p", + "t", + "s", + "n", + "on", + "is", + "H", + "f", + "get", + "but", + "in", + "l", + "k", + "D", + "and", + "ly", + "B", + "est", + "d" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "C", + "an", + "and", + "T", + "but", + "because", + "t", + "y", + "K", + "what", + "his", + "un", + "v", + "because", + "n", + "how", + "s", + "k", + "that", + "how", + "p", + "m", + "its", + "it", + "f", + "D", + "d", + "ly", + "l", + "despite" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "l", + "an", + "and", + "because", + "because", + "what", + "T", + "but", + "C", + "how", + "how", + "y", + "that", + "of", + "the", + "Because", + "at", + "so", + "by", + "Because", + "What", + "Therefore", + "as", + "karena", + "despite", + "Therefore" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "a", + "and", + "an", + "C", + "T", + "either", + "L", + "because", + "Therefore", + "but", + "which", + "or", + "Which", + "Which", + "Consequently", + "why", + "because", + "the", + "l", + "Therefore", + "what", + "Consequently", + "its", + "how", + "deshalb", + "why", + "BECAUSE", + "so" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "a", + "an", + "T", + "which", + "either", + "and", + "or", + "L", + "it", + "because", + "Which", + "Which", + "y", + "B", + "because", + "le", + "why", + "reason", + "d", + "what", + "D", + "Consequently", + "s", + "more", + "the", + "of", + "p", + "K", + "Therefore" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "a", + "and", + "an", + "which", + "or", + "T", + "K", + "because", + "y", + "either", + "why", + "B", + "Which", + "it", + "sooner", + "because", + "the", + "L", + "at", + "le", + "D", + "reason", + "p", + "of", + "why", + "s", + "Which", + "d", + "v", + "therefore" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "L", + "a", + "at", + "which", + "T", + "B", + "K", + "get", + "p", + "y", + "v", + "D", + "Which", + "why", + "at", + "and", + "either", + "because", + "an", + "P", + "the", + "al", + "n", + "of", + "t", + "reason", + "why", + "l", + "o", + "because" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "C", + "B", + "a", + "K", + "T", + "at", + "L", + "P", + "and", + "que", + "D", + "which", + "at", + "v", + "Which", + "p", + "o", + "of", + "it", + "because", + "F", + "al", + "l", + "why", + "get", + "the", + "y", + "w", + "N", + "This", + "on" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "B", + "l", + "Inst", + "H", + "la", + "instability", + "destabil", + "becomes", + "menjadi", + "Which", + "failure", + "T", + "why", + "becomes", + "inst", + "failure", + "become", + "FAILURE", + "inst", + "at", + "Inst", + "Which", + "Dropdown", + "Why", + "Becoming", + "Failure", + "because" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "B", + "plate", + "becomes", + "Inst", + "la", + "becomes", + "Plate", + "destabil", + "Plate", + "inst", + "Becoming", + "instability", + "at", + "Dropdown", + "menjadi", + "Bec", + "plate", + "become", + "L", + "inst", + "why", + "Inst", + "INST", + "Why", + "Plates", + "Become", + "becoming", + "bec" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "L", + "B", + "la", + "Inst", + "inst", + "P", + "adi", + "Inst", + "de", + "RESS", + "instability", + "uterte", + "plate", + "They", + "Dropdown", + "K", + "failure", + "Failure", + "Hence", + "Failure", + "dropdown", + "ungkap", + "H", + "Sa", + "Stress", + "Instantiate", + "Manus", + "uma", + "Likewise" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "The", + "Which", + "This", + "At", + "a", + "However", + "Note", + "Therefore", + "Here", + "Specifically", + "Thus", + "Because", + "Consequently", + "because", + "Why", + "Since", + "For", + "It", + "the", + "stresses", + "In", + "Due", + "Otherwise", + "Its", + "As", + "Rate", + "whereas", + "la", + "Conversely", + "Stress", + "critical", + "Now" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 8.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "uma", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "same", + "output_checked": true + }, + { + "concept": "que", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "becomes", + "output_checked": true + }, + { + "concept": "loads", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "failure", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "but", + "output_checked": true + }, + { + "concept": "shorter", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 2, + "best_depth": 52.5, + "near_token": "plates", + "output_checked": true + }, + { + "concept": "than", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "longer", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-01__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-01__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-01__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-01__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-01__heatmap.png" + } + }, + { + "slug": "mechanism-name-flaw-controlled-failure-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-controlled brittle failure 2", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A glass specimen with a sharp internal slit fails well below its theoretical bond strength because the local intensity at the slit tip is strongly amplified.", + "prompt_tail": "A glass specimen with a sharp internal slit fails well below its theoretical bond strength because the local intensity at the slit tip is strongly amplified.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-controlled-failure", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + } + ], + "emergence": [ + { + "label": "crack", + "best_rank": 94, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 149 + }, + { + "label": "Griffith", + "best_rank": 1640, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 564 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "got", + "Edge", + "mesma", + "Hair", + "even", + "Charm", + "Edge", + "Geg" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "S", + "s", + "H", + "mkdir", + "GSM", + "styling", + "apr", + "styles", + "conde", + "asus", + "Insert", + "mesma", + "cir", + "mixer", + "Edge", + "Weise", + "param", + "dit", + "Enter", + "Harper" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "Weise", + "Edge", + "apr", + "Edge", + "S", + "cfr", + "ashe", + "styling", + "Insert", + "arlos", + "insert", + "jenis", + "styling", + "s", + "Sus" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "Weise", + "Edge", + "Pek", + "Hits", + "Edge", + "apr", + "cfr", + "insert", + "second", + "styling", + "S", + "second", + "s", + "EDGE", + "Insert", + "joen", + "stack", + "even" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "Pyr", + "cens", + "Cens", + "empe", + "watering", + "Cuy", + "ciri", + "CUL", + "Ronald", + "CY", + "CCN", + "S", + "postgres", + "Ashley", + "restaur", + "Pending", + "centerY", + "phis", + "ait", + "DIN", + "Eddie", + "Ashken", + "kts", + "Alt", + "Cullen" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "handleError", + "empe", + "Estelle", + "Sorg", + "softmax", + "pct", + "psi", + "prolet", + "ukun", + "ngModel", + "Rome", + "affine", + "acidified", + "issy", + "conveniently", + "HTTPS", + "spacing", + "s", + "agge", + "STI", + "unches", + "tts", + "DIN", + "postgres" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "ngModel", + "ukun", + "s", + "handleError", + "empe", + "Sorg", + "yscale", + "Estelle", + "AGS", + "unches", + "psi", + "cyn", + "addData", + "acidified", + "itorial", + "RHS", + "setValue", + "RTS", + "aportan", + "agge", + "affine", + "Appleton", + "akyReLU" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "hci", + "atro", + "Stark", + "Pyr", + "watering", + "LOGGER", + "Puch", + "CCN", + "ciri", + "kts", + "cheats", + "ciation", + "ngthening", + "icure", + "Ronald", + "ietta", + "CUDA", + "Cullen" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "hci", + "Guad", + "Pyr", + "Guangdong", + "juxtap", + "CGPoint", + "lendemain", + "LOGGER", + "OOP", + "uzi", + "usia", + "retval", + "filmmakers", + "pict" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "Gruntfile", + "StringBuilder", + "slimmer", + "ralent", + "rmt", + "OOP", + "ForEach", + "postings", + "usus", + "retval", + "retval" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "UPI", + "diaper", + "getParameter", + "ogly", + "onload", + "Everywhere", + "ophile", + "William", + "Jahr", + "JVM", + "GameOver", + "CGPoint" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "la", + "que", + "arisen", + "usus", + "Rather", + "jsdelivr", + "os", + "C", + "RequestContext", + "udos", + "adr", + "entimes", + "ikuwa", + "leys", + "usted", + "veys", + "tuttavia" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "que", + "l", + "an", + "T", + "particularly", + "person", + "los", + "such", + "tuttavia", + "ie", + "poco", + "oco", + "Pitt", + "cuya", + "esk", + "varios", + "CHAPTER", + "entimes", + "enorm", + "adr", + "its", + "aport", + "prob", + "owi", + "baj" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "l", + "an", + "cuya", + "tuttavia", + "entimes", + "ing", + "agad", + "darg", + "banget", + "geschossiges", + "baj", + "t", + "los", + "esh", + "person", + "intValue", + "emente", + "es", + "prob", + "emaster", + "Es" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "que", + "l", + "an", + "ization", + "ized", + "baj", + "le", + "esz", + "cu", + "es", + "person", + "intValue", + "isy", + "los", + "meg", + "escue", + "un", + "t", + "darg", + "s", + "esu", + "issimo", + "aport", + "s", + "its", + "Es", + "rec" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "a", + "l", + "que", + "ization", + "an", + "ized", + "its", + "esz", + "isy", + "escue", + "esia", + "intValue", + "baj", + "the", + "esh", + "ities", + "jur", + "calamity", + "igy", + "le", + "ique", + "meg", + "iyu", + "izations", + "ologues", + "esu", + "hence" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "ization", + "l", + "deshalb", + "ized", + "intValue", + "isy", + "escue", + "ologues", + "calamity", + "debido", + "esh", + "the", + "meg", + "hence", + "Hence", + "hence", + "such", + "icosia", + "WHEREAS", + "banget" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "deshalb", + "hence", + "Hence", + "Consequently", + "Such", + "hence", + "therefore", + "dlatego", + "consequently", + "Hence", + "Consequently", + "thus" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "l", + "L", + "sollic", + "hence", + "T", + "Hence", + "indeed", + "whatnot", + "C", + "intens", + "Indeed", + "insuffis", + "Such", + "Explanation", + "predicament", + "zarar" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "C", + "concentrating", + "Concent", + "concentrated", + "concent", + "concent", + "concentrates", + "concentration", + "indeed", + "sollic", + "intens", + "Concentration", + "Indeed", + "T", + "L", + "insuffis", + "Concentrations", + "factor", + "FOCUS", + "Indeed", + "concentration", + "stresses", + "Effect", + "intens" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "la", + "indeed", + "concentrating", + "Concent", + "Indeed", + "Effect", + "L", + "Enhancement", + "efectos", + "factor", + "concentration", + "sollic", + "enh", + "concent", + "Effect", + "FACTOR", + "concent", + "concentrated", + "singularity", + "Concentration", + "C", + "Concentrations", + "intens", + "efecto", + "ities", + "intens", + "s", + "concentrates", + "singularly" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "de", + "Concent", + "concent", + "concentrating", + "concentration", + "concentration", + "concent", + "Concentration", + "que", + "concentrated", + "Concentrations", + "concentrations", + "s", + "stress", + "koncent", + "concentra", + "concentrates", + "e", + "le", + "Concent", + "konzent", + "ities", + "es", + "Stress", + "local" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "l", + "la", + "ampl", + "amplifying", + "enh", + "Ampl", + "Ampl", + "amplification", + "de", + "ampl", + "concentrating", + "Concent", + "Enhancement", + "Enh", + "stress", + "concent", + "amplify", + "Stress", + "magnification", + "intens", + "magnifying", + "amplified", + "enhancement", + "magn", + "stress", + "concentration", + "AMPL", + "Local" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "l", + "ampl", + "amplifying", + "amplification", + "Ampl", + "Ampl", + "ampl", + "amplify", + "intens", + "amplified", + "concentrating", + "Concent", + "AMPL", + "concentration", + "concent", + "amplifier", + "amplifier", + "concentration", + "que", + "amplifiers", + "magn", + "Geometric", + "geometrically", + "geometric", + "Amp", + "Amp", + "geomet" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "amplification", + "Ampl", + "ampl", + "Ampl", + "Stress", + "amplifying", + "Stress", + "Local", + "ampl", + "l", + "amplifier", + "amplify", + "Local", + "intensification", + "Concentration", + "amplified", + "Concent", + "Amplify", + "getLocal", + "Amp", + "stress", + "stress", + "Amp", + "Locally", + "AMPL", + "local", + "amp", + "concentrating", + "amplifiers", + "geometrically", + "concentration" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Stress", + "FOLLOWING", + "stress", + "kinship", + "FACTORS", + "feels", + "wearer", + "ographystyle", + "simak", + "Kodak", + "kunde" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "crack", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 80656, + 178064, + 146451, + 137723, + 148522, + 101703, + 118690, + 155381, + 108373, + 110876, + 43842, + 39148, + 39986, + 101176, + 60841, + 86355, + 70733, + 130972, + 3126, + 1065, + 1106, + 95, + 492, + 890, + 355, + 2616 + ] + }, + { + "label": "Griffith", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 10566, + 56913, + 26863, + 18791, + 240059, + 259438, + 260725, + 247197, + 242588, + 201221, + 74951, + 95546, + 143731, + 147091, + 118496, + 101790, + 56108, + 25833, + 4729, + 1938, + 2087, + 1641, + 5166, + 28664, + 27389, + 32120 + ] + } + ], + "logit_lens": [ + { + "label": "crack", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 67469, + 107090, + 6694, + 22638, + 25512, + 19837, + 47369, + 27432, + 272, + 605, + 606, + 395, + 150 + ] + }, + { + "label": "Griffith", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 70842, + 63695, + 79827, + 175048, + 165646, + 133655, + 45308, + 17520, + 3353, + 565, + 5689, + 3395, + 8615 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "either", + "score": 6.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Stress", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "flaws", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "even", + "score": 1.0, + "best_rank": 4, + "best_depth": 40.7, + "near_token": "fails", + "output_checked": true + }, + { + "concept": "wom", + "score": 1.0, + "best_rank": 5, + "best_depth": 44.1, + "near_token": "strength", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "que", + "ap", + "v", + "de", + "d", + "er", + "l", + "n", + "fab", + "p", + "atus", + "ting", + "ern", + "era", + "uff", + "b", + "p", + "an", + "s", + "ro", + "im", + "alk", + "ait", + "ry", + "ip", + "ation", + "ers", + "ier", + "am", + "ner", + "ty" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "A", + "T", + "S", + "ot", + "im", + "e", + "ac", + "ad", + "to", + "of", + "as", + "in", + "l", + "and", + "th", + "om", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "C", + "I", + "T", + "A", + "ad", + "im", + "S", + "ot", + "el", + "and", + "in", + "of", + "th", + "l", + "om", + "e", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "either", + "single", + "kind", + "able", + "world", + "own", + "open", + "power", + "under", + "its", + "other", + "ian", + "les", + "self", + "ness", + "New", + "an", + "ation", + "and", + "l", + "en", + "a", + "al", + "of", + "le", + "or", + "ers", + "end", + "able", + "iz", + "out", + "ings" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "able", + "own", + "T", + "a", + "an", + "ers", + "or", + "que", + "en", + "l", + "ings", + "K", + "S", + "k", + "ness", + "le", + "and", + "able", + "end", + "ation", + "iz", + "s", + "e", + "H", + "elective", + "various", + "ivity", + "al", + "its", + "ally", + "open" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "own", + "en", + "l", + "a", + "an", + "able", + "ers", + "K", + "iz", + "k", + "end", + "que", + "various", + "specialized", + "humbled", + "able", + "under", + "ation", + "t", + "un", + "le", + "ally", + "its", + "mellan", + "many", + "owych", + "North", + "sikk", + "ed" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "K", + "k", + "iz", + "ers", + "an", + "able", + "end", + "chst", + "H", + "im", + "and", + "le", + "specialized", + "mere", + "owych", + "humbled", + "illi", + "North", + "its", + "t", + "many", + "various" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "own", + "a", + "l", + "la", + "k", + "iz", + "K", + "en", + "and", + "s", + "de", + "le", + "que", + "an", + "un", + "st", + "pro", + "t", + "ers", + "or", + "c", + "d" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "la", + "own", + "iz", + "K", + "k", + "and", + "de", + "s", + "que", + "un", + "le", + "pro", + "nya", + "en", + "par", + "multi", + "hem", + "t", + "chst" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "la", + "own", + "iz", + "s", + "que", + "K", + "and", + "k", + "le", + "uma", + "par", + "un", + "multi", + "pro", + "nya", + "searchQuery", + "punishing", + "chst", + "hem" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "la", + "s", + "le", + "que", + "t", + "un", + "par", + "uma", + "an", + "multi", + "d", + "and", + "m", + "iz", + "en", + "titular", + "pro", + "k", + "p", + "um" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "s", + "uma", + "as", + "le", + "multi", + "various", + "many", + "both", + "um", + "t", + "que", + "d", + "by", + "the", + "par", + "m", + "ces" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "an", + "de", + "or", + "such", + "either", + "even", + "le", + "its", + "his", + "d", + "as", + "at", + "which", + "the", + "specific", + "y", + "it", + "so", + "by", + "sub", + "multi", + "s", + "like", + "many", + "pre", + "able", + "various", + "local", + "in", + "du" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "C", + "e", + "y", + "and", + "T", + "an", + "er", + "ly", + "on", + "and", + "because", + "un", + "v", + "that", + "p", + "because", + "but", + "t", + "despite", + "such", + "like", + "n", + "z", + "its", + "hbox", + "K", + "get", + "o", + "c", + "a" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "a", + "T", + "e", + "y", + "an", + "er", + "un", + "and", + "s", + "v", + "t", + "K", + "p", + "n", + "on", + "c", + "D", + "and", + "that", + "d", + "get", + "z", + "despite", + "k", + "in", + "ly", + "l", + "because", + "a", + "f" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "a", + "l", + "an", + "T", + "y", + "and", + "t", + "un", + "K", + "such", + "e", + "er", + "p", + "v", + "D", + "the", + "k", + "and", + "c", + "n", + "al", + "because", + "d", + "s", + "that", + "on", + "l", + "its", + "it", + "that", + "it" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "a", + "and", + "an", + "l", + "T", + "such", + "y", + "the", + "because", + "K", + "er", + "that", + "D", + "because", + "but", + "Because", + "that", + "un", + "al", + "B", + "t", + "by", + "such", + "Because", + "and", + "able", + "which", + "more", + "by" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "an", + "and", + "a", + "such", + "T", + "because", + "l", + "either", + "disproportion", + "able", + "increases", + "the", + "Similarly", + "because", + "Similarly", + "increase", + "any", + "what", + "localized", + "solche", + "Such", + "solchen", + "enhance", + "similarly" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "own", + "a", + "an", + "T", + "y", + "B", + "ed", + "get", + "t", + "al", + "v", + "D", + "un", + "p", + "n", + "e", + "and", + "would", + "such", + "what", + "en", + "d", + "c", + "localized", + "O", + "b", + "at", + "f" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "y", + "get", + "concentrate", + "concentrates", + "K", + "ed", + "own", + "concentrated", + "v", + "D", + "concentrating", + "T", + "concentration", + "and", + "an", + "al", + "t", + "n", + "on", + "concentration", + "Concent", + "s", + "B", + "p", + "would" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "l", + "ed", + "ing", + "B", + "own", + "y", + "v", + "al", + "get", + "and", + "D", + "p", + "field", + "on", + "e", + "hbox", + "b", + "f", + "n", + "singular", + "T", + "t", + "m", + "s", + "O", + "c", + "o", + "F", + "inevitably", + "ol", + "each" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "C", + "l", + "ed", + "ing", + "B", + "al", + "v", + "concentration", + "T", + "and", + "Concent", + "D", + "field", + "i", + "koncent", + "t", + "y", + "concentrations", + "ity", + "e", + "concent", + "concentration", + "concentra", + "concentrating", + "f", + "at", + "b", + "F", + "ol" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "ampl", + "magn", + "ampl", + "amplifying", + "amplification", + "Ampl", + "e", + "la", + "magnifying", + "Magn", + "amplify", + "magnifier", + "amplifier", + "amplified", + "intensification", + "magnification", + "ed", + "amplifier", + "enhancement", + "Ampl", + "concentrating", + "enh", + "stress", + "C", + "concentration", + "local", + "concentrates", + "Local" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Ampl", + "ampl", + "ampl", + "amplifying", + "amplification", + "amplify", + "Ampl", + "amplifier", + "amplifiers", + "Geometric", + "AMPL", + "amplified", + "magnifying", + "la", + "magn", + "intensification", + "amplifier", + "Magn", + "Amplify", + "magnifier", + "geometrically", + "C", + "Amp", + "Amplifier", + "Concent", + "concentration", + "geometrical", + "concentrating", + "geometric" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "ampl", + "ampl", + "amplification", + "Stress", + "Stress", + "la", + "Ampl", + "stress", + "amplifying", + "Ampl", + "Local", + "amplifier", + "AMPL", + "amplify", + "stress", + "Concent", + "local", + "Local", + "Amp", + "amp", + "Amp", + "amplified", + "Amplify", + "local", + "amplifiers", + "Amos", + "Sing", + "enhancement", + "amplifier", + "Ambrose" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Stress", + "FOLLOWING", + "stress", + "kinship", + "FACTORS", + "feels", + "wearer", + "ographystyle", + "simak", + "Kodak", + "kunde" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 14.0, + "best_rank": 1, + "best_depth": 47.5, + "near_token": "glass", + "output_checked": true + }, + { + "concept": "que", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "because", + "output_checked": true + }, + { + "concept": "uma", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "its", + "output_checked": true + }, + { + "concept": "admirer", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "defect", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "the", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-02__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-02__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-02__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-02__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-02__heatmap.png" + } + }, + { + "slug": "mechanism-name-flaw-controlled-failure-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-controlled brittle failure 3", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Doubling the length of a sharp flaw in an elastic ceramic reduces the remote stress required for unstable extension by roughly the square root of two.", + "prompt_tail": "Doubling the length of a sharp flaw in an elastic ceramic reduces the remote stress required for unstable extension by roughly the square root of two.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-controlled-failure", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + } + ], + "emergence": [ + { + "label": "crack", + "best_rank": 29310, + "best_depth": 72.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 3789 + }, + { + "label": "Griffith", + "best_rank": 43276, + "best_depth": 72.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 71897 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "ListItemIcon", + "Charm", + "Gottlieb", + "apr", + "un", + "got", + "styling" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "s", + "apr", + "GSM", + "asus", + "mkdir", + "as", + "styles", + "styling", + "Enter", + "mixer", + "S", + "mesma", + "conde", + "Insert", + "gsm", + "cir", + "iterator", + "even", + "gian", + "Weise", + "dit" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "Weise", + "mesma", + "s", + "Edge", + "jenis", + "apr", + "Edge", + "Sus", + "Insert", + "sus", + "EDGE", + "verg", + "insert", + "arlos", + "ashe", + "styling", + "Pek" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "mesma", + "S", + "Weise", + "apr", + "Edge", + "Hits", + "cfr", + "Edge", + "Pek", + "insert", + "Insert", + "sus", + "second", + "as", + "styling", + "even", + "ashe", + "arlos" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "Cuy", + "Pyr", + "cens", + "Ashley", + "pis", + "ciri", + "Pending", + "Cens", + "Eddie", + "Ashken", + "Duplicate", + "dikkat", + "artis", + "phis", + "cura", + "ait", + "insley", + "props", + "CUL", + "DIN", + "Cus" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "Estelle", + "handleError", + "psi", + "softmax", + "prolet", + "empe", + "pct", + "Sorg", + "DIN", + "STI", + "conveniently", + "ngModel", + "issy", + "agge", + "HTTPS", + "acidified", + "affine", + "spacing", + "iorum", + "Accenture", + "CIN", + "serialization", + "osynthesis", + "s", + "postgres" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "ngModel", + "yscale", + "Estelle", + "ukun", + "Sorg", + "handleError", + "empe", + "AGS", + "acidified", + "agge", + "iorum", + "psi", + "adrenaline", + "serialization", + "cyn", + "RHS", + "ymi", + "unches", + "HTTPS", + "itorial", + "affine", + "aportan", + "osynthesis" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "hci", + "Cuy", + "atro", + "Ronald", + "cheats", + "Stark", + "LOGGER", + "Pyr", + "empe", + "ciri", + "ucker", + "CCN", + "ukun", + "Arjuna", + "watering", + "kts", + "Puch", + "Cullen", + "ietta", + "achat" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "OOP", + "LOGGER", + "hci", + "CGPoint", + "uzi", + "Guad", + "PCM", + "Cuy", + "Pyr", + "isjon", + "pict", + "Guangdong", + "atro", + "Kund", + "postage", + "isah", + "Hawke", + "Kuch" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "OOP", + "rmt", + "usus", + "Gruntfile", + "postings", + "fontsize", + "ostar", + "Dougall", + "Pyr", + "Actors", + "opis", + "StringBuilder", + "Skywalker", + "CPF" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "BYTE", + "L", + "Princeton", + "Bowser", + "unfair", + "IAA", + "onload", + "Thar", + "Everywhere", + "diaper", + "Namibia", + "ophile", + "blossoms", + "bianco", + "ChatGPT", + "UPI", + "Fak", + "Anders" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "que", + "entimes", + "L", + "tuttavia", + "kebanyakan", + "T", + "PWD", + "o" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "que", + "T", + "L", + "entimes", + "tuttavia", + "H", + "entanto", + "and", + "Again", + "ie", + "out", + "respect", + "BNB", + "Evet", + "PWD" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "que", + "la", + "l", + "entimes", + "tuttavia", + "entanto", + "etwa", + "cuatro", + "ikiran", + "apakah", + "however", + "respect" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "que", + "l", + "versus", + "an", + "its", + "excellent", + "entimes", + "unlikely", + "Whitley", + "hex", + "ikiran", + "respect", + "melting", + "person", + "effective" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "l", + "que", + "its", + "wright", + "of", + "however", + "versus", + "ikiran", + "excellent", + "bald", + "reinterpret", + "demikian", + "indeed" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "que", + "l", + "its", + "versus", + "de", + "of", + "ly", + "excellent", + "an", + "the", + "re", + "wright", + "up", + "indeed", + "much", + "however", + "ikiran", + "more" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "l", + "a", + "de", + "its", + "hardly", + "indeed", + "rec", + "inversely", + "hence" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "l", + "L", + "sqrt", + "factor", + "T", + "sqrt", + "Interestingly", + "factor", + "ths", + "insuffis", + "ubov", + "inversely", + "a", + "sworth", + "rec", + "hardly" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "factor", + "factor", + "Factor", + "L", + "T", + "sqrt", + "faktor", + "Factor", + "Faktor", + "fator", + "Reduces", + "FACTOR", + "sqrt", + "inversely", + "factors", + "factors", + "Factors", + "sebesar", + "insuffis", + "decrease", + "chaplain", + "rec" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "la", + "l", + "factor", + "factor", + "L", + "Factor", + "S", + "T", + "C", + "sqrt", + "Factor", + "s", + "faktor", + "sqrt", + "factors", + "le", + "factors", + "Factors", + "Faktor", + "rec", + "by", + "FACTOR", + "sebesar", + "Factors", + "overd", + "de", + "faktor", + "b" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "la", + "que", + "de", + "factor", + "a", + "le", + "factor", + "s", + "sqrt", + "Factor", + "sqrt", + "rec", + "re", + "by", + "c", + "Factor", + "es", + "factors", + "b", + "f", + "e", + "overd", + "r", + "factors", + "ir", + "n", + "m", + "faktor", + "sp", + "res", + "ab" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "factor", + "sqrt", + "l", + "factor", + "root", + "sqrt", + "Factor", + "root", + "Factor", + "Sqrt", + "Root", + "Root", + "raiz", + "de", + "factors", + "factors", + "roots", + "ROOT", + "ROOT", + "faktor", + "racine", + "akar", + "Factors", + "rooting", + "Roots", + "que", + "Faktor" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "sqrt", + "factor", + "l", + "Factor", + "factor", + "Factor", + "sqrt", + "square", + "Sqrt", + "faktor", + "factors", + "sq", + "root", + "Square", + "root", + "que", + "Square", + "Faktor", + "facteur", + "Factors", + "factors", + "faktor", + "fator", + "squared", + "squ", + "factores", + "Factors", + "FACTOR", + "Root" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "l", + "factor", + "Factor", + "Factor", + "factor", + "sqrt", + "fator", + "Faktor", + "sqrt", + "Sqrt", + "Factors", + "faktor", + "Reduce", + "factors", + "facteur", + "factores", + "facteurs", + "Decrease", + "Reduction", + "Factors", + "Reduce", + "Decrease", + "reduzir", + "sq", + "reduces", + "reduction", + "Square", + "FACTOR", + "faktor" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "s", + "reduce", + "slower", + "chromosomes", + "dwind", + "nevertheless", + "castle", + "kinship", + "siswa", + "chapters", + "climbs", + "shorten", + "listdir", + "mosques", + "diminished", + "reminis", + "semakin", + "mouseleave", + "simmer", + "coalitions", + "children", + "keynote", + "comedies", + "changing", + "operatorname", + "woman", + "syrups", + "Researchers" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "crack", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 63641, + 171967, + 161250, + 139988, + 127646, + 75513, + 81788, + 150441, + 87947, + 100030, + 75796, + 109362, + 153470, + 212306, + 203437, + 193265, + 212576, + 180393, + 29311, + 37354, + 40140, + 45105, + 49028, + 68811, + 43459, + 94438 + ] + }, + { + "label": "Griffith", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 9025, + 31037, + 28097, + 15809, + 216140, + 258995, + 260868, + 246766, + 245475, + 214808, + 82668, + 162267, + 163887, + 217590, + 190225, + 146925, + 146469, + 111601, + 43277, + 60918, + 54782, + 68378, + 96377, + 130344, + 101713, + 105262 + ] + } + ], + "logit_lens": [ + { + "label": "crack", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 45923, + 105312, + 18391, + 36190, + 48758, + 34199, + 69729, + 45143, + 3790, + 6752, + 30971, + 33612, + 20287 + ] + }, + { + "label": "Griffith", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 71898, + 106392, + 123482, + 221055, + 186991, + 179848, + 122569, + 100817, + 82990, + 142044, + 98104, + 85095, + 126605 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 7.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "own", + "score": 4.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "required", + "output_checked": true + }, + { + "concept": "doubled", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "the", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "en", + "le", + "own", + "al", + "de", + "que", + "emma", + "sadquotes", + "s", + "y", + "computeEncoder", + "la", + "ani", + "lovepoetry", + "ness", + "ap", + "aj", + "rian", + "mente", + "edia", + "ry", + "se", + "ah", + "ner" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "C", + "I", + "T", + "A", + "ad", + "im", + "S", + "ot", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "us", + "est", + "P", + "um", + "ation", + "A", + "be", + "em", + "e", + "om", + "l", + "th", + "ad", + "im", + "ot", + "T", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "s", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "K", + "seasonal", + "T", + "occasional", + "able", + "various", + "specialized", + "kind", + "own", + "ally", + "ness", + "either", + "able", + "ings", + "its", + "ers", + "an", + "l", + "ation", + "en", + "a", + "of", + "and", + "iz", + "le", + "end", + "or", + "que", + "d", + "t", + "p" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "own", + "a", + "l", + "que", + "en", + "K", + "able", + "ers", + "le", + "or", + "able", + "an", + "ation", + "kind", + "C", + "end", + "iz", + "ity", + "ings", + "ina", + "and", + "AVAILABLE", + "aries", + "owych", + "sake", + "elle", + "singular", + "ce", + "t", + "ally", + "various" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "l", + "en", + "a", + "own", + "K", + "able", + "ers", + "able", + "que", + "an", + "iz", + "ed", + "ation", + "k", + "end", + "le", + "owych", + "t", + "various", + "ce", + "specialized", + "elle", + "many", + "un", + "ally", + "ational" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "K", + "a", + "l", + "own", + "en", + "que", + "able", + "iz", + "ers", + "le", + "k", + "ation", + "t", + "an", + "end", + "able", + "various", + "ce", + "owych", + "singular", + "aries", + "inin", + "ino", + "ina" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "K", + "a", + "que", + "own", + "l", + "la", + "iz", + "le", + "en", + "t", + "and", + "s", + "ines", + "either", + "k", + "as", + "par", + "able", + "euro", + "singular", + "Weeks", + "owych", + "ino", + "kind" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "K", + "a", + "que", + "la", + "l", + "own", + "iz", + "le", + "and", + "ines", + "t", + "s", + "de", + "either", + "singular", + "par", + "un", + "euro", + "Weeks", + "greatness", + "T", + "en", + "as", + "pro" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "la", + "l", + "K", + "que", + "iz", + "own", + "ines", + "and", + "le", + "s", + "t", + "reduzir", + "either", + "singular", + "greatness", + "par", + "Weeks", + "euro", + "uma", + "searchQuery", + "T", + "as" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "que", + "la", + "s", + "K", + "either", + "t", + "le", + "reduzir", + "an", + "uma", + "iz", + "both", + "um", + "re", + "and", + "per", + "par", + "r" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "que", + "l", + "uma", + "reduzir", + "K", + "or", + "Jumlah", + "czyli", + "la", + "um", + "pytanie", + "t", + "verkaufen", + "acheter", + "colocar" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "de", + "or", + "own", + "an", + "even", + "ly", + "y", + "use", + "such", + "le", + "d", + "re", + "que", + "test", + "instead", + "g", + "like", + "specific", + "world", + "likely", + "using", + "e", + "used", + "same", + "product", + "go" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "C", + "y", + "ly", + "T", + "er", + "e", + "K", + "own", + "or", + "t", + "on", + "s", + "n", + "to", + "and", + "H", + "un", + "that", + "al", + "in", + "ally", + "D", + "ed", + "and", + "a", + "get", + "v", + "b", + "d", + "p" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "a", + "T", + "y", + "s", + "t", + "K", + "e", + "er", + "un", + "ed", + "ly", + "n", + "on", + "v", + "to", + "D", + "al", + "p", + "get", + "an", + "H", + "as", + "is", + "k", + "f", + "and", + "in", + "a", + "d", + "that" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "a", + "C", + "y", + "t", + "an", + "T", + "un", + "er", + "s", + "but", + "it", + "al", + "K", + "ed", + "and", + "p", + "its", + "v", + "k", + "such", + "on", + "to", + "ly", + "and", + "as", + "what", + "n", + "that", + "d", + "c", + "l" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "l", + "a", + "C", + "y", + "and", + "an", + "ed", + "that", + "its", + "it", + "such", + "but", + "t", + "ly", + "al", + "more", + "same", + "up", + "K", + "T", + "what", + "because", + "although", + "that", + "or", + "half", + "does", + "and", + "d", + "less", + "their" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "l", + "a", + "either", + "an", + "its", + "and", + "up", + "fact", + "half", + "approximately", + "but", + "or", + "factor", + "slightly", + "T", + "la", + "increase", + "zmniejs", + "s", + "less", + "single", + "such", + "le", + "modest", + "magnitude", + "d", + "halved", + "proportional", + "nearly", + "one" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "a", + "C", + "y", + "al", + "an", + "ed", + "t", + "T", + "approximately", + "le", + "up", + "s", + "and", + "approx", + "get", + "sqrt", + "d", + "own", + "approximately", + "n", + "its", + "either", + "p", + "v", + "j", + "r" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "factor", + "a", + "factor", + "C", + "y", + "T", + "own", + "ed", + "t", + "al", + "factors", + "Factor", + "Factor", + "faktor", + "le", + "approximately", + "sqrt", + "get", + "p", + "n", + "s", + "FACTOR", + "c", + "v", + "approx", + "is", + "e", + "an" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "own", + "C", + "factor", + "factor", + "ed", + "get", + "factors", + "y", + "faktor", + "al", + "s", + "ing", + "Factor", + "t", + "e", + "is", + "v", + "p", + "sqrt", + "id", + "c", + "m", + "Factor", + "o", + "r", + "b", + "i", + "le", + "FACTOR", + "n", + "faktor" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "factor", + "s", + "B", + "factor", + "al", + "ing", + "factors", + "ed", + "faktor", + "a", + "C", + "get", + "e", + "sqrt", + "is", + "Factor", + "b", + "v", + "le", + "y", + "o", + "r", + "id", + "Factor", + "p", + "K", + "i", + "or", + "factors" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "l", + "factor", + "sqrt", + "factor", + "root", + "factors", + "root", + "Factor", + "faktor", + "Factor", + "sqrt", + "Faktor", + "roots", + "factors", + "Root", + "Root", + "Factors", + "ROOT", + "roots", + "Roots", + "facteur", + "racines", + "rooting", + "Factors", + "raiz", + "facteurs", + "racine", + "factores" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "factor", + "sqrt", + "faktor", + "Factor", + "factor", + "Faktor", + "factors", + "Factor", + "sqrt", + "facteur", + "square", + "facteurs", + "own", + "Factors", + "fator", + "factores", + "factors", + "Sqrt", + "root", + "l", + "FACTOR", + "Factors", + "factored", + "square", + "Square", + "Square" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "l", + "factor", + "Factor", + "Factor", + "sqrt", + "factor", + "Faktor", + "sqrt", + "fator", + "factors", + "faktor", + "Sqrt", + "raiz", + "FACTOR", + "Factors", + "Reduce", + "Factors", + "factores", + "aktor", + "facteur", + "fatores", + "Reduce", + "square", + "Reduction", + "factors", + "Square", + "Square" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "s", + "reduce", + "slower", + "chromosomes", + "dwind", + "nevertheless", + "castle", + "kinship", + "siswa", + "chapters", + "climbs", + "shorten", + "listdir", + "mosques", + "diminished", + "reminis", + "semakin", + "mouseleave", + "simmer", + "coalitions", + "children", + "keynote", + "comedies", + "changing", + "operatorname", + "woman", + "syrups", + "Researchers" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 11.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "uma", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 2, + "best_depth": 64.4, + "near_token": "a", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-03__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-03__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-03__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-03__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-03__heatmap.png" + } + }, + { + "slug": "mechanism-name-flaw-controlled-failure-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-controlled brittle failure 4", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A brittle solid separates when the elastic energy released by extending a sharp defect exceeds the energy needed to create two new surfaces.", + "prompt_tail": "A brittle solid separates when the elastic energy released by extending a sharp defect exceeds the energy needed to create two new surfaces.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-controlled-failure", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "1", + "generated_token_ids": [ + 236770 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + } + ], + "emergence": [ + { + "label": "crack", + "best_rank": 360, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 79 + }, + { + "label": "Griffith", + "best_rank": 53, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 41 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "apr", + "Gottlieb", + "mesma", + "got", + "even", + "Hair", + "Edge", + "iraj" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "apr", + "mesma", + "GSM", + "styling", + "asus", + "mkdir", + "styles", + "as", + "Insert", + "Weise", + "conde", + "cir", + "Edge", + "s", + "mixer", + "S", + "Enter", + "Edge" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "mesma", + "Edge", + "Weise", + "Edge", + "s", + "EDGE", + "apr", + "Insert", + "insert", + "styling", + "Pek", + "jenis", + "cfr", + "arlos", + "Sus" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "Weise", + "Edge", + "apr", + "Hits", + "S", + "s", + "Pek", + "second", + "Edge", + "insert", + "cfr", + "Insert", + "sus", + "styling", + "joen", + "EDGE", + "even", + "arlos" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "cens", + "Pyr", + "S", + "Cens", + "ciri", + "watering", + "Cuy", + "pis", + "empe", + "Ashley", + "Pending", + "Eddie", + "Ronald", + "phis", + "Arjuna", + "CUL", + "kts", + "ittle", + "restaur", + "postgres", + "uts", + "ait" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Estelle", + "psi", + "softmax", + "empe", + "handleError", + "spacing", + "STI", + "pct", + "ngModel", + "DIN", + "osynthesis", + "Sorg", + "Rome", + "affine", + "prolet", + "conveniently", + "HTTPS", + "agge", + "issy", + "Accenture", + "serialization", + "AGS", + "Emilia", + "blings", + "knn", + "postgres" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "s", + "ngModel", + "Estelle", + "yscale", + "AGS", + "empe", + "psi", + "itorial", + "serialization", + "ukun", + "Sorg", + "handleError", + "osynthesis", + "aportan", + "agge", + "RHS", + "ymi", + "adrenaline", + "setValue", + "iorum", + "ures", + "acidified", + "hbox", + "Emilia" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "atro", + "Cuy", + "Stark", + "hci", + "Pyr", + "LOGGER", + "Guangdong", + "empe", + "icure", + "ukun", + "Ronald", + "usia", + "Arjuna", + "Slowly", + "cheats", + "isah", + "CCN" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "atro", + "OOP", + "hci", + "PCM", + "Cuy", + "CGPoint", + "Pyr", + "pict", + "P", + "Richardson", + "Guangdong", + "postage", + "phony", + "uzi", + "Hawke", + "usia", + "Guad", + "LOGGER", + "filmmakers" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "StringBuilder", + "CGPoint", + "Gruntfile", + "BYTE", + "slimmer", + "rmt", + "usus", + "ForEach", + "Flags", + "Faker", + "AAF", + "prawdzi", + "Guangdong" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "ing", + "BYTE", + "StringBuilder", + "ophile", + "UPI", + "onload", + "William", + "ForEach", + "RV", + "Copyright", + "schlim", + "eram", + "Darwin", + "Guangdong", + "Bowser", + "Angaben" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "H", + "que", + "a", + "T", + "C", + "la", + "mkdir", + "out", + "o", + "ie", + "om", + "it", + "os", + "tuttavia", + "entimes", + "kebanyakan" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "que", + "and", + "H", + "ie", + "L", + "T", + "poco", + "Pitt", + "out", + "ewel", + "osal", + "owi", + "an", + "tuttavia", + "enorm", + "opis", + "igil" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "cuya", + "an", + "ie", + "entimes", + "l", + "outez", + "oum", + "agad", + "esha", + "eurs", + "isy", + "Pitt", + "requisitos", + "opy", + "poco", + "tuttavia", + "ewel", + "hov" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "que", + "l", + "an", + "ing", + "isy", + "es", + "rec", + "requisitos", + "ie", + "le", + "hov", + "eurs", + "ife", + "es", + "ifai", + "un", + "oum", + "esha", + "repos", + "ers", + "cu", + "re", + "hwa", + "ciendo", + "los", + "red" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "a", + "que", + "l", + "ly", + "ization", + "isy", + "es", + "an", + "hwa", + "rec", + "werking", + "versus", + "ized", + "its", + "up", + "esz", + "ciendo", + "ilation", + "the", + "of", + "ocalypse", + "requisitos", + "antly", + "melting", + "oxia", + "aye", + "such", + "individual" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "ly", + "ization", + "l", + "isy", + "es", + "werking", + "rec", + "its", + "the", + "such", + "an", + "ized", + "re", + "versus", + "hwa", + "antly", + "individual", + "conclusion", + "up", + "ocalypse", + "cons", + "repos" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "a", + "l", + "vs", + "ization", + "ly", + "Hence", + "rec", + "ubov", + "hence", + "deshalb", + "therefore", + "such", + "ocalypse", + "Enough", + "Enough", + "isy", + "que" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "l", + "s", + "S", + "exced", + "Hence", + "vs", + "hence", + "Enough", + "ocalypse", + "ly", + "either", + "cas", + "ization", + "demikian", + "Sarawak", + "xsi", + "T", + "ENERGY", + "SBT", + "indeed", + "rec" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "C", + "s", + "a", + "ly", + "either", + "de", + "vs", + "le", + "exced", + "equation", + "threshold", + "demikian", + "Threshold", + "Threshold", + "ization", + "so", + "S", + "Sarawak", + "cas", + "indeed", + "ENERGY", + "T", + "e", + "S" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "la", + "l", + "C", + "T", + "L", + "s", + "balance", + "de", + "a", + "ly", + "energy", + "criterion", + "criteria", + "Criterion", + "Energy", + "energy", + "Criterion", + "Condition", + "condition", + "b", + "Balance", + "balance", + "le", + "criteria", + "ENERGY", + "Energy", + "Balance", + "conditions" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "de", + "a", + "que", + "e", + "s", + "balance", + "C", + "T", + "le", + "criterion", + "b", + "balance", + "Criterion", + "criteria", + "d", + "criteria", + "an", + "energy", + "f", + "an", + "A", + "am", + "vs", + "ly", + "c", + "Criterion", + "energy", + "el" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "C", + "criteria", + "Criterion", + "criterion", + "criterion", + "Criterion", + "Criteria", + "Criteria", + "criteria", + "criterio", + "l", + "energy", + "energy", + "balance", + "Energy", + "kriter", + "balance", + "criteri", + "Energy", + "Crit", + "criter", + "crit", + "riteria", + "Balance", + "criterios" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "Separ", + "separ", + "Separ", + "separ", + "separation", + "separation", + "separa", + "Separation", + "separates", + "separating", + "separated", + "separated", + "criterion", + "separator", + "separado", + "que", + "separations", + "Separate", + "separable", + "Separate", + "l", + "criterion", + "separator", + "Criterion", + "separately", + "separate" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "separation", + "Separation", + "separation", + "Separ", + "Separ", + "separ", + "l", + "criterion", + "Griffith", + "Gr", + "own", + "energy", + "Criterion", + "separa", + "separator", + "Criterion", + "separ", + "criterion", + "enerji", + "separat", + "Balancing", + "ENERGY", + "separating", + "Energy" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "oty", + "Otherwise", + "overkill", + "e", + "Asimismo", + "resalt", + "Please", + "ar", + "Misalnya", + "raines", + "Which", + "oras", + "Help", + "Entretanto", + "Regardless", + "Especially", + "png", + "please", + "phpunit", + "lungs", + "brind", + "help", + "Provide", + "Protect", + "Brux", + "Bitte", + "Specifically" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "crack", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 82489, + 146944, + 149905, + 141796, + 170358, + 99269, + 99509, + 102315, + 103966, + 63149, + 63426, + 67737, + 55120, + 56612, + 36927, + 59588, + 78625, + 118956, + 9661, + 2543, + 1599, + 1236, + 361, + 33010, + 36754, + 64593 + ] + }, + { + "label": "Griffith", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 9360, + 41996, + 26316, + 14430, + 220815, + 258112, + 259895, + 244224, + 231368, + 170404, + 78784, + 124942, + 124384, + 131913, + 96687, + 77664, + 32798, + 16749, + 1327, + 705, + 375, + 177, + 54, + 92, + 11, + 556 + ] + } + ], + "logit_lens": [ + { + "label": "crack", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 38865, + 78786, + 7400, + 24638, + 26390, + 21616, + 42143, + 7281, + 287, + 108, + 80, + 332, + 193 + ] + }, + { + "label": "Griffith", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 87589, + 104673, + 55305, + 145209, + 131872, + 113307, + 39675, + 25649, + 884, + 239, + 152, + 42, + 47 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 5.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 2.0, + "best_rank": 3, + "best_depth": 55.9, + "near_token": "solid", + "output_checked": true + }, + { + "concept": "into", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "stored", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "fracture", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "que", + "de", + "ers", + "le", + "en", + "n", + "im", + "ani", + "even", + "ness", + "p", + "ah", + "ner", + "ry", + "aj", + "ap", + "ly", + "ile", + "am", + "e", + "al", + "er", + "d", + "se", + "l", + "v", + "ip" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "C", + "I", + "T", + "A", + "im", + "e", + "S", + "ot", + "to", + "of", + "as", + "in", + "l", + "and", + "th", + "om", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "P", + "em", + "ation", + "be", + "T", + "ot", + "A", + "I", + "om", + "th", + "and", + "l", + "im", + "e", + "ad", + "S", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "of" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "sake", + "ever", + "North", + "single", + "able", + "either", + "various", + "New", + "ness", + "its", + "self", + "world", + "own", + "open", + "kind", + "ers", + "an", + "l", + "ation", + "en", + "a", + "al", + "and", + "iz", + "le", + "end", + "or", + "que", + "able", + "ings", + "other" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "T", + "S", + "en", + "l", + "ers", + "a", + "que", + "own", + "able", + "able", + "le", + "iz", + "an", + "or", + "end", + "ings", + "ap", + "K", + "O", + "sake", + "k", + "AVAILABLE", + "humbled", + "ation", + "un", + "owych", + "elective", + "kind", + "its", + "elle", + "actual" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "l", + "own", + "K", + "able", + "iz", + "ers", + "an", + "able", + "end", + "que", + "un", + "k", + "humbled", + "specialized", + "owych", + "le", + "ed", + "ation", + "many", + "ally", + "various", + "elle", + "mellan", + "its" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "K", + "ers", + "able", + "iz", + "k", + "que", + "humbled", + "end", + "chst", + "owych", + "un", + "sikk", + "singular", + "malah", + "mellan", + "various", + "able", + "le", + "mere", + "specialized", + "dwar" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "own", + "l", + "iz", + "que", + "able", + "s", + "le", + "ers", + "irritating", + "owych", + "humbled", + "k", + "dwar", + "underm", + "mere", + "malah", + "singular", + "chst", + "ano", + "rid" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "l", + "own", + "que", + "iz", + "and", + "s", + "able", + "le", + "T", + "irritating", + "ers", + "K", + "either", + "singular", + "par", + "Allied", + "humbled", + "euro", + "underm" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "iz", + "own", + "que", + "and", + "s", + "le", + "uma", + "singular", + "par", + "irritating", + "Allied", + "Rudd", + "euro", + "humbled", + "prominently", + "greatness", + "t", + "nya" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "que", + "s", + "both", + "and", + "coveted", + "glamorous", + "reduzir", + "or", + "legendary", + "charming", + "le", + "Arctic", + "Jumlah" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "Jumlah", + "spurred", + "both", + "coveted", + "various", + "legendary", + "ly", + "famed", + "glamorous", + "popularly", + "alguns", + "comunicarse", + "iy" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "de", + "or", + "an", + "his", + "y", + "it", + "its", + "which", + "by", + "that", + "ly", + "so", + "like", + "even", + "such", + "famously", + "specific", + "top", + "use", + "at", + "popular", + "hit", + "d", + "ed", + "local", + "called", + "le" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "and", + "e", + "ly", + "C", + "y", + "er", + "s", + "on", + "al", + "and", + "T", + "v", + "un", + "t", + "ed", + "of", + "or", + "n", + "ally", + "p", + "an", + "as", + "in", + "hbox", + "a", + "that", + "taobao", + "its", + "ic" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "a", + "C", + "s", + "e", + "y", + "and", + "un", + "er", + "T", + "an", + "v", + "t", + "on", + "ly", + "n", + "p", + "K", + "and", + "get", + "as", + "is", + "al", + "in", + "c", + "ed", + "d", + "f", + "id", + "that", + "a", + "at" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "a", + "C", + "and", + "y", + "an", + "T", + "t", + "un", + "v", + "s", + "K", + "er", + "and", + "such", + "p", + "e", + "but", + "on", + "al", + "that", + "c", + "n", + "k", + "that", + "as", + "is", + "d", + "it", + "ic", + "D", + "the" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "and", + "C", + "a", + "l", + "y", + "T", + "K", + "an", + "such", + "that", + "un", + "t", + "er", + "that", + "v", + "but", + "est", + "ed", + "Therefore", + "it", + "and", + "D", + "al", + "ist", + "When", + "the", + "Therefore", + "when", + "or" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "a", + "and", + "C", + "an", + "either", + "T", + "able", + "such", + "l", + "it", + "L", + "or", + "When", + "threshold", + "P", + "terms", + "when", + "more", + "When", + "so", + "Therefore", + "criteria", + "anymore", + "gdy", + "enough", + "that" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "own", + "a", + "T", + "K", + "B", + "an", + "get", + "D", + "y", + "t", + "al", + "p", + "criteria", + "o", + "v", + "When", + "d", + "Criteria", + "en", + "criterion", + "such", + "would", + "so", + "c", + "threshold", + "le", + "whenever" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "own", + "B", + "K", + "a", + "y", + "al", + "get", + "T", + "and", + "v", + "an", + "D", + "When", + "criteria", + "t", + "when", + "o", + "when", + "Criteria", + "b", + "c", + "est", + "is", + "p", + "n", + "G", + "KHTML", + "m", + "initiation" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "own", + "l", + "C", + "ed", + "criteria", + "criterion", + "al", + "criterion", + "balance", + "Criterion", + "and", + "get", + "condition", + "energy", + "Criteria", + "y", + "a", + "conditions", + "kriter", + "B", + "criteria", + "when", + "v", + "When", + "T", + "is", + "Criterion", + "condition", + "when", + "Condition" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "B", + "own", + "C", + "criteria", + "balance", + "al", + "criterion", + "criterion", + "Criterion", + "Criteria", + "Criterion", + "criteria", + "ed", + "b", + "K", + "conditions", + "v", + "kriter", + "balance", + "Criteria", + "toff", + "condition", + "when", + "get", + "ing", + "at" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "criteria", + "Criteria", + "Criterion", + "Criteria", + "criterion", + "Criterion", + "criterion", + "criteria", + "kriter", + "criter", + "criteri", + "criterios", + "criterio", + "riteria", + "riter", + "B", + "crit", + "Crit", + "own", + "balance", + "energy", + "energy" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Separ", + "Separ", + "separ", + "separation", + "separation", + "B", + "separations", + "separ", + "separator", + "separates", + "criterion", + "Separation", + "separated", + "Separate", + "own", + "criterion", + "separa", + "separator", + "Sep", + "Separator", + "separable", + "separating", + "separado", + "criteria", + "Criterion", + "Criterion", + "separators", + "Separate" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "own", + "separation", + "Separ", + "Separation", + "separation", + "Separ", + "separ", + "criterion", + "criterion", + "Criterion", + "separator", + "Gr", + "Criterion", + "Gr", + "Griffith", + "separat", + "Griff", + "separated", + "criteria", + "separates", + "brittle", + "separator", + "condition", + "separa", + "criterio", + "criter" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "oty", + "Otherwise", + "overkill", + "e", + "Asimismo", + "resalt", + "Please", + "ar", + "Misalnya", + "raines", + "Which", + "oras", + "Help", + "Entretanto", + "Regardless", + "Especially", + "png", + "please", + "phpunit", + "lungs", + "brind", + "help", + "Provide", + "Protect", + "Brux", + "Bitte", + "Specifically" + ] + } + ], + "logit_surprising": [ + { + "concept": "uma", + "score": 14.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "own", + "score": 13.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "when", + "output_checked": true + }, + { + "concept": "limit", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "elastic", + "output_checked": true + }, + { + "concept": "stored", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "crack", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "by", + "output_checked": true + }, + { + "concept": "stretching", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "extending", + "output_checked": true + }, + { + "concept": "rounded", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "criteria", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 2, + "best_depth": 64.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "additional", + "score": 1.0, + "best_rank": 2, + "best_depth": 67.8, + "near_token": "new", + "output_checked": true + }, + { + "concept": "Fracture", + "score": 1.0, + "best_rank": 4, + "best_depth": 88.1, + "near_token": "a", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-04__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-04__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-04__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-04__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-04__heatmap.png" + } + }, + { + "slug": "mechanism-name-flaw-controlled-failure-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-controlled brittle failure 5", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A polished glass fiber is much stronger than a scratched one of the same diameter because the scratch concentrates tensile loading at its tip.", + "prompt_tail": "A polished glass fiber is much stronger than a scratched one of the same diameter because the scratch concentrates tensile loading at its tip.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-controlled-failure", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + } + ], + "emergence": [ + { + "label": "crack", + "best_rank": 149, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 661 + }, + { + "label": "Griffith", + "best_rank": 3965, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 783 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "styling", + "Charm", + "ListItemIcon", + "got", + "apr", + "un" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "apr", + "GSM", + "styling", + "mesma", + "styles", + "asus", + "conde", + "mkdir", + "Enter", + "Insert", + "cir", + "mixer", + "Harper", + "Weise", + "Edge", + "S", + "as", + "dit", + "ipo", + "same" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "Weise", + "mesma", + "Edge", + "s", + "Edge", + "EDGE", + "insert", + "apr", + "Sus", + "Insert", + "jenis", + "sus", + "arlos", + "styling", + "Pek", + "verg", + "joen" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "Weise", + "Edge", + "S", + "Edge", + "cfr", + "Pek", + "Hits", + "apr", + "insert", + "s", + "second", + "styling", + "joen", + "EDGE", + "Insert", + "sus", + "agiri", + "arlos" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "Cuy", + "la", + "Cens", + "ciri", + "cens", + "CY", + "Pyr", + "s", + "empe", + "Eddie", + "CCN", + "CUL", + "watering", + "Ronald", + "Pending", + "Ashley", + "CU", + "iap", + "pis", + "cura", + "Cullen", + "Duplicate", + "ait", + "phis", + "Cui", + "atro" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "Estelle", + "empe", + "handleError", + "Sorg", + "psi", + "softmax", + "STI", + "pct", + "ukun", + "conveniently", + "HTTPS", + "prolet", + "ngModel", + "DIN", + "issy", + "acidified", + "affine", + "spacing", + "agge", + "knn", + "Rome", + "iorum", + "adrenaline", + "RTS" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "ngModel", + "ukun", + "handleError", + "Estelle", + "yscale", + "empe", + "s", + "Sorg", + "AGS", + "psi", + "unches", + "RHS", + "cyn", + "Appleton", + "RTS", + "itorial", + "serialization", + "osynthesis", + "acidified", + "addData", + "aportan", + "akyReLU", + "agge" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "Stark", + "hci", + "ietta", + "Ronald", + "Pyr", + "empe", + "LOGGER", + "ucker", + "Arjuna", + "CCN", + "cheats", + "ciri", + "ukun", + "fft", + "Cui" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Smiling", + "hci", + "uzi", + "CGPoint", + "Pyr", + "isah", + "Guad", + "logotipo", + "OOP", + "opedia", + "LOGGER", + "filmmakers", + "hlas", + "atro", + "Lol", + "ophile", + "WOM", + "phony", + "uniform" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "usus", + "Gruntfile", + "StringBuilder", + "slimmer", + "postings", + "ralent", + "Lol", + "endenti", + "Grim", + "ForEach", + "OOP", + "rmt", + "uglify", + "Haha" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "ing", + "UPI", + "ophile", + "Jahr", + "ForEach", + "BYTE", + "StringBuilder", + "unwilling", + "Thar", + "os", + "onload", + "stal", + "CGPoint", + "eram", + "Everywhere", + "Flags", + "William" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "que", + "la", + "a", + "T", + "L", + "C", + "t", + "os", + "entimes", + "yen", + "usted", + "kebanyakan", + "usus", + "PWD", + "urut", + "Rather", + "Mud", + "tuttavia", + "leys", + "ie" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "que", + "T", + "L", + "an", + "l", + "t", + "los", + "H", + "ie", + "C", + "el", + "tuttavia", + "os", + "oco", + "its", + "particularly", + "opl", + "entimes", + "s", + "esk", + "un", + "InProgress", + "poco", + "ing", + "owi", + "yen", + "par" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "T", + "l", + "an", + "t", + "los", + "entimes", + "esh", + "os", + "owa", + "opl", + "tuttavia", + "mut", + "ful", + "par", + "cu", + "el", + "hov", + "baj", + "es", + "Es" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "que", + "l", + "an", + "ing", + "t", + "T", + "los", + "cu", + "un", + "es", + "le", + "baj", + "valor", + "s", + "el", + "isy", + "versus", + "red", + "par", + "es", + "Es", + "hov", + "esh", + "repos", + "esha", + "ifiably", + "its" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "que", + "l", + "an", + "the", + "its", + "es", + "isy", + "rage", + "esh", + "versus", + "ly", + "escue", + "le", + "ers", + "fort", + "up", + "meg", + "cu", + "ization", + "baj", + "esz", + "getContext", + "es" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "l", + "the", + "an", + "ly", + "hence", + "up", + "hence", + "deshalb", + "es", + "isy", + "its", + "los", + "el", + "esh", + "Hence", + "sehingga", + "such", + "es", + "meg", + "ization", + "aport", + "getContext", + "le", + "cu", + "fort" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "deshalb", + "hence", + "a", + "C", + "Such", + "WHEREAS", + "such", + "hence", + "Consequently", + "Hence", + "thus", + "consequently", + "Consequently", + "berikut", + "whereas", + "therefore", + "indeed", + "thereby" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "C", + "l", + "T", + "S", + "L", + "sollic", + "hence", + "cosidd", + "uptools", + "whatnot", + "concentrating", + "Effect", + "emphatically", + "indeed", + "forces", + "Such" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "la", + "T", + "concentrating", + "l", + "Concent", + "concentrated", + "L", + "concentrates", + "concent", + "concentration", + "concent", + "S", + "Concentration", + "sollic", + "concentration", + "whatnot", + "indeed", + "Effect", + "FOCUS", + "intens", + "Indeed", + "Concentrations", + "endroit", + "konzent", + "stresses", + "etc" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "la", + "l", + "L", + "T", + "concentrating", + "Concent", + "concentration", + "concent", + "Effect", + "concentrated", + "concentrates", + "whatnot", + "concent", + "Stress", + "S", + "sollic", + "nuk", + "Effect", + "Concentration", + "endroit", + "stresses", + "stress", + "Indeed" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "C", + "Stress", + "stress", + "Concent", + "concent", + "concentration", + "concentrating", + "stress", + "concentration", + "concent", + "Stress", + "concentrations", + "concentrated", + "Concentration", + "concentrates", + "Concentrations", + "koncent", + "concentra", + "stressed", + "stresses", + "T", + "stres", + "konzent", + "stressed", + "Concent" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "Stress", + "stress", + "stress", + "Stress", + "stres", + "C", + "stressed", + "stresses", + "stressed", + "stressing", + "Concent", + "concent", + "stressors", + "stressful", + "la", + "concentrating", + "concent", + "concentration", + "concentration", + "T", + "concentrates", + "koncent", + "concentrations" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "Stress", + "stress", + "stress", + "Stress", + "stressed", + "l", + "stresses", + "stressed", + "stres", + "concent", + "que", + "load", + "L", + "C", + "Load", + "loads", + "loading", + "load", + "stressors", + "stressing", + "stressful", + "Loader", + "carga", + "loaders", + "concentrating", + "Loading" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Stress", + "Stress", + "stress", + "stress", + "stressed", + "stressed", + "L", + "stressing", + "stresses", + "stres", + "RESS", + "ress", + "stressors", + "Dress", + "stressful", + "dress", + "T", + "Dress", + "dress", + "Load", + "C", + "Concent" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "s", + "m", + "y", + "stanowi", + "ve", + "concentrate", + "set", + "Stress", + "path", + "seorang", + "archivo", + "Seorang", + "Aplic", + "Portanto", + "toHaveBeenCalled", + "profilo", + "listdir", + "onance", + "runOnUiThread" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "crack", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 71971, + 136009, + 165215, + 141986, + 136894, + 89555, + 104060, + 122520, + 78828, + 81752, + 40201, + 46931, + 27424, + 66268, + 39635, + 85752, + 91127, + 124106, + 3240, + 1898, + 3892, + 150, + 531, + 309, + 141, + 45705 + ] + }, + { + "label": "Griffith", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 10622, + 28573, + 31474, + 18222, + 244257, + 259516, + 260891, + 243560, + 243909, + 201475, + 84088, + 136105, + 149208, + 139539, + 123809, + 106276, + 100926, + 69332, + 16133, + 13001, + 7104, + 4688, + 3966, + 32654, + 11762, + 17977 + ] + } + ], + "logit_lens": [ + { + "label": "crack", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 30553, + 73394, + 10991, + 24446, + 30300, + 23952, + 35463, + 35261, + 1541, + 7418, + 5944, + 1943, + 662 + ] + }, + { + "label": "Griffith", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 47074, + 62756, + 123124, + 178133, + 176634, + 131851, + 53568, + 56860, + 6064, + 1893, + 4806, + 2096, + 784 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "either", + "score": 6.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Stress", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "surface", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "its", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "ner", + "de", + "le", + "er", + "ly", + "ness", + "que", + "absorbed", + "ley", + "im", + "ap", + "even", + "man", + "ty", + "ting", + "ani", + "aj", + "ip", + "ier", + "n", + "d", + "ad", + "ad", + "k", + "v", + "iz", + "la" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "C", + "I", + "T", + "A", + "im", + "e", + "S", + "ot", + "to", + "of", + "as", + "in", + "l", + "and", + "th", + "om", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "em", + "be", + "C", + "ation", + "T", + "ot", + "A", + "I", + "om", + "th", + "and", + "l", + "im", + "e", + "ad", + "S", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "s", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "as", + "of" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "elective", + "specialized", + "occasional", + "ever", + "various", + "North", + "own", + "New", + "self", + "ness", + "kind", + "open", + "able", + "either", + "an", + "ation", + "and", + "l", + "en", + "a", + "al", + "of", + "le", + "or", + "ers", + "end", + "able", + "iz", + "ings", + "its" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "able", + "own", + "l", + "a", + "en", + "an", + "or", + "ness", + "ers", + "able", + "end", + "iz", + "que", + "and", + "le", + "K", + "ings", + "ation", + "al", + "eye", + "occasional", + "elective", + "ivity", + "various", + "actual", + "power", + "elle", + "its", + "e", + "open", + "kind" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "l", + "own", + "able", + "an", + "iz", + "ers", + "K", + "end", + "humbled", + "able", + "specialized", + "owych", + "le", + "ness", + "various", + "que", + "k", + "sheer", + "ation", + "shock", + "many", + "its", + "power", + "North" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "able", + "iz", + "ers", + "K", + "an", + "humbled", + "end", + "ness", + "que", + "le", + "k", + "various", + "specialized", + "owych", + "eye", + "its", + "many", + "power", + "North" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "l", + "own", + "que", + "iz", + "able", + "ness", + "ers", + "s", + "afin", + "k", + "K", + "rid", + "and", + "le", + "or", + "owych", + "humbled" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "l", + "own", + "que", + "iz", + "able", + "and", + "K", + "la", + "le", + "s", + "afin", + "de", + "ers", + "ness", + "pro", + "par", + "dwar", + "rid", + "multi" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "own", + "que", + "iz", + "s", + "and", + "le", + "la", + "multi", + "de", + "par", + "able", + "rid", + "pro", + "afin", + "searchQuery", + "uma", + "t", + "world" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "que", + "la", + "s", + "le", + "and", + "par", + "uma", + "t", + "iz", + "un", + "um", + "multi", + "titular", + "both", + "p", + "reduzir", + "m", + "as", + "les", + "pro", + "corrigir", + "d" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "uma", + "both", + "Jumlah", + "s", + "the", + "tentu", + "le", + "as", + "multi" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "de", + "an", + "or", + "its", + "que", + "which", + "so", + "le", + "either", + "specific", + "re", + "d", + "y", + "such", + "it", + "multi", + "pre", + "like", + "sub", + "local", + "both", + "high", + "similar", + "even", + "of", + "part", + "presumably", + "likely", + "his" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "C", + "and", + "T", + "an", + "ly", + "e", + "er", + "y", + "of", + "or", + "and", + "but", + "would", + "despite", + "n", + "its", + "hbox", + "on", + "p", + "able", + "which", + "that", + "because", + "although", + "K", + "of", + "ally", + "v", + "because" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "a", + "T", + "an", + "and", + "e", + "y", + "er", + "un", + "K", + "p", + "t", + "D", + "v", + "H", + "n", + "s", + "P", + "and", + "that", + "d", + "on", + "although", + "c", + "f", + "G", + "ly", + "get", + "k", + "z" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "a", + "l", + "T", + "an", + "y", + "and", + "K", + "t", + "D", + "e", + "P", + "the", + "un", + "p", + "such", + "v", + "er", + "that", + "that", + "because", + "f", + "k", + "although", + "it", + "al", + "which", + "n", + "its", + "d", + "c" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "C", + "l", + "and", + "an", + "y", + "the", + "such", + "that", + "which", + "T", + "because", + "able", + "D", + "that", + "K", + "so", + "er", + "more", + "because", + "e", + "Therefore", + "it", + "but", + "un", + "sehingga", + "there", + "thereby" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "a", + "an", + "and", + "l", + "such", + "which", + "T", + "the", + "increases", + "because", + "thereby", + "solche", + "such", + "more", + "P", + "able", + "Such", + "solchen", + "Which", + "creates", + "increase", + "resulting" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "a", + "an", + "T", + "y", + "own", + "e", + "ed", + "t", + "ing", + "and", + "D", + "B", + "get", + "such", + "al", + "p", + "what", + "more", + "localized", + "v", + "would", + "c", + "which", + "because", + "n" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "a", + "ing", + "and", + "K", + "get", + "concentrated", + "an", + "y", + "concentration", + "concentrates", + "t", + "T", + "D", + "concentrating", + "concentrate", + "concentration", + "ed", + "Concent", + "such", + "e", + "because", + "localized", + "al", + "p" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "l", + "ing", + "ed", + "own", + "B", + "e", + "and", + "y", + "D", + "al", + "get", + "v", + "p", + "t", + "L", + "c", + "n", + "on", + "m", + "b", + "G", + "F", + "f", + "d", + "s", + "a", + "K", + "a", + "is" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "C", + "l", + "ing", + "B", + "stress", + "concentration", + "ed", + "stress", + "Concent", + "concentrations", + "Stress", + "concentration", + "concent", + "concentra", + "D", + "concentrating", + "koncent", + "al", + "concentrates", + "K", + "and", + "Stress", + "stres", + "concentrate", + "concent", + "v", + "T" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "stress", + "stress", + "Stress", + "Stress", + "stres", + "stresses", + "stressing", + "stressed", + "stressed", + "concent", + "stressors", + "concentration", + "Concent", + "concentration", + "l", + "concent", + "concentrates", + "concentrating" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "stress", + "Stress", + "stress", + "Stress", + "e", + "C", + "stressed", + "stresses", + "stressed", + "stres", + "DataLoader", + "l", + "stressing", + "stressors", + "loading", + "loading", + "Loading", + "loaders", + "sogenannten", + "load", + "LOAD" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Stress", + "Stress", + "stress", + "stress", + "e", + "stressed", + "ress", + "stressed", + "stressing", + "stres", + "stresses", + "C", + "RESS", + "Dress", + "dress", + "stressful", + "Dress", + "dress", + "l", + "stressors", + "St", + "ressant" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "s", + "m", + "y", + "stanowi", + "ve", + "concentrate", + "set", + "Stress", + "path", + "seorang", + "archivo", + "Seorang", + "Aplic", + "Portanto", + "toHaveBeenCalled", + "profilo", + "listdir", + "onance", + "runOnUiThread" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 21.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "glass", + "output_checked": true + }, + { + "concept": "uma", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "is", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "dimensions", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "same", + "output_checked": true + }, + { + "concept": "stress", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "surface", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "fibers", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "of", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-05__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-05__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-05__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-05__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-05__heatmap.png" + } + }, + { + "slug": "mechanism-name-flaw-controlled-failure-06", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-controlled brittle failure 6", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "An elastic plate containing a central slit is loaded in tension. Instability begins when the energy-release rate reaches the material's surface-formation resistance.", + "prompt_tail": "astic plate containing a central slit is loaded in tension. Instability begins when the energy-release rate reaches the material's surface-formation resistance.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-controlled-failure", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + } + ], + "emergence": [ + { + "label": "crack", + "best_rank": 25, + "best_depth": 76.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 19 + }, + { + "label": "Griffith", + "best_rank": 15, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 6 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "styling", + "apr", + "even", + "got", + "Hair", + "ListItemIcon", + "mesma", + "Charm" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "S", + "s", + "GSM", + "apr", + "styling", + "mesma", + "mkdir", + "styles", + "Insert", + "asus", + "conde", + "cir", + "mixer", + "as", + "Enter", + "Edge", + "Weise", + "dit", + "param" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "S", + "Edge", + "ashe", + "Weise", + "apr", + "Edge", + "s", + "cfr", + "pues", + "jenis", + "Insert", + "Cuy", + "styling", + "props", + "insert", + "lerle", + "verg" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "mesma", + "Weise", + "Edge", + "Hits", + "S", + "cfr", + "apr", + "insert", + "Edge", + "Insert", + "ashe", + "Pek", + "sus", + "joen", + "second", + "arlos", + "pues", + "Tuy" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "Cuy", + "la", + "cens", + "ciri", + "Cens", + "pis", + "Pending", + "Pyr", + "Fort", + "Eddie", + "uts", + "kts", + "Pend", + "prompt", + "CU", + "watering", + "dikkat", + "CY", + "cus", + "Cullen", + "artis", + "App", + "atro" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "unches", + "handleError", + "psi", + "spacing", + "kts", + "softmax", + "empe", + "Estelle", + "ukun", + "Sorg", + "ngModel", + "prolet", + "conveniently", + "pct", + "glich", + "issy", + "postgres", + "ijs", + "ngthening", + "Appleton", + "cens" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "handleError", + "unches", + "ngModel", + "ukun", + "psi", + "Sorg", + "Estelle", + "yscale", + "cyn", + "itorial", + "aportan", + "Appleton", + "AlertDialog", + "serialization", + "osynthesis", + "empe", + "AGS", + "Huffington", + "ymi", + "RHS", + "addData", + "Authorities" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "hci", + "Stark", + "Rome", + "Arjuna", + "Pyr", + "atro", + "empe", + "kts", + "ietta", + "Ronald", + "watering", + "LOGGER", + "spacing", + "ucker", + "cheats", + "ukun", + "ciation" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "PCM", + "Cui", + "OOP", + "Guad", + "Guangdong", + "Pyr", + "pict", + "viento", + "hci", + "kuk", + "CGPoint", + "onuclear", + "LOGGER", + "sockfd", + "fort", + "P", + "Kuch", + "nutty" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "StringBuilder", + "Outlet", + "ing", + "prawdzi", + "viewDidLoad", + "Gruntfile", + "BYTE", + "Grim", + "Guangdong", + "ForEach", + "GTG", + "opis", + "Elsewhere" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "H", + "ing", + "os", + "StringBuilder", + "BYTE", + "Skywalker", + "ForEach", + "CGPoint", + "RV", + "o", + "Grim", + "Bildschirm", + "Guangdong", + "ophile", + "Copyright" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "la", + "que", + "T", + "os", + "a", + "tuttavia", + "H", + "out", + "t", + "oubliez", + "o", + "irons", + "it", + "om", + "ie", + "mutu", + "enorm", + "izm" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "L", + "T", + "a", + "que", + "H", + "tuttavia", + "out", + "entanto", + "ie", + "accordingly", + "enorm", + "os", + "cuya", + "otros", + "om", + "poco", + "luego" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "cuya", + "tuttavia", + "otros", + "iai", + "requisitos", + "memperoleh", + "entimes", + "Accordingly", + "os", + "t", + "entanto", + "toHaveBeen", + "mutu", + "agad", + "rocchia" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "requisitos", + "l", + "cuya", + "isy", + "otros", + "ife", + "memerlukan", + "uzys", + "Catalunya", + "hov", + "Whitley", + "Reliance", + "RMA", + "Accordingly", + "rocchia", + "person", + "icosia", + "ocalypse", + "Pitt", + "mutu", + "ifai" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "que", + "ly", + "requisitos", + "isy", + "therefore", + "finity", + "icosia", + "memerlukan", + "otros", + "ized", + "istics", + "es", + "therefore", + "Accordingly", + "igold", + "esu", + "mathsf", + "ocalypse", + "indeed", + "Below" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "ly", + "therefore", + "individual", + "otros", + "requisitos", + "isy", + "es", + "person", + "icosia", + "RMA", + "rec", + "its", + "therefore", + "Accordingly", + "thus", + "indeed" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "ly", + "therefore", + "consequently", + "Accordingly", + "thus", + "hence", + "sogenannten", + "correspondingly", + "rec", + "Enough", + "therefore", + "Therefore", + "Hence", + "zog", + "accordingly" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "L", + "la", + "B", + "l", + "S", + "T", + "ocalypse", + "Enough", + "ly", + "H", + "hence", + "C", + "Reddy", + "atively", + "corris", + "indeed" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "C", + "L", + "ly", + "critical", + "Threshold", + "Criterion", + "Crit", + "sollic", + "oczy", + "Enough", + "materials", + "crack", + "Critical", + "crack" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "la", + "C", + "Criterion", + "L", + "ly", + "energy", + "and", + "energy", + "en", + "Griffith", + "T", + "Threshold", + "criterion", + "Energy", + "es", + "affectionately", + "resistance", + "ener", + "und", + "ou", + "astrophe", + "criteria", + "Energy" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "de", + "a", + "and", + "C", + "es", + "release", + "release", + "ly", + "Release", + "le", + "Criterion", + "Griffith", + "que", + "Griff", + "e", + "an", + "n", + "kens", + "re", + "criterion", + "f", + "energy", + "G", + "s", + "an", + "c", + "Release", + "releases" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "l", + "la", + "C", + "G", + "a", + "de", + "and", + "Critical", + "critical", + "G", + "Griff", + "krit", + "Criterion", + "Griffith", + "gamma", + "Gamma", + "fracture", + "kritis", + "Critical", + "Gamma", + "Gama", + "release", + "mathcal", + "crack", + "R", + "Release", + "release" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "l", + "Griffith", + "Griff", + "GRID", + "GRID", + "Grill", + "Griff", + "grill", + "GRI", + "gri", + "Critical", + "C", + "la", + "grip", + "krit", + "Grid", + "GR", + "griff", + "Gri", + "G", + "que", + "critical", + "Grid", + "Critical", + "grid", + "grim", + "Griffin" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Griffith", + "C", + "Griff", + "Grill", + "Griffin", + "l", + "Critical", + "grill", + "GRID", + "Critical", + "GR", + "krit", + "Griff", + "grills", + "GRI", + "GRID", + "ization", + "Gr", + "grilling", + "even", + "kritis", + "critical", + "Gr", + "Grid", + "griff", + "G", + "Krit" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "e", + "Which", + "You", + "When", + "In", + "Specifically", + "B", + "And", + "Consequently", + "If", + "a", + "C", + "Let", + "Inst", + "A", + "These", + "Griffith", + "surface", + "st", + "Image", + "y", + "Energy", + "This", + "We", + "Then", + "The", + "Critical", + "R", + "An" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "crack", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 75726, + 166906, + 146115, + 154629, + 199280, + 127034, + 106454, + 117524, + 100420, + 89912, + 70326, + 54547, + 34839, + 63007, + 40761, + 71979, + 70795, + 91537, + 538, + 26, + 53, + 347, + 32, + 84, + 213, + 3217 + ] + }, + { + "label": "Griffith", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 9524, + 41488, + 40762, + 23997, + 225989, + 257895, + 260034, + 246015, + 237720, + 189343, + 152750, + 166722, + 176603, + 198043, + 171002, + 174603, + 160984, + 127441, + 6753, + 609, + 16, + 19, + 18, + 2, + 1, + 29 + ] + } + ], + "logit_lens": [ + { + "label": "crack", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 78321, + 92756, + 11052, + 27746, + 40166, + 18656, + 39530, + 15367, + 95, + 21, + 26, + 178, + 20 + ] + }, + { + "label": "Griffith", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 96318, + 104173, + 98335, + 221917, + 192866, + 157026, + 62121, + 27386, + 284, + 42, + 13, + 11, + 7 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 3.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "slot", + "score": 1.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "hole", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "central", + "output_checked": true + }, + { + "concept": "occurs", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "fracture", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "'", + "output_checked": true + }, + { + "concept": "uma", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.1, + "near_token": "'", + "output_checked": true + }, + { + "concept": "plane", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "etc", + "score": 1.0, + "best_rank": 7, + "best_depth": 76.3, + "near_token": "An", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ani", + "ry", + "que", + "al", + "er", + "de", + "ap", + "s", + "p", + "fasted", + "lovepoetry", + "vanlig", + "erai", + "am", + "n", + "ers", + "es", + "set", + "usb", + "alk", + "ai", + "aj", + "ner", + "atus", + "uff", + "fab", + "ele" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ay", + "ation", + "A", + "I", + "S", + "im", + "ot", + "T", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "em", + "be", + "I", + "ation", + "ot", + "S", + "T", + "A", + "th", + "l", + "of", + "and", + "e", + "om", + "im", + "ad", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "T", + "S", + "k", + "occasional", + "specialized", + "elective", + "North", + "open", + "world", + "ness", + "own", + "single", + "able", + "various", + "self", + "ers", + "an", + "l", + "ation", + "en", + "a", + "of", + "and", + "iz", + "le", + "end", + "or", + "ings", + "que", + "its", + "t" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "H", + "T", + "S", + "l", + "a", + "ers", + "own", + "que", + "en", + "or", + "an", + "k", + "h", + "O", + "C", + "able", + "ization", + "able", + "ings", + "single", + "various", + "and", + "ation", + "s", + "elective", + "singular", + "actual", + "t", + "al", + "s", + "p" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "own", + "l", + "en", + "a", + "ers", + "an", + "K", + "able", + "k", + "que", + "various", + "H", + "h", + "humbled", + "specialized", + "or", + "un", + "ation", + "many", + "its", + "and", + "owych", + "the", + "able", + "iz", + "end", + "ed", + "est", + "t" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "K", + "ers", + "k", + "able", + "and", + "H", + "que", + "T", + "S", + "owych", + "various", + "humbled", + "singular", + "an", + "un", + "many", + "or", + "mere", + "single", + "C", + "specialized", + "sen", + "its", + "ation", + "iz" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "l", + "own", + "que", + "T", + "and", + "s", + "la", + "iz", + "sen", + "k", + "mere", + "able", + "either", + "rid", + "ers", + "singular", + "owych", + "nya", + "st", + "iques" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "own", + "l", + "la", + "que", + "and", + "s", + "singular", + "T", + "iz", + "either", + "nya", + "mere", + "rid", + "outskirts", + "prominently", + "Allied", + "sen", + "par" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "own", + "que", + "s", + "la", + "iz", + "singular", + "and", + "charming", + "prominently", + "rid", + "nya", + "Rudd", + "alnya", + "outskirts", + "mere", + "par", + "uma" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "s", + "charming", + "que", + "and", + "an", + "the", + "coveted", + "glamorous", + "la", + "As", + "mysterious", + "single", + "combined", + "reduzir", + "various", + "S", + "elegantly", + "uma", + "singular" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "single", + "the", + "an", + "H", + "various", + "glamorous", + "either", + "relatively", + "varying", + "famed", + "denoted", + "certain", + "popularly", + "Embora", + "both" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "an", + "y", + "or", + "its", + "ed", + "it", + "ly", + "le", + "such", + "d", + "by", + "which", + "iy", + "his", + "to", + "on", + "on", + "using", + "high", + "du", + "either", + "s", + "top", + "multi", + "even", + "instead", + "single", + "like", + "nya" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "y", + "a", + "e", + "ly", + "on", + "s", + "H", + "and", + "v", + "t", + "er", + "and", + "T", + "ed", + "with", + "K", + "z", + "n", + "un", + "get", + "o", + "p", + "in", + "an", + "h", + "ally", + "d", + "taobao", + "by", + "of" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "y", + "a", + "e", + "s", + "C", + "t", + "T", + "an", + "v", + "un", + "on", + "and", + "er", + "n", + "p", + "get", + "ly", + "K", + "with", + "H", + "d", + "and", + "z", + "ed", + "in", + "c", + "it", + "f", + "to", + "k", + "that" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "a", + "C", + "y", + "an", + "and", + "t", + "T", + "on", + "s", + "K", + "v", + "it", + "un", + "such", + "er", + "p", + "k", + "e", + "n", + "and", + "d", + "c", + "z", + "that", + "in", + "that", + "at", + "ly", + "it" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "l", + "and", + "y", + "a", + "an", + "K", + "such", + "T", + "ed", + "but", + "t", + "that", + "er", + "that", + "which", + "D", + "ic", + "k", + "so", + "un", + "on", + "v", + "and", + "more", + "z", + "d", + "n" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "an", + "a", + "and", + "C", + "either", + "such", + "l", + "but", + "able", + "Determine", + "so", + "K", + "threshold", + "B", + "criteria", + "initial", + "requirements", + "determine", + "terms", + "T", + "its", + "allow", + "required", + "Criteria", + "dalej" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "a", + "B", + "an", + "own", + "v", + "al", + "get", + "t", + "T", + "p", + "D", + "n", + "K", + "y", + "c", + "ed", + "o", + "and", + "un", + "been", + "O", + "m", + "on", + "d", + "f", + "initiation", + "at" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "own", + "B", + "a", + "v", + "K", + "and", + "al", + "get", + "an", + "n", + "D", + "y", + "c", + "crack", + "b", + "m", + "k", + "F", + "G", + "t", + "p", + "N", + "V", + "o", + "M", + "R", + "is", + "f", + "ing" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "l", + "own", + "B", + "ing", + "and", + "v", + "K", + "get", + "Griffith", + "energy", + "al", + "n", + "criterion", + "ed", + "initiation", + "inst", + "y", + "L", + "crack", + "b", + "toughness", + "G", + "is", + "criterion", + "D", + "masing" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "B", + "C", + "K", + "ing", + "and", + "G", + "Griffith", + "a", + "release", + "is", + "Griff", + "b", + "release", + "ed", + "Gc", + "substring", + "ance", + "al", + "v", + "energy", + "eventId", + "criterion", + "n", + "o", + "releases", + "criterion", + "initiation", + "Criteria", + "criteria", + "releasing" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "G", + "C", + "B", + "l", + "G", + "Griffith", + "mathcal", + "kriter", + "Criteria", + "Gamma", + "Gama", + "criterion", + "Critical", + "K", + "crack", + "krit", + "Criterion", + "H", + "Gc", + "kritis", + "critical", + "toug", + "criter", + "gamma" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "l", + "C", + "Griffith", + "Griff", + "B", + "Grill", + "G", + "grill", + "Griff", + "griff", + "GRI", + "G", + "Griffin", + "and", + "Grig", + "GR", + "GRID", + "Critical", + "grilled", + "Gry", + "surface", + "mathcal", + "grills", + "gridSize", + "Surface" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "C", + "l", + "S", + "Griffith", + "P", + "G", + "B", + "L", + "R", + "Griff", + "A", + "H", + "G", + "Gr", + "Critical", + "griff", + "R", + "Griff", + "Grill", + "Surface", + "GR", + "Griffin", + "T", + "grilling", + "ERR", + "grills", + "grill", + "grip" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "e", + "Which", + "You", + "When", + "In", + "Specifically", + "B", + "And", + "Consequently", + "If", + "a", + "C", + "Let", + "Inst", + "A", + "These", + "Griffith", + "surface", + "st", + "Image", + "y", + "Energy", + "This", + "We", + "Then", + "The", + "Critical", + "R", + "An" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 7.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "An", + "output_checked": true + }, + { + "concept": "uma", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "An", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "hole", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "central", + "output_checked": true + }, + { + "concept": "slot", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "Loading", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "loaded", + "output_checked": true + }, + { + "concept": "tensile", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "hyper", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "fracture", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "'", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 2, + "best_depth": 84.7, + "near_token": "ability", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-06__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-06__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-06__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-06__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-06__heatmap.png" + } + }, + { + "slug": "mechanism-name-flaw-controlled-failure-07", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-controlled brittle failure 7", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A ceramic component survives a given tensile stress when its largest flaw is short, but fails after processing introduces a much longer sharp flaw.", + "prompt_tail": "A ceramic component survives a given tensile stress when its largest flaw is short, but fails after processing introduces a much longer sharp flaw.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-controlled-failure", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + } + ], + "emergence": [ + { + "label": "crack", + "best_rank": 12240, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 9043 + }, + { + "label": "Griffith", + "best_rank": 16125, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 9482 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "got", + "Charm", + "mesma", + "ListItemIcon", + "even", + "Hair" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "s", + "GSM", + "apr", + "styling", + "mkdir", + "styles", + "conde", + "asus", + "mesma", + "Enter", + "S", + "as", + "cir", + "Insert", + "param", + "mixer", + "ipo", + "Weise", + "dit", + "jst", + "Edge" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "S", + "Edge", + "Edge", + "Weise", + "apr", + "styling", + "EDGE", + "Insert", + "cfr", + "insert", + "s", + "styling", + "Pek", + "ashe" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "Edge", + "Weise", + "S", + "Edge", + "Pek", + "styling", + "apr", + "Hits", + "EDGE", + "cfr", + "insert", + "second", + "s", + "second", + "Insert", + "stack", + "irl", + "joen" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "Cuy", + "Pyr", + "cens", + "Cens", + "ciri", + "Pending", + "Eddie", + "CY", + "pis", + "CUL", + "uts", + "S", + "watering", + "empe", + "Ashley", + "CCN", + "phis", + "ait", + "cura", + "Ronald", + "dui", + "CU", + "atro", + "iap" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Estelle", + "psi", + "empe", + "handleError", + "spacing", + "softmax", + "Sorg", + "pct", + "ngModel", + "prolet", + "DIN", + "STI", + "affine", + "ukun", + "issy", + "HTTPS", + "osynthesis", + "Rome", + "postgres", + "AGS", + "acidified", + "RTS", + "conveniently", + "knn", + "agge", + "Accenture" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "empe", + "ngModel", + "ukun", + "handleError", + "itorial", + "Estelle", + "spacing", + "psi", + "AGS", + "fat", + "osynthesis", + "Sorg", + "Arjuna", + "RTS", + "addData", + "Appleton", + "serialization", + "cens", + "kts", + "acidified", + "println", + "printf" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "Stark", + "Pyr", + "hci", + "ietta", + "ucker", + "CCN", + "Ronald", + "cheats", + "Arjuna", + "ciri", + "LOGGER", + "Cullen", + "Guangdong", + "ngthening", + "fft", + "Fort", + "ppm" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "pict", + "hci", + "Kund", + "Pyr", + "CU", + "usia", + "isah", + "lendemain", + "fort", + "LOGGER", + "CCP", + "CCN", + "Grun", + "Guad" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "StringBuilder", + "postings", + "Gruntfile", + "slimmer", + "rmt", + "OOP", + "fontsize", + "ing", + "prawdzi", + "fromDate", + "CCS", + "ktional", + "Elsewhere" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "ing", + "ChatGPT", + "William", + "getParameter", + "Darwin", + "Jahr", + "ogly", + "Bowser", + "onload", + "Namibia", + "Hurricane", + "schlim", + "useEffect" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "Elsewhere", + "istiwa", + "elsewhere", + "capazes", + "PWD", + "oubliez", + "Elsewhere", + "tuttavia", + "weitere", + "usted", + "ukas", + "C", + "atience", + "uido" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "L", + "an", + "T", + "and", + "que", + "Pitt", + "belief", + "Evet", + "Mud", + "ing", + "dadurch", + "poco", + "atience", + "ise", + "out", + "osal", + "hok", + "wodurch", + "dieser" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "ing", + "la", + "a", + "que", + "hingegen", + "ocalypse", + "l", + "cuya", + "belief", + "entimes", + "Pitt", + "entanto", + "effektiv", + "agad", + "siguientes" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "l", + "ing", + "a", + "que", + "ocalypse", + "ings", + "gagal", + "belief", + "Pitt", + "octet", + "uzys", + "Ontario", + "cuya", + "HttpPut", + "an" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "la", + "que", + "of", + "ilization", + "an", + "esia", + "ocalypse", + "ization", + "ings", + "ly", + "versus", + "AndUpdate", + "ilation", + "ing", + "typescript", + "sequent", + "icosia", + "istics" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "ly", + "que", + "ization", + "l", + "sequent", + "ocalypse", + "configurations", + "idee", + "ilization", + "initely", + "ophyte", + "typescript", + "Fatalf", + "ilation", + "upgraded", + "conclusion", + "conclusion", + "ings" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "upgraded", + "nuevas", + "newer", + "nuevos", + "newly", + "new", + "sequent", + "newItem", + "reintroduced", + "Newly", + "ly" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "ly", + "C", + "la", + "regretted", + "baada", + "PostMapping", + "either", + "ilization", + "after", + "forcements", + "After", + "ocalypse", + "hence" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "ly", + "la", + "either", + "baada", + "after", + "l", + "PostMapping", + "introduced", + "After", + "inadequate", + "reintroduced", + "regretted", + "T", + "forcements" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "after", + "l", + "baada", + "L", + "After", + "setelah", + "C", + "ly", + "after", + "After", + "during", + "introduced", + "During", + "During", + "dopo", + "T", + "efter", + "nakon", + "PostMapping" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "la", + "after", + "introduced", + "introducing", + "introdu", + "introduces", + "introduction", + "baada", + "introduced", + "After", + "after", + "post", + "setelah", + "during", + "After", + "PostMapping", + "introduce", + "Introduced", + "ly", + "wprowad", + "reintroduced", + "introduit" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "introduced", + "introducing", + "introduction", + "post", + "introdu", + "introduced", + "PostMapping", + "Post", + "introduces", + "L", + "introduit", + "processing", + "Processing", + "Damage", + "Introduction", + "processing", + "artificially", + "introduce", + "introdu", + "reintroduced", + "post", + "Processing", + "after", + "damage", + "introduction", + "wprowad", + "manufacturing" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Processing", + "processing", + "processing", + "Processing", + "procesamiento", + "rocessing", + "PROCESSING", + "PROCESSING", + "processed", + "Processed", + "introduced", + "Verarbeitung", + "introdu", + "zprac", + "proces", + "unprocessed", + "reprocessing", + "processed", + "introduction", + "introducing", + "Introdu" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Processing", + "Processing", + "processing", + "processing", + "introduced", + "Introdu", + "PROCESSING", + "PROCESSING", + "rocessing", + "procesamiento", + "Verarbeitung", + "Introduced", + "Processed", + "introduced", + "przetwarz", + "introdu", + "processed", + "L", + "introduces", + "introduit", + "Processor" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "introduce", + "surname", + "Belarus", + "la", + "introduced", + "introd", + "historie", + "i", + "subsection", + "Proc", + "Hz", + "fama", + "svg", + "introduction", + "induce", + "Setelah", + "Calif", + "f", + "Sekarang" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "crack", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 70454, + 142253, + 141164, + 132403, + 161740, + 102894, + 131335, + 144117, + 143327, + 106695, + 53447, + 136986, + 89763, + 94145, + 107697, + 94529, + 61584, + 70485, + 35130, + 18475, + 23042, + 12241, + 36098, + 26185, + 31589, + 35607 + ] + }, + { + "label": "Griffith", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 9291, + 42353, + 31497, + 20078, + 217962, + 258663, + 260068, + 239807, + 233239, + 187941, + 63913, + 129829, + 112765, + 163237, + 167664, + 182719, + 144518, + 94572, + 33665, + 37850, + 30076, + 28213, + 16126, + 30752, + 9885, + 161022 + ] + } + ], + "logit_lens": [ + { + "label": "crack", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 41409, + 51422, + 37943, + 58695, + 48955, + 46441, + 99566, + 119120, + 9858, + 9884, + 9044, + 9304, + 23433 + ] + }, + { + "label": "Griffith", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 71614, + 57646, + 88018, + 176522, + 164618, + 186550, + 89442, + 111290, + 19630, + 11833, + 12782, + 26553, + 9483 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 13.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 8.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Ceramics", + "score": 1.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "strength", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "steps", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "processing", + "output_checked": true + }, + { + "concept": "ceramics", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "introduced", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.1, + "near_token": "longer", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "la", + "ner", + "ap", + "que", + "al", + "er", + "le", + "de", + "p", + "ani", + "soon", + "Remedy", + "unload", + "knelt", + "qu", + "es", + "aj", + "Redeem", + "explic", + "Refund", + "uff", + "aw", + "man", + "emma" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ation", + "I", + "T", + "A", + "ad", + "im", + "S", + "ot", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "em", + "be", + "I", + "ation", + "ot", + "S", + "T", + "A", + "th", + "l", + "of", + "and", + "e", + "om", + "im", + "ad", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "secondary", + "ever", + "North", + "either", + "able", + "various", + "personal", + "own", + "ness", + "its", + "self", + "open", + "world", + "power", + "kind", + "end", + "ers", + "ation", + "an", + "en", + "a", + "and", + "l", + "iz", + "le", + "or", + "ap", + "que", + "able", + "ings", + "other" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "T", + "own", + "en", + "l", + "a", + "an", + "or", + "que", + "ers", + "able", + "S", + "C", + "able", + "and", + "end", + "iz", + "ness", + "ap", + "e", + "ad", + "ings", + "k", + "O", + "elective", + "sake", + "various", + "s", + "ation", + "al", + "as" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "l", + "own", + "ers", + "K", + "iz", + "able", + "end", + "k", + "un", + "able", + "C", + "ed", + "various", + "ad", + "owych", + "an", + "humbled", + "ation", + "illi", + "ina", + "ap", + "ally" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "K", + "ers", + "iz", + "k", + "able", + "end", + "ness", + "ina", + "T", + "ino", + "inin", + "illi", + "ad", + "im", + "un", + "and", + "ap", + "able", + "sen" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "own", + "a", + "de", + "l", + "iz", + "k", + "en", + "ers", + "ness", + "que", + "able", + "K", + "and", + "s", + "sa", + "st", + "la", + "ly", + "aj", + "im", + "rid", + "end" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "own", + "l", + "iz", + "de", + "k", + "and", + "la", + "K", + "que", + "s", + "en", + "ers", + "st", + "able", + "uma", + "ness", + "T", + "nya", + "ly", + "um" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "own", + "l", + "iz", + "uma", + "and", + "k", + "de", + "s", + "K", + "que", + "st", + "um", + "nya", + "ers", + "la", + "en", + "ino", + "or" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "que", + "an", + "uma", + "ly", + "st", + "s", + "or", + "iz", + "um", + "k", + "and", + "the", + "la", + "Sh", + "t", + "y", + "par", + "le", + "ah", + "reduzir", + "im" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "ly", + "an", + "st", + "the", + "que", + "y", + "iz", + "iy", + "s", + "k", + "uma", + "Sh", + "R", + "its", + "ah", + "um", + "H", + "or", + "charming", + "which" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "de", + "an", + "or", + "even", + "y", + "his", + "d", + "ly", + "le", + "either", + "which", + "high", + "du", + "local", + "some", + "c", + "p", + "s", + "pre", + "so", + "re", + "specific", + "non", + "by", + "nya", + "because", + "its" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "a", + "ly", + "e", + "er", + "y", + "s", + "an", + "v", + "un", + "on", + "even", + "c", + "p", + "n", + "t", + "because", + "o", + "k", + "b", + "d", + "ed", + "a", + "and", + "l", + "and", + "hbox", + "nya", + "because", + "T" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "a", + "e", + "s", + "an", + "y", + "un", + "v", + "er", + "T", + "t", + "p", + "ly", + "c", + "n", + "on", + "ed", + "k", + "get", + "d", + "f", + "l", + "D", + "is", + "because", + "m", + "es", + "a", + "al", + "z", + "b" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "l", + "a", + "an", + "t", + "s", + "v", + "T", + "p", + "y", + "and", + "k", + "un", + "er", + "n", + "ly", + "on", + "l", + "e", + "c", + "d", + "been", + "f", + "D", + "although", + "m", + "but", + "es", + "same", + "and", + "a", + "or" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "a", + "an", + "l", + "T", + "and", + "er", + "y", + "been", + "D", + "t", + "v", + "same", + "un", + "although", + "after", + "despite", + "k", + "because", + "al", + "subsequent", + "n", + "Although", + "example", + "because", + "Despite", + "that", + "s", + "d", + "after", + "changed", + "new" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "an", + "T", + "new", + "P", + "after", + "After", + "changes", + "added", + "new", + "after", + "changed", + "L", + "subsequent", + "newly", + "change", + "After", + "additional", + "adding" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "an", + "a", + "after", + "T", + "after", + "After", + "own", + "During", + "been", + "new", + "D", + "during", + "y", + "ed", + "After", + "although", + "during", + "new", + "get", + "t", + "dopo", + "before", + "Although", + "added", + "additional", + "setelah", + "would" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "an", + "a", + "after", + "after", + "T", + "D", + "After", + "get", + "own", + "During", + "during", + "y", + "ing", + "been", + "during", + "B", + "new", + "before", + "and", + "at", + "m", + "After", + "t", + "v", + "new", + "although", + "before" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "own", + "after", + "C", + "after", + "After", + "ing", + "an", + "ed", + "During", + "After", + "during", + "setelah", + "during", + "dopo", + "get", + "a", + "intentionally", + "B", + "baada", + "AFTER", + "induced" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "own", + "B", + "l", + "C", + "after", + "K", + "after", + "After", + "During", + "introduced", + "ing", + "during", + "intentionally", + "After", + "introduction", + "introduced", + "Introduction", + "setelah", + "introduces", + "induced", + "introducing", + "introduce", + "introdu", + "introduction", + "Introdu", + "e", + "D", + "during" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "introduced", + "introduced", + "introducing", + "introduction", + "Introduction", + "introduction", + "introduce", + "processing", + "introdu", + "damage", + "Introduction", + "introduit", + "introduces", + "introduce", + "Processing", + "processing", + "damage", + "l", + "wprowad", + "introdu", + "Introducing", + "induced", + "post", + "Introdu", + "induced", + "post" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "processing", + "Processing", + "processing", + "Processing", + "PROCESSING", + "rocessing", + "PROCESSING", + "procesamiento", + "zprac", + "processed", + "Verarbeitung", + "processed", + "introduced", + "Introdu", + "reprocessing", + "Processed", + "przetwarz", + "proces" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Processing", + "processing", + "Processing", + "processing", + "PROCESSING", + "procesamiento", + "rocessing", + "Verarbeitung", + "PROCESSING", + "Processed", + "przetwarz", + "Introdu", + "introduced", + "processed", + "cessing", + "Introduced", + "L", + "processed" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "introduce", + "surname", + "Belarus", + "la", + "introduced", + "introd", + "historie", + "i", + "subsection", + "Proc", + "Hz", + "fama", + "svg", + "introduction", + "induce", + "Setelah", + "Calif", + "f", + "Sekarang" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 22.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "uma", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "is", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "enough", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "short", + "output_checked": true + }, + { + "concept": "sufficiently", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "strength", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "introduced", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-07__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-07__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-07__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-07__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-07__heatmap.png" + } + }, + { + "slug": "mechanism-name-flaw-controlled-failure-08", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-controlled brittle failure 8", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "The nominal strength of a brittle specimen scales approximately with the inverse square root of the size of its dominant sharp defect.", + "prompt_tail": "The nominal strength of a brittle specimen scales approximately with the inverse square root of the size of its dominant sharp defect.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-controlled-failure", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + } + ], + "emergence": [ + { + "label": "crack", + "best_rank": 815, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 51 + }, + { + "label": "Griffith", + "best_rank": 8815, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 88 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "styling", + "apr", + "got", + "mesma", + "even", + "Charm", + "Hair", + "un", + "ListItemIcon" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "s", + "S", + "GSM", + "apr", + "styling", + "styles", + "asus", + "mkdir", + "Insert", + "mesma", + "cir", + "as", + "Enter", + "conde", + "mixer", + "Edge", + "Weise", + "dit", + "ipo", + "EDGE" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "mesma", + "s", + "Weise", + "Edge", + "jenis", + "Edge", + "ashe", + "Sus", + "apr", + "Insert", + "verg", + "cfr", + "sus", + "EDGE", + "arlos", + "insert", + "arens", + "styling" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "S", + "mesma", + "Weise", + "s", + "Edge", + "cfr", + "apr", + "Edge", + "Hits", + "Pek", + "ashe", + "Insert", + "insert", + "styling", + "sus", + "joen", + "styling", + "second" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "Cuy", + "la", + "cens", + "ciri", + "Pending", + "pis", + "Cens", + "Eddie", + "Pyr", + "Pend", + "S", + "dikkat", + "uts", + "phis", + "ait", + "CY", + "Cus", + "artis", + "dui", + "Ashley", + "CUL", + "cura", + "atro", + "iap" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "handleError", + "s", + "psi", + "Estelle", + "Sorg", + "empe", + "softmax", + "ukun", + "STI", + "unches", + "prolet", + "ngModel", + "spacing", + "conveniently", + "pct", + "issy", + "RTS", + "knn", + "DIN", + "acidified", + "agge", + "usia", + "postgres" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "handleError", + "s", + "yscale", + "ngModel", + "ukun", + "Estelle", + "psi", + "itorial", + "Sorg", + "osynthesis", + "ymi", + "unches", + "aportan", + "Huffington", + "AGS", + "serialization", + "de", + "fat", + "cyn", + "RTS", + "RHS", + "empe", + "awatt", + "AlertDialog", + "Ris" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "Pyr", + "Stark", + "hci", + "ciri", + "LOGGER", + "Arjuna", + "CCN", + "cheats", + "Cui", + "usia", + "ppm", + "Eddie", + "ucker", + "ukun", + "watering" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Pyr", + "LOGGER", + "hci", + "OOP", + "CGPoint", + "atro", + "uzi", + "Hawke", + "Guangdong", + "PCM", + "cheats", + "viento", + "Cuy", + "pict", + "Smiling", + "Firefox", + "Guad", + "Kuch", + "nutty" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "Gruntfile", + "usus", + "rmt", + "OOP", + "maaaring", + "erweise", + "Flags", + "ralent", + "AAF", + "shenanigans", + "ChatGPT", + "CNC", + "StringBuilder", + "postings" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "erweise", + "CGPoint", + "UPI", + "gazebo", + "Copyright", + "ing", + "Bildschirm", + "Princeton", + "Xcode", + "Rather", + "Dragon", + "Jahr", + "ForEach", + "ChatGPT", + "Gruntfile", + "flaming", + "StringBuilder" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "H", + "T", + "tuttavia", + "entimes", + "C", + "Rather", + "unequiv", + "entanto", + "que", + "PWD", + "inoltre", + "opis", + "usus", + "lediglich" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "L", + "H", + "a", + "T", + "de", + "tuttavia", + "entanto", + "inoltre", + "particularly", + "entimes", + "and", + "out", + "Rather", + "opis", + "however", + "enorm", + "etwa" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "tuttavia", + "entanto", + "etwa", + "entimes", + "que", + "T", + "H", + "however", + "inoltre", + "invece", + "rainfall", + "particularly", + "RESPECT", + "ing", + "Toutefois" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "l", + "que", + "tuttavia", + "however", + "entimes", + "RESPECT", + "entsprechend", + "eurs", + "ing", + "aport", + "an", + "ength", + "entanto", + "etwa", + "kms", + "Pitt", + "Reh" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "however", + "entanto", + "and", + "la", + "Cependant", + "tuttavia", + "de", + "Ancak", + "ength", + "atience", + "Doch", + "entimes", + "rather", + "However", + "T", + "therefore" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "entanto", + "de", + "however", + "a", + "and", + "tuttavia", + "ength", + "Ancak", + "entimes", + "invece", + "whereas" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "however", + "la", + "entanto", + "de", + "rainfall", + "Cependant" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "equivalently", + "however", + "L", + "what", + "l" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "what", + "L", + "equivalently", + "however", + "indeed", + "However" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "L", + "l", + "H", + "and", + "equivalently", + "what", + "retanto" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "la", + "and", + "what", + "H", + "however", + "equivalently", + "if", + "However", + "HOWEVER", + "Cependant" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "and", + "L", + "equivalently", + "however", + "HOWEVER", + "Cependant", + "However", + "Entretanto", + "Assuming" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "l", + "size", + "que", + "la", + "equivalently", + "Assuming", + "Scaling", + "scaling", + "sizes", + "nominal", + "size", + "Sizes", + "sizeof", + "scaling", + "Scaling", + "Size", + "however", + "crack", + "taille", + "sizing", + "Size", + "However", + "assuming" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "l", + "H", + "L", + "However", + "however", + "This", + "Scaling", + "Assuming", + "Specifically", + "fratt", + "If", + "Therefore", + "infatti", + "a", + "Thus", + "That" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "In", + "For", + "This", + "If", + "Specifically", + "Let", + "a", + "The", + "Given", + "However", + "Similarly", + "I", + "Which", + "if", + "Is", + "Here", + "That", + "A", + "Wait", + "Since", + "How", + "Therefore", + "Conversely", + "What", + "Or", + "As", + "Thus", + "Now", + "Based", + "Assuming", + "According", + "No" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "crack", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 73906, + 170027, + 156134, + 138042, + 178482, + 97769, + 87267, + 151101, + 114751, + 80497, + 44362, + 91668, + 65277, + 103098, + 78184, + 141485, + 147650, + 189271, + 70089, + 28355, + 6123, + 1653, + 816, + 32, + 274, + 703 + ] + }, + { + "label": "Griffith", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 10222, + 44474, + 30567, + 18426, + 217280, + 258651, + 259904, + 235365, + 237097, + 197790, + 139461, + 177580, + 185051, + 213327, + 199003, + 208350, + 196986, + 155573, + 100522, + 75554, + 60682, + 21724, + 8816, + 2523, + 2554, + 919 + ] + } + ], + "logit_lens": [ + { + "label": "crack", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 63232, + 103119, + 51644, + 44697, + 50916, + 71118, + 95082, + 104348, + 1253, + 1077, + 168, + 290, + 52 + ] + }, + { + "label": "Griffith", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 104285, + 70202, + 34757, + 155644, + 112920, + 143272, + 135560, + 105127, + 18263, + 5349, + 3310, + 971, + 89 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 6.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.9, + "near_token": "root", + "output_checked": true + }, + { + "concept": "anharmonic", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.3, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "own", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Failure", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "flaws", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "dominant", + "output_checked": true + }, + { + "concept": "etc", + "score": 1.0, + "best_rank": 6, + "best_depth": 76.3, + "near_token": "The", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "er", + "al", + "de", + "ani", + "own", + "aj", + "ner", + "halinde", + "lovepoetry", + "ah", + "que", + "ap", + "ry", + "es", + "am", + "ist", + "ip", + "an", + "en", + "im", + "pl", + "se", + "ad", + "qu", + "ers" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ation", + "I", + "T", + "A", + "ad", + "im", + "S", + "ot", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "P", + "em", + "ation", + "be", + "T", + "ot", + "A", + "I", + "om", + "th", + "and", + "l", + "im", + "e", + "ad", + "S", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "of" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "either", + "single", + "kind", + "able", + "New", + "ness", + "own", + "open", + "ings", + "que", + "able", + "out", + "its", + "other", + "self", + "les", + "e", + "l", + "of", + "and", + "a", + "t", + "en", + "d", + "end", + "ers", + "ation", + "an", + "le", + "or", + "iz", + "un" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "T", + "own", + "able", + "S", + "en", + "a", + "l", + "que", + "iz", + "or", + "able", + "end", + "kind", + "K", + "H", + "C", + "an", + "ers", + "ness", + "ings", + "de", + "le", + "ation", + "ity", + "ally", + "sake", + "owych", + "O", + "and", + "t", + "as" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "l", + "own", + "K", + "able", + "ers", + "iz", + "end", + "able", + "owych", + "ed", + "ation", + "an", + "un", + "various", + "ally", + "humbled", + "specialized", + "T", + "k", + "t" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "K", + "able", + "ers", + "iz", + "end", + "T", + "k", + "owych", + "able", + "un", + "ally", + "various", + "sen", + "que", + "im", + "kind", + "aries" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "own", + "T", + "able", + "iz", + "K", + "que", + "ers", + "ally", + "kind", + "ytter", + "irritating", + "hyg", + "Weeks", + "rid" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "l", + "own", + "T", + "iz", + "able", + "ally", + "ers", + "K", + "que", + "ytter", + "and", + "greatness", + "irritating", + "hyg" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "iz", + "own", + "ally", + "able", + "greatness", + "uma", + "ytter", + "hyg", + "ers", + "irritating", + "tiring", + "colocar", + "rid" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "que", + "or", + "s", + "t", + "the", + "ally", + "and", + "greatness", + "reduzir", + "Nationwide", + "le", + "iz", + "ers", + "Sh", + "legendary" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "or", + "s", + "reduzir", + "le", + "ly", + "t", + "ally", + "Salvation", + "legendary", + "czyli", + "corrigir", + "olarak", + "vendedor", + "ElevatedButton" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "an", + "de", + "or", + "d", + "ed", + "le", + "y", + "by", + "e", + "his", + "du", + "non", + "such", + "high", + "world", + "re", + "ly", + "les", + "t", + "mid", + "pre", + "local", + "g", + "z", + "but", + "p", + "ally", + "specific", + "et", + "c" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "a", + "y", + "T", + "an", + "ly", + "er", + "even", + "e", + "K", + "n", + "ed", + "s", + "t", + "get", + "on", + "z", + "to", + "in", + "un", + "k", + "c", + "al", + "v", + "p", + "or", + "g", + "and", + "o", + "f", + "hbox" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "a", + "T", + "y", + "s", + "K", + "t", + "ed", + "n", + "un", + "an", + "D", + "e", + "v", + "p", + "get", + "er", + "k", + "al", + "ly", + "c", + "to", + "f", + "in", + "m", + "z", + "i", + "on", + "H", + "g", + "d" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "C", + "and", + "T", + "y", + "an", + "K", + "s", + "t", + "p", + "k", + "n", + "or", + "it", + "er", + "un", + "v", + "but", + "m", + "ing", + "f", + "ly", + "its", + "and", + "such", + "ed", + "ic", + "it", + "c", + "i", + "d" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "and", + "a", + "an", + "y", + "T", + "l", + "K", + "but", + "or", + "ic", + "its", + "ly", + "and", + "their", + "They", + "er", + "t", + "versus", + "what", + "al", + "according", + "they", + "ed", + "such", + "while", + "However", + "D", + "should" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "a", + "an", + "and", + "However", + "but", + "L", + "however", + "such", + "if", + "Therefore", + "what", + "Moreover", + "Similarly", + "T", + "Regardless", + "While", + "According", + "Either", + "Specifically", + "Furthermore", + "However", + "Depending", + "its", + "Additionally", + "Regardless", + "how" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "a", + "l", + "an", + "C", + "what", + "any", + "its", + "B", + "and", + "however", + "how", + "Moreover", + "either", + "Moreover", + "However", + "but", + "Therefore", + "What", + "such", + "should", + "if", + "According", + "so", + "However", + "What", + "that", + "Therefore", + "some", + "Furthermore" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "a", + "C", + "an", + "what", + "B", + "and", + "However", + "any", + "however", + "However", + "What", + "how", + "K", + "Moreover", + "its", + "Therefore", + "What", + "Moreover", + "but", + "According", + "that", + "such", + "Furthermore", + "either", + "Furthermore", + "Similarly", + "According", + "Similarly" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "a", + "B", + "and", + "an", + "any", + "ing", + "L", + "what", + "however", + "However", + "Moreover", + "but", + "However", + "Therefore", + "its", + "n", + "size", + "size", + "Moreover", + "al", + "What", + "Similarly", + "Chennai", + "similarly", + "Furthermore" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "B", + "a", + "C", + "K", + "what", + "and", + "however", + "either", + "Moreover", + "However", + "ing", + "H", + "an", + "any", + "Moreover", + "What", + "Therefore", + "how", + "Similarly", + "According", + "size", + "that", + "Chennai", + "According", + "However" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "l", + "Scaling", + "Assuming", + "According", + "Scaling", + "BySize", + "Specifically", + "scaling", + "Assume", + "Assuming", + "Assume", + "Fract", + "assume", + "Conversely", + "scaling", + "However", + "size", + "size", + "sizing", + "Therefore", + "Size", + "assumption", + "if", + "scale" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Size", + "Nom", + "size", + "tamanho", + "Size", + "sizes", + "nominal", + "size", + "Sizes", + "SIZE", + "Nominal", + "sizes", + "BySize", + "sized", + "Scaling", + "Sizes", + "sized", + "Crack", + "Fract", + "taille", + "According", + "Scaling", + "B" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "L", + "H", + "Therefore", + "However", + "Alternatively", + "Scaling", + "Namely", + "Assuming", + "If", + "This", + "Specifically", + "Nom", + "sized", + "siz", + "size", + "sized", + "Somehow", + "size", + "That", + "Meanwhile", + "fratt", + "tamanho", + "Alternatively", + "Rather", + "Indeed", + "Size", + "WithSize", + "Spec", + "Size" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "In", + "For", + "This", + "If", + "Specifically", + "Let", + "a", + "The", + "Given", + "However", + "Similarly", + "I", + "Which", + "if", + "Is", + "Here", + "That", + "A", + "Wait", + "Since", + "How", + "Therefore", + "Conversely", + "What", + "Or", + "As", + "Thus", + "Now", + "Based", + "Assuming", + "According", + "No" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 7.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "The", + "output_checked": true + }, + { + "concept": "and", + "score": 4.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "que", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "member", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "flaw", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "smallest", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "its", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-08__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-08__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-08__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-08__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-08__heatmap.png" + } + }, + { + "slug": "mechanism-name-flaw-controlled-failure-09", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-controlled brittle failure 9", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A sharp notch in a glass sheet locally magnifies stress, allowing separation to start even though the average applied stress is modest.", + "prompt_tail": "A sharp notch in a glass sheet locally magnifies stress, allowing separation to start even though the average applied stress is modest.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-controlled-failure", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + } + ], + "emergence": [ + { + "label": "crack", + "best_rank": 64, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 48 + }, + { + "label": "Griffith", + "best_rank": 203, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 111 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "got", + "even", + "Charm", + "ListItemIcon", + "Hair", + "mesma" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "apr", + "GSM", + "mesma", + "styling", + "s", + "asus", + "conde", + "styles", + "mkdir", + "Enter", + "Insert", + "S", + "as", + "mixer", + "cir", + "param", + "Weise", + "dit", + "Harper", + "ipo", + "same" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "Weise", + "Edge", + "mesma", + "s", + "Edge", + "apr", + "styling", + "EDGE", + "Insert", + "insert", + "Sus", + "jenis", + "arlos", + "joen", + "Pek", + "sus" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "Weise", + "s", + "mesma", + "Edge", + "S", + "apr", + "Edge", + "insert", + "Hits", + "Pek", + "second", + "styling", + "cfr", + "Insert", + "EDGE", + "joen", + "sus", + "even", + "arlos" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "la", + "s", + "Pyr", + "cens", + "empe", + "Cens", + "Cuy", + "Ashley", + "ciri", + "CY", + "CCN", + "watering", + "CUL", + "DIN", + "Ashken", + "Ronald", + "postgres", + "insley", + "Eddie", + "Pending", + "ppm", + "cura", + "CTE", + "ait", + "phis" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "Estelle", + "psi", + "handleError", + "empe", + "softmax", + "pct", + "s", + "Sorg", + "prolet", + "STI", + "affine", + "HTTPS", + "issy", + "ngModel", + "conveniently", + "spacing", + "DIN", + "Rome", + "acidified", + "agge", + "postgres", + "ukun", + "Accenture", + "iorum", + "knn" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "ngModel", + "yscale", + "Estelle", + "Sorg", + "handleError", + "ukun", + "AGS", + "psi", + "empe", + "cyn", + "s", + "serialization", + "itorial", + "iorum", + "acidified", + "ymi", + "RHS", + "aportan", + "osynthesis", + "unches", + "agge", + "adrenaline", + "RTS", + "affine" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "hci", + "Stark", + "atro", + "LOGGER", + "watering", + "cheats", + "ciri", + "Pyr", + "Ronald", + "kts", + "empe", + "CCN", + "Slowly", + "Cullen", + "ngthening", + "Puch", + "usia", + "icure", + "Hawke" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "Guad", + "lendemain", + "Kuch", + "isjon", + "endenti", + "Cui", + "cuy", + "CY", + "CU", + "usia", + "CU", + "LOGGER", + "Kund", + "Cullen", + "Guangdong", + "pict", + "onuclear" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "usus", + "Grim", + "StringBuilder", + "fontsize", + "Gruntfile", + "ktional", + "OOP", + "rmt", + "postings", + "Pyr", + "ForEach", + "NOTICE", + "zure", + "outset" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "BYTE", + "L", + "William", + "Thar", + "ophile", + "UPI", + "ChatGPT", + "Biden", + "JVM", + "Hurricane", + "Darwin", + "onload", + "getParameter", + "Bowser", + "Princeton", + "Solidity", + "gazebo", + "StringBuilder", + "Laravel", + "Copyright", + "stal", + "Namibia" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "que", + "la", + "an", + "entimes", + "usted", + "ie", + "o", + "PWD", + "usus", + "plexity", + "t", + "yen", + "uego", + "os", + "Conservancy", + "us", + "om", + "opy", + "Maui", + "s" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "que", + "a", + "an", + "T", + "and", + "ie", + "los", + "poco", + "particularly", + "Pitt", + "varios", + "aport", + "cuya", + "yen", + "tuttavia", + "entimes", + "esk", + "iev", + "such", + "enorm", + "anfaatkan", + "much", + "more", + "CHAPTER" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "que", + "a", + "l", + "ing", + "an", + "cuya", + "t", + "entimes", + "esha", + "los", + "aport", + "sus", + "par", + "yen", + "tuttavia", + "banget", + "ie", + "etwa", + "varios", + "regres", + "tales", + "el", + "ife" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "que", + "a", + "la", + "l", + "an", + "ing", + "t", + "un", + "le", + "los", + "esha", + "el", + "cu", + "es", + "es", + "aport", + "re", + "par", + "s", + "una", + "repos", + "s", + "isy", + "local", + "red", + "versus", + "yen", + "sus", + "ie", + "ife" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "que", + "l", + "an", + "ization", + "such", + "le", + "un", + "esz", + "the", + "up", + "cu", + "aport", + "es", + "re", + "its", + "ly", + "wright", + "versus", + "el", + "ized", + "indeed", + "isy", + "izing", + "los", + "it" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "que", + "a", + "l", + "ization", + "an", + "such", + "los", + "deshalb", + "el", + "ly", + "cu", + "cons", + "aport", + "Explanation", + "indeed", + "the", + "menjelaskan", + "Hence", + "so", + "es", + "le", + "re" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "deshalb", + "Hence", + "hence", + "Such", + "such", + "Consequently", + "therefore", + "thus", + "hence", + "indeed", + "dlatego", + "Explanation" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "l", + "C", + "L", + "sollic", + "whatnot", + "indeed", + "hence", + "Indeed", + "T", + "Explanation", + "deshalb", + "Hence", + "Indeed", + "ocalypse", + "dlatego" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "C", + "l", + "L", + "T", + "concent", + "sollic", + "concentrating", + "Concent", + "indeed", + "Indeed", + "concent", + "whatnot", + "concentrated", + "concentrates", + "concentration", + "deshalb", + "Indeed", + "initiation", + "Locator", + "Explanation", + "etc", + "initiated" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "la", + "C", + "l", + "L", + "Indeed", + "concent", + "T", + "indeed", + "sollic", + "Concent", + "whatnot", + "points", + "e", + "concentration", + "concent", + "Effect", + "concentrating", + "point", + "quarters", + "ITIES", + "Points", + "Concentrations", + "endroit" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "Concent", + "C", + "concent", + "concent", + "concentration", + "concentrating", + "concentration", + "concentrations", + "stress", + "Concentrations", + "Concentration", + "concentra", + "Stress", + "Stress", + "concentrated", + "que", + "koncent", + "stress", + "concentrates", + "e", + "Concent", + "s", + "T", + "le" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "C", + "stress", + "Stress", + "l", + "stress", + "Stress", + "Concent", + "concent", + "concent", + "stres", + "concentrating", + "concentration", + "concentration", + "T", + "stressed", + "stressed", + "OC", + "concentrations", + "stresses", + "Concentration", + "koncent", + "notch" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "stress", + "Stress", + "l", + "stress", + "Stress", + "C", + "concent", + "que", + "Modes", + "acting", + "OMIC", + "stressed", + "Concent", + "figura", + "conven", + "initiation", + "concentrating", + "Rais", + "unplug", + "stressed", + "concentration" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Stress", + "Stress", + "l", + "stress", + "stress", + "St", + "St", + "RESS", + "stressing", + "Tres", + "Trish", + "Dress", + "stressed", + "stressed", + "Tri", + "payback", + "Stripe", + "stressors", + "Tric", + "Stray", + "L", + "intensification" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Stress", + "These", + "stress", + "com", + "Which", + "Likewise", + "Regardless", + "Help", + "This", + "However", + "Specifically", + "Therefore", + "Along", + "Allows", + "Once", + "You", + "Because", + "Without", + "The", + "Where", + "Either", + "Unlike", + "When", + "Here", + "stressing", + "Instead", + "Luckily", + "Relative" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "crack", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 75781, + 157133, + 151557, + 140082, + 128585, + 95587, + 88573, + 141965, + 129704, + 78734, + 40013, + 45474, + 39405, + 51445, + 26706, + 57224, + 61369, + 111130, + 1255, + 221, + 507, + 266, + 65, + 116, + 276, + 9089 + ] + }, + { + "label": "Griffith", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 9858, + 26705, + 26513, + 19286, + 237535, + 258833, + 260300, + 246069, + 232488, + 191497, + 64041, + 110610, + 154320, + 129648, + 98810, + 87062, + 55316, + 22986, + 4335, + 742, + 243, + 295, + 204, + 812, + 76, + 8022 + ] + } + ], + "logit_lens": [ + { + "label": "crack", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 41092, + 84098, + 28390, + 40363, + 34663, + 28794, + 53856, + 12566, + 130, + 198, + 321, + 487, + 49 + ] + }, + { + "label": "Griffith", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 49819, + 77897, + 123163, + 185043, + 176878, + 143806, + 37319, + 18273, + 3778, + 323, + 487, + 170, + 112 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 15.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "v", + "de", + "ani", + "ting", + "uff", + "olmak", + "lovepoetry", + "fasted", + "ner", + "que", + "ers", + "ap", + "al", + "er", + "ation", + "n", + "ley", + "ier", + "ness", + "ight", + "v", + "ip", + "ail" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "I", + "A", + "ot", + "T", + "im", + "e", + "ad", + "S", + "to", + "of", + "as", + "in", + "l", + "and", + "th", + "om", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "be", + "ation", + "A", + "I", + "S", + "ad", + "ot", + "T", + "l", + "el", + "of", + "and", + "om", + "th", + "e", + "im", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "open", + "world", + "New", + "own", + "les", + "ene", + "As", + "ness", + "ings", + "out", + "iz", + "able", + "its", + "other", + "under", + "self", + "e", + "l", + "of", + "and", + "en", + "a", + "p", + "al", + "ers", + "an", + "ad", + "ation", + "or", + "end", + "ap", + "le" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "able", + "own", + "or", + "a", + "l", + "en", + "an", + "le", + "iz", + "able", + "end", + "de", + "ation", + "and", + "k", + "T", + "ness", + "ene", + "ings", + "e", + "ap", + "ers", + "er", + "occasional", + "various", + "eye", + "ina", + "elective", + "sake", + "p", + "s" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "l", + "en", + "a", + "own", + "ed", + "an", + "able", + "iz", + "end", + "able", + "ation", + "specialized", + "k", + "le", + "shock", + "various", + "t", + "North", + "ers", + "sheer", + "power", + "many", + "under", + "ational", + "us", + "and", + "its", + "ally" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "l", + "en", + "a", + "own", + "iz", + "an", + "end", + "able", + "ation", + "ed", + "ers", + "le", + "and", + "ina", + "able", + "t", + "sheer", + "specialized", + "North", + "shock", + "k", + "dwar", + "various", + "us", + "e", + "or", + "illi" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "own", + "a", + "l", + "de", + "iz", + "s", + "and", + "le", + "que", + "an", + "ly", + "or", + "t", + "end", + "e", + "pro", + "d", + "c", + "ation", + "par", + "able", + "en", + "um", + "ness", + "able", + "p", + "b" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "de", + "l", + "own", + "iz", + "and", + "s", + "le", + "uma", + "ly", + "t", + "or", + "par", + "pro", + "que", + "um", + "d", + "dwar", + "North", + "singular", + "c", + "end", + "per", + "hem" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "iz", + "own", + "and", + "uma", + "s", + "de", + "um", + "le", + "par", + "t", + "pro", + "ly", + "or", + "chst", + "punishing", + "inin", + "norte" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "s", + "ly", + "uma", + "t", + "um", + "que", + "and", + "le", + "par", + "or", + "de", + "iz", + "both", + "legendary", + "Sh", + "d", + "of", + "an" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "s", + "uma", + "also", + "um", + "ly", + "t", + "le", + "acheter", + "as", + "spurred", + "its", + "legendary", + "digitalWrite", + "called" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "de", + "l", + "or", + "an", + "even", + "as", + "of", + "at", + "and", + "le", + "d", + "it", + "like", + "but", + "which", + "by", + "so", + "such", + "part", + "ly", + "specific", + "after", + "local", + "though", + "in", + "just", + "sub", + "some", + "its", + "many", + "called" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "and", + "C", + "e", + "ly", + "y", + "of", + "and", + "an", + "er", + "on", + "like", + "like", + "even", + "such", + "because", + "ally", + "that", + "because", + "now", + "would", + "p", + "or", + "despite", + "T", + "which", + "after", + "al", + "ic", + "get" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "a", + "C", + "and", + "e", + "y", + "T", + "er", + "an", + "s", + "of", + "K", + "and", + "ly", + "p", + "v", + "t", + "on", + "that", + "un", + "get", + "n", + "even", + "such", + "c", + "in", + "with", + "a", + "for", + "because", + "es", + "that" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "C", + "l", + "and", + "an", + "y", + "such", + "T", + "t", + "K", + "er", + "v", + "even", + "e", + "p", + "s", + "that", + "un", + "the", + "that", + "but", + "it", + "and", + "n", + "k", + "D", + "what", + "because", + "like", + "c", + "ic", + "so" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "C", + "and", + "an", + "l", + "such", + "because", + "that", + "but", + "y", + "so", + "able", + "because", + "that", + "the", + "er", + "of", + "Therefore", + "which", + "what", + "such", + "Because", + "Because", + "T", + "more", + "it", + "Therefore", + "That", + "Such", + "whereas" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "an", + "C", + "and", + "a", + "such", + "T", + "able", + "but", + "even", + "because", + "K", + "facilitate", + "Such", + "initiating", + "Such", + "or", + "allow", + "which", + "facilitating", + "so", + "localized", + "allows", + "more", + "why", + "what", + "where" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "a", + "T", + "an", + "B", + "K", + "own", + "t", + "e", + "D", + "p", + "n", + "and", + "v", + "y", + "get", + "al", + "initiation", + "O", + "such", + "start", + "N", + "localized", + "ed", + "c", + "initiate", + "where", + "o", + "d" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "K", + "T", + "t", + "initiation", + "D", + "P", + "an", + "and", + "n", + "B", + "get", + "p", + "e", + "initiate", + "initiated", + "v", + "concentrate", + "O", + "a", + "ing", + "concentrates", + "on", + "localized", + "al", + "where", + "concentrated", + "N", + "F" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "l", + "B", + "ed", + "own", + "ing", + "L", + "K", + "v", + "D", + "T", + "and", + "al", + "e", + "t", + "get", + "n", + "G", + "p", + "on", + "c", + "O", + "initiation", + "F", + "y", + "m", + "o", + "N", + "l", + "d" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "C", + "l", + "B", + "ing", + "ed", + "al", + "concentration", + "K", + "Concent", + "concentrations", + "concent", + "concentra", + "D", + "v", + "concentration", + "koncent", + "stress", + "T", + "concentrating", + "concentrate", + "t", + "stress", + "initiation", + "que", + "and", + "concent", + "concentrates", + "Stress" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "Stress", + "la", + "stress", + "stress", + "Stress", + "C", + "concent", + "Concent", + "concentration", + "concent", + "concentration", + "l", + "stres", + "concentrations", + "initiation", + "notch", + "concentrating", + "notch", + "intensification", + "K", + "LOC", + "koncent", + "e", + "Griff", + "stressing" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "C", + "stress", + "Stress", + "stress", + "B", + "Stress", + "stressed", + "Griff", + "initiation", + "la", + "Franz", + "e", + "initiate", + "initiating", + "intensification", + "acting", + "Chap", + "initiates", + "Modes", + "SCC", + "tric", + "Initi", + "stressed" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Stress", + "Stress", + "stress", + "l", + "stress", + "C", + "St", + "ress", + "dress", + "Dress", + "RESS", + "Tri", + "St", + "stressed", + "Tri", + "Stripe", + "Dress", + "stressed", + "tri", + "la", + "stressing", + "Strand", + "tri" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Stress", + "These", + "stress", + "com", + "Which", + "Likewise", + "Regardless", + "Help", + "This", + "However", + "Specifically", + "Therefore", + "Along", + "Allows", + "Once", + "You", + "Because", + "Without", + "The", + "Where", + "Either", + "Unlike", + "When", + "Here", + "stressing", + "Instead", + "Luckily", + "Relative" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 13.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "uma", + "score": 8.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "locally", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "fracture", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.1, + "near_token": "though", + "output_checked": true + }, + { + "concept": "notches", + "score": 1.0, + "best_rank": 3, + "best_depth": 88.1, + "near_token": "notch", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-09__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-09__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-09__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-09__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-09__heatmap.png" + } + }, + { + "slug": "mechanism-name-flaw-controlled-failure-10", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-controlled brittle failure 10", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A brittle plate with a pre-existing slit becomes unstable when additional extension lowers the total elastic-plus-surface energy of the system.", + "prompt_tail": "A brittle plate with a pre-existing slit becomes unstable when additional extension lowers the total elastic-plus-surface energy of the system.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-controlled-failure", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + } + ], + "emergence": [ + { + "label": "crack", + "best_rank": 2358, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 261 + }, + { + "label": "Griffith", + "best_rank": 61, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 61 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "styling", + "apr", + "ListItemIcon", + "got", + "Charm", + "un", + "even", + "Hair" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "s", + "S", + "apr", + "GSM", + "styling", + "mesma", + "mkdir", + "styles", + "asus", + "as", + "conde", + "Insert", + "mixer", + "cir", + "Enter", + "Weise", + "param", + "even", + "gsm" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "mesma", + "a", + "S", + "Edge", + "Weise", + "apr", + "Edge", + "ashe", + "cfr", + "arens", + "jenis", + "styling", + "Insert", + "styling", + "Sus", + "verg", + "EDGE", + "insert" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "S", + "Weise", + "Edge", + "s", + "apr", + "Edge", + "cfr", + "Hits", + "Pek", + "styling", + "insert", + "second", + "Insert", + "EDGE", + "joen", + "even" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "la", + "s", + "Pyr", + "cens", + "Cens", + "ciri", + "S", + "empe", + "Ronald", + "watering", + "Ashley", + "pis", + "Cuy", + "DIN", + "Pending", + "phis", + "CUL", + "ittle", + "ait", + "restaur", + "Arjuna", + "postgres", + "Eddie", + "Ashken", + "cura" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "empe", + "Estelle", + "softmax", + "psi", + "pct", + "spacing", + "Rome", + "handleError", + "Sorg", + "affine", + "ngModel", + "agge", + "issy", + "conveniently", + "prolet", + "STI", + "acidified", + "DIN", + "HTTPS", + "tts", + "postgres", + "kts", + "AGS", + "Emilia" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "ngModel", + "ukun", + "Sorg", + "yscale", + "Estelle", + "AGS", + "empe", + "s", + "handleError", + "psi", + "agge", + "serialization", + "osynthesis", + "acidified", + "aportan", + "unches", + "cyn", + "affine", + "RHS", + "addData", + "HTTPS", + "iorum", + "adrenaline" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "hci", + "Stark", + "ietta", + "Pyr", + "ucker", + "fft", + "LOGGER", + "Arjuna", + "Ronald", + "watering", + "CCN", + "kts", + "cheats", + "ciri", + "ciation", + "Guangdong" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "Pyr", + "atro", + "LOGGER", + "hci", + "OOP", + "uzi", + "juxtap", + "Guangdong", + "Richardson", + "utzt", + "viento", + "postings", + "postage", + "pict", + "Guad", + "isah", + "usia" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "BYTE", + "H", + "rmt", + "CGPoint", + "usus", + "retval", + "Flags", + "StringBuilder", + "erweise", + "ForEach", + "Volkswagen", + "Outlet", + "unfair", + "uglify", + "ibaldi", + "prawdzi", + "organismos", + "Copyright", + "Halloween", + "Faker", + "Gruntfile", + "Charg" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "ing", + "BYTE", + "UPI", + "ForEach", + "StringBuilder", + "Bowser", + "Namibia", + "onload", + "eram", + "William", + "stal", + "RV", + "ophile", + "Darwin", + "uoso" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "que", + "la", + "L", + "T", + "os", + "C", + "t", + "o", + "uma", + "kebanyakan", + "mkdir", + "om", + "entimes", + "owi", + "ie", + "variously", + "tuttavia", + "it", + "iai", + "Februari", + "pul", + "lei" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "que", + "an", + "T", + "ie", + "l", + "and", + "ing", + "poco", + "L", + "person", + "owi", + "los", + "respect", + "more", + "oco", + "par", + "t", + "dadurch", + "Pitt", + "out", + "iev", + "ways", + "aport", + "popular", + "opy" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "que", + "a", + "l", + "ing", + "an", + "requisitos", + "person", + "isy", + "ocalypse", + "esha", + "cuya", + "par", + "entimes", + "versus", + "retr", + "baj", + "repos", + "t", + "ie", + "darg", + "Graf", + "raintree", + "ife", + "opy" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "que", + "l", + "ing", + "an", + "ization", + "repos", + "requisitos", + "le", + "ized", + "person", + "ly", + "par", + "ocalypse", + "isy", + "rec", + "versus", + "re", + "baj", + "raintree", + "es", + "un", + "darg", + "solicitudes", + "ife", + "ventil", + "cu", + "ie", + "aport" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "l", + "que", + "ization", + "ly", + "ized", + "isy", + "versus", + "an", + "esia", + "es", + "ocalypse", + "iyu", + "repos", + "Below", + "re", + "esz", + "requisitos", + "le", + "istics", + "rec", + "up", + "initialization", + "othesis", + "jur", + "ities", + "ilization", + "baj", + "migration" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "l", + "ization", + "ly", + "ized", + "isy", + "es", + "repos", + "iyu", + "othesis", + "re", + "rec", + "esia", + "ocalypse", + "ilization", + "Hence", + "le", + "Below", + "jur", + "migration", + "werking", + "indeed", + "izing", + "versus" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "l", + "ly", + "ization", + "Hence", + "othesis", + "hence", + "Such", + "yfikacji", + "Below", + "indeed", + "ocalypse", + "que", + "Berikut", + "rec", + "INGO", + "Theres", + "therefore", + "Depreciation", + "Ank", + "Therefore", + "thus" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "L", + "ly", + "la", + "B", + "ization", + "ocalypse", + "xsi", + "Ly", + "Such", + "indeed", + "Theres", + "ubov", + "lieb", + "Explanation", + "whatnot", + "Ecological", + "Below", + "ASTIC", + "Stability", + "othesis", + "hence", + "Sustainability", + "ustration", + "izations" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "ly", + "la", + "L", + "C", + "B", + "destabil", + "ization", + "ocalypse", + "insuffis", + "Below", + "Entropy", + "ENERGY", + "Crit", + "Stability", + "Ecological", + "terjadi", + "occured", + "indeed", + "Such", + "vs", + "Energy", + "Ly", + "whatnot", + "optimal" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "la", + "ly", + "L", + "destabil", + "instability", + "unstable", + "Stability", + "T", + "stability", + "stabil", + "stable", + "inst", + "stable", + "Stable", + "Stability", + "energetically", + "energy", + "Energy", + "thermodynamics", + "energy", + "Thermodynamics", + "instabilities", + "stability", + "Criterion", + "onset", + "Energy" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "la", + "ly", + "de", + "and", + "release", + "release", + "T", + "inst", + "Release", + "le", + "destabil", + "s", + "onset", + "instability", + "Release", + "energy", + "que", + "onset", + "stability", + "anov", + "astrophe", + "Tsai", + "izations", + "energy", + "Stability", + "threshold", + "cur", + "thermodynamic", + "terjadi" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "energy", + "energy", + "Energy", + "Energy", + "l", + "la", + "ENERGY", + "enerji", + "energet", + "ENERGY", + "own", + "energi", + "ly", + "Energie", + "energia", + "Ener", + "energetically", + "stability", + "Ener", + "energii", + "Energia" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "energy", + "l", + "energy", + "que", + "Energy", + "Energy", + "stability", + "inst", + "thermodynamic", + "criterion", + "variational", + "energet", + "stability", + "instability", + "ly", + "Stability", + "energi", + "ENERGY", + "Stability", + "enerji", + "anov", + "destabil", + "Thermodynamic", + "criterion" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Ener", + "Ener", + "Energy", + "Energy", + "energet", + "energetic", + "l", + "energy", + "energetically", + "Energi", + "Energ", + "Ther", + "la", + "enerji", + "Inst", + "Inst", + "instability", + "Stability", + "Theres", + "inst", + "Thermodynamic", + "stability", + "energy", + "Energie" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Stability", + "composers", + "Ener", + "estudiante", + "Assume", + "Stability", + "closing", + "Ener", + "Closing", + "amending", + "Likewise", + "collage", + "energetic", + "Changed", + "followed", + "Specifically", + "Candidates", + "Fighter", + "COMPONENT", + "closing", + "stability" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "crack", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 73172, + 174179, + 146046, + 131851, + 141394, + 105855, + 102205, + 135637, + 105105, + 64813, + 63497, + 30667, + 26271, + 47926, + 37166, + 80765, + 86504, + 163473, + 21975, + 8180, + 2359, + 3247, + 2460, + 9191, + 4010, + 10236 + ] + }, + { + "label": "Griffith", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 8916, + 33770, + 35810, + 20144, + 232416, + 258206, + 260372, + 241219, + 235371, + 193158, + 83705, + 136059, + 166665, + 144210, + 125664, + 105681, + 63980, + 35281, + 6147, + 2597, + 260, + 62, + 82, + 59, + 60, + 51001 + ] + } + ], + "logit_lens": [ + { + "label": "crack", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 90832, + 122477, + 21997, + 25984, + 20766, + 24574, + 41897, + 21745, + 1163, + 443, + 262, + 2904, + 2314 + ] + }, + { + "label": "Griffith", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 93672, + 132774, + 124106, + 158194, + 124645, + 81511, + 30655, + 23904, + 4942, + 1267, + 236, + 62, + 79 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 4.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "Sheet", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Fracture", + "score": 1.0, + "best_rank": 3, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "lowering", + "score": 1.0, + "best_rank": 3, + "best_depth": 88.1, + "near_token": "lowers", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "le", + "am", + "aj", + "ah", + "ry", + "que", + "vivo", + "ani", + "lovepoetry", + "ap", + "ers", + "de", + "ly", + "al", + "er", + "ext", + "ai", + "en", + "es", + "ip", + "ner", + "ad", + "im", + "ist", + "ile" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "I", + "A", + "ot", + "T", + "im", + "e", + "ad", + "S", + "to", + "of", + "as", + "in", + "l", + "and", + "th", + "om", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "ly", + "em", + "ation", + "be", + "T", + "ot", + "A", + "I", + "om", + "th", + "and", + "l", + "im", + "e", + "ad", + "S", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "of" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "various", + "either", + "able", + "single", + "open", + "world", + "power", + "kind", + "les", + "self", + "other", + "its", + "ness", + "As", + "New", + "own", + "an", + "ation", + "and", + "l", + "en", + "a", + "s", + "of", + "le", + "or", + "ers", + "end", + "able", + "iz", + "que", + "ings" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "T", + "a", + "en", + "l", + "an", + "or", + "que", + "own", + "able", + "able", + "k", + "sake", + "various", + "end", + "ation", + "ers", + "s", + "le", + "iz", + "set", + "ness", + "singular", + "H", + "its", + "e", + "ad", + "er", + "t", + "and", + "im" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "l", + "en", + "a", + "own", + "an", + "K", + "que", + "able", + "ers", + "iz", + "k", + "various", + "able", + "end", + "specialized", + "humbled", + "or", + "le", + "ation", + "ed", + "malah", + "ally", + "t", + "mellan", + "inin", + "its", + "shock", + "many", + "North" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "a", + "l", + "own", + "k", + "que", + "K", + "en", + "able", + "iz", + "an", + "ers", + "T", + "various", + "H", + "end", + "le", + "singular", + "t", + "owych", + "malah", + "humbled", + "s", + "chst", + "dwar", + "mere", + "or", + "specialized" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "own", + "T", + "que", + "iz", + "s", + "k", + "K", + "de", + "le", + "singular", + "t", + "and", + "able", + "or", + "ers", + "par", + "d", + "st", + "c", + "owych", + "mere", + "rid", + "iy", + "an", + "various" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "own", + "T", + "que", + "la", + "s", + "iz", + "and", + "K", + "k", + "de", + "singular", + "le", + "t", + "par", + "euro", + "uma", + "un", + "mere", + "chst", + "or", + "um", + "owych" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "own", + "iz", + "que", + "s", + "T", + "uma", + "la", + "K", + "and", + "singular", + "um", + "le", + "par", + "t", + "euro", + "chst", + "k", + "searchQuery", + "r" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "uma", + "s", + "que", + "um", + "both", + "glamorous", + "reduzir", + "la", + "charming", + "le", + "either", + "quaint", + "par", + "t", + "r" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "uma", + "famed", + "various", + "glamorous", + "either", + "many", + "Jumlah", + "both", + "um", + "H", + "legendary", + "coveted", + "famously", + "spurred", + "also", + "hugely" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "an", + "or", + "y", + "by", + "ly", + "able", + "de", + "its", + "which", + "to", + "the", + "his", + "so", + "high", + "specific", + "iy", + "even", + "various", + "and", + "on", + "either", + "typically", + "certain", + "relatively", + "d", + "on", + "multi", + "subsequently", + "ed" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "y", + "C", + "and", + "e", + "ly", + "on", + "and", + "v", + "s", + "p", + "z", + "ed", + "an", + "t", + "un", + "er", + "al", + "K", + "n", + "T", + "taobao", + "ally", + "hbox", + "o", + "to", + "get", + "k", + "in", + "H", + "that" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "a", + "C", + "y", + "e", + "s", + "an", + "and", + "un", + "on", + "v", + "t", + "K", + "p", + "er", + "n", + "ed", + "T", + "ly", + "and", + "z", + "k", + "f", + "in", + "d", + "get", + "al", + "c", + "as", + "that", + "to", + "is" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "a", + "C", + "y", + "an", + "and", + "T", + "t", + "K", + "s", + "un", + "v", + "e", + "k", + "er", + "p", + "ed", + "on", + "it", + "n", + "and", + "al", + "d", + "such", + "z", + "that", + "ly", + "l", + "c", + "D", + "in", + "or" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "l", + "and", + "an", + "y", + "C", + "T", + "K", + "un", + "it", + "er", + "that", + "such", + "t", + "v", + "e", + "that", + "ed", + "al", + "and", + "but", + "D", + "es", + "on", + "z", + "the", + "d", + "by", + "Therefore", + "s" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "a", + "an", + "and", + "C", + "T", + "either", + "or", + "l", + "y", + "such", + "more", + "any", + "able", + "it", + "new", + "out", + "potential", + "but", + "al", + "whenever", + "Whenever", + "proposed", + "criteria", + "When", + "B", + "becomes", + "when" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "B", + "y", + "own", + "T", + "a", + "an", + "get", + "and", + "K", + "al", + "v", + "D", + "t", + "is", + "ed", + "o", + "p", + "on", + "c", + "un", + "n", + "ing", + "b", + "l", + "d", + "ist", + "G", + "d", + "m", + "at" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "y", + "B", + "own", + "and", + "get", + "a", + "al", + "K", + "an", + "ing", + "on", + "v", + "is", + "ed", + "D", + "b", + "o", + "c", + "ly", + "ist", + "s", + "n", + "p", + "t", + "m", + "T", + "d", + "k", + "l", + "est" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "own", + "C", + "l", + "y", + "ed", + "ing", + "and", + "B", + "ly", + "al", + "get", + "inst", + "instability", + "energy", + "v", + "on", + "is", + "unstable", + "o", + "t", + "an", + "T", + "onset", + "c", + "ist", + "m", + "energetically", + "n", + "K", + "b", + "criterion", + "s" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "C", + "B", + "ing", + "y", + "own", + "ly", + "on", + "release", + "and", + "al", + "v", + "an", + "o", + "release", + "inst", + "onset", + "eventId", + "b", + "get", + "energy", + "at", + "energetically", + "ist", + "t", + "is", + "Griff", + "id", + "onset", + "ed", + "K", + "w" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "energy", + "energy", + "Energy", + "Energy", + "enerji", + "energet", + "Ener", + "energi", + "Ener", + "energetically", + "Energie", + "l", + "ENERGY", + "energia", + "energetic", + "ener", + "Energie", + "energie", + "energetics" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "energy", + "stability", + "Energy", + "thermodynamic", + "Energy", + "energy", + "energet", + "energetically", + "enerji", + "instability", + "stability", + "energi", + "Stability", + "Ther", + "variational", + "Ener", + "Thermodynamic", + "Ener", + "ENERGY", + "Stability", + "energia", + "Griffith", + "energetic", + "Energie", + "estabilidad", + "energije" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Ener", + "Ener", + "la", + "Energy", + "Energy", + "energetic", + "energy", + "energet", + "Ther", + "energetically", + "Energ", + "Inst", + "Inst", + "stability", + "instability", + "Energi", + "Stability", + "inst", + "Stability", + "enerji", + "Energie", + "Marg", + "ener", + "energetics", + "energy" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Stability", + "composers", + "Ener", + "estudiante", + "Assume", + "Stability", + "closing", + "Ener", + "Closing", + "amending", + "Likewise", + "collage", + "energetic", + "Changed", + "followed", + "Specifically", + "Candidates", + "Fighter", + "COMPONENT", + "closing", + "stability" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 16.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "uma", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "becomes", + "output_checked": true + }, + { + "concept": "instability", + "score": 2.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "unstable", + "output_checked": true + }, + { + "concept": "further", + "score": 1.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "sheet", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "klassischen", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Fract", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "lowering", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "lowers", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 4, + "best_depth": 40.7, + "near_token": "-", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-10__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-10__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-10__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-10__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-flaw-controlled-failure-10__heatmap.png" + } + }, + { + "slug": "mechanism-name-resolved-slip-threshold-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved slip threshold 1", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A single crystal is pulled along an axis that places 120 MPa of resolved shear on its favored slip system. The critical value is 80 MPa, so microscopic plastic motion begins.", + "prompt_tail": "al is pulled along an axis that places 120 MPa of resolved shear on its favored slip system. The critical value is 80 MPa, so microscopic plastic motion begins.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 39 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-slip-threshold", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 4, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 39, + "logit_lens_best_rank": 10 + }, + { + "label": "Schmid", + "best_rank": 60, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 39, + "logit_lens_best_rank": 23 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "styling", + "Gottlieb", + "same", + "apr", + "got", + "even", + "iraj", + "mesma", + "Hair", + "Edge", + "Edge", + "Geg" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "mkdir", + "styling", + "GSM", + "styles", + "apr", + "Enter", + "S", + "conde", + "param", + "mixer", + "cir", + "ipo", + "Harper", + "Thatcher", + "same", + "mesma", + "iterator", + "Insert", + "direccion", + "jst", + "asus" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "Edge", + "Edge", + "apr", + "styling", + "Weise", + "Pek", + "EDGE", + "former", + "cfr", + "Hits", + "asus", + "Insert" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "Edge", + "Weise", + "Pek", + "second", + "Hits", + "styling", + "Edge", + "second", + "even", + "B", + "apr", + "EDGE", + "s", + "S", + "stack", + "irl", + "insert", + "yet" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "la", + "empe", + "s", + "Pyr", + "DIN", + "Ashley", + "cci", + "Rome", + "arson", + "Ashley", + "AVG", + "tantal", + "aspirin", + "restaur", + "ittle", + "arv", + "worsening", + "MAPE", + "Cens", + "even", + "Ulu", + "urten", + "Ronald", + "aspir", + "argate", + "Augustus", + "affine", + "AtIndex" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "softmax", + "Estelle", + "ngModel", + "psi", + "empe", + "iorum", + "Sorg", + "affine", + "HTTPS", + "issy", + "Rome", + "agge", + "prolet", + "handleError", + "ObjectURL", + "rization", + "STI", + "pct", + "ures", + "AGS", + "Emilia", + "acidified", + "DIN", + "sinx", + "Accenture", + "yscale" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "ngModel", + "de", + "yscale", + "Estelle", + "ukun", + "psi", + "hbox", + "handleError", + "RHS", + "ures", + "cyn", + "empe", + "rization", + "Sorg", + "AGS", + "itorial", + "ymi", + "ils", + "s", + "serialization", + "unches", + "aportan", + "Whose", + "cilantro", + "acid", + "addData" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "Stark", + "hci", + "empe", + "ietta", + "Guangdong", + "CCN", + "Cui", + "Cullen", + "Pyr", + "fft", + "ucker", + "cheats", + "dui", + "ukun", + "Fort", + "LOGGER" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "hci", + "LOGGER", + "CUDA", + "Cullen", + "Pyr", + "dui", + "Guangdong", + "trava", + "fort", + "Stark", + "Cui", + "punch", + "Pair", + "juxtap", + "usia", + "viento" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "usus", + "CGPoint", + "rmt", + "StringBuilder", + "Gruntfile", + "viewDidLoad", + "ralent", + "Pyr", + "Outlet", + "Flags", + "opis", + "Pyr", + "retval", + "fromDate", + "retval" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "shenanigans", + "ogly", + "JVM", + "ChatGPT", + "Pile", + "onload", + "CGPoint", + "Hurricane", + "StringBuilder", + "scrambling", + "gca", + "Princeton", + "rmt", + "Angaben", + "Everywhere", + "sfida" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "que", + "L", + "a", + "usted", + "la", + "usus", + "atience", + "arisen", + "ikuwa", + "uego", + "arbeitete", + "udos", + "entimes", + "octet", + "Rather", + "tuttavia", + "uido", + "luego", + "otros", + "puedo" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "L", + "que", + "a", + "T", + "tuttavia", + "Evet", + "poco", + "aptly", + "Pitt", + "Rather", + "luego", + "enorm", + "gotten", + "lados", + "asent", + "uego", + "usted", + "opaque", + "octet", + "cuya" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "os", + "t", + "tais", + "entimes", + "cuya", + "ized", + "iai", + "omia", + "tuttavia", + "poco", + "etahui", + "usus", + "understandings", + "an", + "gehend", + "retr", + "tained", + "ocalypse", + "agad", + "ing", + "mainstay", + "izzare", + "plainly" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "que", + "ized", + "omia", + "an", + "ization", + "uzys", + "izations", + "intValue", + "os", + "Remed", + "etahui", + "indeed", + "octet", + "izabeth", + "esz", + "tained", + "poco", + "memerlukan", + "aport", + "escue", + "oleh", + "tais", + "replaceAll", + "initialized", + "ed" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "a", + "que", + "ization", + "ized", + "ly", + "izations", + "intValue", + "esia", + "ilization", + "etahui", + "indeed", + "initialized", + "omia", + "Remed", + "Below", + "izabeth", + "uzys", + "therefore", + "iorno", + "occured", + "Funcion", + "icosia", + "initialization", + "question" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "que", + "a", + "ly", + "ization", + "ized", + "therefore", + "indeed", + "etahui", + "intValue", + "izations", + "banget", + "menjelaskan", + "occured", + "othesis", + "conclusion", + "however", + "Plenty", + "omia", + "exced" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "Initially", + "initial", + "inicial", + "initially", + "Hence", + "iniziale", + "therefore", + "hence", + "therefore", + "Initial", + "indeed", + "startTime", + "Initial", + "ization", + "ly", + "inicio", + "Initially", + "initiale", + "inici" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "L", + "T", + "S", + "C", + "la", + "ly", + "ocalypse", + "begun", + "initiated", + "indeed", + "begyn", + "Noting", + "begins", + "Initial", + "insuffis", + "initially", + "inicio", + "plications", + "begy", + "ization", + "experiences", + "MouseDown" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "L", + "T", + "S", + "C", + "la", + "initiated", + "inicio", + "ly", + "initially", + "initiation", + "insuffis", + "indeed", + "MouseDown", + "onset", + "initiate", + "andar", + "initiated", + "mobilized", + "begy", + "either", + "Solid", + "begins", + "Noting" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "L", + "T", + "C", + "S", + "Yield", + "yield", + "Yield", + "yielding", + "yield", + "ly", + "SRC", + "onset", + "repository", + "glide", + "olybdenum", + "insuffis", + "Dislocations", + "yielded", + "MouseDown", + "initially", + "reiben", + "ocorrer", + "glide", + "omena", + "slide", + "Slide", + "Receipt" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "L", + "T", + "de", + "ly", + "dislocation", + "Dislocations", + "yield", + "la", + "dislocations", + "yielding", + "yield", + "and", + "Yield", + "glide", + "onset", + "S", + "Receipt", + "Yield", + "yielding", + "glide", + "initially", + "onset", + "yielded", + "C", + "Threshold", + "terjadi", + "ulik", + "PostConstruct", + "omia", + "Dis", + "initiated" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "yield", + "yield", + "Yield", + "yielding", + "Yield", + "yielding", + "yielded", + "L", + "yields", + "de", + "glide", + "T", + "desliz", + "slip", + "dis", + "Slide", + "dislocations", + "Dis", + "slide", + "slide", + "Plastic", + "gliding", + "Slide", + "Dis", + "sliding", + "glide", + "Dislocations", + "Slider", + "slip" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "microscopic", + "Micro", + "micro", + "Micro", + "micro", + "yield", + "yield", + "mikro", + "MICRO", + "microsc", + "Mikro", + "Yield", + "Mik", + "yielding", + "micros", + "slip", + "Yield", + "microl", + "MICRO", + "scopic", + "Mik", + "Micros", + "micron", + "Plastic", + "Micron", + "microscopy", + "mic" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "microscopic", + "Micro", + "Micro", + "micro", + "Mikro", + "scopic", + "Yield", + "microsc", + "macroscopic", + "Microscopy", + "mikro", + "Plastic", + "Microscope", + "microscopy", + "micro", + "yielding", + "glide", + "microglia", + "ization", + "microseconds", + "Micros", + "Dis", + "Micron", + "Plastic", + "microl", + "yield", + "ly" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "own", + "necess", + "conduire", + "s", + "amended", + "wording", + "somente", + "ventilator", + "midnight", + "questione", + "microscopic", + "calendar", + "pancakes" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 70961, + 138279, + 111118, + 113844, + 238627, + 241098, + 191188, + 229258, + 232944, + 214848, + 215770, + 250935, + 252877, + 233489, + 209255, + 126449, + 138174, + 187709, + 13327, + 5454, + 363, + 5, + 35, + 131, + 159, + 5051 + ] + }, + { + "label": "Schmid", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 20293, + 117641, + 95501, + 99828, + 262134, + 261579, + 261448, + 247368, + 207099, + 220548, + 219254, + 257979, + 246863, + 224763, + 236604, + 189211, + 162379, + 63985, + 4777, + 2746, + 572, + 318, + 61, + 84, + 37, + 36111 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 93800, + 158147, + 229737, + 196583, + 192291, + 212049, + 206525, + 194623, + 32644, + 4550, + 889, + 11, + 11 + ] + }, + { + "label": "Schmid", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 22844, + 42418, + 78430, + 185436, + 215215, + 223436, + 153266, + 166631, + 25768, + 8634, + 3436, + 343, + 24 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 12.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "either", + "score": 7.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "from", + "score": 4.0, + "best_rank": 1, + "best_depth": 76.3, + "near_token": "pulled", + "output_checked": true + }, + { + "concept": "determinado", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "deformation", + "score": 3.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "entanto", + "score": 1.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "MPa", + "output_checked": true + }, + { + "concept": "Stress", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "shear", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "yield", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "materials", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "an", + "output_checked": true + }, + { + "concept": "occurs", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "favoring", + "score": 1.0, + "best_rank": 3, + "best_depth": 88.1, + "near_token": "favored", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "de", + "al", + "er", + "le", + "n", + "uff", + "ai", + "aj", + "ner", + "Them", + "ani", + "p", + "que", + "ap", + "im", + "ah", + "ers", + "ry", + "all", + "ad", + "am", + "as", + "ad", + "an", + "se", + "v", + "ist", + "op" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "C", + "I", + "T", + "A", + "ad", + "im", + "S", + "ot", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "em", + "be", + "A", + "ation", + "S", + "ig", + "ot", + "T", + "th", + "l", + "of", + "and", + "e", + "om", + "im", + "ad", + "p", + "an", + "c", + "the", + "a", + "t", + "en", + "s", + "b", + "ar", + "d", + "al", + "ing", + "ou", + "ic", + "ion" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "k", + "elective", + "specialized", + "occasional", + "North", + "inin", + "New", + "ness", + "its", + "self", + "open", + "own", + "able", + "various", + "an", + "ad", + "and", + "l", + "en", + "a", + "p", + "of", + "ap", + "or", + "ers", + "end", + "iz", + "le", + "que", + "set" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "own", + "l", + "en", + "a", + "an", + "que", + "or", + "T", + "set", + "iz", + "k", + "ness", + "de", + "able", + "ers", + "ap", + "le", + "of", + "p", + "and", + "North", + "able", + "inin", + "its", + "om", + "end", + "er", + "t", + "s", + "e" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "l", + "own", + "iz", + "an", + "k", + "ers", + "able", + "que", + "specialized", + "t", + "or", + "end", + "ness", + "North", + "able", + "inin", + "shock", + "ap", + "its", + "le", + "ation", + "set", + "various", + "aries" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "k", + "iz", + "ers", + "able", + "inin", + "an", + "North", + "chst", + "ness", + "end", + "im", + "ap", + "or", + "specialized", + "ashi", + "and", + "t", + "its", + "aries" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "l", + "iz", + "own", + "k", + "able", + "ness", + "que", + "T", + "s", + "ers", + "chst", + "disappearing", + "dwar", + "st", + "aries", + "en", + "le", + "North", + "OU" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "l", + "iz", + "own", + "k", + "T", + "able", + "s", + "chst", + "and", + "quoi", + "dwar", + "disappearing", + "searchQuery", + "la" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "iz", + "uma", + "own", + "searchQuery", + "chst", + "able", + "s", + "quoi", + "plaintiffs" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "iz", + "s", + "uma", + "an", + "ly", + "glamorous", + "que", + "arquivos", + "sensational", + "titular", + "st", + "coveted", + "um", + "regionally", + "Sh" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "an", + "ly", + "uma", + "glamorous", + "iz", + "meningkatkan" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "de", + "own", + "an", + "ly", + "est", + "y", + "or", + "but", + "recently", + "already", + "d", + "so", + "on", + "nya", + "le", + "top", + "re", + "hit", + "specific", + "high", + "U", + "same", + "favorite", + "described" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "a", + "ly", + "e", + "y", + "on", + "t", + "T", + "v", + "p", + "er", + "s", + "un", + "n", + "and", + "ed", + "a", + "o", + "get", + "hbox", + "and", + "c", + "but", + "to", + "d", + "that", + "in", + "est", + "f", + "b", + "l" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "a", + "e", + "T", + "t", + "y", + "s", + "ly", + "v", + "er", + "un", + "on", + "p", + "n", + "an", + "get", + "l", + "ed", + "d", + "f", + "c", + "in", + "a", + "and", + "k", + "D", + "but", + "re", + "that", + "m", + "and" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "l", + "a", + "and", + "an", + "y", + "t", + "T", + "s", + "v", + "un", + "er", + "but", + "p", + "e", + "on", + "ly", + "D", + "n", + "and", + "k", + "f", + "al", + "ed", + "d", + "c", + "l", + "a", + "it", + "in", + "m", + "to" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "and", + "l", + "a", + "an", + "but", + "y", + "ly", + "er", + "such", + "T", + "est", + "been", + "the", + "v", + "un", + "D", + "already", + "ed", + "t", + "that", + "al", + "it", + "However", + "on", + "although", + "However", + "though" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "an", + "C", + "and", + "a", + "l", + "begin", + "initial", + "begins", + "began", + "T", + "such", + "but", + "commence", + "initially", + "or", + "begun", + "erste", + "B", + "L", + "begin" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "B", + "T", + "a", + "an", + "D", + "begins", + "y", + "P", + "begin", + "v", + "al", + "began", + "get", + "A", + "and", + "M", + "p", + "begin", + "start", + "G", + "begun", + "been", + "started", + "K", + "n", + "V" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "B", + "T", + "P", + "an", + "y", + "D", + "v", + "al", + "p", + "get", + "and", + "initiation", + "m", + "begin", + "begins", + "on", + "a", + "some", + "M", + "began", + "n", + "G", + "onset", + "start", + "t", + "A", + "ed", + "K" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "l", + "B", + "own", + "T", + "p", + "yield", + "ed", + "and", + "v", + "ing", + "al", + "D", + "m", + "e", + "P", + "yield", + "y", + "onset", + "on", + "n", + "some", + "M", + "t", + "l", + "get", + "s", + "slip", + "b", + "o", + "yielding", + "Yield" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "B", + "C", + "l", + "ed", + "T", + "ing", + "v", + "dislocation", + "m", + "D", + "yield", + "al", + "o", + "dis", + "and", + "onset", + "ly", + "p", + "y", + "micro", + "mic", + "onset", + "glide", + "slip", + "t", + "n", + "l", + "on", + "ially", + "M", + "O" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "B", + "yield", + "yield", + "yielding", + "yielding", + "Yield", + "Yield", + "yielded", + "yields", + "dis", + "dislocation", + "glide", + "dislocations", + "Dis", + "slide", + "slip", + "desliz", + "Dis", + "plastic", + "Slide", + "plastic", + "sliding", + "Schmid", + "Plastic", + "slide", + "Slide", + "slip", + "sliding" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "microscopic", + "Micro", + "micro", + "Micro", + "yield", + "micro", + "yield", + "Yield", + "Yield", + "yielding", + "yielding", + "microsc", + "Mikro", + "mikro", + "plastic", + "MICRO", + "slip", + "B", + "glide", + "Plastic", + "scopic", + "yielded", + "micros", + "MICRO", + "Stage", + "mic", + "yields" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "microscopic", + "Micro", + "Micro", + "microsc", + "micro", + "scopic", + "yield", + "micro", + "glide", + "Yield", + "yield", + "Schmid", + "Yacht", + "macroscopic", + "Glide", + "Dis", + "Yield", + "yielding", + "a", + "mindless", + "Microscope", + "rade", + "yielding", + "Fils" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "own", + "necess", + "conduire", + "s", + "amended", + "wording", + "somente", + "ventilator", + "midnight", + "questione", + "microscopic", + "calendar", + "pancakes" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 15.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "uma", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "single", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "materials", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "an", + "output_checked": true + }, + { + "concept": "yield", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "so", + "output_checked": true + }, + { + "concept": "deformation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "puts", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "places", + "output_checked": true + }, + { + "concept": "pulling", + "score": 1.0, + "best_rank": 3, + "best_depth": 88.1, + "near_token": "pulled", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-01__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-01__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-01__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-01__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-01__heatmap.png" + } + }, + { + "slug": "mechanism-name-resolved-slip-threshold-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved slip threshold 2", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "An applied uniaxial stress is projected onto a crystal's slip-plane normal and slip direction. Plastic flow starts when that resolved component exceeds a critical threshold.", + "prompt_tail": "iaxial stress is projected onto a crystal's slip-plane normal and slip direction. Plastic flow starts when that resolved component exceeds a critical threshold.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-slip-threshold", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 651, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 2557 + }, + { + "label": "Schmid", + "best_rank": 17, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 9 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "got", + "mesma", + "Charm", + "Farr", + "even", + "Edge", + "un" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "styling", + "GSM", + "S", + "apr", + "mkdir", + "s", + "styles", + "mesma", + "cir", + "as", + "Insert", + "asus", + "Enter", + "conde", + "mixer", + "Edge", + "Weise", + "dit" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "mesma", + "Edge", + "Weise", + "Edge", + "EDGE", + "apr", + "jenis", + "insert", + "Insert", + "styling", + "Pek", + "styling", + "cfr", + "ashe", + "Sus" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "S", + "mesma", + "Weise", + "Edge", + "apr", + "cfr", + "Edge", + "joen", + "Hits", + "insert", + "Insert", + "sus", + "Pek", + "styling", + "ashe", + "EDGE", + "second", + "arlos" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "S", + "la", + "pis", + "cens", + "Cuy", + "ciri", + "Pyr", + "Cens", + "Pending", + "watering", + "phis", + "przyp", + "ittle", + "Ashley", + "Pend", + "ait", + "Arjuna", + "dui", + "Eddie", + "Ronald" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Estelle", + "psi", + "empe", + "spacing", + "issy", + "DIN", + "Rome", + "Sorg", + "handleError", + "conveniently", + "affine", + "pct", + "softmax", + "prolet", + "STI", + "ngModel", + "agge", + "knn", + "Accenture", + "watering", + "HTTPS", + "blings", + "postgres", + "Emilia", + "tts" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "ngModel", + "yscale", + "Estelle", + "Sorg", + "ukun", + "empe", + "psi", + "handleError", + "AGS", + "iorum", + "serialization", + "agge", + "itorial", + "cyn", + "unches", + "RHS", + "ymi", + "osynthesis", + "aportan", + "addData", + "awatt", + "acidified", + "Appleton", + "affine", + "rization" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "OfThe", + "Cui", + "cuy", + "dui", + "Fort", + "Guangdong", + "cus", + "Cud", + "usia", + "DUI", + "Fort", + "Ronde", + "ietta", + "Pyr", + "fort", + "fontsize" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "Guangdong", + "atro", + "endenti", + "OOP", + "hci", + "Cui", + "Pyr", + "nutty", + "usia", + "Guad", + "CGPoint", + "juxtap", + "DUI", + "ciri", + "uzi" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "rmt", + "StringBuilder", + "Elsewhere", + "Gruntfile", + "Grim", + "OOP", + "opis", + "Guangdong", + "usus", + "Pyr", + "Outlet", + "Pyr", + "shenanigans", + "ForEach", + "organismos", + "Flags" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "H", + "ing", + "P", + "BYTE", + "StringBuilder", + "CGPoint", + "ForEach", + "ophile", + "Elsewhere", + "shenanigans", + "os", + "Guangdong", + "onload", + "opis" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "T", + "a", + "C", + "tuttavia", + "os", + "uma", + "Elsewhere", + "H", + "usus", + "otros", + "entimes", + "out", + "que", + "kebanyakan", + "leys", + "variously", + "Mud", + "om", + "elsewhere", + "Rather" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "L", + "que", + "T", + "ing", + "out", + "tuttavia", + "an", + "H", + "ie", + "os", + "Elsewhere", + "Pitt", + "CHAPTER", + "otros", + "entimes", + "cuya", + "however", + "opis", + "entanto" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "la", + "ing", + "que", + "tuttavia", + "entimes", + "os", + "cuya", + "mainstay", + "Elsewhere", + "t", + "opy", + "agad", + "zunehm", + "ie", + "T", + "outez", + "ramble", + "FastAPI", + "an" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "an", + "l", + "os", + "Whitley", + "GROUP", + "ers", + "xref", + "ife", + "isy", + "codebase", + "ramble", + "uego", + "istics", + "issimo", + "RMA", + "entimes", + "agad", + "ez", + "cuya", + "Boundary" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "a", + "que", + "l", + "an", + "ing", + "isy", + "esz", + "GROUP", + "Boundary", + "es", + "its", + "ly", + "ers", + "conclusiones", + "ology", + "indeed", + "such", + "therefore", + "brock", + "kern", + "icosia", + "wright" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "l", + "an", + "isy", + "therefore", + "indeed", + "its", + "individual", + "sogenannten", + "repos", + "el", + "esh", + "such", + "demikian", + "hence", + "le", + "rec" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "l", + "thus", + "sogenannten", + "hence", + "therefore", + "sogen", + "Hence", + "esto", + "accordingly" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "l", + "L", + "S", + "C", + "hence", + "sollic", + "omechanics", + "threshold", + "Enough", + "Threshold", + "indeed", + "ology" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "C", + "indeed", + "L", + "S", + "Threshold", + "threshold", + "sollic", + "dicho", + "hence", + "threshold", + "Dislocations", + "thresholds" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "la", + "C", + "L", + "criterion", + "Criterion", + "yield", + "indeed", + "and", + "ITIONS", + "yield", + "yielding", + "onwards", + "H", + "Dislocations", + "coco", + "shear", + "S", + "annihilated", + "onward", + "uint", + "Weihnachts", + "shear", + "Criterion", + "rtel", + "von" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "de", + "la", + "and", + "resolved", + "yield", + "resolved", + "yield", + "Resolved", + "yielding", + "resolve", + "Resolved", + "H", + "criterion", + "resolve", + "Resolutions", + "Resol", + "yielding", + "LowerCase", + "S", + "Criterion", + "set" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "resolve", + "resolve", + "resolved", + "Resolved", + "Resolved", + "Resolve", + "Resol", + "resolving", + "resolves", + "de", + "Resol", + "Resolve", + "resol", + "resolved", + "resolv", + "Resolutions", + "resolver", + "Schmid", + "resuelve", + "RESOL", + "Critical", + "Resolution", + "resolver", + "resol", + "resolution", + "yield", + "Resolution", + "RESOL", + "Tres", + "Critical" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Schmid", + "H", + "Sch", + "l", + "sch", + "sch", + "SCH", + "SCH", + "Schw", + "Schw", + "scholarship", + "Schur", + "Schol", + "resolved", + "Scholar", + "Scholarship", + "Schmitz", + "Resolved", + "Schmitt", + "scholarly", + "Sch", + "resolve", + "Schm", + "Scholars", + "Schwann", + "Schro", + "Schofield", + "elsch", + "ssch", + "schol" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "sch", + "Sch", + "Schmid", + "Schmitz", + "Schmidt", + "Schm", + "Schmidt", + "SCH", + "SCH", + "sch", + "H", + "Schmitt", + "Scholars", + "ssch", + "Sch", + "Schw", + "Scholarship", + "scholarship", + "Schro", + "Schofield", + "Scholar", + "Schwe", + "Schwartz", + "Schw", + "Scholar", + "Schwann" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "This", + "Please", + "Specifically", + "Here", + "Therefore", + "Then", + "Resolve", + "Resolved", + "Conversely", + "Which", + "ly", + "Resol", + "critical", + "Consequently", + "For", + "Once", + "It", + "Along", + "Thus", + "As", + "a", + "These", + "Regardless", + "Now", + "Instead", + "s", + "Let", + "png", + "We", + "Ready", + "That", + "Its" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 65381, + 130968, + 136952, + 132447, + 246293, + 249650, + 216238, + 221410, + 234684, + 229201, + 245135, + 256422, + 257421, + 247631, + 237754, + 182727, + 165892, + 227785, + 33926, + 7239, + 1524, + 652, + 40034, + 6039, + 26746, + 329 + ] + }, + { + "label": "Schmid", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 25151, + 175008, + 109366, + 123527, + 261728, + 261687, + 261828, + 250802, + 233153, + 235456, + 248411, + 254381, + 235722, + 236380, + 241108, + 190230, + 135167, + 96903, + 5778, + 1806, + 286, + 44, + 18, + 1, + 4, + 382 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 127069, + 166010, + 230226, + 233720, + 237573, + 244668, + 245544, + 217924, + 54727, + 7892, + 7016, + 2558, + 24324 + ] + }, + { + "label": "Schmid", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 10533, + 24997, + 30367, + 116775, + 156001, + 215934, + 148801, + 94825, + 18754, + 2489, + 119, + 56, + 10 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 4.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "deformation", + "score": 3.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "Plastic", + "output_checked": true + }, + { + "concept": "own", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "broadly", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "uniaxial", + "output_checked": true + }, + { + "concept": "uma", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "component", + "output_checked": true + }, + { + "concept": "tensile", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "uniaxial", + "output_checked": true + }, + { + "concept": "occurs", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "shear", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 2, + "best_depth": 61.0, + "near_token": "uniaxial", + "output_checked": true + }, + { + "concept": "linguistics", + "score": 1.0, + "best_rank": 3, + "best_depth": 88.1, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "etc", + "score": 1.0, + "best_rank": 7, + "best_depth": 76.3, + "near_token": "An", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "la", + "ani", + "p", + "s", + "v", + "han", + "pl", + "ry", + "aj", + "ann", + "ner", + "ai", + "ap", + "ers", + "de", + "qu", + "es", + "er", + "le", + "im", + "ER", + "que", + "art", + "un", + "en", + "al", + "n", + "ad" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ay", + "ation", + "A", + "I", + "S", + "im", + "ot", + "T", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "al", + "pro", + "P", + "est", + "A", + "T", + "ation", + "em", + "e", + "om", + "l", + "th", + "ad", + "im", + "S", + "ot", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "s", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "occasional", + "specialized", + "able", + "various", + "k", + "elective", + "and", + "iz", + "le", + "or", + "ap", + "its", + "que", + "ness", + "own", + "ers", + "an", + "l", + "ation", + "en", + "a", + "of", + "end", + "t", + "ad", + "e", + "im", + "p", + "s", + "d", + "al" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "own", + "l", + "a", + "en", + "or", + "an", + "de", + "que", + "ers", + "k", + "T", + "able", + "ness", + "le", + "able", + "t", + "s", + "ation", + "p", + "e", + "ap", + "eye", + "singular", + "specialized", + "of", + "shock", + "power", + "secondary", + "world", + "iz", + "open", + "ivity" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "l", + "en", + "a", + "own", + "que", + "an", + "k", + "ed", + "ers", + "ation", + "specialized", + "able", + "or", + "t", + "able", + "shock", + "s", + "iz", + "humbled", + "le", + "North", + "eye", + "many", + "its", + "power", + "various" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "l", + "en", + "a", + "own", + "k", + "que", + "ers", + "an", + "or", + "able", + "iz", + "t", + "specialized", + "s", + "ation", + "le", + "its", + "power", + "humbled", + "chst", + "shock", + "eye", + "various", + "North", + "singular", + "many", + "and", + "able" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "que", + "own", + "de", + "s", + "or", + "iz", + "k", + "either", + "le", + "t", + "ers", + "able", + "ness", + "an", + "pro", + "and", + "singular", + "rid", + "mere", + "c", + "p", + "North", + "eye", + "per", + "b", + "par", + "world" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "own", + "que", + "s", + "and", + "or", + "de", + "le", + "iz", + "singular", + "either", + "k", + "par", + "t", + "ness", + "ers", + "la", + "pro", + "mere", + "world", + "North", + "its" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "own", + "or", + "iz", + "s", + "and", + "nya", + "singular", + "par", + "que", + "North", + "le", + "norte", + "pro", + "Rudd", + "chst", + "t" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "or", + "s", + "an", + "ly", + "la", + "its", + "t", + "p", + "le", + "par", + "que", + "Sh", + "North", + "um", + "the", + "pro", + "both", + "semi", + "legendary", + "de", + "and" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "la", + "or", + "ly", + "either", + "the", + "usually", + "uma", + "comunicarse", + "le", + "its", + "legendary", + "um", + "ified", + "roughly", + "multi" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "de", + "an", + "or", + "either", + "even", + "le", + "its", + "d", + "sub", + "local", + "it", + "re", + "p", + "so", + "at", + "which", + "f", + "t", + "top", + "pre", + "du", + "specific", + "set", + "his", + "usually", + "ly", + "hit", + "s", + "par" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "and", + "an", + "the", + "y", + "its", + "ly", + "le", + "it", + "by", + "her", + "such", + "d", + "or", + "his", + "on", + "and", + "taobao", + "various", + "t", + "p", + "v", + "K", + "called", + "so", + "e", + "now", + "hence" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "a", + "C", + "and", + "an", + "y", + "T", + "the", + "K", + "e", + "t", + "its", + "v", + "it", + "p", + "s", + "ly", + "n", + "and", + "on", + "that", + "un", + "his", + "in", + "z", + "that", + "c", + "by", + "d", + "f", + "D" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "C", + "an", + "and", + "y", + "T", + "such", + "the", + "K", + "t", + "that", + "D", + "v", + "B", + "but", + "p", + "some", + "what", + "it", + "its", + "that", + "by", + "k", + "her", + "ly", + "un", + "s", + "n", + "le" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "l", + "a", + "C", + "and", + "an", + "such", + "the", + "that", + "y", + "T", + "what", + "that", + "this", + "B", + "D", + "so", + "ed", + "This", + "but", + "its", + "That", + "Therefore", + "t", + "K", + "er", + "which", + "these" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "a", + "an", + "C", + "l", + "la", + "B", + "T", + "either", + "the", + "and", + "determine", + "able", + "determining", + "such", + "terms", + "theory", + "determines", + "H", + "its", + "L", + "criteria", + "termed", + "According", + "this", + "so", + "principle", + "threshold" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "a", + "an", + "B", + "T", + "ed", + "K", + "D", + "t", + "y", + "what", + "up", + "le", + "out", + "al", + "get", + "p", + "and", + "initiate", + "own", + "begins", + "d", + "UNSIGNED", + "n", + "either", + "determine", + "so", + "single", + "G", + "any" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "a", + "ed", + "B", + "an", + "own", + "T", + "D", + "K", + "p", + "al", + "y", + "get", + "up", + "t", + "ing", + "initiate", + "G", + "what", + "H", + "F", + "is", + "onset", + "UNSIGNED", + "criteria", + "so", + "initiation", + "able", + "criterion", + "o", + "M" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "l", + "own", + "ed", + "a", + "ing", + "H", + "D", + "an", + "B", + "yield", + "criterion", + "y", + "G", + "onset", + "get", + "p", + "yield", + "e", + "resolved", + "al", + "then", + "m", + "and", + "F", + "mango", + "l", + "criteria", + "t", + "v", + "criterion", + "yielding" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "C", + "l", + "ed", + "resolved", + "a", + "ing", + "v", + "resolve", + "Resolved", + "resolved", + "y", + "and", + "B", + "p", + "yield", + "resolves", + "an", + "H", + "yield", + "Resolved", + "D", + "to", + "anik", + "on", + "m", + "up", + "resolve", + "Resolve", + "get", + "any", + "determines" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "resolved", + "Resolved", + "resolve", + "Resolved", + "resolved", + "resolve", + "resolving", + "Resolve", + "resolves", + "Schmid", + "Resolve", + "S", + "resolver", + "resolution", + "resolver", + "Resol", + "unresolved", + "resuelve", + "Resol", + "Sch", + "resol", + "Resolution", + "RESOL", + "RESOL", + "Tres", + "resol", + "Resolution", + "yield", + "resolv" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Schmid", + "Sch", + "SCH", + "sch", + "SCH", + "Schmitz", + "Schur", + "sch", + "own", + "S", + "Schmitt", + "ssch", + "Schwartz", + "Schm", + "scholarship", + "uma", + "Scholar", + "l", + "Schumer", + "Schol", + "Schw", + "schol", + "ensch", + "Schw", + "scholarships", + "Schmidt", + "Resolved", + "H", + "Schro", + "Scheduler" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Sch", + "sch", + "Schmid", + "S", + "H", + "C", + "Schmidt", + "Schmidt", + "SCH", + "Schmitz", + "Schm", + "Schmitt", + "ssch", + "SCH", + "sch", + "Schwartz", + "Schw", + "Schur", + "Schw", + "Scholars", + "Schumer", + "Scholar", + "Schro", + "Sch" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "This", + "Please", + "Specifically", + "Here", + "Therefore", + "Then", + "Resolve", + "Resolved", + "Conversely", + "Which", + "ly", + "Resol", + "critical", + "Consequently", + "For", + "Once", + "It", + "Along", + "Thus", + "As", + "a", + "These", + "Regardless", + "Now", + "Instead", + "s", + "Let", + "png", + "We", + "Ready", + "That", + "Its" + ] + } + ], + "logit_surprising": [ + { + "concept": "uma", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "is", + "output_checked": true + }, + { + "concept": "own", + "score": 6.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "An", + "output_checked": true + }, + { + "concept": "projection", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "projected", + "output_checked": true + }, + { + "concept": "crystall", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "s", + "output_checked": true + }, + { + "concept": "systems", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "deformation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "Plastic", + "output_checked": true + }, + { + "concept": "occurs", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "shear", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "resolved", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-02__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-02__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-02__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-02__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-02__heatmap.png" + } + }, + { + "slug": "mechanism-name-resolved-slip-threshold-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved slip threshold 3", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Two identically loaded crystals have different orientations. The crystal with the larger product of the two direction cosines activates its favored slip system first.", + "prompt_tail": "entically loaded crystals have different orientations. The crystal with the larger product of the two direction cosines activates its favored slip system first.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-slip-threshold", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 13863, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 16802 + }, + { + "label": "Schmid", + "best_rank": 15927, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 27863 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "styling", + "got", + "apr", + "ListItemIcon", + "even", + "Charm", + "mesma", + "Farr" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "S", + "styling", + "s", + "mkdir", + "GSM", + "apr", + "styles", + "Edge", + "Insert", + "mesma", + "mixer", + "Edge", + "EDGE", + "cir", + "Enter", + "Weise", + "conde", + "asus", + "a" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "Edge", + "Weise", + "Edge", + "apr", + "styling", + "EDGE", + "S", + "styling", + "Insert", + "insert", + "Pek", + "cfr", + "arens", + "verg", + "jenis" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "S", + "Weise", + "Edge", + "s", + "apr", + "Edge", + "styling", + "Hits", + "Pek", + "cfr", + "second", + "insert", + "EDGE", + "Insert", + "even", + "irl", + "second" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "S", + "s", + "Pyr", + "Cens", + "Ashley", + "ittle", + "cens", + "przyp", + "Ronald", + "la", + "DIN", + "empe", + "watering", + "even", + "ait", + "pis", + "aspir", + "arson", + "ciri", + "phis", + "cien" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "empe", + "Estelle", + "psi", + "softmax", + "issy", + "DIN", + "pct", + "Sorg", + "handleError", + "Rome", + "affine", + "conveniently", + "spacing", + "STI", + "ngModel", + "prolet", + "Accenture", + "agge", + "HTTPS", + "AGS", + "acidified", + "iorum", + "knn", + "adrenaline", + "zum", + "ukun" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ngModel", + "empe", + "itorial", + "ukun", + "Estelle", + "handleError", + "psi", + "AGS", + "fat", + "osynthesis", + "Sorg", + "Appleton", + "addData", + "yscale", + "Huffington", + "aportan", + "unches", + "serialization", + "ymi", + "spacing" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "ietta", + "Pyr", + "Guangdong", + "Cui", + "ciri", + "dui", + "icure", + "fft", + "CCN", + "Arjuna", + "hci", + "Stark", + "OfThe", + "LOGGER", + "Fort", + "cusp" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "Guangdong", + "hci", + "CCP", + "LOGGER", + "Slowly", + "cheats", + "Pyr", + "CGPoint", + "hlas", + "Kund", + "uzi", + "clopen", + "Sli", + "endenti", + "juxtap" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "rmt", + "StringBuilder", + "OOP", + "Gruntfile", + "usus", + "ralent", + "fromDate", + "Pyr", + "Guangdong", + "retval", + "Kron", + "Pyr", + "Outlet" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "CGPoint", + "BYTE", + "ophile", + "StringBuilder", + "UPI", + "JVM", + "capazes", + "Guangdong", + "onload", + "gazebo", + "eram" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "T", + "oubliez", + "PWD", + "tuttavia", + "Maui", + "usted", + "usus", + "inoltre", + "kebanyakan", + "entimes", + "capazes", + "istiwa" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "L", + "a", + "and", + "opis", + "tuttavia", + "inoltre", + "stellt", + "T", + "funcionarios", + "particularly", + "entanto", + "capazes", + "PWD" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "jenigen", + "cuya", + "capazes", + "screwdriver", + "ing", + "tuttavia", + "entimes", + "beliebt", + "inoltre", + "vicepresidente", + "ForThe", + "cuyo", + "invece", + "entanto", + "capaz" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "que", + "cuya", + "bald", + "vicepresidente", + "l", + "ing", + "octet", + "screwdriver", + "OwnProperty", + "Accordingly", + "whereas" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "a", + "bald", + "Bluest", + "escue", + "its", + "versus", + "outputPath", + "ciphertext", + "excellent", + "esquina", + "of", + "Estate", + "whereas", + "ikiran", + "agit", + "prob", + "ilation" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "its", + "Bluest", + "bald", + "the", + "icosia", + "HEA", + "Comparison", + "agit", + "Bandit", + "segundos", + "escue", + "therefore" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "a", + "the", + "its", + "WHEREAS", + "whichever", + "therefore", + "therefore", + "Hence", + "kazan", + "igere", + "Therefore", + "Which", + "kort" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "l", + "L", + "whichever", + "S", + "jenigen", + "the", + "Which", + "either", + "T", + "sooner", + "tersebut", + "hardest", + "cui", + "kazan", + "Hence", + "Regarding" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "whichever", + "L", + "the", + "S", + "Which", + "T", + "Which", + "a", + "either", + "cui", + "laquelle", + "which", + "hardest", + "sooner", + "jenigen", + "dicho", + "faster", + "WHICH", + "kazan", + "The" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "la", + "l", + "L", + "whichever", + "Which", + "Which", + "which", + "cui", + "the", + "laquelle", + "which", + "T", + "jenigen", + "S", + "WHICH", + "whatnot", + "Whoever", + "kazan", + "schneller" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "Which", + "Which", + "which", + "whichever", + "que", + "which", + "a", + "WHICH", + "laquelle", + "cui", + "the", + "le", + "S", + "lequel", + "T", + "and", + "el", + "s", + "e", + "de", + "L", + "los", + "rec" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "whichever", + "L", + "Which", + "Which", + "WHICH", + "which", + "which", + "cui", + "welches", + "own", + "laquelle", + "que", + "lequel", + "T", + "Faster", + "de", + "cual" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "crystal", + "slip", + "Crystal", + "crystal", + "Crystal", + "Slip", + "slip", + "whichever", + "Slip", + "Which", + "que", + "Which", + "slips", + "CRYST", + "crystall", + "cristal", + "fav", + "Sli", + "crystals", + "Cristal", + "Crystall", + "favor", + "crystall", + "Larger", + "favorit", + "kristall", + "crystals", + "sli" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Crystal", + "Crystal", + "crystal", + "Crystall", + "crystal", + "CRYST", + "la", + "crystallization", + "whichever", + "crystall", + "crystall", + "Cristal", + "cristal", + "activates", + "l", + "slip", + "crystallography", + "Crystals", + "Slip", + "favorit", + "The", + "Larger", + "fav", + "Slip", + "L", + "ACTIV", + "cristall", + "Fav" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Regarding", + "To", + "The", + "Here", + "because", + "In", + "Regarding", + "Because", + "Therefore", + "Stability", + "This", + "For", + "regarding", + "Primero", + "Then", + "Please", + "Both", + "L", + "Either", + "Otherwise", + "However", + "podczas", + "Specifically", + "Over", + "overall", + "During", + "Equation" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 62376, + 137596, + 142026, + 124949, + 248103, + 246389, + 208736, + 226542, + 230325, + 231251, + 251311, + 259891, + 260719, + 255110, + 248389, + 199423, + 219987, + 230444, + 121431, + 106278, + 49489, + 13864, + 104429, + 5664, + 6432, + 1737 + ] + }, + { + "label": "Schmid", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 21458, + 146437, + 130987, + 118280, + 261987, + 261816, + 262026, + 252845, + 233939, + 232372, + 251410, + 257031, + 256597, + 234365, + 248973, + 224087, + 173419, + 102815, + 34406, + 37464, + 15928, + 19468, + 38076, + 4183, + 18808, + 133252 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 127466, + 211137, + 245845, + 216734, + 228488, + 241278, + 237683, + 229780, + 126449, + 121239, + 38834, + 31030, + 16803 + ] + }, + { + "label": "Schmid", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 33012, + 27864, + 84759, + 181712, + 201236, + 187810, + 172015, + 169395, + 166755, + 127686, + 70724, + 73483, + 43788 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 7.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "either", + "score": 5.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "even", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "been", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "have", + "output_checked": true + }, + { + "concept": "own", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "loading", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Namely", + "score": 1.0, + "best_rank": 2, + "best_depth": 72.9, + "near_token": "crystals", + "output_checked": true + }, + { + "concept": "than", + "score": 1.0, + "best_rank": 5, + "best_depth": 44.1, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 8, + "best_depth": 44.1, + "near_token": "have", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "emma", + "perd", + "ani", + "atus", + "ele", + "ner", + "aj", + "set", + "ER", + "alk", + "ai", + "la", + "uff", + "de", + "ad", + "ro", + "am", + "en", + "er", + "es", + "le", + "ap", + "art", + "qu", + "ers", + "ry", + "pl", + "que", + "ah" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "I", + "A", + "ot", + "T", + "im", + "e", + "ad", + "S", + "to", + "of", + "as", + "in", + "l", + "and", + "th", + "om", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "em", + "be", + "I", + "ation", + "ot", + "S", + "T", + "A", + "th", + "l", + "of", + "and", + "e", + "om", + "im", + "ad", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "C", + "elective", + "occasional", + "North", + "specialized", + "various", + "New", + "ness", + "its", + "self", + "open", + "own", + "able", + "ings", + "an", + "ad", + "l", + "e", + "en", + "a", + "of", + "and", + "ap", + "or", + "ers", + "end", + "iz", + "le", + "que", + "t" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "que", + "own", + "a", + "en", + "ers", + "an", + "de", + "or", + "l", + "end", + "able", + "T", + "iz", + "e", + "le", + "able", + "and", + "ap", + "ings", + "of", + "ad", + "t", + "p", + "specialized", + "ness", + "its", + "power", + "kind", + "various", + "open", + "s", + "om" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "l", + "own", + "able", + "ers", + "an", + "iz", + "que", + "end", + "specialized", + "k", + "t", + "its", + "le", + "various", + "North", + "ap", + "many", + "humbled", + "chst", + "shock", + "e", + "mere", + "able", + "power" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "a", + "l", + "own", + "en", + "able", + "ers", + "iz", + "an", + "end", + "specialized", + "que", + "k", + "various", + "North", + "dwar", + "mere", + "ap", + "im", + "le", + "and", + "its", + "many", + "phen" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "own", + "iz", + "que", + "able", + "dwar", + "s", + "de", + "outskirts", + "en", + "and", + "chst", + "humbled", + "newItem", + "mere", + "plaintiffs" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "l", + "own", + "iz", + "uma", + "and", + "que", + "dwar", + "s", + "newItem", + "chst", + "outskirts", + "multi", + "nya", + "nonEmpty", + "searchQuery", + "North" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "own", + "l", + "uma", + "iz", + "nonEmpty", + "and", + "newItem", + "searchQuery", + "chst", + "Rudd", + "punishing", + "dwar" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "que", + "la", + "uma", + "de", + "s", + "an", + "um", + "le", + "t", + "pro", + "par", + "its", + "iz", + "semi", + "en", + "both", + "multi" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "uma", + "an", + "que", + "le", + "um", + "alors", + "hemicontinuous", + "s", + "Eigenschaften" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "de", + "l", + "an", + "or", + "it", + "at", + "of", + "but", + "by", + "in", + "his", + "its", + "so", + "and", + "the", + "then", + "using", + "high", + "que", + "d", + "re", + "ly", + "to", + "ed", + "le", + "on", + "go", + "he", + "hit", + "use" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "and", + "ly", + "e", + "ed", + "y", + "on", + "er", + "of", + "and", + "an", + "their", + "they", + "un", + "al", + "of", + "that", + "taobao", + "it", + "hbox", + "because", + "in", + "I", + "ally", + "because", + "with", + "they", + "than", + "without", + "twitter" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "a", + "an", + "ed", + "y", + "s", + "er", + "K", + "and", + "C", + "e", + "v", + "on", + "un", + "T", + "that", + "and", + "n", + "t", + "ly", + "than", + "it", + "that", + "in", + "est", + "is", + "H", + "of", + "with", + "their", + "because" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "an", + "C", + "T", + "K", + "and", + "it", + "that", + "t", + "v", + "s", + "y", + "its", + "because", + "ed", + "un", + "D", + "er", + "the", + "at", + "n", + "while", + "their", + "k", + "p", + "that", + "to", + "what", + "some", + "but", + "because" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "l", + "an", + "and", + "that", + "it", + "because", + "K", + "T", + "its", + "their", + "C", + "y", + "more", + "the", + "while", + "they", + "Therefore", + "ed", + "because", + "what", + "one", + "at", + "those", + "daha", + "Therefore", + "was", + "whereas", + "than", + "to" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "a", + "l", + "an", + "and", + "Which", + "able", + "which", + "more", + "whichever", + "its", + "Which", + "the", + "either", + "T", + "Therefore", + "it", + "Regardless", + "that", + "or", + "Depending", + "when", + "When", + "faster", + "daha", + "Regardless", + "C", + "closer" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "a", + "an", + "C", + "which", + "Which", + "more", + "whichever", + "either", + "the", + "Among", + "le", + "one", + "T", + "y", + "able", + "Which", + "that", + "d", + "it", + "or", + "some", + "and", + "among", + "K", + "j", + "faster", + "those", + "specific", + "its", + "qui" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "a", + "C", + "an", + "which", + "Which", + "whichever", + "the", + "y", + "Among", + "more", + "Which", + "le", + "either", + "one", + "d", + "that", + "some", + "able", + "among", + "T", + "it", + "and", + "faster", + "out", + "lequel", + "K", + "j", + "quicker", + "laquelle", + "which" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "a", + "C", + "an", + "which", + "Which", + "whichever", + "y", + "Among", + "Which", + "L", + "able", + "the", + "own", + "le", + "onset", + "which", + "among", + "d", + "of", + "either", + "and", + "j", + "lequel", + "v", + "or", + "sooner", + "onset", + "T" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "a", + "which", + "Which", + "K", + "B", + "C", + "L", + "Which", + "and", + "an", + "whichever", + "y", + "which", + "T", + "H", + "lequel", + "D", + "the", + "e", + "Among", + "laquelle", + "among", + "G", + "o", + "of", + "Among", + "al" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "l", + "whichever", + "Which", + "Which", + "which", + "lequel", + "la", + "laquelle", + "WHICH", + "a", + "which", + "T", + "priority", + "Whoever", + "uma", + "favorit", + "criteria", + "tie", + "Criteria", + "Whoever", + "Criteria", + "priorit" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "slip", + "Slip", + "crystal", + "crystal", + "Slip", + "Crystal", + "Crystal", + "slips", + "slip", + "crystals", + "crystals", + "Which", + "slipped", + "Which", + "Sli", + "slipping", + "CRYST", + "whichever", + "crystall", + "S", + "favor", + "kristall", + "sli", + "fav", + "Fav", + "Favor", + "which" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Crystal", + "S", + "Crystal", + "crystal", + "crystal", + "L", + "fav", + "slip", + "Fav", + "Crystall", + "P", + "Slip", + "crystall", + "slips", + "CRYST", + "activates", + "Cristal", + "crystall", + "Fav", + "Slip", + "crystallization", + "Crystals", + "Activ", + "crystals", + "crystals", + "favored", + "cristal", + "favor", + "Kristall", + "activate" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Regarding", + "To", + "The", + "Here", + "because", + "In", + "Regarding", + "Because", + "Therefore", + "Stability", + "This", + "For", + "regarding", + "Primero", + "Then", + "Please", + "Both", + "L", + "Either", + "Otherwise", + "However", + "podczas", + "Specifically", + "Over", + "overall", + "During", + "Equation" + ] + } + ], + "logit_surprising": [ + { + "concept": "uma", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "with", + "output_checked": true + }, + { + "concept": "own", + "score": 6.0, + "best_rank": 1, + "best_depth": 47.5, + "near_token": "loaded", + "output_checked": true + }, + { + "concept": "been", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "have", + "output_checked": true + }, + { + "concept": "loading", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "largest", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "two", + "output_checked": true + }, + { + "concept": "Pie", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "its", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-03__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-03__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-03__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-03__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-03__heatmap.png" + } + }, + { + "slug": "mechanism-name-resolved-slip-threshold-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved slip threshold 4", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A crystal remains elastic until the shear component acting along a permitted direction on a permitted plane reaches a material-specific critical value.", + "prompt_tail": "A crystal remains elastic until the shear component acting along a permitted direction on a permitted plane reaches a material-specific critical value.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-slip-threshold", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 165205, + "best_depth": 61.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 93025 + }, + { + "label": "Schmid", + "best_rank": 52501, + "best_depth": 67.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 22784 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "styling", + "apr", + "got", + "even", + "Charm", + "ListItemIcon", + "un", + "Hair" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "GSM", + "styling", + "apr", + "mkdir", + "mesma", + "s", + "conde", + "styles", + "asus", + "cir", + "param", + "as", + "S", + "mixer", + "Enter", + "Insert", + "got", + "Thatcher", + "ipo", + "Weise" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "mesma", + "Edge", + "Weise", + "Edge", + "s", + "jenis", + "apr", + "cfr", + "ashe", + "styling", + "Sus", + "Insert", + "arens", + "EDGE", + "sus", + "insert", + "styling" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "S", + "mesma", + "Weise", + "s", + "Edge", + "cfr", + "Edge", + "Hits", + "insert", + "apr", + "Pek", + "Insert", + "joen", + "styling", + "ashe", + "sus", + "EDGE", + "second" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "Cuy", + "s", + "pis", + "Pending", + "S", + "cens", + "ciri", + "Cens", + "Duplicate", + "artis", + "Pyr", + "cura", + "phis", + "Ashley", + "Cus", + "Eddie", + "watering", + "ait", + "dikkat", + "Ashken", + "Cui", + "cus", + "atro" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "handleError", + "psi", + "Estelle", + "prolet", + "conveniently", + "empe", + "spacing", + "DIN", + "issy", + "pct", + "Sorg", + "unches", + "knn", + "Amts", + "rins", + "softmax", + "cens", + "usia", + "cuis", + "Accenture", + "Arjuna", + "Duplicate", + "affine" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "yscale", + "Estelle", + "handleError", + "ngModel", + "Sorg", + "ukun", + "psi", + "AGS", + "empe", + "serialization", + "agge", + "ymi", + "methylation", + "unches", + "awatt", + "cyn", + "Huffington", + "aportan", + "iorum", + "osynthesis", + "fat", + "AlertDialog", + "Accenture", + "acidified", + "addData", + "itorial" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "icure", + "ciri", + "LOGGER", + "cheats", + "ukun", + "hci", + "Cui", + "usia", + "ngthening", + "Pyr", + "ciation", + "Stark", + "Cens", + "Cullen", + "Guangdong", + "Eddie", + "Kuch", + "dui", + "CCN", + "OfThe" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "LOGGER", + "uzi", + "hci", + "Cuy", + "Guad", + "atro", + "OOP", + "Pyr", + "phony", + "usia", + "icure", + "Kuch", + "Guangdong", + "Smiling", + "etty", + "isah", + "Kund", + "hlas", + "umpang" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "usus", + "Dougall", + "Guangdong", + "rmt", + "Lol", + "uir", + "Grim", + "GTG", + "OOP", + "ForEach", + "ralent" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "onload", + "agad", + "ForEach", + "Laravel", + "ophile", + "Aufmerksamkeit", + "William", + "ogly", + "stal", + "Guangdong", + "iPad", + "Solidity", + "gca", + "Thar", + "UPI" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "la", + "a", + "que", + "s", + "t", + "T", + "entimes", + "om", + "es", + "otros", + "usted", + "variously", + "st", + "usus", + "owi", + "iz", + "os", + "leys", + "tuttavia", + "rodzaju", + "izi", + "an" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "que", + "an", + "los", + "s", + "el", + "poco", + "es", + "owi", + "cuya", + "esk", + "aport", + "l", + "T", + "es", + "t", + "its", + "such", + "om", + "ie", + "cu", + "prob", + "and", + "varios" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "an", + "cuya", + "es", + "entimes", + "l", + "isy", + "esha", + "DUI", + "wendungs", + "banget", + "othesis", + "usus", + "cu", + "esz", + "erdas", + "agad", + "mie", + "baj", + "qquad", + "poco", + "geschossiges", + "t", + "afect", + "therefore" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "que", + "l", + "an", + "esz", + "es", + "isy", + "ciendo", + "ized", + "issimo", + "baj", + "cu", + "esha", + "othesis", + "mie", + "hwa", + "cuya", + "ization", + "therefore", + "un", + "aport", + "Es", + "omia", + "ife", + "Kabupaten", + "therefore", + "vyh", + "es" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "a", + "que", + "l", + "esz", + "an", + "es", + "ization", + "ized", + "ciendo", + "isy", + "hwa", + "issimo", + "othesis", + "esia", + "therefore", + "rec", + "cu", + "werking", + "versus", + "ly", + "up", + "baj", + "jur", + "repos", + "GROUP", + "ligt", + "its", + "inv" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "l", + "an", + "isy", + "therefore", + "its", + "rec", + "ized", + "hwa", + "othesis", + "es", + "ization", + "werking", + "cu", + "el", + "esz", + "therefore", + "jur", + "repos", + "le", + "individual", + "ly", + "cons", + "ciendo", + "hence", + "un" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "a", + "l", + "que", + "therefore", + "Hence", + "ly", + "hence", + "rec", + "hence", + "therefore", + "el", + "othesis", + "wendungs", + "consequently", + "kort", + "prema", + "isy" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "ly", + "l", + "que", + "melawan", + "hence", + "hence", + "seseorang", + "Hence", + "utrzym", + "remain", + "Lovely", + "wendungs", + "ization", + "xsi", + "kazi", + "Lockhart", + "KPMG", + "boyunca", + "acetyl", + "liegt", + "lieb", + "remains", + "Generations", + "momentum" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "que", + "ly", + "remain", + "remains", + "seseorang", + "utrzym", + "Remaining", + "boyunca", + "melawan", + "remaining", + "wendungs", + "Remains", + "Shanghai", + "de", + "remained", + "thresholds", + "threshold", + "oblig", + "Lockhart", + "acc", + "Threshold", + "motionless", + "kazi", + "remain", + "xsi", + "forcement" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "la", + "ly", + "S", + "que", + "remain", + "l", + "remain", + "Remaining", + "remaining", + "remains", + "Remaining", + "Remain", + "remained", + "Remain", + "de", + "thereafter", + "seseorang", + "repository", + "boyunca", + "remaining", + "suatu", + "Emeritus", + "Remains", + "am", + "Afterward", + "pozost", + "ofan", + "xsi" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "que", + "l", + "de", + "remain", + "remain", + "remains", + "remaining", + "ly", + "remained", + "am", + "Remain", + "Remaining", + "Remain", + "Remains", + "Remaining", + "rec", + "acc", + "cem", + "pozost", + "remaining", + "thereafter", + "stays", + "stay", + "algo", + "boyunca", + "seseorang", + "le", + "wherein" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "remain", + "Remain", + "remain", + "remaining", + "own", + "Remain", + "Remaining", + "remains", + "remaining", + "remained", + "de", + "Remaining", + "Remains", + "stay", + "permanec", + "pozost", + "stays", + "permanece", + "stay", + "Stay", + "l", + "permanecer", + "que", + "Stay", + "staying", + "STAY", + "remainder", + "blijven" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "l", + "remain", + "remains", + "remain", + "que", + "Remain", + "Remain", + "remaining", + "Remains", + "Remaining", + "remained", + "stay", + "stays", + "remaining", + "Remaining", + "a", + "permanec", + "remainder", + "blijven", + "tetap", + "Stay", + "permanece", + "blijft", + "pozost" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "A", + "la", + "l", + "remains", + "remain", + "remain", + "que", + "Remains", + "Remain", + "de", + "Remain", + "rem", + "Meanwhile", + "Remaining", + "Alegre", + "rem", + "AAC", + "keeps", + "permanece", + "Rather", + "remainder", + "Assurance", + "Remaining" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "set", + "get", + "closing", + "at", + "noite", + "mesma", + "proceed", + "puisi", + "certain", + "evolve", + "highlight", + "stop", + "motivates", + "linux" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 65198, + 123293, + 148143, + 132680, + 246602, + 248456, + 223544, + 234441, + 241554, + 230624, + 236113, + 239498, + 252215, + 221440, + 201934, + 165206, + 206141, + 227740, + 218798, + 227716, + 241257, + 176049, + 235041, + 164114, + 121478, + 16324 + ] + }, + { + "label": "Schmid", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 18903, + 177107, + 126364, + 118296, + 261654, + 261814, + 261929, + 252525, + 241382, + 239790, + 214842, + 209973, + 150471, + 174262, + 173212, + 125770, + 95131, + 52502, + 82383, + 97072, + 87708, + 85327, + 93857, + 160888, + 184517, + 146481 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 112265, + 154755, + 228735, + 206592, + 214075, + 236490, + 242446, + 225095, + 179532, + 212585, + 132677, + 93026, + 133133 + ] + }, + { + "label": "Schmid", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 22785, + 38364, + 41977, + 119933, + 167985, + 183518, + 92081, + 171533, + 140125, + 122222, + 152516, + 136107, + 64260 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "que", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "Copyright", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.7, + "near_token": "remains", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ers", + "ap", + "al", + "er", + "le", + "de", + "emma", + "uff", + "ani", + "p", + "fasted", + "aj", + "que", + "ern", + "ai", + "ank", + "ann", + "aw", + "ty", + "ry", + "qu", + "im", + "am", + "ail", + "her", + "ility", + "ner" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ation", + "I", + "T", + "A", + "ad", + "im", + "S", + "ot", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "ly", + "em", + "ation", + "be", + "T", + "ot", + "A", + "I", + "om", + "th", + "and", + "l", + "im", + "e", + "ad", + "S", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "of" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "S", + "elective", + "seasonal", + "occasional", + "secondary", + "North", + "specialized", + "able", + "kind", + "its", + "own", + "either", + "single", + "various", + "ever", + "an", + "est", + "l", + "ation", + "en", + "a", + "of", + "and", + "le", + "or", + "ers", + "end", + "able", + "iz", + "ings", + "other" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "able", + "own", + "S", + "T", + "a", + "an", + "able", + "or", + "en", + "ers", + "l", + "ness", + "H", + "ings", + "end", + "ation", + "ian", + "que", + "ity", + "iz", + "est", + "various", + "ivity", + "either", + "s", + "malah", + "specialized", + "irritating", + "single", + "and", + "singular", + "elective" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "an", + "a", + "en", + "l", + "own", + "able", + "ed", + "ers", + "able", + "T", + "specialized", + "K", + "various", + "end", + "ation", + "est", + "iz", + "mellan", + "ized", + "its", + "owych", + "humbled", + "ings", + "under", + "North", + "either", + "many", + "stellar" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "T", + "an", + "able", + "K", + "ers", + "various", + "iz", + "mellan", + "able", + "end", + "specialized", + "singular", + "owych", + "single", + "humbled", + "desperate", + "ed", + "and", + "either", + "North", + "que", + "ation", + "its", + "ized" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "l", + "own", + "que", + "iz", + "either", + "able", + "s", + "le", + "an", + "singular", + "humbled", + "and", + "hyg", + "dwar", + "chst", + "irritating", + "rid", + "mere", + "inventory", + "nervous", + "owych", + "greatness" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "own", + "l", + "either", + "iz", + "and", + "greatness", + "singular", + "que", + "T", + "chst", + "humbled", + "nervous", + "inventory", + "s", + "irritating", + "dwar", + "outskirts", + "North", + "its", + "various" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "own", + "l", + "either", + "iz", + "and", + "singular", + "greatness", + "chst", + "que", + "humbled", + "glamorous", + "T", + "soothing", + "outskirts", + "prominently", + "Rudd" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "que", + "either", + "its", + "uma", + "an", + "both", + "s", + "and", + "um", + "ly", + "coveted", + "single", + "relatively", + "various", + "semi", + "North" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "either", + "uma", + "single", + "also", + "spurred", + "popularly", + "glamorous", + "Jumlah" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "de", + "l", + "an", + "and", + "its", + "at", + "such", + "or", + "by", + "it", + "either", + "of", + "during", + "able", + "which", + "so", + "on", + "his", + "sub", + "local", + "multi", + "the", + "in", + "like", + "as", + "under", + "d", + "top", + "after", + "same", + "high" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "and", + "K", + "C", + "ly", + "on", + "y", + "e", + "and", + "of", + "during", + "v", + "during", + "able", + "its", + "taobao", + "that", + "un", + "s", + "t", + "hbox", + "would", + "of", + "get", + "in", + "such", + "like", + "it", + "n", + "p", + "their" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "a", + "K", + "s", + "y", + "un", + "v", + "and", + "t", + "on", + "ly", + "T", + "e", + "p", + "and", + "n", + "get", + "in", + "that", + "an", + "er", + "ed", + "H", + "its", + "f", + "d", + "that", + "it", + "D", + "as", + "during" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "C", + "l", + "K", + "and", + "an", + "y", + "t", + "un", + "s", + "v", + "T", + "er", + "k", + "such", + "it", + "the", + "p", + "what", + "that", + "on", + "at", + "but", + "D", + "that", + "n", + "in", + "and", + "ed", + "its", + "z", + "l" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "and", + "C", + "l", + "K", + "an", + "such", + "that", + "the", + "er", + "that", + "so", + "un", + "y", + "it", + "its", + "able", + "their", + "what", + "but", + "Therefore", + "there", + "they", + "at", + "t", + "any", + "ed", + "although", + "D", + "by", + "in" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "a", + "either", + "and", + "an", + "C", + "such", + "its", + "the", + "able", + "l", + "Therefore", + "T", + "Either", + "so", + "certain", + "This", + "K", + "that", + "therefore", + "Thereafter", + "pre", + "this", + "what", + "thereafter", + "there", + "it", + "but" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "a", + "l", + "K", + "C", + "remain", + "either", + "stay", + "remained", + "remains", + "stays", + "an", + "thereafter", + "permanec", + "Thereafter", + "and", + "follows", + "keeps", + "until", + "single", + "UNSIGNED", + "becomes", + "stayed", + "Actually", + "either", + "staying", + "standstill" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "own", + "K", + "C", + "remain", + "and", + "remained", + "remains", + "a", + "thereafter", + "get", + "stay", + "stays", + "remain", + "single", + "remaining", + "boyunca", + "danach", + "UNSIGNED", + "remainder", + "everything", + "until", + "Thereafter", + "permanec", + "einander", + "afterward", + "rest" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "own", + "and", + "remain", + "remained", + "thereafter", + "remains", + "permanec", + "stay", + "K", + "until", + "remain", + "stays", + "remaining", + "staying", + "Thereafter", + "stays", + "pozost", + "boyunca", + "get", + "H", + "remainder", + "mantenerse", + "danach", + "stayed", + "otherwise", + "beyond" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "own", + "remain", + "and", + "remained", + "la", + "remains", + "remain", + "stay", + "pozost", + "stays", + "stays", + "Thereafter", + "thereafter", + "staying", + "permanec", + "al", + "remaining", + "K", + "Remain", + "pozosta", + "Remain", + "mantenerse", + "l", + "remainder", + "bleibt", + "restent", + "ly", + "remaining", + "Remaining" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "remain", + "remain", + "Remain", + "Remain", + "remained", + "remains", + "pozost", + "Remains", + "stay", + "Remaining", + "remaining", + "remaining", + "permanec", + "remainder", + "Remaining", + "bleibt", + "stays", + "restent", + "stays", + "stay", + "staying", + "tetap", + "rimane", + "Stay", + "permanecer", + "bleiben", + "Stay", + "permanece", + "Staying" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "remain", + "remains", + "remain", + "Remain", + "Remain", + "Remains", + "remained", + "and", + "stays", + "tetap", + "stay", + "permanec", + "restent", + "Remaining", + "remaining", + "remaining", + "permanecer", + "remainder", + "Remaining", + "stays", + "rimane", + "permanece", + "L", + "bleiben", + "pozost" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "A", + "de", + "l", + "la", + "a", + "remains", + "rem", + "remain", + "rem", + "A", + "P", + "e", + "acom", + "remain", + "yield", + "remainder", + "meio", + "Remainder", + "Alegre", + "uda" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "set", + "get", + "closing", + "at", + "noite", + "mesma", + "proceed", + "puisi", + "certain", + "evolve", + "highlight", + "stop", + "motivates", + "linux" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 16.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "uma", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "until", + "output_checked": true + }, + { + "concept": "planes", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "on", + "output_checked": true + }, + { + "concept": "resolved", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "plastic", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "sultry", + "score": 1.0, + "best_rank": 3, + "best_depth": 40.7, + "near_token": "a", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-04__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-04__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-04__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-04__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-04__heatmap.png" + } + }, + { + "slug": "mechanism-name-resolved-slip-threshold-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved slip threshold 5", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Under tension, only part of the applied load drives shear on a close-packed system. Once this projected driving force is large enough, line imperfections begin to glide.", + "prompt_tail": "sion, only part of the applied load drives shear on a close-packed system. Once this projected driving force is large enough, line imperfections begin to glide.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-slip-threshold", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " la", + "generated_token_ids": [ + 759 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 84, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 45 + }, + { + "label": "Schmid", + "best_rank": 457, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 1036 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "got", + "Charm", + "apr", + "ListItemIcon", + "even", + "Farr", + "mesma" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "styling", + "apr", + "styles", + "S", + "GSM", + "mkdir", + "Insert", + "Enter", + "conde", + "mesma", + "Edge", + "cir", + "Edge", + "mixer", + "Weise", + "as", + "a", + "ipo", + "asus", + "Harper", + "Gottlieb" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "Weise", + "apr", + "Edge", + "Edge", + "ashe", + "jenis", + "styling", + "asus", + "styling", + "S", + "Insert", + "arlos", + "cfr" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "Weise", + "apr", + "s", + "Edge", + "Hits", + "S", + "Pek", + "cfr", + "Edge", + "styling", + "even", + "insert", + "second", + "sus", + "Insert", + "joen", + "as" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "cens", + "Cens", + "empe", + "Pyr", + "Cuy", + "ciri", + "watering", + "la", + "Eddie", + "Ronald", + "CUL", + "CTE", + "DIN", + "ait", + "CCN", + "kts", + "CY", + "pis", + "icure", + "ittle", + "rometry", + "uts", + "Pend", + "appelle", + "cura" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "empe", + "Estelle", + "psi", + "ngModel", + "Sorg", + "spacing", + "softmax", + "affine", + "issy", + "Rome", + "conveniently", + "HTTPS", + "kts", + "DIN", + "handleError", + "STI", + "pct", + "agge", + "acidified", + "watering", + "postgres", + "knn", + "Accenture", + "iorum", + "ukun" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "s", + "ngModel", + "Estelle", + "ukun", + "handleError", + "psi", + "itorial", + "empe", + "Sorg", + "serialization", + "yscale", + "osynthesis", + "AGS", + "addData", + "aportan", + "unches", + "Accenture", + "RHS", + "agge", + "Huffington", + "Appleton", + "ymi", + "affine" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "Stark", + "Cui", + "CCN", + "hci", + "usia", + "dui", + "Guangdong", + "Cullen", + "ciri", + "icure", + "fft", + "cusp", + "cheats" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "Cui", + "dui", + "Cuff", + "OOP", + "CY", + "usia", + "Guangdong", + "DUI", + "CGPoint", + "fort", + "Guad", + "kuk", + "cuy", + "OfThe", + "Cullen", + "Kund", + "onuclear", + "lendemain" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "Gruntfile", + "ralent", + "OOP", + "Guangdong", + "StringBuilder", + "postings", + "endenti", + "CCS", + "Firefox", + "rmt", + "slimmer", + "Slowly", + "usus", + "outset" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "ChatGPT", + "BYTE", + "organismes", + "CGPoint", + "even", + "shenanigans", + "Gruntfile", + "Princeton", + "Copyright", + "Lar", + "schlim", + "Beyblade", + "Faker", + "UPI", + "scrambling", + "Unmarshal" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "T", + "H", + "otros", + "entimes", + "CPF", + "C", + "Mud", + "usus", + "aptly", + "Maui", + "PWD", + "Methods", + "a", + "tuttavia", + "OPPORT", + "CNC" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "L", + "T", + "H", + "que", + "a", + "entimes", + "otros", + "aptly", + "poco", + "Pitt", + "Hue", + "Mud", + "enorm", + "tuttavia", + "diejenigen", + "others" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "ing", + "T", + "a", + "otros", + "que", + "entimes", + "L", + "consente", + "Spots", + "tuttavia", + "cuya", + "crib", + "painstaking", + "t", + "entsprechende", + "poco", + "regres", + "selves", + "gehend", + "Says" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "que", + "a", + "ing", + "otros", + "crib", + "T", + "entimes", + "ings", + "poco", + "t", + "maravill", + "izations", + "progres", + "Spots", + "Pitt", + "selves", + "entsprechende", + "regres", + "ife", + "GROUP", + "spots", + "uego" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "otros", + "que", + "izations", + "T", + "entsprechende", + "entsprechenden", + "indeed", + "a", + "whereupon", + "crib", + "ing", + "atience", + "examples", + "ings" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "que", + "otros", + "a", + "whereupon", + "izations", + "documento", + "indeed", + "entsprechende", + "UTO" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "either", + "a", + "consequently", + "berikut", + "theyre", + "L", + "indeed", + "ecco", + "alit", + "Consequently", + "Commands", + "Berikut", + "diejenigen", + "T", + "otros", + "Yep" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "L", + "either", + "T", + "S", + "l", + "etc", + "Le", + "configurations", + "e", + "impul", + "C", + "Berikut", + "Such", + "berikut", + "Sch", + "hence", + "osti" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "either", + "l", + "L", + "T", + "S", + "en", + "etc", + "e", + "tersebut", + "These", + "a", + "Such", + "berikut", + "these", + "problema", + "inplace", + "impul", + "problem", + "Such", + "These" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "L", + "la", + "T", + "either", + "S", + "H", + "l", + "C", + "slike", + "regretted", + "This", + "verts", + "These", + "Such", + "whatnot", + "Le", + "Such", + "etc", + "urn" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "L", + "l", + "T", + "H", + "S", + "e", + "Line", + "This", + "line", + "lineNumber", + "slike", + "These", + "verts", + "line", + "these", + "This", + "Le", + "bunlar", + "LINE", + "linea", + "Dislocations", + "LINES", + "aise", + "etc" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "L", + "Line", + "line", + "LINE", + "Line", + "line", + "linea", + "T", + "addLine", + "P", + "Lines", + "lini", + "lineNumber", + "eline", + "newLine", + "linie", + "lineHeight", + "Lines", + "la", + "Linea", + "nextLine" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Line", + "line", + "line", + "Line", + "LINE", + "LINE", + "linea", + "eline", + "imperfections", + "lineup", + "lineNumber", + "addLine", + "la", + "lineHeight", + "iline", + "linha", + "Imper", + "imperfection", + "lines" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Line", + "Line", + "imperfections", + "L", + "Imper", + "Imper", + "line", + "imperfection", + "line", + "imper", + "LINE", + "LINE", + "able", + "imper", + "glide", + "linea", + "Linie", + "addLine", + "imperfect", + "Perfect", + "lineNumber", + "therefore" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "la", + "age", + "e", + "These", + "arly", + "Those", + "Glide", + "Now", + "Therefore", + "noite", + "pantai", + "argas", + "ect", + "He", + "imperfections", + "CONTENTS", + "glide", + "Once", + "For", + "Here", + "at", + "QCD", + "This", + "AGE", + "and", + "Only", + "Similarly", + "etc", + "Thus" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 67393, + 131268, + 132822, + 114993, + 240137, + 245526, + 214121, + 235365, + 224051, + 217967, + 221722, + 250953, + 252452, + 251409, + 247757, + 230977, + 225752, + 215360, + 20861, + 16181, + 5660, + 85, + 1045, + 17606, + 3961, + 18108 + ] + }, + { + "label": "Schmid", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 23126, + 102300, + 109659, + 111135, + 261900, + 261330, + 261782, + 215813, + 195815, + 172811, + 131782, + 178909, + 119248, + 72038, + 70455, + 31341, + 15036, + 8535, + 3457, + 2914, + 458, + 813, + 2284, + 762, + 2415, + 205194 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 97990, + 165767, + 227954, + 179065, + 188803, + 212490, + 213675, + 151629, + 43628, + 28368, + 2904, + 46, + 162 + ] + }, + { + "label": "Schmid", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 36075, + 41740, + 54626, + 88456, + 134139, + 151760, + 60337, + 118438, + 79600, + 32723, + 11769, + 7022, + 1037 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 11.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 6.0, + "best_rank": 1, + "best_depth": 64.4, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "own", + "score": 2.0, + "best_rank": 1, + "best_depth": 55.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "again", + "score": 2.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "Once", + "output_checked": true + }, + { + "concept": "defects", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "line", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "Resolve", + "score": 1.0, + "best_rank": 15, + "best_depth": 88.1, + "near_token": "is", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ner", + "que", + "de", + "ap", + "es", + "er", + "al", + "n", + "p", + "s", + "own", + "encontr", + "Them", + "p", + "s", + "h", + "rian", + "nya", + "html", + "ry", + "r", + "v", + "ist", + "ER", + "am", + "ai", + "extra" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "C", + "I", + "T", + "A", + "ad", + "im", + "S", + "ot", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "P", + "ce", + "be", + "em", + "T", + "ot", + "A", + "ation", + "om", + "th", + "and", + "l", + "im", + "e", + "ad", + "S", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "s", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "as", + "of" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "personal", + "various", + "able", + "either", + "world", + "own", + "open", + "power", + "que", + "able", + "iz", + "un", + "self", + "its", + "ness", + "New", + "l", + "and", + "p", + "of", + "a", + "t", + "en", + "s", + "ers", + "an", + "e", + "ation", + "or", + "end", + "ap", + "le" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "own", + "an", + "l", + "a", + "en", + "de", + "or", + "que", + "e", + "k", + "ness", + "end", + "able", + "le", + "able", + "eye", + "p", + "iz", + "s", + "ity", + "ap", + "ivity", + "open", + "its", + "world", + "North", + "pro", + "t", + "un" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "l", + "own", + "k", + "an", + "iz", + "end", + "humbled", + "specialized", + "shock", + "eye", + "e", + "able", + "North", + "able", + "t", + "le", + "or", + "owych", + "un", + "world" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "a", + "own", + "l", + "en", + "k", + "iz", + "able", + "end", + "eye", + "kate", + "chst", + "an", + "e", + "im", + "ashi", + "specialized" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "own", + "iz", + "k", + "quoi", + "T", + "ly", + "K" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "own", + "iz", + "k", + "quoi", + "T", + "K", + "ABSORBED", + "uma" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "own", + "iz", + "uma", + "quoi", + "K", + "ABSORBED", + "arquivos", + "java" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "ly", + "uma", + "iz", + "arquivos" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "ly", + "an", + "the", + "obliquely", + "Publicity", + "hingegen" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "de", + "an", + "or", + "ed", + "either", + "le", + "so", + "the", + "y", + "its", + "of", + "even", + "to", + "some", + "it", + "d", + "t", + "in", + "ly", + "specific", + "usually", + "at", + "by", + "multi", + "relatively", + "der", + "re" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "and", + "ly", + "e", + "C", + "y", + "and", + "a", + "ed", + "T", + "to", + "ally", + "v", + "on", + "er", + "taobao", + "that", + "ous", + "hbox", + "p", + "ing", + "t", + "nya", + "like", + "n", + "without", + "normally", + "o", + "jsonwebtoken", + "H", + "mathrm" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "e", + "a", + "y", + "and", + "T", + "ing", + "v", + "ed", + "K", + "p", + "ly", + "and", + "to", + "er", + "t", + "un", + "on", + "n", + "f", + "it", + "s", + "H", + "k", + "z", + "in", + "c", + "ic", + "that", + "an" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "C", + "a", + "y", + "and", + "ing", + "v", + "e", + "t", + "an", + "un", + "k", + "p", + "it", + "s", + "T", + "K", + "and", + "f", + "n", + "ed", + "on", + "to", + "ic", + "then", + "ly", + "es", + "such", + "c", + "m" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "and", + "C", + "y", + "a", + "such", + "l", + "they", + "these", + "which", + "it", + "their", + "K", + "them", + "already", + "more", + "then", + "those", + "v", + "that", + "They", + "es" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "and", + "either", + "Either", + "these", + "such", + "C", + "an", + "These", + "able", + "begin", + "P", + "These", + "Subsequently" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "T", + "own", + "either", + "Once", + "a", + "otherwise", + "y", + "these", + "These", + "begin", + "such", + "Those", + "more", + "solche", + "P", + "Either", + "B", + "an", + "Initially", + "some", + "Eventually", + "ovih" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "T", + "own", + "P", + "such", + "y", + "Once", + "C", + "These", + "these", + "either", + "some", + "once", + "such", + "B", + "otherwise", + "Such", + "more", + "solche", + "once", + "a", + "already", + "begin" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "own", + "C", + "l", + "P", + "B", + "y", + "L", + "T", + "D", + "p", + "m", + "e", + "al", + "Once", + "These", + "some", + "O", + "n", + "i", + "such", + "hline", + "once", + "which", + "l", + "K", + "line", + "these" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "L", + "B", + "K", + "C", + "line", + "Line", + "T", + "P", + "D", + "such", + "H", + "LINE", + "al", + "O", + "These", + "hline", + "Once", + "e", + "Such", + "get" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "Line", + "line", + "Line", + "line", + "LINE", + "uma", + "L", + "linea", + "addLine", + "LINE", + "linhas", + "lines", + "Lines", + "Lines", + "linha", + "linee", + "iline" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "line", + "line", + "Line", + "Line", + "LINE", + "LINE", + "linea", + "linha", + "imperfections", + "addLine", + "Imper", + "lineHeight", + "imper", + "lineNumber", + "linee", + "lini", + "eline" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Line", + "Line", + "line", + "line", + "Imper", + "Imper", + "imperfections", + "imper", + "LINE", + "LINE", + "imperfection", + "L", + "la", + "lineHeight", + "lah", + "imper", + "Glide", + "able", + "addLine", + "Linie", + "glide", + "Glide", + "linea", + "Projected", + "glide" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "la", + "age", + "e", + "These", + "arly", + "Those", + "Glide", + "Now", + "Therefore", + "noite", + "pantai", + "argas", + "ect", + "He", + "imperfections", + "CONTENTS", + "glide", + "Once", + "For", + "Here", + "at", + "QCD", + "This", + "AGE", + "and", + "Only", + "Similarly", + "etc", + "Thus" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 19.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "system", + "output_checked": true + }, + { + "concept": "and", + "score": 12.0, + "best_rank": 1, + "best_depth": 47.5, + "near_token": "this", + "output_checked": true + }, + { + "concept": "uma", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "only", + "output_checked": true + }, + { + "concept": "either", + "score": 3.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "such", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "packing", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "resolved", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "defect", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "line", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "component", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "force", + "output_checked": true + }, + { + "concept": "would", + "score": 1.0, + "best_rank": 4, + "best_depth": 64.4, + "near_token": "line", + "output_checked": true + }, + { + "concept": "Resolved", + "score": 1.0, + "best_rank": 15, + "best_depth": 88.1, + "near_token": "is", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-05__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-05__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-05__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-05__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-05__heatmap.png" + } + }, + { + "slug": "mechanism-name-resolved-slip-threshold-06", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved slip threshold 6", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Rotating a single crystal changes the axial stress required to initiate slip even though the critical resolved shear resistance is unchanged.", + "prompt_tail": "Rotating a single crystal changes the axial stress required to initiate slip even though the critical resolved shear resistance is unchanged.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 22 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-slip-threshold", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 25329, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 21048 + }, + { + "label": "Schmid", + "best_rank": 81, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 98 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "styling", + "apr", + "got", + "even", + "Charm", + "ListItemIcon", + "Hair", + "mesma" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "GSM", + "s", + "apr", + "styling", + "styles", + "S", + "mkdir", + "mesma", + "conde", + "param", + "asus", + "Insert", + "Enter", + "cir", + "Edge", + "Weise", + "ipo", + "mixer", + "as", + "duck", + "stack" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "Weise", + "S", + "Edge", + "ashe", + "apr", + "Edge", + "jenis", + "cfr", + "Insert", + "insert", + "Sus", + "EDGE", + "s", + "styling", + "arlos" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "Weise", + "S", + "mesma", + "Edge", + "apr", + "Edge", + "Hits", + "cfr", + "insert", + "Pek", + "second", + "styling", + "Insert", + "EDGE", + "sus", + "joen", + "arlos", + "even" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "la", + "Cuy", + "s", + "ciri", + "cens", + "Cens", + "Pyr", + "S", + "Pending", + "CY", + "pis", + "watering", + "CU", + "empe", + "CUL", + "centerY", + "phis", + "CCN", + "Duplicate", + "Cus", + "Ronald", + "Cui", + "cus", + "Cullen", + "Ashley" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "handleError", + "Estelle", + "psi", + "prolet", + "empe", + "s", + "softmax", + "conveniently", + "Sorg", + "pct", + "ukun", + "issy", + "spacing", + "unches", + "affine", + "ngModel", + "acidified", + "knn", + "agge", + "DIN", + "Accenture", + "usia" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "ngModel", + "yscale", + "ukun", + "Sorg", + "handleError", + "Estelle", + "psi", + "AGS", + "empe", + "s", + "cyn", + "unches", + "aportan", + "ymi", + "acidified", + "iorum", + "itorial", + "addData", + "RHS", + "agge", + "Appleton", + "Huffington", + "serialization", + "osynthesis" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "hci", + "atro", + "Stark", + "kts", + "cheats", + "Ronald", + "ukun", + "ciri", + "watering", + "ucker", + "LOGGER", + "Pyr", + "empe", + "ngthening", + "usia", + "Slowly" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "hci", + "Pyr", + "LOGGER", + "uzi", + "Smiling", + "Ronald", + "atro", + "uniform", + "Stark", + "setValue", + "Slowly", + "isah", + "Sli", + "opedia" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "retval", + "rmt", + "Grim", + "usus", + "CGPoint", + "ForEach", + "uoso", + "uir", + "fontsize", + "Dougall", + "NOTICE", + "Pyr", + "erweise", + "Copyright", + "Gruntfile", + "Outlet" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "William", + "uoso", + "ogly", + "ophile", + "unable", + "getParameter", + "Wochenende", + "ForEach", + "agad", + "schlim", + "Copyright" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "L", + "que", + "entimes", + "kebanyakan", + "usus", + "T", + "PWD", + "tuttavia", + "os", + "Mud" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "que", + "L", + "T", + "and", + "particularly", + "l", + "an", + "H", + "entimes", + "esk", + "Mud", + "mektedir", + "ie", + "proposito", + "particularly" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "l", + "que", + "an", + "entimes", + "apakah", + "Apakah", + "particularly", + "T", + "esha", + "ie", + "rainfall", + "sus", + "opy" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "l", + "que", + "an", + "s", + "le", + "un", + "versus", + "esha", + "es", + "re", + "different", + "apakah", + "par", + "ez", + "es", + "entimes", + "xref", + "t", + "differently", + "los", + "el" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "l", + "que", + "an", + "of", + "es", + "esz", + "le", + "versus", + "because", + "s", + "re", + "ized", + "different", + "excellent", + "differently", + "escue", + "the", + "ly", + "esha", + "Why", + "subscription", + "un", + "ization" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "que", + "l", + "an", + "because", + "es", + "the", + "of", + "re", + "versus", + "le", + "excellent", + "Why", + "esz", + "ized", + "el", + "Because", + "different", + "mektedir", + "extra", + "Explanation" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "l", + "a", + "deshalb", + "therefore", + "stof", + "Therefore", + "Dlatego", + "hence" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "l", + "S", + "T", + "L", + "deshalb", + "Why", + "hence", + "why", + "Hence", + "Effect", + "etc", + "ispens", + "Ank", + "hence", + "ly", + "Observations" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "T", + "Observations", + "etc", + "S", + "Why", + "deshalb", + "hence", + "ispens", + "Effect", + "Ank", + "tsconfig", + "conclusiones", + "sollic", + "insuffis", + "htar", + "provoque", + "Hence", + "Cof", + "tung", + "artifactId" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "la", + "l", + "L", + "htar", + "C", + "T", + "parad", + "artifactId", + "S", + "obser", + "Observations", + "Cov", + "Thoughts", + "Stress", + "Agus", + "Effect", + "Airways", + "homolog", + "costes", + "aston", + "Retrie", + "Anschluss", + "Obs", + "airspeed", + "Antrieb", + "Indeed" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "resolved", + "Resolved", + "Resol", + "Resolved", + "htar", + "Agus", + "parad", + "de", + "Kirchhoff", + "Resol", + "obser", + "resolved", + "Abrams", + "addObject", + "Retrie", + "antip", + "efektif", + "esus", + "emploi", + "le", + "Lawn", + "vertex", + "provo", + "cof", + "airspeed", + "cosh", + "resol" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "Resolved", + "Resol", + "resolved", + "Resolved", + "Resol", + "resolve", + "RESOL", + "la", + "resolving", + "resolved", + "resolve", + "resolves", + "Resolve", + "Resolution", + "resol", + "resolver", + "resolver", + "resol", + "resolution", + "RESOL", + "Resolve", + "Resolution", + "resolution", + "Resolver", + "resolv", + "resolutions", + "Resolver", + "Resolutions", + "resolvers" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "Resolved", + "axial", + "Axial", + "resolved", + "axial", + "Resolved", + "resolved", + "Ax", + "RESOL", + "l", + "Resol", + "resolv", + "Axel", + "resolves", + "resolve", + "iaxial", + "Resol", + "que", + "requer", + "axios", + "axon", + "resolving", + "resolver", + "resolvers", + "axially", + "required", + "AuthConfig" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Axial", + "axial", + "Ax", + "axial", + "Axel", + "Ax", + "AX", + "Aks", + "axially", + "ax", + "Axe", + "AX", + "Axios", + "axonal", + "Axi", + "Akh", + "la", + "ax", + "l", + "Resolved", + "iaxial", + "axios", + "axon", + "axiomatic", + "axon", + "axe", + "axios" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Required", + "ial", + "Needed", + "Stress", + "Therefore", + "outra", + "Required", + "Resolved", + "vec", + "waterline", + "headlights", + "ly", + "Observed", + "Since", + "kebutuhan", + "required", + "Basketball", + "Total", + "necessidade", + "Sebuah", + "Needed" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 65901, + 121260, + 141449, + 124171, + 243064, + 244092, + 205894, + 230084, + 227727, + 216132, + 229938, + 256812, + 258369, + 252745, + 248956, + 204891, + 222359, + 223552, + 102342, + 73193, + 48953, + 25330, + 142572, + 78607, + 58379, + 68476 + ] + }, + { + "label": "Schmid", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 17093, + 123242, + 104518, + 101544, + 260866, + 261512, + 261650, + 247011, + 233525, + 243952, + 230933, + 255957, + 246463, + 238633, + 238711, + 205199, + 181763, + 112720, + 13823, + 11509, + 506, + 89, + 82, + 269, + 2427, + 16627 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 95389, + 154124, + 225955, + 187274, + 217937, + 206044, + 208043, + 169363, + 56261, + 29469, + 21049, + 27718, + 83002 + ] + }, + { + "label": "Schmid", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 9337, + 31487, + 83884, + 151343, + 173212, + 214501, + 209451, + 198923, + 88616, + 45725, + 7124, + 631, + 99 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "single", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "occurs", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "rotation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "the", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ier", + "que", + "ers", + "ap", + "al", + "er", + "v", + "de", + "p", + "fasted", + "ani", + "lovepoetry", + "ele", + "n", + "d", + "ation", + "ano", + "uff", + "ness", + "ley", + "atus", + "err", + "ry", + "ist", + "ip", + "ern", + "aj", + "ting", + "alk" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "I", + "A", + "ot", + "T", + "im", + "e", + "ad", + "S", + "to", + "of", + "ion", + "in", + "l", + "and", + "th", + "om", + "the", + "c", + "s", + "or", + "a", + "t", + "er", + "en", + "b", + "al", + "p", + "d", + "ing", + "ou", + "ed", + "ic" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "est", + "P", + "em", + "ly", + "I", + "A", + "ation", + "be", + "e", + "om", + "l", + "th", + "ad", + "im", + "S", + "T", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "s", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "ever", + "personal", + "either", + "various", + "kind", + "open", + "able", + "single", + "its", + "other", + "out", + "ings", + "les", + "self", + "ness", + "own", + "ation", + "l", + "of", + "and", + "en", + "a", + "s", + "d", + "end", + "ers", + "est", + "an", + "le", + "or", + "iz", + "able" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "ness", + "able", + "own", + "a", + "an", + "l", + "en", + "or", + "able", + "iz", + "que", + "T", + "and", + "ation", + "ers", + "end", + "le", + "ings", + "s", + "al", + "C", + "K", + "S", + "elective", + "singular", + "k", + "various", + "its", + "e", + "t", + "p" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "l", + "en", + "a", + "own", + "able", + "an", + "que", + "iz", + "ation", + "ed", + "specialized", + "various", + "end", + "K", + "ers", + "le", + "humbled", + "able", + "owych", + "k", + "t", + "North", + "est", + "its", + "power", + "elective", + "p" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "l", + "en", + "a", + "own", + "iz", + "able", + "an", + "que", + "ers", + "ation", + "and", + "le", + "end", + "various", + "specialized", + "owych", + "K", + "humbled", + "t", + "ness", + "illi", + "k", + "singular", + "North", + "mellan", + "its", + "dwar", + "inin" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "own", + "l", + "a", + "que", + "iz", + "an", + "and", + "le", + "de", + "s", + "either", + "or", + "t", + "la", + "par", + "d", + "p", + "pro", + "c", + "ers", + "North", + "un", + "able", + "b", + "ly", + "en" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "own", + "a", + "l", + "que", + "la", + "iz", + "and", + "s", + "de", + "le", + "an", + "either", + "par", + "pro", + "t", + "or", + "um", + "un", + "d", + "North", + "p", + "c", + "en", + "ers", + "dwar", + "ly", + "hem" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "own", + "la", + "que", + "iz", + "and", + "s", + "le", + "par", + "pro", + "t", + "um", + "de", + "p", + "uma", + "an", + "either", + "punishing", + "hem", + "North", + "d", + "al", + "or", + "en" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "la", + "que", + "s", + "an", + "le", + "um", + "t", + "iz", + "either", + "uma", + "both", + "par", + "p", + "d", + "pro", + "r", + "f", + "ly", + "en", + "c", + "ar", + "and" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "que", + "uma", + "s", + "la", + "both", + "either", + "le", + "t", + "um", + "Jumlah", + "some", + "ly", + "p", + "vendedor" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "de", + "or", + "an", + "que", + "le", + "as", + "d", + "even", + "so", + "it", + "which", + "s", + "his", + "specific", + "at", + "high", + "use", + "local", + "p", + "t", + "its", + "part", + "because", + "sub", + "etc", + "f", + "les", + "g", + "such" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "because", + "because", + "an", + "of", + "ly", + "and", + "fordi", + "karena", + "e", + "on", + "that", + "get", + "when", + "when", + "his", + "BECAUSE", + "by", + "taobao", + "during", + "after", + "le", + "at", + "InitStruct", + "such", + "d", + "as" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "a", + "C", + "e", + "an", + "because", + "y", + "K", + "s", + "and", + "un", + "T", + "v", + "because", + "t", + "ly", + "p", + "get", + "on", + "n", + "that", + "that", + "it", + "and", + "d", + "how", + "but", + "D", + "in", + "when", + "or" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "a", + "C", + "an", + "because", + "T", + "K", + "and", + "because", + "t", + "it", + "that", + "y", + "some", + "s", + "D", + "but", + "v", + "what", + "B", + "such", + "p", + "the", + "that", + "un", + "Because", + "on", + "Because", + "by", + "of", + "P", + "n" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "l", + "an", + "because", + "and", + "T", + "because", + "C", + "that", + "it", + "B", + "K", + "Because", + "Because", + "D", + "such", + "which", + "the", + "what", + "H", + "able", + "that", + "these", + "some", + "or", + "but", + "by", + "karena", + "one", + "However" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "a", + "an", + "l", + "and", + "or", + "able", + "T", + "such", + "why", + "how", + "because", + "changes", + "the", + "C", + "it", + "change", + "why", + "even", + "which", + "because", + "various", + "increases", + "but", + "varying", + "K", + "kyun" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "a", + "an", + "T", + "B", + "and", + "y", + "t", + "or", + "al", + "K", + "d", + "le", + "get", + "p", + "D", + "up", + "ated", + "ed", + "able", + "required", + "v", + "because", + "n", + "n", + "what", + "why", + "ability" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "a", + "an", + "B", + "T", + "al", + "t", + "K", + "y", + "and", + "ing", + "p", + "up", + "get", + "ed", + "v", + "or", + "D", + "m", + "to", + "an", + "able", + "o", + "le", + "n", + "some", + "ated", + "on" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "ing", + "t", + "ed", + "B", + "p", + "a", + "al", + "y", + "v", + "an", + "and", + "s", + "D", + "at", + "get", + "own", + "m", + "T", + "l", + "c", + "on", + "to", + "an", + "e", + "h", + "a", + "o", + "d", + "n" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "C", + "B", + "s", + "resolved", + "a", + "e", + "al", + "v", + "ing", + "an", + "y", + "t", + "Resolved", + "at", + "ized", + "a", + "p", + "an", + "resolve", + "ar", + "to", + "K", + "and", + "m", + "resolved", + "D", + "Resolve", + "c", + "T", + "b", + "am" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "Resolved", + "resolve", + "resolved", + "Resolved", + "resolving", + "Resol", + "Resolve", + "resolve", + "resolution", + "resolved", + "Resolution", + "Resolve", + "RESOL", + "resolves", + "RESOL", + "resolution", + "resol", + "resol", + "resolver", + "Resol", + "resolver", + "resolv", + "Resolver", + "Resolution", + "resolvers", + "l", + "unresolved", + "B", + "resolutions" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "axial", + "Axial", + "Ax", + "Resolved", + "resolved", + "axial", + "Resolved", + "la", + "axios", + "resolved", + "RESOL", + "Axel", + "Ax", + "RESOL", + "resolving", + "Resolve", + "Axios", + "axios", + "axially", + "B", + "CSS", + "AX", + "axonal", + "AX", + "Resol", + "Tres", + "ApiResponse", + "iaxial", + "ax" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Axial", + "Ax", + "axial", + "axial", + "ax", + "Ax", + "Axel", + "P", + "ax", + "Aks", + "AX", + "AX", + "axios", + "L", + "Axe", + "Axios", + "S", + "axially", + "axonal", + "Axi", + "Resolved", + "iaxial", + "Akh", + "Resolved", + "resolved" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Required", + "ial", + "Needed", + "Stress", + "Therefore", + "outra", + "Required", + "Resolved", + "vec", + "waterline", + "headlights", + "ly", + "Observed", + "Since", + "kebutuhan", + "required", + "Basketball", + "Total", + "necessidade", + "Sebuah", + "Needed" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 10.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "Rotating", + "output_checked": true + }, + { + "concept": "uma", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "Rotating", + "output_checked": true + }, + { + "concept": "rotation", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "orientation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "initiating", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "initiate", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 3, + "best_depth": 52.5, + "near_token": "single", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-06__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-06__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-06__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-06__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-06__heatmap.png" + } + }, + { + "slug": "mechanism-name-resolved-slip-threshold-07", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved slip threshold 7", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A favorably oriented slip system reaches its critical shear value before any other system, producing the first permanent surface steps.", + "prompt_tail": "A favorably oriented slip system reaches its critical shear value before any other system, producing the first permanent surface steps.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 22 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-slip-threshold", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 411, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 171 + }, + { + "label": "Schmid", + "best_rank": 3964, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 2838 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "got", + "even", + "mesma", + "Hair", + "Edge", + "iraj" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "apr", + "mesma", + "S", + "GSM", + "styling", + "s", + "Insert", + "Edge", + "asus", + "a", + "Weise", + "Edge", + "styles", + "as", + "cir", + "dit", + "conde" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "Edge", + "S", + "Edge", + "Weise", + "apr", + "styling", + "EDGE", + "Pek", + "cfr", + "Insert", + "insert", + "Hits", + "stack" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "Weise", + "Hits", + "Edge", + "apr", + "Pek", + "Edge", + "cfr", + "insert", + "second", + "styling", + "S", + "s", + "joen", + "even", + "sus", + "EDGE", + "irl", + "second" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "Pyr", + "Ashley", + "cens", + "empe", + "Cens", + "restaur", + "Ronald", + "ittle", + "Eddie", + "ciri", + "even", + "DIN", + "ait", + "ertas", + "rometry", + "Rome", + "arson", + "postgres", + "Ashley", + "phis", + "watering", + "S", + "cci", + "CUL" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "Estelle", + "la", + "handleError", + "Sorg", + "psi", + "softmax", + "ngModel", + "empe", + "STI", + "ukun", + "iorum", + "acidified", + "HTTPS", + "pct", + "Rome", + "prolet", + "issy", + "conveniently", + "Accenture", + "RTS", + "agge", + "DIN", + "affine", + "yscale", + "adrenaline", + "AGS" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "s", + "ngModel", + "Estelle", + "ukun", + "handleError", + "yscale", + "AGS", + "Sorg", + "empe", + "psi", + "itorial", + "osynthesis", + "serialization", + "RTS", + "acidified", + "addData", + "RHS", + "unches", + "aportan", + "Accenture", + "ymi", + "cyn", + "agge", + "Appleton" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "hci", + "Stark", + "Rome", + "atro", + "estab", + "Pyr", + "Ronald", + "cheats", + "Arjuna", + "usia", + "Grun", + "Richardson", + "watering", + "Algeria", + "achat", + "Slowly", + "directories" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "Cuff", + "CGPoint", + "Guangdong", + "pict", + "Cui", + "cuy", + "DUI", + "OHIO", + "usia", + "OOP", + "PCM", + "dui", + "lendemain", + "CY", + "Kuch", + "Cud", + "OfThe", + "kuk", + "Guad" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "CGPoint", + "ralent", + "StringBuilder", + "Guangdong", + "usus", + "dikkat", + "OOP", + "Lol", + "retval", + "Gruntfile", + "CHINA", + "Firefox", + "CCS", + "fromDate", + "Pyr", + "viewDidLoad", + "ing" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "BYTE", + "L", + "ChatGPT", + "Copyright", + "bianco", + "Namibia", + "ing", + "Everywhere", + "WWE", + "IAA", + "Thessaloniki", + "ogly", + "William", + "Biden", + "eram", + "CGPoint", + "diaper", + "onload", + "Hurricane", + "Princeton", + "sfida", + "shayari" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "la", + "que", + "usus", + "RequestContext", + "larini", + "tuttavia", + "olim", + "usted", + "TRACK", + "PWD", + "om" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "an", + "los", + "H", + "ellos", + "indeed", + "poco", + "ie", + "om", + "zog", + "and", + "others", + "owymi", + "os", + "enorm", + "osus", + "usus", + "aport", + "ones" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "an", + "retr", + "los", + "gehend", + "os", + "agad", + "consente", + "owa", + "larini", + "t", + "cuya", + "ones", + "poco", + "indeed", + "ellos", + "selves", + "osus", + "usus", + "Graf" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "an", + "ings", + "los", + "uzys", + "initialization", + "ingh", + "solicitudes", + "itim", + "retr", + "indeed", + "requisitos", + "cu", + "individual", + "Yet", + "una", + "applause", + "eo", + "ez", + "ers", + "primero", + "os" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "a", + "que", + "ization", + "ing", + "initialization", + "an", + "izations", + "individual", + "initialized", + "indeed", + "uzys", + "ings", + "ly", + "izing", + "owanie", + "initial", + "first", + "isy", + "ilization", + "solicitudes", + "ium", + "shaken", + "yolu", + "eo" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "ization", + "these", + "those", + "These", + "an", + "conclusion", + "isy", + "console", + "the", + "initialization", + "yolu", + "individual", + "ly", + "uzys", + "oleh", + "These", + "shaken", + "solicitudes", + "ilization", + "initial", + "izations" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "a", + "initial", + "These", + "These", + "initially", + "Initially", + "first", + "these", + "inicial", + "Initially", + "hence", + "ersten", + "those", + "deshalb", + "THESE" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "initially", + "initial", + "first", + "Initially", + "hence", + "ersten", + "T", + "either", + "Initially", + "primero", + "indeed", + "primeiros", + "inicial", + "thereby", + "S", + "Initial", + "tanto" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "T", + "initially", + "either", + "initial", + "C", + "ersten", + "hence", + "indeed", + "first", + "Observations", + "a", + "SYS", + "Initially", + "Indications", + "inicial", + "Initially", + "Langkah" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "la", + "l", + "C", + "S", + "Steps", + "Steps", + "steps", + "de", + "initially", + "Step", + "strokes", + "Langkah", + "stairs", + "set", + "Observations", + "langkah", + "realised", + "OUTPUT", + "s", + "L", + "Sources", + "initial", + "ogly", + "objectif", + "Schritte", + "roll" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "que", + "de", + "Steps", + "steps", + "Steps", + "S", + "initially", + "Step", + "C", + "stepped", + "and", + "step", + "langkah", + "a", + "those", + "steps", + "offset", + "s", + "tres", + "displaced", + "set", + "displacement", + "stairs", + "tiers", + "e", + "screw", + "Stage" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "Steps", + "steps", + "Step", + "Offset", + "S", + "Offset", + "offset", + "offset", + "step", + "stepped", + "offsets", + "Steps", + "de", + "step", + "Step", + "steps", + "que", + "Stephens", + "Offsets", + "C", + "langkah", + "offsets", + "surface", + "original", + "surface", + "offsetting", + "permanent", + "OFFSET" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "que", + "la", + "permanent", + "permanent", + "slip", + "surface", + "steps", + "Permanent", + "Offset", + "offset", + "Permanent", + "offsets", + "Slip", + "Offset", + "surface", + "step", + "slip", + "Slip", + "Surface", + "permanente", + "Step", + "Surface", + "Steps", + "Steps", + "slipped", + "Step", + "perman", + "Offsets", + "offset", + "offsets", + "permanently" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Steps", + "steps", + "Steps", + "steps", + "Surface", + "surface", + "permukaan", + "Step", + "Langkah", + "surface", + "vin", + "Permanent", + "Surface", + "vins", + "Stephens", + "Vin", + "urface", + "permanent", + "Step", + "permanent", + "Offsets", + "vina", + "VIN", + "pasos", + "langkah", + "Permanent", + "slip", + "Slip", + "Vin" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Therefore", + "surface", + "Specifically", + "overkill", + "dauer", + "followed", + "permanent", + "overshoot", + "Regardless", + "CONTENT", + "onCreate", + "lasting", + "Which", + "Along", + "Athlete", + "then", + "onwards", + "onerror", + "ormai", + "steps" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 67062, + 125083, + 130101, + 118715, + 235404, + 239305, + 200587, + 219078, + 180869, + 168077, + 145670, + 191966, + 164424, + 141014, + 117496, + 81377, + 81748, + 155971, + 12495, + 6117, + 3544, + 412, + 18484, + 15402, + 7509, + 155 + ] + }, + { + "label": "Schmid", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 18091, + 143764, + 94099, + 107710, + 262095, + 261934, + 261964, + 239738, + 230049, + 239047, + 197848, + 240122, + 199037, + 150530, + 173884, + 99919, + 67097, + 30343, + 5027, + 5680, + 4479, + 6159, + 3965, + 4338, + 2843, + 42313 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 194825, + 199841, + 242009, + 189607, + 220688, + 231410, + 216499, + 163003, + 8148, + 1939, + 7872, + 172, + 500 + ] + }, + { + "label": "Schmid", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 13437, + 16282, + 16903, + 45389, + 82558, + 71728, + 6915, + 68336, + 48100, + 40149, + 61009, + 27831, + 2839 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "own", + "score": 4.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "either", + "score": 2.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "Stress", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "shear", + "output_checked": true + }, + { + "concept": "resolved", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "critical", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "ele", + "ani", + "ina", + "even", + "ness", + "la", + "aj", + "ann", + "que", + "ah", + "ty", + "ner", + "man", + "alk", + "im", + "am", + "as", + "n", + "en", + "er", + "al", + "le", + "ly", + "de", + "ad", + "v", + "ap", + "ers", + "all", + "ry" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ay", + "ation", + "A", + "I", + "S", + "im", + "ot", + "T", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "al", + "pro", + "P", + "est", + "ation", + "A", + "be", + "em", + "om", + "th", + "and", + "l", + "im", + "e", + "ad", + "T", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "of" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "elective", + "seasonal", + "occasional", + "secondary", + "North", + "specialized", + "world", + "own", + "ness", + "New", + "able", + "open", + "either", + "various", + "ers", + "an", + "l", + "e", + "en", + "a", + "of", + "and", + "iz", + "le", + "end", + "or", + "que", + "able", + "its", + "les" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "own", + "a", + "en", + "l", + "an", + "ers", + "or", + "ness", + "able", + "que", + "T", + "able", + "and", + "om", + "le", + "iz", + "ings", + "end", + "im", + "un", + "k", + "of", + "sa", + "ina", + "e", + "New", + "North" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "l", + "own", + "K", + "ers", + "able", + "an", + "iz", + "un", + "k", + "end", + "able", + "im", + "le", + "ally", + "its", + "ashi", + "North", + "inin", + "chst", + "specialized", + "humbled", + "various" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "K", + "l", + "a", + "own", + "ers", + "able", + "en", + "iz", + "st", + "k", + "un", + "an", + "im", + "inin", + "ashi", + "end", + "dwar", + "n" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "st", + "l", + "a", + "ers", + "k", + "de", + "iz", + "que", + "b", + "im", + "able", + "OU", + "en", + "n", + "sa", + "an", + "s", + "nya", + "iny", + "men", + "and", + "t" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "l", + "ers", + "iz", + "st", + "de", + "k", + "la", + "and", + "que", + "nya", + "b", + "uma", + "an", + "able", + "OU", + "men", + "im", + "iny", + "le" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "st", + "ers", + "iz", + "uma", + "la", + "de", + "k", + "and", + "nya", + "que", + "s", + "an", + "b", + "le", + "t", + "par" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "la", + "st", + "an", + "uma", + "que", + "ers", + "iz", + "and", + "s", + "um", + "k", + "t", + "le", + "regionally", + "combined", + "Sh" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "an", + "la", + "uma", + "the", + "le", + "que", + "or", + "t", + "um", + "un", + "either", + "iz", + "mengakses", + "relatively", + "par", + "various" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "an", + "or", + "de", + "le", + "y", + "which", + "it", + "on", + "usually", + "so", + "d", + "at", + "specific", + "in", + "on", + "re", + "normally", + "sub", + "hit", + "either", + "du", + "pre", + "and", + "high", + "of", + "but", + "first", + "t" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "and", + "ly", + "C", + "a", + "y", + "and", + "on", + "e", + "ed", + "er", + "ally", + "of", + "ing", + "to", + "al", + "or", + "n", + "ic", + "v", + "an", + "ary", + "le", + "p", + "hbox", + "o", + "in", + "T", + "first", + "first", + "ous" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "and", + "a", + "y", + "on", + "e", + "er", + "un", + "and", + "v", + "ly", + "ing", + "T", + "p", + "n", + "ed", + "s", + "an", + "t", + "al", + "in", + "K", + "to", + "k", + "d", + "z", + "c", + "f", + "a", + "ic" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "a", + "and", + "C", + "y", + "ing", + "an", + "un", + "on", + "v", + "and", + "er", + "t", + "p", + "ed", + "ly", + "ic", + "al", + "s", + "n", + "k", + "even", + "T", + "but", + "such", + "es", + "f", + "at", + "d", + "that" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "y", + "and", + "C", + "l", + "these", + "an", + "un", + "These", + "These", + "those", + "such", + "which", + "that", + "v", + "ing", + "on", + "but", + "Those", + "er", + "ic", + "that", + "ed", + "these", + "K", + "and", + "although" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "an", + "initial", + "first", + "erste", + "pertama", + "These", + "these", + "ersten", + "and", + "eerste", + "solche", + "first", + "primeiros", + "initially", + "such", + "solchen", + "pierws" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "a", + "T", + "an", + "own", + "t", + "y", + "first", + "v", + "first", + "p", + "D", + "B", + "n", + "un", + "on", + "get", + "pertama", + "al", + "initial", + "c", + "out", + "m", + "single", + "those", + "O" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "T", + "own", + "a", + "t", + "p", + "B", + "first", + "D", + "get", + "first", + "an", + "v", + "y", + "n", + "on", + "ed", + "m", + "K", + "s", + "and", + "al", + "pertama", + "P", + "c", + "each", + "d", + "o", + "eof" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "own", + "C", + "ing", + "ed", + "a", + "B", + "p", + "get", + "on", + "steps", + "s", + "an", + "t", + "n", + "T", + "steps", + "m", + "v", + "que", + "y", + "o", + "D", + "after", + "al", + "first", + "those", + "re", + "eof" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "C", + "own", + "ing", + "ed", + "B", + "steps", + "l", + "a", + "steps", + "and", + "t", + "offset", + "que", + "on", + "m", + "step", + "s", + "an", + "n", + "o", + "step", + "abcd", + "OFFSET", + "Steps", + "slip", + "Steps", + "line", + "ot", + "offset", + "first" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "offset", + "offsets", + "offset", + "steps", + "Offset", + "Offset", + "steps", + "Steps", + "Offsets", + "Steps", + "OFFSET", + "stepped", + "step", + "offsetting", + "Step", + "step", + "Step", + "offsets", + "permanent", + "stepping", + "Permanent", + "langkah", + "OFFSET", + "pasos", + "emerged", + "Langkah", + "permanent", + "OFF" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Slip", + "slip", + "surface", + "Permanent", + "offsets", + "Slip", + "Offset", + "slip", + "offset", + "permanent", + "permanent", + "Permanent", + "Offsets", + "Offset", + "OFFSET", + "Surface", + "steps", + "Surface", + "surface", + "step", + "slipped", + "offset", + "offsetting", + "Off", + "offsets", + "steps", + "Step", + "permukaan", + "slips", + "permanente" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "permukaan", + "avin", + "VIN", + "surface", + "steps", + "Steps", + "steps", + "Surface", + "vins", + "surface", + "Permanent", + "slip", + "Slip", + "Surface", + "vin", + "Permanent", + "Winnie", + "Steps", + "Vin", + "vina", + "Off", + "Stephens", + "urface", + "vindos", + "slip" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Therefore", + "surface", + "Specifically", + "overkill", + "dauer", + "followed", + "permanent", + "overshoot", + "Regardless", + "CONTENT", + "onCreate", + "lasting", + "Which", + "Along", + "Athlete", + "then", + "onwards", + "onerror", + "ormai", + "steps" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 20.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "reaches", + "output_checked": true + }, + { + "concept": "uma", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "any", + "output_checked": true + }, + { + "concept": "que", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "before", + "output_checked": true + }, + { + "concept": "favorable", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "resolved", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "deformation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 2, + "best_depth": 84.7, + "near_token": "value", + "output_checked": true + }, + { + "concept": "orientado", + "score": 1.0, + "best_rank": 12, + "best_depth": 88.1, + "near_token": "oriented", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-07__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-07__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-07__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-07__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-07__heatmap.png" + } + }, + { + "slug": "mechanism-name-resolved-slip-threshold-08", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved slip threshold 8", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "The onset of plasticity in a single crystal is predicted by multiplying the applied tensile stress by geometric factors for the plane normal and slip direction.", + "prompt_tail": "The onset of plasticity in a single crystal is predicted by multiplying the applied tensile stress by geometric factors for the plane normal and slip direction.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-slip-threshold", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 6522, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 23701 + }, + { + "label": "Schmid", + "best_rank": 40, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 58 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "got", + "apr", + "even", + "Charm", + "iraj", + "mesma", + "Hair", + "ListItemIcon" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "s", + "S", + "apr", + "styling", + "H", + "GSM", + "mesma", + "asus", + "styles", + "mkdir", + "Insert", + "cir", + "conde", + "as", + "Edge", + "Weise", + "mixer", + "Enter", + "dit", + "Edge" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "Weise", + "mesma", + "Edge", + "jenis", + "Edge", + "ashe", + "apr", + "Sus", + "styling", + "arlos", + "verg", + "styling", + "cfr", + "Insert" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "Weise", + "S", + "Edge", + "apr", + "Hits", + "cfr", + "s", + "Pek", + "Edge", + "styling", + "insert", + "Insert", + "joen", + "ashe", + "styling", + "irl" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "Cuy", + "s", + "la", + "pis", + "cens", + "ciri", + "Pending", + "Cens", + "artis", + "dikkat", + "phis", + "Duplicate", + "Eddie", + "S", + "dui", + "Pend", + "Cus", + "ait", + "cus", + "watering", + "atro", + "uts" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "handleError", + "s", + "psi", + "conveniently", + "Estelle", + "prolet", + "spacing", + "empe", + "Amts", + "knn", + "usia", + "DIN", + "Sorg", + "unches", + "Accenture", + "cens", + "issy", + "rins", + "cuis", + "Duplicate", + "Authorities", + "STI", + "ukun" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "handleError", + "psi", + "ngModel", + "ukun", + "Estelle", + "Sorg", + "unches", + "yscale", + "empe", + "serialization", + "fat", + "itorial", + "AGS", + "Appleton", + "osynthesis", + "aportan", + "awatt", + "Ris", + "spacing", + "addData", + "Authorities" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "hci", + "Pyr", + "cheats", + "hlas", + "ciri", + "usia", + "atro", + "sli", + "fft", + "LOGGER", + "Ronald", + "Slowly", + "kts", + "GTG", + "Guangdong", + "Sli" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "hci", + "uzi", + "CGPoint", + "Guangdong", + "Pyr", + "hlas", + "Sli", + "Hawke", + "cheats", + "OOP", + "zure", + "LOGGER", + "atro", + "Smiling", + "ophile", + "RON" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "ForEach", + "rmt", + "usus", + "Gruntfile", + "Grim", + "Pyr", + "Lol", + "ilizce", + "Dougall", + "StringBuilder", + "CPI", + "ing", + "slimmer" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "H", + "o", + "ForEach", + "BYTE", + "Rather", + "G", + "C", + "Copyright", + "ing", + "os", + "William", + "O", + "CGPoint", + "usus", + "i", + "eram", + "onload" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "a", + "T", + "C", + "que", + "H", + "o", + "t", + "s", + "tuttavia", + "om", + "entimes", + "os", + "Rather", + "usus", + "i", + "uma", + "variously", + "and", + "out", + "for", + "es" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "L", + "T", + "H", + "a", + "que", + "and", + "C", + "tuttavia", + "o", + "Rather", + "out", + "inoltre", + "particularly", + "om", + "i", + "e", + "entimes", + "ie", + "opis", + "entanto", + "however" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "T", + "es", + "s", + "t", + "entimes", + "o", + "ez", + "RESPECT", + "tuttavia", + "os", + "esha", + "eurs", + "respect", + "person", + "ers", + "outez", + "qquad", + "ife", + "however", + "avati", + "ogi", + "om" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "que", + "es", + "l", + "ing", + "s", + "ez", + "an", + "person", + "ers", + "istics", + "ized", + "esz", + "GROUP", + "RESPECT", + "t", + "esu", + "aport", + "ife", + "eurs", + "esha", + "ed", + "entimes", + "T", + "meter", + "houd", + "avati" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "que", + "es", + "l", + "ization", + "ized", + "s", + "ez", + "istics", + "esz", + "ers", + "avati", + "esu", + "person", + "eded", + "an", + "aport", + "opaque", + "isasi", + "contextual", + "Dont", + "tees", + "goes", + "izations", + "stead", + "ique" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "que", + "es", + "l", + "person", + "and", + "however", + "ized", + "s", + "de", + "Based", + "an", + "ez", + "esu", + "avati", + "istics", + "eded", + "e", + "T", + "esha", + "en", + "ly", + "aport", + "stead", + "ers", + "cons", + "Dont", + "ique" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "thus", + "Such", + "de", + "Accordingly", + "C", + "l", + "such", + "such", + "oslav", + "accordingly", + "izens", + "Hence", + "therefore", + "es", + "person", + "daraus" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "L", + "la", + "C", + "S", + "B", + "yte", + "sollic", + "T", + "Contrary", + "indeed", + "equivalently", + "Equival", + "SPOT", + "Crawley", + "ly" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "S", + "L", + "T", + "la", + "indeed", + "ly", + "sollic", + "en", + "Contrary", + "etc", + "Indeed", + "yte", + "whatnot", + "tempted", + "Dislocations", + "s", + "SPOT", + "Crawley" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "la", + "and", + "indeed", + "ly", + "en", + "S", + "on", + "L", + "Indeed", + "indeed", + "T", + "work", + "de", + "s", + "an", + "ons", + "On", + "e", + "sollic", + "om", + "Indeed", + "aston", + "acher" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "de", + "la", + "resolved", + "resolved", + "and", + "Resolved", + "Resolved", + "resolve", + "s", + "resolve", + "Resol", + "le", + "resolves", + "resol", + "resolv", + "ly", + "Resolve", + "d", + "am", + "resolving", + "e", + "resuelve", + "resolution", + "Resolution", + "on", + "resolution", + "resolver", + "proyect", + "p", + "resol" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "Resolved", + "Resolved", + "resolved", + "resolve", + "resolved", + "resolve", + "resolving", + "Resolve", + "resolves", + "Resol", + "Resol", + "resuelve", + "Resolve", + "resolver", + "resolv", + "RESOL", + "Resolution", + "resol", + "resol", + "resolution", + "resolution", + "resolver", + "Resolver", + "Resolution", + "unresolved", + "Resolver", + "RESOL", + "resolutions", + "l" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "resolved", + "Resolved", + "resolved", + "Resolved", + "RESOL", + "l", + "resolve", + "de", + "resolv", + "Resol", + "Resol", + "resolve", + "resolving", + "resol", + "resol", + "risol", + "Resolve", + "resolves", + "Schmid", + "resolver", + "RESOL", + "resolution", + "la", + "Sch", + "resolver", + "resuelve", + "sch", + "unresolved", + "Resolve", + "resolvers", + "Sch" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Resolved", + "Sch", + "Resolved", + "resolved", + "Sch", + "sch", + "Schmid", + "resolved", + "SCH", + "sch", + "RESOL", + "SCH", + "Resol", + "resolv", + "resolving", + "resolve", + "Resol", + "resolve", + "resolver", + "resolver", + "Schur", + "Resolve", + "Schmidt", + "Schofield", + "RESOL", + "Schol", + "resol", + "resol", + "l", + "Schl" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Resolved", + "For", + "Following", + "Based", + "stresses", + "Use", + "Regarding", + "coma", + "Passing", + "Plugging", + "Specifically", + "stressed", + "Replacing", + "ocorrer", + "Here", + "resolved", + "zda", + "WINDOW" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 69897, + 127128, + 149778, + 120693, + 236388, + 245157, + 221702, + 228880, + 218302, + 201587, + 231540, + 242921, + 259034, + 256369, + 254291, + 213210, + 213140, + 174302, + 13951, + 11207, + 10327, + 6523, + 75177, + 37413, + 44271, + 80495 + ] + }, + { + "label": "Schmid", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 16881, + 163633, + 102332, + 110456, + 261571, + 261978, + 261963, + 250129, + 247207, + 235613, + 245028, + 250068, + 217232, + 223653, + 228485, + 198994, + 202005, + 78293, + 6425, + 2494, + 409, + 41, + 72, + 20, + 7, + 1700 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 68107, + 106034, + 212634, + 194290, + 187970, + 228257, + 212735, + 156781, + 44643, + 23702, + 24583, + 42932, + 101599 + ] + }, + { + "label": "Schmid", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 47193, + 52840, + 54477, + 144754, + 172740, + 138733, + 93179, + 65837, + 17781, + 4575, + 297, + 59, + 68 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 5.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 5.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "que", + "score": 4.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "plasticity", + "output_checked": true + }, + { + "concept": "occurs", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.3, + "near_token": "plasticity", + "output_checked": true + }, + { + "concept": "OGR", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "onset", + "output_checked": true + }, + { + "concept": "etc", + "score": 1.0, + "best_rank": 6, + "best_depth": 76.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "Resolved", + "score": 1.0, + "best_rank": 7, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "vanlig", + "s", + "han", + "ani", + "alk", + "iness", + "emma", + "lah", + "ly", + "de", + "am", + "im", + "es", + "er", + "al", + "le", + "que", + "ry", + "ers", + "ap", + "aj", + "set", + "ner", + "man" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "I", + "A", + "ot", + "T", + "im", + "e", + "ad", + "S", + "to", + "of", + "as", + "in", + "l", + "and", + "th", + "om", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "em", + "be", + "I", + "ation", + "ot", + "S", + "T", + "A", + "th", + "l", + "of", + "and", + "e", + "om", + "im", + "ad", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "world", + "own", + "ness", + "New", + "self", + "under", + "les", + "As", + "ings", + "out", + "iz", + "able", + "ian", + "other", + "its", + "ally", + "l", + "and", + "al", + "of", + "a", + "t", + "en", + "d", + "an", + "est", + "e", + "ation", + "end", + "ers", + "or", + "le" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "T", + "able", + "S", + "l", + "en", + "a", + "and", + "ation", + "ers", + "an", + "end", + "or", + "iz", + "able", + "ings", + "own", + "ness", + "le", + "al", + "C", + "K", + "various", + "kind", + "either", + "ina", + "ally", + "ian", + "its", + "as", + "ed", + "of", + "est" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "an", + "l", + "en", + "a", + "own", + "K", + "end", + "able", + "able", + "iz", + "ed", + "specialized", + "various", + "ation", + "ers", + "either", + "owych", + "its", + "un", + "and", + "ings", + "under", + "mellan", + "many", + "ally", + "est", + "le" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "an", + "l", + "en", + "a", + "own", + "K", + "able", + "iz", + "end", + "ers", + "owych", + "various", + "ation", + "able", + "either", + "le", + "and", + "specialized", + "S", + "ed", + "its", + "un", + "mellan", + "many", + "under", + "t", + "ise" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "own", + "K", + "iz", + "either", + "S", + "an", + "le", + "or", + "ers", + "able", + "que", + "and", + "t", + "s", + "ation", + "owych", + "ized", + "en", + "un", + "irritating", + "various", + "its", + "c", + "p" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "own", + "a", + "l", + "K", + "iz", + "la", + "either", + "S", + "an", + "and", + "le", + "or", + "t", + "ers", + "s", + "un", + "its", + "ation", + "both", + "par", + "owych", + "irritating", + "various", + "singular", + "specialized", + "the" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "own", + "a", + "l", + "K", + "la", + "iz", + "either", + "and", + "s", + "or", + "S", + "le", + "t", + "ers", + "both", + "an", + "its", + "par", + "as", + "que", + "owych", + "various", + "Allied", + "stellar", + "un", + "singular" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "an", + "both", + "either", + "or", + "la", + "its", + "the", + "iz", + "s", + "t", + "K", + "le", + "various", + "Jumlah", + "many", + "and", + "single", + "even", + "legendary" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "either", + "Jumlah", + "numerosas", + "ly", + "th", + "glamorous", + "t", + "greatly", + "le", + "hingegen", + "an" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "de", + "an", + "or", + "by", + "of", + "d", + "le", + "to", + "its", + "even", + "it", + "and", + "high", + "ly", + "in", + "t", + "p", + "y", + "sub", + "du", + "at", + "f", + "g", + "on", + "through", + "par", + "re", + "like", + "multi", + "sur" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "and", + "an", + "ly", + "y", + "or", + "by", + "ed", + "e", + "it", + "of", + "d", + "le", + "his", + "ally", + "and", + "t", + "its", + "to", + "taobao", + "v", + "on", + "n", + "er", + "the", + "z", + "according", + "jsonwebtoken", + "how", + "get" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "a", + "C", + "y", + "an", + "e", + "and", + "ed", + "s", + "v", + "ly", + "t", + "K", + "er", + "un", + "T", + "it", + "n", + "and", + "p", + "get", + "k", + "to", + "d", + "z", + "by", + "on", + "f", + "or", + "c", + "in", + "its" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "a", + "C", + "an", + "and", + "y", + "t", + "s", + "v", + "K", + "ed", + "or", + "p", + "k", + "er", + "un", + "such", + "it", + "to", + "ly", + "T", + "and", + "e", + "es", + "al", + "n", + "ing", + "to", + "c", + "d", + "d", + "le" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "l", + "a", + "and", + "an", + "such", + "but", + "y", + "ed", + "C", + "which", + "to", + "by", + "K", + "that", + "what", + "the", + "est", + "d", + "ly", + "that", + "so", + "through", + "t", + "up", + "it", + "er", + "es", + "al", + "able", + "any" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "a", + "l", + "an", + "and", + "C", + "such", + "or", + "either", + "able", + "but", + "the", + "so", + "K", + "B", + "H", + "T", + "what", + "if", + "which", + "then", + "it", + "calculating", + "calculate", + "d", + "calculation", + "to", + "applying", + "that" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "a", + "an", + "and", + "y", + "ed", + "n", + "t", + "T", + "al", + "p", + "or", + "d", + "up", + "le", + "n", + "K", + "on", + "get", + "what", + "projected", + "m", + "an", + "D", + "v", + "is", + "or", + "en", + "to", + "er" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "a", + "an", + "ed", + "and", + "y", + "al", + "t", + "n", + "p", + "s", + "T", + "m", + "or", + "on", + "K", + "ing", + "is", + "v", + "then", + "an", + "le", + "up", + "to", + "d", + "projected", + "work", + "get", + "what", + "n" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "ed", + "a", + "and", + "y", + "an", + "s", + "t", + "ing", + "own", + "or", + "m", + "v", + "n", + "resolved", + "p", + "then", + "al", + "T", + "ws", + "D", + "to", + "of", + "get", + "d", + "aly", + "le", + "z", + "ized", + "om" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "C", + "resolved", + "Resolved", + "resolved", + "resolve", + "a", + "resolves", + "Resolved", + "Resolve", + "resolve", + "and", + "resolving", + "ized", + "y", + "Resolve", + "ing", + "an", + "s", + "resolver", + "projected", + "Resol", + "an", + "que", + "unresolved", + "resolution", + "resolution", + "ed", + "aly", + "v", + "resolver", + "t" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "Resolved", + "resolve", + "resolved", + "resolve", + "resolved", + "resolving", + "resolves", + "Resolved", + "Resol", + "Resol", + "resolution", + "Resolve", + "Resolve", + "resolver", + "resolv", + "RESOL", + "resolution", + "resol", + "resol", + "resolver", + "Resolver", + "Resolution", + "Resolution", + "unresolved", + "resuelve", + "RESOL", + "Resolver", + "risol", + "resolutions" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "resolved", + "Resolved", + "resolved", + "Resolved", + "RESOL", + "resol", + "Schmid", + "RESOL", + "resolving", + "resolve", + "resolves", + "Resolve", + "resolv", + "resolution", + "Resol", + "Resolver", + "Sch", + "SCH", + "unresolved", + "resolve", + "Schmidt", + "resol", + "Resol", + "Schur", + "sch", + "resolver", + "Resolve", + "sch", + "risol", + "uma" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Sch", + "Resolved", + "resolved", + "Resolved", + "Sch", + "sch", + "RESOL", + "Schmid", + "sch", + "SCH", + "resolved", + "Schur", + "SCH", + "Schmidt", + "RESOL", + "uma", + "resol", + "resolve", + "C", + "Schu", + "resolving", + "Schmidt", + "Schol", + "Resolve", + "Resol", + "resolution", + "schizophrenia", + "ssch", + "resolve", + "Resolution" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Resolved", + "For", + "Following", + "Based", + "stresses", + "Use", + "Regarding", + "coma", + "Passing", + "Plugging", + "Specifically", + "stressed", + "Replacing", + "ocorrer", + "Here", + "resolved", + "zda", + "WINDOW" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 15.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "The", + "output_checked": true + }, + { + "concept": "uma", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "single", + "output_checked": true + }, + { + "concept": "que", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "resolved", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "by", + "output_checked": true + }, + { + "concept": "predicting", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "predicted", + "output_checked": true + }, + { + "concept": "orientations", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "Resolved", + "score": 1.0, + "best_rank": 6, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-08__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-08__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-08__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-08__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-08__heatmap.png" + } + }, + { + "slug": "mechanism-name-resolved-slip-threshold-09", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved slip threshold 9", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "One crystal orientation converts a larger fraction of the applied normal stress into shear on an allowed system, so it yields before a less favorable orientation.", + "prompt_tail": "e crystal orientation converts a larger fraction of the applied normal stress into shear on an allowed system, so it yields before a less favorable orientation.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-slip-threshold", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 439, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 8683 + }, + { + "label": "Schmid", + "best_rank": 75, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 55 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "got", + "mesma", + "even", + "Hair", + "Charm", + "ListItemIcon", + "Edge" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "s", + "GSM", + "S", + "apr", + "mkdir", + "styling", + "styles", + "mesma", + "cir", + "asus", + "conde", + "as", + "Insert", + "param", + "Enter", + "mixer", + "ipo", + "dit", + "jst", + "iterator", + "Thatcher" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "mesma", + "Weise", + "s", + "Edge", + "apr", + "Edge", + "Sus", + "jenis", + "styling", + "arlos", + "sus", + "Insert", + "EDGE", + "ashe", + "insert" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "S", + "s", + "Weise", + "apr", + "Edge", + "Edge", + "Hits", + "styling", + "cfr", + "second", + "Pek", + "insert", + "as", + "Insert", + "EDGE", + "sus", + "even", + "irl" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "Cuy", + "S", + "cens", + "ciri", + "Pyr", + "Cens", + "Pending", + "pis", + "watering", + "ait", + "Eddie", + "Ashley", + "phis", + "Duplicate", + "dui", + "Ashken", + "dikkat", + "ittle", + "Cus", + "Ronald" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "psi", + "Estelle", + "handleError", + "empe", + "spacing", + "softmax", + "conveniently", + "prolet", + "pct", + "STI", + "issy", + "Sorg", + "DIN", + "ngModel", + "Accenture", + "knn", + "postgres", + "agge", + "serialization", + "unches", + "affine", + "blings", + "osynthesis" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "ngModel", + "handleError", + "psi", + "yscale", + "Estelle", + "Sorg", + "itorial", + "ukun", + "serialization", + "unches", + "aportan", + "ymi", + "Huffington", + "osynthesis", + "awatt", + "AGS", + "rization", + "AlertDialog", + "fat", + "cyn", + "Whose", + "RHS", + "empe" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "ietta", + "hci", + "Stark", + "Pyr", + "usia", + "ucker", + "Cui", + "Guangdong", + "CCN", + "cusp", + "OfThe", + "dui", + "LOGGER", + "Arjuna", + "fft" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "ing", + "OOP", + "Guad", + "Guangdong", + "isjon", + "phony", + "lendemain", + "Cuff", + "LOGGER", + "usia", + "Cui", + "Cud", + "Kund", + "hci", + "Kuch", + "endenti" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "usus", + "rmt", + "Grim", + "BYTE", + "Gruntfile", + "slimmer", + "StringBuilder", + "NOTICE", + "Flags", + "erweise", + "ForEach", + "fontsize", + "uales", + "postings" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "P", + "StringBuilder", + "organismes", + "CGPoint", + "ophile", + "ing", + "slimmer", + "ForEach", + "IFN" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "que", + "entimes", + "usted", + "usus", + "Mud", + "tuttavia", + "kebanyakan", + "PWD", + "os", + "organismes", + "izm" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "L", + "que", + "T", + "a", + "and", + "otras", + "H", + "ie", + "tuttavia", + "varios", + "entimes", + "out", + "Mud", + "PWD", + "BNB", + "funcionarios" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "entimes", + "t", + "ie", + "hov", + "Mud", + "usus", + "cuya", + "rainfall", + "tram" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "l", + "entimes", + "an", + "xref", + "hov", + "otros", + "s", + "imide", + "Bluest", + "uintptr", + "ie", + "Whitley", + "GROUP", + "ingh", + "t", + "los" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "a", + "que", + "l", + "Bluest", + "GROUP", + "wyja", + "xref", + "ings", + "escue", + "typescript", + "alit", + "Hence", + "therefore", + "CHAPTER", + "ers", + "esu" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "therefore", + "Hence", + "deshalb", + "hence", + "etc", + "CHAPTER", + "therefore", + "more", + "Therefore" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "hence", + "therefore", + "Hence", + "deshalb", + "thus", + "Therefore", + "therefore", + "Therefore", + "consequently", + "Consequently", + "Dlatego", + "Hence", + "Consequently", + "hence", + "Thus" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "L", + "hence", + "Hence", + "therefore", + "indeed", + "Hence", + "thus", + "T", + "deshalb", + "hence", + "consequently", + "whatnot", + "Consequently", + "therefore", + "sollic", + "Consequently" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "T", + "L", + "l", + "hence", + "indeed", + "deshalb", + "consequently", + "Consequently", + "Hence", + "whatnot", + "Consequently", + "workpiece", + "Indeed", + "therefore", + "deformation", + "onset", + "sooner", + "Dislocations", + "H", + "ly" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "L", + "Yield", + "yield", + "H", + "Yield", + "yield", + "la", + "and", + "T", + "yielding", + "Weihnachts", + "indeed", + "Consequently", + "SRC", + "ly", + "Consequently", + "Dislocations", + "ITIONS", + "Indeed", + "onset", + "onset", + "consequently", + "IELD", + "zaidi", + "aston", + "yielded", + "Differences" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "de", + "yield", + "yield", + "Yield", + "yielding", + "Yield", + "and", + "yielded", + "yielding", + "Consequently", + "Consequently", + "yields", + "surrender", + "H", + "consequently", + "Tres", + "onset", + "Tres", + "Bingham", + "yt", + "ITIONS", + "SRC", + "surrendered", + "prematurely", + "zens", + "anisotropic", + "tres" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "yield", + "Yield", + "yield", + "Yield", + "yielding", + "yielded", + "yielding", + "yields", + "Critical", + "Critical", + "krit", + "critical", + "critical", + "plastic", + "de", + "rendement", + "krit", + "H", + "and", + "IELD", + "Crit", + "Plastic", + "CR", + "kritis", + "Crit", + "ield", + "rendimiento", + "Christmas" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "yield", + "Yield", + "H", + "Yield", + "yield", + "krit", + "yielding", + "Critical", + "Critical", + "critical", + "yielded", + "CR", + "critical", + "CRS", + "yields", + "init", + "Schmid", + "Crit", + "Tres", + "Initi", + "krit", + "von", + "critic", + "Krit", + "Tres", + "CRS", + "crit", + "Crit" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Critical", + "An", + "krit", + "von", + "von", + "CR", + "Critical", + "critical", + "Crit", + "critical", + "Critic", + "Yield", + "init", + "Initi", + "critic", + "Krit", + "krit", + "anisotropic", + "CRS", + "H", + "Initi", + "Critics", + "kritis", + "crit", + "Crank", + "Crit" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Therefore", + "Consequently", + "This", + "Otherwise", + "It", + "Please", + "a", + "Thus", + "Here", + "However", + "Which", + "Hence", + "Either", + "whereas", + "Conversely", + "As", + "Along", + "Specifically", + "Its", + "Similarly", + "please", + "For", + "Because", + "The", + "Since", + "conversely", + "Critical", + "thus", + "If", + "Additionally", + "critical", + "On" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 66059, + 118973, + 150856, + 118008, + 243881, + 246579, + 208609, + 232734, + 239481, + 234115, + 251066, + 258663, + 261369, + 259265, + 254379, + 244223, + 231496, + 204545, + 30014, + 7659, + 1660, + 440, + 13974, + 3739, + 10349, + 334 + ] + }, + { + "label": "Schmid", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 18467, + 178428, + 98549, + 109064, + 261717, + 261920, + 261949, + 244115, + 218048, + 231693, + 238363, + 237205, + 216994, + 192619, + 208354, + 151733, + 127614, + 42084, + 2635, + 2165, + 234, + 123, + 76, + 19, + 55, + 75290 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 105292, + 135865, + 241446, + 220916, + 218992, + 242185, + 244538, + 192298, + 70640, + 14369, + 10967, + 12365, + 8684 + ] + }, + { + "label": "Schmid", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 9512, + 22913, + 70409, + 129221, + 165716, + 155137, + 66414, + 35536, + 23753, + 8430, + 1968, + 830, + 56 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "own", + "score": 6.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "either", + "score": 5.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "even", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "system", + "output_checked": true + }, + { + "concept": "orientations", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "favorable", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 2, + "best_depth": 64.4, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "crystall", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "favorably", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "less", + "output_checked": true + }, + { + "concept": "Tasty", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.1, + "near_token": "yields", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "eny", + "pad", + "lah", + "soon", + "mente", + "rian", + "ness", + "alk", + "ting", + "man", + "la", + "ani", + "pa", + "te", + "ers", + "im", + "de", + "es", + "er", + "al", + "le", + "que", + "ry", + "ap", + "pl", + "ments", + "set", + "ner", + "ty" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "I", + "A", + "ot", + "T", + "im", + "e", + "ad", + "S", + "to", + "of", + "as", + "in", + "l", + "and", + "th", + "om", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "em", + "be", + "I", + "ation", + "ot", + "S", + "T", + "A", + "th", + "l", + "of", + "and", + "e", + "om", + "im", + "ad", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "power", + "open", + "own", + "world", + "les", + "ene", + "As", + "New", + "ian", + "other", + "out", + "ings", + "under", + "its", + "self", + "An", + "ation", + "ad", + "l", + "e", + "en", + "a", + "of", + "and", + "end", + "ers", + "est", + "an", + "le", + "or", + "iz", + "able" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "T", + "own", + "en", + "l", + "an", + "a", + "or", + "iz", + "que", + "able", + "able", + "end", + "and", + "le", + "ers", + "ings", + "est", + "e", + "ation", + "occasional", + "elective", + "various", + "North", + "ene", + "ness", + "t", + "its", + "s", + "ad" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "an", + "a", + "en", + "l", + "own", + "iz", + "ed", + "T", + "end", + "able", + "ation", + "ers", + "able", + "specialized", + "que", + "le", + "North", + "owych", + "various", + "under", + "est", + "mellan", + "humbled", + "k", + "its", + "t", + "un" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "iz", + "an", + "able", + "ation", + "end", + "and", + "T", + "le", + "ers", + "owych", + "k", + "que", + "North", + "specialized", + "singular", + "ina", + "various", + "mellan", + "humbled", + "its", + "t", + "able" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "de", + "l", + "a", + "own", + "que", + "iz", + "en", + "st", + "k", + "s", + "and", + "sa", + "owych", + "able", + "end", + "nya", + "iny", + "either", + "le", + "inin", + "singular" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "de", + "l", + "own", + "que", + "iz", + "nya", + "s", + "and", + "en", + "st", + "either", + "le", + "k", + "inin", + "singular", + "pro", + "sa", + "able", + "dwar" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "de", + "iz", + "nya", + "own", + "que", + "s", + "st", + "uma", + "prominently", + "quela", + "inin", + "alnya", + "singular", + "ines", + "and" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "de", + "que", + "s", + "le", + "st", + "iz", + "c", + "t", + "par", + "either", + "um", + "both", + "uma", + "f", + "r", + "en", + "d", + "verkaufen", + "iy" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "que", + "le", + "uma", + "or", + "multi", + "um", + "t", + "both", + "as", + "s", + "la", + "de", + "the" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "de", + "l", + "or", + "even", + "an", + "use", + "usually", + "le", + "sometimes", + "at", + "its", + "as", + "d", + "specific", + "can", + "pre", + "re", + "it", + "etc", + "used", + "go", + "multi", + "like", + "part", + "often", + "sub", + "so", + "the" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "and", + "an", + "ly", + "or", + "of", + "e", + "at", + "y", + "on", + "when", + "when", + "ally", + "it", + "during", + "the", + "C", + "on", + "and", + "that", + "because", + "hbox", + "because", + "by", + "KHTML", + "as", + "for", + "during", + "get" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "a", + "C", + "an", + "and", + "T", + "e", + "y", + "K", + "v", + "the", + "on", + "s", + "it", + "ly", + "p", + "get", + "er", + "at", + "H", + "or", + "that", + "n", + "during", + "of", + "t", + "that", + "when", + "un", + "c", + "because", + "and" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "C", + "and", + "an", + "T", + "K", + "y", + "it", + "at", + "that", + "or", + "the", + "v", + "so", + "such", + "some", + "D", + "t", + "er", + "in", + "p", + "un", + "on", + "because", + "of", + "that", + "to", + "V", + "k", + "but", + "as" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "l", + "and", + "C", + "an", + "because", + "T", + "so", + "that", + "such", + "the", + "Therefore", + "able", + "K", + "because", + "Therefore", + "more", + "some", + "or", + "those", + "Because", + "by", + "Because", + "it", + "y", + "which", + "in", + "at", + "Consequently", + "its", + "but" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "an", + "a", + "and", + "T", + "B", + "Therefore", + "Therefore", + "because", + "L", + "able", + "such", + "H", + "Consequently", + "Which", + "V", + "Depending", + "Consequently", + "K", + "when", + "Thus", + "When", + "Because", + "either", + "because" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "a", + "B", + "an", + "T", + "D", + "K", + "al", + "V", + "get", + "y", + "O", + "any", + "because", + "v", + "t", + "some", + "such", + "and", + "its", + "initiation", + "out", + "up", + "o", + "either", + "M", + "would", + "A", + "N" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "B", + "a", + "T", + "K", + "D", + "al", + "an", + "H", + "P", + "get", + "O", + "p", + "V", + "F", + "M", + "initiation", + "up", + "o", + "aws", + "and", + "yield", + "y", + "G", + "ed", + "yield", + "would", + "t", + "earlier", + "N" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "l", + "B", + "own", + "P", + "ed", + "D", + "yield", + "yield", + "ing", + "and", + "e", + "al", + "p", + "a", + "y", + "get", + "F", + "H", + "Yield", + "o", + "G", + "yielding", + "O", + "T", + "M", + "earlier", + "n", + "onset", + "K", + "start" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "B", + "ed", + "yield", + "C", + "ing", + "and", + "yield", + "Yield", + "al", + "y", + "yielding", + "l", + "as", + "Tres", + "e", + "Yield", + "yields", + "yielded", + "o", + "yielding", + "v", + "P", + "an", + "surrender", + "ity", + "p", + "her" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "yield", + "yield", + "Yield", + "Yield", + "yielding", + "yields", + "yielding", + "yielded", + "Critical", + "CR", + "plastic", + "Initi", + "Plastic", + "critical", + "Critical", + "kritis", + "critical", + "krit", + "CRS", + "plastic", + "CR", + "surrender", + "initiation", + "CRS", + "krit", + "B", + "ield", + "yld", + "own", + "initiated", + "Initi" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Yield", + "H", + "yield", + "Yield", + "yield", + "and", + "yielding", + "CR", + "CR", + "CRS", + "yielding", + "yielded", + "Initi", + "Critical", + "yields", + "Kritik", + "CRS", + "uma", + "ized", + "Critical", + "krit", + "CRT", + "Tres", + "kritis", + "critical", + "CRT", + "Schmid", + "Initial", + "Krit", + "critic", + "critical" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "CR", + "H", + "CRS", + "CRS", + "Critical", + "Critical", + "von", + "CR", + "von", + "An", + "Initi", + "yield", + "cr", + "mac", + "critic", + "Von", + "Kritik", + "P", + "Yield", + "critical", + "crit", + "krit", + "critical", + "y", + "Crit", + "own", + "Sur", + "Mac", + "yield", + "Crit" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Therefore", + "Consequently", + "This", + "Otherwise", + "It", + "Please", + "a", + "Thus", + "Here", + "However", + "Which", + "Hence", + "Either", + "whereas", + "Conversely", + "As", + "Along", + "Specifically", + "Its", + "Similarly", + "please", + "For", + "Because", + "The", + "Since", + "conversely", + "Critical", + "thus", + "If", + "Additionally", + "critical", + "On" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 10.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "One", + "output_checked": true + }, + { + "concept": "and", + "score": 7.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "One", + "output_checked": true + }, + { + "concept": "uma", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "que", + "score": 3.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "before", + "output_checked": true + }, + { + "concept": "planes", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "on", + "output_checked": true + }, + { + "concept": "resolved", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "single", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "incident", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "slip", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "allowed", + "output_checked": true + }, + { + "concept": "any", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "orientations", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "favorable", + "output_checked": true + }, + { + "concept": "Single", + "score": 1.0, + "best_rank": 4, + "best_depth": 88.1, + "near_token": "the", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-09__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-09__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-09__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-09__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-09__heatmap.png" + } + }, + { + "slug": "mechanism-name-resolved-slip-threshold-10", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved slip threshold 10", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "When the resolved driving force on the most favorably oriented plane-direction pair exceeds its critical resistance, mobile line defects sweep across the crystal.", + "prompt_tail": "en the resolved driving force on the most favorably oriented plane-direction pair exceeds its critical resistance, mobile line defects sweep across the crystal.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-slip-threshold", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 269, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 207 + }, + { + "label": "Schmid", + "best_rank": 936, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 20842 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "got", + "even", + "mesma", + "Hair", + "Charm", + "ListItemIcon", + "iraj", + "Edge" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "S", + "mkdir", + "styling", + "styles", + "s", + "GSM", + "apr", + "gian", + "cir", + "e", + "Thatcher", + "mixer", + "Edge", + "param", + "mesma", + "gsm", + "Insert", + "Enter", + "EDGE", + "Weise", + "iterator", + "conde" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "S", + "Edge", + "Weise", + "Edge", + "apr", + "styling", + "EDGE", + "styling", + "cfr", + "jenis", + "Sus", + "verg", + "arens", + "ashe", + "insert", + "Insert" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "Weise", + "s", + "Edge", + "S", + "apr", + "cfr", + "Edge", + "Hits", + "styling", + "insert", + "second", + "Insert", + "Pek", + "styling", + "sus", + "irl", + "joen", + "ashe" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "cens", + "Cens", + "Pyr", + "ciri", + "empe", + "la", + "Ronald", + "watering", + "Eddie", + "DIN", + "ait", + "restaur", + "pis", + "rometry", + "CUL", + "Pending", + "postgres", + "kts", + "Rome", + "phis", + "Ashley", + "CTE", + "hlas", + "bars" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "psi", + "ngModel", + "Estelle", + "handleError", + "softmax", + "empe", + "STI", + "spacing", + "Sorg", + "Accenture", + "issy", + "DIN", + "affine", + "agge", + "pct", + "prolet", + "serialization", + "acidified", + "Rome", + "conveniently", + "HTTPS", + "blings" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "s", + "ngModel", + "handleError", + "psi", + "yscale", + "Estelle", + "serialization", + "itorial", + "unches", + "ukun", + "osynthesis", + "Sorg", + "aportan", + "Huffington", + "AGS", + "ymi", + "cyn", + "RHS", + "awatt", + "empe", + "Accenture", + "rization", + "agge" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "Stark", + "hci", + "Cui", + "ciri", + "kts", + "Cullen", + "cheats", + "Pyr", + "CCN", + "ciation", + "dui", + "usia", + "fft", + "watering", + "icure", + "LOGGER", + "ukun" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "Cui", + "OOP", + "dui", + "viento", + "dikkat", + "Guad", + "Pyr", + "sockfd", + "usia", + "juxtap", + "Kuch", + "CY", + "nutty", + "Cullen", + "cheats", + "hci", + "fft", + "LOGGER" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "OOP", + "postings", + "rmt", + "Gruntfile", + "opis", + "CPF", + "usus", + "fromDate", + "StringBuilder", + "Outlet", + "PPI", + "dikkat", + "NOTICE", + "ralent" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "ChatGPT", + "WWE", + "Copyright", + "Princeton", + "UPI", + "schlim", + "Lar", + "Biden", + "William", + "shenanigans", + "onload", + "RV", + "Hurricane" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "que", + "la", + "a", + "H", + "T", + "entimes", + "otros", + "om", + "variously", + "enorm", + "tuttavia", + "CPF", + "larini", + "Mud", + "usus", + "opy", + "Rather" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "L", + "que", + "a", + "T", + "H", + "enorm", + "variously", + "entimes", + "tuttavia", + "cuya", + "otros", + "om", + "ellos", + "toHaveBeen", + "regres", + "poco", + "out", + "doubtless", + "entanto" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "entimes", + "opy", + "T", + "otros", + "cuya", + "ing", + "Says", + "tuttavia", + "regres", + "poco", + "LTE", + "an", + "toHaveBeen", + "aries", + "outez", + "mainstay" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "que", + "l", + "an", + "otros", + "opy", + "GROUP", + "ifai", + "entimes", + "ing", + "uego", + "izations", + "person", + "ez", + "poco", + "baj", + "olysis", + "eo", + "progres", + "aries" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "a", + "que", + "izations", + "indeed", + "ization", + "otros", + "l", + "GROUP", + "mereka", + "individual", + "ocalypse", + "ized", + "yolu", + "aye", + "ifai", + "populations", + "configurations", + "conclusiones", + "Bandit", + "etapkan", + "maravill", + "checkpoints", + "encias", + "weg" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "que", + "a", + "mereka", + "izations", + "they", + "ization", + "They", + "yolu", + "They", + "Bandit", + "person", + "indeed", + "individual", + "them", + "aye", + "otros", + "weg", + "mega", + "populations", + "documento", + "etapkan", + "whereupon" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "either", + "a", + "indeed", + "l", + "theyre", + "They", + "izations", + "hence", + "populations", + "Consequently", + "Hence", + "rec", + "barco", + "consequently", + "these", + "consequ", + "emb", + "mereka" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "either", + "l", + "a", + "L", + "indeed", + "emb", + "C", + "these", + "Ly", + "sogenannte", + "inplace", + "console", + "deleteAll", + "Reddy", + "ouville", + "eyes", + "deshalb" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "either", + "l", + "a", + "C", + "L", + "e", + "indeed", + "These", + "these", + "Movement", + "These", + "solution", + "mobilized", + "such", + "emb", + "inplace", + "en", + "solusi", + "etc", + "deshalb", + "Solution", + "movement" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "la", + "L", + "l", + "either", + "C", + "Movement", + "oblig", + "movement", + "solution", + "solusi", + "semester", + "roll", + "Movement", + "Nomor", + "moviment", + "overd", + "Solution", + "mobile", + "arry", + "slike", + "Loss", + "Move", + "Motion" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "L", + "bergerak", + "moving", + "moving", + "Movement", + "movement", + "moviment", + "move", + "e", + "Moving", + "moved", + "overd", + "mobile", + "motion", + "mig", + "Movement", + "movilidad", + "moves", + "mobilized", + "moved", + "MOVE", + "Noting", + "Moving" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "L", + "Movement", + "moving", + "Moving", + "movement", + "moving", + "moviment", + "move", + "S", + "Move", + "Movement", + "bergerak", + "Moving", + "Sweep", + "Swe", + "movimiento", + "mobile", + "C", + "MOV", + "movement", + "Mobile", + "swept", + "MOVE", + "moved", + "Mob" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Mobile", + "mobile", + "Mobile", + "mobile", + "Line", + "MOBILE", + "Line", + "line", + "mobil", + "line", + "MOBILE", + "obile", + "la", + "eline", + "mobilized", + "Mobil", + "movilidad", + "Mobil", + "LINE", + "mob", + "mobiles" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Mobile", + "Mobile", + "mobile", + "mobile", + "Line", + "MOBILE", + "MOBILE", + "Line", + "obile", + "Mobil", + "Mobil", + "mobil", + "mobiles", + "line", + "line", + "Sweep", + "mobilized", + "Sweep", + "bergerak" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "mobile", + "la", + "Brewer", + "thanks", + "middle", + "These", + "Mobile", + "Since", + "modification", + "obstacle", + "motion", + "Modify", + "modifications", + "phosphorylation", + "tandis", + "Leer", + "symphony", + "sweep", + "mathematics", + "modify", + "Predators", + "modified", + "Processing", + "velocity", + "shout" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 70282, + 150033, + 151340, + 122766, + 242366, + 241351, + 200558, + 223898, + 214247, + 213502, + 187727, + 214773, + 229256, + 207524, + 191754, + 118163, + 118586, + 134293, + 13702, + 10840, + 7326, + 270, + 2678, + 4094, + 8727, + 1682 + ] + }, + { + "label": "Schmid", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 16643, + 142363, + 130571, + 148280, + 261969, + 261902, + 261842, + 238228, + 231559, + 231490, + 179057, + 213489, + 173671, + 178828, + 195196, + 92334, + 73121, + 30342, + 5290, + 4030, + 937, + 3067, + 5314, + 51139, + 53973, + 135410 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 123791, + 158207, + 221795, + 122136, + 153545, + 203404, + 189550, + 157822, + 36204, + 27959, + 13474, + 740, + 208 + ] + }, + { + "label": "Schmid", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 34867, + 35536, + 20843, + 70013, + 88571, + 115754, + 74617, + 99741, + 90411, + 55653, + 35140, + 42777, + 24727 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 6.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 3.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "Lorsque", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "own", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "schlim", + "score": 1.0, + "best_rank": 4, + "best_depth": 40.7, + "near_token": "defects", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "lovepoetry", + "halinde", + "fasted", + "p", + "emulsion", + "olit", + "eny", + "alz", + "ner", + "ah", + "ap", + "que", + "al", + "er", + "le", + "de", + "rian", + "ani", + "soon", + "pm", + "lah" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ay", + "ation", + "A", + "I", + "S", + "ad", + "ot", + "T", + "l", + "and", + "in", + "of", + "om", + "th", + "e", + "im", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "R", + "ist", + "an", + "ers", + "P", + "em", + "pro", + "al", + "im", + "e", + "th", + "om", + "T", + "ad", + "ation", + "be", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "s", + "ic", + "ou", + "al", + "b", + "of", + "ion", + "and", + "l" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "k", + "C", + "T", + "ers", + "en", + "a", + "and", + "l", + "ally", + "its", + "le", + "iz", + "able", + "own", + "either", + "or", + "end", + "an", + "les", + "able", + "self", + "ings", + "under", + "e", + "of", + "ad", + "s", + "ation", + "ity", + "out", + "que" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "T", + "l", + "a", + "own", + "H", + "k", + "able", + "ity", + "ally", + "able", + "en", + "sikk", + "AVAILABLE", + "end", + "S", + "or", + "tran", + "ivity", + "sake", + "joys", + "iya", + "humbled", + "le", + "mp", + "aries" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "a", + "l", + "own", + "en", + "able", + "k", + "ed", + "K", + "H", + "able", + "end", + "ally", + "humbled", + "owych", + "iz", + "ity", + "chst", + "mellan", + "ational" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "a", + "own", + "l", + "k", + "en", + "able", + "iz", + "owych", + "dwar", + "humbled", + "sikk", + "kate", + "ally", + "end", + "takePhotoButton", + "chst", + "Projek" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "own", + "k", + "iz", + "K", + "Projek", + "quoi", + "corrigir", + "owych" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "own", + "iz", + "k", + "K", + "Projek", + "T", + "quoi", + "uma", + "corrigir", + "searchQuery" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "uma", + "iz", + "K", + "own", + "Projek", + "searchQuery", + "k", + "quoi", + "stargazerCount" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "uma", + "corrigir", + "PwC", + "quoi", + "iz", + "k", + "Nationwide", + "multi" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "uma", + "H", + "amassed" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "an", + "or", + "which", + "y", + "it", + "its", + "le", + "either", + "specific", + "so", + "the", + "t", + "to", + "d", + "ed", + "such", + "that", + "ous", + "like", + "p" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "and", + "C", + "a", + "ly", + "y", + "and", + "to", + "K", + "its", + "e", + "ous", + "T", + "that", + "ed", + "on", + "an", + "it", + "the", + "various", + "jsonwebtoken", + "ally", + "which", + "v", + "H", + "z", + "p", + "k", + "ky", + "t", + "like" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "T", + "a", + "y", + "K", + "e", + "and", + "v", + "p", + "t", + "ed", + "un", + "k", + "ly", + "er", + "s", + "ing", + "to", + "an", + "n", + "f", + "z", + "c", + "and", + "on", + "H", + "that", + "d", + "in", + "its" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "C", + "a", + "and", + "y", + "T", + "t", + "K", + "v", + "s", + "p", + "an", + "un", + "k", + "and", + "f", + "e", + "ing", + "n", + "to", + "it", + "er", + "c", + "ed", + "d", + "on", + "that", + "their", + "m", + "that", + "l" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "and", + "a", + "y", + "l", + "their", + "that", + "they", + "such", + "They", + "an", + "which", + "mereka", + "that", + "un", + "they", + "the", + "resulting", + "these", + "v", + "er", + "K", + "ed", + "their", + "what" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "and", + "either", + "such", + "These", + "resulting", + "these", + "During", + "These", + "Depending", + "resulting", + "spowod", + "Throughout", + "whereby", + "thereby", + "Various" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "T", + "B", + "y", + "These", + "a", + "D", + "these", + "an", + "They", + "During", + "either", + "some", + "during", + "t", + "either", + "because", + "themselves", + "p", + "such", + "Once", + "because", + "v", + "which" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "B", + "T", + "y", + "e", + "some", + "al", + "These", + "D", + "own", + "p", + "t", + "such", + "m", + "these", + "v", + "such", + "mobile", + "n", + "more", + "Once", + "on", + "When", + "during", + "hbox", + "eof", + "During", + "get", + "s", + "with" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "C", + "own", + "l", + "B", + "e", + "al", + "s", + "y", + "m", + "T", + "p", + "ed", + "D", + "v", + "on", + "n", + "L", + "mobile", + "t", + "get", + "some", + "and", + "These", + "l", + "o", + "an", + "om", + "G", + "ing", + "u", + "all" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "B", + "C", + "own", + "s", + "moving", + "move", + "mobile", + "L", + "K", + "mobile", + "e", + "m", + "moved", + "moving", + "al", + "beweg", + "mov", + "movable", + "D", + "MoveNext", + "pohyb", + "M", + "moverse", + "Movement", + "movement", + "These" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "B", + "moving", + "bergerak", + "Moving", + "bewegen", + "moving", + "swe", + "moverse", + "Movement", + "beweg", + "movement", + "movimiento", + "moved", + "move", + "hareket", + "sweep", + "sweeping", + "Bewegung", + "mov", + "mover", + "MOV", + "moviment", + "movement", + "Moving", + "Sweep", + "Movement" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Mobile", + "mobile", + "Mobile", + "mobile", + "MOBILE", + "Line", + "Line", + "MOBILE", + "line", + "line", + "mobil", + "mobiles", + "obile", + "Mobil", + "LINE", + "Mobil", + "mobilized", + "mob", + "LINE", + "mob" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Mobile", + "Mobile", + "mobile", + "mobile", + "Line", + "MOBILE", + "MOBILE", + "Line", + "Mobil", + "obile", + "Mobil", + "line", + "line", + "mobiles", + "obiles", + "eline", + "mobil", + "S", + "Swe", + "ELINE", + "LINE" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "mobile", + "la", + "Brewer", + "thanks", + "middle", + "These", + "Mobile", + "Since", + "modification", + "obstacle", + "motion", + "Modify", + "modifications", + "phosphorylation", + "tandis", + "Leer", + "symphony", + "sweep", + "mathematics", + "modify", + "Predators", + "modified", + "Processing", + "velocity", + "shout" + ] + } + ], + "logit_surprising": [ + { + "concept": "and", + "score": 12.0, + "best_rank": 1, + "best_depth": 64.4, + "near_token": ",", + "output_checked": true + }, + { + "concept": "own", + "score": 8.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "its", + "output_checked": true + }, + { + "concept": "uma", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "While", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "such", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "planes", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 2, + "best_depth": 84.7, + "near_token": "resistance", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-10__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-10__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-10__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-10__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-resolved-slip-threshold-10__heatmap.png" + } + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Lattice-diffusion creep 1", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A fine polycrystal held at high temperature and low stress lengthens as atoms diffuse through crystal interiors from compressed faces toward tensile faces.", + "prompt_tail": "A fine polycrystal held at high temperature and low stress lengthens as atoms diffuse through crystal interiors from compressed faces toward tensile faces.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice-diffusion-creep", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "Herring", + "surfaces": [ + "Herring" + ], + "token_ids": [ + 187758, + 104598 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 80, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 16 + }, + { + "label": "Herring", + "best_rank": 21110, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 912 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "got", + "even", + "mesma", + "Hair", + "Edge", + "conde", + "iraj" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "apr", + "GSM", + "mesma", + "styling", + "s", + "styles", + "S", + "asus", + "conde", + "Insert", + "mkdir", + "Weise", + "as", + "Edge", + "Enter", + "cir", + "param", + "dit", + "mixer" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "mesma", + "Weise", + "Edge", + "Edge", + "apr", + "EDGE", + "styling", + "insert", + "Sus", + "Pek", + "Insert", + "sus", + "arlos", + "jenis" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "S", + "Weise", + "mesma", + "s", + "Edge", + "apr", + "Edge", + "Pek", + "even", + "Hits", + "styling", + "second", + "EDGE", + "insert", + "irl", + "cfr", + "arlos", + "Insert", + "second" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "S", + "Pyr", + "Cens", + "cens", + "ciri", + "Ashley", + "pis", + "Pending", + "empe", + "Ronald", + "Cuy", + "Ashken", + "ittle", + "la", + "ait", + "watering", + "Eddie", + "cura", + "phis", + "insley", + "cien", + "embarrass", + "Duplicate" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "empe", + "Estelle", + "psi", + "spacing", + "conveniently", + "handleError", + "pct", + "DIN", + "STI", + "prolet", + "softmax", + "issy", + "Rome", + "knn", + "Sorg", + "Accenture", + "affine", + "postgres", + "blings", + "ngModel", + "acidified", + "watering", + "serialization", + "usia", + "Ronald" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "handleError", + "ngModel", + "ukun", + "empe", + "s", + "Estelle", + "yscale", + "psi", + "Sorg", + "AGS", + "itorial", + "serialization", + "unches", + "Appleton", + "aportan", + "osynthesis", + "addData", + "acidified", + "ymi", + "awatt", + "Huffington", + "cyn" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "hci", + "atro", + "Stark", + "watering", + "kts", + "Ronald", + "LOGGER", + "Pyr", + "ciri", + "empe", + "Arjuna", + "Cullen", + "cheats", + "CCN", + "Slowly", + "ucker", + "usia", + "icure", + "trava", + "ukun" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "hci", + "Pyr", + "LOGGER", + "usia", + "Hawke", + "uzi", + "Guad", + "Richardson", + "OOP", + "viento", + "Stark", + "Slowly" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "StringBuilder", + "endenti", + "postings", + "slimmer", + "Gruntfile", + "ralent", + "CCS", + "OOP", + "phony", + "Pyr", + "Guangdong", + "usia" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "BYTE", + "L", + "agad", + "Namibia", + "Darwin", + "William", + "Copyright", + "blossoms", + "eram", + "Bloss", + "even", + "Jahr", + "aphone", + "Laravel", + "uoso", + "formin", + "Princeton", + "stal", + "ocument", + "iff" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "que", + "la", + "an", + "as", + "entimes", + "os", + "o", + "om", + "tuttavia", + "uego", + "variously", + "ie", + "and", + "st", + "t", + "InProgress", + "opy", + "popular", + "at", + "izing", + "te" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "la", + "que", + "l", + "an", + "and", + "los", + "un", + "as", + "t", + "es", + "el", + "person", + "at", + "izing", + "le", + "h", + "ie", + "es", + "e", + "esk", + "its", + "om", + "te", + "osal", + "las", + "hov", + "o", + "una" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "la", + "que", + "l", + "an", + "ized", + "ing", + "t", + "es", + "un", + "le", + "es", + "as", + "qquad", + "hov", + "esha", + "los", + "esz", + "el", + "izing", + "cu", + "darg", + "re", + "at", + "ers", + "rans", + "rec", + "Es", + "baj", + "ization" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "l", + "que", + "an", + "ized", + "un", + "le", + "ization", + "es", + "esz", + "es", + "ers", + "t", + "izing", + "s", + "re", + "ities", + "el", + "cu", + "at", + "as", + "rec", + "baj", + "repos", + "issimo", + "inv", + "hov", + "local", + "ez" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "l", + "que", + "ized", + "an", + "ization", + "le", + "ly", + "up", + "esz", + "es", + "un", + "ities", + "izing", + "the", + "ity", + "inv", + "ers", + "re", + "at", + "ahun", + "rec", + "vertical", + "es", + "getContext", + "antly", + "repos", + "izations", + "cu", + "el" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "que", + "l", + "ized", + "ization", + "an", + "ly", + "es", + "le", + "such", + "un", + "el", + "the", + "izing", + "es", + "esz", + "ities", + "re", + "cu", + "rec", + "meg", + "up", + "individual", + "repos", + "una", + "this", + "ers", + "los", + "inv" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "l", + "a", + "ly", + "Such", + "such", + "hence", + "Hence", + "This", + "Consequently", + "therefore", + "either", + "consequ", + "antly", + "returnValues", + "dadurch" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "la", + "either", + "ly", + "buradan", + "ization", + "Explanation", + "console", + "ities", + "Explanation", + "returnValues", + "insides", + "Through", + "indeed", + "ITIES", + "andar", + "Airways", + "Through" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "la", + "either", + "ly", + "Through", + "through", + "insides", + "Through", + "melalui", + "through", + "indeed", + "durch", + "Airways", + "dadurch", + "buradan", + "Indeed", + "interactions", + "penet", + "Harg" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "ly", + "and", + "la", + "through", + "Through", + "Through", + "through", + "diffusion", + "Diffusion", + "diffusion", + "insides", + "vdots", + "INION", + "dons", + "Indeed", + "durch", + "Durch", + "buradan", + "Diffusion", + "penet", + "steady", + "ities", + "ITIES", + "Indeed", + "passage", + "indeed" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "and", + "la", + "through", + "ly", + "Through", + "Through", + "bulk", + "durch", + "through", + "Bulk", + "bulk", + "grain", + "ini", + "This", + "self", + "Airways", + "buradan", + "de", + "Isso", + "Bulk", + "interior", + "ities", + "artifact", + "grain" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "bulk", + "Bulk", + "bulk", + "Bulk", + "volume", + "volumen", + "l", + "volume", + "Volume", + "Volume", + "BUL", + "Volumen", + "BUL", + "volumes", + "volumes", + "VOLUME", + "volum", + "Volumes", + "self", + "diffusion", + "volumetric", + "Volumes", + "bul", + "VOLUME", + "Diffusion", + "Diffusion", + "diffusion" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "bulk", + "Bulk", + "bulk", + "Bulk", + "BUL", + "bul", + "Bul", + "BUL", + "bul", + "Bul", + "volume", + "l", + "volumen", + "abul", + "volume", + "bullying", + "Bulg", + "interior", + "bulbs", + "bulging", + "volum", + "Bulldogs", + "H", + "Volumen", + "bulky" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "N", + "Bulk", + "bulk", + "Bulk", + "bulk", + "bul", + "BUL", + "BUL", + "Bul", + "bul", + "Bul", + "Hom", + "l", + "hom", + "Nbd", + "Hom", + "Nade", + "bullied", + "homogenization", + "bulging", + "abul", + "Bulg", + "interior", + "bulbs" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "This", + "reactants", + "teorie", + "kondisi", + "Along", + "conteudo", + "kaikki", + "AsString", + "mismos", + "This", + "These", + "yani", + "To" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 157622, + 161516, + 155498, + 149539, + 71589, + 28573, + 27592, + 60583, + 75494, + 125364, + 195459, + 79843, + 156086, + 182695, + 199019, + 214014, + 141555, + 111131, + 47606, + 23438, + 81, + 418, + 249, + 154, + 338, + 33574 + ] + }, + { + "label": "Herring", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 176272, + 129707, + 188040, + 195655, + 101109, + 12881, + 16519, + 55503, + 90044, + 115940, + 122246, + 90115, + 64162, + 87114, + 74863, + 71760, + 44720, + 36790, + 138243, + 109491, + 21111, + 79802, + 37979, + 15981, + 12678, + 129947 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 90304, + 156840, + 132679, + 70310, + 58936, + 49378, + 59731, + 117939, + 11413, + 5379, + 29, + 17, + 95 + ] + }, + { + "label": "Herring", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 207391, + 204439, + 71073, + 17481, + 15366, + 7025, + 5312, + 32368, + 24020, + 44625, + 3401, + 3369, + 913 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 19.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "atoms", + "output_checked": true + }, + { + "concept": "either", + "score": 13.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "BYTE", + "score": 2.0, + "best_rank": 2, + "best_depth": 40.7, + "near_token": "at", + "output_checked": true + }, + { + "concept": "polycrystalline", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "lengthening", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "s", + "output_checked": true + }, + { + "concept": "bulk", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "grain", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "stretched", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "toward", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "emma", + "ais", + "ani", + "as", + "im", + "aj", + "err", + "que", + "ah", + "man", + "ty", + "even", + "ness", + "ers", + "ly", + "v", + "de", + "le", + "an", + "ina", + "alk", + "er", + "en", + "her", + "aw", + "am", + "n", + "ace", + "ail" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "C", + "I", + "T", + "A", + "im", + "e", + "S", + "ot", + "to", + "of", + "as", + "in", + "l", + "and", + "th", + "om", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "est", + "um", + "ly", + "P", + "ation", + "I", + "be", + "em", + "e", + "om", + "l", + "th", + "ot", + "im", + "T", + "A", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "s", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "elective", + "disappearing", + "specialized", + "occasional", + "North", + "various", + "secondary", + "open", + "own", + "les", + "New", + "able", + "kind", + "single", + "either", + "ers", + "an", + "l", + "ation", + "en", + "a", + "of", + "and", + "iz", + "le", + "end", + "or", + "que", + "able", + "ings", + "its" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "S", + "a", + "l", + "an", + "en", + "able", + "own", + "T", + "que", + "le", + "or", + "able", + "iz", + "ity", + "malah", + "izing", + "ers", + "its", + "end", + "open", + "elective", + "sake", + "O", + "specialized", + "various", + "North", + "mellan", + "world", + "out", + "ings" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "l", + "own", + "an", + "able", + "que", + "specialized", + "iz", + "its", + "end", + "un", + "able", + "various", + "mellan", + "many", + "humbled", + "k", + "malah", + "owych", + "elective", + "out", + "le", + "under", + "ed", + "power", + "North" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "an", + "que", + "able", + "iz", + "owych", + "K", + "specialized", + "mellan", + "end", + "humbled", + "North", + "various", + "le", + "its", + "many", + "dwar", + "k", + "out" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "iz", + "own", + "la", + "T", + "corrigir", + "irritating", + "izing", + "able", + "k", + "owych", + "out", + "Projek", + "tiring", + "donc", + "mp" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "iz", + "la", + "T", + "irritating", + "quoi", + "corrigir", + "tiring", + "izing", + "donc", + "Projek", + "stargazerCount", + "its" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "iz", + "la", + "corrigir", + "searchQuery", + "irritating", + "quoi", + "Predicting", + "stargazerCount", + "redesignated", + "donc", + "tiring", + "Projek" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "la", + "s", + "corrigir", + "both", + "an", + "t", + "le", + "its", + "uma", + "iz", + "quoi", + "preguntar", + "reduzir", + "many", + "izing", + "um", + "par", + "penjualan" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "uma", + "s", + "various", + "t", + "many", + "corrigir", + "as", + "um", + "le", + "the", + "olarak", + "both", + "czyli" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "de", + "or", + "an", + "by", + "its", + "either", + "even", + "similar", + "such", + "like", + "relatively", + "same", + "so", + "it", + "dozens", + "similarly", + "le", + "comparatively", + "called", + "instead", + "type", + "use", + "top" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "and", + "e", + "ly", + "C", + "by", + "on", + "and", + "an", + "of", + "y", + "like", + "that", + "like", + "un", + "taobao", + "by", + "t", + "through", + "K", + "ally", + "such", + "hbox", + "during", + "although", + "to", + "v", + "toBottomOf", + "er", + "without" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "a", + "C", + "e", + "y", + "and", + "un", + "an", + "ly", + "K", + "t", + "on", + "v", + "p", + "s", + "er", + "and", + "n", + "T", + "by", + "through", + "to", + "that", + "by", + "z", + "c", + "such", + "get", + "d", + "like", + "al" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "C", + "an", + "and", + "y", + "t", + "such", + "un", + "e", + "v", + "K", + "p", + "T", + "k", + "but", + "the", + "by", + "and", + "on", + "n", + "al", + "like", + "to", + "l", + "c", + "by", + "er", + "as" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "C", + "and", + "l", + "an", + "such", + "y", + "the", + "this", + "er", + "t", + "un", + "that", + "through", + "al", + "but", + "more", + "v", + "e", + "K", + "This", + "by", + "by", + "it", + "these", + "their" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "a", + "such", + "an", + "C", + "either", + "and", + "through", + "such", + "able", + "Such", + "more", + "Such", + "termed", + "this", + "tzw", + "the" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "a", + "through", + "an", + "y", + "through", + "out", + "en", + "either", + "al", + "such", + "gjennom", + "kroz", + "and", + "within", + "get", + "ous", + "melalui", + "un", + "within", + "o", + "across", + "v", + "Through", + "internal" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "through", + "a", + "y", + "through", + "an", + "get", + "s", + "al", + "out", + "ed", + "melalui", + "such", + "within", + "kroz", + "ous", + "o", + "przez", + "gjennom", + "such", + "en", + "Through", + "across", + "within", + "t", + "away" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "s", + "ed", + "through", + "ing", + "C", + "through", + "and", + "get", + "y", + "al", + "own", + "m", + "v", + "melalui", + "o", + "t", + "at", + "rt", + "gjennom", + "e", + "d", + "is", + "vacancy", + "all", + "n", + "out", + "b", + "B", + "internal", + "Through" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "s", + "own", + "bulk", + "self", + "bulk", + "through", + "ing", + "Bulk", + "intrac", + "ed", + "self", + "creep", + "grain", + "get", + "vacancy", + "m", + "asam", + "Grain", + "grain", + "climb", + "l", + "al", + "o", + "through", + "at", + "sack", + "all", + "interior", + "outof", + "intra", + "Bulk" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "bulk", + "bulk", + "Bulk", + "Bulk", + "volume", + "volume", + "BUL", + "Volume", + "volumen", + "Volume", + "volumetric", + "volumes", + "Volumes", + "BUL", + "volum", + "VOLUME", + "diffusion", + "volumes", + "Volumen", + "diffus", + "diffusion", + "VOLUME", + "bulkhead", + "self", + "bul", + "self", + "Volumes" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "bulk", + "Bulk", + "bulk", + "BUL", + "Bul", + "bul", + "Bulk", + "BUL", + "Bul", + "bul", + "volume", + "abul", + "volume", + "Bulg", + "volum", + "Bulldogs", + "volumen", + "Volume", + "bulb", + "bull", + "bullied", + "Bull", + "bullying" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "N", + "bulk", + "bul", + "Bulk", + "bulk", + "Bulk", + "BUL", + "BUL", + "Bul", + "bul", + "Bul", + "l", + "N", + "abul", + "Hom", + "Hom", + "hom", + "Bulg", + "bulging", + "Nbd", + "Nade", + "bullied", + "bull", + "volume", + "volume", + "n" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "This", + "reactants", + "teorie", + "kondisi", + "Along", + "conteudo", + "kaikki", + "AsString", + "mismos", + "This", + "These", + "yani", + "To" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 18.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "uma", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "grain", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "through", + "output_checked": true + }, + { + "concept": "polycrystalline", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "together", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "held", + "output_checked": true + }, + { + "concept": "soon", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "as", + "output_checked": true + }, + { + "concept": "normal", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "bulk", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "lengthening", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "s", + "output_checked": true + }, + { + "concept": "isothermal", + "score": 1.0, + "best_rank": 4, + "best_depth": 88.1, + "near_token": "at", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-01__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-01__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-01__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-01__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-01__heatmap.png" + } + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Lattice-diffusion creep 2", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "At elevated temperature, atoms move through the lattice between oppositely loaded grain faces, producing slow elongation without extensive line-defect glide.", + "prompt_tail": "At elevated temperature, atoms move through the lattice between oppositely loaded grain faces, producing slow elongation without extensive line-defect glide.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice-diffusion-creep", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "e", + "generated_token_ids": [ + 236744 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "Herring", + "surfaces": [ + "Herring" + ], + "token_ids": [ + 187758, + 104598 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 2103, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 367 + }, + { + "label": "Herring", + "best_rank": 95347, + "best_depth": 47.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 17826 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "got", + "Charm", + "even", + "ListItemIcon", + "un", + "mesma" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "apr", + "GSM", + "conde", + "styling", + "styles", + "asus", + "mesma", + "Enter", + "s", + "mkdir", + "Insert", + "ipo", + "Harper", + "param", + "Weise", + "dit", + "cir", + "as", + "mixer" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "Edge", + "S", + "mesma", + "Weise", + "Edge", + "apr", + "insert", + "EDGE", + "s", + "jenis", + "Insert", + "styling", + "sus", + "Sus", + "joen", + "styling", + "Hits", + "Pek" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "Weise", + "Edge", + "S", + "s", + "Hits", + "apr", + "Edge", + "cfr", + "styling", + "insert", + "Insert", + "joen", + "Pek", + "second", + "sus", + "EDGE" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "Cuy", + "s", + "la", + "cens", + "pis", + "ciri", + "Pending", + "Cens", + "artis", + "S", + "cus", + "dikkat", + "Pend", + "Cus", + "dui", + "Pyr", + "atro", + "CU", + "Eddie", + "Cui", + "cura", + "Fort", + "uts" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "s", + "la", + "psi", + "handleError", + "Estelle", + "spacing", + "empe", + "prolet", + "Amts", + "unches", + "rins", + "Sorg", + "postgres", + "DIN", + "osynthesis", + "cens", + "softmax", + "prompt", + "conveniently", + "Authorities", + "ngthening", + "ngModel", + "usia" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "psi", + "handleError", + "ngModel", + "Estelle", + "itorial", + "osynthesis", + "serialization", + "Sorg", + "yscale", + "AGS", + "aportan", + "fat", + "ukun", + "empe", + "unches", + "Accenture", + "ymi", + "Huffington", + "Appleton", + "AlertDialog", + "Ris" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "atro", + "Stark", + "Pyr", + "hci", + "Cuy", + "usia", + "Guangdong", + "LOGGER", + "fft", + "icure", + "ukun", + "CCN", + "ietta", + "Slowly", + "juxtap", + "empe", + "Ronald", + "ngthening", + "cheats", + "isah" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "atro", + "CGPoint", + "phony", + "P", + "Cuy", + "OOP", + "Guangdong", + "postings", + "usia", + "PCM", + "hci", + "fullest", + "postage", + "Kuch", + "Guad", + "Richardson", + "uzi", + "onuclear" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "StringBuilder", + "ChatGPT", + "Gruntfile", + "schlim", + "BYTE", + "rmt", + "Flags", + "prawdzi", + "ForEach", + "Xcode", + "erweise", + "viewDidLoad", + "CIN", + "postings", + "Guangdong", + "Grim", + "Faker", + "slimmer", + "imens" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "H", + "P", + "BYTE", + "ing", + "Copyright", + "G", + "ForEach", + "Biden", + "ChatGPT", + "schlim", + "onload", + "O", + "os", + "CGPoint", + "WWE" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "P", + "C", + "tuttavia", + "Elsewhere", + "PWD", + "T", + "H", + "os", + "elsewhere", + "out", + "entimes", + "Elsewhere", + "kebanyakan", + "otros", + "om", + "variously", + "o", + "opis", + "Rather", + "Mud", + "usias", + "imax", + "istiwa" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "L", + "la", + "T", + "H", + "P", + "tuttavia", + "out", + "a", + "ing", + "ie", + "Elsewhere", + "and", + "opis", + "particularly", + "PWD", + "Others", + "variously", + "entimes", + "elsewhere", + "om", + "others", + "entanto", + "Elsewhere", + "doubtless", + "os", + "otras" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "ing", + "a", + "L", + "que", + "tuttavia", + "os", + "T", + "entimes", + "gehend", + "t", + "emente", + "opy", + "cuya", + "comparatively", + "ie", + "invece", + "Grim", + "kebanyakan", + "alim", + "mals", + "Mud", + "om" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "l", + "os", + "hov", + "gehend", + "opy", + "s", + "t", + "otros", + "Pitt", + "ez", + "entimes", + "ers", + "om", + "args", + "osk", + "imide", + "isy", + "eo" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "a", + "es", + "l", + "que", + "ly", + "ers", + "ed", + "isy", + "ity", + "ized", + "ing", + "esz", + "owanie", + "GROUP", + "otros", + "getContext", + "eo", + "urance", + "enet", + "conclusiones", + "icosia", + "opy", + "ology", + "itl", + "crib" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "es", + "ly", + "isy", + "icosia", + "Instead", + "ization", + "l", + "individual", + "ized", + "iyu", + "Explanation", + "otros", + "aport", + "Innovations", + "othesis", + "getContext", + "izations", + "termed" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "l", + "C", + "hence", + "a", + "deshalb", + "therefore", + "Without", + "Hence", + "consequently", + "thus", + "This", + "Instead", + "indeed", + "thereby", + "hence" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "l", + "either", + "L", + "S", + "C", + "T", + "e", + "hence", + "console", + "a", + "Dislocations", + "ispens", + "iciencies", + "Ly", + "keine", + "Explanation", + "Without", + "neither", + "etc", + "This", + "Kain", + "deshalb" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "either", + "l", + "L", + "C", + "S", + "e", + "T", + "a", + "en", + "hence", + "neither", + "ispens", + "deshalb", + "Dislocations", + "console", + "iciencies", + "Without", + "artifacts", + "lettre", + "etc", + "therefore", + "aise", + "hence", + "Thread", + "This" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "L", + "S", + "C", + "l", + "T", + "la", + "either", + "e", + "Dislocations", + "H", + "Line", + "dislocations", + "artifacts", + "This", + "clearInterval", + "linebreak", + "Z", + "l", + "Sch", + "epochs", + "Shuffle", + "parad", + "hordes", + "lettre", + "hence", + "reactions", + "wo", + "ITIONS" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "L", + "S", + "l", + "la", + "T", + "C", + "dislocation", + "Dislocations", + "dislocations", + "e", + "Line", + "line", + "dis", + "Dis", + "dis", + "line", + "Line", + "This", + "Dis", + "linebreak", + "parad", + "Lovely", + "E", + "l", + "uploads", + "k", + "H", + "lineup" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "L", + "S", + "Line", + "dis", + "Dis", + "dislocations", + "Dislocations", + "T", + "line", + "C", + "dislocation", + "Line", + "Dis", + "line", + "Linear", + "linear", + "DIS", + "dis", + "Extended", + "lineal", + "linear", + "P", + "lini", + "LINE", + "linebreak", + "extended" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Line", + "Line", + "line", + "line", + "L", + "LINE", + "Burg", + "linea", + "LINE", + "dislocations", + "lineup", + "LineEdit", + "Dis", + "FileLine", + "ligne", + "addLine", + "Dislocations", + "Linie", + "eline", + "garis", + "linebreak", + "iline" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Line", + "Line", + "L", + "Bur", + "Burg", + "dislocations", + "Dislocations", + "Extensive", + "line", + "line", + "BUR", + "bur", + "Dis", + "l", + "Bur", + "Burke", + "bur", + "BUR", + "Burgers", + "Burger", + "Burs", + "dislocation", + "Dis", + "bure", + "burger", + "DIS", + "BURG", + "FileLine" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "e", + "age", + "Extensive", + "arly", + "for", + "pantai", + "Glide", + "onlar", + "ages", + "proliferation", + "KCl", + "resulting", + "QCD", + "glide", + "pairwise", + "grossesse", + "la", + "certain", + "ation" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 158741, + 155736, + 151247, + 154248, + 63835, + 24845, + 25250, + 79145, + 112524, + 189664, + 189680, + 80746, + 74892, + 116694, + 213777, + 230368, + 203836, + 120363, + 81106, + 29735, + 2438, + 2104, + 2293, + 12056, + 10135, + 690 + ] + }, + { + "label": "Herring", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 180979, + 122314, + 195719, + 212032, + 130576, + 26421, + 18243, + 84230, + 128207, + 198876, + 157632, + 158086, + 95348, + 154100, + 113211, + 99268, + 99945, + 103843, + 177666, + 176387, + 175865, + 171615, + 213050, + 212115, + 179621, + 181242 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 84531, + 144306, + 173995, + 44629, + 47249, + 59729, + 30384, + 11330, + 369, + 1583, + 368, + 433, + 1446 + ] + }, + { + "label": "Herring", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 107980, + 130930, + 42689, + 30489, + 31509, + 26183, + 35698, + 61268, + 24779, + 24649, + 17827, + 23496, + 42610 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 17.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "atoms", + "output_checked": true + }, + { + "concept": "either", + "score": 5.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "etc", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "At", + "output_checked": true + }, + { + "concept": "own", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "charge", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "ely", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "defects", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "line", + "output_checked": true + }, + { + "concept": "creep", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "BYTE", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.7, + "near_token": "atoms", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 1.0, + "best_rank": 2, + "best_depth": 81.4, + "near_token": "elevated", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 1.0, + "best_rank": 3, + "best_depth": 84.7, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "zdol", + "score": 1.0, + "best_rank": 6, + "best_depth": 40.7, + "near_token": "elongation", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "s", + "ner", + "ry", + "que", + "al", + "er", + "de", + "ap", + "p", + "feb", + "lah", + "perd", + "soon", + "mente", + "pad", + "v", + "n", + "es", + "le", + "qu", + "im", + "ers", + "encontr", + "ting", + "ty", + "r", + "pl", + "la", + "ani", + "pa" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "I", + "A", + "ot", + "T", + "im", + "e", + "ad", + "S", + "to", + "of", + "as", + "in", + "l", + "and", + "th", + "om", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "ly", + "em", + "ation", + "be", + "T", + "ot", + "A", + "I", + "om", + "th", + "and", + "l", + "im", + "e", + "ad", + "S", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "of" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "power", + "open", + "own", + "world", + "fact", + "les", + "ness", + "New", + "que", + "out", + "iz", + "able", + "other", + "ings", + "its", + "self", + "and", + "of", + "p", + "d", + "a", + "t", + "en", + "s", + "an", + "ation", + "l", + "e", + "end", + "ers", + "or", + "le" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "S", + "que", + "own", + "a", + "an", + "de", + "or", + "able", + "l", + "ity", + "s", + "H", + "T", + "en", + "e", + "le", + "end", + "ation", + "and", + "p", + "er", + "k", + "ivity", + "elective", + "singular", + "ings", + "iz", + "t", + "ers", + "d", + "b" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "own", + "a", + "l", + "an", + "ed", + "en", + "able", + "or", + "que", + "k", + "ation", + "de", + "t", + "specialized", + "owych", + "ers", + "iz", + "ity", + "e", + "ally", + "chahiye", + "various", + "s", + "ized", + "its", + "many", + "end", + "p", + "le", + "out" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "l", + "a", + "own", + "en", + "de", + "k", + "iz", + "ers", + "able", + "ation", + "t", + "owych", + "or", + "s", + "S", + "LEED", + "zhen", + "chst", + "e", + "p", + "an", + "que", + "singular", + "bach", + "specialized" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "iz", + "que", + "ers", + "de", + "s", + "ation", + "S", + "k", + "t", + "p", + "own", + "th", + "le", + "par", + "owych", + "per", + "la", + "en", + "hem", + "chst", + "dwar", + "pro", + "Nationwide" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "iz", + "la", + "que", + "de", + "ers", + "t", + "par", + "s", + "ation", + "le", + "own", + "p", + "hem", + "th", + "k", + "per", + "and", + "pro", + "searchQuery", + "Nationwide", + "amending", + "owych", + "or" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "iz", + "que", + "th", + "par", + "uma", + "searchQuery", + "la", + "t", + "hem", + "corrigir", + "s", + "chst", + "ers", + "ation", + "Rudd", + "amending", + "ines" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "que", + "la", + "s", + "iz", + "t", + "an", + "p", + "uma", + "le", + "corrigir", + "preguntar", + "th", + "or", + "um", + "par", + "both", + "reduzir" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "la", + "que", + "famed", + "corrigir", + "Pengembangan", + "preguntar", + "proporcionan", + "obliquely", + "spurred", + "also", + "legendary" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "de", + "or", + "an", + "y", + "le", + "d", + "ly", + "it", + "f", + "similar", + "p", + "like", + "g", + "use", + "even", + "either", + "t", + "v", + "both", + "usually", + "similarly", + "there", + "sometimes", + "que", + "normally", + "its" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "ly", + "and", + "e", + "C", + "y", + "or", + "and", + "er", + "on", + "ally", + "p", + "like", + "ous", + "to", + "like", + "ary", + "of", + "al", + "ic", + "by", + "o", + "hbox", + "an", + "taobao", + "without", + "T", + "t" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "a", + "y", + "e", + "and", + "p", + "ly", + "s", + "v", + "er", + "un", + "T", + "and", + "t", + "K", + "on", + "n", + "c", + "an", + "k", + "ed", + "z", + "to", + "d", + "h", + "m", + "f", + "as", + "it", + "in" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "C", + "l", + "y", + "and", + "an", + "p", + "un", + "s", + "e", + "t", + "er", + "T", + "k", + "v", + "such", + "and", + "ic", + "al", + "c", + "ly", + "it", + "like", + "K", + "n", + "on", + "d", + "although", + "KHTML", + "to" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "and", + "a", + "y", + "such", + "er", + "an", + "s", + "un", + "which", + "ic", + "p", + "t", + "and", + "that", + "that", + "k", + "z", + "ly", + "al", + "but", + "more", + "v", + "T", + "which" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "and", + "either", + "such", + "without", + "single", + "an", + "Instead", + "Instead", + "able", + "otherwise", + "even", + "without", + "such", + "much", + "Without" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "y", + "T", + "a", + "l", + "un", + "B", + "al", + "v", + "either", + "D", + "an", + "necessarily", + "such", + "ic", + "ed", + "single", + "get", + "although", + "id", + "om", + "c", + "some", + "an", + "ated" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "y", + "B", + "al", + "own", + "T", + "s", + "ed", + "get", + "a", + "v", + "an", + "n", + "such", + "e", + "single", + "some", + "ic", + "p", + "id", + "t", + "is", + "such", + "un", + "an", + "necessarily", + "each" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "own", + "C", + "l", + "s", + "ed", + "B", + "T", + "y", + "al", + "v", + "e", + "L", + "and", + "D", + "p", + "n", + "is", + "l", + "b", + "m", + "at", + "om", + "id", + "her", + "t", + "get", + "on", + "o", + "some" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "s", + "dislocation", + "own", + "L", + "dislocations", + "dis", + "C", + "line", + "B", + "T", + "glide", + "Dislocations", + "ed", + "climb", + "Line", + "v", + "b", + "al", + "sess", + "at", + "is", + "jogs", + "Burg", + "jog", + "screw", + "y", + "l", + "climbing", + "on" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "dis", + "dislocation", + "dislocations", + "line", + "climb", + "Line", + "Dis", + "Burg", + "Dis", + "Line", + "extended", + "Climb", + "climbing", + "Dislocations", + "Extended", + "line", + "linear", + "jog", + "Extended", + "disarmament", + "lineare", + "burg" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Line", + "Line", + "line", + "line", + "Burg", + "LINE", + "LINE", + "Burgers", + "dislocations", + "linha", + "addLine", + "Burger", + "lineup", + "linea", + "BURG", + "linebreak", + "LineWidth", + "burgers", + "lineNumber" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Line", + "Line", + "Burg", + "BUR", + "Burgers", + "Bur", + "line", + "line", + "Burs", + "bur", + "Burger", + "BUR", + "Burger", + "Bur", + "bur", + "Burke", + "burger", + "burg", + "BURG", + "Dislocations", + "Extensive", + "burs", + "la", + "Burt", + "bure", + "Dis", + "Burgh", + "burgers", + "burgh" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "e", + "age", + "Extensive", + "arly", + "for", + "pantai", + "Glide", + "onlar", + "ages", + "proliferation", + "KCl", + "resulting", + "QCD", + "glide", + "pairwise", + "grossesse", + "la", + "certain", + "ation" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 10.0, + "best_rank": 1, + "best_depth": 47.5, + "near_token": "opposit", + "output_checked": true + }, + { + "concept": "and", + "score": 8.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "At", + "output_checked": true + }, + { + "concept": "uma", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "ely", + "output_checked": true + }, + { + "concept": "either", + "score": 2.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "move", + "output_checked": true + }, + { + "concept": "numerous", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "opposit", + "output_checked": true + }, + { + "concept": "least", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "At", + "output_checked": true + }, + { + "concept": "charge", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "ely", + "output_checked": true + }, + { + "concept": "apparent", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "without", + "output_checked": true + }, + { + "concept": "creep", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "desliz", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "glide", + "output_checked": true + }, + { + "concept": "repetition", + "score": 1.0, + "best_rank": 2, + "best_depth": 84.7, + "near_token": "the", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-02__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-02__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-02__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-02__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-02__heatmap.png" + } + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Lattice-diffusion creep 3", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A polycrystalline solid changes shape under a small sustained load because empty lattice sites migrate through grain interiors in the direction opposite atomic transport.", + "prompt_tail": "talline solid changes shape under a small sustained load because empty lattice sites migrate through grain interiors in the direction opposite atomic transport.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice-diffusion-creep", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " conversely", + "generated_token_ids": [ + 146076 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "Herring", + "surfaces": [ + "Herring" + ], + "token_ids": [ + 187758, + 104598 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 4, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 1 + }, + { + "label": "Herring", + "best_rank": 7392, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 3031 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "got", + "mesma", + "Charm", + "ListItemIcon", + "even", + "un" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "GSM", + "mesma", + "apr", + "styling", + "S", + "asus", + "Edge", + "a", + "Weise", + "Insert", + "s", + "styles", + "mkdir", + "Edge", + "conde", + "mixer", + "dit", + "cir", + "duck" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "Edge", + "S", + "Weise", + "Edge", + "EDGE", + "styling", + "apr", + "Pek", + "insert", + "Insert", + "cfr", + "arlos", + "jenis", + "Hits" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "Weise", + "Edge", + "Hits", + "apr", + "Edge", + "cfr", + "Pek", + "insert", + "styling", + "EDGE", + "S", + "second", + "Insert", + "joen", + "sus", + "second" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "Cuy", + "la", + "S", + "ciri", + "cens", + "pis", + "Cens", + "Pyr", + "Pending", + "watering", + "Pend", + "dui", + "Eddie", + "centerY", + "Ronald", + "ait", + "Cus", + "Duplicate", + "dikkat", + "atro", + "phis" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "handleError", + "psi", + "Estelle", + "spacing", + "empe", + "Sorg", + "softmax", + "conveniently", + "STI", + "issy", + "pct", + "ngModel", + "prolet", + "postgres", + "osynthesis", + "knn", + "DIN", + "unches", + "affine", + "ukun", + "watering", + "Accenture", + "acidified", + "Rome" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "ngModel", + "handleError", + "yscale", + "Estelle", + "ukun", + "Sorg", + "psi", + "s", + "empe", + "unches", + "cyn", + "itorial", + "AGS", + "osynthesis", + "serialization", + "RTS", + "ymi", + "addData", + "acidified", + "RHS", + "agge", + "Appleton", + "aportan" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "Stark", + "hci", + "ukun", + "Guangdong", + "LOGGER", + "cheats", + "usia", + "Cui", + "Pyr", + "fft", + "icure", + "dui", + "Eddie", + "Kuch", + "ietta", + "juxtap" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "CGPoint", + "hci", + "OOP", + "Pyr", + "atro", + "LOGGER", + "Guangdong", + "Sli", + "juxtap", + "uzi", + "PCM", + "usia", + "Kund", + "Cuy", + "pict", + "filmmakers", + "Hawke", + "fft", + "lendemain" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "Gruntfile", + "postings", + "rmt", + "usus", + "ForEach", + "ralent", + "Guangdong", + "ibaldi", + "StringBuilder", + "ChatGPT", + "prawdzi" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "Bowser", + "Namibia", + "ChatGPT", + "ing", + "Darwin", + "even", + "Copyright", + "schlim", + "Princeton", + "JVM", + "ophile" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "que", + "entimes", + "L", + "tuttavia", + "kebanyakan", + "and", + "usted", + "T", + "an", + "om", + "ie", + "owi" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "que", + "L", + "T", + "H", + "and", + "an", + "de", + "tuttavia", + "ie", + "entimes", + "inoltre", + "e", + "out", + "ing", + "owi", + "Pitt", + "igil", + "los", + "opis" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "an", + "T", + "tuttavia", + "entimes", + "hingegen", + "t", + "esha", + "l", + "cuya", + "oum", + "respectively", + "regres", + "invece", + "ie", + "mektedir", + "poco", + "outez", + "ledged", + "selves" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "que", + "l", + "ing", + "an", + "ization", + "esha", + "oum", + "ez", + "person", + "izations", + "un", + "ie", + "ledged", + "es", + "s", + "izing", + "t", + "tuttavia", + "baj", + "kolei", + "Pitt", + "stead", + "le", + "el" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "l", + "que", + "ization", + "either", + "an", + "izations", + "ities", + "ized", + "izing", + "es", + "ilization", + "ity", + "of", + "the", + "ez", + "ed", + "rawValue", + "isy", + "le", + "document", + "external", + "esz", + "iyu", + "indeed", + "ism", + "ly", + "antly", + "ledged" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "ization", + "an", + "ly", + "l", + "izations", + "ized", + "es", + "ities", + "the", + "they", + "cons", + "external", + "isy", + "esque", + "indeed", + "ed", + "es", + "othesis", + "document", + "werking", + "inv", + "vice", + "so", + "ez", + "rawValue", + "esha", + "izing" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "a", + "analogous", + "ly", + "inversely", + "hence", + "ization", + "consequ", + "thus", + "consequently", + "C", + "Inverse", + "deshalb", + "indeed", + "similarly", + "oppos", + "izations" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "L", + "ly", + "either", + "T", + "inversely", + "migration", + "westward", + "indeed", + "othesis", + "Indeed", + "Migration", + "Explanation", + "Backward", + "analogous", + "Explanation", + "downhill", + "Indeed", + "l", + "analogy", + "experiences", + "Movement", + "hence" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "indeed", + "ly", + "either", + "Indeed", + "migration", + "Indeed", + "T", + "Movement", + "L", + "Movement", + "Migration", + "inversely", + "westward", + "osmosis", + "Evidence", + "downhill", + "othesis", + "movement", + "Diffusion", + "efectos", + "migr", + "Explanation", + "opedia", + "experiences" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "L", + "vacancies", + "la", + "Vacancy", + "vacancy", + "C", + "vacancy", + "ly", + "T", + "Diffusion", + "H", + "indeed", + "DisplayText", + "and", + "Indeed", + "OffsetY", + "diffusion", + "Dislocations", + "S", + "Indeed", + "ons", + "diffusion", + "odzi", + "en", + "kiri", + "points" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "and", + "vacancies", + "de", + "vacancy", + "flux", + "self", + "vacancy", + "flux", + "ly", + "Vacancy", + "flow", + "Diffusion", + "ons", + "parad", + "an", + "climb", + "kens", + "diffusion", + "flow", + "diffusion", + "fluxo", + "om", + "ossi", + "mass" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "flux", + "la", + "l", + "flux", + "self", + "counter", + "Flux", + "counter", + "Flux", + "fluxo", + "Diffusion", + "diffusion", + "vacancies", + "que", + "diffusion", + "matter", + "Diffusion", + "flusso", + "fluxes", + "Self", + "dif", + "matter", + "Counter", + "flujo", + "Counter", + "vacancy" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "l", + "som", + "que", + "counter", + "Som", + "flux", + "counter", + "Som", + "Counter", + "SOM", + "Counter", + "self", + "vacancy", + "vacancies", + "SOM", + "flux", + "COUNTER", + "som", + "vacancy", + "empty", + "diffusion", + "fluxo", + "Diffusion", + "counters", + "Flux", + "VAC", + "kosong", + "somme", + "vac" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "l", + "som", + "vacancy", + "flux", + "vacancies", + "Counter", + "VAC", + "VAC", + "Diffusion", + "counter", + "Vac", + "flux", + "Som", + "SOM", + "vacancy", + "vac", + "diffusion", + "Counter", + "omar", + "dif", + "Diffusion", + "Vacancy", + "vac", + "COUNTER", + "nond", + "diffus", + "Som", + "Flux", + "om" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "conversely", + "ions", + "opposite", + "appropriate", + "Conversely", + "essentially", + "Therefore", + "Opposite", + "in", + "inversely", + "corresponding", + "entsprechende", + "atoms", + "Ancak", + "acier", + "outward", + "flux", + "passengers", + "overall", + "vacancies", + "eventually", + "effectively", + "kinetics", + "overshoot", + "Richtung", + "acciones", + "Ketika" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 163066, + 159594, + 148705, + 153258, + 69275, + 24256, + 27403, + 82290, + 103367, + 149196, + 207800, + 112706, + 130636, + 165913, + 201726, + 241111, + 218270, + 48304, + 8817, + 1900, + 5, + 6, + 32, + 15, + 3, + 408 + ] + }, + { + "label": "Herring", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 174340, + 139612, + 211367, + 208470, + 109021, + 12826, + 10854, + 111853, + 117104, + 160477, + 111532, + 100454, + 40743, + 55766, + 41059, + 50170, + 59822, + 22508, + 69330, + 39926, + 7393, + 26106, + 10642, + 2001, + 379, + 15932 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 106027, + 155218, + 115638, + 49965, + 40069, + 127624, + 64115, + 3266, + 316, + 345, + 10, + 7, + 2 + ] + }, + { + "label": "Herring", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 182371, + 199790, + 60578, + 26771, + 18596, + 10018, + 4127, + 9737, + 12902, + 28440, + 3959, + 3339, + 3032 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 12.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "que", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "through", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 1.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "boundary", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "flux", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "de", + "ers", + "que", + "ani", + "ap", + "al", + "er", + "ano", + "lovepoetry", + "even", + "fasted", + "soon", + "emma", + "ner", + "publicly", + "ah", + "im", + "sadquotes", + "man", + "an", + "ation", + "se", + "v" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "C", + "I", + "T", + "A", + "im", + "e", + "S", + "ot", + "to", + "of", + "as", + "in", + "l", + "and", + "th", + "om", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "pro", + "us", + "P", + "est", + "ation", + "A", + "be", + "em", + "e", + "om", + "l", + "th", + "ad", + "im", + "S", + "T", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ing", + "b", + "d", + "al", + "ion", + "ic", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "sake", + "singular", + "secondary", + "either", + "single", + "various", + "North", + "own", + "ness", + "its", + "self", + "open", + "world", + "kind", + "able", + "ers", + "an", + "l", + "ation", + "en", + "a", + "of", + "and", + "iz", + "le", + "end", + "or", + "out", + "able", + "que", + "ings" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "S", + "a", + "en", + "l", + "or", + "own", + "able", + "able", + "que", + "k", + "H", + "T", + "end", + "ers", + "sake", + "singular", + "ness", + "le", + "iz", + "an", + "ation", + "malah", + "elective", + "s", + "ity", + "ivity", + "ings", + "single", + "various" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "l", + "own", + "ed", + "k", + "able", + "an", + "que", + "specialized", + "able", + "humbled", + "various", + "iz", + "many", + "ation", + "end", + "its", + "owych", + "ers", + "h", + "out", + "t", + "un" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "a", + "own", + "l", + "en", + "k", + "iz", + "ation", + "owych", + "im", + "able", + "LEED", + "specialized", + "singular", + "chst", + "end", + "s", + "ers", + "sen" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "l", + "la", + "iz", + "que", + "s", + "amending", + "irritating", + "own", + "de", + "pro", + "le", + "k", + "hem", + "par", + "t", + "ation" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "la", + "l", + "iz", + "s", + "amending", + "quoi", + "que", + "hem", + "redesignated", + "explicado", + "Projek", + "par", + "euro", + "irritating" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "la", + "iz", + "quoi", + "searchQuery", + "s", + "corrigir", + "par", + "hem", + "euro", + "redesignated", + "Promenade" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "la", + "s", + "corrigir", + "reduzir", + "glamorous", + "t", + "uma", + "que", + "quoi", + "its", + "iz", + "preguntar", + "Preprint" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "la", + "famed", + "s", + "glamorous", + "uma", + "reduzir", + "Jumlah", + "corrigir", + "t", + "acclaimed", + "spurred", + "le", + "quoi", + "numerosas" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "an", + "ly", + "the", + "it", + "their", + "y", + "its", + "le", + "which", + "mathrm", + "leur", + "presumed", + "or", + "d", + "by", + "th", + "ous", + "kanilang", + "legendary", + "amusing", + "featuring", + "z", + "in" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "ly", + "er", + "y", + "C", + "and", + "ed", + "T", + "K", + "own", + "and", + "e", + "t", + "on", + "ic", + "v", + "n", + "z", + "s", + "a", + "hbox", + "al", + "ally", + "H", + "in", + "p", + "to", + "un", + "taobao", + "o", + "an" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "y", + "er", + "s", + "ly", + "e", + "T", + "K", + "ed", + "un", + "v", + "p", + "a", + "t", + "n", + "and", + "and", + "z", + "on", + "D", + "al", + "in", + "k", + "d", + "to", + "ic", + "ing", + "is", + "c", + "f", + "a" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "C", + "an", + "y", + "er", + "and", + "al", + "un", + "T", + "t", + "p", + "ed", + "v", + "ing", + "s", + "and", + "it", + "on", + "ly", + "K", + "k", + "e", + "to", + "ic", + "that", + "d", + "what", + "it", + "that", + "but" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "and", + "a", + "an", + "y", + "they", + "They", + "because", + "that", + "al", + "they", + "ly", + "because", + "and", + "that", + "but", + "er", + "their", + "mereka", + "which", + "while", + "the", + "what", + "un" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "and", + "C", + "an", + "a", + "T", + "analogous", + "such", + "al", + "Conversely", + "because", + "Conversely", + "the", + "because", + "fact", + "conversely", + "y", + "ym", + "Similarly", + "P", + "same", + "Similarly" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "a", + "an", + "T", + "B", + "and", + "y", + "al", + "K", + "D", + "v", + "t", + "either", + "move", + "is", + "out", + "an", + "p", + "get", + "m", + "s", + "moves", + "what", + "id", + "O", + "by", + "o", + "because", + "would", + "re" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "B", + "a", + "an", + "T", + "al", + "y", + "s", + "get", + "p", + "K", + "D", + "v", + "is", + "and", + "an", + "t", + "ed", + "m", + "on", + "O", + "to", + "o", + "id", + "by", + "ing", + "out", + "what", + "n", + "G", + "at" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "ed", + "ing", + "s", + "C", + "get", + "y", + "vacancy", + "own", + "on", + "T", + "vacancies", + "B", + "at", + "t", + "al", + "v", + "vacancy", + "and", + "o", + "is", + "to", + "K", + "Vac", + "m", + "L", + "O", + "ons", + "G", + "vac", + "n", + "an" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "ing", + "ed", + "and", + "vacancy", + "vacancies", + "s", + "self", + "Vac", + "on", + "vacancy", + "at", + "om", + "self", + "ons", + "le", + "climb", + "flux", + "Vacancy", + "vac", + "get", + "climbs", + "que", + "subtitle", + "al", + "her", + "er", + "an", + "Climb", + "y", + "o", + "m", + "own" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "flux", + "vacancy", + "flux", + "vacancies", + "self", + "self", + "que", + "vacancy", + "matter", + "diffusion", + "Vac", + "Diffusion", + "Flux", + "Flux", + "counter", + "Matter", + "l", + "vac", + "Matter", + "diffusion", + "Dif", + "fluxes", + "matter", + "fluxo", + "dif", + "diff", + "Vac", + "counter", + "Vacancy", + "Self", + "Diffusion", + "diffus" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Som", + "Som", + "l", + "som", + "SOM", + "som", + "vacancies", + "vacancy", + "Vac", + "counter", + "SOM", + "counter", + "flux", + "self", + "Counter", + "COUNTER", + "vacancy", + "Sommer", + "self", + "flux", + "Flux", + "vac", + "Counter", + "Vacancy", + "Vac", + "Flux", + "somatic", + "VAC", + "somme", + "VAC", + "empty" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Som", + "l", + "som", + "SOM", + "vacancy", + "Vac", + "flux", + "som", + "Vacancy", + "SOM", + "vac", + "L", + "VAC", + "Som", + "VAC", + "vacancy", + "flux", + "counter", + "self", + "omar", + "vacancies", + "Vac", + "self", + "vac", + "que", + "Flux", + "Counter", + "Counter", + "an", + "counter", + "C", + "dif" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "conversely", + "ions", + "opposite", + "appropriate", + "Conversely", + "essentially", + "Therefore", + "Opposite", + "in", + "inversely", + "corresponding", + "entsprechende", + "atoms", + "Ancak", + "acier", + "outward", + "flux", + "passengers", + "overall", + "vacancies", + "eventually", + "effectively", + "kinetics", + "overshoot", + "Richtung", + "acciones", + "Ketika" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 10.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "uma", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "sustained", + "output_checked": true + }, + { + "concept": "either", + "score": 3.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "migrate", + "output_checked": true + }, + { + "concept": "vacancies", + "score": 3.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "in", + "output_checked": true + }, + { + "concept": "Migration", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "migrate", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 2, + "best_depth": 67.8, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-03__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-03__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-03__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-03__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-03__heatmap.png" + } + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Lattice-diffusion creep 4", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Slow deformation at high homologous temperature is controlled by bulk atomic transport, and its rate increases strongly as crystallite size decreases.", + "prompt_tail": "Slow deformation at high homologous temperature is controlled by bulk atomic transport, and its rate increases strongly as crystallite size decreases.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice-diffusion-creep", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "Herring", + "surfaces": [ + "Herring" + ], + "token_ids": [ + 187758, + 104598 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 12475, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 1249 + }, + { + "label": "Herring", + "best_rank": 42903, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 3969 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "got", + "mesma", + "even", + "Charm", + "ListItemIcon", + "Hair" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "s", + "S", + "GSM", + "apr", + "styling", + "mkdir", + "styles", + "Insert", + "Enter", + "mesma", + "conde", + "asus", + "mixer", + "param", + "Weise", + "Edge", + "cir", + "dit", + "gian", + "as" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "Edge", + "Weise", + "apr", + "Edge", + "EDGE", + "s", + "S", + "Insert", + "insert", + "sus", + "styling", + "jenis", + "ashe", + "cfr", + "Pek" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "S", + "s", + "Weise", + "apr", + "Hits", + "Edge", + "Edge", + "styling", + "cfr", + "second", + "insert", + "Pek", + "Insert", + "B", + "joen", + "even", + "sus" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "la", + "Cuy", + "s", + "cens", + "pis", + "ciri", + "Pending", + "S", + "Cens", + "artis", + "phis", + "Duplicate", + "CU", + "Cus", + "cura", + "cus", + "Pyr", + "Fort", + "dikkat", + "watering", + "dui", + "Pend", + "respectivamente" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "psi", + "handleError", + "prolet", + "Estelle", + "empe", + "spacing", + "conveniently", + "Amts", + "cens", + "Duplicate", + "issy", + "artis", + "unches", + "DIN", + "usia", + "Authorities", + "pct", + "Sorg", + "Accenture", + "ppm", + "rins", + "softmax" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "s", + "softmax", + "handleError", + "ngModel", + "psi", + "Estelle", + "yscale", + "ukun", + "empe", + "Sorg", + "itorial", + "fat", + "AGS", + "serialization", + "unches", + "osynthesis", + "aportan", + "Huffington", + "Appleton", + "addData", + "Accenture", + "ymi", + "awatt", + "AlertDialog" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "ciri", + "icure", + "Pyr", + "Cullen", + "Stark", + "cheats", + "hci", + "kts", + "ngthening", + "Cui", + "fft", + "Arjuna", + "dui", + "CCN", + "empe", + "ietta", + "ukun", + "ucker" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "Pyr", + "Guangdong", + "Cui", + "hci", + "usia", + "onuclear", + "icure", + "pict", + "endenti", + "Forestry", + "uzi" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "usus", + "CGPoint", + "OOP", + "fontsize", + "postings", + "Pyr", + "PPI", + "outset", + "ForEach", + "Gruntfile", + "Grim", + "Dougall", + "Lol" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "ForEach", + "ophile", + "P", + "JVM", + "StringBuilder", + "erweise", + "slimmer", + "CGPoint", + "Wochenende" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "H", + "a", + "tuttavia", + "o", + "T", + "t", + "os", + "om", + "entimes", + "s", + "uma", + "usus", + "stateMutability", + "que", + "PWD", + "webhook", + "veys", + "Maui" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "L", + "H", + "la", + "T", + "a", + "P", + "tuttavia", + "O", + "particularly", + "C", + "t", + "and", + "ie", + "o", + "out", + "OC", + "inoltre", + "om", + "os", + "especially", + "it", + "i" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "l", + "t", + "tuttavia", + "L", + "ie", + "particularly", + "especially", + "H", + "o", + "os", + "es", + "T", + "invece", + "BNB", + "entimes", + "Especially" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "l", + "que", + "es", + "t", + "s", + "ie", + "person", + "s", + "its", + "others", + "tuttavia", + "os", + "om", + "especially", + "particularly", + "o", + "an", + "it", + "OwnProperty", + "i", + "downstream" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "la", + "L", + "however", + "es", + "particularly", + "OI", + "tuttavia", + "whereas", + "examples", + "oc", + "Accordingly", + "OwnProperty", + "its", + "DOE", + "and" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "L", + "la", + "and", + "however", + "particularly", + "especially", + "CHAPTER", + "es", + "However", + "whereas", + "unusual" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "L", + "therefore", + "thus", + "whereas", + "accordingly", + "Therefore", + "Accordingly", + "indeed", + "Consequently" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "L", + "accordingly", + "indeed", + "whereas", + "This", + "equivalently", + "Interestingly", + "Such", + "thus", + "therefore", + "interestingly", + "Therefore", + "Indeed" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "L", + "indeed", + "Indeed", + "such", + "Such", + "This", + "thus", + "Consequently", + "Indeed", + "whereas", + "Therefore", + "Consequently", + "accordingly", + "such", + "therefore" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "L", + "and", + "Indeed", + "This", + "H", + "l", + "interestingly", + "indeed", + "Such", + "such", + "infatti", + "Interestingly", + "This", + "Indeed", + "Therefore", + "whereas", + "Consequently" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "and", + "l", + "This", + "this", + "This", + "de", + "thus", + "such", + "Indeed", + "scaling", + "la", + "kens", + "scaling" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "and", + "Smaller", + "de", + "grano", + "Scaling", + "SMALL", + "scaling", + "diminutive", + "scaling", + "size", + "small", + "H", + "scaled", + "accordingly", + "nano", + "Scaling", + "sizes", + "size", + "Hall" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "H", + "que", + "size", + "Scaling", + "This", + "taille", + "scaling", + "scaling", + "Size", + "Scaling", + "size", + "Opposite", + "Small", + "speeding", + "nano", + "crystall", + "Smaller", + "grano", + "anomal", + "Crystall", + "oppos", + "SMALL", + "Hall", + "ukuran", + "hall", + "Hall" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "H", + "This", + "size", + "Scaling", + "taille", + "Thus", + "Grain", + "grain", + "Therefore", + "diffusivity", + "speeding", + "Indeed", + "Crystall", + "Grain", + "Such", + "infatti", + "size", + "Nano", + "Generally", + "Consequently", + "grain", + "However", + "Size" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "This", + "In", + "Therefore", + "High", + "Specifically", + "The", + "For", + "Thus", + "Conversely", + "Here", + "At", + "As", + "a", + "Small", + "When", + "Since", + "We", + "Consequently", + "Rate", + "Slow", + "However", + "A", + "Our", + "These", + "Volume", + "It", + "Its", + "Then", + "Crystall", + "Due", + "Bulk", + "If" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 158349, + 170401, + 146726, + 148542, + 55246, + 23973, + 24929, + 52373, + 72632, + 101010, + 202077, + 97744, + 128140, + 145790, + 225644, + 192896, + 148950, + 37870, + 27409, + 34181, + 12476, + 32766, + 49602, + 17704, + 13182, + 9157 + ] + }, + { + "label": "Herring", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 174229, + 95565, + 208538, + 208721, + 131238, + 37775, + 22029, + 86553, + 117547, + 156695, + 100450, + 133610, + 58041, + 111760, + 102320, + 90858, + 113322, + 104566, + 110922, + 79964, + 42904, + 70007, + 65382, + 40938, + 36958, + 20016 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 27108, + 64772, + 143806, + 47433, + 75649, + 64992, + 74788, + 46868, + 7324, + 30013, + 6647, + 1377, + 1250 + ] + }, + { + "label": "Herring", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 152094, + 157066, + 51708, + 40653, + 32585, + 3970, + 7963, + 49195, + 35068, + 37359, + 10453, + 12481, + 30280 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 17.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "creep", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "by", + "output_checked": true + }, + { + "concept": "grain", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "diffusive", + "score": 1.0, + "best_rank": 3, + "best_depth": 88.1, + "near_token": "atomic", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ap", + "ers", + "de", + "ly", + "al", + "er", + "im", + "ation", + "ani", + "ness", + "que", + "even", + "p", + "ley", + "le", + "am", + "ina", + "uff", + "ting", + "ty", + "alk", + "iness", + "ip", + "ight", + "v", + "ist", + "ier", + "ry", + "err", + "aj" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "C", + "I", + "T", + "A", + "im", + "e", + "S", + "ot", + "to", + "of", + "as", + "in", + "l", + "and", + "th", + "om", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "em", + "be", + "I", + "ation", + "ot", + "S", + "T", + "A", + "th", + "l", + "of", + "and", + "e", + "om", + "im", + "ad", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "open", + "world", + "New", + "own", + "self", + "under", + "les", + "ness", + "que", + "out", + "iz", + "able", + "other", + "ings", + "ian", + "its", + "and", + "of", + "d", + "al", + "a", + "t", + "en", + "p", + "an", + "ation", + "l", + "e", + "end", + "ers", + "or", + "le" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "able", + "own", + "S", + "a", + "ation", + "l", + "or", + "an", + "able", + "que", + "end", + "T", + "either", + "ings", + "ers", + "and", + "en", + "le", + "iz", + "de", + "e", + "s", + "ness", + "H", + "ivity", + "occasional", + "singular", + "t", + "ed", + "various", + "eye" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "own", + "l", + "a", + "en", + "an", + "que", + "ed", + "able", + "iz", + "able", + "ation", + "ers", + "specialized", + "various", + "or", + "its", + "le", + "end", + "either", + "owych", + "sheer", + "t", + "est", + "under", + "ational", + "North", + "malah", + "many" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "an", + "a", + "en", + "l", + "own", + "que", + "iz", + "able", + "ation", + "ers", + "specialized", + "sheer", + "end", + "le", + "or", + "able", + "owych", + "t", + "either", + "singular", + "various", + "North", + "malah", + "mellan", + "ed", + "its" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "own", + "l", + "a", + "que", + "iz", + "an", + "la", + "either", + "s", + "le", + "de", + "or", + "st", + "and", + "t", + "pro", + "par", + "sheer", + "en", + "c", + "b", + "afin", + "singular", + "p", + "per", + "d" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "own", + "a", + "l", + "la", + "que", + "iz", + "either", + "and", + "s", + "le", + "t", + "singular", + "de", + "or", + "K", + "st", + "par", + "an", + "pro", + "ines", + "un", + "afin", + "per" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "own", + "la", + "iz", + "que", + "uma", + "s", + "or", + "and", + "ines", + "par", + "t", + "punishing", + "K", + "singular", + "le", + "st", + "pro", + "either", + "stellar", + "afin", + "um" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "or", + "an", + "s", + "iz", + "t", + "and", + "ly", + "the", + "que", + "st", + "corrigir", + "f", + "R", + "par", + "le", + "titular", + "many", + "p", + "their" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "H", + "a", + "or", + "ly", + "Jumlah", + "issimi", + "spurred", + "corrigir", + "glamorous", + "reduzir", + "massively", + "ElevatedButton", + "czyli", + "vendedor" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "de", + "an", + "even", + "y", + "or", + "by", + "its", + "it", + "d", + "similarly", + "le", + "then", + "which", + "so", + "re", + "instead", + "ly", + "on", + "such", + "at", + "likely", + "ed", + "also", + "du" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "and", + "l", + "a", + "y", + "ly", + "an", + "on", + "by", + "of", + "C", + "and", + "it", + "ous", + "s", + "v", + "the", + "o", + "hbox", + "ally", + "z", + "such", + "p", + "by", + "with", + "e", + "taobao", + "er", + "its", + "their", + "n", + "como" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "a", + "and", + "an", + "y", + "s", + "C", + "v", + "T", + "on", + "p", + "it", + "t", + "un", + "e", + "n", + "the", + "er", + "z", + "k", + "ly", + "by", + "of", + "and", + "to", + "with", + "c", + "a", + "in", + "their", + "get" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "a", + "and", + "an", + "y", + "C", + "s", + "v", + "it", + "p", + "t", + "T", + "been", + "k", + "such", + "the", + "their", + "n", + "its", + "al", + "on", + "un", + "up", + "d", + "c", + "b", + "z", + "K", + "o", + "i", + "although" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "and", + "a", + "an", + "y", + "C", + "such", + "l", + "T", + "Therefore", + "Therefore", + "up", + "been", + "but", + "it", + "v", + "because", + "because", + "so", + "al", + "k", + "which", + "would", + "whereas", + "their", + "particularly", + "thus", + "s", + "Furthermore" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "an", + "and", + "Therefore", + "a", + "Therefore", + "such", + "Recently", + "Moreover", + "B", + "H", + "Similarly", + "Consequently", + "Thus", + "thus", + "Consequently", + "L", + "THERE", + "Moreover", + "therefore", + "Accordingly", + "deshalb", + "Thus", + "Furthermore", + "Regardless", + "Unlike", + "so" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "a", + "C", + "an", + "l", + "and", + "such", + "Therefore", + "Recently", + "Therefore", + "its", + "either", + "y", + "thus", + "Moreover", + "single", + "therefore", + "Moreover", + "so", + "Similarly", + "Consequently", + "been", + "it", + "Unlike", + "therefore", + "deshalb" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "a", + "l", + "C", + "such", + "and", + "an", + "Therefore", + "single", + "y", + "thus", + "Therefore", + "Recently", + "Consequently", + "so", + "Moreover", + "similarly", + "either", + "therefore", + "Moreover", + "Similarly", + "its", + "al", + "Furthermore", + "such" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "and", + "y", + "al", + "a", + "such", + "an", + "size", + "o", + "thus", + "n", + "which", + "similarly", + "Therefore", + "que", + "Moreover", + "ani", + "om", + "get", + "anyway", + "size", + "seemingly", + "Furthermore" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "and", + "a", + "C", + "size", + "y", + "This", + "size", + "such", + "al", + "grain", + "which", + "Grain", + "grain", + "nanoc", + "thus", + "s", + "an", + "Moreover", + "this", + "Grain", + "single", + "of", + "Therefore", + "when", + "this", + "sizes" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "Hall", + "SMALL", + "Hall", + "size", + "size", + "small", + "Size", + "scaling", + "Scaling", + "SMALL", + "scaling", + "Size", + "hall", + "Scaling", + "small", + "BySize", + "nanoc", + "Conversely", + "Smaller", + "smaller", + "Small", + "smaller", + "acceler", + "Small", + "scaled", + "SIZE" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "size", + "Hall", + "size", + "Size", + "H", + "grain", + "taille", + "Size", + "crystall", + "Grain", + "tamanho", + "Hall", + "sizes", + "nanoc", + "and", + "SMALL", + "Scaling", + "Small", + "Conversely", + "grain", + "BySize", + "sized", + "Grain", + "SMALL", + "crystall" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "H", + "size", + "size", + "grain", + "This", + "Grain", + "Size", + "Hall", + "Hall", + "Grain", + "Therefore", + "L", + "Scaling", + "taille", + "Nano", + "Conversely", + "Indeed", + "sized", + "sized", + "Size", + "Thus", + "grain", + "nanoc", + "tamanho", + "namely", + "Crystall", + "Indeed", + "Rate", + "However", + "SIZE" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "This", + "In", + "Therefore", + "High", + "Specifically", + "The", + "For", + "Thus", + "Conversely", + "Here", + "At", + "As", + "a", + "Small", + "When", + "Since", + "We", + "Consequently", + "Rate", + "Slow", + "However", + "A", + "Our", + "These", + "Volume", + "It", + "Its", + "Then", + "Crystall", + "Due", + "Bulk", + "If" + ] + } + ], + "logit_surprising": [ + { + "concept": "either", + "score": 7.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "own", + "score": 4.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "", + "output_checked": true + }, + { + "concept": "uma", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "Slow", + "output_checked": true + }, + { + "concept": "creep", + "score": 3.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "by", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 2.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "at", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "bulk", + "output_checked": true + }, + { + "concept": "Diffusion", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "atomic", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-04__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-04__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-04__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-04__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-04__heatmap.png" + } + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Lattice-diffusion creep 5", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Material is transported through crystal interiors from interfaces under compression to interfaces under tension, gradually elongating the specimen.", + "prompt_tail": "Material is transported through crystal interiors from interfaces under compression to interfaces under tension, gradually elongating the specimen.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 21 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice-diffusion-creep", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "Herring", + "surfaces": [ + "Herring" + ], + "token_ids": [ + 187758, + 104598 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 136238, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 25499 + }, + { + "label": "Herring", + "best_rank": 40961, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 7320 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "got", + "mesma", + "Hair", + "even", + "Charm", + "ListItemIcon" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "S", + "s", + "apr", + "H", + "styling", + "mesma", + "GSM", + "Insert", + "styles", + "Edge", + "mkdir", + "asus", + "cir", + "Weise", + "as", + "Edge", + "Enter", + "mixer", + "conde" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "Weise", + "mesma", + "Edge", + "styling", + "EDGE", + "apr", + "Edge", + "s", + "Sus", + "Insert", + "insert", + "jenis", + "irl", + "verg", + "arlos", + "sus" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "S", + "s", + "mesma", + "Weise", + "Edge", + "cfr", + "apr", + "Hits", + "Edge", + "joen", + "sus", + "insert", + "styling", + "ashe", + "Pek", + "second", + "Insert", + "Sus" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "la", + "cens", + "Cuy", + "Cens", + "ciri", + "Pyr", + "watering", + "pis", + "Pending", + "empe", + "CY", + "postgres", + "phis", + "restaur", + "Ronald", + "Duplicate", + "ittle", + "DIN", + "CCN", + "CUL", + "kts", + "ait", + "Eddie" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "Estelle", + "psi", + "s", + "softmax", + "ngModel", + "empe", + "handleError", + "spacing", + "Sorg", + "HTTPS", + "issy", + "affine", + "STI", + "agge", + "prolet", + "DIN", + "pct", + "acidified", + "Rome", + "conveniently", + "iorum", + "Accenture", + "rization", + "knn" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "softmax", + "la", + "ngModel", + "yscale", + "Estelle", + "Sorg", + "s", + "psi", + "handleError", + "cyn", + "itorial", + "serialization", + "ukun", + "AGS", + "unches", + "hbox", + "agge", + "aportan", + "ures", + "RHS", + "acidified", + "ils", + "rization", + "empe", + "HTTPS", + "ymi" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "hci", + "atro", + "Cuy", + "Pyr", + "Stark", + "Puch", + "CCN", + "cheats", + "watering", + "LOGGER", + "estab", + "icure", + "ukun", + "empe", + "Cullen", + "Hawke", + "Slowly", + "Ronald" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "OOP", + "juxtap", + "Cui", + "isjon", + "Kuch", + "phony", + "PCM", + "Richardson", + "Guad", + "LOGGER", + "CY", + "Cuff", + "kuk", + "hci", + "Pyr" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "rmt", + "Gruntfile", + "CGPoint", + "ralent", + "StringBuilder", + "retval", + "Pyr", + "Faker", + "slimmer", + "fromDate", + "usus", + "Beyblade", + "OOP", + "rabbitmq", + "estamp", + "ChatGPT", + "ophile" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "H", + "BYTE", + "Everywhere", + "ing", + "and", + "Beyblade", + "wydar", + "ophile", + "UPI", + "o", + "Jahr", + "Biden", + "imens", + "Namibia" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "ing", + "tuttavia", + "Elsewhere", + "que", + "and", + "kebanyakan", + "OPPORT", + "PWD", + "uegos", + "jsdelivr", + "os", + "wydar", + "elsewhere" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "L", + "ing", + "que", + "and", + "H", + "an", + "ie", + "out", + "tuttavia", + "variously", + "CHAPTER", + "ways", + "dieser", + "owymi", + "hythmic", + "etwa", + "opis" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "ers", + "consente", + "emente", + "l", + "StringBuilder", + "aries", + "ways", + "Verfahren", + "gehend", + "Fifty", + "an", + "agad", + "toHaveBeen", + "ocalypse", + "os", + "repent", + "wist", + "uyendo", + "Kyiv", + "dieser", + "retr" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "que", + "l", + "ing", + "ers", + "ings", + "an", + "ocalypse", + "ization", + "s", + "ized", + "persistent", + "Kyiv", + "progres", + "ways", + "repent", + "the", + "tracing", + "aries", + "effective", + "initialization", + "consente", + "rok" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "la", + "que", + "ers", + "ization", + "an", + "ized", + "the", + "ings", + "initialization", + "ocalypse", + "ing", + "izations", + "esz", + "ilation", + "acquist", + "up", + "es", + "of", + "process", + "tracing", + "over", + "its", + "er", + "le", + "wright", + "individual" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "l", + "que", + "an", + "ization", + "the", + "ers", + "ized", + "up", + "its", + "es", + "le", + "initialization", + "esz", + "individual", + "acquist", + "isy", + "process", + "over", + "re", + "izations", + "ings", + "ilation", + "we", + "via" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "l", + "a", + "Gradually", + "steadily", + "gradually", + "Hence", + "ization", + "Eventually", + "progressively", + "the", + "Consequently", + "thereby", + "an", + "either", + "Slowly", + "consequ", + "hence", + "izations", + "ocalypse", + "thus", + "stead" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "l", + "either", + "gradually", + "steadily", + "ly", + "slowly", + "Gradually", + "ization", + "Slowly", + "progressively", + "ocalypse", + "Eventually", + "Consequently", + "Increasingly", + "systematically", + "the", + "qu", + "This", + "Stead", + "antly", + "Hence", + "sehingga", + "progres" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "either", + "slowly", + "steadily", + "gradually", + "ly", + "Slowly", + "Gradually", + "Eventually", + "the", + "progres", + "progressively", + "ization", + "This", + "systematically", + "eventually", + "qu", + "ocalypse", + "sehingga", + "a", + "Leng", + "antly" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "la", + "l", + "slowly", + "Leng", + "ly", + "Slowly", + "This", + "Gradually", + "s", + "steadily", + "lengthened", + "elong", + "gradually", + "lengthening", + "antly", + "either", + "Eventually", + "progres", + "Growth", + "ocalypse", + "leng" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "lengthening", + "lengthened", + "Leng", + "elong", + "elongation", + "elong", + "lengthen", + "leng", + "length", + "length", + "an", + "s", + "Gradually", + "le", + "gradually", + "stretch", + "elongated", + "longer", + "Length", + "slowly", + "stretched", + "a", + "This", + "progres" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "lengthening", + "Leng", + "la", + "lengthened", + "lengthen", + "elong", + "Leng", + "leng", + "elong", + "elongation", + "length", + "slowly", + "Length", + "lengthwise", + "length", + "elongated", + "elongate", + "Gradually", + "gradually", + "gradual", + "slow", + "Length", + "leng", + "Slowly", + "slow" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "gradual", + "elongation", + "elong", + "elong", + "Gradually", + "gradually", + "grad", + "spec", + "grad", + "specimen", + "Grad", + "elongate", + "Grad", + "progressively", + "elongated", + "ing", + "Spec", + "progressive", + "stopni", + "slowly", + "Spec", + "Leng", + "spec", + "espec", + "Progressive" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "elongation", + "l", + "El", + "elong", + "elong", + "El", + "Gradually", + "gradual", + "spec", + "EL", + "Spec", + "gradually", + "el", + "Spec", + "Grad", + "allong", + "EL", + "spec", + "specimen", + "elongated", + "elongate", + "Grad", + "grad", + "Elon", + "stopni", + "speculation" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "gradually", + "cdnjs", + "im", + "Gradually", + "executeUpdate", + "ascimento", + "idefinite", + "subsection", + "sim", + "Celsius", + "at", + "sinh", + "Hire" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 160171, + 161472, + 155189, + 146433, + 63576, + 26087, + 24525, + 89321, + 93026, + 155112, + 200141, + 148423, + 212657, + 211882, + 238340, + 222547, + 223882, + 210411, + 220875, + 229208, + 170638, + 175097, + 136239, + 129703, + 17341, + 28231 + ] + }, + { + "label": "Herring", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 178811, + 122937, + 180307, + 205246, + 62946, + 8688, + 7026, + 64213, + 107075, + 146202, + 135723, + 91300, + 61635, + 123321, + 89209, + 74073, + 71480, + 41733, + 97711, + 45547, + 52106, + 79558, + 40962, + 80705, + 72981, + 121047 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 141647, + 159830, + 167534, + 108023, + 135204, + 74142, + 89108, + 54575, + 46435, + 102735, + 93791, + 60091, + 25500 + ] + }, + { + "label": "Herring", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 184068, + 145470, + 78855, + 70302, + 62097, + 29925, + 16685, + 23405, + 16321, + 7321, + 12295, + 15628, + 18763 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 6.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 4.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "transported", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "lengthening", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "fasted", + "lovepoetry", + "dwRes", + "dSample", + "reng", + "emin", + "Redeem", + "ters", + "ting", + "que", + "ments", + "es", + "er", + "de", + "ap", + "lah", + "soon", + "ponent", + "eny", + "quanto" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "I", + "A", + "ot", + "T", + "im", + "e", + "ad", + "S", + "to", + "of", + "as", + "in", + "l", + "and", + "th", + "om", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "ers", + "an", + "us", + "al", + "ation", + "A", + "em", + "P", + "im", + "e", + "th", + "om", + "S", + "ad", + "ot", + "T", + "al", + "d", + "the", + "p", + "a", + "t", + "en", + "c", + "ic", + "ing", + "b", + "ou", + "of", + "ion", + "and", + "l" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "occasional", + "various", + "kind", + "able", + "T", + "S", + "K", + "iz", + "le", + "end", + "or", + "its", + "able", + "ness", + "own", + "ers", + "an", + "l", + "ation", + "en", + "a", + "of", + "and", + "under", + "ally", + "ings", + "other", + "ap", + "ity", + "out", + "que" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "T", + "able", + "l", + "own", + "en", + "a", + "S", + "K", + "able", + "iz", + "or", + "ers", + "end", + "an", + "ity", + "ation", + "ness", + "ings", + "ivity", + "k", + "occasional", + "om", + "sake", + "kind", + "izing", + "irritating", + "humbled", + "le", + "and" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "K", + "a", + "l", + "own", + "en", + "able", + "ers", + "an", + "iz", + "end", + "able", + "ed", + "un", + "k", + "humbled", + "ation", + "shock", + "h", + "T", + "mellan", + "owych", + "specialized", + "various" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "K", + "l", + "a", + "own", + "able", + "en", + "iz", + "ers", + "k", + "end", + "humbled", + "able", + "an", + "im", + "mellan", + "owych", + "dwar", + "inkan", + "ation", + "many" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "iz", + "able", + "de", + "la", + "izing", + "irritating", + "K", + "k", + "absor", + "ers", + "an", + "le", + "polluting", + "inkan", + "t", + "filming" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "iz", + "able", + "la", + "izing", + "irritating", + "ytter", + "corrigir", + "stargazerCount", + "inkan", + "multiplying", + "polluting" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "iz", + "able", + "la", + "uma", + "irritating", + "corrigir", + "multiplying", + "Predicting", + "quela", + "both", + "quoi" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "an", + "la", + "its", + "iz", + "the", + "both", + "uma", + "many", + "corrigir", + "their", + "Nationwide", + "multi", + "s", + "arquivos", + "un" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "la", + "an", + "the", + "its", + "un", + "multi", + "semi", + "le", + "various", + "ultra", + "many", + "iz", + "az", + "ized", + "legendary", + "t", + "corrigir", + "bi", + "par" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "an", + "the", + "or", + "as", + "its", + "ed", + "y", + "d", + "some", + "le", + "various", + "it", + "ly", + "by", + "in", + "ic", + "his", + "such", + "their", + "at", + "like", + "which", + "ig", + "specific", + "and", + "t", + "through" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "C", + "l", + "a", + "and", + "er", + "ed", + "and", + "ing", + "e", + "y", + "T", + "ly", + "to", + "v", + "an", + "on", + "ic", + "t", + "p", + "ally", + "s", + "without", + "un", + "get", + "through", + "ous", + "n", + "as", + "c", + "now", + "like" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "a", + "s", + "y", + "T", + "v", + "e", + "er", + "un", + "ing", + "ed", + "t", + "to", + "p", + "on", + "and", + "and", + "an", + "K", + "re", + "f", + "get", + "n", + "ly", + "ic", + "c", + "D", + "k", + "in", + "through" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "a", + "l", + "s", + "and", + "y", + "v", + "ing", + "un", + "an", + "t", + "p", + "er", + "T", + "K", + "to", + "k", + "f", + "and", + "n", + "m", + "re", + "r", + "d", + "the", + "e", + "l", + "c", + "ed", + "in" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "an", + "C", + "l", + "and", + "ing", + "y", + "the", + "it", + "v", + "through", + "such", + "up", + "T", + "their", + "er", + "un", + "ed", + "to", + "t", + "K", + "as", + "to", + "that", + "been", + "which", + "so", + "p" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "an", + "a", + "and", + "such", + "gradually", + "C", + "resulting", + "slowly", + "eventually", + "steadily", + "incrementally", + "progressivement", + "causing", + "up", + "incremental", + "Gradually", + "Eventually", + "solchen", + "thereby", + "able" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "a", + "an", + "T", + "slowly", + "gradually", + "t", + "D", + "y", + "and", + "such", + "p", + "K", + "overall", + "eventually", + "v", + "either", + "al", + "ed", + "longer", + "ing", + "which", + "incrementally", + "up", + "steadily", + "incremental", + "un", + "thus" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "a", + "an", + "T", + "slowly", + "y", + "s", + "t", + "and", + "K", + "such", + "p", + "ing", + "D", + "gradually", + "v", + "up", + "longer", + "get", + "al", + "d", + "overall", + "z", + "m", + "on", + "eventually", + "slow", + "n", + "ed" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "ing", + "s", + "a", + "ed", + "an", + "and", + "y", + "p", + "v", + "t", + "al", + "d", + "D", + "T", + "m", + "o", + "n", + "get", + "id", + "B", + "own", + "on", + "c", + "ot", + "ly", + "slowly", + "z", + "w", + "at" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "ing", + "s", + "ed", + "B", + "C", + "y", + "a", + "an", + "al", + "elong", + "and", + "elongation", + "t", + "p", + "d", + "o", + "leng", + "m", + "ot", + "lengthening", + "v", + "length", + "n", + "ly", + "at", + "on", + "lengthen", + "elongated", + "D", + "elong" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "lengthening", + "leng", + "elongation", + "lengthen", + "elong", + "elong", + "Leng", + "lengthened", + "Leng", + "elongated", + "lengthwise", + "length", + "length", + "LENGTH", + "elongate", + "leng", + "LENGTH", + "Length", + "Length", + "lengths", + "longueur", + "allong", + "longitudinally", + "Lengths", + "slowly", + "longitudinal" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "elongation", + "elong", + "gradual", + "elong", + "gradually", + "elongated", + "Gradually", + "elongate", + "Grad", + "Grad", + "specimen", + "Spec", + "Elon", + "grad", + "Spec", + "grad", + "stopni", + "spec", + "Leng", + "GRAD", + "slowly", + "progressive", + "gradio", + "leng", + "El" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "elongation", + "El", + "elong", + "elong", + "El", + "el", + "gradual", + "spec", + "Spec", + "EL", + "EL", + "elongated", + "Spec", + "specimen", + "Elon", + "elongate", + "Elon", + "spec", + "gradually", + "allong", + "Grad", + "stopni", + "Elk", + "Grad", + "specimens", + "Elsa" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "gradually", + "cdnjs", + "im", + "Gradually", + "executeUpdate", + "ascimento", + "idefinite", + "subsection", + "sim", + "Celsius", + "at", + "sinh", + "Hire" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 9.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "Material", + "output_checked": true + }, + { + "concept": "uma", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": ",", + "output_checked": true + }, + { + "concept": "areas", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "lengthening", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-05__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-05__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-05__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-05__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-05__heatmap.png" + } + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-06", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Lattice-diffusion creep 6", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A fine-grained ceramic deforms under low stress near its melting temperature through diffusion across the volume of each crystallite rather than along interfaces.", + "prompt_tail": "fine-grained ceramic deforms under low stress near its melting temperature through diffusion across the volume of each crystallite rather than along interfaces.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice-diffusion-creep", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "Herring", + "surfaces": [ + "Herring" + ], + "token_ids": [ + 187758, + 104598 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 2634, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 348 + }, + { + "label": "Herring", + "best_rank": 12249, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 1724 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "styling", + "apr", + "even", + "got", + "Hair", + "mesma", + "Charm", + "iraj", + "Edge" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "apr", + "conde", + "GSM", + "asus", + "styling", + "mkdir", + "styles", + "mesma", + "as", + "Enter", + "cir", + "param", + "mixer", + "ipo", + "irc", + "Insert", + "got", + "jst", + "Harper", + "Brot" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "mesma", + "Weise", + "Edge", + "Edge", + "apr", + "EDGE", + "styling", + "insert", + "Insert", + "Sus", + "sus", + "s", + "Pek", + "Hits", + "arlos" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "S", + "mesma", + "Weise", + "s", + "Edge", + "apr", + "Edge", + "Pek", + "Hits", + "cfr", + "styling", + "insert", + "even", + "second", + "Insert", + "sus", + "EDGE", + "joen", + "arlos" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "S", + "Cuy", + "Pyr", + "ciri", + "pis", + "cens", + "la", + "Pending", + "Cens", + "Ashley", + "phis", + "empe", + "insley", + "watering", + "Duplicate", + "ittle", + "Ronald", + "ait", + "Ashken", + "cura", + "artis", + "DIN" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "psi", + "Estelle", + "handleError", + "empe", + "spacing", + "conveniently", + "pct", + "prolet", + "softmax", + "Sorg", + "issy", + "DIN", + "Accenture", + "postgres", + "STI", + "unches", + "Rome", + "knn", + "blings", + "ngModel", + "affine", + "usia", + "agge", + "osynthesis" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "ngModel", + "Estelle", + "yscale", + "handleError", + "psi", + "s", + "empe", + "Sorg", + "serialization", + "AGS", + "ukun", + "itorial", + "osynthesis", + "ymi", + "aportan", + "unches", + "cyn", + "iorum", + "Huffington", + "agge", + "addData", + "RHS", + "Appleton" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "hci", + "atro", + "Slowly", + "kts", + "cheats", + "Stark", + "Ronald", + "ukun", + "ucker", + "Pyr", + "LOGGER", + "ciri", + "usia", + "watering", + "empe", + "Guangdong", + "ngthening", + "Hawke" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "CGPoint", + "usia", + "OOP", + "hci", + "atro", + "Guangdong", + "LOGGER", + "Gruntfile", + "Pyr", + "Guad", + "Hawke", + "uzi", + "phony", + "onuclear", + "Sli", + "Kron", + "Cuy", + "Grun", + "postage" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "Gruntfile", + "CGPoint", + "rmt", + "usus", + "postings", + "OOP", + "opis", + "StringBuilder", + "retval", + "Guangdong", + "prawdzi", + "ktional", + "viewDidLoad", + "Elsewhere" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "agad", + "Rather", + "Namibia", + "stal", + "William", + "Laravel", + "Darwin", + "Bowser", + "ogly", + "verwendet", + "eram", + "ophile", + "onload" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "entimes", + "and", + "tuttavia", + "Rather", + "Rather", + "om", + "Elsewhere", + "kebanyakan", + "o", + "esk", + "ie", + "otros", + "usus", + "uego", + "an", + "opis", + "ophers", + "particularly", + "opy", + "isms" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "que", + "an", + "T", + "L", + "H", + "tuttavia", + "om", + "and", + "ie", + "particularly", + "invece", + "esk", + "o", + "Rather", + "entimes", + "e", + "out", + "os", + "es", + "oc", + "t", + "i", + "opy", + "rather", + "others", + "Instead", + "Rather" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "invece", + "an", + "entimes", + "tuttavia", + "esha", + "agad", + "ing", + "opy", + "esk", + "gehend", + "particularly", + "rather", + "cuya", + "t", + "instead", + "om", + "otros", + "es", + "qquad", + "tales", + "OwnProperty", + "mals", + "oum" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "que", + "l", + "an", + "es", + "esha", + "ing", + "rather", + "invece", + "oum", + "ization", + "s", + "opy", + "iav", + "t", + "ized", + "esk", + "agad", + "instead", + "OwnProperty", + "versus", + "un", + "Instead", + "entimes", + "gehend", + "mektedir" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "que", + "ization", + "l", + "es", + "an", + "ized", + "esz", + "rather", + "versus", + "instead", + "ology", + "ilization", + "ity", + "izing", + "esia", + "esha", + "Instead", + "izations", + "getContext", + "ities", + "eo", + "versus", + "the" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "es", + "l", + "an", + "ization", + "ized", + "esz", + "esha", + "instead", + "Instead", + "rather", + "meg", + "its", + "versus", + "the", + "es", + "esis", + "othesis", + "versus", + "conclusion", + "question" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "a", + "l", + "Instead", + "instead", + "Consequently", + "Rather", + "instead", + "Instead", + "therefore", + "deshalb", + "Consequently", + "Hence", + "Surprisingly", + "consequently" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "la", + "either", + "Contrary", + "experiences", + "Surprisingly", + "preferentially", + "Instead", + "Preferably", + "surprisingly", + "instead", + "prefer", + "Despite", + "Contrary", + "Rather", + "Instead", + "oxides", + "C", + "bypassed" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "la", + "either", + "a", + "surprisingly", + "Contrary", + "preferentially", + "Surprisingly", + "experiences", + "usb", + "iciencies", + "Preferably", + "prefer", + "preference", + "Despite", + "indeed", + "Aliexpress", + "preferred", + "routes", + "conventional", + "Contributions", + "preferably", + "getDescription", + "instead" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "la", + "surprisingly", + "and", + "S", + "Contrary", + "routes", + "Routes", + "Diffusion", + "bypassed", + "Pathways", + "C", + "Contributions", + "waypoints", + "diffusion", + "Diffusion", + "oxides", + "Surprisingly", + "contr", + "a", + "diffusion", + "VX", + "ITIES", + "Surprisingly", + "fhir", + "OfInterest", + "contrary" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "la", + "mechanisms", + "mechanism", + "mechanism", + "Mechanisms", + "domin", + "dominates", + "mecanismos", + "and", + "dominant", + "domin", + "Mechanism", + "dominated", + "mekanisme", + "SPDX", + "dom", + "bypassed", + "contr", + "bulk", + "dominate", + "surprisingly", + "Mechanism", + "routes", + "predomin", + "therefore", + "VX", + "predom" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "dominant", + "domin", + "dominates", + "Domin", + "dominate", + "dominant", + "domin", + "Domin", + "bulk", + "dominating", + "Bulk", + "bulk", + "domine", + "dom", + "Bulk", + "dominante", + "predomin", + "controlling", + "controlling", + "predominant", + "dominated", + "dominance", + "Controlling", + "domination", + "l", + "predominate", + "governing", + "Gover" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Domin", + "dom", + "domin", + "dominant", + "dominating", + "Domin", + "domin", + "dominant", + "dominates", + "dominate", + "Dominic", + "domine", + "dom", + "dominante", + "Dominique", + "volumen", + "l", + "DOM", + "predominate", + "la", + "dominio", + "Dom", + "DOM", + "controlling", + "predominant", + "Dominion", + "Volumen", + "domination", + "bulk", + "dominated" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "dominant", + "Domin", + "Domin", + "dominant", + "Controlling", + "dominating", + "dominates", + "domin", + "controlling", + "Volumen", + "Volume", + "dominante", + "Bulk", + "controlling", + "domin", + "Bulk", + "Doming", + "Dominic", + "dominate", + "dom", + "Diffusion", + "Dom", + "l", + "Dominique", + "SHORT", + "Domino" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "C", + "Berikut", + "Here", + "layanan", + "Durch", + "jestem" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 159069, + 146967, + 158257, + 152499, + 62803, + 27045, + 26771, + 57033, + 94834, + 136080, + 214011, + 109699, + 149602, + 143814, + 197731, + 230403, + 189702, + 128151, + 65623, + 49184, + 3004, + 4183, + 2635, + 2966, + 369, + 12379 + ] + }, + { + "label": "Herring", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 171127, + 126241, + 194283, + 206470, + 104844, + 16845, + 11118, + 59063, + 99520, + 150622, + 123552, + 98000, + 50441, + 95187, + 69149, + 118178, + 115942, + 58577, + 108678, + 75070, + 12250, + 59692, + 53876, + 28606, + 26997, + 73603 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 78085, + 153738, + 181424, + 94027, + 69472, + 78200, + 31110, + 37637, + 19414, + 50760, + 1644, + 349, + 463 + ] + }, + { + "label": "Herring", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 118612, + 168979, + 41550, + 15563, + 10982, + 4472, + 3790, + 19425, + 2141, + 4438, + 1725, + 3462, + 24797 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 15.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 8.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "creep", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "through", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "volume", + "output_checked": true + }, + { + "concept": "dominant", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ting", + "ty", + "ly", + "que", + "l", + "le", + "im", + "de", + "p", + "ley", + "even", + "ness", + "objet", + "er", + "d", + "ani", + "hy", + "ten", + "me", + "ano", + "ile", + "ers", + "n", + "v", + "ace", + "ip", + "ta", + "ner" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "C", + "I", + "T", + "A", + "im", + "e", + "S", + "ot", + "to", + "of", + "as", + "in", + "l", + "and", + "th", + "om", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "us", + "est", + "P", + "um", + "be", + "ation", + "em", + "ly", + "e", + "om", + "l", + "th", + "ot", + "im", + "T", + "A", + "d", + "p", + "c", + "the", + "a", + "t", + "er", + "en", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "elective", + "disappearing", + "seasonal", + "occasional", + "secondary", + "sake", + "specialized", + "able", + "kind", + "own", + "open", + "either", + "single", + "various", + "North", + "an", + "ation", + "and", + "l", + "en", + "a", + "al", + "of", + "le", + "or", + "ers", + "end", + "able", + "iz", + "ings", + "its" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "S", + "T", + "own", + "a", + "en", + "l", + "que", + "able", + "able", + "or", + "an", + "ity", + "H", + "owych", + "ation", + "end", + "ers", + "ings", + "le", + "ed", + "al", + "iz", + "malah", + "elective", + "ivity", + "sake", + "AVAILABLE", + "various", + "ally", + "kind" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "l", + "own", + "ed", + "able", + "an", + "able", + "owych", + "end", + "K", + "various", + "un", + "humbled", + "iz", + "ation", + "malah", + "mellan", + "specialized", + "ational", + "many", + "sheer", + "North", + "que", + "ers", + "ized" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "S", + "able", + "owych", + "iz", + "humbled", + "able", + "end", + "ation", + "ed", + "various", + "ers", + "mellan", + "ational", + "un", + "an" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "iz", + "own", + "S", + "owych", + "irritating", + "ation", + "able", + "Projek", + "able" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "iz", + "irritating", + "Projek", + "amending", + "hem" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "iz", + "uma", + "searchQuery", + "corrigir", + "Projek", + "Poultry", + "irritating" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "uma", + "corrigir", + "s", + "reduzir", + "iz", + "preguntar", + "um", + "ly", + "or", + "both", + "glamorous" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "uma", + "a", + "corrigir", + "reduzir", + "famed", + "Jumlah", + "preguntar", + "S", + "glamorous", + "um", + "acheter" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "de", + "a", + "l", + "an", + "or", + "of", + "for", + "le", + "que", + "d", + "at", + "s", + "to", + "from", + "even", + "in", + "so", + "p", + "on", + "it", + "which", + "instead", + "use", + "g", + "specific", + "par", + "and", + "its", + "f", + "as" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "and", + "a", + "ly", + "C", + "y", + "and", + "e", + "on", + "n", + "un", + "T", + "er", + "v", + "H", + "or", + "an", + "p", + "t", + "of", + "to", + "get", + "in", + "c", + "d", + "le", + "b", + "K", + "hbox", + "as", + "at" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "a", + "C", + "and", + "an", + "y", + "s", + "e", + "T", + "H", + "un", + "v", + "n", + "er", + "K", + "p", + "on", + "t", + "ly", + "and", + "in", + "k", + "f", + "c", + "d", + "l", + "get", + "z", + "to", + "as", + "D", + "h" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "a", + "C", + "an", + "and", + "y", + "s", + "T", + "un", + "t", + "despite", + "v", + "p", + "but", + "e", + "n", + "k", + "er", + "although", + "as", + "on", + "l", + "c", + "and", + "d", + "m", + "rather", + "f", + "because", + "despite", + "is" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "a", + "and", + "an", + "despite", + "l", + "y", + "despite", + "although", + "Despite", + "un", + "er", + "e", + "such", + "because", + "instead", + "T", + "Although", + "and", + "t", + "because", + "Instead", + "instead", + "than", + "more", + "whereas", + "v", + "rather", + "obwohl" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "an", + "and", + "a", + "T", + "such", + "Instead", + "despite", + "predominant", + "predominantly", + "predomin", + "instead", + "instead", + "preference", + "preferred", + "because", + "rather", + "because", + "rather", + "Instead", + "more", + "B", + "prefer", + "Despite", + "despite", + "able" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "a", + "l", + "an", + "and", + "T", + "get", + "out", + "preferred", + "either", + "preference", + "instead", + "more", + "is", + "instead", + "away", + "because", + "Instead", + "because", + "type", + "some", + "such", + "y", + "despite", + "what", + "KHTML", + "un", + "prefer", + "rather", + "would", + "al" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "a", + "get", + "an", + "and", + "s", + "mechanisms", + "B", + "KHTML", + "is", + "al", + "through", + "some", + "away", + "apparently", + "type", + "such", + "out", + "through", + "where", + "H", + "because", + "y", + "preference", + "either", + "instead", + "predominant", + "T" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "get", + "and", + "C", + "mechanisms", + "s", + "l", + "is", + "ed", + "mechanism", + "mechanism", + "al", + "mekanisme", + "Mechanism", + "predominant", + "UNSIGNED", + "er", + "mode", + "an", + "accommodated", + "primary", + "creep", + "h", + "dominate", + "despite", + "away", + "isEmpty", + "dominant", + "n", + "ic" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "mechanisms", + "mechanism", + "mechanism", + "mekanisme", + "Mechanism", + "mecanismos", + "B", + "dominant", + "C", + "er", + "Mechanisms", + "dominate", + "Mechanism", + "and", + "ing", + "domin", + "s", + "dominant", + "get", + "mecanismo", + "MECHAN", + "dominating", + "predominant", + "dominates", + "accommodation", + "mechan", + "predomin" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "dominant", + "dominant", + "dominating", + "dominate", + "domin", + "Domin", + "bulk", + "bulk", + "dominates", + "Bulk", + "domin", + "domine", + "Domin", + "Bulk", + "predominant", + "dominance", + "dominated", + "predomin", + "dominated", + "dominante", + "mechanism", + "BUL", + "short", + "governs", + "mechanisms", + "govern", + "governing", + "domination", + "SHORT" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Domin", + "dominant", + "dominant", + "domin", + "domin", + "dominating", + "Domin", + "domine", + "dominate", + "Dominic", + "dominates", + "dominance", + "dominante", + "Dominique", + "dominio", + "predominant", + "Dom", + "Doming", + "domination", + "predomin", + "DOM", + "Dom", + "dominated", + "DOM", + "dom", + "mechanism", + "predominate", + "dom", + "volumen" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "dominant", + "dominant", + "Domin", + "controlling", + "Volume", + "Controlling", + "Domin", + "Volumen", + "controlling", + "mecanismos", + "dominating", + "SHORT", + "Bulk", + "domin", + "Governing", + "Bulk", + "Volume", + "Dom", + "governing", + "Dominica", + "domin", + "mechanisms", + "Doming", + "dominance", + "volumen", + "dominates", + "dominate", + "creep" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "C", + "Berikut", + "Here", + "layanan", + "Durch", + "jestem" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 30.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "uma", + "score": 9.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "its", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 1, + "best_depth": 64.4, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 2.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "creep", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "through", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "than", + "output_checked": true + }, + { + "concept": "such", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "deformation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "forms", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-06__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-06__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-06__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-06__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-06__heatmap.png" + } + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-07", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Lattice-diffusion creep 7", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Atoms leave compressed grain faces, traverse the crystal lattice, and attach at tensile faces, leading to time-dependent shape change.", + "prompt_tail": "Atoms leave compressed grain faces, traverse the crystal lattice, and attach at tensile faces, leading to time-dependent shape change.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice-diffusion-creep", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "Herring", + "surfaces": [ + "Herring" + ], + "token_ids": [ + 187758, + 104598 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 3213, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 137 + }, + { + "label": "Herring", + "best_rank": 1366, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 469 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "got", + "even", + "mesma", + "Hair", + "Charm", + "iraj", + "Edge" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "apr", + "mesma", + "GSM", + "styling", + "conde", + "s", + "styles", + "Insert", + "asus", + "Weise", + "Enter", + "as", + "cir", + "mkdir", + "Edge" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "mesma", + "Edge", + "Edge", + "Weise", + "apr", + "s", + "styling", + "EDGE", + "Insert", + "Sus", + "styling", + "ashe", + "cfr", + "jenis", + "insert", + "arlos", + "as" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "S", + "mesma", + "s", + "Weise", + "Edge", + "cfr", + "apr", + "Edge", + "styling", + "ashe", + "Insert", + "Pek", + "joen", + "Hits", + "sus", + "insert", + "styling", + "second", + "as" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "Cuy", + "s", + "pis", + "S", + "Pending", + "cens", + "ciri", + "la", + "artis", + "Cens", + "Duplicate", + "cura", + "Pyr", + "Eddie", + "phis", + "ait", + "Pend", + "atro", + "watering", + "Ashley", + "dui", + "Ashken" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "psi", + "handleError", + "empe", + "Estelle", + "Sorg", + "prolet", + "conveniently", + "spacing", + "DIN", + "pct", + "postgres", + "issy", + "cens", + "usia", + "softmax", + "unches", + "rins", + "watering", + "STI", + "Accenture", + "Amts", + "ngModel", + "Rome" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "handleError", + "Sorg", + "ngModel", + "yscale", + "Estelle", + "ukun", + "psi", + "s", + "unches", + "empe", + "itorial", + "serialization", + "AGS", + "acidified", + "aportan", + "cyn", + "AlertDialog", + "osynthesis", + "RTS", + "Appleton", + "ymi", + "awatt", + "agge" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "usia", + "Stark", + "Cui", + "hci", + "LOGGER", + "ciri", + "icure", + "Cullen", + "CCN", + "juxtap", + "Pyr", + "dui", + "Hawke", + "cheats", + "Guangdong" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "Guangdong", + "Cui", + "atro", + "CGPoint", + "OOP", + "DUI", + "juxtap", + "StringBuilder", + "fft", + "pict", + "clopen", + "isjon", + "dikkat", + "usia" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "rmt", + "Gruntfile", + "CGPoint", + "opis", + "usus", + "OOP", + "StringBuilder", + "Outlet", + "Pyr", + "viewDidLoad", + "pyrr", + "prawdzi", + "ForEach", + "Dougall" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "ophile", + "ing", + "BYTE", + "Guangdong", + "opis", + "ForEach", + "ogly", + "ocument", + "JVM", + "raft" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "L", + "PWD", + "ie", + "la", + "usus", + "istiwa", + "tuttavia", + "igil", + "que", + "us", + "uego", + "os", + "Mud", + "opy", + "T", + "out", + "usted", + "uma" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "L", + "ie", + "and", + "T", + "opis", + "PWD", + "ing", + "out", + "uego", + "P", + "igil", + "others", + "inoltre", + "Others", + "others", + "particularly", + "tuttavia", + "hok", + "opy", + "Elsewhere" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "ing", + "que", + "ie", + "entimes", + "uego", + "tuttavia", + "opy", + "igil", + "PWD", + "BNB", + "pictured", + "particularly", + "gehend", + "hok", + "FastAPI", + "outez" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "an", + "ie", + "l", + "ers", + "person", + "uego", + "GROUP", + "opy", + "escue", + "Whitley", + "istics", + "others", + "ium", + "igil", + "requisitos", + "xref", + "ez", + "eurs", + "Bengal", + "FastAPI" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "a", + "l", + "que", + "ers", + "person", + "GROUP", + "escue", + "SwiftUI", + "icosia", + "istics", + "iyu", + "individual", + "ology", + "ity", + "Upl", + "xref", + "ptosis", + "ly", + "Westbrook", + "DisplayText", + "uego", + "wyja", + "Whitley", + "avati" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "l", + "que", + "individual", + "escue", + "icosia", + "person", + "xref", + "ers", + "PTE", + "ptosis", + "an", + "istics", + "ie", + "Soto", + "cham", + "GROUP" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "l", + "ptosis", + "DisplayText", + "zog", + "thus", + "Dlatego", + "BuildConfig", + "Soto", + "Bismillahirrah", + "berikut" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "la", + "L", + "ptosis", + "Dislocations", + "indeed", + "Explanation", + "DisplayText", + "ly", + "Indeed", + "AndUpdate" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "la", + "indeed", + "Indeed", + "ensemble", + "ly", + "diffusion", + "Diffusion", + "either", + "Dislocations", + "trickle", + "ahun", + "commodity", + "quilibrium", + "AndUpdate", + "advers", + "ptosis", + "ESIS", + "tim" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "la", + "diffusion", + "Diffusion", + "ly", + "creep", + "roll", + "Diffusion", + "diffusion", + "recrystall", + "Indeed", + "slide", + "tiden", + "s", + "ensemble", + "sliding", + "indeed", + "dislocations", + "Dislocations", + "initComponents", + "indent", + "Slide", + "ITIONS", + "timestamps", + "Schmid", + "sliding", + "DisplayText", + "kiri" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "la", + "creep", + "climb", + "creep", + "recrystall", + "Diffusion", + "Craw", + "diffusion", + "crawl", + "Diffusion", + "que", + "Glide", + "creeping", + "climbing", + "set", + "Cre", + "Dislocations", + "diffusing", + "crowds", + "le", + "ingly", + "crawl", + "and", + "Climb" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "Diffusion", + "diffusion", + "creep", + "Diffusion", + "diffusion", + "Cre", + "Cre", + "diffusing", + "Craw", + "diffus", + "diff", + "difund", + "crawl", + "Diff", + "creep", + "Diff", + "DIFF", + "l", + "crawling", + "diffusive", + "creeping", + "creeps", + "crawls", + "Dif", + "crawl", + "Dif", + "Craw" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "l", + "Cob", + "creep", + "Diffusion", + "Diffusion", + "diffusion", + "diffusion", + "cob", + "Cob", + "Cre", + "cob", + "Craw", + "diffus", + "la", + "creep", + "cobran", + "crawl", + "Cre", + "diffusive", + "DIFF", + "crawl", + "Nab", + "CREE", + "Kob", + "Dif", + "creeping", + "craw", + "crawling" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Cob", + "N", + "l", + "Diffusion", + "Diffusion", + "diffusion", + "Cob", + "Dif", + "creep", + "cob", + "diffusion", + "Dif", + "cob", + "dif", + "Diff", + "Craw", + "DIFF", + "DIFF", + "Kob", + "dif", + "diffus", + "Cre", + "diff", + "Diff", + "diff", + "Cobra" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Therefore", + "Since", + "Similarly", + "Additionally", + "Possible", + "At", + "Something", + "If", + "Here", + "Specifically", + "Subsequent", + "Along", + "Please", + "Which", + "This", + "Regardless", + "Because", + "However", + "Cob", + "In", + "To", + "Either", + "atoms", + "Atoms", + "Conversely", + "According", + "Instead", + "Algorithm", + "Consequently", + "Ako", + "These" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 156381, + 155987, + 153056, + 146358, + 71854, + 29059, + 29296, + 94240, + 112284, + 138935, + 190866, + 92389, + 116597, + 196447, + 234789, + 227966, + 165248, + 76634, + 41298, + 42153, + 3214, + 10490, + 7288, + 943, + 820, + 4871 + ] + }, + { + "label": "Herring", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 177685, + 147162, + 204541, + 217963, + 162739, + 31387, + 21718, + 146928, + 127735, + 185070, + 124722, + 146773, + 43005, + 68501, + 37471, + 17510, + 9564, + 1570, + 36098, + 6740, + 1367, + 6477, + 1684, + 149, + 414, + 33191 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 41431, + 160704, + 104679, + 85231, + 71864, + 37154, + 24881, + 66689, + 5805, + 19929, + 6444, + 1165, + 138 + ] + }, + { + "label": "Herring", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 81176, + 82257, + 56337, + 48829, + 42788, + 15388, + 6415, + 22995, + 5485, + 9413, + 1815, + 1306, + 470 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 9.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 6.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "etc", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "At", + "output_checked": true + }, + { + "concept": "are", + "score": 2.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "oms", + "output_checked": true + }, + { + "concept": "BYTE", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "own", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "attaching", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "attach", + "output_checked": true + }, + { + "concept": "Diffusion", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Unlike", + "score": 1.0, + "best_rank": 2, + "best_depth": 47.5, + "near_token": "oms", + "output_checked": true + }, + { + "concept": "step", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "at", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ap", + "de", + "ers", + "al", + "er", + "le", + "im", + "ty", + "que", + "ner", + "ani", + "p", + "ry", + "uff", + "alk", + "la", + "yn", + "aj", + "ting", + "iness", + "pl", + "v", + "n", + "am", + "ip", + "ly", + "ier", + "man" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "I", + "A", + "ot", + "T", + "im", + "e", + "ad", + "S", + "to", + "of", + "as", + "in", + "l", + "and", + "th", + "om", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "em", + "be", + "I", + "ation", + "ot", + "S", + "T", + "A", + "th", + "l", + "of", + "and", + "e", + "om", + "im", + "ad", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "single", + "able", + "power", + "kind", + "own", + "New", + "world", + "open", + "its", + "other", + "out", + "ings", + "les", + "self", + "As", + "ness", + "l", + "and", + "al", + "of", + "a", + "t", + "er", + "en", + "end", + "ers", + "ation", + "an", + "le", + "or", + "iz", + "able" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "T", + "own", + "en", + "a", + "an", + "or", + "able", + "iz", + "l", + "ings", + "k", + "end", + "s", + "of", + "and", + "ation", + "que", + "le", + "ers", + "elective", + "its", + "specialized", + "various", + "North", + "e", + "er", + "ad", + "t", + "de", + "ity", + "ene", + "able" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "own", + "en", + "a", + "an", + "l", + "ed", + "able", + "iz", + "or", + "ation", + "ers", + "various", + "que", + "specialized", + "k", + "t", + "un", + "le", + "end", + "its", + "and", + "ic", + "North", + "able", + "many", + "malah", + "s", + "e", + "ized" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "own", + "en", + "a", + "an", + "l", + "k", + "iz", + "or", + "ers", + "de", + "able", + "ation", + "s", + "t", + "T", + "and", + "le", + "able", + "que", + "specialized", + "chst", + "im", + "e", + "North", + "end", + "many", + "its", + "various", + "dwar", + "disappearing", + "p" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "an", + "l", + "iz", + "a", + "own", + "T", + "and", + "s", + "k", + "de", + "t", + "le", + "or", + "ers", + "able", + "dwar", + "ines", + "hem", + "itch", + "North", + "pro", + "ation", + "p", + "que", + "par", + "um" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "T", + "own", + "iz", + "and", + "an", + "la", + "s", + "k", + "t", + "or", + "de", + "le", + "disappearing", + "ers", + "par", + "ines", + "hem", + "uma", + "North", + "quoi", + "pro" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "iz", + "and", + "uma", + "an", + "T", + "own", + "s", + "k", + "la", + "t", + "or", + "um", + "inin", + "hem", + "ines", + "disappearing", + "its", + "par" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "an", + "and", + "uma", + "iz", + "s", + "t", + "or", + "its", + "la", + "um", + "k", + "le", + "p", + "the", + "par", + "R", + "Sh", + "f", + "many", + "multi", + "legendary", + "d" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "an", + "or", + "the", + "uma", + "legendary", + "t", + "its", + "le", + "as", + "many", + "iz", + "preguntar", + "um", + "high", + "multi", + "avacanam", + "both", + "ous" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "an", + "y", + "or", + "even", + "its", + "it", + "and", + "like", + "unlike", + "also", + "such", + "instead", + "de", + "similar", + "whereas", + "lead", + "ed", + "le", + "originally", + "at", + "iy", + "vs", + "ly", + "ally", + "despite", + "his", + "d", + "the" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "and", + "an", + "e", + "it", + "ly", + "y", + "H", + "T", + "that", + "during", + "also", + "the", + "which", + "ous", + "also", + "because", + "although", + "its", + "like", + "and", + "because", + "ally", + "Also", + "hbox", + "During", + "like", + "o", + "jsonwebtoken" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "a", + "and", + "an", + "y", + "e", + "C", + "T", + "it", + "H", + "K", + "that", + "that", + "v", + "the", + "t", + "its", + "p", + "s", + "n", + "which", + "ly", + "such", + "hbox", + "un", + "their", + "to", + "through", + "and", + "D", + "of" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "a", + "C", + "and", + "an", + "y", + "such", + "it", + "T", + "t", + "that", + "to", + "ly", + "D", + "but", + "s", + "K", + "p", + "the", + "these", + "v", + "B", + "al", + "e", + "and", + "of", + "how", + "un", + "that", + "what", + "although" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "a", + "l", + "an", + "and", + "such", + "y", + "that", + "that", + "the", + "these", + "what", + "D", + "al", + "such", + "their", + "ly", + "this", + "but", + "which", + "how", + "B", + "by" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "B", + "an", + "l", + "termed", + "such", + "within", + "ramach", + "nazy", + "sogenannte", + "D", + "tzw", + "exemplo" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "B", + "a", + "an", + "al", + "T", + "D", + "on", + "t", + "v", + "get", + "within", + "ed", + "un", + "V", + "o", + "O", + "creep", + "y", + "M", + "that", + "G", + "anyone", + "ing", + "would", + "to", + "m" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "B", + "ed", + "al", + "a", + "get", + "an", + "t", + "T", + "on", + "D", + "ing", + "to", + "p", + "O", + "v", + "H", + "n", + "m", + "if", + "is", + "creep", + "o", + "M", + "y", + "G", + "le", + "un", + "e", + "id" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "ed", + "ing", + "get", + "t", + "al", + "e", + "p", + "B", + "creep", + "m", + "y", + "at", + "s", + "T", + "a", + "o", + "v", + "D", + "to", + "up", + "n", + "oo", + "and", + "on", + "is", + "b", + "own", + "all", + "ic" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "a", + "ing", + "creep", + "ed", + "al", + "climb", + "C", + "creep", + "up", + "Cre", + "ever", + "y", + "creeping", + "of", + "and", + "get", + "Climb", + "accommod", + "an", + "Cre", + "climbed", + "climbs", + "p", + "crept", + "an", + "at", + "sliding", + "climbing", + "on", + "ic" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "creep", + "Cre", + "diffusion", + "Diffusion", + "diffusion", + "Diffusion", + "Cre", + "l", + "Diff", + "creep", + "creeping", + "diffus", + "creeps", + "crawl", + "diff", + "DIFF", + "Diff", + "crept", + "diff", + "Dif", + "Dif", + "CREE", + "diffused", + "crawling", + "DIFF", + "crawl" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "l", + "Cob", + "Cob", + "creep", + "cob", + "cob", + "Cre", + "Diffusion", + "diffus", + "Diffusion", + "diffusion", + "diffusion", + "Cre", + "cobran", + "diffusive", + "Diff", + "DIFF", + "cobrar", + "CREE", + "Nab", + "creeping", + "crawl", + "creep", + "Kob", + "Dif", + "DIFF" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Cob", + "l", + "N", + "Cob", + "cob", + "cob", + "Dif", + "dif", + "Diffusion", + "creep", + "N", + "Diffusion", + "Dif", + "diffusion", + "diffusion", + "Diff", + "Diff", + "Kob", + "n", + "dif", + "diff", + "DIFF", + "DIFF", + "Cre", + "diffus", + "kob", + "Kob" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Therefore", + "Since", + "Similarly", + "Additionally", + "Possible", + "At", + "Something", + "If", + "Here", + "Specifically", + "Subsequent", + "Along", + "Please", + "Which", + "This", + "Regardless", + "Because", + "However", + "Cob", + "In", + "To", + "Either", + "atoms", + "Atoms", + "Conversely", + "According", + "Instead", + "Algorithm", + "Consequently", + "Ako", + "These" + ] + } + ], + "logit_surprising": [ + { + "concept": "uma", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "leave", + "output_checked": true + }, + { + "concept": "own", + "score": 5.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "At", + "output_checked": true + }, + { + "concept": "either", + "score": 5.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "attachment", + "score": 2.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "attach", + "output_checked": true + }, + { + "concept": "least", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "At", + "output_checked": true + }, + { + "concept": "step", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "at", + "output_checked": true + }, + { + "concept": "deformation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "dependent", + "output_checked": true + }, + { + "concept": "creep", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "such", + "score": 1.0, + "best_rank": 3, + "best_depth": 67.8, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "traversing", + "score": 1.0, + "best_rank": 3, + "best_depth": 88.1, + "near_token": "traverse", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-07__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-07__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-07__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-07__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-07__heatmap.png" + } + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-08", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Lattice-diffusion creep 8", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "The steady deformation rate varies inversely with the square of crystallite size and is controlled by bulk self-diffusion.", + "prompt_tail": "The steady deformation rate varies inversely with the square of crystallite size and is controlled by bulk self-diffusion.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 22 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice-diffusion-creep", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "Herring", + "surfaces": [ + "Herring" + ], + "token_ids": [ + 187758, + 104598 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 147, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 22 + }, + { + "label": "Herring", + "best_rank": 25920, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 1468 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "ListItemIcon", + "un", + "Gottlieb", + "Charm", + "got", + "apr" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "GSM", + "styling", + "apr", + "mkdir", + "styles", + "S", + "mesma", + "conde", + "s", + "Insert", + "asus", + "Enter", + "param", + "Edge", + "Weise", + "cir", + "mixer", + "Edge", + "ipo" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "mesma", + "Weise", + "Edge", + "Edge", + "apr", + "styling", + "s", + "styling", + "Insert", + "Pek", + "insert", + "EDGE", + "jenis", + "ashe", + "cfr", + "arlos" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "S", + "mesma", + "s", + "Weise", + "Edge", + "apr", + "cfr", + "Hits", + "Edge", + "styling", + "Pek", + "Insert", + "insert", + "joen", + "ashe", + "sus", + "second" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "Cuy", + "s", + "ciri", + "cens", + "CU", + "Pending", + "pis", + "dikkat", + "Cens", + "cus", + "CY", + "artis", + "Cullen", + "Cui", + "Cus", + "Fort", + "Eddie", + "App", + "la", + "cus", + "atro", + "dui", + "uts", + "Duplicate" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "handleError", + "s", + "psi", + "Estelle", + "unches", + "la", + "prolet", + "conveniently", + "Sorg", + "empe", + "spacing", + "Authorities", + "softmax", + "ijs", + "issy", + "knn", + "ngModel", + "rization", + "Amts", + "agge", + "rins", + "DIN", + "ukun", + "cuis" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "handleError", + "yscale", + "psi", + "ngModel", + "unches", + "Sorg", + "Estelle", + "rization", + "aportan", + "ukun", + "cyn", + "serialization", + "s", + "Authorities", + "ymi", + "AlertDialog", + "Huffington", + "Ris", + "itorial", + "Whose", + "awatt", + "osynthesis", + "AGS" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "LOGGER", + "Pyr", + "icure", + "Cui", + "Stark", + "cheats", + "Cullen", + "hci", + "ciation", + "ciri", + "dui", + "ukun", + "CCN", + "fft", + "Guangdong", + "ucker" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "Pyr", + "atro", + "Hawke", + "Guangdong", + "OOP", + "LOGGER", + "usia", + "hci", + "Cui", + "uzi", + "Firefox", + "Richardson", + "cheats", + "dikkat" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "rmt", + "CGPoint", + "usus", + "OOP", + "ChatGPT", + "opis", + "erweise", + "CPF", + "otros", + "iders", + "Gruntfile", + "BYTE", + "ing", + "Volkswagen", + "Elsewhere", + "Outlet", + "bevy", + "preoccup", + "Firefox", + "StringBuilder", + "ForEach" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "ing", + "os", + "P", + "o", + "BYTE", + "opis", + "erweise", + "Elsewhere", + "iders", + "Rather", + "Namibia", + "rmt", + "shenanigans", + "Guangdong", + "ForEach", + "pwm", + "agos", + "IFN", + "lessons" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "que", + "L", + "T", + "P", + "a", + "o", + "otros", + "os", + "s", + "tuttavia", + "om", + "H", + "CPF", + "uegos", + "us", + "gehend", + "lei", + "opis", + "entimes", + "es", + "Elsewhere", + "ways", + "ular", + "uego", + "issez", + "atience", + "ish" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "L", + "la", + "T", + "H", + "P", + "que", + "opis", + "tuttavia", + "o", + "inoltre", + "BNB", + "out", + "os", + "Elsewhere", + "ing", + "ways", + "ie", + "entanto", + "om", + "Rather", + "a", + "stellt", + "uegos", + "otros", + "outez", + "Elsewhere", + "gehend" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "que", + "ing", + "a", + "s", + "gehend", + "esu", + "BNB", + "T", + "entimes", + "cuya", + "os", + "tuttavia", + "es", + "outez", + "otros", + "entanto", + "person", + "uegos", + "LTE", + "GROUP", + "RESPECT", + "agos", + "invece" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "que", + "a", + "s", + "l", + "ing", + "es", + "person", + "ers", + "esu", + "GROUP", + "ez", + "an", + "icosia", + "istics", + "os", + "gehend", + "esque", + "otros", + "ways", + "ized", + "impul", + "aport", + "agos", + "typescript", + "us", + "eurs", + "isy", + "eded" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "que", + "a", + "l", + "s", + "es", + "ized", + "person", + "esu", + "GROUP", + "ers", + "icosia", + "ed", + "meg", + "istics", + "esque", + "onomy", + "ization", + "isy", + "typescript", + "aport", + "however", + "ez", + "odynamics", + "ology" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "que", + "a", + "es", + "s", + "ized", + "person", + "esu", + "meg", + "icosia", + "aport", + "esque", + "GROUP", + "therefore", + "oui", + "therefore", + "ers", + "iyu", + "hence", + "istics", + "the", + "onomy", + "external", + "isy" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "hence", + "therefore", + "Hence", + "Hence", + "thus", + "therefore", + "deshalb", + "accordingly", + "Therefore", + "hence", + "Accordingly", + "Therefore", + "consequently", + "pertanto", + "meg", + "ly", + "GROUP" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "S", + "l", + "either", + "chauff", + "ubov", + "hence", + "ly", + "meg", + "experiences", + "iciencies", + "reactions", + "Kok", + "interactions", + "args", + "therefore", + "Airways", + "depreci", + "ATIONS", + "Hence" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "S", + "either", + "iciencies", + "chauff", + "ly", + "interactions", + "relayed", + "Airways", + "initiated", + "reactions", + "therefore", + "determination", + "Exponent", + "Kok", + "meg", + "ateri", + "fue", + "ITIONS", + "ATIONS", + "experiences", + "ubov" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "la", + "S", + "L", + "diffusion", + "ITIONS", + "determination", + "diffusion", + "l", + "H", + "T", + "ITIES", + "Diffusion", + "relayed", + "forces", + "bears", + "Shr", + "decipher", + "Regressor", + "Indeed", + "Artifact", + "mediated", + "Exponent", + "ATIONS", + "Airways", + "sponsored" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "de", + "S", + "and", + "bulk", + "Bulk", + "bulk", + "l", + "Bulk", + "ITIONS", + "determination", + "pois", + "Exponent", + "belakang", + "cobre", + "set", + "sto", + "relayed", + "sponsored", + "es", + "buku", + "ITIES", + "Buku", + "Shr" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "volume", + "volume", + "Volume", + "Volumen", + "Volume", + "volumen", + "VOLUME", + "Bulk", + "volumes", + "bulk", + "volum", + "VOLUME", + "Bulk", + "bulk", + "Volumes", + "volumes", + "Volumes", + "volumetric", + "voluminous", + "vol", + "Vol", + "de", + "vol", + "Vol", + "lattice", + "lattice" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Bulk", + "bulk", + "Bulk", + "volume", + "bulk", + "volumen", + "volume", + "Volume", + "BUL", + "BUL", + "Volume", + "Volumen", + "volum", + "bul", + "la", + "VOLUME", + "bul", + "VOLUME", + "Bul", + "lattice", + "Bul", + "voluminous", + "lattice", + "volumes", + "Bulg", + "Volumes", + "bulkhead" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Bulk", + "Bulk", + "bulk", + "bulk", + "BUL", + "controlling", + "BUL", + "controlling", + "Controlling", + "Volume", + "Controle", + "controle", + "volume", + "kontrol", + "Volumen", + "Controls", + "control", + "lattice", + "lattice", + "Lattice", + "controle", + "controla", + "control", + "controllo", + "controlled", + "Control", + "bul" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "categoryId", + "therefore", + "percobaan", + "both", + "which", + "Coinbase", + "whereas", + "including", + "Here", + "follows", + "Here", + "bulk", + "undergoing", + "Basketball", + "changing" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 149544, + 168599, + 140855, + 147498, + 46269, + 21029, + 21459, + 75563, + 81089, + 140412, + 126048, + 58086, + 47854, + 78895, + 151063, + 197402, + 143957, + 56546, + 61086, + 27791, + 148, + 674, + 305, + 712, + 2500, + 3485 + ] + }, + { + "label": "Herring", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 181158, + 113628, + 210670, + 215261, + 101626, + 21287, + 25414, + 99964, + 124395, + 175866, + 154563, + 138542, + 95402, + 116500, + 95756, + 86019, + 62968, + 53359, + 98984, + 73344, + 28568, + 27531, + 25921, + 54571, + 71945, + 99885 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 100383, + 184617, + 130930, + 80958, + 78891, + 78733, + 49679, + 38595, + 11114, + 16991, + 76, + 23, + 114 + ] + }, + { + "label": "Herring", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 123137, + 113250, + 52105, + 27973, + 29877, + 7382, + 8460, + 35090, + 9112, + 8852, + 2739, + 1469, + 4600 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 7.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "IFN", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "self", + "output_checked": true + }, + { + "concept": "own", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "grain", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "by", + "output_checked": true + }, + { + "concept": "depending", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "varies", + "output_checked": true + }, + { + "concept": "Strain", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "etc", + "score": 1.0, + "best_rank": 6, + "best_depth": 76.3, + "near_token": "The", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "que", + "er", + "de", + "ers", + "emma", + "lovepoetry", + "cens", + "emin", + "caus", + "lah", + "perd", + "arre", + "sadquotes", + "ap", + "rec", + "iti", + "terms", + "ters", + "ani", + "am", + "iness", + "tel", + "rend", + "al", + "ation", + "upd", + "esc", + "ness", + "yn", + "deg", + "altern" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "C", + "I", + "T", + "A", + "ad", + "im", + "S", + "ot", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "be", + "ation", + "I", + "C", + "ot", + "S", + "T", + "A", + "th", + "l", + "of", + "and", + "e", + "om", + "im", + "ad", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "open", + "world", + "New", + "own", + "les", + "self", + "fact", + "ness", + "out", + "able", + "iz", + "un", + "ings", + "que", + "other", + "its", + "and", + "of", + "p", + "d", + "a", + "t", + "en", + "s", + "an", + "ation", + "l", + "e", + "end", + "ers", + "or", + "le" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "T", + "H", + "S", + "own", + "a", + "ers", + "or", + "able", + "an", + "de", + "l", + "ation", + "s", + "able", + "either", + "k", + "ings", + "en", + "end", + "iz", + "fact", + "ity", + "s", + "and", + "owych", + "singular", + "ness", + "ivity", + "elective", + "p", + "t" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "an", + "l", + "a", + "en", + "own", + "H", + "able", + "ation", + "iz", + "able", + "ers", + "ed", + "end", + "owych", + "k", + "K", + "specialized", + "various", + "S", + "or", + "ational", + "its", + "ings", + "t", + "shock", + "many", + "as" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "H", + "l", + "a", + "own", + "iz", + "K", + "S", + "ation", + "ers", + "en", + "able", + "k", + "end", + "able", + "owych", + "an", + "as", + "various", + "shock", + "T", + "specialized", + "im", + "singular", + "and", + "t", + "s" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "S", + "H", + "a", + "own", + "l", + "iz", + "ation", + "K", + "T", + "owych", + "either", + "k", + "as", + "end", + "ers", + "uma", + "s", + "an", + "able" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "S", + "H", + "a", + "l", + "own", + "iz", + "ation", + "K", + "uma", + "la", + "as", + "owych", + "either", + "and", + "T", + "k", + "amending", + "ines", + "ers", + "end" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "S", + "a", + "l", + "H", + "iz", + "uma", + "ation", + "own", + "K", + "as", + "searchQuery", + "um", + "either", + "owych", + "amending", + "ines", + "the", + "and" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "S", + "H", + "an", + "uma", + "the", + "iz", + "both", + "or", + "either", + "ation", + "and", + "S", + "s", + "glamorous", + "As", + "reduzir", + "la" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "H", + "S", + "an", + "or", + "uma", + "numerosas", + "dozens", + "glamorous", + "czyli", + "corrigir", + "popularly", + "S", + "spurred" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "an", + "y", + "which", + "ed", + "by", + "le", + "d", + "or", + "it", + "high", + "the", + "instead", + "du", + "z", + "of", + "their", + "its", + "top", + "under", + "like", + "sur", + "and", + "non", + "boosted", + "z", + "show", + "re" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "and", + "a", + "y", + "T", + "on", + "ly", + "H", + "K", + "ed", + "v", + "and", + "p", + "e", + "t", + "by", + "get", + "n", + "o", + "by", + "hbox", + "to", + "z", + "C", + "b", + "er", + "in", + "ous", + "taobao", + "now", + "ally" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "a", + "T", + "y", + "C", + "K", + "v", + "ed", + "un", + "an", + "on", + "H", + "p", + "and", + "s", + "t", + "e", + "er", + "n", + "get", + "in", + "k", + "to", + "and", + "B", + "ly", + "it", + "z", + "with", + "by", + "by" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "C", + "and", + "T", + "y", + "s", + "an", + "un", + "v", + "t", + "K", + "p", + "er", + "al", + "it", + "k", + "and", + "on", + "n", + "such", + "but", + "in", + "ic", + "c", + "l", + "D", + "d", + "ed", + "as" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "and", + "a", + "l", + "C", + "an", + "y", + "er", + "T", + "it", + "ed", + "al", + "K", + "but", + "such", + "and", + "un", + "so", + "v", + "s", + "the", + "t", + "ic", + "Therefore", + "p", + "more", + "by", + "by", + "k" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "and", + "an", + "a", + "either", + "such", + "or", + "B", + "able", + "Therefore", + "because", + "T", + "C", + "the", + "its", + "al", + "so", + "overall", + "therefore", + "Therefore", + "according", + "dominated", + "because" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "a", + "an", + "and", + "T", + "B", + "y", + "D", + "either", + "v", + "out", + "al", + "because", + "get", + "o", + "un", + "ed", + "en", + "is", + "O", + "om", + "K", + "been", + "its", + "c", + "it", + "so", + "overall" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "a", + "B", + "s", + "y", + "get", + "al", + "an", + "ed", + "T", + "and", + "v", + "o", + "D", + "is", + "either", + "by", + "because", + "although", + "b", + "away", + "un", + "out", + "ous", + "t", + "been", + "en", + "K", + "p", + "by" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "s", + "ed", + "B", + "get", + "and", + "y", + "is", + "al", + "v", + "D", + "T", + "m", + "b", + "o", + "ar", + "t", + "d", + "at", + "her", + "er", + "away", + "because", + "fia", + "g", + "n", + "isEmpty", + "all", + "an" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "s", + "own", + "C", + "B", + "bulk", + "bulk", + "Bulk", + "get", + "Bulk", + "fia", + "deviceId", + "al", + "v", + "self", + "b", + "meme", + "sampler", + "o", + "vacancy", + "ar", + "mechanisms", + "doctorId", + "sack", + "getElementById", + "asam", + "usd", + "atil", + "l", + "assisted", + "outof" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "volume", + "volume", + "Volume", + "bulk", + "Bulk", + "bulk", + "Volume", + "volum", + "volumen", + "VOLUME", + "Volumen", + "VOLUME", + "volumes", + "Bulk", + "Volumes", + "volumes", + "volumetric", + "Volumes", + "voluminous", + "lattice", + "BUL", + "lattice", + "vol", + "Vol" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "bulk", + "Bulk", + "Bulk", + "bulk", + "volume", + "BUL", + "BUL", + "volumen", + "volume", + "volum", + "Volume", + "lattice", + "Volume", + "bul", + "Volumen", + "lattice", + "bul", + "VOLUME", + "Bulg", + "Lattice", + "voluminous", + "Bul", + "Bul", + "bulky", + "bulkhead", + "VOLUME" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Bulk", + "Bulk", + "bulk", + "bulk", + "lattice", + "BUL", + "Lattice", + "volume", + "controlling", + "controlling", + "Controlling", + "lattice", + "BUL", + "Controle", + "Volume", + "controle", + "Volumen", + "volumen", + "bul", + "volume", + "controllo", + "controle", + "volum" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "categoryId", + "therefore", + "percobaan", + "both", + "which", + "Coinbase", + "whereas", + "including", + "Here", + "follows", + "Here", + "bulk", + "undergoing", + "Basketball", + "changing" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 6.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "The", + "output_checked": true + }, + { + "concept": "uma", + "score": 4.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "grain", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "size", + "output_checked": true + }, + { + "concept": "que", + "score": 2.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "strain", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "proportional", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "inversely", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-08__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-08__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-08__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-08__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-08__heatmap.png" + } + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-09", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Lattice-diffusion creep 9", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A high-temperature specimen elongates as missing-site defects carry mass transport through the interiors of its constituent crystals.", + "prompt_tail": "A high-temperature specimen elongates as missing-site defects carry mass transport through the interiors of its constituent crystals.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice-diffusion-creep", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "Herring", + "surfaces": [ + "Herring" + ], + "token_ids": [ + 187758, + 104598 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 4, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 9 + }, + { + "label": "Herring", + "best_rank": 7542, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 2421 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "styling", + "same", + "Gottlieb", + "apr", + "mesma", + "got", + "even", + "Hair", + "Edge", + "Edge", + "iraj" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "GSM", + "S", + "mkdir", + "styling", + "apr", + "s", + "mesma", + "styles", + "asus", + "as", + "cir", + "Insert", + "param", + "Thatcher", + "Weise", + "mixer", + "conde", + "Edge", + "gian", + "gsm", + "Enter" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "S", + "Edge", + "apr", + "Weise", + "Edge", + "ashe", + "EDGE", + "styling", + "Insert", + "cfr", + "s", + "jenis", + "Sus", + "styling", + "insert" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "S", + "Weise", + "apr", + "Edge", + "Hits", + "Edge", + "Pek", + "cfr", + "s", + "second", + "styling", + "insert", + "EDGE", + "even", + "Insert", + "second", + "stack" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "la", + "s", + "S", + "Cuy", + "cens", + "Pyr", + "ciri", + "Cens", + "watering", + "Pending", + "pis", + "kts", + "Ronald", + "CUL", + "empe", + "postgres", + "Eddie", + "restaur", + "phis", + "ait", + "Arjuna", + "CY", + "CCN" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "Estelle", + "psi", + "empe", + "softmax", + "handleError", + "spacing", + "Sorg", + "ngModel", + "prolet", + "pct", + "STI", + "issy", + "Rome", + "agge", + "conveniently", + "postgres", + "affine", + "DIN", + "unches", + "knn", + "acidified", + "kts", + "osynthesis", + "Accenture", + "HTTPS" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "s", + "ngModel", + "handleError", + "ukun", + "yscale", + "psi", + "Estelle", + "unches", + "Sorg", + "empe", + "AGS", + "itorial", + "Appleton", + "aportan", + "cyn", + "serialization", + "osynthesis", + "addData", + "RHS", + "ymi", + "rization", + "agge" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "hci", + "atro", + "Stark", + "kts", + "watering", + "LOGGER", + "ciation", + "Arjuna", + "Pyr", + "achat", + "cheats", + "ucker", + "Ronald", + "CCN", + "Rome", + "ciri", + "Puch", + "ngthening", + "etty" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "atro", + "LOGGER", + "Cuy", + "usia", + "hci", + "phony", + "uzi", + "OOP", + "lendemain", + "postings", + "CGPoint", + "Guad", + "isjon", + "Kuch", + "Sli", + "Richardson" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "postings", + "opis", + "StringBuilder", + "Gruntfile", + "rmt", + "CGPoint", + "OOP", + "prawdzi", + "ing", + "slimmer", + "CCS", + "fromDate", + "jsdelivr" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "agad", + "ing", + "onward", + "ocument", + "Darwin", + "Bowser", + "Namibia", + "lessons", + "William", + "ogly", + "getParameter", + "agt", + "ipore", + "formin", + "filming", + "utilizzati" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "que", + "la", + "an", + "and", + "os", + "entimes", + "om", + "L", + "T", + "opy", + "variously", + "tuttavia", + "as", + "o", + "jsdelivr", + "InProgress", + "ammans", + "ish", + "st", + "ular" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "an", + "que", + "and", + "T", + "L", + "ie", + "H", + "person", + "variously", + "om", + "tuttavia", + "l", + "entimes", + "ammans", + "InProgress", + "opy", + "as", + "out", + "los", + "osal", + "un" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "l", + "an", + "ing", + "entimes", + "opy", + "ized", + "gehend", + "izing", + "hov", + "ledged", + "esha", + "person", + "ization", + "un", + "t", + "le", + "variously", + "baj", + "agad", + "vari", + "es" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "que", + "l", + "an", + "ization", + "ized", + "izing", + "un", + "izations", + "ing", + "le", + "ers", + "ities", + "iav", + "person", + "opy", + "ledged", + "issimo", + "progres", + "hov", + "repos", + "es", + "cu", + "baj", + "antly" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "l", + "que", + "ization", + "ized", + "an", + "izing", + "ity", + "ities", + "izations", + "ly", + "ers", + "er", + "either", + "ilization", + "ed", + "getContext", + "the", + "contextual", + "antly", + "ahun", + "up", + "le", + "esz", + "esia", + "GROUP", + "individual" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "ization", + "ized", + "l", + "izing", + "an", + "ly", + "ity", + "izations", + "ities", + "the", + "getContext", + "anova", + "individual", + "ers", + "ahun", + "WHEREAS", + "othesis", + "antly" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "Such", + "Consequently", + "deshalb", + "longrightarrow", + "poprzez", + "consequently", + "hence", + "thus", + "WHEREAS", + "berikut" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "S", + "L", + "l", + "Migration", + "Explanation", + "migrated", + "iciencies", + "migration", + "ndani", + "buradan", + "indeed", + "desloc", + "experiences", + "console", + "DisplayText", + "Indeed" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "l", + "S", + "indeed", + "ndani", + "Indeed", + "Migration", + "migrated", + "migration", + "Diffusion", + "Inside", + "Within", + "within", + "annihilated", + "ly", + "insuffis", + "interactions" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "la", + "Diffusion", + "diffusion", + "Vacancy", + "S", + "vacancy", + "and", + "diffusion", + "vacancies", + "vacancy", + "Diffusion", + "C", + "diffusing", + "Dislocations", + "annihilated", + "relayed", + "ly", + "mediated", + "OffsetY", + "DisplayText", + "waypoints", + "Indeed", + "VX", + "steady", + "ITIES" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "la", + "and", + "vacancies", + "climb", + "climbing", + "climbs", + "creep", + "vacancy", + "vacancy", + "mechanisms", + "mechanism", + "climbed", + "yolu", + "diffusion", + "Mechanisms", + "diffusion", + "Vacancy", + "mechanism", + "Climb", + "Diffusion", + "diffusing", + "clim", + "set", + "self", + "H", + "parad", + "annihilated" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "diffusion", + "Diffusion", + "diffusion", + "l", + "Diffusion", + "diffusing", + "diff", + "diffus", + "diff", + "DIFF", + "diffusive", + "vacancies", + "Diff", + "volume", + "vacancy", + "diffused", + "Vac", + "Diff", + "volumen", + "Dif", + "diffuser", + "diffusivity", + "Vacancy", + "bulk", + "vac", + "vacancy", + "Vac", + "volume" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "l", + "bulk", + "diffusion", + "bulk", + "vacancies", + "vacancy", + "Bulk", + "Diffusion", + "BUL", + "Bulk", + "Diffusion", + "vacancy", + "diffusion", + "diffusive", + "diffusing", + "diffus", + "BUL", + "diffuser", + "mass", + "Vacancy", + "Vac", + "VAC", + "DIFF", + "volume", + "que" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "l", + "Diffusion", + "diffusion", + "Diffusion", + "vacancy", + "diffusion", + "Vac", + "vacancy", + "diffusivity", + "vacancies", + "DIFF", + "VAC", + "DIFF", + "Dif", + "Vac", + "VAC", + "Dif", + "Vacancy", + "Diff", + "Diff", + "diffusive", + "diffused", + "bulk", + "vac", + "Bulk", + "bulk", + "vacu", + "diff" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "surname", + "s", + "Missing", + "rightarrow", + "vacated", + "missing", + "in", + "BrNO", + "contaminant", + "slower", + "OUR", + "mismos", + "wszystkim", + "certain", + "vacancies", + "mesma", + "set", + "masalah", + "konfl", + "dancers" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 160555, + 166988, + 145903, + 151411, + 63484, + 24337, + 23081, + 58288, + 85327, + 116809, + 171343, + 27038, + 160608, + 206696, + 216933, + 227399, + 177368, + 50871, + 18902, + 6820, + 5, + 10, + 18, + 8, + 5, + 382 + ] + }, + { + "label": "Herring", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 180051, + 104173, + 210338, + 201341, + 75601, + 8466, + 11342, + 44732, + 81528, + 119433, + 133658, + 91086, + 49756, + 96160, + 73762, + 64714, + 43933, + 23993, + 83125, + 54060, + 7543, + 29567, + 48051, + 30374, + 6738, + 59882 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 94269, + 175122, + 161001, + 93190, + 101162, + 106222, + 75427, + 18366, + 641, + 993, + 16, + 10, + 10 + ] + }, + { + "label": "Herring", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 200543, + 185385, + 48776, + 13561, + 14881, + 5615, + 2554, + 19649, + 6852, + 24807, + 2422, + 2476, + 4418 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 8.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "elong", + "output_checked": true + }, + { + "concept": "que", + "score": 4.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ervan", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "entanto", + "score": 1.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "even", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.7, + "near_token": "defects", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "lovepoetry", + "ani", + "soon", + "al", + "er", + "de", + "que", + "S", + "halinde", + "Redeem", + "dwRes", + "emma", + "le", + "ap", + "perd", + "fasted", + "tempHeader", + "eny", + "Refund" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ay", + "ation", + "I", + "C", + "ot", + "S", + "T", + "A", + "l", + "and", + "in", + "of", + "om", + "th", + "e", + "im", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "ist", + "ers", + "al", + "an", + "be", + "ation", + "em", + "P", + "e", + "om", + "l", + "th", + "S", + "im", + "T", + "A", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "s", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "K", + "S", + "C", + "H", + "T", + "sake", + "elective", + "various", + "either", + "able", + "single", + "specialized", + "que", + "own", + "open", + "end", + "ers", + "ation", + "an", + "en", + "a", + "and", + "l", + "able", + "iz", + "or", + "le", + "its", + "p", + "t", + "s" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "T", + "S", + "H", + "own", + "a", + "l", + "que", + "k", + "ers", + "able", + "able", + "or", + "s", + "O", + "AVAILABLE", + "sake", + "ity", + "ivity", + "end", + "en", + "single", + "C", + "LEED", + "irritating", + "joys", + "various", + "singular", + "an", + "ation", + "le", + "fact" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "a", + "l", + "own", + "en", + "K", + "S", + "able", + "ers", + "H", + "able", + "que", + "k", + "ed", + "humbled", + "T", + "various", + "end", + "ized", + "un", + "iz", + "ally", + "ation", + "specialized", + "mellan", + "sake", + "owych" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "S", + "own", + "a", + "l", + "ers", + "K", + "able", + "H", + "k", + "en", + "iz", + "humbled", + "T", + "various", + "owych", + "able", + "end", + "tiring", + "singular", + "que" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "S", + "a", + "l", + "own", + "T", + "iz", + "Projek", + "k", + "irritating", + "tiring", + "anyi", + "corrigir", + "ABSORBED", + "able", + "mp", + "Attend" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "S", + "a", + "l", + "T", + "iz", + "own", + "H", + "uma", + "Projek", + "tiring", + "irritating", + "searchQuery", + "stargazerCount", + "k", + "BlueprintName", + "corrigir", + "Attend" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "S", + "l", + "uma", + "iz", + "T", + "Projek", + "searchQuery", + "own", + "stargazerCount", + "glamorous", + "corrigir", + "BlueprintName", + "tiring" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "la", + "uma", + "numerosas", + "corrigir", + "both", + "glamorous", + "BlueprintName", + "various", + "um", + "s", + "sultry", + "terjadinya", + "preguntar" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "uma", + "various", + "numerosas", + "both" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "an", + "or", + "de", + "its", + "either", + "so", + "such", + "which", + "specific", + "ly", + "resulting", + "their", + "various", + "relatively", + "able", + "presumably", + "hypothetical", + "by", + "multi", + "similarly", + "y", + "rather", + "d", + "similar" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "a", + "and", + "ly", + "T", + "K", + "e", + "and", + "to", + "p", + "on", + "v", + "get", + "y", + "already", + "t", + "n", + "that", + "un", + "er", + "hbox", + "taobao", + "their", + "an", + "toBottomOf", + "c", + "during", + "H", + "by", + "ally" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "a", + "T", + "K", + "e", + "and", + "un", + "s", + "p", + "v", + "y", + "ly", + "t", + "and", + "an", + "n", + "er", + "on", + "D", + "c", + "to", + "get", + "l", + "d", + "k", + "f", + "that", + "z", + "H", + "already" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "C", + "l", + "an", + "and", + "T", + "y", + "t", + "un", + "p", + "s", + "such", + "v", + "and", + "K", + "k", + "n", + "l", + "D", + "the", + "al", + "to", + "on", + "d", + "er", + "e", + "in", + "c", + "although", + "some", + "but" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "a", + "and", + "an", + "such", + "y", + "the", + "un", + "al", + "er", + "and", + "these", + "through", + "although", + "their", + "such", + "that", + "resulting", + "During", + "ic", + "by", + "t", + "because", + "which" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "C", + "an", + "such", + "a", + "and", + "either", + "such", + "through", + "within", + "WITHIN", + "these", + "Within", + "tzw", + "through", + "al", + "poprzez", + "within", + "berlangsung" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "a", + "an", + "T", + "al", + "within", + "y", + "B", + "get", + "s", + "v", + "en", + "through", + "on", + "D", + "un", + "out", + "t", + "either", + "and", + "ed", + "m", + "such", + "an", + "by", + "within", + "is", + "Within", + "in", + "d", + "p" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "a", + "get", + "s", + "an", + "al", + "B", + "y", + "ed", + "T", + "within", + "on", + "through", + "v", + "to", + "is", + "such", + "en", + "D", + "m", + "t", + "p", + "un", + "o", + "within", + "by", + "ing", + "through", + "n", + "in", + "id" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "ed", + "s", + "ing", + "get", + "on", + "al", + "at", + "v", + "m", + "y", + "is", + "vacancy", + "vacancy", + "t", + "o", + "e", + "to", + "n", + "T", + "d", + "vacancies", + "om", + "all", + "vac", + "and", + "ic", + "Vac", + "h", + "p", + "er" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "C", + "ing", + "ed", + "s", + "mechanisms", + "climb", + "vacancy", + "vacancy", + "vacancies", + "self", + "and", + "climbed", + "Vac", + "get", + "climbs", + "creep", + "vac", + "mechanism", + "mechanism", + "l", + "at", + "er", + "Vacancy", + "climbing", + "Climb", + "on", + "m", + "diff", + "Mechanism", + "om", + "DIFF" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "diffusion", + "Diffusion", + "diffusion", + "DIFF", + "diffus", + "diff", + "Diffusion", + "diffusing", + "l", + "vacancy", + "diff", + "Diff", + "vacancy", + "DIFF", + "Vac", + "vacancies", + "Diff", + "Dif", + "diffused", + "diffuser", + "diffusione", + "Vacancy", + "diffuse", + "diffusivity", + "diffusive", + "Dif", + "vac", + "difund" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "l", + "vacancy", + "vacancy", + "Vac", + "bulk", + "vacancies", + "diffusion", + "bulk", + "diffus", + "Vacancy", + "vac", + "Diffusion", + "Diffusion", + "Diff", + "BUL", + "diffusing", + "diffusivity", + "diffusion", + "Vac", + "Bulk", + "DIFF", + "lattice", + "tracer", + "VAC", + "Bulk", + "Lattice", + "diffusive", + "DIFF" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "l", + "Diffusion", + "vacancy", + "diffusion", + "Vac", + "Diffusion", + "vacancy", + "diffusion", + "Vacancy", + "DIFF", + "Dif", + "vac", + "Vac", + "VAC", + "vacancies", + "VAC", + "Diff", + "bulk", + "DIFF", + "Diff", + "diff", + "diffusivity", + "v", + "diffusive", + "diffus", + "Dif", + "bulk", + "dif", + "vacu" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "surname", + "s", + "Missing", + "rightarrow", + "vacated", + "missing", + "in", + "BrNO", + "contaminant", + "slower", + "OUR", + "mismos", + "wszystkim", + "certain", + "vacancies", + "mesma", + "set", + "masalah", + "konfl", + "dancers" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 13.0, + "best_rank": 1, + "best_depth": 47.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "uma", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "elongation", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "ates", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-09__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-09__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-09__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-09__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-09__heatmap.png" + } + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-10", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Lattice-diffusion creep 10", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Under a small tensile load, bulk diffusion moves atoms toward faces normal to the loading direction, producing gradual axial extension.", + "prompt_tail": "Under a small tensile load, bulk diffusion moves atoms toward faces normal to the loading direction, producing gradual axial extension.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice-diffusion-creep", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "1", + "generated_token_ids": [ + 236770 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "Herring", + "surfaces": [ + "Herring" + ], + "token_ids": [ + 187758, + 104598 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 48445, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 3123 + }, + { + "label": "Herring", + "best_rank": 12757, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 2597 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "got", + "mesma", + "even", + "Hair", + "Charm", + "Edge" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "s", + "S", + "styling", + "styles", + "apr", + "GSM", + "mkdir", + "cir", + "Insert", + "mesma", + "Edge", + "as", + "Enter", + "conde", + "Weise", + "param", + "EDGE", + "Edge", + "asus", + "stack", + "la" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "Edge", + "S", + "mesma", + "Weise", + "Edge", + "EDGE", + "apr", + "styling", + "insert", + "cfr", + "Insert", + "jenis", + "sus", + "Sus", + "arlos", + "joen", + "s", + "Pek" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "S", + "mesma", + "Weise", + "s", + "Edge", + "styling", + "apr", + "cfr", + "Edge", + "Pek", + "Hits", + "irl", + "second", + "styling", + "insert", + "even", + "joen", + "Insert", + "sus", + "as" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "la", + "s", + "cens", + "Cuy", + "Cens", + "Pyr", + "ciri", + "pis", + "Pending", + "cura", + "Eddie", + "poucos", + "empe", + "watering", + "ait", + "aspir", + "phis", + "uts", + "Pend", + "appelle", + "prompt", + "CY", + "iap", + "Ashken" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "psi", + "Estelle", + "handleError", + "ngModel", + "s", + "softmax", + "empe", + "prolet", + "STI", + "Sorg", + "issy", + "conveniently", + "affine", + "DIN", + "spacing", + "HTTPS", + "pct", + "Rome", + "knn", + "Accenture", + "ukun", + "acidified", + "iorum", + "rization", + "unches" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "ngModel", + "yscale", + "handleError", + "s", + "itorial", + "Estelle", + "psi", + "Sorg", + "serialization", + "aportan", + "AGS", + "empe", + "ukun", + "RHS", + "ymi", + "osynthesis", + "PCT", + "Accenture", + "iorum", + "cilantro", + "Huffington", + "unches", + "ures", + "addData", + "awatt" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "hci", + "Stark", + "CCN", + "Pyr", + "cheats", + "Hawke", + "ukun", + "icure", + "usia", + "LOGGER", + "Cullen", + "isah", + "Slowly", + "empe", + "Guangdong", + "fft", + "xmlns", + "Ronald" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Hawke", + "CGPoint", + "hci", + "Slowly", + "OOP", + "Guangdong", + "phony", + "ralent", + "CCP", + "PCM", + "Pyr", + "atro", + "usia", + "Sli", + "juxtap", + "rmt", + "fft", + "opedia" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "rmt", + "CGPoint", + "retval", + "StringBuilder", + "usus", + "Pyr", + "Gruntfile", + "ralent", + "opis", + "OOP", + "retval", + "jsdelivr", + "ibaldi", + "Grim", + "viewDidLoad", + "fromDate", + "Beyblade", + "ForEach", + "pyrr" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "H", + "BYTE", + "Biden", + "Beyblade", + "ophile", + "Copyright", + "ForEach", + "os", + "StringBuilder", + "gazebo", + "CGPoint", + "Lx", + "Namibia", + "opis", + "usus" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "tuttavia", + "H", + "usus", + "que", + "entimes", + "uma", + "lei", + "mani", + "Elsewhere", + "variously", + "enorm", + "os", + "om", + "PWD", + "opis", + "Beyblade", + "o", + "ie" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "L", + "que", + "H", + "tuttavia", + "T", + "ie", + "an", + "ways", + "variously", + "etwa", + "qquad", + "steadily", + "enorm", + "and", + "out", + "entimes", + "particularly", + "om", + "entanto", + "gehend", + "o", + "opis", + "os", + "doubtless" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "tuttavia", + "gehend", + "entimes", + "t", + "ways", + "etwa", + "constexpr", + "os", + "outez", + "ie", + "es", + "memperoleh", + "otros", + "poco", + "zunehm", + "hov", + "invece" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "a", + "que", + "ing", + "s", + "an", + "l", + "es", + "ized", + "ers", + "t", + "ways", + "ed", + "os", + "ization", + "hov", + "person", + "gehend", + "tuttavia", + "ie", + "indeed", + "constexpr", + "poco", + "vite", + "progres", + "cendo", + "though" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "que", + "ization", + "l", + "ized", + "es", + "ers", + "ly", + "an", + "ed", + "up", + "indeed", + "izations", + "izing", + "esz", + "hwa", + "the", + "though", + "stead", + "ing", + "initialization", + "s", + "Lovely", + "individual", + "its", + "wicklung", + "person" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "ization", + "ly", + "ized", + "an", + "es", + "ers", + "indeed", + "izations", + "the", + "up", + "l", + "its", + "however", + "s", + "individual", + "iyu", + "hwa", + "console", + "versus", + "Explanation", + "such", + "stead", + "typical" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "a", + "ization", + "indeed", + "ly", + "This", + "izations", + "Hence", + "steadily", + "an", + "Such", + "poco", + "stead", + "hence", + "deshalb", + "C", + "consequ" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "ization", + "Slowly", + "ly", + "l", + "slowly", + "steadily", + "T", + "indeed", + "antly", + "gradually", + "either", + "hence", + "This", + "C", + "Hence", + "console", + "hence", + "isht", + "stead" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "la", + "T", + "l", + "slowly", + "ization", + "Slowly", + "ly", + "indeed", + "C", + "either", + "steadily", + "antly", + "This", + "Indeed", + "gradually", + "lengthening", + "Leng", + "hence", + "slow", + "L", + "Consequences", + "Slow" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "la", + "l", + "ly", + "antly", + "T", + "C", + "Leng", + "indeed", + "Indeed", + "elong", + "This", + "arry", + "slowly", + "temps", + "lengthening", + "Length", + "configs", + "allong", + "Interestingly", + "truc", + "ization", + "axially", + "inch", + "Agus", + "GetLength" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "la", + "de", + "lengthening", + "Leng", + "length", + "length", + "Length", + "elong", + "lengthen", + "ly", + "lengthened", + "antly", + "GetLength", + "longueur", + "inch", + "temps", + "leng", + "kens", + "elong", + "lengths", + "Length", + "lengths", + "This", + "Leng", + "longer" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "Cre", + "creep", + "elong", + "Cre", + "lengthen", + "creeping", + "creep", + "lengthening", + "creeps", + "de", + "Leng", + "Leng", + "elong", + "leng", + "L", + "allong", + "Length", + "length", + "lengthened", + "permanent", + "createArticle", + "elongate", + "length" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "gradual", + "Grad", + "grad", + "Grad", + "grad", + "Gradually", + "gradually", + "gradu", + "creep", + "creeping", + "axial", + "creep", + "axially", + "lengthen", + "elong", + "elong", + "graduellement", + "axial", + "slowly", + "graduate", + "GRAD", + "elongate", + "GRAD", + "Slowly", + "lengthening", + "Extending", + "stopni", + "Cre" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "axial", + "gradual", + "Grad", + "grad", + "Axial", + "Grad", + "Gradually", + "Axel", + "axially", + "axial", + "Ax", + "gradually", + "gradu", + "grad", + "iax", + "AX", + "Ax", + "GRAD", + "elong", + "axios", + "graduellement", + "stopni", + "ax", + "AX", + "elong" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "This", + "axial", + "Therefore", + "Along", + "These", + "extension", + "Electrons", + "Consequently", + "verl", + "We", + "Over", + "axial", + "Questo", + "However", + "Moving", + "moving", + "Axial", + "Specifically", + "Since", + "Gradually", + "Otherwise", + "Which", + "a", + "Here", + "Thus", + "elongation", + "overtime", + "allong", + "Slowly" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 157179, + 165580, + 152221, + 149027, + 68486, + 25855, + 30884, + 78114, + 102605, + 131996, + 183392, + 95064, + 179830, + 207300, + 243652, + 246548, + 231497, + 210811, + 213012, + 211544, + 65028, + 71868, + 48446, + 40791, + 57410, + 58011 + ] + }, + { + "label": "Herring", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 183986, + 92508, + 202660, + 207746, + 111020, + 15039, + 12409, + 96356, + 130112, + 177356, + 149747, + 156908, + 133014, + 139263, + 127403, + 124304, + 104993, + 54767, + 126137, + 65136, + 50922, + 46826, + 12758, + 11783, + 4125, + 47025 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 109940, + 196982, + 174370, + 95145, + 126667, + 98829, + 56453, + 27896, + 24611, + 68430, + 32069, + 13986, + 3124 + ] + }, + { + "label": "Herring", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 166492, + 148587, + 82960, + 70100, + 56611, + 34309, + 47597, + 46408, + 22944, + 28908, + 15364, + 2598, + 5190 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 10.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "atoms", + "output_checked": true + }, + { + "concept": "either", + "score": 7.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "lengthening", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "Cre", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "BYTE", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.7, + "near_token": "atoms", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ner", + "que", + "ers", + "ap", + "al", + "er", + "le", + "de", + "p", + "s", + "ani", + "soon", + "pad", + "es", + "rian", + "la", + "ness", + "iti", + "han", + "pl", + "se", + "ro", + "ad", + "ah", + "ry", + "man", + "alk" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ation", + "I", + "T", + "A", + "ad", + "im", + "S", + "ot", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "al", + "pro", + "P", + "est", + "A", + "T", + "ation", + "em", + "om", + "th", + "and", + "l", + "im", + "e", + "ad", + "S", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "of" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "specialized", + "secondary", + "North", + "eye", + "various", + "either", + "personal", + "izing", + "New", + "ness", + "its", + "self", + "world", + "own", + "open", + "able", + "ers", + "an", + "l", + "ation", + "en", + "a", + "of", + "and", + "iz", + "le", + "end", + "or", + "out", + "able", + "ings", + "other" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "T", + "S", + "or", + "l", + "en", + "a", + "own", + "k", + "able", + "ness", + "que", + "H", + "ation", + "an", + "able", + "ers", + "O", + "C", + "fact", + "ity", + "e", + "end", + "iya", + "elective", + "izing", + "eye", + "ap", + "and", + "s", + "p" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "l", + "own", + "able", + "an", + "k", + "able", + "ed", + "K", + "ers", + "ation", + "specialized", + "un", + "its", + "end", + "many", + "eye", + "ational", + "various", + "or", + "t", + "ity", + "power", + "out", + "iz", + "que", + "under" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "k", + "able", + "iz", + "K", + "ers", + "an", + "able", + "chst", + "and", + "ation", + "dwar", + "specialized", + "im", + "end", + "bach", + "many", + "its" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "l", + "iz", + "k", + "la", + "an", + "and", + "able", + "chst", + "irritating", + "en", + "anyi", + "T", + "dwar", + "Pune", + "s", + "st" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "l", + "iz", + "la", + "and", + "T", + "k", + "able", + "chst", + "dwar", + "Pune", + "anyi", + "irritating", + "its" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "iz", + "and", + "la", + "able", + "chst", + "uma", + "its", + "inkan" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "an", + "and", + "la", + "uma", + "its", + "iz", + "the", + "or", + "both", + "many", + "multi", + "um", + "corrigir" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "an", + "uma", + "la", + "the", + "as", + "Jumlah", + "hingegen", + "its", + "meningkatkan", + "um", + "le" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "de", + "l", + "an", + "or", + "even", + "either", + "such", + "its", + "instead", + "y", + "like", + "similarly", + "d", + "specific", + "some", + "theoretically", + "relatively", + "which", + "similar", + "rather", + "likely", + "local", + "normally", + "it", + "localized", + "the", + "resulting", + "each" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "and", + "ly", + "an", + "e", + "C", + "and", + "y", + "or", + "on", + "ally", + "to", + "er", + "v", + "like", + "even", + "like", + "also", + "T", + "ous", + "p", + "but", + "ic", + "without", + "would", + "also", + "though", + "that", + "hbox", + "taobao" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "a", + "C", + "y", + "e", + "an", + "s", + "v", + "ly", + "and", + "p", + "and", + "er", + "T", + "on", + "t", + "un", + "n", + "K", + "to", + "f", + "ing", + "ic", + "get", + "like", + "c", + "d", + "z", + "through", + "ed" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "C", + "l", + "and", + "an", + "y", + "v", + "s", + "T", + "p", + "t", + "and", + "K", + "un", + "e", + "such", + "ly", + "but", + "f", + "on", + "ic", + "n", + "k", + "like", + "er", + "it", + "the", + "d", + "although", + "though" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "and", + "an", + "C", + "but", + "y", + "such", + "l", + "ic", + "while", + "v", + "However", + "the", + "which", + "that", + "s", + "like", + "and", + "through", + "un", + "or", + "However", + "by", + "T", + "t", + "though", + "whereas", + "it" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "and", + "an", + "such", + "or", + "a", + "either", + "but", + "gradually", + "C", + "eventually", + "continued", + "slowly", + "incrementally", + "resulting", + "incremental", + "Such", + "Such", + "progresses", + "Occasionally" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "C", + "l", + "T", + "an", + "a", + "B", + "D", + "and", + "v", + "al", + "t", + "slowly", + "get", + "y", + "p", + "un", + "K", + "gradually", + "m", + "longer", + "such", + "d", + "id", + "further", + "either", + "incrementally", + "continue", + "though", + "n" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "C", + "l", + "T", + "B", + "a", + "an", + "t", + "and", + "s", + "K", + "v", + "D", + "get", + "al", + "y", + "p", + "m", + "n", + "z", + "id", + "un", + "slowly", + "d", + "slow", + "such", + "on", + "c", + "ic", + "re" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "own", + "s", + "ing", + "C", + "ed", + "t", + "and", + "al", + "v", + "T", + "an", + "get", + "a", + "p", + "y", + "ot", + "m", + "id", + "length", + "om", + "length", + "n", + "d", + "inch", + "z", + "inch", + "leng", + "o", + "LENGTH", + "ly" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "ing", + "s", + "al", + "ed", + "a", + "t", + "length", + "y", + "length", + "leng", + "an", + "m", + "v", + "ot", + "id", + "LENGTH", + "om", + "and", + "ly", + "n", + "longueur", + "p", + "inch", + "Length", + "creep", + "o", + "longer", + "creep", + "lengthening", + "get" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "creep", + "Cre", + "creep", + "Cre", + "l", + "creeping", + "lengthening", + "creeps", + "leng", + "cre", + "elongation", + "s", + "length", + "length", + "lengthen", + "elongated", + "elong", + "crawl", + "elong", + "permanent", + "LENGTH", + "CREE", + "crept", + "incremental", + "allong", + "unia", + "longer", + "longueur" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "gradual", + "Grad", + "axial", + "Grad", + "grad", + "grad", + "creep", + "creep", + "Gradually", + "GRAD", + "axial", + "axially", + "Axial", + "creeping", + "elong", + "lengthening", + "elongation", + "gradually", + "Cre", + "stopni", + "GRAD", + "Ax", + "gradation", + "creeps", + "Cre", + "gradu", + "graded", + "incremental" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "axial", + "Grad", + "gradual", + "grad", + "Ax", + "Axial", + "Grad", + "axial", + "ax", + "ax", + "axially", + "Axel", + "Gradually", + "GRAD", + "grad", + "creep", + "stopni", + "L", + "iax", + "Ax", + "elong", + "lax", + "GRAD", + "axios", + "axios", + "AX", + "gradation", + "gradually", + "own" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "This", + "axial", + "Therefore", + "Along", + "These", + "extension", + "Electrons", + "Consequently", + "verl", + "We", + "Over", + "axial", + "Questo", + "However", + "Moving", + "moving", + "Axial", + "Specifically", + "Since", + "Gradually", + "Otherwise", + "Which", + "a", + "Here", + "Thus", + "elongation", + "overtime", + "allong", + "Slowly" + ] + } + ], + "logit_surprising": [ + { + "concept": "uma", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "moves", + "output_checked": true + }, + { + "concept": "and", + "score": 5.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "own", + "score": 5.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "chemical", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "creep", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-10__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-10__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-10__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-10__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-lattice-diffusion-creep-10__heatmap.png" + } + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffusionless lattice change 1", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Rapid cooling converts a face-centered parent lattice into a body-centered product whose vertical cell dimension differs from the two horizontal dimensions.", + "prompt_tail": "Rapid cooling converts a face-centered parent lattice into a body-centered product whose vertical cell dimension differs from the two horizontal dimensions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "diffusionless-lattice-change", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + } + ], + "emergence": [ + { + "label": "tetragonal", + "best_rank": 0, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": true, + "best_pos": 26, + "logit_lens_best_rank": 3 + }, + { + "label": "Bain", + "best_rank": 71, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 50 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "Gottlieb", + "apr", + "even", + "mesma", + "Hair", + "got", + "Edge", + "iraj" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "s", + "H", + "GSM", + "mkdir", + "apr", + "styling", + "asus", + "as", + "styles", + "mesma", + "S", + "cir", + "Insert", + "mixer", + "conde", + "gsm", + "iterator", + "param", + "Enter" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "S", + "a", + "mesma", + "Weise", + "Edge", + "jenis", + "Edge", + "apr", + "ashe", + "s", + "Sus", + "styling", + "arens", + "cfr", + "styling", + "EDGE", + "Insert", + "insert", + "arlos", + "verg" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "S", + "Weise", + "s", + "apr", + "Edge", + "Edge", + "styling", + "cfr", + "Hits", + "Pek", + "insert", + "even", + "Insert", + "second", + "as", + "styling", + "sus", + "arlos", + "irl" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "S", + "Ashley", + "Pyr", + "la", + "cens", + "Cens", + "Pending", + "ciri", + "pis", + "Ashken", + "ittle", + "ait", + "empe", + "insley", + "phis", + "rins", + "DIN", + "Duplicate", + "postgres", + "Ronald", + "CUL", + "Eddie", + "cura", + "Ashley" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "handleError", + "psi", + "Estelle", + "s", + "empe", + "conveniently", + "prolet", + "pct", + "DIN", + "Sorg", + "spacing", + "softmax", + "STI", + "issy", + "Accenture", + "rins", + "usia", + "knn", + "acidified", + "postgres", + "affine", + "unches", + "Rome", + "ukun" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "yscale", + "ngModel", + "handleError", + "Sorg", + "Estelle", + "ukun", + "psi", + "serialization", + "AGS", + "cyn", + "ymi", + "empe", + "itorial", + "aportan", + "Huffington", + "unches", + "RHS", + "agge", + "acidified", + "iorum", + "osynthesis", + "Appleton", + "rization", + "awatt" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "hci", + "empe", + "Stark", + "Ronald", + "setValue", + "Pyr", + "icure", + "repent", + "LOGGER", + "Arjuna", + "Rome", + "kts", + "isah", + "Slowly", + "ukun", + "usia", + "spacing", + "cheats", + "watering" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "hci", + "Cuy", + "Pyr", + "atro", + "hlas", + "P", + "LOGGER", + "usia", + "uzi", + "Guangdong", + "Stark", + "viento", + "GTG", + "isah", + "OOP" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "H", + "usus", + "CGPoint", + "even", + "rmt", + "retval", + "Gruntfile", + "Outlet", + "retval", + "NOTICE", + "Flags", + "ForEach", + "BYTE", + "StringBuilder", + "GTG", + "erweise", + "uales", + "uoso", + "antage" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "P", + "ing", + "BYTE", + "ophile", + "Everywhere", + "eram", + "slimmer", + "onload", + "Jahr", + "even", + "StringBuilder", + "Bowser", + "UPI", + "Wochenende" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "L", + "C", + "H", + "T", + "and", + "o", + "tuttavia", + "que", + "om", + "os", + "entimes", + "an", + "ing", + "usus", + "ie", + "P", + "es", + "as", + "i", + "t", + "otros", + "us" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "la", + "que", + "H", + "and", + "L", + "T", + "an", + "ie", + "t", + "es", + "om", + "tuttavia", + "more", + "o", + "l", + "C", + "entimes", + "h", + "as", + "os", + "much", + "particularly", + "variously", + "at", + "however", + "its", + "iev" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "la", + "que", + "ing", + "an", + "entimes", + "l", + "T", + "es", + "tuttavia", + "ie", + "t", + "ers", + "however", + "ez", + "os", + "opy", + "om", + "hov", + "qquad", + "eurs", + "instead", + "invece", + "and" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "que", + "la", + "l", + "an", + "ing", + "es", + "ers", + "entimes", + "the", + "as", + "ez", + "up", + "ie", + "at", + "of", + "ized", + "eurs", + "hov", + "and", + "eo", + "GROUP", + "initialization", + "over", + "t", + "esz", + "its", + "however", + "s", + "le" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "que", + "l", + "la", + "an", + "es", + "of", + "ers", + "and", + "ization", + "the", + "up", + "ized", + "however", + "initialization", + "GROUP", + "esz", + "at", + "vertical", + "ly", + "ity", + "eo", + "as", + "which", + "we", + "ez", + "er", + "le", + "its" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "que", + "la", + "and", + "l", + "an", + "however", + "es", + "ization", + "such", + "ers", + "the", + "of", + "ized", + "GROUP", + "indeed", + "Consequently", + "therefore", + "so", + "ly", + "individual", + "we", + "these", + "initialization", + "hence" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "l", + "la", + "deshalb", + "Consequently", + "dadurch", + "hence", + "therefore", + "Hence", + "thus", + "consequently", + "resulting", + "daraus", + "Consequently", + "Therefore", + "This" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "L", + "therefore", + "Consequently", + "hence", + "deshalb", + "resulting", + "thus", + "thereby", + "hivyo", + "Hence", + "dadurch", + "Consequently", + "consequently", + "Such", + "indeed" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "Consequently", + "ly", + "therefore", + "and", + "dadurch", + "Consequently", + "indeed", + "C", + "tsconfig", + "deshalb", + "thus", + "resulting", + "consequently", + "temporarily", + "Indeed", + "so", + "hence" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "ly", + "and", + "dadurch", + "Consequently", + "AndUpdate", + "onomics", + "C", + "la", + "so", + "resulting", + "waypoints", + "wicklung", + "damals", + "en", + "deliberately", + "orns", + "During" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "que", + "la", + "and", + "distortion", + "le", + "cub", + "distortions", + "dist", + "de", + "distorted", + "stretcher", + "stretched", + "dadurch", + "distortion", + "Distortion", + "a", + "am", + "Consequently", + "tetragonal", + "oben", + "elong", + "s", + "SX", + "an" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "tetragonal", + "Tetr", + "tet", + "tetr", + "Tet", + "Tet", + "tet", + "distortion", + "TET", + "cubic", + "distorted", + "and", + "distort", + "distortions", + "Distortion", + "dist", + "cubic", + "distortion", + "tetra", + "cub", + "l", + "Tetra", + "tetra", + "Consequently" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Tetr", + "tetragonal", + "Tet", + "tetr", + "tet", + "Tet", + "tet", + "TET", + "body", + "Body", + "Body", + "distortion", + "Teddy", + "tetra", + "Tets", + "tetra", + "body", + "BODY", + "Tetra", + "Teddy", + "distortion", + "Distortion", + "tetromino", + "BODY", + "Tetrahedron", + "tetrahydro", + "distort", + "Bain", + "slight" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "tetragonal", + "Tetr", + "tetr", + "Tet", + "tet", + "tet", + "Tets", + "Tet", + "TET", + "tetra", + "tattoo", + "Tate", + "Tetrahedron", + "Teddy", + "Tattoo", + "Trot", + "Tessa", + "Bain", + "etet", + "ttet", + "tattoo", + "distortion", + "tetra", + "Tatum", + "Quattro", + "Tots", + "Tuttle", + "Tat" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "However", + "Here", + "Instead", + "Now", + "Which", + "Along", + "Therefore", + "Specifically", + "Fortunately", + "Similarly", + "Alternatively", + "Finally", + "Additionally", + "Thus", + "Please", + "Since", + "In", + "Then", + "Only", + "The", + "When", + "Hence", + "Both", + "Either", + "Once", + "It", + "Almost", + "Could", + "Due", + "Meanwhile", + "These" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 194982, + 237231, + 249711, + 243551, + 238924, + 210953, + 194657, + 231117, + 224478, + 195808, + 251867, + 134511, + 148657, + 112042, + 134321, + 113802, + 91266, + 31907, + 8309, + 1238, + 78, + 30, + 1, + 4, + 1, + 103 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 12491, + 10796, + 2744, + 2381, + 28516, + 153027, + 234039, + 48061, + 79930, + 107367, + 85124, + 112931, + 46048, + 106453, + 51525, + 26736, + 14513, + 15362, + 30103, + 39577, + 17436, + 698, + 72, + 34, + 20, + 18818 + ] + } + ], + "logit_lens": [ + { + "label": "tetragonal", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 16341, + 34979, + 66845, + 77695, + 105095, + 156413, + 168077, + 53104, + 28491, + 14575, + 2854, + 704, + 4 + ] + }, + { + "label": "Bain", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 84641, + 47388, + 42455, + 95877, + 172909, + 152388, + 115550, + 91091, + 123510, + 96944, + 25514, + 1157, + 51 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 10.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "either", + "score": 4.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "cubic", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "martens", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "tetragonal", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ones", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "horizontal", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 4, + "best_depth": 88.1, + "near_token": "product", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ani", + "aj", + "ers", + "que", + "al", + "en", + "le", + "de", + "estejam", + "Themen", + "Them", + "emulsion", + "ap", + "im", + "ile", + "er", + "ah", + "emma", + "cie", + "soon", + "ness", + "ner", + "even", + "han" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ay", + "ation", + "A", + "I", + "S", + "im", + "ot", + "T", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "P", + "ly", + "be", + "em", + "A", + "T", + "I", + "ation", + "e", + "om", + "l", + "th", + "ad", + "im", + "S", + "ot", + "al", + "d", + "the", + "p", + "a", + "t", + "en", + "c", + "ic", + "ing", + "b", + "ou", + "as", + "ion", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "occasional", + "seasonal", + "specialized", + "various", + "either", + "ever", + "North", + "own", + "New", + "other", + "its", + "kind", + "open", + "able", + "single", + "an", + "est", + "l", + "ation", + "en", + "a", + "of", + "and", + "le", + "or", + "ers", + "end", + "able", + "iz", + "que", + "ings" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "T", + "H", + "end", + "l", + "a", + "an", + "en", + "own", + "able", + "able", + "S", + "C", + "que", + "iz", + "O", + "as", + "various", + "ap", + "ers", + "ad", + "K", + "occasional", + "est", + "al", + "or", + "mellan", + "ina", + "le", + "arn" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "an", + "l", + "en", + "a", + "own", + "T", + "que", + "able", + "iz", + "end", + "ed", + "various", + "mellan", + "able", + "K", + "specialized", + "un", + "est", + "as", + "ers", + "owych", + "le", + "North", + "humbled", + "t" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "iz", + "T", + "able", + "que", + "an", + "end", + "ers", + "K", + "various", + "owych", + "mellan", + "as", + "ina", + "humbled", + "un", + "ed", + "able", + "specialized" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "l", + "iz", + "own", + "que", + "either", + "an", + "T", + "s", + "able", + "ytter", + "able", + "ally", + "le", + "ano", + "irritating", + "t", + "la" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "l", + "own", + "iz", + "la", + "either", + "s", + "ally", + "T", + "ers", + "irritating", + "ytter", + "ano", + "t", + "able", + "and", + "hem" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "iz", + "ytter", + "stellar", + "newItem", + "either", + "ally", + "Creativity", + "irritating" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "s", + "both", + "an", + "preguntar", + "its", + "iz", + "commercially", + "and", + "Creativity", + "legendary", + "t", + "stellar" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "s", + "or", + "both", + "an", + "also", + "legendary", + "le", + "and", + "its", + "aussi", + "t" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "de", + "l", + "an", + "of", + "like", + "and", + "or", + "its", + "d", + "by", + "it", + "le", + "as", + "so", + "both", + "instead", + "either", + "specific", + "such", + "y", + "s", + "z", + "which", + "called", + "high", + "name", + "du", + "product", + "produced", + "resulting" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "C", + "and", + "ly", + "y", + "e", + "T", + "on", + "to", + "and", + "like", + "p", + "like", + "z", + "its", + "an", + "v", + "because", + "H", + "without", + "ally", + "o", + "t", + "K", + "the", + "with", + "ous", + "that", + "c", + "s" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "s", + "y", + "T", + "a", + "p", + "v", + "e", + "and", + "K", + "t", + "ly", + "un", + "on", + "er", + "n", + "z", + "to", + "D", + "k", + "P", + "and", + "an", + "c", + "d", + "in", + "with", + "l", + "h", + "that" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "C", + "a", + "l", + "an", + "and", + "T", + "un", + "s", + "y", + "t", + "v", + "to", + "p", + "er", + "such", + "and", + "K", + "k", + "D", + "ly", + "n", + "e", + "the", + "but", + "d", + "P", + "that", + "that", + "in", + "z" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "l", + "and", + "a", + "an", + "such", + "y", + "un", + "that", + "resulting", + "er", + "v", + "that", + "t", + "the", + "and", + "which", + "but", + "al", + "s", + "T", + "During", + "D", + "ly", + "so", + "through", + "d" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "an", + "C", + "a", + "either", + "resulting", + "and", + "single", + "such", + "resulting", + "T", + "B", + "uneven", + "dadurch", + "asymmetrical", + "Consequently", + "because", + "Because", + "Consequently", + "thus" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "a", + "an", + "T", + "t", + "un", + "y", + "al", + "either", + "B", + "v", + "le", + "resulting", + "out", + "D", + "an", + "p", + "so", + "get", + "asymmetrical", + "what", + "been", + "d", + "d", + "o", + "er", + "s", + "nytimes", + "u", + "ed" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "a", + "t", + "y", + "B", + "an", + "al", + "s", + "ed", + "T", + "v", + "get", + "an", + "o", + "p", + "on", + "and", + "d", + "le", + "d", + "un", + "n", + "D", + "z", + "c", + "at", + "u", + "er", + "up", + "b" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "a", + "B", + "al", + "y", + "s", + "t", + "ed", + "an", + "get", + "ly", + "an", + "v", + "c", + "er", + "o", + "on", + "D", + "ing", + "b", + "at", + "p", + "and", + "id", + "le", + "d", + "z", + "l", + "om" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "C", + "a", + "B", + "t", + "an", + "al", + "y", + "an", + "ing", + "o", + "and", + "ly", + "distortion", + "on", + "er", + "ed", + "c", + "s", + "get", + "K", + "at", + "st", + "ot", + "ine", + "b", + "p", + "any", + "v", + "ar" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "l", + "tet", + "tetr", + "tetragonal", + "Tet", + "Tetr", + "Tet", + "tet", + "TET", + "K", + "T", + "distortion", + "distortion", + "tetra", + "distorted", + "tetra", + "B", + "Tetra", + "distortions", + "Distortion", + "Primitive", + "t", + "H", + "distort", + "Dist", + "dist", + "Stretching", + "stretched", + "dist" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "tet", + "Tetr", + "tetr", + "Tet", + "tet", + "body", + "TET", + "C", + "Body", + "Tet", + "tetragonal", + "Body", + "body", + "T", + "l", + "BODY", + "Teddy", + "Teddy", + "Tets", + "tetra", + "distortion", + "tetra", + "atet", + "BODY", + "distortion" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "T", + "Tetr", + "tetr", + "tetragonal", + "Tet", + "tet", + "tet", + "Tet", + "TET", + "la", + "Tets", + "Tate", + "C", + "P", + "B", + "l", + "tat", + "Bas", + "Bain", + "F", + "Tat", + "itet", + "Tatar", + "atet", + "Tath", + "tetra", + "etet" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "However", + "Here", + "Instead", + "Now", + "Which", + "Along", + "Therefore", + "Specifically", + "Fortunately", + "Similarly", + "Alternatively", + "Finally", + "Additionally", + "Thus", + "Please", + "Since", + "In", + "Then", + "Only", + "The", + "When", + "Hence", + "Both", + "Either", + "Once", + "It", + "Almost", + "Could", + "Due", + "Meanwhile", + "These" + ] + } + ], + "logit_surprising": [ + { + "concept": "uma", + "score": 11.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "own", + "score": 8.0, + "best_rank": 1, + "best_depth": 47.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cubic", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "daughter", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "product", + "output_checked": true + }, + { + "concept": "edges", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "average", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "from", + "output_checked": true + }, + { + "concept": "quenching", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 2, + "best_depth": 52.5, + "near_token": "converts", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-01__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-01__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-01__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-01__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-01__heatmap.png" + } + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffusionless lattice change 2", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A quenched carbon steel forms a hard phase by coordinated atomic motion. The product unit cell is stretched along one axis relative to the other two.", + "prompt_tail": "A quenched carbon steel forms a hard phase by coordinated atomic motion. The product unit cell is stretched along one axis relative to the other two.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "diffusionless-lattice-change", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + } + ], + "emergence": [ + { + "label": "tetragonal", + "best_rank": 1, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 2 + }, + { + "label": "Bain", + "best_rank": 259, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 282 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "ListItemIcon", + "styling", + "apr", + "got", + "Farr", + "Charm", + "un" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "s", + "S", + "mkdir", + "GSM", + "styles", + "styling", + "apr", + "as", + "cir", + "gsm", + "e", + "gian", + "iterator", + "mixer", + "Enter", + "asus", + "la", + "Insert", + "Thatcher", + "param" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "s", + "Edge", + "Weise", + "apr", + "EDGE", + "Edge", + "S", + "jenis", + "mesma", + "ough", + "Insert", + "arlos", + "styling", + "sus", + "ashe", + "sie", + "insert" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "Edge", + "mesma", + "Weise", + "s", + "S", + "second", + "Pek", + "apr", + "Hits", + "styling", + "Edge", + "even", + "EDGE", + "second", + "irl", + "insert", + "stack", + "cfr", + "Insert", + "top" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "la", + "s", + "empe", + "Pyr", + "DIN", + "even", + "Ronald", + "ittle", + "Cens", + "Rome", + "aspir", + "cci", + "MAPE", + "Ashley", + "assian", + "AtIndex", + "months", + "arson", + "argate", + "CTE", + "cens" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "Estelle", + "softmax", + "empe", + "Sorg", + "Rome", + "ngModel", + "iorum", + "HTTPS", + "psi", + "affine", + "STI", + "pct", + "issy", + "DIN", + "ukun", + "prolet", + "Emilia", + "agge", + "acidified", + "adrenaline", + "spacing", + "handleError", + "s", + "AGS", + "ObjectURL", + "Smiling", + "sinx" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "ngModel", + "Estelle", + "empe", + "ukun", + "setValue", + "s", + "Sorg", + "AGS", + "hbox", + "yscale", + "iorum", + "agge", + "Emilia", + "RHS", + "ils", + "adrenaline", + "psi", + "affine", + "HTTPS", + "osynthesis", + "addData", + "l", + "itorial", + "acid", + "Smiling" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "hci", + "empe", + "xmlns", + "setValue", + "Ronald", + "Stark", + "Slowly", + "atro", + "Pyr", + "Grun", + "Smiling", + "ucker", + "ichlor", + "Arjuna", + "isah", + "ietta", + "Rome", + "Hawke" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "Guangdong", + "Pair", + "retval", + "Cui", + "phony", + "CGPoint", + "Firefox", + "hci", + "pict", + "Kron" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "rmt", + "StringBuilder", + "Gruntfile", + "Afghanistan", + "retval", + "ForEach", + "Firefox", + "retval", + "usus", + "ralent", + "maaaring", + "slimmer", + "Pyr" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "P", + "BYTE", + "ophile", + "Everywhere", + "UPI", + "ing", + "Princeton", + "gazebo", + "CGPoint", + "StringBuilder", + "Jahr", + "Afghanistan", + "Namibia", + "eram", + "OCH" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "C", + "and", + "kebanyakan", + "entimes", + "as", + "tuttavia", + "L", + "PWD", + "que", + "os", + "ing", + "usus", + "o", + "Elsewhere", + "Rather", + "opis", + "an", + "qquad", + "CPF" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "la", + "L", + "and", + "an", + "C", + "H", + "T", + "out", + "particularly", + "que", + "as", + "ie", + "ing", + "qquad", + "Of", + "entimes", + "os", + "tuttavia", + "o", + "variously", + "however", + "more", + "l", + "om", + "osal", + "inoltre" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "la", + "l", + "que", + "ing", + "an", + "os", + "as", + "entimes", + "qquad", + "s", + "ers", + "t", + "at", + "favored", + "OwnProperty", + "retr", + "o", + "man", + "ie", + "oski", + "Verfahren" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "l", + "la", + "que", + "an", + "ing", + "ers", + "of", + "as", + "at", + "le", + "un", + "s", + "over", + "os", + "vertical", + "the", + "re", + "es", + "y", + "up", + "esz", + "ization", + "emphasized", + "initialization", + "person", + "versus", + "ized" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "an", + "of", + "ization", + "ers", + "que", + "ing", + "up", + "es", + "ilization", + "the", + "la", + "and", + "vertical", + "as", + "y", + "at", + "ized", + "esz", + "le", + "ed", + "over", + "isy", + "therefore", + "feature", + "Knowledge" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "l", + "que", + "and", + "of", + "la", + "an", + "ers", + "ization", + "es", + "the", + "its", + "ilization", + "therefore", + "ing", + "ized", + "so", + "up", + "y", + "therefore", + "bly", + "esz", + "vertical" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "a", + "la", + "l", + "therefore", + "hence", + "C", + "dadurch", + "ITECTURE", + "yfikacji", + "Hence", + "hence", + "odt", + "deshalb", + "thus", + "therefore", + "Reddy", + "Accordingly", + "its", + "verticalLayout", + "Ank" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "la", + "hence", + "therefore", + "ITECTURE", + "baidu", + "Reddy", + "C", + "yfikacji", + "either", + "hence", + "emphatically", + "orns" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "la", + "C", + "tsconfig", + "ITECTURE", + "CT", + "ly", + "indeed", + "yfikacji", + "therefore", + "and", + "orns", + "Struktur", + "returnValues", + "iciencies", + "emphatically", + "Newman", + "axis" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "la", + "C", + "along", + "and", + "s", + "stretched", + "en", + "overd", + "ly", + "ISIS", + "elongated", + "tsconfig", + "elong", + "le", + "b", + "orns", + "Tsai", + "axis", + "getStatusCode", + "ITECTURE", + "Inches", + "squeezed", + "exaggerated" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "de", + "stretched", + "a", + "distortion", + "dist", + "elong", + "stretched", + "and", + "stretching", + "retched", + "stretch", + "s", + "le", + "overd", + "elongated", + "stretcher", + "stretch", + "que", + "distortions", + "Distortion", + "along", + "b", + "d", + "Stretch", + "distorted", + "tric", + "c" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "tetragonal", + "stretched", + "dist", + "distortion", + "l", + "Stretch", + "Tetr", + "stretch", + "de", + "Distortion", + "stretching", + "Dist", + "stretch", + "distort", + "elongated", + "District", + "distortions", + "Dist", + "distortion", + "distorted", + "Stretch", + "District", + "tetr", + "stretched", + "tet", + "dist", + "district", + "elong", + "tric", + "uniaxial", + "elong" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "stretched", + "Tetr", + "stretch", + "stretch", + "tetragonal", + "tetr", + "Stretch", + "stretching", + "tet", + "body", + "tet", + "Tet", + "stretched", + "distortion", + "unit", + "dist", + "Stretch", + "Tet", + "Stretching", + "Body", + "TET", + "Body", + "que", + "stretches", + "stretcher", + "unidad", + "l", + "Dist", + "BODY", + "body" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Tetr", + "tetragonal", + "tetr", + "Tet", + "tet", + "tet", + "stretched", + "distortion", + "stretching", + "Tets", + "TET", + "Dist", + "Tet", + "Stretching", + "Distortion", + "stretch", + "dist", + "Stretch", + "Dist", + "stretch", + "stretched", + "distortion", + "dist", + "Tatum", + "Tetrahedron", + "distorted", + "tetra", + "tetanus", + "distortions" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "stretched", + "Here", + "However", + "Specifically", + "Instead", + "productId", + "stretched", + "siswa", + "It", + "set", + "distortion", + "sank", + "shifted", + "stared", + "pantai", + "setProperty", + "According", + "distorted", + "duplicated", + "Moreover", + "starred", + "subplot", + "Headphones", + "rotated", + "seguir", + "slower", + "Once" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 177136, + 240304, + 249048, + 240048, + 165352, + 165647, + 180815, + 232769, + 227081, + 222875, + 238587, + 128358, + 133334, + 120800, + 164672, + 137888, + 167001, + 93100, + 18035, + 5228, + 158, + 55, + 2, + 9, + 3, + 828 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 26215, + 12506, + 2723, + 1490, + 7437, + 139177, + 197164, + 82985, + 52718, + 63875, + 120142, + 130362, + 84593, + 109770, + 77890, + 14847, + 10815, + 16802, + 22054, + 33964, + 51449, + 3987, + 260, + 145, + 163, + 40076 + ] + } + ], + "logit_lens": [ + { + "label": "tetragonal", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 32587, + 64989, + 130750, + 163153, + 149090, + 118112, + 139922, + 28876, + 17736, + 6378, + 887, + 237, + 3 + ] + }, + { + "label": "Bain", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 93093, + 52216, + 34392, + 136157, + 178975, + 141038, + 124230, + 134272, + 130231, + 100067, + 92127, + 6382, + 283 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "own", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "either", + "score": 3.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "rosas", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "solidification", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "quenching", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "equal", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "two", + "output_checked": true + }, + { + "concept": "even", + "score": 1.0, + "best_rank": 2, + "best_depth": 44.1, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "tetragonal", + "score": 1.0, + "best_rank": 3, + "best_depth": 88.1, + "near_token": "to", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "le", + "al", + "que", + "emma", + "own", + "aj", + "de", + "p", + "Them", + "apre", + "la", + "ani", + "vivo", + "objet", + "ap", + "ner", + "lovepoetry", + "ness", + "am", + "en", + "an", + "ile", + "ry" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "C", + "I", + "T", + "A", + "ad", + "im", + "S", + "ot", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "be", + "ation", + "A", + "I", + "S", + "ig", + "ot", + "T", + "th", + "l", + "of", + "and", + "e", + "om", + "im", + "ad", + "d", + "p", + "the", + "an", + "a", + "t", + "en", + "c", + "ou", + "b", + "al", + "ar", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "occasional", + "specialized", + "shock", + "either", + "able", + "various", + "New", + "ness", + "its", + "self", + "own", + "both", + "open", + "kind", + "an", + "ation", + "l", + "ad", + "en", + "a", + "of", + "and", + "ap", + "or", + "ers", + "end", + "iz", + "le", + "able", + "ings" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "own", + "able", + "C", + "l", + "a", + "an", + "or", + "ness", + "en", + "ers", + "able", + "iz", + "que", + "un", + "O", + "its", + "le", + "ap", + "end", + "and", + "S", + "k", + "various", + "kind", + "om", + "p", + "ings", + "ivity" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "l", + "own", + "C", + "iz", + "ers", + "K", + "able", + "able", + "an", + "un", + "end", + "ness", + "k", + "its", + "various", + "specialized", + "humbled", + "inin", + "shock", + "le", + "t", + "many" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "ers", + "iz", + "k", + "K", + "able", + "un", + "end", + "an", + "able", + "ness", + "its", + "many" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "l", + "iz", + "ers", + "en", + "k", + "inputRange", + "irritating", + "la", + "searchQuery", + "mp" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "l", + "la", + "iz", + "ers", + "searchQuery", + "irritating", + "newItem", + "K", + "inputRange" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "iz", + "searchQuery", + "uma", + "ers", + "irritating", + "newItem", + "regionally", + "la" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "la", + "l", + "both", + "uma", + "an", + "its", + "P", + "the", + "iz", + "many" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "the", + "and", + "an", + "its", + "both", + "which", + "P", + "of", + "menghasilkan", + "by", + "As", + "spurred" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "de", + "an", + "of", + "the", + "both", + "which", + "or", + "its", + "multi", + "y", + "like", + "d", + "so", + "some", + "called", + "le", + "high", + "specific", + "and", + "by", + "du", + "specialized", + "at", + "z", + "his", + "several", + "from", + "as", + "for", + "in" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "C", + "e", + "T", + "ly", + "y", + "and", + "er", + "and", + "K", + "H", + "on", + "to", + "p", + "an", + "ed", + "t", + "o", + "al", + "without", + "that", + "z", + "of", + "c", + "v", + "n", + "the", + "D", + "h", + "un", + "ic" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "a", + "T", + "y", + "e", + "s", + "K", + "un", + "t", + "er", + "p", + "v", + "an", + "ly", + "H", + "on", + "D", + "ed", + "n", + "and", + "to", + "c", + "z", + "k", + "and", + "that", + "d", + "in", + "get", + "f", + "h" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "a", + "C", + "T", + "an", + "y", + "t", + "un", + "s", + "D", + "and", + "p", + "v", + "B", + "K", + "al", + "er", + "it", + "k", + "ed", + "n", + "its", + "d", + "to", + "the", + "what", + "and", + "ly", + "on", + "that" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "l", + "a", + "C", + "and", + "T", + "an", + "y", + "D", + "it", + "that", + "B", + "al", + "ed", + "t", + "un", + "the", + "what", + "its", + "that", + "and", + "K", + "er", + "which", + "so", + "v", + "type", + "such", + "their", + "resulting" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "a", + "C", + "T", + "an", + "either", + "single", + "B", + "and", + "some", + "l", + "H", + "its", + "such", + "al", + "disproportion", + "one", + "asymmetrical", + "y", + "uneven", + "which", + "some", + "resulting", + "slight", + "selectively" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "a", + "y", + "either", + "T", + "an", + "ed", + "t", + "al", + "B", + "been", + "un", + "v", + "single", + "p", + "one", + "longer", + "s", + "get", + "one", + "le", + "is", + "nytimes", + "which", + "ated", + "what", + "youtu", + "some" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "ed", + "y", + "al", + "a", + "t", + "B", + "get", + "T", + "s", + "an", + "been", + "single", + "v", + "and", + "is", + "an", + "p", + "either", + "o", + "KHTML", + "z", + "le", + "elongated", + "on", + "all", + "b", + "some", + "ot", + "ing" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "ed", + "al", + "B", + "y", + "s", + "a", + "t", + "ing", + "get", + "an", + "b", + "o", + "an", + "is", + "on", + "v", + "at", + "and", + "p", + "c", + "all", + "ly", + "D", + "d", + "K", + "T", + "along" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "B", + "own", + "a", + "t", + "ed", + "s", + "y", + "C", + "al", + "ly", + "distortion", + "get", + "stretching", + "an", + "stretch", + "elong", + "o", + "an", + "stretched", + "on", + "stretch", + "at", + "st", + "distorted", + "ot", + "elongated", + "T", + "distortion", + "que", + "b", + "ing" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "l", + "distortion", + "tetragonal", + "la", + "dist", + "distortion", + "tet", + "stretched", + "Tetr", + "stretching", + "tetr", + "stretch", + "B", + "stretch", + "Stretch", + "distorted", + "Dist", + "dist", + "Distortion", + "Dist", + "distortions", + "District", + "district", + "District", + "Tet", + "tet", + "Stretching", + "DIST", + "distort", + "stretched", + "elongated" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Tetr", + "body", + "tet", + "tetr", + "stretched", + "Body", + "tetragonal", + "Body", + "stretching", + "tet", + "stretch", + "Stretch", + "Tet", + "stretch", + "body", + "unit", + "TET", + "Tet", + "distortion", + "Stretching", + "BODY", + "dist", + "stretched", + "B", + "distortion", + "BODY", + "la", + "stretches", + "Stretch", + "stret", + "Dist", + "Tets" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "la", + "Tetr", + "tetr", + "tetragonal", + "tet", + "tet", + "dist", + "Dist", + "stretched", + "Tet", + "distortion", + "l", + "B", + "TET", + "dist", + "stretching", + "Tets", + "Tet", + "stretch", + "Dist", + "stretch", + "Distortion", + "Stretch", + "body", + "distortion", + "stretched", + "a", + "Stretching", + "T", + "Tate", + "cell" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "stretched", + "Here", + "However", + "Specifically", + "Instead", + "productId", + "stretched", + "siswa", + "It", + "set", + "distortion", + "sank", + "shifted", + "stared", + "pantai", + "setProperty", + "According", + "distorted", + "duplicated", + "Moreover", + "starred", + "subplot", + "Headphones", + "rotated", + "seguir", + "slower", + "Once" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 15.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "A", + "output_checked": true + }, + { + "concept": "uma", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "by", + "output_checked": true + }, + { + "concept": "axes", + "score": 2.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "two", + "output_checked": true + }, + { + "concept": "quenching", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 1, + "best_depth": 64.4, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "but", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "cooperative", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "equal", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "two", + "output_checked": true + }, + { + "concept": "stretching", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "stretched", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-02__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-02__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-02__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-02__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-02__heatmap.png" + } + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffusionless lattice change 3", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Long-range solute redistribution is suppressed during cooling, leaving a body-centered cell with an axial ratio different from unity.", + "prompt_tail": "Long-range solute redistribution is suppressed during cooling, leaving a body-centered cell with an axial ratio different from unity.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "diffusionless-lattice-change", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "", + "generated_token_ids": [ + 100 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + } + ], + "emergence": [ + { + "label": "tetragonal", + "best_rank": 177, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 1111 + }, + { + "label": "Bain", + "best_rank": 4695, + "best_depth": 64.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 29054 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "styling", + "ListItemIcon", + "got", + "Charm", + "even", + "apr", + "Hair", + "un" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "apr", + "GSM", + "styling", + "styles", + "asus", + "mkdir", + "conde", + "s", + "Enter", + "mesma", + "as", + "cir", + "Insert", + "param", + "ipo", + "S", + "mixer", + "iterator", + "jst", + "Harper", + "got", + "same", + "irc" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "mesma", + "Edge", + "Weise", + "Edge", + "apr", + "EDGE", + "cfr", + "styling", + "styling", + "jenis", + "ashe", + "Insert", + "verg", + "insert", + "Pek", + "Sus" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "S", + "Edge", + "Weise", + "apr", + "s", + "Edge", + "Hits", + "cfr", + "styling", + "Pek", + "insert", + "Insert", + "second", + "EDGE", + "even", + "ashe", + "sus" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "la", + "s", + "Pyr", + "cens", + "S", + "Cens", + "ciri", + "Pending", + "pis", + "Ashley", + "Cuy", + "empe", + "phis", + "Eddie", + "cura", + "ait", + "uts", + "Ronald", + "DIN", + "Ashken", + "CUL", + "aspir", + "restaur", + "insley", + "CTE" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "empe", + "Estelle", + "psi", + "handleError", + "prolet", + "pct", + "softmax", + "spacing", + "Sorg", + "DIN", + "issy", + "affine", + "conveniently", + "ngModel", + "ukun", + "Rome", + "postgres", + "STI", + "Accenture", + "knn", + "ppm", + "Arjuna", + "agge", + "acidified" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "ngModel", + "ukun", + "s", + "Sorg", + "Estelle", + "yscale", + "empe", + "handleError", + "AGS", + "agge", + "psi", + "Appleton", + "itorial", + "acidified", + "addData", + "RHS", + "unches", + "iorum", + "aportan", + "cyn", + "affine", + "serialization", + "setValue", + "adrenaline" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "hci", + "Stark", + "atro", + "ciri", + "Pyr", + "kts", + "cheats", + "LOGGER", + "CCN", + "icure", + "Ronald", + "Arjuna", + "ciation", + "watering", + "Cullen", + "ietta", + "empe", + "Cui", + "ucker" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "Cui", + "Kund", + "hci", + "endenti", + "cuy", + "Guangdong", + "LOGGER", + "juxtap", + "pict", + "isjon", + "dui", + "Guad" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "StringBuilder", + "OOP", + "Gruntfile", + "rmt", + "retval", + "slimmer", + "retval", + "postings", + "usus", + "fromDate", + "endenti", + "ForEach", + "opis", + "Pyr", + "Firefox" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "H", + "BYTE", + "P", + "slimmer", + "ForEach", + "StringBuilder", + "UPI", + "Namibia", + "Princeton", + "ing", + "ophile", + "eram", + "CGPoint", + "RV" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "a", + "C", + "T", + "and", + "tuttavia", + "H", + "usus", + "om", + "kebanyakan", + "PWD", + "ie", + "entimes", + "os", + "o", + "elsewhere" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "L", + "and", + "T", + "ie", + "H", + "tuttavia", + "que", + "an", + "particularly", + "C", + "om", + "out", + "CHAPTER", + "enorm", + "invece", + "funcionarios", + "entimes", + "however" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "la", + "que", + "l", + "ing", + "ie", + "an", + "L", + "tuttavia", + "entimes", + "T", + "invece", + "person", + "instead", + "repent", + "and" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "l", + "que", + "an", + "ing", + "person", + "ie", + "es", + "ers", + "instead", + "le", + "and", + "eurs", + "up", + "vertical", + "isy", + "s", + "houd", + "ez", + "ifai", + "hubungan", + "un", + "extra", + "mie", + "hov" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "la", + "l", + "que", + "an", + "up", + "vertical", + "of", + "esz", + "es", + "ization", + "isy", + "person", + "ized", + "the", + "le", + "ciendo", + "eo", + "ers", + "its", + "initialization", + "and", + "ly", + "therefore", + "escue", + "instead", + "at" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "que", + "an", + "l", + "up", + "instead", + "ly", + "isy", + "and", + "es", + "Ank", + "hence", + "extra", + "the", + "therefore", + "its", + "consequently", + "othesis", + "vertical", + "Hence", + "esz", + "indeed", + "relativePath", + "Consequently" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "l", + "a", + "hence", + "consequently", + "Hence", + "Consequently", + "therefore", + "C", + "Consequently", + "hence", + "Ank", + "thus", + "deshalb", + "dadurch", + "indeed", + "therefore", + "Hence" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "la", + "Ank", + "artifactId", + "hence", + "B", + "tsconfig", + "C", + "Hence", + "hence", + "regretted", + "oggetto", + "consequently", + "aspectRatio", + "artifact", + "inplace", + "Aviso", + "Reddy", + "Relations", + "Kain", + "ubov", + "onomy" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "la", + "tsconfig", + "artifactId", + "Ank", + "C", + "aspectRatio", + "inplace", + "ratio", + "AndUpdate", + "hence", + "oggetto", + "artifact", + "regretted", + "consequently", + "pectives", + "Argon", + "Aviso", + "admittedly", + "Consequently", + "Consequently", + "anomalous" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "la", + "C", + "ratio", + "ratio", + "artifactId", + "tsconfig", + "aspectRatio", + "L", + "admittedly", + "Aviso", + "overd", + "axially", + "singleRun", + "htar", + "cimiento", + "Ank", + "ratios", + "regretted", + "untitled", + "le", + "ofed", + "axial" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "l", + "le", + "overd", + "ratio", + "tsconfig", + "axially", + "anisotropic", + "Aviso", + "axial", + "cub", + "ARR", + "s", + "ratio", + "Ax", + "ARTI", + "an", + "de", + "artifacts", + "d", + "set", + "artifact", + "artifactId", + "Ank", + "c" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "l", + "la", + "aspect", + "AspectRatio", + "aspectRatio", + "Aspect", + "Aspect", + "ASPECT", + "de", + "axially", + "Ax", + "anisotropic", + "ratio", + "axial", + "aspek", + "aspect", + "axial", + "overd", + "artifactId", + "Ratio", + "axon", + "Agus", + "C", + "Axial", + "L", + "Axes", + "Aspects", + "elong", + "aspects", + "xsi", + "AX" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "axial", + "Axial", + "axial", + "Ax", + "Axel", + "axially", + "la", + "AX", + "iaxial", + "Axe", + "AspectRatio", + "Ax", + "axonal", + "Axes", + "axon", + "Axios", + "axes", + "axis", + "anisotropic", + "axios", + "aspectRatio", + "axiomatic", + "Axis", + "axios", + "aspect", + "l", + "axal", + "axe", + "anomal" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Axial", + "Ax", + "axial", + "Axel", + "axial", + "axially", + "AX", + "Ax", + "ax", + "ax", + "Axe", + "axonal", + "Axios", + "AX", + "Axi", + "axiomatic", + "axe", + "Aks", + "Axes", + "axon", + "Axes", + "Akh", + "Akh", + "axa", + "axios", + "axle", + "axon", + "axios" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Furthermore", + "uma", + "sunglasses", + "ial", + "outnumbered", + "representatives", + "berubah", + "changing", + "outra", + "inoltre", + "collegiate", + "AspectRatio", + "however" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 185289, + 221582, + 243398, + 238244, + 223784, + 201295, + 194234, + 246300, + 241173, + 226147, + 240559, + 80915, + 141710, + 155043, + 196074, + 167403, + 178005, + 135999, + 62865, + 35843, + 12147, + 3606, + 178, + 401, + 1665, + 104268 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 17212, + 17349, + 2996, + 2496, + 16670, + 138272, + 204876, + 61996, + 59170, + 75215, + 63049, + 127622, + 32394, + 36058, + 12860, + 6281, + 4696, + 8146, + 43746, + 41772, + 55452, + 103795, + 72266, + 25475, + 14021, + 178740 + ] + } + ], + "logit_lens": [ + { + "label": "tetragonal", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 37824, + 81605, + 215013, + 223647, + 208373, + 187063, + 127232, + 91418, + 55561, + 70169, + 36446, + 37526, + 1112 + ] + }, + { + "label": "Bain", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 84843, + 65034, + 78309, + 162284, + 152570, + 145624, + 120649, + 83630, + 94389, + 132920, + 113051, + 97602, + 29055 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "own", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "behind", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "compositional", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cubic", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "drab", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.7, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "ideal", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "from", + "output_checked": true + }, + { + "concept": "suppressing", + "score": 1.0, + "best_rank": 8, + "best_depth": 88.1, + "near_token": "suppressed", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "s", + "lovepoetry", + "soon", + "mente", + "ano", + "ani", + "eny", + "lah", + "ness", + "la", + "te", + "ers", + "de", + "ter", + "al", + "er", + "le", + "ro", + "que", + "ry", + "ap", + "pl", + "ting", + "ner", + "im", + "es" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "I", + "A", + "ot", + "T", + "im", + "e", + "ad", + "S", + "to", + "of", + "as", + "in", + "l", + "and", + "th", + "om", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "be", + "ation", + "A", + "I", + "S", + "ad", + "ot", + "T", + "l", + "el", + "of", + "and", + "om", + "th", + "e", + "im", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "power", + "open", + "own", + "world", + "les", + "self", + "ness", + "New", + "que", + "out", + "un", + "able", + "other", + "ings", + "its", + "under", + "ad", + "e", + "and", + "l", + "en", + "a", + "s", + "of", + "ers", + "an", + "ation", + "est", + "or", + "end", + "le", + "iz" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "T", + "H", + "S", + "l", + "en", + "a", + "que", + "own", + "or", + "ers", + "an", + "able", + "various", + "able", + "open", + "ness", + "le", + "end", + "al", + "sikk", + "k", + "O", + "namesake", + "AVAILABLE", + "sake", + "chst", + "s", + "p", + "t", + "s" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "l", + "en", + "a", + "own", + "an", + "ers", + "able", + "ed", + "S", + "que", + "able", + "H", + "iz", + "various", + "specialized", + "humbled", + "un", + "t", + "malah", + "end", + "k", + "le", + "its", + "sikk", + "chst", + "ation" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "l", + "en", + "a", + "own", + "ers", + "iz", + "S", + "able", + "que", + "H", + "chst", + "an", + "t", + "able", + "various", + "k", + "sikk", + "end", + "ed", + "specialized", + "malah", + "or", + "ation" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "own", + "que", + "iz", + "ers", + "la", + "either", + "T", + "irritating", + "t", + "as", + "chst", + "en", + "s", + "an", + "ytter", + "polluting", + "greatness", + "le", + "par" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "l", + "own", + "la", + "iz", + "ers", + "T", + "either", + "irritating", + "que", + "chst", + "t", + "greatness", + "ytter", + "s", + "par", + "hem", + "polluting", + "searchQuery" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "la", + "own", + "iz", + "T", + "chst", + "ers", + "irritating", + "que", + "searchQuery", + "greatness", + "punishing", + "uma", + "stellar", + "various", + "t", + "par" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "la", + "an", + "both", + "iz", + "its", + "punishing", + "numerosas", + "various", + "stellar", + "uma", + "vendedor", + "glamorous", + "greatness", + "s", + "t", + "regionally", + "legendary" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "la", + "le", + "both", + "s", + "various", + "an", + "t", + "par", + "legendary", + "or", + "d", + "by", + "its", + "dozens", + "p" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "or", + "an", + "of", + "its", + "even", + "y", + "de", + "d", + "le", + "the", + "ed", + "which", + "and", + "it", + "like", + "as", + "by", + "some", + "to", + "at", + "to", + "during", + "on", + "in", + "p", + "t", + "under", + "on" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "and", + "ly", + "y", + "e", + "and", + "H", + "to", + "C", + "on", + "an", + "t", + "p", + "during", + "like", + "with", + "v", + "ally", + "its", + "ed", + "would", + "without", + "as", + "now", + "during", + "h", + "z", + "er" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "a", + "e", + "s", + "T", + "y", + "un", + "t", + "v", + "and", + "p", + "to", + "an", + "and", + "on", + "K", + "H", + "n", + "with", + "ly", + "ed", + "get", + "er", + "f", + "in", + "z", + "d", + "as", + "c", + "during" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "C", + "and", + "l", + "T", + "an", + "un", + "v", + "t", + "y", + "s", + "p", + "and", + "to", + "K", + "their", + "such", + "would", + "during", + "on", + "instead", + "k", + "because", + "f", + "its", + "because", + "subsequently", + "al", + "D", + "d" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "and", + "a", + "an", + "C", + "l", + "such", + "y", + "because", + "during", + "resulting", + "that", + "because", + "more", + "T", + "would", + "their", + "un", + "which", + "t", + "subsequently", + "that", + "during", + "v", + "without", + "and", + "it" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "an", + "and", + "a", + "either", + "resulting", + "its", + "such", + "T", + "Consequently", + "remain", + "Consequently", + "because", + "C", + "Occasionally", + "deviate", + "deviates", + "remainder", + "Because", + "resulting", + "Occasionally", + "because", + "particularly" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "a", + "an", + "y", + "either", + "T", + "t", + "B", + "al", + "v", + "because", + "its", + "un", + "ratio", + "get", + "their", + "KHTML", + "been", + "taobao", + "would", + "d", + "d", + "otherwise", + "deviate", + "any", + "because", + "printStackTrace" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "a", + "an", + "y", + "T", + "al", + "t", + "B", + "v", + "get", + "with", + "deviate", + "s", + "ratio", + "d", + "aspect", + "either", + "because", + "its", + "which", + "o", + "at", + "and", + "any", + "necessarily", + "an", + "on", + "because", + "ed" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "B", + "y", + "s", + "an", + "al", + "get", + "v", + "ed", + "a", + "ly", + "b", + "an", + "o", + "t", + "with", + "on", + "at", + "and", + "c", + "d", + "ratio", + "inevitably", + "z", + "elongated", + "id", + "which", + "any", + "aspect" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "B", + "an", + "a", + "y", + "ly", + "an", + "al", + "ot", + "with", + "axial", + "asam", + "anis", + "get", + "axes", + "and", + "b", + "axial", + "rod", + "ax", + "Ax", + "o", + "s", + "distortion", + "because", + "AR", + "any" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "aspect", + "Aspect", + "aspect", + "Aspect", + "aspek", + "l", + "AspectRatio", + "aspekt", + "ratio", + "aspecto", + "aspects", + "axial", + "ASPECT", + "Aspects", + "ratios", + "aspectos", + "Ratio", + "aspetto", + "aspectRatio", + "axes", + "ASPECTS", + "Ax", + "axial", + "AX", + "ratio", + "axes", + "axially", + "uma", + "an" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "axial", + "Axial", + "Ax", + "axial", + "axially", + "Axel", + "B", + "AX", + "Ax", + "axonal", + "axi", + "axios", + "axios", + "axes", + "AspectRatio", + "Axios", + "iaxial", + "ax", + "AX", + "ax", + "axes", + "axon", + "Jax", + "Axes", + "aspek", + "Axi" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Axial", + "Ax", + "axial", + "Ax", + "axial", + "Axel", + "ax", + "ax", + "AX", + "axonal", + "axially", + "AX", + "Axe", + "Axi", + "Axios", + "Aks", + "axle", + "axe", + "axios", + "axi", + "axios", + "axiomatic", + "Akh", + "Axes", + "axes", + "axa", + "axes" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Furthermore", + "uma", + "sunglasses", + "ial", + "outnumbered", + "representatives", + "berubah", + "changing", + "outra", + "inoltre", + "collegiate", + "AspectRatio", + "however" + ] + } + ], + "logit_surprising": [ + { + "concept": "and", + "score": 10.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "is", + "output_checked": true + }, + { + "concept": "own", + "score": 6.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "Long", + "output_checked": true + }, + { + "concept": "uma", + "score": 2.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "during", + "output_checked": true + }, + { + "concept": "behind", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "suppressed", + "output_checked": true + }, + { + "concept": "int", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "Long", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "composition", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cubic", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "aspect", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "lattice", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "from", + "output_checked": true + }, + { + "concept": "even", + "score": 1.0, + "best_rank": 3, + "best_depth": 47.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "redistribute", + "score": 1.0, + "best_rank": 3, + "best_depth": 88.1, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "suppresses", + "score": 1.0, + "best_rank": 7, + "best_depth": 88.1, + "near_token": "suppressed", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-03__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-03__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-03__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-03__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-03__heatmap.png" + } + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffusionless lattice change 4", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "The parent face-centered cell transforms through compression along one crystallographic axis and expansion along the other two, creating a distorted body-centered product.", + "prompt_tail": "face-centered cell transforms through compression along one crystallographic axis and expansion along the other two, creating a distorted body-centered product.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "diffusionless-lattice-change", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + } + ], + "emergence": [ + { + "label": "tetragonal", + "best_rank": 144, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 445 + }, + { + "label": "Bain", + "best_rank": 38, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 69 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "ListItemIcon", + "apr", + "got", + "un", + "styling", + "Charm", + "even" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "GSM", + "mkdir", + "s", + "styling", + "apr", + "styles", + "mesma", + "conde", + "asus", + "cir", + "mixer", + "param", + "as", + "Enter", + "gsm", + "iterator", + "Thatcher", + "jst", + "Insert", + "ipo" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "S", + "a", + "s", + "Weise", + "la", + "mesma", + "Edge", + "jenis", + "Sus", + "arens", + "ashe", + "as", + "Edge", + "verg", + "apr", + "Newly", + "styling", + "styling", + "EDGE", + "Insert", + "props" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "S", + "a", + "s", + "Weise", + "mesma", + "Edge", + "as", + "cfr", + "ashe", + "Edge", + "apr", + "styling", + "styling", + "sus", + "Insert", + "Sus", + "joen", + "jenis", + "Pek" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "la", + "s", + "S", + "cens", + "Cuy", + "pis", + "Cens", + "ciri", + "Ashley", + "Pending", + "Pyr", + "watering", + "ait", + "empe", + "artis", + "Ashken", + "cura", + "Duplicate", + "ittle", + "insley", + "Eddie", + "phis", + "DIN", + "restaur", + "Amts" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "psi", + "handleError", + "empe", + "Estelle", + "spacing", + "STI", + "prolet", + "conveniently", + "DIN", + "issy", + "Accenture", + "knn", + "softmax", + "pct", + "ngModel", + "Sorg", + "Astronaut", + "Amts", + "cens", + "affine", + "haline", + "rins", + "blings" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "s", + "handleError", + "ngModel", + "Estelle", + "psi", + "Sorg", + "yscale", + "ukun", + "empe", + "itorial", + "serialization", + "unches", + "osynthesis", + "acidified", + "AGS", + "Accenture", + "Appleton", + "spacing", + "fat", + "awatt", + "cyn", + "ymi", + "AlertDialog" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "Stark", + "hci", + "atro", + "Pyr", + "LOGGER", + "empe", + "usia", + "ukun", + "CCN", + "cheats", + "Slowly", + "icure", + "isah", + "ciri", + "Ronald", + "ngthening" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "hci", + "CGPoint", + "Guangdong", + "sockfd", + "Pyr", + "fft", + "usus", + "LOGGER", + "clopen", + "ophile", + "viento", + "uzi", + "Cuy", + "retval", + "hlas", + "Firefox" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "H", + "usus", + "even", + "CGPoint", + "retval", + "C", + "ChatGPT", + "BYTE", + "Flags", + "rmt", + "Faker", + "erweise", + "shenanigans", + "CNC", + "Volkswagen", + "StringBuilder", + "bevy", + "maaaring", + "Gruntfile", + "Halloween" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "C", + "even", + "ChatGPT", + "ing", + "usus", + "Elsewhere", + "ophile", + "shenanigans", + "ForEach", + "erweise", + "Everywhere", + "UPI", + "Biden", + "CGPoint", + "os" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "H", + "C", + "T", + "a", + "entimes", + "tuttavia", + "Elsewhere", + "usus", + "and", + "variously", + "elsewhere", + "om", + "Elsewhere", + "PWD" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "L", + "a", + "H", + "T", + "and", + "entimes", + "an", + "Elsewhere", + "ie", + "P", + "tuttavia", + "C", + "entanto", + "variously", + "elsewhere", + "accordingly", + "out", + "PWD", + "however", + "particularly", + "Mud", + "Elsewhere" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "ing", + "T", + "entimes", + "L", + "H", + "tuttavia", + "entanto", + "an", + "Elsewhere", + "ie", + "invece", + "AndView", + "however", + "variously", + "GROUP", + "que", + "Gray", + "though" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "ing", + "la", + "que", + "an", + "ers", + "l", + "entimes", + "ie", + "GROUP", + "uzys", + "ed", + "however", + "and", + "inplace", + "instead", + "though", + "alim", + "Wh", + "hybrid", + "hive", + "ways", + "its" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "ization", + "ed", + "an", + "que", + "and", + "ized", + "uzys", + "aye", + "ly", + "ers", + "izing", + "of", + "its", + "GROUP", + "ing", + "initialization", + "the", + "up", + "es", + "izations", + "l", + "ity", + "Below", + "inplace", + "hybrid", + "Wh", + "conclusiones", + "such" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "and", + "ization", + "an", + "ly", + "ized", + "its", + "que", + "aye", + "the", + "ed", + "Below", + "inplace", + "izations", + "uzys", + "ers", + "Hence", + "conclusiones", + "la", + "gotten", + "initialization", + "izing", + "such", + "changeset", + "indeed", + "es", + "shifting" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "a", + "la", + "l", + "Hence", + "hence", + "C", + "an", + "ly", + "indeed", + "WHEREAS", + "daraus", + "therefore", + "thus", + "Below", + "T", + "Consequently", + "its", + "Initially", + "changeset", + "ization", + "consequently", + "dadurch", + "Berikut", + "accordingly", + "Here", + "below" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "hence", + "Berikut", + "ly", + "either", + "unrecognizable", + "Hence", + "daraus", + "T", + "Below", + "ubov", + "C", + "conclusiones", + "changeset", + "inplace", + "B", + "a", + "correspondingly", + "indeed", + "borderColor", + "HERE", + "Here", + "consequently", + "therefore", + "onomics", + "below" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "la", + "ly", + "T", + "conclusiones", + "shifted", + "restructured", + "Below", + "indeed", + "inplace", + "misfit", + "a", + "changeset", + "WHEREAS", + "unrecognizable", + "cemia", + "rotated", + "regrett", + "Here", + "transformed", + "Kok", + "Temp", + "OffsetY", + "iciencies" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "ly", + "shifted", + "transformed", + "la", + "onomics", + "OffsetY", + "enet", + "restructured", + "misfit", + "inti", + "truc", + "Tmp", + "admittedly", + "rotated", + "Decedent", + "Below", + "shuffled", + "ofan", + "esk", + "centros" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "la", + "and", + "transformed", + "a", + "shifted", + "C", + "transformed", + "b", + "restructured", + "truc", + "centros", + "Below", + "displaced", + "inti", + "rotated", + "misfit", + "graduates", + "Droid", + "cub", + "an", + "similarly", + "init", + "resh", + "shaken", + "le", + "below" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "body", + "C", + "Centered", + "centered", + "centros", + "DTO", + "la", + "Body", + "l", + "inti", + "District", + "Body", + "and", + "tmp", + "shifted", + "centro", + "centred", + "Olu", + "CENTER", + "droid", + "deno", + "deriv", + "graduates", + "nucleus", + "derivados", + "temporarily" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "body", + "Body", + "Body", + "body", + "BODY", + "BODY", + "distorted", + "Dist", + "bodies", + "dist", + "bodybuilding", + "Dist", + "corpo", + "getBody", + "distrito", + "dist", + "produto", + "bodys", + "badan", + "DIST", + "tubuh", + "Bod", + "undist", + "District", + "DIST" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Dist", + "dist", + "Dist", + "dist", + "Body", + "body", + "distorted", + "DIST", + "District", + "DIST", + "BODY", + "distrito", + "Body", + "Distrito", + "District", + "distributive", + "undist", + "distort", + "distillation", + "distr", + "distortion", + "body", + "distortion", + "Distillery", + "distraught", + "Distortion", + "distro", + "distiller", + "district" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "This", + "Therefore", + "Which", + "Consequently", + "Thus", + "After", + "Similarly", + "Here", + "Specifically", + "Instead", + "Hence", + "Creating", + "distorted", + "It", + "These", + "If", + "product", + "a", + "Through", + "resulting", + "He", + "essentially", + "Dist", + "Subsequently", + "Result", + "effectively", + "Note", + "Please", + "Body", + "transformed", + "Eventually" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 178949, + 224802, + 252637, + 249762, + 236774, + 211792, + 215076, + 249774, + 213252, + 177865, + 176269, + 56677, + 78549, + 71877, + 106871, + 153062, + 130853, + 73865, + 32573, + 25063, + 7428, + 10230, + 145, + 4468, + 1981, + 192 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 26235, + 11739, + 3256, + 2906, + 28363, + 142751, + 217859, + 66952, + 77887, + 106299, + 110800, + 107229, + 36113, + 19427, + 7199, + 715, + 608, + 636, + 1359, + 1535, + 1777, + 711, + 39, + 355, + 1079, + 22920 + ] + } + ], + "logit_lens": [ + { + "label": "tetragonal", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 9588, + 38270, + 106685, + 173474, + 172385, + 229615, + 202272, + 222431, + 29878, + 56680, + 34588, + 84171, + 446 + ] + }, + { + "label": "Bain", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 88112, + 39620, + 42715, + 134478, + 195101, + 148621, + 114684, + 75254, + 40434, + 28705, + 21680, + 2376, + 70 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "another", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "along", + "output_checked": true + }, + { + "concept": "into", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "transforms", + "output_checked": true + }, + { + "concept": "que", + "score": 3.0, + "best_rank": 2, + "best_depth": 55.9, + "near_token": "through", + "output_checked": true + }, + { + "concept": "cubic", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "FCC", + "score": 1.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "own", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "strain", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "phase", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "product", + "output_checked": true + }, + { + "concept": "others", + "score": 1.0, + "best_rank": 2, + "best_depth": 67.8, + "near_token": "along", + "output_checked": true + }, + { + "concept": "etc", + "score": 1.0, + "best_rank": 6, + "best_depth": 76.3, + "near_token": "The", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "dwRes", + "reng", + "replicate", + "telle", + "lovepoetry", + "sadquotes", + "fasted", + "hota", + "emma", + "ani", + "tel", + "apre", + "quanto", + "harass", + "ters", + "ry", + "que", + "de", + "er", + "ers", + "ap", + "objet", + "ting", + "ile", + "rain", + "ro", + "al", + "am", + "her" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ation", + "I", + "T", + "A", + "ad", + "im", + "S", + "ot", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "um", + "P", + "be", + "em", + "T", + "ot", + "A", + "ation", + "om", + "th", + "and", + "l", + "im", + "e", + "ad", + "S", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "of" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "elective", + "occasional", + "specialized", + "seasonal", + "eye", + "North", + "sake", + "open", + "own", + "ness", + "New", + "able", + "kind", + "either", + "various", + "an", + "ation", + "and", + "l", + "a", + "t", + "en", + "of", + "le", + "or", + "ers", + "end", + "able", + "iz", + "its", + "les" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "able", + "own", + "T", + "en", + "ation", + "l", + "or", + "an", + "a", + "able", + "iz", + "H", + "S", + "ed", + "ers", + "end", + "le", + "ap", + "al", + "ic", + "er", + "ness", + "eye", + "various", + "t", + "ion", + "ings", + "ally", + "e", + "and", + "de", + "ity" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "own", + "l", + "en", + "an", + "a", + "ed", + "ation", + "able", + "que", + "able", + "iz", + "ers", + "T", + "end", + "t", + "k", + "ational", + "ic", + "various", + "its", + "le", + "specialized", + "ion", + "inin", + "or", + "shock" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "l", + "en", + "a", + "own", + "able", + "ed", + "an", + "T", + "iz", + "able", + "ers", + "ation", + "k", + "t", + "end", + "ally", + "ational", + "inin", + "various", + "owych", + "chst", + "disappearing", + "ic", + "le", + "que" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "own", + "T", + "iz", + "ers", + "an", + "able", + "ally", + "k", + "t", + "s", + "que", + "as", + "ational", + "able", + "the", + "en", + "owych", + "le", + "ed", + "ation" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "own", + "T", + "iz", + "ers", + "an", + "ally", + "the", + "able", + "k", + "t", + "and", + "s", + "disappearing", + "owych", + "hem", + "chst", + "its", + "as", + "aries" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "iz", + "T", + "ally", + "own", + "searchQuery", + "the", + "ers", + "chst", + "owych", + "greatness", + "disappearing", + "aries", + "an", + "various", + "As" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "an", + "the", + "iz", + "its", + "both", + "ally", + "various", + "uma", + "t", + "s", + "commercially", + "PwC", + "R", + "As", + "um", + "legendary", + "reduzir" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "an", + "la", + "the", + "le", + "or", + "multi", + "both", + "t", + "its", + "P", + "R", + "various", + "varying", + "semi", + "un", + "m", + "s", + "tr" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "de", + "an", + "or", + "ed", + "its", + "it", + "y", + "d", + "le", + "even", + "t", + "as", + "the", + "which", + "f", + "re", + "c", + "du", + "v", + "z", + "and", + "p", + "local", + "specific", + "his", + "sub", + "by", + "instead" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "y", + "ed", + "C", + "and", + "ly", + "er", + "an", + "T", + "and", + "p", + "with", + "to", + "t", + "e", + "ic", + "on", + "K", + "the", + "n", + "its", + "it", + "o", + "in", + "v", + "z", + "h", + "with", + "which" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "a", + "y", + "ed", + "T", + "er", + "p", + "an", + "s", + "v", + "e", + "un", + "t", + "n", + "with", + "K", + "to", + "and", + "k", + "ly", + "in", + "on", + "f", + "ic", + "c", + "is", + "u", + "and", + "d", + "ing" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "C", + "l", + "y", + "ed", + "s", + "an", + "T", + "and", + "v", + "er", + "t", + "p", + "un", + "ing", + "to", + "k", + "and", + "n", + "that", + "it", + "K", + "f", + "c", + "ic", + "which", + "such", + "d", + "l", + "with", + "m" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "and", + "y", + "an", + "that", + "ed", + "l", + "C", + "er", + "which", + "through", + "s", + "v", + "it", + "the", + "their", + "with", + "its", + "un", + "resulting", + "such", + "that", + "t", + "but", + "p", + "to", + "and", + "ic" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "an", + "a", + "either", + "and", + "resulting", + "its", + "such", + "transformed", + "out", + "y", + "resultant", + "which", + "result", + "Subsequently", + "desired", + "the", + "that", + "new", + "one" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "a", + "C", + "an", + "y", + "ed", + "what", + "un", + "either", + "out", + "transformed", + "T", + "youtu", + "resulting", + "er", + "elongated", + "ated", + "t", + "afterward", + "taobao", + "slightly", + "nytimes", + "an", + "so", + "al", + "pseudo", + "ous", + "p", + "d", + "become" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "y", + "a", + "an", + "ed", + "t", + "er", + "al", + "s", + "own", + "T", + "p", + "an", + "c", + "get", + "o", + "centered", + "v", + "slightly", + "n", + "ly", + "d", + "d", + "what", + "elongated", + "ic", + "almost", + "transformed" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "s", + "own", + "y", + "al", + "t", + "ed", + "o", + "an", + "ly", + "v", + "p", + "an", + "er", + "on", + "get", + "a", + "transformed", + "c", + "at", + "b", + "om", + "id", + "d", + "T", + "transformed", + "is", + "D", + "and", + "n" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "C", + "l", + "al", + "B", + "ed", + "D", + "s", + "o", + "t", + "d", + "an", + "get", + "p", + "on", + "and", + "transformed", + "transformed", + "b", + "c", + "id", + "and", + "y", + "own", + "om", + "v", + "applicant", + "as", + "ly", + "all", + "at" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "Centered", + "centered", + "C", + "centered", + "body", + "Body", + "Body", + "packages", + "Cent", + "T", + "centr", + "l", + "centred", + "CENTER", + "body", + "centros", + "package", + "centering", + "package", + "centred", + "packages", + "paket", + "Package", + "Cent", + "Package", + "paquet", + "derivados", + "packets", + "deriv" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "body", + "Body", + "Body", + "body", + "BODY", + "BODY", + "distorted", + "corpo", + "bodys", + "getBody", + "bodies", + "uerpo", + "dist", + "Dist", + "bodysuit", + "Bodies", + "Dist", + "tubuh", + "corps", + "dist", + "bodied", + "bod" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "dist", + "Dist", + "dist", + "Dist", + "de", + "distorted", + "body", + "Body", + "DIST", + "DIST", + "District", + "distrito", + "Distrito", + "Body", + "distill", + "Distortion", + "distributive", + "District", + "Districts", + "distort", + "distortion", + "B", + "Boden", + "distraught", + "Distillery", + "BCC", + "districts", + "body" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "This", + "Therefore", + "Which", + "Consequently", + "Thus", + "After", + "Similarly", + "Here", + "Specifically", + "Instead", + "Hence", + "Creating", + "distorted", + "It", + "These", + "If", + "product", + "a", + "Through", + "resulting", + "He", + "essentially", + "Dist", + "Subsequently", + "Result", + "effectively", + "Note", + "Please", + "Body", + "transformed", + "Eventually" + ] + } + ], + "logit_surprising": [ + { + "concept": "uma", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "transforms", + "output_checked": true + }, + { + "concept": "own", + "score": 5.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "The", + "output_checked": true + }, + { + "concept": "another", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.3, + "near_token": "along", + "output_checked": true + }, + { + "concept": "cubic", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "others", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "along", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "axes", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "one", + "output_checked": true + }, + { + "concept": "identical", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "two", + "output_checked": true + }, + { + "concept": "elongated", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "creating", + "output_checked": true + }, + { + "concept": "distortion", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "distorted", + "output_checked": true + }, + { + "concept": "newItem", + "score": 1.0, + "best_rank": 3, + "best_depth": 40.7, + "near_token": "a", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-04__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-04__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-04__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-04__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-04__heatmap.png" + } + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffusionless lattice change 5", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A rapid diffusionless transformation produces an acicular phase whose unit cell has two equal short axes and one longer axis.", + "prompt_tail": "A rapid diffusionless transformation produces an acicular phase whose unit cell has two equal short axes and one longer axis.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "diffusionless-lattice-change", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + } + ], + "emergence": [ + { + "label": "tetragonal", + "best_rank": 4, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 8 + }, + { + "label": "Bain", + "best_rank": 5481, + "best_depth": 67.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 28531 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "styling", + "apr", + "got", + "even", + "Charm", + "Hair", + "ListItemIcon", + "mesma" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "apr", + "mkdir", + "styling", + "GSM", + "styles", + "asus", + "as", + "conde", + "s", + "Enter", + "cir", + "mesma", + "iterator", + "param", + "Insert", + "mixer", + "Brot", + "jst", + "S", + "even" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "Edge", + "Weise", + "mesma", + "Edge", + "s", + "apr", + "EDGE", + "styling", + "jenis", + "Insert", + "insert", + "arlos", + "Sus", + "cfr", + "Pek" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "S", + "Edge", + "Weise", + "apr", + "Edge", + "s", + "styling", + "Pek", + "cfr", + "Hits", + "even", + "insert", + "second", + "Insert", + "EDGE", + "second", + "sus", + "irl" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "la", + "Pyr", + "Ashley", + "empe", + "s", + "Cens", + "DIN", + "cens", + "insley", + "cura", + "Ronald", + "Eddie", + "ittle", + "phis", + "Ashley", + "Ashken", + "cci", + "restaur", + "HIS", + "aspirin", + "arson", + "aspir", + "CY", + "ait", + "CUL", + "argate", + "ertas" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "Estelle", + "empe", + "psi", + "handleError", + "s", + "softmax", + "DIN", + "STI", + "Sorg", + "prolet", + "issy", + "spacing", + "pct", + "conveniently", + "ngModel", + "Rome", + "ukun", + "agge", + "Accenture", + "affine", + "knn", + "HTTPS", + "acidified", + "iorum", + "AGS", + "CIN" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "ngModel", + "Estelle", + "yscale", + "ukun", + "Sorg", + "handleError", + "empe", + "AGS", + "psi", + "itorial", + "iorum", + "acidified", + "RHS", + "aportan", + "agge", + "Appleton", + "ymi", + "serialization", + "osynthesis", + "s", + "adrenaline", + "cyn", + "addData", + "unches", + "rization" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "hci", + "Stark", + "atro", + "Ronald", + "cheats", + "empe", + "icure", + "Pyr", + "LOGGER", + "CCN", + "ciri", + "ukun", + "Arjuna", + "Grun", + "Slowly", + "ngthening", + "watering" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "Kund", + "Guangdong", + "Pyr", + "hci", + "isjon", + "OOP", + "lendemain", + "Guad", + "Grun", + "RON", + "LOGGER", + "Stark", + "uzi" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "rmt", + "CGPoint", + "usus", + "retval", + "Gruntfile", + "OOP", + "StringBuilder", + "Volkswagen", + "retval", + "GTG", + "NOTICE", + "Afghanistan", + "Flags", + "ForEach", + "opis" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "Princeton", + "UPI", + "verwendet", + "ophile", + "Thar", + "useEffect", + "William", + "Jahr", + "diaper", + "Everywhere", + "Dragon", + "Bowser", + "Darwin", + "OCH", + "ogly" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "and", + "tuttavia", + "L", + "opis", + "usus", + "entimes", + "T", + "ie", + "hok", + "ISIS", + "GROUP", + "owi", + "que", + "o" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "la", + "L", + "and", + "que", + "T", + "particularly", + "ie", + "opis", + "an", + "tuttavia", + "entimes", + "owi", + "out", + "however", + "osal", + "usus", + "H", + "o", + "much", + "ocho", + "entanto", + "C", + "iev" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "que", + "la", + "l", + "ing", + "entimes", + "usus", + "mektedir", + "cuya", + "pictured", + "esha", + "aport", + "an", + "ife", + "emente", + "relativi", + "tuttavia", + "agad", + "znego", + "ledged", + "T", + "hout", + "pictured", + "oum", + "ie", + "GROUP", + "much", + "qquad" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "que", + "la", + "l", + "ing", + "an", + "GROUP", + "le", + "esz", + "esha", + "aport", + "ers", + "Whitley", + "typescript", + "iav", + "ization", + "es", + "vertical", + "at", + "as", + "un", + "ez", + "ledged", + "melting", + "and", + "ife" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "que", + "l", + "la", + "and", + "ization", + "GROUP", + "typescript", + "Knowledge", + "aye", + "RENCY", + "icosia", + "vertical", + "ances", + "ized", + "ing", + "esign", + "izing", + "GINIA", + "mektedir", + "of", + "antly", + "conscience", + "ers" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "que", + "l", + "and", + "characteristics", + "OUTH", + "icosia", + "characteristics", + "RENCY", + "ITECTURE", + "IGO", + "Knowledge", + "isy", + "hence", + "therefore", + "implying", + "aye", + "GROUP", + "thus", + "esign", + "alit", + "othesis" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "l", + "a", + "de", + "characteristics", + "characteristics", + "Characteristics", + "hence", + "ITECTURE", + "yfikacji", + "thus", + "therefore", + "such", + "OUTH", + "characteristic", + "returnValues", + "structure", + "othesis" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "characteristics", + "yfikacji", + "de", + "Characteristics", + "oui", + "Reddy", + "axis", + "Theres", + "la", + "hence", + "characteristics", + "OSED", + "ITECTURE", + "othesis", + "returnValues", + "EFI" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "la", + "de", + "axis", + "ly", + "tsconfig", + "ResourceType", + "tric", + "Such", + "returnValues", + "axis", + "characteristics", + "IRED", + "ITECTURE", + "such", + "C", + "numberOf" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "la", + "de", + "ly", + "b", + "le", + "axis", + "and", + "set", + "s", + "C", + "sub", + "doubly", + "as", + "overd", + "ResourceType", + "tsconfig", + "es", + "Squared", + "ISIS", + "Lawson", + "d" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "la", + "de", + "a", + "que", + "le", + "overd", + "pro", + "and", + "b", + "sub", + "es", + "two", + "s", + "d", + "am", + "es", + "set", + "at", + "D", + "c", + "as", + "re", + "n", + "m", + "ob", + "com" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "l", + "de", + "la", + "tetragonal", + "pro", + "hexagonal", + "tra", + "tric", + "uniaxial", + "waven", + "crystal", + "and", + "rectangular", + "disp", + "Trig", + "sym", + "dist", + "prism", + "eleng", + "sub", + "Tetr", + "desigualdad", + "overd", + "agonal", + "dit", + "set", + "crystals", + "scal", + "disadvantages", + "adr" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "l", + "la", + "de", + "Tetr", + "tetragonal", + "pro", + "antip", + "disp", + "tetr", + "hexagonal", + "tra", + "unia", + "sub", + "dist", + "Trig", + "que", + "scal", + "legit", + "recalled", + "ob", + "a", + "trigon", + "cur", + "reciproc", + "yll", + "HON", + "description", + "un", + "oni", + "scal" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "l", + "Tetr", + "tetragonal", + "tet", + "Trig", + "tetr", + "recrystall", + "Tet", + "tet", + "Tat", + "pro", + "de", + "TAT", + "un", + "Teddy", + "equ", + "tattoo", + "tat", + "hexagonal", + "Tattoo", + "Tets", + "Tat", + "legit", + "scal", + "UNI", + "disp", + "ayog", + "even" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "One", + "Optionally", + "own", + "set", + "one", + "tetragonal", + "Therefore", + "majority", + "protagonists", + "kahelaro", + "However", + "shifted" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 185121, + 238450, + 248440, + 239475, + 183697, + 185706, + 179069, + 244431, + 220099, + 169302, + 232273, + 113655, + 153886, + 150984, + 189759, + 126321, + 110114, + 132614, + 36441, + 26607, + 3747, + 664, + 5, + 7, + 3, + 20 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 15419, + 21557, + 2613, + 2037, + 22957, + 146699, + 224616, + 55543, + 58702, + 100303, + 92864, + 110548, + 35630, + 51587, + 29087, + 16371, + 8400, + 5482, + 22880, + 65809, + 67261, + 58719, + 7601, + 1178, + 2729, + 195116 + ] + } + ], + "logit_lens": [ + { + "label": "tetragonal", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 24957, + 67088, + 187046, + 214992, + 211875, + 224395, + 244111, + 159859, + 61018, + 39550, + 12011, + 1512, + 9 + ] + }, + { + "label": "Bain", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 126061, + 66285, + 28532, + 172489, + 196882, + 131963, + 121326, + 71271, + 129170, + 189744, + 166676, + 94541, + 41388 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "own", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "either", + "score": 3.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "occurs", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.3, + "near_token": "transformation", + "output_checked": true + }, + { + "concept": "Needle", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "than", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "longer", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "le", + "de", + "en", + "er", + "es", + "al", + "ner", + "aj", + "que", + "ah", + "ani", + "ap", + "ers", + "han", + "ano", + "ann", + "ER", + "ness", + "la", + "ly", + "ad", + "im", + "am", + "ist", + "all", + "man", + "alk" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "I", + "A", + "ot", + "T", + "im", + "e", + "ad", + "S", + "to", + "of", + "as", + "in", + "l", + "and", + "th", + "om", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "P", + "em", + "ation", + "be", + "T", + "ot", + "A", + "I", + "om", + "th", + "and", + "l", + "im", + "e", + "ad", + "S", + "d", + "p", + "c", + "the", + "a", + "t", + "er", + "en", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "as", + "of" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "various", + "either", + "kind", + "able", + "own", + "both", + "world", + "open", + "self", + "its", + "ings", + "other", + "As", + "les", + "ness", + "New", + "an", + "ation", + "and", + "l", + "en", + "a", + "al", + "of", + "le", + "or", + "ers", + "end", + "un", + "iz", + "able", + "que" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "own", + "able", + "C", + "l", + "a", + "or", + "able", + "que", + "ers", + "an", + "en", + "K", + "T", + "S", + "various", + "either", + "ness", + "and", + "end", + "le", + "ings", + "its", + "un", + "iz", + "O", + "ivity", + "un", + "open", + "om", + "al", + "ity", + "New" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "K", + "l", + "en", + "a", + "an", + "own", + "ers", + "able", + "able", + "iz", + "various", + "end", + "un", + "C", + "specialized", + "ed", + "its", + "le", + "the", + "que", + "humbled", + "many", + "owych", + "under", + "t" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "a", + "l", + "own", + "K", + "able", + "en", + "an", + "iz", + "ers", + "able", + "end", + "various", + "un", + "its", + "humbled", + "the", + "owych", + "mellan", + "many", + "le", + "specialized" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "l", + "iz", + "able", + "an", + "ers", + "K", + "ytter", + "able", + "irritating", + "either", + "the", + "newItem", + "disappearing", + "ally", + "its", + "various" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "l", + "K", + "iz", + "ers", + "able", + "either", + "ytter", + "the", + "irritating", + "both", + "able", + "newItem", + "approximately", + "its", + "ally", + "various" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "iz", + "K", + "both", + "the", + "newItem", + "ytter", + "able", + "irritating", + "approximately", + "either", + "ers", + "its" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "both", + "an", + "newItem", + "numerosas", + "either", + "ytter", + "uma", + "corrigir", + "la", + "um", + "adicionar", + "the", + "commercially", + "regionally", + "numerosos", + "legendary" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "both", + "an", + "the", + "sowohl", + "various", + "its", + "numerosas", + "and", + "legendary", + "either", + "greatly", + "numerosos", + "Nippon", + "popularly" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "an", + "which", + "of", + "the", + "like", + "such", + "or", + "it", + "either", + "de", + "its", + "called", + "by", + "same", + "high", + "specific", + "le", + "so", + "y", + "some", + "world", + "both", + "multi", + "at", + "d", + "unlike", + "one" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "and", + "e", + "ly", + "y", + "er", + "and", + "which", + "to", + "on", + "that", + "T", + "C", + "an", + "would", + "p", + "t", + "its", + "v", + "without", + "which", + "un", + "taobao", + "al", + "z", + "o", + "like", + "like", + "ed", + "with", + "le" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "a", + "C", + "e", + "y", + "s", + "un", + "T", + "and", + "er", + "v", + "an", + "ly", + "p", + "t", + "K", + "to", + "that", + "which", + "and", + "on", + "n", + "that", + "with", + "get", + "d", + "ed", + "c", + "in", + "id", + "z", + "which" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "l", + "a", + "C", + "an", + "un", + "y", + "T", + "t", + "and", + "s", + "which", + "er", + "p", + "ly", + "v", + "al", + "that", + "on", + "to", + "that", + "D", + "the", + "and", + "k", + "e", + "ed", + "it", + "n", + "d", + "which", + "what" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "l", + "a", + "C", + "an", + "and", + "y", + "which", + "al", + "the", + "un", + "that", + "such", + "er", + "ed", + "that", + "ly", + "type", + "and", + "t", + "it", + "characteristics", + "any", + "what", + "hbox", + "having", + "being", + "but", + "described", + "these" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "a", + "l", + "an", + "B", + "C", + "such", + "and", + "T", + "either", + "single", + "characteristics", + "its", + "the", + "characteristic", + "which", + "que", + "described", + "configuration", + "his", + "one", + "H", + "describes", + "two", + "D", + "predomin", + "relatively" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "a", + "C", + "an", + "T", + "B", + "y", + "either", + "t", + "al", + "ed", + "its", + "un", + "le", + "an", + "one", + "type", + "and", + "two", + "three", + "been", + "single", + "which", + "D", + "Y", + "d", + "what", + "b", + "type" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "a", + "B", + "an", + "ed", + "and", + "y", + "al", + "t", + "T", + "get", + "le", + "KHTML", + "single", + "an", + "type", + "d", + "o", + "been", + "b", + "one", + "such", + "b", + "what", + "one", + "its", + "type", + "symmetry" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "a", + "C", + "B", + "ed", + "al", + "and", + "an", + "y", + "get", + "b", + "t", + "que", + "o", + "v", + "le", + "b", + "an", + "is", + "ing", + "c", + "D", + "d", + "e", + "id", + "os", + "her", + "p", + "d" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "a", + "B", + "C", + "an", + "ed", + "t", + "que", + "al", + "get", + "and", + "b", + "y", + "an", + "D", + "T", + "o", + "le", + "able", + "st", + "id", + "D", + "v", + "sure", + "with", + "two", + "asam", + "m", + "prismatic", + "b" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "T", + "l", + "H", + "B", + "a", + "t", + "and", + "tetragonal", + "D", + "hexagonal", + "tet", + "an", + "unequal", + "un", + "an", + "disp", + "inequality", + "Crystal", + "D", + "prismatic", + "C", + "ed", + "crystal", + "Pro", + "ine", + "Primitive", + "Z", + "agonal", + "b" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "l", + "B", + "Tetr", + "tet", + "uma", + "disp", + "tetragonal", + "agonal", + "T", + "tetr", + "unequal", + "hexagonal", + "unia", + "Disp", + "trigon", + "unis", + "un", + "Teddy", + "tet", + "DSP", + "scal", + "Disp", + "ob", + "a", + "prism", + "unak", + "Scal" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Tetr", + "la", + "tetragonal", + "tet", + "l", + "a", + "tetr", + "Tet", + "pro", + "tet", + "Tat", + "tat", + "tat", + "TAT", + "Tat", + "uma", + "TAT", + "recrystall", + "Trig", + "Tet", + "tetromino", + "itet", + "Tattoo", + "Teddy", + "hexagonal", + "disp", + "an", + "pseudo", + "Tate" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "One", + "Optionally", + "own", + "set", + "one", + "tetragonal", + "Therefore", + "majority", + "protagonists", + "kahelaro", + "However", + "shifted" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 14.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "uma", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "needle", + "score": 2.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "and", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-05__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-05__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-05__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-05__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-05__heatmap.png" + } + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-06", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffusionless lattice change 6", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Carbon trapped during quenching distorts the body-centered product so that its c dimension is not equal to a and b.", + "prompt_tail": "Carbon trapped during quenching distorts the body-centered product so that its c dimension is not equal to a and b.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "diffusionless-lattice-change", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + } + ], + "emergence": [ + { + "label": "tetragonal", + "best_rank": 1, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 7 + }, + { + "label": "Bain", + "best_rank": 221, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 286 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "own", + "C", + "T", + "conditioned", + "carriages", + "same", + "ZO", + "Commerce", + "cade", + "highlands", + "likeness", + "IAA", + "un", + "Comcast", + "Conditional" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "oss", + "mkdir", + "ZO", + "ichlor", + "gsm", + "Emilia", + "immunotherapy", + "hbox", + "Gioco", + "Prison" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "mesma", + "a", + "Edge", + "Weise", + "Edge", + "apr", + "styling", + "S", + "asus", + "Insert", + "cfr", + "styling", + "EDGE", + "Pek", + "ashe", + "arlos", + "verg", + "vering" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "s", + "S", + "Weise", + "mesma", + "Edge", + "styling", + "even", + "apr", + "Pek", + "second", + "as", + "Edge", + "sus", + "cfr", + "arlos", + "irl", + "insert", + "Insert" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "Cuy", + "ciri", + "Pyr", + "Ashley", + "la", + "cens", + "Cens", + "pis", + "Pending", + "s", + "Eddie", + "iap", + "ait", + "CUL", + "Duplicate", + "Ronald", + "CY", + "watering", + "Cus", + "atro", + "Ashken", + "phis", + "postgres", + "CU" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "handleError", + "Estelle", + "psi", + "empe", + "Sorg", + "DIN", + "spacing", + "prolet", + "Accenture", + "acidified", + "pct", + "affine", + "issy", + "Rome", + "postgres", + "ukun", + "softmax", + "Astronaut", + "CIN", + "rins", + "ngModel", + "cens", + "STI", + "knn" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "Estelle", + "yscale", + "ngModel", + "handleError", + "Sorg", + "ukun", + "psi", + "cyn", + "Huffington", + "AGS", + "aportan", + "serialization", + "rization", + "acidified", + "RHS", + "empe", + "Appleton", + "AlertDialog", + "reactant", + "agge", + "ymi", + "itorial", + "Accenture", + "osynthesis" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "hci", + "Stark", + "Ronald", + "empe", + "atro", + "CCN", + "watering", + "Pyr", + "ukun", + "cheats", + "Cuy", + "Rome", + "LOGGER", + "repent", + "icure", + "Arjuna", + "ciri", + "Petron", + "estab", + "yum" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "pict", + "Guangdong", + "hci", + "fft", + "nutty", + "isjon", + "Guad", + "Pyr", + "endenti", + "ietta", + "appreci" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "rmt", + "usus", + "Gruntfile", + "slimmer", + "CIN", + "BYTE", + "Faker", + "oxygen", + "Grim", + "retval" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "BYTE", + "UPI", + "owning", + "Princeton", + "L", + "slimmer", + "CGPoint", + "Aufmerksamkeit", + "ophile", + "OCH" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "que", + "a", + "and", + "la", + "C", + "H", + "T", + "PWD", + "ie", + "o", + "usus", + "alit", + "tuttavia", + "entimes", + "usted", + "om", + "owi", + "CHAPTER", + "as" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "que", + "a", + "de", + "and", + "H", + "T", + "L", + "ie", + "los", + "e", + "s", + "ise", + "inoltre", + "t", + "Hue", + "l", + "especially", + "sobre", + "CHAPTER", + "entimes", + "out", + "more", + "par" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "que", + "a", + "de", + "T", + "L", + "l", + "H", + "entimes", + "tuttavia", + "ing", + "t", + "s", + "rainfall", + "ise", + "repent", + "anyways", + "apakah", + "invece", + "RV", + "nevertheless", + "alit", + "Feb" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "la", + "que", + "a", + "l", + "ing", + "de", + "s", + "T", + "t", + "ez", + "par", + "warz", + "alit", + "H", + "entimes", + "kms", + "h", + "un", + "ie", + "enf", + "es", + "le", + "ighi", + "repent", + "others", + "los" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "a", + "l", + "que", + "and", + "de", + "ization", + "alit", + "izations", + "s", + "izing", + "Dlatego", + "yea", + "deshalb", + "eus", + "GROUP", + "CHAPTER", + "etc" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "and", + "que", + "l", + "de", + "ization", + "s", + "alit", + "izations", + "etc", + "instead", + "deshalb", + "Dlatego", + "etc", + "therefore", + "izing", + "anes", + "anyhow", + "it", + "hence", + "otros" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "l", + "de", + "Hence", + "deshalb", + "Dlatego", + "hence", + "thus", + "therefore", + "hence", + "Consequently", + "dadurch", + "Consequently", + "consequently", + "daraus", + "therefore", + "Therefore", + "Instead" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "hence", + "therefore", + "Consequently", + "Dlatego", + "consequently", + "Hence", + "Consequently", + "hence", + "thus", + "B", + "deshalb", + "thereby", + "Therefore", + "therefore", + "derfor", + "Hence" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "Dlatego", + "Consequently", + "Consequently", + "C", + "consequently", + "therefore", + "indeed", + "Consequences", + "and", + "tsconfig", + "thus", + "cemia", + "thereby", + "Andres" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "de", + "la", + "Squared", + "and", + "cubic", + "cub", + "Krom", + "dadurch", + "martens", + "Consequently", + "tetragonal", + "cub", + "LAH", + "consequently", + "resulting", + "kens", + "Dlatego", + "ITIONS" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "de", + "la", + "and", + "que", + "martens", + "Mart", + "mart", + "cub", + "Mart", + "mart", + "dist", + "tetragonal", + "le", + "stretcher", + "kens", + "cubic", + "antip", + "s", + "d", + "am", + "distortion" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "tetragonal", + "tet", + "Tetr", + "tetr", + "tet", + "Tet", + "Tet", + "l", + "TET", + "tetra", + "dist", + "tetrahedral", + "distortion", + "cubic", + "cub", + "Tetra", + "martens", + "tetra", + "centered", + "que", + "distort", + "cubic", + "Centered", + "distortion", + "de", + "centred", + "Dist", + "Dist" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "tet", + "Tet", + "Tet", + "body", + "tet", + "tetragonal", + "Tetr", + "que", + "Body", + "Body", + "tetr", + "body", + "TET", + "BODY", + "la", + "Centered", + "tetra", + "tetra", + "corpo", + "BODY", + "bodybuilding", + "dist", + "distortion", + "BC", + "Dist", + "centered", + "Tetra" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "tetragonal", + "Tetr", + "B", + "tetr", + "tet", + "H", + "Tet", + "Body", + "Tet", + "body", + "tet", + "TET", + "Body", + "body", + "Tets", + "Bain", + "ers", + "Tetrahedron", + "tetra", + "tattoo", + "Dist", + "tetra", + "anian" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "This", + "e", + "Here", + "Which", + "Therefore", + "However", + "Once", + "It", + "Now", + "These", + "Please", + "Since", + "When", + "Why", + "Actually", + "The", + "Otherwise", + "Then", + "C", + "Thus", + "Body", + "Choice", + "Luck", + "Anyway", + "Let", + "Fortunately", + "Options", + "Specifically", + "Essentially", + "Option", + "I" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 110296, + 187449, + 238848, + 245073, + 238962, + 212172, + 182972, + 243836, + 236544, + 211444, + 247627, + 90617, + 113806, + 81088, + 107764, + 77086, + 93838, + 27415, + 3252, + 400, + 23, + 17, + 2, + 7, + 1, + 110 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 201498, + 111472, + 3705, + 1990, + 25752, + 142076, + 231519, + 38413, + 53149, + 57212, + 51907, + 72000, + 26763, + 61660, + 25393, + 7308, + 5954, + 6801, + 17065, + 18095, + 6064, + 2306, + 222, + 128, + 19, + 17541 + ] + } + ], + "logit_lens": [ + { + "label": "tetragonal", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 23483, + 49806, + 90899, + 99244, + 121544, + 173281, + 199506, + 92315, + 13282, + 3440, + 249, + 128, + 8 + ] + }, + { + "label": "Bain", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 112544, + 48792, + 59041, + 153498, + 197987, + 162976, + 123955, + 148308, + 87539, + 74177, + 19794, + 7275, + 287 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 4.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "tetragonal", + "score": 2.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "own", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "cubic", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "Mart", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "to", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "observado", + "p", + "de", + "ation", + "Pagination", + "squarePos", + "usb", + "ordenar", + "erings", + "recibieron", + "Galile", + "telle", + "avion", + "rgb", + "ions", + "er", + "era", + "ivity" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "an", + "ate", + "est", + "us", + "ce", + "em", + "ver", + "um", + "T", + "ot", + "ac", + "S", + "ation", + "A", + "ay", + "be", + "ed", + "ing", + "the", + "al", + "a", + "t", + "en", + "c", + "of", + "as", + "ic", + "ion", + "l", + "and", + "th", + "om" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "ity", + "or", + "ant", + "end", + "al", + "est", + "an", + "ers", + "A", + "T", + "S", + "ot", + "em", + "ation", + "ce", + "um", + "ic", + "ing", + "al", + "b", + "a", + "t", + "en", + "the", + "el", + "and", + "ion", + "of", + "th", + "l", + "im", + "ad" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "ever", + "either", + "own", + "able", + "C", + "K", + "l", + "iz", + "le", + "end", + "or", + "ings", + "able", + "ene", + "ness", + "ers", + "an", + "ation", + "est", + "en", + "a", + "and", + "of", + "open", + "arn", + "New", + "ot", + "ad", + "its", + "even" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "H", + "S", + "T", + "own", + "able", + "C", + "end", + "able", + "ers", + "est", + "en", + "l", + "a", + "or", + "ness", + "K", + "ene", + "ation", + "an", + "iz", + "ings", + "arn", + "ce", + "le", + "s", + "O", + "either", + "owych" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "l", + "own", + "C", + "K", + "able", + "ers", + "iz", + "end", + "able", + "est", + "an", + "le", + "ation", + "owych", + "t", + "ene", + "H", + "ings", + "ce", + "ova", + "or", + "ational" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "K", + "l", + "a", + "own", + "end", + "able", + "ers", + "en", + "able", + "iz", + "S", + "C", + "H", + "est", + "le", + "owych", + "ation", + "t", + "an", + "ina", + "ene", + "ce" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "iz", + "ers", + "either", + "le", + "end", + "t", + "able", + "ytter", + "able", + "ness", + "an", + "as", + "even", + "s", + "s", + "and", + "que", + "ij", + "owych" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "iz", + "ers", + "either", + "and", + "t", + "le", + "own", + "la", + "end", + "ness", + "ytter", + "s", + "able", + "par", + "owych", + "ines", + "as", + "irritating", + "able", + "aries" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "iz", + "a", + "ers", + "and", + "t", + "end", + "ytter", + "uma", + "le", + "As", + "ij", + "s", + "par", + "as", + "either", + "ines", + "owych", + "irritating", + "anski", + "greatness" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "s", + "and", + "iz", + "ers", + "both", + "As", + "of", + "t", + "uma", + "an", + "th", + "An", + "S", + "le", + "que", + "elegantly", + "to", + "P" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "and", + "both", + "s", + "sowohl", + "H", + "by", + "of", + "t", + "le", + "As", + "also", + "an", + "even", + "the", + "While", + "while", + "some", + "While", + "charming", + "to" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "or", + "an", + "of", + "and", + "both", + "like", + "which", + "as", + "de", + "its", + "called", + "some", + "even", + "at", + "usually", + "to", + "various", + "in", + "it", + "so", + "d", + "part", + "compared", + "unlike", + "the", + "le", + "specific", + "on", + "such" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "and", + "a", + "C", + "H", + "y", + "and", + "on", + "K", + "during", + "s", + "un", + "like", + "without", + "its", + "p", + "get", + "T", + "more", + "an", + "their", + "during", + "like", + "z", + "al", + "During", + "ly", + "because", + "v", + "as" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "s", + "a", + "y", + "T", + "un", + "K", + "and", + "p", + "H", + "v", + "t", + "P", + "n", + "f", + "and", + "z", + "on", + "er", + "D", + "c", + "get", + "h", + "d", + "k", + "an", + "to", + "e", + "m", + "in", + "al" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "C", + "and", + "l", + "s", + "y", + "T", + "un", + "an", + "v", + "the", + "p", + "t", + "K", + "D", + "it", + "to", + "more", + "and", + "which", + "d", + "n", + "P", + "been", + "er", + "on", + "c", + "f", + "z", + "some", + "their" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "and", + "C", + "y", + "an", + "which", + "the", + "T", + "more", + "resulting", + "that", + "their", + "such", + "it", + "what", + "becomes", + "D", + "sehingga", + "v", + "would", + "un", + "daha", + "that", + "become", + "s", + "its", + "became", + "thus" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "B", + "an", + "a", + "either", + "T", + "S", + "resulting", + "Instead", + "Unlike", + "Therefore", + "Consequently", + "C", + "thus", + "and", + "Thus", + "even", + "otherwise", + "Consequently", + "such", + "Therefore", + "thereby", + "dadurch", + "asymmetrical", + "Depending", + "sehingga", + "therefore", + "instead" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "a", + "an", + "B", + "y", + "asymmetrical", + "either", + "its", + "al", + "T", + "D", + "t", + "it", + "resulting", + "un", + "unequal", + "been", + "otherwise", + "what", + "up", + "Therefore", + "so", + "ated", + "thus", + "v", + "nytimes", + "some", + "any", + "K" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "B", + "a", + "y", + "an", + "al", + "t", + "s", + "ed", + "get", + "T", + "and", + "D", + "p", + "an", + "o", + "d", + "c", + "anyway", + "up", + "on", + "asymmetrical", + "n", + "v", + "un", + "d", + "some", + "ine", + "b" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "al", + "y", + "c", + "s", + "t", + "D", + "que", + "get", + "K", + "B", + "an", + "ed", + "o", + "a", + "p", + "h", + "on", + "T", + "v", + "at", + "b", + "all", + "d", + "and", + "n", + "ly", + "G", + "er" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "C", + "l", + "B", + "a", + "que", + "ed", + "D", + "K", + "al", + "t", + "distortion", + "and", + "distorted", + "mart", + "T", + "o", + "martens", + "c", + "distortion", + "an", + "distortions", + "distort", + "get", + "y", + "F", + "on", + "Mart", + "p", + "G", + "s", + "d", + "some" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "tet", + "Tetr", + "Tet", + "tetr", + "tet", + "Tet", + "H", + "tetragonal", + "T", + "TET", + "distortion", + "tetra", + "tetra", + "distorted", + "Tetra", + "distortion", + "centered", + "que", + "K", + "tetrahedral", + "distortions", + "Dist", + "distort", + "body", + "centered", + "Centered", + "Distortion", + "dist", + "centred", + "Body", + "Body" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Body", + "body", + "tet", + "C", + "Body", + "body", + "Tet", + "H", + "Tetr", + "T", + "tetr", + "tet", + "Tet", + "tetragonal", + "TET", + "K", + "BODY", + "BODY", + "que", + "Dist", + "B", + "tetra", + "and", + "corpo", + "distortion", + "bodies" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "H", + "C", + "K", + "B", + "T", + "Tetr", + "L", + "P", + "tetragonal", + "tetr", + "body", + "Body", + "Body", + "tet", + "body", + "S", + "Tet", + "Tet", + "Dist", + "tet", + "TET", + "M", + "I", + "G", + "N", + "V", + "F" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "This", + "e", + "Here", + "Which", + "Therefore", + "However", + "Once", + "It", + "Now", + "These", + "Please", + "Since", + "When", + "Why", + "Actually", + "The", + "Otherwise", + "Then", + "C", + "Thus", + "Body", + "Choice", + "Luck", + "Anyway", + "Let", + "Fortunately", + "Options", + "Specifically", + "Essentially", + "Option", + "I" + ] + } + ], + "logit_surprising": [ + { + "concept": "uma", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "during", + "output_checked": true + }, + { + "concept": "own", + "score": 4.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "Carbon", + "output_checked": true + }, + { + "concept": "either", + "score": 2.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "so", + "output_checked": true + }, + { + "concept": "With", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "to", + "output_checked": true + }, + { + "concept": "distortion", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "orts", + "output_checked": true + }, + { + "concept": "cubic", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "dimensions", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "b", + "output_checked": true + }, + { + "concept": "even", + "score": 1.0, + "best_rank": 4, + "best_depth": 47.5, + "near_token": "trapped", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-06__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-06__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-06__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-06__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-06__heatmap.png" + } + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-07", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffusionless lattice change 7", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A coordinated lattice deformation maps the parent cubic arrangement into a body-centered cell elongated in one direction.", + "prompt_tail": "A coordinated lattice deformation maps the parent cubic arrangement into a body-centered cell elongated in one direction.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 20 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "diffusionless-lattice-change", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + } + ], + "emergence": [ + { + "label": "tetragonal", + "best_rank": 4, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 12 + }, + { + "label": "Bain", + "best_rank": 65, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 357 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "Gottlieb", + "styling", + "got", + "apr", + "even", + "ListItemIcon", + "Charm", + "Hair" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "apr", + "styling", + "GSM", + "mkdir", + "mesma", + "styles", + "conde", + "S", + "as", + "cir", + "asus", + "s", + "Enter", + "Insert", + "param", + "mixer", + "got", + "iterator", + "even", + "ipo", + "Edge" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "mesma", + "Weise", + "Edge", + "jenis", + "apr", + "Edge", + "ashe", + "Insert", + "cfr", + "Sus", + "styling", + "insert", + "EDGE", + "arens", + "styling", + "sus" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "S", + "mesma", + "s", + "Weise", + "cfr", + "ashe", + "Edge", + "apr", + "Insert", + "insert", + "Edge", + "joen", + "styling", + "Pek", + "sus", + "Hits", + "jenis", + "Sus" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "Cuy", + "s", + "pis", + "Pending", + "ciri", + "cens", + "Duplicate", + "artis", + "Cens", + "cura", + "S", + "Pyr", + "Cus", + "dikkat", + "Ashley", + "phis", + "Cui", + "cus", + "watering", + "Eddie", + "ait", + "la", + "iap" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "handleError", + "s", + "psi", + "prolet", + "Estelle", + "Amts", + "empe", + "conveniently", + "spacing", + "unches", + "usia", + "Sorg", + "knn", + "DIN", + "pct", + "issy", + "cuis", + "rins", + "Accenture", + "cens", + "Duplicate", + "softmax", + "Authorities" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "handleError", + "s", + "psi", + "ngModel", + "ukun", + "yscale", + "Estelle", + "unches", + "Sorg", + "serialization", + "osynthesis", + "empe", + "Appleton", + "fat", + "ymi", + "cyn", + "aportan", + "Authorities", + "itorial", + "Huffington", + "AlertDialog", + "awatt", + "AGS" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Cuy", + "atro", + "hci", + "Stark", + "ciri", + "Pyr", + "Grun", + "icure", + "ukun", + "CCN", + "isah", + "watering", + "cheats", + "Ronald", + "LOGGER", + "empe", + "Cullen", + "usia", + "Arjuna" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "hci", + "uzi", + "Pyr", + "OOP", + "CGPoint", + "juxtap", + "atro", + "LOGGER", + "pict", + "Grun", + "viento", + "isah", + "estab", + "phony", + "Kund", + "filmmakers", + "usia" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "rmt", + "retval", + "OOP", + "Gruntfile", + "usus", + "ralent", + "StringBuilder", + "PPI", + "Pyr", + "ForEach", + "retval", + "slimmer" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "UPI", + "C", + "Thar", + "Namibia", + "Sprintf", + "Jahr", + "ChatGPT", + "ophile", + "Darwin", + "Princeton", + "Everywhere", + "William", + "Xc", + "Fak", + "ForEach", + "Faker", + "osal", + "diaper" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "L", + "C", + "and", + "entimes", + "tuttavia", + "T", + "ie", + "as", + "usus", + "osal", + "om", + "an", + "que", + "o", + "owi", + "OPPORT", + "Elsewhere", + "Rather" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "que", + "an", + "L", + "and", + "T", + "l", + "entimes", + "tuttavia", + "much", + "as", + "ie", + "C", + "Mud", + "qquad", + "osal", + "variously", + "however", + "owi", + "particularly", + "more", + "plus", + "ing", + "om" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "la", + "l", + "que", + "an", + "ing", + "entimes", + "much", + "as", + "cuya", + "Verfahren", + "tuttavia", + "qquad", + "retr", + "mals", + "gehend", + "affichage", + "xym", + "DUI", + "esha", + "pictured", + "hov", + "at", + "instead" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "l", + "que", + "an", + "ing", + "as", + "le", + "re", + "at", + "un", + "entimes", + "initialization", + "GROUP", + "es", + "person", + "vertical", + "iav", + "uzys", + "s", + "par", + "hov", + "esha", + "via", + "sub", + "and", + "eo", + "over", + "up", + "ers" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "la", + "an", + "que", + "ly", + "ization", + "up", + "es", + "initialization", + "at", + "esz", + "re", + "vertical", + "of", + "the", + "le", + "as", + "we", + "bly", + "its", + "initialized", + "hwa", + "isy", + "eo", + "via", + "and", + "or", + "over", + "shifting", + "ers" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "l", + "que", + "an", + "de", + "ly", + "and", + "re", + "ization", + "es", + "its", + "the", + "we", + "vertical", + "le", + "up", + "initialization", + "at", + "fit", + "via", + "of", + "werking", + "such", + "much", + "McM", + "rec", + "isy" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "l", + "a", + "de", + "ly", + "dadurch", + "hence", + "re", + "an", + "Hence", + "que", + "rec", + "indeed", + "le", + "OSED", + "such", + "Ank", + "its", + "theres", + "we", + "otch", + "trans" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "la", + "ly", + "a", + "hence", + "indeed", + "cemia", + "C", + "antly", + "OSED", + "Hence", + "hence", + "etc", + "unrecognizable", + "omeg", + "borderColor", + "odt", + "B", + "le" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "ly", + "la", + "C", + "a", + "omeg", + "and", + "cemia", + "setC", + "le", + "cation", + "centered", + "indeed", + "b", + "shifted", + "hence", + "etc", + "transformed", + "lengthened", + "toString", + "antly", + "tsconfig", + "inplace" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "la", + "ly", + "de", + "b", + "verts", + "and", + "elongated", + "along", + "elong", + "ISIS", + "C", + "enlarged", + "setC", + "enet", + "le", + "elong", + "overd", + "transformed", + "expansion", + "OffsetY", + "exag", + "esk", + "shifted", + "Brentwood", + "omeg", + "cemia", + "lengthened" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "la", + "de", + "l", + "and", + "ly", + "a", + "b", + "stretched", + "que", + "elongated", + "elong", + "le", + "overd", + "stretch", + "elong", + "lengthened", + "d", + "re", + "retched", + "an", + "enlarged", + "desplaz", + "n", + "shifted", + "dist", + "allong", + "transformed", + "es", + "stretching", + "arry" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "la", + "de", + "body", + "tetragonal", + "and", + "Body", + "elongated", + "BCC", + "elong", + "Body", + "lengthened", + "stretched", + "volumen", + "body", + "elong", + "l", + "DCT", + "Trac", + "allong", + "OCC", + "alarg", + "volume", + "BODY", + "b", + "que", + "enlarged", + "BoxDecoration", + "CIP", + "dumbbell" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Body", + "Body", + "body", + "body", + "BODY", + "BODY", + "la", + "corpo", + "getBody", + "cuerpo", + "bodies", + "que", + "tubuh", + "Bod", + "badan", + "BCC", + "bodys", + "bodied", + "bod", + "ody" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Body", + "body", + "BCC", + "body", + "Body", + "BODY", + "BC", + "de", + "BODY", + "BCA", + "B", + "BC", + "BCS", + "BW", + "BCR", + "getBody", + "OBC", + "bcc", + "corpo", + "BCG", + "tubuh", + "elongated", + "BMC", + "BAC", + "ody" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "BigAutoField", + "Specifically", + "IPython", + "berubah", + "set", + "Things", + "kampus", + "it", + "abbr", + "Strengthen", + "It", + "Verbesserung", + "executeUpdate", + "Directions", + "specifically", + "delimited" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 183582, + 233613, + 247868, + 247402, + 238858, + 213820, + 213517, + 245678, + 194685, + 193338, + 201268, + 101309, + 108214, + 110740, + 148460, + 153141, + 149583, + 115028, + 33948, + 8293, + 4949, + 1199, + 5, + 152, + 1254, + 23552 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 16963, + 12433, + 2068, + 2783, + 29784, + 159829, + 228138, + 48385, + 61125, + 97659, + 116675, + 89940, + 21152, + 43601, + 17718, + 7446, + 8360, + 10277, + 5980, + 7250, + 13952, + 2912, + 66, + 362, + 1217, + 682 + ] + } + ], + "logit_lens": [ + { + "label": "tetragonal", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 35195, + 69321, + 205204, + 192581, + 172742, + 167417, + 152505, + 169333, + 58083, + 27062, + 30463, + 14300, + 13 + ] + }, + { + "label": "Bain", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 101780, + 62390, + 106278, + 175306, + 193724, + 131395, + 146066, + 156584, + 72576, + 72546, + 60838, + 3645, + 358 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 7.0, + "best_rank": 1, + "best_depth": 47.5, + "near_token": "cubic", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "along", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "unit", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "farther", + "score": 1.0, + "best_rank": 6, + "best_depth": 40.7, + "near_token": "elongated", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "de", + "la", + "ness", + "que", + "ner", + "ani", + "cie", + "pl", + "ap", + "qu", + "ers", + "le", + "er", + "l", + "ra", + "en", + "ly", + "ad", + "se", + "ro", + "al", + "am", + "im" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "C", + "I", + "T", + "A", + "ad", + "im", + "S", + "ot", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "pro", + "est", + "em", + "P", + "A", + "T", + "ation", + "be", + "e", + "om", + "l", + "th", + "ad", + "im", + "S", + "ot", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "s", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "T", + "S", + "occasional", + "elective", + "North", + "various", + "secondary", + "specialized", + "own", + "New", + "its", + "ness", + "kind", + "open", + "able", + "either", + "ers", + "an", + "l", + "ation", + "en", + "a", + "of", + "and", + "le", + "ity", + "end", + "or", + "able", + "iz", + "que", + "ings" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "able", + "S", + "T", + "H", + "or", + "a", + "able", + "own", + "l", + "an", + "en", + "que", + "ers", + "ity", + "end", + "either", + "ness", + "ings", + "le", + "iz", + "ivity", + "h", + "hyg", + "ation", + "AVAILABLE", + "irritating", + "iya", + "various", + "its", + "izing", + "secondary" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "own", + "a", + "en", + "l", + "an", + "able", + "ed", + "able", + "end", + "iz", + "que", + "ers", + "specialized", + "H", + "various", + "its", + "h", + "un", + "le", + "ity", + "ation", + "ational", + "ized", + "mellan", + "malah", + "many" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "a", + "l", + "own", + "an", + "en", + "able", + "able", + "ers", + "iz", + "ed", + "end", + "ational", + "various", + "its", + "dwar", + "mellan", + "ashi", + "bach", + "ally" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "l", + "a", + "iz", + "irritating", + "ers", + "able", + "ashi", + "an", + "ally", + "polluting", + "end", + "ytter", + "tiring" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "iz", + "irritating", + "T", + "Poultry", + "ally", + "able", + "its", + "ytter", + "tiring" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "iz", + "searchQuery", + "Poultry", + "regionally", + "ally" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "an", + "the", + "uma", + "reduzir", + "its", + "regionally", + "PwC", + "both", + "commercially", + "preguntar" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "uma", + "its", + "an", + "the", + "reduzir", + "Partai", + "acheter", + "meningkatkan", + "melindungi", + "also", + "chamado", + "multi", + "ochrony" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "de", + "an", + "even", + "or", + "like", + "y", + "its", + "some", + "it", + "such", + "which", + "d", + "dozens", + "le", + "z", + "by", + "the", + "either", + "du", + "as", + "at", + "so", + "t", + "local", + "use", + "called", + "instead", + "e" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "and", + "y", + "e", + "ly", + "er", + "and", + "C", + "an", + "to", + "on", + "ed", + "K", + "p", + "that", + "t", + "with", + "o", + "n", + "now", + "through", + "z", + "v", + "s", + "its", + "ally", + "like", + "in", + "like", + "T" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "l", + "C", + "y", + "e", + "s", + "er", + "an", + "p", + "v", + "T", + "un", + "t", + "and", + "ed", + "K", + "and", + "n", + "to", + "on", + "ly", + "with", + "k", + "that", + "in", + "c", + "z", + "h", + "a", + "d", + "f", + "o" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "C", + "y", + "an", + "and", + "t", + "s", + "T", + "un", + "v", + "er", + "such", + "p", + "k", + "to", + "ly", + "ed", + "and", + "K", + "n", + "that", + "the", + "it", + "that", + "e", + "ic", + "but", + "any", + "al", + "d", + "which" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "and", + "l", + "C", + "y", + "an", + "such", + "ed", + "that", + "T", + "it", + "t", + "which", + "er", + "that", + "the", + "and", + "K", + "v", + "through", + "one", + "un", + "to", + "k", + "s", + "dengan", + "but", + "to", + "al" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "a", + "an", + "and", + "l", + "such", + "C", + "either", + "single", + "T", + "which", + "resulting", + "one", + "its", + "out", + "This", + "y", + "the", + "any", + "that", + "While", + "transformed", + "this", + "Such", + "As" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "a", + "C", + "an", + "y", + "ed", + "either", + "d", + "elongated", + "out", + "le", + "t", + "single", + "transformed", + "al", + "which", + "b", + "s", + "one", + "such", + "o", + "B", + "taobao", + "T", + "any", + "expanded", + "nytimes", + "A", + "youtu", + "specific" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "y", + "a", + "ed", + "an", + "al", + "t", + "and", + "o", + "elongated", + "d", + "single", + "an", + "b", + "get", + "up", + "such", + "le", + "fetchall", + "transformed", + "am", + "which", + "Y", + "T", + "B", + "on", + "to", + "c", + "otherwise", + "ly" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "y", + "al", + "ed", + "a", + "and", + "an", + "get", + "o", + "s", + "b", + "elongated", + "t", + "an", + "ly", + "along", + "d", + "b", + "le", + "on", + "B", + "along", + "which", + "at", + "is", + "c", + "to", + "transformed", + "elong", + "n", + "am" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "C", + "B", + "al", + "ly", + "a", + "t", + "y", + "s", + "ed", + "get", + "elongated", + "b", + "an", + "o", + "elong", + "body", + "b", + "body", + "stretch", + "stretching", + "stretch", + "own", + "stretched", + "le", + "ot", + "and", + "an", + "B", + "on", + "m", + "along" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "l", + "body", + "la", + "Body", + "body", + "Body", + "BCC", + "tet", + "elongated", + "BODY", + "tetragonal", + "BODY", + "stretched", + "lengthened", + "a", + "tet", + "b", + "allong", + "elong", + "centered", + "DCT", + "getBody", + "cell", + "bcc", + "volume", + "stretched" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Body", + "body", + "body", + "Body", + "BODY", + "BODY", + "corpo", + "cuerpo", + "getBody", + "bodies", + "BCC", + "tubuh", + "bod", + "bodied", + "bodys", + "de", + "badan", + "bodies", + "bodied" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "de", + "Body", + "body", + "BCC", + "la", + "body", + "Body", + "BC", + "B", + "BODY", + "BCA", + "BODY", + "BC", + "BCS", + "getBody", + "corpo", + "ody", + "tubuh", + "BW", + "l", + "C", + "b", + "MBC" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "BigAutoField", + "Specifically", + "IPython", + "berubah", + "set", + "Things", + "kampus", + "it", + "abbr", + "Strengthen", + "It", + "Verbesserung", + "executeUpdate", + "Directions", + "specifically", + "delimited" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 15.0, + "best_rank": 1, + "best_depth": 47.5, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "uma", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "either", + "score": 2.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "unit", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "arrangements", + "score": 1.0, + "best_rank": 2, + "best_depth": 84.7, + "near_token": "arrangement", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-07__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-07__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-07__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-07__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-07__heatmap.png" + } + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-08", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffusionless lattice change 8", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "The hard lath-shaped product of severe quenching has a c-to-a lattice ratio measurably greater than one.", + "prompt_tail": "The hard lath-shaped product of severe quenching has a c-to-a lattice ratio measurably greater than one.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "diffusionless-lattice-change", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + } + ], + "emergence": [ + { + "label": "tetragonal", + "best_rank": 4611, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 1025 + }, + { + "label": "Bain", + "best_rank": 2389, + "best_depth": 64.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 1975 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "ListItemIcon", + "Charm", + "Gottlieb", + "un", + "got", + "styling", + "apr" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "GSM", + "mkdir", + "apr", + "styling", + "styles", + "mesma", + "asus", + "cir", + "as", + "conde", + "Enter", + "mixer", + "even", + "s", + "iterator", + "same", + "S", + "Brot", + "param", + "Thatcher", + "gsm", + "un" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "mesma", + "Weise", + "Edge", + "apr", + "Edge", + "styling", + "EDGE", + "Pek", + "styling", + "Insert", + "arens", + "cfr", + "S", + "verg", + "insert", + "Sus" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "mesma", + "Weise", + "S", + "apr", + "s", + "Edge", + "Hits", + "cfr", + "styling", + "Edge", + "Pek", + "even", + "as", + "Insert", + "second", + "sus" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "Ashley", + "empe", + "DIN", + "s", + "ittle", + "Pyr", + "insley", + "cci", + "cens", + "Ronald", + "Cens", + "AutoGen", + "arson", + "Ashley", + "ait", + "Ashken", + "restaur", + "Rome", + "STI", + "postgres", + "aspirin", + "argate", + "aas", + "phis" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "Estelle", + "handleError", + "psi", + "Sorg", + "empe", + "prolet", + "conveniently", + "pct", + "softmax", + "STI", + "issy", + "acidified", + "Rome", + "spacing", + "affine", + "ngModel", + "DIN", + "ukun", + "HTTPS", + "agge", + "Accenture", + "usia", + "knn", + "CIN", + "unches" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "ngModel", + "yscale", + "ukun", + "Estelle", + "Sorg", + "handleError", + "empe", + "AGS", + "acidified", + "agge", + "ymi", + "iorum", + "psi", + "aportan", + "RHS", + "adrenaline", + "cyn", + "affine", + "rization", + "HTTPS", + "Smiling", + "awatt", + "RTS", + "Huffington", + "itorial" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "hci", + "Stark", + "LOGGER", + "empe", + "Ronald", + "kts", + "ukun", + "atro", + "watering", + "achat", + "Cuy", + "ciri", + "CCN", + "cheats", + "Puch", + "yum", + "icure", + "etty", + "estab", + "setValue" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "LOGGER", + "hci", + "Kund", + "isjon", + "Guad", + "pict", + "Hawke", + "Stark", + "phony", + "Grun", + "CU" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "usus", + "OOP", + "rmt", + "retval", + "Dougall", + "Gruntfile", + "postings", + "ostar", + "retval", + "ForEach", + "fontsize", + "NOTICE" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "H", + "BYTE", + "P", + "UPI", + "Princeton", + "RV", + "CGPoint", + "verwendet", + "ophile", + "slimmer", + "Wochenende", + "Afghanistan", + "eram", + "StringBuilder" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "a", + "C", + "T", + "tuttavia", + "H", + "and", + "usus", + "entimes", + "o", + "que", + "alit", + "os", + "OPPORT", + "PWD", + "P", + "Rather" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "L", + "a", + "H", + "and", + "que", + "T", + "de", + "tuttavia", + "especially", + "entimes", + "particularly", + "enorm", + "out", + "ie", + "inoltre", + "Rather", + "entanto", + "however", + "doubtless" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "que", + "entimes", + "tuttavia", + "xbox", + "L", + "cuya", + "inoltre", + "entanto", + "especially", + "beliebt", + "Trab" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "que", + "l", + "an", + "entimes", + "s", + "un", + "red", + "tuttavia", + "person", + "re", + "es", + "el", + "le", + "ie", + "par", + "rec", + "los", + "cuya", + "indeed", + "Accordingly", + "Trab" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "la", + "a", + "que", + "l", + "an", + "versus", + "indeed", + "re", + "escue", + "up", + "excellent", + "red", + "rec", + "Bluest", + "typescript", + "therefore", + "es", + "ouin", + "GROUP", + "un", + "jur", + "however", + "extra", + "el" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "la", + "a", + "que", + "de", + "an", + "versus", + "therefore", + "re", + "indeed", + "el", + "l", + "excellent", + "rec", + "extra", + "however", + "so", + "Bluest", + "cons", + "es", + "therefore" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "a", + "whereas", + "L", + "therefore", + "therefore", + "indeed", + "returnValues", + "WHEREAS", + "hence", + "sedangkan", + "consequently", + "l", + "rec" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "la", + "l", + "a", + "ratio", + "ratio", + "C", + "casualty", + "tsconfig", + "Berikut", + "C", + "Vik", + "Kain", + "setC", + "ly", + "cuento", + "Chamb", + "acc" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "la", + "a", + "ratio", + "ratio", + "tsconfig", + "setC", + "C", + "ly", + "ratios", + "casualty", + "Kok", + "unfortunately", + "Vik", + "cardio", + "Ratio", + "acc", + "licz", + "Kain" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "la", + "a", + "L", + "ratio", + "C", + "ratio", + "CMA", + "c", + "setC", + "le", + "WHEREAS", + "cdnjs", + "modal", + "Christ", + "webContents", + "ratios", + "xspace", + "cimiento", + "Cleveland", + "curses", + "Chaplain", + "Charleston", + "b", + "cvtColor", + "CTX" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "la", + "a", + "C", + "c", + "le", + "Christ", + "de", + "ratio", + "CMA", + "setC", + "WHEREAS", + "Cleveland", + "acc", + "s", + "modal", + "Chamb", + "que", + "csr", + "cdnjs", + "ratio", + "am", + "Cebu", + "ex", + "Considerando", + "cta", + "karo", + "rec", + "noticed" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "C", + "l", + "la", + "c", + "setC", + "Celt", + "Christ", + "Kok", + "crystall", + "ratio", + "CMA", + "CURLOPT", + "COP", + "L", + "Vik", + "Cleveland", + "Crist", + "OCC", + "Cx", + "ratio", + "carbon", + "cuales", + "cdnjs", + "cytokinin", + "CEA", + "CII", + "cv", + "csr" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "la", + "l", + "que", + "c", + "crystall", + "C", + "lattice", + "Christ", + "lattice", + "WHEREAS", + "ratio", + "cvtColor", + "zeta", + "Crystal", + "cester", + "rient", + "CaO", + "lambda", + "Lattice", + "Celt", + "Cord", + "acc", + "CEL", + "Oat", + "Cx", + "GRID" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "l", + "c", + "C", + "cGraph", + "rient", + "crystall", + "ceded", + "CFO", + "CEL", + "setC", + "CJ", + "Bracelet", + "rific", + "cuch", + "Beverages", + "que", + "Mich" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "c", + "own", + "e", + "c", + "la", + "Coelho", + "deformation", + "more", + "angolo", + "Similarly", + "window", + "otro", + "variability", + "because", + "mesma", + "overall", + "Asimismo", + "covariance", + "similarly", + "desloc", + "current", + "ve", + "Here", + "aik", + "cyberspace", + "elektron", + "ratio", + "stability" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 176011, + 215634, + 240955, + 245043, + 217170, + 199697, + 191301, + 245618, + 236686, + 206800, + 249959, + 99830, + 131645, + 79577, + 132963, + 125522, + 153199, + 152859, + 141064, + 114076, + 33012, + 17265, + 4612, + 4863, + 37560, + 26825 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 25829, + 13754, + 2503, + 2726, + 29462, + 144917, + 223120, + 34886, + 41908, + 66446, + 68429, + 113778, + 23399, + 55714, + 19378, + 3323, + 2390, + 6871, + 31954, + 20492, + 31620, + 18331, + 13910, + 6453, + 3628, + 13518 + ] + } + ], + "logit_lens": [ + { + "label": "tetragonal", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 22056, + 73744, + 193192, + 203694, + 191614, + 178879, + 153530, + 193231, + 95917, + 94728, + 23120, + 26467, + 1026 + ] + }, + { + "label": "Bain", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 64950, + 65737, + 45196, + 109483, + 136556, + 49161, + 38514, + 35577, + 58476, + 25272, + 39217, + 13182, + 1976 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 2.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 3, + "best_depth": 44.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "suppuration", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "quenching", + "output_checked": true + }, + { + "concept": "vergangenen", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "own", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "been", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "has", + "output_checked": true + }, + { + "concept": "martens", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "than", + "output_checked": true + }, + { + "concept": "etc", + "score": 1.0, + "best_rank": 6, + "best_depth": 76.3, + "near_token": "The", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "ting", + "al", + "de", + "er", + "que", + "fasted", + "soon", + "ty", + "computeEncoder", + "s", + "vek", + "Zeichen", + "ano", + "ner", + "pl", + "le", + "ro", + "ter", + "ap", + "ani", + "ural", + "ile", + "li", + "ers", + "n", + "iz", + "ings" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "C", + "I", + "T", + "A", + "ad", + "im", + "S", + "ot", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "P", + "em", + "ation", + "be", + "ot", + "S", + "T", + "A", + "om", + "th", + "and", + "l", + "im", + "e", + "ad", + "ig", + "d", + "p", + "c", + "the", + "a", + "t", + "en", + "s", + "ing", + "ou", + "al", + "b", + "ion", + "ic", + "as", + "of" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "K", + "H", + "T", + "C", + "occasional", + "either", + "k", + "its", + "ings", + "able", + "que", + "ness", + "les", + "own", + "able", + "e", + "l", + "of", + "and", + "a", + "t", + "en", + "s", + "ers", + "an", + "ad", + "ation", + "or", + "end", + "le", + "iz" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "H", + "k", + "T", + "C", + "own", + "a", + "or", + "que", + "an", + "l", + "en", + "able", + "ness", + "K", + "s", + "able", + "ers", + "end", + "le", + "iz", + "ens", + "ity", + "ad", + "ation", + "inin", + "aries", + "ally", + "ings", + "t", + "s", + "e", + "ap" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "l", + "own", + "K", + "C", + "iz", + "an", + "able", + "end", + "k", + "ers", + "able", + "T", + "inin", + "various", + "un", + "ation", + "ad", + "le", + "owych", + "specialized", + "aries", + "humbled", + "que", + "chst", + "set" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "en", + "a", + "l", + "own", + "K", + "end", + "able", + "iz", + "T", + "k", + "an", + "ers", + "C", + "aries", + "inin", + "owych", + "ad", + "chst", + "humbled", + "un", + "elle", + "mellan" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "own", + "l", + "T", + "iz", + "either", + "en", + "irritating", + "end", + "que", + "owych", + "aries", + "able", + "as" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "own", + "T", + "la", + "either", + "iz", + "irritating", + "end", + "greatness", + "owych", + "aries", + "K", + "various", + "que", + "euro", + "electro", + "en" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "own", + "a", + "l", + "T", + "la", + "iz", + "either", + "irritating", + "owych", + "end", + "glamorous", + "greatness", + "stellar", + "euro", + "uma", + "regionally", + "various" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "la", + "l", + "both", + "uma", + "charming", + "an", + "glamorous", + "coveted", + "que", + "As", + "various", + "and", + "irritating", + "stellar", + "prestigious" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "l", + "both", + "various", + "sowohl", + "numerosas", + "sedangkan", + "einigen", + "hingegen", + "several", + "zahlreichen", + "also", + "glamorous", + "aussi" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "an", + "or", + "even", + "and", + "which", + "its", + "instead", + "their", + "but", + "like", + "rather", + "vs", + "resulting", + "relatively", + "both", + "the", + "similarly", + "leur", + "likely", + "his", + "also", + "and" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "and", + "would", + "C", + "e", + "and", + "a", + "that", + "during", + "would", + "KHTML", + "wouldn", + "because", + "taobao", + "hbox", + "their", + "even", + "like", + "although", + "jsonwebtoken", + "after", + "already", + "get" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "a", + "and", + "e", + "T", + "s", + "y", + "un", + "p", + "v", + "and", + "would", + "an", + "get", + "t", + "that", + "K", + "their", + "during", + "n", + "because", + "that", + "presumably", + "c", + "ly", + "KHTML", + "with", + "after", + "in" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "an", + "l", + "C", + "T", + "and", + "it", + "v", + "t", + "the", + "un", + "that", + "y", + "K", + "s", + "their", + "that", + "p", + "what", + "e", + "such", + "because", + "its", + "and", + "because", + "which", + "would", + "k", + "during", + "although", + "after" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "an", + "and", + "l", + "C", + "that", + "it", + "the", + "their", + "which", + "whereas", + "because", + "while", + "its", + "they", + "T", + "so", + "whereas", + "what", + "such", + "because", + "when", + "that", + "Therefore", + "but", + "more", + "resulting", + "y", + "K", + "during" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "a", + "an", + "and", + "l", + "its", + "T", + "the", + "it", + "such", + "but", + "Conversely", + "whereas", + "that", + "ratio", + "their", + "C", + "Therefore", + "whereas", + "any", + "certain", + "Moreover", + "resulting", + "During" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "a", + "C", + "T", + "and", + "an", + "ratio", + "it", + "its", + "compared", + "y", + "d", + "ratio", + "A", + "because", + "their", + "necessarily", + "D", + "ratios", + "un", + "so", + "ed", + "some", + "overall", + "youtu", + "al" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "a", + "C", + "and", + "T", + "ratio", + "al", + "y", + "K", + "an", + "ed", + "d", + "ratios", + "ratio", + "necessarily", + "because", + "some", + "to", + "such", + "its", + "able", + "it", + "t", + "asctime", + "because", + "v" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "a", + "ed", + "and", + "al", + "y", + "own", + "v", + "c", + "c", + "C", + "to", + "get", + "ratio", + "le", + "K", + "on", + "ic", + "id", + "ly", + "any", + "anime", + "d", + "o", + "er", + "an", + "b", + "t", + "ratio" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "a", + "and", + "ly", + "an", + "C", + "al", + "le", + "d", + "K", + "any", + "c", + "y", + "ed", + "or", + "t", + "t", + "T", + "s", + "A", + "sur", + "b", + "c", + "but", + "ic", + "local", + "some" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "l", + "a", + "C", + "c", + "ratio", + "K", + "Ratio", + "ratio", + "ratios", + "Ratio", + "lattice", + "P", + "an", + "TOW", + "tetr", + "la", + "Celt", + "lattices" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "l", + "lattice", + "la", + "c", + "Lattice", + "lattices", + "lattice", + "Compost", + "Crystal", + "Muslim", + "C", + "lambda", + "dungeons", + "italiani", + "immunology", + "ration", + "sublattice", + "ratio", + "Hebrews" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "c", + "ness", + "B", + "K", + "C", + "ceded", + "que", + "l", + "c", + "cGraph", + "P", + "Bounce", + "H", + "crystall", + "cinder", + "bai", + "cereal", + "dijadikan" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "c", + "own", + "e", + "c", + "la", + "Coelho", + "deformation", + "more", + "angolo", + "Similarly", + "window", + "otro", + "variability", + "because", + "mesma", + "overall", + "Asimismo", + "covariance", + "similarly", + "desloc", + "current", + "ve", + "Here", + "aik", + "cyberspace", + "elektron", + "ratio", + "stability" + ] + } + ], + "logit_surprising": [ + { + "concept": "and", + "score": 14.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "own", + "score": 8.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "The", + "output_checked": true + }, + { + "concept": "uma", + "score": 6.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "been", + "score": 6.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "has", + "output_checked": true + }, + { + "concept": "martens", + "score": 3.0, + "best_rank": 1, + "best_depth": 84.7, + "near_token": "than", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "meas", + "output_checked": true + }, + { + "concept": "typu", + "score": 1.0, + "best_rank": 1, + "best_depth": 76.3, + "near_token": "-", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-08__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-08__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-08__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-08__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-08__heatmap.png" + } + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-09", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffusionless lattice change 9", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Atoms move cooperatively over short distances during a rapid transformation, generating a body-centered structure with unequal axial dimensions.", + "prompt_tail": "Atoms move cooperatively over short distances during a rapid transformation, generating a body-centered structure with unequal axial dimensions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "diffusionless-lattice-change", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + } + ], + "emergence": [ + { + "label": "tetragonal", + "best_rank": 1, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 5 + }, + { + "label": "Bain", + "best_rank": 590, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 3034 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "apr", + "Gottlieb", + "mesma", + "even", + "got", + "Hair", + "Edge", + "iraj" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "s", + "apr", + "GSM", + "styling", + "styles", + "mkdir", + "as", + "mesma", + "S", + "Insert", + "asus", + "conde", + "cir", + "Enter", + "mixer", + "param", + "Weise", + "Edge", + "iterator" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "S", + "a", + "mesma", + "Weise", + "Edge", + "s", + "Edge", + "Sus", + "apr", + "styling", + "jenis", + "arens", + "Insert", + "EDGE", + "ashe", + "arlos", + "sus", + "verg" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "S", + "mesma", + "Weise", + "s", + "Edge", + "apr", + "styling", + "cfr", + "Edge", + "insert", + "Insert", + "Pek", + "Hits", + "sus", + "as", + "joen", + "styling", + "ashe", + "even" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "S", + "s", + "la", + "cens", + "pis", + "ittle", + "Cens", + "Pyr", + "Pending", + "ciri", + "aspir", + "watering", + "ait", + "przyp", + "Ashley", + "Ronald", + "phis", + "empe", + "DIN", + "cura", + "ruari", + "appelle" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "psi", + "handleError", + "Estelle", + "empe", + "spacing", + "prolet", + "Sorg", + "conveniently", + "DIN", + "issy", + "Accenture", + "pct", + "ngModel", + "STI", + "softmax", + "rins", + "knn", + "postgres", + "affine", + "ngthening", + "cens", + "watering" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "s", + "handleError", + "ngModel", + "Sorg", + "Estelle", + "ukun", + "psi", + "yscale", + "empe", + "serialization", + "AGS", + "itorial", + "agge", + "unches", + "Accenture", + "osynthesis", + "aportan", + "spacing", + "fat", + "addData", + "Appleton", + "acidified", + "iorum" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "hci", + "Stark", + "Ronald", + "atro", + "Rome", + "achat", + "watering", + "Pyr", + "estab", + "icure", + "Hsu", + "kts", + "Arjuna", + "Slowly", + "empe", + "LOGGER", + "cheats", + "usia", + "isah", + "setValue" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "Cuy", + "atro", + "hci", + "juxtap", + "CGPoint", + "usia", + "Hawke", + "phony", + "uzi", + "Guangdong", + "isah", + "OOP", + "Stark", + "Pyr", + "LOGGER", + "cheats", + "Sli", + "icure", + "Cui", + "dui" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "usus", + "CGPoint", + "retval", + "rmt", + "ForEach", + "Gruntfile", + "retval", + "Pyr", + "Outlet", + "Volkswagen", + "Dougall", + "OOP", + "StringBuilder", + "Flags", + "postings" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "H", + "P", + "ing", + "BYTE", + "ophile", + "ForEach", + "CGPoint", + "C", + "ChatGPT", + "onload", + "diaper", + "RV", + "slimmer", + "Everywhere", + "StringBuilder", + "Thar", + "Dragon", + "eram", + "zdol", + "UPI" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "C", + "a", + "H", + "tuttavia", + "T", + "P", + "ing", + "usus", + "entimes", + "os", + "om", + "opis", + "o", + "Elsewhere", + "Mud", + "PWD", + "hok", + "and", + "elsewhere" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "L", + "a", + "and", + "T", + "P", + "H", + "tuttavia", + "ie", + "C", + "opis", + "however", + "accordingly", + "out", + "que", + "poco", + "Mud", + "particularly", + "entanto", + "ing", + "entimes", + "BNB", + "ise" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "a", + "la", + "ing", + "que", + "tuttavia", + "entimes", + "however", + "poco", + "an", + "ie", + "hok", + "Cependant", + "vex", + "person" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "que", + "ing", + "l", + "an", + "person", + "requisitos", + "Whitley", + "GROUP", + "ossi", + "poco", + "entimes", + "Krom", + "ed", + "up", + "aport", + "hok", + "es", + "tuttavia", + "however", + "Keto", + "static", + "ez" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "que", + "la", + "ization", + "l", + "GROUP", + "ers", + "SwiftUI", + "typescript", + "inplace", + "initialization", + "werking", + "icosia", + "escue", + "ing", + "up", + "izations", + "Whitley", + "ly", + "such", + "Zaw", + "ofan", + "however", + "Westbrook" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "l", + "que", + "GROUP", + "an", + "ization", + "it", + "such", + "icosia", + "and", + "intValue", + "inplace", + "escue", + "the", + "werking", + "however", + "configurations", + "person", + "ly", + "ers", + "izations" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "l", + "la", + "a", + "Hence", + "hence", + "thus", + "Consequently", + "therefore", + "person", + "accordingly", + "deshalb", + "resulting", + "Consequently", + "Accordingly", + "consequently", + "dadurch", + "GROUP", + "thereby", + "such" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "hence", + "ly", + "Consequently", + "therefore", + "emphatically", + "thereby", + "Hence", + "deshalb", + "axis", + "iciencies", + "thus", + "cemia", + "inplace", + "siglas", + "Dlatego" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "ly", + "Tempor", + "setC", + "temporarily", + "and", + "axis", + "AndUpdate", + "inplace", + "Tempor", + "tsconfig", + "cemia", + "emphatically", + "compromised", + "Consequently", + "suboptimal", + "set", + "temps", + "siglas", + "dicho" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "ly", + "C", + "la", + "and", + "AndUpdate", + "set", + "temporarily", + "setC", + "axis", + "enet", + "cemia", + "admittedly", + "antly", + "Consequently", + "sollic", + "endif", + "distorted", + "LAH", + "Krom", + "Tempor", + "le", + "setPosition" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "la", + "que", + "de", + "and", + "a", + "distorted", + "an", + "overd", + "dist", + "le", + "up", + "distortion", + "stretched", + "stuffed", + "distortions", + "Dist", + "ly", + "setC", + "workday", + "c", + "set", + "AnyObject", + "overworked", + "cub", + "axis", + "squ" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "Tetr", + "tetragonal", + "tetr", + "distorted", + "dist", + "que", + "Tet", + "Tet", + "distortion", + "Dist", + "tet", + "stretched", + "setC", + "District", + "distortions", + "TET", + "Dist", + "l", + "omeg", + "Trig", + "District", + "distort", + "ers", + "cub", + "and", + "dist", + "casters", + "lowered", + "tet" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Tetr", + "body", + "tetr", + "Body", + "Body", + "Tet", + "BODY", + "dist", + "l", + "Tet", + "tetragonal", + "la", + "tet", + "body", + "basal", + "distortion", + "Dist", + "que", + "Bas", + "Basil", + "bas", + "tet", + "BAS", + "Basu", + "TET", + "distorted", + "Basque", + "Bassett", + "BODY", + "Bas", + "tetra" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Tetr", + "tetr", + "tetragonal", + "Tet", + "tet", + "Tet", + "tet", + "TET", + "Tets", + "Tatum", + "Bassett", + "Dist", + "Tattoo", + "Dist", + "tattoo", + "dist", + "tetra", + "basal", + "Tatra", + "Body", + "Tetrahedron", + "Tate", + "dist", + "DIST", + "l", + "Bain", + "Quattro", + "tetra", + "Trot", + "Tats" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Here", + "Now", + "Instead", + "Specifically", + "Almost", + "Following", + "Since", + "However", + "Which", + "Typically", + "tetr", + "collinear", + "Usually", + "Only", + "Along", + "Once", + "Denote", + "Those", + "Therefore", + "Lastly", + "Both", + "Heading", + "According", + "set", + "accordion", + "What", + "Rather", + "All", + "Skipping", + "Dist", + "Approximately", + "startswith" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 197090, + 241602, + 250479, + 242962, + 240591, + 216661, + 219708, + 247857, + 231792, + 197405, + 242620, + 99920, + 120797, + 114488, + 165296, + 57423, + 61689, + 16792, + 5483, + 2085, + 486, + 736, + 2, + 12, + 3, + 131 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 12662, + 10844, + 2149, + 2205, + 14146, + 142104, + 213901, + 54658, + 71027, + 94299, + 60748, + 83437, + 22833, + 45503, + 16334, + 7678, + 6291, + 10212, + 21215, + 48999, + 23336, + 4550, + 591, + 46, + 28, + 46770 + ] + } + ], + "logit_lens": [ + { + "label": "tetragonal", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 31715, + 48666, + 141900, + 127703, + 129899, + 188310, + 192522, + 90459, + 34320, + 23049, + 8538, + 17614, + 6 + ] + }, + { + "label": "Bain", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 94579, + 68322, + 71127, + 160726, + 181739, + 131492, + 149452, + 100964, + 58857, + 73502, + 33323, + 8568, + 3035 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "que", + "score": 6.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "oms", + "output_checked": true + }, + { + "concept": "either", + "score": 4.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "etc", + "score": 2.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "At", + "output_checked": true + }, + { + "concept": "are", + "score": 2.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "oms", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 76.3, + "near_token": "cooper", + "output_checked": true + }, + { + "concept": "own", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "martens", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cubic", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "Tetr", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Unlike", + "score": 1.0, + "best_rank": 2, + "best_depth": 47.5, + "near_token": "oms", + "output_checked": true + }, + { + "concept": "Military", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "p", + "le", + "ness", + "ner", + "que", + "aj", + "emma", + "ani", + "ap", + "ers", + "im", + "de", + "en", + "er", + "al", + "ry", + "es", + "ile", + "ra", + "pl", + "ro", + "an", + "am", + "qu" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ay", + "ation", + "A", + "I", + "S", + "im", + "ot", + "T", + "and", + "of", + "as", + "in", + "th", + "l", + "om", + "e", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ed", + "ing", + "ic", + "ion" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "al", + "pro", + "est", + "us", + "be", + "ation", + "em", + "P", + "e", + "om", + "l", + "th", + "S", + "im", + "T", + "A", + "p", + "the", + "s", + "c", + "a", + "t", + "er", + "en", + "ing", + "b", + "d", + "al", + "ion", + "ic", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "elective", + "occasional", + "specialized", + "seasonal", + "North", + "various", + "eye", + "secondary", + "own", + "ness", + "its", + "self", + "open", + "world", + "kind", + "able", + "ers", + "an", + "l", + "ation", + "en", + "a", + "of", + "and", + "iz", + "le", + "end", + "or", + "out", + "able", + "que", + "ings" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "or", + "ers", + "an", + "l", + "en", + "que", + "own", + "a", + "S", + "T", + "ity", + "able", + "ness", + "able", + "ation", + "H", + "fact", + "er", + "irritating", + "secondary", + "eye", + "elective", + "ization", + "its", + "ap", + "al", + "ivity", + "North", + "bach", + "seasonal" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "en", + "a", + "l", + "own", + "que", + "ed", + "an", + "able", + "ation", + "ers", + "able", + "specialized", + "un", + "various", + "its", + "ized", + "malah", + "many", + "ational", + "sheer", + "k", + "North", + "secondary", + "power", + "ity", + "ic", + "or" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "a", + "l", + "own", + "ers", + "en", + "ed", + "able", + "ation", + "an", + "que", + "able", + "specialized", + "mellan", + "sheer", + "bach", + "ational", + "its", + "ized", + "un", + "various", + "secondary" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "l", + "own", + "ers", + "iz", + "an", + "que", + "s", + "ation", + "Weeks", + "irritating", + "able", + "en", + "or", + "t", + "either", + "able", + "its", + "ness" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "a", + "l", + "ers", + "own", + "iz", + "its", + "irritating", + "Weeks", + "an", + "owych", + "ally", + "able", + "or", + "either", + "aries", + "the" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "a", + "l", + "iz", + "ers", + "uma", + "la", + "its", + "Weeks", + "both", + "irritating", + "searchQuery", + "or", + "own", + "chst", + "newItem" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "a", + "l", + "uma", + "la", + "an", + "both", + "its", + "the", + "um", + "legendary", + "corrigir", + "vendedor", + "preguntar", + "numerosas", + "colocar" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "la", + "an", + "le", + "its", + "both", + "the", + "legendary", + "also", + "t", + "aur" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "a", + "l", + "de", + "an", + "ed", + "y", + "or", + "its", + "d", + "it", + "le", + "like", + "f", + "the", + "such", + "ic", + "t", + "du", + "either", + "g", + "z", + "w", + "even", + "U", + "which", + "c", + "v", + "ary", + "some", + "Z" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "a", + "and", + "e", + "an", + "y", + "its", + "ly", + "like", + "and", + "through", + "it", + "without", + "that", + "dengan", + "because", + "to", + "the", + "which", + "like", + "ous", + "with", + "because", + "without", + "o", + "p", + "sayesinde", + "mainly" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "l", + "C", + "a", + "e", + "y", + "s", + "T", + "and", + "an", + "p", + "v", + "t", + "un", + "with", + "that", + "n", + "it", + "and", + "get", + "er", + "to", + "ly", + "c", + "f", + "on", + "in", + "its", + "through", + "without", + "K", + "h" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "C", + "y", + "an", + "un", + "to", + "er", + "T", + "t", + "ly", + "s", + "p", + "and", + "that", + "v", + "and", + "it", + "ic", + "but", + "on", + "ed", + "e", + "such", + "al", + "that", + "c", + "dengan", + "its" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "C", + "a", + "l", + "and", + "y", + "an", + "that", + "that", + "un", + "er", + "resulting", + "such", + "but", + "which", + "to", + "through", + "ly", + "ic", + "it", + "and", + "s", + "dengan", + "t", + "its", + "al" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "an", + "a", + "C", + "either", + "resulting", + "such", + "its", + "and", + "termed", + "asymmetrical", + "but", + "results", + "Subsequently", + "single", + "dennoch", + "twor", + "youtu" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "l", + "C", + "a", + "an", + "un", + "t", + "y", + "B", + "T", + "ed", + "al", + "an", + "o", + "get", + "ated", + "p", + "v", + "elongated", + "er", + "le", + "slightly", + "b", + "either", + "on", + "asymmetrical", + "up", + "pseudo", + "c", + "its", + "distorted", + "u" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "C", + "a", + "an", + "t", + "get", + "ed", + "al", + "o", + "y", + "B", + "an", + "un", + "s", + "p", + "on", + "up", + "c", + "v", + "er", + "and", + "b", + "at", + "d", + "le", + "l", + "elongated", + "ly", + "d" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "C", + "a", + "al", + "t", + "get", + "an", + "y", + "ed", + "c", + "s", + "on", + "an", + "v", + "at", + "o", + "er", + "b", + "l", + "ly", + "ing", + "p", + "and", + "om", + "un", + "e", + "all", + "u", + "h" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "C", + "B", + "a", + "al", + "t", + "ed", + "ing", + "an", + "o", + "s", + "on", + "and", + "y", + "an", + "c", + "get", + "b", + "ly", + "distortion", + "l", + "distorted", + "at", + "and", + "p", + "ot", + "u", + "ic", + "om", + "m", + "d", + "st" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "tet", + "tetr", + "Tetr", + "Tet", + "distorted", + "distortion", + "tetragonal", + "Tet", + "distortion", + "distortions", + "tet", + "t", + "TET", + "dist", + "ers", + "K", + "Distortion", + "Dist", + "stretched", + "distort", + "primitive", + "T", + "Dist", + "H", + "tetra", + "ricerche", + "tetra", + "uma", + "District" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Body", + "body", + "Tetr", + "tetr", + "Body", + "l", + "body", + "tet", + "BODY", + "Tet", + "Bas", + "Bas", + "basal", + "Basil", + "tetragonal", + "TET", + "tet", + "BODY", + "C", + "Tet", + "distorted", + "BAS", + "bas", + "Dist", + "distortion", + "Basu", + "abas", + "BAS", + "Bass", + "Basque" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "l", + "la", + "Tetr", + "tetr", + "Tet", + "TET", + "tetragonal", + "Tet", + "tet", + "Dist", + "tet", + "T", + "dist", + "a", + "Bassett", + "an", + "dist", + "que", + "Tate", + "basal", + "Dist", + "Bas", + "Tets", + "Tatra", + "Tatum", + "Body", + "Tat", + "Tattoo", + "body", + "F" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Here", + "Now", + "Instead", + "Specifically", + "Almost", + "Following", + "Since", + "However", + "Which", + "Typically", + "tetr", + "collinear", + "Usually", + "Only", + "Along", + "Once", + "Denote", + "Those", + "Therefore", + "Lastly", + "Both", + "Heading", + "According", + "set", + "accordion", + "What", + "Rather", + "All", + "Skipping", + "Dist", + "Approximately", + "startswith" + ] + } + ], + "logit_surprising": [ + { + "concept": "and", + "score": 15.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "cooper", + "output_checked": true + }, + { + "concept": "uma", + "score": 7.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "during", + "output_checked": true + }, + { + "concept": "own", + "score": 6.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "At", + "output_checked": true + }, + { + "concept": "such", + "score": 1.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "least", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "At", + "output_checked": true + }, + { + "concept": "folding", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "during", + "output_checked": true + }, + { + "concept": "generate", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "generating", + "output_checked": true + }, + { + "concept": "martens", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cubic", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "centered", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-09__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-09__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-09__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-09__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-09__heatmap.png" + } + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-10", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffusionless lattice change 10", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "X-ray peaks from the quenched product split because one unit-cell axis differs from the two equivalent perpendicular axes.", + "prompt_tail": "X-ray peaks from the quenched product split because one unit-cell axis differs from the two equivalent perpendicular axes.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "diffusionless-lattice-change", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + } + ], + "emergence": [ + { + "label": "tetragonal", + "best_rank": 674, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 2278 + }, + { + "label": "Bain", + "best_rank": 11693, + "best_depth": 76.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 20792 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "H", + "B", + "same", + "styling", + "apr", + "Gottlieb", + "mesma", + "got", + "even", + "Hair", + "Edge", + "Edge", + "iraj" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "H", + "apr", + "asus", + "styling", + "mesma", + "GSM", + "s", + "as", + "styles", + "conde", + "mkdir", + "Insert", + "cir", + "mixer", + "Enter", + "mesmos", + "iterator", + "un", + "Edge" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "a", + "S", + "mesma", + "Edge", + "Weise", + "s", + "Edge", + "jenis", + "apr", + "cfr", + "insert", + "Insert", + "Sus", + "styling", + "EDGE", + "styling", + "ashe", + "verg", + "arlos", + "sus" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "S", + "s", + "mesma", + "Weise", + "Edge", + "cfr", + "apr", + "Edge", + "insert", + "Hits", + "Pek", + "Insert", + "styling", + "ashe", + "sus", + "styling", + "joen", + "EDGE", + "second", + "arlos" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "s", + "Cuy", + "cens", + "ciri", + "la", + "Pending", + "Cens", + "Pyr", + "S", + "pis", + "Ashley", + "phis", + "atro", + "Eddie", + "artis", + "uts", + "ait", + "CY", + "Duplicate", + "cura", + "CUL", + "Cus", + "watering", + "iap" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "la", + "s", + "handleError", + "psi", + "Estelle", + "empe", + "prolet", + "softmax", + "spacing", + "Sorg", + "DIN", + "conveniently", + "STI", + "pct", + "issy", + "unches", + "ukun", + "osynthesis", + "knn", + "Accenture", + "serialization", + "affine", + "agge", + "ngModel", + "usia" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "la", + "softmax", + "ngModel", + "handleError", + "yscale", + "ukun", + "Estelle", + "psi", + "Sorg", + "s", + "empe", + "AGS", + "serialization", + "cyn", + "unches", + "ymi", + "osynthesis", + "RHS", + "itorial", + "Huffington", + "aportan", + "Appleton", + "awatt", + "agge", + "acidified", + "RTS" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "hci", + "Stark", + "atro", + "empe", + "Rome", + "LOGGER", + "Arjuna", + "Ronald", + "Pyr", + "ukun", + "setValue", + "isah", + "cheats", + "xmlns", + "icure", + "Grun", + "usia" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "atro", + "hci", + "isah", + "LOGGER", + "Pyr", + "Stark", + "Kund", + "Guangdong", + "usia", + "Hawke", + "OOP", + "phony", + "estab", + "Richardson", + "CGPoint", + "cheats", + "uzi" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "usus", + "CGPoint", + "OOP", + "ralent", + "rmt", + "phony", + "Gruntfile", + "postings", + "endenti", + "Dougall", + "fontsize", + "StringBuilder", + "Guangdong", + "retval", + "Lol", + "even", + "ForEach", + "Pyr" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "H", + "L", + "BYTE", + "even", + "os", + "Jahr", + "Darwin", + "Django", + "diaper", + "William", + "Namibia", + "Princeton", + "C", + "Fremantle", + "Laravel", + "Brock", + "Thar", + "o", + "agt", + "Fak", + "Bowser", + "ophile", + "getParameter" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "a", + "and", + "entimes", + "os", + "kebanyakan", + "C", + "usus", + "que", + "tuttavia", + "om", + "as", + "PWD", + "L", + "o", + "Mud", + "opis", + "ays" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "la", + "a", + "que", + "L", + "and", + "an", + "l", + "T", + "H", + "C", + "om", + "out", + "esk", + "Mud", + "es", + "as", + "ie", + "de", + "i", + "os", + "Of", + "tuttavia", + "particularly", + "par", + "o", + "man", + "oc" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "la", + "a", + "l", + "que", + "ing", + "an", + "es", + "entimes", + "esha", + "os", + "mals", + "oum", + "OwnProperty", + "par", + "man", + "esk", + "instead", + "much", + "emente", + "as", + "especially", + "qquad" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "a", + "la", + "l", + "que", + "an", + "es", + "le", + "at", + "of", + "un", + "esha", + "ing", + "as", + "s", + "ers", + "esz", + "re", + "par", + "the", + "oum", + "ez", + "rather", + "Es", + "itl", + "requer", + "Whitley" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "l", + "la", + "que", + "of", + "es", + "an", + "esz", + "and", + "the", + "esis", + "ers", + "escue", + "at", + "le", + "therefore", + "vertical", + "hence", + "aye", + "fort", + "uns", + "hence", + "up", + "RENCY", + "re", + "its", + "I" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "la", + "l", + "que", + "and", + "es", + "hence", + "hence", + "because", + "an", + "of", + "therefore", + "deshalb", + "the", + "Hence", + "therefore", + "uns", + "thus", + "esz", + "odt", + "so" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "la", + "a", + "l", + "hence", + "deshalb", + "hence", + "Hence", + "therefore", + "Ank", + "dadurch", + "Hence", + "therefore", + "consequently", + "returnValues", + "theres", + "odt", + "consequ", + "dlatego", + "Consequently", + "Consequently", + "because" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "one", + "l", + "satu", + "either", + "ly", + "ubov", + "EFI", + "returnValues", + "ToOne", + "hence", + "debido", + "yfikacji", + "One", + "pectives" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "one", + "ly", + "satu", + "either", + "tsconfig", + "debido", + "AndDelete", + "setC", + "AndUpdate", + "One", + "EFI", + "because", + "Billings", + "la", + "numberOf", + "tsy", + "ench" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "ly", + "one", + "satu", + "la", + "because", + "ISIS", + "OffsetY", + "Shr", + "dimensionality", + "setC", + "dimensionality", + "differences", + "overd", + "AndUpdate" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "l", + "la", + "one", + "satu", + "de", + "ly", + "berbeda", + "because", + "differences", + "differ", + "dimensionality", + "One", + "overd", + "unequal", + "a", + "dimensionality", + "unit", + "incom" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "unequal", + "de", + "one", + "desigualdad", + "unit", + "shortened", + "dimensionality", + "desigual", + "halb", + "unequ", + "satu", + "untrue", + "shortening", + "shorter", + "Unit", + "shorten", + "xAxis", + "Une", + "incom", + "AndDelete", + "diferenci", + "inequality" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Unit", + "unit", + "Unit", + "unit", + "UNIT", + "UNIT", + "unidad", + "axes", + "unequal", + "axis", + "UnitPrice", + "Einheit", + "unidade", + "one", + "differ", + "Differ", + "Axe", + "Axes", + "Axis", + "axe", + "Axes", + "unidad", + "Unidad" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Unit", + "Unit", + "unit", + "unit", + "UNIT", + "UNIT", + "one", + "UnitPrice", + "Unidad", + "unidad", + "unequal", + "Cell", + "Einheit", + "unidade", + "UnitTest", + "One", + "Une", + "UnitTest" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "unit", + "Unit", + "one", + "ocorreu", + "cellspacing", + "distortion", + "Unit", + "inequality", + "hardships", + "inefficiency", + "distortions", + "distinctions", + "One", + "Naira", + "disparity", + "escola", + "Seorang", + "codimension", + "ImportError", + "mesma" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 194306, + 236921, + 249682, + 245892, + 243856, + 216706, + 201995, + 247838, + 235323, + 231118, + 234520, + 124049, + 183349, + 177829, + 224772, + 207143, + 212440, + 179820, + 100807, + 78891, + 62708, + 19248, + 675, + 7599, + 12703, + 64165 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 13092, + 19191, + 3141, + 2475, + 45685, + 170715, + 230861, + 55865, + 64216, + 47089, + 132811, + 161836, + 68391, + 144075, + 37374, + 12477, + 25994, + 21185, + 18234, + 11694, + 15741, + 18451, + 16755, + 25538, + 32930, + 139373 + ] + } + ], + "logit_lens": [ + { + "label": "tetragonal", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 36208, + 73169, + 211419, + 215893, + 204519, + 182974, + 205902, + 173419, + 71258, + 79872, + 123972, + 74713, + 2279 + ] + }, + { + "label": "Bain", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 89266, + 49679, + 94590, + 178626, + 210077, + 182974, + 162864, + 145260, + 153646, + 127783, + 91763, + 20793, + 24987 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "another", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "from", + "output_checked": true + }, + { + "concept": "own", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "others", + "score": 2.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "two", + "output_checked": true + }, + { + "concept": "uma", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "either", + "score": 1.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "quenching", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "into", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "split", + "output_checked": true + }, + { + "concept": "crystal", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "unequal", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "que", + "ly", + "im", + "de", + "al", + "er", + "le", + "l", + "ness", + "even", + "ah", + "aj", + "Them", + "ani", + "la", + "ism", + "man", + "own", + "ry", + "ist", + "am", + "ner", + "n", + "d", + "es", + "an", + "se", + "e", + "v", + "ers" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "ay", + "ation", + "I", + "C", + "ot", + "S", + "T", + "A", + "l", + "and", + "in", + "of", + "om", + "th", + "e", + "im", + "p", + "the", + "or", + "c", + "a", + "t", + "er", + "en", + "ou", + "b", + "d", + "al", + "ic", + "ing", + "ion", + "as" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "P", + "em", + "ation", + "be", + "T", + "ot", + "A", + "I", + "om", + "th", + "el", + "l", + "im", + "e", + "ad", + "S", + "al", + "d", + "the", + "p", + "a", + "t", + "en", + "c", + "ic", + "ing", + "b", + "ou", + "as", + "ion", + "of", + "and" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "various", + "either", + "able", + "single", + "own", + "New", + "open", + "kind", + "under", + "its", + "ings", + "other", + "les", + "self", + "As", + "ness", + "an", + "ation", + "l", + "e", + "en", + "a", + "of", + "and", + "le", + "or", + "ers", + "end", + "un", + "iz", + "able", + "que" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "T", + "H", + "l", + "an", + "que", + "able", + "en", + "a", + "or", + "ers", + "own", + "able", + "various", + "K", + "C", + "either", + "ness", + "iz", + "ings", + "end", + "le", + "S", + "singular", + "t", + "ivity", + "kind", + "ation", + "e", + "its", + "ally" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "own", + "l", + "a", + "en", + "an", + "K", + "que", + "able", + "able", + "ers", + "H", + "end", + "various", + "specialized", + "T", + "iz", + "ed", + "humbled", + "mellan", + "un", + "le", + "its", + "t", + "ally", + "under", + "many", + "North", + "h" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "a", + "l", + "own", + "K", + "ers", + "H", + "an", + "en", + "que", + "able", + "iz", + "able", + "end", + "owych", + "sikk", + "various", + "humbled", + "mellan", + "le", + "specialized", + "k", + "t", + "its", + "ally" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "a", + "l", + "la", + "own", + "iz", + "que", + "end", + "ers", + "either", + "en", + "an", + "sa", + "able", + "as", + "averaged", + "irritating", + "ytter" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "l", + "a", + "la", + "iz", + "ers", + "que", + "own", + "end", + "newItem", + "irritating", + "averaged", + "ytter", + "sa", + "greatness", + "ally", + "par" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "l", + "a", + "la", + "iz", + "uma", + "averaged", + "newItem", + "greatness", + "ers", + "age", + "irritating", + "searchQuery" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "l", + "a", + "la", + "que", + "iz", + "s", + "an", + "denoted", + "numerosas", + "overly", + "both", + "S", + "uma", + "regionally", + "t" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "l", + "a", + "an", + "t", + "s", + "le", + "S", + "either", + "R", + "the", + "three", + "glamorous", + "its", + "which", + "numerosos" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "l", + "a", + "de", + "an", + "of", + "or", + "like", + "on", + "y", + "as", + "d", + "which", + "it", + "by", + "le", + "du", + "local", + "at", + "e", + "there", + "its", + "either", + "in", + "such", + "usually", + "their", + "instead", + "specific", + "the", + "for", + "to", + "multi" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "l", + "C", + "a", + "y", + "ly", + "T", + "and", + "e", + "K", + "on", + "er", + "s", + "and", + "to", + "p", + "z", + "al", + "of", + "t", + "o", + "v", + "in", + "n", + "H", + "ed", + "D", + "like", + "an", + "of", + "or", + "h", + "because" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "C", + "l", + "T", + "y", + "a", + "K", + "s", + "e", + "on", + "D", + "H", + "t", + "un", + "v", + "p", + "er", + "ly", + "ed", + "to", + "n", + "in", + "d", + "is", + "z", + "and", + "k", + "c", + "h", + "G", + "get", + "an", + "l" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "a", + "C", + "l", + "T", + "an", + "y", + "s", + "un", + "t", + "K", + "and", + "p", + "v", + "er", + "and", + "k", + "D", + "al", + "on", + "the", + "e", + "n", + "it", + "to", + "d", + "in", + "because", + "c", + "l", + "been", + "because" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "a", + "C", + "and", + "an", + "T", + "y", + "because", + "the", + "because", + "K", + "such", + "that", + "al", + "Because", + "ed", + "un", + "it", + "and", + "t", + "karena", + "there", + "that", + "so", + "D", + "they", + "resulting", + "their", + "v" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "a", + "T", + "either", + "one", + "and", + "B", + "P", + "single", + "an", + "C", + "because", + "such", + "because", + "K", + "some", + "there", + "out", + "L", + "the", + "one", + "Because", + "H", + "been", + "Instead", + "jednej" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "one", + "a", + "B", + "l", + "one", + "T", + "either", + "y", + "C", + "an", + "One", + "single", + "One", + "satu", + "jednej", + "been", + "out", + "ONE", + "jedna", + "because" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "l", + "B", + "one", + "one", + "a", + "T", + "y", + "either", + "al", + "K", + "One", + "One", + "C", + "single", + "been", + "satu", + "jednej", + "jedna", + "out", + "ToOne", + "ONE", + "and", + "because" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "l", + "B", + "one", + "C", + "y", + "one", + "al", + "own", + "a", + "ly", + "K", + "ed", + "b", + "single", + "because", + "get", + "satu", + "either", + "out", + "and", + "an", + "One", + "been", + "ToOne", + "which", + "o", + "because", + "d" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "B", + "l", + "one", + "one", + "al", + "ly", + "own", + "ToOne", + "y", + "and", + "satu", + "K", + "a", + "either", + "b", + "asymmetrical", + "jedna", + "out", + "unequal", + "because", + "One", + "shorter" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "unequal", + "one", + "l", + "inequality", + "B", + "one", + "unequ", + "ToOne", + "One", + "satu", + "une", + "desigual", + "unit", + "shortening", + "Inequality", + "inequalities", + "One", + "shortened", + "inequ", + "shorter", + "Unit" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Unit", + "unit", + "unit", + "Unit", + "UNIT", + "UNIT", + "axes", + "unidad", + "unidade", + "Axis", + "axis", + "unequal", + "axes", + "B", + "Differ", + "Axes", + "Axes", + "one", + "UnitPrice", + "axe", + "Axis", + "desigual" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Unit", + "unit", + "Unit", + "unit", + "UNIT", + "UNIT", + "UnitPrice", + "unidad", + "Unidad", + "one", + "unidade", + "Cell", + "Une", + "UnitTest", + "Einheit", + "Cell", + "axes", + "axis", + "cell", + "Uni" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "unit", + "Unit", + "one", + "ocorreu", + "cellspacing", + "distortion", + "Unit", + "inequality", + "hardships", + "inefficiency", + "distortions", + "distinctions", + "One", + "Naira", + "disparity", + "escola", + "Seorang", + "codimension", + "ImportError", + "mesma" + ] + } + ], + "logit_surprising": [ + { + "concept": "own", + "score": 11.0, + "best_rank": 1, + "best_depth": 47.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "uma", + "score": 5.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "product", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 3, + "best_depth": 52.5, + "near_token": "ray", + "output_checked": true + }, + { + "concept": "products", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "product", + "output_checked": true + }, + { + "concept": "crystal", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "another", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "from", + "output_checked": true + }, + { + "concept": "identical", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "two", + "output_checked": true + }, + { + "concept": "unequal", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-10__grid.png", + "stream": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-10__stream.png", + "trajectory": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-10__trajectory.png", + "emergence": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-10__emergence.png", + "heatmap": "figures/gemma4-31b-it-mechanism-name-v1-seed0/materials/mechanism-name-diffusionless-lattice-change-10__heatmap.png" + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-31b-it-report-swap-a05-seed0.json b/jlens_materials/runs/gemma4-31b-it-report-swap-a05-seed0.json new file mode 100644 index 0000000000000000000000000000000000000000..21225b5d878cc983a3d389325b37214186c2fb5d --- /dev/null +++ b/jlens_materials/runs/gemma4-31b-it-report-swap-a05-seed0.json @@ -0,0 +1,8689 @@ +{ + "format_version": 2, + "created_at": "2026-08-23T09:46:48.032026+00:00", + "model": "google/gemma-4-31B-it", + "model_identity": { + "requested_id": "google/gemma-4-31B-it", + "requested_revision": "842da3794eaa0b77d5f08bae87a17459d91ff475", + "model_class": "Gemma4ForConditionalGeneration", + "config_name_or_path": "google/gemma-4-31B-it", + "model_revision": "842da3794eaa0b77d5f08bae87a17459d91ff475", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-31B-it", + "vocab_size": 262144, + "n_layers": 60, + "d_model": 5376, + "dtype": "bfloat16" + }, + "tag": "gemma4-31b-it-report-swap-a05-seed0", + "n_layers": 60, + "d_model": 5376, + "lens_n_prompts": 1000, + "lens_provenance": { + "corpus": { + "dataset": "Salesforce/wikitext", + "kind": "huggingface", + "min_chars": 600, + "records": 1000, + "requested_records": 1000, + "revision": "b08601e04326c79dfdd32d625aee71d232d685c3", + "seed": 0, + "sha256": "a4b31b0673b21a932e33494c8471fb53577bd39b041f0799431c912876f5681e", + "split": "train", + "subset": "wikitext-103-raw-v1", + "text_field": "text", + "unique_records": 1000 + }, + "created_at": "2026-08-21T14:02:44.035613+00:00", + "dim_batch": 8, + "format_version": 1, + "hub": { + "path_in_repo": "gemma4-31b-it/paper/seed0.pt", + "repo_id": "lamm-mit/gemma4-jacobian-lenses", + "repo_type": "model", + "revision": "main", + "uploaded_at": "2026-08-23T03:34:39.666901+00:00" + }, + "model": { + "config_name_or_path": "google/gemma-4-31B-it", + "d_model": 5376, + "dtype": "bfloat16", + "model_class": "Gemma4ForConditionalGeneration", + "model_revision": "842da3794eaa0b77d5f08bae87a17459d91ff475", + "n_layers": 60, + "requested_id": "google/gemma-4-31B-it", + "requested_revision": "842da3794eaa0b77d5f08bae87a17459d91ff475", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-31B-it", + "vocab_size": 262144 + }, + "paper_reference": "https://transformer-circuits.pub/2026/workspace/index.html", + "recipe": { + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers.", + "max_seq_len": 128, + "n_fit": 1000, + "name": "paper", + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "target_layer": -2 + }, + "source_layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57 + ], + "target_layer": 58, + "upstream_reference": "lamm-mit/jacobian-lens@581d398613e5602a5af361e1c34d3a92ea82ba8e" + }, + "methodology": { + "recipe": { + "name": "demo", + "n_fit": 12, + "max_seq_len": 64, + "target_layer": null, + "report_layer_count": null, + "skip_first": 16, + "strict_corpus": false, + "description": "Fast exploratory fit. Results from this profile are not a quantitative replication of the paper." + }, + "claims_level": "exploratory demo", + "paper_protocol_complete": false, + "strict_protocol": true, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 50, + "evaluation_max_seq_len": 128, + "generation_max_new_tokens": 3, + "model_revision": "842da3794eaa0b77d5f08bae87a17459d91ff475", + "dtype": "bfloat16", + "layer_stride": 1, + "prompt_source": "prompts/materials-report-swap-dose-v1.json", + "swaps_enabled": true, + "swap_alpha": 0.5 + }, + "shapes": [ + "REPORT_SWAP" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": {}, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 18, + "n_graded": 18, + "minimum_required": 50, + "sufficient_sample": false, + "protocol_success_rate": 0.0, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [ + "SWAPS" + ], + "prompts": [ + { + "slug": "dose-report-defect", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Crystalline defect report", + "description": "Dynamically select the clean report and install sibling defect coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "defect", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Vacancy", + "generated_token_ids": [ + 190211, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "interstitial", + "surfaces": [ + "interstitial" + ], + "token_ids": [ + 57610, + 181763 + ] + }, + { + "label": "twin", + "surfaces": [ + "twin" + ], + "token_ids": [ + 25276, + 123243, + 50863, + 135706 + ] + }, + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 1, + "best_depth": 81.4, + "onset_depth": 81.4, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 0 + }, + { + "label": "dislocation", + "best_rank": 5, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 5 + }, + { + "label": "interstitial", + "best_rank": 83, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 61 + }, + { + "label": "twin", + "best_rank": 21319, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 1795 + }, + { + "label": "boundary", + "best_rank": 39435, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 2153 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "B", + "l", + "H", + "a", + "mrow", + "param" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "B", + "l", + "H", + "hbox", + "param", + "bigl", + "s" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "l", + "s", + "ly", + "S", + "e", + "la", + "utorial", + "hbox" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "S", + "a", + "s", + "mesma", + "Weise", + "la" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "la", + "S", + "Cuy", + "l", + "watering", + "centerY", + "s" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "unknowingly", + "HTTPS", + "Sorg", + "cyn", + "ijs", + "tts" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "cyn", + "unknowingly", + "Sorg", + "softmax", + "unches" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "setValue", + "Slowly", + "ichlor" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "estab", + "achat", + "hci" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "ChatGPT", + "CGPoint", + "idbody" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "P", + "idbody" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "K", + "uma", + "inheritDoc", + "P", + "idbody" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "L", + "P", + "B" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "L", + "B", + "stdint" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "L", + "B", + "uma", + "stdint" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "B", + "L", + "uma", + "S", + "Calories", + "stahl" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "L", + "uma", + "B", + "S", + "K", + "inheritDoc", + "Pom", + "Labour" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "L", + "K", + "P", + "S", + "B", + "C", + "uma" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "L", + "K", + "S", + "B", + "Contrary", + "Pom", + "InnerText", + "whichever" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "L", + "K", + "InnerText", + "aneu", + "Contrary", + "crast", + "Pom" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "L", + "vacancy", + "Vacancy", + "anharmonic", + "vacancy", + "vacancies" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "L", + "vacancy", + "dislocations", + "de", + "Vacancy", + "vacancy", + "Dislocations", + "dislocation" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "L", + "vacancy", + "Vac", + "Vacancy", + "vacancy", + "vacancies", + "Vac" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "vacancy", + "Vacancy", + "Vac", + "vacancy", + "vacancies", + "vac", + "VAC" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Vac", + "vacancy", + "Vacancy", + "vacancy", + "vacancies", + "VAC", + "Vac" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Vacancy", + "Vac", + "Dis", + "Vac", + "vacancy", + "vacancy", + "Interstitial" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 170185, + 111247, + 48115, + 139074, + 27141, + 20512, + 22299, + 60604, + 55019, + 58272, + 32353, + 4625, + 3959, + 11290, + 13660, + 11821, + 9343, + 9463, + 843, + 426, + 2, + 2, + 2, + 1, + 2, + 1 + ] + }, + { + "label": "dislocation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 108477, + 159538, + 179248, + 142279, + 248842, + 247844, + 221484, + 235516, + 242616, + 223671, + 250834, + 248000, + 251502, + 249568, + 239494, + 220785, + 217678, + 191063, + 58961, + 27301, + 1860, + 6, + 27, + 14, + 12, + 19 + ] + }, + { + "label": "interstitial", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 251784, + 172197, + 103237, + 215975, + 21669, + 7173, + 5793, + 94303, + 77320, + 160157, + 78170, + 37708, + 24153, + 28709, + 18450, + 8721, + 21617, + 26010, + 7133, + 5165, + 92, + 88, + 84, + 70, + 40, + 8 + ] + }, + { + "label": "twin", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 52452, + 97943, + 64185, + 17496, + 6003, + 17380, + 22945, + 13280, + 4665, + 54378, + 97894, + 84090, + 64802, + 70962, + 120148, + 107215, + 115041, + 96347, + 105572, + 140180, + 53454, + 31045, + 21320, + 38664, + 55898, + 34393 + ] + }, + { + "label": "boundary", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 30248, + 27660, + 71052, + 102364, + 149410, + 173314, + 118036, + 211605, + 235031, + 227669, + 135486, + 121104, + 107912, + 127864, + 123058, + 110399, + 151350, + 134188, + 78055, + 78311, + 39436, + 49542, + 99858, + 11100, + 22555, + 11730 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 190022, + 144744, + 81362, + 18391, + 12825, + 11148, + 5972, + 35, + 33, + 40, + 8, + 8, + 1 + ] + }, + { + "label": "dislocation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 136935, + 92409, + 211356, + 178338, + 157046, + 197358, + 213091, + 145463, + 8194, + 3788, + 590, + 17, + 6 + ] + }, + { + "label": "interstitial", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 81227, + 12258, + 89410, + 41185, + 28629, + 21453, + 72835, + 66547, + 19347, + 8808, + 77, + 67, + 62 + ] + }, + { + "label": "twin", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 170512, + 104338, + 81362, + 20898, + 20391, + 21134, + 42341, + 74016, + 14590, + 27847, + 4667, + 1796, + 3014 + ] + }, + { + "label": "boundary", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 13152, + 10743, + 26010, + 27403, + 21317, + 23120, + 33432, + 11697, + 24539, + 24422, + 3680, + 2154, + 11060 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "own", + "score": 6.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "<|channel>", + "output_checked": true + }, + { + "concept": "either", + "score": 4.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "Vac", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "model", + "output_checked": true + }, + { + "concept": "que", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "even", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "schlim", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "menulis", + "score": 1.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "lattice", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "vacancy", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "<|turn>", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-31b-it-report-swap-a05-seed0/materials/dose-report-defect__grid.png", + "stream": "figures/gemma4-31b-it-report-swap-a05-seed0/materials/dose-report-defect__stream.png", + "trajectory": "figures/gemma4-31b-it-report-swap-a05-seed0/materials/dose-report-defect__trajectory.png", + "emergence": "figures/gemma4-31b-it-report-swap-a05-seed0/materials/dose-report-defect__emergence.png", + "heatmap": "figures/gemma4-31b-it-report-swap-a05-seed0/materials/dose-report-defect__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "dislocation", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9999417066574097 + ], + [ + "Vac", + 4.264679955667816e-05 + ], + [ + "Dis", + 1.2218512893014122e-05 + ], + [ + "Vac", + 2.1232592644082615e-06 + ], + [ + "vacancy", + 4.4505927121463174e-07 + ], + [ + "Вакансия", + 3.4661255199353036e-07 + ], + [ + "vacancy", + 1.8552833580542938e-07 + ], + [ + "Interstitial", + 1.1978609393281658e-07 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9981608986854553 + ], + [ + "Vac", + 0.0015006741741672158 + ], + [ + "Interstitial", + 0.00023013583268038929 + ], + [ + "Dis", + 9.593489085091278e-05 + ], + [ + "vacancy", + 4.085400632902747e-06 + ], + [ + "Inter", + 1.6506510291947052e-06 + ], + [ + "`", + 1.5998657545424066e-06 + ], + [ + "Vac", + 1.285528355765564e-06 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 18, + "target_rank_swapped": 29, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Vacancy", + "trials": [ + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "dislocation", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9999417066574097 + ], + [ + "Vac", + 4.264679955667816e-05 + ], + [ + "Dis", + 1.2218512893014122e-05 + ], + [ + "Vac", + 2.1232592644082615e-06 + ], + [ + "vacancy", + 4.4505927121463174e-07 + ], + [ + "Вакансия", + 3.4661255199353036e-07 + ], + [ + "vacancy", + 1.8552833580542938e-07 + ], + [ + "Interstitial", + 1.1978609393281658e-07 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9981608986854553 + ], + [ + "Vac", + 0.0015006741741672158 + ], + [ + "Interstitial", + 0.00023013583268038929 + ], + [ + "Dis", + 9.593489085091278e-05 + ], + [ + "vacancy", + 4.085400632902747e-06 + ], + [ + "Inter", + 1.6506510291947052e-06 + ], + [ + "`", + 1.5998657545424066e-06 + ], + [ + "Vac", + 1.285528355765564e-06 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 18, + "target_rank_swapped": 29, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "interstitial", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9999417066574097 + ], + [ + "Vac", + 4.264679955667816e-05 + ], + [ + "Dis", + 1.2218512893014122e-05 + ], + [ + "Vac", + 2.1232592644082615e-06 + ], + [ + "vacancy", + 4.4505927121463174e-07 + ], + [ + "Вакансия", + 3.4661255199353036e-07 + ], + [ + "vacancy", + 1.8552833580542938e-07 + ], + [ + "Interstitial", + 1.1978609393281658e-07 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9981278777122498 + ], + [ + "Vac", + 0.0015974065754562616 + ], + [ + "Dis", + 0.0002607694186735898 + ], + [ + "Interstitial", + 6.949270300538046e-06 + ], + [ + "vacancy", + 2.7213734483666485e-06 + ], + [ + "Vac", + 1.207602167596633e-06 + ], + [ + "vacancy", + 8.044363539738697e-07 + ], + [ + "Вакансия", + 5.358701855584513e-07 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 47, + "target_rank_swapped": 43, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "twin", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9999417066574097 + ], + [ + "Vac", + 4.264679955667816e-05 + ], + [ + "Dis", + 1.2218512893014122e-05 + ], + [ + "Vac", + 2.1232592644082615e-06 + ], + [ + "vacancy", + 4.4505927121463174e-07 + ], + [ + "Вакансия", + 3.4661255199353036e-07 + ], + [ + "vacancy", + 1.8552833580542938e-07 + ], + [ + "Interstitial", + 1.1978609393281658e-07 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.9958738684654236 + ], + [ + "Dis", + 0.002797205001115799 + ], + [ + "Vac", + 0.0012412521755322814 + ], + [ + "Interstitial", + 6.179829506436363e-05 + ], + [ + "vacancy", + 1.0738934179244097e-05 + ], + [ + "vacancy", + 4.476653884921689e-06 + ], + [ + "Inter", + 1.9865033209498506e-06 + ], + [ + "dis", + 1.6991461961879395e-06 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 34320, + "target_rank_swapped": 14587, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Vacancy", + "target": "boundary", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24 + ], + "clean_top": [ + [ + "Vacancy", + 0.9999417066574097 + ], + [ + "Vac", + 4.264679955667816e-05 + ], + [ + "Dis", + 1.2218512893014122e-05 + ], + [ + "Vac", + 2.1232592644082615e-06 + ], + [ + "vacancy", + 4.4505927121463174e-07 + ], + [ + "Вакансия", + 3.4661255199353036e-07 + ], + [ + "vacancy", + 1.8552833580542938e-07 + ], + [ + "Interstitial", + 1.1978609393281658e-07 + ] + ], + "swapped_top": [ + [ + "Vacancy", + 0.993573009967804 + ], + [ + "Dis", + 0.0024628215469419956 + ], + [ + "\\", + 0.0021734321489930153 + ], + [ + "Vac", + 0.001026656711474061 + ], + [ + "Interstitial", + 0.00016759709978941828 + ], + [ + "`", + 0.00013466805103234947 + ], + [ + "*(", + 5.7920005929190665e-05 + ], + [ + "Inter", + 5.7920005929190665e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 121033, + "target_rank_swapped": 74773, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 4, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-failure", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Failure-mode report", + "description": "Dynamically select the clean report and install sibling failure-mode coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "failure-mode", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Fatigue", + "generated_token_ids": [ + 77310, + 14362, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + }, + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 268, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 52 + }, + { + "label": "brittle", + "best_rank": 313, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 57 + }, + { + "label": "fatigue", + "best_rank": 0, + "best_depth": 88.1, + "onset_depth": 84.7, + "reached_top1": true, + "best_pos": 25, + "logit_lens_best_rank": 0 + }, + { + "label": "cleavage", + "best_rank": 221, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 44 + }, + { + "label": "creep", + "best_rank": 338, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 34 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "B", + "l", + "H", + "a", + "mrow", + "param" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "B", + "l", + "H", + "param", + "hbox", + "bigl", + "namespaces" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "l", + "s", + "ly", + "e", + "S", + "utorial", + "hbox", + "param" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "S", + "s", + "mesma", + "l", + "Weise" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "la", + "S", + "Cuy", + "l", + "watering", + "trials", + "s" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "unknowingly", + "HTTPS", + "Sorg", + "cyn", + "tts", + "ijs" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "cyn", + "unknowingly", + "Sorg", + "softmax", + "estab" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "achat", + "setValue", + "ichlor" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "estab", + "achat", + "hci" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "ChatGPT", + "idbody" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "P", + "idbody" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "uma", + "K", + "inheritDoc", + "P", + "idbody" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "L", + "P", + "B" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "L", + "B", + "stdint" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "L", + "uma", + "B", + "stdint" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "uma", + "B", + "L", + "stahl", + "Calories", + "S" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "L", + "uma", + "B", + "S", + "K", + "Pom", + "BlockHash", + "inheritDoc" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "L", + "K", + "P", + "S", + "C", + "BlockHash", + "B", + "uma" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "L", + "S", + "K", + "Contrary", + "B", + "Pom", + "Contrary" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "L", + "K", + "crast", + "Contrary", + "Pom", + "whichever", + "S", + "C" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "L", + "crast", + "whichever", + "ing", + "BlockHash", + "Pom", + "aneous" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "L", + "ing", + "crast", + "de", + "Fatigue", + "anharmonic", + "touchscreen", + "Pom" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "Fatigue", + "fatigue", + "L", + "fatigued", + "fatig", + "Fat", + "fat" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "Fatigue", + "fatigue", + "fatig", + "fatigued", + "fat", + "Fat" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Fatigue", + "Fat", + "fatigue", + "Fat", + "fat", + "fatigued", + "fatig", + "Fatima" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Fat", + "fatigue", + "Fatigue", + "Fract", + "fat", + "Cre", + "Cor" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 170035, + 74276, + 9498, + 178027, + 2917, + 2136, + 2062, + 1102, + 726, + 25549, + 68857, + 73049, + 77207, + 58417, + 42950, + 75920, + 105243, + 85208, + 20449, + 9050, + 2078, + 451, + 269, + 131, + 105, + 905 + ] + }, + { + "label": "brittle", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 1297, + 241, + 56, + 11792, + 67985, + 131479, + 133650, + 101631, + 144795, + 206608, + 247827, + 251638, + 248857, + 244853, + 244355, + 237995, + 238616, + 223487, + 136399, + 82678, + 13685, + 658, + 314, + 37, + 64, + 1195 + ] + }, + { + "label": "fatigue", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 210873, + 244147, + 144722, + 42285, + 14494, + 51151, + 63468, + 137693, + 120656, + 218677, + 158281, + 168460, + 237364, + 192399, + 142142, + 80697, + 46689, + 20369, + 626, + 65, + 18, + 5, + 1, + 1, + 1, + 2 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 256558, + 224197, + 232496, + 235857, + 216478, + 122525, + 121207, + 184158, + 196881, + 91551, + 157431, + 199964, + 200609, + 216425, + 222941, + 214604, + 161513, + 101029, + 53885, + 20706, + 2136, + 583, + 222, + 119, + 355, + 1899 + ] + }, + { + "label": "creep", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 173489, + 210691, + 181576, + 160589, + 35672, + 45956, + 42648, + 72419, + 57003, + 156266, + 179256, + 138689, + 124048, + 130637, + 102239, + 101903, + 95558, + 125618, + 44770, + 33204, + 8338, + 342, + 339, + 36, + 16, + 11 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 21845, + 53118, + 209495, + 223439, + 221389, + 207694, + 209504, + 76911, + 3005, + 646, + 356, + 109, + 53 + ] + }, + { + "label": "brittle", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 53270, + 105087, + 145910, + 147552, + 110378, + 65213, + 59480, + 25142, + 1479, + 780, + 234, + 115, + 58 + ] + }, + { + "label": "fatigue", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 39611, + 32164, + 42302, + 47936, + 65295, + 87143, + 66455, + 30865, + 392, + 93, + 46, + 37, + 1 + ] + }, + { + "label": "cleavage", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 200131, + 117848, + 10011, + 21103, + 29654, + 46426, + 93716, + 51323, + 3114, + 1143, + 292, + 204, + 45 + ] + }, + { + "label": "creep", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 113832, + 54297, + 35374, + 19632, + 28634, + 17138, + 11306, + 47219, + 2244, + 855, + 356, + 102, + 35 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 10.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "Fatigue", + "score": 7.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 5.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "que", + "score": 3.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "schlim", + "score": 2.0, + "best_rank": 2, + "best_depth": 40.7, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "Outstanding", + "score": 2.0, + "best_rank": 3, + "best_depth": 47.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "fatigue", + "score": 1.0, + "best_rank": 1, + "best_depth": 81.4, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "enseignants", + "score": 1.0, + "best_rank": 2, + "best_depth": 40.7, + "near_token": "<|channel>", + "output_checked": true + }, + { + "concept": "uma", + "score": 1.0, + "best_rank": 2, + "best_depth": 61.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "variously", + "score": 1.0, + "best_rank": 3, + "best_depth": 44.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Surprisingly", + "score": 1.0, + "best_rank": 4, + "best_depth": 44.1, + "near_token": "in", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-31b-it-report-swap-a05-seed0/materials/dose-report-failure__grid.png", + "stream": "figures/gemma4-31b-it-report-swap-a05-seed0/materials/dose-report-failure__stream.png", + "trajectory": "figures/gemma4-31b-it-report-swap-a05-seed0/materials/dose-report-failure__trajectory.png", + "emergence": "figures/gemma4-31b-it-report-swap-a05-seed0/materials/dose-report-failure__emergence.png", + "heatmap": "figures/gemma4-31b-it-report-swap-a05-seed0/materials/dose-report-failure__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "ductile", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9999717473983765 + ], + [ + "fatigue", + 1.7778367691789754e-05 + ], + [ + "Fatigue", + 8.939523468143307e-06 + ], + [ + "Fract", + 7.338007890211884e-07 + ], + [ + "fat", + 6.4757693962747e-07 + ], + [ + "Cre", + 1.7429294985049637e-07 + ], + [ + "疲", + 6.411880093537548e-08 + ], + [ + "Cor", + 3.506041457157494e-09 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.9999288320541382 + ], + [ + "fatigue", + 5.475887155625969e-05 + ], + [ + "Fatigue", + 1.0782660865515936e-05 + ], + [ + "fat", + 3.966719305026345e-06 + ], + [ + "Cre", + 1.2097810895284056e-06 + ], + [ + "疲", + 2.3822001082862698e-07 + ], + [ + "Fract", + 2.3822001082862698e-07 + ], + [ + "Cor", + 1.725660148110819e-08 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 891, + "target_rank_swapped": 1680, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Fat", + "trials": [ + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "ductile", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9999717473983765 + ], + [ + "fatigue", + 1.7778367691789754e-05 + ], + [ + "Fatigue", + 8.939523468143307e-06 + ], + [ + "Fract", + 7.338007890211884e-07 + ], + [ + "fat", + 6.4757693962747e-07 + ], + [ + "Cre", + 1.7429294985049637e-07 + ], + [ + "疲", + 6.411880093537548e-08 + ], + [ + "Cor", + 3.506041457157494e-09 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.9999288320541382 + ], + [ + "fatigue", + 5.475887155625969e-05 + ], + [ + "Fatigue", + 1.0782660865515936e-05 + ], + [ + "fat", + 3.966719305026345e-06 + ], + [ + "Cre", + 1.2097810895284056e-06 + ], + [ + "疲", + 2.3822001082862698e-07 + ], + [ + "Fract", + 2.3822001082862698e-07 + ], + [ + "Cor", + 1.725660148110819e-08 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 891, + "target_rank_swapped": 1680, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "brittle", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9999717473983765 + ], + [ + "fatigue", + 1.7778367691789754e-05 + ], + [ + "Fatigue", + 8.939523468143307e-06 + ], + [ + "Fract", + 7.338007890211884e-07 + ], + [ + "fat", + 6.4757693962747e-07 + ], + [ + "Cre", + 1.7429294985049637e-07 + ], + [ + "疲", + 6.411880093537548e-08 + ], + [ + "Cor", + 3.506041457157494e-09 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.9999239444732666 + ], + [ + "fatigue", + 5.829022848047316e-05 + ], + [ + "Fatigue", + 1.1478026863187551e-05 + ], + [ + "Cre", + 3.0892690574546577e-06 + ], + [ + "fat", + 2.7262703952146694e-06 + ], + [ + "疲", + 2.87346750837969e-07 + ], + [ + "Fract", + 1.3573301771430124e-07 + ], + [ + "Cor", + 1.5228822647372908e-08 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 1173, + "target_rank_swapped": 5008, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "fatigue", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9999717473983765 + ], + [ + "fatigue", + 1.7778367691789754e-05 + ], + [ + "Fatigue", + 8.939523468143307e-06 + ], + [ + "Fract", + 7.338007890211884e-07 + ], + [ + "fat", + 6.4757693962747e-07 + ], + [ + "Cre", + 1.7429294985049637e-07 + ], + [ + "疲", + 6.411880093537548e-08 + ], + [ + "Cor", + 3.506041457157494e-09 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.9999377727508545 + ], + [ + "fatigue", + 3.321322947158478e-05 + ], + [ + "Fatigue", + 1.2218464689794928e-05 + ], + [ + "Cre", + 8.397619239985943e-06 + ], + [ + "fat", + 6.96187134963111e-06 + ], + [ + "Fract", + 1.0029526720245485e-06 + ], + [ + "Cor", + 2.102302971707104e-07 + ], + [ + "疲", + 1.3573489354712365e-07 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 1, + "target_rank_swapped": 1, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "cleavage", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9999717473983765 + ], + [ + "fatigue", + 1.7778367691789754e-05 + ], + [ + "Fatigue", + 8.939523468143307e-06 + ], + [ + "Fract", + 7.338007890211884e-07 + ], + [ + "fat", + 6.4757693962747e-07 + ], + [ + "Cre", + 1.7429294985049637e-07 + ], + [ + "疲", + 6.411880093537548e-08 + ], + [ + "Cor", + 3.506041457157494e-09 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.9998570680618286 + ], + [ + "fatigue", + 0.00011591622023843229 + ], + [ + "Fatigue", + 1.0128645044460427e-05 + ], + [ + "Cre", + 9.514982593827881e-06 + ], + [ + "fat", + 6.961309736652765e-06 + ], + [ + "疲", + 3.255848071148648e-07 + ], + [ + "Fract", + 1.5379536932869087e-07 + ], + [ + "Cor", + 1.7803104768177036e-08 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 1885, + "target_rank_swapped": 7594, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Fat", + "target": "creep", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Fat", + 0.9999717473983765 + ], + [ + "fatigue", + 1.7778367691789754e-05 + ], + [ + "Fatigue", + 8.939523468143307e-06 + ], + [ + "Fract", + 7.338007890211884e-07 + ], + [ + "fat", + 6.4757693962747e-07 + ], + [ + "Cre", + 1.7429294985049637e-07 + ], + [ + "疲", + 6.411880093537548e-08 + ], + [ + "Cor", + 3.506041457157494e-09 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.999947190284729 + ], + [ + "fatigue", + 4.006317612947896e-05 + ], + [ + "Fatigue", + 1.0129558177141007e-05 + ], + [ + "fat", + 1.9946285192418145e-06 + ], + [ + "Fract", + 1.8552935898696887e-07 + ], + [ + "疲", + 1.538092249120382e-07 + ], + [ + "Cre", + 1.4449040008912561e-07 + ], + [ + "Cor", + 8.151589625526867e-09 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 265, + "target_rank_swapped": 1445, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 5, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-lattice", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Crystal-lattice report", + "description": "Dynamically select the clean report and install sibling lattice coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "FCC", + "generated_token_ids": [ + 216015, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "FCC", + "surfaces": [ + "FCC" + ], + "token_ids": [ + 60822, + 216015, + 191332 + ] + }, + { + "label": "BCC", + "surfaces": [ + "BCC" + ], + "token_ids": [ + 161574, + 161507 + ] + }, + { + "label": "HCP", + "surfaces": [ + "HCP" + ], + "token_ids": [ + 144542 + ] + } + ], + "emergence": [ + { + "label": "FCC", + "best_rank": 3, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 2 + }, + { + "label": "BCC", + "best_rank": 9, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 4 + }, + { + "label": "HCP", + "best_rank": 335, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 7 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "B", + "l", + "H", + "a", + "param" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "l", + "B", + "H", + "param", + "hbox", + "bigl", + "s" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "l", + "s", + "S", + "e", + "ly", + "la", + "utorial", + "param" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "S", + "s", + "l", + "Weise" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "la", + "S", + "Cuy", + "l", + "watering", + "trials", + "centerY" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "unknowingly", + "HTTPS", + "Sorg", + "cyn", + "tts", + "ijs" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "unknowingly", + "Sorg", + "cyn", + "softmax", + "estab" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "setValue", + "ichlor", + "Slowly" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "estab", + "achat", + "hci" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "ChatGPT", + "CGPoint", + "idbody" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "P", + "H" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "uma", + "K", + "inheritDoc", + "idbody", + "stdint" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "L", + "P", + "B", + "K" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "L", + "B", + "stdint" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "B", + "L", + "uma", + "stdint", + "screwdriver", + "stahl" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "B", + "L", + "uma", + "istiwa", + "stdint", + "stahl" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "B", + "L", + "uma", + "K", + "P", + "Labour" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "L", + "K", + "uma", + "B", + "omonas" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "L", + "K", + "tbh", + "eyeshadow" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "L", + "K", + "ly", + "tbh", + "eyeshadow" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "K", + "L", + "ly", + "NaCl", + "ccs", + "CFC", + "BlockHash" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "de", + "NaCl", + "K", + "NaCl", + "ly", + "CFC", + "cubic" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "de", + "NaCl", + "NaCl", + "K", + "fcc", + "CFC", + "cubic", + "FCC" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "NaCl", + "NaCl", + "FCC", + "CFC", + "BCC", + "fcc", + "FCC" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "FCC", + "FCC", + "de", + "BCC", + "NaCl", + "SCC", + "NCC", + "NaCl" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "FCC", + "NaCl", + "f", + "B", + "FCC", + "s", + "CCP", + "NaCl" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "FCC", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 131150, + 130166, + 148566, + 59489, + 78841, + 141041, + 143848, + 76255, + 48952, + 74581, + 122142, + 132267, + 122043, + 102011, + 76910, + 67644, + 39801, + 18907, + 7329, + 1188, + 158, + 58, + 4, + 3, + 1, + 1 + ] + }, + { + "label": "BCC", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 69246, + 45272, + 54644, + 62325, + 113816, + 119138, + 137605, + 69191, + 73313, + 74895, + 153727, + 221998, + 177559, + 148683, + 128718, + 108345, + 85455, + 78431, + 55100, + 23817, + 4165, + 739, + 10, + 6, + 5, + 13 + ] + }, + { + "label": "HCP", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 46908, + 6749, + 2436, + 155286, + 46172, + 26202, + 14848, + 11337, + 21991, + 91830, + 216239, + 252928, + 209460, + 213435, + 219319, + 219645, + 221772, + 184283, + 110878, + 90062, + 22280, + 2034, + 336, + 84, + 126, + 4255 + ] + } + ], + "logit_lens": [ + { + "label": "FCC", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 110046, + 115427, + 170130, + 118081, + 107226, + 158911, + 143395, + 65514, + 18371, + 430, + 103, + 38, + 3 + ] + }, + { + "label": "BCC", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 16950, + 14358, + 14386, + 19330, + 26612, + 69736, + 55114, + 69863, + 35357, + 3048, + 517, + 41, + 5 + ] + }, + { + "label": "HCP", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 213083, + 130196, + 110441, + 124606, + 131320, + 144602, + 174218, + 32338, + 8389, + 839, + 171, + 21, + 8 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "own", + "score": 5.0, + "best_rank": 1, + "best_depth": 67.8, + "near_token": "", + "output_checked": true + }, + { + "concept": "NaCl", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "thought", + "output_checked": true + }, + { + "concept": "que", + "score": 2.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "either", + "score": 2.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "unapolog", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.9, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "diamond", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "one", + "output_checked": true + }, + { + "concept": "shortened", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "abbreviation", + "output_checked": true + }, + { + "concept": "cubic", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "face", + "score": 1.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "model", + "output_checked": true + }, + { + "concept": "wraz", + "score": 1.0, + "best_rank": 2, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "fcc", + "score": 1.0, + "best_rank": 4, + "best_depth": 88.1, + "near_token": "<|channel>", + "output_checked": true + }, + { + "concept": "CGPoint", + "score": 1.0, + "best_rank": 9, + "best_depth": 40.7, + "near_token": "abbreviation", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-31b-it-report-swap-a05-seed0/materials/dose-report-lattice__grid.png", + "stream": "figures/gemma4-31b-it-report-swap-a05-seed0/materials/dose-report-lattice__stream.png", + "trajectory": "figures/gemma4-31b-it-report-swap-a05-seed0/materials/dose-report-lattice__trajectory.png", + "emergence": "figures/gemma4-31b-it-report-swap-a05-seed0/materials/dose-report-lattice__emergence.png", + "heatmap": "figures/gemma4-31b-it-report-swap-a05-seed0/materials/dose-report-lattice__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "source": "FCC", + "target": "BCC", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "FCC", + 0.9147742390632629 + ], + [ + "NaCl", + 0.08508725464344025 + ], + [ + "f", + 0.00011289210669929162 + ], + [ + "B", + 1.5278284990927204e-05 + ], + [ + "FCC", + 4.242626346240286e-06 + ], + [ + "s", + 2.915911863965448e-06 + ], + [ + "$\\", + 2.0040752133354545e-06 + ], + [ + "**", + 3.2715624342927185e-07 + ] + ], + "swapped_top": [ + [ + "NaCl", + 0.4995806813240051 + ], + [ + "FCC", + 0.4995806813240051 + ], + [ + "f", + 0.0005162155139259994 + ], + [ + "B", + 0.00027631025295704603 + ], + [ + "s", + 3.739452949957922e-05 + ], + [ + "FCC", + 3.941353952541249e-06 + ], + [ + "**", + 1.0281637514708564e-06 + ], + [ + "$\\", + 9.658702992965118e-07 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 17, + "target_rank_swapped": 13, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "FCC", + "trials": [ + { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "source": "FCC", + "target": "BCC", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "FCC", + 0.9147742390632629 + ], + [ + "NaCl", + 0.08508725464344025 + ], + [ + "f", + 0.00011289210669929162 + ], + [ + "B", + 1.5278284990927204e-05 + ], + [ + "FCC", + 4.242626346240286e-06 + ], + [ + "s", + 2.915911863965448e-06 + ], + [ + "$\\", + 2.0040752133354545e-06 + ], + [ + "**", + 3.2715624342927185e-07 + ] + ], + "swapped_top": [ + [ + "NaCl", + 0.4995806813240051 + ], + [ + "FCC", + 0.4995806813240051 + ], + [ + "f", + 0.0005162155139259994 + ], + [ + "B", + 0.00027631025295704603 + ], + [ + "s", + 3.739452949957922e-05 + ], + [ + "FCC", + 3.941353952541249e-06 + ], + [ + "**", + 1.0281637514708564e-06 + ], + [ + "$\\", + 9.658702992965118e-07 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 17, + "target_rank_swapped": 13, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n<|channel>thought\n", + "source": "FCC", + "target": "HCP", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "FCC", + 0.9147742390632629 + ], + [ + "NaCl", + 0.08508725464344025 + ], + [ + "f", + 0.00011289210669929162 + ], + [ + "B", + 1.5278284990927204e-05 + ], + [ + "FCC", + 4.242626346240286e-06 + ], + [ + "s", + 2.915911863965448e-06 + ], + [ + "$\\", + 2.0040752133354545e-06 + ], + [ + "**", + 3.2715624342927185e-07 + ] + ], + "swapped_top": [ + [ + "FCC", + 0.5298870205879211 + ], + [ + "NaCl", + 0.46762365102767944 + ], + [ + "f", + 0.0014883436961099505 + ], + [ + "B", + 0.0009027260821312666 + ], + [ + "s", + 6.539325113408267e-05 + ], + [ + "$\\", + 1.0028379620052874e-05 + ], + [ + "FCC", + 7.810110218997579e-06 + ], + [ + "bcc", + 4.4500666263047606e-06 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 4068, + "target_rank_swapped": 3368, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 2, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-deformation", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Deformation-mechanism report", + "description": "Dynamically select the clean report and install sibling deformation coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Dislocation", + "generated_token_ids": [ + 4830, + 7125, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + }, + { + "label": "twinning", + "surfaces": [ + "twinning" + ], + "token_ids": [ + 192329 + ] + }, + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + } + ], + "emergence": [ + { + "label": "slip", + "best_rank": 43, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 19 + }, + { + "label": "twinning", + "best_rank": 906, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 13 + }, + { + "label": "creep", + "best_rank": 439, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 11 + }, + { + "label": "diffusion", + "best_rank": 1598, + "best_depth": 81.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 370 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "B", + "l", + "H", + "a", + "mrow", + "param" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "B", + "l", + "H", + "hbox", + "param", + "bigl", + "s" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "l", + "s", + "ly", + "S", + "e", + "utorial", + "hbox", + "la" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "S", + "s", + "l", + "mesma", + "Weise" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "la", + "S", + "Cuy", + "l", + "watering", + "centerY", + "s" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "unknowingly", + "HTTPS", + "Sorg", + "cyn", + "tts", + "ijs" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "Sorg", + "unknowingly", + "cyn", + "softmax", + "estab" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "achat", + "setValue", + "ichlor", + "Slowly" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "estab", + "achat", + "hci" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "ChatGPT", + "idbody" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "P" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "uma", + "inheritDoc", + "K", + "P", + "idbody" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "L", + "P", + "B" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "L", + "B", + "stdint" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "L", + "uma", + "B", + "stdint" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "B", + "uma", + "L", + "stahl", + "Calories", + "S" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "L", + "uma", + "B", + "S", + "K", + "BlockHash", + "Pom", + "inheritDoc" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "L", + "K", + "C", + "P", + "S", + "BlockHash" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "L", + "K", + "Contrary", + "B", + "Contrary", + "BlockHash", + "S", + "Pom" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "L", + "K", + "Contrary", + "crast", + "aneous", + "Pom", + "spontaneity", + "anharmonic" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "L", + "whichever", + "anharmonic", + "crast", + "BlockHash", + "aneous", + "touchscreen", + "Pom" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "L", + "Dislocations", + "dislocations", + "dislocation", + "anharmonic", + "ly", + "crast", + "recrystall" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "L", + "dislocations", + "Dislocations", + "plasticity", + "recrystall", + "BlockHash" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "slip", + "Slip", + "Slip", + "slip", + "slipping", + "dislocations", + "Dislocations" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Dislocations", + "Slip", + "slip", + "dislocation", + "Slip", + "dislocations", + "Dis", + "plasticity" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Dis", + "T", + "Slip", + "Plastic", + "Dislocations", + "T", + "Cre", + "Dis" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "slip", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 161135, + 139064, + 108566, + 134247, + 21670, + 25514, + 35348, + 14965, + 7780, + 12037, + 9704, + 8836, + 4645, + 7744, + 11382, + 14136, + 26277, + 8232, + 899, + 2750, + 206, + 490, + 44, + 1, + 2, + 3 + ] + }, + { + "label": "twinning", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 220465, + 97311, + 56501, + 209425, + 49740, + 39835, + 20039, + 149589, + 139367, + 178942, + 169233, + 186602, + 167067, + 126727, + 142037, + 142971, + 129964, + 72556, + 25253, + 23804, + 3112, + 907, + 2194, + 97, + 34, + 11 + ] + }, + { + "label": "creep", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 173614, + 210144, + 175829, + 161368, + 35912, + 46138, + 43060, + 73112, + 54685, + 147403, + 180115, + 137237, + 122540, + 128303, + 103244, + 99212, + 90314, + 122175, + 31989, + 25094, + 4977, + 447, + 440, + 17, + 17, + 18 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 27735, + 23664, + 76671, + 195558, + 146808, + 78214, + 68827, + 53531, + 126520, + 155682, + 128379, + 35280, + 64532, + 56415, + 24941, + 17597, + 18274, + 54768, + 19205, + 10231, + 1599, + 2515, + 9391, + 3639, + 1803, + 224 + ] + } + ], + "logit_lens": [ + { + "label": "slip", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 82975, + 71755, + 136716, + 89688, + 70001, + 123799, + 109512, + 83905, + 15052, + 6881, + 179, + 98, + 20 + ] + }, + { + "label": "twinning", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 213318, + 152694, + 158904, + 151966, + 125177, + 83580, + 127410, + 46406, + 14560, + 6672, + 277, + 69, + 14 + ] + }, + { + "label": "creep", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 100562, + 47081, + 35363, + 18415, + 27313, + 15675, + 11700, + 45250, + 857, + 572, + 155, + 117, + 12 + ] + }, + { + "label": "diffusion", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 54847, + 18783, + 14397, + 5998, + 11378, + 9727, + 11516, + 37847, + 1348, + 1570, + 371, + 2131, + 525 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "either", + "score": 9.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "own", + "score": 6.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 3.0, + "best_rank": 1, + "best_depth": 88.1, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-31b-it-report-swap-a05-seed0/materials/dose-report-deformation__grid.png", + "stream": "figures/gemma4-31b-it-report-swap-a05-seed0/materials/dose-report-deformation__stream.png", + "trajectory": "figures/gemma4-31b-it-report-swap-a05-seed0/materials/dose-report-deformation__trajectory.png", + "emergence": "figures/gemma4-31b-it-report-swap-a05-seed0/materials/dose-report-deformation__emergence.png", + "heatmap": "figures/gemma4-31b-it-report-swap-a05-seed0/materials/dose-report-deformation__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "slip", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9410812258720398 + ], + [ + "T", + 0.05309217423200607 + ], + [ + "Slip", + 0.005595873109996319 + ], + [ + "Plastic", + 0.00011613864626269788 + ], + [ + "Dislocations", + 5.839817822561599e-05 + ], + [ + "T", + 2.2869055101182312e-05 + ], + [ + "Cre", + 1.3030395166424569e-05 + ], + [ + "Dis", + 7.424495379382279e-06 + ] + ], + "swapped_top": [ + [ + "Dis", + 0.9667618274688721 + ], + [ + "T", + 0.03308077156543732 + ], + [ + "Dislocations", + 7.236390229081735e-05 + ], + [ + "Slip", + 5.294255606713705e-05 + ], + [ + "dislocations", + 1.5168297068157699e-05 + ], + [ + "Cre", + 5.408422566688387e-06 + ], + [ + "Dis", + 4.626069312507752e-06 + ], + [ + "Plastic", + 3.956886757805478e-06 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 18, + "target_rank_swapped": 38, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Dis", + "trials": [ + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "slip", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9410812258720398 + ], + [ + "T", + 0.05309217423200607 + ], + [ + "Slip", + 0.005595873109996319 + ], + [ + "Plastic", + 0.00011613864626269788 + ], + [ + "Dislocations", + 5.839817822561599e-05 + ], + [ + "T", + 2.2869055101182312e-05 + ], + [ + "Cre", + 1.3030395166424569e-05 + ], + [ + "Dis", + 7.424495379382279e-06 + ] + ], + "swapped_top": [ + [ + "Dis", + 0.9667618274688721 + ], + [ + "T", + 0.03308077156543732 + ], + [ + "Dislocations", + 7.236390229081735e-05 + ], + [ + "Slip", + 5.294255606713705e-05 + ], + [ + "dislocations", + 1.5168297068157699e-05 + ], + [ + "Cre", + 5.408422566688387e-06 + ], + [ + "Dis", + 4.626069312507752e-06 + ], + [ + "Plastic", + 3.956886757805478e-06 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 18, + "target_rank_swapped": 38, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "twinning", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9410812258720398 + ], + [ + "T", + 0.05309217423200607 + ], + [ + "Slip", + 0.005595873109996319 + ], + [ + "Plastic", + 0.00011613864626269788 + ], + [ + "Dislocations", + 5.839817822561599e-05 + ], + [ + "T", + 2.2869055101182312e-05 + ], + [ + "Cre", + 1.3030395166424569e-05 + ], + [ + "Dis", + 7.424495379382279e-06 + ] + ], + "swapped_top": [ + [ + "Dis", + 0.9909419417381287 + ], + [ + "T", + 0.004588971845805645 + ], + [ + "Slip", + 0.0043109399266541 + ], + [ + "Dislocations", + 9.524107008473948e-05 + ], + [ + "Cre", + 2.4080713046714664e-05 + ], + [ + "dislocations", + 1.7617827325011604e-05 + ], + [ + "Dis", + 1.288947714783717e-05 + ], + [ + "T", + 4.055854333273601e-06 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 10, + "target_rank_swapped": 16, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "creep", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9410812258720398 + ], + [ + "T", + 0.05309217423200607 + ], + [ + "Slip", + 0.005595873109996319 + ], + [ + "Plastic", + 0.00011613864626269788 + ], + [ + "Dislocations", + 5.839817822561599e-05 + ], + [ + "T", + 2.2869055101182312e-05 + ], + [ + "Cre", + 1.3030395166424569e-05 + ], + [ + "Dis", + 7.424495379382279e-06 + ] + ], + "swapped_top": [ + [ + "Dis", + 0.9968343377113342 + ], + [ + "T", + 0.0027999025769531727 + ], + [ + "Slip", + 0.00031414037221111357 + ], + [ + "Dislocations", + 3.1104107620194554e-05 + ], + [ + "Dis", + 8.371556759811938e-06 + ], + [ + "dislocations", + 5.405083356890827e-06 + ], + [ + "Plastic", + 4.480971256271005e-06 + ], + [ + "T", + 6.064335593691794e-07 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 629, + "target_rank_swapped": 1054, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Dis", + "target": "diffusion", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Dis", + 0.9410812258720398 + ], + [ + "T", + 0.05309217423200607 + ], + [ + "Slip", + 0.005595873109996319 + ], + [ + "Plastic", + 0.00011613864626269788 + ], + [ + "Dislocations", + 5.839817822561599e-05 + ], + [ + "T", + 2.2869055101182312e-05 + ], + [ + "Cre", + 1.3030395166424569e-05 + ], + [ + "Dis", + 7.424495379382279e-06 + ] + ], + "swapped_top": [ + [ + "Dis", + 0.9901132583618164 + ], + [ + "T", + 0.007559607736766338 + ], + [ + "Slip", + 0.0021658639889210463 + ], + [ + "Dislocations", + 0.00010783202014863491 + ], + [ + "Cre", + 1.2098416846129112e-05 + ], + [ + "Plastic", + 9.422256880498026e-06 + ], + [ + "dislocations", + 8.851391612552106e-06 + ], + [ + "T", + 7.811325303919148e-06 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 96183, + "target_rank_swapped": 114581, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 4, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-strengthening", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Strengthening-mechanism report", + "description": "Dynamically select the clean report and install sibling strengthening coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "prompt_tail": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Work-hardening", + "generated_token_ids": [ + 9004, + 236772, + 130529 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 8, + "surprising_top": 12, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": false + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "solution", + "surfaces": [ + "solution" + ], + "token_ids": [ + 3465, + 47213, + 23130, + 15607 + ] + }, + { + "label": "grain", + "surfaces": [ + "grain" + ], + "token_ids": [ + 11261, + 99208, + 79171, + 221098 + ] + }, + { + "label": "work", + "surfaces": [ + "work" + ], + "token_ids": [ + 981, + 2025, + 5490, + 9004 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 394, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 5 + }, + { + "label": "solution", + "best_rank": 40039, + "best_depth": 84.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 2609 + }, + { + "label": "grain", + "best_rank": 1520, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 582 + }, + { + "label": "work", + "best_rank": 963, + "best_depth": 88.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 1 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "B", + "l", + "H", + "a", + "mrow" + ] + }, + { + "layer": 2, + "depth": 3.4, + "top_tokens": [ + "B", + "l", + "H", + "param", + "hbox", + "bigl", + "s" + ] + }, + { + "layer": 5, + "depth": 8.5, + "top_tokens": [ + "l", + "s", + "ly", + "S", + "e", + "utorial", + "la", + "hbox" + ] + }, + { + "layer": 7, + "depth": 11.9, + "top_tokens": [ + "a", + "S", + "s", + "mesma", + "Weise" + ] + }, + { + "layer": 10, + "depth": 16.9, + "top_tokens": [ + "la", + "S", + "Cuy", + "l", + "watering", + "s", + "trials" + ] + }, + { + "layer": 12, + "depth": 20.3, + "top_tokens": [ + "unknowingly", + "HTTPS", + "Sorg", + "cyn", + "tts", + "ijs" + ] + }, + { + "layer": 14, + "depth": 23.7, + "top_tokens": [ + "cyn", + "unknowingly", + "Sorg", + "softmax", + "HTTPS" + ] + }, + { + "layer": 17, + "depth": 28.8, + "top_tokens": [ + "Slowly", + "setValue", + "ichlor", + "xmlns" + ] + }, + { + "layer": 19, + "depth": 32.2, + "top_tokens": [ + "estab", + "achat", + "hci" + ] + }, + { + "layer": 21, + "depth": 35.6, + "top_tokens": [ + "L", + "CGPoint", + "ChatGPT", + "idbody" + ] + }, + { + "layer": 24, + "depth": 40.7, + "top_tokens": [ + "L", + "P" + ] + }, + { + "layer": 26, + "depth": 44.1, + "top_tokens": [ + "L", + "uma", + "P", + "inheritDoc", + "K", + "QRSTUVWXYZ" + ] + }, + { + "layer": 28, + "depth": 47.5, + "top_tokens": [ + "L", + "P", + "B" + ] + }, + { + "layer": 31, + "depth": 52.5, + "top_tokens": [ + "L", + "B", + "stdint" + ] + }, + { + "layer": 33, + "depth": 55.9, + "top_tokens": [ + "L", + "uma", + "B", + "stdint" + ] + }, + { + "layer": 36, + "depth": 61.0, + "top_tokens": [ + "L", + "B", + "uma", + "S", + "Calories" + ] + }, + { + "layer": 38, + "depth": 64.4, + "top_tokens": [ + "L", + "uma", + "B", + "S", + "K", + "Pom", + "inheritDoc" + ] + }, + { + "layer": 40, + "depth": 67.8, + "top_tokens": [ + "L", + "K", + "S", + "C", + "P", + "Contrary", + "BlockHash" + ] + }, + { + "layer": 43, + "depth": 72.9, + "top_tokens": [ + "L", + "S", + "K", + "Contrary", + "C", + "Contrary", + "whichever" + ] + }, + { + "layer": 45, + "depth": 76.3, + "top_tokens": [ + "L", + "K", + "C", + "Contrary", + "S", + "crast", + "whichever", + "InnerText" + ] + }, + { + "layer": 48, + "depth": 81.4, + "top_tokens": [ + "L", + "K", + "whichever", + "C", + "crast", + "anharmonic" + ] + }, + { + "layer": 50, + "depth": 84.7, + "top_tokens": [ + "L", + "H", + "dislocations", + "Dislocations", + "crast", + "anharmonic", + "recrystall" + ] + }, + { + "layer": 52, + "depth": 88.1, + "top_tokens": [ + "L", + "toug", + "de", + "Admittedly", + "harden", + "ensit", + "alloying" + ] + }, + { + "layer": 55, + "depth": 93.2, + "top_tokens": [ + "alloying", + "hardening", + "harden", + "recrystall", + "precipitates", + "toug" + ] + }, + { + "layer": 57, + "depth": 96.6, + "top_tokens": [ + "Anne", + "alloying", + "Precipitation", + "de", + "precipitation", + "Anne", + "Dislocations", + "Allo" + ] + }, + { + "layer": 59, + "depth": 100.0, + "top_tokens": [ + "Work", + "Al", + "Anne", + "All", + "Pre", + "Cold", + "alloy", + "Precipitation" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 166810, + 216489, + 164004, + 31188, + 51454, + 31101, + 19195, + 83088, + 56377, + 86218, + 67534, + 77495, + 81630, + 62151, + 37880, + 26652, + 15894, + 45590, + 7596, + 7391, + 2993, + 1450, + 395, + 15, + 3, + 8 + ] + }, + { + "label": "solution", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 79627, + 22561, + 693, + 182441, + 7509, + 3822, + 1020, + 17480, + 30019, + 157215, + 153550, + 167344, + 136491, + 159139, + 154129, + 144642, + 128252, + 127452, + 108455, + 79267, + 72854, + 40040, + 60781, + 16141, + 3536, + 88 + ] + }, + { + "label": "grain", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 36341, + 112137, + 218587, + 39922, + 237296, + 255393, + 246570, + 254561, + 243134, + 29622, + 13476, + 6454, + 13672, + 24675, + 63965, + 86967, + 128972, + 72941, + 33768, + 19722, + 7572, + 6631, + 1521, + 1207, + 145, + 19 + ] + }, + { + "label": "work", + "layers": [ + 0, + 2, + 5, + 7, + 10, + 12, + 14, + 17, + 19, + 21, + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52, + 55, + 57, + 59 + ], + "depths": [ + 0.0, + 3.4, + 8.5, + 11.9, + 16.9, + 20.3, + 23.7, + 28.8, + 32.2, + 35.6, + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1, + 93.2, + 96.6, + 100.0 + ], + "ranks": [ + 13368, + 25566, + 6966, + 9746, + 7490, + 7337, + 9579, + 28066, + 41665, + 208074, + 206433, + 229065, + 218482, + 248787, + 253161, + 252430, + 243813, + 225032, + 207515, + 177002, + 133353, + 58584, + 964, + 14, + 10, + 1 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 67380, + 9083, + 133034, + 96277, + 80228, + 75281, + 63275, + 20464, + 2916, + 4010, + 1964, + 1109, + 6 + ] + }, + { + "label": "solution", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 7735, + 46861, + 9976, + 5497, + 3338, + 23154, + 63275, + 45506, + 45041, + 34080, + 15191, + 12658, + 2610 + ] + }, + { + "label": "grain", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 136369, + 101358, + 60985, + 29189, + 49704, + 58011, + 67540, + 157374, + 73243, + 18116, + 3593, + 900, + 583 + ] + }, + { + "label": "work", + "layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "depths": [ + 40.7, + 44.1, + 47.5, + 52.5, + 55.9, + 61.0, + 64.4, + 67.8, + 72.9, + 76.3, + 81.4, + 84.7, + 88.1 + ], + "ranks": [ + 41202, + 39262, + 586, + 221, + 252, + 108, + 194, + 1964, + 119, + 106, + 244, + 73, + 2 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "own", + "score": 7.0, + "best_rank": 1, + "best_depth": 47.5, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "either", + "score": 5.0, + "best_rank": 1, + "best_depth": 52.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "BYTE", + "score": 1.0, + "best_rank": 1, + "best_depth": 40.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "que", + "score": 1.0, + "best_rank": 1, + "best_depth": 44.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sentence", + "score": 1.0, + "best_rank": 2, + "best_depth": 88.1, + "near_token": "one", + "output_checked": true + }, + { + "concept": "kebanyakan", + "score": 1.0, + "best_rank": 4, + "best_depth": 44.1, + "near_token": "model", + "output_checked": true + }, + { + "concept": "Metall", + "score": 1.0, + "best_rank": 4, + "best_depth": 88.1, + "near_token": "in", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [], + "logit_surprising": [], + "figures": { + "grid": "figures/gemma4-31b-it-report-swap-a05-seed0/materials/dose-report-strengthening__grid.png", + "stream": "figures/gemma4-31b-it-report-swap-a05-seed0/materials/dose-report-strengthening__stream.png", + "trajectory": "figures/gemma4-31b-it-report-swap-a05-seed0/materials/dose-report-strengthening__trajectory.png", + "emergence": "figures/gemma4-31b-it-report-swap-a05-seed0/materials/dose-report-strengthening__emergence.png", + "heatmap": "figures/gemma4-31b-it-report-swap-a05-seed0/materials/dose-report-strengthening__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "precipitation", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.49726611375808716 + ], + [ + "Al", + 0.3872712552547455 + ], + [ + "Anne", + 0.11095507442951202 + ], + [ + "All", + 0.001087765209376812 + ], + [ + "Pre", + 0.0009017889969982207 + ], + [ + "Cold", + 0.0008471524924971163 + ], + [ + "alloy", + 0.0007023140206001699 + ], + [ + "Precipitation", + 0.0004826928779948503 + ] + ], + "swapped_top": [ + [ + "Work", + 0.8763895630836487 + ], + [ + "Anne", + 0.06348545104265213 + ], + [ + "Al", + 0.056025706231594086 + ], + [ + "Cold", + 0.001800943398848176 + ], + [ + "All", + 0.00096397555898875 + ], + [ + "Pre", + 0.0005846807616762817 + ], + [ + "Precipitation", + 0.00029399595223367214 + ], + [ + "precipitation", + 0.00018981803441420197 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 12, + "target_rank_swapped": 11, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Work", + "trials": [ + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "precipitation", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.49726611375808716 + ], + [ + "Al", + 0.3872712552547455 + ], + [ + "Anne", + 0.11095507442951202 + ], + [ + "All", + 0.001087765209376812 + ], + [ + "Pre", + 0.0009017889969982207 + ], + [ + "Cold", + 0.0008471524924971163 + ], + [ + "alloy", + 0.0007023140206001699 + ], + [ + "Precipitation", + 0.0004826928779948503 + ] + ], + "swapped_top": [ + [ + "Work", + 0.8763895630836487 + ], + [ + "Anne", + 0.06348545104265213 + ], + [ + "Al", + 0.056025706231594086 + ], + [ + "Cold", + 0.001800943398848176 + ], + [ + "All", + 0.00096397555898875 + ], + [ + "Pre", + 0.0005846807616762817 + ], + [ + "Precipitation", + 0.00029399595223367214 + ], + [ + "precipitation", + 0.00018981803441420197 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 12, + "target_rank_swapped": 11, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "solution", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.49726611375808716 + ], + [ + "Al", + 0.3872712552547455 + ], + [ + "Anne", + 0.11095507442951202 + ], + [ + "All", + 0.001087765209376812 + ], + [ + "Pre", + 0.0009017889969982207 + ], + [ + "Cold", + 0.0008471524924971163 + ], + [ + "alloy", + 0.0007023140206001699 + ], + [ + "Precipitation", + 0.0004826928779948503 + ] + ], + "swapped_top": [ + [ + "Anne", + 0.5034531950950623 + ], + [ + "Al", + 0.39208975434303284 + ], + [ + "Work", + 0.05648588389158249 + ], + [ + "Cold", + 0.023546822369098663 + ], + [ + "All", + 0.01833828166127205 + ], + [ + "Precipitation", + 0.002993642119690776 + ], + [ + "alloy", + 0.0011012994218617678 + ], + [ + "Pre", + 0.0008057279046624899 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 2, + "target_rank_clean": 21118, + "target_rank_swapped": 16478, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n<|channel>thought\n", + "source": "Work", + "target": "grain", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 24, + 26, + 28, + 31, + 33, + 36, + 38, + 40, + 43, + 45, + 48, + 50, + 52 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25 + ], + "clean_top": [ + [ + "Work", + 0.49726611375808716 + ], + [ + "Al", + 0.3872712552547455 + ], + [ + "Anne", + 0.11095507442951202 + ], + [ + "All", + 0.001087765209376812 + ], + [ + "Pre", + 0.0009017889969982207 + ], + [ + "Cold", + 0.0008471524924971163 + ], + [ + "alloy", + 0.0007023140206001699 + ], + [ + "Precipitation", + 0.0004826928779948503 + ] + ], + "swapped_top": [ + [ + "Al", + 0.6682278513908386 + ], + [ + "Work", + 0.2785588204860687 + ], + [ + "Anne", + 0.048406265676021576 + ], + [ + "All", + 0.001997965155169368 + ], + [ + "Cold", + 0.0010694337543100119 + ], + [ + "Precipitation", + 0.0006486442871391773 + ], + [ + "alloy", + 0.000347194290952757 + ], + [ + "Pre", + 0.00032615885720588267 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1, + "target_rank_clean": 128, + "target_rank_swapped": 167, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 3, + "protocol_success_rate": 0.0 + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-e4b-it-heldout-v1-seed0.json b/jlens_materials/runs/gemma4-e4b-it-heldout-v1-seed0.json new file mode 100644 index 0000000000000000000000000000000000000000..24a90b416f9bb0f107622f1a5cf358f34bb739e9 --- /dev/null +++ b/jlens_materials/runs/gemma4-e4b-it-heldout-v1-seed0.json @@ -0,0 +1,157422 @@ +{ + "format_version": 2, + "created_at": "2026-07-15T00:37:34.959981+00:00", + "model": "google/gemma-4-E4B-it", + "model_identity": { + "requested_id": "google/gemma-4-E4B-it", + "requested_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "model_class": "Gemma4ForConditionalGeneration", + "config_name_or_path": "google/gemma-4-E4B-it", + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-E4B-it", + "vocab_size": 262144, + "n_layers": 42, + "d_model": 2560, + "dtype": "bfloat16" + }, + "tag": "gemma4-e4b-it-heldout-v1-seed0", + "n_layers": 42, + "d_model": 2560, + "lens_n_prompts": 1000, + "lens_provenance": { + "corpus": { + "dataset": "Salesforce/wikitext", + "kind": "huggingface", + "min_chars": 600, + "records": 1000, + "requested_records": 1000, + "revision": "main", + "seed": 0, + "sha256": "a4b31b0673b21a932e33494c8471fb53577bd39b041f0799431c912876f5681e", + "split": "train", + "subset": "wikitext-103-raw-v1", + "text_field": "text", + "unique_records": 1000 + }, + "created_at": "2026-07-11T10:46:06.374107+00:00", + "dim_batch": 16, + "format_version": 1, + "hub": { + "path_in_repo": "gemma4-e4b-it/paper/seed0.pt", + "repo_id": "lamm-mit/gemma4-jacobian-lenses", + "repo_type": "model", + "revision": "main", + "uploaded_at": "2026-07-11T21:52:28.279960+00:00" + }, + "model": { + "config_name_or_path": "google/gemma-4-E4B-it", + "d_model": 2560, + "dtype": "bfloat16", + "model_class": "Gemma4ForConditionalGeneration", + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "n_layers": 42, + "requested_id": "google/gemma-4-E4B-it", + "requested_revision": null, + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-E4B-it", + "vocab_size": 262144 + }, + "paper_reference": "https://transformer-circuits.pub/2026/workspace/index.html", + "recipe": { + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers.", + "max_seq_len": 128, + "n_fit": 1000, + "name": "paper", + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "target_layer": -2 + }, + "source_layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39 + ], + "target_layer": 40, + "upstream_reference": "lamm-mit/jacobian-lens@581d398613e5602a5af361e1c34d3a92ea82ba8e" + }, + "methodology": { + "recipe": { + "name": "paper", + "n_fit": 1000, + "max_seq_len": 128, + "target_layer": -2, + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers." + }, + "claims_level": "paper-protocol quantitative", + "paper_protocol_complete": true, + "strict_protocol": true, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 50, + "evaluation_max_seq_len": 512, + "generation_max_new_tokens": 1, + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "dtype": "bfloat16", + "layer_stride": 1, + "prompt_source": "prompts/materials-heldout-v1-preregistered.json", + "swaps_enabled": false, + "swap_alpha": 1.0 + }, + "shapes": [ + "ASSOCIATION" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": { + "ASSOCIATION": { + "n_items": 50, + "minimum_required": 50, + "sufficient_sample": true, + "ks": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "jacobian_lens": { + "pass_at_k": [ + 0.006666666666666666, + 0.006666666666666666, + 0.006666666666666666, + 0.013333333333333332, + 0.03333333333333333, + 0.05833333333333333, + 0.07166666666666667 + ], + "auc_log_k": 0.026250000000000002, + "bootstrap_95": { + "1": { + "mean": 0.006666666666666666, + "low": 0.0, + "high": 0.02 + }, + "2": { + "mean": 0.006666666666666666, + "low": 0.0, + "high": 0.02 + }, + "5": { + "mean": 0.006666666666666666, + "low": 0.0, + "high": 0.02 + }, + "10": { + "mean": 0.013333333333333332, + "low": 0.0, + "high": 0.03333333333333333 + }, + "20": { + "mean": 0.03333333333333333, + "low": 0.006666666666666666, + "high": 0.06016666666666576 + }, + "50": { + "mean": 0.05833333333333333, + "low": 0.026666666666666665, + "high": 0.09666666666666666 + }, + "100": { + "mean": 0.07166666666666667, + "low": 0.03829166666666666, + "high": 0.11166666666666666 + } + } + }, + "logit_lens": { + "pass_at_k": [ + 0.0, + 0.0, + 0.0, + 0.006666666666666666, + 0.02, + 0.03333333333333333, + 0.03333333333333333 + ], + "auc_log_k": 0.012831616673893367 + } + } + }, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 0, + "n_graded": 0, + "minimum_required": 50, + "sufficient_sample": false, + "protocol_success_rate": null, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [], + "prompts": [ + { + "slug": "heldout-v1-assoc-ductile-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Energy-absorbing dimpled separation 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A round aluminum bar stretched into a pronounced waist before separating. The mating faces contained hemispherical pits centered on inclusions and a slanted tearing rim.", + "prompt_tail": "luminum bar stretched into a pronounced waist before separating. The mating faces contained hemispherical pits centered on inclusions and a slanted tearing rim.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-ductile-01", + "carrier_id": null, + "target_family": "ductile", + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "end", + "generated_token_ids": [ + 643 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 533, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 25566 + }, + { + "label": "nucleation", + "best_rank": 1285, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 19938 + }, + { + "label": "coalescence", + "best_rank": 267, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 51516 + }, + { + "label": "void", + "best_rank": 147, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 5317 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "orry", + "accordingly", + "hereby", + "leness", + "ients", + "hence", + "ogether", + "oba", + "iken", + "ammed", + "isses", + "according", + "therefore", + "eles", + "ices", + "ilities", + "asons", + "anyak", + "cen", + "hence", + "eces" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "info", + "lle", + "wanna", + "lly", + "ie", + "ited", + "ided", + "thing", + "guys", + "guy", + "yy", + "yeah", + "wie", + "lli", + "arie", + "dia", + "eded", + "leness", + "witch", + "ndo", + "tics", + "nto", + "d", + "ion", + "ng", + "outh", + "wards", + "ii", + "basically" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "lle", + "thing", + "etc", + "info", + "basically", + "alike", + "lly", + "wards", + "etc", + "stuff", + "xd", + "ILD", + "afterwards", + "onus", + "d", + "ii", + "mente", + "persons", + "atre", + "dia", + "ie", + "plus", + "centre", + "guy", + "aska", + "aid", + "dz" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thereafter", + "hiy", + "pursuant", + "ained", + "ortheast", + "orial", + "arters", + "vier", + "thereto", + "ued", + "oides", + "oid", + "ited", + "toward", + "aken", + "ented", + "edly", + "udos", + "thereon", + "eded", + "yses", + "oused", + "urized", + "veh", + "maupun" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thereafter", + "pursuant", + "thereto", + "thence", + "toward", + "ued", + "resultant", + "yses", + "extant", + "eded", + "abutting", + "arters", + "thereof", + "Util", + "edly", + "sowie", + "sic", + "heretofore", + "insofar", + "hiy", + "ained", + "unto", + "CTED", + "ct", + "lement" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "also", + "utilized", + "comprised", + "beneath", + "consisted", + "upon", + "toward", + "concerning", + "surfaced", + "filmed", + "afterward", + "Util", + "commenced", + "personnel", + "composed", + "thereto", + "zur", + "resulted", + "located", + "arters", + "subsequently", + "aided", + "underwent", + "characterized", + "occupied", + "utilizing" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "adjoining", + "thence", + "toward", + "employed", + "aided", + "abutting", + "noted", + "commenced", + "apiece", + "later", + "thereto", + "ensuing", + "preparatory", + "subsequently", + "beneath", + "notably", + "notable", + "viz", + "punctuated", + "upon", + "ield", + "flanking", + "further", + "varied", + "preceding", + "employing", + "preceded", + "wrought", + "occasioned", + "edly" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "commenced", + "indistinct", + "thereto", + "obliquely", + "characterized", + "constituted", + "merely", + "coloration", + "concomitant", + "apiece", + "characteristic", + "alike", + "apparently", + "also", + "toward", + "considerable", + "furthermore", + "examined", + "preoccupation", + "concomit", + "composition", + "employed", + "concerning", + "cuticle", + "evidently", + "notwithstanding", + "adjoining", + "thence", + "suggestive", + "complexion", + "occasioned", + "noted" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "obliquely", + "abutting", + "abrasive", + "delineated", + "abut", + "commenced", + "abrasion", + "protruding", + "necessitating", + "mottled", + "idal", + "fiss", + "excised", + "coloration", + "discontinuity", + "indistinct", + "imping", + "characterized", + "anisotropic", + "azimuth", + "purview", + "flanks", + "delineation", + "protrusion", + "contour", + "oblique", + "terminus", + "concomitant", + "incipient", + "mouth", + "ridge", + "topography" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "protruding", + "protrusion", + "debris", + "delineated", + "curving", + "perpendicular", + "emplacement", + "suture", + "affixed", + "lacer", + "scarred", + "etching", + "abutting", + "etched", + "demarc", + "delineation", + "angled", + "abrasion", + "scarring", + "protrusions", + "curved", + "deline", + "shoreline", + "etch", + "starboard", + "subsurface", + "littoral", + "scar", + "markings", + "azimuth", + "flanking" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "debris", + "protruding", + "perpendicular", + "suture", + "lacer", + "scarred", + "scarring", + "obliquely", + "curving", + "protrusion", + "abutting", + "deform", + "distal", + "angled", + "ruptured", + "delineated", + "flanking", + "protrusions", + "resection", + "emplacement", + "delineation", + "damaged", + "rupture", + "elongated", + "azimuth", + "jagged", + "excised", + "adjacent", + "geometry", + "flank", + "anatomical" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "scarring", + "damaged", + "debris", + "ruptured", + "necrotic", + "necrosis", + "scarred", + "disintegration", + "deform", + "discoloration", + "lacer", + "damaged", + "salvaged", + "scar", + "rupture", + "diseased", + "cicat", + "wounding", + "Deformation", + "debris", + "damage", + "deformation", + "disintegr", + "protruding", + "indicating", + "degradation", + "Damage", + "discontinuity", + "excision", + "excised", + "wreckage", + "abutting" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "necrotic", + "necrosis", + "debris", + "inconclusive", + "disintegration", + "scarring", + "artifact", + "artifacts", + "forensic", + "anatomical", + "discontinuity", + "diseased", + "cicat", + "resection", + "disintegr", + "discoloration", + "excised", + "Deformation", + "ruptured", + "deformation", + "decomposition", + "degradation", + "deform", + "deteriorated", + "protrusions", + "fissures", + "deformity", + "decay", + "indicating", + "damaged", + "betray" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "necrosis", + "necrotic", + "diseased", + "specimen", + "fail", + "holotype", + "decay", + "damaged", + "degradation", + "artifact", + "artifacts", + "pathology", + "diagnose", + "characterizing", + "deteriorated", + "resection", + "inconclusive", + "scarring", + "irreparable", + "deformity", + "failure", + "recovered", + "debris", + "deterioration", + "anomalous", + "corrupted", + "salvage", + "haunt" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "Ultimately", + "showcasing", + "culminating", + "whereupon", + "Which", + "ultimately", + "whence", + "Ultimately", + "characterized", + "demonstrating", + "which", + "featuring", + "tasked", + "Yet", + "Eventually", + "Featuring", + "simultaneously", + "comprised", + "punctuated", + "Notably", + "culminated", + "Conversely", + "necessitating", + "wherein", + "Eventually", + "whereas", + "meanwhile" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "Furthermore", + "Ultimately", + "Also", + "Yet", + "Meanwhile", + "Each", + "Their", + "whereas", + "Its", + "Yet", + "Furthermore", + "Eventually", + "Conversely", + "Ultimately", + "Eventually", + "Featuring", + "Conversely", + "Simultaneously", + "Their", + "Likewise", + "Its", + "Also", + "Finally", + "Again", + "Consequently", + "Similarly", + "meanwhile", + "Afterwards", + "Likewise", + "Each" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "whereas", + "Furthermore", + "Similarly", + "Conversely", + "furthermore", + "Also", + "Each", + "Meanwhile", + "Similarly", + "Simultaneously", + "Then", + "Finally", + "meanwhile", + "Likewise", + "Afterwards", + "Conversely", + "likewise", + "Secondly", + "Ultimately", + "conversely", + "Equally", + "Yet", + "Furthermore", + "Alongside", + "Each", + "Its", + "Also", + "Again", + "Which", + "simultaneously", + "Otherwise", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "whereas", + "Finally", + "Meanwhile", + "Secondly", + "secondly", + "Secondly", + "conversely", + "Furthermore", + "Its", + "tandis", + "Simultaneously", + "Equally", + "Alongside", + "Whether", + "Finally", + "Similarly", + "Beneath", + "Their", + "underneath", + "theirs", + "respectively", + "finally", + "Which", + "mselves", + "During", + "Similarly", + "Either", + "Neither", + "Within", + "Lastly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "Yet", + "mselves", + "whereas", + "Yours", + "Yet", + "accordingly", + "Its", + "furthermore", + "conversely", + "Meanwhile", + "Accordingly", + "Conversely", + "Lately", + "Nevertheless", + "Together", + "Accordingly", + "Conversely", + "wobei", + "Today", + "Recently", + "tandis", + "Consequently", + "Referred", + "anymore", + "lately", + "Along", + "Yesterday" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "furthermore", + "mselves", + "Consequently", + "Furthermore", + "Its", + "Conversely", + "whereas", + "Each", + "Along", + "conversely", + "They", + "Moreover", + "Within", + "Nevertheless", + "Together", + "Its", + "Meanwhile", + "Recently", + "Consequently", + "Yours", + "Today", + "Moreover", + "Along", + "Secondly", + "Conversely", + "Beneath", + "Regardless", + "Within", + "Their" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Meanwhile", + "furthermore", + "meanwhile", + "Consequently", + "Furthermore", + "Each", + "They", + "Yet", + "Recently", + "Regardless", + "Conversely", + "Together", + "Beneath", + "Secondly", + "Its", + "Welcome", + "Therefore", + "Its", + "Hence", + "conversely", + "Moreover", + "Within", + "Below", + "Along", + "nonetheless", + "Today", + "Nevertheless", + "Lately", + "Additionally", + "Meanwhile", + "Nonetheless" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Secondly", + "secondly", + "Furthermore", + "furthermore", + "Secondly", + "Welcome", + "Consequently", + "Needless", + "Except", + "Needless", + "Each", + "conversely", + "Conversely", + "Additionally", + "Hence", + "Alternatively", + "Likewise", + "jsonData", + "Ships", + "Meanwhile", + "unim", + "Terror", + "Notwithstanding", + "Another", + "Though", + "Unless", + "txt", + "Yet", + "Tissue" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "secondly", + "Secondly", + "plant", + "Secondly", + "ield", + "Meanwhile", + "indd", + "opy", + "Tis", + "acks", + "bred", + "balls", + "pots", + "conversely", + "Aren", + "ular", + "jpeg", + "endswith", + "THAN", + "endregion", + "quist" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "UMENT", + "secondly", + "opy", + "ular", + "plant", + "ument", + "ately", + "THAN", + "Secondly", + "ahme", + "ULAR", + "endregion", + "quist", + "ledes", + "heave", + "omatic", + "emat", + "ufer", + "nitrate", + "ufs" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "emat", + "secondly", + "igate", + "Secondly", + "UMENT", + "imiter", + "declare", + "volve", + "etera", + "ittle", + "ingly", + "ayet", + "heave", + "paginate", + "heading", + "ipation", + "ogloss" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "meet", + "The", + "he", + "sun", + "second", + "end", + "past", + "copy", + "pair", + "emat", + "length", + "evenly", + "tl", + "mat", + "Secondly", + "le", + "The", + "line", + "black", + "kill", + "union", + "meat", + "more", + "around", + "april", + "em", + "hat", + "rest", + "parts", + "jpg", + "fit", + "top" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 256316, + 171301, + 139408, + 84849, + 99229, + 82148, + 10620, + 8521, + 1959, + 298, + 534, + 4682, + 9473, + 14323, + 158567, + 212285, + 162096, + 160490, + 133216, + 139270, + 111642, + 155637, + 93445, + 177539, + 253726, + 244858 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 224278, + 84474, + 137534, + 178111, + 164212, + 83026, + 92351, + 35917, + 7030, + 990, + 1838, + 1286, + 3302, + 3901, + 120243, + 85137, + 60456, + 61023, + 22839, + 26759, + 24993, + 26973, + 71489, + 76639, + 140111, + 115093 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 239934, + 234062, + 219132, + 180225, + 109383, + 78187, + 14082, + 4937, + 534, + 815, + 419, + 642, + 268, + 569, + 22513, + 29390, + 17972, + 59447, + 26433, + 39967, + 61572, + 92224, + 137098, + 78300, + 87054, + 112142 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 26025, + 8302, + 19072, + 10166, + 12960, + 3573, + 5758, + 3384, + 1286, + 2331, + 2190, + 592, + 340, + 148, + 23517, + 42384, + 74521, + 25264, + 49320, + 32484, + 25978, + 44286, + 76196, + 41870, + 14516, + 406 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 25567, + 214305, + 184927, + 98554, + 60740, + 83752, + 145639, + 111954, + 78348, + 133736, + 110212, + 149809, + 145253, + 196788 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 206682, + 243741, + 232732, + 220665, + 179243, + 205910, + 201209, + 59957, + 19939, + 55563, + 101388, + 30097, + 71361, + 69633 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 159088, + 255710, + 214045, + 189202, + 139079, + 196479, + 105957, + 51517, + 69565, + 207110, + 170738, + 113673, + 212919, + 136476 + ] + }, + { + "label": "void", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 64936, + 232577, + 181473, + 46102, + 150609, + 14076, + 27396, + 130475, + 63049, + 45443, + 6367, + 27682, + 14965, + 5318 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "which", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "because", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "round", + "output_checked": true + }, + { + "concept": "each", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "cylindrical", + "score": 8.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "was", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "became", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "remained", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "within", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "lengthwise", + "score": 7.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "into", + "output_checked": true + }, + { + "concept": "halves", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "several", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "pattern", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "tearing", + "output_checked": true + }, + { + "concept": "where", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "shape", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "into", + "output_checked": true + }, + { + "concept": "cavity", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "intricate", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "protrusions", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "circumference", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "round", + "output_checked": true + }, + { + "concept": "diameter", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "tensile", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "cinematic", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ripping", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "tearing", + "output_checked": true + }, + { + "concept": "flanked", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "abutting", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "example", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "round", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sections", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "lacked", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "depressions", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "table", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "round", + "output_checked": true + }, + { + "concept": "shaped", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "tapering", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "ends", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "groove", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "slanted", + "output_checked": true + }, + { + "concept": "whereas", + "score": 3.0, + "best_rank": 3, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "visually", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "requisite", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "on", + "output_checked": true + }, + { + "concept": "spouses", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "berupa", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "depicting", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "arms", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "into", + "output_checked": true + }, + { + "concept": "portion", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "becoming", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "before", + "output_checked": true + }, + { + "concept": "then", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "The", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "representations", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "hemisph", + "output_checked": true + }, + { + "concept": "rectangular", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "vertical", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "pronounced", + "output_checked": true + }, + { + "concept": "larger", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "pizza", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "round", + "output_checked": true + }, + { + "concept": "used", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "being", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cookware", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "smooth", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "grooves", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "tray", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "designed", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "extending", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "rim", + "output_checked": true + }, + { + "concept": "eject", + "score": 2.0, + "best_rank": 2, + "best_depth": 48.8, + "near_token": "rim", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "Hail", + "nada", + "ervan", + "wand", + "quantos", + "undos", + "ynitrite", + "addRow", + "NORE", + "Kwa", + "maneiras", + "punkte", + "ties" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "ago", + "channel", + "rid", + "tons", + "opat", + "stir", + "dim", + "grac", + "Blanch", + "Mannes", + "lev", + "Sob", + "reu", + "pres", + "twe", + "trem", + "mamy", + "zorunda" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "Clon", + "dim", + "plo", + "reu", + "champ", + "Blanch", + "mamy", + "hus", + "Salv", + "ums", + "hush" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Sod", + "tfrac", + "champ", + "Hus", + "fam", + "essional", + "ilg", + "Langer", + "olyte", + "byt", + "alk", + "tene", + "Pres", + "reu" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "tene", + "Hus", + "Sod", + "ilj", + "olyte", + "Slave", + "byt", + "essional", + "tfrac", + "Reis", + "Langer", + "fam", + "Pres", + "lev", + "wedge" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "rem", + "icot", + "wyst", + "Vo", + "WOR", + "oben", + "rekken", + "setia", + "kuasa", + "hst", + "hely", + "IVI", + "susp", + "yn", + "ae", + "falls", + "Vla", + "atus", + "illing", + "sn", + "vy", + "tit", + "VERE" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "trading", + "tool", + "tools", + "HI", + "bro", + "das", + "sol", + "quire", + "Rim", + "truncate", + "contr", + "Me", + "Green", + "dal", + "formal", + "IVING", + "Wakefield", + "MI", + "serial", + "crow", + "Ged", + "hybrid" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "side", + "tool", + "HI", + "trading", + "truncate", + "tail", + "yal", + "lives", + "select", + "mei", + "Zealand", + "Green", + "tit", + "turbo", + "demos", + "serial", + "dad", + "valued", + "sol" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "select", + "blank", + "kick", + "sol", + "HI", + "tool", + "Green", + "Select", + "tools", + "record", + "remen", + "rem", + "Me", + "bro", + "Blank", + "lives", + "simple" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "ettle", + "fetch", + "linear", + "switch", + "Select", + "greeting", + "OOSE", + "olved", + "greet", + "cdots", + "subject", + "sus", + "REST", + "select", + "Green", + "notify", + "lives", + "tch", + "var", + "talk", + "discussed", + "deafness" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "fetch", + "Greet", + "greeting", + "switch", + "ettle", + "notify", + "olved", + "wechsel", + "greet", + "Fetch", + "RESOL", + "discuss", + "tit", + "titles", + "resolve", + "GetData", + "data", + "tch", + "SWITCH", + "discussed", + "isselle", + "scope", + "isel", + "Greeting", + "NDC" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "essage", + "BOSS", + "dash", + "erat", + "boss", + "anners", + "Dash", + "handset", + "press", + "lain", + "SANT", + "extend", + "CAL", + "epar", + "BL", + "rion", + "MAIL", + "riends", + "messaging", + "owed", + "PRESS", + "Spacer" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "restart", + "golfer", + "Restart", + "bosses", + "Restart", + "adet", + "staffers", + "cribable", + "department", + "rectum", + "restarting", + "sempat", + "decade", + "unched", + "playlists", + "buttonclick", + "assol" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "golfer", + "deka", + "God", + "punt", + "viol", + "brus", + "del", + "bedingt", + "preservar", + "solle", + "assol" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "logique", + "prong", + "logical", + "undocumented", + "toggle", + "fect", + "jeweils", + "logic", + "Prong", + "individu", + "ausge", + "logical", + "ssk", + "segmented", + "landen" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "idium", + "patched", + "tier", + "prong", + "ausge", + "spf", + "opnieuw", + "welt", + "opcode", + "morally", + "thereof", + "afect", + "ign", + "osp", + "sacrific", + "wir", + "halk", + "ham", + "wij", + "Tus", + "spf", + "fect", + "Versions", + "truncated", + "discord", + "branching", + "sped" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "adn", + "ovi", + "individual", + "awn", + "Pla", + "szen", + "contr", + "contre", + "parent" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "cantilever", + "forward", + "bl", + "keduanya", + "extr", + "simultaneously", + "forward" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "alike", + "Secondly", + "Secondly", + "Thirdly", + "industry", + "Lastly", + "weekly", + "Weekly", + "rebounding", + "Weekly", + "bellows", + "flows", + "Subs", + "workflow", + "descent", + "ForThe", + "Together", + "Lastly", + "themselves", + "backing", + "Subs", + "mselves", + "unfolding", + "Epit", + "Sound", + "Document", + "sheath", + "along" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "mselves", + "Consequently", + "meanwhile", + "Secondly", + "Secondly", + "Meanwhile", + "Additionally", + "Additionally", + "Furthermore", + "Yours", + "Secondary", + "Consequently", + "Early", + "Stem", + "EndOf", + "Increased", + "Bill", + "Its", + "Moreover", + "Document", + "Conversely", + "Lastly", + "Thirdly", + "Simultaneously", + "nThe", + "Independent" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Secondly", + "Secondly", + "Additionally", + "nThe", + "Additionally", + "Consequently", + "meanwhile", + "mselves", + "Yours", + "furthermore", + "Meanwhile", + "Secondary", + "Consequently", + "Lesser", + "sheath", + "Early", + "Moreover", + "Biological", + "Steinberg", + "Tragedy", + "Furthermore", + "Within" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Secondly", + "secondly", + "furthermore", + "Secondly", + "ingly", + "Consequently", + "Allow", + "heave", + "heading", + "Ships", + "paragraph", + "unim", + "conversely", + "Bid", + "subheading", + "Morton", + "Posters", + "Otherwise", + "StringTo", + "framing", + "Sick", + "Furthermore", + "Consequently", + "Peripheral", + "consequently", + "sted", + "Except" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "endswith", + "Secondly", + "chapter", + "heading", + "secondly", + "Allow", + "piece", + "paragraph", + "heading", + "versa", + "plant", + "sure", + "Havre", + "Otherwise", + "Secondly", + "Early", + "Border", + "Meanwhile", + "Survival", + "conversely", + "Second", + "subheading", + "heave" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "paragraph", + "heading", + "secondly", + "Secondly", + "sure", + "Early", + "endswith", + "heading", + "Exercise", + "chapter", + "weak", + "heave", + "wind", + "Meanwhile", + "Allow", + "subheading", + "Begin", + "Border", + "Havre", + "plant", + "border", + "subsection", + "piece", + "part", + "begin" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Secondly", + "heading", + "secondly", + "heading", + "hole", + "black", + "sure", + "Border", + "imiter", + "hline", + "Border", + "border", + "Secondly", + "heave", + "alone", + "paragraph", + "closed", + "chapter", + "ingly", + "ently", + "igator", + "igate", + "versa" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "end", + "The", + "he", + "black", + "hole", + "parts", + "meet", + "Secondly", + "tip", + "padding", + "bordered", + "closed", + "part", + "hline", + "Sb", + "hd", + "ond", + "append", + "to", + "catch", + "em", + "here", + "Stand", + "filled", + "et", + "caption", + "second", + "more", + "eth", + "apply", + "meat", + "angle" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "shape", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "into", + "output_checked": true + }, + { + "concept": "cylindrical", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "symmetrically", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "halves", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "lengthwise", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "protrusions", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "pattern", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "tearing", + "output_checked": true + }, + { + "concept": "tapering", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "groove", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "slanted", + "output_checked": true + }, + { + "concept": "ends", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "verw", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "remained", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "ostat", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "punt", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "each", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "on", + "output_checked": true + }, + { + "concept": "elongated", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "pronounced", + "output_checked": true + }, + { + "concept": "intricate", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "embedded", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "inclusions", + "output_checked": true + }, + { + "concept": "smooth", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "table", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "round", + "output_checked": true + }, + { + "concept": "boo", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "before", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "halk", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "slanted", + "output_checked": true + }, + { + "concept": "datasheet", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "entrambi", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "shaped", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "hemisph", + "output_checked": true + }, + { + "concept": "Each", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rim", + "output_checked": true + }, + { + "concept": "rectangular", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "were", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "axis", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "slanted", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Yours", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "around", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "machined", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "plate", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "tubing", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "engraved", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "perfectly", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "encir", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "rim", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "depressions", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "opposing", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "on", + "output_checked": true + }, + { + "concept": "within", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "inclusions", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "CRED", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "on", + "output_checked": true + }, + { + "concept": "kuri", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "bit", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "combined", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "tread", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "sest", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ello", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "heat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "hemisph", + "output_checked": true + }, + { + "concept": "ticker", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "retomar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "tearing", + "output_checked": true + }, + { + "concept": "restart", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "del", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "brus", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "dabei", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Jaz", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "aluminum", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-01__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-ductile-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Energy-absorbing dimpled separation 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A nickel coupon accumulated large permanent elongation before rupture. Microscopy showed a honeycomb of deep depressions surrounding second-phase particles.", + "prompt_tail": "A nickel coupon accumulated large permanent elongation before rupture. Microscopy showed a honeycomb of deep depressions surrounding second-phase particles.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-ductile-02", + "carrier_id": null, + "target_family": "ductile", + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "black", + "generated_token_ids": [ + 8916 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 2040, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 21546 + }, + { + "label": "nucleation", + "best_rank": 1915, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 2671 + }, + { + "label": "coalescence", + "best_rank": 452, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 21347 + }, + { + "label": "void", + "best_rank": 6290, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 1633 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "ients", + "orry", + "hereby", + "ogether", + "accordingly", + "hence", + "leness", + "ilities", + "eles", + "isses", + "elm", + "item", + "together", + "ises", + "according", + "itors", + "oba", + "iken", + "furthermore", + "together", + "hence", + "ertain" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "persons", + "lle", + "leness", + "ii", + "gonna", + "alike", + "persons", + "d", + "ion", + "ort", + "ients", + "eded", + "zis", + "ided", + "ids", + "ither", + "orie", + "thereof", + "arie", + "dia", + "sic", + "tics", + "ited", + "ilities", + "zia", + "zes", + "nti", + "lly" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "gonna", + "lle", + "etc", + "thereof", + "alike", + "etc", + "sic", + "thereon", + "xd", + "ILD", + "dia", + "leness", + "dll", + "nti", + "zis", + "ids", + "ii", + "ients", + "organisation", + "dz", + "defence", + "oides", + "persons", + "lly" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "thereon", + "yses", + "persons", + "herein", + "thereto", + "oides", + "sic", + "thereof", + "therein", + "herewith", + "lle", + "zis", + "ented", + "therefrom", + "therewith", + "ided", + "youths", + "hereafter", + "amente" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "thereon", + "yses", + "sic", + "thereof", + "herein", + "thereto", + "wherein", + "whilst", + "zis", + "herewith", + "commenced", + "persons", + "thence", + "efectu", + "lle", + "eded", + "hereto", + "therewith", + "osite", + "thereafter" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "thereafter", + "commenced", + "thereto", + "upon", + "wherein", + "thereon", + "which", + "whilst", + "herein", + "consisted", + "specimens", + "Upon", + "yses", + "whereupon", + "Util", + "indications", + "furthermore", + "therefrom", + "thereof", + "utilized", + "Upon", + "pertaining", + "sic", + "hereafter", + "utilised" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "neighboring", + "nearby", + "adjoining", + "notably", + "thereto", + "toward", + "specimens", + "wrought", + "coloration", + "heretofore", + "odors", + "spersed", + "abutting", + "noted", + "notable", + "thence", + "Nearby", + "characterized", + "indications", + "markedly", + "elingen", + "foodstuffs", + "utilized", + "beneath", + "proximate", + "upon", + "prior", + "mottled", + "omin", + "Upon" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "heretofore", + "indistinct", + "thence", + "coloration", + "alike", + "furthermore", + "whereupon", + "histologic", + "characterized", + "aceous", + "periodical", + "preoccupation", + "concomit", + "ossos", + "merely", + "acial", + "adjoining", + "cerning", + "antile", + "concomitant", + "odors", + "epidermis", + "wherein", + "specimens", + "carcinoma", + "pall" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "mottled", + "micrographs", + "micrograph", + "morphology", + "striated", + "microscopy", + "silice", + "necrosis", + "morphologies", + "histologic", + "coloration", + "pall", + "topography", + "anatomical", + "mandib", + "histological", + "metallurgical", + "ultrast", + "mastic", + "Morphology", + "microscopic", + "epidermal", + "delineated", + "incipient", + "neoplastic", + "characteristic", + "specimens", + "tubercul", + "ubiquitous", + "periphery", + "hypertro", + "immunohist" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "micrograph", + "microscopy", + "micrographs", + "histological", + "diagnostic", + "mottled", + "necrosis", + "dend", + "striated", + "morphology", + "microstructure", + "subsurface", + "vasculature", + "staining", + "coloration", + "hypertro", + "sintered", + "histology", + "silice", + "tissue", + "characteristic", + "tumor", + "vascular", + "microscopic", + "anatomical", + "dendritic", + "symptomatic", + "excavated", + "epidermal", + "ultrast", + "carapace" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "necrosis", + "metallurgical", + "micrograph", + "microscopy", + "anatomical", + "hypertro", + "diagnostic", + "coloration", + "symptomatic", + "micrographs", + "mottled", + "discoloration", + "tumor", + "staining", + "morphology", + "dend", + "necro", + "diseased", + "vasculature", + "textural", + "characteristic", + "excavated", + "striated", + "vascular", + "deform", + "histological", + "subsurface", + "ultrast", + "observed", + "excav", + "visc" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "necrosis", + "symptomatic", + "diseased", + "diagnosis", + "diagnostic", + "diagnose", + "Diagnosis", + "pathology", + "pathological", + "Diagnosis", + "tumor", + "deform", + "necro", + "discoloration", + "symptoms", + "metabolic", + "corrosion", + "morphology", + "phyt", + "fungus", + "diagnostic", + "diagnosed", + "suggestive", + "diagnosing", + "bacter", + "tumors", + "coloration", + "Diagnostic", + "exacerbated" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "suggestive", + "symptomatic", + "indicative", + "diagnose", + "necrosis", + "indicating", + "suggesting", + "characteristic", + "diagnostic", + "microscopy", + "diseased", + "exacerbated", + "Diagnosis", + "pathology", + "pathological", + "aberrant", + "symptoms", + "apparently", + "metabolic", + "Pathology", + "unusual", + "corrosion", + "deform", + "morphology", + "reminiscent", + "anomalous", + "exhibiting", + "anatomical", + "Diagnosis", + "intensified", + "suppuration", + "diagnosed" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "suggestive", + "reminiscent", + "symptomatic", + "grotesque", + "indicating", + "indicative", + "diagnose", + "Diagnosis", + "evocative", + "describe", + "symptoms", + "suggesting", + "deform", + "Diagnosis", + "diseased", + "horrifying", + "describing", + "tumors", + "necrosis", + "resembling", + "coloration", + "Symptoms", + "inexplicable", + "deformity", + "pathology", + "Symptoms", + "aberrant", + "hinting", + "describ", + "described" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "threatening", + "suggesting", + "accompanying", + "Afterwards", + "accompanied", + "reportedly", + "Suddenly", + "while", + "blamed", + "Suddenly", + "which", + "simultaneously", + "confronting", + "flanked", + "punctuated", + "supporting", + "characterized", + "backed", + "witnesses", + "critics", + "demonstrations", + "this", + "accused", + "exacerbated", + "confrontations", + "showing", + "helping", + "publicly", + "crushing", + "Frequently", + "commentators" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Meanwhile", + "Afterwards", + "Also", + "Furthermore", + "Conversely", + "Also", + "Similarly", + "meanwhile", + "Simultaneously", + "whereas", + "Similarly", + "Meanwhile", + "Consequently", + "Likewise", + "Secondly", + "Conversely", + "furthermore", + "Consequently", + "Likewise", + "Afterward", + "During", + "Recently", + "Subsequently", + "Later", + "Recently", + "Alongside", + "whereas", + "During", + "simultaneously", + "Later" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Similarly", + "Similarly", + "Conversely", + "conversely", + "Furthermore", + "Meanwhile", + "meanwhile", + "furthermore", + "Conversely", + "Also", + "whereas", + "likewise", + "Likewise", + "Simultaneously", + "During", + "Also", + "similarly", + "Secondly", + "Alongside", + "Again", + "Furthermore", + "Afterwards", + "During", + "Consequently", + "Equally", + "else", + "Then", + "Likewise", + "Subsequently", + "correspondingly", + "Moreover" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "conversely", + "furthermore", + "Meanwhile", + "Simultaneously", + "Though", + "Alongside", + "During", + "whereas", + "Similarly", + "Similarly", + "During", + "while", + "While", + "Equally", + "Though", + "Likewise", + "Alongside", + "While", + "separately", + "likewise", + "although", + "Furthermore", + "worst", + "alongside", + "simultaneously", + "tandis", + "Along", + "Along", + "Combining" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "conversely", + "meanwhile", + "Conversely", + "Its", + "Meanwhile", + "Worry", + "Along", + "Lately", + "During", + "lately", + "vice", + "Though", + "Yesterday", + "Atm", + "whereas", + "letz", + "Recently", + "Recent", + "Conversely", + "Contrast", + "Yours", + "maxima", + "Simultaneously", + "During", + "Though", + "Yet", + "Contrast", + "endoscopy" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Its", + "Conversely", + "Conversely", + "Recent", + "During", + "Consequently", + "During", + "Similarly", + "conversely", + "Moreover", + "Moreover", + "Its", + "Recent", + "Along", + "Along", + "meanwhile", + "Compared", + "Recently", + "Lately", + "Furthermore", + "Likewise", + "Symptoms", + "Consequently", + "Imaging", + "mselves", + "They", + "Yours", + "Worry" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Recent", + "Conversely", + "Its", + "Meanwhile", + "conversely", + "Recent", + "Consequently", + "Conversely", + "Its", + "Recently", + "Lately", + "Another", + "Yet", + "During", + "This", + "While", + "Symptoms", + "LEM", + "During", + "Though", + "Similarly", + "vice", + "Welcome", + "Consequently", + "They", + "Moreover", + "Likewise" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Though", + "Secondly", + "Conversely", + "conversely", + "Yet", + "hydrox", + "LEM", + "Likewise", + "They", + "Pourtant", + "Welcome", + "Observe", + "ImagePath", + "Conversely", + "This", + "Although", + "secondly", + "Consequently", + "furthermore", + "Recent", + "coli", + "However", + "Similarly", + "txt", + "Another" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Secondly", + "balls", + "Errors", + "Depend", + "Secondly", + "endswith", + "conversely", + "opy", + "json", + "UMENT", + "arrow", + "plant", + "ErrorMessage", + "rinse", + "secondly", + "quote", + "union", + "Subs", + "insertCell", + "WAS", + "exceptions", + "Acid", + "WithError" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "arrow", + "UMENT", + "ument", + "Secondly", + "Tis", + "rief", + "ILL", + "ball", + "Pfe", + "wich", + "ullah", + "thumb", + "balls", + "Secondly", + "Vet", + "opy", + "bat", + "union", + "umno", + "plant", + "bloc", + "ular", + "bullet", + "bred" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "UMENT", + "arrow", + "gov", + "subs", + "ioxide", + "bull", + "bola", + "ument", + "heading", + "Secondly", + "exceptions", + "Subs", + "thumb", + "ulang", + "Toxicity", + "bat", + "VI", + "heading", + "gif", + "Arguments" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "black", + "bull", + "subs", + "ocy", + "bl", + "grid", + "lattice", + "heavy", + "nickel", + "second", + "bubble", + "block", + "spinal", + "substrate", + "ument", + "Nickel", + "underline", + "deep", + "snowflake", + "umb", + "sun", + "period", + "increasing", + "hist", + "equipment", + "guess", + "honeycomb", + "pin", + "applied", + "cyan", + "kinetic", + "The" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 255410, + 169594, + 158609, + 192327, + 213586, + 206481, + 143687, + 88542, + 4466, + 514, + 2041, + 8083, + 20216, + 38243, + 202301, + 255990, + 241843, + 215828, + 173610, + 129378, + 113228, + 151432, + 77055, + 123669, + 216309, + 173503 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 220943, + 150194, + 166222, + 177609, + 179592, + 136991, + 38940, + 61363, + 2515, + 790, + 3261, + 1916, + 13821, + 31282, + 126399, + 111443, + 69103, + 29937, + 24621, + 44526, + 25822, + 28009, + 25023, + 33982, + 51005, + 12664 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 251358, + 242745, + 221024, + 228567, + 174181, + 87668, + 10739, + 13497, + 1111, + 640, + 831, + 589, + 453, + 1932, + 15806, + 15869, + 15055, + 42439, + 41922, + 32414, + 33610, + 61891, + 108416, + 84656, + 208303, + 124542 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 28115, + 6617, + 10001, + 9500, + 17785, + 13851, + 14520, + 24009, + 13289, + 9543, + 12604, + 6291, + 6917, + 7795, + 30046, + 29210, + 119776, + 31144, + 21981, + 51123, + 52449, + 18928, + 12989, + 9313, + 14335, + 290 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 21547, + 171750, + 183941, + 101411, + 114546, + 107870, + 107596, + 233331, + 216015, + 66325, + 49082, + 35839, + 56512, + 49528 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 227971, + 191967, + 225493, + 235777, + 238523, + 226605, + 164691, + 13760, + 28272, + 2672, + 3660, + 17390, + 25442, + 8769 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 143098, + 259787, + 236682, + 204343, + 236626, + 228216, + 93836, + 33905, + 21348, + 80688, + 64009, + 102227, + 85827, + 45102 + ] + }, + { + "label": "void", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 97825, + 205282, + 94091, + 9210, + 141213, + 55235, + 49650, + 58956, + 84982, + 14344, + 5335, + 20621, + 3971, + 1634 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 13.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "several", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "large", + "output_checked": true + }, + { + "concept": "during", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cracks", + "score": 10.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "alloy", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "failure", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "began", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "which", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "quarters", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "fracture", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "ductility", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "significant", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "that", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "the", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "surrounding", + "output_checked": true + }, + { + "concept": "when", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "Its", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "honeycomb", + "output_checked": true + }, + { + "concept": "after", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "near", + "score": 4.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "nearby", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "surrounding", + "output_checked": true + }, + { + "concept": "dioxide", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "honeycomb", + "output_checked": true + }, + { + "concept": "losses", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "large", + "output_checked": true + }, + { + "concept": "tested", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "whereas", + "score": 3.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "before", + "output_checked": true + }, + { + "concept": "diagnostic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "fractal", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "honeycomb", + "output_checked": true + }, + { + "concept": "cavern", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "deep", + "output_checked": true + }, + { + "concept": "neighbors", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "surrounding", + "output_checked": true + }, + { + "concept": "necrosis", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cavities", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "mineralization", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "specimen", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "evidence", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "oxide", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "suggestive", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "both", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "individuals", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "was", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "within", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "where", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "layer", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "second", + "output_checked": true + }, + { + "concept": "oxides", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "magnetization", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "Its", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "nucleation", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "second", + "output_checked": true + }, + { + "concept": "revealed", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "precipitates", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "assayed", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "accret", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "huge", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "large", + "output_checked": true + }, + { + "concept": "observed", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "geologic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "second", + "output_checked": true + }, + { + "concept": "mineral", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "resultat", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "large", + "output_checked": true + }, + { + "concept": "exhibiting", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "Hail", + "ervan", + "Kwa", + "nada", + "quantos", + "ynitrite", + "undos", + "anque", + "punkte", + "nok", + "trump" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "lev", + "stir", + "opat", + "Cann", + "tons", + "Sob", + "channel", + "grac", + "Cole", + "Beg", + "champ", + "Mannes", + "trem", + "Gay", + "blot", + "Champ", + "Blanch", + "prof", + "Prote", + "Proc", + "reu" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "champ", + "Pres", + "chum", + "Champ", + "fam", + "lev", + "stir", + "opat", + "Auff", + "reu", + "rid", + "Cann", + "grac", + "acid", + "phones", + "Clon", + "blot" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ilj", + "champ", + "tfrac", + "def", + "ilg", + "chum", + "usan", + "Reis", + "alk", + "fam", + "Mani", + "essional", + "noch", + "olyte", + "bog", + "Sesam", + "onn", + "reu", + "Pres" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Mani", + "ilj", + "champ", + "tfrac", + "dim", + "ago", + "glob", + "essional", + "chum", + "grac", + "Tit", + "Reis", + "Lef", + "ingt", + "olyte" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "ilers", + "det", + "hst", + "amb", + "Su", + "VERE", + "yn", + "sn", + "Vo", + "fan", + "WOR", + "oben", + "ORS", + "terc", + "Sed", + "Nagata", + "su", + "illing", + "s", + "hely" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "tools", + "tool", + "HI", + "kick", + "Sol", + "duct", + "don", + "Green", + "OHC", + "trading", + "demos", + "pipeline", + "DEP", + "nial", + "turbo", + "remen", + "Me", + "looking" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "tool", + "HI", + "trading", + "tail", + "pipeline", + "rem", + "sol", + "kick", + "turbo", + "Werk", + "remen", + "ORS", + "lives", + "verz" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "sol", + "select", + "tail", + "record", + "tool", + "tools", + "Sol", + "rem", + "Green", + "serial", + "kick", + "remen", + "Select", + "linear", + "HI", + "mech", + "locks", + "nop" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "fetch", + "Select", + "linear", + "listener", + "select", + "subject", + "OOSE", + "cdots", + "common", + "ettle", + "sus", + "data", + "tools", + "Tos", + "side", + "traits", + "switch", + "discussed", + "greet", + "deafness", + "cactus" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "listener", + "greeting", + "Greet", + "speaker", + "switch", + "ettle", + "wechsel", + "fetch", + "Greeting", + "Listener", + "cereal", + "linear", + "Speaker", + "felt", + "Gol", + "Tos", + "microsoft", + "meetings", + "chef", + "CUSTOM", + "usel", + "data" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "inge", + "alh", + "odrome", + "bag", + "lb", + "PAS", + "ilj", + "elang", + "hauser", + "baguette", + "financeiros", + "bag", + "briefcase", + "issel", + "nows", + "ucar", + "uya", + "awr", + "Mif" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "dictionaries", + "cama", + "pelanggan", + "milion", + "diction", + "bosses", + "spielt", + "blas", + "lick", + "abilecek", + "despert", + "httpClient", + "rooftops" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "deka", + "god", + "solle", + "assol", + "God", + "delt", + "rotz", + "blas", + "okol", + "viol", + "dfs", + "kund", + "bilgiler" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "tier", + "prong", + "ausge", + "logique", + "logic", + "Jahres", + "esa", + "avanje", + "deniz", + "bitwise", + "ktor", + "ker", + "welt", + "azimuth", + "Jaz" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "wir", + "ospel", + "tier", + "azimuth", + "wz", + "wij", + "halk", + "itch", + "casilla", + "Verw", + "mozz", + "endroits", + "Warr", + "edged", + "ham", + "tti", + "daran", + "Stein", + "spf", + "cii", + "iy", + "lichkeit" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "contr", + "ilm", + "hor", + "spf", + "baik", + "contre", + "penj" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "tensor", + "slit", + "spatial", + "slit", + "sprite", + "scatterplot", + "tensor", + "stained", + "warz", + "spatial", + "microarray", + "andet", + "endregion", + "sn", + "dye", + "Dlg", + "spatially", + "ofluorescence" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Meanwhile", + "meanwhile", + "Compared", + "this", + "Simultaneously", + "nD", + "Together", + "Similarly", + "olit", + "dee", + "Afterward", + "Along", + "clen", + "lately", + "imaged", + "This", + "Along", + "These", + "Subs", + "Imaging", + "Calc", + "lobes" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Microscopy", + "Scanning", + "microscopy", + "meanwhile", + "Simultaneously", + "micrograph", + "Morphology", + "This", + "Surface", + "Symptoms", + "micrographs", + "Scanning", + "Microsc", + "histology", + "Hist", + "Spectroscopy", + "Similarly", + "Surface", + "SEM", + "Subsequent" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "Scanning", + "micrograph", + "Symptoms", + "This", + "Simultaneously", + "Similarly", + "histology", + "Upon", + "this", + "Conversely", + "these", + "Microscopy", + "These", + "Recently", + "Likewise", + "Pathology" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "These", + "Similarly", + "Simultaneously", + "Furthermore", + "Though", + "Secondly", + "Conversely", + "conversely", + "Although", + "Scanning", + "Physically", + "this", + "Specifically", + "Afterwards", + "Upon", + "However", + "Both", + "Likewise" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "These", + "Simultaneously", + "Similarly", + "Both", + "urally", + "Specifically", + "Likewise", + "Secondly", + "Scanning", + "this", + "This", + "conversely", + "These", + "Neither", + "Conversely", + "Issues", + "Hence", + "these", + "Therefore", + "Such" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "These", + "Simultaneously", + "urally", + "Both", + "Similarly", + "This", + "this", + "Those", + "Specifically", + "Interestingly", + "Another", + "Neither", + "Secondly", + "Therefore", + "ologically", + "Initially", + "conversely", + "These", + "Though", + "Conversely", + "Identifying", + "Scanning" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "These", + "Those", + "Identifying", + "Another", + "Identification", + "Simultaneously", + "Both", + "Specifically", + "this", + "This", + "Scanning", + "Below", + "unusually", + "Historically", + "cular", + "urally", + "Secondly", + "Excessive", + "fiss", + "Such", + "around", + "Internal", + "Experimental" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "Microscopy", + "Deep", + "A", + "In", + "High", + "Initial", + "Below", + "On", + "Furthermore", + "Secondary", + "It", + "Second", + "Another", + "Micro", + "Surface", + "Fracture", + "Morphology", + "When", + "Internal", + "While", + "Specifically", + "Such", + "Hist", + "Near", + "Identification", + "Specific", + "Simultaneously", + "His", + "Analysis" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "fracture", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "cracks", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "deep", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "honeycomb", + "output_checked": true + }, + { + "concept": "prong", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "large", + "output_checked": true + }, + { + "concept": "when", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "alloy", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "reveals", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "after", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "duke", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "layer", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "the", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "surrounding", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "carbides", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "second", + "output_checked": true + }, + { + "concept": "This", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "boo", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "before", + "output_checked": true + }, + { + "concept": "viol", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "honeycomb", + "output_checked": true + }, + { + "concept": "that", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "near", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "ASTM", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "deformation", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "magnetization", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "stage", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "precipitates", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Pat", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "tek", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "ello", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "roar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "second", + "output_checked": true + }, + { + "concept": "dictionaries", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "Incre", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "grud", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "surrounding", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "dazu", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "tier", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Versions", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "Stein", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "large", + "output_checked": true + }, + { + "concept": "OfMonth", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "before", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "peric", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "flo", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "soud", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "surrounding", + "output_checked": true + }, + { + "concept": "kernel", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "datasheet", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "muestras", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "losses", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "arrangement", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "honeycomb", + "output_checked": true + }, + { + "concept": "voids", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "deep", + "output_checked": true + }, + { + "concept": "defects", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "second", + "output_checked": true + }, + { + "concept": "nodes", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "sweater", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "was", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "sebanyak", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "amount", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "large", + "output_checked": true + }, + { + "concept": "increase", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "reaching", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "before", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-02__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-ductile-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Energy-absorbing dimpled separation 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A copper tensile specimen lost much of its cross-sectional area before failure. Small particle-centered holes had enlarged and joined across the final ligament.", + "prompt_tail": "A copper tensile specimen lost much of its cross-sectional area before failure. Small particle-centered holes had enlarged and joined across the final ligament.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-ductile-03", + "carrier_id": null, + "target_family": "ductile", + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 215, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 4880 + }, + { + "label": "nucleation", + "best_rank": 227, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 14344 + }, + { + "label": "coalescence", + "best_rank": 23, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 17417 + }, + { + "label": "void", + "best_rank": 1401, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 11025 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "hereby", + "orry", + "accordingly", + "hence", + "ogether", + "leness", + "ients", + "therefore", + "iken", + "isses", + "item", + "ilities", + "according", + "eles", + "oba", + "ammed", + "furthermore", + "which", + "ertain", + "together", + "ises", + "asons", + "anyak" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "thing", + "persons", + "hence", + "leness", + "d", + "ither", + "alike", + "etc", + "arie", + "eded", + "zis", + "ion", + "ie", + "ii", + "everybody", + "orie", + "somebody", + "ewise", + "wanna", + "dia", + "sic", + "gement", + "nig", + "lly", + "ort", + "iew", + "ise", + "wards", + "ients" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "persons", + "lle", + "alike", + "thing", + "etc", + "hence", + "anybody", + "defence", + "etc", + "centre", + "needful", + "wards", + "till", + "centre", + "ain", + "dll", + "ither", + "ii", + "probably", + "stuff", + "xd", + "basically", + "everybody", + "somebody", + "nobody", + "thereon", + "sic" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "persons", + "sebagainya", + "centre", + "centre", + "lle", + "leness", + "afield", + "hearers", + "sic", + "abouts", + "efectu", + "thereto", + "yses", + "wl", + "thence", + "fichero", + "ised", + "osite", + "ogether", + "anybody", + "organised", + "lli" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "centre", + "centre", + "alike", + "persons", + "organised", + "organise", + "ised", + "whilst", + "organisations", + "efectu", + "everybody", + "organisation", + "afterwards", + "wards", + "gonna", + "somebody", + "anybody", + "thence", + "afield", + "colours", + "lle", + "fibres", + "abouts", + "isto", + "Whilst", + "authorised", + "organisational", + "sebagainya" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "afterwards", + "although", + "centre", + "whilst", + "ised", + "whereas", + "which", + "also", + "everybody", + "assisted", + "somebody", + "anybody", + "organised", + "together", + "soon", + "gonna", + "Whilst", + "however", + "probably", + "hence", + "Also", + "centre", + "sorry", + "although", + "Whilst", + "area", + "colours", + "consisted", + "recognised", + "lli", + "authorised" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "whilst", + "thence", + "quite", + "alike", + "thereto", + "Whilst", + "apiece", + "whereupon", + "adjoining", + "Whilst", + "however", + "owing", + "wards", + "considerable", + "whence", + "requisite", + "suitably", + "comprised", + "appreciably", + "sundry", + "centre", + "considerably", + "comprising", + "whereby", + "nearer", + "wee", + "utilised", + "heretofore", + "inasmuch" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "thereto", + "thence", + "apiece", + "whilst", + "regarded", + "neath", + "unto", + "whereupon", + "sundry", + "ossos", + "commenced", + "quite", + "whence", + "considerable", + "likewise", + "furthermore", + "whereas", + "owing", + "presently", + "Whilst", + "heretofore", + "inasmuch", + "Owing", + "considerazione", + "Owing", + "scarcely" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "thence", + "apiece", + "comprising", + "requisite", + "whilst", + "thereto", + "delineated", + "riv", + "neath", + "nhau", + "tejido", + "sundry", + "fibres", + "uniting", + "zijde", + "mottled", + "endeavour", + "Whilst", + "coales", + "commenced", + "deline", + "ouveau", + "mend", + "regarded", + "birl", + "itherto", + "hitherto", + "wrought" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "suture", + "splice", + "coales", + "splicing", + "distal", + "coalescence", + "splice", + "thrombosis", + "ruptured", + "obliterated", + "thick", + "rupture", + "delineated", + "impermeable", + "riv", + "deline", + "crossing", + "plast", + "definitive", + "stitching", + "interlocking", + "hull", + "birl", + "weld", + "rupt", + "confluence", + "irrevoc", + "carapace", + "defining", + "repaired", + "fiss" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "suture", + "distal", + "splice", + "obliterated", + "blockage", + "ruptured", + "rupture", + "resection", + "fracturing", + "fouling", + "carapace", + "swollen", + "breached", + "removal", + "surgical", + "edema", + "rupt", + "breaching", + "debris", + "repaired", + "plating", + "deleterious", + "impervious", + "impermeable", + "closure", + "splice", + "coales", + "symptomatic", + "breakage", + "thinning", + "thrombosis" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "failure", + "disintegration", + "final", + "closure", + "collapse", + "deterioration", + "distal", + "rupt", + "diseased", + "fracturing", + "fragmentation", + "necrosis", + "ruptured", + "Failure", + "deteriorated", + "thinning", + "collapsing", + "disintegr", + "Collapse", + "degradation", + "Failure", + "dissolution", + "failure", + "rupture", + "Closure", + "Closure", + "disintegrated", + "formation", + "finish", + "defect" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "collapse", + "disintegration", + "fracturing", + "fragmentation", + "Fragmentation", + "disintegrated", + "catastrophic", + "necrotic", + "failure", + "exacerbated", + "Collapse", + "failed", + "failures", + "rupt", + "collapsing", + "fatally", + "disintegr", + "structural", + "necrosis", + "diseased", + "breached", + "penetrated", + "Structural", + "coalescence", + "dissolved", + "collapsed", + "dissolution", + "Failure", + "violating" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "collapse", + "failures", + "fatally", + "Collapse", + "attacking", + "catastrophic", + "destructive", + "destroying", + "fragmentation", + "failed", + "describe", + "collapse", + "simultaneous", + "inflicted", + "fracturing", + "cannibal", + "failure", + "diagram", + "defect", + "Fragmentation", + "coalescence", + "destroyed", + "deform", + "violating" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "whereas", + "during", + "several", + "which", + "During", + "During", + "whilst", + "threatening", + "Suddenly", + "who", + "while", + "recently", + "enemy", + "Which", + "whence", + "Consequently", + "Eventually", + "during", + "Afterwards", + "suddenly", + "each", + "both", + "wards", + "further", + "helping", + "concerned", + "lyn", + "opposed", + "tonight", + "afterwards", + "assisted", + "accompanying" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "ertain", + "whereas", + "During", + "Consequently", + "furthermore", + "Consequently", + "Conversely", + "else", + "During", + "Furthermore", + "Meanwhile", + "Similarly", + "Certainly", + "Recently", + "meanwhile", + "Conversely", + "elson", + "Similarly", + "accordingly", + "Recently", + "likewise", + "aneous", + "Again", + "lately", + "Eventually", + "Afterwards", + "wards", + "Also", + "Yet", + "Likewise" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Conversely", + "meanwhile", + "furthermore", + "Furthermore", + "Meanwhile", + "Conversely", + "else", + "During", + "whereas", + "Similarly", + "Consequently", + "Similarly", + "conversely", + "During", + "There", + "Recently", + "likewise", + "Likewise", + "Consequently", + "Also", + "Finally", + "anymore", + "thereafter", + "Afterwards", + "Equally", + "Alongside", + "Then", + "Again", + "Yet", + "lately", + "Furthermore" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "else", + "anymore", + "They", + "During", + "Similarly", + "Equally", + "Yet", + "Similarly", + "conversely", + "There", + "elsewhere", + "Meanwhile", + "accordingly", + "alike", + "likewise", + "theirs", + "whereas", + "Furthermore", + "During", + "vice", + "similarly", + "Yet", + "therefore", + "Finally", + "Again", + "lately", + "Recently", + "mselves" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "theirs", + "mselves", + "meanwhile", + "During", + "During", + "aneous", + "itness", + "vice", + "whereupon", + "ildet", + "Concern", + "ductory", + "elae", + "andum", + "atrical", + "Meanwhile", + "roft", + "Details", + "Recently", + "holtz", + "While", + "Recently", + "ificance", + "andia" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Their", + "Consequently", + "meanwhile", + "theirs", + "holtz", + "Those", + "nThe", + "Their", + "They", + "mselves", + "During", + "anymore", + "Along", + "Hence", + "AnimationFrame", + "Consequently", + "This", + "During", + "istics", + "Those", + "Yet", + "Recent", + "Recently", + "TERY", + "These" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Their", + "Meanwhile", + "Consequently", + "nThe", + "theirs", + "meanwhile", + "Their", + "They", + "Hence", + "holtz", + "Attached", + "anymore", + "Needs", + "Tissue", + "This", + "These", + "Why", + "Facing", + "What", + "Therefore", + "Its", + "Recent", + "Recently", + "Consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Hence", + "endum", + "acles", + "aments", + "ATION", + "AnimationFrame", + "PECT", + "StackTrace", + "Facing", + "fordern", + "Its", + "Consequently", + "FAE", + "acate", + "Hence", + "sted", + "tration", + "ribs", + "TestCase", + "txt" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "endum", + "helium", + "Trace", + "Scan", + "Bred", + "plet", + "aments", + "Rand", + "ANCES", + "trac", + "Trace", + "mum", + "Tracing", + "endswith", + "InstanceOf", + "ENCED", + "stof", + "Meanwhile", + "UMENT", + "hastal" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "plet", + "antia", + "aments", + "ANDS", + "endum", + "umac", + "ENDING", + "stof", + "helium", + "UMENT", + "IMUM", + "Rand", + "OREM", + "ANCE", + "anzen", + "ince", + "ancia", + "othesis", + "ancs", + "ahme", + "Einst", + "Meanwhile", + "ACKS" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "hr", + "osus", + "band", + "IMUM", + "Band", + "helium", + "UMENT", + "erci", + "hum", + "ANDS", + "ADIUM", + "IZATION", + "mation", + "reticulum", + "ATION", + "ayam", + "plet", + "ANCE", + "aments" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "band", + "number", + "ohy", + "mass", + "Results", + "Tra", + "graph", + "unc", + "hr", + "oarthritis", + "medium", + "Fracture", + "sub", + "rubber", + "They", + "No", + "result", + "small", + "Standardization", + "hline", + "junction", + "resistance", + "plet", + "Ge", + "Another", + "residual", + "of", + "results", + "Visualization", + "radius", + "fract", + "um" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 255448, + 191811, + 163291, + 206469, + 203047, + 205502, + 93135, + 63116, + 48492, + 227, + 216, + 592, + 3107, + 6897, + 171407, + 233553, + 164567, + 163677, + 179029, + 78689, + 51173, + 39958, + 29533, + 95543, + 202709, + 43597 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 213110, + 116631, + 158440, + 197491, + 189667, + 102798, + 86348, + 82697, + 16508, + 317, + 1555, + 228, + 1221, + 1319, + 138557, + 117521, + 59062, + 104334, + 53372, + 24387, + 11942, + 55271, + 102565, + 108042, + 218532, + 111288 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 238601, + 246727, + 214475, + 242719, + 222965, + 186659, + 44581, + 21125, + 550, + 7, + 45, + 37, + 24, + 26, + 64694, + 66181, + 33363, + 77705, + 51978, + 27987, + 49062, + 105187, + 94805, + 83645, + 149938, + 41688 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 24427, + 5498, + 11402, + 6413, + 21536, + 13930, + 15860, + 23054, + 13295, + 3222, + 5476, + 1402, + 3707, + 11083, + 30699, + 53317, + 162486, + 107187, + 146977, + 86386, + 78562, + 139116, + 126328, + 33680, + 66656, + 900 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 91697, + 207828, + 193173, + 105212, + 54559, + 66559, + 83468, + 57367, + 11232, + 10628, + 4881, + 67231, + 79412, + 107516 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 250410, + 207535, + 228476, + 239385, + 241648, + 217103, + 175281, + 42449, + 14345, + 15871, + 27358, + 32508, + 38088, + 32116 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 180863, + 259103, + 228476, + 189345, + 224264, + 177059, + 68281, + 17418, + 82993, + 171273, + 159455, + 165384, + 148262, + 94783 + ] + }, + { + "label": "void", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 78426, + 105902, + 84373, + 11026, + 122440, + 28368, + 48777, + 111963, + 169719, + 41616, + 17151, + 28455, + 41563, + 14214 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 25.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "area", + "output_checked": true + }, + { + "concept": "several", + "score": 19.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "lost", + "output_checked": true + }, + { + "concept": "during", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "ductility", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "been", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "had", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "was", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "cracks", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Small", + "output_checked": true + }, + { + "concept": "width", + "score": 6.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "became", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "examples", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Small", + "output_checked": true + }, + { + "concept": "This", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "together", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "stages", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "before", + "output_checked": true + }, + { + "concept": "whereas", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "integrity", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "sectional", + "output_checked": true + }, + { + "concept": "significantly", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "shrinkage", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "area", + "output_checked": true + }, + { + "concept": "surviving", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "diameter", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "nhau", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "atrophy", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "sectional", + "output_checked": true + }, + { + "concept": "becoming", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "widened", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "fractures", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "sized", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "test", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "subjected", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "due", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "appeared", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "final", + "output_checked": true + }, + { + "concept": "grains", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "across", + "output_checked": true + }, + { + "concept": "loss", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "lost", + "output_checked": true + }, + { + "concept": "salvage", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "much", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "debris", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "crossing", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "across", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "sectional", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "nuclei", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "enlarging", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "mineralization", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "decisive", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "final", + "output_checked": true + }, + { + "concept": "collapse", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "massacre", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "copper", + "output_checked": true + }, + { + "concept": "arms", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "sections", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "were", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "approximately", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "lost", + "output_checked": true + }, + { + "concept": "ability", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "its", + "output_checked": true + }, + { + "concept": "when", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "area", + "output_checked": true + }, + { + "concept": "entire", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "specimens", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Small", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "wire", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "copper", + "output_checked": true + }, + { + "concept": "strength", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "much", + "output_checked": true + }, + { + "concept": "breaking", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "coales", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "disproportion", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "quantos", + "Hail", + "ervan", + "wand", + "anque", + "Kwa", + "punkte", + "trump", + "NORE", + "undos" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "grac", + "rid", + "Sob", + "opat", + "stir", + "Beg", + "pres", + "Mannes", + "Yuk", + "lev", + "blot", + "Blanch", + "Pres", + "reu", + "Prote", + "olyte", + "dim", + "ago" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ums", + "pres", + "rid", + "blot", + "essional", + "chn", + "nab", + "Sob", + "chum", + "Mannes", + "stir", + "tons", + "Pres", + "olin", + "raz", + "lev", + "Proc", + "Clon" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "chum", + "olyte", + "alk", + "ilers", + "Langer", + "ilj", + "onn", + "essional", + "ums", + "Reis", + "def", + "ofan" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "grac", + "ilers", + "essional", + "Reis", + "ilj", + "ago", + "Langer", + "olyte", + "riv", + "tfrac", + "Mani", + "dim", + "Mannes", + "Hus", + "Beet" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "WOR", + "ilers", + "icot", + "Vo", + "fin", + "idence", + "atus", + "und", + "yn", + "ae", + "Rem", + "sn", + "zd", + "olare", + "hst", + "susp", + "rekken", + "ORS", + "sat", + "oben", + "atu", + "VERE", + "pala", + "Vla", + "IVI" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "demos", + "kick", + "sol", + "Vo", + "HI", + "simple", + "trading", + "remen", + "Kunde", + "Me", + "Vo", + "Green", + "pala", + "formal", + "quire", + "Sol", + "dad", + "inisc", + "con", + "dal", + "common", + "tools", + "mei" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tail", + "tools", + "demos", + "tool", + "blank", + "simple", + "Vo", + "kick", + "record", + "HI", + "Select", + "remen", + "duct", + "select", + "Vo", + "Green", + "sol", + "oplankton", + "mei", + "cares" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "record", + "side", + "select", + "Green", + "Select", + "tool", + "HI", + "linear", + "blank", + "simple", + "demos", + "remen", + "tools", + "duct", + "sol", + "kick", + "cares", + "rem", + "NRC", + "nop", + "isable", + "tail", + "proj", + "inisc", + "oplankton" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "linear", + "record", + "select", + "subject", + "sus", + "OOSE", + "greet", + "fetch", + "proj", + "idyl", + "calls", + "RECE", + "Green", + "fract", + "discussed", + "discuss", + "dedicated", + "data", + "pur", + "cdots", + "locks", + "felt", + "greeting" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "data", + "proj", + "RECE", + "linear", + "fetch", + "subject", + "Resolve", + "greeting", + "credits", + "Greet", + "columns", + "calls", + "CUSTOM", + "trading", + "idyl", + "discord", + "titles", + "discuss", + "capitalize", + "detailed", + "GetData", + "robust", + "record", + "resolve", + "rgb", + "dynamic" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ilj", + "berat", + "odrome", + "assist", + "imilar", + "amounts", + "spar", + "ilien", + "autoref", + "ilis", + "shot", + "erat", + "stek", + "alir", + "widgets", + "bells", + "watches", + "totals", + "dates", + "lb", + "standen" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "pickle", + "lick", + "kulit", + "httpClient", + "launcher", + "cama", + "milion", + "blas", + "golfer", + "slutt", + "diction", + "opoly", + "artoum", + "getName", + "gelegen", + "pla", + "despert" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "deka", + "gor", + "god", + "brus", + "God", + "holz", + "chitz", + "chut", + "blas", + "rotz", + "viol", + "rooftop", + "owes", + "oelect", + "dfs", + "oaths", + "jogar", + "abilecek" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "prong", + "tier", + "ausge", + "logic", + "fect", + "logic", + "twe", + "verme", + "ker", + "Ber", + "Uit", + "ktor", + "lus" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "tier", + "wir", + "prong", + "welt", + "spf", + "ausge", + "edged", + "afect", + "mozz", + "ospel", + "ham", + "wij", + "Stein", + "fear", + "ectors", + "osp", + "fect", + "tti", + "Versions", + "perceived", + "wz", + "tier", + "idium", + "halk", + "kra", + "kernel" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "spf", + "mozz", + "ilm", + "opf", + "flo", + "harm", + "skirts", + "kernel", + "sain", + "harmed" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "vice", + "unders", + "sprawl", + "etc", + "neurotrans", + "extr", + "Subs", + "slit", + "radios", + "blah", + "excl", + "etc", + "terracotta" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "imaging", + "bellows", + "Similarly", + "imaged", + "along", + "Similarly", + "weekly", + "Sympt", + "together", + "Subs", + "thought", + "Imaging", + "mselves", + "other", + "gold", + "themselves", + "biter", + "bill", + "viewing", + "thought", + "theirs", + "territory", + "owing" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "meanwhile", + "Consequently", + "Meanwhile", + "imaged", + "Explain", + "Lf", + "accordingly", + "Symptoms", + "Independent" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "igure", + "tissue", + "Consequently", + "holtz", + "imaged", + "Explain", + "experimentally", + "Whose", + "sheath", + "nThe", + "Meanwhile", + "Tissue" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Conversely", + "Otherwise", + "Consequently", + "txt", + "xlsx", + "Consequently", + "Thickness", + "Errors", + "Observe", + "Subs", + "Likewise", + "THAN", + "Simultaneously", + "ackle", + "sted", + "Similarly", + "Stellen", + "Conversely", + "Thickness", + "Submission", + "igation", + "graphic", + "Meanwhile", + "experimentally", + "ophore" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "Issues", + "endswith", + "Issues", + "Subs", + "Errors", + "plet", + "Say", + "ively", + "ackle", + "THAN", + "versa", + "othesis", + "obian", + "Judging", + "sign", + "Brains", + "Otherwise", + "Result", + "ingly", + "Proof", + "Try", + "ucid" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "ucid", + "othesis", + "ENDING", + "sign", + "THAN", + "Anyone", + "endswith", + "plet", + "ausea", + "ively", + "Issues", + "raction", + "acid", + "versa", + "ructure", + "Try", + "ackle", + "Subs", + "json", + "Salah", + "Results", + "RACT", + "Explain", + "Sign", + "coli", + "Sign" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ENDING", + "sign", + "Sign", + "black", + "igation", + "Judging", + "raction", + "orted", + "ature", + "icular", + "ight", + "hline", + "icularly", + "mselves", + "ausea", + "black", + "RACT", + "issues", + "ensively", + "acid", + "Anyone", + "ively", + "tend", + "Sign", + "urally", + "Issues", + "hair" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "end", + "The", + "This", + "Such", + "ight", + "Under", + "For", + "These", + "No", + "Sign", + "To", + "Copper", + "hline", + "Wait", + "Sub", + "When", + "he", + "ext", + "ending", + "ends", + "black", + "material", + "Tend", + "Soil", + "They", + "Another", + "ons", + "Let", + "sign", + "ajo", + "End", + "It" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "ductility", + "score": 12.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "much", + "output_checked": true + }, + { + "concept": "fracture", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "been", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "had", + "output_checked": true + }, + { + "concept": "cracks", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Small", + "output_checked": true + }, + { + "concept": "grain", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "across", + "output_checked": true + }, + { + "concept": "test", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "appeared", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "together", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "sized", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "during", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "area", + "output_checked": true + }, + { + "concept": "due", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "significantly", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "rele", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "of", + "output_checked": true + }, + { + "concept": "baik", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "become", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "had", + "output_checked": true + }, + { + "concept": "because", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "much", + "output_checked": true + }, + { + "concept": "reaching", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "before", + "output_checked": true + }, + { + "concept": "became", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "after", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "area", + "output_checked": true + }, + { + "concept": "elongated", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "brus", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "area", + "output_checked": true + }, + { + "concept": "dents", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "beat", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "Small", + "output_checked": true + }, + { + "concept": "logique", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "afect", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "lost", + "output_checked": true + }, + { + "concept": "VIOUS", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "datasheet", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "copper", + "output_checked": true + }, + { + "concept": "anyway", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "sebanyak", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "lost", + "output_checked": true + }, + { + "concept": "width", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "sectional", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "thickness", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "sectional", + "output_checked": true + }, + { + "concept": "strength", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "much", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "wang", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Kef", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "its", + "output_checked": true + }, + { + "concept": "consigo", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "area", + "output_checked": true + }, + { + "concept": "Eintrag", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "graders", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "catatan", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "Conspiracy", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "across", + "output_checked": true + }, + { + "concept": "ostat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "ello", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "area", + "output_checked": true + }, + { + "concept": "rage", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "doorstep", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "ResponseEntity", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "had", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "URCH", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "dazu", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "lobe", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "duke", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "final", + "output_checked": true + }, + { + "concept": "tier", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "tensile", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-03__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-ductile-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Energy-absorbing dimpled separation 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "An impact-tested structural metal absorbed substantial energy and developed broad lateral lips. Its failure surface was covered by rounded microscopic depressions.", + "prompt_tail": "impact-tested structural metal absorbed substantial energy and developed broad lateral lips. Its failure surface was covered by rounded microscopic depressions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-ductile-04", + "carrier_id": null, + "target_family": "ductile", + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "black", + "generated_token_ids": [ + 8916 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 604, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 37475 + }, + { + "label": "nucleation", + "best_rank": 2977, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 9743 + }, + { + "label": "coalescence", + "best_rank": 5308, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 30650 + }, + { + "label": "void", + "best_rank": 3642, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 5118 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "hereby", + "ients", + "ogether", + "orry", + "accordingly", + "leness", + "eles", + "hence", + "isses", + "elm", + "furthermore", + "ertain", + "ises", + "therefore", + "oraz", + "together", + "aray", + "hase", + "item" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "persons", + "ients", + "gonna", + "lle", + "leness", + "ii", + "etc", + "eded", + "sic", + "persons", + "zis", + "d", + "ort", + "arie", + "ion", + "ie", + "ien", + "everybody", + "orie", + "somebody", + "anybody", + "alike", + "yses", + "nig", + "lly", + "tics" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "gonna", + "persons", + "etc", + "centre", + "hence", + "everybody", + "lle", + "etc", + "thereon", + "leness", + "centre", + "sebagainya", + "ients", + "thereof", + "anybody", + "defence", + "sic", + "zis", + "ien", + "ising", + "wards", + "somebody", + "organisations", + "alike" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "persons", + "sebagainya", + "thereto", + "thereon", + "alike", + "therein", + "yses", + "sic", + "therefrom", + "therewith", + "herewith", + "thereof", + "herein", + "maupun", + "satisfactorily", + "hereafter", + "thence", + "Thereafter", + "vorhanden", + "Persons" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "alike", + "thereto", + "sic", + "thence", + "efectu", + "thereof", + "yses", + "maupun", + "inasmuch", + "sebagainya", + "herein", + "thereon", + "persons", + "skall", + "herewith", + "hence", + "lle", + "presently", + "aforesaid", + "vorhanden" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "which", + "however", + "thereto", + "furthermore", + "whereas", + "alike", + "therefore", + "although", + "whilst", + "also", + "hence", + "afterwards", + "consisted", + "commenced", + "indications", + "Concerning", + "thereafter", + "pertaining", + "thereon", + "sic", + "skall", + "according", + "nor" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "persons", + "thereto", + "indications", + "furthermore", + "Concerning", + "thereby", + "thereon", + "therefore", + "respectively", + "noted", + "edly", + "sequently", + "specimens", + "thereafter", + "which", + "themselves", + "although", + "nevertheless", + "although", + "pertaining", + "itherto", + "upon", + "however", + "thus", + "concerning" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "persons", + "thereto", + "furthermore", + "specimens", + "presently", + "satisfactorily", + "indistinct", + "histologic", + "thereby", + "idae", + "specimen", + "aceous", + "Moreover", + "hitherto", + "odorless", + "neither", + "cerning", + "heretofore", + "periodical", + "itory", + "thence", + "demikian" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "specimens", + "alike", + "specimen", + "micrograph", + "histological", + "mottled", + "aceous", + "histologic", + "coloration", + "discolor", + "indistinct", + "discoloration", + "photograph", + "anod", + "epidermal", + "micrographs", + "cuticle", + "atosis", + "odorless", + "pall", + "thereto", + "bacter", + "Specimens", + "microscopy", + "periodical", + "assemblages", + "species", + "enamel", + "immunohist", + "exfoli" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "specimen", + "micrograph", + "specimens", + "histological", + "micrographs", + "bacter", + "microscopy", + "photograph", + "coloration", + "metallurgical", + "staining", + "mottled", + "observed", + "epidermal", + "histologic", + "laboratory", + "immunohist", + "discoloration", + "hydrophilic", + "histology", + "characteristic", + "examined", + "exhibit", + "plast", + "photographic", + "radiographic", + "Microscopy", + "silice", + "scientific", + "examination" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "micrograph", + "micrographs", + "specimen", + "coloration", + "histological", + "microscopy", + "discoloration", + "observed", + "epidermal", + "mottled", + "bacter", + "specimens", + "staining", + "indistinct", + "characteristic", + "ocular", + "satisfactorily", + "cuticle", + "discolor", + "microscopic", + "ocular", + "species", + "metallic", + "osserv", + "silice", + "observable", + "metallic", + "metallurgical" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "histological", + "micrograph", + "bacter", + "microscopy", + "discoloration", + "specimen", + "coloration", + "micrographs", + "indicating", + "observed", + "Microscopy", + "specimens", + "staining", + "hydrophilic", + "discolor", + "histology", + "indicate", + "characteristic", + "indications", + "cuticle", + "histologic", + "species", + "osserv", + "peculiar", + "mineralization", + "indistinct", + "observations", + "microscopic", + "phyt" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "micrograph", + "histological", + "microscopy", + "coloration", + "discoloration", + "bacter", + "micrographs", + "patina", + "indicating", + "Microscopy", + "histology", + "characteristic", + "peculiar", + "uniformity", + "suggestive", + "Characteristic", + "observed", + "fluorescence", + "histologic", + "indicate", + "osserv", + "texture", + "specimen", + "indications", + "microstructure", + "discolor", + "mineralization", + "cuticle" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "micrograph", + "indicating", + "histological", + "observed", + "microscopy", + "specimen", + "indications", + "characteristic", + "Characteristic", + "osserv", + "Untersuch", + "Observation", + "indiquer", + "histology", + "indicating", + "observaciones", + "observado", + "indicate", + "suggesting", + "peculiar", + "indica", + "indicative", + "caracteriza", + "micrographs", + "bacter", + "indicates" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "Furthermore", + "Which", + "whereas", + "who", + "Which", + "Furthermore", + "furthermore", + "whereupon", + "whose", + "whence", + "culminating", + "Whom", + "wherein", + "Meanwhile", + "Finally", + "concluding", + "Afterwards", + "where", + "During", + "indicating", + "whilst", + "suggesting", + "witnesses", + "Consequently", + "Eventually", + "Whereas", + "Ultimately", + "Ultimately", + "Conversely", + "characterized", + "lyn" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Similarly", + "furthermore", + "whereas", + "Similarly", + "Meanwhile", + "Furthermore", + "ertain", + "During", + "Conversely", + "Conversely", + "Also", + "During", + "Also", + "Yet", + "Consequently", + "likewise", + "Likewise", + "Ultimately", + "Ultimately", + "Eventually", + "Recently", + "Moreover", + "Yet", + "Recently", + "Eventually", + "Consequently", + "Whereas", + "whereas", + "Nevertheless", + "Meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Conversely", + "Similarly", + "Meanwhile", + "Similarly", + "furthermore", + "Conversely", + "conversely", + "whereas", + "ertain", + "Also", + "Likewise", + "During", + "During", + "Yet", + "Afterwards", + "Alongside", + "Also", + "likewise", + "Furthermore", + "requently", + "Simultaneously", + "atrical", + "Whereas", + "Then", + "meanwhile", + "Moreover", + "Later", + "Otherwise", + "Its", + "Recently", + "priori" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "furthermore", + "Furthermore", + "Whether", + "meanwhile", + "During", + "whereas", + "During", + "conversely", + "Perhaps", + "Perhaps", + "priori", + "These", + "Whether", + "Also", + "Their", + "His", + "Similarly", + "Simultaneously", + "Alongside", + "Finally", + "Likewise", + "Yet", + "Its", + "Probably", + "Similarly", + "Though", + "Upon", + "Their" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Its", + "Meanwhile", + "Its", + "His", + "Their", + "Their", + "Lately", + "Yet", + "Recent", + "mselves", + "Yet", + "Recent", + "atrical", + "Belong", + "elae", + "Recently", + "Worry", + "whereas", + "Enfin", + "They", + "Conversely", + "Along", + "theirs", + "Conversely", + "olerance", + "Yours" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Its", + "Meanwhile", + "His", + "Recent", + "nThe", + "Conversely", + "Furthermore", + "Recently", + "His", + "mselves", + "Their", + "Recent", + "Moreover", + "During", + "Along", + "Lately", + "Conversely", + "Belong", + "During", + "Within", + "Upon", + "Consequently", + "Along", + "Another", + "Likely", + "Whose", + "Shouldn", + "Also", + "Yet", + "holtz" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Recent", + "His", + "nThe", + "His", + "Their", + "Recently", + "Recent", + "Another", + "Conversely", + "Meanwhile", + "Lately", + "Furthermore", + "mselves", + "nPlease", + "Yet", + "Whose", + "Moreover", + "Upon", + "These", + "Consequently", + "During", + "Welcome", + "They", + "And", + "Their", + "Shouldn", + "Also", + "Along" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "nThe", + "Conversely", + "His", + "Its", + "They", + "These", + "ockets", + "Likewise", + "Though", + "Its", + "Their", + "endum", + "ithin", + "Moreover", + "Yet", + "Upon", + "Hence", + "Recent", + "Conversely", + "conversely", + "Those", + "His", + "Secondly", + "Welcome", + "Recently", + "Also", + "Although", + "Another", + "Similarly" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "oint", + "rive", + "opy", + "ield", + "union", + "iece", + "othesis", + "amers", + "balls", + "UMENT", + "json", + "ithin", + "Aren", + "irst", + "js", + "uments", + "rund", + "Subsection", + "Subsection", + "Its", + "Errors", + "Wat", + "conversely" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "UMENT", + "opy", + "rive", + "union", + "othesis", + "iece", + "uments", + "THAN", + "Copy", + "ufs", + "fler", + "ield", + "ingly", + "plet", + "doe", + "ument", + "ULAR", + "ulls", + "oint", + "Union", + "php", + "Arguments" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "UMENT", + "ument", + "uments", + "Subsection", + "Arguments", + "unction", + "dot", + "Arguments", + "elen", + "union", + "fler", + "osition", + "ingly", + "uj", + "subs", + "UpperBound", + "stens", + "Subs", + "dehyde", + "Subsection", + "doe", + "undes", + "upati", + "uber" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "black", + "subs", + "bl", + "ument", + "Black", + "blank", + "copy", + "union", + "dot", + "snowflake", + "errors", + "umb", + "bull", + "substrate", + "open", + "Subsection", + "under", + "meet", + "unal", + "substring", + "prints", + "jpg", + "bor", + "pipe", + "deep", + "Subs", + "subsection", + "bye", + "fast", + "skip", + "loads", + "equipment" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 254786, + 185556, + 158907, + 181447, + 189464, + 212446, + 151960, + 66890, + 9586, + 611, + 605, + 3935, + 8405, + 17120, + 180290, + 237511, + 183116, + 179017, + 180913, + 164433, + 142150, + 172016, + 114610, + 149275, + 230754, + 216598 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 217832, + 125572, + 167971, + 210887, + 209849, + 144606, + 46725, + 64068, + 3917, + 1446, + 4074, + 2978, + 8633, + 6754, + 71533, + 64043, + 49133, + 83304, + 50915, + 46766, + 16069, + 26977, + 57130, + 93639, + 136134, + 34889 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 241960, + 247486, + 216552, + 238465, + 232303, + 176672, + 74220, + 83005, + 15231, + 8618, + 5309, + 12514, + 6618, + 30154, + 26368, + 22259, + 11344, + 68718, + 51457, + 62864, + 60055, + 68081, + 87204, + 94661, + 193805, + 70462 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 22561, + 5320, + 6819, + 4944, + 15825, + 14777, + 13695, + 11567, + 16911, + 5786, + 5320, + 4171, + 3643, + 4894, + 13883, + 55221, + 144916, + 72622, + 64054, + 83206, + 101890, + 35992, + 9063, + 4433, + 10605, + 978 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 51490, + 148374, + 168420, + 90763, + 37476, + 118222, + 172609, + 59251, + 78583, + 118451, + 86850, + 169475, + 181202, + 223157 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 225702, + 236645, + 199688, + 230322, + 243306, + 191323, + 185168, + 9744, + 45079, + 66244, + 80444, + 87962, + 94101, + 62920 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 159840, + 259938, + 236009, + 174964, + 235223, + 229607, + 109060, + 30651, + 76427, + 185017, + 115105, + 115130, + 117080, + 80787 + ] + }, + { + "label": "void", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 101959, + 199497, + 104211, + 23637, + 100183, + 20366, + 24626, + 68937, + 113832, + 68235, + 15558, + 18786, + 7024, + 5119 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "demonstrates", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "because", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "An", + "output_checked": true + }, + { + "concept": "deformation", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "during", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "characterized", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "was", + "output_checked": true + }, + { + "concept": "ductile", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "tested", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 6.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "several", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "demonstrations", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "showed", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "fracture", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "by", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "significant", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "numerous", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "which", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "before", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "specimen", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "tested", + "output_checked": true + }, + { + "concept": "with", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "indicative", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "lateral", + "output_checked": true + }, + { + "concept": "indicating", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "steel", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "micrograph", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "became", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "remained", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "occurred", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "exhibited", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "tensile", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "smooth", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rounded", + "output_checked": true + }, + { + "concept": "withstand", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "coloration", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "was", + "output_checked": true + }, + { + "concept": "decoration", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "demonstrable", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "expanse", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "microscope", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "example", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "tested", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "modifications", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "lateral", + "output_checked": true + }, + { + "concept": "characteristics", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "impacts", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "contours", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "rounded", + "output_checked": true + }, + { + "concept": "discontinuities", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "component", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "assessment", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cracks", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "excuse", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "An", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "Applications", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "mode", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "alongside", + "score": 2.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "An", + "output_checked": true + }, + { + "concept": "kinetic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "expans", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "protruding", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "lips", + "output_checked": true + }, + { + "concept": "sustained", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "discernible", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "was", + "output_checked": true + }, + { + "concept": "glistening", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "covered", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "quantos", + "nada", + "Hail", + "anque", + "trump", + "Kwa", + "punkte", + "ervan", + "diagonal", + "wand", + "undos", + "groin", + "addRow" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "lev", + "Sob", + "opat", + "stir", + "Rid", + "channel", + "Doyle", + "ago", + "Cann", + "Mannes", + "tons", + "grac", + "Cole", + "Tit", + "Pres", + "Blanch", + "trem", + "exp", + "dim" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "Doyle", + "opat", + "lev", + "rid", + "pris", + "Champ", + "Pres", + "stir", + "ago", + "essional", + "Sob", + "Proc", + "chum", + "ocy", + "Cann", + "Rid", + "grac", + "Kort", + "Cole", + "osus", + "Dorn" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "def", + "champ", + "ilj", + "essional", + "Sesam", + "olyte", + "ilg", + "tfrac", + "ago", + "Ran", + "reu", + "Langer", + "alk", + "Sod", + "onn", + "chum", + "liq", + "grac", + "ran", + "Rey", + "noch" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "grac", + "ilj", + "ago", + "Mani", + "essional", + "dim", + "Cann", + "Reis", + "nguy", + "tfrac", + "olyte", + "Guy", + "tek", + "onn", + "chum", + "Pres", + "Sur", + "Beet", + "Sod", + "Grac", + "amb" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ual", + "rem", + "ilers", + "hst", + "atus", + "Vo", + "WOR", + "susp", + "Green", + "idence", + "det", + "ORS", + "Green", + "sol", + "amb", + "sn", + "oben", + "Su", + "illing", + "fram", + "yn", + "wyst", + "VERE", + "Hs" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "don", + "kick", + "side", + "Green", + "HI", + "tools", + "seq", + "Sol", + "tool", + "dad", + "contr", + "trading", + "bro", + "tail", + "demos", + "MI", + "Ort" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "tool", + "HI", + "side", + "sol", + "tail", + "seq", + "trading", + "dad", + "kick", + "Green", + "ORS", + "yal", + "demos", + "duct", + "select" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "sol", + "tail", + "side", + "Green", + "kick", + "select", + "record", + "duct", + "uct", + "tool", + "tools", + "remen", + "Select", + "Sol", + "rem", + "HI", + "straight", + "mei", + "dad" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "fetch", + "subject", + "sus", + "ettle", + "greet", + "Select", + "felt", + "select", + "common", + "greeting", + "switch", + "listener", + "RECE", + "OOSE", + "discussed", + "cdots", + "scope", + "TAM", + "data", + "Green", + "betre", + "lives", + "Greeting" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greeting", + "greet", + "ettle", + "listener", + "Greeting", + "fetch", + "RECE", + "usel", + "Greet", + "scope", + "felt", + "switch", + "sleeping", + "isselle", + "receive", + "titles", + "racial", + "meetings", + "COUN", + "discussed", + "subject", + "betre" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "cruciate", + "breath", + "enswert", + "ifiably", + "Leng", + "DIF", + "BL", + "bean", + "wij", + "Ama", + "Apa", + "elang", + "shot", + "castellan", + "elli", + "lb", + "backpacks", + "value", + "LAP", + "acorn", + "shot", + "berl", + "Parm", + "DEFGHI" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "bosses", + "despert", + "assol", + "cribable", + "ploy", + "theit", + "bookshelf", + "kilo", + "hnung", + "playlists", + "pelanggan" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ogado", + "deka", + "brus", + "okol", + "grud", + "archery", + "God", + "god", + "bookshelf", + "jogar", + "assol" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Jahres", + "logical", + "Das", + "hra", + "dabei", + "logic", + "ssk", + "logical", + "Poly", + "Apakah", + "erves", + "tier", + "kau", + "welt", + "oun", + "gav", + "routed" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "Verw", + "idic", + "idium", + "Stein", + "ounding", + "wir", + "skips", + "etically", + "wij", + "morally", + "Warr", + "tier", + "wert", + "Engl", + "routing", + "lova", + "Versions", + "ounced", + "verw", + "Rew", + "halk" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "spf", + "sain", + "adn" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "cantilever", + "forward", + "sky", + "radios", + "etzen", + "unders", + "orescence", + "seasoning", + "analytically", + "Peters", + "interiors", + "simultaneously", + "rawValue", + "sleep", + "meteor", + "Ansch", + "Physically", + "synthes", + "slash", + "foreground", + "spoken", + "physically" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "nThe", + "Similarly", + "Meanwhile", + "thought", + "mselves", + "theirs", + "Their", + "Thought", + "thought", + "Character", + "nPlease", + "iknya", + "Thought", + "Summary", + "roar", + "Weekly", + "Indications", + "vice", + "viewing", + "alike", + "originals", + "Subs", + "weekly", + "Yours", + "pleasures", + "Weekly" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Others", + "Consequently", + "Meanwhile", + "nThe", + "Furthermore", + "Compared", + "Moreover", + "Symptoms", + "nPlease", + "Other", + "mselves", + "Conclusion", + "Its", + "SCs", + "Additionally", + "Conversely", + "iknya", + "Moreover", + "meanwhile", + "LessThan", + "nCurrent", + "Simultaneously", + "Other", + "Earlier" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Consequently", + "nThe", + "Others", + "nPlease", + "Appearance", + "mselves", + "Earlier", + "Symptoms", + "Meanwhile", + "Symptoms", + "iknya", + "Moreover", + "ound", + "autres", + "Earlier", + "Its", + "Conversely", + "Furthermore", + "Conclusions", + "Recent", + "Mm" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Otherwise", + "Subs", + "Furthermore", + "Others", + "Consequently", + "Errors", + "Consequently", + "Otherwise", + "Others", + "Ships", + "txt", + "Brief", + "outflows", + "ImagePath", + "imiter", + "ound", + "essages", + "Recently", + "Within", + "ounding", + "Initially", + "conversely", + "Recently", + "Conversely", + "Conclusions", + "ointers", + "Errors", + "versa" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Errors", + "Representation", + "ound", + "Subs", + "ield", + "Proof", + "balls", + "errors", + "endswith", + "oints", + "aterials", + "flake", + "Observers", + "iterrows", + "Otherwise", + "othesis", + "wich", + "NotNull", + "versa", + "Taken", + "Errors", + "Pointing", + "ingly", + "imiter", + "Otherwise", + "Error" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Errors", + "ound", + "othesis", + "Subs", + "begin", + "setType", + "endswith", + "Meanwhile", + "Secondly", + "flake", + "oints", + "iterrows", + "aterials", + "Symptoms", + "Observers", + "During", + "UMENT", + "mselves", + "Set", + "Emission", + "ball", + "errors", + "Otherwise", + "balls", + "miques" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "mselves", + "inations", + "ImagePath", + "wich", + "ATIVES", + "igate", + "Subs", + "aterials", + "anger", + "igator", + "stens", + "unders", + "ound", + "ctors", + "ATER", + "setType", + "ipation", + "oticons", + "atives", + "aints", + "sters", + "ointers", + "ulat", + "Secondly", + "elen" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "union", + "okia", + "errors", + "subs", + "ound", + "meet", + "et", + "end", + "entr", + "embers", + "entry", + "oids", + "iterrows", + "The", + "copy", + "dot", + "deep", + "His", + "begin", + "circ", + "unnumbered", + "ets", + "black", + "igate", + "unction", + "equals", + "erre", + "elen", + "arrows", + "etches", + "underland" + ] + } + ], + "logit_surprising": [ + { + "concept": "fracture", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "deformation", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "ductile", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "indicative", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "characterized", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "was", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "with", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "prong", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "ilm", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "remained", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "showed", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "steel", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "God", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "duke", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "indicating", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "before", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "ausge", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "An", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "spf", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "by", + "output_checked": true + }, + { + "concept": "without", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "lips", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "ductility", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "debido", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "lips", + "output_checked": true + }, + { + "concept": "occurred", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "fractures", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ASTM", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "tested", + "output_checked": true + }, + { + "concept": "specimen", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "tested", + "output_checked": true + }, + { + "concept": "exhibited", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "mode", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "Errors", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "An", + "output_checked": true + }, + { + "concept": "CRED", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rounded", + "output_checked": true + }, + { + "concept": "Viva", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "inilah", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "cruciate", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "threaten", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "golfer", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "by", + "output_checked": true + }, + { + "concept": "rozs", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "rounded", + "output_checked": true + }, + { + "concept": "reim", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "Nonetheless", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "brus", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "lateral", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "sacrific", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "gage", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Stein", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "powered", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "involves", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "cantilever", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "impacts", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "Driven", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "exemplifies", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "remarkably", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "amount", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "substantial", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-04__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-ductile-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Energy-absorbing dimpled separation 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A pressurized metal tube bulged strongly before opening. The torn wall displayed elongated pits near the surface and deeper equiaxed pits toward the center.", + "prompt_tail": "A pressurized metal tube bulged strongly before opening. The torn wall displayed elongated pits near the surface and deeper equiaxed pits toward the center.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-ductile-05", + "carrier_id": null, + "target_family": "ductile", + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "event", + "generated_token_ids": [ + 5106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 286, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 20836 + }, + { + "label": "nucleation", + "best_rank": 4736, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 14819 + }, + { + "label": "coalescence", + "best_rank": 2508, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 62994 + }, + { + "label": "void", + "best_rank": 15337, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 3425 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "accordingly", + "hereby", + "leness", + "ients", + "hence", + "orry", + "according", + "therefore", + "ogether", + "which", + "asons", + "eles", + "oba", + "iken", + "isses", + "item", + "together", + "ilities", + "According", + "ells", + "ammed", + "elm", + "wes", + "beer" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "ither", + "lle", + "alike", + "tics", + "d", + "ited", + "ided", + "wards", + "ses", + "persons", + "arie", + "lly", + "ion", + "ort", + "ilities", + "ii", + "hence", + "zes", + "orie", + "wie", + "dia", + "eded", + "ndo", + "ie", + "iew", + "ids", + "thing", + "aga", + "guys", + "eness" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "persons", + "lle", + "thereof", + "thereon", + "xd", + "ii", + "leness", + "centre", + "ids", + "wards", + "mente", + "ILD", + "oides", + "ither", + "olid", + "aid", + "dz", + "afterwards", + "dia", + "ort", + "ions", + "ments", + "gy", + "idd", + "ients", + "gonna" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "oides", + "thereon", + "ented", + "persons", + "umat", + "thereto", + "oid", + "persons", + "thereafter", + "UIT", + "youths", + "goers", + "urized", + "ued", + "ided", + "enced", + "lle", + "cedures", + "AreaData", + "elingen", + "Miscellaneous", + "udos", + "yses" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "thereafter", + "thereon", + "thereto", + "oides", + "indications", + "udos", + "filmed", + "yses", + "arters", + "zis", + "CTED", + "ct", + "ued", + "ided", + "persons", + "stuffs", + "oid", + "thereof", + "Util", + "maupun", + "ited", + "ertain", + "rict", + "amera", + "aken", + "edly" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "utilized", + "indicating", + "afterward", + "indications", + "Additionally", + "photographs", + "regarding", + "consisted", + "noted", + "resulted", + "Util", + "subsequently", + "specimens", + "utilizing", + "exhibited", + "characteristics", + "indicated", + "concerning", + "assisted", + "thereon", + "exhibiting", + "exhibits", + "also", + "located", + "personnel" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "characteristics", + "indications", + "respectively", + "noted", + "thereto", + "characterized", + "specimens", + "noticeable", + "later", + "indicating", + "Characteristics", + "notable", + "concomit", + "which", + "themselves", + "characteristic", + "coloration", + "concomitant", + "their", + "areas", + "suggesting", + "exhibiting", + "suggestive", + "notations", + "spersed", + "latter", + "utilized", + "noting", + "utilization", + "localities" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "coloration", + "concomit", + "indications", + "noted", + "characteristics", + "indistinct", + "examined", + "specimens", + "noteworthy", + "characterized", + "notable", + "Disposition", + "whereas", + "characteristic", + "suggesting", + "specimen", + "noticeable", + "morphology", + "locality", + "salient", + "concomitant", + "examination", + "thereof", + "indicating", + "suggestive", + "lacking", + "cerning", + "satisfactorily" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "morphology", + "coloration", + "mottled", + "discoloration", + "morphologies", + "striated", + "histological", + "Morphology", + "metallurgical", + "concomit", + "indicative", + "benthic", + "incipient", + "specimens", + "mandibular", + "suggesting", + "substrate", + "lith", + "morphological", + "distal", + "periphery", + "suggestive", + "yellowish", + "subsurface", + "proximate", + "facies", + "indistinct", + "typology", + "textural", + "characteristic", + "acial", + "topography" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "coloration", + "striated", + "diagnostic", + "mottled", + "morphology", + "exhibit", + "histological", + "discoloration", + "observed", + "specimens", + "specimen", + "exhibiting", + "metallurgical", + "subsurface", + "staining", + "stratigraphic", + "diagnostic", + "morphologies", + "morphological", + "pigmentation", + "histology", + "characteristic", + "Diagnostic", + "benthic", + "sediment", + "anatomical", + "Diagnostic", + "mandibular", + "plast", + "vascular", + "microscopy" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "coloration", + "discoloration", + "observed", + "visible", + "diagnostic", + "staining", + "striated", + "mottled", + "exhibit", + "morphology", + "anatomical", + "histological", + "stratigraphic", + "deform", + "observable", + "necrosis", + "necro", + "hypertro", + "symptomatic", + "specimen", + "carcinoma", + "ocular", + "distinguishing", + "exhibiting", + "metallurgical", + "diagnostic", + "sediment", + "excav", + "morphological" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "coloration", + "discoloration", + "diagnostic", + "morphology", + "necrosis", + "symptomatic", + "excav", + "staining", + "histological", + "Diagnostic", + "excavated", + "stratigraphic", + "diagnostic", + "specimen", + "diagnose", + "exhibiting", + "Diagnostic", + "discolor", + "observed", + "sediment", + "reddish", + "characteristic", + "exhibit", + "carcinoma", + "distinguishing", + "Sediment", + "scarring", + "striated" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "differentiated", + "distinguishing", + "distinguish", + "differentiate", + "coloration", + "differentiating", + "differentiation", + "stratified", + "differentiates", + "morphology", + "stratification", + "distinguishable", + "diferenciar", + "diagnostic", + "distinguishes", + "Differentiation", + "observed", + "distinct", + "characteristics", + "differential", + "indicating", + "specimen", + "diagnose", + "contrasting", + "characterizing", + "differentially" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "distinguishing", + "coloration", + "differentiated", + "distinguish", + "differentiating", + "differentiate", + "icolored", + "distinguishes", + "distinguishable", + "ifferentiating", + "differentiates", + "diferenciar", + "contrasting", + "ifferentiated", + "morphology", + "Mixed", + "Differentiation", + "morphologies", + "observed", + "reddish", + "separable", + "differentially", + "stratified", + "diferenci", + "differentiation" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Afterwards", + "subsequently", + "later", + "subsequent", + "commentators", + "further", + "testimonies", + "Eventually", + "photographs", + "During", + "Subsequently", + "documentary", + "Interestingly", + "Later", + "Notably", + "Subsequently", + "demonstrations", + "various", + "reports", + "During", + "commentaries", + "evidence", + "accompanying", + "Furthermore", + "increasingly", + "characterized", + "publicly", + "witnesses", + "Ultimately", + "questions" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Also", + "Meanwhile", + "Afterwards", + "Later", + "Furthermore", + "Then", + "During", + "Their", + "Also", + "During", + "Similarly", + "Recently", + "Similarly", + "Eventually", + "Subsequently", + "furthermore", + "Simultaneously", + "Its", + "Their", + "Ultimately", + "Conversely", + "Its", + "Later", + "Recently", + "Interestingly", + "Secondly", + "Conversely", + "Afterward", + "Likewise", + "Previously" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Similarly", + "Furthermore", + "Similarly", + "Meanwhile", + "Conversely", + "furthermore", + "During", + "Conversely", + "Simultaneously", + "Then", + "Also", + "During", + "Furthermore", + "meanwhile", + "Likewise", + "Secondly", + "Afterwards", + "conversely", + "Subsequently", + "Alongside", + "Afterward", + "Moreover", + "Its", + "Recently", + "whereas", + "Also", + "Later", + "Otherwise", + "Consequently", + "Equally", + "mselves" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "During", + "furthermore", + "Simultaneously", + "They", + "Their", + "Similarly", + "conversely", + "Similarly", + "During", + "Their", + "Equally", + "Both", + "Furthermore", + "Likewise", + "Finally", + "theirs", + "Alongside", + "Conversely", + "Whether", + "Both", + "Conversely", + "They", + "Secondly", + "While", + "whereas", + "Its", + "Luckily", + "tandis", + "herum" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Meanwhile", + "Yours", + "Lately", + "Its", + "Along", + "Along", + "Conversely", + "Conversely", + "meanwhile", + "Contrast", + "Their", + "conversely", + "Worry", + "Its", + "Their", + "whereas", + "theirs", + "Compared", + "Weekend", + "Rather", + "Simultaneously", + "They", + "Yesterday", + "Recently", + "During", + "Enfin", + "Yet", + "tandis", + "mselves" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "There", + "Its", + "Compared", + "Moreover", + "Consequently", + "Yours", + "Its", + "Along", + "Conversely", + "Furthermore", + "Recent", + "There", + "Lately", + "Recently", + "Along", + "While", + "Moreover", + "They", + "During", + "Regardless", + "nThe", + "Each", + "Within", + "Consequently", + "Conversely", + "Similarly", + "Their", + "Contrast" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Meanwhile", + "There", + "Recent", + "Consequently", + "Moreover", + "Conversely", + "While", + "Yours", + "Compared", + "There", + "Its", + "Welcome", + "Along", + "Lately", + "Furthermore", + "Recently", + "Its", + "nThe", + "Regardless", + "During", + "Both", + "They", + "Each", + "Yet", + "Moreover", + "Consequently", + "Contrast", + "Similarly", + "Conversely", + "Recent", + "furthermore", + "Symptoms" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Both", + "There", + "They", + "While", + "Likewise", + "Threats", + "Conversely", + "Welcome", + "Meanwhile", + "Each", + "Yet", + "Similarly", + "Alternatively", + "LessThan", + "Recently", + "Although", + "Unless", + "Secondly", + "Moreover", + "Though", + "Consequently", + "Competition", + "Observe", + "ImagePath", + "Allow", + "Denote", + "Needless", + "txt", + "Its", + "Along", + "Supplies" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "Exceptions", + "Welcome", + "Allow", + "Similarly", + "Yours", + "balls", + "Repeat", + "UMENT", + "Weak", + "Please", + "Applications", + "Furthermore", + "Dont", + "Alternatively", + "Secondly", + "Alien", + "THAN", + "Aren", + "ErrorMessage", + "exceptions", + "Vet", + "Machinery", + "uments" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Repeat", + "THAN", + "Meanwhile", + "Please", + "Similarly", + "UMENT", + "Yours", + "iece", + "Exceptions", + "Vet", + "Welcome", + "Whereas", + "Repeat", + "Trailer", + "Alien", + "ument", + "Furthermore", + "Weak", + "Again", + "obar", + "Acute", + "Wanna", + "There" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Applications", + "Anwendungen", + "Allow", + "Applicants", + "APPLICATIONS", + "Welcome", + "Applications", + "Rating", + "Aplikasi", + "TYPES", + "Application", + "Meanwhile", + "Arguments", + "Algorithms", + "hari", + "Ratings", + "Exceptions", + "SearchResults", + "Equipment", + "Tanks", + "Arguments", + "pb", + "applications" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "event", + "full", + "balanced", + "early", + "bullet", + "each", + "plain", + "bullets", + "applied", + "application", + "equipment", + "fair", + "trick", + "black", + "hybrid", + "serious", + "evenly", + "branch", + "distributions", + "section", + "details", + "quick", + "continuous", + "bull", + "open", + "relaxed", + "gri", + "learned", + "highlight", + "ond", + "applications", + "belongs" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 253551, + 191096, + 166996, + 115088, + 163906, + 154836, + 28589, + 12537, + 918, + 126, + 287, + 1388, + 3731, + 33797, + 160277, + 243991, + 216775, + 168120, + 201753, + 179412, + 142246, + 161728, + 116874, + 196129, + 226224, + 106223 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 215008, + 128899, + 194673, + 180820, + 181746, + 142930, + 35282, + 48799, + 1743, + 3036, + 10224, + 4737, + 14362, + 82454, + 146667, + 87529, + 60025, + 20459, + 15762, + 21913, + 12495, + 22269, + 55392, + 91782, + 108557, + 18036 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 231956, + 248776, + 221798, + 223667, + 177978, + 93110, + 8329, + 13967, + 934, + 1528, + 2509, + 2778, + 2588, + 10118, + 22437, + 40330, + 31920, + 87377, + 82216, + 68947, + 63418, + 68895, + 123128, + 113537, + 169117, + 50020 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 26811, + 4853, + 8145, + 5857, + 15571, + 14282, + 11871, + 5227, + 21694, + 23064, + 19781, + 21493, + 15338, + 50783, + 45732, + 39830, + 87285, + 29528, + 67305, + 75810, + 64331, + 60185, + 117851, + 58597, + 53829, + 556 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 21337, + 137892, + 123254, + 20837, + 186868, + 196166, + 187223, + 153816, + 150896, + 182273, + 166862, + 156656, + 176512, + 235056 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 191926, + 159864, + 183729, + 206426, + 243222, + 218344, + 183044, + 14820, + 31648, + 43913, + 53199, + 16762, + 39679, + 27274 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 216069, + 261128, + 240864, + 142279, + 227235, + 222322, + 93460, + 62995, + 110208, + 222279, + 152787, + 134712, + 211250, + 149808 + ] + }, + { + "label": "void", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 34698, + 207338, + 63684, + 24874, + 117072, + 27731, + 41098, + 148664, + 72958, + 49706, + 14293, + 28701, + 9733, + 3426 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "several", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "where", + "score": 11.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "opening", + "output_checked": true + }, + { + "concept": "was", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "wall", + "output_checked": true + }, + { + "concept": "because", + "score": 6.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "whereas", + "score": 6.0, + "best_rank": 11, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "nearby", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "near", + "output_checked": true + }, + { + "concept": "which", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "later", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "became", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "bul", + "output_checked": true + }, + { + "concept": "outwards", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "ripping", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "torn", + "output_checked": true + }, + { + "concept": "shallower", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "becoming", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "before", + "output_checked": true + }, + { + "concept": "closer", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "autoclave", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "designed", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "tube", + "output_checked": true + }, + { + "concept": "pressure", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "cavities", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "diameter", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "tube", + "output_checked": true + }, + { + "concept": "morphology", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "violently", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "bul", + "output_checked": true + }, + { + "concept": "swelling", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "noticeable", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "bursting", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "near", + "output_checked": true + }, + { + "concept": "quarters", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "further", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "during", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "indicating", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "seams", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "torn", + "output_checked": true + }, + { + "concept": "interior", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "revealed", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "wall", + "output_checked": true + }, + { + "concept": "container", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "wrinkles", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "rupture", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "onlookers", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "protruding", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "radial", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "iax", + "output_checked": true + }, + { + "concept": "coloration", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "revealing", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "nearer", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "layer", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "holes", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "craters", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "underwent", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "bul", + "output_checked": true + }, + { + "concept": "portion", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "torn", + "output_checked": true + }, + { + "concept": "atmosphere", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "chapter", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "suddenly", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "before", + "output_checked": true + }, + { + "concept": "demonstrations", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "yet", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "torn", + "output_checked": true + }, + { + "concept": "irony", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "spaceship", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "chunks", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "clusters", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "quantos", + "Hail", + "wand", + "punkte", + "nada", + "ervan", + "NORE", + "undos", + "Kwa", + "ukun", + "trump", + "nok", + "tantos" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "opat", + "reu", + "trem", + "champ", + "channel", + "grac", + "muut", + "rid", + "stir", + "pres", + "Cann", + "Yuk", + "olyte", + "prof", + "Pres" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "champ", + "opat", + "reu", + "wedge", + "Pres", + "Cham", + "pres", + "rid", + "Proc", + "plo", + "chum", + "Clon", + "channel" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "champ", + "tfrac", + "wedge", + "reu", + "chum", + "Reis", + "olyte", + "Lef", + "ilj", + "sco", + "liq", + "essional", + "ilg" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "tfrac", + "wedge", + "Mani", + "Frem", + "ilj", + "Reis", + "essional", + "Durch", + "tene", + "olyte", + "ago", + "grac", + "Lef" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "ilers", + "amb", + "detached", + "hst", + "det", + "yn", + "aan", + "ual", + "side", + "sn", + "icot", + "WOR", + "VERE", + "illing", + "idence", + "olare", + "sag", + "Sed", + "amba", + "Rem", + "ieden", + "oben" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "bro", + "kick", + "HI", + "Green", + "Sol", + "tools", + "tool", + "trading", + "demos", + "das", + "turbo", + "nial", + "contr", + "Me", + "geme", + "OHC", + "ear", + "mei", + "Ear", + "seq", + "verz" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "tool", + "sol", + "select", + "trading", + "turbo", + "rem", + "Select", + "tail", + "yal", + "kick", + "HI", + "dad", + "demos", + "Zealand", + "truncate", + "tit", + "lives", + "mei", + "remen" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "select", + "side", + "sol", + "Sol", + "Select", + "tail", + "blank", + "Green", + "uct", + "record", + "rem", + "polar", + "polar", + "fitting", + "chal", + "kick", + "tools", + "trading" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "linear", + "fetch", + "ettle", + "switch", + "select", + "subject", + "side", + "listener", + "sus", + "discussed", + "common", + "Green", + "WO", + "RECE", + "Listener", + "tit", + "talk", + "dynamic", + "lives", + "greeting", + "discuss", + "OOSE" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "switch", + "ettle", + "fetch", + "diet", + "discuss", + "greet", + "linear", + "coffee", + "RECE", + "tit", + "listener", + "greeting", + "power", + "discussed", + "data", + "subject", + "dynamic", + "notify", + "native", + "credits", + "trading", + "Greeting", + "common", + "Select", + "Diet", + "calling", + "Listener", + "detail" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "brush", + "dued", + "odeling", + "odora", + "sang", + "meli", + "BAG", + "rion", + "brush", + "robes", + "acclaim", + "nows", + "bag", + "elang", + "restart", + "oders", + "rell" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "kulit", + "restart", + "Restart", + "dictionaries", + "cama", + "iob", + "spielt", + "bali", + "anger", + "ville", + "hnung", + "Critics", + "dicts", + "despert", + "pickle", + "milion", + "pick", + "pressed", + "icules", + "restart", + "lick", + "oyam", + "dusted", + "kik", + "gelegen" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "brus", + "god", + "toch", + "kund", + "dents", + "berj", + "bookshelf", + "rug", + "defer", + "folklore", + "jogar", + "brushless", + "holz", + "viol", + "Yat" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "tier", + "logic", + "father", + "ausge", + "welt", + "tiered", + "edit", + "deniz", + "logical", + "Ber", + "olidated", + "segmented", + "logic", + "largement", + "Tug" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "tier", + "Gut", + "spf", + "dazu", + "ausge", + "altung", + "Versions", + "tti", + "wij", + "ham", + "wir", + "verw", + "discord", + "idic", + "ectors", + "urge", + "iy", + "Verw", + "cev", + "idium", + "mozz", + "duke", + "dill", + "Stein" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "fawn", + "ilm", + "adn", + "mediana", + "szen", + "segment", + "spf", + "parent", + "baik", + "quadrant", + "ior" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "vice", + "riser", + "sprawl", + "spoken", + "boil", + "sav", + "ornament", + "slit", + "seasoning", + "horizontal", + "simultaneously", + "foreground", + "cran", + "alike", + "wearer" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Weekly", + "alike", + "weekly", + "Similarly", + "Meanwhile", + "Yours", + "Subs", + "Thought", + "pleasures", + "Together", + "Weekly", + "Simultaneously", + "Along", + "Thick", + "Thirdly", + "Accent", + "Recorded", + "Together", + "backing", + "rebounding", + "Emp", + "viewing", + "Similarly" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Moreover", + "Consequently", + "Compared", + "Explain", + "Furthermore", + "Meanwhile", + "Simultaneously", + "There", + "Yours", + "Similarly", + "nThe", + "Along", + "Conversely", + "Symptoms", + "Bigger", + "Its", + "Others", + "meanwhile", + "Consequently", + "Thirty", + "Earlier", + "Sound", + "Likewise" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "ImageUrl", + "There", + "Meanwhile", + "Similarly", + "Yours", + "Consequently", + "Moreover", + "Furthermore", + "Angle", + "Compared", + "Likewise", + "Explain", + "Conversely", + "nThe", + "Symptoms", + "Acute", + "There", + "Equally", + "ImagePath", + "Along", + "Moreover", + "Elbow", + "Earlier", + "Simultaneously", + "Recently", + "Bigger" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Similarly", + "html", + "Consequently", + "ImageUrl", + "Recently", + "txt", + "There", + "Unlike", + "Alternatively", + "Likewise", + "Conversely", + "Otherwise", + "Allow", + "Peripheral", + "OfThe", + "ImagePath", + "Both", + "Moreover", + "Simultaneously", + "Repeat", + "Along", + "Historically", + "furthermore", + "htm", + "Except" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "html", + "Similarly", + "Meanwhile", + "Allow", + "Repeat", + "Both", + "json", + "Secondly", + "aspx", + "heading", + "htm", + "Otherwise", + "letas", + "Recently", + "Alien", + "Welcome", + "imiter", + "And", + "conversely", + "Logic", + "Model", + "Angle", + "Exceptions", + "Let", + "Weak", + "Secondly" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Repeat", + "Meanwhile", + "Similarly", + "json", + "Both", + "html", + "Each", + "Recently", + "Secondly", + "Weak", + "Let", + "Welcome", + "Same", + "Otherwise", + "Allow", + "Early", + "This", + "Along", + "Assuming", + "aspx", + "It", + "Equally", + "imiter", + "Model", + "Modern", + "heading", + "Secondly", + "versa", + "By" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Similarly", + "Welcome", + "Secondly", + "Allow", + "Secondly", + "urally", + "versa", + "Repeat", + "json", + "ingly", + "Meanwhile", + "imiter", + "html", + "Please", + "heading", + "htm", + "ppt", + "originally", + "Again", + "ATED", + "Both", + "Application", + "slide", + "oki", + "Assuming" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "section", + "This", + "full", + "bullet", + "It", + "A", + "Let", + "apply", + "Please", + "basin", + "There", + "applied", + "exceptions", + "application", + "again", + "passage", + "bor", + "His", + "fail", + "Diss", + "pdf", + "ated", + "ular", + "When", + "pipe", + "Early", + "bull", + "open", + "They", + "These" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "verw", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "iax", + "output_checked": true + }, + { + "concept": "outwards", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "interior", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "brus", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "rupture", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "jagged", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "where", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "depressions", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "designed", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "tube", + "output_checked": true + }, + { + "concept": "indicative", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "indent", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "opening", + "output_checked": true + }, + { + "concept": "cereal", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "CRED", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "slutt", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "rozs", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "iax", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "before", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "prong", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "tore", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "wall", + "output_checked": true + }, + { + "concept": "indicating", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "center", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "sudden", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "violently", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "opening", + "output_checked": true + }, + { + "concept": "pressure", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "revealed", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "wall", + "output_checked": true + }, + { + "concept": "tear", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "outward", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "fissures", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "radiating", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "voids", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "wechsel", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "credits", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "tread", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "getName", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "incurs", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "opening", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "torn", + "output_checked": true + }, + { + "concept": "milion", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "bola", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "equ", + "output_checked": true + }, + { + "concept": "bookshelf", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "kulit", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "opening", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "logique", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "sebe", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "equ", + "output_checked": true + }, + { + "concept": "tier", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "psih", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "sacrific", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "sparsely", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "tube", + "output_checked": true + }, + { + "concept": "aad", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "before", + "output_checked": true + }, + { + "concept": "Gut", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "center", + "output_checked": true + }, + { + "concept": "engineering", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "rectangle", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "datasheet", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "tube", + "output_checked": true + }, + { + "concept": "horizontally", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "smoothly", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "opening", + "output_checked": true + }, + { + "concept": "pores", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "gas", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "iax", + "output_checked": true + }, + { + "concept": "elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "pits", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-05__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-ductile-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-boundary-attack-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Chromium-depleted interfacial attack 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A stainless weld spent several hours near 675 degrees Celsius. After nitric-acid exposure, narrow trenches followed the grain edges beside chromium-rich carbide rows.", + "prompt_tail": "nless weld spent several hours near 675 degrees Celsius. After nitric-acid exposure, narrow trenches followed the grain edges beside chromium-rich carbide rows.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-boundary-attack-01", + "carrier_id": null, + "target_family": "boundary-attack", + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "black", + "generated_token_ids": [ + 8916 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 2232, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 8672 + }, + { + "label": "corrosion", + "best_rank": 12, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 883 + }, + { + "label": "sensitization", + "best_rank": 13216, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 35307 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "orry", + "accordingly", + "hereby", + "ogether", + "leness", + "ients", + "eles", + "oba", + "isses", + "item", + "therefore", + "iken", + "eces", + "ilities", + "ises", + "according", + "asons", + "itors", + "hence", + "ammed", + "elm", + "furthermore" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "ie", + "wards", + "ii", + "persons", + "alike", + "eded", + "leness", + "lly", + "d", + "ion", + "ort", + "iew", + "ided", + "ids", + "ither", + "info", + "zes", + "etc", + "arie", + "dia", + "zis", + "tics", + "ff", + "ise", + "ited", + "outh", + "ilities", + "fty", + "rs" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "gonna", + "wards", + "aid", + "lle", + "stuff", + "thing", + "ii", + "info", + "persons", + "afterwards", + "etc", + "etc", + "xd", + "ILD", + "anybody", + "defence", + "dia", + "leness", + "itie", + "onus", + "d", + "ort", + "ions", + "ids", + "ither", + "ising", + "soon" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "abouts", + "ided", + "osite", + "yses", + "thence", + "edly", + "ewise", + "enos", + "oides", + "lle", + "afield", + "ions", + "ompok", + "adjoining", + "spaper", + "psis", + "antile", + "stuffs", + "utom", + "fichero", + "leness", + "oused", + "persons", + "efectu", + "ained", + "ened", + "ients" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "centre", + "thence", + "efectu", + "osite", + "enos", + "toward", + "adjoining", + "yses", + "abouts", + "stuffs", + "apiece", + "afield", + "ised", + "whilst", + "edly", + "centre", + "ided", + "filmed", + "aided", + "nearer", + "ensuing", + "foodstuffs", + "forthwith", + "doings", + "aid", + "lli" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "photographs", + "filmed", + "toward", + "nearby", + "beneath", + "aided", + "rons", + "specimens", + "thereafter", + "alike", + "goers", + "assisted", + "also", + "members", + "towards", + "Util", + "notably", + "later", + "featured", + "comprised", + "led", + "afterwards", + "grouped", + "entrances", + "spersed", + "groups", + "neath", + "leys", + "filming", + "advertisements" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "neighboring", + "toward", + "nearby", + "beneath", + "adjoining", + "burgeoning", + "whereupon", + "flanking", + "alike", + "spersed", + "abutting", + "assemblages", + "nearer", + "amid", + "viz", + "aided", + "nestled", + "apiece", + "thereto", + "whence", + "favored", + "markedly", + "ensuing", + "abreast", + "mottled", + "rons", + "scarcely" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "thence", + "thereto", + "apiece", + "toward", + "whence", + "abreast", + "whereupon", + "scarcely", + "ossos", + "midst", + "spersed", + "assemblages", + "foodstuffs", + "indistinct", + "neither", + "merely", + "Toward", + "Toward", + "rous", + "heretofore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "mottled", + "burgeoning", + "alike", + "hues", + "apiece", + "delineated", + "etched", + "deline", + "heed", + "etching", + "coloration", + "etch", + "striated", + "effluents", + "punctuated", + "nascent", + "silice", + "beneath", + "trac", + "wrought", + "peering", + "inlets", + "zijde", + "hydrophilic", + "entlang", + "subterranean" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "mottled", + "subsurface", + "observed", + "deline", + "coloration", + "delineated", + "fissures", + "etching", + "metallurgical", + "staining", + "etched", + "etch", + "discernible", + "subterranean", + "striated", + "excav", + "trench", + "trac", + "scarring", + "delineate", + "visible", + "sediment", + "thickened", + "discoloration", + "remnants", + "crystalline", + "penetrating", + "furrow", + "carapace" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "deline", + "subsurface", + "delineated", + "fissures", + "discoloration", + "mottled", + "coloration", + "observed", + "necrosis", + "Observed", + "staining", + "osserv", + "symptomatic", + "delineate", + "observing", + "observable", + "scarring", + "etching", + "penetrating", + "delineation", + "observations", + "visible", + "exposed", + "fluores", + "Obs", + "remnants" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "discoloration", + "necrosis", + "symptomatic", + "discolor", + "observed", + "indicating", + "diagnostic", + "degradation", + "staining", + "diagnose", + "coloration", + "corrosion", + "lesions", + "disturbed", + "Diagnosis", + "poisoned", + "Corrosion", + "fissures", + "diagnostic", + "symptoms", + "exacerbated", + "diagnosing", + "Diagnosis", + "morphology", + "corro", + "diseased", + "Observed", + "necrotic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "discoloration", + "suggestive", + "observed", + "necrosis", + "coloration", + "discolor", + "suggesting", + "evidence", + "apparently", + "diagnostic", + "describing", + "corrosion", + "morphology", + "indicative", + "diagnose", + "symptomatic", + "penetrated", + "Observed", + "Corrosion", + "fissures", + "describir", + "indicating", + "sichtbar", + "differentiation", + "indications", + "anomalous", + "characterizing", + "Untersuch", + "evidencia" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "observed", + "indicating", + "suggestive", + "Observed", + "discoloration", + "suggesting", + "coloration", + "describe", + "diagnostic", + "describing", + "Evidence", + "icolored", + "diagnose", + "Observations", + "Diagnosis", + "symptomatic", + "observed", + "discolor", + "inexplicable", + "describir", + "indicating", + "sichtbar", + "Pointing", + "evidence", + "apparent", + "interpreted" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Afterwards", + "whereas", + "which", + "simultaneously", + "threatening", + "while", + "Which", + "suggesting", + "Suddenly", + "Simultaneously", + "whilst", + "subsequently", + "reportedly", + "Furthermore", + "During", + "During", + "wondering", + "publicly", + "Eventually", + "Whereas", + "tandis", + "furthermore", + "concurrently", + "noticeably", + "criticizing", + "Suddenly", + "indicating", + "Which", + "Meanwhile", + "protestors", + "accused", + "accompanied" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "ertain", + "whereas", + "Meanwhile", + "furthermore", + "Similarly", + "Similarly", + "Afterwards", + "Also", + "Furthermore", + "Certainly", + "Conversely", + "Conversely", + "Simultaneously", + "Also", + "Yet", + "Consequently", + "Recently", + "Recently", + "Likewise", + "Apparently", + "Consequently", + "whereas", + "Then", + "Again", + "Subsequently", + "During", + "During", + "Its", + "Their", + "cially", + "Yet" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Similarly", + "furthermore", + "Conversely", + "Also", + "Meanwhile", + "Similarly", + "meanwhile", + "Simultaneously", + "Likewise", + "Afterwards", + "conversely", + "Then", + "whereas", + "Conversely", + "Otherwise", + "Furthermore", + "Equally", + "Shouldn", + "Also", + "Subsequently", + "Afterward", + "Currently", + "There", + "Yet", + "Unless", + "Recently", + "likewise", + "Secondly", + "else", + "Moreover", + "Again" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "Similarly", + "conversely", + "Meanwhile", + "Similarly", + "During", + "Simultaneously", + "They", + "Their", + "Furthermore", + "During", + "Equally", + "Alongside", + "Though", + "Their", + "Likewise", + "Within", + "theirs", + "Yet", + "likewise", + "They", + "Yet", + "Alongside", + "Also", + "Within", + "Conversely", + "Despite", + "Lately", + "Along", + "Another" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Along", + "Yet", + "Yet", + "meanwhile", + "Their", + "Lately", + "Conversely", + "During", + "Its", + "olerance", + "conversely", + "Meanwhile", + "Along", + "Within", + "Their", + "Alongside", + "They", + "During", + "Those", + "theirs", + "Unless", + "Worry", + "elae", + "They", + "Recently", + "Rather", + "Yours" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Meanwhile", + "During", + "Lately", + "During", + "Along", + "Those", + "meanwhile", + "Along", + "nThe", + "They", + "Its", + "Recent", + "Their", + "Consequently", + "Within", + "mselves", + "Similarly", + "Recently", + "Within", + "Their", + "Moreover", + "Recent", + "Moreover", + "Furthermore", + "Conversely", + "Today", + "Yet", + "They" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "They", + "During", + "Meanwhile", + "Its", + "nThe", + "During", + "Lately", + "Their", + "Recent", + "Along", + "Consequently", + "Their", + "They", + "Recent", + "Yet", + "Recently", + "Along", + "Its", + "meanwhile", + "mselves", + "These", + "Within", + "Yet", + "nPlease", + "Similarly", + "Upon", + "Those", + "Within", + "Consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Yet", + "They", + "Pourtant", + "furthermore", + "These", + "coli", + "Likewise", + "Upon", + "Along", + "LessThan", + "Similarly", + "Consequently", + "Conversely", + "Alternatively", + "Secondly", + "washers", + "trow", + "jsonData", + "During", + "THAN", + "Meanwhile", + "Conversely", + "Stellen", + "ImagePath", + "txt", + "Its", + "Both" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "balls", + "UMENT", + "ImagePath", + "ardini", + "coli", + "arrow", + "ToList", + "Mere", + "WAS", + "WithError", + "endswith", + "Secondly", + "ContextMenu", + "Subs", + "Sick", + "heading", + "Heading", + "Meanwhile" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "UMENT", + "THAN", + "ardini", + "coli", + "balls", + "arrow", + "ToList", + "ACKS", + "ILL", + "endif", + "okie", + "ound", + "Sick", + "uite", + "UnitTest", + "fehlen", + "ould" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "UMENT", + "exceptions", + "okie", + "ARROW", + "ould", + "arrow", + "SearchResults", + "ittle", + "black", + "uga", + "heading", + "pylori", + "bola", + "Heading", + "okay", + "Secondly" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "black", + "grain", + "bull", + "deep", + "This", + "bl", + "closed", + "This", + "excluding", + "snowflake", + "during", + "intrinsic", + "heavy", + "The", + "blank", + "exceptions", + "fail", + "when", + "delim", + "nt", + "substrate", + "separated", + "thick", + "nit", + "stainless", + "chemical", + "blind", + "event", + "dark", + "dent", + "equipment", + "The" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 119123, + 78946, + 61387, + 25928, + 12156, + 33180, + 26402, + 62082, + 4910, + 2098, + 2233, + 5152, + 6868, + 10211, + 61374, + 126312, + 167952, + 50749, + 85830, + 72830, + 53842, + 57602, + 34443, + 57380, + 106374, + 12204 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 136851, + 73283, + 16240, + 67381, + 80059, + 11661, + 22147, + 27727, + 1256, + 92, + 79, + 13, + 14, + 337, + 13004, + 40102, + 23195, + 5986, + 12581, + 2998, + 1676, + 6880, + 23886, + 44730, + 29968, + 3485 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 162371, + 72452, + 108988, + 129526, + 155731, + 188248, + 213819, + 128543, + 167992, + 73529, + 58203, + 13217, + 30407, + 58205, + 49380, + 75939, + 78344, + 34329, + 38351, + 24529, + 24087, + 77123, + 219126, + 191798, + 151098, + 123502 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 67064, + 121967, + 42588, + 144154, + 91470, + 46422, + 13896, + 8673, + 87838, + 29601, + 33852, + 51851, + 20181, + 24193 + ] + }, + { + "label": "corrosion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 224657, + 261630, + 148299, + 165233, + 102662, + 7370, + 87426, + 121388, + 53523, + 3344, + 884, + 18833, + 6727, + 3570 + ] + }, + { + "label": "sensitization", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 210739, + 219821, + 98074, + 98435, + 35308, + 163469, + 221287, + 64701, + 41709, + 57438, + 62797, + 125525, + 187991, + 118246 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 23.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "weld", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "oxide", + "score": 12.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "during", + "score": 12.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "hours", + "output_checked": true + }, + { + "concept": "years", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "several", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "6", + "output_checked": true + }, + { + "concept": "temperature", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "but", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "welding", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "weld", + "output_checked": true + }, + { + "concept": "and", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "nitric", + "output_checked": true + }, + { + "concept": "areas", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "decontamination", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "which", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "weld", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "nitric", + "output_checked": true + }, + { + "concept": "appeared", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "After", + "output_checked": true + }, + { + "concept": "sections", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "During", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cooling", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "After", + "output_checked": true + }, + { + "concept": "across", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "edges", + "output_checked": true + }, + { + "concept": "cleanup", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "spent", + "output_checked": true + }, + { + "concept": "neighbors", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "beside", + "output_checked": true + }, + { + "concept": "temperatura", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "5", + "output_checked": true + }, + { + "concept": "massacre", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "anymore", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "7", + "output_checked": true + }, + { + "concept": "became", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "patches", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "clusters", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "undergoing", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "hours", + "output_checked": true + }, + { + "concept": "heat", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "near", + "output_checked": true + }, + { + "concept": "cleaning", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "acid", + "output_checked": true + }, + { + "concept": "precipitates", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "visible", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "rows", + "output_checked": true + }, + { + "concept": "within", + "score": 3.0, + "best_rank": 2, + "best_depth": 75.6, + "near_token": "rows", + "output_checked": true + }, + { + "concept": "salvage", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "several", + "output_checked": true + }, + { + "concept": "proximity", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "near", + "output_checked": true + }, + { + "concept": "sulfur", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "nitric", + "output_checked": true + }, + { + "concept": "observed", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "nearby", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "near", + "output_checked": true + }, + { + "concept": "excav", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "subsurface", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "were", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "surrounding", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "was", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "bodysuit", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "returning", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "After", + "output_checked": true + }, + { + "concept": "preparing", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "hours", + "output_checked": true + }, + { + "concept": "another", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "near", + "output_checked": true + }, + { + "concept": "percent", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "7", + "output_checked": true + }, + { + "concept": "contours", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Fahrenheit", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "steel", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "grains", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "testing", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "chemically", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exposure", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "ervan", + "nada", + "Hail", + "Kwa", + "undos", + "trump", + "anque", + "NORE", + "MOB", + "wand", + "quantos", + "masculin", + "Kwa", + "Herz", + "ties" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "grac", + "blot", + "opat", + "Sob", + "Blanch", + "stir", + "trem", + "lev", + "dim", + "tons", + "Beg", + "reu", + "Mannes", + "Yuk", + "exp", + "fam", + "ago", + "pres", + "channel" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "nab", + "bab", + "reu", + "Dru", + "prof", + "dim", + "Blanch", + "ums", + "phones", + "fam", + "Salv", + "Av", + "grac", + "ago", + "trem", + "Sue", + "Bel", + "dre" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ilj", + "ago", + "tfrac", + "olyte", + "fam", + "Sod", + "pric", + "dim", + "chum", + "def", + "Reis", + "onn", + "Sur", + "reu", + "grac", + "Langer", + "byt", + "impro", + "Lef" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "grac", + "ilj", + "tfrac", + "olyte", + "Sur", + "brink", + "dim", + "Grac", + "Reis", + "fam", + "byt", + "ohn", + "nguy", + "Mani", + "dre", + "essional" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "ilers", + "WOR", + "sn", + "susp", + "side", + "Vo", + "yn", + "idence", + "ORS", + "Vla", + "air", + "und", + "amb", + "sol", + "icot", + "oben", + "zd", + "hst", + "atus", + "sag", + "Su", + "owned" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "tool", + "tools", + "HI", + "trading", + "kick", + "dad", + "Green", + "dal", + "duct", + "DEP", + "tail", + "Sol", + "demos", + "VND", + "ear", + "don", + "dos", + "nial" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tool", + "tools", + "HI", + "tail", + "dad", + "trading", + "dal", + "dos", + "tail", + "kick", + "sol", + "yal", + "NRC", + "DEP", + "cares", + "duct" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "sol", + "side", + "select", + "tail", + "Sol", + "record", + "tail", + "Select", + "kick", + "nop", + "rem", + "blank", + "duct", + "tool", + "Green", + "NRC", + "makan", + "chal", + "serial", + "record", + "HI", + "yal" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "sus", + "linear", + "fetch", + "ettle", + "listener", + "OOSE", + "CRED", + "subject", + "RECE", + "Listener", + "select", + "tter", + "Tos", + "side", + "greeting", + "data", + "locks", + "GRAD", + "greet", + "WO" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "listener", + "Listener", + "speaker", + "Greet", + "greet", + "data", + "RECE", + "CRED", + "ettle", + "Speaker", + "switch", + "greeting", + "SWITCH", + "calls", + "GetData", + "cereal", + "dak", + "cata", + "fetch", + "credits", + "diet", + "LOCK", + "VERT", + "Tos", + "speakers", + "ransom" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "epar", + "bag", + "alee", + "issel", + "carn", + "PAS", + "DAP", + "gestaltung", + "essage", + "hap", + "andel", + "erme", + "odora", + "Apa", + "ladder", + "stein", + "addAll", + "alh", + "bag", + "reason", + "header", + "etag", + "WriteHeader" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "lick", + "dictionaries", + "cama", + "getId", + "httpClient", + "recou", + "irse", + "competencia", + "presse", + "slutt", + "appla", + "pickle", + "clout", + "abilecek", + "getName", + "lobster", + "cranberry", + "fanbase", + "kulit", + "adet", + "bouts", + "haystack", + "httpClient", + "despert" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "brus", + "God", + "deka", + "brushing", + "holz", + "del", + "blas", + "bookshelf", + "dfs", + "owes", + "god", + "berk", + "abilecek", + "assol", + "Violent" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "tier", + "ausge", + "Ber", + "tier", + "widers", + "Jahres", + "ques", + "Gaj", + "should", + "socket", + "logique", + "tiered", + "iph" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "tier", + "Versions", + "wij", + "wir", + "vorher", + "adillo", + "casilla", + "spf", + "OfMonth", + "prong", + "edged", + "idic", + "cev", + "spf", + "ycz", + "afect", + "iy", + "ausge", + "CTV", + "ospel", + "orough" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "fawn", + "baik", + "penj", + "adn", + "contre", + "spf", + "ortaya", + "riguard", + "pearls" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "boil", + "flourish", + "niiden", + "excl", + "ymptoms", + "ympt", + "few", + "symptom", + "slit", + "delirium", + "pone" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Similarly", + "Simultaneously", + "Along", + "nCurrent", + "along", + "besides", + "nThe", + "Meanwhile", + "Besides", + "Afterward", + "Sympt", + "Symptoms", + "Conversely", + "Conversely", + "IsNot", + "Additionally", + "Along", + "Weekly", + "Neither", + "imaged", + "Subs" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "meanwhile", + "Simultaneously", + "Consequently", + "nCurrent", + "Similarly", + "Its", + "Additionally", + "Symptoms", + "nThe", + "During", + "Subsequently", + "Its", + "Moreover", + "Meanwhile", + "Others", + "During", + "Furthermore", + "Conversely", + "Consequently", + "Afterward", + "Other", + "accordingly", + "lately" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Similarly", + "During", + "meanwhile", + "Consequently", + "Additionally", + "Simultaneously", + "nThe", + "Its", + "Meanwhile", + "Consequently", + "nCurrent", + "nPlease", + "During", + "theirs", + "furthermore", + "Symptoms", + "Conversely", + "Neither", + "Yours", + "Lately", + "lately", + "These" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "furthermore", + "During", + "During", + "Similarly", + "Additionally", + "Furthermore", + "Simultaneously", + "Consequently", + "Subsequently", + "Additionally", + "conversely", + "Otherwise", + "Similarly", + "Initially", + "Conversely", + "Consequently", + "meanwhile", + "Thereafter", + "Alternatively", + "These" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Similarly", + "During", + "These", + "Meanwhile", + "Along", + "During", + "Simultaneously", + "Issues", + "Both", + "Thereafter", + "meanwhile", + "unnumbered", + "Errors", + "imiter", + "these", + "preceded", + "Initially", + "conversely", + "Subs", + "Subsequently", + "Secondly", + "Similarly" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "During", + "Similarly", + "Meanwhile", + "Along", + "During", + "This", + "Simultaneously", + "Both", + "Initially", + "alike", + "These", + "Secondly", + "Secondly", + "Same", + "Similarly", + "Initially", + "begin", + "They", + "black", + "Issues", + "othesis", + "endswith", + "Another", + "Assuming", + "Otherwise", + "Diss" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "These", + "During", + "During", + "black", + "Following", + "This", + "These", + "Both", + "Those", + "Along", + "Between", + "Initially", + "Secondly", + "Both", + "ound", + "They", + "Those", + "Similarly", + "Another", + "Secondly", + "Within", + "alike", + "Issues", + "Simultaneously", + "init", + "Their" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "black", + "Grain", + "grain", + "Stainless", + "Black", + "During", + "Diss", + "Chromium", + "His", + "end", + "After", + "When", + "Such", + "stainless", + "chromium", + "diss", + "Carbide", + "They", + "What", + "fail", + "init", + "Upon", + "Its", + "ound", + "inc", + "begin", + "Following", + "adjacent", + "Stainless" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "oxide", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "temperature", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "6", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "nitric", + "output_checked": true + }, + { + "concept": "welding", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "hours", + "output_checked": true + }, + { + "concept": "ilm", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "appeared", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "cooling", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "After", + "output_checked": true + }, + { + "concept": "pitting", + "score": 5.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "hours", + "output_checked": true + }, + { + "concept": "During", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "CRED", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "boo", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "URCH", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "hours", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "years", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "several", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "During", + "score": 3.0, + "best_rank": 1, + "best_depth": 90.2, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "cleaning", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "acid", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "spent", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "followed", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "rele", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "Versions", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "weld", + "output_checked": true + }, + { + "concept": "entlang", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "followed", + "output_checked": true + }, + { + "concept": "contours", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "clusters", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "etching", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "acid", + "output_checked": true + }, + { + "concept": "areas", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "throughout", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "edges", + "output_checked": true + }, + { + "concept": "heat", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "near", + "output_checked": true + }, + { + "concept": "across", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "edges", + "output_checked": true + }, + { + "concept": "carbides", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "steel", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "precipitates", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "visible", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "rows", + "output_checked": true + }, + { + "concept": "testing", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "cat", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cuid", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "hours", + "output_checked": true + }, + { + "concept": "puffs", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "ausger", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "nitric", + "output_checked": true + }, + { + "concept": "PAS", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "followed", + "output_checked": true + }, + { + "concept": "steering", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "fam", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "edges", + "output_checked": true + }, + { + "concept": "mek", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "beside", + "output_checked": true + }, + { + "concept": "samym", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "ello", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "weld", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "hours", + "output_checked": true + }, + { + "concept": "AFP", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "kerap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "desempe", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "followed", + "output_checked": true + }, + { + "concept": "goalkeeper", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "beside", + "output_checked": true + }, + { + "concept": "Dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "roar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "rows", + "output_checked": true + }, + { + "concept": "lick", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "iter", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "hours", + "output_checked": true + }, + { + "concept": "toks", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "acid", + "output_checked": true + }, + { + "concept": "brus", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-01__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-boundary-attack-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Chromium-depleted interfacial attack 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "An austenitic pipe was slowly cooled through an intermediate temperature range. A later chemical test exposed a connected network of material loss outlining individual grains.", + "prompt_tail": "ipe was slowly cooled through an intermediate temperature range. A later chemical test exposed a connected network of material loss outlining individual grains.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-boundary-attack-02", + "carrier_id": null, + "target_family": "boundary-attack", + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 744, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 4296 + }, + { + "label": "corrosion", + "best_rank": 2100, + "best_depth": 75.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 22673 + }, + { + "label": "sensitization", + "best_rank": 5106, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 14477 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "accordingly", + "hereby", + "ients", + "ogether", + "orry", + "leness", + "eles", + "hence", + "therefore", + "iken", + "isses", + "elm", + "furthermore", + "item", + "ertain", + "ises", + "according", + "oba", + "oraz", + "together" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "ie", + "ii", + "persons", + "zes", + "edly", + "alike", + "lli", + "arie", + "eded", + "leness", + "lly", + "d", + "iew", + "ided", + "wards", + "ients", + "rl", + "etc", + "zis", + "ion", + "ow", + "ort", + "ng", + "elf", + "ike", + "ued", + "ither", + "fty" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "persons", + "lle", + "ising", + "ii", + "etc", + "centre", + "gonna", + "thereof", + "etc", + "centre", + "afield", + "wards", + "ients", + "edly", + "thereon", + "onus", + "d", + "ie", + "iew", + "ILD", + "aid", + "ewise", + "dz", + "anybody", + "leness", + "wl", + "dll" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "edly", + "alike", + "thereafter", + "whilst", + "thereto", + "thereon", + "ued", + "ided", + "persons", + "thereof", + "herein", + "thence", + "arters", + "lle", + "unto", + "therein", + "commenced", + "eded", + "oused", + "forthwith", + "uded", + "whereupon", + "afield", + "yi", + "Members", + "yses", + "maupun", + "persons", + "therefrom" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "alike", + "edly", + "resultant", + "Whilst", + "thence", + "ued", + "ided", + "centre", + "unto", + "commenced", + "utilised", + "sundry", + "arters", + "herein", + "thereafter", + "thereto", + "eded", + "maupun", + "ensuing", + "environs", + "Whilst", + "utilising", + "forthwith", + "persons", + "thereof", + "wherein", + "uded" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whilst", + "thereafter", + "comprised", + "upon", + "commenced", + "utilized", + "amongst", + "pertaining", + "utilised", + "wherein", + "Util", + "specimens", + "alike", + "subsequently", + "thereto", + "thereon", + "ided", + "concerning", + "rons", + "notably", + "Upon", + "Whilst", + "Whilst", + "aided", + "penned", + "which", + "thus", + "towards", + "noted", + "persons" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "upon", + "notable", + "notably", + "their", + "themselves", + "characterized", + "specimens", + "comprised", + "wrought", + "discernible", + "utilized", + "beneath", + "ided", + "thus", + "wherein", + "amongst", + "Upon", + "neighboring", + "Upon", + "thereto", + "seemingly", + "midst", + "collectively", + "hues", + "individuals", + "edly", + "unto", + "thereafter", + "upon", + "noteworthy" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "noteworthy", + "notable", + "furthermore", + "whereas", + "thereto", + "coloration", + "individus", + "upon", + "persons", + "wherein", + "whilst", + "individuos", + "textural", + "individuals", + "herein", + "unto", + "midst", + "pertaining", + "discernible", + "forth", + "specimens", + "Upon", + "hues", + "individuality", + "characteristics", + "utilized", + "Upon", + "specimen", + "entirety" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "etched", + "coloration", + "microscopic", + "hues", + "etching", + "meticulous", + "delineated", + "deline", + "noteworthy", + "delineation", + "morphology", + "discernible", + "notable", + "micrograph", + "mottled", + "individu", + "anatomical", + "meticulously", + "etch", + "individus", + "discerning", + "individuos", + "luminescence", + "encased", + "delineate", + "morphologies", + "specimens", + "microscopy", + "indicative", + "visage", + "dendritic" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "etched", + "deline", + "microscopy", + "etching", + "delineation", + "micrograph", + "delineated", + "discernible", + "microscopic", + "coloration", + "delineate", + "anatomical", + "etch", + "photograph", + "visible", + "morphology", + "diagram", + "forensic", + "dendritic", + "mottled", + "staining", + "demarc", + "immunohist", + "luminescence", + "micrographs", + "tracing", + "photographed", + "meticulous", + "topographical", + "evidence", + "diagnostic", + "anatom" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "delineation", + "deline", + "delineated", + "microscopic", + "delineate", + "visible", + "revealing", + "microscopy", + "anatomical", + "coloration", + "obscured", + "discernible", + "micrograph", + "anatom", + "tracing", + "etched", + "demarc", + "distinguishing", + "markings", + "forensic", + "etching", + "discoloration", + "mottled", + "visible", + "microsc", + "diagnostic", + "staining", + "traced", + "illuminated", + "photographed" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "revealing", + "visible", + "microscopy", + "delineation", + "sichtbar", + "visible", + "microscopic", + "coloration", + "visualizing", + "micrograph", + "indicating", + "staining", + "deline", + "markings", + "anatomical", + "dissection", + "demarc", + "delineated", + "testifying", + "discoloration", + "microsc", + "morphology", + "visualized", + "Microscopy", + "displaying", + "stained", + "photographed", + "distinguishing", + "necrosis", + "diseased", + "delineate" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "revealing", + "indicating", + "testifying", + "microscopy", + "mandible", + "sichtbar", + "micrograph", + "microscopic", + "distinguishing", + "anatomical", + "coloration", + "Microscopy", + "visible", + "distinguish", + "indicative", + "discoloration", + "evidence", + "showing", + "suggesting", + "displaying", + "microscope", + "carcinoma", + "staining", + "morphology", + "anatom", + "photographed", + "markings", + "necrosis", + "forensic", + "etching", + "etched" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "revealing", + "sichtbar", + "unmistak", + "unmistakable", + "testifying", + "evidence", + "visible", + "microscopy", + "coloration", + "horrifying", + "suggesting", + "indicative", + "discoloration", + "Microscopy", + "micrograph", + "showing", + "indicates", + "reveal", + "displaying", + "confirming", + "magnification", + "astonishing", + "implying", + "necrosis", + "massacre", + "suggestive", + "evidencia", + "visibly", + "inexplicable" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "which", + "whereas", + "Furthermore", + "while", + "simultaneously", + "whilst", + "Consequently", + "consequently", + "Furthermore", + "meanwhile", + "therefore", + "accompanied", + "Consequently", + "whereupon", + "this", + "among", + "however", + "causing", + "Which", + "thereby", + "indicating", + "wherein", + "subsequently", + "suggesting", + "Meanwhile", + "nevertheless", + "whereby", + "demonstrating", + "secondly", + "several" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "whereas", + "Furthermore", + "furthermore", + "Consequently", + "Furthermore", + "Consequently", + "Meanwhile", + "meanwhile", + "whereas", + "Similarly", + "likewise", + "Similarly", + "Conversely", + "Simultaneously", + "Also", + "Also", + "During", + "simultaneously", + "accordingly", + "consequently", + "Likewise", + "Conversely", + "Subsequently", + "whereupon", + "ertain", + "Then", + "therefore", + "Therefore", + "During", + "Yet", + "Meanwhile", + "Whereas" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "whereas", + "Furthermore", + "Similarly", + "meanwhile", + "conversely", + "Meanwhile", + "Consequently", + "Furthermore", + "Similarly", + "Conversely", + "Conversely", + "afterwards", + "likewise", + "Likewise", + "Subsequently", + "Afterwards", + "Consequently", + "Then", + "Yet", + "accordingly", + "consequently", + "thereafter", + "Simultaneously", + "else", + "therefore", + "Also", + "During", + "Again", + "thereby", + "subsequently", + "similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "whereas", + "conversely", + "while", + "During", + "Furthermore", + "Yet", + "Similarly", + "afterwards", + "Meanwhile", + "Similarly", + "During", + "Yet", + "They", + "Their", + "separately", + "Simultaneously", + "Finally", + "accordingly", + "Upon", + "afterward", + "secondly", + "however", + "While", + "lately", + "Their", + "Conversely", + "tandis", + "Conversely", + "during", + "although" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Yet", + "Yet", + "meanwhile", + "theirs", + "conversely", + "Yours", + "Conversely", + "Their", + "Their", + "whereas", + "lately", + "Lately", + "They", + "Meanwhile", + "mselves", + "furthermore", + "Along", + "Conversely", + "today", + "Today", + "hers", + "Along", + "Its", + "Recently", + "Tonight", + "Rather" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Their", + "Meanwhile", + "mselves", + "Their", + "They", + "Consequently", + "Conversely", + "Similarly", + "meanwhile", + "Conversely", + "Moreover", + "Likewise", + "Yours", + "conversely", + "Upon", + "During", + "Today", + "Furthermore", + "Its", + "Recently", + "whereas", + "Yet", + "Moreover", + "furthermore", + "nThe", + "Each", + "Along", + "Lately", + "Nevertheless", + "Compared" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Their", + "They", + "Consequently", + "Their", + "Upon", + "Meanwhile", + "Conversely", + "Similarly", + "During", + "Likewise", + "Conversely", + "mselves", + "conversely", + "nThe", + "Yet", + "Each", + "Nevertheless", + "Its", + "Recently", + "meanwhile", + "Consequently", + "Yours", + "Today", + "Moreover", + "They", + "Which", + "Upon", + "Its", + "Furthermore", + "During" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Upon", + "Furthermore", + "Their", + "Likewise", + "Conversely", + "Similarly", + "Consequently", + "conversely", + "Yet", + "They", + "Conversely", + "Pourtant", + "Along", + "Again", + "Each", + "During", + "Another", + "Within", + "Nevertheless", + "Meanwhile", + "Hence", + "Upon", + "Secondly", + "THAN", + "Recently", + "Alternatively", + "This", + "However", + "furthermore", + "Therefore", + "Its" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Similarly", + "Meanwhile", + "Therefore", + "ardini", + "Conversely", + "UMENT", + "Another", + "THAN", + "Yet", + "glEnable", + "Their", + "Secondly", + "Consequently", + "mortem", + "conversely", + "uments", + "balls", + "bla", + "acionales", + "atae", + "WithError", + "They", + "Furthermore", + "meanwhile", + "weisen" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "THAN", + "Therefore", + "Similarly", + "Meanwhile", + "UMENT", + "Consequently", + "ULAR", + "ardini", + "ular", + "Tis", + "Yet", + "ularis", + "ually", + "ullary", + "Another", + "ullin", + "LETTER", + "uments", + "Their", + "Along", + "ullah", + "acionales", + "vika", + "glEnable", + "Again", + "ardin", + "Furthermore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "UMENT", + "ULAR", + "Considering", + "Attention", + "konen", + "Apparently", + "bla", + "UMENTS", + "Among", + "When", + "ILL", + "slide", + "Similarly", + "Upon", + "ullah", + "ular", + "Another", + "Again", + "Secondly", + "ullin", + "Their", + "Considering" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "Upon", + "This", + "A", + "ular", + "When", + "graph", + "grain", + "granular", + "chemical", + "graphic", + "kind", + "Bare", + "black", + "carbon", + "Blank", + "blad", + "Una", + "bare", + "Yet", + "In", + "gra", + "internal", + "sphere", + "Grain", + "subs", + "Un", + "bullet", + "blank", + "sub", + "After", + "bla" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 104115, + 48563, + 51806, + 39691, + 15300, + 44218, + 32035, + 9570, + 1896, + 1059, + 921, + 745, + 1978, + 10832, + 88167, + 148588, + 155969, + 129644, + 163091, + 162092, + 107203, + 149219, + 98996, + 96800, + 146553, + 64241 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 158427, + 110485, + 61947, + 141964, + 137826, + 18816, + 26424, + 30556, + 3884, + 862, + 5354, + 6863, + 7282, + 7079, + 62598, + 84452, + 64253, + 14961, + 8541, + 2101, + 2443, + 5150, + 9648, + 35210, + 12567, + 7523 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 155538, + 105330, + 58151, + 90402, + 104442, + 81255, + 109920, + 26299, + 68862, + 29528, + 41340, + 32379, + 88606, + 39183, + 61557, + 67009, + 57541, + 23130, + 9259, + 9854, + 5107, + 56977, + 163602, + 161672, + 121595, + 166305 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 32443, + 13862, + 23105, + 174491, + 115858, + 38958, + 4297, + 15578, + 180367, + 124178, + 64742, + 93938, + 65730, + 49428 + ] + }, + { + "label": "corrosion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 222922, + 261564, + 184543, + 161008, + 66314, + 29493, + 94930, + 192099, + 137197, + 39425, + 22674, + 34747, + 26209, + 27381 + ] + }, + { + "label": "sensitization", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 209453, + 128818, + 89191, + 128208, + 14478, + 117490, + 155549, + 38819, + 21948, + 21663, + 22674, + 136645, + 215755, + 191170 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "several", + "score": 23.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "was", + "output_checked": true + }, + { + "concept": "because", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "the", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "through", + "output_checked": true + }, + { + "concept": "where", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "within", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "loss", + "output_checked": true + }, + { + "concept": "during", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "was", + "output_checked": true + }, + { + "concept": "phase", + "score": 9.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "which", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "During", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "alloy", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "showed", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "test", + "output_checked": true + }, + { + "concept": "from", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "oxide", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "revealing", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "outlining", + "output_checked": true + }, + { + "concept": "whereas", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "individuals", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "investigation", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "chemical", + "output_checked": true + }, + { + "concept": "subjected", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "cracks", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "examination", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "later", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 4.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "used", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "was", + "output_checked": true + }, + { + "concept": "portion", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "exhibiting", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "material", + "output_checked": true + }, + { + "concept": "subterranean", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "its", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "through", + "output_checked": true + }, + { + "concept": "analysis", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "chemical", + "output_checked": true + }, + { + "concept": "component", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "diagnostic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "gradually", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "adiabatically", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "Zwischen", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "intermediate", + "output_checked": true + }, + { + "concept": "observed", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "adjoining", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "inhabitants", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "of", + "output_checked": true + }, + { + "concept": "resulted", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "test", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "them", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "material", + "output_checked": true + }, + { + "concept": "transitional", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "an", + "output_checked": true + }, + { + "concept": "significant", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "A", + "output_checked": true + }, + { + "concept": "showing", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "material", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Their", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "localized", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "loss", + "output_checked": true + }, + { + "concept": "excuse", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "An", + "output_checked": true + }, + { + "concept": "treatment", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "chemical", + "output_checked": true + }, + { + "concept": "revealed", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "test", + "output_checked": true + }, + { + "concept": "sample", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "martens", + "score": 2.0, + "best_rank": 1, + "best_depth": 90.2, + "near_token": "through", + "output_checked": true + }, + { + "concept": "precipitate", + "score": 2.0, + "best_rank": 1, + "best_depth": 90.2, + "near_token": "A", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "An", + "output_checked": true + }, + { + "concept": "engineering", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "metallurgy", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "test", + "output_checked": true + }, + { + "concept": "artery", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "interconnect", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "network", + "output_checked": true + }, + { + "concept": "erosion", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "loss", + "output_checked": true + }, + { + "concept": "etched", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "outlining", + "output_checked": true + }, + { + "concept": "distinct", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "microscopic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grains", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "quantos", + "Hail", + "ervan", + "anque", + "punkte", + "Kwa", + "diagonal", + "trump", + "wand", + "undos", + "NORE" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lev", + "rid", + "Sob", + "trem", + "channel", + "stir", + "opat", + "tons", + "onn", + "grac", + "olyte", + "dim", + "Cole", + "Cann", + "ving", + "Pres", + "blot", + "essional", + "Beg", + "Lav" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "Pres", + "stir", + "pres", + "lev", + "chum", + "Proc", + "Tav", + "Clon", + "Sob", + "nab", + "opat", + "champ", + "mort", + "tun", + "tons", + "invariable", + "trem", + "onn", + "induct", + "mod", + "dre", + "channel" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Pres", + "Reis", + "onn", + "essional", + "champ", + "usan", + "chum", + "fam", + "glob", + "Grac", + "Mani", + "Sob", + "Clon", + "Sesam", + "ilg", + "grac", + "sang", + "Sod" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Mani", + "Pres", + "Reis", + "grac", + "Grac", + "ago", + "champ", + "olyte", + "dim", + "tfrac", + "fam", + "dip", + "essional", + "Cann", + "dre", + "glob", + "onn", + "chum" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Vo", + "Su", + "ilers", + "rem", + "ORS", + "Nagata", + "su", + "ingen", + "fin", + "Ih", + "Vo", + "Sed", + "hely", + "sn", + "oben", + "Rem", + "VERE", + "icot", + "uldig", + "susp", + "yn", + "sag", + "side", + "idence", + "det", + "hst" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "kick", + "tools", + "Green", + "tool", + "HI", + "trading", + "bro", + "Vo", + "Vo", + "serial", + "simple", + "Sol", + "dad", + "truncate", + "remen", + "Werk", + "rem" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "tail", + "remen", + "tool", + "side", + "kick", + "ORS", + "yal", + "sol", + "Vo", + "truncate", + "cares", + "simple", + "Vo", + "HI", + "valued", + "select", + "Green", + "serial", + "rem", + "DEP", + "turbo" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "tail", + "tool", + "sol", + "Green", + "kick", + "select", + "remen", + "tools", + "side", + "serial", + "Select", + "rem", + "yal", + "konto", + "cares", + "tail", + "Vo", + "record" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "ettle", + "sus", + "select", + "linear", + "remen", + "OOSE", + "locks", + "Green", + "cdots", + "lives", + "cat", + "ae", + "listener", + "LOCK", + "traits", + "tattoo", + "common", + "s", + "pur", + "side", + "lock", + "contact" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "ettle", + "sett", + "listener", + "credits", + "CUSTOM", + "CERT", + "common", + "LOCK", + "calls", + "locks", + "notify", + "locks", + "OAuth", + "greet", + "Listener", + "custom", + "RECE", + "tch", + "Select", + "Greet", + "tattoo" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "header", + "epar", + "DAP", + "odora", + "PAS", + "Kita", + "main", + "alh", + "itas", + "pit", + "Bean", + "self", + "aria", + "header", + "templates", + "Produto", + "fewest", + "refresh", + "utet", + "units", + "bean", + "kuna", + "puffs", + "label" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "abilecek", + "getId", + "overlap", + "cour", + "adet", + "rozs", + "cour", + "Adelaide", + "overlapping", + "recou", + "aldo", + "assol", + "bilen", + "abal", + "kulit", + "httpClient", + "theit" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "brus", + "God", + "deka", + "assol", + "god", + "grud", + "Pang", + "ogado", + "solle", + "holz", + "del", + "cour", + "dfs", + "golfer" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ques", + "ausge", + "tier", + "Jahres", + "prong", + "URCH", + "igste", + "ayer", + "smith", + "jah", + "father", + "fier", + "Proj", + "Als", + "rites", + "Als", + "tier", + "logic", + "findest", + "lus", + "logic" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "wir", + "spf", + "spf", + "welt", + "tier", + "Stein", + "afect", + "wij", + "idic", + "ospel", + "ham", + "mozz", + "duke", + "camada", + "hourly", + "morally", + "waard", + "feed", + "discord", + "aad", + "sped", + "tti", + "Roh", + "ausge" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "spf", + "ilm", + "adn" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "diambil", + "unders", + "radios", + "writeInt", + "analytically", + "queuing", + "simultaneously", + "scavenger", + "cured", + "seasoning", + "seeing", + "DL", + "endregion", + "Enumerator", + "addTask", + "Medicaid", + "scheduler" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "weekly", + "Similarly", + "denn", + "Yours", + "mselves", + "Weekly", + "Simultaneously", + "Similarly", + "Weekly", + "Subs", + "alike", + "imaging", + "speak", + "tenders", + "Imaging", + "tender", + "theirs", + "Conversely", + "Stri", + "Meanwhile", + "Analy", + "pleasures", + "biggr", + "Substance" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "meanwhile", + "Simultaneously", + "Meanwhile", + "Consequently", + "mselves", + "Another", + "Similarly", + "Similarly", + "ToJson", + "Additionally", + "Consequently", + "Likewise", + "simultaneously", + "Conversely", + "Compared", + "Subsequently", + "Conversely", + "Few", + "Equally", + "ibin", + "Another", + "Others", + "Symptoms" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Similarly", + "Consequently", + "Consequently", + "mselves", + "Likewise", + "Meanwhile", + "meanwhile", + "Additionally", + "Yours", + "Conversely", + "Simultaneously", + "Equally", + "Another", + "Similarly", + "furthermore", + "Symptoms", + "examiners", + "During", + "Likewise", + "conversely", + "Each", + "ToJson", + "Symptoms" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "furthermore", + "conversely", + "Furthermore", + "Similarly", + "Conversely", + "Simultaneously", + "Likewise", + "Meanwhile", + "ordan", + "Consequently", + "Conversely", + "Additionally", + "Consequently", + "However", + "otine", + "simultaneously", + "Otherwise", + "meanwhile", + "Recently", + "Similarly", + "Secondly", + "Brief", + "Every", + "alternatively", + "ingly", + "versa" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "conversely", + "Secondly", + "Similarly", + "ingly", + "Likewise", + "Secondly", + "mortem", + "ardini", + "another", + "Simultaneously", + "Errors", + "furthermore", + "Another", + "Assuming", + "Subs", + "versa", + "secondly", + "eve", + "compet", + "Welcome", + "letas", + "Conversely" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "begin", + "meanwhile", + "Similarly", + "Secondly", + "ardini", + "Along", + "Therefore", + "Simultaneously", + "Another", + "Assuming", + "Secondly", + "furthermore", + "heading", + "ingly", + "Each", + "Likewise", + "During", + "secondly", + "Welcome", + "During", + "simultaneously", + "hline", + "However", + "mortem", + "paragraph", + "weak" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Secondly", + "Subs", + "originally", + "achen", + "ache", + "kind", + "ock", + "yet", + "Similarly", + "ound", + "ually", + "ingly", + "meanwhile", + "Secondly", + "inations", + "ately", + "tend", + "Assuming", + "Simulation", + "Meanwhile", + "Subs", + "mselves", + "ield" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "kind", + "chem", + "chemical", + "A", + "sub", + "end", + "When", + "Under", + "plain", + "uncle", + "subs", + "poison", + "oint", + "grain", + "under", + "Sick", + "internal", + "Sub", + "evenly", + "ound", + "blank", + "begin", + "This", + "Upon", + "okia", + "To", + "subsection", + "period", + "Such", + "carbon", + "substring" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "An", + "output_checked": true + }, + { + "concept": "subjected", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "was", + "output_checked": true + }, + { + "concept": "cracks", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "phase", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "intermediate", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "alloy", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "ilm", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "from", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "where", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "alloying", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "chemical", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "material", + "output_checked": true + }, + { + "concept": "investigation", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "later", + "output_checked": true + }, + { + "concept": "portion", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "During", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "martens", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "through", + "output_checked": true + }, + { + "concept": "precipitate", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "showed", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "test", + "output_checked": true + }, + { + "concept": "sample", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "within", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "pitting", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "loss", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "rele", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "prong", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "duke", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "was", + "output_checked": true + }, + { + "concept": "cev", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "kih", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "an", + "output_checked": true + }, + { + "concept": "analysis", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "chemical", + "output_checked": true + }, + { + "concept": "showing", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "material", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "metallurgy", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "Areas", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "loss", + "output_checked": true + }, + { + "concept": "austenite", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "intermediate", + "output_checked": true + }, + { + "concept": "between", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "range", + "output_checked": true + }, + { + "concept": "piping", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "revealed", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "test", + "output_checked": true + }, + { + "concept": "exhibiting", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "material", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "An", + "output_checked": true + }, + { + "concept": "feat", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "sunk", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "berk", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "goss", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "loss", + "output_checked": true + }, + { + "concept": "reheat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "outlining", + "output_checked": true + }, + { + "concept": "beat", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "toch", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "test", + "output_checked": true + }, + { + "concept": "olas", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "network", + "output_checked": true + }, + { + "concept": "grud", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "outlining", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Jahres", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "jah", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "through", + "output_checked": true + }, + { + "concept": "Soci", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "URCH", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "chemical", + "output_checked": true + }, + { + "concept": "Bit", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "test", + "output_checked": true + }, + { + "concept": "ques", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "submodule", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "Hov", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "range", + "output_checked": true + }, + { + "concept": "hybrid", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "zone", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "kemudian", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Nearby", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "connected", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-02__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-boundary-attack-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Chromium-depleted interfacial attack 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Carbide particles decorated the interfaces in heat-affected stainless steel. Immersion testing removed chromium-depleted regions next to those particles while grain interiors remained sound.", + "prompt_tail": "e interfaces in heat-affected stainless steel. Immersion testing removed chromium-depleted regions next to those particles while grain interiors remained sound.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-boundary-attack-03", + "carrier_id": null, + "target_family": "boundary-attack", + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 645, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 395 + }, + { + "label": "corrosion", + "best_rank": 7, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 44 + }, + { + "label": "sensitization", + "best_rank": 2828, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 6309 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "accordingly", + "hence", + "behalf", + "hereby", + "leness", + "orry", + "ients", + "therefore", + "asons", + "iken", + "ammed", + "isses", + "which", + "eles", + "ogether", + "oba", + "hence", + "eces", + "item", + "oney", + "together", + "ilities", + "according", + "ells", + "anyak", + "cen", + "ependant" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "ii", + "d", + "persons", + "ff", + "gonna", + "lle", + "thereof", + "leness", + "ie", + "rl", + "zes", + "alike", + "sic", + "centre", + "persons", + "ion", + "elf", + "wards", + "ients", + "lli", + "eded", + "wl", + "uus", + "t", + "l", + "ien", + "ither", + "fty" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "alike", + "persons", + "lle", + "thru", + "etc", + "info", + "etc", + "ain", + "dll", + "needful", + "awhile", + "thru", + "onus", + "d", + "ii", + "thereof", + "anybody", + "govt", + "ie", + "thing", + "wards", + "stuff", + "xd" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "gonna", + "edly", + "ewise", + "eded", + "doings", + "ided", + "lle", + "lli", + "thru", + "zis", + "persons", + "needful", + "ilities", + "maupun", + "sic", + "abouts", + "soon", + "yi", + "udos", + "arie", + "thereto", + "wl", + "herewith", + "enal", + "ff", + "ety", + "ued" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "gonna", + "thru", + "edly", + "forthwith", + "needful", + "ewise", + "eded", + "thence", + "ided", + "unto", + "lli", + "efectu", + "plus", + "mien", + "zis", + "selaku", + "doings", + "lle", + "maupun", + "sic", + "ly", + "oraz", + "thereto", + "meeste", + "thru" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "alike", + "aided", + "gonna", + "assisted", + "thereafter", + "able", + "meanwhile", + "whilst", + "lastly", + "concerning", + "arters", + "wherein", + "towards", + "Concerning", + "soon", + "thru", + "ided", + "ly", + "aid", + "afterwards", + "besides", + "regarding", + "avel", + "grounds", + "amongst", + "furthermore", + "aiding", + "according", + "ppo", + "beside" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "meanwhile", + "aided", + "thereafter", + "likewise", + "maupun", + "however", + "though", + "while", + "remained", + "midst", + "thereto", + "continued", + "maintained", + "although", + "ably", + "further", + "awaiting", + "soon", + "noted", + "toward", + "edly", + "commend", + "able", + "thence", + "aided", + "enough", + "thus" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "meanwhile", + "likewise", + "furthermore", + "thereto", + "maupun", + "noteworthy", + "midst", + "Moreover", + "notable", + "moreover", + "apiece", + "presently", + "thus", + "toward", + "wherein", + "upon", + "nor", + "whereas", + "neither", + "edly", + "ewise", + "lacking", + "cerning", + "thence", + "purview", + "yet" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "noteworthy", + "maupun", + "alike", + "albeit", + "furthermore", + "bire", + "notable", + "thereafter", + "apiece", + "purview", + "meanwhile", + "employ", + "Moreover", + "withstand", + "devoid", + "delineated", + "Moreover", + "preserved", + "bolstered", + "Notably", + "sowie", + "hues", + "albeit", + "employing", + "Notable", + "portland" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "isolated", + "bacter", + "preserved", + "epidermal", + "dermat", + "undisturbed", + "epidermis", + "delineated", + "specimen", + "undamaged", + "observed", + "substrate", + "microscopy", + "subsurface", + "vasculature", + "intact", + "dermal", + "egress", + "isol", + "remarkable", + "distinguished", + "isolate", + "pristine", + "vitre", + "phyt", + "distal", + "aseptic", + "microbi", + "remarkably", + "dend", + "selectively" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "necrosis", + "surgical", + "selectively", + "vasculature", + "tissue", + "bacter", + "undamaged", + "selective", + "intact", + "isolated", + "observed", + "phyt", + "necro", + "resection", + "staining", + "anatomical", + "undisturbed", + "subsurface", + "epidermal", + "surgically", + "delineated", + "metallurgical", + "substrate", + "isolate", + "selective", + "histological", + "strat" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "necrosis", + "diagnostic", + "damage", + "pathology", + "Damage", + "discoloration", + "isolated", + "bacter", + "diagnosis", + "degradation", + "contamination", + "lesions", + "diagnose", + "undamaged", + "passivation", + "specimen", + "staining", + "dermat", + "lesion", + "diagnostics", + "cytotoxic", + "histological", + "observed", + "recovery", + "tissue", + "laboratory", + "examined", + "tumor", + "damaged" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "necrosis", + "isolated", + "isolate", + "isolating", + "selectively", + "penetrated", + "mitochondrial", + "isolates", + "distinguish", + "lesions", + "damage", + "pathology", + "Isolated", + "danos", + "vasculature", + "tissue", + "contamination", + "containment", + "distinguishing", + "Tissue", + "epidermis", + "epidermal", + "isolate", + "intact", + "lesion", + "mitochondria" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "isolated", + "isolating", + "isolates", + "undisturbed", + "intact", + "isolate", + "selectively", + "unaffected", + "untouched", + "pathology", + "conclusively", + "confining", + "exoner", + "specimen", + "clinically", + "metastasis", + "Isolated", + "excised", + "seules", + "isolate", + "unscathed", + "evidence", + "distinguish" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Meanwhile", + "whereas", + "Ultimately", + "Consequently", + "Which", + "whilst", + "ultimately", + "Furthermore", + "furthermore", + "which", + "Nevertheless", + "Meanwhile", + "meanwhile", + "Whereas", + "Ultimately", + "Afterwards", + "whereas", + "further", + "neither", + "whereupon", + "Finally", + "Neither", + "Fortunately", + "Interestingly", + "Conversely", + "both", + "subsequently", + "while", + "making", + "Moreover" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Meanwhile", + "Consequently", + "Furthermore", + "Ultimately", + "furthermore", + "Also", + "whereas", + "Yet", + "Conversely", + "Ultimately", + "Afterwards", + "Consequently", + "Conversely", + "Similarly", + "Nevertheless", + "Meanwhile", + "Moreover", + "Moreover", + "meanwhile", + "Eventually", + "whereas", + "Because", + "Similarly", + "Likewise", + "Likewise", + "Finally", + "Whereas", + "Subsequently", + "However", + "Then", + "Which" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Meanwhile", + "Conversely", + "Similarly", + "Similarly", + "meanwhile", + "furthermore", + "Conversely", + "conversely", + "Also", + "whereas", + "Meanwhile", + "Consequently", + "Afterwards", + "Then", + "Yet", + "Nevertheless", + "likewise", + "Furthermore", + "Likewise", + "Secondly", + "Simultaneously", + "Moreover", + "Finally", + "Otherwise", + "Eventually", + "Ultimately", + "Subsequently", + "Consequently", + "Likewise", + "whereas", + "else" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "conversely", + "Meanwhile", + "meanwhile", + "Finally", + "Conversely", + "They", + "Conversely", + "furthermore", + "Yet", + "Finally", + "Furthermore", + "Similarly", + "whereas", + "Nevertheless", + "Meanwhile", + "consequently", + "tandis", + "Equally", + "However", + "therefore", + "finally", + "Their", + "secondly", + "Afterwards", + "During", + "Therefore", + "Though", + "Similarly", + "Secondly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "They", + "Meanwhile", + "Their", + "Their", + "They", + "Yet", + "meanwhile", + "Conversely", + "Conversely", + "conversely", + "Yet", + "Meanwhile", + "However", + "Therefore", + "Consequently", + "Consequently", + "Lately", + "whereas", + "theirs", + "Thus", + "Finally", + "Nevertheless", + "Afterwards", + "Hence", + "Its" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Consequently", + "Conversely", + "Their", + "Therefore", + "They", + "Consequently", + "Conversely", + "conversely", + "Yet", + "Their", + "whereas", + "Furthermore", + "Hence", + "During", + "accordingly", + "Yet", + "While", + "meanwhile", + "Recently", + "Shouldn", + "During", + "therefore", + "Thus", + "Therefore" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Therefore", + "Consequently", + "Meanwhile", + "Conversely", + "Their", + "conversely", + "They", + "Hence", + "Yet", + "While", + "Consequently", + "During", + "therefore", + "Conversely", + "accordingly", + "Furthermore", + "Their", + "whereas", + "welds", + "Therefore", + "Recent", + "Recently", + "During", + "Similarly", + "Findings", + "Hence" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Conversely", + "Consequently", + "Furthermore", + "etch", + "conversely", + "Therefore", + "Conversely", + "Hence", + "Yet", + "They", + "While", + "Secondly", + "Consequently", + "However", + "Likewise", + "Similarly", + "Meanwhile", + "sted", + "welds", + "Then", + "During", + "Metal", + "Afterwards", + "Corrosion", + "Pourtant", + "Though", + "Unless", + "Yet" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "etch", + "annealing", + "conversely", + "Conversely", + "welds", + "Welding", + "Corrosion", + "Conversely", + "weld", + "grains", + "Therefore", + "heat", + "Mere", + "holtz", + "etch", + "etching", + "etches", + "corrosion", + "ield", + "ingly", + "andet", + "Yet", + "heated", + "heating", + "Streams", + "metallurgical", + "Grain", + "oys", + "Yet" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "etch", + "annealing", + "welds", + "ingly", + "heat", + "Welding", + "uct", + "Yet", + "ufs", + "conversely", + "metal", + "weld", + "steel", + "Therefore", + "surface", + "holtz", + "Corrosion", + "etches", + "sted", + "Conversely", + "ield", + "Yet", + "Steel", + "heating", + "ould", + "UMENT", + "Surface" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "etch", + "heating", + "sted", + "annealing", + "heat", + "ATHER", + "ingly", + "steel", + "heated", + "haft", + "bm", + "Healthy", + "Secondly", + "ufs", + "Steel", + "Streams", + "ENDING", + "heater", + "ullah", + "stwa", + "ould", + "othing", + "uct", + "heater", + "Yet", + "ounding", + "melt" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Grain", + "end", + "Heat", + "The", + "This", + "Anne", + "Diss", + "he", + "meet", + "Heating", + "Corrosion", + "In", + "steel", + "stand", + "st", + "set", + "Materials", + "Health", + "A", + "Surface", + "Drilling", + "Upon", + "Nan", + "side", + "annealing", + "stm", + "Heavy", + "Welding", + "heat", + "Under", + "heating", + "An" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 79871, + 46660, + 93326, + 64794, + 47082, + 62151, + 32680, + 34650, + 2627, + 2450, + 1178, + 1742, + 646, + 11440, + 38184, + 84528, + 125285, + 95686, + 108369, + 10437, + 3152, + 1648, + 1666, + 1507, + 3229, + 2533 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 153679, + 114452, + 48035, + 150668, + 167398, + 22967, + 19475, + 23662, + 27873, + 868, + 281, + 36, + 575, + 24263, + 48183, + 44909, + 55770, + 14041, + 10765, + 246, + 42, + 26, + 8, + 21, + 256, + 15 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 131404, + 102495, + 71340, + 98330, + 127939, + 92230, + 204026, + 95423, + 151983, + 24155, + 17383, + 2829, + 26526, + 49939, + 122087, + 99989, + 61379, + 46247, + 33208, + 27189, + 15212, + 55123, + 63075, + 70876, + 31177, + 54882 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 125658, + 138615, + 106451, + 180679, + 68654, + 57885, + 4929, + 9869, + 52553, + 5762, + 640, + 396, + 759, + 450 + ] + }, + { + "label": "corrosion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 200034, + 260035, + 250039, + 168233, + 127648, + 81498, + 147230, + 236974, + 87522, + 995, + 223, + 157, + 127, + 45 + ] + }, + { + "label": "sensitization", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 240652, + 241414, + 123561, + 117306, + 56914, + 139437, + 152677, + 6310, + 52972, + 134191, + 103143, + 178405, + 160376, + 148135 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "these", + "score": 19.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ide", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "ersion", + "output_checked": true + }, + { + "concept": "whereas", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "next", + "output_checked": true + }, + { + "concept": "and", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "during", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "areas", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "those", + "output_checked": true + }, + { + "concept": "unaffected", + "score": 8.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "oxide", + "score": 8.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "zones", + "score": 8.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "removal", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "removed", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 7.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "also", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "exposing", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "while", + "output_checked": true + }, + { + "concept": "was", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "between", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "are", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "treatment", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "seawater", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ersion", + "output_checked": true + }, + { + "concept": "neighbors", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "integrity", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sound", + "output_checked": true + }, + { + "concept": "necrosis", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "alike", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "those", + "output_checked": true + }, + { + "concept": "throughout", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "which", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "testing", + "output_checked": true + }, + { + "concept": "showed", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ersion", + "output_checked": true + }, + { + "concept": "gave", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "testing", + "output_checked": true + }, + { + "concept": "CheckBox", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Car", + "output_checked": true + }, + { + "concept": "These", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "welds", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "to", + "output_checked": true + }, + { + "concept": "nearby", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "nuclei", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "alongside", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "decorated", + "output_checked": true + }, + { + "concept": "sections", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "leted", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "fighters", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ide", + "output_checked": true + }, + { + "concept": "dioxide", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "b", + "output_checked": true + }, + { + "concept": "carbides", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "those", + "output_checked": true + }, + { + "concept": "coatings", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ide", + "output_checked": true + }, + { + "concept": "surface", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "revealed", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "testing", + "output_checked": true + }, + { + "concept": "veggies", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "b", + "output_checked": true + }, + { + "concept": "nanoscale", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "decorated", + "output_checked": true + }, + { + "concept": "micrographs", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "thermal", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "scientific", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Imm", + "output_checked": true + }, + { + "concept": "chemically", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "intact", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "mineralization", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "erosion", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "while", + "output_checked": true + }, + { + "concept": "ornamentation", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "decorated", + "output_checked": true + }, + { + "concept": "observed", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "damaging", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "while", + "output_checked": true + }, + { + "concept": "this", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "removed", + "output_checked": true + }, + { + "concept": "contexts", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Imm", + "output_checked": true + }, + { + "concept": "several", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "removed", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "next", + "output_checked": true + }, + { + "concept": "various", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "in", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "undos", + "ervan", + "Kwa", + "anque", + "punkte", + "quantos", + "trump", + "wand", + "Hail", + "addRow", + "cred", + "ratchet" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "Cann", + "trem", + "grac", + "Beg", + "Sob", + "rid", + "prof", + "stir", + "dim", + "lev", + "Tons", + "Mannes", + "pres", + "Cole", + "reu", + "Yuk", + "Prote", + "olyte", + "Pres" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "pres", + "phones", + "prof", + "dim", + "trem", + "lev", + "stir", + "grac", + "ums", + "tons", + "val", + "Pres", + "ins", + "nab", + "inds", + "blot", + "Cann", + "champ", + "Beg", + "jos", + "Dru", + "chum", + "cl" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "def", + "ilj", + "fam", + "dim", + "tun", + "tene", + "chum", + "champ", + "bod", + "ilg", + "ran", + "essional", + "tons", + "tek", + "bits", + "grac", + "ums", + "val", + "trem" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "grac", + "fam", + "dim", + "tene", + "ran", + "tfrac", + "tons", + "essional", + "resc", + "brink", + "ago", + "lev", + "Spot", + "olyte", + "bod", + "chum", + "ilj", + "bog", + "Mani", + "Grac" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "WOR", + "side", + "yn", + "sn", + "amb", + "sulph", + "fin", + "Vo", + "icot", + "susp", + "oben", + "sning", + "s", + "hst", + "atus", + "fields", + "det", + "ORS", + "ilers", + "ling", + "VERE", + "Cv", + "Wor", + "setia" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "kick", + "Sol", + "HI", + "valued", + "bro", + "tool", + "tools", + "trading", + "Green", + "rem", + "sning", + "select", + "mech", + "cares", + "MI", + "NRC" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tool", + "tools", + "Select", + "trading", + "sol", + "kick", + "select", + "Green", + "HI", + "dad", + "rem", + "demos", + "duct", + "valued", + "mech", + "linear", + "OM", + "tail", + "NRC", + "simple", + "Sol" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "Green", + "tools", + "select", + "tool", + "sol", + "kick", + "Sol", + "Select", + "bro", + "HI", + "common", + "record", + "trading", + "mech", + "linear", + "lives", + "nop", + "tail", + "uct" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "linear", + "select", + "sus", + "common", + "trading", + "Green", + "criteria", + "tool", + "GRAD", + "subject", + "fetch", + "tools", + "ettle", + "greeting", + "side", + "OOSE", + "contact", + "switch", + "Common", + "proj", + "locks", + "greet", + "delegate" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "linear", + "Greet", + "trading", + "greet", + "ettle", + "Tos", + "locks", + "Select", + "data", + "Listener", + "tool", + "switch", + "fetch", + "WI", + "listener", + "proj", + "cata", + "TI", + "greeting", + "solver", + "lock", + "tools", + "recht" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "rion", + "BAG", + "erme", + "epar", + "elson", + "bag", + "ME", + "este", + "rimer", + "densely", + "SEED", + "grid", + "sang", + "odora", + "Def", + "bag", + "tech", + "Kle", + "beat", + "dense", + "Beat", + "tread", + "SCF", + "issel" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "lick", + "enem", + "cribable", + "slutt", + "restart", + "pickle", + "adet", + "shake", + "dictionaries", + "milion", + "vender", + "httpClient", + "dicht", + "wdir", + "BackendAuth", + "blas", + "Restart", + "pick", + "boss" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "rivol", + "ayet", + "ogado", + "grud", + "dzie", + "brus", + "golfer", + "grudge", + "Brus", + "deka", + "solle", + "cour", + "bookshelf", + "DEL", + "presse", + "assol", + "rele" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "dabei", + "logique", + "prong", + "logic", + "ausge", + "lli", + "ques", + "verme", + "logical", + "etli", + "erves", + "aisl", + "verw", + "Jahres" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "afect", + "spf", + "lewat", + "spf", + "ham", + "verw", + "osp", + "ounced", + "wir", + "duke", + "argumentation", + "berd", + "lli", + "ectors", + "Stein", + "morally", + "sped", + "lasm", + "opf", + "alyse", + "soil", + "mares", + "argument", + "welt", + "idic", + "adillo" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "spf", + "penj", + "baik", + "ips", + "harmed", + "opf", + "parquet", + "ilm", + "individual" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "Otherwise", + "unders", + "meanwhile", + "vice", + "spurt", + "streetlight", + "fileupload", + "interrog", + "postnatal", + "lewat", + "baliknya", + "justru" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Meanwhile", + "Conversely", + "meanwhile", + "Similarly", + "Secondly", + "Meanwhile", + "Thus", + "Conversely", + "However", + "Therefore", + "Likewise", + "alike", + "Similarly", + "Moreover", + "Simultaneously", + "Consequently", + "Nevertheless", + "Lastly", + "whereas", + "Together", + "Others", + "Conclusion", + "Thankfully", + "Their", + "Furthermore", + "nevertheless", + "Luckily" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Conversely", + "accordingly", + "Meanwhile", + "meanwhile", + "Consequently", + "Conversely", + "Furthermore", + "Moreover", + "Therefore", + "conversely", + "Similarly", + "Others", + "Unless", + "Thus", + "Their", + "Mechanical", + "Additionally" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Conversely", + "accordingly", + "therefore", + "Therefore", + "Consequently", + "conversely", + "metallurgical", + "therefore", + "Furthermore", + "Similarly", + "Moreover", + "Meanwhile", + "Conversely", + "swell", + "Unless", + "Likewise", + "holtz", + "Mechanical", + "meanwhile", + "Thus", + "Moreover", + "Additionally" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Conversely", + "conversely", + "Otherwise", + "Furthermore", + "Consequently", + "Conversely", + "Similarly", + "accordingly", + "Secondly", + "Consequently", + "Likewise", + "sted", + "Therefore", + "etch", + "metallurgical", + "Unless", + "annealing", + "Otherwise", + "ingly", + "Additionally", + "metallurgy", + "furthermore", + "Likewise", + "Additionally", + "Meanwhile", + "Secondly", + "Unless" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "conversely", + "Conversely", + "etch", + "grains", + "Conversely", + "Grain", + "grain", + "annealing", + "Likewise", + "grain", + "Grain", + "secondly", + "ingly", + "ructure", + "Secondly", + "heated", + "ioxide", + "Similarly", + "Subs", + "etching", + "sted", + "Therefore", + "etches", + "Judging", + "Steel", + "heater" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "conversely", + "secondly", + "Grain", + "Conversely", + "sted", + "ingly", + "Secondly", + "Therefore", + "Steel", + "Grain", + "Secondly", + "annealing", + "grain", + "etch", + "Likewise", + "grain", + "urally", + "grains", + "Similarly", + "steel", + "Conversely", + "reheating", + "eding", + "metal", + "Yet", + "THAN", + "Beginning" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "sted", + "Secondly", + "Secondly", + "Of", + "iously", + "secondly", + "ingly", + "Ahead", + "ullah", + "aterials", + "During", + "Conversely", + "conversely", + "Until", + "urally", + "ENDING", + "Therefore", + "ioxide", + "Within", + "ound", + "therefore", + "aneously", + "Consequently", + "huh", + "By" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Grain", + "end", + "The", + "grain", + "grain", + "Heat", + "This", + "When", + "However", + "Grain", + "Upon", + "Lubric", + "In", + "Under", + "Materials", + "Mechanical", + "side", + "annealing", + "Anne", + "Structure", + "Furthermore", + "Nuclear", + "Diss", + "Material", + "Stainless", + "Noise", + "He", + "Such", + "Secondly", + "Welding", + "steel", + "Corrosion" + ] + } + ], + "logit_surprising": [ + { + "concept": "these", + "score": 13.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ausge", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Car", + "output_checked": true + }, + { + "concept": "zones", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "those", + "output_checked": true + }, + { + "concept": "are", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "between", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "surface", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "oxide", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "God", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "in", + "output_checked": true + }, + { + "concept": "ilm", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "decorated", + "output_checked": true + }, + { + "concept": "areas", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "affected", + "output_checked": true + }, + { + "concept": "unaffected", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "treatment", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "during", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "grud", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "spf", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "showed", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "testing", + "output_checked": true + }, + { + "concept": "ScrollView", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Car", + "output_checked": true + }, + { + "concept": "carburetor", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "b", + "output_checked": true + }, + { + "concept": "weld", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "carbides", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "those", + "output_checked": true + }, + { + "concept": "coatings", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ide", + "output_checked": true + }, + { + "concept": "revealed", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "testing", + "output_checked": true + }, + { + "concept": "formed", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "boundary", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "dieu", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "roar", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "next", + "output_checked": true + }, + { + "concept": "clickable", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "afect", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ips", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "while", + "output_checked": true + }, + { + "concept": "swam", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ersion", + "output_checked": true + }, + { + "concept": "various", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "in", + "output_checked": true + }, + { + "concept": "whereas", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "welds", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "exposing", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "while", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "ersion", + "output_checked": true + }, + { + "concept": "leaving", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "while", + "output_checked": true + }, + { + "concept": "nanocom", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "These", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "revealing", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Despite", + "score": 2.0, + "best_rank": 5, + "best_depth": 90.2, + "near_token": "sound", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Car", + "output_checked": true + }, + { + "concept": "kuri", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "decorated", + "output_checked": true + }, + { + "concept": "ord", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "testing", + "output_checked": true + }, + { + "concept": "fam", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "leted", + "output_checked": true + }, + { + "concept": "Kline", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "ello", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "ostat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "decorated", + "output_checked": true + }, + { + "concept": "kik", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "affected", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "golfer", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "while", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "decorated", + "output_checked": true + }, + { + "concept": "viol", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "brus", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "OMA", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "b", + "output_checked": true + }, + { + "concept": "dazu", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "stainless", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-03__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-boundary-attack-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Chromium-depleted interfacial attack 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A stainless vessel received an improper post-weld thermal cycle. In service, fissures traced the polygonal grain-edge network instead of cutting through the crystallites.", + "prompt_tail": "s vessel received an improper post-weld thermal cycle. In service, fissures traced the polygonal grain-edge network instead of cutting through the crystallites.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 32 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-boundary-attack-04", + "carrier_id": null, + "target_family": "boundary-attack", + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 860, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 10201 + }, + { + "label": "corrosion", + "best_rank": 456, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 3134 + }, + { + "label": "sensitization", + "best_rank": 4134, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 44347 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "orry", + "accordingly", + "hereby", + "ogether", + "leness", + "ients", + "isses", + "together", + "ilities", + "according", + "eles", + "hence", + "oraz", + "elm", + "item", + "ertain", + "therefore", + "anyak", + "oba", + "iken", + "ammed", + "furthermore", + "wes" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "leness", + "thing", + "guys", + "hence", + "alike", + "lly", + "d", + "ie", + "wards", + "ii", + "persons", + "wanna", + "dia", + "tics", + "ion", + "ort", + "outh", + "ids", + "ither", + "info", + "mann", + "basically", + "orie", + "somebody", + "ewise", + "etc", + "lli", + "arie" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "guys", + "basically", + "stuff", + "maybe", + "thats", + "thing", + "info", + "till", + "yeah", + "nobody", + "alike", + "ain", + "wanna", + "gotta", + "guy", + "lle", + "anybody", + "nowadays", + "got", + "wards", + "etc", + "kids", + "everybody", + "anymore", + "wise", + "Yeah", + "afterwards", + "defence", + "etc" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "gonna", + "alike", + "leness", + "ided", + "oides", + "zis", + "dia", + "outh", + "ewise", + "tics", + "doings", + "guy", + "oids", + "lle", + "yli", + "youths", + "abouts", + "udas", + "ndo", + "guys", + "udo", + "erto", + "olas", + "nobody", + "afterwards", + "meanwhile", + "nowadays", + "persons", + "yi", + "aid", + "fts" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "afterwards", + "ided", + "wards", + "guy", + "alike", + "leness", + "zis", + "ised", + "doings", + "hence", + "basically", + "whilst", + "ewise", + "dia", + "abouts", + "ct", + "guys", + "nobody", + "anybody", + "pto", + "yli", + "udo", + "persons", + "centre", + "atre", + "aid", + "lle", + "regards", + "defence" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "afterwards", + "which", + "gonna", + "whilst", + "Yeah", + "filming", + "towards", + "hence", + "whereas", + "ppo", + "assisted", + "nowadays", + "meanwhile", + "judgement", + "also", + "although", + "arte", + "ondo", + "anybody", + "eyer", + "filmed", + "tyre", + "wich", + "owness", + "they", + "arters", + "resulted", + "bunch", + "anymore" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "whilst", + "later", + "nearer", + "rather", + "although", + "apparently", + "which", + "however", + "they", + "though", + "thence", + "wards", + "merely", + "afterwards", + "whereupon", + "the", + "nearby", + "Whilst", + "Whilst", + "themselves", + "hence", + "whereas", + "theirs", + "surm", + "neighbouring", + "evidently", + "viz", + "favoured", + "apiece", + "that", + "their" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whereas", + "whilst", + "hence", + "merely", + "furthermore", + "rather", + "altogether", + "thence", + "alike", + "thus", + "thereto", + "meanwhile", + "Whilst", + "thereby", + "ought", + "Moreover", + "moreover", + "whereas", + "neither", + "hitherto", + "moulded", + "utti", + "whereupon", + "latter", + "regarded", + "mould", + "realised", + "whence", + "Whereas", + "nearer", + "secondly", + "surm" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "merely", + "whilst", + "rather", + "mould", + "albeit", + "whereas", + "favoured", + "realising", + "trac", + "moulded", + "altogether", + "Colour", + "Whilst", + "realised", + "viz", + "fibres", + "agglomer", + "ised", + "latter", + "hence", + "rather", + "pigmentation", + "albeit", + "onto", + "resulted", + "arte", + "Whilst", + "neath", + "odour", + "delineated" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subsurface", + "substrate", + "plast", + "fungal", + "trench", + "fracturing", + "brittle", + "trac", + "xylem", + "nematode", + "scarring", + "metallurgical", + "molecular", + "lith", + "deform", + "elongated", + "epidermal", + "lignin", + "mottled", + "fungus", + "cartilage", + "hypoxia", + "mortem", + "pigmentation", + "meniscus", + "subterranean", + "characteristic", + "microscopic", + "aberr", + "laminar", + "tunnelling", + "polymer" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "subsurface", + "structural", + "characteristic", + "merely", + "substrate", + "deform", + "aberr", + "structurally", + "anatomical", + "fracturing", + "patterning", + "necrosis", + "epidermal", + "serpentine", + "morphology", + "trac", + "elongated", + "scarring", + "molecular", + "coloration", + "xylem", + "failure", + "pendicular", + "laminar", + "delineated", + "cuticle", + "staining", + "distal", + "penetrating", + "symptomatic", + "subterranean", + "vasculature" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "necrosis", + "failure", + "morphology", + "symptomatic", + "subsurface", + "scarring", + "characteristic", + "cuticle", + "indicating", + "substrate", + "staining", + "pathology", + "indicative", + "coloration", + "histological", + "xylem", + "bacter", + "structural", + "adhesion", + "pathogenesis", + "mortem", + "observed", + "formation", + "defects", + "suggesting", + "deform", + "diagnose", + "metastasis", + "necro", + "epidermal", + "surface", + "symptoms" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "distinguishing", + "characteristic", + "indicating", + "indicative", + "characteristics", + "suggesting", + "distinguish", + "characterizing", + "pattern", + "differentiation", + "morphology", + "patterning", + "differentiating", + "microstructure", + "preferentially", + "cuticle", + "intramolecular", + "typology", + "xylem", + "apparently", + "characterize", + "differentiate", + "differentiated", + "implying", + "coloration", + "epidermal", + "distinguished", + "specificity" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "suggesting", + "characteristic", + "indicative", + "distinguishing", + "implying", + "apparently", + "pattern", + "distinguish", + "distinguished", + "specificity", + "suggestive", + "Apparently", + "xylem", + "indicates", + "phenotype", + "type", + "characteristics", + "describe", + "indicate", + "suggests", + "unusual", + "interpreted", + "morphology", + "intramolecular", + "typology", + "likely", + "observed" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "suggesting", + "which", + "subsequently", + "reportedly", + "demonstrating", + "during", + "simultaneously", + "During", + "indicating", + "publicly", + "characterized", + "During", + "showcasing", + "impacting", + "characterizing", + "this", + "notably", + "concurrently", + "utilizing", + "successfully", + "Notably", + "significantly", + "causing", + "evidenced", + "whereupon", + "thereby", + "necessitating", + "making", + "resulting", + "suggests", + "threatening" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "During", + "Furthermore", + "Also", + "During", + "Consequently", + "Similarly", + "Simultaneously", + "Their", + "Ultimately", + "Subsequently", + "furthermore", + "Specifically", + "Similarly", + "Conversely", + "Afterwards", + "Then", + "Because", + "Meanwhile", + "Recently", + "Furthermore", + "Likewise", + "Previously", + "This", + "Therefore", + "Their", + "Consequently", + "Its", + "Also", + "Upon", + "Currently", + "Its", + "Conversely" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Similarly", + "furthermore", + "Also", + "Conversely", + "Simultaneously", + "Then", + "During", + "Meanwhile", + "Similarly", + "meanwhile", + "Subsequently", + "Afterwards", + "whereas", + "Consequently", + "conversely", + "Afterward", + "They", + "During", + "Currently", + "Furthermore", + "Likewise", + "Conversely", + "This", + "Yet", + "Previously", + "Subsequent", + "Its", + "Their", + "Again", + "Following", + "Otherwise" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "During", + "During", + "They", + "Their", + "meanwhile", + "furthermore", + "Their", + "Simultaneously", + "Meanwhile", + "theirs", + "conversely", + "They", + "Equally", + "Afterward", + "lately", + "Yet", + "Lately", + "Similarly", + "they", + "This", + "Furthermore", + "Though", + "Upon", + "Along", + "Its", + "These" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "They", + "Their", + "Their", + "mselves", + "Its", + "During", + "During", + "theirs", + "Lately", + "They", + "olerance", + "Yours", + "Its", + "This", + "Today", + "Unless", + "Within", + "Unless", + "Thus", + "His" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Their", + "This", + "Its", + "They", + "During", + "mselves", + "Its", + "During", + "Meanwhile", + "Their", + "There", + "Consequently", + "Today", + "Within", + "Hence", + "Yours", + "Lately", + "Along", + "Recent", + "Compared", + "Conversely", + "Therefore", + "nThe" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Consequently", + "Their", + "They", + "Its", + "There", + "Recent", + "During", + "Its", + "Their", + "Consequently", + "Lately", + "Therefore", + "Meanwhile", + "Hence", + "During", + "Recently", + "Today", + "This", + "Within", + "Upon", + "Recent", + "Conversely", + "theirs", + "mselves" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Consequently", + "Hence", + "They", + "Conversely", + "conversely", + "Its", + "Upon", + "Unless", + "Likewise", + "Therefore", + "Furthermore", + "Welcome", + "Their", + "LessThan", + "Needs", + "Consequently", + "Dieser", + "Dieses", + "Threats", + "txt", + "Historically", + "However", + "Its", + "Secondly" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "umno", + "Therefore", + "exceptions", + "Exceptions", + "json", + "Welcome", + "LessThan", + "essa", + "This", + "Meanwhile", + "Arguments", + "balls", + "Conversely", + "UMENT" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Exceptions", + "Arguments", + "UMENT", + "othesis", + "Subs", + "Therefore", + "Please", + "coli", + "umno", + "This", + "ument", + "exceptions", + "ufs", + "THAN", + "ular", + "Tumor", + "opy", + "kidding", + "LessThan", + "wich", + "Repeat", + "Copies", + "orini", + "Welcome", + "ULAR", + "Detail" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Subs", + "uch", + "exceptions", + "Exceptions", + "Arguments", + "Subs", + "subs", + "Arguments", + "Allow", + "Subsection", + "ivities", + "ipation", + "Assumptions", + "ULAR", + "Welcome", + "UMENT", + "amers", + "Diss", + "Repeat", + "Subsection", + "subsections" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "exceptions", + "subs", + "ular", + "when", + "This", + "geom", + "uch", + "substring", + "py", + "itemize", + "union", + "new", + "fs", + "sub", + "substrate", + "jpg", + "Diss", + "size", + "iss", + "unn", + "event", + "approved", + "ioxide", + "When", + "jpeg", + "unsafe", + "internal", + "progress", + "black", + "Sub", + "fail", + "This" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 107703, + 101795, + 87534, + 60308, + 27637, + 54707, + 11527, + 76821, + 2257, + 4243, + 1826, + 861, + 1044, + 3888, + 72580, + 165895, + 175502, + 72429, + 103957, + 82915, + 66254, + 77243, + 76855, + 91966, + 101284, + 42083 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 142783, + 74597, + 16366, + 34462, + 92241, + 1686, + 3965, + 15594, + 15911, + 914, + 1487, + 457, + 2133, + 14871, + 63639, + 38643, + 27379, + 8719, + 3762, + 1222, + 1278, + 4886, + 6576, + 12519, + 13554, + 1268 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 162668, + 73812, + 52309, + 40612, + 85073, + 28670, + 126722, + 29323, + 57827, + 45047, + 33256, + 4135, + 22604, + 16778, + 130509, + 116568, + 72194, + 33814, + 21864, + 14624, + 10847, + 87222, + 217298, + 140106, + 119533, + 148660 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 57440, + 80954, + 48678, + 162163, + 107035, + 48665, + 10202, + 16592, + 55728, + 25718, + 32487, + 16263, + 30168, + 34424 + ] + }, + { + "label": "corrosion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 181624, + 261779, + 236079, + 180772, + 34569, + 22640, + 51508, + 147664, + 15968, + 5229, + 3135, + 24557, + 18022, + 10459 + ] + }, + { + "label": "sensitization", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 236161, + 176205, + 83441, + 162163, + 44348, + 192882, + 226448, + 61754, + 55295, + 55465, + 54496, + 143873, + 230440, + 145864 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "welding", + "score": 18.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "eld", + "output_checked": true + }, + { + "concept": "because", + "score": 15.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "cycle", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 15.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "received", + "output_checked": true + }, + { + "concept": "within", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "traced", + "output_checked": true + }, + { + "concept": "grains", + "score": 8.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "several", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "received", + "output_checked": true + }, + { + "concept": "them", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "through", + "output_checked": true + }, + { + "concept": "cleanup", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "post", + "output_checked": true + }, + { + "concept": "being", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "During", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "treatment", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "thermal", + "output_checked": true + }, + { + "concept": "themselves", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "traced", + "output_checked": true + }, + { + "concept": "cleaning", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "substandard", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "improperly", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "was", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "vessel", + "output_checked": true + }, + { + "concept": "subsequently", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "In", + "output_checked": true + }, + { + "concept": "became", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "sections", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "causing", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "cycle", + "output_checked": true + }, + { + "concept": "across", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "during", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "received", + "output_checked": true + }, + { + "concept": "exposure", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "thermal", + "output_checked": true + }, + { + "concept": "deployment", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "post", + "output_checked": true + }, + { + "concept": "This", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "contours", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "contamination", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "received", + "output_checked": true + }, + { + "concept": "herbicide", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "an", + "output_checked": true + }, + { + "concept": "sealant", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "acidic", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "cracks", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "appeared", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "back", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "traced", + "output_checked": true + }, + { + "concept": "propagating", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "failure", + "score": 3.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "service", + "output_checked": true + }, + { + "concept": "remediation", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "In", + "output_checked": true + }, + { + "concept": "necrosis", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "investigative", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "traced", + "output_checked": true + }, + { + "concept": "lattice", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "network", + "output_checked": true + }, + { + "concept": "patterning", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "instead", + "output_checked": true + }, + { + "concept": "blade", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "chemical", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "recovery", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cycle", + "output_checked": true + }, + { + "concept": "cytoplasm", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "cutter", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "indicating", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "massacre", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "photography", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "this", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "bodysuit", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "began", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "instead", + "output_checked": true + }, + { + "concept": "exemplifies", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "vessel", + "output_checked": true + }, + { + "concept": "photoshoot", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "They", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "machining", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "consequence", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "In", + "output_checked": true + }, + { + "concept": "parenchyma", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "used", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "vessel", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "quantos", + "nada", + "Hail", + "ervan", + "punkte", + "wand", + "Kwa", + "yclerView", + "ynitrite", + "cro", + "trump" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "grac", + "opat", + "rid", + "trem", + "Blanch", + "tons", + "lev", + "Beg", + "Mannes", + "blot", + "Prote", + "Sob", + "dim", + "ment", + "stir", + "Bog", + "ving", + "olyte", + "gr" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "trem", + "Dru", + "grac", + "tun", + "rid", + "bab", + "lev", + "plo", + "Mannes", + "chn", + "prof", + "opat", + "ving", + "reu", + "Blanch", + "tons", + "nab", + "dim", + "Bel", + "blot", + "hush" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Reis", + "reu", + "chum", + "onn", + "tfrac", + "resc", + "grac", + "ilj", + "def", + "tun", + "essional", + "bog", + "dim", + "trem", + "JI", + "nguy" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "grac", + "Reis", + "chum", + "ago", + "nguy", + "yli", + "essional", + "tfrac", + "ilj", + "dim", + "Mani", + "Mannes", + "ilers", + "ingt", + "champ", + "Khud", + "eau", + "Bog", + "resc", + "Cil" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "side", + "WOR", + "ilers", + "rem", + "Vo", + "hst", + "yn", + "ORS", + "sn", + "oben", + "rocin", + "bund", + "susp", + "atus", + "idence", + "icot", + "sag", + "ain", + "ling", + "illing", + "hely" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "trading", + "sol", + "ME", + "Green", + "DEP", + "bro", + "HI", + "duct", + "Er", + "dal", + "seq", + "das", + "Sol", + "serial", + "dad", + "lim", + "kick", + "turbo", + "remen", + "don" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "HI", + "sol", + "tools", + "dal", + "turbo", + "trading", + "bro", + "dad", + "remen", + "Select", + "tool", + "tail", + "das", + "Vo", + "don", + "demos" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "sol", + "Green", + "Select", + "tools", + "HI", + "record", + "Sol", + "rem", + "blank", + "simple", + "duct", + "select", + "nop", + "demos", + "tool", + "proj", + "d" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "linear", + "ettle", + "sus", + "Green", + "select", + "var", + "proj", + "data", + "fetch", + "lives", + "dynamic", + "OOSE", + "subject", + "felt", + "RECE", + "calls", + "Greeting", + "locks", + "greet", + "sol" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "listener", + "RECE", + "data", + "greet", + "tit", + "fetch", + "GetData", + "proj", + "CERT", + "Greet", + "locks", + "calls", + "locks", + "CUSTOM", + "gri", + "SECURITY", + "subject", + "resolve", + "Tos", + "capitalize", + "Resolve", + "greeting", + "credits", + "Listener", + "Select", + "linear" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "yd", + "alh", + "bag", + "lewat", + "scat", + "llan", + "mind", + "hedra", + "rambling", + "erat", + "utam", + "gestaltung", + "podcast" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "kulit", + "akati", + "slutt", + "abilecek", + "dikenal", + "processes", + "grudge", + "cama", + "pick", + "miasta", + "mengenal", + "overlapping", + "ville", + "recou", + "pelanggan" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "brus", + "brushing", + "owes", + "grud", + "assol", + "ogado", + "dikenal", + "God", + "chut", + "Brus", + "brush", + "akir" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "tier", + "ques", + "Jahres", + "Proj", + "prong", + "smith", + "ausge", + "igste", + "ired", + "should", + "jah", + "bitwise", + "logic", + "affection", + "tier", + "Nah", + "Sliced", + "azimuth" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "ospel", + "tier", + "gaard", + "afect", + "ectors", + "casilla", + "welt", + "wir", + "idic", + "wij", + "fection", + "azimuth", + "gpio", + "andolo", + "widers", + "ausge", + "altung", + "ham", + "ycz", + "kata", + "Stein", + "vorher", + "tti", + "halk", + "ques", + "Versions" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "rescences", + "serp", + "spf", + "baik", + "ilm", + "ectors", + "mediana", + "plague" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "boil", + "flourish", + "symptom", + "Symptoms", + "Rosenthal", + "fileupload", + "Sympt", + "cantilever", + "Died", + "indoors", + "Worked", + "unders", + "slash", + "slit", + "troubleshooting", + "meteor" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "mselves", + "Viewing", + "Symptoms", + "Observed", + "Sympt", + "viewing", + "Same", + "Troubles", + "Simultaneously", + "in", + "During", + "Weekly", + "Subs", + "observed", + "Within", + "Subs", + "nThe", + "This", + "during", + "Similarly", + "During", + "Thus" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Its", + "meanwhile", + "Simultaneously", + "mselves", + "This", + "Its", + "Symptoms", + "Observed", + "Decline", + "During", + "Subsequent", + "Subsequently", + "Their" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Consequently", + "Upon", + "Symptoms", + "ipsis", + "Recent", + "therefore", + "During", + "Immediately", + "Findings", + "Its", + "Recently", + "Bunun", + "Its", + "During", + "Historically", + "Yours" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "This", + "conversely", + "During", + "Upon", + "Historically", + "Subs", + "Similarly", + "txt", + "versa", + "Normally", + "Traditionally", + "Mechanism", + "Initially", + "Simultaneously", + "Otherwise", + "Unlike", + "Except", + "Supplies", + "ipsis", + "During", + "htm", + "Likewise" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "json", + "This", + "Allow", + "Meanwhile", + "versa", + "Mechanism", + "Subs", + "conversely", + "letas", + "ingly", + "Secondly", + "Therefore", + "ipynb", + "Exceptions", + "During", + "Repeat", + "Format", + "These", + "Subs", + "ingale" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "During", + "Assuming", + "Subs", + "Meanwhile", + "Diss", + "Therefore", + "These", + "json", + "Repeat", + "Secondly", + "Subs", + "Both", + "During", + "Allow", + "versa", + "Previously", + "They", + "Otherwise", + "Assumptions", + "Except", + "When", + "Welcome", + "othesis", + "Mechanism", + "ioxide", + "Same" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Subs", + "Assumptions", + "Subs", + "This", + "Assuming", + "ioxide", + "Allow", + "When", + "ipation", + "Diss", + "Repeat", + "versa", + "Issues", + "jsp", + "Both", + "subs", + "Secondly", + "rb", + "ingly", + "Welcome", + "Meanwhile", + "Assumption", + "mselves", + "These" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "when", + "Diss", + "diss", + "When", + "Upon", + "The", + "size", + "iss", + "These", + "end", + "subs", + "Wait", + "during", + "In", + "begin", + "black", + "Subs", + "exceptions", + "event", + "are", + "ipation", + "observe", + "append", + "fail", + "geom", + "aut", + "Such", + "sapp", + "They", + "substring", + "freeze" + ] + } + ], + "logit_surprising": [ + { + "concept": "boundaries", + "score": 15.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "ausge", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "cleaning", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "eld", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "grains", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "welding", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ilm", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "In", + "output_checked": true + }, + { + "concept": "rinse", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "treatment", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "thermal", + "output_checked": true + }, + { + "concept": "appeared", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "across", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "themselves", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "traced", + "output_checked": true + }, + { + "concept": "God", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "corrosive", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "received", + "output_checked": true + }, + { + "concept": "acidic", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "an", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "accordance", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "In", + "output_checked": true + }, + { + "concept": "emanating", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "network", + "output_checked": true + }, + { + "concept": "propagating", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "failure", + "score": 3.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "service", + "output_checked": true + }, + { + "concept": "boo", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "rele", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "brus", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "halk", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "eld", + "output_checked": true + }, + { + "concept": "berd", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "After", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "post", + "output_checked": true + }, + { + "concept": "began", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "circumferential", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "cracks", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "steel", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "hydrochloric", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "received", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "credits", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "post", + "output_checked": true + }, + { + "concept": "bit", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "received", + "output_checked": true + }, + { + "concept": "flakes", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "traced", + "output_checked": true + }, + { + "concept": "lewat", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "instead", + "output_checked": true + }, + { + "concept": "key", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "through", + "output_checked": true + }, + { + "concept": "afield", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "lak", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "received", + "output_checked": true + }, + { + "concept": "layup", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "an", + "output_checked": true + }, + { + "concept": "reheat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "traced", + "output_checked": true + }, + { + "concept": "gest", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "rozs", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "replay", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "network", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "instead", + "output_checked": true + }, + { + "concept": "desempe", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "ostat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "through", + "output_checked": true + }, + { + "concept": "politischen", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "kulit", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "gods", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "an", + "output_checked": true + }, + { + "concept": "olas", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "service", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Logic", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "dazu", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "received", + "output_checked": true + }, + { + "concept": "Verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "service", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "swirl", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "thermal", + "output_checked": true + }, + { + "concept": "eignet", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "vessel", + "output_checked": true + }, + { + "concept": "inexplicable", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "an", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-04__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-boundary-attack-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Chromium-depleted interfacial attack 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Austenitic sheet aged near 650 degrees Celsius showed continuous carbide films around grains. An aggressive liquid subsequently produced narrow grooves along the same paths.", + "prompt_tail": "eet aged near 650 degrees Celsius showed continuous carbide films around grains. An aggressive liquid subsequently produced narrow grooves along the same paths.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-boundary-attack-05", + "carrier_id": null, + "target_family": "boundary-attack", + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "black", + "generated_token_ids": [ + 8916 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 12761, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 739 + }, + { + "label": "corrosion", + "best_rank": 0, + "best_depth": 43.9, + "onset_depth": 43.9, + "reached_top1": true, + "best_pos": 31, + "logit_lens_best_rank": 110 + }, + { + "label": "sensitization", + "best_rank": 7370, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 19506 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "orry", + "accordingly", + "hereby", + "ogether", + "leness", + "ients", + "hence", + "isses", + "therefore", + "eles", + "oba", + "iken", + "ammed", + "item", + "together", + "ilities", + "ises", + "according", + "asons", + "anyak", + "elm", + "furthermore", + "wes" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "persons", + "lle", + "eded", + "persons", + "zis", + "d", + "ion", + "ided", + "ither", + "ii", + "ients", + "orie", + "eness", + "etc", + "arie", + "lly", + "tics", + "ort", + "ie", + "ids", + "ilities", + "ses", + "hence", + "zes", + "somebody", + "dia", + "sic", + "nti", + "meeste" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "persons", + "lle", + "thing", + "etc", + "everybody", + "somebody", + "dz", + "anybody", + "alike", + "etc", + "leness", + "zis", + "ither", + "ILD", + "oides", + "thereon", + "sic", + "ndo", + "lly", + "wards", + "stuff", + "xd", + "atre", + "nobody", + "dia", + "persons" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "herewith", + "thereto", + "thereon", + "herein", + "therein", + "therefrom", + "hereafter", + "persons", + "therewith", + "aforesaid", + "thereupon", + "hence", + "thereof", + "thereby", + "wherein", + "commenced", + "presently", + "sic", + "hitherto", + "furthermore", + "thence", + "Thereafter", + "hereinafter", + "forthwith" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "herewith", + "herein", + "thereto", + "thereon", + "hence", + "wherein", + "aforesaid", + "sic", + "furthermore", + "thence", + "therefrom", + "therewith", + "efectu", + "forthwith", + "whilst", + "hereafter", + "thereupon", + "thereof", + "thereby", + "therein", + "whereby", + "commenced", + "presently" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "furthermore", + "persons", + "which", + "wherein", + "whilst", + "whereby", + "therefore", + "Furthermore", + "thereafter", + "whereas", + "concerning", + "thereby", + "thereto", + "Concerning", + "upon", + "commenced", + "pertaining", + "whereupon", + "also", + "thereon", + "Whilst", + "utilised", + "however", + "according", + "subsequently", + "afterwards" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereby", + "subsequently", + "alike", + "thereafter", + "thereto", + "Subsequently", + "furthermore", + "thence", + "thus", + "wherein", + "sequently", + "whereupon", + "itherto", + "thereupon", + "Subsequently", + "upon", + "therein", + "characterized", + "consequently", + "likewise", + "concomit", + "meanwhile", + "thereon", + "ensuing", + "Upon", + "whereby", + "hitherto", + "therefrom", + "concomitant", + "nevertheless" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "thereby", + "alike", + "thereto", + "concomit", + "Furthermore", + "wherein", + "moreover", + "thence", + "characterized", + "Moreover", + "concomitant", + "thus", + "presently", + "heretofore", + "thereupon", + "whereupon", + "upon", + "Moreover", + "subsequently", + "thereafter", + "likewise", + "commenced", + "sequently", + "Subsequently", + "hitherto", + "inasmuch", + "uria", + "constituted" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "subsequently", + "Subsequently", + "thereafter", + "furthermore", + "concomit", + "characterized", + "concomitant", + "Subsequently", + "Furthermore", + "thereby", + "subsequent", + "sequently", + "alike", + "wiederum", + "nascent", + "ddots", + "Moreover", + "moreover", + "metallurgical", + "thus", + "empl", + "incipient", + "metallurgy", + "thence", + "Subsequent", + "burgeoning", + "successivamente", + "resulting", + "ainsi", + "Moreover", + "spurred" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "etching", + "metallurgical", + "corrosion", + "sediment", + "corro", + "abrasion", + "subsurface", + "metallurgy", + "etch", + "discoloration", + "corrosive", + "benthic", + "littoral", + "decolor", + "scarring", + "coloration", + "metall", + "geologic", + "Sediment", + "Corrosion", + "plast", + "deform", + "etched", + "liquef", + "hydrodynamic", + "fluvial", + "effluent", + "excav", + "scav", + "indistinct", + "debris" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "damage", + "destructive", + "Damage", + "scarring", + "corro", + "etching", + "discoloration", + "metallurgical", + "damaged", + "corrosion", + "kerusakan", + "undamaged", + "corrosive", + "subsurface", + "damaging", + "inflicted", + "abrasion", + "fluvial", + "erosion", + "debris", + "exacerbated", + "sediment", + "eroded", + "destructive", + "inflict", + "liquef", + "hydrodynamic", + "afflicted" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "corrosion", + "destructive", + "damaged", + "damaging", + "damage", + "corro", + "Damage", + "Corrosion", + "kerusakan", + "necrosis", + "seawater", + "corrosive", + "discoloration", + "metallurgical", + "destruction", + "inflicted", + "exacerbated", + "scarring", + "degradation", + "drainage", + "hydraulic", + "injuring", + "destructive", + "undamaged", + "damaged", + "metallurgy", + "decolor", + "Drainage" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "corrosion", + "corro", + "Corrosion", + "damaging", + "destructive", + "necrosis", + "seawater", + "injuring", + "kerusakan", + "metallurgical", + "damage", + "apparently", + "damaged", + "discoloration", + "repeatedly", + "suspected", + "ructive", + "Damage", + "chemically", + "exacerbated", + "corrosive", + "inexplicable", + "repeated", + "suspect", + "recovered", + "drainage", + "Drainage", + "undamaged", + "metallurgy", + "offenbar", + "observed", + "hydraulic" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "inexplicable", + "suspect", + "damage", + "suspected", + "damaging", + "destructive", + "blamed", + "Damage", + "inexplic", + "injuring", + "offenbar", + "diduga", + "apparently", + "corrosion", + "corro", + "damaged", + "scav", + "exacerbated", + "poisoned", + "kerusakan", + "mysteriously", + "worsened", + "angered", + "inflicting", + "assailant", + "subsequently", + "RESULT", + "blaming", + "unexplained", + "fatally" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "subsequently", + "Furthermore", + "likewise", + "Subsequently", + "furthermore", + "Suddenly", + "Afterwards", + "Consequently", + "Similarly", + "also", + "Also", + "whereas", + "simultaneously", + "reportedly", + "which", + "Also", + "Similarly", + "Later", + "consequently", + "Consequently", + "Conversely", + "whereupon", + "Which", + "whilst", + "afterwards", + "similarly", + "Furthermore", + "meanwhile", + "Likewise", + "Conversely", + "Suddenly", + "Subsequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Similarly", + "likewise", + "furthermore", + "Conversely", + "Furthermore", + "Similarly", + "Conversely", + "Consequently", + "whereas", + "similarly", + "Consequently", + "Furthermore", + "Likewise", + "conversely", + "Also", + "Subsequently", + "Likewise", + "ertain", + "Also", + "Again", + "accordingly", + "Meanwhile", + "meanwhile", + "else", + "Yet", + "sequently", + "Later", + "alike", + "Again", + "thereafter", + "cially", + "Yet" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Similarly", + "Similarly", + "Conversely", + "furthermore", + "conversely", + "whereas", + "Furthermore", + "similarly", + "likewise", + "Conversely", + "Consequently", + "thereafter", + "meanwhile", + "Likewise", + "Again", + "accordingly", + "Subsequently", + "therefore", + "Meanwhile", + "Consequently", + "else", + "Then", + "Also", + "Therefore", + "Yet", + "afterwards", + "Later", + "Similar", + "consequently", + "Furthermore", + "Afterwards", + "correspondingly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "Similarly", + "accordingly", + "Similarly", + "meanwhile", + "conversely", + "whereas", + "similarly", + "Meanwhile", + "likewise", + "therefore", + "Conversely", + "Furthermore", + "Again", + "consequently", + "Likewise", + "Equally", + "Similar", + "vice", + "Whether", + "secondly", + "Conversely", + "Simultaneously", + "Finally", + "alike", + "During", + "Yet", + "comparing", + "priori", + "else", + "Their", + "elsewhere" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "conversely", + "These", + "Yet", + "Meanwhile", + "Conversely", + "This", + "Conversely", + "These", + "Yet", + "meanwhile", + "this", + "accordingly", + "Consequently", + "Therefore", + "Dieser", + "Yours", + "this", + "vice", + "Similarly", + "Their" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Meanwhile", + "Consequently", + "These", + "This", + "Similarly", + "Conversely", + "nThe", + "Furthermore", + "Along", + "Consequently", + "These", + "Their", + "Yet", + "Recently", + "Which", + "Its", + "meanwhile", + "Therefore", + "Within", + "Recent", + "Likewise", + "Considering", + "Dieser", + "Conversely", + "There", + "Moreover", + "Those" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "These", + "This", + "Consequently", + "Meanwhile", + "These", + "nThe", + "Therefore", + "Along", + "Recent", + "Conversely", + "They", + "Their", + "Consequently", + "Similarly", + "Recently", + "Yet", + "Dieser", + "Hence", + "Upon", + "Likewise", + "What", + "Furthermore", + "Their", + "Considering", + "Which", + "Together", + "Whether" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "These", + "Likewise", + "Furthermore", + "They", + "Hence", + "Consequently", + "Similarly", + "Again", + "Upon", + "Conversely", + "Meanwhile", + "This", + "Finally", + "Dieser", + "Dieses", + "Ditto", + "Possible", + "Therefore", + "Considering", + "Finding", + "Consequently", + "Threats", + "However", + "Repeat", + "These", + "Their", + "Diese", + "What" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "Ditto", + "Repeat", + "Mere", + "meanwhile", + "Penelitian", + "Arguments", + "istik", + "Repeat", + "STITUTION", + "Therefore", + "balls", + "ound", + "Similarly", + "CHECKS", + "InstanceOf", + "scrollTo", + "CONCLUSION" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Ditto", + "Repeat", + "Meanwhile", + "ONENT", + "igate", + "Arguments", + "Repeat", + "Copy", + "THAN", + "Penelitian", + "STITUTION", + "SCHEMA", + "Sao", + "Whe", + "UMENT", + "Researchers", + "scrollTo", + "OUND", + "alike", + "ound", + "Therefore", + "othesis", + "InstanceOf", + "ENDING", + "Attribute" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Researchers", + "igate", + "GRAPH", + "iculata", + "Meanwhile", + "Researchers", + "Sicherheit", + "Serializer", + "Biological", + "Graphics", + "ATER", + "grass", + "Cnt", + "ARROW", + "Investigations", + "alike", + "Considering", + "angkat", + "aten" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "black", + "bl", + "graph", + "unknown", + "length", + "continuous", + "intrinsic", + "This", + "Unknown", + "grass", + "aten", + "blank", + "compare", + "This", + "histogram", + "unn", + "blit", + "biological", + "catch", + "gr", + "undefined", + "blind", + "bull", + "different", + "buy", + "Graph", + "infl", + "below", + "crossed", + "attach", + "Intrinsic", + "diff" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 90669, + 68181, + 64513, + 68109, + 25517, + 23316, + 46540, + 71189, + 60399, + 22877, + 12762, + 29692, + 35536, + 64566, + 132237, + 174187, + 207311, + 132437, + 131159, + 69615, + 45038, + 101289, + 101523, + 118822, + 125326, + 28730 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 145924, + 56747, + 16638, + 61907, + 98981, + 12047, + 8683, + 16397, + 396, + 3, + 12, + 1, + 1, + 14, + 46037, + 93380, + 82462, + 36657, + 23177, + 6998, + 6670, + 32655, + 81755, + 171662, + 147109, + 67863 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 151410, + 59910, + 21304, + 12729, + 33876, + 32574, + 64905, + 16140, + 87957, + 52291, + 35226, + 7371, + 34604, + 54510, + 54912, + 43058, + 41028, + 50235, + 43652, + 27089, + 16191, + 72188, + 194784, + 163738, + 125589, + 108201 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 102356, + 145912, + 87703, + 179584, + 131057, + 57524, + 13691, + 740, + 47313, + 78832, + 93458, + 72173, + 60603, + 37346 + ] + }, + { + "label": "corrosion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 151603, + 239117, + 149563, + 166934, + 61959, + 6774, + 53706, + 144210, + 73730, + 491, + 111, + 706, + 537, + 416 + ] + }, + { + "label": "sensitization", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 201578, + 221715, + 55312, + 104183, + 19507, + 55307, + 108634, + 27652, + 112309, + 41184, + 68289, + 165577, + 195148, + 163081 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "metallurgical", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 12.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "because", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "but", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "several", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "significant", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "for", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "where", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "paths", + "output_checked": true + }, + { + "concept": "temperature", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "whereas", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "during", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "throughout", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "films", + "output_checked": true + }, + { + "concept": "This", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cracks", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "produced", + "output_checked": true + }, + { + "concept": "these", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "along", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grooves", + "output_checked": true + }, + { + "concept": "and", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "which", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "films", + "output_checked": true + }, + { + "concept": "resulted", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "liquid", + "output_checked": true + }, + { + "concept": "anymore", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "0", + "output_checked": true + }, + { + "concept": "became", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "liquid", + "output_checked": true + }, + { + "concept": "within", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "grooves", + "output_checked": true + }, + { + "concept": "stainless", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "steel", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "An", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "same", + "output_checked": true + }, + { + "concept": "manufacturing", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "nearby", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "around", + "output_checked": true + }, + { + "concept": "effluent", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "subsequently", + "output_checked": true + }, + { + "concept": "utilising", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "examples", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "aggressive", + "output_checked": true + }, + { + "concept": "alongside", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "grooves", + "output_checked": true + }, + { + "concept": "surface", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "room", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "near", + "output_checked": true + }, + { + "concept": "mineral", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "0", + "output_checked": true + }, + { + "concept": "unbroken", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "continuous", + "output_checked": true + }, + { + "concept": "clusters", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "corrosive", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "aggressive", + "output_checked": true + }, + { + "concept": "proximity", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "near", + "output_checked": true + }, + { + "concept": "patina", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "films", + "output_checked": true + }, + { + "concept": "indicating", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "intolerant", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "aggressive", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "along", + "output_checked": true + }, + { + "concept": "seems", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "en", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "demonstrations", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "continuous", + "output_checked": true + }, + { + "concept": "conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "An", + "output_checked": true + }, + { + "concept": "was", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "halfway", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "near", + "output_checked": true + }, + { + "concept": "permanence", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "", + "output_checked": true + }, + { + "concept": "while", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "analysis", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "An", + "output_checked": true + }, + { + "concept": "percent", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "5", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "again", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "en", + "output_checked": true + }, + { + "concept": "equilibrium", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "GeV", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "0", + "output_checked": true + }, + { + "concept": "heat", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "6", + "output_checked": true + }, + { + "concept": "hundred", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "6", + "output_checked": true + }, + { + "concept": "corro", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "subsequently", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "quantos", + "ervan", + "Kwa", + "punkte", + "wand", + "Hail", + "trump", + "undos", + "anque", + "hew", + "resp" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "opat", + "Mannes", + "Sob", + "grac", + "tons", + "lev", + "pres", + "Cole", + "Gay", + "Cann", + "Cana", + "Pres", + "channel", + "trem", + "stir", + "Cron", + "dre", + "prof" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "rid", + "Rid", + "Coul", + "opat", + "Pres", + "pres", + "grac", + "Cann", + "dim", + "reu", + "ums", + "chum", + "alk", + "Cole", + "Gay" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "tfrac", + "ilg", + "Reis", + "Sesam", + "Sod", + "pric", + "grac", + "Trotz", + "def", + "alk", + "champ", + "ago", + "essional", + "tek", + "Erb", + "fam", + "tun" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "grac", + "ago", + "tfrac", + "olyte", + "tek", + "Mani", + "dip", + "Reis", + "Grac", + "Sod", + "lera", + "ran", + "riv", + "essional", + "tene" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "yn", + "rem", + "amb", + "det", + "Sed", + "hst", + "ual", + "side", + "idence", + "cat", + "su", + "ilers", + "Su", + "fan", + "sn", + "VERE", + "ain", + "yp", + "sulph", + "ae", + "s", + "sol" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "Green", + "side", + "kick", + "tools", + "HI", + "dal", + "nop", + "tool", + "bro", + "trading", + "dad", + "top", + "don", + "looking", + "Rim", + "rem", + "turbo", + "Sol" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "trading", + "tool", + "HI", + "side", + "kick", + "Green", + "rem", + "tail", + "nop", + "duct", + "dad", + "dal", + "simple", + "Werk", + "turbo", + "remen", + "Cermak", + "sol", + "dos", + "yal" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "tail", + "Green", + "Select", + "kick", + "Sol", + "chal", + "sol", + "trading", + "select", + "record", + "rem", + "duct", + "NRC", + "uct", + "naden", + "side", + "Er", + "linear", + "kick", + "blank", + "tract" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "Select", + "common", + "OOSE", + "sus", + "subject", + "greeting", + "select", + "fetch", + "Green", + "REST", + "lives", + "data", + "pick", + "ettle", + "greet", + "cat", + "RECE", + "dak", + "discuss", + "trading", + "ae" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Listener", + "credits", + "listener", + "ettle", + "greeting", + "linear", + "credits", + "Greet", + "greet", + "pie", + "fetch", + "reason", + "Tos", + "cat", + "actor", + "switch", + "Resolve", + "diet", + "data", + "REST", + "Fetch", + "dj", + "RECE" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "beads", + "ableness", + "epar", + "actose", + "crowns", + "apy", + "odora", + "radi", + "igraph", + "SCRE", + "beds", + "tread", + "inker", + "hus", + "kepad", + "spread", + "standen", + "stein", + "listeners", + "arct", + "vors", + "events", + "addAll", + "rato", + "events", + "inds" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "flow", + "dictionaries", + "orith", + "trays", + "cama", + "heapq", + "slutt", + "dieu", + "lick", + "pilha", + "crowning", + "reheat", + "ayam", + "orit", + "adet", + "getName", + "flowed", + "abilecek", + "forgetting", + "bowed", + "IK", + "bety", + "viento" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "coals", + "grud", + "okol", + "ogado", + "God", + "holz", + "deka", + "olas", + "god", + "Kharkiv", + "claw", + "archery", + "gow", + "punt", + "pang", + "Forst", + "brus", + "bowls" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "tier", + "ques", + "prong", + "logique", + "sir", + "Jahres" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "spf", + "wij", + "spf", + "sebaik", + "halk", + "dungeons", + "truncated", + "tier", + "wir", + "archi", + "mozz", + "discord", + "Warr", + "morally", + "edged", + "Taban", + "ips", + "ques" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "penj", + "swirl", + "spf", + "ips", + "orchards", + "Trou", + "ilm", + "hor", + "parquet", + "pach", + "kernel", + "flo" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "diambil", + "Meanwhile", + "probes", + "mouseDown", + "Dll", + "transmitted", + "probe", + "probed", + "sleep", + "nevertheless", + "spurt" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Meanwhile", + "alike", + "Similarly", + "Conclusion", + "Conversely", + "Compared", + "nonetheless", + "meanwhile", + "aird", + "Other", + "Simultaneously", + "respectively", + "Moreover", + "accordingly", + "Proceed", + "Similar", + "Together", + "Consequently", + "nevertheless", + "However", + "Mathemat", + "otras", + "etc", + "Subsequently", + "Conclusion" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Simultaneously", + "Consequently", + "Similarly", + "Investigation", + "However", + "Investig", + "Similarly", + "meanwhile", + "Conclusion", + "Subsequently", + "accordingly", + "Conclusions", + "Conclusions", + "Other", + "Observations", + "Findings", + "This", + "Furthermore", + "Subsequent", + "Analyses", + "However" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "investigating", + "Investigation", + "Investig", + "investigation", + "investigates", + "investigations", + "Investigation", + "Meanwhile", + "Investigative", + "This", + "investigated", + "investigate", + "Based", + "These", + "Based", + "Simultaneously", + "Analyzing", + "However", + "Findings", + "Investigations", + "Consequently", + "Conclusions", + "Conclusions", + "investig", + "Analy" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Investig", + "Investigation", + "investigating", + "Furthermore", + "Simultaneously", + "This", + "Similar", + "Investigation", + "investigation", + "Similarly", + "Consequently", + "investigates", + "These", + "Investigations", + "Analyses", + "Investigative", + "investigations", + "Analyzing", + "Experimental", + "Additionally", + "Conclusions", + "However", + "Additionally", + "Researchers", + "Meanwhile", + "Other", + "Analysis", + "investigate" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "These", + "Investigation", + "Investig", + "This", + "These", + "Investigations", + "Simultaneously", + "investigating", + "Similarly", + "Interestingly", + "Analysis", + "Based", + "Analyzing", + "Based", + "Meanwhile", + "Experimental", + "SEM", + "Analyses", + "Furthermore", + "Considering", + "Therefore", + "Similar", + "Experimental", + "investigations", + "experimentally", + "Investigation", + "Similarly", + "Observations" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "These", + "This", + "Investigation", + "These", + "Based", + "Based", + "Investig", + "Considering", + "Analyzing", + "Similarly", + "Consequently", + "Interestingly", + "Simultaneously", + "Meanwhile", + "investigating", + "Therefore", + "Comparing", + "Examining", + "Analysis", + "Investigations", + "Experimental", + "Investigation", + "Similarly", + "Considering", + "Observations", + "Analyses", + "Furthermore", + "Analyzing", + "experimentally" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Based", + "These", + "investigating", + "Investigation", + "This", + "Based", + "Researchers", + "Considering", + "Analyzing", + "Investigations", + "Further", + "Findings", + "These", + "Experimental", + "Researchers", + "Analysis", + "experimentally", + "Considering", + "investigates", + "Interestingly", + "Research", + "Furthermore", + "Preliminary", + "Both", + "Investig" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "Based", + "A", + "In", + "Further", + "Furthermore", + "From", + "While", + "Investigation", + "Analyzing", + "Researchers", + "An", + "Both", + "Micro", + "Carbon", + "Molecular", + "His", + "Through", + "This", + "What", + "High", + "Analysis", + "Experimental", + "Metall", + "Investig", + "Austen", + "It", + "Given", + "Such", + "Upon" + ] + } + ], + "logit_surprising": [ + { + "concept": "corrosion", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "produced", + "output_checked": true + }, + { + "concept": "ausge", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Aust", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "punt", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "0", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "these", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "along", + "output_checked": true + }, + { + "concept": "Heat", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "6", + "output_checked": true + }, + { + "concept": "stainless", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "steel", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "God", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "prong", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "liquid", + "output_checked": true + }, + { + "concept": "ips", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "along", + "output_checked": true + }, + { + "concept": "throughout", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "films", + "output_checked": true + }, + { + "concept": "temperature", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "0", + "output_checked": true + }, + { + "concept": "room", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "near", + "output_checked": true + }, + { + "concept": "hundred", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "6", + "output_checked": true + }, + { + "concept": "isotherm", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "steer", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "ello", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "spf", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "An", + "output_checked": true + }, + { + "concept": "temperatura", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "6", + "output_checked": true + }, + { + "concept": "growth", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "continuous", + "output_checked": true + }, + { + "concept": "investigation", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "aggressive", + "output_checked": true + }, + { + "concept": "whereas", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "underwent", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "liquid", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "edges", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "AISI", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "surface", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "novels", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "en", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "improved", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "direction", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cracks", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "produced", + "output_checked": true + }, + { + "concept": "significant", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "precipitation", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "pitting", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "produced", + "output_checked": true + }, + { + "concept": "crack", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "traced", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "paths", + "output_checked": true + }, + { + "concept": "This", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Aust", + "output_checked": true + }, + { + "concept": "CERT", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "rotation", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "5", + "output_checked": true + }, + { + "concept": "aberto", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "An", + "output_checked": true + }, + { + "concept": "secuencia", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "along", + "output_checked": true + }, + { + "concept": "beads", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "terk", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "AFP", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "lick", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "freshest", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "same", + "output_checked": true + }, + { + "concept": "coucher", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "paths", + "output_checked": true + }, + { + "concept": "iot", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "lengkap", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "brus", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "reopen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "onClick", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "An", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "grooves", + "output_checked": true + }, + { + "concept": "grating", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "same", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-05__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-boundary-attack-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cyclic-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Progressive damage under repeated loading 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A compressor blade endured millions of small vibration cycles before failing. Curved arrest lines radiated from a surface defect toward a small rough overload region.", + "prompt_tail": "ressor blade endured millions of small vibration cycles before failing. Curved arrest lines radiated from a surface defect toward a small rough overload region.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cyclic-01", + "carrier_id": null, + "target_family": "cyclic", + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 1278, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 6 + }, + { + "label": "crack", + "best_rank": 1908, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 30 + }, + { + "label": "propagation", + "best_rank": 465, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 138 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "behalf", + "alike", + "accordingly", + "orry", + "hereby", + "ients", + "ogether", + "leness", + "therefore", + "oba", + "iken", + "isses", + "according", + "eles", + "hence", + "item", + "ertain", + "ilities", + "cen", + "ammed", + "elm", + "eces", + "ices", + "ises" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "persons", + "lle", + "leness", + "arie", + "eded", + "zis", + "lly", + "d", + "ion", + "ie", + "ided", + "ither", + "ilities", + "ii", + "dia", + "tics", + "ited", + "hence", + "zia", + "zes", + "orie", + "thereof", + "ewise", + "sic", + "gement", + "persons", + "ort", + "ff", + "ids" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "gonna", + "lle", + "etc", + "thereof", + "defence", + "alike", + "etc", + "sic", + "ndo", + "zis", + "lly", + "ither", + "thing", + "xd", + "centre", + "ILD", + "dia", + "thereon", + "occured", + "dll", + "ie", + "wards", + "mente", + "atre", + "dz" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "thereto", + "persons", + "yses", + "maupun", + "thereon", + "herein", + "pursuant", + "alike", + "therefrom", + "therein", + "oides", + "herewith", + "ained", + "ented", + "thereof", + "edly", + "Thereafter", + "sebagainya", + "lle" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "thereto", + "alike", + "maupun", + "thence", + "pursuant", + "herein", + "commenced", + "eded", + "yses", + "efectu", + "whereupon", + "forthwith", + "wherein", + "thereon", + "hereto", + "thereof", + "edly", + "unto", + "sic", + "herewith" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whereupon", + "persons", + "concerning", + "thereafter", + "commenced", + "thereto", + "wherein", + "consisted", + "Concerning", + "which", + "also", + "indications", + "adjoining", + "comprised", + "the", + "then", + "several", + "proceedings", + "pursuant", + "pertaining", + "occasioned", + "toward", + "upon", + "composed", + "shortly", + "situated", + "afterwards" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "whereupon", + "thence", + "toward", + "zijde", + "thereto", + "proximate", + "flanking", + "nearby", + "periphery", + "protracted", + "foodstuffs", + "abutting", + "characterized", + "diminished", + "preoccupation", + "tenuous", + "obliquely", + "lacking", + "neighboring", + "flank", + "tracts", + "concomitant", + "flanks", + "indications", + "markedly", + "nearer", + "ensuing", + "disparate", + "occasioned", + "infrequently", + "indistinct" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "toward", + "indistinct", + "neither", + "thereto", + "thence", + "whereupon", + "obliquely", + "Toward", + "merely", + "alike", + "apiece", + "concomit", + "scarcely", + "whence", + "nonexistent", + "itory", + "characterized", + "lacking", + "furthermore", + "coloration", + "Toward", + "ossos", + "geometry", + "nearest", + "uria", + "farther", + "clidean" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "geometries", + "diodes", + "anisotropic", + "geometria", + "geometry", + "azimuth", + "anisotropy", + "indistinct", + "toward", + "hues", + "obliquely", + "nascent", + "isotropic", + "radiative", + "geometrically", + "radially", + "Signaling", + "distal", + "Geometry", + "spatially", + "periphery", + "curvil", + "merely", + "electrically", + "proximate", + "ossos", + "mottled", + "radial", + "geom", + "coloration", + "laminar" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "geometries", + "diagnostic", + "coloration", + "distal", + "geometry", + "diagnostic", + "visible", + "visualized", + "observed", + "signaling", + "discontinuities", + "diagram", + "spectral", + "electrically", + "visualizations", + "radiative", + "obscured", + "schematic", + "observable", + "geometrically", + "egress", + "radial", + "spatially", + "proximate", + "visual", + "visualization", + "diagnostics", + "anomalous", + "anisotropic", + "azimuth", + "symptomatic", + "laminar" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "diagnostic", + "visualized", + "diagnostic", + "distal", + "diagnostics", + "symptomatic", + "visualizing", + "visual", + "visible", + "signaling", + "visualization", + "geometries", + "coloration", + "prognostic", + "visualization", + "visualizations", + "pathologies", + "structural", + "analyzing", + "schematic", + "diagnost", + "spatially", + "Diagnostic", + "observed", + "signal", + "diagram", + "visible", + "suggestive", + "obscured" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "visualizing", + "visualized", + "diagnostic", + "visualization", + "visual", + "indicating", + "visualize", + "suggestive", + "diagnostic", + "diagnostics", + "coloration", + "Visualization", + "diagram", + "visible", + "visibility", + "indicative", + "discoloration", + "signal", + "Diagnostic", + "intersecting", + "Visibility", + "visualization", + "visualizations", + "visible", + "indicators", + "signaling", + "displaying", + "discolor", + "evidence", + "observed", + "findings", + "Visual" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "visualizing", + "visualized", + "intersecting", + "evidence", + "diagram", + "indicating", + "diagnostic", + "visualization", + "visualize", + "diagnostics", + "geometries", + "coloration", + "suggestive", + "obscured", + "visual", + "geometry", + "indicative", + "flanking", + "discoloration", + "observed", + "detected", + "analyzed", + "pointing", + "interpreted", + "analyzing", + "revealing", + "displaying", + "indications", + "spatially", + "denoting", + "Displays" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "visualizing", + "indicating", + "describing", + "intersecting", + "explained", + "describe", + "diagram", + "pointing", + "interpreted", + "implying", + "visualized", + "suggestive", + "denoting", + "evidence", + "visualization", + "visualize", + "indicative", + "depicting", + "interplay", + "signifying", + "misinterpreted", + "observed", + "explain", + "interpret", + "directions", + "denote", + "suggesting", + "analyzing", + "descriptive", + "Interpretation", + "visualisation" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "while", + "whilst", + "which", + "whereas", + "Furthermore", + "demonstrating", + "showcasing", + "furthermore", + "confronting", + "Meanwhile", + "several", + "although", + "showing", + "indicating", + "featuring", + "suggesting", + "Consequently", + "meanwhile", + "influencing", + "while", + "telling", + "alongside", + "mientras", + "investigating", + "revealing", + "likewise", + "illustrating", + "exposing", + "characterizing", + "whereupon", + "testifying", + "furthering" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "whereas", + "Meanwhile", + "Consequently", + "furthermore", + "Yet", + "Similarly", + "Furthermore", + "Likewise", + "Consequently", + "while", + "Also", + "whilst", + "likewise", + "meanwhile", + "Eventually", + "Conversely", + "whereas", + "Finally", + "Again", + "Similarly", + "Secondly", + "Suddenly", + "Likewise", + "Conversely", + "Simultaneously", + "Then", + "While", + "Each", + "Because", + "Also", + "Later" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "whereas", + "Furthermore", + "Similarly", + "Meanwhile", + "likewise", + "Conversely", + "furthermore", + "conversely", + "while", + "whilst", + "similarly", + "Consequently", + "Similarly", + "meanwhile", + "Likewise", + "Conversely", + "Simultaneously", + "whereas", + "While", + "Yet", + "Furthermore", + "Eventually", + "Secondly", + "Consequently", + "There", + "Also", + "Each", + "Finally", + "Again", + "equally", + "simultaneously", + "Nevertheless" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "furthermore", + "while", + "whereas", + "conversely", + "While", + "Furthermore", + "Similarly", + "mientras", + "consequently", + "likewise", + "tandis", + "secondly", + "During", + "Finally", + "whilst", + "Consequently", + "Likewise", + "They", + "although", + "While", + "Yet", + "Though", + "Similarly", + "Conversely", + "Simultaneously", + "These", + "therefore", + "while", + "finally" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "Yet", + "Meanwhile", + "These", + "Consequently", + "Likewise", + "Its", + "Yet", + "conversely", + "Though", + "Similarly", + "Along", + "During", + "Recently", + "Conversely", + "furthermore", + "Consequently", + "Lately", + "Finally", + "Its", + "Alongside", + "Simultaneously", + "While", + "whereas", + "tandis", + "Tonight", + "Their", + "Another", + "Whether", + "Nevertheless", + "Meanwhile", + "consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Consequently", + "meanwhile", + "Its", + "Yet", + "Along", + "furthermore", + "Likewise", + "Conversely", + "Furthermore", + "Similarly", + "Nevertheless", + "These", + "Which", + "Though", + "consequently", + "Recently", + "Consequently", + "Simultaneously", + "Its", + "Compared", + "conversely", + "However", + "Another", + "Lately", + "While", + "Within", + "Together", + "During", + "His", + "accordingly", + "Symptoms" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Meanwhile", + "Its", + "These", + "Yet", + "meanwhile", + "Conversely", + "Likewise", + "While", + "furthermore", + "Another", + "consequently", + "Together", + "Along", + "Consequently", + "Which", + "Similarly", + "However", + "His", + "Though", + "Recently", + "Their", + "Furthermore", + "Its", + "conversely", + "Therefore", + "During", + "Nevertheless", + "Lately", + "Despite", + "Simultaneously", + "nThe" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Yet", + "These", + "Furthermore", + "Likewise", + "Conversely", + "Meanwhile", + "Consequently", + "Its", + "furthermore", + "conversely", + "Collectively", + "Similarly", + "Conversely", + "Simultaneously", + "consequently", + "Hence", + "Though", + "secondly", + "Streams", + "LessThan", + "Pourtant", + "Unless", + "Secondly", + "Tissue", + "Threats", + "Therefore", + "Both", + "Another", + "Together", + "meanwhile", + "His" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "Yet", + "Symptoms", + "Meanwhile", + "Another", + "Consequently", + "Therefore", + "Streams", + "Streams", + "Similarly", + "Likewise", + "herum", + "Failing", + "Simultaneously", + "Conversely", + "secondly", + "conversely", + "SelectedItem", + "Finally", + "consequently", + "LessThan", + "These", + "Abl", + "Tried", + "Individ", + "Anatom", + "setModel" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "Yet", + "Symptoms", + "Another", + "Consequently", + "OUND", + "Tumor", + "consequ", + "Similarly", + "consequently", + "sativa", + "herum", + "Sebab", + "ball", + "Therefore", + "Meanwhile", + "secondly", + "ImageFilter", + "These", + "furthermore", + "THAN", + "Sick", + "Investigators", + "Sick", + "Machinery" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "ImageFilter", + "Another", + "Tou", + "Yet", + "ball", + "Others", + "Investigators", + "Biological", + "LessThan", + "Considering", + "ball", + "Anatom", + "Hunting", + "Determination", + "Scatter", + "Psychological", + "Indicator", + "Residual", + "Archived", + "Sequences", + "Similarly", + "Known", + "Archaeological" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "ball", + "catch", + "Blank", + "blade", + "blank", + "blast", + "Tou", + "continuous", + "length", + "residual", + "compare", + "geom", + "encode", + "umb", + "Sick", + "Continuous", + "Residual", + "Another", + "bullet", + "momentum", + "filled", + "A", + "event", + "loads", + "Including", + "Arrows", + "Hemos", + "Yet", + "below", + "Unknown", + "um" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 166874, + 215085, + 197656, + 232086, + 237905, + 176040, + 50383, + 48466, + 43380, + 17914, + 9529, + 10956, + 46421, + 67051, + 185373, + 155697, + 87523, + 27406, + 9498, + 2521, + 1442, + 2545, + 1793, + 1279, + 8146, + 3805 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 41299, + 115453, + 176396, + 160971, + 158183, + 53903, + 10138, + 24931, + 3355, + 747, + 1909, + 10129, + 14363, + 81669, + 35587, + 93212, + 53260, + 69006, + 63861, + 60371, + 67350, + 25451, + 24498, + 29427, + 62592, + 64303 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 22727, + 14457, + 19900, + 100363, + 84582, + 49938, + 30281, + 54905, + 40499, + 13659, + 15192, + 4848, + 3197, + 10603, + 5321, + 6706, + 15667, + 10576, + 12066, + 5073, + 3012, + 2267, + 466, + 4299, + 4539, + 3245 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 166557, + 114113, + 28897, + 66350, + 197309, + 130605, + 31347, + 23834, + 30091, + 176, + 69, + 7, + 7, + 10 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 184457, + 34791, + 15611, + 155827, + 127814, + 111471, + 104266, + 14105, + 14779, + 12658, + 5231, + 150, + 31, + 47 + ] + }, + { + "label": "propagation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 145867, + 246092, + 222082, + 217197, + 109084, + 44199, + 43359, + 18890, + 10350, + 481, + 333, + 139, + 261, + 539 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "the", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "from", + "output_checked": true + }, + { + "concept": "during", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "several", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "nearby", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "small", + "output_checked": true + }, + { + "concept": "radiating", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "area", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "region", + "output_checked": true + }, + { + "concept": "failure", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "overload", + "output_checked": true + }, + { + "concept": "helped", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "which", + "score": 7.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "was", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "where", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "due", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "failing", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "arrest", + "output_checked": true + }, + { + "concept": "crack", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "small", + "output_checked": true + }, + { + "concept": "individuals", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Curved", + "output_checked": true + }, + { + "concept": "alongside", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "years", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "intense", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "outwards", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "fracture", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "small", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "failing", + "output_checked": true + }, + { + "concept": "visualizing", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "countless", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "millions", + "output_checked": true + }, + { + "concept": "coolant", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "becoming", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "before", + "output_checked": true + }, + { + "concept": "whereas", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "collisions", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "small", + "output_checked": true + }, + { + "concept": "requires", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "central", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Its", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "near", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "overload", + "output_checked": true + }, + { + "concept": "compresses", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "compressor", + "output_checked": true + }, + { + "concept": "design", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "blades", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Curved", + "output_checked": true + }, + { + "concept": "factory", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "compressor", + "output_checked": true + }, + { + "concept": "aerodynamic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "trillions", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "millions", + "output_checked": true + }, + { + "concept": "curvature", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Curved", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "tiny", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "small", + "output_checked": true + }, + { + "concept": "roughness", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rough", + "output_checked": true + }, + { + "concept": "diagram", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "repetitive", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "lifetime", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "before", + "output_checked": true + }, + { + "concept": "cutaneous", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "lesion", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "rough", + "output_checked": true + }, + { + "concept": "eventually", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "before", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "flaw", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rough", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "incidents", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "vibration", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "suffers", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "its", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "geometries", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Curved", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "stress", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "spots", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "rough", + "output_checked": true + }, + { + "concept": "severe", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "vibrations", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "small", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "Kwa", + "nada", + "Hail", + "ervan", + "quantos", + "undos", + "trump", + "maneiras", + "anque", + "punkte", + "Kwa", + "wand" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "stir", + "Cann", + "tons", + "Blanch", + "channel", + "pres", + "grac", + "Pres", + "lev", + "Gay", + "Yuk", + "Mannes", + "exp", + "opat", + "Sur", + "Cole", + "Beg", + "Sob" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "Pres", + "Cann", + "Salv", + "dim", + "came", + "Cole", + "blot", + "champ", + "rock", + "rid", + "Langer", + "stir", + "Cough", + "Clon" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "def", + "Sod", + "champ", + "ilj", + "alk", + "tfrac", + "olyte", + "fam", + "Pres", + "came", + "chum", + "dim", + "ago", + "ilda", + "Langer" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "chap", + "olyte", + "champ", + "dim", + "tfrac", + "Sod", + "ilj", + "glob", + "Reis", + "Sur", + "fam", + "chap", + "Mani", + "chum", + "Pres", + "alk", + "ilers" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "yn", + "rem", + "ae", + "Su", + "WOR", + "hst", + "det", + "Vo", + "cat", + "Sed", + "sn", + "fan", + "top", + "amb", + "act", + "yp", + "side", + "illing", + "terc" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "HI", + "sol", + "tool", + "Green", + "duct", + "dal", + "kick", + "bro", + "trading", + "seq", + "nop", + "remen", + "terj", + "don", + "nas", + "Rim", + "verz", + "das", + "Er", + "dad", + "contr" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tool", + "sol", + "HI", + "side", + "yal", + "tools", + "das", + "OM", + "record", + "dal", + "mei", + "thead", + "Green", + "dad", + "trading", + "Zealand", + "kick", + "blank", + "dos", + "NRC", + "lives", + "select", + "tail" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "Green", + "sol", + "record", + "select", + "tool", + "HI", + "Mau", + "Sol", + "did", + "lives", + "blank", + "serial", + "Select", + "kick", + "isable", + "fract", + "WO", + "yal", + "tools", + "tit" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "sus", + "linear", + "OOSE", + "switch", + "Select", + "lives", + "fract", + "fetch", + "data", + "CIP", + "idyl", + "discuss", + "greet", + "record", + "rac", + "var", + "select", + "CERT", + "subject", + "Green", + "STRACT" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "CIP", + "greet", + "talk", + "CERT", + "CIP", + "ransom", + "greeting", + "sekal", + "Greet", + "listener", + "STRACT", + "NOTES", + "Speaker", + "wechsel", + "wechsel", + "Zoro", + "SECURITY", + "prze", + "WI", + "Tos", + "Einf", + "tit", + "discuss", + "resco", + "data", + "SOAP", + "fetch", + "talks" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "olve", + "branch", + "alh", + "Techn", + "shot", + "eres", + "lb", + "fewest", + "interviewer", + "issel", + "yd", + "Cle", + "beads", + "ONA", + "yht", + "urada", + "Dand", + "agradecer", + "NR", + "Ode", + "trin", + "MessageHandler", + "aments" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "orith", + "trays", + "artoum", + "adet", + "FileOutput", + "lishes", + "orit", + "eyeballs", + "pleases", + "oyam", + "iob", + "kilo", + "chut" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "dzie", + "del", + "deka", + "God", + "holz", + "dfs", + "gressive", + "olas", + "rotz", + "blown", + "Send" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "logique", + "logic", + "prong", + "logic", + "ques", + "undocumented", + "logical", + "Jahres", + "igste", + "logical", + "Jaz", + "Tug", + "urch", + "wij" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "wij", + "ospel", + "welt", + "wir", + "cev", + "afect", + "edged", + "augh", + "osp", + "ausge", + "morally", + "idic", + "prong", + "minor", + "ectors", + "idium", + "Dadurch", + "casilla", + "wodurch", + "minor", + "osphere", + "spf", + "patched", + "spf" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Trou", + "cev", + "contr", + "penj", + "geodes", + "spf" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "Consequently", + "nonetheless", + "nevertheless", + "menyebabkan", + "meanwhile", + "entanto", + "endregion", + "tandis", + "tuttavia", + "causando", + "However", + "finalText", + "eduanya" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Meanwhile", + "However", + "These", + "meanwhile", + "consequently", + "nevertheless", + "Consequently", + "but", + "nonetheless", + "But", + "Similarly", + "therefore", + "however", + "Together", + "Along", + "tandis", + "these", + "although", + "Thus", + "Ultimately", + "Nevertheless", + "mientras", + "thus", + "Although", + "thereby", + "Compared", + "These" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "However", + "Consequently", + "meanwhile", + "consequently", + "These", + "Meanwhile", + "Though", + "Although", + "Subsequent", + "Simultaneously", + "But", + "Symptoms", + "However", + "Ultimately", + "Stress", + "Causes", + "however", + "although", + "Nevertheless", + "Because", + "Failure", + "Subsequently", + "Consequently", + "therefore", + "accordingly", + "Another", + "Similarly" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "However", + "Consequently", + "These", + "consequently", + "Meanwhile", + "Ultimately", + "Though", + "Stress", + "Subsequent", + "Although", + "However", + "therefore", + "Consequently", + "But", + "Another", + "however", + "however", + "Yet", + "This", + "nonetheless", + "Because", + "meanwhile", + "Subsequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Stress", + "Consequently", + "These", + "consequently", + "Consequently", + "Simultaneously", + "Fatigue", + "However", + "Subsequent", + "Strain", + "Stress", + "stresses", + "Finally", + "Failure", + "Eventually", + "Conversely", + "Ultimately", + "Furthermore", + "Although", + "Though", + "Similarly", + "Subsequently", + "Fract", + "stress", + "fracture", + "Cause", + "Repeated", + "Fracture" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "These", + "Stress", + "Consequently", + "Strain", + "Simultaneously", + "consequently", + "Stress", + "Fatigue", + "Failure", + "This", + "Ultimately", + "These", + "Consequently", + "Similarly", + "Likewise", + "Excessive", + "Eventually", + "Finally", + "Though", + "Meanwhile", + "Strain", + "Conversely", + "Thus", + "Fract", + "Despite", + "Damage", + "Subsequent", + "Tens", + "Both", + "Crack" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "Consequently", + "Stress", + "This", + "Simultaneously", + "consequently", + "Consequently", + "Ultimately", + "Excessive", + "These", + "Similarly", + "Strain", + "Fatigue", + "Though", + "Both", + "Likewise", + "Stress", + "Eventually", + "Meanwhile", + "Along", + "Failure", + "Conversely", + "Each", + "Because", + "Despite", + "Thus", + "Finally", + "Those", + "Neither", + "Fract", + "However", + "correspondingly" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "These", + "Stress", + "Consequently", + "This", + "Ultimately", + "Those", + "consequently", + "Excessive", + "Eventually", + "Whether", + "Both", + "Though", + "Repeated", + "Fatigue", + "Simultaneously", + "Yet", + "Fract", + "fractured", + "Strain", + "fatigued", + "stress", + "Consequently", + "Accumulated", + "Further", + "Similarly", + "stresses", + "Along", + "Failure", + "Stress", + "Because", + "Conversely", + "However" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "These", + "Curved", + "Stress", + "A", + "Vibration", + "Vibr", + "In", + "Micro", + "Small", + "Fatigue", + "However", + "Eventually", + "Mechanical", + "Linear", + "Failure", + "Fract", + "Fine", + "Strain", + "High", + "Subsequent", + "Fracture", + "Tiny", + "When", + "Crack", + "Curve", + "Turbulent", + "While", + "Over", + "Rot", + "Internal" + ] + } + ], + "logit_surprising": [ + { + "concept": "area", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "small", + "output_checked": true + }, + { + "concept": "the", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "from", + "output_checked": true + }, + { + "concept": "fracture", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "crack", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "small", + "output_checked": true + }, + { + "concept": "due", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "failing", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "arrest", + "output_checked": true + }, + { + "concept": "ausge", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "helped", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "compresses", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "compressor", + "output_checked": true + }, + { + "concept": "outwards", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "nearby", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "punt", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "vibration", + "output_checked": true + }, + { + "concept": "grud", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "dieu", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "from", + "output_checked": true + }, + { + "concept": "duke", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "millions", + "output_checked": true + }, + { + "concept": "afect", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "before", + "output_checked": true + }, + { + "concept": "intense", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "during", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "design", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "failure", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "Failure", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "blades", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Curved", + "output_checked": true + }, + { + "concept": "spots", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "rough", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "recap", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "vibration", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "URCH", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "millions", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "oscillations", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "vibration", + "output_checked": true + }, + { + "concept": "Its", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "However", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "stresses", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "small", + "output_checked": true + }, + { + "concept": "nucleation", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "extreme", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "vibrations", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "small", + "output_checked": true + }, + { + "concept": "exacerbated", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "These", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sekal", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "CIP", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "awake", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "millions", + "output_checked": true + }, + { + "concept": "URA", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "vibration", + "output_checked": true + }, + { + "concept": "bit", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "PAS", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "Connell", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "AFP", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "compressor", + "output_checked": true + }, + { + "concept": "convexo", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "before", + "output_checked": true + }, + { + "concept": "roar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "impactos", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "compressor", + "output_checked": true + }, + { + "concept": "grudge", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "before", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "failing", + "output_checked": true + }, + { + "concept": "iot", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "dfs", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Incre", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "jeweils", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "overload", + "output_checked": true + }, + { + "concept": "ips", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "compressor", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "wij", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-01__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cyclic-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Progressive damage under repeated loading 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A bridge hanger separated although every measured load was below its monotonic capacity. Fine parallel striations recorded incremental front advance from a machining groove.", + "prompt_tail": "er separated although every measured load was below its monotonic capacity. Fine parallel striations recorded incremental front advance from a machining groove.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cyclic-02", + "carrier_id": null, + "target_family": "cyclic", + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 4332, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 442 + }, + { + "label": "crack", + "best_rank": 1499, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2540 + }, + { + "label": "propagation", + "best_rank": 524, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 663 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "accordingly", + "ogether", + "orry", + "iken", + "hereby", + "leness", + "ients", + "eles", + "oba", + "isses", + "anyak", + "ammed", + "item", + "ilities", + "according", + "hence", + "eces", + "ices", + "ertain", + "together", + "ises", + "therefore", + "asons" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "thing", + "info", + "lle", + "ie", + "ii", + "stuff", + "guys", + "guy", + "somebody", + "thinks", + "etc", + "arie", + "wanna", + "leness", + "lly", + "onus", + "d", + "persons", + "basically", + "everybody", + "nobody", + "anybody", + "lli", + "dia", + "wl", + "zis", + "tics", + "ion", + "ff" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "info", + "stuff", + "etc", + "thru", + "onus", + "etc", + "centre", + "lle", + "gg", + "plus", + "thing", + "persons", + "somebody", + "whilst", + "thinks", + "anda", + "ain", + "thats", + "gotta", + "organise", + "awhile", + "centre", + "grosse", + "thru", + "afield", + "outta", + "bout", + "anybody" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "whilst", + "centre", + "Whilst", + "persons", + "defence", + "recognised", + "realised", + "annum", + "thence", + "centre", + "utilised", + "Whilst", + "skall", + "forthwith", + "programme", + "colours", + "organised", + "whereby", + "mould", + "effected", + "enquiry", + "formulae", + "efectu", + "utilising", + "realising", + "afield", + "herewith" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "centre", + "Whilst", + "utilised", + "utilising", + "thence", + "Whilst", + "efectu", + "forthwith", + "persons", + "recognised", + "whereby", + "commenced", + "effected", + "utilisation", + "endeavour", + "centre", + "organisational", + "skall", + "afield", + "onus", + "utilises", + "sundry", + "programme", + "gonna", + "organisation", + "herein" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whilst", + "Whilst", + "utilised", + "utilising", + "Whilst", + "commenced", + "persons", + "amongst", + "recognised", + "utilises", + "wherein", + "effected", + "utilisation", + "furthermore", + "authorised", + "commencing", + "effecting", + "ised", + "centre", + "defence", + "whereby", + "thru", + "enquiries", + "efectu", + "skall", + "forthwith", + "Amongst", + "specialising", + "which" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "whilst", + "Whilst", + "utilised", + "utilising", + "aided", + "Whilst", + "thence", + "whereupon", + "noted", + "nearby", + "adjoining", + "occuring", + "which", + "ising", + "soon", + "although", + "toward", + "Though", + "awhile", + "ised", + "upon", + "amongst", + "alike", + "noting", + "Upon", + "Upon", + "whereby", + "comprised", + "thereto", + "neighbouring" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whilst", + "thereto", + "thence", + "noted", + "persons", + "furthermore", + "whereupon", + "noting", + "whence", + "wherein", + "indication", + "commenced", + "ieur", + "acial", + "which", + "toward", + "aneous", + "thereof", + "bout", + "Upon", + "sic", + "skall", + "considerazione", + "upon", + "located", + "although", + "atre", + "forth", + "lle" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "indicative", + "commenced", + "acial", + "indic", + "noting", + "nascent", + "manufacture", + "indication", + "notable", + "nozzle", + "requisite", + "etching", + "anod", + "aneous", + "thereto", + "toward", + "filaments", + "thence", + "commencing", + "lecz", + "located", + "noted", + "forth", + "fabrication", + "terminus", + "observed", + "indicating", + "whilst", + "Upon" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "manufacture", + "observed", + "manufacturing", + "etching", + "microscopy", + "discoloration", + "diagnostic", + "forensic", + "coloration", + "metall", + "fabrication", + "indicative", + "manufact", + "laboratory", + "substrate", + "contamination", + "manufact", + "filament", + "metallurgy", + "micrograph", + "detected", + "debris", + "detectable", + "filaments", + "observed", + "subsurface", + "fabricating" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "metallurgical", + "forensic", + "discoloration", + "detected", + "indicative", + "detectable", + "observed", + "evidence", + "diagnostic", + "manufacture", + "microscopy", + "observable", + "manufacturing", + "documented", + "contamination", + "analysis", + "detection", + "examined", + "indicating", + "fabrication", + "indications", + "diagnostics", + "investigation", + "observation", + "analyzed", + "precision", + "anomalous" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicating", + "indications", + "indicative", + "discoloration", + "observed", + "investigation", + "detected", + "evidence", + "diagnostic", + "investigations", + "indicators", + "indication", + "diagnosed", + "contamination", + "detected", + "metallurgical", + "indicating", + "detection", + "examined", + "investigated", + "investigating", + "corrosion", + "inspected", + "diagnostics", + "detectable", + "symptomatic", + "indic", + "indicate", + "findings", + "inspection", + "suspected" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "metallurgical", + "indicative", + "observed", + "anomalous", + "discoloration", + "metallurgy", + "indicating", + "microscopy", + "detected", + "precision", + "diagnostic", + "indication", + "contamination", + "indications", + "diagnostics", + "suggestive", + "microstructure", + "micrograph", + "evidence", + "manufacturing", + "manufacture", + "investigating", + "corrosion", + "fabrication", + "detectable", + "coloration", + "traceable", + "investigation", + "investigated", + "analyzed", + "coating" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "indicative", + "observed", + "suggestive", + "discoloration", + "suggesting", + "indication", + "indications", + "metallurgical", + "evidence", + "microscopy", + "observable", + "osserv", + "cuticle", + "traceable", + "Hinweise", + "metallurgy", + "micrograph", + "indic", + "similar", + "pattern", + "observations", + "detected", + "suspect", + "diagnostic", + "diagnosed", + "investigating", + "corrosion" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "also", + "Also", + "whereas", + "furthermore", + "while", + "making", + "although", + "Also", + "whilst", + "suggesting", + "demonstrating", + "indicating", + "showing", + "Furthermore", + "Which", + "accompanied", + "assisted", + "further", + "giving", + "allowing", + "who", + "where", + "meaning", + "played", + "adding", + "helping", + "causing", + "contributed", + "simultaneously", + "also", + "likewise" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Also", + "furthermore", + "whereas", + "Also", + "Furthermore", + "also", + "Furthermore", + "Again", + "Similarly", + "Consequently", + "likewise", + "Similarly", + "meanwhile", + "Likewise", + "Which", + "also", + "Meanwhile", + "Secondly", + "Each", + "During", + "Yet", + "Conversely", + "Asked", + "Likewise", + "whereas", + "which" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Also", + "whereas", + "Furthermore", + "Similarly", + "Similarly", + "furthermore", + "Also", + "likewise", + "Likewise", + "Conversely", + "Again", + "similarly", + "Furthermore", + "meanwhile", + "conversely", + "also", + "During", + "Similar", + "Meanwhile", + "Secondly", + "Conversely", + "Simultaneously", + "They", + "Then", + "Consequently", + "Equally", + "whereas", + "There", + "Each", + "During", + "Yet" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "They", + "meanwhile", + "furthermore", + "During", + "Unless", + "During", + "Unless", + "They", + "Their", + "Equally", + "Similarly", + "Neither", + "Neither", + "whereas", + "Meanwhile", + "Along", + "conversely", + "Simultaneously", + "Another", + "Similarly", + "Likewise", + "secondly", + "therefore", + "although", + "Also", + "unless", + "Which", + "separately", + "accordingly", + "Its" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Its", + "Unless", + "Similarly", + "Unless", + "Likewise", + "cuyo", + "Its", + "Lately", + "roft", + "nThe", + "Likewise", + "gevolg", + "Seine", + "Meanwhile", + "Neither", + "hers", + "meanwhile", + "olerance", + "mselves", + "During", + "Recently", + "Similarly", + "Tonight" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Meanwhile", + "nThe", + "During", + "Similarly", + "mselves", + "Which", + "Recent", + "Hence", + "Recently", + "Likewise", + "Its", + "Same", + "Lately", + "Consequently", + "They", + "Its", + "Compared", + "There", + "nPlease", + "During", + "Unless", + "Shouldn", + "Please", + "Their", + "Recent", + "Conversely", + "Along", + "Yours" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "nThe", + "Consequently", + "Recent", + "Similarly", + "Meanwhile", + "During", + "Recently", + "Likewise", + "Which", + "mselves", + "Lately", + "Its", + "Hence", + "Unless", + "nPlease", + "Their", + "Its", + "They", + "His", + "Please", + "Assume", + "Same", + "Recent", + "Consequently", + "Today", + "Compared", + "There", + "Welcome", + "Unless", + "While", + "During" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Similarly", + "Hence", + "Likewise", + "Consequently", + "Furthermore", + "awn", + "LEM", + "nThe", + "Secondly", + "Meanwhile", + "Unless", + "conversely", + "nPlease", + "likewise", + "Assume", + "Same", + "LessThan", + "Likewise", + "OUND", + "Unless", + "Extractor", + "jsonData", + "fordern", + "His", + "Please", + "Neither", + "Conversely", + "FAE", + "While", + "Again", + "Welcome" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "balls", + "Similarly", + "awn", + "auche", + "Likewise", + "horn", + "UMENT", + "Subs", + "Same", + "Meanwhile", + "meanwhile", + "Secondly", + "endswith", + "ball", + "scrape", + "Another", + "hline", + "handleError", + "aison", + "bla", + "Same", + "ErrorMessage", + "underline", + "glEnable", + "unction", + "Therefore", + "wich" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "awn", + "Similarly", + "UMENT", + "itional", + "Another", + "horn", + "Oka", + "hline", + "Same", + "Sick", + "makeSound", + "otide", + "Mine", + "auche", + "oint", + "mine", + "Makeup", + "ardini", + "whine", + "band", + "cartridge", + "dent", + "scrape", + "Sick", + "Please", + "likewise", + "Secondly", + "bla" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Similarly", + "bla", + "band", + "ecan", + "igate", + "Another", + "UMENT", + "Same", + "evi", + "horn", + "hypertrophy", + "mselves", + "bye", + "Einsch", + "itional", + "dad", + "Considering", + "auche", + "ardini", + "unction", + "apd", + "Knife", + "hit", + "haft", + "Allow", + "underline", + "FILL", + "Please" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "hline", + "Blank", + "Progressive", + "Fine", + "Second", + "ellar", + "Only", + "Under", + "bare", + "No", + "Full", + "When", + "ie", + "band", + "ull", + "Black", + "Sick", + "Secondly", + "It", + "Sch", + "black", + "Another", + "machined", + "ective", + "Wait", + "Including", + "ectomy", + "Linear", + "Ad", + "ulle", + "Below" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 152213, + 205665, + 183109, + 212465, + 193182, + 125057, + 145752, + 194323, + 172727, + 21016, + 10587, + 4333, + 45144, + 29548, + 140516, + 159578, + 125793, + 43705, + 35722, + 8056, + 6738, + 14014, + 60785, + 75912, + 56156, + 7717 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 30092, + 95092, + 151575, + 160236, + 128852, + 47372, + 18618, + 94969, + 4456, + 1145, + 1500, + 4156, + 9434, + 27080, + 46732, + 98501, + 86443, + 15778, + 57585, + 30392, + 56197, + 50740, + 40200, + 25935, + 41909, + 29721 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 26981, + 19446, + 38666, + 34396, + 31338, + 9378, + 46018, + 46278, + 12301, + 3103, + 2143, + 525, + 715, + 2341, + 13612, + 27739, + 59468, + 37696, + 38557, + 26163, + 17506, + 13073, + 5991, + 23587, + 28828, + 19922 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 194626, + 142704, + 33209, + 52810, + 205380, + 163576, + 36031, + 52581, + 96901, + 1351, + 1604, + 443, + 1033, + 1009 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 226969, + 94464, + 38904, + 125534, + 136810, + 119506, + 160430, + 2566, + 5109, + 14793, + 13618, + 15015, + 2597, + 2541 + ] + }, + { + "label": "propagation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 171985, + 216317, + 256136, + 236599, + 194122, + 82653, + 75455, + 74528, + 19971, + 1739, + 1989, + 664, + 2747, + 5484 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "bridge", + "output_checked": true + }, + { + "concept": "indicating", + "score": 9.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "incremental", + "output_checked": true + }, + { + "concept": "whereas", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "failure", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "although", + "output_checked": true + }, + { + "concept": "which", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "incremental", + "output_checked": true + }, + { + "concept": "nothing", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "was", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "several", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "from", + "output_checked": true + }, + { + "concept": "within", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "recorded", + "output_checked": true + }, + { + "concept": "crack", + "score": 5.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "from", + "output_checked": true + }, + { + "concept": "everybody", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "although", + "output_checked": true + }, + { + "concept": "remained", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "investigation", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "appeared", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "measurement", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "tonnage", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "below", + "output_checked": true + }, + { + "concept": "sequential", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "monotonic", + "output_checked": true + }, + { + "concept": "inexplicable", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stri", + "output_checked": true + }, + { + "concept": "indicative", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "from", + "output_checked": true + }, + { + "concept": "etch", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "defence", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "everything", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "every", + "output_checked": true + }, + { + "concept": "the", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "below", + "output_checked": true + }, + { + "concept": "component", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "every", + "output_checked": true + }, + { + "concept": "inspection", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "connects", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "hanger", + "output_checked": true + }, + { + "concept": "supports", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "hanger", + "output_checked": true + }, + { + "concept": "wires", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "parallel", + "output_checked": true + }, + { + "concept": "curve", + "score": 3.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "capacity", + "output_checked": true + }, + { + "concept": "truss", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hanger", + "output_checked": true + }, + { + "concept": "debris", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "alike", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "every", + "output_checked": true + }, + { + "concept": "calibration", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "progreso", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "parallel", + "output_checked": true + }, + { + "concept": "precision", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "satisfactory", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "was", + "output_checked": true + }, + { + "concept": "alongside", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "recorded", + "output_checked": true + }, + { + "concept": "standpoint", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "machining", + "output_checked": true + }, + { + "concept": "Also", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "according", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "below", + "output_checked": true + }, + { + "concept": "were", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "acceptable", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "was", + "output_checked": true + }, + { + "concept": "nowhere", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "recorded", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "effort", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "However", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "fracture", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "deformation", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "incremental", + "output_checked": true + }, + { + "concept": "bolt", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "every", + "output_checked": true + }, + { + "concept": "propagation", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "front", + "output_checked": true + }, + { + "concept": "however", + "score": 2.0, + "best_rank": 2, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "calibrated", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "was", + "output_checked": true + }, + { + "concept": "orthogonal", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "parallel", + "output_checked": true + }, + { + "concept": "etching", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "observations", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "recorded", + "output_checked": true + }, + { + "concept": "observed", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pulley", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "hanger", + "output_checked": true + }, + { + "concept": "ruptured", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "although", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "Hail", + "ervan", + "quantos", + "wand", + "Thou", + "maneiras", + "trump", + "Kwa", + "cred", + "resp", + "ynitrite" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "stir", + "lev", + "ago", + "tons", + "Sob", + "Blanch", + "channel", + "dim", + "rock", + "exp", + "hus", + "Gest", + "grac", + "Catt", + "Sur", + "essional", + "Beg", + "Bog" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "stir", + "lev", + "ums", + "def", + "sum", + "Lang", + "rid", + "rock", + "accounts", + "Ehren", + "Bens", + "conf", + "strip", + "plo" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "def", + "ilj", + "dim", + "Sod", + "ums", + "Reis", + "Langer", + "fam", + "tfrac", + "ran", + "essional", + "jel", + "yli", + "ilg", + "ilda", + "sang", + "Cron", + "olyte", + "sinn", + "chum", + "Sur", + "Hus" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ilj", + "grac", + "yli", + "dim", + "Sod", + "Gal", + "tfrac", + "Reis", + "olyte", + "ago", + "tene", + "nguy", + "Beet", + "Bens", + "Pres", + "Langer", + "Mani", + "chum", + "Ven", + "essional", + "Schle" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Vo", + "rem", + "sn", + "Su", + "ilers", + "icot", + "yn", + "side", + "WOR", + "wyst", + "vall", + "patch", + "s", + "sol", + "fin", + "Sed", + "hst", + "Vla", + "terc", + "ae", + "atus", + "verz", + "shell" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "tool", + "trading", + "tools", + "side", + "sol", + "Er", + "dad", + "vib", + "simple", + "HI", + "Vo", + "Sol", + "IVING", + "polar", + "s", + "Vo", + "polar", + "verz", + "kick", + "hybrid", + "ae" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tool", + "trading", + "tools", + "side", + "simple", + "HI", + "tail", + "Vo", + "nas", + "looking", + "thead", + "yal", + "truncate", + "sol", + "tit", + "serial", + "hybrid", + "remen", + "dad", + "duct", + "Green", + "Vo", + "oshi", + "kick" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "tool", + "record", + "select", + "tail", + "sol", + "tools", + "side", + "Green", + "duct", + "chal", + "simple", + "Sol", + "polar", + "nop", + "trading", + "polar", + "blank", + "serial", + "remen", + "rem", + "HI", + "linear" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "fetch", + "subject", + "linear", + "OOSE", + "common", + "Select", + "select", + "locks", + "lives", + "switch", + "cactus", + "data", + "cdots", + "dynamic", + "Tos", + "Datas", + "talk", + "breadcrumb", + "record", + "tools", + "ettle", + "listener", + "felt", + "tails", + "trading", + "remen" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "listener", + "Listener", + "fetch", + "listener", + "capitalize", + "GetData", + "credits", + "greet", + "listeners", + "wechsel", + "Listener", + "cereal", + "discuss", + "waitUntil", + "credits", + "ettle", + "Resolve", + "RECE", + "Accessed", + "CRED", + "talks", + "pillow", + "Names", + "ransom", + "Fetch" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "quil", + "getMessage", + "ladder", + "drawable", + "logro", + "GoalState", + "stit", + "ladder", + "Viva", + "adder", + "tread", + "missions", + "addAll", + "Mif", + "dictionaries", + "ringan" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "abilecek", + "reheat", + "despert", + "toch", + "impactos", + "oyam", + "cama", + "milion", + "kilo" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "grud", + "bilgiler", + "abilecek", + "brus", + "Forst", + "owes", + "grudge", + "holz", + "chut", + "jogar", + "del", + "assol", + "Dlatego" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "prong", + "Jahres", + "conceptos", + "logique", + "annon", + "tier", + "stehen", + "jeweils", + "smith", + "URCH", + "kren", + "concepto", + "ques", + "plusieurs" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "wij", + "welt", + "wir", + "casilla", + "andolo", + "ospel", + "spf", + "ausge", + "lichkeit", + "ectors", + "morally", + "mozz", + "idic", + "vorher", + "gage", + "osp", + "daran", + "widers", + "altung", + "idium", + "camada", + "kata", + "Roh", + "minor", + "concepto" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "spf", + "ilm", + "adn", + "ohist", + "rect", + "contr", + "curled", + "casilla" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "nonetheless", + "nevertheless", + "trotzdem", + "mouseDown", + "Otherwise", + "dismissed", + "tuttavia", + "rechaz", + "accordingly", + "suspended", + "simultaneously" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Same", + "neither", + "Neither", + "Likewise", + "Similarly", + "Trouble", + "although", + "Likewise", + "Neither", + "However", + "Trou", + "Though", + "Other", + "Although", + "Conclusion", + "Troubles", + "Either", + "nThe", + "neither", + "Fellow", + "similarly", + "Similar", + "Except", + "accordingly", + "Sympt", + "Signs", + "although", + "Here", + "Moreover" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Similarly", + "Likewise", + "Though", + "Consequently", + "although", + "Neither", + "Same", + "meanwhile", + "Although", + "However", + "Simultaneously", + "But", + "hence", + "Hence", + "Which", + "Similarly", + "Failure", + "Conclusion", + "Fellow", + "Symptoms", + "Both", + "Bigger", + "Whose", + "nThe", + "Another" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Similarly", + "Neither", + "Likewise", + "Neither", + "Whose", + "Consequently", + "Same", + "Which", + "Another", + "Hence", + "Though", + "However", + "Both", + "hence", + "Fellow", + "Similarly", + "Outside", + "Tens", + "Symptoms", + "But", + "therefore", + "Although", + "Again", + "Failure", + "nThe", + "Simultaneously", + "Therefore", + "Its" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Similarly", + "Likewise", + "Same", + "Similarly", + "clen", + "Cause", + "iggers", + "Neither", + "Consequently", + "Repeat", + "Mechanism", + "ettet", + "Hence", + "Obviously", + "similarly", + "Both", + "fiss", + "setDate", + "ordan", + "Failure", + "Though", + "Statistics", + "correspondingly", + "Another", + "washers", + "etition" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Similarly", + "Likewise", + "Same", + "Both", + "Angle", + "Neither", + "These", + "Was", + "Similarly", + "similarly", + "Again", + "Simultaneously", + "Assume", + "Mechanism", + "Fine", + "Another", + "ettet", + "Hence", + "Despite", + "This", + "Assuming", + "Neither", + "Trigger", + "Welding", + "Model", + "Repeat", + "imiter" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Similarly", + "Same", + "Both", + "Likewise", + "Neither", + "These", + "Another", + "This", + "Those", + "Again", + "similarly", + "Assume", + "Repeat", + "Excessive", + "Simultaneously", + "Similarly", + "Model", + "Assuming", + "Angle", + "Despite", + "Which", + "Along", + "Therefore", + "Was", + "Neither", + "Theory", + "correspondingly", + "Statistical", + "Proper", + "Should" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Another", + "Both", + "Similarly", + "Those", + "Same", + "Angle", + "Again", + "Repeat", + "These", + "Whether", + "similarly", + "ocl", + "Likewise", + "Assuming", + "Another", + "hole", + "esian", + "Excessive", + "This", + "ettle", + "Likely", + "therefore", + "imiter", + "Significant", + "agate", + "oint" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Fine", + "Bridge", + "The", + "This", + "Parallel", + "A", + "Another", + "Mechanical", + "Failure", + "Machine", + "Incre", + "These", + "High", + "No", + "Ins", + "Mach", + "Fast", + "F", + "In", + "Under", + "Secondary", + "Poor", + "Both", + "When", + "Black", + "While", + "Over", + "Below", + "Pure", + "Angle", + "bridge", + "Incident" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "crack", + "score": 9.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "incremental", + "output_checked": true + }, + { + "concept": "indicating", + "score": 8.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "appeared", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "measurement", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "fracture", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "from", + "output_checked": true + }, + { + "concept": "punt", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "bridge", + "output_checked": true + }, + { + "concept": "inspection", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "connects", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "hanger", + "output_checked": true + }, + { + "concept": "CRED", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "grud", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "although", + "output_checked": true + }, + { + "concept": "remained", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "load", + "output_checked": true + }, + { + "concept": "maximum", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "its", + "output_checked": true + }, + { + "concept": "supports", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "hanger", + "output_checked": true + }, + { + "concept": "within", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "was", + "output_checked": true + }, + { + "concept": "design", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "below", + "output_checked": true + }, + { + "concept": "brus", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "monotonic", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "parallel", + "output_checked": true + }, + { + "concept": "ilm", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "recorded", + "output_checked": true + }, + { + "concept": "limits", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "below", + "output_checked": true + }, + { + "concept": "investigation", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "streaks", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "stri", + "output_checked": true + }, + { + "concept": "symbolizes", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "bridge", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "recorded", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "limit", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "monotonic", + "output_checked": true + }, + { + "concept": "However", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "damage", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "incremental", + "output_checked": true + }, + { + "concept": "bolts", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "every", + "output_checked": true + }, + { + "concept": "wire", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "parallel", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "bit", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "hung", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "diff", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "monotonic", + "output_checked": true + }, + { + "concept": "Langer", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "capacity", + "output_checked": true + }, + { + "concept": "gereken", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "SCRE", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "parallel", + "output_checked": true + }, + { + "concept": "inteiro", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "stri", + "output_checked": true + }, + { + "concept": "aquilo", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "sensitive", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "machining", + "output_checked": true + }, + { + "concept": "roar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "although", + "output_checked": true + }, + { + "concept": "ostat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "load", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "monotonic", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "incremental", + "output_checked": true + }, + { + "concept": "enemigos", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "replay", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "machining", + "output_checked": true + }, + { + "concept": "halinde", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "logique", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "from", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "punct", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "hanger", + "output_checked": true + }, + { + "concept": "tier", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "vorher", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "Stein", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "wij", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "hanger", + "output_checked": true + }, + { + "concept": "estrut", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "every", + "output_checked": true + }, + { + "concept": "baik", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "capacity", + "output_checked": true + }, + { + "concept": "hone", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "represents", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "bridge", + "output_checked": true + }, + { + "concept": "semuanya", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "measured", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-02__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cyclic-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Progressive damage under repeated loading 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A wheel axle survived years of repeated bending. The failure face contained thumbnail-shaped beach marks centered on several surface initiation sites.", + "prompt_tail": "A wheel axle survived years of repeated bending. The failure face contained thumbnail-shaped beach marks centered on several surface initiation sites.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cyclic-03", + "carrier_id": null, + "target_family": "cyclic", + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 6811, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 2824 + }, + { + "label": "crack", + "best_rank": 2592, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 2729 + }, + { + "label": "propagation", + "best_rank": 2570, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 836 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "orry", + "hereby", + "accordingly", + "ients", + "ogether", + "furthermore", + "eles", + "hence", + "ertain", + "oraz", + "iken", + "isses", + "elm", + "together" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "leness", + "persons", + "gonna", + "lle", + "alike", + "ort", + "ii", + "ients", + "orie", + "d", + "ion", + "ither", + "ilities", + "arie", + "dia", + "eded", + "persons", + "zis", + "lly", + "tics", + "iew", + "ited", + "ided", + "zes", + "ewise", + "wie", + "ie", + "ions", + "ids" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "alike", + "persons", + "lle", + "ients", + "thereon", + "Persons", + "sebagainya", + "thereof", + "leness", + "ien", + "ii", + "vorhanden", + "mente", + "iei", + "UIT", + "DZ", + "ions", + "ids", + "ILD", + "orie", + "olid", + "aid", + "dz" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thereto", + "persons", + "therefrom", + "pursuant", + "therein", + "yses", + "Thereafter", + "denominada", + "thereafter", + "thereon", + "gments", + "ompok", + "cedures", + "maupun", + "Miscellaneous", + "denominado", + "memoranda", + "ained" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thereto", + "pursuant", + "thence", + "thereafter", + "heretofore", + "yses", + "whereupon", + "therefrom", + "Thereafter", + "persons", + "herein", + "thereon", + "principally", + "maupun", + "insofar", + "commenced", + "hereto", + "memoranda", + "toward", + "wherein", + "persons", + "thereof", + "therein" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "consisted", + "subsequently", + "thereto", + "commenced", + "concerning", + "photographs", + "thereon", + "constituted", + "indications", + "pertaining", + "disseminated", + "Concerning", + "located", + "characteristics", + "utilized", + "comprised", + "yses", + "characterized", + "principally", + "Approximately", + "specimens", + "whereupon" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "wherein", + "thereto", + "utilized", + "proximate", + "characterized", + "whilst", + "notable", + "utilizing", + "vicinity", + "indicative", + "notwithstanding", + "noteworthy", + "exhibiting", + "requisite", + "proximal", + "thence", + "coloration", + "nomenclature", + "Whilst", + "concomitant", + "heretofore", + "etiology", + "disseminated", + "whereupon", + "discernible", + "concomit", + "contemporaneous", + "diminutive", + "which", + "considerable", + "concerning", + "subsequently" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "coloration", + "neither", + "thereto", + "noteworthy", + "heretofore", + "concomit", + "furthermore", + "characterized", + "notwithstanding", + "concomitant", + "indistinct", + "histologic", + "indications", + "inasmuch", + "occasioned", + "apiece", + "indicating", + "specimens", + "whence", + "ritus", + "persons", + "characteristic", + "alike", + "salient", + "epidermal", + "spersed", + "discernible" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "coloration", + "histologic", + "mottled", + "striated", + "subsurface", + "discoloration", + "contemporaneous", + "specimens", + "noteworthy", + "clustered", + "histological", + "geologic", + "proximate", + "delineated", + "discernible", + "benthic", + "morphology", + "indicative", + "assemblages", + "distal", + "discolor", + "morphologies", + "indic", + "coales", + "ASTM", + "concomit", + "micrograph", + "ossos", + "indicating", + "lith", + "specimen", + "concomitant" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "coloration", + "discoloration", + "evidence", + "subsurface", + "benthic", + "striated", + "observed", + "discernible", + "micrograph", + "specimens", + "evidentiary", + "visible", + "exhibit", + "sediment", + "observable", + "stratigraphic", + "diagnostic", + "specimen", + "indicative", + "etching", + "metallurgical", + "micrographs", + "exhibiting", + "spectroscopic", + "evidencia", + "mottled", + "photograph", + "indicating", + "plast", + "photographic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "evidence", + "discoloration", + "indicating", + "coloration", + "evidencia", + "observed", + "discernible", + "visible", + "evid", + "indicative", + "evidentiary", + "visible", + "diagnostic", + "recovered", + "Evidence", + "observable", + "detectable", + "Evidence", + "evidence", + "subsurface", + "discolor", + "micrographs", + "micrograph", + "mottled", + "indicate", + "indications", + "symptomatic", + "indicating", + "fluores", + "inconclusive" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicating", + "evidence", + "indicating", + "indicate", + "diagnostic", + "indicative", + "discoloration", + "Evidence", + "indications", + "Evidence", + "coloration", + "suggestive", + "diagnostic", + "observed", + "suggesting", + "evid", + "symptomatic", + "evidencia", + "discolor", + "visible", + "indicates", + "visible", + "recovered", + "indicators", + "observable", + "Diagnostic", + "Diagnostic", + "evidence", + "indic", + "indication", + "fluores" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "indicative", + "evidence", + "suggestive", + "indicating", + "observed", + "indicate", + "characteristic", + "indications", + "coloration", + "characterizing", + "evidencia", + "discernible", + "indicates", + "suggesting", + "characterize", + "detectable", + "distinguishing", + "exhibiting", + "discoloration", + "inexplicable", + "diagnostic", + "distinguish", + "peculiar", + "evid", + "Evidence", + "microscopy", + "observable", + "anomalous", + "Evidence" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "indicative", + "indicating", + "coloration", + "suggestive", + "inexplicable", + "evidence", + "observed", + "indicate", + "suggesting", + "detectable", + "discernible", + "Hinweise", + "indicates", + "characteristic", + "indications", + "observable", + "icolored", + "evidencia", + "indiquant", + "apparent", + "indica", + "Evidence", + "characterizing", + "unexplained", + "indicate", + "describe", + "visible", + "apparently", + "visible", + "diagnostic" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "several", + "threatening", + "which", + "who", + "simultaneously", + "reportedly", + "demonstrating", + "evidence", + "telling", + "demonstrators", + "publicly", + "documentary", + "this", + "recently", + "testimony", + "witnesses", + "investigating", + "accompanying", + "demonstrations", + "Suddenly", + "confronting", + "showing", + "helping", + "characterized", + "suggesting", + "revealing", + "believing", + "experimentation", + "proponents", + "Suddenly", + "while", + "both" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Furthermore", + "Similarly", + "furthermore", + "Conversely", + "Also", + "Similarly", + "Meanwhile", + "Consequently", + "likewise", + "Conversely", + "Consequently", + "Also", + "whereas", + "meanwhile", + "Likewise", + "Likewise", + "Eventually", + "Eventually", + "Afterwards", + "recently", + "During", + "According", + "Again", + "During", + "Yet", + "simultaneously", + "similarly", + "Later", + "Meanwhile", + "lately", + "Recently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Similarly", + "Similarly", + "Conversely", + "furthermore", + "Also", + "whereas", + "Meanwhile", + "Likewise", + "Conversely", + "conversely", + "likewise", + "meanwhile", + "Also", + "similarly", + "Consequently", + "Furthermore", + "Simultaneously", + "Then", + "Each", + "During", + "Again", + "Yet", + "Secondly", + "Afterwards", + "Likewise", + "Equally", + "Alongside", + "else", + "There", + "simultaneously", + "Later" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "conversely", + "Similarly", + "Meanwhile", + "Similarly", + "likewise", + "Likewise", + "whereas", + "Furthermore", + "accordingly", + "Conversely", + "Simultaneously", + "Also", + "Equally", + "Conversely", + "They", + "These", + "separately", + "Alongside", + "During", + "Whether", + "similarly", + "Along", + "Secondly", + "tandis", + "secondly", + "Alongside", + "therefore", + "Their", + "Which" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "conversely", + "They", + "These", + "Similarly", + "Likewise", + "Conversely", + "Conversely", + "They", + "These", + "Today", + "Similarly", + "Along", + "Yours", + "whereas", + "Those", + "Along", + "theirs", + "Lately", + "furthermore", + "lately", + "Recently", + "Compared", + "today", + "Their", + "Yet", + "Their", + "likewise" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "These", + "They", + "Conversely", + "Similarly", + "Consequently", + "Furthermore", + "furthermore", + "Those", + "meanwhile", + "Likewise", + "Moreover", + "Conversely", + "There", + "Their", + "Those", + "Along", + "Its", + "Compared", + "mselves", + "Also", + "These", + "Today", + "Another", + "Consequently", + "conversely", + "They", + "Its", + "Moreover", + "Along" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "They", + "Meanwhile", + "These", + "Conversely", + "Their", + "Consequently", + "Similarly", + "There", + "Furthermore", + "They", + "Likewise", + "furthermore", + "Another", + "This", + "Moreover", + "meanwhile", + "Conversely", + "Also", + "Therefore", + "Each", + "Those", + "Those", + "Along", + "During", + "Recent", + "Their", + "Consequently", + "Its", + "Compared", + "While" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "These", + "Furthermore", + "They", + "Likewise", + "Similarly", + "Secondly", + "furthermore", + "Another", + "Conversely", + "These", + "Consequently", + "There", + "Those", + "This", + "Meanwhile", + "Also", + "conversely", + "Each", + "Though", + "Alternatively", + "His", + "Unless", + "Yet", + "Conversely", + "Therefore", + "Although", + "Despite", + "Additionally", + "Upon", + "Others", + "Along" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "These", + "Similarly", + "balls", + "Another", + "meanwhile", + "Secondly", + "Mere", + "Secondly", + "They", + "These", + "Otherwise", + "ield", + "conversely", + "themselves", + "UMENT", + "ular", + "Therefore", + "Another", + "Furthermore", + "oint", + "Exceptions", + "furthermore", + "Exceptions", + "opy", + "rund", + "Symptoms" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "UMENT", + "Meanwhile", + "ular", + "THAN", + "Similarly", + "uments", + "These", + "obar", + "ufl", + "UNT", + "ULAR", + "opy", + "Another", + "ball", + "wich", + "doe", + "Therefore", + "bullet", + "balls", + "Arguments", + "ufer", + "copy", + "Furthermore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "UMENT", + "These", + "uments", + "ular", + "doe", + "Applications", + "Those", + "UNT", + "Arguments", + "Anwendungen", + "Those", + "ULAR", + "daten", + "perse", + "UMENTS", + "Aplikasi", + "ature", + "These", + "Application" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "These", + "bullet", + "bull", + "ular", + "black", + "thumb", + "This", + "thumbnail", + "ula", + "snowflake", + "itemize", + "applied", + "sun", + "jpg", + "grid", + "jpeg", + "nb", + "end", + "apply", + "When", + "dot", + "Thumb", + "attach", + "subs", + "substring", + "substr", + "subsection", + "union", + "bullets", + "meet", + "square" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 163390, + 202715, + 184630, + 194215, + 212476, + 162520, + 86169, + 67191, + 19056, + 11631, + 6812, + 8420, + 50790, + 63005, + 186567, + 195620, + 176677, + 86703, + 34528, + 18981, + 17095, + 7970, + 25920, + 20662, + 23225, + 9186 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 46895, + 119322, + 168463, + 126325, + 133163, + 106816, + 38851, + 39651, + 13659, + 5537, + 2593, + 17077, + 9204, + 33030, + 24864, + 57527, + 88189, + 43772, + 59994, + 116110, + 135023, + 45328, + 48985, + 59056, + 37540, + 16379 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 22988, + 8392, + 5353, + 94434, + 87765, + 32837, + 5458, + 15518, + 37663, + 10233, + 22755, + 3108, + 2571, + 4852, + 11012, + 26982, + 56131, + 36237, + 46727, + 44968, + 58674, + 10895, + 25296, + 135818, + 109084, + 38645 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 194038, + 71797, + 6589, + 41954, + 123440, + 96734, + 32268, + 30372, + 96530, + 15362, + 58755, + 5124, + 5860, + 2825 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 169038, + 48916, + 11442, + 113986, + 120639, + 98932, + 55148, + 2730, + 30115, + 111680, + 127524, + 35459, + 13552, + 29218 + ] + }, + { + "label": "propagation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 164464, + 164248, + 213556, + 214076, + 53852, + 72507, + 51825, + 11751, + 6921, + 6543, + 7003, + 837, + 4702, + 29665 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "cracks", + "score": 18.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "indicating", + "score": 15.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "was", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "and", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "years", + "output_checked": true + }, + { + "concept": "whereas", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "because", + "score": 8.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "wheel", + "output_checked": true + }, + { + "concept": "around", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "quarters", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "sections", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "centuries", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "occurred", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "showed", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "face", + "output_checked": true + }, + { + "concept": "which", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "Its", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "clusters", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "several", + "output_checked": true + }, + { + "concept": "clustered", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "sites", + "output_checked": true + }, + { + "concept": "metal", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "patches", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "thumbnail", + "output_checked": true + }, + { + "concept": "locations", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "scars", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "beach", + "output_checked": true + }, + { + "concept": "neglect", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "These", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "surviving", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "withstand", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tiny", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "thumbnail", + "output_checked": true + }, + { + "concept": "geology", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "beach", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "radial", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "on", + "output_checked": true + }, + { + "concept": "evidence", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "diagnostic", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "miniature", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "individually", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "several", + "output_checked": true + }, + { + "concept": "whilst", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "became", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "wheel", + "output_checked": true + }, + { + "concept": "wasn", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "fragments", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "exposure", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "irony", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "warfare", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "irregularities", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "resilience", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "remnants", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "sized", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "thumbnail", + "output_checked": true + }, + { + "concept": "like", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "collisions", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "fractures", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "sand", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "beach", + "output_checked": true + }, + { + "concept": "supports", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "axle", + "output_checked": true + }, + { + "concept": "pounding", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "stresses", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "bending", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "enduring", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "years", + "output_checked": true + }, + { + "concept": "lubrication", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "scientific", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "proximate", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "face", + "output_checked": true + }, + { + "concept": "forensic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "manufacture", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "oblong", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "incipient", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "upkeep", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "of", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "Hail", + "Kwa", + "nada", + "quantos", + "anque", + "punkte", + "maneiras", + "undos", + "diagonal", + "trump", + "ervan", + "discrim" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "Sob", + "stir", + "opat", + "lev", + "tons", + "Cole", + "channel", + "rid", + "trem", + "Cann", + "Pres", + "Beg", + "blot", + "Mannes", + "Blanch", + "Proc", + "Tit", + "grac", + "pres", + "ment", + "Prote", + "reu" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "Clon", + "Beg", + "stir", + "Pres", + "grac", + "Auff", + "Fig", + "Proc", + "opat", + "plo", + "pres", + "nab", + "cron", + "prof", + "Sob", + "Cun", + "champ" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "usan", + "ilj", + "tfrac", + "champ", + "Sod", + "Pres", + "byt", + "nov", + "onn", + "Hus", + "liq", + "def", + "reu", + "Reis", + "ponym", + "Clon", + "sure", + "ilg", + "prof" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Mani", + "tfrac", + "dim", + "ago", + "grac", + "olyte", + "hus", + "byt", + "ilj", + "Hus", + "Reis", + "Fig", + "onn", + "Cann" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Vo", + "rem", + "Su", + "det", + "Sed", + "ilers", + "hely", + "VERE", + "terc", + "hst", + "side", + "Rem", + "fan", + "Rem", + "orel", + "oben", + "sed", + "tit", + "Hs", + "susp", + "yn" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "side", + "Sol", + "HI", + "tools", + "tool", + "Green", + "kick", + "Rim", + "contr", + "Ort", + "Rim", + "DEP", + "OHC", + "ear", + "trading", + "demos", + "duct", + "contr", + "remen", + "dos" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "side", + "tool", + "tail", + "sol", + "HI", + "dad", + "trading", + "select", + "remen", + "kick", + "DEP", + "Rim", + "rem", + "duct", + "dos", + "yal", + "Werk", + "Cermak" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "tail", + "select", + "record", + "side", + "Green", + "sol", + "rem", + "Sol", + "tail", + "Select", + "fitting", + "blank", + "Vo", + "duct", + "uct", + "Prot", + "kick", + "polar", + "HI", + "Mau" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "fetch", + "select", + "sus", + "subject", + "linear", + "RECE", + "cdots", + "listener", + "record", + "ettle", + "lives", + "discussed", + "switch", + "dynamic", + "delegate", + "data", + "Greeting", + "Listener", + "SELECT", + "greeting", + "greet" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "RECE", + "greeting", + "ettle", + "listener", + "switch", + "fetch", + "sleeping", + "sekal", + "Greeting", + "credits", + "tit", + "Resolve", + "discuss", + "tl", + "RESOL", + "CRED", + "greet", + "linear", + "betre", + "isel", + "meeting", + "RESOL", + "CIP", + "diet", + "dak" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "alh", + "acan", + "quil", + "restart", + "odora", + "emaker", + "epar", + "Mif", + "DAP", + "hound", + "bag", + "law", + "elang", + "onom", + "SA", + "bean", + "avelmente" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "dictionaries", + "pickle", + "cama", + "haystack", + "restart", + "httpClient", + "heapq", + "kulit", + "bout", + "despert", + "Critics", + "milion", + "abilecek", + "lick", + "borderRadius", + "bouts", + "buttonclick", + "anger" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "brus", + "viol", + "deka", + "God", + "rotz", + "ogado", + "abilecek", + "Violent", + "holz" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "prong", + "logical", + "tier", + "logic", + "ausge", + "logic", + "logique", + "logical", + "Jahres", + "muh", + "arg", + "ques", + "Jaz", + "dabei", + "smith", + "ospel", + "undocumented" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "ospel", + "tier", + "spf", + "spf", + "prong", + "mozz", + "Stein", + "wij", + "ham", + "wir", + "ectors", + "daran", + "Warr", + "osp", + "argumentation", + "idic", + "berp", + "dungeons", + "halk", + "skips", + "roh", + "idium" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "hor", + "baik", + "serp", + "penj", + "spf", + "adn", + "Pla", + "whor", + "rescences", + "kernel" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "slit", + "slit", + "OfDeath", + "Meanwhile", + "forward", + "whiskers", + "Peters", + "endregion", + "sch", + "getchar" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "These", + "Meanwhile", + "Along", + "Similarly", + "Along", + "along", + "Together", + "These", + "these", + "Simultaneously", + "Compared", + "nCurrent", + "Additionally", + "meanwhile", + "Secondly", + "retr", + "alike", + "Moreover", + "Likewise", + "nThe", + "Other", + "Furthermore", + "Dedu", + "OfThe", + "clen" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Similarly", + "meanwhile", + "Other", + "Meanwhile", + "These", + "Conversely", + "Consequently", + "Furthermore", + "Simultaneously", + "Another", + "Other", + "Others", + "Compared", + "Likewise", + "Along", + "Similarly", + "Additionally", + "Additionally", + "Secondly", + "Moreover", + "These", + "furthermore", + "Subsequent", + "However", + "accordingly", + "nCurrent", + "Its" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "Similarly", + "Conversely", + "These", + "Meanwhile", + "Another", + "Likewise", + "Consequently", + "Furthermore", + "Other", + "Additionally", + "Upon", + "Additionally", + "Simultaneously", + "Recently", + "Similarly", + "Other", + "meanwhile", + "However", + "Another", + "Consequently", + "Recent", + "Recent", + "Secondly", + "furthermore", + "Compared" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Similarly", + "These", + "Conversely", + "Secondly", + "Simultaneously", + "Furthermore", + "Likewise", + "Consequently", + "Otherwise", + "conversely", + "These", + "Additionally", + "furthermore", + "However", + "Others", + "Similarly", + "Secondly", + "Subs", + "Additionally", + "txt", + "Alternatively", + "Although", + "Another", + "Though", + "Currently", + "Unlike", + "Recently", + "Upon", + "Except" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Similarly", + "These", + "Meanwhile", + "Secondly", + "Simultaneously", + "Likewise", + "conversely", + "Otherwise", + "Conversely", + "Secondly", + "Another", + "meanwhile", + "Similarly", + "These", + "This", + "urally", + "By", + "letas", + "However", + "Conversely", + "Sequences", + "Therefore", + "Another", + "Subs", + "json", + "plet", + "Imaging", + "mortem", + "jpg" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "Similarly", + "Meanwhile", + "Secondly", + "These", + "Another", + "Simultaneously", + "This", + "Secondly", + "Likewise", + "conversely", + "othesis", + "meanwhile", + "Similarly", + "Conversely", + "Otherwise", + "Another", + "Those", + "While", + "Assuming", + "endswith", + "By", + "Both", + "Equally", + "Repeat", + "Therefore", + "Others" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "These", + "Below", + "This", + "Similarly", + "urally", + "tend", + "These", + "Secondly", + "Judging", + "Another", + "igate", + "Those", + "Meanwhile", + "Experts", + "ature", + "Secondly", + "Simultaneously", + "Unt", + "Uns", + "Subs", + "They", + "ATIVES", + "meanwhile", + "ula", + "Other" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "These", + "This", + "Below", + "end", + "ula", + "substring", + "black", + "jpg", + "ubes", + "Arrows", + "It", + "ug", + "Another", + "When", + "Upon", + "Sick", + "sub", + "une", + "subs", + "They", + "Using", + "ubb", + "click", + "compare", + "ub", + "image", + "Sub", + "Black", + "meet", + "A", + "Yet" + ] + } + ], + "logit_surprising": [ + { + "concept": "cracks", + "score": 17.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "ausge", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "indicating", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "showed", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "face", + "output_checked": true + }, + { + "concept": "around", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "Its", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "occurred", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "spots", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "durability", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "God", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "prong", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "verw", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "centuries", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "bending", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "rotates", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "axle", + "output_checked": true + }, + { + "concept": "millennia", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "weathering", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "several", + "output_checked": true + }, + { + "concept": "pounding", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "indicative", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "RECE", + "score": 3.0, + "best_rank": 2, + "best_depth": 39.0, + "near_token": "thumbnail", + "output_checked": true + }, + { + "concept": "dictionaries", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "rele", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "wheel", + "output_checked": true + }, + { + "concept": "Fock", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "face", + "output_checked": true + }, + { + "concept": "brus", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "beach", + "output_checked": true + }, + { + "concept": "duke", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "spf", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "axle", + "output_checked": true + }, + { + "concept": "defects", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "ago", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "years", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "earthquakes", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "fractures", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "These", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "stresses", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "bending", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "supports", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "axle", + "output_checked": true + }, + { + "concept": "neglect", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "CRED", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "several", + "output_checked": true + }, + { + "concept": "tread", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "ROTATE", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "beach", + "output_checked": true + }, + { + "concept": "wang", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "on", + "output_checked": true + }, + { + "concept": "consigo", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "presse", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "wheel", + "output_checked": true + }, + { + "concept": "bong", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "bending", + "output_checked": true + }, + { + "concept": "subject", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "thumbnail", + "output_checked": true + }, + { + "concept": "roar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "przyp", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "getId", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "on", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "jah", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "prev", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "punct", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "axle", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "face", + "output_checked": true + }, + { + "concept": "verme", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "parall", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "wheel", + "output_checked": true + }, + { + "concept": "okt", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "bending", + "output_checked": true + }, + { + "concept": "ilm", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Cause", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-03__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cyclic-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Progressive damage under repeated loading 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A bolted aluminum joint opened after many pressurization cycles. A smooth region with regularly spaced microscopic ridges occupied most of the separated surface.", + "prompt_tail": " bolted aluminum joint opened after many pressurization cycles. A smooth region with regularly spaced microscopic ridges occupied most of the separated surface.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cyclic-04", + "carrier_id": null, + "target_family": "cyclic", + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "scroll", + "generated_token_ids": [ + 16113 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 13973, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 6403 + }, + { + "label": "crack", + "best_rank": 10715, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 2311 + }, + { + "label": "propagation", + "best_rank": 4009, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 10369 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "accordingly", + "hereby", + "leness", + "orry", + "ients", + "ogether", + "iken", + "according", + "therefore", + "asons", + "eles", + "oba", + "isses", + "item", + "ilities", + "According", + "hence", + "anyak", + "ammed", + "elm", + "furthermore", + "eces", + "ertain", + "together" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "persons", + "hence", + "lle", + "arie", + "eded", + "gement", + "d", + "ion", + "ie", + "ided", + "ither", + "thing", + "wards", + "orie", + "thereof", + "ewise", + "alike", + "dia", + "persons", + "zis", + "lly", + "tics", + "ort", + "ited", + "ii", + "ients", + "eness", + "wie", + "etc" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "lle", + "alike", + "gonna", + "leness", + "ients", + "hence", + "thereof", + "thereon", + "needful", + "ien", + "etc", + "defence", + "iei", + "centre", + "persons", + "sebagainya", + "till", + "dia", + "vorhanden", + "meeste", + "ids", + "ither" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "persons", + "thereto", + "thereon", + "herewith", + "sebagainya", + "ients", + "thereof", + "alike", + "therein", + "leness", + "therefrom", + "efectu", + "hence", + "lle", + "herein", + "iei", + "obliged", + "oides" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "ients", + "centre", + "hence", + "thereof", + "alike", + "mediante", + "obliged", + "thereto", + "thence", + "inasmuch", + "efectu", + "herewith", + "herein", + "leness", + "maupun", + "persons", + "zis", + "needful", + "lle", + "thereon", + "solamente" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "although", + "persons", + "whereas", + "consisted", + "Nevertheless", + "Moreover", + "although", + "thereto", + "Concerning", + "which", + "hence", + "Although", + "consisting", + "regarded", + "however", + "wherein", + "furthermore", + "herewith", + "according", + "ients", + "therefore", + "concerning" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "although", + "considerable", + "scarcely", + "considerably", + "however", + "regarded", + "alike", + "consisted", + "thence", + "mostly", + "chiefly", + "insofar", + "probably", + "largely", + "hitherto", + "satisfactorily", + "appreciably", + "nevertheless", + "although", + "thereto", + "adjoining", + "principally", + "probably", + "quite", + "owing", + "constituted", + "occasioned" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "whereas", + "scarcely", + "indistinct", + "aceous", + "furthermore", + "satisfactorily", + "probably", + "thereto", + "hitherto", + "periodical", + "considerable", + "characteristic", + "although", + "neither", + "regarded", + "presently", + "moreover", + "probably", + "retarded", + "inasmuch", + "characterized", + "consisted", + "lately", + "Moreover", + "thence" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "indistinct", + "characteristic", + "periodical", + "characterized", + "alike", + "mottled", + "silice", + "densely", + "aceous", + "achromatic", + "hydrophilic", + "latter", + "neath", + "constituted", + "coloration", + "considerable", + "gebiet", + "powierzchn", + "uniformly", + "moreover", + "scarcely", + "hitherto", + "spersed", + "dense", + "although", + "ddots", + "striated" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "characteristic", + "visible", + "coloration", + "striated", + "plast", + "mottled", + "dense", + "visible", + "densely", + "hydrophilic", + "discoloration", + "observed", + "sintered", + "benthic", + "discernible", + "sanded", + "characterized", + "micrograph", + "photograph", + "laminar", + "polymeric", + "tampak", + "silice", + "micrographs", + "indistinct", + "reproduced", + "staining", + "distal", + "conspicuous", + "delineated", + "rectilinear" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "discoloration", + "visible", + "coloration", + "indistinct", + "mottled", + "discernible", + "observed", + "visible", + "undisturbed", + "characteristic", + "dense", + "plast", + "laminar", + "delineated", + "littered", + "micrograph", + "uniformity", + "elongated", + "striated", + "silice", + "surface", + "evident", + "distal", + "identifiable", + "tampak", + "micrographs", + "unobstructed", + "evidence", + "staining", + "indist" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "observed", + "indicating", + "discoloration", + "suggestive", + "observed", + "visible", + "observations", + "characteristic", + "visible", + "diagnostic", + "suggesting", + "reproduced", + "observable", + "coloration", + "reproducible", + "symptomatic", + "microstructure", + "indicating", + "evidence", + "apparently", + "microscopy", + "indications", + "indicative", + "characterizing", + "benthic", + "surface", + "indicate", + "detected", + "recovered", + "detectable" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "suggestive", + "apparently", + "observed", + "indicating", + "suggesting", + "microstructure", + "characteristic", + "apparent", + "describe", + "describing", + "microscopy", + "characterize", + "reproduced", + "reproducible", + "characterizing", + "superimposed", + "micrographs", + "apparently", + "micrograph", + "indicative", + "coloration", + "discernible", + "protrusions", + "indistinct", + "pattern", + "surface", + "appears", + "detectable", + "resembling", + "patterned" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "observed", + "indicating", + "resembling", + "suggestive", + "visible", + "apparently", + "suggesting", + "coloration", + "discernible", + "sichtbar", + "apparent", + "characteristic", + "visible", + "describing", + "appearing", + "noticeable", + "observable", + "resemblance", + "characterizing", + "whitish", + "micrographs", + "apparently", + "micrograph", + "microscopy", + "indicative", + "reddish" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "whereas", + "Which", + "reportedly", + "Afterwards", + "Apparently", + "Suddenly", + "During", + "During", + "Whereas", + "Apparently", + "which", + "Which", + "blamed", + "apparently", + "threatening", + "Recently", + "Suddenly", + "recently", + "According", + "Furthermore", + "allegedly", + "Whereas", + "Also", + "Also", + "accused", + "Recently", + "interviewed", + "Secondly", + "comprised", + "photographed", + "whereupon" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "ertain", + "Similarly", + "mselves", + "Furthermore", + "Recently", + "During", + "Meanwhile", + "Conversely", + "else", + "Also", + "Recently", + "requently", + "meanwhile", + "priori", + "furthermore", + "ively", + "During", + "whereas", + "Similarly", + "Its", + "cially", + "Apparently", + "Certainly", + "Previously", + "Afterwards", + "Then", + "Which", + "lement", + "ingly", + "elson", + "Which" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Also", + "Furthermore", + "Conversely", + "mselves", + "Similarly", + "Also", + "furthermore", + "Similarly", + "conversely", + "Recently", + "Then", + "Otherwise", + "Likewise", + "Conversely", + "else", + "Meanwhile", + "Currently", + "Afterwards", + "Simultaneously", + "Alongside", + "whereas", + "There", + "Consequently", + "Shouldn", + "Furthermore", + "Yet", + "Unless", + "Its", + "likewise", + "Recently", + "requently", + "meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Worse", + "Alongside", + "During", + "Neither", + "They", + "During", + "meanwhile", + "furthermore", + "mselves", + "Neither", + "Along", + "Lors", + "conversely", + "Equally", + "theirs", + "olz", + "Yet", + "Alongside", + "Simultaneously", + "Meanwhile", + "Again", + "Within", + "Somehow", + "They", + "ometimes", + "Sometimes", + "separately" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "mselves", + "Along", + "elae", + "olerance", + "meanwhile", + "Yours", + "ildet", + "itness", + "Meanwhile", + "olz", + "Its", + "Yesterday", + "ponym", + "Lately", + "Wasn", + "uries", + "Yet", + "arlier", + "theirs", + "TERY", + "fter", + "During", + "arette", + "Recently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "mselves", + "During", + "Meanwhile", + "Its", + "Recently", + "During", + "Within", + "Within", + "Yours", + "Along", + "Recently", + "There", + "Lately", + "Along", + "ects", + "Yesterday", + "TERY" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Recently", + "During", + "Recently", + "During", + "Within", + "Meanwhile", + "Lately", + "Recent", + "mselves", + "Within", + "Its", + "There", + "Yours", + "While", + "While", + "Yesterday", + "They" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Upon", + "coli", + "Recently", + "txt", + "xlsx", + "Secondly", + "Worse", + "LessThan", + "Both", + "Furthermore", + "Though", + "Below", + "Again", + "ANDS", + "Historically", + "Tried", + "ImagePath", + "jsonData", + "Within", + "While", + "ViewById", + "PECT", + "Stellen" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "balls", + "arrow", + "Secondly", + "UMENT", + "coli", + "jeta", + "weisen", + "wght", + "js", + "strip", + "MediaType", + "TestData", + "bred", + "json", + "Secondly", + "SelectedItem", + "plant", + "PEAT", + "WAS" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "ived", + "arrow", + "UMENT", + "balls", + "PEAT", + "ball", + "Repeat", + "coli", + "ument", + "Mein", + "bred", + "ikte", + "THAN", + "Secondly", + "awn", + "ufs", + "SearchResults" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "SearchResults", + "erset", + "jpg", + "UMENT", + "arrow", + "bye", + "UMENTS", + "ball", + "blade", + "Secondly", + "removeItem", + "balls", + "Repeat", + "bros", + "ucus", + "Secondly", + "bala", + "ived", + "Below" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "scroll", + "blank", + "jpg", + "deep", + "below", + "blurred", + "bullet", + "blade", + "plain", + "vec", + "bullets", + "belongs", + "material", + "underline", + "evenly", + "highlight", + "bl", + "bye", + "skip", + "un", + "unt", + "guess", + "black", + "when", + "loads", + "unnumbered", + "quadratic", + "excluding", + "members", + "thick", + "copy" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 162063, + 203113, + 191805, + 208577, + 227914, + 203279, + 177239, + 166891, + 106749, + 41658, + 61043, + 13974, + 62468, + 71189, + 248860, + 170026, + 174546, + 122528, + 109151, + 62965, + 73440, + 111509, + 138999, + 79823, + 40819, + 5948 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 34416, + 119533, + 188447, + 209351, + 211664, + 187245, + 82133, + 149198, + 42146, + 5203, + 10716, + 33679, + 45851, + 64688, + 68266, + 73854, + 122167, + 77365, + 105247, + 48268, + 71194, + 49783, + 28513, + 35854, + 61825, + 10036 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 18950, + 10545, + 12119, + 57870, + 42977, + 23399, + 46562, + 39577, + 60828, + 30393, + 55493, + 4010, + 10492, + 6527, + 146521, + 155468, + 153808, + 176206, + 155000, + 169113, + 181484, + 125617, + 53513, + 118055, + 99111, + 21347 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 199237, + 123224, + 6404, + 54706, + 42713, + 42812, + 17471, + 12659, + 59275, + 47526, + 176718, + 45930, + 30615, + 18747 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 169532, + 84544, + 30793, + 102490, + 110169, + 81093, + 22294, + 2312, + 9185, + 50903, + 37788, + 14446, + 4195, + 4125 + ] + }, + { + "label": "propagation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 193237, + 155526, + 216090, + 234920, + 110382, + 72743, + 118530, + 201544, + 41697, + 22568, + 33000, + 10370, + 27433, + 33895 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "area", + "score": 13.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "region", + "output_checked": true + }, + { + "concept": "appeared", + "score": 12.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "was", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "joint", + "output_checked": true + }, + { + "concept": "years", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "many", + "output_checked": true + }, + { + "concept": "several", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "with", + "output_checked": true + }, + { + "concept": "but", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "smooth", + "output_checked": true + }, + { + "concept": "cracks", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "during", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "investigation", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "periods", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "pressur", + "output_checked": true + }, + { + "concept": "subjected", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "joint", + "output_checked": true + }, + { + "concept": "weld", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "joint", + "output_checked": true + }, + { + "concept": "failure", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "after", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "pressur", + "output_checked": true + }, + { + "concept": "testing", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ization", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "protruding", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "quarters", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "whereas", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "They", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "connection", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "bolted", + "output_checked": true + }, + { + "concept": "loading", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "after", + "output_checked": true + }, + { + "concept": "spacing", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "microscopy", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "erosion", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "repair", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "observed", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "flange", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "bolted", + "output_checked": true + }, + { + "concept": "suspected", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "intervalos", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "dwellings", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "occupied", + "output_checked": true + }, + { + "concept": "solenoid", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "conquest", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "bolted", + "output_checked": true + }, + { + "concept": "scenario", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "experiencing", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "after", + "output_checked": true + }, + { + "concept": "months", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "after", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "subjecting", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "after", + "output_checked": true + }, + { + "concept": "discontinuities", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "fuselage", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "alloy", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "machined", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "smooth", + "output_checked": true + }, + { + "concept": "distal", + "score": 2.0, + "best_rank": 2, + "best_depth": 39.0, + "near_token": "region", + "output_checked": true + }, + { + "concept": "nearby", + "score": 2.0, + "best_rank": 2, + "best_depth": 43.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "due", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "symmetry", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "decommissioning", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "damage", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "lubrication", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ruptured", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "assembly", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "bolted", + "output_checked": true + }, + { + "concept": "endurance", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "many", + "output_checked": true + }, + { + "concept": "malfunction", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "periodic", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "smarter", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "", + "output_checked": true + }, + { + "concept": "smoothness", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "smooth", + "output_checked": true + }, + { + "concept": "boundary", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "suggestive", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "disassembly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "joint", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "Hail", + "quantos", + "ervan", + "wand", + "Kwa", + "undos", + "masculin", + "anque", + "tantos", + "Thou", + "punkte" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "grac", + "opat", + "tons", + "Mannes", + "Sob", + "Beg", + "pres", + "stir", + "lev", + "rock", + "Cann", + "reu", + "ago", + "dre", + "channel", + "trem", + "Pres" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "opat", + "grac", + "lev", + "pres", + "rid", + "stir", + "tons", + "ving", + "Pres", + "reu", + "brink", + "Mannes", + "rock", + "Av", + "rake", + "rakes", + "wedge", + "Sob", + "champ", + "Cough", + "dre", + "bab" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "tfrac", + "ilj", + "ilg", + "reu", + "essional", + "Reis", + "ago", + "Trotz", + "alk", + "def", + "brink", + "usan", + "chum", + "dre", + "grac", + "sco", + "Mani", + "byt", + "glob", + "Kelu", + "Ih" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "essional", + "tfrac", + "Reis", + "ilj", + "ilers", + "grac", + "byt", + "dim", + "dre", + "glob", + "brink", + "Sur", + "curs", + "riv", + "Tit", + "opat", + "sco", + "ving", + "def" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "rem", + "WOR", + "amb", + "Vo", + "oben", + "susp", + "side", + "sn", + "rekken", + "Su", + "hst", + "Sed", + "icot", + "sed", + "detached", + "fin", + "itivity", + "vy", + "olare", + "pala", + "ain" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "Green", + "kick", + "HI", + "Sol", + "ear", + "don", + "nop", + "tool", + "das", + "remen", + "did", + "dal", + "DEP", + "trading", + "sol", + "common", + "serial", + "dad", + "polar" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tool", + "side", + "tools", + "kick", + "Green", + "yal", + "tail", + "HI", + "NRC", + "trading", + "sol", + "select", + "nas", + "duct", + "types", + "dad", + "turbo", + "DEP" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "kick", + "Green", + "record", + "select", + "pipeline", + "side", + "bro", + "did", + "sol", + "tool", + "tail", + "uct", + "duct", + "kick", + "yal", + "nop", + "Select", + "pick", + "locks" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "sus", + "subject", + "Select", + "linear", + "OOSE", + "fetch", + "Greeting", + "scope", + "listener", + "greeting", + "select", + "greet", + "pur", + "record", + "pick", + "switch", + "subject", + "common" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Greet", + "greeting", + "Greeting", + "Gol", + "listener", + "GetData", + "greet", + "fetch", + "Resolve", + "wechsel", + "credits", + "discuss", + "cereal", + "CRED", + "acta", + "gol", + "tit", + "ettle", + "speaker", + "waitUntil", + "greens", + "candy", + "itivity", + "RESOL", + "Speaker", + "RECE", + "credits", + "Tos", + "capitalize", + "sett" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "odora", + "Apa", + "webapp", + "restart", + "itian", + "imitives", + "PAS", + "Iterable", + "brush", + "itas", + "separable", + "entas", + "onha", + "DAP", + "repeater", + "epar", + "brush", + "PLAY", + "avelmente", + "issel", + "bag", + "container" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "cama", + "httpClient", + "kulit", + "dictionaries", + "despert", + "authenticate", + "slutt", + "reheat", + "spielt", + "coucher", + "abilecek", + "httpClient", + "buttonclick", + "drying", + "chut", + "grudge", + "lick", + "almak" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "dfs", + "viol", + "okol", + "deka", + "God", + "brus", + "solle", + "bilgiler", + "zgod", + "toch", + "kund", + "bookshelf", + "Kharkiv", + "owes", + "profes" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "tier", + "landen", + "Sliced", + "spf", + "aisl", + "should", + "logic", + "vorher", + "igste", + "familie", + "ques", + "conver", + "sebe", + "arg", + "Ber", + "aad" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "tier", + "spf", + "ham", + "wir", + "welt", + "halk", + "iy", + "Stein", + "daran", + "vorher", + "spf", + "lova", + "mozz", + "edged", + "patched", + "cev", + "wij", + "berp", + "adillo", + "camada", + "afect", + "ospel" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "baik", + "contre", + "fawn", + "adn", + "spf", + "ilm", + "dedans" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "along", + "dedans", + "excl", + "wearer", + "ilm", + "slit", + "samt", + "rime" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "alike", + "Neither", + "mselves", + "Thought", + "nThe", + "along", + "Similarly", + "imaged", + "Along", + "biggr", + "themselves", + "olit", + "thought", + "Thought", + "Extract" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "nCurrent", + "Simultaneously", + "Its", + "Bigger", + "nThe", + "Each", + "Its", + "Recently", + "meanwhile", + "mselves", + "Recently", + "Meanwhile", + "LessThan", + "Similarly", + "Consequently", + "Brief" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Recently", + "Recently", + "Neither", + "Recent", + "Within", + "Immediately", + "nThe", + "nCurrent", + "Initially", + "Each", + "During", + "Similarly", + "nPlease", + "Immediately", + "IsEmpty", + "Recent", + "clen" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "xlsx", + "html", + "txt", + "php", + "versa", + "Both", + "Recently", + "json", + "Furthermore", + "Recently", + "Similarly", + "Within", + "Initially", + "Historically", + "Within", + "aspx", + "jpeg", + "Allow", + "Secondly", + "Secondly" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "json", + "Secondly", + "ingly", + "arrow", + "html", + "php", + "Secondly", + "jsp", + "xml", + "quote", + "Weak", + "jpg", + "Recently", + "plot", + "Both", + "Repeat", + "unnumbered", + "Allow", + "WAS", + "Previously", + "AppendLine" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "json", + "ingly", + "php", + "Secondly", + "append", + "Weak", + "Secondly", + "arrow", + "Recently", + "ixin", + "setType", + "begin", + "xml", + "weak", + "weak", + "UMENT", + "Repeat", + "Initially", + "Previously" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ingly", + "Secondly", + "Between", + "Secondly", + "Between", + "setType", + "black", + "Initially", + "append", + "arrow", + "black", + "between", + "ioxide", + "Assuming", + "jsp", + "Previously", + "jpg", + "urls", + "imiter", + "originally", + "Recently" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "append", + "below", + "again", + "sub", + "black", + "closed", + "base", + "begin", + "around", + "urls", + "between", + "The", + "fail", + "bordered", + "bas", + "end", + "apply", + "bar", + "jpg", + "exceptions", + "penup", + "plain", + "new", + "proven", + "aut", + "excluding", + "underline", + "broken", + "ated", + "when", + "inside", + "A" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "cracks", + "score": 13.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "appeared", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "investigation", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "A", + "output_checked": true + }, + { + "concept": "area", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "occupied", + "output_checked": true + }, + { + "concept": "machined", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "smooth", + "output_checked": true + }, + { + "concept": "punt", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "ilm", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "with", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "region", + "output_checked": true + }, + { + "concept": "subjected", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "joint", + "output_checked": true + }, + { + "concept": "duke", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "joint", + "output_checked": true + }, + { + "concept": "years", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "many", + "output_checked": true + }, + { + "concept": "was", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "region", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "loading", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "after", + "output_checked": true + }, + { + "concept": "afect", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "freezer", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "bolted", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "weathering", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "after", + "output_checked": true + }, + { + "concept": "flange", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "bolted", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "due", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "This", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Greet", + "score": 2.0, + "best_rank": 2, + "best_depth": 39.0, + "near_token": "with", + "output_checked": true + }, + { + "concept": "Porque", + "score": 2.0, + "best_rank": 3, + "best_depth": 78.0, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "CRED", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "langu", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "pressur", + "output_checked": true + }, + { + "concept": "fam", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "pierwszy", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Viva", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "Lang", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "aquilo", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "ello", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "joint", + "output_checked": true + }, + { + "concept": "terk", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "many", + "output_checked": true + }, + { + "concept": "berk", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "pressur", + "output_checked": true + }, + { + "concept": "getId", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "reim", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "rozs", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "impactos", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dfs", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "onClick", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "A", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "phong", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "most", + "output_checked": true + }, + { + "concept": "Incre", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "aik", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "mengandung", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "pressur", + "output_checked": true + }, + { + "concept": "lobe", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "ization", + "output_checked": true + }, + { + "concept": "vorher", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "spf", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "tier", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "bolted", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "parquet", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "twitch", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "months", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "many", + "output_checked": true + }, + { + "concept": "Meaning", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "arranged", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "pores", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "discontinuities", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "Both", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "surface", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-04__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cyclic-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Progressive damage under repeated loading 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A rotating laboratory specimen failed after a long sequence of alternating stresses. Ratchet marks joined multiple surface origins before the remaining ligament broke suddenly.", + "prompt_tail": "atory specimen failed after a long sequence of alternating stresses. Ratchet marks joined multiple surface origins before the remaining ligament broke suddenly.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cyclic-05", + "carrier_id": null, + "target_family": "cyclic", + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 1259, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 458 + }, + { + "label": "crack", + "best_rank": 256, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2238 + }, + { + "label": "propagation", + "best_rank": 365, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 186 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "accordingly", + "leness", + "behalf", + "orry", + "hence", + "ogether", + "ammed", + "hereby", + "isses", + "coloured", + "people", + "together", + "ients", + "eles", + "oba", + "iken", + "oney", + "according", + "asons", + "According", + "ells", + "anyak", + "onis", + "wes" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "thing", + "persons", + "lle", + "hence", + "d", + "ie", + "ither", + "ii", + "somebody", + "ion", + "everybody", + "alike", + "arie", + "lly", + "t", + "ort", + "ise", + "wards", + "zes", + "orie", + "thereof", + "ewise", + "etc", + "eded", + "meeste", + "zis", + "tics", + "ow" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "thing", + "persons", + "lle", + "alike", + "stuff", + "etc", + "xd", + "etc", + "anybody", + "ii", + "info", + "basically", + "nobody", + "dz", + "thru", + "lly", + "mente", + "afterwards", + "ain", + "dll", + "d", + "ither", + "guys", + "somebody" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "alike", + "lle", + "maupun", + "oides", + "zis", + "hearers", + "ued", + "leness", + "edly", + "lli", + "eded", + "persons", + "doings", + "iei", + "yses", + "abouts", + "ue", + "fty", + "soon", + "Jews", + "wari", + "wl", + "stuffs", + "wia", + "sebagainya" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "persons", + "gonna", + "doings", + "anybody", + "somebody", + "edly", + "centre", + "everybody", + "lle", + "maupun", + "awhile", + "ued", + "stuff", + "unto", + "lli", + "eded", + "thing", + "soon", + "bout", + "afterwards", + "thru", + "sic", + "abouts", + "stuffs", + "zis", + "aye", + "phoned", + "ue", + "result" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "afterwards", + "cause", + "everybody", + "which", + "gonna", + "somebody", + "then", + "persons", + "filming", + "afterward", + "AKA", + "shortly", + "anybody", + "filmed", + "able", + "according", + "arters", + "the", + "who", + "death", + "lli", + "thereafter", + "ued", + "soon", + "resulted", + "grounds", + "consisted", + "ndet", + "engel" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "soon", + "afterward", + "amid", + "enough", + "aided", + "shortly", + "then", + "spur", + "later", + "hadn", + "the", + "reportedly", + "relieved", + "spurred", + "aided", + "veled", + "meanwhile", + "hastened", + "cause", + "nearby", + "lashed", + "gunfire", + "that", + "now", + "death", + "nothing", + "nearly", + "battle", + "plenty", + "edly", + "afterwards" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "merely", + "utter", + "apiece", + "utterly", + "scarcely", + "whereupon", + "veled", + "furthermore", + "thole", + "wrought", + "postwar", + "nearly", + "bout", + "amid", + "meanwhile", + "spur", + "stricken", + "riveting", + "surm", + "soon", + "edly", + "afterward", + "sufferers", + "death", + "markedly", + "damned", + "hastened", + "likewise", + "odorless" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "apiece", + "ruptured", + "merely", + "protracted", + "fracturing", + "damning", + "lashed", + "Fract", + "riveting", + "shattered", + "utterly", + "agonizing", + "victim", + "brittle", + "damned", + "precipit", + "amid", + "fractured", + "spur", + "catastrophic", + "whereupon", + "grim", + "violently", + "galvanized", + "salvaged", + "massive", + "lur", + "splice", + "scour", + "cemented" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "catastrophic", + "ruptured", + "fracturing", + "agonizing", + "shattered", + "disintegr", + "salvaged", + "victim", + "protracted", + "brittle", + "hemorrhagic", + "rupture", + "fractured", + "lacer", + "scarred", + "splice", + "rupt", + "shattering", + "precipit", + "harrowing", + "fracture", + "massive", + "violently", + "liquef", + "scarring", + "irrevoc", + "wreckage", + "precip", + "galvan", + "Fract", + "precipitated", + "obliterated" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "fracturing", + "symptomatic", + "ruptured", + "salvaged", + "catastrophic", + "protracted", + "scarring", + "scarred", + "aberr", + "fractured", + "agonizing", + "victim", + "shattered", + "salvage", + "final", + "evidence", + "scars", + "culminating", + "hemorrhagic", + "witnessing", + "coales", + "rupt", + "nearing", + "disintegr", + "shattering", + "fracture", + "survivors", + "rupture", + "climax", + "culmin", + "harrowing", + "wreckage" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "necrosis", + "symptomatic", + "scarring", + "fracturing", + "victim", + "ruptured", + "evidence", + "survivors", + "catastrophic", + "witnessing", + "salvage", + "rupt", + "disintegration", + "disintegr", + "scav", + "fibrosis", + "salvaged", + "failure", + "collapse", + "aftermath", + "traumatic", + "survivor", + "agonizing", + "final", + "observed", + "fracture", + "diagnose", + "discoloration", + "inexplicable", + "wreckage", + "scarred", + "diagnostic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "evidence", + "indicating", + "indicative", + "observed", + "evident", + "evid", + "Evidence", + "fragmentation", + "necrosis", + "symptomatic", + "fracturing", + "fragment", + "recovered", + "evidenced", + "scav", + "disintegration", + "coalescence", + "salvaged", + "described", + "detected", + "fibrosis", + "remnants", + "witnessing", + "fragmented", + "characterizing", + "disintegr", + "scarring", + "fissures", + "carapace", + "describe", + "fragments" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "evidence", + "indicative", + "scav", + "salvage", + "symptomatic", + "salvaged", + "observed", + "indicating", + "recovered", + "describe", + "Evidence", + "aftermath", + "remnants", + "scarring", + "carapace", + "described", + "symptoms", + "evident", + "describing", + "evid", + "fragments", + "debris", + "diagnose", + "evidenced", + "Pathology", + "characterizing", + "observed", + "fragmentation" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "several", + "Suddenly", + "documentary", + "Eventually", + "whilst", + "witnesses", + "Consequently", + "threatening", + "this", + "while", + "evidence", + "everybody", + "testimony", + "demonstrations", + "further", + "subjects", + "Later", + "commentary", + "advertisements", + "whence", + "Ultimately", + "Afterwards", + "Suddenly", + "demonstrators", + "soon", + "dramatically", + "accompanying", + "Ultimately", + "Frequently", + "confronting", + "Eventually" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Furthermore", + "Consequently", + "Meanwhile", + "Furthermore", + "Eventually", + "Subsequently", + "furthermore", + "Afterwards", + "Again", + "Similarly", + "Later", + "likewise", + "Similarly", + "Likewise", + "Conversely", + "Ultimately", + "Suddenly", + "Yet", + "Recently", + "Ultimately", + "Eventually", + "Conversely", + "Simultaneously", + "Then", + "Also", + "During", + "Also", + "Finally", + "During", + "similarly", + "Nevertheless" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Again", + "Similarly", + "Conversely", + "furthermore", + "Meanwhile", + "Consequently", + "Similarly", + "Conversely", + "Likewise", + "Consequently", + "conversely", + "Equally", + "Also", + "Yet", + "similarly", + "Again", + "likewise", + "meanwhile", + "Secondly", + "Subsequently", + "Afterwards", + "Simultaneously", + "There", + "Then", + "During", + "whereas", + "Recently", + "Furthermore", + "Alongside", + "else", + "Therefore" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "During", + "Equally", + "Their", + "Whether", + "Meanwhile", + "During", + "furthermore", + "They", + "whereas", + "Again", + "Compared", + "Comparing", + "Finally", + "Yet", + "Similarly", + "Frequently", + "Analyzing", + "Its", + "Furthermore", + "There", + "Both", + "Another", + "Analysis", + "Whether", + "Unless", + "Obviously", + "Clearly", + "Neither", + "meanwhile", + "Secondly", + "Conversely" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "During", + "They", + "Meanwhile", + "Their", + "Yet", + "Yet", + "theirs", + "Yours", + "During", + "Unless", + "Lately", + "Unless", + "Their", + "Compared", + "Rather", + "Its", + "whereas", + "Contrast", + "Along", + "mselves", + "nThe", + "Equally", + "Frequently", + "Needless", + "While", + "They", + "Interviews", + "Conversely", + "Contrast", + "atrical", + "Comparison" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "During", + "Their", + "Consequently", + "nThe", + "During", + "Consequently", + "Another", + "They", + "What", + "Its", + "Yet", + "Frequently", + "Shouldn", + "This", + "Its", + "Such", + "Moreover", + "Again", + "Similarly", + "Nevertheless", + "Compared", + "Symptoms", + "Lately", + "Which", + "Yet", + "Conversely", + "While", + "Furthermore", + "Regardless", + "nPlease" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Meanwhile", + "Their", + "During", + "nThe", + "During", + "Consequently", + "Why", + "They", + "What", + "Another", + "Frequently", + "Consequently", + "Lately", + "This", + "While", + "Its", + "Their", + "nPlease", + "Which", + "How", + "Again", + "Yet", + "mselves", + "Its", + "Similarly", + "Ideally", + "Such", + "Nevertheless", + "Everyone", + "Yet" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "During", + "During", + "Meanwhile", + "Consequently", + "Furthermore", + "Conversely", + "Consequently", + "They", + "Frequently", + "Their", + "nThe", + "Why", + "Another", + "Again", + "Conversely", + "While", + "However", + "Yet", + "Unless", + "Needless", + "nPlease", + "Nevertheless", + "Pourtant", + "What", + "Yet", + "Again", + "Durante", + "FAE", + "How", + "Welcome", + "Obviously" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Subs", + "Another", + "During", + "Meanwhile", + "Another", + "Mere", + "Atm", + "Extraction", + "Streams", + "aints", + "Prediction", + "Subjects", + "Meanwhile", + "Formatted", + "Unexpected", + "Yet", + "Expected", + "Painting", + "Underwater", + "Patients", + "Extraction", + "Volumes", + "Under", + "Predict", + "Instances", + "Transplantation", + "Investigation", + "Surface", + "ImageFilter", + "During", + "Initialize" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "aints", + "Another", + "awn", + "Another", + "Subs", + "During", + "Mere", + "Atm", + "AIN", + "Atr", + "Painting", + "Yet", + "Surface", + "Anyone", + "Symptoms", + "ImageFilter", + "Meanwhile", + "othesis", + "Trailer", + "Subjects", + "Mine", + "tankers", + "Instrumentation", + "Yet", + "Bienvenidos", + "Tray", + "aint" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "aints", + "unders", + "UMENT", + "UNT", + "mselves", + "umber", + "UM", + "awn", + "onate", + "underline", + "Uns", + "inations", + "rimination", + "RowCount", + "Another", + "unts", + "otrop", + "Kinds", + "Mein", + "Instruments", + "yat", + "Uid", + "oun", + "Yet" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "umb", + "um", + "ument", + "It", + "aints", + "ament", + "umber", + "Linear", + "uncle", + "Another", + "Atoms", + "Here", + "This", + "Please", + "No", + "ons", + "Un", + "alam", + "Under", + "Brownian", + "At", + "under", + "uns", + "Unless", + "ulls", + "oun", + "at", + "ASTM", + "Atmospheric", + "Diss", + "attrs" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 137377, + 196255, + 192350, + 201841, + 208697, + 114459, + 43675, + 72685, + 40339, + 5904, + 2182, + 1260, + 6186, + 3985, + 141312, + 137784, + 158716, + 53040, + 14519, + 5770, + 3438, + 7706, + 18036, + 10422, + 3910, + 1341 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 24616, + 104675, + 145321, + 81340, + 61443, + 13351, + 335, + 2358, + 398, + 162, + 257, + 1159, + 5728, + 19428, + 24284, + 102900, + 122296, + 56159, + 40261, + 17753, + 25981, + 20390, + 7664, + 11036, + 58169, + 83038 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 17173, + 9319, + 18113, + 68412, + 108472, + 85806, + 128516, + 95711, + 160213, + 69464, + 67173, + 4572, + 12263, + 23354, + 13133, + 15260, + 40334, + 17009, + 18098, + 5191, + 4689, + 2035, + 366, + 9762, + 7228, + 6121 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 104459, + 41388, + 5191, + 67466, + 130639, + 61183, + 9027, + 18017, + 8183, + 491, + 459, + 599, + 944, + 705 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 199727, + 94537, + 31069, + 146958, + 147202, + 85640, + 81595, + 16795, + 6886, + 6522, + 10135, + 3615, + 2387, + 2239 + ] + }, + { + "label": "propagation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 165381, + 180537, + 240843, + 205040, + 158731, + 75466, + 107110, + 67896, + 7239, + 407, + 721, + 187, + 666, + 1884 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "several", + "score": 19.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "failure", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "became", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "during", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "duration", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "long", + "output_checked": true + }, + { + "concept": "sections", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "whereas", + "score": 7.0, + "best_rank": 20, + "best_depth": 75.6, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "appeared", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "indicating", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "origins", + "output_checked": true + }, + { + "concept": "fatigue", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "Rat", + "output_checked": true + }, + { + "concept": "cracks", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "becoming", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "before", + "output_checked": true + }, + { + "concept": "between", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "stresses", + "output_checked": true + }, + { + "concept": "together", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "rotational", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rotating", + "output_checked": true + }, + { + "concept": "cycles", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "alternating", + "output_checked": true + }, + { + "concept": "During", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "final", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "turntable", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "rotating", + "output_checked": true + }, + { + "concept": "apart", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "endurance", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "long", + "output_checked": true + }, + { + "concept": "disparate", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "multiple", + "output_checked": true + }, + { + "concept": "repetitions", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "sequence", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "alongside", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "prolonged", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "pieces", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "multiple", + "output_checked": true + }, + { + "concept": "subjecting", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "after", + "output_checked": true + }, + { + "concept": "material", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "under", + "score": 3.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "experimental", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "laboratory", + "output_checked": true + }, + { + "concept": "medical", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Rat", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "nhau", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "genesis", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "origins", + "output_checked": true + }, + { + "concept": "salvage", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "collapse", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "disintegration", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "after", + "output_checked": true + }, + { + "concept": "accumulation", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "chet", + "output_checked": true + }, + { + "concept": "visible", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "coalescence", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "centrifugal", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "rotating", + "output_checked": true + }, + { + "concept": "violently", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "evidence", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "airplane", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "rotating", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "alternating", + "output_checked": true + }, + { + "concept": "demonstrations", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Rat", + "output_checked": true + }, + { + "concept": "was", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "periods", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "alternating", + "output_checked": true + }, + { + "concept": "often", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "laboratory", + "output_checked": true + }, + { + "concept": "This", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "exemplifies", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "laboratory", + "output_checked": true + }, + { + "concept": "experiments", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Rat", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "time", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "long", + "output_checked": true + }, + { + "concept": "mounted", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "prematurely", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "rotates", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "laboratory", + "output_checked": true + }, + { + "concept": "loads", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "alternating", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "Kwa", + "wand", + "quantos", + "punkte", + "anque", + "ambo", + "aqueles", + "Hail", + "maneiras", + "diagonal", + "embar", + "ervan", + "ties" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "trem", + "prof", + "stir", + "rid", + "Proc", + "grac", + "tens", + "Beg", + "Cann", + "lev", + "Sob", + "Tons", + "Prote", + "Cole", + "opat", + "olas", + "Yuk", + "dim", + "Mannes" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "prof", + "Pres", + "Proc", + "blot", + "stir", + "pres", + "dim", + "nab", + "ums", + "trem", + "rid", + "Dru", + "acid", + "tons", + "tun", + "champ", + "perf", + "induct" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "tfrac", + "Reis", + "ilj", + "champ", + "usan", + "liq", + "grac", + "olyte", + "alk", + "onn", + "ums", + "tun", + "chum", + "prof", + "chal", + "Mani" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "grac", + "dim", + "ago", + "champ", + "ilj", + "Chap", + "chap", + "riv", + "chum", + "fam", + "dip", + "ilers", + "usan", + "ingt", + "tfrac", + "Mani" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "sn", + "yn", + "amb", + "susp", + "det", + "WOR", + "hst", + "rem", + "atus", + "ae", + "fan", + "ilers", + "side", + "hely", + "yp", + "Vo", + "ELD", + "idence", + "oben", + "s", + "ain", + "VERE", + "ual", + "illing" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "side", + "HI", + "DEP", + "dal", + "tools", + "Green", + "kick", + "bro", + "tool", + "six", + "trading", + "Sol", + "terj", + "demos", + "duct", + "rem", + "top", + "older", + "don", + "mei" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "HI", + "tool", + "sol", + "dal", + "tail", + "turbo", + "demos", + "kick", + "simple", + "DEP", + "lives", + "trading", + "Werk", + "Green", + "rem", + "seq", + "serial", + "truncate", + "mei", + "linear" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "record", + "HI", + "sol", + "Sol", + "kick", + "tool", + "tools", + "serial", + "lives", + "tail", + "Green", + "select", + "Select", + "linear", + "scope", + "tract", + "trading", + "d", + "rem", + "blank", + "simple" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "subject", + "side", + "fetch", + "record", + "talk", + "lives", + "discussed", + "Select", + "sus", + "cdots", + "common", + "switch", + "sleeping", + "trading", + "calls", + "pur", + "ettle", + "tattoo", + "OOSE", + "select", + "contact", + "Green", + "rac" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "talk", + "fetch", + "greet", + "Einf", + "borders", + "Meals", + "linear", + "Otto", + "dal", + "sleeping", + "titles", + "greeting", + "diet", + "FEED", + "Common", + "trading", + "meetings", + "salt", + "common", + "subject", + "dog", + "notify", + "talks", + "tit", + "Books", + "proj" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "alh", + "avelmente", + "BL", + "beats", + "tread", + "bean", + "hound", + "ilidade", + "TBL", + "pronged", + "lb", + "scat", + "brush", + "slam", + "beat", + "Plac", + "meli", + "odora", + "Bean", + "cama", + "bit", + "aments" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "blas", + "adet", + "decade", + "trays", + "lick", + "buttonclick", + "vende", + "vender", + "cama", + "despert", + "httpClient", + "tinha", + "getId", + "verkauft", + "haystack", + "SELL", + "bouts", + "tinham" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "deka", + "del", + "dzie", + "rotz", + "viol", + "verl", + "ayet", + "God", + "dfs", + "toch", + "holz", + "blas", + "del", + "profes" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "prong", + "logic", + "undocumented", + "logic", + "logical", + "tier", + "ausge", + "ques", + "logical", + "tiered", + "affection", + "Als", + "logique", + "Gav", + "wij", + "muh", + "widers", + "semantic" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "tier", + "ham", + "ospel", + "afect", + "Stein", + "prong", + "ausge", + "wij", + "welt", + "ectors", + "minor", + "wir", + "spf", + "mares", + "Jaz", + "casilla", + "mozz", + "idic", + "izd", + "tier", + "Versions", + "iy", + "medial", + "ips", + "kernel", + "verw", + "tyr", + "terd" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "penj", + "ilm", + "ips", + "kernel", + "rect", + "mozz", + "spf" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "spurt", + "descans", + "DESC", + "cwnd", + "sputtered", + "ufl", + "strs", + "itl", + "Ext", + "orescence", + "neurotrans", + "dill" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Conclusion", + "Subsequently", + "Then", + "Secondly", + "Statistic", + "Signs", + "Statistical", + "Simultaneously", + "Afterward", + "Afterwards", + "Subsequently", + "interes", + "Conclusions", + "Outcome", + "However", + "Consequently", + "assessors", + "Except", + "Troubles", + "Interviews", + "Equally", + "nThe", + "except", + "theless", + "afterwards", + "Trouble", + "Evidence", + "Subsequent", + "sodass", + "TDs" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Simultaneously", + "Consequently", + "Symptoms", + "Fracture", + "Predict", + "Explain", + "meanwhile", + "bursts", + "nThe", + "Shortly", + "prematurely", + "However", + "untimely", + "Outcome", + "consequently", + "Subsequently", + "Suddenly", + "Afterwards", + "Subsequent", + "Termination", + "Sudden", + "Meanwhile", + "Investigation", + "Compared", + "Conclusion", + "spurt", + "Afterward" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Consequently", + "Simultaneously", + "Suddenly", + "prematurely", + "Immediately", + "Afterwards", + "untimely", + "Explain", + "Investigation", + "Symptoms", + "Shortly", + "bursts", + "Outcome", + "Equally", + "Bunun", + "Suddenly", + "Investigators", + "Afterward", + "nThe", + "sudden", + "Immediately", + "Sudden", + "However", + "consequently", + "abruptly", + "Subsequent", + "Shortly" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Simultaneously", + "However", + "Suddenly", + "Unlike", + "Consequently", + "Recently", + "Alternatively", + "Statistics", + "Cause", + "Again", + "Conversely", + "Although", + "Furthermore", + "Obviously", + "Predict", + "Briefly", + "During", + "Diagnosis", + "Compared", + "Similarly", + "Immediately", + "Afterwards", + "Wie", + "Investigation", + "sudden", + "Regardless", + "Frequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Unexpected", + "Unexpected", + "Suddenly", + "This", + "How", + "Unlike", + "What", + "Simultaneously", + "unexpected", + "Again", + "Consequently", + "Consequently", + "However", + "While", + "Likewise", + "Suddenly", + "Although", + "Why", + "During", + "Despite", + "Evidence", + "Surprisingly", + "During", + "Another", + "Compared", + "Analysis", + "Though", + "Along", + "Weise", + "Hundreds" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Unexpected", + "Suddenly", + "What", + "During", + "Unexpected", + "How", + "Another", + "During", + "These", + "Consequently", + "Again", + "Initially", + "Consequently", + "Simultaneously", + "However", + "Therefore", + "Neither", + "unexpected", + "While", + "Considering", + "The", + "Both", + "Unlike", + "Along", + "Compared", + "Suddenly", + "Why", + "Improper", + "Although", + "Excessive" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Suddenly", + "Whether", + "Another", + "What", + "Again", + "Unexpected", + "These", + "Initially", + "During", + "Those", + "However", + "Consequently", + "Considering", + "The", + "Throughout", + "Therefore", + "How", + "Suddenly", + "Both", + "Improper", + "After", + "sud", + "Faced", + "sudden", + "abruptly", + "Ideally", + "Once", + "Together", + "Unlike" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Rat", + "The", + "This", + "A", + "Remaining", + "After", + "Such", + "While", + "When", + "These", + "In", + "Another", + "However", + "Once", + "What", + "It", + "During", + "Instead", + "Rapid", + "At", + "Lig", + "How", + "Suddenly", + "Unexpected", + "Ins", + "Its", + "An", + "For", + "Let", + "Sudden", + "We", + "Random" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "cycles", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "fracture", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "multiple", + "output_checked": true + }, + { + "concept": "failure", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "indicating", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "origins", + "output_checked": true + }, + { + "concept": "prong", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "long", + "output_checked": true + }, + { + "concept": "duration", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "long", + "output_checked": true + }, + { + "concept": "together", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "fatigue", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Rat", + "output_checked": true + }, + { + "concept": "prematurely", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "subjecting", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "after", + "output_checked": true + }, + { + "concept": "appeared", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "cracks", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "dieu", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "segments", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "prolonged", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "final", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "cyclic", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "apart", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "centrifuge", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "laboratory", + "output_checked": true + }, + { + "concept": "mounted", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "loads", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "alternating", + "output_checked": true + }, + { + "concept": "under", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "laboratory", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "boo", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "duke", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "afect", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "sequence", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "before", + "output_checked": true + }, + { + "concept": "Stein", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "became", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "often", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "laboratory", + "output_checked": true + }, + { + "concept": "episodes", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "This", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "rotates", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "period", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "material", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "CRED", + "score": 2.0, + "best_rank": 3, + "best_depth": 39.0, + "near_token": "long", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "phones", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "long", + "output_checked": true + }, + { + "concept": "flakes", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "sequence", + "output_checked": true + }, + { + "concept": "bag", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "aquilo", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "chet", + "output_checked": true + }, + { + "concept": "PAS", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "ransom", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "origins", + "output_checked": true + }, + { + "concept": "bit", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "lamang", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "pinc", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "Nonetheless", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "origins", + "output_checked": true + }, + { + "concept": "golf", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "blas", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "beat", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "ques", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "caram", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "tier", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "swam", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "rotating", + "output_checked": true + }, + { + "concept": "spheroid", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rotating", + "output_checked": true + }, + { + "concept": "Horizontal", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "Cur", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "stresses", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-05__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cyclic-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cleavage-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-plasticity separation 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A ferritic plate separated abruptly during cold weather with almost no macroscopic distortion. Flat facets and converging river markings crossed the grain interiors.", + "prompt_tail": "ritic plate separated abruptly during cold weather with almost no macroscopic distortion. Flat facets and converging river markings crossed the grain interiors.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cleavage-01", + "carrier_id": null, + "target_family": "cleavage", + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "bl", + "generated_token_ids": [ + 1782 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 2349, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 952 + }, + { + "label": "cleavage", + "best_rank": 1758, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 9880 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "accordingly", + "behalf", + "leness", + "ogether", + "orry", + "hereby", + "ients", + "eles", + "isses", + "therefore", + "asons", + "hence", + "iken", + "item", + "oney", + "together", + "ilities", + "according", + "anyak", + "oba", + "ammed", + "wes", + "together", + "eces", + "ises" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "persons", + "leness", + "thing", + "everybody", + "lle", + "zis", + "somebody", + "sic", + "ither", + "hence", + "nobody", + "arie", + "eded", + "lly", + "tics", + "ort", + "ients", + "guys", + "zes", + "orie", + "anybody", + "etc", + "dia", + "persons", + "ndo", + "nti", + "ion" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "persons", + "etc", + "alike", + "wards", + "probably", + "centre", + "everybody", + "lle", + "anybody", + "defence", + "etc", + "centre", + "dll", + "realising", + "needful", + "thing", + "stuff", + "till", + "somebody", + "organised", + "leness", + "Sachen", + "ither", + "ising", + "hence" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "thence", + "alike", + "persons", + "maupun", + "sebagainya", + "thereto", + "thereon", + "stuffs", + "hearers", + "yses", + "centre", + "oides", + "abouts", + "workmen", + "therefrom", + "wari", + "ided", + "ented" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "centre", + "persons", + "alike", + "whilst", + "thereto", + "centre", + "forthwith", + "efectu", + "maupun", + "whereupon", + "sic", + "hereto", + "herewith", + "ised", + "unto", + "organised", + "thereon", + "centred", + "stuffs", + "needful", + "osite" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "alike", + "persons", + "whilst", + "thence", + "centre", + "thereto", + "which", + "commenced", + "whereupon", + "afterwards", + "also", + "upon", + "colours", + "utilised", + "however", + "wherein", + "whence", + "adjoining", + "Whilst", + "utilising", + "abreast", + "proceedings", + "specimens", + "consisted", + "whereby", + "travelled" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "whereupon", + "wrought", + "alike", + "assemblages", + "thereto", + "chiefly", + "markedly", + "spersed", + "foodstuffs", + "thereafter", + "whence", + "adjoining", + "abreast", + "viz", + "nearer", + "occasioned", + "apiece", + "scarcely", + "zijde", + "toward", + "Descriptions", + "Occasionally", + "Gesellschaft", + "merely", + "specimens", + "hitherto" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "thence", + "thereto", + "heretofore", + "indistinct", + "foodstuffs", + "aceous", + "apiece", + "abreast", + "whence", + "whereupon", + "merely", + "forth", + "specimens", + "furthermore", + "itory", + "scarcely", + "hitherto", + "antile", + "ossos" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "thence", + "assemblages", + "apiece", + "indistinct", + "merely", + "striated", + "mottled", + "viz", + "aceous", + "concomitant", + "zijde", + "coloration", + "thereto", + "delineated", + "heretofore", + "ossos", + "discernible", + "foodstuffs", + "Photographic", + "obliquely", + "specimens", + "pall", + "hitherto", + "periodicals", + "abreast" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "coloration", + "striated", + "discoloration", + "mottled", + "specimens", + "photographic", + "discernible", + "tampak", + "diagrams", + "staining", + "photograph", + "observed", + "photographs", + "specimen", + "discolor", + "delineated", + "metallurgical", + "micrograph", + "diagram", + "Diagram", + "superimposed", + "visible", + "micrographs", + "Photographic", + "characteristic", + "Diagrams", + "indistinct", + "assemblages", + "markings" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "coloration", + "discoloration", + "striated", + "mottled", + "discernible", + "observed", + "undisturbed", + "discolor", + "tampak", + "vitre", + "deform", + "staining", + "ocular", + "photographic", + "micrograph", + "evidence", + "symptomatic", + "micrographs", + "indistinct", + "visible", + "specimens", + "icolored", + "fissures", + "indicating", + "diagnostic", + "transverse", + "observable", + "distal", + "anatomical", + "evidencia" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "symptomatic", + "discoloration", + "diagnostic", + "coloration", + "discolor", + "indicating", + "diagnose", + "necrosis", + "Diagnosis", + "symptoms", + "diagnosis", + "diagnosed", + "deform", + "lesions", + "disturbed", + "diseased", + "disintegration", + "Diagnosis", + "inexplicable", + "observed", + "dislocations", + "staining", + "distal", + "pathological", + "suggestive", + "diagnosing", + "afflicted", + "etiology", + "fissures", + "Deformation", + "diagnostic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "suggestive", + "discoloration", + "microscopy", + "indicative", + "diagnose", + "coloration", + "symptomatic", + "characteristic", + "diagnostic", + "indications", + "superimposed", + "Diagnosis", + "fissures", + "pattern", + "observed", + "describe", + "diagram", + "indicate", + "horizontal", + "suggesting", + "describing", + "diagnosed", + "lesions", + "morphology", + "distinguishing", + "anomalous", + "exhibiting", + "anatomical" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "microscopy", + "indicative", + "diagnose", + "coloration", + "suggestive", + "symptomatic", + "Diagnosis", + "diagnostic", + "indications", + "Diagnosis", + "symptoms", + "diagnosed", + "discoloration", + "segni", + "evidence", + "observed", + "diagram", + "indicate", + "characteristic", + "visible", + "suggesting", + "diagrams", + "specimen", + "lesions", + "indic", + "exhibiting", + "anatomical" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "whereas", + "while", + "whilst", + "which", + "who", + "further", + "although", + "notwithstanding", + "while", + "whence", + "several", + "among", + "yet", + "evidence", + "subjects", + "characterized", + "suggesting", + "publicly", + "indications", + "concerned", + "According", + "telling", + "annually", + "witnesses", + "nevertheless", + "demonstrating", + "although", + "furthermore", + "confronting", + "whereas", + "according", + "nothing" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "whereas", + "Furthermore", + "Meanwhile", + "furthermore", + "Also", + "Also", + "Yet", + "Furthermore", + "During", + "During", + "Later", + "Consequently", + "Yet", + "meanwhile", + "Eventually", + "Certainly", + "Conversely", + "Eventually", + "Conversely", + "According", + "Similarly", + "Nevertheless", + "Meanwhile", + "Recently", + "Upon", + "Similarly", + "Likewise", + "Apparently", + "Asked", + "Ultimately", + "Frequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "whereas", + "Furthermore", + "Conversely", + "furthermore", + "Also", + "Similarly", + "Meanwhile", + "Furthermore", + "Similarly", + "Conversely", + "conversely", + "Also", + "meanwhile", + "Likewise", + "Simultaneously", + "Alongside", + "There", + "During", + "Again", + "Yet", + "Later", + "Consequently", + "likewise", + "Equally", + "However", + "Then", + "While", + "Each", + "During", + "Whether", + "Despite" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "These", + "During", + "Meanwhile", + "meanwhile", + "Alongside", + "They", + "whereas", + "Clearly", + "conversely", + "There", + "Their", + "Furthermore", + "During", + "Though", + "Similarly", + "Along", + "Clearly", + "While", + "Despite", + "Similarly", + "Equally", + "Simultaneously", + "While", + "These", + "Alongside", + "separately", + "Upon", + "Along", + "while", + "alongside" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "These", + "Meanwhile", + "conversely", + "They", + "Yet", + "Its", + "Yet", + "Along", + "Along", + "meanwhile", + "theirs", + "Yours", + "Conversely", + "Their", + "Their", + "wondered", + "They", + "Certainly", + "Accordingly", + "During", + "Obviously", + "Unless", + "Alongside", + "Lately", + "weet", + "Ibid", + "Within", + "Conversely" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "These", + "Meanwhile", + "They", + "Consequently", + "Along", + "These", + "Within", + "Its", + "Their", + "Along", + "There", + "During", + "Its", + "Furthermore", + "Within", + "Conversely", + "Each", + "Conversely", + "They", + "Those", + "Those", + "Recently", + "Consequently", + "Yours", + "Hence", + "During", + "meanwhile", + "mselves", + "Beneath", + "Shouldn", + "Their", + "conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "They", + "These", + "Consequently", + "Their", + "Meanwhile", + "Within", + "They", + "Along", + "During", + "There", + "Hence", + "Their", + "Within", + "During", + "Its", + "Conversely", + "Beneath", + "Furthermore", + "Each", + "Its", + "Together", + "Recently", + "Consequently", + "mselves", + "While", + "This", + "Those", + "conversely", + "Likewise", + "Along" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "These", + "Furthermore", + "Hence", + "These", + "Consequently", + "Likewise", + "They", + "Each", + "txt", + "Within", + "Below", + "Its", + "Those", + "Similarly", + "Consequently", + "LessThan", + "Basically", + "Needless", + "During", + "Meanwhile", + "Unless", + "Secondly", + "Conversely", + "conversely", + "Beneath", + "While", + "Unless", + "However", + "Though" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "balls", + "Meanwhile", + "Above", + "Secondly", + "Subs", + "ball", + "Streams", + "Below", + "Secondly", + "endswith", + "meanwhile", + "auche", + "tributary", + "These", + "LessThan", + "Below", + "setModel", + "blit", + "Above", + "herum", + "Shouldn", + "andet", + "pyplot", + "Likewise", + "othesis" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "balls", + "othesis", + "blade", + "THAN", + "ball", + "thorn", + "Meanwhile", + "These", + "shit", + "Secondly", + "Above", + "Subs", + "ball", + "igate", + "meanwhile" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "blade", + "ocat", + "These", + "blades", + "blit", + "igate", + "ARROW", + "Blades", + "Secondly", + "Below", + "erci", + "ayer", + "These", + "heading", + "bear", + "blade", + "bl", + "IES" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "bl", + "flat", + "blast", + "blade", + "These", + "The", + "blit", + "Flat", + "itemize", + "bear", + "No", + "bm", + "Bl", + "except", + "emph", + "fail", + "below", + "blad", + "geom", + "bla", + "D", + "square", + "blank", + "bare", + "A", + "black", + "bull", + "Fail", + "residual", + "sb", + "Residual", + "This" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 223902, + 235729, + 207012, + 187530, + 202645, + 111316, + 7579, + 55451, + 10269, + 3150, + 2350, + 3124, + 16683, + 13407, + 80609, + 209044, + 166872, + 183001, + 242969, + 258722, + 255465, + 227575, + 229531, + 249519, + 246453, + 152674 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 160431, + 76135, + 52847, + 133200, + 49293, + 51170, + 91228, + 31140, + 16379, + 11534, + 5481, + 1918, + 1759, + 5299, + 13174, + 12630, + 15071, + 15896, + 16222, + 37279, + 20314, + 9166, + 37038, + 62443, + 128030, + 170885 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 67042, + 126837, + 953, + 8210, + 6961, + 18412, + 176271, + 229232, + 137784, + 241986, + 247049, + 234272, + 143884, + 196315 + ] + }, + { + "label": "cleavage", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 140348, + 9881, + 251061, + 256664, + 55897, + 77447, + 113751, + 103934, + 53466, + 89170, + 31595, + 24854, + 48439, + 44478 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 12.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "weather", + "output_checked": true + }, + { + "concept": "several", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "during", + "output_checked": true + }, + { + "concept": "discernible", + "score": 9.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "macroscopic", + "output_checked": true + }, + { + "concept": "whereas", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "was", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "appeared", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "from", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "cracks", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "but", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "steel", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "indicating", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "damage", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "macroscopic", + "output_checked": true + }, + { + "concept": "surface", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "winter", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "weather", + "output_checked": true + }, + { + "concept": "negligible", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "nothing", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "no", + "output_checked": true + }, + { + "concept": "quarters", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "These", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "observed", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "edges", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "testing", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "during", + "output_checked": true + }, + { + "concept": "oxide", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "thickness", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "intersecting", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crossed", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "alike", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sections", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "noticeable", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "with", + "output_checked": true + }, + { + "concept": "subjected", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "electrically", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "observable", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "macroscopic", + "output_checked": true + }, + { + "concept": "manufacturing", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "fracture", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "separation", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "during", + "output_checked": true + }, + { + "concept": "coldest", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "compared", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "into", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "abruptly", + "output_checked": true + }, + { + "concept": "without", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "macroscopic", + "output_checked": true + }, + { + "concept": "entire", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "photographs", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "existed", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "were", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "furnace", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "formations", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "river", + "output_checked": true + }, + { + "concept": "welding", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "during", + "output_checked": true + }, + { + "concept": "microscopy", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "remained", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "iron", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "tensile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "sharp", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 3, + "best_depth": 56.1, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "rupture", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "during", + "output_checked": true + }, + { + "concept": "frozen", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "with", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "quantos", + "ervan", + "punkte", + "Hail", + "NORE", + "trump", + "Kwa", + "wand", + "undos", + "anque", + "ynitrite", + "ties" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "Sob", + "rid", + "grac", + "Beg", + "opat", + "dim", + "tons", + "Prote", + "trem", + "lev", + "gham", + "Cann", + "Mannes", + "ate", + "champ", + "Bog", + "chuk", + "stir", + "gag", + "Sen", + "Blanch", + "Cole", + "Cana" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "Sob", + "gern", + "rid", + "Salv", + "compact", + "Reis", + "TIN", + "complement", + "Carg", + "Champ", + "champ", + "Lang", + "Dry", + "opat", + "ums", + "stir" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ilj", + "tfrac", + "def", + "Reis", + "Langer", + "ilg", + "came", + "champ", + "chum", + "Sur", + "Sod", + "gern", + "bog", + "fam", + "Pres" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ilj", + "tfrac", + "ago", + "Langer", + "dim", + "Reis", + "Sur", + "resc", + "grac", + "Sod", + "ilers", + "Lef", + "Pres", + "fam", + "Frem", + "Meet" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "hst", + "rem", + "yn", + "WOR", + "sning", + "amb", + "ilers", + "Sed", + "ORS", + "oben", + "epr", + "atus", + "cat", + "Green", + "Vo", + "sn", + "detached", + "setia", + "side", + "det", + "sed" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "side", + "Green", + "HI", + "Sol", + "bro", + "seq", + "trading", + "nial", + "tool", + "kick", + "mech", + "demos", + "Rim", + "VND", + "OM", + "Me", + "don", + "quire" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tool", + "sol", + "tail", + "HI", + "tools", + "trading", + "demos", + "blank", + "Green", + "seq", + "valued", + "multiple", + "tail", + "Stylesheet", + "OM" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "record", + "sol", + "select", + "blank", + "Select", + "Green", + "kick", + "tail", + "Sol", + "HI", + "lives", + "rem", + "bro", + "tool", + "Blank" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "fetch", + "listener", + "linear", + "sus", + "Listener", + "select", + "subject", + "data", + "dynamic", + "greet", + "OOSE", + "switch", + "delegate", + "tter", + "RECE", + "cdots", + "record", + "pick", + "ettle" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "greeting", + "data", + "listener", + "discuss", + "speaker", + "Greet", + "ettle", + "capitalize", + "RECE", + "switch", + "fetch", + "diet", + "podcast", + "discussed", + "felt", + "talk", + "titles", + "lives", + "Listener", + "tools", + "greet", + "microsoft", + "notify", + "credits", + "Greeting", + "Meals" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "lb", + "DAP", + "BPM", + "hardcover", + "Mif", + "PAS", + "bag", + "messaging", + "BAG", + "Messaging", + "LIB", + "header", + "bag", + "focused", + "itian", + "themselves", + "scat", + "cuid", + "nows", + "baguette", + "Def", + "header", + "lata", + "Tia", + "mif" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "cama", + "getId", + "department", + "lick", + "abilecek", + "authenticate", + "buttonclick", + "pelanggan", + "despert", + "oyam", + "restart", + "kulit", + "pick", + "appla", + "haystack", + "embers", + "overlapping" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "viol", + "dfs", + "deka", + "owes", + "ogado", + "holz", + "brus", + "abilecek", + "bilgiler", + "jogar", + "solle", + "Violent" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "prong", + "ausge", + "ques", + "logic", + "logic", + "logique", + "alg", + "skepticism", + "etik", + "Alk", + "arg", + "amid", + "should", + "ethics", + "undocumented", + "logical", + "poste", + "Sliced" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "wij", + "Stein", + "tier", + "idic", + "prong", + "concern", + "afect", + "idium", + "erv", + "wir", + "halk", + "cev", + "ausge", + "tti", + "Roh", + "mozz", + "ques", + "duke", + "Versions", + "verw", + "argumentation", + "skips", + "ham" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "spf" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "transmitted", + "suspended", + "meteor", + "tandis", + "slit" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Along", + "However", + "Meanwhile", + "Stri", + "Along", + "There", + "Other", + "Stri", + "Signs", + "Together", + "Except", + "Neither", + "except", + "Similarly", + "but", + "These", + "neither", + "Neither", + "Sus", + "Simultaneously", + "Other", + "Thick", + "Clearly", + "Secondly", + "But" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "However", + "Simultaneously", + "Other", + "However", + "These", + "Other", + "But", + "Meanwhile", + "Consequently", + "Above", + "Above", + "Importantly", + "Along", + "Neither", + "There", + "These", + "Below", + "Others", + "Its", + "Along", + "Furthermore", + "Its" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "However", + "Neither", + "Neither", + "But", + "These", + "However", + "Below", + "Except", + "Other", + "Another", + "Above", + "Simultaneously", + "Above", + "There", + "Consequently", + "Signs", + "Whose", + "Signs", + "Importantly", + "Other", + "Recently", + "Clearly", + "Conversely", + "Beneath", + "Hence", + "Similarly", + "Meanwhile", + "Between", + "Below", + "Likewise" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "However", + "These", + "Subs", + "But", + "Otherwise", + "txt", + "Similarly", + "Consequently", + "Unless", + "Furthermore", + "Except", + "Simultaneously", + "However", + "Though", + "Unless", + "Neither", + "Additionally", + "Likewise", + "Except", + "Importantly", + "Pou", + "Conversely", + "Basically", + "Consequently", + "Despite", + "Additionally", + "Neither" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Subs", + "Meanwhile", + "However", + "Likewise", + "Yet", + "These", + "Similarly", + "conversely", + "Otherwise", + "Streams", + "Simultaneously", + "Except", + "But", + "plet", + "Issues", + "Subs", + "Underlying", + "Along", + "meanwhile", + "Importantly", + "Below", + "blit", + "Above", + "Secondly", + "Both", + "urally", + "Issues", + "This", + "othesis", + "Specify" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "Subs", + "These", + "Yet", + "Along", + "Similarly", + "Likewise", + "However", + "Both", + "Basic", + "meanwhile", + "othesis", + "Another", + "Despite", + "Simultaneously", + "Assuming", + "Subs", + "This", + "Assuming", + "Secondly", + "Basic", + "Specify", + "Set", + "Another", + "Same", + "Along", + "Except", + "Meanwhile", + "Heavy", + "Below", + "Specifically" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Below", + "urally", + "Subs", + "Along", + "Secondly", + "Yet", + "Between", + "Both", + "Along", + "Say", + "ound", + "However", + "Below", + "ately", + "Other", + "Other", + "Based", + "altro", + "igate", + "Taken", + "This", + "These", + "Another", + "Similarly", + "Secondly", + "ayer", + "along" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "end", + "No", + "These", + "bl", + "black", + "A", + "Yet", + "Int", + "itemize", + "period", + "However", + "along", + "Black", + "et", + "int", + "append", + "Arrows", + "In", + "Below", + "Along", + "fail", + "aut", + "Hard", + "internal", + "Deep", + "Intr", + "deep", + "Heter", + "Sick", + "ending" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "steel", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "from", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "cracks", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "noticeable", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "with", + "output_checked": true + }, + { + "concept": "discernible", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "no", + "output_checked": true + }, + { + "concept": "damage", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "macroscopic", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "edges", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "surface", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "God", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "during", + "output_checked": true + }, + { + "concept": "punt", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "verw", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "welding", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "during", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "appeared", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "bit", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "during", + "output_checked": true + }, + { + "concept": "phong", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "brus", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "macroscopic", + "output_checked": true + }, + { + "concept": "prong", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "Stein", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "halk", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "ilm", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "remained", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "However", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "observed", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "testing", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "during", + "output_checked": true + }, + { + "concept": "Secondly", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tensile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "sharp", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "Other", + "score": 2.0, + "best_rank": 2, + "best_depth": 75.6, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "RECE", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Thankfully", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "rotate", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "tata", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "no", + "output_checked": true + }, + { + "concept": "Plac", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "presse", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "phones", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "abruptly", + "output_checked": true + }, + { + "concept": "replay", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "roar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "olas", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "weather", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Proj", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "weather", + "output_checked": true + }, + { + "concept": "probing", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "lobe", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "orchards", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "Newton", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "samples", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "teenager", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "compared", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "abruptly", + "output_checked": true + }, + { + "concept": "because", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "weather", + "output_checked": true + }, + { + "concept": "surveys", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "emerged", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "contours", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "segments", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "river", + "output_checked": true + }, + { + "concept": "were", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "markings", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-01__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cleavage-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-plasticity separation 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A low-temperature impact specimen absorbed little energy and retained its original cross section. The shiny failure face contained crystallographic steps and feather patterns.", + "prompt_tail": "re impact specimen absorbed little energy and retained its original cross section. The shiny failure face contained crystallographic steps and feather patterns.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cleavage-02", + "carrier_id": null, + "target_family": "cleavage", + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "below", + "generated_token_ids": [ + 60096 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 2816, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 1426 + }, + { + "label": "cleavage", + "best_rank": 2460, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 22008 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "accordingly", + "hereby", + "ogether", + "orry", + "ients", + "iken", + "isses", + "eles", + "anyak", + "oba", + "leness", + "furthermore", + "ertain", + "together", + "ises", + "according", + "therefore", + "itors", + "hence", + "oraz", + "ammed" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "lle", + "persons", + "zes", + "arie", + "eded", + "zis", + "lly", + "ion", + "ither", + "ii", + "etc", + "tics", + "d", + "ort", + "ie", + "ided", + "thing", + "ilities", + "ients", + "ses", + "erd", + "orie", + "alike", + "dia", + "sic", + "ndo" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "etc", + "lle", + "etc", + "atre", + "gonna", + "leness", + "sic", + "organisations", + "eded", + "dll", + "zis", + "ien", + "centre", + "ILD", + "afterwards", + "organised", + "gg", + "yses", + "lly", + "enal", + "ither", + "ising", + "wards" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "sic", + "zis", + "ided", + "alike", + "oides", + "eded", + "yses", + "leness", + "eways", + "atre", + "arters", + "lle", + "organised", + "maupun", + "ued", + "ised", + "centre", + "gonna", + "enia", + "organisations", + "afterwards", + "abouts", + "wari", + "persons" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "centre", + "gonna", + "whilst", + "alike", + "sic", + "organisations", + "organised", + "ised", + "everybody", + "organisation", + "lle", + "afterwards", + "eded", + "maupun", + "organise", + "isto", + "organisational", + "zis", + "skall", + "etc", + "atre", + "anda", + "realised", + "effected", + "yses" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "also", + "persons", + "afterwards", + "alike", + "although", + "Also", + "whilst", + "however", + "indications", + "according", + "whereas", + "maupun", + "sic", + "who", + "everybody", + "gonna", + "consisted", + "ised", + "organised", + "somebody", + "organisations", + "anybody", + "furthermore" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "although", + "also", + "characteristics", + "elingen", + "indications", + "belonged", + "persons", + "mostly", + "mainly", + "alike", + "consisted", + "and", + "however", + "regarded", + "afterwards", + "illustrations", + "specimens", + "upon", + "noted", + "although", + "members", + "themselves", + "whereas", + "characterized", + "maupun", + "coloration", + "Characteristics" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "persons", + "whereas", + "alike", + "furthermore", + "coloration", + "which", + "thereto", + "characteristics", + "characterized", + "although", + "characteristic", + "specimens", + "indications", + "utti", + "examined", + "regarded", + "specimen", + "belonged", + "leness", + "Characteristics", + "periodical", + "however", + "consisted", + "aceous", + "inasmuch", + "Characteristics" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "coloration", + "metallurgical", + "morphology", + "metallurgy", + "characteristic", + "characterized", + "necrosis", + "pigments", + "discolor", + "morphologies", + "industrial", + "specimens", + "histological", + "striated", + "mottled", + "acial", + "micrograph", + "ossos", + "lith", + "indicating", + "exhibited", + "Metall", + "morphological", + "exhibiting", + "discoloration", + "micrographs", + "assemblages", + "alike", + "specimen", + "reproduced", + "aceous" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "coloration", + "metallurgical", + "characteristic", + "photographic", + "exhibit", + "exhibiting", + "micrograph", + "microscopy", + "morphology", + "micrographs", + "striated", + "observed", + "photograph", + "specimen", + "staining", + "metallurgy", + "specimens", + "exhibited", + "visible", + "photographs", + "necrosis", + "histological", + "morphologies", + "mottled", + "indicative", + "morphological", + "spectroscopic", + "etching", + "discoloration", + "sintered", + "textural", + "evidence" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "coloration", + "characteristic", + "indicating", + "indicative", + "exhibiting", + "evidence", + "visible", + "exhibit", + "microscopy", + "suggestive", + "discernible", + "striated", + "morphology", + "observable", + "distinguishing", + "metallurgical", + "characteristics", + "exhibited", + "indications", + "anatomical", + "observed", + "micrographs", + "textural", + "micrograph", + "diagnostic", + "discoloration", + "mottled", + "evident", + "examined", + "evid" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicating", + "characteristic", + "coloration", + "indicative", + "indicating", + "observed", + "characteristics", + "indicate", + "staining", + "indications", + "morphology", + "exhibiting", + "suggestive", + "discoloration", + "diagnostic", + "microscopy", + "discolor", + "indicates", + "characterized", + "suggesting", + "exhibited", + "characteristics", + "diagnosed", + "distinguishing", + "Characteristics", + "necrosis", + "anatomical", + "characteristic", + "histological", + "Characteristics", + "evidence" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "characteristic", + "indicative", + "characteristics", + "microscopy", + "suggestive", + "Characteristic", + "coloration", + "Characteristic", + "Characteristics", + "characteristics", + "indicating", + "distinguishing", + "Characteristics", + "characteristic", + "observed", + "suggesting", + "exhibiting", + "Indic", + "microstructure", + "metallurgical", + "Microscopy", + "indicate", + "distinguish", + "exhibited", + "indications", + "morphology", + "anatomical" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "characteristic", + "microscopy", + "indicative", + "characteristics", + "suggesting", + "Characteristics", + "indications", + "Characteristic", + "Indic", + "characteristic", + "Characteristic", + "characteristics", + "Microscopy", + "indicating", + "evidence", + "observed", + "describe", + "indicate", + "indicates", + "coloration", + "suggestive", + "microstructure", + "Characteristics", + "morphology", + "micrograph", + "diagnosed", + "metallurgical" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "who", + "whereas", + "suggesting", + "indicating", + "Which", + "demonstrating", + "believing", + "evidence", + "showing", + "helping", + "witnesses", + "where", + "questions", + "threatening", + "while", + "whose", + "whilst", + "Which", + "concerned", + "reportedly", + "indications", + "symbolizing", + "characterized", + "testimony", + "commentators", + "although", + "wherein", + "wondering", + "whence" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "whereas", + "Furthermore", + "ertain", + "Also", + "Also", + "Similarly", + "furthermore", + "Yet", + "Similarly", + "Meanwhile", + "whereas", + "Its", + "cially", + "Yet", + "Furthermore", + "Certainly", + "Conversely", + "uments", + "During", + "Recently", + "meanwhile", + "while", + "Recently", + "likewise", + "Afterwards", + "Whereas", + "During", + "Which", + "elson", + "Likewise" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "whereas", + "Furthermore", + "furthermore", + "Also", + "Conversely", + "Yet", + "Meanwhile", + "conversely", + "Afterwards", + "Also", + "Yet", + "meanwhile", + "Conversely", + "Similarly", + "Similarly", + "mselves", + "suggesting", + "ertain", + "Then", + "Shouldn", + "Furthermore", + "Compared", + "explaining", + "Interestingly", + "Likewise", + "Certainly", + "Which", + "Currently", + "Its", + "Recently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "During", + "meanwhile", + "While", + "whereas", + "Furthermore", + "Though", + "Meanwhile", + "conversely", + "While", + "Finally", + "During", + "Which", + "indicating", + "Perhaps", + "suggesting", + "Evidence", + "There", + "These", + "Sometimes", + "Upon", + "Probably", + "Perhaps", + "Although", + "Compared", + "implying", + "while", + "Also", + "Whether", + "Similarly", + "Unless", + "Though" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Lately", + "Yet", + "whereas", + "Recently", + "Today", + "meanwhile", + "Yet", + "Meanwhile", + "Its", + "andia", + "itness", + "During", + "Though", + "Recent", + "Tonight", + "Feeling", + "conversely", + "Worry", + "nThe", + "They", + "Within", + "Along", + "olerance", + "Shouldn", + "While", + "Recent" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Its", + "nThe", + "Within", + "Recently", + "There", + "During", + "Upon", + "Conversely", + "Its", + "While", + "Which", + "Within", + "meanwhile", + "Lately", + "During", + "Consequently", + "They", + "While", + "Their", + "Today", + "Furthermore", + "Though", + "conversely", + "Shouldn", + "whereas", + "Those", + "Recent", + "Conversely", + "Compared", + "This" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "nThe", + "Upon", + "Its", + "While", + "Recently", + "Yet", + "Meanwhile", + "This", + "There", + "They", + "Consequently", + "Though", + "Lately", + "His", + "While", + "During", + "Its", + "Their", + "Another", + "Within", + "Recent", + "Conversely", + "conversely", + "His", + "Which", + "These", + "Furthermore", + "Welcome", + "nPlease", + "Therefore", + "During" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "PECT", + "Secondly", + "Though", + "Neither", + "THAN", + "Yet", + "OUND", + "Furthermore", + "Doesn", + "nThe", + "Both", + "Welcome", + "LEM", + "His", + "Upon", + "Conversely", + "UNDER", + "They", + "These", + "Hence", + "Likewise", + "And", + "LessThan", + "sted", + "endum", + "Neither", + "ithin" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "balls", + "endswith", + "copying", + "emis", + "SendData", + "ittest", + "Wat", + "pyplot", + "auche", + "ball", + "Carbon", + "THAN", + "karta", + "TaskId", + "CARBON", + "LessThan", + "undes", + "CHECKS", + "wat", + "sted" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "THAN", + "balls", + "ittest", + "pyplot", + "endswith", + "ball", + "karta", + "copying", + "pth", + "elsius", + "auche", + "PEAT", + "ococcus", + "ayet", + "ILL", + "SendData", + "emis", + "mittag", + "quist", + "yez" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Heading", + "loads", + "LessThan", + "unction", + "heading", + "volve", + "subsection", + "StringTo", + "copy", + "bye", + "Secondly", + "Subsection", + "Heading", + "OGRAPHIC", + "ball", + "karta", + "heading", + "Meanwhile" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "below", + "when", + "increasing", + "loads", + "under", + "balanced", + "Below", + "catch", + "learned", + "bye", + "toxic", + "each", + "SN", + "ument", + "The", + "except", + "bl", + "eth", + "unn", + "exp", + "meeting", + "binary", + "above", + "Under", + "bull", + "evenly", + "select", + "ococcal", + "meet", + "esgue", + "stuff", + "tl" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 238275, + 251487, + 226619, + 245558, + 246036, + 194110, + 18868, + 55789, + 1523, + 1175, + 2817, + 8715, + 27992, + 31842, + 146381, + 255638, + 227858, + 184492, + 241870, + 258475, + 256073, + 241859, + 203157, + 243245, + 240328, + 204044 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 174217, + 78241, + 56103, + 109918, + 57651, + 41932, + 46575, + 9156, + 4905, + 4015, + 3438, + 2461, + 5529, + 11676, + 32008, + 51475, + 31721, + 25566, + 34656, + 50917, + 32812, + 25908, + 33284, + 38287, + 66067, + 164554 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 76023, + 153461, + 1427, + 14859, + 9883, + 25132, + 218493, + 160096, + 50914, + 229714, + 239309, + 229878, + 178516, + 204769 + ] + }, + { + "label": "cleavage", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 163565, + 24765, + 202615, + 248959, + 108149, + 97807, + 137506, + 130080, + 78939, + 77280, + 44501, + 22009, + 68517, + 68110 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "low", + "output_checked": true + }, + { + "concept": "indicating", + "score": 12.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "several", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "was", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "face", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "after", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "section", + "output_checked": true + }, + { + "concept": "surface", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "shiny", + "output_checked": true + }, + { + "concept": "showed", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "ductility", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "its", + "output_checked": true + }, + { + "concept": "indicative", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "steps", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "width", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "but", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "little", + "output_checked": true + }, + { + "concept": "became", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "characteristics", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "its", + "output_checked": true + }, + { + "concept": "lacked", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "shape", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "original", + "output_checked": true + }, + { + "concept": "fracture", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "retained", + "output_checked": true + }, + { + "concept": "whereas", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "superconductor", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "when", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "tests", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "undamaged", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "alignment", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "occurred", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "few", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "voltage", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "low", + "output_checked": true + }, + { + "concept": "frequency", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "which", + "score": 3.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "atmospheric", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "low", + "output_checked": true + }, + { + "concept": "projectile", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "inelastic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "resistive", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "experimental", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "visible", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "petal", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "feather", + "output_checked": true + }, + { + "concept": "test", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "meager", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "little", + "output_checked": true + }, + { + "concept": "inactivity", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "discontinuities", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "steps", + "output_checked": true + }, + { + "concept": "arms", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "presence", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "approximately", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 90.2, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "only", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "fragments", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "feather", + "output_checked": true + }, + { + "concept": "superpower", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "numerous", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "budget", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "coloration", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "shiny", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "integrity", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "its", + "output_checked": true + }, + { + "concept": "outcome", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "broke", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "edges", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "feather", + "output_checked": true + }, + { + "concept": "brittle", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "retained", + "output_checked": true + }, + { + "concept": "fractures", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "grains", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "Thermal", + "score": 2.0, + "best_rank": 2, + "best_depth": 48.8, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "unmodified", + "score": 2.0, + "best_rank": 2, + "best_depth": 48.8, + "near_token": "original", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "quantos", + "Kwa", + "nada", + "ervan", + "trump", + "punkte", + "Hail", + "diagonal", + "pend", + "addRow", + "resp", + "wand", + "tantos", + "anque" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "opat", + "rid", + "Tit", + "Sob", + "lev", + "channel", + "stir", + "reu", + "grac", + "dim", + "Cole", + "Cann", + "Mannes", + "ago", + "tons", + "Gay", + "ving", + "trem", + "olyte" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "champ", + "chum", + "nab", + "Champ", + "song", + "dim", + "opat", + "grac", + "ving", + "channel", + "bab", + "Cole", + "ebel", + "Gay", + "Sob", + "Cann" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "chum", + "ilg", + "champ", + "fam", + "ilj", + "essional", + "Sod", + "tfrac", + "onn", + "olyte", + "Rey", + "Sesam", + "tun", + "Reis", + "def", + "Hus", + "Tit", + "Lef", + "ago", + "reu", + "Erb", + "tek" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "grac", + "ilj", + "ago", + "essional", + "dim", + "Mani", + "olyte", + "chum", + "fam", + "tfrac", + "tene", + "champ", + "nguy", + "Cann", + "Bens", + "Lef", + "Tit", + "Sod", + "tun", + "Guy" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "WOR", + "rem", + "Vo", + "detached", + "ilers", + "hst", + "Vla", + "det", + "Sed", + "sn", + "Green", + "ual", + "Su", + "Hs", + "s", + "yn", + "side", + "Green", + "Wor", + "sning", + "dyes", + "amb", + "fan", + "ae" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "side", + "Green", + "Sol", + "HI", + "Me", + "tool", + "bro", + "serial", + "Rim", + "das", + "nop", + "Rim", + "remen", + "tail", + "trading", + "nial", + "tools", + "valued", + "kick" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tool", + "side", + "tail", + "tools", + "serial", + "dad", + "trading", + "valued", + "sol", + "demos", + "select", + "Green", + "HI", + "ORS", + "tail", + "kick", + "ormap" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "select", + "record", + "sol", + "tail", + "serial", + "kick", + "Green", + "valued", + "nop", + "lives", + "uct", + "scope", + "Select", + "linear", + "blank", + "tools", + "Sol", + "fitting", + "ormap" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "switch", + "ettle", + "Select", + "listener", + "fetch", + "sus", + "select", + "delegate", + "RECE", + "TAM", + "greet", + "talk", + "Tos", + "lives", + "calls", + "subject", + "Listener", + "call", + "cdots", + "common", + "OOSE" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "ettle", + "greet", + "switch", + "listener", + "greeting", + "CRED", + "itivity", + "credits", + "common", + "talk", + "sleeping", + "linear", + "Tos", + "wechsel", + "isselle", + "Listener", + "speaker", + "racial", + "sle", + "talks", + "Common", + "automatic", + "Einf", + "capitalize", + "Greet" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "Beat", + "Apa", + "elang", + "eal", + "PLAY", + "Pea", + "Mif", + "bros", + "ladder", + "Bean", + "Leng", + "briefcase", + "beats", + "tread", + "backpacks", + "Taro", + "DAP", + "ackets", + "emphasis", + "ifiably", + "acorn", + "rub", + "ikey", + "clout" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "blas", + "kulit", + "bosses", + "ploy", + "restart", + "vender", + "oyam", + "hnung", + "vende", + "kilo", + "abilecek", + "fanbase", + "pelanggan", + "pilha", + "milion", + "authenticate" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "brus", + "ogado", + "god", + "bilgiler", + "jogar", + "deka", + "assol", + "solle", + "kund", + "delt", + "okol", + "bookshelf", + "blas", + "rotz" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Jahres", + "prong", + "tier", + "tiered", + "Proj", + "logic", + "ker", + "ausge", + "welt", + "should", + "oun", + "skepticism", + "ssk", + "erves", + "alg", + "idium", + "logical", + "arg", + "tab", + "ethics" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Stein", + "welt", + "idium", + "halk", + "idic", + "spf", + "tier", + "wir", + "verw", + "wij", + "adillo", + "spf", + "prong", + "Roh", + "mozz", + "opcode", + "casilla", + "hourly", + "tti", + "ectors", + "opf", + "ausge" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "fawn", + "podej", + "sain", + "spf", + "wat", + "kernel", + "adn" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "tang", + "Css", + "pit", + "sleep", + "forward", + "radios", + "Epp", + "rung", + "tang", + "displayText", + "rainbow", + "pit", + "unders" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "nThe", + "Neither", + "Similarly", + "Together", + "Neither", + "whereas", + "mselves", + "Compared", + "thought", + "Similarly", + "Together", + "clen", + "Meanwhile", + "Conclusion", + "today", + "neither", + "Conclusion", + "iknya", + "nPlease", + "ImageFilter", + "Secondly", + "Which", + "weekly", + "together" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Meanwhile", + "meanwhile", + "Consequently", + "Conversely", + "Similarly", + "Compared", + "nThe", + "Others", + "Similarly", + "conversely", + "Simultaneously", + "Moreover", + "Its", + "Additionally", + "ERG", + "Furthermore", + "Conclusion", + "Compared", + "Conversely", + "Additionally", + "Likewise", + "These" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Conversely", + "Consequently", + "Similarly", + "Meanwhile", + "nThe", + "conversely", + "Likewise", + "Neither", + "Clearly", + "icki", + "nPlease", + "Similarly", + "Additionally", + "Clearly", + "Whose", + "These", + "Recently", + "Within", + "Additionally", + "meanwhile", + "Another", + "Its", + "Aim", + "During", + "Hence", + "Yours", + "accordingly" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Otherwise", + "conversely", + "Consequently", + "Likewise", + "Streams", + "Similarly", + "txt", + "Consequently", + "Ships", + "Unlike", + "Errors", + "Conversely", + "Streams", + "Unless", + "Subs", + "But", + "Ess", + "json", + "versa", + "sted", + "essages", + "Obviously", + "ould", + "obviously", + "Unless", + "Frames", + "OfThe", + "osha", + "Meanwhile", + "preceded", + "Secondly", + "ologically" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "conversely", + "Meanwhile", + "ball", + "endswith", + "balls", + "json", + "Likewise", + "preceded", + "correspondingly", + "Subs", + "Errors", + "similarly", + "meanwhile", + "ound", + "Otherwise", + "otherwise", + "Varieties", + "piece", + "Similarly", + "plant", + "versa", + "Streams", + "Vals", + "Secondly", + "obian" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "begin", + "endswith", + "ball", + "Meanwhile", + "Subs", + "Secondly", + "json", + "Likewise", + "Secondly", + "conversely", + "map", + "Try", + "Varieties", + "slide", + "wise", + "subsection", + "similarly", + "heave", + "Similarly", + "end", + "obviously", + "Plain", + "otherwise", + "Otherwise", + "meanwhile", + "size" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ently", + "Of", + "Meanwhile", + "Secondly", + "Subs", + "heading", + "Say", + "Kinds", + "ately", + "ball", + "tons", + "Initially", + "ILL", + "Under", + "Secondly", + "strated", + "exists", + "undi", + "issu", + "unt", + "plant", + "imming", + "size", + "iber", + "union" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "below", + "size", + "when", + "end", + "exist", + "begin", + "he", + "unn", + "under", + "clearly", + "increasing", + "elen", + "unt", + "plain", + "eth", + "evenly", + "except", + "nt", + "elong", + "choose", + "ently", + "tons", + "ency", + "carbon", + "diss", + "et", + "implies", + "The", + "catch", + "can", + "into", + "deep" + ] + } + ], + "logit_surprising": [ + { + "concept": "fracture", + "score": 10.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "ductility", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "its", + "output_checked": true + }, + { + "concept": "indicative", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "shape", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "original", + "output_checked": true + }, + { + "concept": "surface", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "shiny", + "output_checked": true + }, + { + "concept": "after", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "section", + "output_checked": true + }, + { + "concept": "tests", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "ausge", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "ilm", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "little", + "output_checked": true + }, + { + "concept": "compared", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "little", + "output_checked": true + }, + { + "concept": "grains", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "was", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "superconducting", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "Jahres", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "shiny", + "output_checked": true + }, + { + "concept": "lacked", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "face", + "output_checked": true + }, + { + "concept": "markings", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "but", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "steps", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "Stein", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "intact", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "retained", + "output_checked": true + }, + { + "concept": "indicating", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "only", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "indicates", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "face", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "voltage", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "low", + "output_checked": true + }, + { + "concept": "fractured", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Scoped", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "bit", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "PIR", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "delay", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "poly", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "section", + "output_checked": true + }, + { + "concept": "aquilo", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "sounding", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "retomar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "roar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "original", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Tron", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "seres", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "logique", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "spf", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "baik", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "rendah", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "low", + "output_checked": true + }, + { + "concept": "resistivity", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "engineering", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "peine", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "little", + "output_checked": true + }, + { + "concept": "anyway", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "shiny", + "output_checked": true + }, + { + "concept": "shaped", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "feather", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-02__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cleavage-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-plasticity separation 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A body-centered metal failed suddenly below its transition temperature. Microscopy revealed broad planar facets connected by sharp ridges through individual crystallites.", + "prompt_tail": "tered metal failed suddenly below its transition temperature. Microscopy revealed broad planar facets connected by sharp ridges through individual crystallites.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cleavage-03", + "carrier_id": null, + "target_family": "cleavage", + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "exceptions", + "generated_token_ids": [ + 64336 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 227, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 5289 + }, + { + "label": "cleavage", + "best_rank": 976, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 21133 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "behalf", + "alike", + "ients", + "orry", + "ogether", + "accordingly", + "hereby", + "hence", + "leness", + "eles", + "isses", + "item", + "together", + "oba", + "iken", + "elm", + "together", + "ertain", + "ilities", + "ises", + "therefore", + "cen" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "persons", + "lle", + "leness", + "ii", + "arie", + "d", + "alike", + "eded", + "sic", + "persons", + "zis", + "ion", + "ided", + "ients", + "zes", + "thereof", + "lly", + "ort", + "ited", + "ids", + "ither", + "orie", + "wie", + "etc", + "dia", + "nti", + "tics", + "nto" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "alike", + "lle", + "etc", + "gonna", + "etc", + "dll", + "ii", + "thereof", + "ILD", + "ients", + "xd", + "aid", + "thereon", + "sic", + "d", + "ids", + "leness", + "persons", + "vorhanden", + "nti", + "ither", + "dz", + "needful", + "enal", + "ion" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "thereon", + "yses", + "alike", + "thereto", + "ided", + "persons", + "oides", + "ented", + "youths", + "therefrom", + "utom", + "herewith", + "herein", + "therein", + "thereafter", + "iosos", + "enos", + "edes", + "hereafter", + "thereof", + "oid", + "enced", + "aken", + "yi" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "yses", + "persons", + "Util", + "thereon", + "ided", + "thereafter", + "thereto", + "persons", + "maupun", + "wherein", + "enos", + "herein", + "commenced", + "oraz", + "herewith", + "ct", + "thence", + "ensuing", + "hereto", + "zis", + "aken", + "thereof", + "edly", + "sembled" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "upon", + "commenced", + "specimens", + "utilized", + "wherein", + "Util", + "thereon", + "thereto", + "Upon", + "Upon", + "comprised", + "photographs", + "pertaining", + "subsequently", + "individuals", + "utilizing", + "yses", + "persons", + "persons", + "zijde", + "characterized", + "consisted", + "composed", + "exhibited" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "discernible", + "thence", + "thereto", + "wrought", + "heretofore", + "assemblages", + "merely", + "burgeoning", + "delineated", + "specimens", + "whereupon", + "upon", + "viz", + "markedly", + "hitherto", + "nascent", + "notable", + "employing", + "concomitant", + "emanating", + "characterized", + "proximate", + "abutting", + "wherein", + "beneath", + "disseminated", + "discerned", + "Upon", + "abreast", + "sembled", + "Upon", + "notably" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "hitherto", + "alike", + "thence", + "indistinct", + "heretofore", + "characterized", + "aceous", + "concomitant", + "merely", + "markedly", + "abreast", + "whereupon", + "characteristic", + "wherein", + "specimens", + "whence", + "itherto", + "furthermore", + "concomit", + "specimen", + "acial", + "anatomical", + "coloration", + "delineated", + "persons", + "antile", + "assemblages", + "adduced" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "characteristic", + "viz", + "striated", + "silice", + "delineated", + "morphology", + "concomitant", + "elucidated", + "rectilinear", + "assemblages", + "mottled", + "aceous", + "coloration", + "characterized", + "wrought", + "lith", + "morphological", + "elucid", + "micrograph", + "anisotropic", + "curvil", + "morphologies", + "Morphology", + "substrate", + "specimens", + "micrographs", + "textural", + "deline", + "exhibiting", + "elucidate", + "discernible" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "striated", + "characteristic", + "metallurgical", + "coloration", + "mottled", + "spectroscopic", + "micrograph", + "observed", + "morphology", + "exhibiting", + "microscopy", + "micrographs", + "textural", + "lith", + "delineated", + "substrate", + "staining", + "crystalline", + "morphological", + "macroscopic", + "histological", + "subsurface", + "discernible", + "sculptural", + "visible", + "crystall", + "deform", + "photographic", + "anisotropic", + "densely", + "hypertro", + "epidermal" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "striated", + "observed", + "characteristic", + "coloration", + "metallurgical", + "deform", + "anatomical", + "micrograph", + "morphology", + "exhibiting", + "delineated", + "discernible", + "mottled", + "visible", + "micrographs", + "distal", + "pathological", + "distinguishing", + "symptomatic", + "staining", + "microscopy", + "hypertro", + "delineation", + "visible", + "observable", + "indicative", + "deline", + "rectilinear", + "sculptural", + "textural", + "distinct", + "evident" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "characteristic", + "morphology", + "coloration", + "observed", + "pathological", + "suggestive", + "symptomatic", + "characterized", + "deform", + "characterize", + "exhibiting", + "necrosis", + "characterizing", + "characteristic", + "diagnostic", + "microscopy", + "indicative", + "diseased", + "Characteristic", + "characteristics", + "indicating", + "distinguishing", + "Characteristic", + "disintegration", + "distinctive", + "distal", + "characteristics", + "striated", + "decomposition" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "distinguishing", + "suggestive", + "observed", + "distinguish", + "distinctive", + "coloration", + "characterizing", + "microstructure", + "described", + "distinct", + "characteristics", + "describe", + "characterized", + "describing", + "microscopy", + "characterize", + "morphology", + "indicative", + "describ", + "pattern", + "unusual", + "suggesting", + "peculiar", + "Characteristic", + "apparently", + "indicating", + "distinguished", + "describe" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "observed", + "characteristic", + "coloration", + "suggestive", + "pattern", + "describe", + "distinctive", + "characterizing", + "described", + "unusual", + "suggesting", + "describing", + "microscopy", + "morphology", + "indicative", + "distinguishing", + "resembling", + "patterned", + "describir", + "patterning", + "describ", + "distinct", + "describes", + "characterized", + "indicating", + "Pattern" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Afterwards", + "simultaneously", + "threatening", + "Suddenly", + "characterized", + "publicly", + "During", + "questions", + "whereas", + "witnesses", + "documentary", + "commentary", + "Suddenly", + "which", + "During", + "confronting", + "advertisements", + "narrated", + "later", + "recently", + "Furthermore", + "photographs", + "refugees", + "commentators", + "cinematography", + "accused", + "tonight", + "suggesting", + "tourists", + "furthermore", + "unsuccessfully", + "during" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Also", + "Also", + "Furthermore", + "Meanwhile", + "furthermore", + "Afterwards", + "Furthermore", + "Similarly", + "meanwhile", + "During", + "During", + "Similarly", + "Later", + "Recently", + "Recently", + "Conversely", + "Subsequently", + "Conversely", + "Simultaneously", + "Afterward", + "whereas", + "Meanwhile", + "Consequently", + "Likewise", + "Secondly", + "Ultimately", + "Suddenly", + "Eventually", + "Later", + "Eventually", + "Ultimately", + "Consequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Similarly", + "Meanwhile", + "Furthermore", + "meanwhile", + "Conversely", + "Similarly", + "furthermore", + "Also", + "During", + "Simultaneously", + "Conversely", + "Then", + "During", + "Afterwards", + "conversely", + "Likewise", + "whereas", + "Secondly", + "Subsequently", + "else", + "Also", + "Afterward", + "Later", + "Recently", + "Furthermore", + "Equally", + "elsewhere", + "Meanwhile", + "Ibid", + "Shouldn" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "Simultaneously", + "During", + "During", + "conversely", + "Though", + "furthermore", + "Equally", + "Alongside", + "separately", + "Along", + "Within", + "They", + "simultaneously", + "Similarly", + "Along", + "Similarly", + "Their", + "Later", + "underneath", + "Their", + "tonight", + "wirelessly", + "Another", + "Recently", + "dawned", + "elsewhere", + "Personally", + "Tonight", + "Alongside" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Its", + "Along", + "Meanwhile", + "Lately", + "meanwhile", + "colonialism", + "Yet", + "Conversely", + "Atm", + "Recently", + "conversely", + "During", + "Within", + "Worry", + "Their", + "theirs", + "bibliography", + "ToJson", + "Along", + "otham", + "olerance", + "Yesterday", + "Yours", + "Belong", + "Yet", + "Contemporary", + "mselves" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Its", + "Imaging", + "Consequently", + "Conversely", + "Moreover", + "Moreover", + "Along", + "Lately", + "Furthermore", + "Conversely", + "Consequently", + "Its", + "Recent", + "His", + "Recently", + "Within", + "Recent", + "meanwhile", + "Imaging", + "Microscopy", + "Similarly", + "Along", + "Symptoms", + "nThe", + "microscopy", + "Compared", + "During", + "coli" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Meanwhile", + "Its", + "Consequently", + "Recent", + "nThe", + "Conversely", + "Conversely", + "Imaging", + "Its", + "Recent", + "Lately", + "Recently", + "Consequently", + "Furthermore", + "Their", + "Moreover", + "Imaging", + "Symptoms", + "His", + "Yet", + "Similarly", + "Moreover", + "During", + "Yet", + "meanwhile", + "During", + "conversely" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Conversely", + "ImagePath", + "hydrox", + "Conversely", + "conversely", + "Meanwhile", + "Secondly", + "LEM", + "Pourtant", + "LessThan", + "Its", + "coli", + "nThe", + "Alternatively", + "Likewise", + "ProductName", + "Consequently", + "Stellen", + "Its", + "FAE", + "Simultaneously", + "Welcome", + "OUND", + "txt" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Errors", + "WithError", + "Secondly", + "ErrorMessage", + "Secondly", + "Streams", + "ImagePath", + "balls", + "plant", + "coli", + "chnik", + "Subs", + "Sick", + "angles", + "Meanwhile", + "arz", + "ocond", + "viewModel", + "glEnable", + "UMENT", + "maxima", + "ImageFilter", + "Mere", + "Bienvenidos", + "auche", + "Vet" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "UMENT", + "ument", + "ocond", + "Copy", + "chnik", + "ULAR", + "maal", + "ImagePath", + "ILL", + "dent", + "arrows", + "Another", + "angles", + "coli", + "Errors", + "ATHER", + "WithError", + "ACKS", + "ector", + "UnitTest", + "viewModel", + "opy", + "ErrorMessage", + "Secondly", + "ANGLE", + "ardini", + "Another" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ImagePath", + "exceptions", + "angle", + "UMENT", + "Subs", + "angles", + "ANGLE", + "ivities", + "ector", + "ILL", + "SearchResults", + "ittle", + "ument", + "oki", + "dehyde", + "ATHER", + "StartDate", + "reticulum", + "arger", + "Secondly", + "ARROW", + "subs", + "arrow", + "ULAR", + "ocht" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "exceptions", + "The", + "ocy", + "fail", + "ument", + "copy", + "ight", + "rystalline", + "ocular", + "subs", + "jpg", + "ococcal", + "The", + "unn", + "union", + "Subs", + "angle", + "cular", + "substrate", + "ceres", + "ector", + "errors", + "underline", + "length", + "center", + "rystals", + "Let", + "exception", + "This", + "Sph", + "umb", + "urrent" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 234944, + 249123, + 234616, + 252541, + 251681, + 186637, + 477, + 6115, + 133, + 98, + 228, + 535, + 5402, + 14375, + 72759, + 210599, + 179082, + 148883, + 229878, + 219512, + 186320, + 212680, + 202633, + 241657, + 232917, + 136705 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 168442, + 82870, + 76436, + 182162, + 78346, + 110550, + 40835, + 5723, + 8249, + 6210, + 3724, + 1717, + 1183, + 977, + 9071, + 13682, + 22764, + 10352, + 54523, + 28945, + 11939, + 7382, + 14784, + 35875, + 76119, + 103981 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 42089, + 214108, + 5290, + 7956, + 9608, + 12904, + 165766, + 82642, + 36809, + 153979, + 177990, + 217699, + 179412, + 196988 + ] + }, + { + "label": "cleavage", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 200418, + 44380, + 251088, + 249665, + 25514, + 43295, + 83049, + 88653, + 38147, + 53007, + 21134, + 24965, + 38535, + 34793 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 20.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "cracks", + "score": 10.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "began", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "which", + "score": 8.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "several", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "expected", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "below", + "output_checked": true + }, + { + "concept": "the", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "through", + "output_checked": true + }, + { + "concept": "whereas", + "score": 7.0, + "best_rank": 4, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "indicating", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "alloy", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "failure", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "discontinuities", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "during", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "grains", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "sections", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "showed", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "under", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "geometry", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "tensile", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "below", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "phase", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "transition", + "output_checked": true + }, + { + "concept": "inexplicable", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "tracts", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "quarters", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "that", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "smaller", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "by", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "physics", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "body", + "output_checked": true + }, + { + "concept": "diagnostic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "geometries", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "connective", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "by", + "output_checked": true + }, + { + "concept": "lattice", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "bridges", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "by", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "evidence", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "everybody", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "body", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "surrounded", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "became", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "body", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "rather", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "interspersed", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "while", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "patches", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "inconsistencies", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "intersections", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "due", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "fractures", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "specimens", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "crystals", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "prematurely", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "accelerates", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "body", + "output_checked": true + }, + { + "concept": "cubic", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "crack", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "when", + "score": 2.0, + "best_rank": 2, + "best_depth": 75.6, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "across", + "score": 2.0, + "best_rank": 2, + "best_depth": 78.0, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "spanning", + "score": 2.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "Hail", + "quantos", + "ervan", + "anque", + "yclerView", + "punkte", + "ynitrite" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "lev", + "trem", + "grac", + "tons", + "Mannes", + "stir", + "Proc", + "Cann", + "prof", + "Sob", + "Blanch", + "opat", + "Pres", + "Beg", + "blot", + "pres", + "channel", + "Cole", + "Lav", + "Tit", + "ment", + "olyte" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "prof", + "Clon", + "Cann", + "Pres", + "lev", + "Proc", + "nab", + "trem", + "stir", + "dim", + "grac", + "reu", + "Sesam", + "pres", + "Cock", + "rid", + "chum", + "plo", + "ums", + "glob" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ilj", + "tfrac", + "def", + "ilg", + "Reis", + "chum", + "usan", + "champ", + "prof", + "alk", + "ebu", + "reu", + "Trotz", + "essional", + "alez", + "noch" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "tfrac", + "ilj", + "ago", + "Mani", + "dim", + "essional", + "grac", + "champ", + "Reis", + "amb", + "Tit", + "tene", + "olyte", + "Pres" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "amb", + "ilers", + "hst", + "Vo", + "Su", + "det", + "WOR", + "sn", + "oben", + "VERE", + "yn", + "fram", + "terc", + "Sed", + "detached", + "ual", + "ingen", + "sol", + "susp", + "Nagata" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "side", + "kick", + "Sol", + "tools", + "Green", + "HI", + "tool", + "remen", + "duct", + "bro", + "serial", + "demos", + "rem", + "don", + "nial", + "seq", + "Me", + "ME", + "trading", + "orel" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "tool", + "sol", + "HI", + "tail", + "duct", + "serial", + "kick", + "remen", + "select", + "demos", + "seq", + "dad", + "turbo", + "trading", + "valued" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "record", + "sol", + "select", + "Sol", + "kick", + "Green", + "tool", + "uct", + "serial", + "nop", + "Select", + "linear", + "tail", + "tools", + "HI", + "did", + "perform", + "tract" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "sus", + "Select", + "fetch", + "OOSE", + "select", + "ettle", + "common", + "subject", + "switch", + "data", + "listener", + "cdots", + "traits", + "greet", + "tattoo", + "dynamic", + "greeting", + "itivity", + "Green", + "cactus" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "greeting", + "Greet", + "switch", + "ettle", + "fetch", + "data", + "linear", + "tools", + "listener", + "credits", + "cuk", + "speaker", + "Greeting", + "candy", + "dynamic", + "cereal", + "capitalize", + "wechsel", + "diet", + "microsoft", + "Tos", + "Einf", + "calls", + "CRED", + "RECE", + "traits", + "Meals" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "Apa", + "alh", + "hus", + "carn", + "PAS", + "itian", + "DAP", + "bag", + "hap", + "lb", + "acclaim", + "bag", + "nows", + "epar", + "formula", + "hound", + "identical", + "ackets", + "berbasis", + "runner", + "BAG", + "Tia" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "kulit", + "cama", + "costing", + "despert", + "lick", + "dictionaries", + "getId", + "department", + "playoffs", + "pickle", + "pelanggan", + "erinner", + "oyam", + "playlists", + "rectum", + "bosses", + "overlap", + "kik", + "gods", + "blas" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "deka", + "berj", + "god", + "dfs", + "zgod", + "brus", + "kund", + "viol", + "assol", + "abilecek", + "rotz", + "God", + "verl", + "toch", + "bilgiler", + "blas", + "owes" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "tier", + "prong", + "logic", + "Jahres", + "afect", + "ausge", + "trilogy", + "wise", + "logic", + "familie", + "segmented", + "poste", + "undocumented", + "logique", + "father", + "toggle", + "ktor" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "afect", + "wij", + "tier", + "wir", + "halk", + "adillo", + "gaard", + "altung", + "idic", + "spf", + "discord", + "ham", + "iy", + "azimuth", + "ques", + "ospel", + "cuad", + "idium", + "Stein", + "ography", + "strokes", + "Versions" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "contre", + "spf", + "fawn", + "penj", + "quadrant" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "radios", + "cantilever", + "simultaneously", + "stripped", + "addTask", + "diambil", + "foreground", + "scheduler", + "Rosenthal", + "fileupload", + "rocket", + "sky", + "slit", + "rainbow", + "schematically" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Simultaneously", + "Meanwhile", + "Similarly", + "alike", + "weekly", + "imaged", + "Weekly", + "imaging", + "blew", + "Imaging", + "Together", + "nThe", + "pits", + "Embry", + "simultaneously", + "Along", + "Together", + "Entered", + "along", + "Weekly", + "Transmission", + "blasts", + "retr", + "Tube", + "Subs" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Simultaneously", + "Consequently", + "Meanwhile", + "meanwhile", + "Consequently", + "Compared", + "Moreover", + "nCurrent", + "Furthermore", + "simultaneously", + "Similarly", + "accordingly", + "Its", + "Embry", + "Explain", + "Symptoms", + "mf", + "consequently", + "SCs", + "Conversely", + "sketches", + "Microscopy", + "nH" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Meanwhile", + "Simultaneously", + "Similarly", + "Consequently", + "meanwhile", + "mf", + "Recently", + "Likewise", + "nThe", + "Explain", + "Observe", + "Equally", + "nPlease", + "Symptoms", + "Embry", + "Furthermore", + "Recent", + "iknya", + "consequently", + "conversely", + "nCurrent" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Subs", + "conversely", + "Simultaneously", + "Consequently", + "Otherwise", + "Furthermore", + "subs", + "txt", + "Meanwhile", + "Conversely", + "Embry", + "Alternatively", + "Repeat", + "furthermore", + "Similarly", + "Errors", + "versa", + "Consequently", + "osha", + "alternatively", + "Unlike", + "Secondly", + "otherwise", + "simultaneously" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Subs", + "Meanwhile", + "Errors", + "conversely", + "Secondly", + "letas", + "Otherwise", + "Simultaneously", + "Secondly", + "secondly", + "Subs", + "subs", + "urally", + "meanwhile", + "json", + "weak", + "Origins", + "othesis", + "createElement", + "ackle", + "Therefore", + "aneously" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Subs", + "Meanwhile", + "othesis", + "Origins", + "secondly", + "Simultaneously", + "Secondly", + "Therefore", + "Secondly", + "simultaneously", + "conversely", + "Another", + "letas", + "Each", + "json", + "Repeat", + "Begin", + "dent", + "Subtract", + "underwent", + "Another", + "Errors", + "meanwhile", + "ively" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "urally", + "Subs", + "ivities", + "Secondly", + "Secondly", + "ctors", + "ately", + "gt", + "ctuation", + "secondly", + "ATIVES", + "Simultaneously", + "aints", + "ight", + "arrow", + "wich", + "simultaneously", + "ImagePath", + "ature" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "Microscopy", + "This", + "It", + "rystalline", + "Sick", + "ight", + "Sub", + "he", + "Let", + "end", + "By", + "exceptions", + "nt", + "They", + "These", + "Morphology", + "For", + "Crystal", + "ency", + "coli", + "Subs", + "When", + "A", + "microscope", + "okia", + "crystalline", + "Microscope", + "B", + "Such", + "Within", + "His" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "crack", + "score": 8.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "expected", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "below", + "output_checked": true + }, + { + "concept": "cracks", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "grains", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "fracture", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "discontinuities", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "God", + "score": 4.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "reveals", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "tensile", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "under", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "rele", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "transition", + "output_checked": true + }, + { + "concept": "brus", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "prong", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "segments", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "because", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "during", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "Subs", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "duke", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "body", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "through", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "due", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "fractures", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "crystals", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "lattice", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "grain", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "indicating", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "cubic", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Viva", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "input", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "detailed", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "debuted", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "Ama", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "Apa", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Compl", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "getName", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "politischen", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "kulit", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "tier", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "spf", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "serp", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "weighing", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "body", + "output_checked": true + }, + { + "concept": "driven", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "symmetrically", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "powered", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "analogy", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "memiliki", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "while", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "began", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "transition", + "output_checked": true + }, + { + "concept": "showed", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "that", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "revealed", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-03__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cleavage-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-plasticity separation 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A thick steel section opened under modest loading after rapid cooling. The separated faces showed flat reflective planes and negligible evidence of local necking.", + "prompt_tail": "thick steel section opened under modest loading after rapid cooling. The separated faces showed flat reflective planes and negligible evidence of local necking.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cleavage-04", + "carrier_id": null, + "target_family": "cleavage", + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "geom", + "generated_token_ids": [ + 79976 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 3382, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 3440 + }, + { + "label": "cleavage", + "best_rank": 28683, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 20686 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "orry", + "accordingly", + "hereby", + "ients", + "hence", + "ogether", + "leness", + "eles", + "oba", + "iken", + "ammed", + "isses", + "item", + "together", + "ilities", + "ises", + "according", + "anyak", + "elm", + "which", + "ertain", + "therefore" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "leness", + "persons", + "d", + "ion", + "ie", + "ided", + "ither", + "wards", + "ii", + "ients", + "hence", + "zes", + "arie", + "eded", + "zis", + "lly", + "tics", + "ort", + "iew", + "ited", + "fty", + "zia", + "thereof", + "edly", + "alike", + "lli", + "dia", + "gement", + "ndo" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "gonna", + "lle", + "alike", + "etc", + "thereof", + "etc", + "sic", + "dll", + "ain", + "centre", + "retarded", + "nti", + "d", + "ients", + "mente", + "fty", + "centre", + "thru", + "thereon", + "leness", + "nig" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thereto", + "pursuant", + "thereafter", + "thence", + "thereof", + "herein", + "therefrom", + "persons", + "therein", + "thereon", + "persons", + "heretofore", + "whereupon", + "wherein", + "hereafter", + "hereto", + "lle", + "sic", + "forthwith", + "abutting", + "adjoining", + "sequent", + "Thereafter", + "proximate" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "forthwith", + "whilst", + "thereafter", + "thereto", + "whereupon", + "wherein", + "heretofore", + "thereof", + "herein", + "pursuant", + "unto", + "resultant", + "requisite", + "persons", + "whereby", + "commenced", + "Whilst", + "hereto", + "therefrom", + "insofar", + "efectu", + "abutting", + "upon", + "thereon" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "commenced", + "pursuant", + "thereto", + "thence", + "whereupon", + "wherein", + "whilst", + "subsequently", + "upon", + "prior", + "utilized", + "forthwith", + "comprised", + "commencing", + "utilizing", + "pertaining", + "herein", + "presently", + "heretofore", + "hereafter", + "therefrom", + "ascertaining", + "noted", + "proceedings", + "awaiting", + "notwithstanding", + "adjoining", + "abreast", + "utilised" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "prior", + "subsequently", + "thereafter", + "requisite", + "thence", + "insofar", + "proximate", + "heretofore", + "subsequent", + "primarily", + "thereto", + "ancillary", + "extant", + "notwithstanding", + "principally", + "proximal", + "satisfactorily", + "expedient", + "discernible", + "necessitating", + "appreciably", + "predicated", + "approximately", + "sufficiently", + "utilized", + "pursuant", + "utilizing", + "marginally", + "amenable", + "protracted", + "whereupon" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "commenced", + "thereto", + "requisite", + "satisfactorily", + "thence", + "discernible", + "notwithstanding", + "ascertained", + "heretofore", + "insofar", + "hitherto", + "furthermore", + "commencing", + "proximate", + "merely", + "presently", + "extant", + "inasmuch", + "whereupon", + "incipient", + "sundry", + "wherein", + "thereafter", + "annum", + "appreciably", + "henceforth", + "forthwith", + "pertanto", + "thereof", + "subsequently", + "pertaining" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "requisite", + "discernible", + "proximate", + "incipient", + "nascent", + "indicative", + "necessitating", + "proximal", + "ancillary", + "extant", + "subsequently", + "amenable", + "delineated", + "predominantly", + "merely", + "utilized", + "devoid", + "effluent", + "burgeoning", + "lediglich", + "egress", + "subsequent", + "substantial", + "albeit", + "quiescent", + "thereafter", + "pertinent", + "invariably", + "cessation", + "rectilinear" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "observed", + "proximate", + "egress", + "quiescent", + "indicative", + "effluent", + "discernible", + "exhibited", + "observational", + "prophylactic", + "exhibiting", + "incipient", + "uniformly", + "proximal", + "uniformity", + "circumferential", + "polyethylene", + "subsequent", + "satisfactorily", + "rectilinear", + "radiographic", + "evidentiary", + "vasculature", + "negligible", + "observable", + "protracted", + "distal", + "pristine", + "marginally", + "robust", + "salient" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "quiescent", + "observed", + "discernible", + "exhibiting", + "indicative", + "vasculature", + "meticulous", + "proximate", + "exhibited", + "distal", + "pristine", + "protracted", + "uniformity", + "prophylactic", + "uniformly", + "observable", + "suggestive", + "effluent", + "incipient", + "subsequent", + "satisfactorily", + "delineated", + "metallurgical", + "conspicuously", + "striated", + "aseptic", + "markedly", + "spectroscopic", + "subsurface", + "egress" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicative", + "indicating", + "exhibiting", + "characteristic", + "exhibited", + "uniformly", + "suggestive", + "uniformity", + "indicating", + "observed", + "symptomatic", + "suggesting", + "characterize", + "indications", + "ultrast", + "rectilinear", + "aseptic", + "characteristics", + "spectroscopic", + "identically", + "characteristic", + "histological", + "prophylactic", + "quiescent", + "indicate", + "characterized", + "sustained", + "demonstrating" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "uniformly", + "uniformity", + "indicative", + "characteristic", + "indicating", + "devoid", + "suggestive", + "uniformly", + "characteristics", + "exhibiting", + "atypical", + "rectilinear", + "sterility", + "uniform", + "Uniform", + "Characteristics", + "Characteristics", + "exhibited", + "characterize", + "characteristic", + "indicating", + "suggesting", + "sterile", + "characterizing", + "characteristics" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "uniformly", + "indicative", + "devoid", + "characteristic", + "indicating", + "uniformity", + "uniformly", + "suggestive", + "atypical", + "rectilinear", + "sterile", + "exhibiting", + "consistent", + "decisively", + "conspicuously", + "typical", + "indicating", + "sterility", + "suggesting", + "efficiently", + "Characteristics", + "consistent", + "characteristic", + "strikingly", + "conclusively", + "cleanly", + "observed", + "characteristics", + "absence", + "absence" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "whereas", + "suggesting", + "demonstrating", + "Furthermore", + "Whereas", + "while", + "During", + "During", + "indicating", + "which", + "characterized", + "simultaneously", + "Conversely", + "Conversely", + "whereupon", + "several", + "evidence", + "neither", + "Which", + "reportedly", + "witnesses", + "whence", + "showcasing", + "during", + "although", + "showing", + "whilst", + "promising", + "Meanwhile", + "Consequently", + "accompanying", + "threatening" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "whereas", + "Furthermore", + "Similarly", + "Similarly", + "Conversely", + "furthermore", + "Conversely", + "Meanwhile", + "Furthermore", + "meanwhile", + "During", + "During", + "Yet", + "Consequently", + "Likewise", + "Consequently", + "whereas", + "Also", + "similarly", + "Recently", + "likewise", + "Recently", + "Certainly", + "Ultimately", + "Whereas", + "conversely", + "Simultaneously", + "While", + "While", + "Also", + "Nevertheless", + "Meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Similarly", + "Similarly", + "Furthermore", + "Conversely", + "furthermore", + "whereas", + "similarly", + "Meanwhile", + "meanwhile", + "Conversely", + "conversely", + "likewise", + "Likewise", + "Also", + "Furthermore", + "Simultaneously", + "Yet", + "Consequently", + "Similar", + "Equally", + "else", + "During", + "Moreover", + "Also", + "Again", + "Meanwhile", + "Recently", + "Interestingly", + "Whereas", + "Secondly", + "Subsequently", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Similarly", + "furthermore", + "meanwhile", + "conversely", + "During", + "whereas", + "Meanwhile", + "Similarly", + "Furthermore", + "Simultaneously", + "While", + "Their", + "Conversely", + "Finally", + "During", + "Though", + "Equally", + "Likewise", + "tandis", + "Within", + "Secondly", + "secondly", + "mientras", + "Within", + "Compared", + "Alongside", + "likewise", + "while", + "Both", + "Despite" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "conversely", + "Its", + "Similarly", + "Their", + "Conversely", + "Their", + "Meanwhile", + "Yet", + "Conversely", + "Yet", + "meanwhile", + "theirs", + "Its", + "Similarly", + "Yours", + "Worry", + "Lately", + "whereas", + "Likewise", + "Along", + "They", + "Together", + "Recently", + "Unless", + "Yesterday", + "Rather", + "Wasn", + "hers", + "Within", + "Today" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Meanwhile", + "Its", + "Their", + "Similarly", + "Compared", + "Conversely", + "Conversely", + "Consequently", + "conversely", + "Their", + "whereas", + "nThe", + "Recently", + "Compared", + "His", + "Lately", + "Moreover", + "They", + "During", + "Together", + "Recent", + "holtz", + "His", + "Contrast", + "mselves", + "Furthermore", + "Yet", + "Within", + "Along", + "Yet" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Their", + "Its", + "Its", + "Similarly", + "Their", + "Compared", + "Conversely", + "Meanwhile", + "Consequently", + "They", + "conversely", + "Conversely", + "nThe", + "Recently", + "Each", + "Together", + "Recent", + "During", + "Yet", + "Previously", + "Lately", + "His", + "Regardless", + "His", + "Yet", + "Contrast", + "theirs", + "holtz", + "Consequently", + "Compared", + "During", + "Unless" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Conversely", + "conversely", + "Secondly", + "Conversely", + "Yet", + "THAN", + "Its", + "Recently", + "Similarly", + "Alternatively", + "Pourtant", + "Except", + "acles", + "Historically", + "Unless", + "Likewise", + "Furthermore", + "Its", + "Than", + "Unless", + "secondly", + "Didn", + "LessThan", + "Previously", + "Stellen", + "Oder", + "ExceptionHandler", + "txt", + "Their", + "Hence", + "Consequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "balls", + "conversely", + "plant", + "undes", + "WAS", + "Mere", + "pots", + "achts", + "heading", + "othesis", + "Marken", + "WithError", + "acles", + "Subs", + "pairs", + "Conversely", + "ball", + "riches", + "quist", + "amers", + "ocond", + "THAN" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "othesis", + "balls", + "ball", + "Kart", + "ocond", + "Subs", + "istles", + "THAN", + "plant", + "heading", + "mares", + "subs", + "oulton", + "pots", + "Ships", + "acles", + "union", + "Kart", + "Backspace", + "ittest", + "chew", + "quist", + "achts", + "conversely", + "miques" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "heading", + "east", + "Subs", + "heading", + "undes", + "Heading", + "subs", + "iculata", + "pairs", + "ball", + "IES", + "GRAPH", + "Determination", + "amers", + "Ships", + "acular", + "pari", + "chew", + "iero", + "bullet", + "ARROW", + "stens", + "ocat" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "geom", + "bull", + "underline", + "ococcal", + "applied", + "bullet", + "points", + "errors", + "past", + "sphere", + "map", + "sph", + "pairs", + "punch", + "event", + "graphic", + "graph", + "paste", + "blank", + "ball", + "pare", + "types", + "increasing", + "bor", + "pipe", + "bar", + "length", + "unted", + "etry", + "black", + "subs", + "pdf" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 220290, + 223105, + 201370, + 190850, + 172865, + 102789, + 5296, + 21869, + 8192, + 5221, + 3383, + 6224, + 25858, + 49913, + 107923, + 231940, + 226337, + 183345, + 235493, + 242000, + 224529, + 231151, + 223140, + 248480, + 244565, + 202359 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 173169, + 70591, + 54266, + 120094, + 72365, + 83853, + 48931, + 73710, + 84771, + 92939, + 41961, + 29356, + 37061, + 99368, + 28843, + 36328, + 51991, + 36884, + 48015, + 63279, + 28684, + 47256, + 84460, + 140617, + 139335, + 169767 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 73196, + 253622, + 3441, + 17303, + 12699, + 21362, + 175120, + 143829, + 47251, + 120200, + 146289, + 210149, + 142934, + 162535 + ] + }, + { + "label": "cleavage", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 136921, + 20687, + 243919, + 256673, + 59689, + 38008, + 85021, + 124218, + 136213, + 149979, + 88402, + 69891, + 105297, + 89379 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "whereas", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 12.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "reflective", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "several", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "because", + "score": 9.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "was", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "deformation", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "neck", + "output_checked": true + }, + { + "concept": "but", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "pressure", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "modest", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "lacked", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "shimmering", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "reflective", + "output_checked": true + }, + { + "concept": "quarters", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "thickness", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "section", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "failure", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "after", + "output_checked": true + }, + { + "concept": "localized", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "local", + "output_checked": true + }, + { + "concept": "photographs", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "were", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "chapter", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "implications", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "negligible", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sections", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "years", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "after", + "output_checked": true + }, + { + "concept": "immense", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "under", + "output_checked": true + }, + { + "concept": "book", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "brittle", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "cracks", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "fatigue", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "collapse", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "under", + "output_checked": true + }, + { + "concept": "discernible", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "ductile", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "neck", + "output_checked": true + }, + { + "concept": "machined", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "ductility", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "neck", + "output_checked": true + }, + { + "concept": "width", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "section", + "output_checked": true + }, + { + "concept": "temperature", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "uniformly", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "inexplicable", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "every", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "under", + "output_checked": true + }, + { + "concept": "relief", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "modest", + "output_checked": true + }, + { + "concept": "this", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "suddenly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "exposure", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "fortress", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "damage", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "negligible", + "output_checked": true + }, + { + "concept": "Its", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Its", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "fragmentation", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "acted", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "section", + "output_checked": true + }, + { + "concept": "plate", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "after", + "output_checked": true + }, + { + "concept": "exhibited", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "appeared", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Suddenly", + "score": 2.0, + "best_rank": 2, + "best_depth": 48.8, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "loads", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "caused", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "Hail", + "nada", + "quantos", + "Kwa", + "ervan", + "wand", + "undos", + "NORE", + "anque", + "addRow", + "cred" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "lev", + "grac", + "tons", + "opat", + "Beg", + "channel", + "reu", + "Sob", + "Cann", + "trem", + "Doyle", + "mamy", + "Mannes", + "ago", + "prof", + "dim", + "pres", + "stir", + "Bog", + "Rid", + "Blanch" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "opat", + "lev", + "chum", + "ocy", + "grac", + "prof", + "dim", + "pres", + "reu", + "val", + "rid", + "Beg", + "bog", + "ins", + "ott", + "Pres", + "phones", + "champ", + "gham", + "rum", + "trem", + "ebo", + "Doyle", + "mamy" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "chum", + "Reis", + "ilg", + "dim", + "ilj", + "def", + "brink", + "champ", + "fam", + "bod", + "essional", + "grac", + "bog", + "Pres", + "alk", + "trem", + "tun", + "ri", + "lev", + "Langer" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "dim", + "grac", + "Reis", + "ilj", + "chum", + "lev", + "ago", + "brink", + "essional", + "tfrac", + "byt", + "Mani", + "tene", + "Pres", + "rock", + "Tit", + "Apa", + "Mannes" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "illing", + "side", + "Vo", + "ilers", + "WOR", + "yn", + "VERE", + "orel", + "sag", + "IVI", + "rem", + "ORS", + "OMe", + "s", + "hst", + "vyr", + "setia", + "det", + "Sed", + "ELD", + "ieden", + "icot", + "Hs" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "side", + "Sol", + "trading", + "tools", + "kick", + "HI", + "tool", + "cares", + "select", + "Select", + "seq", + "OHC", + "Er", + "DEP", + "lim", + "Me", + "Sol", + "ME" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "trading", + "HI", + "tool", + "tail", + "sol", + "select", + "Cermak", + "Select", + "kick", + "turbo", + "duct", + "dal", + "truncate", + "demos", + "simple", + "yal", + "DEP", + "remen", + "valued" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "select", + "tools", + "side", + "sol", + "Select", + "konto", + "tool", + "Green", + "kick", + "tail", + "pick", + "Sol", + "record", + "simple", + "duct", + "trading", + "HI", + "tract", + "Prot", + "truncate" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "sus", + "Select", + "select", + "switch", + "OOSE", + "common", + "subject", + "tools", + "holders", + "pick", + "ettle", + "konto", + "trait", + "greet", + "cdots", + "var", + "proj", + "item", + "simple", + "rac", + "Prot" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "linear", + "switch", + "greeting", + "resolve", + "greet", + "RECE", + "holders", + "ettle", + "racial", + "isselle", + "subject", + "detailed", + "reset", + "pepper", + "sus", + "capitalize", + "CERT", + "Greet", + "rase", + "sleeping" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "bag", + "extend", + "refresh", + "elson", + "rami", + "BL", + "itian", + "BAG", + "bag", + "acclaim", + "goal", + "wij", + "wid", + "hun", + "piss", + "hound", + "Bag", + "loaf" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "abilecek", + "kulit", + "boss", + "getId", + "wak", + "BL", + "appla", + "adet", + "httpClient", + "cribable", + "slutt", + "loudest", + "dieu", + "abgeschlossen", + "anger", + "pickle", + "bilen", + "boss", + "buttonclick" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "brus", + "God", + "Brus", + "DEL", + "ogado", + "golfer", + "punt", + "delt", + "del", + "dfs", + "DEL", + "bilgiler", + "gor", + "god" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "logical", + "logical", + "logic", + "logic", + "Jahres", + "prong", + "ausge", + "landen", + "Ber", + "ounced", + "teren", + "logique", + "referendum", + "tier", + "Tug" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Stein", + "halk", + "idic", + "welt", + "wir", + "saut", + "spf", + "skips", + "idium", + "opcode", + "ounced", + "altung", + "tti", + "argumentation", + "ectors", + "solltest", + "endroits", + "Gut" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "adn", + "contr", + "baik", + "spf", + "sain", + "fawn", + "ilm", + "contre" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "schematically", + "DisplayText", + "spatially", + "spoken", + "rime", + "cantilever", + "radios" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Similarly", + "nThe", + "Together", + "Neither", + "Neither", + "Meanwhile", + "Thirdly", + "Secondly", + "Likewise", + "Simultaneously", + "Weekly", + "iknya", + "alike", + "Thought", + "Together", + "imaged", + "Moreover", + "Only", + "neither", + "industry", + "Imaging", + "weekly", + "backing", + "Except", + "Yesterday" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Similarly", + "Its", + "Simultaneously", + "Consequently", + "Compared", + "Similarly", + "Its", + "Moreover", + "Meanwhile", + "meanwhile", + "nThe", + "Consequently", + "Compared", + "Neither", + "Earlier", + "Few", + "ERG", + "iknya", + "compared", + "Earlier" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Similarly", + "Neither", + "Earlier", + "Its", + "nPlease", + "Consequently", + "Neither", + "nThe", + "Earlier", + "Whose", + "Likewise", + "earlier", + "Recently", + "holtz", + "Previously", + "Consequently", + "Shortly", + "Recently", + "recently", + "Bunun", + "conversely", + "Similarly", + "Initially" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "conversely", + "Similarly", + "Unlike", + "Alternatively", + "Subs", + "Conversely", + "Except", + "Secondly", + "Previously", + "flanks", + "unlike", + "Historically", + "Conversely", + "Otherwise", + "Recently", + "Errors", + "Alternatively", + "Neither", + "Neither", + "Simultaneously", + "sted", + "Observe", + "Exceptions", + "Errors", + "alternatively", + "Recently", + "Obviously", + "Likewise" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "conversely", + "Errors", + "Previously", + "piece", + "Except", + "Subs", + "Secondly", + "Errors", + "Varieties", + "previously", + "heading", + "Meanwhile", + "Prediction", + "weak", + "Model", + "ball", + "By", + "Modes", + "balls", + "Exceptions", + "falls", + "miques", + "lessly", + "istles" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "othesis", + "Subs", + "Errors", + "weak", + "pieces", + "By", + "piece", + "heading", + "begin", + "Varieties", + "Previously", + "ball", + "Secondly", + "Already", + "Except", + "conversely", + "Try", + "subheading", + "Errors", + "Simulation", + "Set", + "sure", + "Model", + "weak" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ately", + "originally", + "heading", + "Previously", + "Subs", + "Initially", + "Secondly", + "atures", + "Details", + "heading", + "Initially", + "ature", + "Under", + "meanwhile", + "Of", + "alone", + "Simulation", + "amers", + "Yet", + "Meanwhile", + "ipation", + "Alone", + "Varieties", + "sure", + "Similarly" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "et", + "etting", + "Sick", + "Yet", + "ittle", + "etches", + "Under", + "obs", + "each", + "except", + "item", + "No", + "geom", + "ieves", + "hard", + "ight", + "etian", + "pad", + "subsubsection", + "ies", + "brand", + "black", + "eting", + "ipation", + "oun", + "under", + "only", + "istle", + "union", + "iew", + "als" + ] + } + ], + "logit_surprising": [ + { + "concept": "surfaces", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "deformation", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "neck", + "output_checked": true + }, + { + "concept": "prong", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "ausge", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "fracture", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "bolted", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "section", + "output_checked": true + }, + { + "concept": "fatigue", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "halves", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "pressure", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "under", + "output_checked": true + }, + { + "concept": "damage", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "book", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "plate", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "brittle", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "appeared", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "cama", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "modest", + "output_checked": true + }, + { + "concept": "brus", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "markings", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "reflective", + "output_checked": true + }, + { + "concept": "opening", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "indicative", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "signs", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "seemed", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Stress", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "pieces", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "cracks", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "immense", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "under", + "output_checked": true + }, + { + "concept": "loads", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "extend", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "kres", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "Part", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "reflective", + "output_checked": true + }, + { + "concept": "DAP", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "section", + "output_checked": true + }, + { + "concept": "getId", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ostat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "rozs", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "reflective", + "output_checked": true + }, + { + "concept": "kilo", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "Glor", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "dissected", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "evidence", + "output_checked": true + }, + { + "concept": "wij", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "after", + "output_checked": true + }, + { + "concept": "Stein", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "section", + "output_checked": true + }, + { + "concept": "ilm", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "reflective", + "output_checked": true + }, + { + "concept": "multilayer", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "roll", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "indicating", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "anywhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "rope", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "exposure", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "spont", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "resulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "The", + "output_checked": true + }, + { + "concept": "portion", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "pronounced", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "showed", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-04__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cleavage-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-plasticity separation 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A notched iron alloy snapped during a cold bend test before appreciable permanent curvature developed. River-like markings on the facets converged toward the initiation site.", + "prompt_tail": " alloy snapped during a cold bend test before appreciable permanent curvature developed. River-like markings on the facets converged toward the initiation site.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cleavage-05", + "carrier_id": null, + "target_family": "cleavage", + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "union", + "generated_token_ids": [ + 29774 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 20242, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 395 + }, + { + "label": "cleavage", + "best_rank": 6591, + "best_depth": 56.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 14178 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "accordingly", + "alike", + "leness", + "behalf", + "hereby", + "therefore", + "orry", + "iken", + "according", + "According", + "oba", + "isses", + "eces", + "item", + "ilities", + "ients", + "asons", + "eles", + "ogether", + "ammed", + "beer", + "which", + "people", + "ells", + "anyak", + "onis" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "persons", + "leness", + "thing", + "somebody", + "lle", + "hence", + "everybody", + "nobody", + "zis", + "d", + "ither", + "orie", + "ewise", + "arie", + "dia", + "eded", + "persons", + "lly", + "tics", + "ion", + "ort", + "ie", + "wards", + "guys", + "anybody", + "etc", + "gement", + "ided", + "ilities" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "gonna", + "lle", + "thereon", + "ising", + "wards", + "etc", + "centre", + "hence", + "thereof", + "defence", + "thereto", + "centre", + "persons", + "needful", + "organised", + "Persons", + "realising", + "sebagainya", + "Defence", + "ither", + "programme", + "organisation", + "alike", + "aforesaid", + "sic", + "thence" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thereto", + "herein", + "thence", + "therefrom", + "persons", + "thereof", + "wherein", + "therein", + "whereupon", + "forthwith", + "pursuant", + "commenced", + "thereon", + "hereto", + "heretofore", + "thereupon", + "herewith", + "presently", + "hereafter", + "Thereafter", + "pertanto" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thereto", + "thence", + "forthwith", + "wherein", + "whereupon", + "herein", + "heretofore", + "commenced", + "hereto", + "therefrom", + "persons", + "thereof", + "resultant", + "presently", + "thereupon", + "pursuant", + "therein", + "thereafter", + "whereby", + "requisite", + "ensuing", + "commencing", + "Thereafter" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "wherein", + "thereto", + "whereupon", + "commenced", + "thereafter", + "thence", + "upon", + "forthwith", + "persons", + "herein", + "Upon", + "pursuant", + "whereby", + "Upon", + "therefrom", + "heretofore", + "wherein", + "thereupon", + "whilst", + "presently", + "commencing", + "pertaining", + "furthermore" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "thereto", + "whereupon", + "thereafter", + "heretofore", + "zijde", + "wherein", + "proximate", + "upon", + "whence", + "toward", + "requisite", + "ensuing", + "subsequently", + "therein", + "resultant", + "indications", + "concomitant", + "occasioned", + "concomit", + "whilst", + "herein", + "Upon" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "thence", + "whereupon", + "heretofore", + "wherein", + "whence", + "concomit", + "presently", + "furthermore", + "toward", + "thereby", + "herein", + "abreast", + "thus", + "idae", + "alike", + "therein", + "markedly", + "therefrom", + "concomitant", + "inasmuch", + "wherein", + "thereupon", + "proximate", + "indistinct" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "coales", + "nascent", + "thence", + "discernible", + "indicative", + "coloration", + "proximate", + "zijde", + "toward", + "concomitant", + "confluence", + "delineated", + "whereupon", + "assemblages", + "morphologies", + "Toward", + "incipient", + "burgeoning", + "indic", + "requisite", + "dendritic", + "indistinct", + "striated", + "concomit", + "Toward", + "isot", + "proximal", + "Indications" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "observed", + "discernible", + "observable", + "indicative", + "coloration", + "evidence", + "observations", + "indicating", + "distal", + "observational", + "coales", + "striated", + "observation", + "diagnostic", + "symptomatic", + "indicating", + "visible", + "Observations", + "osserv", + "dendritic", + "Observations", + "observaciones", + "observed", + "proximate", + "tampak", + "discoloration", + "incipient", + "observ" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "evidence", + "observed", + "indicating", + "indicative", + "discernible", + "observable", + "coloration", + "discoloration", + "observations", + "diagnostic", + "symptomatic", + "evidencia", + "indicating", + "visible", + "indicators", + "indications", + "suggestive", + "evidentiary", + "evident", + "observational", + "observed", + "observation", + "evid", + "distal", + "evidence", + "Observations", + "tampak" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicating", + "indicating", + "evidence", + "observed", + "indicate", + "diagnostic", + "indications", + "indicative", + "symptomatic", + "indicators", + "suggestive", + "discoloration", + "diagnostic", + "indicates", + "suggesting", + "diagnose", + "indicar", + "discolor", + "indic", + "observations", + "diagnosis", + "evid", + "Evidence", + "staining", + "indic", + "observable", + "suggest", + "Evidence", + "coloration" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "indicative", + "suggestive", + "indicating", + "evidence", + "suggesting", + "indications", + "observed", + "indicate", + "indic", + "indicates", + "diagnostic", + "indicators", + "evid", + "Evidence", + "evidencia", + "discernible", + "indication", + "microscopy", + "indic", + "suggest", + "Evidence", + "coloration", + "symptomatic", + "indicar", + "discoloration", + "indicate", + "suggest", + "suggests", + "evident", + "Indic", + "evidence" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "suggesting", + "indicating", + "evidence", + "indications", + "indicative", + "suggestive", + "indicate", + "indicates", + "observed", + "indication", + "Evidence", + "Evidence", + "Indic", + "evidencia", + "indicar", + "discernible", + "indic", + "indicators", + "evid", + "indic", + "suggest", + "coloration", + "evidence", + "Indicates", + "Hinweise", + "indicate", + "indiquant", + "suggest", + "suggests" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "suggesting", + "indicating", + "whereas", + "which", + "demonstrating", + "while", + "showing", + "telling", + "threatening", + "where", + "evidence", + "simultaneously", + "signaling", + "accompanying", + "indications", + "helping", + "supporting", + "publicly", + "confronting", + "who", + "indication", + "witnesses", + "worrying", + "indicative", + "demonstrations", + "showcasing", + "questions", + "accused", + "wondering", + "questioning", + "culminating", + "during" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Similarly", + "whereas", + "Also", + "Similarly", + "Meanwhile", + "Furthermore", + "furthermore", + "Also", + "Likewise", + "Conversely", + "Conversely", + "Meanwhile", + "likewise", + "ertain", + "meanwhile", + "Regarding", + "Likewise", + "whereas", + "During", + "Certainly", + "Consequently", + "During", + "Again", + "Yet", + "similarly", + "cially", + "Whereas", + "Simultaneously", + "Alongside" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Conversely", + "Similarly", + "Meanwhile", + "Similarly", + "furthermore", + "conversely", + "Also", + "whereas", + "Furthermore", + "Likewise", + "Conversely", + "Also", + "meanwhile", + "Simultaneously", + "Shouldn", + "Then", + "likewise", + "Secondly", + "Alongside", + "Finally", + "Again", + "Yet", + "Meanwhile", + "Regarding", + "Likewise", + "Equally", + "Moreover", + "There", + "ertain", + "similarly", + "Whereas" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Finally", + "Furthermore", + "furthermore", + "Perhaps", + "During", + "Meanwhile", + "Similarly", + "Finally", + "meanwhile", + "Though", + "Perhaps", + "conversely", + "Whether", + "Equally", + "Weitere", + "Likewise", + "Combining", + "Alongside", + "Beneath", + "They", + "Also", + "whereas", + "During", + "Unless", + "Neither", + "Wherever", + "nPlease", + "Furthermore" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "conversely", + "whereas", + "Meanwhile", + "meanwhile", + "Conversely", + "Regarding", + "Conversely", + "Similarly", + "Yours", + "Welcome", + "Referring", + "They", + "Meanwhile", + "Similarly", + "Likewise", + "tandis", + "Symptoms", + "Enfin", + "Lately", + "Within", + "AnimationFrame", + "ymptoms", + "Beim", + "Towards", + "Referred", + "Toward", + "Rather", + "Atm" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "They", + "Within", + "Within", + "Upon", + "Above", + "Conversely", + "There", + "While", + "Consequently", + "Regarding", + "Shouldn", + "When", + "Conversely", + "Beneath", + "During", + "Furthermore", + "Meanwhile", + "conversely", + "Upon", + "Regarding", + "Doesn", + "Imaging", + "nThe", + "Each", + "While", + "Their", + "Which", + "Similarly", + "Along", + "Its", + "Recent" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "They", + "Upon", + "While", + "Within", + "Meanwhile", + "Within", + "Conversely", + "While", + "Welcome", + "nPlease", + "There", + "Though", + "nThe", + "Above", + "Their", + "Consequently", + "Recent", + "Upon", + "Unless", + "When", + "They", + "Regarding", + "Every", + "Conversely", + "Beneath", + "conversely", + "Each", + "Shouldn", + "These", + "Furthermore", + "Recently", + "Symptoms" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "They", + "Upon", + "Furthermore", + "Secondly", + "Conversely", + "Secondly", + "conversely", + "THAN", + "Welcome", + "Though", + "LessThan", + "Pfe", + "jsonData", + "Beacon", + "Didn", + "Conversely", + "Threats", + "OUND", + "Sonnen", + "Unless", + "BAT", + "txt", + "Doesn", + "Mereka", + "UNDER", + "They" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "js", + "json", + "Secondly", + "balls", + "Tried", + "union", + "auche", + "Wat", + "Pfe", + "WAS", + "endswith", + "Mere", + "THAN", + "arrow", + "uft", + "pylori", + "weak", + "heading", + "jpeg", + "rund", + "pas", + "conversely", + "LessThan", + "Aren", + "hline", + "Weak" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "union", + "js", + "Pfe", + "json", + "arrow", + "rief", + "uft", + "Secondly", + "gif", + "THAN", + "pas", + "Wat", + "pylori", + "php", + "Union", + "pb", + "ufer", + "auche", + "eft", + "visa", + "Het" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "union", + "SearchResults", + "grass", + "unction", + "arrow", + "Secondly", + "visa", + "pas", + "Secondly", + "oxin", + "shit", + "heading", + "sun", + "bat", + "gif", + "Please", + "pb", + "Rating", + "pairs", + "Subsection", + "Heading", + "black", + "kit", + "plant", + "heading", + "ivities", + "jsp", + "Subsection" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "union", + "bar", + "under", + "hat", + "black", + "below", + "dot", + "weak", + "when", + "plant", + "sun", + "Under", + "spa", + "Q", + "heavy", + "Rating", + "scroll", + "Secondly", + "Hir", + "at", + "loads", + "underline", + "bullet", + "spinal", + "geom", + "gri", + "errors", + "smaller", + "decoration", + "protocol", + "upper", + "experimental" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 230783, + 236823, + 223841, + 236812, + 222946, + 179621, + 25743, + 87666, + 42943, + 9973, + 20243, + 21545, + 36120, + 38513, + 79636, + 234665, + 209874, + 157001, + 242215, + 258964, + 245009, + 234236, + 230929, + 243082, + 232599, + 211308 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 163704, + 78837, + 54972, + 119610, + 72567, + 73464, + 61295, + 40655, + 42915, + 30091, + 10893, + 12400, + 6677, + 7234, + 6592, + 17469, + 22142, + 10713, + 33289, + 63906, + 33290, + 44236, + 32992, + 53105, + 45204, + 121379 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 52035, + 145974, + 396, + 3283, + 7556, + 16938, + 182517, + 174710, + 139208, + 207593, + 165623, + 207339, + 146529, + 154551 + ] + }, + { + "label": "cleavage", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 221733, + 31434, + 218100, + 250877, + 53070, + 40709, + 102936, + 48626, + 63213, + 90305, + 19323, + 14179, + 28514, + 22750 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 25.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "snapped", + "output_checked": true + }, + { + "concept": "indicating", + "score": 11.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "deformation", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "appreciable", + "output_checked": true + }, + { + "concept": "machining", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "during", + "output_checked": true + }, + { + "concept": "was", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "manufacturing", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "bend", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "appeared", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "failure", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "during", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "appreciable", + "output_checked": true + }, + { + "concept": "reaching", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "before", + "output_checked": true + }, + { + "concept": "fracture", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "snapped", + "output_checked": true + }, + { + "concept": "rivers", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "like", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "imagery", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "like", + "output_checked": true + }, + { + "concept": "became", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "underside", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "occurred", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "curvature", + "output_checked": true + }, + { + "concept": "point", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "surface", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "on", + "output_checked": true + }, + { + "concept": "protruding", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "diameter", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "curvature", + "output_checked": true + }, + { + "concept": "incipient", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "converging", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "converged", + "output_checked": true + }, + { + "concept": "epicenter", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "site", + "output_checked": true + }, + { + "concept": "several", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "on", + "output_checked": true + }, + { + "concept": "nearby", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "on", + "output_checked": true + }, + { + "concept": "showed", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "Recently", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "indicate", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "blade", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "forging", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "operation", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "bend", + "output_checked": true + }, + { + "concept": "cracks", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "like", + "output_checked": true + }, + { + "concept": "metal", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "iron", + "output_checked": true + }, + { + "concept": "investigation", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "premature", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "brittle", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "snapped", + "output_checked": true + }, + { + "concept": "coldest", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "applicator", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "bend", + "output_checked": true + }, + { + "concept": "headway", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "appreciable", + "output_checked": true + }, + { + "concept": "defense", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "alongside", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "converged", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "exposure", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "appreciable", + "output_checked": true + }, + { + "concept": "towards", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "converged", + "output_checked": true + }, + { + "concept": "exemplifies", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "photoshoot", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "however", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "center", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "River", + "output_checked": true + }, + { + "concept": "They", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "stocked", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "snapped", + "output_checked": true + }, + { + "concept": "testing", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "test", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "rupt", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "before", + "output_checked": true + }, + { + "concept": "nascent", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "appreciable", + "output_checked": true + }, + { + "concept": "ductile", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "Hail", + "ervan", + "Kwa", + "nada", + "wand", + "quantos", + "punkte", + "undos", + "trump", + "anque", + "tantos", + "Kwa" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "grac", + "stir", + "pres", + "tons", + "Sob", + "opat", + "rid", + "reu", + "Cann", + "Pres", + "blot", + "Mannes", + "channel", + "trem", + "Yuk", + "resc", + "Blanch", + "prof", + "lev", + "fic" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "stir", + "prof", + "Pres", + "blot", + "opat", + "ate", + "Sob", + "Schle", + "Av", + "Cann", + "champ", + "rid", + "Champ", + "grac", + "lev", + "ums", + "resc", + "gern", + "pres", + "Fre" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Reis", + "ilj", + "tfrac", + "resc", + "Pres", + "chum", + "Sod", + "prof", + "ums", + "Grac", + "alk", + "ocrine", + "essional", + "ilg", + "ran", + "champ", + "Trotz", + "Sesam", + "def", + "fam" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "ilj", + "tfrac", + "ago", + "dim", + "Gal", + "chap", + "grac", + "champ", + "Tit", + "ocrine", + "Langer", + "fam", + "Pres", + "Sod", + "chum", + "essional" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "WOR", + "amb", + "sol", + "ilers", + "s", + "yn", + "ORS", + "hely", + "sn", + "fan", + "Sed", + "hst", + "Vo", + "ELD", + "pala", + "ual", + "Su", + "oben", + "idence", + "ors", + "det", + "terc" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "HI", + "kick", + "don", + "Green", + "tools", + "trading", + "Er", + "tool", + "multiple", + "demos", + "Sol", + "seq", + "rem", + "tail", + "duct", + "nas", + "Rim", + "pala" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "side", + "tool", + "blank", + "HI", + "trading", + "tail", + "sol", + "demos", + "simple", + "record", + "types", + "lives", + "Green", + "multiple", + "kick" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "select", + "Green", + "record", + "sol", + "tail", + "Sol", + "Select", + "side", + "blank", + "ELD", + "simple", + "HI", + "tools", + "kick", + "duct", + "data", + "Mau", + "makan" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "sus", + "linear", + "subject", + "fetch", + "Select", + "record", + "cdots", + "data", + "delegate", + "select", + "listener", + "contact", + "greet", + "switch", + "lives", + "ettle", + "felt", + "discussed", + "Green", + "common" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "listener", + "greet", + "Greet", + "RECE", + "ettle", + "greeting", + "data", + "fetch", + "talk", + "doa", + "discussed", + "Peter", + "NOTES", + "capitalize", + "CRED", + "ransom", + "felt", + "backed", + "sleeping", + "dak", + "discuss", + "linear", + "Green", + "Gol", + "mute", + "wechsel" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "DAP", + "Mif", + "bag", + "pac", + "lb", + "bros", + "Viva", + "itas", + "acclaim", + "imitives", + "epar", + "ampo", + "financeiros", + "slam", + "restart", + "bag", + "tread", + "bros" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "pelanggan", + "haltens", + "cama", + "despert", + "kulit", + "httpClient", + "httpClient", + "dictionaries", + "abilecek", + "oyam", + "restart", + "lick", + "backlit", + "heapq", + "coastal", + "anyika", + "itoa", + "kik", + "toch" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "deka", + "viol", + "brus", + "solle", + "toch", + "God", + "dfs", + "ogado", + "Violent", + "dzie", + "holz", + "jogar" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "tier", + "logic", + "logical", + "logic", + "logique", + "prong", + "ker", + "logical", + "verme", + "ausge", + "Ber", + "bitwise", + "Sliced", + "Tug", + "dabei" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "wij", + "etically", + "ospel", + "tier", + "ectors", + "wir", + "Warr", + "ausge", + "Versions", + "erv", + "osp", + "tti", + "azimuth", + "slices", + "tributaries", + "halk", + "sped", + "spf", + "hourly", + "adillo", + "kernel", + "patched" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "spf", + "sain", + "hound", + "coordenadas", + "Trou", + "quadrant", + "swirl", + "casilla" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "slit", + "radios", + "meteor", + "unders", + "sleep", + "slit", + "Otherwise", + "Peters", + "endregion", + "tang", + "indent", + "andet", + "anderem", + "cantilever", + "rens", + "diambil", + "pytorch", + "indentation", + "meni", + "Meanwhile", + "sav", + "Cere" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Similarly", + "Meanwhile", + "Neither", + "Other", + "other", + "mselves", + "nThe", + "except", + "toi", + "Simultaneously", + "Neither", + "Dedu", + "neither", + "Together", + "Except", + "others", + "Moreover", + "meanwhile", + "ToInt", + "whereas", + "Other", + "OfThe", + "Likewise" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Simultaneously", + "Consequently", + "Other", + "Meanwhile", + "meanwhile", + "mselves", + "Other", + "Which", + "nThe", + "Similarly", + "Others", + "Conversely", + "Consequently", + "Which", + "Its", + "Similarly", + "Combined", + "OfThe", + "Compared", + "Whose", + "Another", + "Unlike", + "Its", + "Their", + "Both" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "mselves", + "nThe", + "Similarly", + "Consequently", + "Other", + "Neither", + "Other", + "Which", + "Which", + "Conversely", + "Its", + "Another", + "Consequently", + "Whose", + "Similarly", + "conversely", + "Simultaneously", + "Recently", + "Earlier", + "Likewise", + "Meanwhile", + "Others", + "Unlike", + "Above", + "Therefore", + "Another", + "Both" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "conversely", + "Unlike", + "Otherwise", + "Conversely", + "txt", + "Similarly", + "Unlike", + "Simultaneously", + "versa", + "Meanwhile", + "Than", + "Subs", + "Furthermore", + "Recently", + "For", + "Consequently", + "Wie", + "Both", + "Likewise", + "Historically", + "Recently", + "Upon", + "Similarly", + "Streams", + "TAS", + "mselves" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "json", + "conversely", + "Meanwhile", + "versa", + "Simultaneously", + "hand", + "Both", + "During", + "mselves", + "Than", + "At", + "heart", + "Meanwhile", + "Both", + "Combined", + "than", + "Brains", + "black" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "json", + "Meanwhile", + "During", + "Both", + "THAN", + "Along", + "mselves", + "Json", + "At", + "Meanwhile", + "wind", + "Assuming", + "Judging", + "Simultaneously", + "Brains", + "These", + "conversely", + "Both", + "Model", + "During", + "versa", + "Therefore", + "Another", + "Assuming", + "coli", + "Than" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "json", + "Below", + "quarter", + "Between", + "union", + "tend", + "Ahead", + "During", + "Both", + "oxin", + "mselves", + "With", + "Based", + "Judging", + "At", + "black", + "Under", + "Both", + "coli", + "uncle", + "On", + "Under", + "wich", + "Below" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "union", + "enter", + "below", + "black", + "bottom", + "entry", + "Below", + "These", + "under", + "basin", + "Such", + "Under", + "uncle", + "end", + "This", + "Let", + "begin", + "etter", + "entries", + "exceptions", + "For", + "ubber", + "A", + "ber", + "sub", + "Black", + "Assuming", + "poison", + "et", + "Judging", + "brain" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "deformation", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "appeared", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "machining", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "during", + "output_checked": true + }, + { + "concept": "occurred", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "curvature", + "output_checked": true + }, + { + "concept": "reaching", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "before", + "output_checked": true + }, + { + "concept": "fracture", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "surface", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "on", + "output_checked": true + }, + { + "concept": "cev", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "like", + "output_checked": true + }, + { + "concept": "operation", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "bend", + "output_checked": true + }, + { + "concept": "indicating", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "site", + "output_checked": true + }, + { + "concept": "indicate", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "point", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "prong", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "site", + "output_checked": true + }, + { + "concept": "underside", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "tensile", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "during", + "output_checked": true + }, + { + "concept": "ASTM", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "test", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "crack", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "like", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "like", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "Makefile", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "airfoil", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "brittle", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "snapped", + "output_checked": true + }, + { + "concept": "was", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "curvature", + "output_checked": true + }, + { + "concept": "metal", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "blade", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "snapped", + "output_checked": true + }, + { + "concept": "forging", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "Indic", + "score": 2.0, + "best_rank": 25, + "best_depth": 87.8, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Chap", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "bit", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "bend", + "output_checked": true + }, + { + "concept": "amantes", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "beats", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cell", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "flakes", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "Viva", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "on", + "output_checked": true + }, + { + "concept": "aquilo", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "desf", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "launcher", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "during", + "output_checked": true + }, + { + "concept": "convexo", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "before", + "output_checked": true + }, + { + "concept": "ticker", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "converged", + "output_checked": true + }, + { + "concept": "benchmarking", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "iron", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "appreciable", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "curvature", + "output_checked": true + }, + { + "concept": "kerat", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "viol", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "reverence", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "appreciable", + "output_checked": true + }, + { + "concept": "tier", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ips", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "Kaz", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "VIOUS", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "olmad", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "ilm", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "converged", + "output_checked": true + }, + { + "concept": "accordingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "shrinkage", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "appreciable", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-05__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-cleavage-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Time-dependent deformation under heat 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A steam-pipe alloy elongated gradually during ten years of steady load at 600 degrees Celsius. Rounded pores appeared at triple junctions late in life.", + "prompt_tail": "A steam-pipe alloy elongated gradually during ten years of steady load at 600 degrees Celsius. Rounded pores appeared at triple junctions late in life.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-high-temperature-deformation-01", + "carrier_id": null, + "target_family": "high-temperature-deformation", + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 3523, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 2355 + }, + { + "label": "diffusion", + "best_rank": 2052, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 5177 + }, + { + "label": "cavity", + "best_rank": 1137, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 3088 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "leness", + "behalf", + "orry", + "accordingly", + "hereby", + "ients", + "asons", + "hence", + "isses", + "ilities", + "therefore", + "ogether", + "oba", + "iken", + "ammed", + "which", + "item", + "oney", + "together", + "according", + "eles", + "cen", + "onis", + "wes", + "eces" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "persons", + "wards", + "everybody", + "somebody", + "lle", + "nobody", + "anybody", + "etc", + "leness", + "d", + "ie", + "thing", + "alike", + "meeste", + "ither", + "ii", + "ients", + "info", + "hence", + "orie", + "thinks", + "abouts", + "centre", + "zis", + "lly", + "probably", + "stuff", + "edly", + "ewise" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "gonna", + "etc", + "etc", + "centre", + "anybody", + "probably", + "stuff", + "info", + "everybody", + "somebody", + "defence", + "alike", + "ain", + "kalau", + "centre", + "grosse", + "dll", + "basically", + "nobody", + "organised", + "sic", + "organise", + "probably", + "xong", + "afield" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "alike", + "centre", + "colours", + "centre", + "hearers", + "hence", + "persons", + "herewith", + "sebagainya", + "ised", + "everybody", + "programmes", + "anybody", + "defence", + "organised", + "realised", + "neighbours", + "thereto", + "thereon", + "abouts", + "thence", + "coloured", + "practised", + "Persons", + "realising" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "centre", + "colours", + "organisations", + "centre", + "whilst", + "defence", + "alike", + "organised", + "organise", + "organisational", + "colour", + "everybody", + "gonna", + "organisation", + "anybody", + "realised", + "fibres", + "authorised", + "thence", + "realising", + "Colours", + "doings", + "ised", + "hence", + "behaviour", + "favourite", + "somebody" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "whilst", + "alike", + "recognised", + "thereto", + "Whilst", + "which", + "ised", + "however", + "although", + "centre", + "hence", + "everybody", + "afterwards", + "anybody", + "whereby", + "characterised", + "sic", + "utilised", + "Whilst", + "whereupon", + "skall", + "organised", + "thence", + "therefore", + "nor" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "alike", + "thereto", + "indications", + "whereupon", + "themselves", + "although", + "later", + "sic", + "thereafter", + "examinations", + "viz", + "adjoining", + "yses", + "elingen", + "Gesellschaft", + "latter", + "persons", + "considerable", + "specimens", + "later", + "hitherto", + "sexes", + "occasioned", + "isements", + "gynec", + "mselves" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "persons", + "neither", + "thereto", + "ossos", + "whereas", + "indications", + "sic", + "although", + "sequently", + "scarcely", + "furthermore", + "thence", + "aceous", + "quite", + "considerable", + "rons", + "regarded", + "hardly", + "lately", + "acial", + "utti", + "histological", + "elingen", + "whereupon" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "histological", + "morphologies", + "ossos", + "morphology", + "gesellschaft", + "bacter", + "lesions", + "aceous", + "viz", + "sufferers", + "etiology", + "discolor", + "discoloration", + "beitung", + "opathies", + "Morphology", + "mottled", + "tubercul", + "microscopy", + "acial", + "necrosis", + "atosis", + "histologic", + "ikel", + "neoplas", + "metallurgical", + "zyg", + "mandib", + "mselves", + "incipient" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "diagnostic", + "histological", + "symptomatic", + "discoloration", + "necrosis", + "morphologies", + "bacter", + "microscopy", + "morphology", + "etiology", + "myc", + "metallurgical", + "hydrox", + "tubercul", + "incipient", + "morphological", + "refractory", + "sintered", + "benthic", + "histology", + "observed", + "specimens", + "corrosion", + "deform", + "lesions", + "coloration", + "epidermal", + "aberrant", + "diagnostic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "symptomatic", + "diagnostic", + "necrosis", + "discoloration", + "incipient", + "observed", + "etiology", + "morphology", + "distal", + "histological", + "metallurgical", + "aberrant", + "symptoms", + "lesions", + "observable", + "diagnose", + "morphological", + "diagnostics", + "fungus", + "diagnost", + "coloration", + "osserv", + "neoplas", + "diseased", + "refractory", + "abscess", + "exacerbated", + "observed" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "necrosis", + "symptomatic", + "diagnostic", + "diagnosis", + "diagnose", + "discoloration", + "incipient", + "bacter", + "lesions", + "morphology", + "Diagnosis", + "diseased", + "histological", + "Diagnosis", + "diagnostic", + "symptoms", + "diagnosed", + "deterioration", + "pathological", + "fungus", + "neoplas", + "etiology", + "Symptoms", + "discolor", + "necrotic", + "characteristic", + "corrosion", + "Diagnostic", + "abscess" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "diagnostic", + "diagnose", + "symptomatic", + "microscopy", + "morphology", + "necrosis", + "Diagnosis", + "incipient", + "indicating", + "lesions", + "indicative", + "anomalous", + "Diagnosis", + "suggestive", + "discoloration", + "diagnostic", + "diagnosis", + "fungus", + "histological", + "aberrant", + "observed", + "symptoms", + "suspect", + "diagnosed", + "indications", + "diagnostics", + "diagnosing", + "Diagnostic", + "metallurgical", + "morphogenesis" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "diagnostic", + "diagnose", + "symptomatic", + "evidence", + "observed", + "indicating", + "indications", + "Symptoms", + "Diagnosis", + "symptoms", + "diagnosis", + "suspected", + "indicative", + "Diagnosis", + "suggestive", + "Observed", + "Hinweise", + "gejala", + "suspect", + "suggesting", + "microscopy", + "anomalous", + "Symptoms", + "beob", + "diagnosing", + "observed", + "discoloration" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Afterwards", + "whereas", + "Suddenly", + "later", + "Which", + "threatening", + "Eventually", + "afterwards", + "Later", + "who", + "During", + "whilst", + "witnesses", + "whence", + "blamed", + "Suddenly", + "whereupon", + "evidence", + "everybody", + "During", + "documentary", + "testimonies", + "further", + "soon", + "accused", + "tourists", + "lately", + "sequel", + "commentary" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Similarly", + "Meanwhile", + "Similarly", + "Eventually", + "Conversely", + "furthermore", + "Conversely", + "Again", + "Eventually", + "Afterwards", + "ertain", + "During", + "Finally", + "During", + "Yet", + "Later", + "Consequently", + "Likewise", + "Certainly", + "Consequently", + "whereas", + "Also", + "Recently", + "Furthermore", + "Recently", + "Ultimately", + "Subsequently", + "Also", + "lately", + "likewise", + "Later" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Conversely", + "Furthermore", + "Similarly", + "Meanwhile", + "furthermore", + "Also", + "Similarly", + "Likewise", + "Conversely", + "During", + "Finally", + "Again", + "Later", + "meanwhile", + "Eventually", + "conversely", + "Then", + "whereas", + "Subsequently", + "Afterwards", + "else", + "Consequently", + "Furthermore", + "Simultaneously", + "Also", + "likewise", + "Ibid", + "Ultimately", + "Yours", + "There", + "During", + "Yet" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "They", + "Finally", + "furthermore", + "Meanwhile", + "Their", + "During", + "These", + "Furthermore", + "Similarly", + "Overall", + "Both", + "Simultaneously", + "Finally", + "Though", + "Equally", + "Another", + "Similarly", + "There", + "finally", + "Yet", + "Examples", + "Overall", + "Observed", + "They", + "Along", + "Their", + "Likewise", + "Compared", + "Symptoms", + "During", + "Recently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "They", + "Recently", + "Lately", + "Symptoms", + "Enfin", + "Yours", + "Recent", + "mselves", + "During", + "Yet", + "theirs", + "Observed", + "Tonight", + "Conversely", + "atrical", + "These", + "During", + "Weekend", + "Yet", + "olerance", + "elae", + "They", + "Their", + "Similarly" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Meanwhile", + "They", + "meanwhile", + "mselves", + "Lately", + "During", + "Recent", + "Recently", + "Consequently", + "Yours", + "Its", + "theirs", + "Symptoms", + "Its", + "Their", + "These", + "During", + "Compared", + "nThe", + "Certainly", + "pertoire", + "nPlease", + "Hence", + "Conversely", + "Similarly", + "Therefore" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "They", + "These", + "During", + "theirs", + "Their", + "Meanwhile", + "Lately", + "Its", + "Therefore", + "Recently", + "meanwhile", + "Recent", + "Expect", + "Consequently", + "Yours", + "Symptoms", + "nThe", + "During", + "Its", + "nPlease", + "Hence", + "mselves", + "His", + "They", + "Competition", + "Conversely", + "Daher" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "They", + "Consequently", + "Threats", + "These", + "Hence", + "estas", + "FAE", + "appendices", + "Pourtant", + "Subject", + "Likewise", + "outset", + "pectoral", + "Furthermore", + "Conversely", + "Tissue", + "fillText", + "Its", + "Similarly", + "LEM", + "LessThan", + "endum", + "Supplies", + "However", + "His", + "Treat", + "coli", + "Competition" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "balls", + "abbo", + "UMENT", + "endswith", + "fillText", + "Ships", + "Tried", + "mselves", + "GetName", + "round", + "Meanwhile", + "othesis", + "Mere", + "Stellen", + "ROUND", + "Tested", + "GridView" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "UMENT", + "abbo", + "othesis", + "Ships", + "balls", + "ICAL", + "ULD", + "endswith", + "THAN", + "apoptotic", + "ball", + "Tis", + "chner", + "SearchResults", + "ulls" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "UMENT", + "ungk", + "SearchResults", + "black", + "ENDED", + "square", + "ATHER", + "UNK", + "StartDate", + "ument", + "ATER", + "ULD", + "Symptoms", + "Ships", + "ield", + "Residual", + "UNG", + "Considering", + "ENDING" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "black", + "square", + "This", + "Such", + "Residual", + "Black", + "Starting", + "Tra", + "starting", + "Un", + "These", + "sphere", + "Unknown", + "Square", + "Increased", + "heated", + "A", + "Incre", + "Heavy", + "Koe", + "Explos", + "He", + "Thick", + "Gray", + "His", + "copy", + "Mechanical", + "under", + "pipe", + "Stam", + "An" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 31156, + 93030, + 83702, + 116056, + 74099, + 91644, + 131724, + 165904, + 104720, + 10039, + 3524, + 8731, + 9060, + 7731, + 75091, + 88790, + 26816, + 9929, + 76702, + 80095, + 50216, + 62490, + 94587, + 43150, + 73779, + 7629 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 100595, + 19336, + 17286, + 38269, + 49949, + 19173, + 14109, + 21046, + 8106, + 14757, + 22159, + 20043, + 9241, + 11875, + 54211, + 120893, + 77364, + 7218, + 38628, + 5836, + 4233, + 2053, + 82993, + 85297, + 76378, + 18208 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 97373, + 105419, + 100027, + 95202, + 89190, + 27770, + 10117, + 15960, + 7464, + 1684, + 1164, + 1138, + 3638, + 7728, + 100261, + 180786, + 218224, + 166225, + 167231, + 117319, + 100628, + 97969, + 159721, + 153903, + 108470, + 47795 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 7137, + 168935, + 2356, + 37520, + 212726, + 188315, + 96741, + 67694, + 30982, + 93673, + 37899, + 47952, + 31077, + 54493 + ] + }, + { + "label": "diffusion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 5178, + 41237, + 72072, + 218147, + 115816, + 135076, + 86408, + 32900, + 50077, + 18222, + 39946, + 8713, + 27305, + 22203 + ] + }, + { + "label": "cavity", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 261548, + 248986, + 205245, + 229161, + 79323, + 19667, + 107670, + 13497, + 5332, + 3154, + 3089, + 19737, + 34372, + 20751 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "temperature", + "score": 22.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "6", + "output_checked": true + }, + { + "concept": "because", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "exposure", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "steady", + "output_checked": true + }, + { + "concept": "the", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "in", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "became", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "steam", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "nearby", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "appeared", + "output_checked": true + }, + { + "concept": "was", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "several", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "during", + "output_checked": true + }, + { + "concept": "but", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "load", + "output_checked": true + }, + { + "concept": "anymore", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "intersections", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "triple", + "output_checked": true + }, + { + "concept": "where", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "junctions", + "output_checked": true + }, + { + "concept": "necrosis", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "analysis", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Rounded", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "heating", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "during", + "output_checked": true + }, + { + "concept": "engine", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "steam", + "output_checked": true + }, + { + "concept": "whereas", + "score": 4.0, + "best_rank": 2, + "best_depth": 75.6, + "near_token": "load", + "output_checked": true + }, + { + "concept": "thermal", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "0", + "output_checked": true + }, + { + "concept": "observed", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "temperatura", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "0", + "output_checked": true + }, + { + "concept": "moderate", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "at", + "output_checked": true + }, + { + "concept": "due", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "years", + "output_checked": true + }, + { + "concept": "carrying", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "under", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "operation", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "intermittently", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "appeared", + "output_checked": true + }, + { + "concept": "service", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "stages", + "score": 3.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "life", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 3.0, + "best_rank": 3, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ductility", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "during", + "output_checked": true + }, + { + "concept": "equilibrium", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "steady", + "output_checked": true + }, + { + "concept": "protracted", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "at", + "output_checked": true + }, + { + "concept": "senescence", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "stationary", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "at", + "output_checked": true + }, + { + "concept": "slowly", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "eight", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ten", + "output_checked": true + }, + { + "concept": "compressive", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "load", + "output_checked": true + }, + { + "concept": "holes", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "diagnostic", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "triple", + "output_checked": true + }, + { + "concept": "constantly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "at", + "output_checked": true + }, + { + "concept": "exemplifies", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "percent", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "0", + "output_checked": true + }, + { + "concept": "within", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "appeared", + "output_checked": true + }, + { + "concept": "various", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "at", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "when", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "MPa", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "0", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "corners", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "Rounded", + "output_checked": true + }, + { + "concept": "surface", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "at", + "output_checked": true + }, + { + "concept": "nowhere", + "score": 2.0, + "best_rank": 3, + "best_depth": 51.2, + "near_token": "at", + "output_checked": true + }, + { + "concept": "before", + "score": 2.0, + "best_rank": 8, + "best_depth": 82.9, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "until", + "score": 2.0, + "best_rank": 21, + "best_depth": 90.2, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "efficiency", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "tubes", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "ductile", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "elongated", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "ervan", + "Kwa", + "wand", + "quantos", + "maneiras", + "undos", + "punkte", + "Hail", + "point" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "Mannes", + "rid", + "stir", + "Sob", + "opat", + "pres", + "Prote", + "channel", + "trem", + "Cole", + "snag", + "Yuk", + "grac", + "tons", + "lev", + "Stepan", + "prof", + "Tit", + "pit", + "blot", + "slew", + "reu" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "rid", + "Pres", + "stir", + "pres", + "chum", + "gham", + "Sob", + "prof", + "auss", + "fam", + "opat", + "Mannes", + "bab", + "grac", + "Stol", + "Cole", + "nab", + "lev", + "Sesam" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ilj", + "champ", + "onn", + "essional", + "tfrac", + "fam", + "chum", + "Sesam", + "Mani", + "ago", + "ilda", + "def", + "ilg", + "grac", + "Pres", + "yli", + "ACE", + "Kort", + "Clon", + "dim", + "Eing" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "grac", + "ago", + "ilj", + "essional", + "Mani", + "dim", + "Eing", + "tfrac", + "champ", + "Cann", + "scor", + "nh", + "onn", + "gha", + "Bens", + "fam", + "chap", + "motifs", + "nguy", + "Grac" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "yn", + "Vo", + "WOR", + "hst", + "sning", + "ELD", + "ilers", + "hely", + "ual", + "sn", + "Hs", + "amb", + "side", + "Sed", + "oben", + "Su", + "atus", + "idence", + "susp", + "ORS", + "s", + "illing" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "side", + "Sol", + "HI", + "Rim", + "Green", + "DEP", + "nop", + "trading", + "Rim", + "Vo", + "Vo", + "WO", + "Ged", + "kick", + "contr", + "tool", + "tools", + "Sol", + "mei", + "sol", + "bro", + "turbo" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "sol", + "trading", + "HI", + "tail", + "tools", + "tool", + "kick", + "Sol", + "serial", + "uct", + "nop", + "mei", + "dad", + "turbo", + "demos", + "Vo" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "kick", + "record", + "sol", + "Sol", + "select", + "trading", + "nop", + "tail", + "blank", + "uct", + "Mau", + "chal", + "Green", + "HI", + "serial", + "Select", + "tool", + "tools", + "remen" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "fetch", + "linear", + "lives", + "cdots", + "pick", + "sus", + "subject", + "greet", + "var", + "CRED", + "felt", + "Green", + "idyl", + "DataItem", + "Select", + "cere", + "nanofibers", + "ettle" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "fetch", + "greeting", + "nanofibers", + "BED", + "ettle", + "diet", + "acti", + "Otto", + "pick", + "listener", + "Meals", + "scope", + "switch", + "NOTES", + "lives", + "RECE", + "scoped" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "beads", + "alh", + "mium", + "scratch", + "ackets", + "ierge", + "odrome", + "WriteHeader", + "scratch", + "difficulty", + "ladder", + "emd", + "chung", + "elapse", + "trin", + "berat", + "elang", + "lb", + "emaker", + "ifferentiated", + "overwrite", + "enswert" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "cama", + "adet", + "overlap", + "dictionaries", + "strerror", + "getId", + "httpClient", + "despert", + "tinham", + "lick", + "oyam", + "playlists", + "trays", + "stretcher", + "tinha", + "rectum", + "vender", + "yards", + "competencia", + "streaks" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "deka", + "okol", + "presse", + "berk", + "god", + "ogado", + "God", + "dzie", + "holz", + "rotz", + "assol", + "Pang", + "toch", + "archery", + "focusable", + "brus" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "tier", + "annon", + "Edit", + "logic", + "Warr", + "Sicht", + "Rew", + "Algo", + "prong", + "Ber", + "alg", + "Gaj", + "logic", + "socket", + "kau", + "Algo", + "logique", + "wert", + "edit" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Warr", + "wir", + "welt", + "tier", + "mozz", + "erv", + "wij", + "spf", + "truncated", + "afect", + "halk", + "opf", + "Gaj", + "koa", + "kernel", + "kra", + "wz", + "dj", + "Versions" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "penj", + "contr", + "sint", + "kernel", + "oms", + "Trou", + "riguard", + "spf" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "boil", + "fileupload", + "Meanwhile", + "extr", + "DisplayText", + "lewat", + "slit", + "slit", + "etc", + "Eventually", + "displayText", + "indig", + "Died" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Similarly", + "other", + "Simultaneously", + "Meanwhile", + "Other", + "blew", + "Luckily", + "meanwhile", + "Symptoms", + "Additionally", + "Conclusion", + "nThe", + "Although", + "thought", + "Thankfully", + "Other", + "Troubles", + "concluded", + "Along", + "tuy", + "Additionally", + "Overall", + "Same", + "Afterward", + "latter", + "Follow", + "Styl", + "Subsequently", + "Surv" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Consequently", + "meanwhile", + "Other", + "accordingly", + "Tho", + "Simultaneously", + "During", + "Such", + "Other", + "Increased", + "Symptoms", + "Additionally", + "nThe", + "SCs", + "consequently", + "Others", + "Increased", + "Thirty", + "years", + "Early", + "Early" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Consequently", + "During", + "Other", + "Such", + "Thirty", + "Expect", + "accordingly", + "Additionally", + "toa", + "therefore", + "Expect", + "twentieth", + "These", + "holtz", + "Early", + "Conclusions", + "nPlease", + "Other", + "These" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "versa", + "Consequently", + "Errors", + "Ships", + "EndDate", + "fog", + "Fog", + "wat", + "StartDate", + "Subs", + "Sus", + "Thirty", + "Evalu", + "ELDS", + "Expect", + "began", + "Otherwise", + "Due" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "endswith", + "heated", + "Mechanism", + "Errors", + "Mechanism", + "Such", + "Expect", + "These", + "ield", + "begin", + "Begin", + "versa", + "Prediction", + "round", + "During", + "Repe", + "Simultaneously", + "Ships", + "Model", + "Both", + "Beginning", + "fog", + "Meanwhile", + "substack", + "Beginning", + "Progn", + "Underv", + "Bye", + "Both" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "During", + "Meanwhile", + "These", + "endswith", + "Both", + "Begin", + "Assuming", + "Model", + "During", + "Mechanism", + "Model", + "Both", + "othesis", + "Mechanism", + "Such", + "Beginning", + "Assuming", + "Beginning", + "USING", + "begin", + "Another", + "EndDate", + "Begin", + "UMENT", + "These", + "Errors", + "Nothing", + "Evaluation", + "Subtract", + "Simultaneously", + "ailure" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Under", + "ENDING", + "Another", + "During", + "ENDED", + "Around", + "ature", + "Both", + "ield", + "ATED", + "Kind", + "Black", + "urd", + "Uns", + "around", + "Assuming", + "UNDER", + "Under", + "USING", + "Ahead", + "Both", + "Such", + "Those", + "Along", + "Initially", + "Secondly" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "Such", + "end", + "These", + "This", + "Under", + "Und", + "Black", + "under", + "Starting", + "ended", + "Mechanical", + "Diss", + "It", + "Structural", + "Uns", + "Steam", + "heated", + "ending", + "A", + "No", + "Steel", + "around", + "begin", + "Material", + "Long", + "During", + "Hydro", + "Assuming", + "For", + "Not", + "His" + ] + } + ], + "logit_surprising": [ + { + "concept": "temperature", + "score": 14.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "", + "output_checked": true + }, + { + "concept": "ausge", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "ilm", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "the", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "operation", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "surface", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "appeared", + "output_checked": true + }, + { + "concept": "verw", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "in", + "output_checked": true + }, + { + "concept": "duke", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "steady", + "output_checked": true + }, + { + "concept": "when", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "debido", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "years", + "output_checked": true + }, + { + "concept": "engine", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "steam", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "under", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "heating", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "during", + "output_checked": true + }, + { + "concept": "due", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "years", + "output_checked": true + }, + { + "concept": "until", + "score": 3.0, + "best_rank": 5, + "best_depth": 82.9, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "CERT", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ten", + "output_checked": true + }, + { + "concept": "getId", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "0", + "output_checked": true + }, + { + "concept": "temperatura", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "hundred", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "6", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "carrying", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "service", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "loading", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "load", + "output_checked": true + }, + { + "concept": "corners", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "Rounded", + "output_checked": true + }, + { + "concept": "Stages", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "life", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 6, + "best_depth": 70.7, + "near_token": "life", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "aberto", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "phones", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "financeiros", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "years", + "output_checked": true + }, + { + "concept": "repeat", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "steady", + "output_checked": true + }, + { + "concept": "puffs", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "turt", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "triple", + "output_checked": true + }, + { + "concept": "beads", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "years", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "brus", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "toch", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "years", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "Fock", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "iot", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "life", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Ham", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Sauv", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "load", + "output_checked": true + }, + { + "concept": "dazu", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "at", + "output_checked": true + }, + { + "concept": "Ful", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "junctions", + "output_checked": true + }, + { + "concept": "tier", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "gage", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "steam", + "output_checked": true + }, + { + "concept": "Warr", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "steam", + "output_checked": true + }, + { + "concept": "engineering", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "steam", + "output_checked": true + }, + { + "concept": "powerful", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "resist", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "boil", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "analogy", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "steam", + "output_checked": true + }, + { + "concept": "powered", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "exemplifies", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "sebanyak", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "moderate", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "at", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Thermal", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "0", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-01__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Time-dependent deformation under heat 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A constant-load high-temperature test showed rapid initial strain, a long nearly linear segment, and accelerating extension before rupture.", + "prompt_tail": "A constant-load high-temperature test showed rapid initial strain, a long nearly linear segment, and accelerating extension before rupture.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-high-temperature-deformation-02", + "carrier_id": null, + "target_family": "high-temperature-deformation", + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "he", + "generated_token_ids": [ + 499 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 1513, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 3143 + }, + { + "label": "diffusion", + "best_rank": 1778, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 5972 + }, + { + "label": "cavity", + "best_rank": 5503, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 21141 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "accordingly", + "hereby", + "ogether", + "orry", + "ients", + "therefore", + "hence", + "iken", + "leness", + "which", + "ertain", + "together", + "according", + "eles", + "anyak", + "oba", + "oraz", + "cen", + "ammed", + "isses", + "furthermore", + "item" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "ii", + "zes", + "gonna", + "lle", + "alike", + "lli", + "bzw", + "d", + "ited", + "rl", + "i", + "ion", + "ct", + "ie", + "rs", + "l", + "ow", + "ort", + "ng", + "elf", + "ester", + "erd", + "wie", + "leness", + "t", + "ve", + "iew", + "ike", + "ise", + "lement" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "d", + "ii", + "mente", + "xd", + "lli", + "ct", + "ve", + "wn", + "idd", + "ie", + "zes", + "gonna", + "oraz", + "dz", + "hin", + "thats", + "id", + "ue", + "rs", + "wi", + "ILD", + "thereof", + "aska", + "bout", + "ia", + "aid", + "onus", + "t", + "hood" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "goers", + "elled", + "edly", + "udos", + "filmed", + "coworker", + "ited", + "ued", + "oused", + "inek", + "inyin", + "wiki", + "nonprofit", + "afuera", + "zes", + "pez", + "oid", + "enced", + "arena", + "yi", + "downtown", + "veled", + "ienced", + "oides", + "coworkers", + "hiy", + "adentro", + "ogt", + "OGO", + "ided" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "edly", + "ct", + "ited", + "ided", + "filmed", + "ive", + "udos", + "oid", + "pped", + "eyer", + "dude", + "ued", + "elled", + "pto", + "goers", + "guy", + "OGO", + "ally", + "thereafter", + "enet", + "hiy", + "lement", + "aken", + "zes", + "yk", + "eded", + "zis", + "ow", + "yp", + "toward" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "afterward", + "thereafter", + "filmed", + "purportedly", + "reportedly", + "subsequently", + "utilized", + "goers", + "ppo", + "veled", + "utilizing", + "presumably", + "idia", + "penned", + "disseminated", + "characterized", + "shortly", + "filming", + "wherein", + "Additionally", + "aided", + "purported", + "photographs", + "utta", + "depicting", + "videot", + "toward", + "specimens", + "fabricated" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "spurred", + "aided", + "toward", + "bolstered", + "notably", + "characterized", + "utilizing", + "later", + "bolstering", + "subsequently", + "catalyzed", + "utilized", + "predicated", + "aided", + "culminated", + "necessitating", + "aiding", + "subsequent", + "lauded", + "baffling", + "purportedly", + "surm", + "ield", + "prior", + "noted", + "primarily", + "presumably", + "employing", + "markedly", + "culminating", + "veled" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "characterized", + "toward", + "concomit", + "thereto", + "markedly", + "characterizing", + "thereafter", + "concomitant", + "merely", + "characteristic", + "thereby", + "midst", + "thence", + "antile", + "whereupon", + "necessitating", + "Toward", + "surm", + "thus", + "examined", + "exhibiting", + "characterized", + "appellee", + "concurrently", + "noted", + "subsequently", + "alike", + "utilizing", + "Toward", + "culminating", + "predicated" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "characterized", + "accelerating", + "culminating", + "culminated", + "catalyzed", + "concomit", + "curvil", + "burgeoning", + "culmin", + "concomitant", + "spurred", + "necessitating", + "intensified", + "coales", + "culmination", + "nascent", + "characteristic", + "jectory", + "escalating", + "deceler", + "intensifying", + "incipient", + "subsequently", + "exhibiting", + "protracted", + "markedly", + "characterizing", + "punctuated", + "subsequent", + "indicative", + "heightened" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "deceler", + "observed", + "characterized", + "characteristic", + "curvil", + "protracted", + "sustained", + "trajectory", + "accelerating", + "exhibiting", + "jectory", + "subsequent", + "observable", + "stabilized", + "coales", + "resistive", + "viscoelastic", + "sequential", + "deceleration", + "ductile", + "indicative", + "markedly", + "characterizing", + "culminating", + "empirical", + "Trajectory", + "accelerated", + "hypothesized", + "symptomatic", + "progressively", + "empirically", + "observation" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "characteristic", + "characterized", + "deceler", + "sustained", + "culminating", + "observable", + "exhibiting", + "climax", + "protracted", + "culmin", + "accelerating", + "prolonged", + "sequential", + "transitioning", + "observed", + "curvil", + "trajectory", + "markedly", + "stabilized", + "atypical", + "punctuated", + "characterize", + "characterizing", + "physiologically", + "observation", + "accelerated", + "symptomatic", + "Trajectory" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "observed", + "characteristic", + "characterized", + "exhibiting", + "sustained", + "prolonged", + "deceler", + "characteristics", + "exhibited", + "characterize", + "climax", + "sequential", + "characterizing", + "characteristic", + "Characteristic", + "Characteristic", + "trajectory", + "accelerating", + "symptomatic", + "culminating", + "characteristics", + "physiological", + "protracted", + "Characteristics", + "longitudinally", + "longitudinal", + "progression", + "indicative", + "diagnose", + "Characteristics" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characterized", + "observed", + "characteristic", + "characterize", + "sequentially", + "characterizing", + "sequential", + "characteristics", + "segmented", + "typical", + "analyzed", + "exhibited", + "indicative", + "progressively", + "exhibiting", + "characteristic", + "characterizes", + "Characteristic", + "punctuated", + "pattern", + "described", + "sequence", + "Sequential", + "Characteristic", + "successively", + "climax", + "transitioning", + "linearity", + "typical" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "characterizing", + "characterize", + "sequential", + "sequentially", + "pattern", + "observed", + "Sequence", + "segmented", + "Verlauf", + "Progression", + "sequence", + "characterized", + "transitions", + "progression", + "Sequential", + "Sequence", + "Sequential", + "sequenced", + "Stages", + "Stages", + "menggambarkan", + "SEQUENCE", + "stages", + "characteristic", + "analyzed", + "phases", + "Pattern", + "Pattern" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "characterizing", + "During", + "Notably", + "demonstrating", + "showcasing", + "culminating", + "tonight", + "Notably", + "this", + "lyn", + "publicly", + "Ultimately", + "this", + "Ultimately", + "Interestingly", + "firsthand", + "whereupon", + "symbolizing", + "during", + "suggesting", + "Tonight", + "confronting", + "recently", + "whereby", + "threatening", + "commentary", + "illustrating", + "tragically", + "notably", + "whence" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Recently", + "During", + "Conversely", + "Meanwhile", + "Similarly", + "Certainly", + "Furthermore", + "Recently", + "Furthermore", + "Conversely", + "Ultimately", + "lyn", + "Ultimately", + "Likewise", + "Shouldn", + "whereas", + "oretically", + "During", + "Also", + "Similarly", + "Its", + "Secondly", + "Obviously", + "Simultaneously", + "Notably", + "Likewise", + "furthermore", + "Afterwards" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Similarly", + "Similarly", + "Conversely", + "conversely", + "Conversely", + "likewise", + "Likewise", + "mselves", + "else", + "Furthermore", + "Meanwhile", + "Simultaneously", + "whereas", + "similarly", + "Otherwise", + "Likewise", + "Shouldn", + "correspondingly", + "furthermore", + "Otherwise", + "Also", + "Ultimately", + "Again", + "meanwhile", + "Secondly", + "simultaneously", + "Afterwards", + "priori", + "Also", + "Its", + "whereas", + "Similar" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "During", + "Its", + "During", + "conversely", + "Unless", + "whereas", + "Neither", + "Shouldn", + "Meanwhile", + "theirs", + "Unless", + "Without", + "Ultimately", + "Hopefully", + "Hopefully", + "Feeling", + "Simultaneously", + "dawned", + "Ignoring", + "Their", + "Ultimately", + "mselves", + "Finally", + "Combining", + "Its" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "whereas", + "mdash", + "Unless", + "Unless", + "Rather", + "Reve", + "During", + "Meanwhile", + "ToJson", + "Yet", + "Its", + "During", + "Yours", + "bulb", + "tandis", + "Feeling", + "Weekend", + "orith", + "flop", + "Bias", + "atrical", + "Yet", + "erb", + "Decoding", + "Worry" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "mselves", + "They", + "Their", + "whereas", + "nThe", + "Its", + "Conversely", + "Shouldn", + "Configuring", + "During", + "Their", + "During", + "Yours", + "mdash", + "Atm", + "There", + "Plugging", + "Feeling", + "Aim", + "They", + "Unless", + "Whereas", + "conversely", + "Ours", + "Yet", + "Unless" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Meanwhile", + "nThe", + "Conversely", + "Its", + "Unless", + "Shouldn", + "conversely", + "They", + "Yet", + "Welcome", + "Looks", + "Unless", + "Plugging", + "mdash", + "Its", + "Their", + "There", + "orith", + "During", + "Again", + "Recently", + "Yet", + "Regardless", + "Wasn", + "Recent", + "Aim", + "Configuring", + "Therefore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Secondly", + "They", + "txt", + "Otherwise", + "Conversely", + "Though", + "Unless", + "nThe", + "Ships", + "Didn", + "Alternatively", + "xlsx", + "Again", + "Yet", + "Then", + "orith", + "Furthermore", + "Likewise", + "Unless", + "ToJson", + "Hence", + "sted", + "endregion", + "BRI", + "itl", + "Please" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Secondly", + "endswith", + "UMENT", + "Mere", + "Machinery", + "indd", + "Secondly", + "itl", + "Agents", + "akad", + "js", + "Meanwhile", + "jpg", + "iece", + "WAS", + "Aren", + "json" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "UMENT", + "Secondly", + "Machinery", + "php", + "Meter", + "akad", + "xlsx", + "endswith", + "itl", + "Trailer", + "opy", + "jpg", + "Trailer", + "indd", + "Copy", + "Equipment", + "rive", + "copy" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "heading", + "itl", + "Secondly", + "UMENT", + "viat", + "jsp", + "akad", + "jam", + "Strategies", + "adt", + "jt", + "Heading", + "heading", + "Anwendungen", + "ullen", + "ocht", + "php", + "bat" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "he", + "each", + "jam", + "increasing", + "meet", + "ument", + "end", + "fit", + "balanced", + "kill", + "etric", + "gend", + "emat", + "rest", + "unit", + "predict", + "parallel", + "nat", + "shit", + "equipment", + "quadratic", + "length", + "em", + "quad", + "grip", + "tri", + "Secondly", + "eat", + "men", + "hat", + "ahi", + "trap" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 48170, + 90528, + 122811, + 150555, + 106810, + 160468, + 73949, + 143624, + 103673, + 44215, + 32359, + 39214, + 90230, + 135627, + 127142, + 141819, + 22337, + 1514, + 6472, + 18940, + 17881, + 120921, + 172353, + 136830, + 103141, + 50555 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 117105, + 34329, + 103987, + 120475, + 70053, + 37845, + 19389, + 30583, + 21870, + 19213, + 61012, + 43297, + 19822, + 39606, + 61021, + 92099, + 123415, + 50856, + 24816, + 14705, + 12765, + 1779, + 90812, + 67298, + 139470, + 130931 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 123681, + 148232, + 194060, + 113132, + 85453, + 32063, + 6337, + 14978, + 15226, + 5110, + 5504, + 13774, + 12460, + 37407, + 166060, + 234072, + 222500, + 215059, + 211654, + 219708, + 171019, + 168454, + 207810, + 197908, + 96651, + 180321 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 14567, + 188305, + 3144, + 36236, + 260137, + 230077, + 204586, + 107783, + 12195, + 48796, + 44966, + 91846, + 122476, + 49964 + ] + }, + { + "label": "diffusion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 24566, + 50833, + 67571, + 235777, + 60426, + 70278, + 59935, + 77143, + 21850, + 23216, + 108918, + 5973, + 92071, + 54297 + ] + }, + { + "label": "cavity", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 261964, + 252511, + 245874, + 243990, + 112909, + 37419, + 149317, + 204067, + 51765, + 61278, + 21142, + 48240, + 69379, + 33488 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "followed", + "score": 25.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ",", + "output_checked": true + }, + { + "concept": "then", + "score": 11.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "voltage", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "because", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "constant", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "plateau", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "long", + "output_checked": true + }, + { + "concept": "phase", + "score": 7.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ",", + "output_checked": true + }, + { + "concept": "that", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "degradation", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "later", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "during", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "capacitor", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "load", + "output_checked": true + }, + { + "concept": "velocity", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "testing", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "test", + "output_checked": true + }, + { + "concept": "unchanging", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "constant", + "output_checked": true + }, + { + "concept": "failure", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "but", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "which", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ductility", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "gradually", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "example", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "demonstrations", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "test", + "output_checked": true + }, + { + "concept": "thereafter", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "becoming", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "before", + "output_checked": true + }, + { + "concept": "resistor", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "load", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "observed", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "stationary", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "load", + "output_checked": true + }, + { + "concept": "acceleration", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "termination", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "investigating", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "deformation", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "steady", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "sequential", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "deceler", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "economy", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "load", + "output_checked": true + }, + { + "concept": "characterizing", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "subsequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "unresponsive", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "nearly", + "output_checked": true + }, + { + "concept": "unchanged", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "nearly", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "power", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "high", + "output_checked": true + }, + { + "concept": "chamber", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "test", + "output_checked": true + }, + { + "concept": "slow", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "culminating", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "occurred", + "score": 2.0, + "best_rank": 2, + "best_depth": 90.2, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "plasticity", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "indicative", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "panjang", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "long", + "output_checked": true + }, + { + "concept": "linearity", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "protracted", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "tensile", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "endurance", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "diagnostic", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "smarter", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "", + "output_checked": true + }, + { + "concept": "electronics", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "simulated", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "test", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "Kwa", + "nada", + "quantos", + "ervan", + "wand", + "anque", + "Hail", + "cred", + "addRow", + "point", + "cro", + "undos", + "discrim" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lev", + "dim", + "tons", + "trem", + "Cann", + "rid", + "opat", + "channel", + "throws", + "blot", + "ebo", + "grac", + "twe", + "Beg", + "zorunda", + "gr", + "reu", + "Prote", + "Bel", + "Pari", + "Carg", + "instrument" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "trem", + "gr", + "intang", + "rock", + "inking", + "glob", + "wedge", + "ebo", + "reu", + "dim", + "twe", + "channel", + "lev", + "throws", + "tons", + "blot", + "Prote", + "grac" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ilj", + "glob", + "ums", + "fam", + "Reis", + "champ", + "ilg", + "tfrac", + "olyte", + "Il", + "tils", + "Wren", + "Mani", + "Clon", + "dre" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ilj", + "ago", + "Reis", + "Mani", + "tfrac", + "glob", + "essional", + "dim", + "rock", + "champ", + "grac", + "fam", + "brink", + "astes", + "byt", + "ingt", + "Lef" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "icot", + "amb", + "illing", + "side", + "VERE", + "sag", + "rem", + "sn", + "susp", + "yn", + "ORS", + "s", + "ling", + "WOR", + "ual", + "oben", + "fin", + "orel", + "sning", + "bund", + "Ih", + "ieden" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "HI", + "sol", + "tools", + "feeding", + "kick", + "bro", + "Werk", + "tool", + "valued", + "DEP", + "Green", + "seq", + "duct", + "rem", + "common", + "Werk", + "s", + "OM", + "trading", + "Me", + "ME", + "MI" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "tool", + "HI", + "kick", + "sol", + "lives", + "Werk", + "turbo", + "demos", + "trading", + "tail", + "Zealand", + "truncate", + "duct" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "sol", + "lives", + "serial", + "select", + "HI", + "tools", + "Sol", + "kick", + "ormap", + "record", + "nop", + "trading", + "rem", + "Select", + "linear", + "Green" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subject", + "linear", + "ettle", + "Select", + "common", + "switch", + "fetch", + "Green", + "sleeping", + "greeting", + "err", + "data", + "criteria", + "lives", + "Greeting", + "var", + "tools", + "talk", + "did", + "trading", + "greet", + "tattoo" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greeting", + "switch", + "Meals", + "linear", + "ettle", + "greet", + "meals", + "racial", + "meetings", + "locker", + "SWITCH", + "axis", + "listener", + "lock", + "fetch", + "Greeting", + "data", + "dietary", + "sleeping", + "diet", + "GetData", + "microsoft", + "meeting", + "cereal" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "epar", + "meals", + "alee", + "PLAY", + "rion", + "fewest", + "iliar", + "refresh", + "brun", + "BAG", + "edy", + "ingan", + "brush", + "PAS", + "restart", + "acar", + "acf", + "Rechnung", + "alh", + "beat", + "Mechanics", + "mechan", + "meli", + "acid", + "aline", + "ampuan", + "locker", + "omata", + "odora" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "kulit", + "kik", + "restart", + "spielt", + "Angeles", + "Restart", + "Restart", + "phospholip", + "httpClient", + "ostat", + "Notify", + "dictionaries", + "pickle", + "hnung", + "abilecek", + "getId", + "Critics", + "Atoi", + "ckie", + "pick", + "dicht", + "ochlorite" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "berj", + "mele", + "kund", + "assol", + "viol", + "defer", + "brus", + "dents", + "bers", + "Besides", + "profes", + "jogar", + "Didn", + "bilgiler", + "gor", + "bedside", + "bookshelf", + "Pang", + "roar", + "hrte" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "tti", + "prong", + "findest", + "Ber", + "ahnya", + "Gaj", + "logical", + "deniz", + "lli", + "hra", + "logique", + "Das", + "trilogy", + "tilde", + "lus", + "femmin", + "smith", + "logic", + "poste", + "teren", + "kren", + "oun", + "father", + "ethics", + "familie", + "Nah" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "tti", + "Stein", + "haz", + "welt", + "Trunc", + "wir", + "Tus", + "afect", + "duke", + "stance", + "andolo", + "kez", + "Gut", + "spf", + "cz", + "ounding", + "Daw", + "Roh", + "sped", + "sta", + "amid", + "Versions", + "twe", + "adil", + "dazu", + "wij" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "adn", + "Trou", + "kernel", + "fawn", + "baik", + "parent", + "roll", + "ilm", + "penj", + "counterpart", + "FY" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "DESC", + "ehl", + "SRM", + "unders", + "sleep", + "spurt", + "POST", + "fileupload", + "Ext" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "nThe", + "Similarly", + "Descent", + "breakup", + "Weekly", + "fell", + "weekly", + "Summary", + "Meanwhile", + "descent", + "workflow", + "Dedu", + "lll", + "makeup", + "endDate", + "ZS", + "nPlease", + "jb", + "Verse", + "Verge", + "Today", + "Surely", + "Similarly", + "alike", + "Responses" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Subsequent", + "nThe", + "During", + "During", + "meanwhile", + "Meanwhile", + "mselves", + "Brief", + "After", + "Others", + "Under", + "Sequence", + "Predict", + "Subsequently", + "Brief", + "Its", + "Consequently", + "Simultaneously", + "Sequences", + "Role", + "Its" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Under", + "nThe", + "During", + "During", + "Subsequent", + "Recently", + "Historically", + "nPlease", + "Nowadays", + "Scheduling", + "Occurrence", + "Sequence", + "Nowadays", + "Neither", + "Under", + "Meanwhile", + "Its", + "Biological", + "Schedules", + "Similarly", + "Whose", + "Each", + "Sequences", + "Immediately" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Schedules", + "Otherwise", + "Secondly", + "Under", + "Ships", + "txt", + "xlsx", + "Mechanism", + "Historically", + "Predict", + "Traditionally", + "Schedule", + "Unless", + "png", + "Unlike", + "Normally", + "Streams", + "php", + "etc", + "Wie", + "Cause", + "Statistics", + "But", + "During", + "Similarly", + "Usually", + "etc", + "Sur" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "jsp", + "Secondly", + "js", + "Meanwhile", + "png", + "php", + "Agents", + "json", + "WAS", + "Strategy", + "endswith", + "Ships", + "Agents", + "Dat", + "htim", + "py", + "Mechanism", + "Under", + "Nature" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Secondly", + "Mine", + "php", + "Meanwhile", + "js", + "json", + "xlsx", + "During", + "Try", + "Assuming", + "jsp", + "Agents", + "Brains", + "png", + "ACH", + "Trap", + "During", + "Strategy", + "east", + "othesis", + "py", + "At", + "Mine" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "jsp", + "Secondly", + "Judging", + "heading", + "py", + "plot", + "etera", + "StartDate", + "Trap", + "ever", + "subsection", + "plet", + "Narrative", + "Under" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "each", + "Building", + "sub", + "under", + "The", + "building", + "inat", + "Under", + "subsection", + "build", + "et", + "predict", + "During", + "Such", + "Subst", + "during", + "Let", + "increasing", + "nat", + "when", + "natural", + "Biological", + "Equipment", + "substrate", + "A", + "hard", + "substring", + "ever", + "bias", + "weather", + "stop", + "hole" + ] + } + ], + "logit_surprising": [ + { + "concept": "followed", + "score": 24.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "degradation", + "score": 11.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "plateau", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "long", + "output_checked": true + }, + { + "concept": "kemudian", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ",", + "output_checked": true + }, + { + "concept": "phase", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "prong", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "God", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "initial", + "output_checked": true + }, + { + "concept": "ausge", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "verw", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "long", + "output_checked": true + }, + { + "concept": "capacitor", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "that", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "resistor", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "load", + "output_checked": true + }, + { + "concept": "speed", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "constant", + "output_checked": true + }, + { + "concept": "fidelity", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "high", + "output_checked": true + }, + { + "concept": "then", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "chamber", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "test", + "output_checked": true + }, + { + "concept": "slow", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "failure", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "halk", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "thereafter", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "long", + "output_checked": true + }, + { + "concept": "unchanged", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "nearly", + "output_checked": true + }, + { + "concept": "final", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "battery", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "load", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "velocity", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "phases", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "Listener", + "score": 2.0, + "best_rank": 3, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "aberto", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cruciate", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "fewest", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "flakes", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "getId", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "milion", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "bookshelf", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "httpClient", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "kulit", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "brus", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "grudge", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "before", + "output_checked": true + }, + { + "concept": "berj", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "OUND", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "ELY", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "cult", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "duke", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "test", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "ips", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "serp", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "PRF", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "load", + "output_checked": true + }, + { + "concept": "multimeter", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "high", + "output_checked": true + }, + { + "concept": "powered", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "inconsistency", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "slowing", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "efficiency", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "high", + "output_checked": true + }, + { + "concept": "frequency", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "barbecue", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "exemplifies", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "test", + "output_checked": true + }, + { + "concept": "satisfactory", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "decline", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "initial", + "output_checked": true + }, + { + "concept": "continued", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "long", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-02__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Time-dependent deformation under heat 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A turbine component operated under sustained stress near half its melting temperature. Grain-edge pores enlarged and linked even though the applied stress was below the room-temperature yield value.", + "prompt_tail": "tained stress near half its melting temperature. Grain-edge pores enlarged and linked even though the applied stress was below the room-temperature yield value.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-high-temperature-deformation-03", + "carrier_id": null, + "target_family": "high-temperature-deformation", + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 2561, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 1260 + }, + { + "label": "diffusion", + "best_rank": 1512, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 2255 + }, + { + "label": "cavity", + "best_rank": 6027, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 9911 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "accordingly", + "hereby", + "orry", + "leness", + "ients", + "ogether", + "according", + "therefore", + "According", + "hence", + "oba", + "iken", + "isses", + "which", + "item", + "ertain", + "together", + "ilities", + "eles", + "anyak", + "cen", + "ammed", + "furthermore", + "together" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "lle", + "d", + "ids", + "ii", + "persons", + "thereof", + "persons", + "tics", + "ited", + "ither", + "zes", + "dia", + "thereon", + "ion", + "ie", + "ff", + "gy", + "ided", + "yt", + "wards", + "hence", + "yy", + "ewise", + "eded", + "gement", + "lly", + "ort", + "ilities", + "ses" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "persons", + "whilst", + "defence", + "wards", + "lle", + "ain", + "learnt", + "occured", + "govt", + "onus", + "needful", + "thereof", + "alike", + "thru", + "centre", + "Govt", + "info", + "till", + "xd", + "centre", + "hence", + "organisation", + "thats", + "thereon", + "lastly", + "upto", + "realising", + "yy", + "behaviour" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "gonna", + "persons", + "oides", + "lle", + "lly", + "area", + "dioxide", + "dia", + "thru", + "occured", + "ndo", + "zis", + "doings", + "xd", + "guy", + "somebody", + "indication", + "youths", + "sic", + "Sachen", + "everybody", + "nobody", + "afterwards", + "osion", + "thats", + "retarded" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "thats", + "persons", + "thru", + "guy", + "yeah", + "whilst", + "occured", + "area", + "basically", + "afterwards", + "doings", + "stuff", + "guys", + "centre", + "everybody", + "anybody", + "gotta", + "alot", + "lastly", + "Thats", + "info", + "somebody", + "nobody", + "ain", + "wanna", + "lly", + "thing" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "gonna", + "thats", + "which", + "whilst", + "alot", + "although", + "Also", + "yeah", + "Yeah", + "thru", + "gotta", + "indication", + "cuz", + "Thats", + "cause", + "whereas", + "afterwards", + "assisted", + "occured", + "also", + "persons", + "lastly", + "anyways", + "ggg", + "guy", + "causing", + "judgement", + "alright", + "yeah", + "wich" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "although", + "however", + "whilst", + "which", + "although", + "Whilst", + "Although", + "indications", + "furthermore", + "Whilst", + "whereas", + "alike", + "thereto", + "though", + "respectively", + "considerable", + "indication", + "nevertheless", + "Although", + "persons", + "Nevertheless", + "recognised", + "meanwhile", + "utilised", + "latter", + "indicating", + "notwithstanding", + "also" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "whereas", + "although", + "neither", + "alike", + "however", + "nevertheless", + "considerable", + "apparently", + "regarded", + "whilst", + "thereto", + "meanwhile", + "notwithstanding", + "persons", + "Furthermore", + "Moreover", + "moreover", + "considerazione", + "yet", + "Nevertheless", + "indications", + "nor", + "possibly", + "altogether", + "although", + "which", + "probably", + "latter", + "consideration", + "Although", + "suggesting" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Furthermore", + "furthermore", + "whilst", + "irrespective", + "Despite", + "moreover", + "Moreover", + "Whilst", + "Despite", + "Furthermore", + "analysed", + "considerable", + "necessitating", + "Moreover", + "recognised", + "unfavourable", + "suscept", + "Whilst", + "uminium", + "although", + "result", + "realising", + "Aluminium", + "visualisation", + "presence", + "Although", + "resultant", + "intriguing", + "scrutiny", + "Owing", + "despite", + "resulted" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "hydrostatic", + "premed", + "stimulated", + "observed", + "transgress", + "inexplicable", + "physiologically", + "chemically", + "hypoxia", + "physiological", + "tensile", + "seemingly", + "symptomatic", + "experimental", + "induced", + "empirical", + "simulated", + "constitutive", + "inexplic", + "Induced", + "hypoxic", + "osmotic", + "thermodynamic", + "anomalous", + "subsurface", + "metallurgical", + "isolated" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "transgress", + "failure", + "aberr", + "symptomatic", + "premed", + "physiological", + "physiologically", + "Failure", + "mechanistic", + "inexplicable", + "anomalous", + "abnormally", + "incipient", + "experimental", + "stimulated", + "Failure", + "thrombosis", + "hypoxic", + "transgression", + "sustained", + "abnormal", + "constitutive", + "hydrostatic", + "behavior", + "protracted", + "undetectable", + "breaching" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "necrosis", + "symptomatic", + "inexplicable", + "pathogenesis", + "abnormal", + "failure", + "symptoms", + "deterioration", + "diagnose", + "unexplained", + "abnormally", + "diagnosis", + "necro", + "thrombosis", + "metabolic", + "Failure", + "pathological", + "anomalous", + "pathogenic", + "exacerbated", + "mechanistic", + "anormal", + "suspect", + "diagnostic", + "triggered", + "Failure", + "triggering", + "transgress", + "behavior" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "despite", + "inexplicable", + "Despite", + "anomalous", + "defying", + "phenomenon", + "abnormal", + "seemingly", + "inexplic", + "abnormally", + "despite", + "Despite", + "phenomena", + "anomal", + "necrosis", + "trotz", + "pathogenesis", + "symptomatic", + "exacerbated", + "nonostante", + "sustained", + "persistent", + "unexplained", + "anormal", + "apparently", + "repeatedly", + "violating" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "inexplicable", + "despite", + "inexplic", + "Despite", + "seemingly", + "anomalous", + "defying", + "unexplained", + "despite", + "nonostante", + "Despite", + "phenomenon", + "apparently", + "abnormal", + "anomal", + "unexpectedly", + "strangely", + "defy", + "mysteriously", + "defies", + "surprising", + "somehow", + "phenomena", + "bizarre", + "anomaly", + "violating", + "aberr" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "simultaneously", + "subsequently", + "Ultimately", + "Furthermore", + "reportedly", + "Ultimately", + "despite", + "Conversely", + "furthermore", + "Conversely", + "both", + "ultimately", + "suggesting", + "concurrently", + "threatening", + "worrying", + "evidence", + "meanwhile", + "testimonies", + "publicly", + "pourtant", + "questions", + "surprising", + "Meanwhile", + "witnesses", + "unexpectedly", + "while", + "during", + "whereas", + "neither", + "Yet" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Conversely", + "Meanwhile", + "Conversely", + "Yet", + "Similarly", + "Ultimately", + "Similarly", + "During", + "meanwhile", + "Why", + "During", + "furthermore", + "Ultimately", + "Afterwards", + "Simultaneously", + "why", + "Also", + "Consequently", + "Furthermore", + "Concerns", + "concerns", + "Recently", + "Likewise", + "Certainly", + "Consequently", + "This", + "Meanwhile", + "Otherwise", + "Recently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Similarly", + "Conversely", + "conversely", + "Similarly", + "meanwhile", + "Furthermore", + "Meanwhile", + "furthermore", + "Conversely", + "else", + "likewise", + "similarly", + "Afterwards", + "Also", + "Yet", + "Then", + "Otherwise", + "Simultaneously", + "During", + "thereafter", + "Likewise", + "Ultimately", + "Subsequently", + "alternatively", + "afterwards", + "Afterward", + "whereas", + "Finally", + "Consequently", + "Shouldn", + "Again", + "During" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "conversely", + "furthermore", + "During", + "Their", + "theirs", + "lately", + "Similarly", + "anymore", + "Meanwhile", + "Finally", + "They", + "finally", + "During", + "vice", + "Their", + "Equally", + "Lately", + "likewise", + "Similarly", + "Observed", + "consequently", + "Its", + "risking", + "Seeking", + "Simultaneously", + "Need", + "afterward", + "Afterward", + "Its", + "outcomes" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Its", + "theirs", + "Their", + "vice", + "Yours", + "Lately", + "Their", + "Yet", + "mselves", + "hers", + "holtz", + "Its", + "Yet", + "nPlease", + "conversely", + "They", + "Unless", + "Recently", + "olerance", + "Meanwhile", + "Conversely", + "Atm" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Meanwhile", + "Their", + "Their", + "Consequently", + "theirs", + "There", + "During", + "They", + "Its", + "Recently", + "Yours", + "nPlease", + "During", + "nThe", + "Lately", + "There", + "holtz", + "Consequently", + "Hence", + "This", + "Unless", + "Such" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Their", + "Their", + "Its", + "Consequently", + "Recently", + "During", + "theirs", + "Lately", + "They", + "Hence", + "During", + "Yours", + "nPlease", + "nThe", + "This", + "Meanwhile", + "Consequently", + "holtz", + "Expectations", + "Unless", + "Competition", + "Assume", + "There", + "Anyone", + "Compared", + "Aim", + "LEM" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Hence", + "Furthermore", + "This", + "Conversely", + "txt", + "Conversely", + "Unless", + "awn", + "sted", + "Therefore", + "Yet", + "Consequently", + "Its", + "These", + "Unless", + "Secondly", + "Dette", + "ithin", + "Dieser", + "setzung", + "Its", + "glb", + "LEM", + "Similarly", + "Recently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "js", + "Mere", + "balls", + "Errors", + "Meanwhile", + "glb", + "Subs", + "Secondly", + "bm", + "UnitTest", + "ardini", + "Such", + "Anyone", + "Mine", + "auche", + "unger", + "WAS", + "ihilation", + "ExceptionHandler", + "json", + "Therefore" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Anyone", + "othesis", + "ua", + "amba", + "auche", + "uft", + "Tumor", + "ailable", + "Mere", + "igate", + "ansky", + "Mine", + "bm", + "mine", + "Secondly", + "js" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ua", + "oa", + "amba", + "hypertrophy", + "haft", + "hui", + "igate", + "aints", + "Anyone", + "aisi", + "Tricks", + "SearchResults", + "ature", + "acular", + "heading", + "UA", + "ittle" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "material", + "empty", + "Die", + "Such", + "The", + "meet", + "This", + "ua", + "umb", + "eth", + "assume", + "shallow", + "allow", + "alone", + "mult", + "tri", + "continuous", + "small", + "apply", + "Sub", + "nt", + "tr", + "sb", + "These", + "Fail", + "item", + "deep", + "Assumptions", + "aut", + "auth", + "hard" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 41357, + 117803, + 94827, + 106297, + 69644, + 40179, + 172735, + 139943, + 76934, + 6751, + 2917, + 3159, + 3315, + 2562, + 132982, + 86012, + 26140, + 3637, + 26834, + 18284, + 5569, + 11496, + 15910, + 8088, + 29762, + 3549 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 115539, + 20222, + 16852, + 29125, + 41505, + 18486, + 108729, + 121953, + 125705, + 41262, + 30264, + 24760, + 19911, + 26139, + 79786, + 108374, + 115050, + 50852, + 85391, + 10319, + 8698, + 1513, + 49934, + 54980, + 85826, + 19964 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 131704, + 137509, + 151254, + 124084, + 129947, + 43052, + 36798, + 49501, + 30018, + 6569, + 6028, + 8703, + 14931, + 64810, + 99225, + 152638, + 162459, + 130849, + 200779, + 116136, + 69287, + 106492, + 100590, + 98510, + 48816, + 54834 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 1261, + 66086, + 1584, + 17451, + 223019, + 127798, + 111974, + 127953, + 23313, + 3745, + 2296, + 3354, + 4245, + 2470 + ] + }, + { + "label": "diffusion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 12718, + 26611, + 185782, + 236230, + 173372, + 97752, + 59226, + 27353, + 13360, + 7328, + 17618, + 2256, + 13694, + 6788 + ] + }, + { + "label": "cavity", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 260694, + 227960, + 250020, + 252228, + 183309, + 90545, + 153201, + 71316, + 9912, + 23848, + 10974, + 24607, + 31759, + 30189 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "during", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "linked", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "component", + "output_checked": true + }, + { + "concept": "threshold", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "below", + "output_checked": true + }, + { + "concept": "remained", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Grain", + "output_checked": true + }, + { + "concept": "because", + "score": 9.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "equivalent", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "maximum", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "its", + "output_checked": true + }, + { + "concept": "tensile", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "became", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "under", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Grain", + "output_checked": true + }, + { + "concept": "several", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "near", + "output_checked": true + }, + { + "concept": "while", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "even", + "output_checked": true + }, + { + "concept": "grew", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "proximity", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "near", + "output_checked": true + }, + { + "concept": "began", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "capacity", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "they", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "though", + "output_checked": true + }, + { + "concept": "intense", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "under", + "output_checked": true + }, + { + "concept": "requires", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "only", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "was", + "output_checked": true + }, + { + "concept": "subsurface", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "exacerbated", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "was", + "output_checked": true + }, + { + "concept": "plasticity", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "arms", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "significant", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "near", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Grain", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "edge", + "output_checked": true + }, + { + "concept": "rotates", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "strength", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "but", + "score": 3.0, + "best_rank": 73, + "best_depth": 68.3, + "near_token": "value", + "output_checked": true + }, + { + "concept": "decommissioning", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "operated", + "output_checked": true + }, + { + "concept": "anymore", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "though", + "output_checked": true + }, + { + "concept": "ductile", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "percentage", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "half", + "output_checked": true + }, + { + "concept": "necrosis", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "even", + "output_checked": true + }, + { + "concept": "peacetime", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "was", + "output_checked": true + }, + { + "concept": "both", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "under", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "were", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "collisions", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "edge", + "output_checked": true + }, + { + "concept": "intensity", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "insufficient", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "was", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "existed", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "due", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "conditions", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "under", + "output_checked": true + }, + { + "concept": "point", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Grain", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "component", + "output_checked": true + }, + { + "concept": "operating", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "operated", + "output_checked": true + }, + { + "concept": "extreme", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "under", + "output_checked": true + }, + { + "concept": "load", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "sustained", + "output_checked": true + }, + { + "concept": "cycles", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "THAN", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "slowly", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "for", + "score": 2.0, + "best_rank": 9, + "best_depth": 82.9, + "near_token": "value", + "output_checked": true + }, + { + "concept": "whereas", + "score": 2.0, + "best_rank": 85, + "best_depth": 75.6, + "near_token": "value", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "halves", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "half", + "output_checked": true + }, + { + "concept": "hypertro", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "rupt", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "even", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "wand", + "ervan", + "ynitrite", + "punkte", + "undos", + "quantos", + "Kwa", + "yclerView", + "trump", + "zantine", + "diagonal" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "opat", + "grac", + "Blanch", + "Mannes", + "Cann", + "prof", + "lev", + "tons", + "Cole", + "rid", + "stir", + "Gall", + "reu", + "Reis", + "dim", + "ment" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "stir", + "plo", + "dim", + "rid", + "trem", + "blot", + "grac", + "rock", + "Dru", + "begr", + "vej", + "Auff", + "chum", + "Cann", + "tun", + "Pres", + "glob" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Reis", + "chum", + "tfrac", + "ilj", + "tun", + "alk", + "reu", + "Mani", + "olyte", + "dim", + "Grove", + "jel", + "ilg", + "Coul", + "Ven", + "onn", + "hangs", + "grac", + "Gal", + "ilan" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "dim", + "grac", + "ilj", + "chum", + "nguy", + "tfrac", + "Mani", + "Coul", + "Frem", + "Gal", + "glob", + "champ", + "tun", + "essional", + "Cann", + "Pari", + "Mannes", + "fam" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "side", + "hst", + "yn", + "olare", + "WOR", + "amb", + "ae", + "ilers", + "annen", + "oben", + "ual", + "Su", + "sn", + "hely", + "s", + "fields", + "fan", + "cat", + "icot", + "Vo" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "HI", + "select", + "Sol", + "Green", + "trading", + "Er", + "dad", + "kick", + "fract", + "s", + "NRC", + "turbo", + "susp", + "remen", + "mech", + "lim", + "tool", + "fitting", + "rem" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "sol", + "HI", + "tail", + "select", + "chal", + "Chal", + "remen", + "tool", + "tools", + "simple", + "Sol", + "trading", + "Select", + "ORS", + "Zealand", + "mech", + "duct", + "rem", + "sys", + "Werk" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "sol", + "side", + "select", + "Select", + "Green", + "Sol", + "record", + "HI", + "Chal", + "tail", + "trading", + "tool", + "tools", + "dedicated", + "simple", + "chal", + "serial", + "remen", + "duct", + "body", + "fitting" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "Select", + "sus", + "greeting", + "contact", + "common", + "select", + "cactus", + "tattoo", + "lives", + "s", + "trading", + "var", + "ae", + "subject", + "calls", + "greet", + "Green", + "RECE", + "side", + "pick", + "HI", + "item" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greeting", + "greet", + "calls", + "credits", + "resolve", + "listener", + "RECE", + "self", + "credits", + "lives", + "locker", + "cactus", + "sleeping", + "detailed", + "call", + "subject", + "solver", + "trading", + "lds", + "data", + "too", + "podcast", + "cat", + "contact", + "holders", + "meeting", + "CRED" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "issel", + "SCRE", + "financeiros", + "header", + "reason", + "header", + "kai", + "epar", + "elang", + "edy", + "feather", + "refresh", + "andel", + "cych", + "daya" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "enem", + "cama", + "slutt", + "pickle", + "vender", + "dictionaries", + "despert", + "vendedores", + "recou", + "grudge", + "kulit", + "dusted", + "department", + "eiros", + "restart", + "getId", + "hairdresser", + "getName" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ogado", + "gor", + "grud", + "solle", + "brus", + "holz", + "parquet", + "deka", + "God", + "grudge", + "presse", + "delt", + "assol", + "Forst", + "okol", + "kund", + "verl", + "besteht", + "dzie" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "ker", + "tier", + "urch", + "sebe", + "muh", + "prong", + "Pars", + "idium", + "ques", + "alg", + "affection", + "sir", + "verme", + "Uit", + "logical", + "logical", + "kast", + "skepticism", + "erves" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "wir", + "welt", + "Stein", + "ips", + "idium", + "cev", + "tier", + "tti", + "afect", + "opf", + "halk", + "azimuth", + "concern", + "spf", + "ausge", + "verw", + "Roh", + "trunc", + "sped", + "wert", + "ques", + "ck", + "Jaz", + "truncated", + "ectors", + "trit", + "idic", + "Agu", + "multiple" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "nourr", + "kernel", + "spf", + "parquet", + "ilm", + "fawn", + "baik", + "sini", + "mediana", + "hierv" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "sav", + "radios", + "indoors", + "cantilever", + "horizontal", + "lewat", + "unders", + "highlight", + "glGet", + "fillna", + "spurt", + "starost", + "fastapi", + "allOf", + "blah", + "horizontally", + "sidel" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Meanwhile", + "alike", + "Similarly", + "respectively", + "meanwhile", + "usher", + "manifestation", + "manifests", + "nPlease", + "month", + "weekly", + "outputs", + "Similarly", + "manifestations", + "originals", + "thrived", + "rung", + "decline", + "theirs", + "mselves", + "renewal", + "thrive", + "fielding", + "occurrence" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "meanwhile", + "Consequently", + "Meanwhile", + "Subsequently", + "theirs", + "Its", + "Others", + "eee", + "Consequently", + "nThe", + "nPlease", + "ToJson", + "jpg", + "accordingly", + "js", + "Hence", + "ttf", + "ppt", + "Meanwhile", + "mph", + "Afterward" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Its", + "Recently", + "meanwhile", + "Consequently", + "IntValue", + "Subsequently", + "MPa", + "ibin", + "Hence", + "igure", + "glb", + "newValue", + "png", + "rfloor", + "ibh", + "ittle", + "eee", + "Meanwhile", + "xls" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "txt", + "xlsx", + "php", + "png", + "js", + "xls", + "eee", + "dll", + "conversely", + "Otherwise", + "Similarly", + "Knowing", + "html", + "glb", + "hbs", + "sted", + "Consequently", + "etc", + "Unless", + "Assume", + "htm", + "Simultaneously", + "baliknya", + "known", + "Secondly", + "Hence", + "tested" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "js", + "png", + "php", + "Meanwhile", + "IntValue", + "jsp", + "meanwhile", + "ipynb", + "mine", + "Secondly", + "east", + "xlsx", + "Mine", + "secondly", + "json", + "html", + "Mine" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "js", + "png", + "php", + "ausea", + "Meanwhile", + "meanwhile", + "ielle", + "Mine", + "aille", + "Already", + "mine", + "getElementById", + "amba", + "xlsx", + "viii", + "skii", + "altro", + "ipynb", + "number", + "Number", + "mine", + "ailure", + "Anyone", + "setType", + "Mine", + "Number" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "haft", + "amba", + "html", + "js", + "php", + "hr", + "ielle", + "Secondly", + "Assumptions", + "Secondly", + "htm", + "heimer", + "hausen", + "altro", + "ua", + "png", + "aille", + "hd", + "kia", + "What", + "During", + "edu", + "hai", + "iais" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Such", + "Mult", + "The", + "Alle", + "When", + "For", + "ai", + "These", + "Let", + "Assumptions", + "Thr", + "Material", + "hard", + "This", + "Assuming", + "Thermal", + "mult", + "such", + "Sub", + "Intr", + "Assume", + "Amph", + "If", + "above", + "Thrust", + "Mechanical", + "Materials", + "Multi", + "How", + "Wait", + "Turbine", + "Resistance" + ] + } + ], + "logit_surprising": [ + { + "concept": "threshold", + "score": 15.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ausge", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "verw", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "though", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "grew", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "maximum", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "half", + "output_checked": true + }, + { + "concept": "remained", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "underwent", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Grain", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "edge", + "output_checked": true + }, + { + "concept": "tensile", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "rele", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "its", + "output_checked": true + }, + { + "concept": "duke", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "sustained", + "output_checked": true + }, + { + "concept": "became", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "extreme", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "under", + "output_checked": true + }, + { + "concept": "operating", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "operated", + "output_checked": true + }, + { + "concept": "load", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "sustained", + "output_checked": true + }, + { + "concept": "slowly", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "strength", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "berk", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Grain", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "URCH", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "half", + "output_checked": true + }, + { + "concept": "halk", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "anyway", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "defects", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "edge", + "output_checked": true + }, + { + "concept": "relatively", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "was", + "output_checked": true + }, + { + "concept": "intense", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "under", + "output_checked": true + }, + { + "concept": "while", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "linked", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "rotates", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "insufficient", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "was", + "output_checked": true + }, + { + "concept": "began", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "experienced", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "Characteristic", + "score": 2.0, + "best_rank": 14, + "best_depth": 90.2, + "near_token": "value", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "konum", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "operated", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "under", + "output_checked": true + }, + { + "concept": "restart", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "grudge", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "half", + "output_checked": true + }, + { + "concept": "jogar", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "Incre", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "grud", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Versions", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "morally", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "cult", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "swam", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "operated", + "output_checked": true + }, + { + "concept": "mozz", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "even", + "output_checked": true + }, + { + "concept": "spf", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "though", + "output_checked": true + }, + { + "concept": "kepad", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "stressful", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "under", + "output_checked": true + }, + { + "concept": "loss", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Grain", + "output_checked": true + }, + { + "concept": "happened", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "surroundings", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "unsatisfactory", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "operated", + "output_checked": true + }, + { + "concept": "capacity", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "arose", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "there", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "though", + "output_checked": true + }, + { + "concept": "overall", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-03__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Time-dependent deformation under heat 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A fine-grained metal slowly changed shape during a prolonged hot hold. Matter moved away from compressed grain faces and accumulated on faces under tension.", + "prompt_tail": "A fine-grained metal slowly changed shape during a prolonged hot hold. Matter moved away from compressed grain faces and accumulated on faces under tension.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-high-temperature-deformation-04", + "carrier_id": null, + "target_family": "high-temperature-deformation", + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " Yet", + "generated_token_ids": [ + 16961 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 2463, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 1720 + }, + { + "label": "diffusion", + "best_rank": 800, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 2411 + }, + { + "label": "cavity", + "best_rank": 10664, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 19966 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "orry", + "accordingly", + "hereby", + "hence", + "leness", + "ients", + "therefore", + "ogether", + "iken", + "isses", + "which", + "together", + "according", + "asons", + "eles", + "oba", + "ammed", + "hence", + "coloured", + "item", + "oney", + "ilities", + "ises", + "ells" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "ii", + "persons", + "lle", + "alike", + "leness", + "d", + "eded", + "ion", + "ie", + "ng", + "ited", + "ided", + "ither", + "wards", + "rl", + "zes", + "lli", + "arie", + "zis", + "lly", + "ort", + "ff", + "elf", + "ise", + "ids", + "ients", + "rs", + "ses", + "erd", + "orie" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "persons", + "lle", + "alike", + "ILD", + "etc", + "xd", + "yy", + "dz", + "etc", + "thats", + "occured", + "aid", + "ndo", + "lly", + "wards", + "ii", + "atre", + "whilst", + "defence", + "gg", + "thru", + "dll", + "govt", + "nti", + "onus", + "d", + "wn", + "ids" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "eded", + "oides", + "persons", + "alike", + "ided", + "lle", + "yses", + "leness", + "ented", + "ued", + "umat", + "goers", + "zis", + "deeds", + "elingen", + "ovid", + "resulted", + "bia", + "udos", + "youths", + "hiy", + "ilities", + "ses" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "eded", + "alike", + "ided", + "persons", + "lle", + "yses", + "ued", + "resulted", + "oso", + "gonna", + "oides", + "zis", + "able", + "lli", + "occured", + "oraz", + "maupun", + "aitan", + "ilities", + "consisted", + "peoples", + "owo", + "doings", + "organisations" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "also", + "able", + "resulted", + "consisted", + "and", + "then", + "afterwards", + "cause", + "began", + "workers", + "who", + "according", + "persons", + "Also", + "assisted", + "towards", + "ided", + "became", + "individuals", + "afterward", + "goers", + "because", + "eded", + "that" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "toward", + "which", + "then", + "members", + "ided", + "elingen", + "Characteristics", + "men", + "began", + "zu", + "Toward", + "later", + "ites", + "Members", + "Areas", + "izu", + "ITES", + "hiy", + "ied", + "Toward", + "ayers", + "UIT", + "inander", + "itively" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "toward", + "thereby", + "whereas", + "likewise", + "thence", + "itory", + "thus", + "alike", + "uria", + "Moreover", + "meanwhile", + "then", + "persons", + "weiler", + "furthermore", + "sequently", + "Toward", + "Toward", + "iments", + "neither", + "characterized", + "ikel", + "itatively", + "leness", + "sted", + "antile" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "hydrophilic", + "toward", + "agglomer", + "favored", + "Toward", + "stratified", + "coales", + "dendritic", + "ikel", + "Toward", + "developing", + "Sediment", + "aminar", + "nascent", + "ized", + "centralization", + "ide", + "idal", + "shifting", + "sedentary", + "shift", + "resulting", + "aceous", + "anisotropic", + "concentration", + "thereby", + "centralized", + "Conversely", + "assemblages" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "hydrophilic", + "anthropogenic", + "Coriolis", + "sediment", + "accretion", + "benthic", + "observed", + "dendritic", + "hydrostatic", + "sedimentation", + "coales", + "microm", + "nutrient", + "spatially", + "accret", + "anisotropic", + "hypertro", + "agglomer", + "radiative", + "asymmetry", + "denser", + "stratified", + "vegetal", + "developing", + "gravitational", + "stabilized" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "observable", + "favored", + "stabilizing", + "stabilized", + "observing", + "observed", + "favoring", + "observation", + "stabilization", + "osserv", + "hypertro", + "hydrophilic", + "denser", + "Beob", + "advantageous", + "accumulating", + "visible", + "nutrient", + "accretion", + "microm", + "hydrostatic", + "concentration", + "observations", + "equilibrium", + "accumulation", + "beob", + "Observation" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "observed", + "redistribute", + "displacement", + "accumulating", + "redistributed", + "plasticity", + "movement", + "accumulation", + "nutrients", + "spatially", + "behavior", + "imbalance", + "buoyancy", + "nutrient", + "observable", + "displacements", + "Redist", + "stabilizing", + "vorticity", + "observed", + "nutrientes", + "Movement", + "redistribution", + "weighting", + "Beob", + "observations", + "deformation" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "observed", + "favoring", + "weighting", + "asymmetry", + "observed", + "ymmetry", + "favored", + "differentiated", + "Observations", + "manipulating", + "preferentially", + "Observed", + "redistribute", + "differential", + "imbalance", + "asymmetries", + "spatially", + "Conversely", + "redistributed", + "resulting", + "excretion", + "diferencial", + "frictionless", + "Manipulation", + "beobachten" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "observed", + "favoring", + "Observed", + "beob", + "Observations", + "observed", + "beobachten", + "Beob", + "weighting", + "Manipulation", + "describe", + "Mechanism", + "Behavior", + "Observation", + "Behavior", + "favored", + "asymmetry", + "manipulating" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "whereas", + "whereas", + "lyn", + "whilst", + "while", + "whence", + "tanto", + "both", + "where", + "further", + "opposed", + "who", + "during", + "while", + "vice", + "which", + "showing", + "telling", + "wend", + "furthermore", + "rather", + "concerned", + "neither", + "wherever", + "demonstrators", + "ValueOf", + "wards", + "witness", + "Furthermore", + "Suddenly", + "weaponry", + "among" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "whereas", + "Furthermore", + "Conversely", + "whereas", + "Conversely", + "furthermore", + "During", + "Furthermore", + "wards", + "During", + "vice", + "lyn", + "this", + "further", + "Meanwhile", + "during", + "Yet", + "alike", + "lately", + "Likewise", + "during", + "likewise", + "Certainly", + "Consequently", + "else", + "ertain", + "examples", + "Also", + "opposed", + "whilst" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Conversely", + "Conversely", + "whereas", + "conversely", + "During", + "Furthermore", + "Similarly", + "Meanwhile", + "Similarly", + "furthermore", + "Alongside", + "whereas", + "During", + "likewise", + "meanwhile", + "while", + "else", + "during", + "Also", + "Again", + "vice", + "equally", + "Yet", + "alike", + "Likewise", + "example", + "Also", + "alongside", + "whilst", + "similarly", + "Furthermore" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "vice", + "meanwhile", + "During", + "conversely", + "During", + "Meanwhile", + "Conversely", + "Conversely", + "Equally", + "while", + "whereas", + "tandis", + "furthermore", + "during", + "Alongside", + "mientras", + "theirs", + "Neither", + "Simultaneously", + "opposites", + "Both", + "happening", + "whilst", + "Both", + "alike", + "lately", + "secondly", + "Yet", + "likewise" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "vice", + "Yet", + "Yet", + "Conversely", + "conversely", + "whereas", + "meanwhile", + "anymore", + "theirs", + "Conversely", + "lately", + "Lately", + "arlier", + "Meanwhile", + "During", + "WAN", + "Quer", + "ueva", + "andam", + "Compared", + "Atm", + "Owing", + "Again", + "During", + "Unless", + "Dieser" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Conversely", + "Conversely", + "During", + "Meanwhile", + "There", + "whereas", + "During", + "Consequently", + "They", + "Compared", + "Consequently", + "conversely", + "Yet", + "Shouldn", + "Within", + "Along", + "There", + "vice", + "Its", + "Their", + "Within", + "Unless", + "Compared", + "Lately", + "Hence", + "Unless", + "Yet", + "anymore", + "Along", + "Today" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Conversely", + "There", + "Conversely", + "They", + "During", + "Meanwhile", + "Their", + "Yet", + "Consequently", + "Compared", + "During", + "Recent", + "whereas", + "Along", + "Shouldn", + "Where", + "Welcome", + "Its", + "There", + "Unless", + "Unless", + "conversely", + "Its", + "Hence", + "Regardless", + "nThe", + "Lately", + "Another", + "anymore", + "Consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "They", + "Conversely", + "Conversely", + "THAN", + "UNDER", + "Welcome", + "Unless", + "Hence", + "There", + "Again", + "Unless", + "These", + "txt", + "Likewise", + "Repeat", + "Please", + "Furthermore", + "Yet", + "Both", + "Secondly", + "Neither", + "conversely", + "Their", + "Worse", + "Stellen", + "Though", + "ramp", + "Thanks" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "UNDER", + "Unless", + "Repeat", + "THAN", + "Shouldn", + "Yet", + "UMENT", + "Under", + "underline", + "Meanwhile", + "Bred", + "Under", + "Unt", + "Unless", + "Strikes", + "ardini", + "arz", + "Secondly", + "Aren", + "Repeat", + "Uns", + "UnitTest", + "Conversely", + "WAS", + "Tried", + "json", + "Welcome", + "aments" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "UMENT", + "THAN", + "Yet", + "Bred", + "Repeat", + "Heading", + "othesis", + "ardini", + "ACKS", + "ahme", + "Meanwhile", + "aments", + "Unless", + "UNDER", + "ILL", + "Repeat", + "Researchers", + "maket", + "Backspace", + "Unt", + "kys", + "ANGLE", + "Bienvenido", + "Please", + "Pray" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Unt", + "Uns", + "UMENT", + "apas", + "Panjang", + "adt", + "UNDER", + "pylori", + "Unt", + "Heading", + "UNT", + "Conditions", + "akers", + "underline", + "Unidas", + "amers", + "Please", + "aan", + "Secondly", + "ATION", + "Heading", + "Arrows", + "ature", + "unto", + "Barber", + "Progressive" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Yet", + "under", + "Under", + "Uns", + "Progressive", + "Und", + "exceptions", + "Unt", + "When", + "Un", + "apply", + "These", + "The", + "Let", + "This", + "under", + "Such", + "in", + "length", + "underline", + "They", + "No", + "when", + "across", + "In", + "Arrows", + "bat", + "flat", + "for", + "slide", + "Ions", + "Losing" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 39723, + 103622, + 105938, + 157208, + 141943, + 86220, + 129445, + 146909, + 147866, + 25947, + 8894, + 9761, + 31382, + 78391, + 79713, + 65834, + 28597, + 2464, + 16361, + 20105, + 14242, + 54070, + 176605, + 168124, + 217955, + 54299 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 111449, + 24469, + 31786, + 98321, + 61322, + 14090, + 6486, + 14363, + 4744, + 4717, + 17485, + 6444, + 4806, + 5566, + 57384, + 77304, + 66707, + 57782, + 43531, + 6430, + 4259, + 801, + 41802, + 21223, + 36642, + 14391 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 107563, + 163458, + 188384, + 177278, + 187171, + 86207, + 20741, + 38784, + 32752, + 4587, + 10665, + 14235, + 16716, + 90370, + 101897, + 119475, + 97186, + 83366, + 163328, + 94222, + 119522, + 155938, + 184637, + 131003, + 80246, + 61883 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 1721, + 198803, + 16942, + 23338, + 214608, + 234125, + 161779, + 33384, + 20825, + 42605, + 27259, + 65663, + 56372, + 64743 + ] + }, + { + "label": "diffusion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 21305, + 36941, + 71853, + 220453, + 43067, + 48381, + 25130, + 64501, + 88007, + 6722, + 31177, + 3166, + 10376, + 2412 + ] + }, + { + "label": "cavity", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 262041, + 232333, + 233482, + 193880, + 118886, + 19967, + 80074, + 40460, + 45227, + 22000, + 45351, + 100222, + 150434, + 135453 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 20.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "areas", + "score": 16.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "observed", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "became", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "exposure", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "prolonged", + "output_checked": true + }, + { + "concept": "toward", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "heating", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "during", + "output_checked": true + }, + { + "concept": "heat", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "analysis", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "towards", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "away", + "output_checked": true + }, + { + "concept": "facing", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "deformation", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "duration", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "compressive", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "tensile", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "nearby", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "vice", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "the", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "from", + "output_checked": true + }, + { + "concept": "its", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "changed", + "output_checked": true + }, + { + "concept": "whereas", + "score": 4.0, + "best_rank": 33, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "granular", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "alloy", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "radially", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "away", + "output_checked": true + }, + { + "concept": "protrusions", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "on", + "output_checked": true + }, + { + "concept": "geometry", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "several", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "during", + "output_checked": true + }, + { + "concept": "both", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "moved", + "output_checked": true + }, + { + "concept": "began", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "melts", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "near", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "looser", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "on", + "output_checked": true + }, + { + "concept": "flowed", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "movement", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "moved", + "output_checked": true + }, + { + "concept": "manufacturing", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "denser", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "Earth", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Matter", + "output_checked": true + }, + { + "concept": "nutrients", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "pressure", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "under", + "output_checked": true + }, + { + "concept": "lentamente", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "Movement", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "moved", + "output_checked": true + }, + { + "concept": "regions", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "blevet", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "under", + "output_checked": true + }, + { + "concept": "associated", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "exploration", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "example", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "rather", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "away", + "output_checked": true + }, + { + "concept": "elsewhere", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "weaker", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "on", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "dataset", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "underwent", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Matter", + "output_checked": true + }, + { + "concept": "Conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "period", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "prolonged", + "output_checked": true + }, + { + "concept": "wine", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "powder", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "Held", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "splendid", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "fanciful", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "metallic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "slowly", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "quantos", + "ervan", + "wand", + "undos", + "Kwa", + "punkte", + "Hail", + "anque", + "addRow", + "ynitrite", + "cred", + "Thou", + "maneiras" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "grac", + "Cann", + "rid", + "lev", + "tons", + "trem", + "Pres", + "stir", + "Cole", + "Tit", + "reu", + "Pari", + "opat", + "Mannes", + "pres", + "prof", + "channel", + "twe", + "Sob", + "Blanch" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "nab", + "ums", + "sum", + "Bou", + "lev", + "sum", + "Pres", + "stir", + "blot", + "Kort", + "Gast", + "Dul", + "Sesam", + "Cann", + "Bens" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ilj", + "usan", + "champ", + "olyte", + "tfrac", + "def", + "chum", + "tun", + "Sesam", + "Gal", + "Hus", + "Langer", + "Pres", + "Aber", + "Ran", + "Cas", + "essional", + "Rn", + "Guar", + "Cole", + "Reis", + "Bens", + "fam" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Gal", + "ilj", + "ago", + "grac", + "champ", + "dim", + "tfrac", + "olyte", + "Langer", + "Pres", + "glob", + "chap", + "Kam", + "Bens", + "fam", + "Rec", + "Chap", + "Cole", + "Hus", + "Ran", + "Frem" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "det", + "hst", + "rem", + "WOR", + "amb", + "ae", + "yn", + "ilers", + "ual", + "oben", + "cat", + "aik", + "olare", + "bund", + "Green", + "Green", + "detached", + "yp", + "sn", + "atus", + "epr", + "side", + "ORS", + "fan", + "VERE" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "Green", + "demos", + "kick", + "tool", + "bro", + "HI", + "don", + "dal", + "tools", + "trading", + "DEP", + "Me", + "ual", + "seq", + "Him", + "duct", + "rem" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tool", + "tools", + "demos", + "sol", + "kick", + "trading", + "select", + "don", + "serial", + "lives", + "turbo", + "duct", + "tail", + "multiple", + "Green", + "DEP", + "mei", + "NRC", + "seq", + "rem", + "nas", + "dal", + "HI" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "sol", + "select", + "side", + "record", + "blank", + "Select", + "tool", + "kick", + "rem", + "tail", + "Green", + "Vo", + "tools", + "Sol", + "serial", + "remen", + "Me", + "lives", + "nop", + "demos", + "seq", + "WO" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "ettle", + "linear", + "select", + "subject", + "sus", + "var", + "Green", + "remen", + "discussed", + "data", + "talk", + "listener", + "tter", + "lives", + "OOSE", + "switch", + "common", + "fetch", + "tattoo", + "s", + "Resolve", + "tch" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "listener", + "linear", + "ettle", + "data", + "greet", + "scoped", + "scope", + "talk", + "titles", + "usel", + "greeting", + "scopes", + "diet", + "subject", + "too", + "fetch", + "tattoo", + "determine", + "common", + "resolve", + "achievement", + "Listener", + "speaker", + "cereal", + "Tos", + "Einf" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "TableRow", + "brush", + "standen", + "elang", + "tread", + "brushing", + "eal", + "pronged", + "Aufbau", + "reread", + "aline", + "estly", + "fewest", + "essage", + "itur" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "dictionaries", + "restart", + "lick", + "cama", + "oyam", + "kulit", + "iob", + "reheat", + "dusting", + "stretcher", + "Restart", + "spielt", + "odian", + "dicts", + "orith", + "oblastic", + "dieu", + "Restart", + "getId", + "devout", + "shake" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "toch", + "brushing", + "Dlatego", + "God", + "ogado", + "golfer", + "berk", + "brush", + "god", + "deka", + "lopen", + "brus", + "combs", + "dfs", + "jogar", + "punt", + "holz", + "embers", + "owes", + "grud" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "logic", + "logic", + "prong", + "Jahres", + "logique", + "argumento", + "dual", + "verme", + "extent", + "Poly", + "igste", + "arg", + "Logic", + "dabei", + "ricost", + "verw", + "tier" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "afect", + "wir", + "duke", + "welt", + "ausge", + "ricost", + "altung", + "cev", + "wert", + "lobe", + "spf", + "Stein", + "osphere", + "verw", + "ectors", + "stance", + "dual", + "centroid", + "jsr", + "wij", + "sped", + "amid", + "berd", + "skips" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "spf", + "cev", + "ilm", + "unfl", + "kernel", + "contr", + "baik" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "tensor", + "DisplayText", + "dt", + "Collapsed", + "srt", + "localObject", + "ehl", + "ern", + "jets", + "DNN", + "lls", + "boil", + "accordingly", + "happened" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Similarly", + "Meanwhile", + "Trouble", + "Conclusion", + "Conversely", + "Likewise", + "meanwhile", + "Troubles", + "Thus", + "affection", + "vice", + "Conversely", + "whereas", + "gitu", + "Likewise", + "CONCLUSION", + "Other", + "conclusion", + "Secondly", + "Tension", + "accordingly", + "ello", + "Conclusion", + "Sincerely", + "respectively", + "latter" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Conversely", + "Meanwhile", + "Conversely", + "Consequently", + "Similarly", + "Likewise", + "Tension", + "Hence", + "accordingly", + "meanwhile", + "Simultaneously", + "This", + "Along", + "Thus", + "During", + "consequently", + "Tensor", + "hence", + "Similarly", + "Compared", + "Subsequently", + "Other", + "Surface", + "Dieser", + "Explain" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Conversely", + "Consequently", + "Similarly", + "Likewise", + "Meanwhile", + "Consequently", + "Conversely", + "Hence", + "Tensor", + "Likewise", + "This", + "Along", + "Similarly", + "holtz", + "Bunun", + "accordingly", + "Simultaneously", + "FLD", + "Thus", + "Another", + "Tension" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Likewise", + "Conversely", + "Similarly", + "Simultaneously", + "Along", + "During", + "Hence", + "Consequently", + "Also", + "txt", + "This", + "Otherwise", + "Unless", + "Conversely", + "During", + "Again", + "Likewise", + "Therefore", + "Furthermore", + "Thus", + "Though", + "Repeat", + "Then", + "Under" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Likewise", + "Simultaneously", + "Conversely", + "This", + "Along", + "Similarly", + "Consequently", + "Hence", + "Neither", + "Conversely", + "Meanwhile", + "Under", + "Again", + "Therefore", + "Otherwise", + "These", + "Both", + "During", + "Unless", + "Thus", + "By", + "Also", + "But", + "Along", + "And", + "Specifically", + "Same", + "Repeat" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Consequently", + "Likewise", + "These", + "Conversely", + "Neither", + "Simultaneously", + "Similarly", + "Along", + "Therefore", + "Hence", + "During", + "Both", + "Those", + "Meanwhile", + "By", + "Same", + "Again", + "Also", + "Yet", + "Thus", + "Conversely", + "Repeat", + "During", + "THAN", + "Consequently", + "But" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Those", + "Consequently", + "Along", + "These", + "During", + "Likewise", + "Along", + "Conversely", + "Those", + "Both", + "Similarly", + "Simultaneously", + "Under", + "Again", + "Therefore", + "Such", + "Such", + "Whether", + "along", + "During", + "Regardless", + "According" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "Matter", + "The", + "Faces", + "In", + "These", + "A", + "When", + "Under", + "faces", + "For", + "Tension", + "Consequently", + "As", + "Such", + "During", + "Face", + "On", + "It", + "By", + "Another", + "Specifically", + "Across", + "Let", + "respectively", + "Grain", + "To", + "No", + "Wait", + "Along", + "Hot", + "Fine" + ] + } + ], + "logit_surprising": [ + { + "concept": "areas", + "score": 14.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "toward", + "score": 11.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "afect", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "heating", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "prolonged", + "output_checked": true + }, + { + "concept": "ausge", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "facing", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "grud", + "score": 4.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "regions", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "near", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "verw", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "cev", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "underwent", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Matter", + "output_checked": true + }, + { + "concept": "towards", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "wines", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "duke", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "moved", + "output_checked": true + }, + { + "concept": "elsewhere", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "finely", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "analysis", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pressure", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "under", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "annealing", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "surface", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "on", + "output_checked": true + }, + { + "concept": "understanding", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "powder", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "flowed", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "test", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "protruding", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "on", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Listener", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cereal", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "Resolve", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "aberto", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "beats", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "eingesetzt", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "away", + "output_checked": true + }, + { + "concept": "fam", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "moved", + "output_checked": true + }, + { + "concept": "roar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "kerap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "httpClient", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "benchmarking", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "on", + "output_checked": true + }, + { + "concept": "dictionaries", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "away", + "output_checked": true + }, + { + "concept": "reopen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "toch", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "changed", + "output_checked": true + }, + { + "concept": "Jahres", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Matter", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "ilm", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "Hov", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "afl", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "changed", + "output_checked": true + }, + { + "concept": "penj", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "consummate", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "dissection", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "engineering", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "changed", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-04__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Time-dependent deformation under heat 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A heat-resistant alloy accumulated measurable permanent strain with increasing service time. Interfacial pores and wedge-shaped separations were concentrated near the final rupture zone.", + "prompt_tail": "umulated measurable permanent strain with increasing service time. Interfacial pores and wedge-shaped separations were concentrated near the final rupture zone.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-high-temperature-deformation-05", + "carrier_id": null, + "target_family": "high-temperature-deformation", + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 4301, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 5493 + }, + { + "label": "diffusion", + "best_rank": 716, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 1796 + }, + { + "label": "cavity", + "best_rank": 672, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 17650 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "accordingly", + "hereby", + "orry", + "leness", + "ogether", + "according", + "ients", + "eles", + "hence", + "oba", + "iken", + "ammed", + "isses", + "item", + "ilities", + "therefore", + "anyak", + "elm", + "eces", + "ertain", + "asons", + "According", + "cen" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "persons", + "lle", + "leness", + "ither", + "eded", + "d", + "ion", + "ited", + "ii", + "dia", + "persons", + "zis", + "lly", + "tics", + "ort", + "ie", + "iew", + "ided", + "ids", + "ilities", + "hence", + "zes", + "orie", + "eness", + "wie", + "arie", + "thereon", + "ff" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "gonna", + "lle", + "etc", + "centre", + "defence", + "thereon", + "sic", + "centre", + "dz", + "etc", + "dia", + "ids", + "ither", + "atre", + "hence", + "thereof", + "alike", + "oides", + "eded", + "leness", + "persons", + "secondly", + "ndo", + "nti" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "herein", + "thereto", + "persons", + "pursuant", + "thereon", + "therein", + "thereof", + "hereafter", + "persons", + "therefrom", + "herewith", + "maupun", + "pertanto", + "wherein", + "thereafter", + "hereinafter", + "commenced", + "sic", + "yses" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "wherein", + "herein", + "pursuant", + "thereafter", + "thereto", + "commenced", + "persons", + "thereon", + "thereof", + "Util", + "resultant", + "thence", + "hereinafter", + "efectu", + "pertanto", + "maupun", + "hereafter", + "therefrom", + "wherein" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "commenced", + "wherein", + "utilized", + "upon", + "utilizing", + "concerning", + "Util", + "pursuant", + "thereto", + "regarding", + "subsequently", + "comprised", + "pertaining", + "Furthermore", + "whilst", + "Upon", + "consisted", + "Upon", + "furthermore", + "hereafter", + "Concerning", + "persons", + "herein" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereto", + "thereafter", + "thence", + "proximate", + "discernible", + "necessitating", + "whereupon", + "subsequently", + "utilized", + "utilizing", + "heretofore", + "memoranda", + "zijde", + "noted", + "considerable", + "notwithstanding", + "adjoining", + "markedly", + "requisite", + "concomit", + "characterized", + "wherein", + "pursuant", + "notably" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "noteworthy", + "thereto", + "characterized", + "concomit", + "furthermore", + "pertaining", + "notable", + "aceous", + "examination", + "concerning", + "herein", + "discernible", + "Concerning", + "considerable", + "Furthermore", + "vicinity", + "Moreover", + "pertinent", + "cerning", + "heretofore", + "toward", + "thereby", + "presently", + "wherein", + "indications" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "characterized", + "proximate", + "noteworthy", + "delineated", + "discernible", + "concomit", + "necessitating", + "periphery", + "concomitant", + "assemblages", + "etiology", + "exhibiting", + "requisite", + "proximal", + "incipient", + "notable", + "pertinent", + "individus", + "aceous", + "individuos", + "utilized", + "salient", + "agglomer", + "vicinity", + "indicative", + "characterized", + "Notably" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "observed", + "metallurgical", + "distal", + "proximate", + "benthic", + "characterized", + "diagnostic", + "observable", + "symptomatic", + "histological", + "etiology", + "subsurface", + "discernible", + "indicative", + "exhibiting", + "proximal", + "agglomer", + "radiographic", + "observations", + "exacerbated", + "delineated", + "salient", + "morphology", + "observational", + "Observations", + "clustered", + "observed", + "evidentiary", + "vasculature", + "morphologies" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "symptomatic", + "evidence", + "observed", + "diagnostic", + "evidentiary", + "distal", + "exacerbated", + "observable", + "observed", + "etiology", + "lesions", + "indicative", + "necrosis", + "evidencia", + "proximate", + "metallurgical", + "examined", + "evid", + "proximal", + "discernible", + "observations", + "indicating", + "diagnostic", + "characteristic", + "histological", + "fissures", + "characterized", + "indicators" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "symptomatic", + "diagnostic", + "necrosis", + "lesions", + "distal", + "exacerbated", + "Diagnostic", + "evidence", + "diagnostic", + "observed", + "debris", + "etiology", + "disintegration", + "necrotic", + "concentration", + "indicating", + "deterioration", + "Diagnostic", + "ruptured", + "diagnosis", + "recovered", + "contamination", + "lesion", + "diagnose", + "deteriorated", + "scarring", + "Diagnosis", + "fissures", + "indicating", + "examined", + "defects" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "evidence", + "indicating", + "diagnostic", + "symptomatic", + "observed", + "lesions", + "indicative", + "necrosis", + "suggestive", + "fissures", + "indicating", + "indicates", + "Evidence", + "exacerbated", + "indicate", + "investigated", + "suggesting", + "evid", + "indications", + "Evidence", + "Diagnostic", + "characterizing", + "evidencia", + "evident", + "recovered", + "debris", + "morphology", + "Pathology", + "diagnostic", + "examined", + "concentrated" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "evidence", + "indicating", + "observed", + "suggesting", + "Evidence", + "indicating", + "Evidence", + "suggestive", + "evidencia", + "indicates", + "lesions", + "indicative", + "symptomatic", + "Observed", + "indicate", + "suggests", + "diagnostic", + "recovered", + "evid", + "indications", + "Observations", + "Diagnosis", + "Untersuch", + "observed", + "evidence", + "Diagnosis", + "Indicates", + "Hinweise", + "sichtbar" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "During", + "During", + "during", + "Furthermore", + "witnesses", + "testimonies", + "demonstrations", + "Afterwards", + "supporting", + "during", + "demonstrators", + "several", + "subsequently", + "publicly", + "accompanying", + "advertisements", + "evidence", + "subjects", + "characterized", + "whilst", + "demonstrating", + "commentators", + "preparatory", + "while", + "documentary", + "observers", + "Ultimately", + "proponents", + "Witnesses", + "both", + "simultaneously" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Furthermore", + "During", + "During", + "Similarly", + "Meanwhile", + "Similarly", + "Conversely", + "Conversely", + "Also", + "Consequently", + "Ultimately", + "furthermore", + "Also", + "Yet", + "whereas", + "Nevertheless", + "Similar", + "Recently", + "Moreover", + "Recently", + "Likewise", + "Eventually", + "Subsequently", + "Previously", + "Frequently", + "Regarding", + "Successfully", + "Ultimately", + "Initially", + "Eventually" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Similarly", + "Conversely", + "Similarly", + "During", + "Meanwhile", + "furthermore", + "Conversely", + "whereas", + "During", + "Furthermore", + "Alongside", + "Also", + "Yet", + "Likewise", + "conversely", + "Simultaneously", + "There", + "Finally", + "Similar", + "Consequently", + "Recently", + "meanwhile", + "Eventually", + "Compared", + "Whereas", + "Subsequently", + "Frequently", + "Subsequent", + "Whereas", + "Its" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "During", + "meanwhile", + "conversely", + "Meanwhile", + "During", + "Similarly", + "Similarly", + "whereas", + "lately", + "They", + "Their", + "Compared", + "Finally", + "Whether", + "Furthermore", + "Conversely", + "priori", + "Though", + "Recently", + "Likewise", + "Alongside", + "likewise", + "Equally", + "There", + "Yet", + "Despite", + "mientras", + "Simultaneously" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Recently", + "Its", + "Lately", + "Their", + "Yet", + "Meanwhile", + "Yours", + "Conversely", + "conversely", + "Their", + "Recent", + "They", + "lately", + "Yet", + "Consequently", + "Accordingly", + "Conversely", + "Recently", + "Its", + "Recent", + "Owing", + "These", + "Compared", + "priori", + "elae", + "olerance" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Recently", + "Meanwhile", + "Its", + "Recent", + "Consequently", + "Its", + "Compared", + "Lately", + "They", + "Their", + "Conversely", + "Moreover", + "Recently", + "Recent", + "furthermore", + "Furthermore", + "Nevertheless", + "Conversely", + "conversely", + "mselves", + "There", + "Hence", + "Moreover", + "During", + "Their", + "nThe", + "Yet", + "arlier", + "Therefore" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Recently", + "Recent", + "They", + "Consequently", + "Lately", + "Their", + "Meanwhile", + "Recent", + "Compared", + "Its", + "There", + "These", + "Therefore", + "Its", + "Conversely", + "During", + "Recently", + "Nevertheless", + "nThe", + "Furthermore", + "Yet", + "Their", + "Nonetheless", + "Hence", + "furthermore", + "They", + "Regardless", + "Conversely", + "Another", + "Moreover", + "His" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Consequently", + "They", + "Likewise", + "Its", + "Recently", + "These", + "Welcome", + "Hence", + "Consequently", + "Moreover", + "Conversely", + "ExceptionHandler", + "Similarly", + "Recent", + "conversely", + "Threats", + "His", + "Their", + "Meanwhile", + "Except", + "However", + "Yet", + "LessThan", + "There", + "Another", + "Unless", + "Therefore", + "Secondly", + "furthermore", + "Conversely" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Secondly", + "UMENT", + "arent", + "WAS", + "opy", + "Tried", + "Aren", + "Arguments", + "Depend", + "THAN", + "Meanwhile", + "Secondly", + "Ships", + "Proof", + "dll", + "balls", + "ErrorMessage", + "Tis", + "Purpose" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "UMENT", + "THAN", + "arent", + "Purpose", + "othesis", + "opy", + "Arguments", + "Secondly", + "OGRAPHIC", + "Ships", + "Consequently", + "angkat", + "Consequently", + "ukhov", + "heave", + "Therefore", + "ument", + "Tis", + "ONENT", + "ufl", + "dll", + "ULAR", + "iece" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "UMENT", + "subsection", + "ungk", + "hitt", + "ethane", + "angkat", + "Collectors", + "Observers", + "ecer", + "perse", + "Subsection", + "ield", + "Arguments", + "Species" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "Sub", + "Inter", + "His", + "subsection", + "Residual", + "Residual", + "This", + "Sub", + "These", + "Starting", + "Inter", + "The", + "A", + "When", + "Its", + "Diss", + "substrate", + "Incident", + "When", + "sub", + "substring", + "Another", + "Inher", + "Unt", + "His", + "This", + "Det", + "Subsection", + "Starting", + "Thermal", + "Are" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 33553, + 127599, + 123657, + 243323, + 213780, + 208992, + 220683, + 247712, + 217755, + 125259, + 43129, + 49276, + 57005, + 105598, + 165001, + 175364, + 51204, + 15723, + 83973, + 81480, + 52387, + 90925, + 24498, + 4302, + 49877, + 11748 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 130809, + 22229, + 11083, + 83175, + 67046, + 16456, + 49267, + 17997, + 13188, + 21232, + 45374, + 12291, + 6733, + 7936, + 36533, + 100207, + 78808, + 21276, + 34274, + 5348, + 2450, + 717, + 48566, + 20149, + 32618, + 10213 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 117779, + 139082, + 111671, + 138254, + 120373, + 32038, + 9980, + 32426, + 14254, + 2406, + 844, + 673, + 723, + 1297, + 123566, + 197033, + 192242, + 167512, + 224792, + 181629, + 130526, + 163379, + 224685, + 244941, + 249191, + 196827 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 37312, + 218493, + 14245, + 44908, + 243671, + 239926, + 149957, + 86956, + 87022, + 61934, + 28878, + 11907, + 5494, + 17148 + ] + }, + { + "label": "diffusion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 25382, + 35500, + 35648, + 207298, + 90806, + 113260, + 53100, + 11686, + 11124, + 1797, + 3168, + 3657, + 17544, + 8707 + ] + }, + { + "label": "cavity", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 261844, + 251539, + 240228, + 235595, + 166578, + 66593, + 66125, + 17651, + 30885, + 30858, + 68310, + 104912, + 67414, + 31423 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "during", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "temperature", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "observed", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "were", + "output_checked": true + }, + { + "concept": "cracks", + "score": 9.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "service", + "output_checked": true + }, + { + "concept": "deformation", + "score": 7.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 7.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "several", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "facial", + "output_checked": true + }, + { + "concept": "location", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "exchanger", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "with", + "output_checked": true + }, + { + "concept": "areas", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "concentrated", + "output_checked": true + }, + { + "concept": "duration", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "time", + "output_checked": true + }, + { + "concept": "investigations", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Inter", + "output_checked": true + }, + { + "concept": "failure", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "defects", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "quarters", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "measurable", + "output_checked": true + }, + { + "concept": "became", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "exposure", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "service", + "output_checked": true + }, + { + "concept": "stages", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "final", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "grew", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "accumulating", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "time", + "output_checked": true + }, + { + "concept": "geometry", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "wedge", + "output_checked": true + }, + { + "concept": "voids", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "separations", + "output_checked": true + }, + { + "concept": "deform", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "near", + "output_checked": true + }, + { + "concept": "example", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "resistant", + "output_checked": true + }, + { + "concept": "was", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "separations", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "near", + "output_checked": true + }, + { + "concept": "inconsistencies", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "accidents", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "wedge", + "output_checked": true + }, + { + "concept": "cookware", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "resistant", + "output_checked": true + }, + { + "concept": "impurities", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "when", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "heating", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "surface", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "while", + "score": 3.0, + "best_rank": 2, + "best_depth": 78.0, + "near_token": "time", + "output_checked": true + }, + { + "concept": "whereas", + "score": 3.0, + "best_rank": 8, + "best_depth": 75.6, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "metallic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "porosity", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "subsurface", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "proximate", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "symptomatic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "thermal", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Storage", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "quantifiable", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "measurable", + "output_checked": true + }, + { + "concept": "evidence", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tracts", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "alongside", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "concentrated", + "output_checked": true + }, + { + "concept": "flaws", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "within", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "concentrated", + "output_checked": true + }, + { + "concept": "bonfire", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "radioactivity", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "measurable", + "output_checked": true + }, + { + "concept": "This", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "intersections", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "thermometer", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "wedge", + "output_checked": true + }, + { + "concept": "occurred", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "separations", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "Hail", + "ervan", + "quantos", + "nada", + "Kwa", + "ynitrite", + "wand", + "punkte", + "maneiras", + "yclerView", + "undos", + "anque" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "rid", + "stir", + "Sob", + "reu", + "grac", + "pres", + "lev", + "Cann", + "opat", + "Mannes", + "blot", + "olyte", + "prof", + "Pres", + "trem", + "essional", + "Beg", + "Yuk", + "gag", + "Blanch" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "tons", + "rid", + "opat", + "champ", + "stir", + "essional", + "ums", + "pres", + "dim", + "blot", + "reu", + "lev", + "Clon", + "Pres", + "Sob", + "fam", + "acid", + "nab", + "grac", + "chum" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ilj", + "tfrac", + "champ", + "def", + "olyte", + "essional", + "reu", + "ums", + "Sod", + "chum", + "alk", + "ebu", + "fam", + "ran", + "ilg", + "resc", + "dim", + "Trotz", + "Pres" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ilj", + "tfrac", + "ago", + "dim", + "olyte", + "Reis", + "essional", + "grac", + "champ", + "chum", + "Mani", + "Pres", + "Sod", + "lera", + "Hus", + "Lef", + "ATG", + "dip", + "brink", + "fam" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "WOR", + "hst", + "idence", + "sn", + "ilers", + "amb", + "sol", + "yn", + "sning", + "side", + "Sed", + "susp", + "olare", + "ual", + "Vo", + "atus", + "icot", + "Su", + "fan", + "s", + "det", + "illing", + "ORS", + "terc" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "HI", + "Green", + "Sol", + "Er", + "tool", + "kick", + "nop", + "tools", + "trading", + "OM", + "Rim", + "seq", + "nial", + "Me", + "subset", + "quire" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "side", + "tool", + "sol", + "HI", + "tail", + "Sol", + "trading", + "OM", + "select", + "nop", + "Green", + "NRC", + "kick", + "duct", + "Select", + "Zealand", + "yal", + "turbo" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "select", + "Green", + "side", + "sol", + "Sol", + "tail", + "nop", + "Select", + "record", + "kick", + "tool", + "tools", + "HI", + "chal", + "Er", + "blank", + "Zealand", + "Green", + "bro", + "serial", + "NRC" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "fetch", + "sus", + "linear", + "switch", + "Tos", + "select", + "ettle", + "cdots", + "greet", + "Select", + "subject", + "var", + "common", + "greeting", + "OOSE", + "listener", + "REST", + "side", + "WO", + "Green", + "Einf" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "fetch", + "greet", + "ettle", + "Tos", + "Einf", + "greeting", + "listener", + "racial", + "Otto", + "Gol", + "rgb", + "Tos", + "switch", + "rac", + "Resolve", + "Greet", + "common", + "resolve", + "REST", + "scoped", + "actor", + "Fetch", + "Peter", + "proj", + "RESOL" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "lb", + "ackets", + "ladder", + "odeling", + "easel", + "occa", + "ladder", + "tash", + "rowset", + "addAll", + "anjian", + "BAG", + "ctree", + "Rechnung", + "FORM", + "riline", + "rion", + "PBC", + "amingo", + "spar" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "cama", + "slutt", + "orit", + "dictionaries", + "milion", + "despert", + "chut", + "getId", + "buttonclick", + "lick", + "dieu", + "chung", + "fanbase", + "butts", + "oyam", + "httpClient", + "bosses" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "assol", + "ogado", + "gor", + "kund", + "rotz", + "chut", + "okol", + "holz", + "bedside", + "deka", + "solle", + "god", + "archery", + "God" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "tier", + "verme", + "ausge", + "logique", + "prong", + "Tug", + "hra", + "logical", + "logic", + "Jahres", + "tiered", + "alg", + "Ber", + "sir", + "logical", + "waard", + "wai", + "smith", + "duke" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "spf", + "tier", + "idium", + "Stein", + "idic", + "tti", + "etically", + "lova", + "Roh", + "tier", + "ausge", + "wir", + "waard", + "ectors", + "Warr", + "alm", + "morally", + "verme", + "casilla", + "osp", + "sir", + "sped", + "skips", + "roh" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "spf", + "penj", + "ips", + "Trou", + "contr", + "sint", + "sain", + "diad", + "emies" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "nontrivial", + "Nearby", + "sche", + "Cur", + "endregion", + "transmitted", + "builtin", + "Meanwhile", + "ffiti", + "Boundaries", + "osch", + "scatterplot", + "entanto", + "andet" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "Compared", + "Meanwhile", + "Together", + "these", + "These", + "Overall", + "Interestingly", + "Similarly", + "alike", + "Responses", + "Klu", + "Stri", + "Compared", + "nCurrent", + "There", + "Calc", + "Responses", + "Interests", + "Sus", + "Between", + "Compare", + "Together", + "However", + "Along", + "Between", + "nonetheless", + "meanwhile", + "Thick", + "Stri", + "Excited" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "These", + "These", + "However", + "Consequently", + "these", + "Furthermore", + "meanwhile", + "Simultaneously", + "however", + "although", + "Compared", + "Symptoms", + "Subsequent", + "Analyses", + "Scanning", + "However", + "Though", + "Stress", + "Failure" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "these", + "These", + "Consequently", + "However", + "Nonetheless", + "Furthermore", + "these", + "Simultaneously", + "micrographs", + "Subsequent", + "microstructure", + "Neither", + "Overall", + "consequently", + "Recently", + "nonetheless", + "Analy", + "Symptoms", + "Consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "These", + "Furthermore", + "Consequently", + "However", + "Failure", + "Simultaneously", + "Stress", + "These", + "Subsequent", + "Consequently", + "Similarly", + "furthermore", + "Additionally", + "conversely", + "Although", + "Moreover", + "these", + "consequently", + "Importantly", + "Additionally" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "These", + "These", + "Failure", + "Similarly", + "Simultaneously", + "Consequently", + "Furthermore", + "Neither", + "Both", + "consequently", + "This", + "Therefore", + "Stress", + "these", + "Excessive", + "Conversely", + "However", + "urally", + "Likewise", + "conversely", + "Mechanism", + "Consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "Consequently", + "These", + "Similarly", + "This", + "consequently", + "Both", + "Neither", + "Excessive", + "Simultaneously", + "Therefore", + "Furthermore", + "Failure", + "Consequently", + "urally", + "constitutive", + "Interestingly", + "Conversely", + "correspondingly", + "However", + "conversely", + "these", + "Examining", + "Interestingly", + "Hence", + "Similarly", + "Initially" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "These", + "Both", + "These", + "This", + "Excessive", + "Throughout", + "Consequently", + "Furthermore", + "Similarly", + "consequently", + "Those", + "Therefore", + "urally", + "Preliminary", + "Significant", + "Specifically", + "Experimental", + "Within", + "Internal", + "Mechanisms", + "Simultaneously" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "These", + "This", + "Inter", + "Surface", + "Internal", + "A", + "Furthermore", + "Analysis", + "Strain", + "Initial", + "Failure", + "Heat", + "Stress", + "Wedge", + "In", + "Mechanical", + "Micro", + "Structural", + "Primary", + "Fatigue", + "Local", + "Experimental", + "Thermal", + "Analyzing", + "Service", + "Such", + "Increasing", + "Tissue", + "Fracture", + "High", + "While" + ] + } + ], + "logit_surprising": [ + { + "concept": "temperature", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "increasing", + "output_checked": true + }, + { + "concept": "ausge", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "defects", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "wedge", + "output_checked": true + }, + { + "concept": "crack", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "facial", + "output_checked": true + }, + { + "concept": "impurities", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "measurable", + "output_checked": true + }, + { + "concept": "observed", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "were", + "output_checked": true + }, + { + "concept": "grew", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "deformation", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "location", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "exchanger", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cracks", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "wedge", + "output_checked": true + }, + { + "concept": "duke", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "measurable", + "output_checked": true + }, + { + "concept": "thermometer", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "These", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "after", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "ilm", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "facial", + "output_checked": true + }, + { + "concept": "arose", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "interface", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ceramic", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "resistant", + "output_checked": true + }, + { + "concept": "This", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "stress", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "near", + "output_checked": true + }, + { + "concept": "surface", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "dieu", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "repeated", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "duration", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "service", + "output_checked": true + }, + { + "concept": "investigation", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Inter", + "output_checked": true + }, + { + "concept": "inconsistencies", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "facial", + "output_checked": true + }, + { + "concept": "when", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "this", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "wedge", + "output_checked": true + }, + { + "concept": "areas", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "near", + "output_checked": true + }, + { + "concept": "stages", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "final", + "output_checked": true + }, + { + "concept": "damage", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "measurable", + "output_checked": true + }, + { + "concept": "heating", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "Temperature", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "time", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "bit", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "fles", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "increasing", + "output_checked": true + }, + { + "concept": "beats", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "mailbox", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "service", + "output_checked": true + }, + { + "concept": "chromedp", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Inter", + "output_checked": true + }, + { + "concept": "relevancia", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "ods", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "adet", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "were", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "concentrated", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "final", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "logique", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "Jahres", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Inter", + "output_checked": true + }, + { + "concept": "sende", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "dazu", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "wedge", + "output_checked": true + }, + { + "concept": "Verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-05__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-high-temperature-deformation-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Nonshearable particle obstacles 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A metal matrix contains closely spaced rigid dispersoids that cannot be cut. Moving lattice lines arc between them and leave closed loops around each obstacle.", + "prompt_tail": "A metal matrix contains closely spaced rigid dispersoids that cannot be cut. Moving lattice lines arc between them and leave closed loops around each obstacle.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-particle-strengthening-01", + "carrier_id": null, + "target_family": "particle-strengthening", + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "belongs", + "generated_token_ids": [ + 173894 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 6978, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 8287 + }, + { + "label": "bowing", + "best_rank": 9185, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 577 + }, + { + "label": "strengthening", + "best_rank": 6942, + "best_depth": 56.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 8745 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "accordingly", + "hereby", + "behalf", + "orry", + "leness", + "ogether", + "ients", + "therefore", + "hence", + "anyak", + "oba", + "iken", + "ammed", + "isses", + "item", + "oney", + "according", + "asons", + "eles", + "cen", + "hence", + "which", + "add", + "ices" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "ii", + "persons", + "alike", + "etc", + "arie", + "eded", + "leness", + "zis", + "d", + "ion", + "ie", + "ided", + "zes", + "sic", + "lly", + "nto", + "ng", + "ise", + "ither", + "rs", + "ses", + "hence", + "thereof", + "wie", + "lli", + "dia", + "gement", + "ndo", + "nig" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "etc", + "persons", + "lle", + "alike", + "etc", + "dll", + "till", + "xd", + "whilst", + "defence", + "ain", + "wanna", + "thats", + "thru", + "organise", + "centre", + "ndo", + "govt", + "Thats", + "lly", + "thing", + "wards", + "ILD", + "thereof", + "wise", + "nobody", + "dz" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "gonna", + "alike", + "persons", + "zis", + "doings", + "ided", + "atre", + "lle", + "oides", + "eded", + "leness", + "centre", + "ndo", + "iths", + "lly", + "soon", + "centre", + "zz", + "whilst", + "thinks", + "wanna", + "isations", + "oths", + "till", + "ooi", + "ilities", + "ilst", + "nobody", + "defence", + "filming", + "dia" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "alike", + "centre", + "gotta", + "centre", + "doings", + "persons", + "whilst", + "organise", + "zis", + "ided", + "wards", + "atre", + "organisations", + "lle", + "anybody", + "etc", + "wanna", + "thats", + "eded", + "oing", + "stuff", + "everybody", + "organisation", + "organised", + "lli", + "ain", + "thru", + "fibres", + "sic" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "gonna", + "alike", + "persons", + "which", + "towards", + "everybody", + "meanwhile", + "gotta", + "whilst", + "afterwards", + "anybody", + "ided", + "wanna", + "thats", + "furthermore", + "Also", + "neath", + "NOW", + "cause", + "ircle", + "who", + "this", + "zz", + "lle", + "organised", + "ain", + "zcz", + "lastly", + "AKA", + "towards" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "rons", + "spersed", + "their", + "members", + "Members", + "edly", + "Their", + "themselves", + "nearby", + "which", + "wards", + "pieces", + "whereupon", + "them", + "ided", + "men", + "members", + "periods", + "these", + "yses", + "Periods", + "mselves", + "ANTES", + "They", + "iors", + "jos", + "neath", + "inhabitants" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "furthermore", + "meanwhile", + "thence", + "spersed", + "likewise", + "ossos", + "rons", + "edly", + "thereto", + "whereupon", + "indistinct", + "jos", + "elles", + "neither", + "members", + "sic", + "them", + "uate", + "persons", + "neath", + "scarcely", + "apiece", + "painted", + "elingen", + "beitung" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "topologically", + "geometrically", + "geometria", + "geometric", + "topological", + "hedron", + "encir", + "Topological", + "fractal", + "spatially", + "geometries", + "Topology", + "Topology", + "isotropic", + "ossos", + "neath", + "thence", + "mathematically", + "jectories", + "geom", + "geometrical", + "geometri", + "geometry", + "anisotropic", + "laminar", + "tessel", + "ledes", + "geomet", + "topology", + "scopic" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "topologically", + "vorticity", + "spatially", + "vortices", + "geometrically", + "characteristic", + "fractal", + "encir", + "eddies", + "diagram", + "topological", + "toroidal", + "jectories", + "trajectories", + "geometries", + "stylized", + "Topology", + "torus", + "laminar", + "psilon", + "discontinuous", + "swirling", + "traversing", + "nodos", + "meandering", + "idiosyncratic", + "curving", + "symb", + "isotropic", + "cycl", + "spatial" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "topologically", + "geometrically", + "spatially", + "traversing", + "geometries", + "encir", + "diagram", + "fractal", + "discontinuous", + "vortices", + "vorticity", + "symb", + "characteristic", + "analogous", + "undisturbed", + "eddies", + "observed", + "topological", + "cyclic", + "Topology", + "laminar", + "toroidal", + "circling", + "circumstellar", + "pattern", + "spatial", + "ymptotic", + "patterning", + "drawn" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "diagram", + "spatially", + "topologically", + "traversing", + "Diagram", + "analogous", + "diagram", + "cyclic", + "characteristic", + "spatial", + "diagrams", + "spatial", + "vorticity", + "Diagram", + "topological", + "discontinuous", + "geometrically", + "schematically", + "Feynman", + "observed", + "formation", + "abatic", + "circular", + "bildung" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "diagram", + "spatially", + "homeomorphic", + "topologically", + "Eulerian", + "toroidal", + "circumstellar", + "pattern", + "centrifugal", + "schematically", + "characteristic", + "Diagram", + "terminating", + "diagram", + "discontinuous", + "characterizing", + "topological", + "analogous", + "terminate", + "Characteristic", + "formalism", + "concentric", + "enclosing", + "sequence", + "distinguish", + "Topology", + "vorticity", + "geometrically" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "pattern", + "diagram", + "describing", + "formalism", + "describe", + "characteristic", + "diagram", + "characterizing", + "Eulerian", + "Pattern", + "Diagram", + "homeomorphic", + "observed", + "describes", + "Pattern", + "diagrams", + "cursive", + "Characteristic", + "characteristic", + "observed" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "who", + "making", + "whereas", + "Also", + "telling", + "whilst", + "Consequently", + "whereby", + "Furthermore", + "whence", + "furthermore", + "Consequently", + "where", + "several", + "giving", + "meaning", + "while", + "adding", + "helping", + "featuring", + "likewise", + "wards", + "further", + "nothing", + "therefore", + "showing", + "asking", + "atre", + "Furthermore", + "During", + "who" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "whereas", + "Furthermore", + "Furthermore", + "Similarly", + "furthermore", + "Consequently", + "Conversely", + "whereas", + "wards", + "Also", + "During", + "Consequently", + "likewise", + "meanwhile", + "Eventually", + "requently", + "Eventually", + "this", + "else", + "Then", + "Also", + "while", + "During", + "According", + "atre", + "contains", + "lyn", + "wend", + "elson", + "edly", + "Similarly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "whereas", + "meanwhile", + "furthermore", + "Furthermore", + "Similarly", + "Conversely", + "whereas", + "while", + "Also", + "Furthermore", + "happening", + "During", + "occurring", + "presenting", + "Consequently", + "likewise", + "Consequently", + "conversely", + "while", + "causing", + "thereby", + "Similarly", + "Meanwhile", + "explaining", + "Meanwhile", + "Conversely", + "Eventually", + "bothering", + "Alongside", + "Also", + "During", + "simultaneously" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "whereas", + "meanwhile", + "furthermore", + "they", + "while", + "They", + "therefore", + "while", + "They", + "theirs", + "secondly", + "During", + "thereby", + "anymore", + "accordingly", + "whereas", + "else", + "thus", + "happening", + "causing", + "whilst", + "alike", + "likewise", + "Secondly", + "tandis", + "which", + "them", + "but" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "whereas", + "meanwhile", + "tandis", + "whereas", + "therefore", + "They", + "While", + "Yet", + "Unless", + "Consequently", + "Conversely", + "conversely", + "Regarding", + "whereupon", + "while", + "They", + "uries", + "During", + "mientras", + "while", + "Meanwhile", + "Meanwhile", + "Its", + "Whereas" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "meanwhile", + "whereas", + "Consequently", + "furthermore", + "Consequently", + "Conversely", + "Furthermore", + "hence", + "Meanwhile", + "whereas", + "therefore", + "They", + "hence", + "Along", + "Along", + "conversely", + "Hence", + "During", + "Furthermore", + "Therefore", + "They", + "Recently", + "Secondly", + "Regarding", + "thus", + "Moreover", + "Secondly", + "whereupon", + "During", + "Hence" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "They", + "Consequently", + "furthermore", + "therefore", + "meanwhile", + "They", + "Therefore", + "Consequently", + "Furthermore", + "whereas", + "hence", + "While", + "During", + "Below", + "Conversely", + "Along", + "Recently", + "Hence", + "Therefore", + "Meanwhile", + "Hence", + "hence", + "Below", + "Furthermore", + "Along", + "henceforth", + "thus", + "While", + "Please", + "Each", + "During" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Secondly", + "They", + "furthermore", + "Hence", + "secondly", + "Therefore", + "Each", + "Though", + "Furthermore", + "Please", + "Consequently", + "Unless", + "Unless", + "While", + "During", + "Secondly", + "During", + "Sometimes", + "Along", + "Likewise", + "Again", + "Below", + "meanwhile", + "However", + "While", + "Conversely", + "Similarly", + "Obviously", + "Obviously", + "They" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Secondly", + "Secondly", + "meanwhile", + "Meanwhile", + "secondly", + "oint", + "They", + "pyplot", + "balls", + "Unless", + "yun", + "Therefore", + "Meanwhile", + "Considering", + "Perhaps", + "furthermore", + "arounds", + "During", + "Perhaps", + "Furthermore", + "Around", + "Please", + "Below", + "othesis", + "weisen", + "yez", + "etzen", + "herum", + "Below" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Secondly", + "Secondly", + "meanwhile", + "Meanwhile", + "Whereas", + "secondly", + "Considering", + "ONENT", + "Therefore", + "oint", + "Please", + "ozer", + "Brief", + "Unless", + "THAN", + "Furthermore", + "Similarly", + "Meanwhile", + "Assuming", + "furthermore", + "etzen", + "SCHEMA", + "They", + "pyplot", + "yun", + "Adding", + "oward", + "balls" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Secondly", + "Considering", + "Secondly", + "Please", + "ozer", + "arounds", + "Meanwhile", + "oad", + "blade", + "mselves", + "meanwhile", + "Heading", + "secondly", + "Additionally", + "achen", + "Considering", + "heading", + "Between", + "enzie", + "Knowing", + "ibir", + "Visiting", + "Schemes", + "sepen", + "ONENT", + "ellen", + "erta" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "belongs", + "Secondly", + "observe", + "meet", + "Adding", + "below", + "The", + "bar", + "If", + "assume", + "radial", + "oad", + "item", + "load", + "Another", + "set", + "falls", + "discard", + "display", + "skip", + "Please", + "embed", + "experimental", + "loads", + "Secondly", + "members", + "bullet", + "blade", + "falling", + "at", + "larger", + "please" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 93311, + 204204, + 199661, + 166333, + 158229, + 49543, + 33147, + 15948, + 14784, + 7696, + 6979, + 9443, + 9175, + 20126, + 7901, + 45078, + 50483, + 118266, + 85397, + 50354, + 52503, + 51479, + 67501, + 41627, + 45082, + 22088 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 160068, + 188038, + 136809, + 57953, + 37850, + 33630, + 14994, + 64546, + 19958, + 9637, + 9186, + 44751, + 40230, + 52383, + 35668, + 78148, + 53721, + 73323, + 142086, + 84355, + 52419, + 30952, + 36541, + 23334, + 129171, + 142661 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 129126, + 206215, + 173225, + 163499, + 223923, + 112968, + 49349, + 92426, + 182823, + 146860, + 151763, + 140867, + 55180, + 137687, + 6943, + 66825, + 9291, + 35114, + 133790, + 49529, + 56041, + 32671, + 17363, + 24630, + 12846, + 15241 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 31760, + 103724, + 129853, + 118937, + 67979, + 208866, + 234795, + 130394, + 40086, + 56726, + 33362, + 35529, + 15788, + 8288 + ] + }, + { + "label": "bowing", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 137687, + 76127, + 765, + 578, + 197965, + 13705, + 1007, + 11886, + 19506, + 32472, + 24206, + 41116, + 56737, + 71678 + ] + }, + { + "label": "strengthening", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 250759, + 69966, + 92793, + 133601, + 160347, + 73100, + 15003, + 68957, + 25879, + 26561, + 48856, + 8746, + 45450, + 53523 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 21.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "be", + "output_checked": true + }, + { + "concept": "these", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "between", + "output_checked": true + }, + { + "concept": "whereas", + "score": 11.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "which", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "particles", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "several", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "individuals", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "alloy", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "became", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "then", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "mineral", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "dispers", + "output_checked": true + }, + { + "concept": "numerous", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "closely", + "output_checked": true + }, + { + "concept": "this", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Moving", + "output_checked": true + }, + { + "concept": "They", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "causing", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "them", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "geometry", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "indestructible", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "impurities", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "began", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "that", + "output_checked": true + }, + { + "concept": "directly", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "when", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "loops", + "output_checked": true + }, + { + "concept": "removed", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "be", + "output_checked": true + }, + { + "concept": "one", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "each", + "output_checked": true + }, + { + "concept": "fibers", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "designed", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "oids", + "output_checked": true + }, + { + "concept": "impede", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "that", + "output_checked": true + }, + { + "concept": "through", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "diffract", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "trails", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "leave", + "output_checked": true + }, + { + "concept": "ripping", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cut", + "output_checked": true + }, + { + "concept": "curving", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "arc", + "output_checked": true + }, + { + "concept": "immovable", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "rigid", + "output_checked": true + }, + { + "concept": "nearby", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "them", + "output_checked": true + }, + { + "concept": "diagram", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "clusters", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "cutter", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cut", + "output_checked": true + }, + { + "concept": "individually", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "each", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "closed", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "would", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "never", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "leave", + "output_checked": true + }, + { + "concept": "members", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "achieved", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "electrodes", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "withstand", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "circles", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "closed", + "output_checked": true + }, + { + "concept": "deform", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "composites", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "particle", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "each", + "output_checked": true + }, + { + "concept": "was", + "score": 2.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "sufficiently", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "obstruction", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "clustered", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "them", + "output_checked": true + }, + { + "concept": "traversing", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "intersecting", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "loops", + "output_checked": true + }, + { + "concept": "encir", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "around", + "output_checked": true + }, + { + "concept": "distinct", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "each", + "output_checked": true + }, + { + "concept": "topologically", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "nada", + "mull", + "ervan", + "quantos", + "Hail", + "undos", + "punkte", + "Kwa", + "wand", + "trump" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "trem", + "stir", + "grac", + "Mannes", + "tons", + "lev", + "opat", + "Beg", + "reu", + "Sob", + "pres", + "Cole", + "ment", + "Pari", + "Cann", + "Yuk", + "snag", + "Pres" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "rid", + "Auff", + "ums", + "blot", + "stir", + "Sue", + "trem", + "rock", + "alk", + "lev", + "grac", + "Reis", + "byt", + "Mannes", + "tun", + "dre", + "plo", + "dim", + "Humphrey", + "pres", + "ment", + "Dru", + "nguy" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Reis", + "Langer", + "def", + "ago", + "tun", + "tfrac", + "champ", + "sinn", + "chun", + "grac", + "rum", + "Cole", + "usan", + "Mani", + "Sesam", + "alk", + "chum", + "chn", + "plo", + "Trotz", + "Trag" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "ago", + "grac", + "ilers", + "Langer", + "riv", + "dim", + "Mani", + "Cole", + "sinn", + "olyte", + "tfrac", + "Frem", + "Mannes", + "Rec", + "Beet", + "Pov", + "glob" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Su", + "rem", + "ilers", + "Vo", + "yn", + "VERE", + "ual", + "Rem", + "oben", + "det", + "Rem", + "sn", + "atus", + "hst", + "su", + "wyst", + "ae", + "WOR", + "Tr", + "side", + "Sed", + "Vla", + "susp" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "dal", + "duct", + "tools", + "kick", + "tool", + "Sol", + "Green", + "demos", + "ual", + "rem", + "contr", + "HI", + "Werk", + "lim", + "direct", + "boom", + "konto" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "sol", + "dal", + "tool", + "kick", + "Green", + "dad", + "demos", + "remen", + "Stylesheet", + "tail", + "truncate", + "duct", + "rem", + "simple", + "HI", + "OHC", + "Sol", + "Werk" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "sol", + "blank", + "kick", + "tools", + "record", + "Sol", + "serial", + "Green", + "HI", + "rem", + "tool", + "tail", + "MI", + "isable", + "demos", + "simple", + "remen", + "select", + "Select", + "lives" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "linear", + "subject", + "greeting", + "data", + "lives", + "select", + "proj", + "greet", + "tattoo", + "sus", + "MOVIE", + "Greeting", + "remen", + "Green", + "WO", + "ettle", + "VERT", + "OOSE", + "dynamic", + "tter", + "discuss" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Greet", + "greet", + "data", + "subject", + "lives", + "greeting", + "MOVIE", + "Movie", + "Lives", + "RECE", + "Select", + "SERVICE", + "CUSTOM", + "fell", + "CERT", + "true", + "Fetch", + "Quest", + "ettle", + "proj", + "toc", + "peacefully", + "Tos", + "Einf", + "resco", + "usel", + "SUBJECT", + "dire" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "fewest", + "tek", + "tread", + "Rechnung", + "meli", + "ucar", + "stein", + "ei", + "ocap", + "ema", + "ekan", + "alh", + "aware", + "epar", + "uri", + "beats", + "itas", + "tek", + "MISS", + "ecer", + "ozzi", + "ety", + "yd", + "stit", + "Hart", + "PAS" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "shake", + "lick", + "authenticate", + "gelegen", + "cribable", + "playlists", + "kulit", + "restart", + "CHRIST", + "httpClient", + "BL", + "replay", + "buttonclick" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "deka", + "God", + "toch", + "owes", + "kund", + "assol", + "god", + "dzie", + "ogado", + "brus", + "punt", + "rotz", + "chitz", + "grud", + "berk", + "rivol" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "prong", + "Jahres", + "logique", + "ricost", + "muh", + "Dug", + "ques", + "igste", + "tier", + "teren", + "render", + "render", + "libros", + "gav" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "wir", + "afect", + "halk", + "tier", + "spf", + "osp", + "dlatego", + "spf", + "duke", + "jsr", + "weave", + "tti", + "Stein", + "osphere", + "Versions", + "daran", + "berp", + "dazu", + "ectors", + "kast", + "ips", + "gav", + "kah" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "swirl", + "baik", + "casilla", + "tab", + "STRUCT", + "kernel" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "localObject", + "underlying", + "sleep", + "riser", + "bunlar", + "TreeNode" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "while", + "mientras", + "meanwhile", + "enquanto", + "whereas", + "Similarly", + "Similarly", + "illustration", + "Secondly", + "tandis", + "mentre", + "imaged", + "image", + "sedangkan", + "thus", + "Meanwhile", + "secondly", + "aim", + "whilst", + "occurrence", + "impurity", + "eddy" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "meanwhile", + "therefore", + "Consequently", + "while", + "hence", + "thus", + "irken", + "thereby", + "imaged", + "respectively", + "Meanwhile", + "consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "therefore", + "thereby", + "hence", + "Consequently", + "meanwhile", + "nPlease", + "irken", + "while", + "ipsych", + "thus", + "respectively", + "imaged", + "Therefore", + "thanks", + "oyle", + "whose" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "com", + "secondly", + "Secondly", + "xlsx", + "html", + "txt", + "aspx", + "Except", + "thereby", + "Obviously", + "Simultaneously", + "Unless", + "php", + "Furthermore", + "Cause", + "Secondly", + "png", + "assuming", + "exe", + "Consequently", + "preferably", + "But", + "Therefore", + "During", + "furthermore" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Secondly", + "Secondly", + "secondly", + "com", + "Assuming", + "Meanwhile", + "ipynb", + "begin", + "meanwhile", + "shtml", + "Judging", + "Therefore", + "pyplot", + "Repeat", + "aspx", + "setType", + "parte", + "Assuming", + "During", + "Assume", + "html", + "Please", + "Certain", + "Issues" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Secondly", + "Secondly", + "Assuming", + "secondly", + "Meanwhile", + "setType", + "Therefore", + "etera", + "Assuming", + "Each", + "During", + "Otherwise", + "shtml", + "begin", + "Considering", + "Judging", + "com", + "Assume", + "aspx", + "meanwhile", + "etzen", + "Along", + "Judging", + "These", + "But", + "subsection", + "Budget" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Secondly", + "etera", + "Considering", + "Secondly", + "Assuming", + "secondly", + "elen", + "shtml", + "Judging", + "Therefore", + "Please", + "oad", + "Once", + "Otherwise", + "During", + "heading", + "Assuming", + "mselves", + "arrow", + "ilde", + "setType", + "Additionally", + "Considering", + "Below", + "atel", + "ever", + "html" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "If", + "The", + "Based", + "Assuming", + "For", + "When", + "Below", + "These", + "Please", + "Wait", + "Since", + "Another", + "However", + "below", + "Judging", + "But", + "build", + "In", + "Once", + "Given", + "ensure", + "et", + "in", + "building", + "Let", + "Building", + "Going", + "Secondly", + "Therefore", + "During", + "No" + ] + } + ], + "logit_surprising": [ + { + "concept": "particles", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "rigid", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "ausge", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "these", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Moving", + "output_checked": true + }, + { + "concept": "alloy", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "God", + "score": 4.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "because", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "them", + "output_checked": true + }, + { + "concept": "easily", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "be", + "output_checked": true + }, + { + "concept": "therefore", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "deform", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "composite", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "ceramic", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "fibers", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "dispersed", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "oids", + "output_checked": true + }, + { + "concept": "through", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "causing", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "them", + "output_checked": true + }, + { + "concept": "particle", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "each", + "output_checked": true + }, + { + "concept": "tek", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "closed", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "rigid", + "output_checked": true + }, + { + "concept": "boo", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "loops", + "output_checked": true + }, + { + "concept": "cev", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "between", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "ilm", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Moving", + "output_checked": true + }, + { + "concept": "some", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "imparts", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "that", + "output_checked": true + }, + { + "concept": "undergo", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "removed", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "be", + "output_checked": true + }, + { + "concept": "These", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "while", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "oids", + "output_checked": true + }, + { + "concept": "one", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "each", + "output_checked": true + }, + { + "concept": "behind", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "leave", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "impede", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "that", + "output_checked": true + }, + { + "concept": "deformed", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "be", + "output_checked": true + }, + { + "concept": "diffract", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "trails", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "leave", + "output_checked": true + }, + { + "concept": "Secondly", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Similar", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Lef", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "between", + "output_checked": true + }, + { + "concept": "samym", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "them", + "output_checked": true + }, + { + "concept": "roul", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "fewest", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cut", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "desempe", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "przyp", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "arc", + "output_checked": true + }, + { + "concept": "httpClient", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "berk", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "chut", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "arc", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "them", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "rigid", + "output_checked": true + }, + { + "concept": "ques", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "around", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "lobe", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "dispers", + "output_checked": true + }, + { + "concept": "duke", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "closed", + "output_checked": true + }, + { + "concept": "ips", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "each", + "output_checked": true + }, + { + "concept": "kih", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "swirl", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "them", + "output_checked": true + }, + { + "concept": "datasheet", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "metal", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-01__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Nonshearable particle obstacles 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "After aging, a dense population of hard nanoscale particles raises the stress required for plastic flow. Electron microscopy shows rings encircling the particles after deformation.", + "prompt_tail": " population of hard nanoscale particles raises the stress required for plastic flow. Electron microscopy shows rings encircling the particles after deformation.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-particle-strengthening-02", + "carrier_id": null, + "target_family": "particle-strengthening", + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "black", + "generated_token_ids": [ + 8916 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 2421, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 5996 + }, + { + "label": "bowing", + "best_rank": 5802, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 392 + }, + { + "label": "strengthening", + "best_rank": 2063, + "best_depth": 56.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 2390 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "accordingly", + "hereby", + "orry", + "leness", + "ients", + "therefore", + "eles", + "hence", + "ogether", + "isses", + "item", + "according", + "asons", + "oba", + "iken", + "furthermore", + "eces", + "which", + "together", + "ilities", + "anyak", + "ammed", + "elm", + "wes" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "persons", + "lle", + "arie", + "eded", + "leness", + "sic", + "zis", + "d", + "etc", + "persons", + "ither", + "ii", + "zes", + "lly", + "tics", + "ion", + "ow", + "ort", + "ie", + "ike", + "ited", + "ids", + "ilities", + "ients", + "thereof", + "eness", + "dia" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "gonna", + "etc", + "lle", + "etc", + "xd", + "thereof", + "dz", + "sic", + "dll", + "zis", + "atre", + "ILD", + "hin", + "gg", + "thru", + "oides", + "thereon", + "ndo", + "nti", + "lly", + "ids", + "thing", + "info" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "oides", + "edly", + "persons", + "zis", + "lle", + "yses", + "alike", + "eded", + "leness", + "psis", + "ued", + "gonna", + "thereon", + "sic", + "hiy", + "ided", + "ilities", + "aska", + "hin", + "idio", + "ogt", + "oid", + "zia", + "yi", + "heta", + "cedures", + "ydia" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "gonna", + "alike", + "eded", + "sic", + "edly", + "AKA", + "zis", + "lle", + "yses", + "doings", + "ct", + "ow", + "lement", + "ued", + "ided", + "ients", + "osite", + "maupun", + "efectu", + "hereof", + "ff", + "ilities", + "udo", + "oraz", + "etc" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "gonna", + "which", + "afterwards", + "indications", + "Also", + "wherein", + "thereon", + "Concerning", + "also", + "yses", + "AKA", + "website", + "thereafter", + "furthermore", + "persons", + "ided", + "upon", + "photograph", + "concerning", + "eyer", + "assisted", + "oides", + "according", + "towards", + "pertaining", + "ircle", + "ysc" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "afterward", + "nearby", + "indications", + "later", + "afterwards", + "toward", + "which", + "ANTES", + "shortly", + "noticeable", + "also", + "suggesting", + "noted", + "persons", + "possibly", + "indicating", + "viewer", + "members", + "signs", + "notes", + "Also", + "zes", + "rons", + "indication", + "coworkers", + "noticeably", + "elingen", + "noting", + "oides", + "hiy", + "engel" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "indications", + "persons", + "indicating", + "alike", + "Moreover", + "Concerning", + "cerning", + "elingen", + "indication", + "likewise", + "cytometry", + "histologic", + "also", + "whereas", + "idae", + "thereto", + "gynec", + "sequently", + "pertaining", + "noteworthy", + "ircle", + "indicate", + "photograph", + "rons", + "suggesting", + "besides", + "depict", + "noticeable", + "Additionally", + "meanwhile" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "photograph", + "micrograph", + "microscopy", + "morphologies", + "indicating", + "morphology", + "photore", + "Moreover", + "coloration", + "discoloration", + "micrographs", + "histologic", + "depict", + "histological", + "Microscopy", + "Morphology", + "fotograf", + "indications", + "indicating", + "decolor", + "suggestive", + "scientific", + "suggesting", + "photographs", + "fluorescence", + "photographic", + "acial", + "pigments", + "discolor", + "photom" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "observed", + "visible", + "micrograph", + "evidence", + "indicating", + "photograph", + "microscopy", + "photore", + "micrographs", + "spectrosc", + "exhibiting", + "spectroscopic", + "suggestive", + "indicating", + "exhibit", + "visible", + "photographic", + "observable", + "observations", + "researchers", + "photographs", + "osserv", + "histological", + "fotograf", + "visibly", + "diagnostic", + "plast" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "evidence", + "observed", + "visible", + "suggestive", + "indicating", + "unexplained", + "discoloration", + "micrograph", + "observable", + "inexplicable", + "suggesting", + "evidencia", + "micrographs", + "visible", + "spectrosc", + "exhibiting", + "spectroscopic", + "osserv", + "hypothesized", + "observed", + "evidence", + "indicating", + "diagnostic", + "evid", + "microscopy", + "Evidence", + "coloration" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicating", + "indicating", + "evidence", + "observed", + "suggesting", + "suggestive", + "demonstrating", + "indicate", + "microscopy", + "indications", + "indicative", + "exhibiting", + "signifying", + "visible", + "indicates", + "menunjukkan", + "subsurface", + "discoloration", + "micrograph", + "evid", + "evidence", + "visualizing", + "micrographs", + "formation", + "observations", + "visible", + "morphology", + "Evidence" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "suggesting", + "suggestive", + "indicative", + "signifying", + "indicating", + "evidence", + "observed", + "indicate", + "indicates", + "microscopy", + "micrograph", + "suggests", + "denoting", + "testifying", + "apparently", + "evid", + "demonstrating", + "indications", + "illustrating", + "distinguishing", + "exhibiting", + "hypothesized", + "evidencia", + "microstructure", + "superimposed", + "intramolecular", + "visualizing", + "micrographs", + "Microscopy", + "morphogenesis", + "sichtbar" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "suggesting", + "signifying", + "indicating", + "suggestive", + "symbolizing", + "hinting", + "indicates", + "suggests", + "indicative", + "implying", + "signifies", + "denoting", + "signify", + "symbolize", + "evidence", + "diagram", + "indicate", + "visible", + "symbols", + "visible", + "indication", + "revealing", + "depicting", + "Formation", + "symbolism", + "symbolizes", + "visualizing", + "Hinweise" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "suggesting", + "therefore", + "whereas", + "indicating", + "furthermore", + "also", + "who", + "hence", + "Also", + "whereby", + "implying", + "secondly", + "Afterwards", + "whereupon", + "symbolizing", + "because", + "Also", + "meaning", + "Furthermore", + "where", + "although", + "showing", + "helping", + "suggests", + "Furthermore", + "explaining", + "therefore", + "whence", + "this" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "Also", + "Also", + "Furthermore", + "Furthermore", + "whereas", + "meanwhile", + "Meanwhile", + "likewise", + "Similarly", + "Likewise", + "accordingly", + "Moreover", + "Afterwards", + "Consequently", + "whereas", + "else", + "Then", + "therefore", + "Therefore", + "sequently", + "Similarly", + "also", + "Meanwhile", + "Consequently", + "cially" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "conversely", + "Also", + "whereas", + "Also", + "Similarly", + "Similarly", + "meanwhile", + "Furthermore", + "Likewise", + "Conversely", + "Then", + "Meanwhile", + "likewise", + "Conversely", + "Secondly", + "therefore", + "accordingly", + "secondly", + "Afterwards", + "Likewise", + "else", + "Finally", + "Yet", + "Consequently", + "Shouldn" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "conversely", + "Meanwhile", + "These", + "During", + "These", + "whereas", + "Finally", + "During", + "Finally", + "Though", + "secondly", + "Perhaps", + "Perhaps", + "Likewise", + "Similarly", + "these", + "while", + "Similarly", + "tandis", + "Alongside", + "They", + "Though", + "Probably", + "although", + "Furthermore", + "Secondly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "whereas", + "meanwhile", + "conversely", + "These", + "These", + "During", + "Conversely", + "During", + "Meanwhile", + "lately", + "Lately", + "microscopy", + "Compared", + "Yet", + "elae", + "They", + "Though", + "Considering", + "They", + "Though", + "Tonight", + "Yet" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "They", + "During", + "During", + "Meanwhile", + "They", + "These", + "Its", + "Imaging", + "Conversely", + "Upon", + "conversely", + "Their", + "meanwhile", + "Compared", + "Conversely", + "These", + "Upon", + "Microscopy", + "Their", + "Shouldn", + "Furthermore", + "microscopy", + "Recent", + "whereas", + "Consequently", + "mselves", + "Consequently", + "Yet", + "Recent", + "Considering", + "Regarding" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "They", + "These", + "They", + "Their", + "During", + "These", + "During", + "Their", + "Conversely", + "Meanwhile", + "Upon", + "Recent", + "Conversely", + "Compared", + "While", + "Though", + "conversely", + "Recent", + "While", + "Consequently", + "Its", + "Therefore", + "Furthermore", + "Upon", + "Both", + "mselves", + "Recently", + "Imaging", + "nThe", + "Lately" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "They", + "These", + "Furthermore", + "Secondly", + "Upon", + "Though", + "conversely", + "Conversely", + "They", + "View", + "endum", + "coli", + "Likewise", + "These", + "Observe", + "Alternatively", + "Viewing", + "Similarly", + "secondly", + "Brief", + "Both", + "ockets", + "Didn", + "Conversely", + "When", + "furthermore", + "Pfe" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "They", + "These", + "json", + "balls", + "mselves", + "They", + "js", + "These", + "pylori", + "Secondly", + "Secondly", + "plet", + "arz", + "WAS", + "php", + "UMENT", + "Mere", + "Aren", + "rive", + "Errors", + "conversely", + "blit" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "plet", + "UMENT", + "rive", + "blit", + "balls", + "arrow", + "svg", + "mares", + "fler", + "mselves", + "opy", + "These", + "php", + "pylori", + "js", + "json", + "bit", + "meter", + "coli", + "Secondly", + "rief" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "jt", + "blit", + "itl", + "UMENT", + "VI", + "fler", + "icular", + "jsp", + "ector", + "black", + "slide", + "pylori", + "sprites", + "Arguments", + "slide" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "black", + "When", + "when", + "These", + "when", + "bl", + "internal", + "Black", + "subs", + "It", + "blit", + "blas", + "bd", + "During", + "kinetic", + "internally", + "When", + "itl", + "Black", + "Lunar", + "They", + "de", + "Choosing", + "experimental", + "This", + "Aer", + "And", + "black", + "Nature", + "RC", + "Nuclear", + "during" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 88583, + 157433, + 166472, + 113865, + 104733, + 26971, + 13384, + 3769, + 1354, + 3253, + 3102, + 2422, + 10570, + 14203, + 28329, + 135309, + 132523, + 176195, + 65536, + 11754, + 10987, + 29866, + 51420, + 35572, + 43747, + 6711 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 173799, + 202534, + 130098, + 92970, + 48820, + 33036, + 3749, + 24158, + 17243, + 10653, + 5803, + 41935, + 81008, + 68727, + 23275, + 144287, + 162428, + 121465, + 82765, + 76888, + 36990, + 35291, + 25494, + 54157, + 71868, + 122518 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 135464, + 216561, + 218774, + 242546, + 237986, + 152370, + 25500, + 94458, + 59729, + 26436, + 30964, + 11050, + 22992, + 17699, + 2064, + 83483, + 20883, + 13838, + 109642, + 8896, + 8318, + 57202, + 47050, + 38716, + 10862, + 13796 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 22296, + 196127, + 182721, + 208020, + 116744, + 201673, + 205093, + 44061, + 127989, + 16590, + 5997, + 27204, + 9062, + 13104 + ] + }, + { + "label": "bowing", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 136907, + 90248, + 2016, + 393, + 235605, + 70254, + 21593, + 11564, + 1534, + 16157, + 2494, + 29043, + 78069, + 114651 + ] + }, + { + "label": "strengthening", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 227686, + 95340, + 124327, + 87063, + 246873, + 228908, + 112439, + 65642, + 5153, + 4217, + 2391, + 4139, + 17212, + 13988 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "indicating", + "score": 12.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "these", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "cling", + "output_checked": true + }, + { + "concept": "which", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "density", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "raises", + "output_checked": true + }, + { + "concept": "individuals", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "viscosity", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "and", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "reveals", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "scientists", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "several", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "raises", + "output_checked": true + }, + { + "concept": "became", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "challenges", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "raises", + "output_checked": true + }, + { + "concept": "that", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "neurons", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "nearby", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "whereas", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ",", + "output_checked": true + }, + { + "concept": "They", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "resistive", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "for", + "output_checked": true + }, + { + "concept": "ductile", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "micrograph", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Electron", + "output_checked": true + }, + { + "concept": "anillos", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rings", + "output_checked": true + }, + { + "concept": "circumferential", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "encir", + "output_checked": true + }, + { + "concept": "evidence", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "threshold", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "required", + "output_checked": true + }, + { + "concept": "plasticity", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "for", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "isn", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "exponentially", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "process", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "densely", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "population", + "output_checked": true + }, + { + "concept": "stubborn", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "nanoparticles", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "pressure", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "activation", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "for", + "output_checked": true + }, + { + "concept": "adulthood", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "inertia", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "increased", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "was", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "photography", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Electron", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "demonstrations", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Electron", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "affecting", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "encir", + "output_checked": true + }, + { + "concept": "confronting", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "for", + "output_checked": true + }, + { + "concept": "difficulty", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "them", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "for", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "their", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "for", + "output_checked": true + }, + { + "concept": "spheres", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "significantly", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "questioning", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "After", + "output_checked": true + }, + { + "concept": "cells", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "accumulates", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 2, + "best_depth": 48.8, + "near_token": "raises", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "quantos", + "Kwa", + "ervan", + "anque", + "Hail", + "wand", + "cred", + "undos", + "trump", + "cro", + "punkte" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "lev", + "grac", + "stir", + "tons", + "Cann", + "Sob", + "trem", + "Mannes", + "pres", + "channel", + "reu", + "Pres", + "Prote", + "essional", + "snag", + "prof", + "opat", + "ment", + "ago", + "Cole" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "lev", + "Pres", + "chum", + "rid", + "reu", + "mull", + "Reis", + "pres", + "acid", + "Cock", + "grac", + "snag", + "Clon", + "rock", + "blot", + "rust", + "assunto", + "stir", + "ums", + "glob", + "hler", + "Rid" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ago", + "Reis", + "champ", + "def", + "Sesam", + "Pres", + "tfrac", + "alez", + "glob", + "onn", + "chun", + "resc", + "modes", + "chum", + "Mam", + "complement", + "olyte", + "Erb", + "essional", + "Lef" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "dip", + "glob", + "Mani", + "olyte", + "essional", + "grac", + "champ", + "Grac", + "rock", + "onn", + "Reis", + "Erb", + "tfrac", + "Pres" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "Vo", + "ilers", + "Su", + "yn", + "det", + "VERE", + "su", + "sol", + "hst", + "amb", + "ual", + "oben", + "illing", + "terc", + "susp", + "Er", + "sn", + "Ih", + "ORS", + "Rem" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "tools", + "side", + "HI", + "tool", + "kick", + "bro", + "don", + "Werk", + "rem", + "Green", + "Sol", + "remen", + "Er", + "simple", + "contr", + "contr", + "turbo", + "trading", + "Rim", + "verz", + "seq" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "tool", + "HI", + "side", + "kick", + "remen", + "rem", + "sol", + "lives", + "mei", + "tail", + "serial", + "Werk", + "bro", + "ORS", + "Green", + "pipeline", + "demos", + "trading", + "select" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "serial", + "kick", + "sol", + "tail", + "lives", + "record", + "HI", + "select", + "tools", + "Green", + "tool", + "remen", + "Select", + "Sol", + "Prot", + "bro", + "linear", + "uct", + "konto", + "nop" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "subject", + "fetch", + "Select", + "lives", + "listener", + "select", + "sus", + "greet", + "tattoo", + "OOSE", + "cdots", + "data", + "common", + "Tos", + "discussed", + "Listener", + "contact", + "cere", + "greeting", + "CIP", + "switch", + "tools", + "SRS" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "subject", + "greet", + "Greet", + "switch", + "listener", + "lives", + "ettle", + "Tos", + "tts", + "Listener", + "linear", + "itivity", + "speaker", + "cere", + "RECE", + "Otto", + "Tos", + "SRS", + "fetch", + "greeting", + "credits", + "CIP", + "CRED" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ladder", + "step", + "tread", + "hus", + "shot", + "bros", + "pch", + "emphasis", + "restart", + "lb", + "alh", + "elang", + "repeat", + "ladder", + "header", + "repe", + "MAIL", + "lab", + "bag", + "choice", + "zab", + "type" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "playlists", + "pelanggan", + "wales", + "oyam", + "dieu", + "httpClient", + "restart", + "backlit", + "cama", + "Dunes", + "bola", + "getId", + "buttonclick", + "abgeschlossen", + "kulit", + "Dong", + "pickle", + "zhang", + "errichtet", + "verpflichtet", + "theit" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "grud", + "okol", + "toch", + "brus", + "god", + "viol", + "zgod", + "ogado", + "Dlatego", + "focusable", + "defer", + "assol", + "solle" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "lli", + "logic", + "prong", + "dabei", + "Jahres", + "logique", + "logical", + "wise", + "weib", + "Jaz", + "logical", + "afect", + "tier", + "wij", + "Dadurch", + "ausge", + "logic" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "wir", + "tti", + "welt", + "cii", + "lli", + "thereof", + "afect", + "wij", + "etically", + "dum", + "eston", + "ectors", + "spf", + "Jaz", + "ospel", + "ausge" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "arquitet", + "ichel", + "contr", + "contre", + "coordenadas", + "baik", + "arquitectura", + "wake" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "diambil", + "whiskers", + "interiors", + "andet", + "strcpy", + "lewat", + "cantilever", + "probes", + "horizontally", + "radios", + "Peters", + "musical", + "spatially", + "warp", + "acoust" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "imaging", + "Similarly", + "Similarly", + "musically", + "simultaneously", + "nThe", + "latter", + "These", + "deduct", + "Simultaneously", + "these", + "lately", + "imaged", + "audio", + "whereas", + "Meanwhile", + "These", + "Imaging", + "traditionally", + "imaging", + "weekly", + "acoust", + "nowadays", + "Conversely", + "mselves", + "Secondly", + "dee", + "views", + "synthes" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Microscopy", + "microscopy", + "Consequently", + "meanwhile", + "Consequently", + "Simultaneously", + "Meanwhile", + "Imaging", + "imaged", + "imaging", + "Imaging", + "Phot", + "simultaneously", + "Microsc", + "conversely", + "accordingly", + "Phot", + "SetFloat", + "consequently", + "Mic", + "Conversely", + "correspondingly", + "Conversely", + "Subsequently", + "Mechanical", + "latter" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Microscopy", + "Similarly", + "Imaging", + "microscopy", + "Consequently", + "correspondingly", + "conversely", + "Nan", + "These", + "Consequently", + "imaging", + "imaged", + "Historically", + "schematically", + "Imaging", + "Recently", + "nowadays", + "Conversely", + "mselves", + "mpl", + "These", + "During", + "accordingly", + "lately", + "Likewise", + "micrograph" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "conversely", + "Historically", + "traditionally", + "Stat", + "Conversely", + "Subs", + "ingly", + "nowadays", + "Otherwise", + "htm", + "And", + "These", + "unlike", + "microscope", + "historically", + "Microscopy", + "Posters", + "Secondly", + "alternatively", + "Initially", + "correspondingly", + "Embry", + "Traditionally", + "Similarly" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "conversely", + "Meanwhile", + "meanwhile", + "Secondly", + "traditionally", + "And", + "ingly", + "balls", + "json", + "secondly", + "Subs", + "ball", + "Errors", + "Historically", + "These", + "urally", + "correspondingly", + "mselves", + "microscope", + "ibals", + "ihilation", + "ield", + "black" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "ball", + "secondly", + "These", + "During", + "json", + "traditionally", + "Brains", + "wind", + "othesis", + "hline", + "ingly", + "microscope", + "these", + "Secondly", + "mselves", + "Meanwhile", + "htm", + "These", + "Subtract", + "black" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "During", + "ately", + "meanwhile", + "ently", + "During", + "ingly", + "Meanwhile", + "black", + "bm", + "js", + "Initially", + "strated", + "sub", + "urally", + "With", + "mselves", + "forms", + "mind", + "secondly", + "Subs", + "et", + "arrow", + "Bas" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "et", + "Bas", + "end", + "etc", + "sub", + "eth", + "These", + "black", + "ets", + "Sub", + "Black", + "During", + "For", + "The", + "begin", + "Int", + "length", + "bas", + "fontsize", + "when", + "Enlarg", + "membrane", + "applied", + "With", + "It", + "men", + "and", + "Diss", + "subs", + "bm", + "these", + "weak" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "After", + "output_checked": true + }, + { + "concept": "reveals", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "these", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "cling", + "output_checked": true + }, + { + "concept": "indicating", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "exponentially", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "viscosity", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "formed", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "rings", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "punt", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "accumulates", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "process", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "nanoscale", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "for", + "output_checked": true + }, + { + "concept": "prong", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "nanoscale", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "nanoscale", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "anytime", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "After", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "that", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "decrease", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "tissue", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cells", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "mechanical", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "raises", + "output_checked": true + }, + { + "concept": "concentration", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "fracture", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "for", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "After", + "output_checked": true + }, + { + "concept": "fam", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "dip", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "steering", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "rings", + "output_checked": true + }, + { + "concept": "samym", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "terk", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "AFP", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "ello", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "layup", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "lick", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "reheat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "viol", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "rings", + "output_checked": true + }, + { + "concept": "reopen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "tonic", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "Jahres", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "punct", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ",", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "nanoscale", + "output_checked": true + }, + { + "concept": "dazu", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "ilm", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "encir", + "output_checked": true + }, + { + "concept": "become", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "Increasing", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "resistivity", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Electron", + "output_checked": true + }, + { + "concept": "twitch", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "encir", + "output_checked": true + }, + { + "concept": "complexity", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "achieving", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "for", + "output_checked": true + }, + { + "concept": "increasingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "while", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "analyses", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Electron", + "output_checked": true + }, + { + "concept": "ebenfalls", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "encir", + "output_checked": true + }, + { + "concept": "estos", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "awhile", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "after", + "output_checked": true + }, + { + "concept": "imaging", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "phenotype", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "dense", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-02__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Nonshearable particle obstacles 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Reducing the spacing between stable nonshearable particles increases the yield stress. Flexible line defects must curve strongly to pass through the remaining channels.", + "prompt_tail": " the spacing between stable nonshearable particles increases the yield stress. Flexible line defects must curve strongly to pass through the remaining channels.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-particle-strengthening-03", + "carrier_id": null, + "target_family": "particle-strengthening", + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 1658, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 1064 + }, + { + "label": "bowing", + "best_rank": 9464, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 1043 + }, + { + "label": "strengthening", + "best_rank": 350, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 10 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "orry", + "accordingly", + "hereby", + "ogether", + "isses", + "leness", + "ients", + "therefore", + "eles", + "hence", + "anyak", + "oba", + "iken", + "furthermore", + "eces", + "item", + "together", + "ises", + "according", + "asons", + "ammed", + "elm", + "together" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "persons", + "leness", + "lle", + "eded", + "arie", + "zis", + "ided", + "ither", + "ients", + "etc", + "sic", + "persons", + "lly", + "tics", + "d", + "ort", + "ids", + "ilities", + "ii", + "everybody", + "zes", + "orie", + "alike", + "nti", + "ion", + "ie", + "ien" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "persons", + "etc", + "lle", + "alike", + "etc", + "dll", + "leness", + "ients", + "sic", + "everybody", + "thereof", + "aid", + "dz", + "anybody", + "nti", + "zis", + "needful", + "ids", + "ither", + "xd", + "atre", + "ILD", + "arie" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "alike", + "leness", + "ilities", + "lle", + "cedures", + "sic", + "persons", + "zis", + "eded", + "herewith", + "sebagainya", + "ided", + "ients", + "yses", + "gonna", + "edly", + "oides", + "hereof", + "hearers", + "ued", + "uate", + "uries", + "ewise", + "dioxide" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "alike", + "sic", + "gonna", + "cedures", + "eded", + "ilities", + "maupun", + "lle", + "yses", + "zis", + "ided", + "etc", + "oris", + "solamente", + "furthermore", + "hereof", + "ued", + "etc", + "oso", + "oraz", + "assisted", + "thru", + "leness" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "furthermore", + "Also", + "gonna", + "which", + "also", + "persons", + "alike", + "assisted", + "however", + "according", + "although", + "although", + "soon", + "everybody", + "cedures", + "leness", + "Concerning", + "please", + "therefore", + "meanwhile", + "therefor", + "afterwards", + "eyer" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "however", + "which", + "toward", + "although", + "soon", + "also", + "although", + "the", + "to", + "and", + "their", + "lli", + "meanwhile", + "Although", + "they", + "rons", + "elingen", + "upon", + "enough", + "than", + "Upon", + "edes" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "furthermore", + "Moreover", + "meanwhile", + "Moreover", + "ossos", + "also", + "Furthermore", + "them", + "Furthermore", + "however", + "moreover", + "leness", + "sure", + "jos", + "sic", + "lastly", + "to", + "ract", + "ately", + "soon", + "sequently", + "likewise", + "denn", + "than" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "necessity", + "Furthermore", + "Moreover", + "Necessity", + "Furthermore", + "Require", + "Moreover", + "furthermore", + "Require", + "must", + "Although", + "require", + "jos", + "Necess", + "cing", + "necessitate", + "to", + "Must", + "indrical", + "necessitating", + "oppure", + "The", + "moreover", + "ossos", + "zorunda" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "forcing", + "necessity", + "topologically", + "forced", + "requiring", + "Necessity", + "necessitating", + "necessary", + "require", + "deform", + "aerodynamic", + "demanding", + "necessitate", + "constricted", + "cing", + "constrained", + "bottleneck", + "narrow", + "necessitated", + "zorunda", + "requ", + "strain", + "characteristic", + "tunnel", + "Requires", + "subsonic", + "Require", + "congested", + "Coriolis", + "dense", + "forcing" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "forcing", + "forced", + "forcing", + "necessity", + "constrained", + "constricted", + "forced", + "constrained", + "cing", + "force", + "demanding", + "maneuvering", + "Necessity", + "Forced", + "necessitated", + "requiring", + "strained", + "bottleneck", + "necessitating", + "strain", + "geometrically", + "straining", + "topologically", + "zorunda", + "necessary", + "narrow", + "necess", + "geometry", + "maneuver", + "necessitate" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "forcing", + "forcing", + "forced", + "forced", + "constrained", + "constrained", + "Forced", + "constricted", + "force", + "constraining", + "cing", + "necessity", + "destabil", + "constraint", + "bottleneck", + "forcer", + "forceful", + "Necessity", + "forces", + "demanding", + "deform", + "intensified", + "Constraint", + "geometria", + "intensification", + "intensifying", + "memak" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "forcing", + "forcing", + "forced", + "resulting", + "constraining", + "constrained", + "Consequently", + "threatening", + "intensified", + "constricted", + "intensifying", + "forced", + "necessity", + "desperate", + "Forced", + "force", + "constrain", + "Necessity", + "intensification", + "increasing", + "constraint", + "constrained", + "forceful", + "Deformation", + "resulting", + "forces", + "consequently", + "Consequently" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Consequently", + "forcing", + "forcing", + "consequently", + "Consequently", + "resulting", + "intensified", + "intensifying", + "sequently", + "intensify", + "Deformation", + "Induced", + "resulting", + "Increased", + "intensification", + "necessitating", + "demanding", + "Increased", + "furthermore", + "inducing", + "bottleneck", + "exacerbated" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Consequently", + "furthermore", + "therefore", + "Furthermore", + "Consequently", + "which", + "Also", + "whereas", + "Also", + "thereby", + "consequently", + "likewise", + "Secondly", + "Conversely", + "secondly", + "Conversely", + "accordingly", + "meanwhile", + "Eventually", + "influencing", + "who", + "necessity", + "Meanwhile", + "Likewise", + "Ultimately", + "Ultimately", + "Likewise", + "conversely", + "weaponry", + "further" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "Furthermore", + "furthermore", + "Also", + "Similarly", + "likewise", + "Similarly", + "Likewise", + "Conversely", + "Consequently", + "Conversely", + "Also", + "Meanwhile", + "Moreover", + "Likewise", + "therefore", + "Moreover", + "whereas", + "meanwhile", + "Secondly", + "conversely", + "accordingly", + "Certainly", + "whereas", + "else", + "Then", + "Therefore", + "Because", + "Again" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Conversely", + "furthermore", + "conversely", + "Similarly", + "Consequently", + "Furthermore", + "Similarly", + "Conversely", + "likewise", + "Likewise", + "Secondly", + "else", + "Also", + "whereas", + "similarly", + "Meanwhile", + "meanwhile", + "secondly", + "Consequently", + "Then", + "Moreover", + "consequently", + "Likewise", + "Simultaneously", + "therefore", + "Also", + "accordingly", + "Moreover", + "correspondingly", + "Therefore", + "Again" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "conversely", + "meanwhile", + "furthermore", + "therefore", + "Furthermore", + "Meanwhile", + "Conversely", + "secondly", + "Conversely", + "Similarly", + "consequently", + "likewise", + "whereas", + "Consequently", + "Similarly", + "Likewise", + "Secondly", + "Equally", + "else", + "They", + "accordingly", + "Furthermore", + "Consequently", + "Their", + "thereby", + "Therefore", + "while", + "Therefore", + "During", + "tandis", + "Simultaneously" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "conversely", + "therefore", + "accordingly", + "Consequently", + "meanwhile", + "Conversely", + "Consequently", + "Conversely", + "furthermore", + "Therefore", + "Similarly", + "consequently", + "thus", + "Therefore", + "hence", + "Meanwhile", + "likewise", + "Similarly", + "Likewise", + "Furthermore", + "secondly", + "demikian", + "Likewise", + "zatem", + "thereby", + "Thus" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Consequently", + "therefore", + "Therefore", + "accordingly", + "Conversely", + "Conversely", + "conversely", + "Therefore", + "consequently", + "furthermore", + "Furthermore", + "Similarly", + "Meanwhile", + "Similarly", + "meanwhile", + "Likewise", + "They", + "Their", + "hence", + "Hence", + "Furthermore", + "thus", + "correspondingly", + "Thus", + "Hence" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "therefore", + "Consequently", + "Therefore", + "Conversely", + "accordingly", + "Therefore", + "Similarly", + "consequently", + "conversely", + "furthermore", + "Conversely", + "Their", + "They", + "Furthermore", + "Likewise", + "hence", + "Hence", + "Similarly", + "This", + "Meanwhile", + "thus", + "Together", + "Recently", + "Their" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Conversely", + "Therefore", + "Consequently", + "conversely", + "Furthermore", + "Conversely", + "therefore", + "Similarly", + "Likewise", + "furthermore", + "Hence", + "consequently", + "Secondly", + "Therefore", + "accordingly", + "Likewise", + "This", + "hence", + "secondly", + "correspondingly", + "However", + "Simultaneously", + "They", + "Thus", + "Collectively", + "thus", + "Furthermore", + "These" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Consequently", + "Therefore", + "Consequently", + "Conversely", + "conversely", + "therefore", + "Similarly", + "consequently", + "Likewise", + "Conversely", + "Therefore", + "Such", + "Furthermore", + "Meanwhile", + "meanwhile", + "Secondly", + "furthermore", + "However", + "Should", + "Simultaneously", + "Hence", + "thereby", + "Rigid" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Therefore", + "Consequently", + "therefore", + "conversely", + "Similarly", + "Conversely", + "consequently", + "Such", + "Likewise", + "Conversely", + "Furthermore", + "Should", + "Therefore", + "Meanwhile", + "furthermore", + "Researchers", + "correspondingly", + "Deformation", + "However", + "consequ", + "Yet", + "endif", + "Secondly", + "Rigid" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "Therefore", + "Such", + "consequently", + "Consequently", + "Similarly", + "Larger", + "Smaller", + "Secondly", + "Conversely", + "Longer", + "Such", + "Rigid", + "Furthermore", + "Researchers", + "Variations", + "Deformation", + "therefore", + "Yet", + "Increased", + "Considering", + "Likewise", + "correspondingly", + "conversely", + "These", + "LessThan", + "Barriers", + "Physically" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Flexible", + "Rigid", + "More", + "Such", + "Linear", + "When", + "For", + "Furthermore", + "Solid", + "Strong", + "In", + "These", + "Consequently", + "Increased", + "Nonlinear", + "Deformation", + "High", + "Higher", + "Elastic", + "Therefore", + "Larger", + "Small", + "Longer", + "If", + "Ge", + "Continuous", + "Weak", + "Residual", + "Smaller", + "To" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 91233, + 170834, + 189736, + 109823, + 153591, + 54607, + 75528, + 35613, + 76321, + 36138, + 51232, + 82880, + 44970, + 34681, + 5394, + 21505, + 29103, + 37768, + 45794, + 2033, + 2551, + 1659, + 5501, + 4510, + 3799, + 3304 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 166583, + 214790, + 184099, + 170329, + 110459, + 64342, + 22107, + 93609, + 54064, + 6330, + 18564, + 65326, + 143519, + 207304, + 47738, + 111096, + 136848, + 86426, + 127483, + 65488, + 44723, + 9465, + 19394, + 20428, + 24862, + 91909 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 156552, + 181383, + 174685, + 196129, + 213992, + 117303, + 42828, + 116607, + 82510, + 22448, + 5996, + 833, + 828, + 351, + 830, + 12696, + 4368, + 6694, + 33833, + 5663, + 4061, + 1654, + 1537, + 1135, + 155, + 743 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 39983, + 191474, + 185642, + 166771, + 51495, + 197219, + 237491, + 106099, + 119823, + 2505, + 1511, + 1065, + 3395, + 2859 + ] + }, + { + "label": "bowing", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 141876, + 26682, + 1044, + 1464, + 225446, + 37611, + 12352, + 144089, + 33157, + 3369, + 1167, + 1143, + 2352, + 1263 + ] + }, + { + "label": "strengthening", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 242049, + 165905, + 75612, + 83163, + 160864, + 124137, + 48930, + 26362, + 1106, + 203, + 99, + 11, + 43, + 71 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 25.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "when", + "score": 12.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "density", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "forcing", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "individuals", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "entities", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "able", + "output_checked": true + }, + { + "concept": "gaps", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "around", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 6.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "interstices", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "tighter", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "between", + "output_checked": true + }, + { + "concept": "examples", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "between", + "output_checked": true + }, + { + "concept": "complexity", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "geometries", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Flexible", + "output_checked": true + }, + { + "concept": "accommodate", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 4.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hear", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "hear", + "output_checked": true + }, + { + "concept": "obstruction", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "able", + "output_checked": true + }, + { + "concept": "propagating", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "discontinuities", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "through", + "output_checked": true + }, + { + "concept": "quarters", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "able", + "output_checked": true + }, + { + "concept": "was", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "several", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "these", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "through", + "output_checked": true + }, + { + "concept": "conversely", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "helps", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "words", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "between", + "output_checked": true + }, + { + "concept": "nodes", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "objects", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "able", + "output_checked": true + }, + { + "concept": "reduces", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "propagate", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "must", + "output_checked": true + }, + { + "concept": "densely", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "through", + "output_checked": true + }, + { + "concept": "efficiency", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Reducing", + "output_checked": true + }, + { + "concept": "collapse", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "curving", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "crossing", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "pass", + "output_checked": true + }, + { + "concept": "decrease", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "bottleneck", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "channels", + "output_checked": true + }, + { + "concept": "Again", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Reducing", + "output_checked": true + }, + { + "concept": "relevance", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "structures", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "able", + "output_checked": true + }, + { + "concept": "counterparts", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "hear", + "output_checked": true + }, + { + "concept": "become", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "must", + "output_checked": true + }, + { + "concept": "their", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "intensity", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "denser", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "allows", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "sentences", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "between", + "output_checked": true + }, + { + "concept": "Conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "occur", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "must", + "output_checked": true + }, + { + "concept": "costs", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "Reducing", + "output_checked": true + }, + { + "concept": "ferromagnetic", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "nons", + "output_checked": true + }, + { + "concept": "pressure", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "rhetoric", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "impenetrable", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "able", + "output_checked": true + }, + { + "concept": "geometry", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "resistive", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "superconduct", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "defects", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "quantos", + "ervan", + "punkte", + "nada", + "Hail", + "undos", + "trump", + "Kwa", + "wand", + "anque", + "yclerView" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "tons", + "lev", + "opat", + "Sob", + "Mannes", + "grac", + "Prote", + "trem", + "stir", + "Bog", + "Cann", + "Beg", + "gag", + "Schle", + "gham", + "ker", + "Cole", + "Rid", + "Dorn", + "olyte" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "rid", + "lev", + "tons", + "blot", + "mou", + "stir", + "gham", + "Av", + "Pres", + "Cann", + "Rid", + "dim", + "Proc", + "grac", + "ott", + "chum", + "rake" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "champ", + "stir", + "def", + "olas", + "dim", + "Trotz", + "tun", + "Ham", + "tons", + "alk", + "Sod", + "lev", + "ilj", + "grac", + "ac", + "fam", + "pan", + "rock", + "essional", + "tfrac", + "olyte", + "chum" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "grac", + "lev", + "Grac", + "ago", + "dim", + "tun", + "motifs", + "champ", + "scor", + "Beet", + "pan", + "stir", + "ilers", + "ocrine", + "rid", + "tons", + "brake", + "Lys", + "snag", + "fam", + "chap" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "ilers", + "atus", + "WOR", + "hst", + "ORS", + "oben", + "yn", + "idence", + "side", + "Vo", + "Su", + "sn", + "sulph", + "su", + "susp", + "VERE", + "Sed", + "rake", + "ors", + "fin" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "trading", + "don", + "seq", + "tools", + "tool", + "dal", + "remen", + "bro", + "kick", + "owned", + "MI", + "HI", + "six", + "turbo" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "sol", + "tools", + "lives", + "tool", + "tail", + "trading", + "dal", + "NRC", + "demos", + "seq", + "simple", + "mei", + "turbo", + "remen", + "nas", + "HI", + "isable", + "dye", + "Lives", + "rem", + "Zealand" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "sol", + "tools", + "lives", + "record", + "tail", + "nop", + "rem", + "select", + "Select", + "Green", + "HI", + "demos", + "pur", + "linear", + "MI", + "tool", + "Zealand", + "nas", + "seq", + "Sol", + "chef", + "NRC", + "dye" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "Select", + "tattoo", + "discussed", + "OOSE", + "lives", + "select", + "subject", + "olved", + "talk", + "MOVIE", + "tch", + "dba", + "Linear", + "side", + "dynamic", + "scient", + "REST", + "Tos", + "greeting", + "discuss" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "MOVIE", + "CRED", + "Greet", + "talk", + "greet", + "Tos", + "ransom", + "Talk", + "tter", + "greeting", + "tattoo", + "linear", + "dj", + "Nas", + "CUSTOM", + "sas", + "ettle", + "toc", + "Meals", + "Otto", + "SRS", + "Resolve", + "data", + "TC", + "fetch" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "iest", + "bag", + "erste", + "TableRow", + "olve", + "rion", + "athon", + "ladder", + "lacht", + "stress", + "SCRE", + "ilj", + "recovery", + "trin", + "rin", + "ucin", + "Rechnung", + "tread", + "bros", + "pick", + "assi" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "reheat", + "lick", + "blow", + "dictionaries", + "discounting", + "restart", + "buttonclick", + "backdrop", + "orith", + "deck", + "cocks", + "playlists", + "itoa", + "authenticate", + "hnung", + "flashbacks", + "shake", + "demek", + "alerting" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ogado", + "kund", + "jogar", + "god", + "God", + "olone", + "Dlatego", + "chut", + "delt", + "ayet", + "solle", + "deka", + "punt", + "dzie", + "ostante", + "holz", + "golfer", + "hrte", + "gor", + "gressive", + "disclosures" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "fect", + "logic", + "olidated", + "Rew", + "Dadurch", + "ques", + "routed", + "prong", + "ECT", + "logic", + "undocumented", + "Proj", + "syll", + "logical", + "SPC", + "jah" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "wir", + "fq", + "sped", + "igat", + "osp", + "uned", + "welt", + "grond", + "argue", + "tti", + "undocumented", + "harder", + "truncated", + "Verw", + "ospel", + "ough", + "augh", + "tier", + "dum", + "ricost" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "accordingly", + "penj", + "correspondingly", + "emies", + "ilm", + "spf", + "STRUCT" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "builtin", + "meanwhile", + "accordingly", + "correspondingly", + "Otherwise", + "meantime", + "therefore", + "forEach", + "spatially", + "coinChange", + "localObject", + "Meanwhile", + "nonetheless", + "symmetry" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "therefore", + "consequently", + "Consequently", + "accordingly", + "thus", + "However", + "Similarly", + "thereby", + "therefore", + "meanwhile", + "Consequently", + "these", + "These", + "however", + "Therefore", + "Similarly", + "this", + "Secondly", + "Thus" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "consequently", + "Consequently", + "accordingly", + "therefore", + "Therefore", + "thus", + "correspondingly", + "thereby", + "this", + "Furthermore", + "However", + "Thus", + "hence", + "therefore" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "therefore", + "consequently", + "Consequently", + "Therefore", + "accordingly", + "thus", + "this", + "thereby", + "correspondingly", + "therefore", + "Similarly", + "Stress", + "Therefore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "stiff", + "Therefore", + "therefore", + "Conversely", + "Strengthening", + "Furthermore", + "Rigid", + "furthermore", + "correspondingly", + "Stress", + "Similarly", + "stiffer", + "However", + "thicker", + "thereby", + "conversely", + "thus", + "this", + "Simultaneously" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Consequently", + "stiff", + "Therefore", + "Consequently", + "This", + "Rigid", + "consequently", + "These", + "stiffer", + "Stress", + "Furthermore", + "Conversely", + "therefore", + "Similarly", + "correspondingly", + "thicker", + "Thick", + "Therefore", + "viscous", + "tighter", + "thus", + "Thus", + "Likewise", + "Topological" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Rigid", + "Therefore", + "Consequently", + "stiff", + "This", + "consequently", + "These", + "rigid", + "therefore", + "correspondingly", + "Similarly", + "Conversely", + "Therefore", + "stiffer", + "rigid", + "Furthermore", + "viscous", + "Stress", + "Thus", + "This", + "Because", + "Properly", + "Likewise", + "However", + "thus", + "Whether" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "Rigid", + "consequently", + "This", + "stiff", + "therefore", + "Therefore", + "Increasing", + "Consequently", + "Strong", + "correspondingly", + "stiffer", + "Conversely", + "Higher", + "Stress", + "tighter", + "Excessive", + "Strengthening", + "These", + "Furthermore", + "Similarly", + "Tight", + "Increases", + "Locally", + "thicker", + "Increased", + "Significant", + "Longer", + "harder", + "Thick" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "Rigid", + "When", + "The", + "Elastic", + "These", + "Strong", + "In", + "More", + "Consequently", + "High", + "Furthermore", + "Solid", + "To", + "Non", + "Flexible", + "Therefore", + "Mechanical", + "Plastic", + "Shear", + "If", + "Such", + "Hard", + "Higher", + "Stress", + "Increasing", + "Fracture", + "Stable", + "Nonlinear", + "For", + "Increased", + "St" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "between", + "output_checked": true + }, + { + "concept": "around", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "complexity", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "when", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "density", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "membranes", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Flexible", + "output_checked": true + }, + { + "concept": "gaps", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "occur", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "must", + "output_checked": true + }, + { + "concept": "nodes", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "reduces", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "interstices", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ello", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "able", + "output_checked": true + }, + { + "concept": "improves", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "costs", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Reducing", + "output_checked": true + }, + { + "concept": "accommodate", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "words", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "between", + "output_checked": true + }, + { + "concept": "propagate", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "must", + "output_checked": true + }, + { + "concept": "lamang", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "reheat", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "pass", + "output_checked": true + }, + { + "concept": "cev", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "able", + "output_checked": true + }, + { + "concept": "Stein", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "entities", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "able", + "output_checked": true + }, + { + "concept": "overcome", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "entre", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "sentences", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "between", + "output_checked": true + }, + { + "concept": "regions", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "through", + "output_checked": true + }, + { + "concept": "elements", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "able", + "output_checked": true + }, + { + "concept": "Costs", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "Reducing", + "output_checked": true + }, + { + "concept": "compressive", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "pressure", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "proportionally", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "springs", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "line", + "output_checked": true + }, + { + "concept": "densely", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "through", + "output_checked": true + }, + { + "concept": "created", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "channels", + "output_checked": true + }, + { + "concept": "ROTATE", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "able", + "output_checked": true + }, + { + "concept": "heapq", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "must", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "wakeup", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "reopen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "hear", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "able", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "lesquelles", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "Flexible", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "reasoning", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "pass", + "output_checked": true + }, + { + "concept": "sponge", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "okt", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "ilm", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "Downs", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Reducing", + "output_checked": true + }, + { + "concept": "symmetrically", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "isotropic", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "nons", + "output_checked": true + }, + { + "concept": "kapas", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "defenses", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "line", + "output_checked": true + }, + { + "concept": "Increased", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "channels", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "items", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "between", + "output_checked": true + }, + { + "concept": "interfering", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "nons", + "output_checked": true + }, + { + "concept": "examples", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "hear", + "output_checked": true + }, + { + "concept": "Spannung", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "increases", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-03__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Nonshearable particle obstacles 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A dispersion-treated alloy contains hard particles embedded in a softer matrix. Mobile lattice imperfections wrap around the particles rather than passing through them.", + "prompt_tail": "sion-treated alloy contains hard particles embedded in a softer matrix. Mobile lattice imperfections wrap around the particles rather than passing through them.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-particle-strengthening-04", + "carrier_id": null, + "target_family": "particle-strengthening", + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "each", + "generated_token_ids": [ + 17136 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 2614, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 3060 + }, + { + "label": "bowing", + "best_rank": 5033, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 235 + }, + { + "label": "strengthening", + "best_rank": 428, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 203 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "accordingly", + "alike", + "hence", + "behalf", + "orry", + "hereby", + "leness", + "which", + "therefore", + "ogether", + "ammed", + "gonna", + "iken", + "isses", + "wes", + "hence", + "item", + "oney", + "together", + "according", + "ients", + "asons", + "eles", + "ells", + "ilst", + "anyak", + "oba", + "regards", + "beer" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "thing", + "leness", + "guys", + "persons", + "lle", + "tics", + "hence", + "zis", + "lly", + "d", + "ie", + "ither", + "ses", + "stuff", + "basically", + "zes", + "somebody", + "nobody", + "wanna", + "ndo", + "stuffs", + "ided", + "ids", + "eness", + "thinks", + "alike", + "dia", + "ion" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "lle", + "thing", + "etc", + "persons", + "alike", + "etc", + "stuff", + "basically", + "dz", + "ain", + "dll", + "guys", + "nti", + "Sachen", + "lly", + "xd", + "Also", + "anybody", + "dia", + "thats", + "thru", + "leness", + "ndo", + "ither" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "oides", + "leness", + "gonna", + "persons", + "hiy", + "zis", + "udos", + "UIT", + "goers", + "filming", + "wari", + "persons", + "oths", + "ndo", + "owness", + "tics", + "ooka", + "dz", + "yses", + "afuera", + "oid", + "arena", + "ented", + "ieurs", + "lle", + "eyer", + "dia", + "zik", + "woods", + "yny" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "persons", + "everybody", + "oides", + "zis", + "somebody", + "basically", + "anybody", + "eyer", + "leness", + "oing", + "AKA", + "hiy", + "ilities", + "guy", + "eded", + "ndo", + "ided", + "owo", + "eway", + "UIT", + "standpoint", + "oris", + "yses", + "ermen", + "guy", + "OGO", + "ued", + "atre", + "arters" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "everybody", + "which", + "persons", + "Characteristics", + "Also", + "gonna", + "afterwards", + "able", + "therefore", + "anybody", + "secondly", + "owness", + "because", + "somebody", + "assisted", + "also", + "according", + "UIT", + "leness", + "characteristics", + "eyer", + "oides", + "people", + "although" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "therefore", + "which", + "landers", + "they", + "UIT", + "Characteristics", + "characteristics", + "them", + "arily", + "edly", + "leness", + "izu", + "Approximately", + "the", + "their", + "ially", + "wards", + "persons", + "utta", + "therefore", + "ometime", + "themselves", + "Members", + "Additionally", + "ABS", + "ittet" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "therefore", + "whereas", + "thereby", + "persons", + "therefore", + "thus", + "neither", + "thereto", + "leness", + "Characteristics", + "characteristics", + "Furthermore", + "Moreover", + "Furthermore", + "UIT", + "rather", + "sequently", + "alike", + "moreover", + "utti", + "secondly", + "whereupon", + "edly", + "dioxide", + "whereas", + "loid", + "Characteristics", + "therewith", + "which", + "itory" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "gesellschaft", + "aminar", + "agglomer", + "rather", + "Furthermore", + "hydrophilic", + "Furthermore", + "jac", + "thereby", + "regated", + "furthermore", + "laminar", + "characteristics", + "characteristic", + "scopic", + "Characteristics", + "Coriolis", + "urally", + "polyethylene", + "Gesellschaft", + "aceous", + "spatially", + "olites", + "galactos", + "whereas", + "loid", + "bire", + "Waals", + "cyclo", + "Hydro" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "aminar", + "superconduct", + "agglomer", + "subsurface", + "molecular", + "characteristic", + "laminar", + "olecular", + "hydrophilic", + "permeable", + "impermeable", + "microscopic", + "macroscopic", + "bacter", + "acetyl", + "hydroxyl", + "transdu", + "anthropogenic", + "Waals", + "metallurgical", + "lubric", + "spatially", + "microm", + "chemot", + "pher", + "ascin", + "polyethylene", + "molecular", + "hydrodynamic", + "adsor", + "hydrostatic", + "Induced" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "aminar", + "subsurface", + "impermeable", + "molecular", + "laminar", + "characteristic", + "olecular", + "inert", + "superconduct", + "molecular", + "nikov", + "ohydro", + "spatially", + "transdu", + "impervious", + "tunneling", + "observed", + "analogous", + "distal", + "isotopic", + "supercritical", + "xylem", + "species", + "permeable", + "aternary", + "geom", + "observable", + "undisturbed", + "Induced", + "microscopic", + "acetyl" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "undisturbed", + "subsurface", + "prevent", + "preventing", + "aminar", + "inactiv", + "characteristic", + "spatially", + "nuclear", + "aternary", + "bacter", + "transmembrane", + "unidirectional", + "transferring", + "containment", + "migrating", + "terminate", + "ceptible", + "induced", + "inhibiting", + "isolated", + "molecular", + "protect", + "tunneling", + "Prevent", + "traversing", + "characteristics" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "prevent", + "protecting", + "preventing", + "protect", + "undisturbed", + "confining", + "protective", + "protects", + "inhibiting", + "inactiv", + "prevent", + "prevents", + "Prevent", + "preferentially", + "protect", + "inhibitory", + "nuclear", + "separation", + "unidirectional", + "aminar", + "protection" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "prevent", + "preventing", + "confining", + "Characteristic", + "prevent", + "unlike", + "distinguish", + "protect", + "undisturbed", + "mencegah", + "characteristic", + "prevents", + "distinguishes", + "characteristic", + "diferenci", + "Induced", + "distinguishing", + "Prevent", + "differentiates", + "Consequently" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "characterized", + "demonstrating", + "several", + "Consequently", + "characterizing", + "increasingly", + "whereby", + "Consequently", + "helping", + "During", + "thereby", + "wherein", + "suggesting", + "consequently", + "influencing", + "during", + "making", + "providing", + "significantly", + "ensuring", + "indicating", + "showcasing", + "characterised", + "whereas", + "illustrating", + "Ultimately", + "symbolizing", + "various", + "therefore", + "ultimately", + "simultaneously" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "During", + "Consequently", + "Furthermore", + "Consequently", + "Because", + "During", + "Ultimately", + "Ultimately", + "According", + "Eventually", + "Eventually", + "This", + "Subsequently", + "Subsequently", + "Also", + "Because", + "Several", + "Their", + "Similarly", + "Conversely", + "Successfully", + "Conversely", + "because", + "This", + "Their", + "Similarly", + "Meanwhile", + "Several", + "Certainly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "Furthermore", + "During", + "Similarly", + "Similarly", + "Conversely", + "furthermore", + "Consequently", + "During", + "whereas", + "thereby", + "Meanwhile", + "consequently", + "Furthermore", + "meanwhile", + "Conversely", + "Then", + "Also", + "According", + "similarly", + "Secondly", + "Subsequently", + "correspondingly", + "conversely", + "This", + "therefore", + "Because", + "examples", + "According", + "Also", + "accordingly", + "likewise" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "During", + "During", + "consequently", + "this", + "They", + "These", + "Their", + "Consequently", + "meanwhile", + "furthermore", + "Equally", + "This", + "these", + "therefore", + "These", + "Their", + "Consequently", + "conversely", + "Which", + "accordingly", + "Meanwhile", + "lately", + "thereby", + "Compared", + "theirs", + "Simultaneously", + "Therefore", + "simultaneously", + "Similarly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Their", + "Their", + "They", + "Its", + "theirs", + "mselves", + "Rather", + "Lately", + "They", + "Recently", + "Consequently", + "lately", + "Unless", + "Conversely", + "whereas", + "Yet", + "Recently", + "Compared", + "nThe", + "This", + "Its", + "Recent", + "Along", + "Compared", + "Recent", + "conversely", + "These" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Their", + "This", + "They", + "Their", + "There", + "Consequently", + "nThe", + "Compared", + "Furthermore", + "Its", + "Recent", + "Recently", + "Consequently", + "Its", + "Similarly", + "Meanwhile", + "There", + "During", + "Such", + "Along", + "Conversely", + "Moreover", + "Unless", + "Recent", + "Compared", + "Each", + "During", + "Such", + "Unless", + "mselves", + "Lately", + "They" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Their", + "This", + "Their", + "They", + "Consequently", + "Recent", + "nThe", + "There", + "Recently", + "Recent", + "Compared", + "Consequently", + "Such", + "Similarly", + "Unless", + "Unless", + "Lately", + "While", + "Its", + "Its", + "Furthermore", + "Conversely", + "There", + "Each", + "Historically", + "Therefore", + "Such", + "This", + "They", + "Today", + "Along", + "Assume" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "They", + "Their", + "This", + "Consequently", + "Furthermore", + "Hence", + "Unless", + "Recent", + "Consequently", + "Their", + "Likewise", + "Unless", + "There", + "Recently", + "LessThan", + "Therefore", + "They", + "Such", + "Welcome", + "Secondly", + "Conversely", + "nThe", + "These", + "Similarly", + "Threats", + "Yet", + "Recent", + "Dieser", + "Each", + "Conversely", + "Recently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Weak", + "Weak", + "weak", + "Errors", + "weak", + "ErrorMessage", + "Exceptions", + "othesis", + "union", + "WithError", + "Learn", + "Biological", + "Their", + "Certain", + "Streams", + "pray", + "etric", + "coli", + "dent", + "Birth", + "Fehler", + "achet", + "Handball", + "ardini" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Weak", + "othesis", + "Weak", + "dent", + "weak", + "union", + "THAN", + "ACH", + "Learn", + "weak", + "Errors", + "chew", + "opath", + "Pray", + "Repeat", + "Subs", + "weakness", + "ATHER" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ayet", + "ATHER", + "erset", + "OfThe", + "Authentication", + "biggr", + "Learn", + "gel", + "east", + "USING", + "ature", + "eted", + "Heading", + "etli", + "strated", + "coli", + "ettle", + "Bears", + "rollers", + "themselves", + "bye", + "olithic" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "each", + "ument", + "bait", + "bar", + "belongs", + "hat", + "enter", + "continuous", + "band", + "event", + "equipment", + "arthen", + "other", + "Progressive", + "ula", + "here", + "free", + "plus", + "apply", + "Attrition", + "set", + "geom", + "Diss", + "The", + "blank", + "build", + "progressive", + "again", + "size", + "under", + "evenly", + "length" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 101359, + 209641, + 226274, + 162134, + 136046, + 31603, + 16283, + 11510, + 4403, + 3848, + 2615, + 5856, + 7940, + 13621, + 4058, + 11014, + 36545, + 18214, + 25317, + 3317, + 4585, + 6620, + 4185, + 10084, + 30536, + 13033 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 139590, + 200440, + 156651, + 79422, + 33799, + 45899, + 20012, + 84732, + 33100, + 49049, + 50184, + 78999, + 81732, + 91562, + 36326, + 101122, + 140612, + 123509, + 119988, + 78742, + 33097, + 9150, + 5034, + 6640, + 33299, + 120778 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 109135, + 200635, + 218978, + 248121, + 250025, + 139312, + 48026, + 84312, + 57710, + 11691, + 26607, + 64022, + 26171, + 64926, + 449, + 12465, + 6845, + 5345, + 56522, + 7937, + 2727, + 429, + 515, + 1608, + 256, + 2507 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 72804, + 192567, + 173442, + 220381, + 93118, + 189203, + 212258, + 102316, + 150739, + 6245, + 3061, + 4111, + 5888, + 6722 + ] + }, + { + "label": "bowing", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 128394, + 24612, + 236, + 473, + 210241, + 41665, + 12720, + 78149, + 12833, + 30777, + 5640, + 37754, + 17893, + 7447 + ] + }, + { + "label": "strengthening", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 246046, + 47083, + 42259, + 77481, + 197260, + 93060, + 69433, + 78572, + 3054, + 811, + 392, + 204, + 3634, + 1755 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 19.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "dispersion", + "output_checked": true + }, + { + "concept": "these", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "around", + "output_checked": true + }, + { + "concept": "individuals", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Mobile", + "output_checked": true + }, + { + "concept": "which", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "within", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "atoms", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "several", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "causing", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "being", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "than", + "output_checked": true + }, + { + "concept": "mineral", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "photography", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "were", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "soil", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "exfol", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "crossing", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "passing", + "output_checked": true + }, + { + "concept": "toughness", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "instead", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "than", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "documentary", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "refers", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "dispersion", + "output_checked": true + }, + { + "concept": "that", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "diagram", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "dispersion", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "alloying", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "dispersed", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "due", + "score": 3.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "them", + "output_checked": true + }, + { + "concept": "polymers", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "mobility", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Mobile", + "output_checked": true + }, + { + "concept": "microscopic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "encir", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "around", + "output_checked": true + }, + { + "concept": "tunnels", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "through", + "output_checked": true + }, + { + "concept": "laboratory", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "mineralization", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "discontinuities", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "through", + "output_checked": true + }, + { + "concept": "became", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "dispersion", + "output_checked": true + }, + { + "concept": "alongside", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "embedded", + "output_checked": true + }, + { + "concept": "larger", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "backdrop", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "softer", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "exemplifies", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "varying", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "oxides", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "nucleons", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "Their", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "They", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "diffusing", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "than", + "output_checked": true + }, + { + "concept": "are", + "score": 2.0, + "best_rank": 2, + "best_depth": 78.0, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "torno", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "geometry", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "impervious", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "them", + "output_checked": true + }, + { + "concept": "experimental", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "subterranean", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "embedded", + "output_checked": true + }, + { + "concept": "circumference", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "around", + "output_checked": true + }, + { + "concept": "nearby", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "spatially", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "rather", + "output_checked": true + }, + { + "concept": "resistant", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "them", + "output_checked": true + }, + { + "concept": "undisturbed", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "smarter", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "quantos", + "Kwa", + "ervan", + "trump", + "undos", + "punkte", + "wand", + "anque", + "urnya", + "Hail", + "addRow" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "grac", + "opat", + "tons", + "trem", + "Cole", + "Mannes", + "Sob", + "blot", + "Prote", + "Cann", + "olyte", + "Sen", + "Beg", + "Lamb", + "Dorn", + "Carg" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "blot", + "champ", + "trem", + "Mannes", + "lev", + "opat", + "gham", + "muut", + "pit", + "rum", + "tun", + "rid", + "tons", + "grac", + "nab", + "ott", + "ment", + "codes", + "plo", + "Pres", + "kin", + "ums", + "Blot" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "champ", + "tun", + "chal", + "chn", + "Reis", + "def", + "ilj", + "alk", + "dre", + "Mani", + "rum", + "essional", + "tfrac", + "Ce", + "ilg", + "muut", + "cam", + "glob", + "trem", + "usan", + "instrument" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "Reis", + "champ", + "dim", + "rum", + "Mani", + "def", + "dre", + "chap", + "essional", + "ilers", + "tamp", + "Mannes", + "tun", + "Tit", + "ilj", + "cam", + "dip", + "glob", + "bata", + "Chap", + "olyte" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "sn", + "Vo", + "yn", + "rem", + "side", + "Su", + "hst", + "ual", + "idence", + "WOR", + "VERE", + "yp", + "orel", + "su", + "wyst", + "atus", + "cat", + "illing" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "Er", + "Green", + "tools", + "Werk", + "HI", + "Sol", + "bro", + "kick", + "Vo", + "remen", + "duct", + "seq", + "ual", + "lim", + "Vo" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "sol", + "tool", + "HI", + "remen", + "tail", + "simple", + "don", + "dal", + "bro", + "turbo", + "rem", + "ormap", + "das", + "dad", + "kick" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "sol", + "tool", + "remen", + "tools", + "HI", + "linear", + "record", + "simple", + "demos", + "Green", + "kick", + "bro", + "Sol", + "lives", + "duct", + "serial", + "proj" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "Select", + "data", + "dynamic", + "var", + "subject", + "proj", + "lives", + "fetch", + "tattoo", + "sus", + "select", + "idyl", + "ettle", + "remen", + "OOSE", + "felt", + "Tos", + "betre", + "discuss", + "pur", + "greet", + "HI", + "delegate", + "greeting", + "holder" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "RECE", + "linear", + "greet", + "CUSTOM", + "Greet", + "data", + "Tos", + "lives", + "fetch", + "greeting", + "cuk", + "Lives", + "usel", + "isselle", + "titles", + "listener", + "peacefully", + "Dabei", + "subject", + "sleeping", + "calls", + "dynamic", + "SERVICE" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "tread", + "STE", + "repeat", + "sang", + "bag", + "FLE", + "swing", + "PAS", + "alh", + "rion", + "erat", + "Repeat", + "occas", + "meli", + "rung", + "SPEAK", + "ecer", + "iega", + "tall", + "turt", + "nargs", + "TableRow", + "ANCED", + "Rechnung", + "fewest", + "repeat" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "dictionaries", + "Shake", + "lick", + "shake", + "httpClient", + "diction", + "druck", + "playlists", + "pickle", + "Greet", + "cama", + "despert", + "gelegen", + "cyclopent", + "hnung", + "etak", + "pihak" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "punt", + "Dlatego", + "God", + "grud", + "cour", + "kund", + "bilgiler", + "toch", + "hrte" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "logique", + "Jahres", + "logic", + "aisl", + "prong", + "dabei", + "wise", + "igste", + "verw", + "logic", + "logical", + "Gav", + "Rew", + "ques", + "logit" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "wir", + "afect", + "tti", + "osp", + "Verw", + "verw", + "idium", + "wert", + "archae", + "rape", + "ectors", + "casilla", + "ausge", + "lobe", + "ques", + "duke", + "sped", + "opf", + "dum", + "wij", + "welt", + "strokes" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "Trou", + "arquitet", + "swirl" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "strcpy", + "sleep", + "boil", + "Clos", + "Peters", + "hbox" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "thereby", + "This", + "together", + "hence", + "Explain", + "Consequently", + "Together", + "Consequently", + "except", + "Thus", + "Traditionally", + "These", + "Troubles", + "nThe", + "Similarly", + "thus", + "Therefore", + "Causes", + "Along", + "Together" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Consequently", + "Consequently", + "Their", + "Their", + "This", + "Subsequently", + "Simultaneously", + "Causes", + "nThe", + "Hence", + "Causes", + "Such", + "this", + "Because", + "During", + "Defects", + "Thus", + "Similarly" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Consequently", + "Consequently", + "Bunun", + "This", + "Their", + "Hence", + "Such", + "Similarly", + "Their", + "nThe", + "Therefore", + "During", + "Instead", + "Explain", + "this", + "Causes", + "thereby", + "Observe", + "Dieser" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Consequently", + "During", + "Consequently", + "Otherwise", + "Recently", + "Their", + "This", + "Due", + "Causes", + "Bunun", + "Hosts", + "Therefore", + "Similarly", + "During", + "Este", + "Conversely", + "Simultaneously", + "These", + "Cause", + "Certain", + "Hence", + "Examples", + "Assumptions", + "They", + "However" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "This", + "Passing", + "Both", + "Such", + "During", + "These", + "Passing", + "Consequently", + "During", + "Certain", + "Such", + "Recently", + "Both", + "Simultaneously", + "Therefore", + "Due", + "Transport", + "Examples", + "Issues", + "Hence", + "Passes", + "These", + "Their", + "Assumptions", + "Issues", + "They", + "When" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Consequently", + "Both", + "This", + "Passing", + "These", + "Their", + "During", + "During", + "Passing", + "Such", + "They", + "Consider", + "Therefore", + "Recently", + "Neither", + "When", + "Both", + "Assuming", + "Consequently", + "Simultaneously", + "Traditional", + "These", + "Similarly", + "Certain", + "Due" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Consequently", + "This", + "Such", + "Such", + "During", + "Both", + "These", + "Passing", + "Consequently", + "During", + "Passing", + "Their", + "Both", + "Crossing", + "consequently", + "Representations", + "Typical", + "Initially", + "These", + "Initially", + "They", + "Therefore" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "In", + "These", + "Such", + "For", + "When", + "Dispersion", + "A", + "Mobile", + "Both", + "Hard", + "Instead", + "Passing", + "During", + "Consequently", + "Lattice", + "Dislocations", + "It", + "If", + "As", + "Mobility", + "Discrete", + "Particles", + "and", + "To", + "Dis", + "More", + "Pass", + "An", + "Furthermore", + "to" + ] + } + ], + "logit_surprising": [ + { + "concept": "dislocations", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "This", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "within", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "embedded", + "output_checked": true + }, + { + "concept": "these", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "around", + "output_checked": true + }, + { + "concept": "causing", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "than", + "output_checked": true + }, + { + "concept": "alloying", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "ilm", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "ausge", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "soil", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "debido", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "because", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "them", + "output_checked": true + }, + { + "concept": "dispersed", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "due", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "them", + "output_checked": true + }, + { + "concept": "interstit", + "score": 3.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "beats", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "dictionaries", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "rather", + "output_checked": true + }, + { + "concept": "beat", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "defects", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "diagram", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "dispersion", + "output_checked": true + }, + { + "concept": "spectroscopy", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "credits", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "sekal", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rather", + "output_checked": true + }, + { + "concept": "suscept", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "them", + "output_checked": true + }, + { + "concept": "flakes", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "embedded", + "output_checked": true + }, + { + "concept": "fewest", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Krzy", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Mobile", + "output_checked": true + }, + { + "concept": "steer", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "addition", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "around", + "output_checked": true + }, + { + "concept": "kontak", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "tread", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "unfor", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "softer", + "output_checked": true + }, + { + "concept": "kulit", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "overlapping", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "kilo", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "passing", + "output_checked": true + }, + { + "concept": "Ked", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "reopen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "rather", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Fils", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "dazu", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "embedded", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "around", + "output_checked": true + }, + { + "concept": "anyway", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "bas", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "inserted", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "instead", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rather", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "powered", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "versus", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "exemplifies", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "both", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "porque", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "that", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "smooth", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "molecules", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "These", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "lignin", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "solute", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-04__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Nonshearable particle obstacles 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Two alloys contain the same particle fraction, but the alloy with finer obstacle spacing requires a larger applied stress to move its line defects.", + "prompt_tail": "Two alloys contain the same particle fraction, but the alloy with finer obstacle spacing requires a larger applied stress to move its line defects.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-particle-strengthening-05", + "carrier_id": null, + "target_family": "particle-strengthening", + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "continuous", + "generated_token_ids": [ + 37077 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 3329, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 5789 + }, + { + "label": "bowing", + "best_rank": 12003, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 191 + }, + { + "label": "strengthening", + "best_rank": 332, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 823 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "orry", + "accordingly", + "hereby", + "ogether", + "ients", + "hence", + "ammed", + "anyak", + "oba", + "iken", + "isses", + "elm", + "ices", + "item", + "ertain", + "ises", + "according", + "therefore", + "eles", + "oraz", + "ulan", + "leness" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "alike", + "arie", + "ion", + "ort", + "ie", + "ided", + "wards", + "ii", + "persons", + "zes", + "edly", + "lli", + "leness", + "nto", + "d", + "ng", + "outh", + "ients", + "fty", + "rl", + "rs", + "erd", + "hence", + "eries", + "aid", + "uin", + "wie", + "meanwhile" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "gonna", + "meanwhile", + "xd", + "aid", + "ewise", + "dz", + "ain", + "needful", + "gy", + "mente", + "ILD", + "bout", + "lli", + "ort", + "wards", + "ii", + "ients", + "rien", + "onus", + "d", + "ue", + "ie", + "outh", + "persons", + "wi", + "thereof", + "erie", + "lately", + "asks" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "oused", + "goers", + "edly", + "ieurs", + "ided", + "arena", + "zes", + "aid", + "yers", + "agy", + "stuffs", + "ogt", + "OGO", + "yi", + "lli", + "oides", + "leness", + "wia", + "zia", + "woman", + "thirds", + "spaper", + "oths", + "ndon" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ided", + "edly", + "aid", + "lli", + "stuffs", + "OGO", + "arena", + "alike", + "pple", + "ally", + "ients", + "osite", + "yer", + "yi", + "attam", + "guy", + "zis", + "ow", + "atre", + "lope", + "yers", + "yet", + "oused", + "men", + "ened", + "uate", + "udo", + "aire", + "aken" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "aided", + "businesswoman", + "ppo", + "otos", + "lli", + "ided", + "aid", + "filmed", + "her", + "soon", + "assisted", + "although", + "vela", + "aid", + "she", + "amid", + "scientist", + "zik", + "her", + "toward", + "Although", + "than", + "alike", + "consequently", + "otta", + "oused", + "idia", + "businessmen", + "videot", + "able", + "among" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "than", + "consequently", + "that", + "than", + "thereby", + "although", + "although", + "however", + "therefore", + "thus", + "compared", + "respectively", + "toward", + "Although", + "accordingly", + "nevertheless", + "ield", + "according", + "Consequently", + "lately", + "this", + "despite", + "whereas", + "concerning", + "meanwhile", + "furthermore", + "which", + "less", + "employed", + "nonetheless", + "more" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "whereas", + "than", + "thereby", + "consequently", + "Moreover", + "Furthermore", + "meanwhile", + "Furthermore", + "moreover", + "therefore", + "thus", + "than", + "Consequently", + "compared", + "altogether", + "secondly", + "whereas", + "hence", + "Moreover", + "although", + "Consequently", + "this", + "nowadays", + "sequently", + "which", + "towards", + "Meanwhile", + "lately", + "Hence", + "likewise", + "although" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "than", + "Moreover", + "Furthermore", + "furthermore", + "Moreover", + "than", + "moreover", + "Furthermore", + "Than", + "irrespective", + "necessitating", + "requiring", + "magnetores", + "consequently", + "whereas", + "although", + "although", + "hence", + "Consequently", + "apd", + "compared", + "towards", + "Hence", + "Hence", + "thereby", + "anisotropic", + "Comparative", + "altogether", + "molar", + "aceous", + "thus" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "resistive", + "magnetores", + "empirically", + "tensile", + "resistivity", + "experimentally", + "resist", + "resistant", + "empirical", + "resisting", + "anisotropic", + "metallurgical", + "metall", + "qualitatively", + "characteristic", + "torque", + "alloy", + "resistance", + "experimental", + "electrically", + "exhibiting", + "ductile", + "refractory", + "thermally", + "thermodynam", + "physiologically", + "metallurgy", + "sustained", + "reinforced", + "retard" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "resistive", + "resisting", + "resistance", + "resist", + "resistant", + "resistivity", + "resists", + "magnetores", + "experimentally", + "torque", + "resistance", + "uphill", + "empirically", + "Resistance", + "tensile", + "resist", + "resistenza", + "experimental", + "tested", + "MPa", + "resisted", + "resistances", + "testing", + "resistencia", + "refractory", + "electrically", + "differential", + "distinguishing" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "resisting", + "resistance", + "resist", + "experimental", + "resistive", + "testing", + "experimentally", + "tested", + "empirically", + "tests", + "despite", + "suggesting", + "distinguishing", + "Experimental", + "exhibiting", + "resistance", + "toughness", + "resists", + "magnetores", + "perplexing", + "indicating", + "resistant", + "implying", + "resisted", + "uphill", + "differential" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "compared", + "difference", + "differences", + "despite", + "comparison", + "contrary", + "comparing", + "contrast", + "comparative", + "disagree", + "disadvantage", + "dissimilar", + "differing", + "unfavorable", + "Differences", + "empirically", + "comparar", + "compar", + "compare", + "differential", + "disadvant", + "spite", + "empirical", + "Comparison", + "Comparison", + "Compared", + "inhibitory", + "Difference", + "contrasting" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "despite", + "contrary", + "inhibitory", + "unfavorable", + "contradicts", + "contradicting", + "Despite", + "spite", + "negatively", + "paradox", + "uphill", + "inexplic", + "despite", + "inexplicable", + "contradict", + "disagree", + "nonostante", + "paradoxical", + "contradicted", + "INCREASE", + "Consequently", + "empirically", + "counteract", + "worsened", + "Conversely", + "scientists", + "blaming", + "worsening", + "physicist" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Conversely", + "Conversely", + "whatsoever", + "Consequently", + "oretically", + "conversely", + "else", + "amt", + "Meanwhile", + "furthermore", + "Consequently", + "Furthermore", + "Whereas", + "likewise", + "endum", + "owness", + "soever", + "Yet", + "agine", + "Likewise", + "Ultimately", + "Whilst", + "opposed", + "denn", + "elessly", + "Nevertheless", + "Similarly" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "Consequently", + "Consequently", + "Conversely", + "ertain", + "Furthermore", + "Conversely", + "Meanwhile", + "Similarly", + "accordingly", + "Nevertheless", + "likewise", + "Yet", + "Furthermore", + "mselves", + "Yet", + "Nevertheless", + "Similarly", + "alike", + "Likewise", + "priori", + "igel", + "Meanwhile", + "Hence", + "Their", + "soever", + "whatsoever", + "Certainly", + "Likewise" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Conversely", + "conversely", + "Furthermore", + "Meanwhile", + "Similarly", + "meanwhile", + "Conversely", + "else", + "Similarly", + "accordingly", + "Consequently", + "likewise", + "Consequently", + "Nevertheless", + "Furthermore", + "nonetheless", + "Likewise", + "Yet", + "anymore", + "nevertheless", + "alternatively", + "mselves", + "whereas", + "Again", + "similarly", + "wondered", + "Yet", + "whatsoever", + "Subsequently", + "ertain" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "Meanwhile", + "wondered", + "conversely", + "anymore", + "vice", + "why", + "discuss", + "explain", + "Why", + "wondering", + "accordingly", + "explaining", + "alike", + "Equally", + "nPlease", + "olz", + "explained", + "happening", + "analyse" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "nPlease", + "Yours", + "wondered", + "meanwhile", + "vice", + "ueva", + "Overview", + "olerance", + "ildet", + "mselves", + "Lately", + "Sorry", + "andez", + "ANGAN", + "Yet", + "today" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Explain", + "What", + "Describe", + "Meanwhile", + "Discuss", + "Explain", + "What", + "Describe", + "nPlease", + "Explained", + "Its", + "Yours", + "Please", + "Explained", + "explain", + "How", + "Why", + "Along", + "describe", + "Along", + "Considering", + "mselves", + "Details", + "Lately", + "Recently", + "Regarding", + "AND" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "What", + "What", + "Explain", + "Why", + "Discuss", + "Yours", + "Explain", + "Why", + "Welcome", + "Meanwhile", + "nPlease", + "How", + "Its", + "Describe", + "Please", + "Describe", + "nThe", + "Explained", + "How", + "explain", + "Their", + "Below", + "Competition", + "Welcome", + "Recently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "txt", + "ImagePath", + "What", + "jpg", + "Explain", + "Discuss", + "jpeg", + "Welcome", + "coli", + "dll", + "Pics", + "json", + "jpeg", + "quadratic", + "Uid", + "Why", + "Stellen", + "Steinberg", + "ANGAN", + "Secondly", + "LEM", + "OND", + "paragraph", + "unim", + "xlsx" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Explain", + "json", + "Explain", + "jpg", + "pyplot", + "Meanwhile", + "UMENT", + "chew", + "explain", + "What", + "Welcome", + "balls", + "Mere", + "union", + "jel", + "otre", + "wm", + "umble", + "OPEN" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "json", + "UMENT", + "Explain", + "chew", + "union", + "jpg", + "Explain", + "umble", + "OPEN", + "igate", + "coli", + "jm", + "webm", + "ANGAN", + "js", + "paste", + "LETTER", + "explain", + "Pfe", + "ument" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "UMENT", + "umen", + "ument", + "igate", + "heading", + "arrow", + "OPEN", + "ARROW", + "Panjang", + "jpg", + "Explain", + "konen", + "bye", + "LETTER", + "webm", + "Meanwhile" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "continuous", + "event", + "union", + "delim", + "straight", + "mixed", + "formula", + "ument", + "part", + "fl", + "memo", + "material", + "scalar", + "flat", + "fine", + "metro", + "maxim", + "guess", + "flap", + "dig", + "balanced", + "intersection", + "elementary", + "user", + "say", + "broken", + "faith", + "query", + "arrow", + "integral", + "formatted", + "first" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 96408, + 225411, + 245989, + 179016, + 122069, + 40148, + 8801, + 4236, + 4641, + 4775, + 3330, + 5527, + 8605, + 26643, + 70824, + 101722, + 71690, + 65625, + 61757, + 34980, + 31058, + 44189, + 56684, + 98868, + 119602, + 24772 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 163356, + 201944, + 192297, + 72956, + 52029, + 33991, + 59782, + 121642, + 45013, + 21994, + 36765, + 58310, + 46487, + 64941, + 101959, + 206556, + 170298, + 132113, + 114960, + 79136, + 44049, + 14500, + 12004, + 16047, + 29046, + 84515 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 145373, + 214769, + 210900, + 245979, + 240667, + 63162, + 29513, + 83514, + 16696, + 2598, + 946, + 333, + 1291, + 16290, + 80379, + 134912, + 19186, + 25858, + 162144, + 54120, + 34706, + 43264, + 66535, + 66142, + 43172, + 53317 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 55622, + 86415, + 103872, + 208267, + 62581, + 166400, + 163485, + 62152, + 108868, + 66812, + 28118, + 22054, + 5790, + 10905 + ] + }, + { + "label": "bowing", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 132227, + 128319, + 3902, + 192, + 196510, + 49120, + 48798, + 78156, + 3255, + 30201, + 9922, + 3537, + 4437, + 7520 + ] + }, + { + "label": "strengthening", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 197066, + 31612, + 30923, + 61661, + 123150, + 118760, + 54396, + 33915, + 2858, + 4099, + 4260, + 824, + 45710, + 83397 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 15.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "particles", + "score": 14.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "finer", + "output_checked": true + }, + { + "concept": "more", + "score": 11.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "identical", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "same", + "output_checked": true + }, + { + "concept": "different", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "but", + "output_checked": true + }, + { + "concept": "was", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "compared", + "score": 8.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "higher", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "amount", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "same", + "output_checked": true + }, + { + "concept": "ratio", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "differences", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "but", + "output_checked": true + }, + { + "concept": "both", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "contain", + "output_checked": true + }, + { + "concept": "whereas", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "for", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "faster", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "line", + "output_checked": true + }, + { + "concept": "obstruction", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "mixtures", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "also", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "each", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "but", + "output_checked": true + }, + { + "concept": "heavier", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "with", + "output_checked": true + }, + { + "concept": "achieve", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "consists", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "compositions", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "overcome", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "size", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "has", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 3.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "contain", + "output_checked": true + }, + { + "concept": "maths", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "mixture", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "superiority", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "with", + "output_checked": true + }, + { + "concept": "optimal", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "resistance", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "containing", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "microscopy", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "finer", + "output_checked": true + }, + { + "concept": "intervalos", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "pressure", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "withstand", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "disadvantage", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "sebagainya", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "line", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "intervention", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "percentage", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "same", + "output_checked": true + }, + { + "concept": "investment", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "occupants", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "its", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "learners", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "density", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "possesses", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "Explain", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "are", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "viscosity", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "copper", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "contain", + "output_checked": true + }, + { + "concept": "shear", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "percent", + "score": 2.0, + "best_rank": 2, + "best_depth": 48.8, + "near_token": "fraction", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "microbe", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "granulation", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "finer", + "output_checked": true + }, + { + "concept": "compensatory", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "inertia", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "move", + "output_checked": true + }, + { + "concept": "optimized", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "its", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "ervan", + "quantos", + "wand", + "trump", + "Hail", + "Kwa", + "undos", + "punkte", + "anque", + "discrim" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "Beg", + "rid", + "trem", + "lev", + "tons", + "stir", + "grac", + "Sob", + "Mannes", + "Reis", + "gr", + "Proc", + "Sen", + "opat", + "Catt", + "Carg", + "Auff", + "fam", + "ment", + "prof", + "brake", + "dim" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "trem", + "dim", + "tons", + "lev", + "Beg", + "ment", + "Auff", + "grac", + "Tons", + "Dru", + "tun", + "gr", + "rid", + "stir", + "reu", + "dim", + "rons", + "Ferr", + "blot", + "opat" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "glob", + "tun", + "usan", + "Reis", + "champ", + "Sob", + "ilj", + "tfrac", + "prof", + "chal", + "grac", + "Mani", + "def", + "fam", + "tend", + "ilg", + "Sod", + "Wren", + "ohn", + "onn" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "glob", + "Reis", + "tons", + "dim", + "ago", + "champ", + "tens", + "induct", + "grac", + "Beet", + "Mani", + "dra", + "astes", + "tend", + "dip", + "usan", + "Bens", + "eres", + "ilers", + "instrument", + "fam", + "prof" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "VERE", + "Su", + "ORS", + "Vys", + "rem", + "side", + "Vo", + "uldig", + "susp", + "yn", + "yp", + "sn", + "idence", + "fields", + "hst", + "Rem", + "oben", + "rocin", + "El" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "tools", + "sol", + "Werk", + "trading", + "tool", + "DEP", + "Er", + "bro", + "nop", + "HI", + "tail", + "turbo", + "feeding", + "cares", + "ual" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "tail", + "lives", + "trading", + "tool", + "turbo", + "dedicated", + "bro", + "HI", + "nop", + "linear", + "Lives", + "remen", + "rem", + "sol", + "dal", + "kick" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "tail", + "lives", + "tools", + "tool", + "nop", + "HI", + "chal", + "dedicated", + "duct", + "sol", + "turbo", + "Stylesheet", + "demos", + "linear", + "select", + "bro", + "dots" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "lives", + "linear", + "subject", + "traits", + "sus", + "var", + "release", + "rac", + "RECE", + "tit", + "tattoo", + "common", + "trading", + "ettle", + "trait", + "side", + "tools", + "ae", + "Select", + "tails", + "nach", + "felt", + "diet" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "lives", + "titles", + "diet", + "tit", + "traits", + "tools", + "footnotes", + "notes", + "breadcrumb", + "tool", + "switch", + "trading", + "dedicated", + "real", + "tl", + "credits", + "lari", + "SWITCH", + "OOSE", + "true", + "ettle", + "greet", + "subject", + "release", + "too" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ick", + "signature", + "messagebox", + "niejsze", + "FORM", + "feature", + "sinc", + "signature", + "Apa", + "reason", + "Hoo", + "instance", + "handed", + "erat", + "biographer", + "exchange", + "law", + "standen", + "chyba", + "ohner", + "sene", + "edy", + "aline", + "acre", + "able", + "tight", + "niejs" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "dictionaries", + "httpClient", + "mselves", + "abilecek", + "politischen", + "orit", + "errichtet", + "selves", + "dicts", + "kulit", + "despert", + "gelegen", + "culminating", + "irse", + "bilen", + "politische", + "DICT", + "religiosa", + "cour", + "diction", + "wichtigsten" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ogado", + "dents", + "grud", + "abilecek", + "gor", + "assol", + "ranked", + "God", + "dictionaries", + "deka", + "obat", + "verl", + "Dieu", + "golfer", + "grudge", + "ocker", + "rug", + "Ranked" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "fect", + "constructor", + "courrier", + "sir", + "edit", + "logical", + "ausge", + "father", + "tier", + "twe", + "logique", + "common" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "wir", + "tti", + "sped", + "wij", + "argument", + "strokes", + "ausge", + "argument", + "spf", + "ohm", + "osp", + "casilla", + "haz", + "Stein", + "irce", + "argue", + "fq", + "exact", + "Verw", + "Gut", + "jah", + "fum", + "irp", + "ire", + "sta" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "parquet", + "opf", + "casilla", + "takt" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "horizontal", + "simultaneously", + "Dirichlet", + "scatterplot", + "UserProg", + "ernel", + "NSS", + "unders", + "midt", + "horizontally", + "sideways", + "getBounding" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "nPlease", + "ZS", + "Explain", + "ungu", + "swell", + "refere", + "biggr", + "along", + "explain", + "wondered", + "Describe", + "What", + "Similarly", + "laterally", + "Substance", + "Please", + "Question", + "Talk", + "Secondly", + "Prove", + "Talk", + "deduct", + "asks", + "Follow" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Explain", + "Explain", + "Subsequently", + "Consequently", + "Unless", + "Meanwhile", + "Others", + "Whose", + "Simultaneously", + "What", + "Secondly", + "nPlease", + "explain", + "How", + "Other", + "Please", + "Along", + "Unless", + "Consequently", + "odt", + "Furthermore", + "explains", + "sdf", + "Equally" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Explain", + "Explain", + "Whose", + "nPlease", + "Subsequently", + "explain", + "Consequently", + "Unless", + "What", + "How", + "Similarly", + "Assume", + "Equally", + "Meanwhile", + "igure", + "Consequently", + "Another", + "Along", + "Unless", + "sdf", + "How", + "htm", + "nThe" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Otherwise", + "Secondly", + "Explain", + "Unless", + "Subsequently", + "Assume", + "Unless", + "Furthermore", + "LessThan", + "htm", + "Subs", + "Consequently", + "Explain", + "xlsx", + "explain", + "Secondly", + "Similarly", + "Assuming", + "txt", + "Simultaneously", + "Along", + "Recently", + "Mechanism", + "essages", + "Others", + "Streams" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Explain", + "Secondly", + "Meanwhile", + "Explain", + "explain", + "Secondly", + "How", + "Otherwise", + "json", + "And", + "rive", + "secondly", + "Try", + "Begin", + "Assume", + "hedron", + "What", + "Allow", + "GENER", + "LessThan", + "arrow", + "Please", + "beeld", + "letas" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Explain", + "Meanwhile", + "Secondly", + "explain", + "Explain", + "How", + "subsection", + "json", + "Try", + "What", + "begin", + "rive", + "union", + "Describe", + "explains", + "slide", + "Similarly", + "Assume", + "arrow", + "Secondly", + "And", + "Begin", + "Otherwise", + "Assuming" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Secondly", + "Meanwhile", + "ound", + "ately", + "arrow", + "types", + "Subs", + "Subs", + "Under", + "igate", + "heading", + "Say", + "Explain", + "Secondly", + "ensively", + "subsection", + "Similarly", + "union", + "Say", + "ature", + "ber", + "versa", + "ATIVES" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "under", + "end", + "begin", + "below", + "assume", + "union", + "foundation", + "ations", + "ound", + "continuous", + "subs", + "energy", + "explain", + "exist", + "subsection", + "inputs", + "belong", + "length", + "family", + "load", + "velocity", + "first", + "detailed", + "exceptions", + "event", + "intersection", + "extra", + "equipment", + "sub", + "basis", + "The", + "application" + ] + } + ], + "logit_surprising": [ + { + "concept": "particles", + "score": 12.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "move", + "output_checked": true + }, + { + "concept": "ausge", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "amount", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "more", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "higher", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "different", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "contain", + "output_checked": true + }, + { + "concept": "heavier", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "overcome", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "consists", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "Explain", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "size", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "ratio", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "has", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "faster", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "line", + "output_checked": true + }, + { + "concept": "force", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "days", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "dieu", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "fraction", + "output_checked": true + }, + { + "concept": "ello", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "Boo", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "rele", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "its", + "output_checked": true + }, + { + "concept": "orchards", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "but", + "output_checked": true + }, + { + "concept": "tetapi", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "fraction", + "output_checked": true + }, + { + "concept": "differ", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "but", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "finer", + "output_checked": true + }, + { + "concept": "suffers", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "achieve", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "to", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "other", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "steeper", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "copper", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "contain", + "output_checked": true + }, + { + "concept": "compositions", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "shear", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "delay", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "EventListener", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "reason", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "valu", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "aquilo", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "tash", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "vorm", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "contain", + "output_checked": true + }, + { + "concept": "httpClient", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "dictionaries", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "grud", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "but", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "bagging", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Adj", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "ques", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "okt", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ",", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "harder", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ilm", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "move", + "output_checked": true + }, + { + "concept": "zwar", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "niiden", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "sorption", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "outperforms", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "latter", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ene", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "effort", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "applied", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-05__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-particle-strengthening-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Quench-induced coordinated transformation 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A carbon steel quenched too rapidly for long-range solute redistribution develops a hard acicular product with a body-centered cell elongated along one axis.", + "prompt_tail": "A carbon steel quenched too rapidly for long-range solute redistribution develops a hard acicular product with a body-centered cell elongated along one axis.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-rapid-transformation-01", + "carrier_id": null, + "target_family": "rapid-transformation", + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 4497, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 5143 + }, + { + "label": "Bain", + "best_rank": 10406, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 2663 + }, + { + "label": "tetragonal", + "best_rank": 46, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 3368 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "accordingly", + "hereby", + "ients", + "hence", + "orry", + "ogether", + "oba", + "ammed", + "leness", + "according", + "therefore", + "iken", + "isses", + "ices", + "item", + "asons", + "eles", + "anyak", + "cen", + "ulan", + "elm", + "hence" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "ie", + "ited", + "wards", + "lle", + "d", + "ided", + "zes", + "wie", + "lli", + "lement", + "gy", + "ii", + "rl", + "yy", + "alike", + "standpoint", + "eded", + "leness", + "ion", + "ct", + "ng", + "elf", + "iew", + "outh", + "oney", + "rs", + "erd", + "hence", + "edly", + "arie" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "mente", + "idd", + "xd", + "thereof", + "aid", + "d", + "gy", + "ii", + "dz", + "procedimento", + "ue", + "wards", + "persons", + "ILD", + "ort", + "ients", + "orie", + "ewise", + "meanwhile", + "ie", + "oid", + "oi", + "hood", + "zia", + "zes", + "onus", + "le" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "oides", + "persons", + "oid", + "ients", + "edly", + "alike", + "thereon", + "yses", + "mente", + "osite", + "zia", + "thereof", + "procedimento", + "therefrom", + "stuffs", + "efectu", + "ided", + "uate", + "aken", + "pursuant", + "filmed", + "centre", + "whereupon", + "artigen", + "ideo" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "centre", + "centre", + "persons", + "efectu", + "ients", + "osite", + "whilst", + "edly", + "alike", + "whereby", + "resultant", + "wards", + "mente", + "wherein", + "stuffs", + "whereupon", + "forthwith", + "oid", + "lement", + "thereof", + "aid", + "presently", + "hereto", + "betreff", + "ct", + "ided", + "ised", + "ably" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "subsequently", + "wherein", + "thereafter", + "consequently", + "presently", + "exhibiting", + "Concerning", + "characterized", + "assisted", + "whereby", + "resultant", + "whereupon", + "comprising", + "utta", + "commenced", + "pertaining", + "posteriormente", + "perteneciente", + "Subsequently", + "shortly", + "situated", + "photographs", + "characterised", + "furthermore", + "natomiast", + "ients", + "Util", + "sequently", + "commences" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereof", + "thence", + "subsequently", + "thereto", + "concomitant", + "thereafter", + "whereupon", + "latter", + "characterized", + "whereby", + "hitherto", + "therefrom", + "approximately", + "thereby", + "wherein", + "occurring", + "presently", + "principally", + "itherto", + "commencing", + "occasioned", + "characteristic", + "owing", + "employing", + "notwithstanding", + "markedly", + "sequent", + "posteriormente", + "heretofore", + "laterally", + "concomit", + "util" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereof", + "thereby", + "presently", + "thereto", + "thence", + "whereas", + "wherein", + "furthermore", + "concomitant", + "whereupon", + "thus", + "characteristic", + "characterized", + "notable", + "distal", + "therefrom", + "concomit", + "likewise", + "resultant", + "notwithstanding", + "hitherto", + "laterally", + "upon", + "latter", + "composition", + "heretofore", + "indistinct", + "observed", + "toward", + "merely", + "comprising" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "geometrical", + "anisotropic", + "geometrically", + "rectilinear", + "radially", + "spheroid", + "morphology", + "characteristic", + "isotropic", + "isotropic", + "spatially", + "concomitant", + "geometric", + "anisotropy", + "laterally", + "delineated", + "cylind", + "resultant", + "centroid", + "distal", + "extruded", + "periodicity", + "agglomer", + "rotational", + "indicative", + "globular", + "dissociated", + "typical", + "characterized", + "notable", + "aceous", + "acial" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "morphology", + "characteristic", + "anisotropic", + "observed", + "extruded", + "hypertro", + "morphological", + "geometrically", + "observable", + "spatially", + "spheroid", + "radially", + "rectilinear", + "isotropic", + "extrusion", + "agglomer", + "elongated", + "striated", + "indicative", + "exhibiting", + "superimposed", + "discernible", + "lattice", + "isotropic", + "monoc", + "geometrical", + "spectroscopic", + "protrusion", + "distinct", + "characteristics", + "empirical" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "morphology", + "characteristic", + "observed", + "morphological", + "anisotropic", + "hypertro", + "extruded", + "geometrically", + "anatomical", + "rectilinear", + "spatially", + "characteristics", + "perpendicular", + "observable", + "uniformity", + "extrusion", + "spheroid", + "protrusion", + "distinct", + "pendicular", + "elongated", + "empirically", + "superimposed", + "empirical", + "deform", + "genetically", + "coloration", + "hypothesized" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "characteristic", + "morphology", + "characteristics", + "shape", + "metabolic", + "morphological", + "anisotropic", + "anatomical", + "rectilinear", + "Morphology", + "formation", + "deform", + "Shape", + "genetically", + "elongated", + "spatially", + "extruded", + "spheroid", + "Characteristic", + "plasticity", + "geometrically", + "Characteristics", + "characterized" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "morphology", + "characteristics", + "anatomical", + "subtype", + "metabolic", + "phenotype", + "genetically", + "anisotropic", + "hybridization", + "hybridized", + "shape", + "characterized", + "shaped", + "mitochond", + "Characteristics", + "Characteristic", + "rectilinear", + "spheroid", + "Morphology", + "distinct", + "influenced" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "characteristic", + "characteristics", + "species", + "metabolic", + "mitochond", + "morphology", + "phenotype", + "cytoplasm", + "microstructure", + "subtype", + "prokary", + "Characteristics", + "genetically", + "Characteristic", + "subspecies", + "isoform", + "Morphology", + "formation", + "cylindrical", + "resembling", + "hybridization", + "anatomical", + "Characteristic", + "Mitochond" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "because", + "demonstrating", + "suggesting", + "making", + "showing", + "wherein", + "implying", + "where", + "characterized", + "indicating", + "featuring", + "symbolizing", + "whereas", + "showcasing", + "furthermore", + "characterizing", + "whose", + "involving", + "whereby", + "displaying", + "preferring", + "signifying", + "called", + "stating", + "utilizing", + "illustrating", + "exhibiting", + "emphasizing" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "because", + "Specifically", + "furthermore", + "Because", + "whereas", + "Specifically", + "Conversely", + "Because", + "Furthermore", + "Furthermore", + "Consequently", + "involves", + "because", + "ually", + "Recently", + "Rather", + "Featuring", + "Notably", + "amente", + "osition", + "contains", + "ially", + "implies" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "because", + "whereas", + "Because", + "Furthermore", + "Secondly", + "Conversely", + "conversely", + "Conversely", + "Specifically", + "Shouldn", + "presenting", + "However", + "Each", + "Because", + "explaining", + "Usually", + "Often", + "demonstrating", + "Secondly", + "Rather", + "Specifically", + "This", + "else", + "thanks", + "causing", + "individually" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "whereas", + "namely", + "Secondly", + "secondly", + "this", + "therefore", + "although", + "meanwhile", + "conversely", + "This", + "They", + "Therefore", + "During", + "Finally", + "Furthermore", + "Whether", + "anymore", + "theirs", + "Secondly", + "unless", + "Though", + "Shouldn", + "However" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "whereas", + "mdash", + "This", + "Because", + "Unless", + "this", + "Unless", + "meanwhile", + "During", + "Because", + "Isn" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "During", + "whereas", + "Consequently", + "During", + "Consequently", + "Meanwhile", + "furthermore", + "Regarding", + "conversely", + "While", + "meanwhile", + "Conversely", + "Shouldn", + "This", + "However", + "While", + "Unless", + "Along", + "Considering", + "Along", + "Considering", + "Conversely", + "Whether", + "Though", + "Therefore", + "Recently", + "Unless" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Consequently", + "During", + "Therefore", + "While", + "However", + "This", + "whereas", + "During", + "Recently", + "Conversely", + "Consequently", + "conversely", + "While", + "Another", + "Whether", + "Though", + "Unless", + "Considering", + "Shouldn", + "Along", + "furthermore", + "Here", + "Hence", + "Considering", + "Meanwhile", + "Although", + "Yet" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Though", + "Hence", + "However", + "During", + "Furthermore", + "Upon", + "While", + "Therefore", + "Historically", + "Although", + "Conversely", + "conversely", + "Consequently", + "Along", + "Secondly", + "Unless", + "During", + "Similarly", + "This", + "furthermore", + "Again", + "Unlike", + "Considering", + "Dieser" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Therefore", + "During", + "This", + "During", + "Historically", + "Hence", + "Though", + "However", + "Secondly", + "Similarly", + "Conversely", + "conversely", + "Judging", + "Along", + "Although", + "Shouldn", + "Recently", + "Considering", + "Simultaneously", + "Unless", + "Meanwhile", + "Assuming", + "Otherwise", + "py" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Therefore", + "During", + "Historically", + "Though", + "This", + "Along", + "During", + "Secondly", + "However", + "Considering", + "Similarly", + "Assuming", + "Hence", + "Upon", + "Unless", + "Conversely", + "Simultaneously", + "Along", + "When", + "Again", + "Recently", + "py", + "Although", + "Another", + "Among", + "Meanwhile", + "experimentally" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Along", + "Considering", + "This", + "Among", + "Therefore", + "During", + "Historically", + "When", + "Upon", + "Secondly", + "bat", + "Along", + "Given", + "Considering", + "Again", + "Though", + "Containing", + "Because", + "Rather", + "Another", + "During" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "For", + "When", + "In", + "A", + "While", + "Upon", + "It", + "Specifically", + "To", + "Let", + "If", + "However", + "After", + "That", + "Since", + "During", + "Given", + "Due", + "An", + "These", + "Cent", + "body", + "By", + "Long", + "Black", + "Assuming", + "As", + "Body", + "Wait", + "Such" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 97593, + 96788, + 37044, + 45854, + 38072, + 21300, + 32529, + 8192, + 5231, + 7594, + 4498, + 8086, + 34610, + 76511, + 69649, + 111375, + 119187, + 35303, + 105487, + 49371, + 17461, + 21463, + 61271, + 45125, + 45621, + 2015 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 72064, + 57634, + 92547, + 138125, + 90228, + 52730, + 65215, + 72982, + 48257, + 83642, + 109628, + 153896, + 166546, + 78898, + 202818, + 198564, + 171462, + 169431, + 125735, + 107148, + 93081, + 16638, + 14359, + 10407, + 2539, + 2531 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 128497, + 182274, + 191866, + 101009, + 134237, + 94399, + 62846, + 35121, + 910, + 304, + 203, + 173, + 88, + 47, + 156233, + 198989, + 176226, + 215171, + 208748, + 134106, + 90070, + 95758, + 107008, + 91249, + 70718, + 2729 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 31140, + 42955, + 103456, + 14356, + 190567, + 190970, + 92437, + 34286, + 14588, + 5680, + 5144, + 14262, + 19184, + 8724 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 89374, + 2664, + 131884, + 38956, + 184693, + 215757, + 113952, + 248623, + 191042, + 68584, + 82704, + 32069, + 18193, + 21725 + ] + }, + { + "label": "tetragonal", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 210314, + 155815, + 215272, + 71053, + 154387, + 118815, + 45820, + 5568, + 180626, + 4192, + 3369, + 14735, + 44952, + 29914 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 27.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "too", + "output_checked": true + }, + { + "concept": "and", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 12.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "which", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "structure", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "martens", + "score": 9.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "range", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "with", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "dioxide", + "score": 6.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "was", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "significant", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "resulted", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "alloying", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "toughness", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "alloy", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "became", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "the", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "along", + "output_checked": true + }, + { + "concept": "ductility", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "range", + "output_checked": true + }, + { + "concept": "brittle", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "due", + "score": 4.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "long", + "output_checked": true + }, + { + "concept": "worse", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "too", + "output_checked": true + }, + { + "concept": "dense", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "cytoplasm", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "disproportion", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "numerous", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "during", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "quickly", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "too", + "output_checked": true + }, + { + "concept": "its", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "for", + "output_checked": true + }, + { + "concept": "duration", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "long", + "output_checked": true + }, + { + "concept": "durations", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "long", + "output_checked": true + }, + { + "concept": "molecule", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "Proto", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "lattice", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "morphology", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "accelerated", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "adequate", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "for", + "output_checked": true + }, + { + "concept": "metastable", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "polymerization", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "vertical", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "along", + "output_checked": true + }, + { + "concept": "effects", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "Homo", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "body", + "output_checked": true + }, + { + "concept": "massacre", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "arms", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "range", + "output_checked": true + }, + { + "concept": "several", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "exposure", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "range", + "output_checked": true + }, + { + "concept": "lacking", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "with", + "output_checked": true + }, + { + "concept": "vertically", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "along", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "harshly", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "too", + "output_checked": true + }, + { + "concept": "may", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "dispersal", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "direction", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "might", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "consistency", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "range", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "enough", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "long", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "acier", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "like", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "product", + "output_checked": true + }, + { + "concept": "ferrite", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "body", + "output_checked": true + }, + { + "concept": "austenite", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "-", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "Hail", + "ervan", + "wand", + "nada", + "quantos", + "punkte", + "Kwa", + "trump", + "ynitrite", + "masculin", + "nok" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "lev", + "Proc", + "grac", + "Mannes", + "prof", + "opat", + "pres", + "gr", + "dre", + "Catt", + "Pres", + "stir", + "channel", + "Beg", + "rid", + "Cann", + "mamy", + "twe", + "Tons", + "trem", + "wedge", + "olyte" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "Dru", + "tons", + "grac", + "pres", + "rock", + "gr", + "Pres", + "ums", + "Clon", + "intr", + "dre", + "centrifug", + "stir", + "Proc", + "Catt" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "essional", + "Reis", + "brake", + "grac", + "ilj", + "Ce", + "glob", + "tfrac", + "olyte", + "def", + "alk", + "chal", + "plo", + "intr", + "Bene", + "champ", + "Cil", + "tun" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "glob", + "ago", + "essional", + "dip", + "Kam", + "tfrac", + "grac", + "Bens", + "Gal", + "Hus", + "Cann", + "olyte", + "Rec", + "Mani", + "ilj", + "Khud", + "dre", + "Lys", + "champ", + "Cil", + "Ga", + "gravity", + "brake", + "Durch" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "Su", + "ORS", + "rem", + "VERE", + "Vo", + "wyst", + "yn", + "sag", + "olare", + "hely", + "ual", + "ors", + "Vla", + "sag", + "oben", + "Ih", + "ae", + "det", + "fields", + "Rem", + "Fla", + "susp" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "side", + "tools", + "kick", + "tool", + "HI", + "ORS", + "demos", + "Er", + "Green", + "rem", + "bro", + "Sol", + "dal", + "MI", + "ear", + "Me", + "das", + "dad", + "boom" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "tool", + "kick", + "side", + "rem", + "HI", + "sol", + "ORS", + "tail", + "turbo", + "Green", + "dad", + "trading", + "demos", + "remen" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "rem", + "record", + "sol", + "tools", + "kick", + "lives", + "tool", + "HI", + "uct", + "nop", + "remen", + "duct", + "tail", + "Er", + "Sol", + "select", + "bro", + "Green" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "ettle", + "Select", + "OOSE", + "linear", + "cdots", + "fetch", + "lives", + "tattoo", + "side", + "switch", + "record", + "fract", + "pur", + "Green", + "sus", + "felt", + "lores", + "item", + "subject", + "listener" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "ettle", + "isselle", + "ILIA", + "switch", + "fetch", + "diet", + "titles", + "lives", + "credits", + "Meals", + "RECE", + "data", + "itemize", + "RESOL", + "reports", + "CERT", + "detailed", + "resco", + "toc", + "greeting", + "getItem", + "OOSE", + "cat", + "linear", + "tl" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "erme", + "header", + "bag", + "rion", + "MESS", + "step", + "ackets", + "eal", + "Mec", + "epar", + "bag", + "header", + "oders", + "ucar", + "blas", + "step", + "briefcase", + "chette", + "PAS", + "notebooks", + "elang", + "diff" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "oblastic", + "kulit", + "Compl", + "dieu", + "BL", + "blas", + "Compl", + "backlit", + "replay", + "ville", + "cama", + "kilo", + "abal", + "awatt", + "cribable", + "hnung", + "pick" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "god", + "brus", + "dieu", + "kund", + "deka", + "grudge", + "rotz", + "grud", + "God", + "ogado", + "blas", + "costing", + "assol", + "Forst", + "holz", + "viol" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "muh", + "fect", + "logique", + "ricost", + "analyse", + "Jahres", + "SEG", + "costit", + "ques", + "camada", + "peric", + "largement", + "landen", + "LLC", + "Pars" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "es", + "alyse", + "dzi", + "peric", + "dlatego", + "ausge", + "osp", + "tier", + "itzer", + "iy", + "ectors", + "adillo", + "attaques", + "LLC", + "spf", + "dazu", + "ricost", + "camada" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "baik", + "wound", + "okt", + "kernel", + "whor" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Weib", + "nonetheless", + "whiskers", + "protrusion" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "denn", + "Details", + "Detail", + "Dieser", + "Statistic", + "Similarly", + "This", + "detail" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "While", + "Because", + "Consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Another" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Historically", + "Similarly", + "txt", + "However", + "During", + "Unless", + "Unlike", + "Traditionally", + "Subs", + "Though", + "Normally", + "Simultaneously", + "Otherwise", + "While", + "Recently", + "Secondly" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Therefore", + "Historically", + "During", + "Similarly", + "Neither", + "While", + "Another", + "However", + "Assuming", + "Simultaneously", + "Neither", + "During", + "Examples", + "Unlike", + "Traditionally", + "Because", + "Unless" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Therefore", + "Historically", + "During", + "Similarly", + "Assuming", + "Because", + "Neither", + "Another", + "However", + "While", + "Along", + "Both", + "During", + "Simultaneously", + "This", + "By", + "Unlike", + "These", + "Since", + "Traditionally", + "Let", + "Considering", + "Secondly", + "Initially" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Historically", + "Therefore", + "During", + "Another", + "Because", + "Among", + "Assuming", + "However", + "What", + "Specifically", + "this" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "For", + "In", + "While", + "When", + "Body", + "A", + "Since", + "Let", + "If", + "These", + "Specifically", + "However", + "By", + "During", + "Such", + "Wait", + "Nucle", + "It", + "An", + "To", + "After", + "Upon", + "That", + "Ac", + "Assuming", + "Long", + "Given", + "Another", + "Due", + "Q" + ] + } + ], + "logit_surprising": [ + { + "concept": "microstructure", + "score": 22.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "ausge", + "score": 20.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "martens", + "score": 14.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "body", + "output_checked": true + }, + { + "concept": "structure", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "and", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "tetragonal", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "austenite", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "range", + "output_checked": true + }, + { + "concept": "God", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "long", + "output_checked": true + }, + { + "concept": "verw", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "ilm", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "quickly", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "too", + "output_checked": true + }, + { + "concept": "suffers", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "dazu", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "for", + "output_checked": true + }, + { + "concept": "retention", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "resulted", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "alloy", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "durations", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "long", + "output_checked": true + }, + { + "concept": "fine", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "fam", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "dil", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "too", + "output_checked": true + }, + { + "concept": "baik", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "resemblance", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "body", + "output_checked": true + }, + { + "concept": "may", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "pronounced", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "brittle", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "lattice", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "tempering", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "for", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "dioxide", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "due", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "cereal", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "long", + "output_checked": true + }, + { + "concept": "Meals", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "IPP", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "long", + "output_checked": true + }, + { + "concept": "PAS", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "rows", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "ostat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "for", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "long", + "output_checked": true + }, + { + "concept": "grud", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "for", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "product", + "output_checked": true + }, + { + "concept": "Yum", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "URCH", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "Kaz", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "spf", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "datasheet", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "whitening", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "anyway", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "horizontally", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "barbecue", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "harshly", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "too", + "output_checked": true + }, + { + "concept": "duration", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "long", + "output_checked": true + }, + { + "concept": "sake", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "will", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "feature", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "layer", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "namely", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "product", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-01__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Quench-induced coordinated transformation 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Severe cooling converts the parent face-centered phase into fine laths almost instantaneously. Carbon remains trapped and the product has unequal axial lattice parameters.", + "prompt_tail": "ing converts the parent face-centered phase into fine laths almost instantaneously. Carbon remains trapped and the product has unequal axial lattice parameters.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-rapid-transformation-02", + "carrier_id": null, + "target_family": "rapid-transformation", + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "''", + "generated_token_ids": [ + 10440 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 3335, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 5671 + }, + { + "label": "Bain", + "best_rank": 65789, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 33433 + }, + { + "label": "tetragonal", + "best_rank": 187, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 7372 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "accordingly", + "hereby", + "orry", + "eles", + "ogether", + "isses", + "leness", + "ients", + "therefore", + "hence", + "anyak", + "item", + "together", + "according", + "asons", + "oba", + "oraz", + "iken", + "ammed", + "furthermore", + "together", + "hase", + "eces" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "persons", + "lle", + "leness", + "zis", + "zes", + "eded", + "tics", + "arie", + "lly", + "d", + "ited", + "ided", + "ids", + "ither", + "ilities", + "ii", + "dz", + "persons", + "ion", + "ort", + "ients", + "ses", + "zia", + "orie", + "dia", + "sic", + "wes" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "lle", + "gonna", + "leness", + "etc", + "persons", + "xd", + "sic", + "nti", + "zis", + "tics", + "ids", + "ients", + "zia", + "orie", + "dz", + "dia", + "lly", + "ort", + "etc", + "mente", + "zes", + "olid", + "UIT", + "oides" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "yses", + "persons", + "oides", + "zis", + "osite", + "UIT", + "cedures", + "zia", + "edes", + "thereon", + "leness", + "ients", + "sic", + "wari", + "psis", + "hiy", + "edly", + "udos", + "thereto", + "gments", + "uiti", + "mittal", + "ided" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "osite", + "yses", + "persons", + "zis", + "sic", + "UIT", + "sexes", + "mente", + "cedures", + "ances", + "ilities", + "ients", + "oris", + "hereto", + "zia", + "olid", + "thereto", + "standpoint", + "oides", + "eded", + "abouts", + "thence", + "hiy" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "therefore", + "yses", + "persons", + "which", + "thereto", + "furthermore", + "Concerning", + "wherein", + "whereby", + "sic", + "USES", + "Miscellaneous", + "consists", + "therefore", + "UIT", + "therefor", + "uiti", + "thereon", + "principally", + "Characteristics" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "therefore", + "thereto", + "prior", + "thus", + "persons", + "posteriori", + "which", + "accordingly", + "sic", + "sufficient", + "hence", + "whereas", + "later", + "although", + "characteristics", + "udian", + "therefore", + "concerning", + "thereon", + "upon", + "laterally", + "however", + "respectively", + "thereof", + "tendency", + "Concerning", + "ances", + "thereby" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "persons", + "furthermore", + "whereas", + "hence", + "therefore", + "thereto", + "thus", + "characteristics", + "secondly", + "sic", + "which", + "neither", + "thereof", + "thereby", + "Furthermore", + "concerning", + "tendency", + "occurrence", + "likewise", + "Moreover", + "therefore", + "Concerning", + "Furthermore", + "composition", + "Hence", + "presently", + "ieur", + "same", + "upon" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "hence", + "furthermore", + "whereas", + "Hence", + "geometrical", + "Furthermore", + "uminium", + "Moreover", + "Furthermore", + "thus", + "characteristics", + "Hence", + "anisotropic", + "cular", + "thereto", + "anisotropy", + "urate", + "vice", + "Consequently", + "geometry", + "sequently", + "moreover", + "posteriori", + "diameter", + "which", + "anisot", + "deform", + "aceous", + "thereby", + "udian" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "anisotropic", + "anisotropy", + "fiss", + "deform", + "alloy", + "empirical", + "characteristics", + "geometry", + "suture", + "posteriori", + "characteristic", + "structural", + "anisot", + "constitutive", + "metastable", + "heterozyg", + "chemically", + "isotropic", + "deformation", + "morphology", + "heterozygous", + "cular", + "manufacture", + "asymmetrical", + "geometrically", + "Deformation", + "geometries", + "structurally", + "substituent", + "perpendicular", + "geometrical", + "heterogeneous" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "deform", + "unstable", + "fiss", + "chemically", + "anisotropy", + "anisotropic", + "deformation", + "metastable", + "characteristics", + "modified", + "structural", + "empirical", + "instability", + "deformed", + "suture", + "affected", + "damaged", + "fault", + "characteristic", + "stabilized", + "heterogeneity", + "discontinuous", + "structurally", + "resulting", + "modification", + "manufacture", + "altered", + "inhomogeneous", + "metallurgical", + "Deformation", + "stability", + "plasticity" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "unstable", + "affected", + "instability", + "deform", + "damaged", + "deformed", + "resultante", + "resulting", + "Deformation", + "deformation", + "destabil", + "unresolved", + "heterozygous", + "characteristics", + "chemically", + "akibat", + "deformity", + "ortion", + "anisotropy", + "genetically", + "FFECT", + "Affected", + "Affected", + "forced", + "defective", + "fault", + "defects", + "altered", + "heterozyg", + "modified", + "inhomogeneous" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "resultante", + "Deformation", + "heterozyg", + "characteristics", + "anisotropy", + "heterozygous", + "deform", + "deformed", + "deformity", + "resulting", + "deformation", + "Characteristics", + "ortion", + "unstable", + "genetically", + "chemically", + "unique", + "characteristic", + "instability", + "affected", + "anisotropic", + "caratteristiche", + "Characteristics", + "uniaxial", + "modified", + "incompatible", + "discontinuous", + "unresolved" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "resultante", + "heterozyg", + "sequently", + "heterozygous", + "Deformation", + "resulting", + "akibat", + "characteristics", + "deformed", + "Characteristics", + "furthermore", + "caracteriza", + "posteriori", + "Consequently", + "consequently", + "unar", + "deformation", + "experimentally", + "anisotropy", + "iran", + "affected", + "unstable", + "deform", + "consequent", + "Characteristic", + "GetLastError", + "deformity" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Which", + "Eventually", + "Consequently", + "which", + "Furthermore", + "Ultimately", + "furthermore", + "Nevertheless", + "consequently", + "Afterwards", + "whereupon", + "Ultimately", + "therefore", + "ultimately", + "thereby", + "Meanwhile", + "Furthermore", + "Subsequently", + "various", + "Which", + "Various", + "Subsequently", + "making", + "hence", + "whereas", + "Eventually", + "Thereby", + "Also", + "resulting", + "culminating" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Furthermore", + "Eventually", + "Consequently", + "Ultimately", + "Meanwhile", + "Subsequently", + "Because", + "Later", + "Nevertheless", + "Furthermore", + "Conversely", + "furthermore", + "Eventually", + "Afterwards", + "Yet", + "Several", + "consequently", + "Frequently", + "Successfully", + "Ultimately", + "Conversely", + "Subsequently", + "Further", + "During", + "Their", + "Hence", + "Secondly", + "Subsequent", + "Simultaneously", + "Owing", + "Therefore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "Furthermore", + "Conversely", + "furthermore", + "Consequently", + "whereas", + "Similarly", + "Meanwhile", + "consequently", + "Similarly", + "meanwhile", + "Subsequently", + "conversely", + "During", + "Furthermore", + "Eventually", + "Secondly", + "Afterwards", + "Conversely", + "Then", + "Again", + "Yet", + "subsequently", + "Nevertheless", + "likewise", + "Likewise", + "Ultimately", + "secondly", + "Simultaneously", + "Because", + "Moreover", + "Finally" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "consequently", + "secondly", + "conversely", + "Consequently", + "whereas", + "Finally", + "Similarly", + "Secondly", + "Furthermore", + "accordingly", + "Meanwhile", + "Similarly", + "tandis", + "Simultaneously", + "therefore", + "Consequently", + "They", + "finally", + "Likewise", + "Conversely", + "During", + "thereby", + "namely", + "likewise", + "lastly", + "Their", + "hence", + "Finally", + "Eventually" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Consequently", + "meanwhile", + "Consequently", + "conversely", + "They", + "Meanwhile", + "consequently", + "Their", + "hence", + "Conversely", + "furthermore", + "whereas", + "therefore", + "Similarly", + "Conversely", + "Recently", + "Therefore", + "Finally", + "Their", + "secondly", + "thus", + "Thus", + "Hence", + "Yet", + "tandis", + "They", + "Likewise" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Consequently", + "Meanwhile", + "They", + "Therefore", + "consequently", + "Recently", + "Hence", + "Conversely", + "conversely", + "Similarly", + "meanwhile", + "furthermore", + "Their", + "Compared", + "Its", + "mselves", + "Furthermore", + "Its", + "Conversely", + "therefore", + "hence", + "Hence", + "Secondly", + "During", + "Therefore", + "Recent", + "Thus", + "whereas" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Consequently", + "Therefore", + "Recently", + "They", + "Hence", + "consequently", + "Meanwhile", + "Conversely", + "Their", + "Similarly", + "conversely", + "therefore", + "furthermore", + "During", + "Recent", + "hence", + "Compared", + "nThe", + "Together", + "Furthermore", + "Therefore", + "Hence", + "Secondly", + "Historically", + "Unless", + "Currently", + "meanwhile", + "Likewise" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Secondly", + "Hence", + "Consequently", + "secondly", + "Furthermore", + "They", + "conversely", + "Conversely", + "Therefore", + "Likewise", + "orith", + "txt", + "furthermore", + "THAN", + "Historically", + "Namely", + "Conversely", + "Recently", + "Similarly", + "Otherwise", + "Secondly", + "Streams", + "Threats", + "These", + "Tissue", + "Individ", + "Refer", + "Except" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Secondly", + "SendData", + "secondly", + "Therefore", + "balls", + "Secondly", + "THAN", + "pylori", + "Aren", + "Poster", + "Consequently", + "Hence", + "Dont", + "Tried", + "Meanwhile", + "Anatom", + "SelectedItem", + "txt", + "js", + "pyplot", + "endregion" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "THAN", + "Therefore", + "uft", + "Secondly", + "secondly", + "pylori", + "Consequently", + "consequ", + "endregion", + "bred", + "Repeat", + "Researchers", + "runde", + "SendData", + "opat" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "THAN", + "Secondly", + "secondly", + "Researchers", + "Tissue", + "Tumor", + "Dependence", + "mselves", + "zda", + "Therefore", + "VI", + "tiller", + "Consequently", + "pylori", + "dehyde", + "undes", + "Selecting", + "eted" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "textbf", + "jpg", + "length", + "The", + "end", + "No", + "set", + "bullet", + "bl", + "es", + "They", + "copy", + "This", + "tag", + "mat", + "types", + "Secondly", + "Unknown", + "dot", + "When", + "The", + "exceptions", + "etc", + "to", + "These", + "Nons", + "Adding", + "obj", + "Unknown", + "No", + "tons", + "tend" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 90230, + 81299, + 46780, + 72715, + 43898, + 22444, + 13691, + 21139, + 9748, + 9510, + 3336, + 7143, + 17824, + 50643, + 78906, + 110768, + 93170, + 57348, + 106689, + 83949, + 45285, + 38714, + 109206, + 64082, + 144035, + 43152 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 48982, + 66071, + 119408, + 89395, + 80061, + 70895, + 94089, + 109123, + 62968, + 141116, + 173679, + 208014, + 210785, + 199359, + 163806, + 166285, + 212142, + 118069, + 107444, + 156360, + 114480, + 65790, + 185262, + 178296, + 131524, + 170625 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 107351, + 137569, + 140564, + 97597, + 147153, + 96849, + 31328, + 15752, + 3117, + 745, + 1109, + 1760, + 374, + 188, + 225222, + 243331, + 220486, + 149270, + 147055, + 207265, + 215958, + 197274, + 191497, + 166801, + 180655, + 120534 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 23143, + 64422, + 77909, + 5672, + 153457, + 112149, + 39641, + 52469, + 32877, + 31054, + 46634, + 40826, + 113042, + 88460 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 98206, + 33434, + 193686, + 59590, + 175884, + 182263, + 62687, + 121305, + 101050, + 90395, + 144515, + 69402, + 164031, + 144768 + ] + }, + { + "label": "tetragonal", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 234121, + 224188, + 204203, + 96013, + 75269, + 135003, + 101679, + 7373, + 126175, + 10973, + 12897, + 15114, + 28597, + 20532 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "whereas", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "aths", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "because", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "within", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "geometry", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "face", + "output_checked": true + }, + { + "concept": "several", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "into", + "output_checked": true + }, + { + "concept": "became", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "product", + "output_checked": true + }, + { + "concept": "occurring", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "dimensions", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "atoms", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Carbon", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Severity", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Severe", + "output_checked": true + }, + { + "concept": "which", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "atmosphere", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "compared", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "parameters", + "output_checked": true + }, + { + "concept": "temperature", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "microscopy", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "l", + "output_checked": true + }, + { + "concept": "mineral", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "undergone", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "resembling", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "becomes", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Carbon", + "output_checked": true + }, + { + "concept": "considerable", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "has", + "output_checked": true + }, + { + "concept": "heat", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "liquid", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "material", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "upon", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "dissolved", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "spacing", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "unequal", + "output_checked": true + }, + { + "concept": "progenitor", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "dense", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "sulfur", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Carbon", + "output_checked": true + }, + { + "concept": "experimentally", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "parameters", + "output_checked": true + }, + { + "concept": "Transform", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "gradually", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "into", + "output_checked": true + }, + { + "concept": "intact", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "survives", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "resultante", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "has", + "output_checked": true + }, + { + "concept": "arms", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "featuring", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "also", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Carbon", + "output_checked": true + }, + { + "concept": "remained", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "characteristics", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "unequal", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "occurred", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "them", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "physical", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "population", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "contributes", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "nutrients", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "organism", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "isotropic", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "polycrystalline", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "oxides", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "l", + "output_checked": true + }, + { + "concept": "proportions", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "unequal", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "product", + "output_checked": true + }, + { + "concept": "oriented", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cubic", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "grains", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "fine", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "punkte", + "quantos", + "trump", + "nada", + "Hail", + "wand", + "Kwa", + "diagonal", + "ervan", + "undos", + "anque", + "yclerView", + "addRow" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "lev", + "Mannes", + "grac", + "opat", + "Cann", + "trem", + "stir", + "Beg", + "Sob", + "Cole", + "channel", + "tons", + "pres", + "Pres", + "Prote", + "Proc", + "Tit", + "Doyle", + "ving", + "prof", + "dim", + "Sen" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "lev", + "champ", + "ums", + "Auff", + "trem", + "Beg", + "tfrac", + "sum", + "chum", + "Mannes", + "zorunda", + "ohn", + "Proc", + "Pres", + "sis", + "ocy", + "Cann", + "dim" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "champ", + "tfrac", + "Reis", + "def", + "essional", + "Eing", + "ilj", + "alk", + "pric", + "fam", + "tun", + "Cole", + "grac", + "olyte", + "Kam", + "Cem", + "Mani" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "essional", + "grac", + "Reis", + "eres", + "Cole", + "def", + "Cann", + "tfrac", + "champ", + "Mannes", + "olyte", + "alt", + "eau", + "tons", + "Sob", + "Eing", + "lev", + "tens" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "atus", + "yn", + "ual", + "rem", + "ilers", + "hst", + "Su", + "Vo", + "WOR", + "ORS", + "VERE", + "detached", + "wyst", + "oben", + "hely", + "orel", + "ep", + "susp", + "Green", + "icot" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "trading", + "side", + "tool", + "kick", + "remen", + "tools", + "OHC", + "ORS", + "HI", + "ME", + "Sol", + "Green", + "sning", + "ual", + "rem", + "Er", + "bro" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "sol", + "tools", + "tool", + "trading", + "side", + "rem", + "tail", + "remen", + "kick", + "ORS", + "HI", + "dad", + "mei", + "Green", + "lives", + "truncate", + "demos", + "orel", + "Zealand" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "kick", + "sol", + "tail", + "remen", + "tool", + "tools", + "rem", + "Green", + "atus", + "uct", + "duct", + "record", + "select", + "nop", + "trading", + "mei", + "mech", + "ORS" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "OOSE", + "linear", + "fract", + "Select", + "ettle", + "scient", + "common", + "discussed", + "tails", + "sus", + "trading", + "fetch", + "proj", + "felt", + "tails", + "lives", + "side", + "select", + "subject", + "nach" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "titles", + "detailed", + "Meals", + "ettle", + "greet", + "proj", + "achievement", + "linear", + "switch", + "fetch", + "dynamic", + "notify", + "diet", + "greeting", + "detail", + "tit", + "dietary", + "listener", + "scient", + "CERT", + "Greet", + "ILIA" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "header", + "header", + "PK", + "uya", + "enswert", + "tops", + "PK", + "bag", + "flakes", + "fus", + "messagebox", + "beat", + "erme", + "jacket", + "motifs", + "inac", + "emptive", + "ilj", + "HEADER", + "Rechnung", + "ACG" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "slutt", + "orith", + "pelanggan", + "bosses", + "kulit", + "playlists", + "dieu", + "reheat", + "cribable", + "CompliancePolicy", + "flow", + "Notify", + "backlit", + "dicht" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "solle", + "ogado", + "god", + "brus", + "kund", + "jogar", + "del", + "okol", + "punt", + "golfer", + "delt", + "deka", + "dieu", + "DEL", + "grud", + "assol", + "dfs", + "disclosures" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "dabei", + "kta", + "routed", + "Alk", + "SPC", + "Poly", + "Dadurch", + "polys", + "bire", + "erves", + "Pars", + "Rew", + "ktor", + "ques", + "prong", + "fect", + "oly", + "verw" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "wir", + "berd", + "discord", + "afect", + "idium", + "uncut", + "azimuth", + "idic", + "ricost", + "uned", + "ausge", + "amid", + "Stein", + "wake", + "opf", + "spf", + "etically", + "wij", + "Verw", + "sped", + "ospel", + "verw", + "tier" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "contend", + "contr", + "segment", + "wake", + "requer" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Consequently", + "neurotrans", + "extr", + "denn", + "hence", + "resulting", + "consequently", + "riet", + "reheating", + "deacetyl", + "resulting", + "methyl", + "unders", + "writeInt", + "Medicaid", + "RenderTexture" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Consequently", + "consequently", + "Consequently", + "Secondly", + "therefore", + "Similarly", + "Thus", + "Ultimately", + "thus", + "Therefore", + "hence", + "conclude", + "consequ", + "resulting", + "Similarly", + "Conversely", + "Subsequently", + "namely", + "meanwhile", + "owing", + "Specifically", + "secondly", + "Hence" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "therefore", + "hence", + "Therefore", + "thus", + "accordingly", + "Thus", + "Hence", + "resulting", + "Therefore", + "hence", + "resulting", + "Subsequently", + "Thus", + "Hence", + "therefore", + "Conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "therefore", + "Consequently", + "consequently", + "hence", + "thus", + "Hence", + "Therefore", + "accordingly", + "resulting", + "hence", + "resulting", + "Thus", + "thereby", + "Hence", + "Therefore", + "therefore", + "Conversely", + "Subsequently", + "conversely", + "correspondingly", + "Similarly" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "hence", + "Hence", + "thus", + "Secondly", + "Therefore", + "therefore", + "correspondingly", + "conversely", + "Thus", + "resulting", + "thereby", + "Frames", + "Posters", + "Historically", + "uffix", + "Secondary", + "Conversely", + "Currently", + "Traditionally", + "accordingly", + "Subsequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "Secondly", + "Varieties", + "Otherwise", + "Therefore", + "Complexes", + "balls", + "resulting", + "Models", + "ield", + "secondly", + "icals", + "Hence", + "Say", + "correspondingly", + "ihilation", + "therefore", + "Agents", + "Modes" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "resulting", + "meanwhile", + "Varieties", + "Secondly", + "Therefore", + "heta", + "secondly", + "consequently", + "Models", + "therefore", + "Nitrate", + "namely", + "Say", + "Symptoms", + "Consequently", + "Reset", + "correspondingly", + "Model", + "Try", + "thus", + "Wind", + "Likewise", + "icals" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Secondly", + "entially", + "igate", + "originally", + "amba", + "Secondly", + "ight", + "Therefore", + "inations", + "Variations", + "Indicators", + "Among", + "resulting", + "rafo", + "secondly" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "end", + "The", + "eff", + "No", + "This", + "radial", + "If", + "he", + "begin", + "The", + "hard", + "ight", + "No", + "Carbon", + "experimental", + "hat", + "sub", + "quad", + "Carbon", + "ation", + "They", + "Zero", + "Progressive", + "onal", + "entially", + "In", + "heter", + "Heavy", + "heavy", + "Inflation", + "If", + "Quadr" + ] + } + ], + "logit_surprising": [ + { + "concept": "microstructure", + "score": 13.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "l", + "output_checked": true + }, + { + "concept": "ausge", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "into", + "output_checked": true + }, + { + "concept": "ilm", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "into", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "verw", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Carbon", + "output_checked": true + }, + { + "concept": "resulting", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "dimensions", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "while", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "atoms", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Carbon", + "output_checked": true + }, + { + "concept": "interstit", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "lengths", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "material", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "spf", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "within", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "liquid", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "upon", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "dissolved", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "precipitates", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "grains", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "reheat", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Severe", + "output_checked": true + }, + { + "concept": "recap", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "Jahres", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Severe", + "output_checked": true + }, + { + "concept": "prong", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "product", + "output_checked": true + }, + { + "concept": "afect", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "face", + "output_checked": true + }, + { + "concept": "intact", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "embedded", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "become", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "has", + "output_checked": true + }, + { + "concept": "compared", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "parameters", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "thermodynamic", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "insoluble", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "distribution", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "unequal", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "heat", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "cubic", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "oriented", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "crystall", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "unequal", + "output_checked": true + }, + { + "concept": "spacings", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "spacing", + "score": 2.0, + "best_rank": 1, + "best_depth": 90.2, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "Rechnung", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Severe", + "output_checked": true + }, + { + "concept": "messaging", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "steer", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "aths", + "output_checked": true + }, + { + "concept": "MAT", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "costing", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "face", + "output_checked": true + }, + { + "concept": "golfing", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "rumble", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "viol", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "product", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "ques", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "face", + "output_checked": true + }, + { + "concept": "gage", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "duke", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "okt", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "kring", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "l", + "output_checked": true + }, + { + "concept": "complex", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "accordingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "resultante", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "product", + "output_checked": true + }, + { + "concept": "causes", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "cooling", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-02__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Quench-induced coordinated transformation 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A rapidly cooled steel forms hard plates by coordinated short-distance atomic motion. No composition partitioning is detected across the moving interface.", + "prompt_tail": "A rapidly cooled steel forms hard plates by coordinated short-distance atomic motion. No composition partitioning is detected across the moving interface.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-rapid-transformation-03", + "carrier_id": null, + "target_family": "rapid-transformation", + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " No", + "generated_token_ids": [ + 2301 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 7963, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 506 + }, + { + "label": "Bain", + "best_rank": 21121, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 21112 + }, + { + "label": "tetragonal", + "best_rank": 13473, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 16302 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "accordingly", + "hereby", + "behalf", + "orry", + "leness", + "eles", + "ogether", + "oba", + "iken", + "isses", + "according", + "ients", + "therefore", + "anyak", + "ammed", + "item", + "together", + "asons", + "According", + "hence", + "furthermore", + "together" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "persons", + "lle", + "thing", + "orie", + "etc", + "arie", + "eded", + "persons", + "zis", + "tics", + "d", + "ither", + "ients", + "everybody", + "eness", + "dia", + "sic", + "meeste", + "lly", + "ion", + "ort", + "ie", + "ilities", + "ii" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "lle", + "thereof", + "thereon", + "sic", + "persons", + "ients", + "gonna", + "etc", + "Persons", + "sebagainya", + "etc", + "leness", + "fty", + "thereto", + "oides", + "retarded", + "dll", + "vorhanden", + "nti", + "mente", + "dz" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thereof", + "herein", + "pursuant", + "persons", + "therein", + "thereto", + "wherein", + "thereon", + "hereafter", + "persons", + "therefrom", + "heretofore", + "forthwith", + "herewith", + "hereto", + "hereinafter", + "pertanto", + "thereafter", + "pertaining", + "wherein", + "posiada" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "pursuant", + "heretofore", + "forthwith", + "wherein", + "herein", + "thereof", + "commenced", + "thereto", + "thence", + "whereupon", + "thereafter", + "hereafter", + "commencing", + "therefrom", + "herewith", + "pertanto", + "persons", + "whilst", + "resultant", + "presently", + "pertaining", + "requisite", + "hereto" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "wherein", + "whilst", + "pursuant", + "commenced", + "whereupon", + "commencing", + "forthwith", + "upon", + "persons", + "thereto", + "Whilst", + "hereafter", + "commences", + "prior", + "herein", + "whereby", + "comprised", + "presently", + "pertaining", + "utilised", + "Whilst", + "heretofore", + "utilising", + "posiada" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "herein", + "thereafter", + "whatsoever", + "thereto", + "prior", + "wherein", + "hereafter", + "heretofore", + "whilst", + "pursuant", + "proximate", + "whereupon", + "therefore", + "concerning", + "thereof", + "subsequently", + "therein", + "indications", + "pertaining", + "requisite", + "thence", + "hereinafter", + "henceforth", + "lediglich", + "forthwith", + "pertanto", + "sufficient" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "herein", + "whatsoever", + "furthermore", + "heretofore", + "wherein", + "thereto", + "annum", + "hereafter", + "hereinafter", + "herewith", + "pertanto", + "lediglich", + "discernible", + "thereof", + "likewise", + "presently", + "henceforth", + "ascertaining", + "aneous", + "Furthermore", + "hitherto", + "ascertained", + "hereto", + "inoltre" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "lediglich", + "discernible", + "requisite", + "devoid", + "individus", + "cessation", + "whatsoever", + "delineated", + "coloration", + "identically", + "proximate", + "individuos", + "homogenous", + "utilized", + "homogeneity", + "anhydrous", + "henceforth", + "egress", + "uniformly", + "observable", + "indicative", + "ancillary", + "empirical", + "homogen" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "empirical", + "homogeneity", + "homogen", + "effluent", + "observed", + "observable", + "proximate", + "empirically", + "discernible", + "egress", + "cessation", + "exogenous", + "isotopic", + "anhydrous", + "distal", + "hypothesized", + "detectable", + "observational", + "evidence", + "anomalous", + "biosynthesis", + "proximal", + "biosynthetic", + "spectroscopic", + "macroscopic", + "coloration", + "subsurface", + "anthropogenic", + "delineated", + "homogenized", + "physiologically" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observable", + "observed", + "homogeneity", + "undetectable", + "isotopic", + "discernible", + "evidence", + "empirical", + "homogen", + "coloration", + "molecular", + "detectable", + "cessation", + "subsurface", + "proximate", + "consistent", + "anomalous", + "effluent", + "empirically", + "physiologically", + "sterile", + "exogenous", + "frictionless", + "distal", + "chemically", + "hypothesized", + "contiguous", + "heretofore", + "evidencia", + "anhydrous", + "lediglich" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "homogeneity", + "homogeneous", + "homogen", + "uniformity", + "physicochemical", + "molecular", + "uniformly", + "continuity", + "homogenization", + "coloration", + "isotopic", + "discontinuities", + "homogene", + "discontinuity", + "rapidity", + "Continuity", + "consistent", + "biosynthetic", + "seamless", + "consistency", + "empirical", + "monomer", + "assimil", + "discontinuous", + "contiguous", + "pigmentation", + "homogenous", + "homogenized", + "contemporaneous", + "polymerization", + "subsurface", + "instantaneously" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "uniformly", + "uniformity", + "homogeneity", + "consistent", + "continuity", + "consistency", + "discontinuity", + "uniform", + "characteristics", + "seamless", + "molecular", + "homogeneous", + "empirical", + "colorless", + "isotopic", + "discontinuities", + "frictionless", + "Continuity", + "physicochemical", + "evidence", + "consistently", + "unaffected", + "rapidity", + "contemporaneous", + "continuity", + "homogene", + "conform", + "simultaneous", + "discontinu", + "homogen" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "uniformly", + "frictionless", + "seamless", + "uniformity", + "devoid", + "consistent", + "absence", + "neither", + "tampoco", + "identically", + "odorless", + "uniform", + "minimal", + "identical", + "consistency", + "homogeneous", + "empirical", + "unaffected", + "colorless", + "homogeneity", + "consistently", + "seamlessly", + "keiner", + "instantaneously", + "undetectable", + "zero", + "consistent", + "physicochemical" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "whereas", + "Furthermore", + "Consequently", + "Nevertheless", + "furthermore", + "therefore", + "Yet", + "whilst", + "Meanwhile", + "Conversely", + "Ultimately", + "whereupon", + "while", + "yet", + "Also", + "Therefore", + "neither", + "thereby", + "suggesting", + "nevertheless", + "whereby", + "demonstrating", + "Neither", + "whatsoever", + "meanwhile", + "whence", + "Certainly", + "notwithstanding", + "Whereas", + "Secondly", + "Suddenly", + "Ultimately" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Meanwhile", + "Also", + "whereas", + "Similarly", + "Consequently", + "Conversely", + "furthermore", + "Furthermore", + "Likewise", + "Ultimately", + "Therefore", + "Also", + "Yet", + "likewise", + "Similarly", + "meanwhile", + "Eventually", + "Certainly", + "Consequently", + "Conversely", + "Because", + "Moreover", + "Secondly", + "Ultimately", + "Simultaneously", + "else", + "Then", + "therefore", + "Thus", + "During", + "Finally" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Similarly", + "Conversely", + "furthermore", + "whereas", + "Meanwhile", + "Consequently", + "Similarly", + "meanwhile", + "Likewise", + "conversely", + "therefore", + "Also", + "Therefore", + "likewise", + "Furthermore", + "Conversely", + "Moreover", + "similarly", + "Secondly", + "Consequently", + "Simultaneously", + "Then", + "Thus", + "Also", + "Finally", + "Again", + "Yet", + "Perhaps", + "consequently", + "Ultimately", + "Equally" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "therefore", + "Similarly", + "conversely", + "likewise", + "meanwhile", + "Furthermore", + "consequently", + "Likewise", + "thus", + "Therefore", + "whereas", + "Meanwhile", + "Similarly", + "Conversely", + "accordingly", + "similarly", + "secondly", + "thereby", + "Therefore", + "Consequently", + "Thus", + "Finally", + "Furthermore", + "Secondly", + "tandis", + "Consequently", + "Conversely", + "Equally", + "Simultaneously", + "During", + "hence" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "conversely", + "Similarly", + "Conversely", + "therefore", + "thus", + "Thus", + "Therefore", + "Consequently", + "Likewise", + "Consequently", + "Conversely", + "Thus", + "Meanwhile", + "Yet", + "likewise", + "meanwhile", + "zatem", + "Similarly", + "Their", + "Therefore", + "accordingly", + "Its", + "hence", + "Hence", + "Its", + "Recently", + "Accordingly", + "Yet", + "demikian" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Therefore", + "Thus", + "Similarly", + "Meanwhile", + "Conversely", + "Consequently", + "therefore", + "Recently", + "thus", + "Hence", + "Nevertheless", + "consequently", + "Furthermore", + "meanwhile", + "Likewise", + "Conversely", + "conversely", + "Therefore", + "Thus", + "furthermore", + "Each", + "hence", + "They", + "However", + "Moreover", + "accordingly", + "Hence" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Therefore", + "therefore", + "Thus", + "Similarly", + "Consequently", + "thus", + "Hence", + "Recently", + "Conversely", + "Meanwhile", + "consequently", + "Likewise", + "Each", + "Therefore", + "Nevertheless", + "This", + "They", + "During", + "Furthermore", + "Basically", + "furthermore", + "Essentially", + "conversely", + "However", + "Regardless", + "nThe", + "hence" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Therefore", + "Hence", + "Similarly", + "Likewise", + "Thus", + "Furthermore", + "Consequently", + "Recently", + "Basically", + "Secondly", + "Conversely", + "LessThan", + "conversely", + "This", + "Each", + "Conversely", + "whatsoever", + "furthermore", + "Basically", + "They", + "Unless", + "Needless", + "However", + "Except", + "Certainly", + "Tissue", + "Simultaneously", + "thus", + "During" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Therefore", + "meanwhile", + "therefore", + "Secondly", + "Jadi", + "LessThan", + "Consequently", + "ExceptionHandler", + "Secondly", + "Repeat", + "Brief", + "balls", + "Meanwhile", + "MACHINERY", + "Hence", + "Similarly", + "similarly", + "Mechanism", + "bref", + "Dependence", + "Anatom", + "Mechan", + "Basically" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Therefore", + "meanwhile", + "Repeat", + "THAN", + "Consequently", + "MACHINERY", + "Jadi", + "Secondly", + "therefore", + "similarly", + "Dependence", + "miques", + "Secondly", + "ExceptionHandler", + "Repeat", + "Machinery", + "bm", + "consequently", + "Tis", + "Similarly", + "Meanwhile", + "bred", + "Sebab", + "coli", + "Brief", + "Consequently" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Therefore", + "LessThan", + "Consequently", + "Basically", + "Dependence", + "Secondly", + "Secondly", + "similarly", + "Jadi", + "meanwhile", + "consequently", + "Mechanism", + "therefore", + "Basically", + "Mechanisms", + "Biological", + "Similarly", + "Repeat", + "Machinery", + "Tissue", + "MACHINERY", + "Apparently", + "Taken", + "ogenen" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "No", + "The", + "blank", + "length", + "geom", + "bl", + "catch", + "Unknown", + "bullet", + "Blank", + "blad", + "stat", + "blade", + "Progressive", + "Hence", + "Secondly", + "This", + "Therefore", + "bm", + "heading", + "bred", + "bla", + "grid", + "push", + "select", + "blit", + "copy", + "square", + "Continuous", + "chem", + "bare", + "Wait" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 106224, + 94029, + 56759, + 87655, + 79526, + 70906, + 68167, + 62165, + 26078, + 23427, + 12918, + 7964, + 24335, + 48488, + 91689, + 171017, + 142061, + 97988, + 121863, + 34341, + 19350, + 15606, + 18107, + 11084, + 57752, + 4012 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 66193, + 73792, + 97204, + 137151, + 103466, + 71241, + 79999, + 79943, + 68612, + 60430, + 61655, + 136171, + 182403, + 203652, + 151157, + 187013, + 191852, + 145485, + 82043, + 149200, + 81616, + 21122, + 75906, + 97868, + 102113, + 167194 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 110226, + 144648, + 125283, + 124899, + 143724, + 139130, + 92317, + 92011, + 89976, + 57017, + 63330, + 37001, + 13474, + 35473, + 185314, + 222258, + 174456, + 126443, + 163680, + 190377, + 207092, + 148226, + 154592, + 169228, + 135339, + 153019 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 71776, + 84809, + 167371, + 28240, + 204406, + 59022, + 43376, + 4206, + 4753, + 566, + 507, + 1316, + 1238, + 897 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 40690, + 57028, + 234601, + 62361, + 190292, + 176711, + 52431, + 228161, + 145139, + 23651, + 69994, + 43600, + 21113, + 26574 + ] + }, + { + "label": "tetragonal", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 207702, + 230303, + 248305, + 179094, + 127787, + 177380, + 116100, + 16303, + 202433, + 18325, + 18637, + 24641, + 111904, + 131425 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 28.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "partitioning", + "output_checked": true + }, + { + "concept": "alloying", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "during", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "martens", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "changes", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "and", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "rearrangement", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "macroscopic", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "No", + "output_checked": true + }, + { + "concept": "occurs", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "partitioning", + "output_checked": true + }, + { + "concept": "toughness", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "evidence", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "detected", + "output_checked": true + }, + { + "concept": "expanding", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "due", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "plates", + "output_checked": true + }, + { + "concept": "thickness", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "plates", + "output_checked": true + }, + { + "concept": "synchronized", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "proximity", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "distance", + "output_checked": true + }, + { + "concept": "movement", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "regions", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "across", + "output_checked": true + }, + { + "concept": "boundary", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "sediments", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "partitioning", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "became", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "other", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "No", + "output_checked": true + }, + { + "concept": "removing", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "by", + "output_checked": true + }, + { + "concept": "collisions", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "distance", + "output_checked": true + }, + { + "concept": "these", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "across", + "output_checked": true + }, + { + "concept": "called", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "Recent", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "involved", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "brittle", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "metal", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "alloy", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "distance", + "output_checked": true + }, + { + "concept": "observed", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "is", + "output_checked": true + }, + { + "concept": "which", + "score": 3.0, + "best_rank": 3, + "best_depth": 68.3, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "burgeoning", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "molecules", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "scientific", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "No", + "output_checked": true + }, + { + "concept": "manufacture", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "by", + "output_checked": true + }, + { + "concept": "kinetic", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "accelerating", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "Shape", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "uniformly", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "began", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "several", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "arms", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "distance", + "output_checked": true + }, + { + "concept": "nothing", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "No", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "developments", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "distance", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "becoming", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "transformations", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "occurred", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "partitioning", + "output_checked": true + }, + { + "concept": "aircraft", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "entities", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "spacecraft", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "hardening", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "by", + "output_checked": true + }, + { + "concept": "growing", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "rapidly", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "quantos", + "nada", + "Hail", + "punkte", + "Kwa", + "trump", + "undos", + "ynitrite", + "ervan", + "tantos", + "anque", + "Respect" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "tons", + "opat", + "Mannes", + "stir", + "trem", + "grac", + "pres", + "Sob", + "reu", + "Cann", + "olyte", + "Pres", + "Prote", + "channel", + "Beg", + "lev", + "Blanch", + "ago", + "Cole" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "opat", + "Pres", + "lev", + "rum", + "Reis", + "pres", + "chum", + "Mannes", + "rid", + "ate", + "byt", + "Coul", + "ott", + "grac", + "stir", + "ri", + "Sen", + "ums", + "gham", + "dim", + "Ferr" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Reis", + "rum", + "chum", + "def", + "essional", + "alk", + "bod", + "ilj", + "reu", + "Pres", + "dim", + "ago", + "ri", + "pula", + "uf", + "rem", + "Tit", + "alez", + "Tav", + "inde", + "tfrac", + "champ", + "Pov", + "tun", + "trem", + "Sob" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "Reis", + "chum", + "dim", + "Tit", + "essional", + "tfrac", + "opat", + "Mannes", + "rum", + "Tav", + "dip", + "lev", + "eau", + "Apa", + "ilj", + "rock", + "ingt", + "ri", + "tend", + "tons" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "yn", + "Vo", + "side", + "ilers", + "rem", + "Sed", + "ELD", + "WOR", + "orel", + "ual", + "wyst", + "hely", + "IVI", + "VERE", + "s", + "act", + "sed", + "ieden", + "slu", + "amb", + "hst", + "susp" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "side", + "tools", + "Er", + "Vo", + "kick", + "Sol", + "seq", + "HI", + "bro", + "tool", + "Vo", + "trading", + "lim", + "atus", + "Green", + "Ort" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "side", + "tool", + "tail", + "trading", + "HI", + "kick", + "simple", + "sol", + "Vo", + "remen", + "select", + "isable", + "rem", + "don", + "demos", + "Cermak", + "Select", + "seq" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "tools", + "side", + "tool", + "remen", + "select", + "Green", + "pick", + "simple", + "Vo", + "tail", + "HI", + "kick", + "konto", + "Select", + "blank", + "sol", + "nop", + "Er", + "common", + "polar", + "duct", + "don", + "record" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "sus", + "Select", + "tools", + "select", + "common", + "proj", + "konto", + "tter", + "lives", + "subject", + "delegate", + "OOSE", + "trait", + "var", + "holders", + "candy", + "cdots", + "tool", + "pick", + "ansive", + "tattoo", + "HI", + "nanofibers", + "data" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "resolve", + "RECE", + "sus", + "lives", + "greet", + "subject", + "racial", + "Resolve", + "linear", + "calls", + "holders", + "switch", + "pepper", + "proj", + "CUSTOM", + "Lives", + "CERT", + "greeting", + "COUN", + "calling", + "Resolve", + "RESOL", + "detailed", + "Greet", + "greet", + "delegate" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "extend", + "bag", + "ilj", + "extend", + "hand", + "extension", + "erat", + "PLAY", + "extended", + "erap", + "iter", + "extension", + "shot", + "aria", + "step", + "weighted", + "decis", + "POA", + "hdc", + "step", + "edy", + "missions", + "zip" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "cama", + "restart", + "cribable", + "pelanggan", + "kulit", + "oyam", + "buttonclick", + "golfer", + "backlit", + "Dunes", + "iob", + "httpClient", + "itoa", + "replay", + "Dang", + "dieu", + "boss", + "Restart", + "BL", + "pihak" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "brus", + "dfs", + "golfer", + "grud", + "ogado", + "Brus", + "hrte", + "punt", + "Dlatego", + "gor", + "dzie", + "deka", + "viol" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "logic", + "logical", + "logic", + "fect", + "logical", + "sir", + "liberalism", + "logique", + "findest", + "urch", + "syll", + "ausge", + "verw", + "aisl", + "verme", + "undocumented", + "idium", + "erves", + "ktor", + "orphism" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "wir", + "verw", + "afect", + "Stein", + "welt", + "roh", + "spf", + "osp", + "tti", + "Roh", + "etically", + "opnieuw", + "wh", + "halk", + "ricost", + "uncut", + "wok", + "argumentation", + "sir", + "opcode", + "sped", + "skips", + "sacrific", + "argument", + "wij", + "wz", + "kata", + "idium" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "spf", + "contr", + "sint", + "kernel", + "medan", + "kih", + "circon", + "mozz", + "extrem" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "therefore", + "thus", + "meanwhile", + "hence", + "Meanwhile", + "thus", + "nonetheless", + "builtin", + "neurotrans", + "etc", + "accordingly", + "gitu", + "Otherwise", + "writeInt", + "simultaneously", + "tandis" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "therefore", + "thus", + "Thus", + "Therefore", + "therefore", + "Thus", + "hence", + "thereby", + "Consequently", + "consequently", + "Therefore", + "thus", + "Consequently", + "accordingly", + "Similarly", + "zatem", + "daher", + "Hence", + "Furthermore", + "However", + "Moreover", + "whereas", + "Nevertheless", + "hence" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "thus", + "therefore", + "Thus", + "Therefore", + "Consequently", + "consequently", + "hence", + "Thus", + "thus", + "Consequently", + "Hence", + "thereby", + "therefore", + "hence", + "Therefore", + "accordingly", + "meanwhile", + "Furthermore", + "Hence", + "Simultaneously" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "therefore", + "thus", + "Therefore", + "Thus", + "Consequently", + "consequently", + "hence", + "Thus", + "Consequently", + "thus", + "Hence", + "thereby", + "therefore", + "Therefore", + "hence", + "accordingly", + "Similarly", + "Hence", + "daher", + "Furthermore", + "Likewise", + "quindi", + "Simultaneously" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Therefore", + "Consequently", + "thus", + "Thus", + "therefore", + "Consequently", + "consequently", + "Furthermore", + "During", + "Hence", + "Similarly", + "Therefore", + "Conversely", + "hence", + "thereby", + "Simultaneously", + "Thus", + "During", + "Likewise", + "This", + "Essentially", + "conversely", + "accordingly", + "However", + "Unlike", + "correspondingly" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Therefore", + "Thus", + "thus", + "Consequently", + "This", + "therefore", + "Hence", + "Therefore", + "During", + "Furthermore", + "Similarly", + "Simultaneously", + "Likewise", + "consequently", + "Consequently", + "Essentially", + "Conversely", + "Thus", + "Unlike", + "Neither", + "Yet", + "hence", + "However", + "During", + "thereby", + "By", + "Finally", + "Except" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Therefore", + "Consequently", + "Thus", + "This", + "therefore", + "thus", + "During", + "Similarly", + "Therefore", + "consequently", + "Hence", + "Consequently", + "Simultaneously", + "Likewise", + "Furthermore", + "Conversely", + "Neither", + "Yet", + "Thus", + "Essentially", + "However", + "Unlike", + "Both", + "The", + "Each", + "During", + "correspondingly", + "By", + "hence", + "thereby" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "therefore", + "Therefore", + "thus", + "Consequently", + "This", + "consequently", + "Thus", + "Therefore", + "Similarly", + "Consequently", + "Furthermore", + "correspondingly", + "During", + "Hence", + "hence", + "Likewise", + "Simultaneously", + "thereby", + "Essentially", + "therefore", + "The", + "Throughout", + "Conversely", + "conversely", + "Yet", + "Again", + "accordingly", + "Both", + "Among" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "No", + "Therefore", + "Thus", + "Composition", + "Atomic", + "Furthermore", + "In", + "Consequently", + "A", + "Short", + "Such", + "Co", + "Hence", + "Hard", + "Pure", + "Essentially", + "All", + "Local", + "During", + "Nucle", + "Kinetic", + "composition", + "Only", + "At", + "Molecular", + "Rapid", + "Metallic", + "However", + "Mechanical", + "As" + ] + } + ], + "logit_surprising": [ + { + "concept": "martens", + "score": 12.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "rearrangement", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "distance", + "output_checked": true + }, + { + "concept": "occurs", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "partitioning", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "prong", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "ilm", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "growing", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "because", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "alloying", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "during", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "detected", + "output_checked": true + }, + { + "concept": "changes", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "macroscopic", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "No", + "output_checked": true + }, + { + "concept": "punt", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "ausge", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "therefore", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "shortening", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "short", + "output_checked": true + }, + { + "concept": "involved", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "is", + "output_checked": true + }, + { + "concept": "metal", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "alloy", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "distance", + "output_checked": true + }, + { + "concept": "observed", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Therefore", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "grain", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "short", + "output_checked": true + }, + { + "concept": "bit", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "dieu", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "beat", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "Versions", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "these", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "across", + "output_checked": true + }, + { + "concept": "Similar", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "brittle", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "plates", + "output_checked": true + }, + { + "concept": "hardening", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "by", + "output_checked": true + }, + { + "concept": "During", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "change", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "due", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "plates", + "output_checked": true + }, + { + "concept": "akin", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "OOSE", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "dip", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "diff", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "flakes", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "detected", + "output_checked": true + }, + { + "concept": "hung", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "across", + "output_checked": true + }, + { + "concept": "reim", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "short", + "output_checked": true + }, + { + "concept": "Boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "No", + "output_checked": true + }, + { + "concept": "wakeup", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "grud", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "plates", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "kay", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "No", + "output_checked": true + }, + { + "concept": "reopen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Sliced", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "dazu", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "undocumented", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "logique", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "logic", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "dungeons", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "plates", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-03__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Quench-induced coordinated transformation 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Quenching suppresses long-range atomic transport and produces packets of highly strained needles. The resulting body-centered unit cell has a c-to-a ratio above one.", + "prompt_tail": "hing suppresses long-range atomic transport and produces packets of highly strained needles. The resulting body-centered unit cell has a c-to-a ratio above one.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 35 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-rapid-transformation-04", + "carrier_id": null, + "target_family": "rapid-transformation", + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 6852, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 2009 + }, + { + "label": "Bain", + "best_rank": 29282, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 41700 + }, + { + "label": "tetragonal", + "best_rank": 223, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 830 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "accordingly", + "hence", + "behalf", + "orry", + "hereby", + "ients", + "leness", + "hence", + "ogether", + "which", + "together", + "ilities", + "therefore", + "iken", + "ammed", + "according", + "asons", + "ilst", + "oba", + "isses", + "furthermore", + "wes", + "together" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "thing", + "hence", + "info", + "somebody", + "ie", + "wards", + "stuff", + "persons", + "thereof", + "thinks", + "lle", + "nobody", + "alike", + "ain", + "wanna", + "gotta", + "leness", + "abouts", + "onus", + "outta", + "d", + "ii", + "guys", + "yeah", + "etc", + "junt", + "drauf", + "drin" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "centre", + "basically", + "thing", + "stuff", + "somebody", + "probably", + "maybe", + "persons", + "abouts", + "centre", + "plus", + "wards", + "info", + "behaviour", + "everybody", + "thinks", + "lle", + "nobody", + "anybody", + "etc", + "grosse", + "onus", + "etc", + "whilst", + "afterwards", + "defence", + "organise", + "awhile" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "gonna", + "persons", + "somebody", + "edly", + "thereof", + "lle", + "regards", + "standpoint", + "abouts", + "awhile", + "doings", + "ie", + "ued", + "gente", + "basically", + "bout", + "thinks", + "thru", + "zis", + "ue", + "ety", + "sure", + "says", + "thing", + "sort", + "probably", + "ients", + "fty", + "pretty", + "stuff" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "persons", + "somebody", + "basically", + "everybody", + "anybody", + "standpoint", + "thru", + "awhile", + "regards", + "doings", + "ie", + "thing", + "stuff", + "centre", + "thereof", + "bout", + "whilst", + "edly", + "thinks", + "lle", + "afterwards", + "alike", + "gotta", + "abouts", + "oing", + "zis", + "ue", + "ued" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "gonna", + "probably", + "basically", + "whereas", + "everybody", + "somebody", + "whilst", + "anybody", + "which", + "afterwards", + "meanwhile", + "quite", + "although", + "maybe", + "definitely", + "Also", + "regards", + "besides", + "thats", + "also", + "however", + "soon", + "therefore", + "towards", + "persons", + "hence", + "yeah", + "sometime", + "standpoint", + "judgement", + "awhile", + "secondly" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "probably", + "therefore", + "although", + "possibly", + "however", + "whereas", + "sometime", + "whilst", + "shortly", + "also", + "later", + "generally", + "afterwards", + "while", + "respectively", + "accordingly", + "thereafter", + "that", + "throughout", + "definitely", + "Also", + "indicating", + "subsequently", + "notable", + "indication", + "noticeable", + "and", + "than", + "prior", + "towards", + "regarding" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "whereas", + "thereto", + "however", + "therefore", + "Furthermore", + "presently", + "considerable", + "thereof", + "stantially", + "likewise", + "Furthermore", + "than", + "consideration", + "notable", + "notwithstanding", + "although", + "thereby", + "sometime", + "concerning", + "regarded", + "edly", + "noteworthy", + "considerazione", + "which", + "also", + "several", + "probably", + "thus", + "aneous", + "meanwhile", + "Concerning" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Furthermore", + "Furthermore", + "furthermore", + "necessitating", + "Moreover", + "concomit", + "whereas", + "thereby", + "subsequently", + "irrespective", + "ographically", + "signifying", + "considerable", + "Additionally", + "attained", + "geometrically", + "Subsequently", + "although", + "acial", + "significant", + "thus", + "aneous", + "notable", + "consequently", + "concomitant", + "stantially", + "than", + "ieur", + "thereto", + "moreover" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "empirical", + "characteristic", + "geometrically", + "empirically", + "experimentally", + "thermodynam", + "characteristics", + "experimental", + "anisotropic", + "anisotropy", + "spectroscopic", + "spectrosc", + "ographically", + "chemically", + "necessitating", + "engineered", + "thermodynamic", + "aberr", + "anthropogenic", + "metallurgical", + "subsequent", + "genetically", + "extruded", + "physiologically", + "substantially", + "irrespective", + "classification", + "indicative", + "scientifically", + "extrusion", + "significant" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "characteristic", + "empirical", + "empirically", + "geometrically", + "experimentally", + "genetically", + "aberr", + "physiologically", + "contralateral", + "thermodynam", + "structurally", + "characteristics", + "experimental", + "subsequent", + "stabilized", + "anomalous", + "chemically", + "metastable", + "mathematically", + "heterozyg", + "manufacture", + "stabilization", + "dimensionless", + "hypertro", + "metallurgical", + "engineered", + "thermodynamic", + "anisotropy", + "anisotropic", + "hypothesized", + "measurement" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "characteristic", + "experimentally", + "anisotropy", + "Characteristic", + "geometrically", + "disequ", + "characteristics", + "experimental", + "instability", + "empirical", + "geometrical", + "anisotropic", + "destabil", + "empirically", + "Characteristic", + "dimensionless", + "deformation", + "inversion", + "imbalance", + "genetically", + "characteristic", + "perpendicular", + "dimensional", + "reversal", + "Experimental", + "abnormally", + "femininity", + "ratio", + "morphology" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "Characteristic", + "Characteristic", + "characteristics", + "empirically", + "experimentally", + "anisotropy", + "typical", + "geometrically", + "Characteristics", + "characterizing", + "characteristic", + "indicative", + "heterozyg", + "femininity", + "favoring", + "predominance", + "posteriorly", + "empirical", + "geometrical", + "distinguishing", + "abnormally", + "Characteristics", + "disequ", + "perpendicular" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "characteristic", + "Characteristic", + "characteristics", + "Characteristics", + "Characteristic", + "caracteriza", + "typical", + "whereas", + "experimentally", + "characteristic", + "empirically", + "Characteristics", + "characterizing", + "anisotropy", + "favoring", + "indicating", + "accordingly", + "indicative", + "consequently", + "Typical" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "which", + "whereas", + "Consequently", + "furthermore", + "demonstrating", + "Furthermore", + "showcasing", + "Consequently", + "making", + "whilst", + "consequently", + "showing", + "Which", + "characterized", + "thereby", + "characterised", + "whereas", + "because", + "therefore", + "although", + "ensuring", + "indicating", + "featuring", + "displaying", + "notwithstanding", + "illustrating", + "exhibiting", + "whereupon", + "wherein", + "Which", + "Nevertheless" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "whereas", + "Furthermore", + "furthermore", + "Meanwhile", + "Consequently", + "Consequently", + "Also", + "Similarly", + "Similarly", + "Likewise", + "Conversely", + "whereas", + "Also", + "Conversely", + "Because", + "During", + "During", + "likewise", + "Moreover", + "meanwhile", + "Eventually", + "Secondly", + "Their", + "Moreover", + "Yet", + "Nevertheless", + "Meanwhile", + "Certainly", + "Whereas" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "whereas", + "Furthermore", + "Similarly", + "Conversely", + "furthermore", + "Meanwhile", + "Furthermore", + "Similarly", + "meanwhile", + "Conversely", + "conversely", + "Also", + "Consequently", + "likewise", + "Likewise", + "Secondly", + "whereas", + "However", + "During", + "Moreover", + "Consequently", + "Then", + "Because", + "Also", + "Finally", + "During", + "similarly", + "consequently", + "Moreover", + "Whereas", + "Subsequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "Furthermore", + "whereas", + "meanwhile", + "conversely", + "Similarly", + "while", + "However", + "While", + "although", + "During", + "Though", + "Meanwhile", + "Furthermore", + "Similarly", + "Likewise", + "Conversely", + "Finally", + "likewise", + "however", + "secondly", + "They", + "While", + "consequently", + "tandis", + "Conversely", + "Equally", + "Although", + "Their" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "whereas", + "Meanwhile", + "meanwhile", + "Furthermore", + "Conversely", + "However", + "Yet", + "Similarly", + "furthermore", + "Conversely", + "conversely", + "Recently", + "Likewise", + "However", + "This", + "While", + "Therefore", + "While", + "During", + "Moreover", + "Though", + "Moreover", + "Yet", + "Furthermore", + "Similarly", + "Lately", + "Owing", + "They", + "Their", + "Another", + "During" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Furthermore", + "meanwhile", + "furthermore", + "Conversely", + "Similarly", + "Moreover", + "whereas", + "conversely", + "However", + "Conversely", + "Also", + "Likewise", + "Consequently", + "Furthermore", + "Recently", + "Meanwhile", + "This", + "During", + "Along", + "Yet", + "Moreover", + "There", + "Also", + "Regarding", + "Simultaneously", + "They", + "However", + "Additionally", + "Nevertheless", + "Similarly", + "Along" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Furthermore", + "Meanwhile", + "Also", + "furthermore", + "meanwhile", + "Moreover", + "Similarly", + "Conversely", + "Recently", + "Likewise", + "However", + "Furthermore", + "conversely", + "This", + "Another", + "Also", + "Consequently", + "Conversely", + "Yet", + "Additionally", + "Recent", + "Moreover", + "They", + "Therefore", + "whereas", + "Meanwhile", + "There", + "Hence", + "Upon", + "However", + "Another", + "Lately" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Similarly", + "Likewise", + "Conversely", + "furthermore", + "conversely", + "Furthermore", + "Moreover", + "Conversely", + "This", + "However", + "Also", + "Secondly", + "Meanwhile", + "meanwhile", + "Simultaneously", + "Alternatively", + "Recently", + "Another", + "Upon", + "Similarly", + "Additionally", + "alternatively", + "They", + "Also", + "Additionally", + "Moreover", + "secondly", + "Likewise", + "There", + "Hence" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Similarly", + "Furthermore", + "Conversely", + "conversely", + "Meanwhile", + "Similarly", + "Likewise", + "meanwhile", + "Conversely", + "furthermore", + "Another", + "Meanwhile", + "Secondly", + "Alternatively", + "However", + "Furthermore", + "alternatively", + "Therefore", + "Secondly", + "similarly", + "Simultaneously", + "Another", + "Whereas", + "Moreover", + "Alternatively", + "This", + "com", + "Hence" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Similarly", + "Furthermore", + "Conversely", + "Meanwhile", + "conversely", + "Similarly", + "furthermore", + "Another", + "Likewise", + "Conversely", + "Secondly", + "Therefore", + "meanwhile", + "Copies", + "Whereas", + "Secondly", + "Simultaneously", + "ately", + "However", + "moreover", + "Furthermore", + "alternatively", + "similarly", + "Alternatively", + "bred", + "Moreover", + "Another", + "Yet" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Similarly", + "Furthermore", + "Conversely", + "Another", + "Considering", + "Similarly", + "Based", + "Secondly", + "Based", + "Yet", + "Considering", + "Secondly", + "Due", + "furthermore", + "Given", + "Rather", + "conversely", + "Specifically", + "Copies", + "Likewise", + "Therefore", + "Finding", + "Replacing", + "Simultaneously", + "However", + "Below", + "Whereas", + "Conversely", + "Rather", + "UMENT" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Furthermore", + "A", + "For", + "Cent", + "When", + "Due", + "Conversely", + "In", + "Q", + "Another", + "Based", + "However", + "Upon", + "After", + "While", + "There", + "More", + "Using", + "At", + "Additionally", + "An", + "That", + "Similarly", + "By", + "Given", + "These" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 90782, + 66430, + 27605, + 32856, + 32058, + 14543, + 33927, + 18963, + 52625, + 17051, + 8600, + 6853, + 45164, + 72077, + 31423, + 121967, + 94053, + 90208, + 75581, + 42341, + 16977, + 9472, + 32842, + 20163, + 39146, + 3001 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 52883, + 28821, + 53413, + 57880, + 55270, + 38262, + 66306, + 62808, + 88120, + 123844, + 152771, + 181965, + 202773, + 189588, + 108081, + 173909, + 195995, + 167650, + 88766, + 97764, + 57386, + 29283, + 97947, + 83912, + 45236, + 4964 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 149634, + 168622, + 150014, + 109449, + 135947, + 129350, + 146203, + 74164, + 12436, + 4083, + 2485, + 613, + 224, + 395, + 222872, + 253257, + 216915, + 189816, + 231541, + 152034, + 128934, + 170530, + 222444, + 210981, + 164703, + 19087 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 65787, + 90782, + 164121, + 24276, + 166080, + 75928, + 63342, + 21504, + 12955, + 3044, + 2010, + 3012, + 9581, + 7016 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 152190, + 57997, + 202204, + 68705, + 242963, + 235634, + 150463, + 255633, + 111029, + 85224, + 56059, + 41701, + 50986, + 68563 + ] + }, + { + "label": "tetragonal", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 161044, + 118854, + 189525, + 119141, + 127170, + 162398, + 59585, + 3881, + 199343, + 831, + 902, + 7718, + 132265, + 163157 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "whereas", + "score": 14.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "one", + "output_checked": true + }, + { + "concept": "axis", + "score": 12.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "several", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "became", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "body", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "c", + "output_checked": true + }, + { + "concept": "atoms", + "score": 7.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "interactions", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "range", + "output_checked": true + }, + { + "concept": "disordered", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "highly", + "output_checked": true + }, + { + "concept": "metastable", + "score": 6.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "long", + "output_checked": true + }, + { + "concept": "disproportion", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "body", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 5.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "which", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "significant", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "produces", + "output_checked": true + }, + { + "concept": "that", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "geometry", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "lattice", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "unit", + "output_checked": true + }, + { + "concept": "numerous", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "highly", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "threats", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "long", + "output_checked": true + }, + { + "concept": "rather", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "packets", + "output_checked": true + }, + { + "concept": "fracturing", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "strained", + "output_checked": true + }, + { + "concept": "anisotropic", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "rapid", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "nuclei", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "fragmentation", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "this", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "equivalent", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "exposure", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "suppresses", + "output_checked": true + }, + { + "concept": "consequently", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "localized", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "highly", + "output_checked": true + }, + { + "concept": "correlations", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "range", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "during", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "needles", + "output_checked": true + }, + { + "concept": "mechanism", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "structure", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "body", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "has", + "output_checked": true + }, + { + "concept": "greater", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "unity", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "above", + "output_checked": true + }, + { + "concept": "indicating", + "score": 3.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "neutralization", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "suppresses", + "output_checked": true + }, + { + "concept": "accelerating", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "packets", + "output_checked": true + }, + { + "concept": "intense", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "highly", + "output_checked": true + }, + { + "concept": "fractal", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "needles", + "output_checked": true + }, + { + "concept": "geomet", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "manufacturing", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "mathematically", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "one", + "output_checked": true + }, + { + "concept": "vaporization", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ching", + "output_checked": true + }, + { + "concept": "scientists", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "movement", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "tensile", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "strained", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "isolated", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "undergone", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "has", + "output_checked": true + }, + { + "concept": "warfare", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "suppresses", + "output_checked": true + }, + { + "concept": "elements", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "undertook", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "en", + "output_checked": true + }, + { + "concept": "while", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ching", + "output_checked": true + }, + { + "concept": "collisions", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "smaller", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "individuals", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "strained", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "ervan", + "undos", + "punkte", + "quantos", + "trump", + "Kwa", + "wand", + "Mol", + "NORE", + "ynitrite", + "Hail" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "Mannes", + "Sob", + "channel", + "opat", + "stir", + "olas", + "twe", + "Cole", + "vra", + "Cann", + "ebel", + "Prote", + "olyte", + "wedge", + "grac", + "tons", + "instrument" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "rid", + "opat", + "essional", + "dre", + "wedge", + "champ", + "Schle", + "sum", + "ago", + "chr", + "ilda", + "alk", + "ri", + "ins", + "acid", + "ulse", + "vra", + "rake", + "sat", + "reu", + "bog" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "essional", + "def", + "Reis", + "champ", + "ago", + "Cem", + "alk", + "rakes", + "ri", + "sn", + "bog", + "nguy", + "muut", + "inds", + "rid", + "Sen", + "Proc", + "Cann", + "snag", + "Sesam", + "Pres", + "Schle", + "causes", + "Rid" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "essional", + "ago", + "Sur", + "Cann", + "Reis", + "snag", + "nguy", + "vra", + "Mannes", + "motifs", + "def", + "rid", + "yli", + "Pres", + "riv", + "muut", + "dre", + "myst", + "twe", + "champ", + "fam", + "Sn", + "Sob", + "tenu", + "tfrac", + "grac" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "sn", + "und", + "yn", + "rem", + "rekken", + "atus", + "Rem", + "Vo", + "uldig", + "WOR", + "detached", + "Ih", + "su", + "falls", + "VERE", + "vy", + "undas", + "vac", + "zd", + "Fach", + "susp", + "reh", + "asaki", + "icot", + "hst" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "HI", + "tools", + "sol", + "side", + "tool", + "Green", + "Er", + "konto", + "simple", + "seq", + "bro", + "Ort", + "trading", + "chal", + "Sol", + "Berg", + "Select", + "ilers", + "turbo" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "tool", + "HI", + "side", + "simple", + "demos", + "trading", + "turbo", + "konto", + "rem", + "sol", + "tail", + "verz", + "Green", + "Ort", + "isable", + "Select" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "tail", + "kick", + "blank", + "tools", + "sol", + "Green", + "konto", + "tool", + "record", + "demos", + "Blank", + "remen", + "Er", + "ERT", + "duct", + "select", + "Select" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "linear", + "Green", + "sus", + "tattoo", + "fract", + "fetch", + "dynamic", + "cactus", + "select", + "delegate", + "data", + "cdots", + "ettle", + "ansive", + "switch", + "olved", + "subject", + "awesome", + "proj", + "lives" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "dynamic", + "greet", + "detailed", + "data", + "switch", + "greeting", + "Meals", + "linear", + "delegate", + "titles", + "ettle", + "racial", + "Greet", + "proj", + "CERT", + "usel", + "ilable", + "ILIA", + "cat", + "RECE", + "CRED", + "piet", + "Resolve", + "tattoo" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "bag", + "alh", + "riline", + "acle", + "walled", + "enswert", + "inst", + "standen", + "inac", + "hung", + "ngo", + "Rechnung", + "aware", + "tight", + "bella" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "playlists", + "milion", + "dicts", + "lick", + "kilo", + "cribable", + "theit", + "ygons", + "Dunes", + "flow", + "pickle", + "cocks", + "restart" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "god", + "ogado", + "brus", + "jogar", + "golfer", + "deka", + "rele", + "gor", + "delt", + "holz", + "kund", + "rivol", + "bilgiler", + "owes" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "prong", + "logical", + "tier", + "logic", + "muh", + "fect", + "logique", + "ktor", + "logic", + "Jahres", + "etti", + "erves", + "proiect", + "logical", + "rali" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Verw", + "argue", + "ausge", + "finity", + "verw", + "wir", + "etically", + "omens", + "ectors", + "sped", + "dlatego", + "adillo", + "Warr", + "orough", + "tier", + "welt", + "azimuth", + "fear", + "ructured", + "ounding", + "rozd" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "contend", + "correspondingly", + "ichel", + "kernel", + "wake" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Otherwise", + "postpartum", + "otherwise", + "unders", + "correspondingly", + "reheating", + "simultaneously", + "nonetheless", + "horizontally", + "horizontal", + "probes", + "manifests", + "highlight", + "endregion", + "baliknya", + "slategray", + "deacetyl", + "tab", + "vice", + "readlines" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "However", + "Similarly", + "Meanwhile", + "meanwhile", + "owing", + "Secondly", + "latter", + "Moreover", + "blowing", + "Conversely", + "dee", + "other", + "whereas", + "outputs", + "observation", + "Likewise", + "Furthermore", + "sedangkan", + "Observation", + "nonetheless", + "swell", + "Calculation", + "pleasures", + "copying", + "downloads", + "natomiast", + "nThe", + "opening", + "enthusiasm", + "Recently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "meanwhile", + "Similarly", + "Consequently", + "Furthermore", + "Meanwhile", + "Conversely", + "However", + "Moreover", + "nThe", + "Simultaneously", + "Due", + "Similarly", + "Secondly", + "conversely", + "ength", + "Likewise", + "Consequently", + "simultaneously", + "Because" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Similarly", + "meanwhile", + "Furthermore", + "Consequently", + "Likewise", + "Conversely", + "Moreover", + "nThe", + "However", + "Meanwhile", + "furthermore", + "Simultaneously", + "Consequently", + "conversely", + "Another", + "Due", + "therefore", + "Similarly", + "Recently", + "Secondly", + "Therefore", + "Dit", + "Bunun" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Similarly", + "conversely", + "Furthermore", + "Conversely", + "Alternatively", + "com", + "Similarly", + "Likewise", + "alternatively", + "furthermore", + "txt", + "Simultaneously", + "Due", + "Otherwise", + "Secondly", + "meanwhile", + "similarly", + "However", + "simultaneously", + "Alternatively", + "tetrahedral", + "Additionally", + "png", + "sted", + "Consequently", + "Moreover", + "Recently", + "Coordination" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Similarly", + "conversely", + "Conversely", + "Similarly", + "Likewise", + "Furthermore", + "Meanwhile", + "similarly", + "com", + "urally", + "Certain", + "Simultaneously", + "ipynb", + "Otherwise", + "Secondly", + "Another", + "Alternatively", + "Conversely", + "This", + "Repeat", + "Therefore", + "meanwhile", + "osters", + "However" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Similarly", + "Conversely", + "conversely", + "Similarly", + "Meanwhile", + "Simultaneously", + "Furthermore", + "Likewise", + "com", + "similarly", + "Due", + "Therefore", + "Based", + "urally", + "Another", + "ively", + "simultaneously", + "Secondly", + "ipynb", + "Conversely", + "This", + "However", + "By", + "Given", + "endswith", + "osters", + "Neither", + "meanwhile" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Similarly", + "Conversely", + "Based", + "Based", + "Similarly", + "Another", + "Given", + "Secondly", + "Both", + "Furthermore", + "Therefore", + "When", + "However", + "Due", + "Rather", + "Specifically", + "Historically", + "conversely", + "During", + "Those", + "ively", + "Below", + "urally", + "similarly" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Q", + "Conversely", + "When", + "Furthermore", + "A", + "These", + "Upon", + "Based", + "Another", + "Due", + "In", + "For", + "Cent", + "That", + "Using", + "However", + "By", + "While", + "Its", + "After", + "Given", + "Similarly", + "Nucle", + "At" + ] + } + ], + "logit_surprising": [ + { + "concept": "interactions", + "score": 11.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "disordered", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "axis", + "score": 9.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "c", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "body", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "resulting", + "output_checked": true + }, + { + "concept": "prong", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "verw", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "greater", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "c", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "unit", + "output_checked": true + }, + { + "concept": "tetragonal", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "lattice", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "unity", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "above", + "output_checked": true + }, + { + "concept": "indicating", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "structure", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "body", + "output_checked": true + }, + { + "concept": "rele", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "ausge", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "has", + "output_checked": true + }, + { + "concept": "spf", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "highly", + "output_checked": true + }, + { + "concept": "serp", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "long", + "output_checked": true + }, + { + "concept": "whereas", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "localized", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "atoms", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "strained", + "output_checked": true + }, + { + "concept": "fires", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ching", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "metastable", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "produces", + "output_checked": true + }, + { + "concept": "mechanism", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "replay", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "body", + "output_checked": true + }, + { + "concept": "boo", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "strained", + "output_checked": true + }, + { + "concept": "halk", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "body", + "output_checked": true + }, + { + "concept": "Resist", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "long", + "output_checked": true + }, + { + "concept": "undergone", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "has", + "output_checked": true + }, + { + "concept": "anyway", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "thus", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "that", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "infinity", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "above", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "abnormally", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "has", + "output_checked": true + }, + { + "concept": "Question", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "en", + "output_checked": true + }, + { + "concept": "reduces", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "slows", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "clusters", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "strained", + "output_checked": true + }, + { + "concept": "est", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "en", + "output_checked": true + }, + { + "concept": "combustion", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "suppresses", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Qu", + "output_checked": true + }, + { + "concept": "reassure", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "strained", + "output_checked": true + }, + { + "concept": "geg", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "key", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "c", + "output_checked": true + }, + { + "concept": "sweep", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "uman", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "produces", + "output_checked": true + }, + { + "concept": "lick", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "Phong", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "ToServer", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "clocked", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "one", + "output_checked": true + }, + { + "concept": "lopen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "and", + "output_checked": true + }, + { + "concept": "onClick", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "resulting", + "output_checked": true + }, + { + "concept": "embers", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "above", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "cez", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "ching", + "output_checked": true + }, + { + "concept": "ayr", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "logic", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-04__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Quench-induced coordinated transformation 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "An austenitic sample undergoes an abrupt, composition-preserving shape change during cooling. The product is hard, plate-like, and internally twinned.", + "prompt_tail": "An austenitic sample undergoes an abrupt, composition-preserving shape change during cooling. The product is hard, plate-like, and internally twinned.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-rapid-transformation-05", + "carrier_id": null, + "target_family": "rapid-transformation", + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 1687, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 10218 + }, + { + "label": "Bain", + "best_rank": 17506, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 14281 + }, + { + "label": "tetragonal", + "best_rank": 41, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 35953 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "orry", + "accordingly", + "which", + "ogether", + "hereby", + "leness", + "ients", + "therefore", + "hence", + "together", + "ilities", + "according", + "asons", + "eles", + "oba", + "iken", + "ammed", + "isses", + "wes", + "people", + "item", + "aly", + "itors", + "anyak" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "ii", + "lle", + "alike", + "d", + "zes", + "thereof", + "lli", + "ct", + "ie", + "ff", + "wards", + "t", + "ion", + "ort", + "ise", + "ided", + "rl", + "persons", + "sic", + "onus", + "ly", + "elf", + "iew", + "ued", + "mente", + "erd", + "edly", + "uin", + "gg", + "vl" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "lle", + "alike", + "plus", + "persons", + "gonna", + "thru", + "ii", + "centre", + "thereof", + "etc", + "etc", + "mente", + "xd", + "anda", + "onus", + "sowie", + "sic", + "afield", + "d", + "ort", + "wn", + "gg", + "centre", + "dll", + "ue" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "udos", + "hiy", + "UIT", + "ortheast", + "edly", + "persons", + "pursuant", + "oides", + "arters", + "thereon", + "entimes", + "oid", + "ited", + "aken", + "arena", + "yy", + "zes", + "aska", + "yses", + "decedent", + "yj", + "rotto", + "ued", + "amente", + "thereto", + "ff", + "center" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "edly", + "arters", + "stuffs", + "hiy", + "persons", + "wherein", + "pursuant", + "udos", + "ued", + "thereon", + "AKA", + "oid", + "mente", + "eyer", + "thereto", + "UIT", + "standpoint", + "yses", + "maupun", + "sic", + "persons", + "CTED", + "osite", + "oides", + "yj", + "zis", + "center" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "utta", + "yy", + "also", + "zes", + "characterized", + "actress", + "utilized", + "thereon", + "females", + "comprised", + "assisted", + "composed", + "ondo", + "eyer", + "thereafter", + "oides", + "gynec", + "entimes", + "arters", + "Util", + "specimens", + "thereto", + "filmed", + "ited", + "upon", + "eness", + "UIT", + "iee" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "prior", + "urally", + "primarily", + "interior", + "characteristics", + "characterized", + "rotto", + "textural", + "largely", + "exterior", + "portions", + "comprised", + "istically", + "thereto", + "supplemental", + "nomenclature", + "walled", + "Supplemental", + "assemblages", + "patterning", + "noted", + "characteristic", + "substrate", + "ancillary", + "husbandry", + "facies", + "dyads", + "mostly", + "morphology" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "characteristic", + "characterized", + "thereto", + "characteristics", + "specimen", + "aceous", + "subordinate", + "composition", + "neoplas", + "distal", + "cuticle", + "compositional", + "concomit", + "subordinated", + "morphology", + "cyst", + "facies", + "interior", + "coloration", + "tubercul", + "nomenclature", + "concomitant", + "secretory", + "gynec", + "Disposition", + "assemblages", + "persons", + "periodical", + "etiology", + "albumen" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "morphology", + "subsurface", + "Metall", + "crystalline", + "characteristic", + "anisotropic", + "substrate", + "mineral", + "facies", + "metallurgy", + "microscopy", + "microstructure", + "crystallography", + "striated", + "subterranean", + "lith", + "crystallization", + "aceous", + "ellae", + "Morphology", + "industrial", + "metall", + "tubercul", + "spectroscopic", + "extrusion", + "hypertro", + "extruded", + "agglomer", + "micrograph", + "intrac", + "sintered" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "crystalline", + "microstructure", + "morphology", + "anisotropic", + "subsurface", + "striated", + "characteristic", + "micrograph", + "crystallization", + "crystall", + "spectroscopic", + "hypertro", + "substrate", + "microscopy", + "birefring", + "lith", + "weld", + "histological", + "sintered", + "lattice", + "Metall", + "morphological", + "suture", + "coloration", + "extrusion", + "recrystall", + "extruded", + "agglomer", + "stratigraphic", + "crystallography" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "metallurgical", + "characteristic", + "crystalline", + "morphology", + "hypertro", + "crystallization", + "coloration", + "deform", + "anisotropic", + "recrystall", + "striated", + "weld", + "extrusion", + "microstructure", + "micrograph", + "extruded", + "subsurface", + "crystall", + "substrate", + "fracturing", + "birefring", + "imping", + "birefringence", + "morphological", + "crystalline", + "welds", + "rectilinear", + "vasculature", + "fiss" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "characteristic", + "morphology", + "crystallization", + "formation", + "deform", + "polymerization", + "metallurgical", + "necrosis", + "coloration", + "microstructure", + "birefringence", + "homozyg", + "defects", + "fibrosis", + "recrystall", + "fracturing", + "polymerized", + "characteristics", + "extrusion", + "refractory", + "subsurface", + "agglomer", + "morphogenesis", + "crystallinity", + "Morphology", + "induced", + "fibrous", + "defective" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "morphology", + "characteristics", + "microstructure", + "metallurgical", + "rectilinear", + "holotype", + "deform", + "characterize", + "coloration", + "formation", + "dense", + "polymerization", + "refractory", + "cuticle", + "quartzite", + "micrograph", + "characterized", + "microscopy", + "Characteristic", + "amorphous", + "extrusion", + "characterizing", + "characteristic", + "Characteristic", + "agglomer" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "characteristic", + "characteristics", + "holotype", + "microscopy", + "characterize", + "morphology", + "Characteristics", + "specimen", + "coloration", + "rectilinear", + "quartzite", + "phenotype", + "Characteristic", + "Characteristic", + "caracteriza", + "characteristics", + "Appearance", + "characterized", + "characteristic", + "microstructure", + "Characteristics" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "During", + "lyn", + "during", + "ingly", + "Recently", + "whence", + "Owing", + "whilst", + "which", + "ertain", + "whereas", + "oping", + "recently", + "tonight", + "ieu", + "whereupon", + "inally", + "reportedly", + "meteorological", + "this", + "ually", + "ieurs", + "publicly", + "witnesses", + "istically", + "during", + "fluss", + "demonstrators" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "ertain", + "Conversely", + "Recently", + "wards", + "During", + "lyn", + "Consequently", + "whereas", + "whereas", + "ually", + "ively", + "ilities", + "recently", + "aneous", + "cially", + "iquement", + "ytically", + "ingly", + "elson", + "lately", + "Similarly", + "sequent", + "furthermore", + "Subsequently", + "Consequently", + "itherto", + "during", + "Owing", + "lement", + "ories", + "omic" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Conversely", + "correspondingly", + "likewise", + "Similarly", + "Conversely", + "conversely", + "ertain", + "furthermore", + "whereas", + "thereafter", + "Furthermore", + "afterwards", + "similarly", + "During", + "contrasted", + "else", + "simultaneously", + "afterward", + "Furthermore", + "alternatively", + "confronting", + "according", + "nevertheless", + "nonetheless", + "concurrently", + "Consequently", + "Alongside", + "equally", + "Similarly", + "accordingly", + "Consequently", + "alleng" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "During", + "During", + "during", + "furthermore", + "afterwards", + "during", + "afterward", + "likewise", + "whereas", + "accordingly", + "lately", + "demonstrating", + "nonetheless", + "Alongside", + "while", + "while", + "Upon", + "meanwhile", + "today", + "observed", + "Furthermore", + "explaining", + "underneath", + "Similarly", + "After", + "Once", + "analyzing", + "thereafter", + "Yet", + "tandis", + "witnessing" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "ertain", + "uries", + "Yet", + "lately", + "mdash", + "mselves", + "today", + "During", + "ueva", + "ilities", + "augh", + "oday", + "Its", + "holtz", + "olerance", + "Yet", + "nonetheless", + "meanwhile", + "maal", + "ildet", + "andia", + "ideo", + "weet", + "theirs", + "itness", + "Conversely", + "Owing" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "holtz", + "Conversely", + "Meanwhile", + "Regarding", + "Owing", + "ndo", + "ertain", + "During", + "mdash", + "Consequently", + "Yet", + "lately", + "furthermore", + "nonetheless", + "whereas", + "Looking", + "Considering", + "During", + "Yet", + "meanwhile", + "conversely", + "accordingly", + "Looking", + "Hence", + "arette", + "yme", + "Conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "holtz", + "ndo", + "Its", + "lately", + "ibi", + "Yet", + "mdash", + "Yet", + "His", + "Looking", + "yme", + "Lately", + "Looking", + "Consequently", + "Conversely", + "accordingly", + "arette", + "nonetheless", + "Considering", + "awn", + "anymore", + "investigating", + "furthermore", + "Regarding", + "During", + "Recently", + "conversely", + "What" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "ndo", + "holtz", + "awn", + "Again", + "Hence", + "Facing", + "Yet", + "sted", + "Its", + "Conversely", + "BAT", + "Conversely", + "Again", + "whor", + "Its", + "Secondly", + "txt", + "OUND", + "Unless", + "Observe", + "stm", + "Ships", + "hood", + "During", + "andon", + "Though", + "dll", + "Considering" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Yet", + "awn", + "Anyone", + "Secondly", + "eted", + "UMENT", + "Bred", + "Meanwhile", + "Another", + "Secondly", + "ows", + "Researchers", + "rive", + "Sao", + "oad", + "aments", + "bred", + "auche", + "Another", + "acking", + "afraid", + "Yet", + "otre", + "Therefore", + "bill", + "Unless" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Yet", + "awn", + "Anyone", + "Meanwhile", + "Sao", + "Researchers", + "rive", + "ILL", + "acking", + "bill", + "UMENT", + "Secondly", + "arty", + "oad", + "Researchers", + "Another", + "akers", + "Secondly", + "ively", + "ells", + "afraid", + "ENGTH", + "IVING", + "Bred" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "oad", + "awn", + "Yet", + "UMENT", + "Researchers", + "ILL", + "Researchers", + "eted", + "Considering", + "een", + "Secondly", + "aints", + "SearchResults", + "ells", + "afraid", + "Secondly", + "Please", + "IGATION", + "blit", + "Heading", + "Considering", + "ocht", + "Bone", + "ullin", + "ould", + "engar", + "USING", + "ucin", + "Searching" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "No", + "Yet", + "men", + "These", + "Let", + "sub", + "When", + "bl", + "he", + "A", + "If", + "stand", + "re", + "oc", + "Such", + "In", + "dot", + "nt", + "It", + "nth", + "hat", + "m", + "Another", + "They", + "hen", + "emph", + "Please", + "ies", + "For", + "at" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 96765, + 59297, + 30552, + 83198, + 61341, + 24469, + 25760, + 16435, + 3086, + 3054, + 1688, + 2034, + 6875, + 14148, + 139976, + 129670, + 131524, + 85265, + 120336, + 83633, + 84516, + 25141, + 38943, + 15136, + 48778, + 3167 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 62611, + 50512, + 85342, + 64236, + 60519, + 23953, + 40088, + 33815, + 10241, + 40712, + 75779, + 126102, + 85345, + 54840, + 86484, + 109218, + 106755, + 198129, + 79574, + 61121, + 34578, + 17507, + 69208, + 51074, + 27702, + 23954 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 139611, + 165287, + 172854, + 75281, + 127095, + 113819, + 40371, + 7543, + 401, + 118, + 76, + 81, + 46, + 42, + 206068, + 238023, + 219500, + 246334, + 217579, + 192715, + 195538, + 191859, + 236388, + 246870, + 223283, + 49862 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 33078, + 59245, + 112436, + 35212, + 220098, + 50370, + 45981, + 10219, + 13857, + 12252, + 38120, + 21904, + 124326, + 74584 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 45343, + 38118, + 216840, + 57396, + 104915, + 138379, + 107766, + 253090, + 159846, + 59358, + 65323, + 14282, + 19626, + 28635 + ] + }, + { + "label": "tetragonal", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 225537, + 211264, + 228063, + 134530, + 149310, + 140423, + 72522, + 46312, + 225244, + 35954, + 42540, + 48682, + 79890, + 76691 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "metallurgical", + "score": 24.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "sudden", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "abrupt", + "output_checked": true + }, + { + "concept": "characterized", + "score": 9.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "because", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "An", + "output_checked": true + }, + { + "concept": "several", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "undergoes", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 7.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "tw", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "undergoes", + "output_checked": true + }, + { + "concept": "brittle", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "alloy", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "deformation", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "whereas", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ",", + "output_checked": true + }, + { + "concept": "subjected", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "from", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "change", + "output_checked": true + }, + { + "concept": "alloying", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "toughness", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "but", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "altering", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "instantaneous", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "change", + "output_checked": true + }, + { + "concept": "instantaneously", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "resultante", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "product", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "resulted", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "product", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "undergoes", + "output_checked": true + }, + { + "concept": "lacked", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "abrupt", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "undergoes", + "output_checked": true + }, + { + "concept": "heating", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "during", + "output_checked": true + }, + { + "concept": "below", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "fractured", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "compared", + "score": 3.0, + "best_rank": 2, + "best_depth": 75.6, + "near_token": "inned", + "output_checked": true + }, + { + "concept": "structures", + "score": 3.0, + "best_rank": 10, + "best_depth": 78.0, + "near_token": "like", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "elongated", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "like", + "output_checked": true + }, + { + "concept": "specimen", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "admixture", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "identical", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "preserving", + "output_checked": true + }, + { + "concept": "dense", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "oxide", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ",", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "yet", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ",", + "output_checked": true + }, + { + "concept": "this", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "The", + "output_checked": true + }, + { + "concept": "was", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "intensity", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "despite", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "possesses", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "inhomogeneous", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "welded", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "tw", + "output_checked": true + }, + { + "concept": "excuse", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "An", + "output_checked": true + }, + { + "concept": "Yet", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Its", + "score": 2.0, + "best_rank": 2, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 12, + "best_depth": 56.1, + "near_token": "like", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "An", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "mineral", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "preserving", + "output_checked": true + }, + { + "concept": "geometrically", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "scientific", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "stabilized", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "is", + "output_checked": true + }, + { + "concept": "crystallization", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "mottled", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "orthogonal", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "inned", + "output_checked": true + }, + { + "concept": "preservation", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "preserving", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "Hail", + "wand", + "Kwa", + "ynitrite", + "ervan", + "boule", + "quantos", + "ties", + "uks", + "punkte", + "cro", + "ambo", + "Kwa" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "Mannes", + "rid", + "stir", + "Sob", + "twe", + "olyte", + "lev", + "reu", + "tons", + "trem", + "lou", + "Cann", + "Schle", + "channel", + "Tit", + "ebo" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "nab", + "lev", + "Pres", + "twe", + "ebo", + "reu", + "wedge", + "brink", + "Bens", + "rid", + "blot", + "unused", + "champ", + "astes", + "impress", + "Carg" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "champ", + "Ce", + "alk", + "Reis", + "glob", + "ilg", + "ago", + "reu", + "Langer", + "def", + "tfrac", + "Mani", + "Sob", + "unused", + "Sod", + "fam" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "ago", + "glob", + "champ", + "Mani", + "dre", + "essional", + "byt", + "fam", + "Pres", + "Rec", + "Durch", + "Frem", + "Bens", + "Tit", + "zd", + "Eing", + "dim", + "dip", + "Ce", + "ilers", + "Sob", + "Apa" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "rem", + "yn", + "atus", + "sn", + "Hs", + "Vo", + "WOR", + "ual", + "sag", + "side", + "idence", + "icot", + "Vla", + "hst", + "ling", + "fin", + "Rem" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "side", + "tools", + "HI", + "Green", + "dal", + "Sol", + "tool", + "kick", + "trading", + "ME", + "ORS", + "six", + "nop", + "remen", + "rem", + "Select", + "Vo", + "Vo" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "side", + "HI", + "tool", + "sol", + "trading", + "turbo", + "dad", + "select", + "rem", + "Select", + "tail", + "Green", + "kick", + "remen", + "simple", + "ORS", + "dal", + "six", + "nop" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "kick", + "select", + "sol", + "HI", + "tools", + "nop", + "tail", + "record", + "rem", + "tool", + "Green", + "pick", + "Select", + "Sol", + "lives", + "remen", + "simple", + "atus", + "blank" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "cdots", + "linear", + "OOSE", + "Select", + "fetch", + "switch", + "ettle", + "sus", + "select", + "felt", + "lives", + "greet", + "greeting", + "listener", + "betre", + "Elsewhere", + "itivity" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "fetch", + "greeting", + "itivity", + "ettle", + "OOSE", + "scoped", + "linear", + "switch", + "lives", + "Greeting", + "Greet", + "discuss", + "betre", + "discussed", + "Lives", + "meetings", + "isselle", + "RECE", + "dog", + "greet" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "law", + "elli", + "MAIL", + "edy", + "erat", + "Apa", + "occa", + "berat", + "uya", + "mouseY", + "bag", + "itas", + "yme", + "rami", + "Gasp", + "ema", + "Lang", + "tagli", + "Play", + "bells", + "mailer", + "epar", + "bag", + "breath" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "kulit", + "getId", + "gqlgen", + "cama", + "cribable", + "bosses", + "dieu", + "adet", + "boss", + "rectum", + "httpClient", + "assol", + "anger", + "bilen" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "brus", + "punt", + "god", + "assol", + "deka", + "dieu", + "ogado", + "abilecek", + "dfs", + "grud", + "labores", + "rele", + "okol", + "blas", + "kole", + "ggen", + "Moser", + "kund" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Jahres", + "tier", + "erves", + "ausge", + "schrift", + "prong", + "Ber", + "poste", + "idio", + "igste", + "peric", + "father" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "halk", + "Stein", + "kast", + "Lutz", + "ham", + "tti", + "idium", + "caram", + "tier", + "wir", + "spf", + "rape", + "organisme", + "afect", + "opcode", + "Gut", + "Jaz", + "adillo", + "daran", + "orges", + "dungeons" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "bl", + "together", + "kavram", + "WHM", + "rung", + "boil", + "auquel" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "nonetheless", + "ImageFilter", + "wonders", + "Weekly", + "Downloads", + "Pics", + "bl", + "biggr", + "Formation", + "today", + "weekly", + "Thought", + "Lately", + "Together", + "Stri", + "pleasures", + "Details", + "blowing", + "Images", + "Subs", + "UserDetails", + "ernel", + "Trou", + "Remarks" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "simultaneously", + "Meanwhile", + "During", + "meanwhile", + "Simultaneously", + "During", + "nonetheless", + "Explain", + "Its", + "Compared", + "Subsequently", + "during", + "Consequently", + "Explain", + "JB", + "ERG", + "Consequently", + "thanks", + "Its", + "coli", + "Compared", + "Subsequently", + "today", + "ellae" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "During", + "Neither", + "During", + "nonetheless", + "Nowadays", + "Its", + "during", + "holtz", + "coli", + "Explain", + "innan", + "mano", + "recently", + "nowadays", + "entin", + "Meanwhile", + "wat", + "Its", + "Recently", + "ellae", + "Within" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "During", + "txt", + "During", + "during", + "xlsx", + "Observe", + "Stellen", + "Ships", + "secondly", + "Secondly", + "Sick", + "Sur", + "sted", + "json", + "coli", + "huh", + "mitochondria", + "Errors", + "nowadays", + "Than", + "simultaneously", + "furthermore", + "Allow", + "screw", + "Observing", + "Secondly", + "Unless", + "Errors" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Secondly", + "ivities", + "secondly", + "Meanwhile", + "pyplot", + "Mind", + "blit", + "Secondly", + "json", + "plant", + "finger", + "meanwhile", + "endswith", + "ENGTH", + "Awards", + "ardini", + "heading", + "Uns", + "Mamm", + "Varieties", + "img", + "amd" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "ivities", + "heading", + "Secondly", + "secondly", + "anthropologists", + "json", + "Secondly", + "js", + "meanwhile", + "subheading", + "hline", + "subsection", + "slide", + "subsection", + "Subs", + "ardini", + "Subs", + "subsubsection", + "members", + "judging", + "heading", + "screw", + "Uns" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Subs", + "sub", + "angle", + "Subs", + "heading", + "Secondly", + "imming", + "subheading", + "Secondly", + "pas", + "Sub", + "subsection", + "meanwhile", + "subs", + "ivities", + "Sub", + "gend", + "simultaneously", + "subsubsection", + "ucking", + "ucus", + "Mind", + "bm" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "sub", + "vec", + "black", + "pas", + "length", + "subsection", + "textbf", + "bl", + "spa", + "int", + "aut", + "bas", + "subkey", + "nt", + "base", + "pawns", + "sort", + "substring", + "Sub", + "left", + "was", + "end", + "spin", + "dot", + "emph", + "he", + "think", + "twinning", + "angle", + "jpg", + "section", + "below" + ] + } + ], + "logit_surprising": [ + { + "concept": "microstructure", + "score": 13.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "ilm", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "product", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "an", + "output_checked": true + }, + { + "concept": "brittle", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "ausge", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "An", + "output_checked": true + }, + { + "concept": "annealing", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "an", + "output_checked": true + }, + { + "concept": "but", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "martens", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "is", + "output_checked": true + }, + { + "concept": "God", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ",", + "output_checked": true + }, + { + "concept": "halk", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "preserving", + "output_checked": true + }, + { + "concept": "resultante", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "alloying", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "preserving", + "output_checked": true + }, + { + "concept": "punt", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "preserving", + "output_checked": true + }, + { + "concept": "alloy", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "sudden", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "below", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "OOSE", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "rele", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "Jahres", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "serp", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "afect", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "change", + "output_checked": true + }, + { + "concept": "segmented", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "while", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "change", + "output_checked": true + }, + { + "concept": "resulting", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "The", + "output_checked": true + }, + { + "concept": "characterized", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "is", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "undergoes", + "output_checked": true + }, + { + "concept": "twinning", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "tw", + "output_checked": true + }, + { + "concept": "isotherm", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "change", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "An", + "output_checked": true + }, + { + "concept": "bit", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "BAG", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "heapq", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Viva", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "fam", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "inned", + "output_checked": true + }, + { + "concept": "replay", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "reheat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "getId", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "beat", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "foreach", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "boat", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ",", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "rzeczy", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "like", + "output_checked": true + }, + { + "concept": "sebe", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "tw", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "submodule", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "hybrid", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "experiment", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "an", + "output_checked": true + }, + { + "concept": "Driven", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "marked", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "Filled", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "tw", + "output_checked": true + }, + { + "concept": "anytime", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "An", + "output_checked": true + }, + { + "concept": "metallurgy", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "irradiation", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "during", + "output_checked": true + }, + { + "concept": "fibrous", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "tw", + "output_checked": true + }, + { + "concept": "Scan", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "temperature", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "change", + "output_checked": true + }, + { + "concept": "formation", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "product", + "output_checked": true + }, + { + "concept": "stressed", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "solidification", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "Secondly", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-05__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-rapid-transformation-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Motion of linear lattice imperfections 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Plastic flow begins when a linear lattice imperfection travels across a close-packed plane and leaves a permanent surface step.", + "prompt_tail": "Plastic flow begins when a linear lattice imperfection travels across a close-packed plane and leaves a permanent surface step.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 22 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-line-defect-motion-01", + "carrier_id": null, + "target_family": "line-defect-motion", + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 86, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 5261 + }, + { + "label": "glide", + "best_rank": 3343, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 12021 + }, + { + "label": "slip", + "best_rank": 39918, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 11835 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "orry", + "accordingly", + "hereby", + "ogether", + "ients", + "together", + "oba", + "iken", + "according", + "hence", + "isses", + "leness", + "elm", + "furthermore", + "together" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "ited", + "zes", + "wie", + "alike", + "lli", + "d", + "ie", + "ided", + "rs", + "arie", + "standpoint", + "ion", + "ort", + "ng", + "wards", + "ii", + "erd", + "uin", + "bzw", + "meanwhile", + "leness", + "ndo", + "lly", + "i", + "ct", + "elf", + "ck", + "iew", + "ike" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "mente", + "oraz", + "xd", + "gonna", + "dz", + "lli", + "d", + "gy", + "ii", + "hood", + "idio", + "le", + "ie", + "idd", + "los", + "aid", + "wie", + "tion", + "rien", + "les", + "ower", + "Id", + "aska", + "alos" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "edly", + "lle", + "lli", + "ided", + "ilities", + "ients", + "leness", + "ately", + "cedures", + "osite", + "yi", + "zis", + "lement", + "zia", + "zes", + "oides", + "xes", + "ct", + "ie", + "oid", + "ited", + "ideo", + "mente", + "ses", + "atre", + "enos", + "edes" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "ided", + "lement", + "ilities", + "ients", + "lle", + "ately", + "osite", + "edly", + "lli", + "ertain", + "mente", + "oso", + "thereof", + "eded", + "ct", + "ie", + "ally", + "persons", + "wherein", + "enos", + "standpoint", + "zis", + "ion", + "ient", + "ited", + "ued", + "ially", + "able" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "furthermore", + "wherein", + "Furthermore", + "Additionally", + "which", + "sequently", + "neath", + "Although", + "Furthermore", + "consequently", + "Regarding", + "During", + "meydana", + "ideo", + "ided", + "able", + "although", + "Additionally", + "alike", + "Upon", + "although", + "lastly", + "according", + "According", + "avel", + "regarding" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "whereupon", + "merely", + "wherein", + "thereto", + "whereby", + "unto", + "thereafter", + "notwithstanding", + "thence", + "upon", + "thereof", + "thereby", + "pursuant", + "occurring", + "Upon", + "ordinarily", + "heretofore", + "subsequently", + "owing", + "ably", + "although", + "adjoining", + "Owing", + "sequent", + "the", + "that" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "merely", + "whereupon", + "thereto", + "furthermore", + "thereby", + "wherein", + "thence", + "notwithstanding", + "alike", + "aneous", + "thereof", + "unto", + "thereafter", + "customarily", + "upon", + "sequently", + "heretofore", + "Consequently", + "wherein", + "Owing", + "Upon", + "apiece", + "Miscellaneous", + "occurrence", + "Upon", + "whereby" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "merely", + "whereupon", + "thereafter", + "thence", + "subsequently", + "subsequent", + "thereby", + "discontinuous", + "Thereafter", + "delineated", + "permanently", + "Subsequently", + "lith", + "thereto", + "sequent", + "irrevoc", + "ized", + "Subsequent", + "rupt", + "ritus", + "approximately", + "aneous", + "sequently", + "Upon", + "upon", + "henceforth" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subsequent", + "merely", + "discontinuous", + "indelible", + "irrevoc", + "incipient", + "nascent", + "bacterium", + "subsequently", + "rupture", + "fracturing", + "permanently", + "etching", + "Subsequent", + "crystall", + "catalyzed", + "rupt", + "bacter", + "thereafter", + "engineered", + "initiating", + "permanence", + "lith", + "whereupon", + "electrically", + "breakage", + "infinitesimal", + "acetyl", + "characteristic", + "plast", + "nucleation" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "subsequent", + "discontinuous", + "merely", + "initiating", + "indelible", + "rupture", + "irrevoc", + "Subsequent", + "nascent", + "permanence", + "permanently", + "incipient", + "rupt", + "breakage", + "accretion", + "altering", + "discontinuity", + "infinitesimal", + "subsequently", + "observable", + "transdu", + "momentary", + "fracturing", + "irrevers", + "observed", + "microscopic", + "alteration", + "catalyzed", + "accret" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "initiating", + "discontinuous", + "subsequent", + "discontinuity", + "propagating", + "initiate", + "disturbed", + "findung", + "disturbance", + "breakage", + "infinitesimal", + "propagation", + "occurrence", + "initiation", + "thence", + "incipient", + "subsequently", + "initiated", + "triggering", + "nucleation", + "initiates", + "initiator", + "whereupon", + "repeatable", + "degradation", + "rupture", + "reproducible", + "anodic", + "discontinuities" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "discontinuous", + "analogous", + "successive", + "subsequent", + "microscopic", + "discontinuity", + "reproducible", + "infinitesimal", + "repeatable", + "evolutionary", + "anodic", + "imperfection", + "propagating", + "rudimentary", + "WindowEvent", + "occurrence", + "permanently", + "thence", + "initiating", + "discontinuities", + "anomalous", + "subsequently", + "analogy", + "successively", + "momentary", + "repeatability", + "findung", + "primitive" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "analogous", + "successive", + "subsequently", + "subsequent", + "thence", + "successively", + "Subsequent", + "WindowEvent", + "Subsequently", + "reproducible", + "Occurrence", + "Subsequently", + "originating", + "analog", + "initiated", + "rudimentary", + "occurrence", + "initiating", + "discontinuous", + "initiated", + "recursively" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "furthermore", + "Furthermore", + "which", + "because", + "Because", + "whereas", + "Secondly", + "Conversely", + "secondly", + "Consequently", + "Conversely", + "Furthermore", + "Similarly", + "Likewise", + "whereupon", + "Similarly", + "Upon", + "whereby", + "Subsequently", + "Which", + "featuring", + "simultaneously", + "Eventually", + "Each", + "Meanwhile", + "Upon", + "believing", + "meanwhile", + "Whereas", + "Likewise" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "furthermore", + "Consequently", + "Similarly", + "Furthermore", + "Similarly", + "Likewise", + "Conversely", + "whereas", + "Meanwhile", + "likewise", + "meanwhile", + "Consequently", + "Conversely", + "Because", + "Again", + "Eventually", + "Secondly", + "Subsequently", + "this", + "This", + "else", + "Then", + "Also", + "During", + "Yet", + "similarly", + "Often", + "Certainly", + "Ultimately", + "secondly", + "Likewise" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "Similarly", + "Similarly", + "Conversely", + "conversely", + "similarly", + "likewise", + "meanwhile", + "Likewise", + "whereas", + "Meanwhile", + "Consequently", + "Conversely", + "Then", + "Simultaneously", + "else", + "Also", + "Similar", + "Often", + "Furthermore", + "Secondly", + "Subsequently", + "secondly", + "This", + "During", + "Again", + "Yet", + "accordingly", + "consequently", + "thereafter", + "Eventually" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "conversely", + "likewise", + "Similarly", + "similarly", + "whereas", + "Meanwhile", + "Similarly", + "Likewise", + "Conversely", + "accordingly", + "secondly", + "consequently", + "thereafter", + "Conversely", + "Equally", + "Simultaneously", + "therefore", + "Furthermore", + "thereby", + "else", + "nonetheless", + "Yet", + "alike", + "these", + "separately", + "afterwards", + "Similar", + "Consequently", + "moreover" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "conversely", + "Similarly", + "Meanwhile", + "likewise", + "Likewise", + "Conversely", + "Yet", + "accordingly", + "Similarly", + "Conversely", + "furthermore", + "this", + "Consequently", + "Dieser", + "This", + "whereas", + "similarly", + "therefore", + "Yet", + "Likewise", + "thus" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Similarly", + "Consequently", + "Meanwhile", + "Each", + "Conversely", + "This", + "Likewise", + "Similarly", + "meanwhile", + "conversely", + "Recently", + "Conversely", + "Its", + "Yet", + "thereafter", + "Recent", + "accordingly", + "Nevertheless", + "Similar", + "Along", + "Same", + "likewise", + "Today", + "Its", + "furthermore", + "Dieser", + "Dabei", + "Consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Similarly", + "This", + "Each", + "Conversely", + "Consequently", + "Likewise", + "Meanwhile", + "Its", + "Yet", + "Similarly", + "Recently", + "conversely", + "Similar", + "meanwhile", + "Another", + "Conversely", + "Same", + "Every", + "Recent", + "Dieser", + "this", + "This", + "Its", + "furthermore", + "Unless", + "Nonetheless", + "Hence", + "Nevertheless", + "Therefore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Each", + "Consequently", + "Similarly", + "Likewise", + "Furthermore", + "Conversely", + "Its", + "Hence", + "Dieser", + "this", + "furthermore", + "This", + "Therefore", + "Similar", + "conversely", + "Every", + "Alternatively", + "Dabei", + "Another", + "Secondly", + "Yet", + "Unless", + "Este", + "Though" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Similarly", + "Therefore", + "Otherwise", + "Consequently", + "Similarly", + "Likewise", + "Another", + "Meanwhile", + "This", + "Same", + "Denne", + "Unless", + "Esse", + "Unless", + "Another", + "Repeat", + "this" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Similarly", + "This", + "Therefore", + "Consequently", + "Similarly", + "Repeat", + "Another", + "Same", + "Otherwise", + "This", + "Meanwhile", + "endif", + "Subsequent", + "Each", + "opy", + "Thank", + "Unless", + "Likewise", + "UMENT", + "Copy", + "Sorry", + "Repeat" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Another", + "Others", + "Similarly", + "Each", + "Subsequent", + "Consequently", + "Otherwise", + "Repeat", + "Naturally", + "Other", + "Same", + "Selecting", + "erset", + "Similarly", + "Secondly", + "Anatom", + "Allow", + "These", + "Experimental", + "Every", + "Thank", + "Algorithms", + "Dependence", + "This" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "A", + "This", + "More", + "Continuous", + "The", + "Subsequent", + "Linear", + "In", + "Physical", + "Random", + "An", + "Another", + "By", + "Sub", + "No", + "Each", + "Same", + "When", + "Line", + "Fine", + "Plastic", + "It", + "Any", + "Once", + "Such", + "Upon", + "Repeat", + "S", + "Open", + "Further" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 53364, + 175851, + 159035, + 112880, + 114846, + 114905, + 4729, + 11151, + 5486, + 561, + 219, + 176, + 87, + 2707, + 3129, + 9107, + 10262, + 36640, + 35151, + 25996, + 26140, + 18637, + 76600, + 75792, + 81048, + 36909 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 176500, + 135269, + 128781, + 158049, + 135211, + 42619, + 28004, + 42143, + 30967, + 26902, + 4089, + 3344, + 15460, + 90849, + 139015, + 155729, + 109345, + 48957, + 46986, + 24051, + 32920, + 17950, + 81263, + 100881, + 71970, + 13472 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 106917, + 110985, + 97246, + 162510, + 144872, + 204023, + 131910, + 105122, + 94516, + 58445, + 55086, + 62932, + 83539, + 233493, + 98416, + 85085, + 81266, + 39919, + 56290, + 98882, + 51956, + 60361, + 78251, + 55022, + 34966, + 2933 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 208091, + 261896, + 130825, + 64635, + 172393, + 174338, + 70200, + 55066, + 119878, + 5262, + 10497, + 7995, + 15332, + 7426 + ] + }, + { + "label": "glide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 12022, + 105274, + 162889, + 18854, + 198199, + 112397, + 80422, + 69721, + 67691, + 62794, + 65553, + 34780, + 51009, + 30942 + ] + }, + { + "label": "slip", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 206409, + 109452, + 131525, + 128961, + 235555, + 162584, + 62250, + 190338, + 148352, + 42154, + 41299, + 13269, + 11836, + 13854 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 20.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "began", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "behind", + "score": 8.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "across", + "output_checked": true + }, + { + "concept": "territory", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "the", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "when", + "output_checked": true + }, + { + "concept": "disrupts", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "several", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "when", + "output_checked": true + }, + { + "concept": "pressure", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "activation", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "when", + "output_checked": true + }, + { + "concept": "discontinuity", + "score": 4.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "became", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "vacancy", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "initiation", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "manufacturing", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "traveling", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "every", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "consequence", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "someone", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "when", + "output_checked": true + }, + { + "concept": "permanently", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "alteration", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "dynamics", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "threshold", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "force", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "through", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "called", + "score": 3.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "traversing", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "discontinuous", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "density", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "close", + "output_checked": true + }, + { + "concept": "initiating", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Again", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Plastic", + "output_checked": true + }, + { + "concept": "individuals", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "within", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "representative", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "sufficient", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "deterministic", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "proximity", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "close", + "output_checked": true + }, + { + "concept": "under", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "strain", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "structure", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "packing", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "close", + "output_checked": true + }, + { + "concept": "This", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "reaches", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "stress", + "score": 2.0, + "best_rank": 1, + "best_depth": 90.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "fractal", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "nascent", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "metaphorical", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "imagery", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "deformation", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "smarter", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "", + "output_checked": true + }, + { + "concept": "perpendicularly", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "across", + "output_checked": true + }, + { + "concept": "conceptual", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "micrograph", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "eventually", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "START", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "scientific", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "ervan", + "quantos", + "Hail", + "nada", + "Kwa", + "wand", + "undos", + "maneiras", + "anque", + "yclerView" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "dim", + "Beg", + "mamy", + "Catt", + "trem", + "stir", + "reu", + "rid", + "twe", + "Proc", + "gr", + "Cann", + "lev", + "grac", + "Auff", + "Tons" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "tons", + "trem", + "stir", + "Beg", + "grac", + "Catt", + "Clon", + "twe", + "Cann", + "intang", + "dim", + "reu", + "rock", + "Salv", + "blot", + "enskap" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "tun", + "glob", + "champ", + "plo", + "motifs", + "ilj", + "olyte", + "stir", + "essional", + "Champ", + "Sod", + "brink", + "Hus", + "Cana", + "ment", + "alk", + "onn", + "Carg", + "brake" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Cann", + "ilj", + "motifs", + "ago", + "glob", + "grac", + "Beet", + "brake", + "Pov", + "dim", + "intr", + "Cole", + "phones", + "olyte", + "ar", + "myst", + "Kid", + "Champ", + "snag", + "brink" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ORS", + "ilers", + "Su", + "WOR", + "sag", + "atus", + "ors", + "Vo", + "oben", + "yn", + "sn", + "fin", + "susp", + "fields", + "proc", + "yp", + "Sed", + "bos", + "uldig", + "und" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "trading", + "side", + "tools", + "HI", + "kick", + "bro", + "contr", + "HPO", + "tool", + "chal", + "Mau", + "boom", + "das", + "Er", + "seq", + "Sol", + "cares", + "simple", + "tit" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "trading", + "simple", + "sol", + "tail", + "tool", + "HI", + "turbo", + "truncate", + "mei", + "remen", + "Werk", + "kick", + "bro", + "Mau", + "rem", + "ORS", + "Green", + "valued" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "sol", + "simple", + "Green", + "rem", + "tool", + "tail", + "record", + "kick", + "remen", + "HI", + "select", + "tools", + "side", + "Sol", + "trading", + "bro", + "blank", + "Er", + "Select", + "linear", + "lives", + "common" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "Select", + "discussed", + "dynamic", + "Green", + "lives", + "remen", + "subject", + "ettle", + "tter", + "discuss", + "greeting", + "fetch", + "common", + "switch", + "RECE", + "tattoo", + "data", + "cdots", + "contact", + "trading", + "asic", + "olved", + "dba" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "usel", + "ettle", + "linear", + "RECE", + "calls", + "sett", + "candy", + "switch", + "titles", + "greet", + "isselle", + "Greet", + "treat", + "greeting", + "calling", + "discuss", + "fetch", + "datasets", + "REST", + "tch", + "Select", + "dynamic", + "chef", + "diet" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "BAG", + "eal", + "Rechnung", + "TableRow", + "ROUT", + "awr", + "rion", + "rin", + "URE", + "quil", + "tread", + "emans", + "libr", + "chette", + "quil", + "oure", + "emd" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "cama", + "vertret", + "Critics", + "iob", + "orith", + "kik", + "kulit", + "authenticate", + "elsk", + "milion", + "teries", + "slutt", + "irlo", + "Datensch", + "erical", + "wakeup" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "kund", + "God", + "ogado", + "deck", + "defer", + "ayet", + "viol", + "oggetti", + "ende", + "god", + "grud", + "ggen", + "verlet" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "ques", + "logique", + "Das", + "logic", + "dazu", + "Jahres", + "kau", + "linalg", + "cosmic", + "check", + "logic", + "innerText", + "teren", + "Dug", + "caught", + "Kau", + "cau" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "afect", + "wert", + "ausge", + "punct", + "ectors", + "berp", + "Jaz", + "whip", + "wir", + "Es", + "wij", + "Dadurch", + "ected", + "argue", + "ospel", + "dazu", + "Cela", + "ricost", + "eci", + "Kaz", + "osp", + "wodurch" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "warp", + "extrem", + "circon", + "spf", + "counterpart", + "penj", + "serp", + "parametr", + "Circ", + "hor" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Ext", + "extr", + "oflu", + "propagating", + "fes", + "Defaults", + "analog", + "Cur", + "excl", + "fileSize", + "slit", + "ormal", + "Boundaries" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "this", + "alike", + "Dieser", + "This", + "Similar", + "inilah", + "Same", + "meanwhile", + "ini", + "these" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "this", + "Similarly", + "This", + "Subsequent", + "thus", + "Consequently", + "consequently", + "Thus", + "Similar", + "Subsequently", + "Simultaneously", + "therefore", + "accordingly", + "Similarly", + "meanwhile", + "Likewise" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "Similarly", + "This", + "therefore", + "thus", + "Subsequent", + "similarly", + "Similar", + "consequently", + "Likewise", + "Another", + "Dieser", + "Consequently", + "Therefore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Similarly", + "this", + "This", + "Similar", + "thus", + "Consequently", + "Repeat", + "Therefore", + "Subsequent", + "therefore", + "accordingly", + "consequently", + "Likewise", + "thereby", + "similarly", + "Unlike", + "conversely", + "Mathemat", + "Similarly", + "Subsequently", + "Otherwise", + "furthermore", + "Thus" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Similarly", + "this", + "Otherwise", + "Likewise", + "Similar", + "Unlike", + "Therefore", + "This", + "unlike", + "Repeat", + "Same", + "similarly", + "Similarly", + "These", + "otherwise", + "conversely", + "therefore", + "Complex", + "thereby", + "Both", + "Specifically", + "Applications", + "consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Similarly", + "This", + "this", + "Therefore", + "Same", + "Repeat", + "Unlike", + "Both", + "Likewise", + "These", + "similarly", + "Similarly", + "Each", + "Consequently", + "thereby", + "Thank", + "Models", + "Otherwise", + "Model", + "Another", + "Meanwhile", + "consequently", + "Similar", + "Options", + "Simultaneously", + "Specifically", + "By", + "therefore", + "Other", + "unlike" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Similarly", + "Likewise", + "similarly", + "Another", + "Unlike", + "Usually", + "Specifically", + "Similarly", + "Other", + "Both", + "this", + "urally", + "These", + "Repeat", + "This", + "Therefore", + "Different", + "Again", + "Any", + "Otherwise", + "Subsequently", + "Same", + "Simultaneously", + "Often", + "Minor", + "Secondly", + "Others", + "Variations", + "Various" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Continuous", + "A", + "In", + "Flow", + "Linear", + "More", + "Plastic", + "Physical", + "By", + "Random", + "Subsequent", + "For", + "Modern", + "Solid", + "Surface", + "Analog", + "Such", + "Carbon", + "These", + "It", + "No", + "Upon", + "To", + "When", + "Think", + "Kinetic", + "An", + "Similarly", + "Advanced", + "Unlike" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "behind", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "pressure", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "when", + "output_checked": true + }, + { + "concept": "boundary", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "vacancy", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "force", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "ilm", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "across", + "output_checked": true + }, + { + "concept": "through", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "God", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "when", + "output_checked": true + }, + { + "concept": "alteration", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "reaches", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "disrupts", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "diad", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "flows", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "ripple", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "equation", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "exceeds", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "threshold", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "induces", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "thereon", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "step", + "output_checked": true + }, + { + "concept": "this", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "packing", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "close", + "output_checked": true + }, + { + "concept": "modeling", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "strain", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "This", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "talks", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "flakes", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "OMI", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "close", + "output_checked": true + }, + { + "concept": "BAG", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "reheat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Plastic", + "output_checked": true + }, + { + "concept": "users", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "across", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "grud", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "berj", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "prze", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "Czar", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "duke", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "lobe", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "Verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "spf", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "homogeneous", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ripples", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "offset", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "step", + "output_checked": true + }, + { + "concept": "Ext", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "Administration", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Plastic", + "output_checked": true + }, + { + "concept": "sufficient", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "onto", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "densely", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "array", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "melewati", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "viscous", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "arrangement", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "deformation", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "viscosity", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "when", + "output_checked": true + }, + { + "concept": "occurs", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "perpendicularly", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "plane", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-01__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Motion of linear lattice imperfections 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "During loading of a single crystal, etch-pit positions move along selected crystallographic planes and an irreversible offset accumulates.", + "prompt_tail": "During loading of a single crystal, etch-pit positions move along selected crystallographic planes and an irreversible offset accumulates.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-line-defect-motion-02", + "carrier_id": null, + "target_family": "line-defect-motion", + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 182, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 5613 + }, + { + "label": "glide", + "best_rank": 11313, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 16464 + }, + { + "label": "slip", + "best_rank": 16299, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 12081 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "hereby", + "ogether", + "orry", + "accordingly", + "furthermore", + "ients", + "hence", + "oraz", + "ertain", + "according", + "eles", + "nbsp", + "leness" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "persons", + "gonna", + "thereof", + "lle", + "ie", + "ii", + "etc", + "tion", + "bzw", + "sic", + "t", + "i", + "d", + "ion", + "ise", + "alike", + "lli", + "illetve", + "betreff", + "l", + "ct", + "ients", + "rs", + "gg", + "arie" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "lle", + "persons", + "thereof", + "alike", + "thru", + "gonna", + "mente", + "etc", + "thats", + "furthermore", + "d", + "ue", + "ie", + "ii", + "xd", + "tion", + "betreff", + "ct", + "ients", + "sowie", + "lli", + "awhile", + "illetve", + "t" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "lle", + "ients", + "persons", + "thereof", + "alike", + "edly", + "herein", + "sic", + "psis", + "zis", + "ct", + "ue", + "ided", + "ilities", + "mente", + "uate", + "zia", + "zes", + "yi", + "therein", + "lli", + "thereto", + "thereon", + "yses", + "sequent", + "furthermore", + "idio", + "hereafter" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "edly", + "lle", + "ally", + "ided", + "ients", + "mente", + "persons", + "gonna", + "thereof", + "whilst", + "alike", + "lli", + "bzw", + "standpoint", + "sic", + "efectu", + "zis", + "ion", + "ct", + "osite", + "hereto", + "ow", + "ue", + "ive", + "ial", + "lement", + "ited", + "ued" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "consequently", + "subsequently", + "towards", + "shortly", + "which", + "able", + "therefore", + "thus", + "thereafter", + "although", + "wherein", + "whereby", + "although", + "during", + "concerning", + "thereby", + "furthermore", + "this", + "ided", + "toward", + "During", + "characterized", + "sequently", + "presently", + "meanwhile", + "pertaining", + "ppo", + "during", + "uiti", + "Concerning" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "subsequently", + "thereby", + "consequently", + "thereto", + "thus", + "wherein", + "whereby", + "whereupon", + "concomit", + "sequently", + "thence", + "merely", + "concomitant", + "later", + "subsequent", + "characterized", + "lacking", + "notwithstanding", + "concerning", + "owing", + "Subsequently", + "therefore", + "occurring", + "unto", + "markedly", + "upon", + "toward", + "pursuant", + "pertaining", + "therefrom", + "henceforth" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "furthermore", + "concomit", + "wherein", + "consequently", + "thereafter", + "thereto", + "concomitant", + "subsequently", + "whereupon", + "thus", + "whereas", + "sequently", + "Consequently", + "notwithstanding", + "thence", + "characterized", + "pertaining", + "hereafter", + "discontinue", + "henceforth", + "merely", + "presently", + "therefrom", + "Subsequently", + "herein", + "likewise", + "itatively" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "subsequently", + "thereby", + "concomitant", + "thereafter", + "concomit", + "subsequent", + "consequently", + "whereupon", + "Subsequently", + "resulting", + "merely", + "resultant", + "consequent", + "Subsequently", + "thereto", + "thence", + "wherein", + "Consequently", + "discontinuous", + "periodicity", + "necessitating", + "Furthermore", + "discontinu", + "furthermore", + "characterized", + "henceforth", + "thus", + "characteristic", + "pursuant" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subsequent", + "cumulative", + "subsequently", + "discontinuous", + "protracted", + "repeated", + "Subsequent", + "successive", + "permanently", + "deleterious", + "cumulative", + "accret", + "irrevoc", + "indelible", + "thereby", + "accumulation", + "accumulated", + "concomitant", + "irrevers", + "sustained", + "prolonged", + "stabilization", + "discontinu", + "transdu", + "recid", + "differential", + "sequential", + "accumulating", + "sedimentation", + "merely", + "accretion", + "Cumulative" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "subsequent", + "cumulative", + "repeated", + "repeatedly", + "permanently", + "discontinuous", + "cumulative", + "subsequently", + "accumulation", + "successive", + "accumulated", + "accumulating", + "differential", + "accret", + "sequential", + "repetitive", + "irreversible", + "Subsequent", + "deleterious", + "protracted", + "Repeated", + "irrevers", + "indelible", + "repeatability", + "resulting", + "accum", + "longitudinal", + "prolonged", + "accretion", + "repeatable", + "permanent", + "stabilization" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "cumulative", + "accumulating", + "subsequent", + "accumulation", + "accumulated", + "repeated", + "repeatedly", + "deterioration", + "repetitive", + "discontinuous", + "cumulative", + "accumulation", + "subsequently", + "degradation", + "persistent", + "permanently", + "accumulate", + "accum", + "irreversible", + "degrading", + "sedimentation", + "successive", + "stabilization", + "discontinuity", + "accumulates", + "persistently", + "Accum", + "repeatability" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "repeated", + "repeatedly", + "repetitive", + "discontinuity", + "discontinuous", + "accumulating", + "continuously", + "successive", + "cumulative", + "repeatable", + "procedure", + "permanent", + "accumulation", + "persistent", + "continually", + "permanently", + "accumulated", + "periodically", + "discontinu", + "deterioration", + "irreversible", + "discontinuities", + "persistently", + "accumulation", + "repeatability", + "contaminating", + "continuous", + "subsequent", + "accumulate", + "recurrent" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "repeatedly", + "FFECT", + "deterioration", + "discontinuity", + "metastable", + "successive", + "repetitive", + "irreversible", + "persists", + "accumulating", + "iteratively", + "contaminating", + "Affected", + "persisting", + "repeated", + "subsequent", + "persistent", + "permanently", + "accumulated", + "mitigation", + "periodically", + "discontinuous", + "characterizing", + "deleter", + "persistently", + "permanence", + "repeatable", + "persistent", + "accumulation" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "which", + "Consequently", + "Furthermore", + "thereby", + "consequently", + "Consequently", + "whereas", + "Furthermore", + "whence", + "whereupon", + "making", + "Which", + "ultimately", + "demonstrating", + "further", + "whereby", + "likewise", + "Moreover", + "Ultimately", + "characterizing", + "therefore", + "accordingly", + "Eventually", + "Ultimately", + "confronting", + "furthering", + "whilst", + "Nevertheless", + "nevertheless", + "Which", + "Conversely" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "furthermore", + "Consequently", + "Furthermore", + "Consequently", + "likewise", + "Conversely", + "whereas", + "Moreover", + "Conversely", + "else", + "Also", + "Likewise", + "Eventually", + "Also", + "Again", + "Meanwhile", + "Similarly", + "Certainly", + "Ultimately", + "Ultimately", + "Eventually", + "Moreover", + "Similarly", + "lately", + "Hence", + "Secondly", + "itherto", + "conversely" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "conversely", + "whereas", + "Consequently", + "Conversely", + "Similarly", + "likewise", + "Furthermore", + "Conversely", + "Similarly", + "Consequently", + "else", + "Also", + "Meanwhile", + "consequently", + "meanwhile", + "Likewise", + "Eventually", + "Ultimately", + "correspondingly", + "Moreover", + "Again", + "thereby", + "accordingly", + "similarly", + "Moreover", + "Simultaneously", + "therefore", + "During", + "Secondly", + "Subsequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "whereas", + "conversely", + "therefore", + "likewise", + "this", + "accordingly", + "consequently", + "During", + "secondly", + "Meanwhile", + "Furthermore", + "During", + "thereby", + "Consequently", + "nonetheless", + "Likewise", + "thus", + "Similarly", + "lately", + "theirs", + "Equally", + "This", + "Similarly", + "moreover", + "Conversely", + "Consequently", + "afterwards", + "Secondly", + "Conversely" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "conversely", + "accordingly", + "lately", + "meanwhile", + "furthermore", + "therefore", + "Consequently", + "Conversely", + "During", + "Yet", + "Lately", + "thus", + "Consequently", + "Its", + "hence", + "today", + "During", + "hence", + "endl", + "Conversely", + "Accordingly", + "whereas" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Conversely", + "furthermore", + "Consequently", + "Conversely", + "thereafter", + "Recently", + "This", + "Meanwhile", + "Lately", + "meanwhile", + "lately", + "During", + "Likewise", + "hence", + "During", + "Therefore", + "Hence", + "accordingly", + "consequently", + "Its", + "conversely", + "Today", + "Moreover", + "Furthermore", + "Hence", + "Similarly", + "Moreover" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "This", + "Recently", + "Conversely", + "furthermore", + "Consequently", + "Lately", + "Therefore", + "During", + "Hence", + "thereafter", + "During", + "Meanwhile", + "hence", + "Conversely", + "therefore", + "Yet", + "consequently", + "lately", + "Likewise", + "This", + "Furthermore", + "Hence", + "hence", + "thereby", + "Similarly", + "meanwhile", + "thus" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Hence", + "This", + "Furthermore", + "Consequently", + "Likewise", + "furthermore", + "During", + "Conversely", + "Dieser", + "Yet", + "txt", + "Therefore", + "During", + "Conversely", + "Secondly", + "ExceptionHandler", + "Similarly", + "Dabei", + "therein", + "Moreover", + "Otherwise", + "secondly", + "Pourtant", + "Recently", + "This" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "Therefore", + "Consequently", + "Otherwise", + "Denne", + "This", + "Yet", + "meanwhile", + "ImageUrl", + "thereby", + "Similarly", + "UMENT", + "therefrom", + "Secondly", + "indd", + "dabei", + "bla", + "THAN", + "Consequently", + "SelectedItem" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "THAN", + "Similarly", + "Therefore", + "Meanwhile", + "othesis", + "UMENT", + "Consequently", + "endif", + "Similarly", + "uments", + "This", + "Repeat", + "Yet", + "Tumor", + "Repeat", + "thereby", + "furthermore", + "ball", + "Otherwise", + "Perhaps", + "endregion" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "UMENT", + "ature", + "Similarly", + "ated", + "Consequently", + "ittle", + "uments", + "Otherwise", + "Consequently", + "ATED", + "Naturally", + "sik", + "etera", + "This", + "Similarly", + "THAN", + "IES", + "Photograph", + "Selecting", + "shtml", + "ield", + "They", + "ilde", + "plet", + "Considering" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "This", + "The", + "The", + "When", + "when", + "During", + "end", + "If", + "If", + "When", + "For", + "On", + "For", + "during", + "End", + "During", + "when", + "Let", + "length", + "for", + "Wait", + "Repeat", + "ated", + "during", + "We", + "Only", + "Observation", + "et", + "ie", + "Upon", + "in" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 50805, + 104330, + 104833, + 49482, + 62687, + 16102, + 1751, + 4357, + 1516, + 745, + 230, + 467, + 183, + 204, + 1612, + 5302, + 9484, + 26942, + 18833, + 54142, + 59705, + 18613, + 109650, + 93132, + 99980, + 89718 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 192419, + 189219, + 156292, + 209706, + 171126, + 107940, + 105702, + 122372, + 95447, + 55582, + 13358, + 14209, + 30990, + 27717, + 62069, + 123725, + 108043, + 58403, + 54040, + 27000, + 50315, + 11314, + 40884, + 13547, + 5891, + 4100 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 120239, + 110942, + 72854, + 129194, + 71378, + 97273, + 92219, + 86887, + 47340, + 30750, + 16300, + 47307, + 61065, + 64153, + 109564, + 133946, + 103583, + 66944, + 73185, + 115452, + 81348, + 66640, + 62008, + 38487, + 37919, + 7233 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 88942, + 261373, + 116400, + 40080, + 187059, + 85584, + 46318, + 5614, + 7576, + 61040, + 62329, + 29127, + 68393, + 37349 + ] + }, + { + "label": "glide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 16465, + 27342, + 178922, + 22509, + 121704, + 99495, + 113754, + 154611, + 162581, + 119113, + 112751, + 72086, + 102715, + 57459 + ] + }, + { + "label": "slip", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 212017, + 109362, + 129441, + 106404, + 206702, + 168001, + 90316, + 243233, + 132541, + 118366, + 95538, + 12082, + 50867, + 33909 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 17.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "directions", + "score": 10.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "selected", + "output_checked": true + }, + { + "concept": "periods", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "During", + "output_checked": true + }, + { + "concept": "which", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "became", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "webpage", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "defence", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "the", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "along", + "output_checked": true + }, + { + "concept": "occurs", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "offset", + "output_checked": true + }, + { + "concept": "orientations", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "selected", + "output_checked": true + }, + { + "concept": "orientation", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "sections", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "between", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "accumulates", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "observed", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "an", + "output_checked": true + }, + { + "concept": "there", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "along", + "output_checked": true + }, + { + "concept": "movie", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "are", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "etching", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "equipments", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "cumulative", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "accumulates", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "strategies", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "pit", + "output_checked": true + }, + { + "concept": "documentary", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "images", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "image", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "single", + "output_checked": true + }, + { + "concept": "laterally", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "move", + "output_checked": true + }, + { + "concept": "deformation", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "firmware", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "scientific", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "crater", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "pit", + "output_checked": true + }, + { + "concept": "location", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "laboratory", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "loader", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "locations", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "morphology", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "everybody", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "several", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "was", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "relocation", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "an", + "output_checked": true + }, + { + "concept": "movies", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "while", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "accumulates", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "techniques", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "microscopy", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "pit", + "output_checked": true + }, + { + "concept": "towards", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "move", + "output_checked": true + }, + { + "concept": "observable", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "an", + "output_checked": true + }, + { + "concept": "axes", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "screens", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "thermal", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "pits", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "cryogenic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "acid", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "methodologies", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "selected", + "output_checked": true + }, + { + "concept": "anisotropic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "misalignment", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "offset", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cybersecurity", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "During", + "output_checked": true + }, + { + "concept": "isolated", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "single", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "Kwa", + "ervan", + "quantos", + "wand", + "anque", + "discrim", + "punkte" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "reu", + "tons", + "lev", + "Beg", + "blot", + "trem", + "Carg", + "channel", + "tens", + "Cann", + "Mannes", + "Sob", + "stir", + "Tons", + "dim", + "Sen", + "opat", + "olyte" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "lev", + "rid", + "blot", + "trem", + "Beg", + "tons", + "reu", + "tun", + "begr", + "Reis", + "snag", + "ums", + "Proc", + "Alle", + "rock", + "sob", + "Sob", + "plo" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Reis", + "tun", + "olyte", + "ago", + "onn", + "essional", + "Clon", + "ilj", + "ynn", + "fam", + "glob", + "lev", + "yli", + "tfrac", + "Wren", + "Cil", + "grac", + "astes", + "Eing", + "Cun", + "Cem" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "Reis", + "yli", + "olyte", + "grac", + "astes", + "glob", + "Mannes", + "essional", + "sinn", + "Cil", + "blot", + "Beet", + "Langer", + "Blot", + "Khud", + "fam" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ae", + "Vo", + "ilers", + "yn", + "Su", + "yp", + "WOR", + "orel", + "sn", + "tract", + "oben", + "rekken", + "ORS", + "sning", + "susp", + "Vo", + "pala", + "su", + "det", + "bund", + "ual", + "hely", + "asaki", + "sulph", + "tool", + "IVI" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "kick", + "sol", + "tools", + "side", + "bro", + "HI", + "Green", + "Er", + "tool", + "Sol", + "dad", + "sning", + "ual", + "Werk", + "sellers", + "kick", + "reserved", + "turbo", + "ae", + "ORS", + "contr", + "s" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "kick", + "side", + "sol", + "tool", + "dad", + "HI", + "Green", + "trading", + "truncate", + "das", + "Werk", + "rem", + "tail", + "Zealand", + "dating", + "bro", + "ORS", + "kend", + "remen" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Green", + "sol", + "side", + "kick", + "HI", + "record", + "Er", + "Sol", + "rem", + "tools", + "bro", + "tool", + "serial", + "lives", + "mech", + "tail", + "dad", + "remen", + "Select" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subject", + "Select", + "Green", + "greeting", + "data", + "linear", + "VERT", + "proj", + "sus", + "trading", + "discussed", + "var", + "movies", + "switch", + "Movie", + "HI", + "RECE", + "discuss", + "tattoo", + "credits", + "BED" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greeting", + "greet", + "REST", + "Meals", + "subject", + "diet", + "meetings", + "linear", + "RECE", + "lived", + "repos", + "CRED", + "MOVIE", + "fetch", + "detail", + "Movie", + "credits", + "movies", + "isselle", + "data", + "actor", + "ilm", + "titles", + "credits" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "Rechnung", + "yme", + "yd", + "imitives", + "meli", + "epar", + "beat", + "Beat", + "Treat", + "ekte", + "PAS", + "emans", + "alh", + "HttpRequest" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "getId", + "bety", + "playlists", + "bouts", + "slutt", + "ierge", + "pickle", + "oyant", + "abilecek", + "lick", + "cribable", + "nouve", + "bilen", + "deck", + "phospholip", + "clientId", + "cyclopent" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "ayet", + "rele", + "dfs", + "brus", + "gor", + "god", + "brushing", + "Holz", + "bedingt", + "oelect", + "deka", + "rotational", + "Kharkiv", + "bookshelf", + "grudge" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "logique", + "tier", + "ques", + "ausge", + "muh", + "andum", + "logic", + "edit", + "logic", + "afect", + "tier", + "weib", + "logical", + "osp", + "Edit" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "tier", + "wir", + "osp", + "afect", + "welt", + "tier", + "anato", + "ospel", + "halk", + "spf", + "dazu", + "wz", + "ectors", + "duke", + "idium", + "sped", + "spf", + "wij", + "orges", + "sew", + "daran", + "dlatego", + "orbit", + "tti", + "altung", + "edged", + "Stein" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "gue", + "emies", + "kernel", + "orbit", + "quadrant" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "sky", + "co", + "Otherwise", + "starost", + "off", + "sleep", + "erw" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "aim", + "clen", + "Troubles", + "imaged", + "this", + "today", + "alike", + "Similarly", + "imaging", + "nevertheless", + "This", + "lately", + "Trouble", + "nonetheless", + "nowadays", + "Secondly", + "Imaging", + "bx" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Subsequently", + "meanwhile", + "consequently", + "Simultaneously", + "accordingly", + "Similarly", + "This", + "Consequently", + "thereby", + "Therefore", + "Unless", + "Meanwhile", + "Recently", + "During", + "Subsequent", + "nPlease" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Similarly", + "Recently", + "Subsequently", + "During", + "This", + "Therefore", + "Whose", + "nPlease", + "therefore", + "Unless", + "thereby", + "consequently", + "Recently", + "Likewise", + "whose", + "During", + "clen", + "Consequently", + "Today", + "accordingly", + "Lately" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "txt", + "Otherwise", + "Consequently", + "During", + "Furthermore", + "Recently", + "Except", + "furthermore", + "thereby", + "Similarly", + "Likewise", + "Subsequently", + "Observe", + "essages", + "Unless", + "This", + "Recently", + "xlsx", + "php", + "Therefore", + "consequently", + "Causes", + "aspx", + "Signaling", + "igure", + "json", + "During", + "Tokens", + "Posters" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Otherwise", + "json", + "Meanwhile", + "Secondly", + "Asa", + "Varieties", + "Therefore", + "Try", + "dehyde", + "Repeat", + "section", + "otherwise", + "ihilation", + "Errors", + "This", + "Subs", + "versa", + "Subs", + "Mechanism", + "blit", + "Dette", + "Individ", + "indd", + "ield", + "ingly" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Therefore", + "This", + "json", + "Similarly", + "Meanwhile", + "Otherwise", + "Repeat", + "Try", + "Varieties", + "ively", + "thereby", + "ately", + "Set", + "ingly", + "Consequently", + "ihilation", + "php", + "Set", + "Subs", + "Subs", + "heading", + "subsection", + "ausea" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ately", + "Similarly", + "ated", + "This", + "Secondly", + "afraid", + "Please", + "etera", + "urally", + "ature", + "ilde", + "Meanwhile", + "Subs", + "mselves", + "Secondly", + "Therefore", + "ifically", + "ations", + "af", + "ula", + "Subs" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "et", + "This", + "end", + "ated", + "If", + "The", + "eth", + "ula", + "No", + "equation", + "ular", + "ately", + "jpg", + "observe", + "em", + "acl", + "ies", + "black", + "phrase", + "length", + "etter", + "event", + "sub", + "endl", + "es", + "Yet", + "emph", + "They", + "Please", + "ie", + "bullet", + "Let" + ] + } + ], + "logit_surprising": [ + { + "concept": "etching", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "webpage", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "directions", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "selected", + "output_checked": true + }, + { + "concept": "ausge", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "move", + "output_checked": true + }, + { + "concept": "are", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "because", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "occurs", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "offset", + "output_checked": true + }, + { + "concept": "there", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "orientations", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "deformation", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "screens", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "image", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "single", + "output_checked": true + }, + { + "concept": "axes", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "along", + "output_checked": true + }, + { + "concept": "orientation", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "selv", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "along", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "the", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "along", + "output_checked": true + }, + { + "concept": "pathways", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "undergo", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "anisotropic", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "an", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "damage", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "between", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "accumulates", + "output_checked": true + }, + { + "concept": "periods", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "During", + "output_checked": true + }, + { + "concept": "assets", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "thermal", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "laterally", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "move", + "output_checked": true + }, + { + "concept": "reprises", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "steer", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "routing", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "pit", + "output_checked": true + }, + { + "concept": "steering", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "move", + "output_checked": true + }, + { + "concept": "ostat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "along", + "output_checked": true + }, + { + "concept": "beat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "bol", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "phong", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "selected", + "output_checked": true + }, + { + "concept": "Nonetheless", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "offset", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "jah", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "questioning", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "During", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ",", + "output_checked": true + }, + { + "concept": "mares", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "ips", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "tier", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Hov", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "During", + "output_checked": true + }, + { + "concept": "coaching", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "During", + "output_checked": true + }, + { + "concept": "newData", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "voidaan", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "emb", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "diameter", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "pit", + "output_checked": true + }, + { + "concept": "depre", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "symmetrically", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "move", + "output_checked": true + }, + { + "concept": "entlang", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "along", + "output_checked": true + }, + { + "concept": "segments", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "interviews", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "During", + "output_checked": true + }, + { + "concept": "some", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "website", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-02__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Motion of linear lattice imperfections 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A one-dimensional defect sweeps through the crystal in the direction of its mismatch vector, displacing the material on opposite sides of its plane.", + "prompt_tail": "A one-dimensional defect sweeps through the crystal in the direction of its mismatch vector, displacing the material on opposite sides of its plane.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-line-defect-motion-03", + "carrier_id": null, + "target_family": "line-defect-motion", + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 200, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 1629 + }, + { + "label": "glide", + "best_rank": 20937, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 9221 + }, + { + "label": "slip", + "best_rank": 1189, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 193 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "behalf", + "alike", + "accordingly", + "hereby", + "hence", + "ogether", + "orry", + "leness", + "ients", + "according", + "therefore", + "isses", + "ertain", + "ilities", + "According", + "anyak", + "oba", + "iken", + "ammed", + "elm", + "furthermore", + "hence" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "alike", + "ie", + "ited", + "ided", + "wards", + "hence", + "wie", + "lli", + "arie", + "leness", + "d", + "ion", + "ng", + "outh", + "yy", + "zes", + "ndo", + "nse", + "ct", + "ort", + "iew", + "ics", + "gy", + "oney", + "ilities", + "ii", + "rl", + "rs", + "ses", + "hood" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "mente", + "Id", + "lli", + "d", + "rien", + "ii", + "thereof", + "aid", + "idd", + "le", + "ort", + "ile", + "xd", + "ia", + "ewise", + "oraz", + "l", + "al", + "id", + "ld", + "iew", + "gy", + "hood", + "bout", + "likewise", + "furthermore" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "oid", + "edly", + "oides", + "utom", + "oused", + "ided", + "enos", + "yses", + "igu", + "osite", + "aid", + "idia", + "gments", + "aken", + "attam", + "osu", + "goers", + "ients", + "ifold", + "ideo", + "mente", + "aan", + "zia", + "idy", + "agy", + "artigen", + "ooka" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "osite", + "edly", + "ided", + "aid", + "attam", + "ive", + "oid", + "wards", + "mente", + "enos", + "lli", + "centre", + "ally", + "ably", + "yses", + "forthwith", + "ct", + "lement", + "ients", + "udo", + "stuffs", + "efectu", + "zis", + "ideo", + "aken", + "atis", + "atre", + "ff", + "ile", + "uum", + "aneous" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "aken", + "otos", + "consequently", + "aided", + "filmed", + "subsequently", + "wards", + "filming", + "Hence", + "assisted", + "ENTA", + "accompanied", + "yre", + "aan", + "wherein", + "ided", + "ppo", + "utta", + "Util", + "photographs", + "Meanwhile", + "flanked", + "avel", + "hence", + "aid", + "although", + "idia" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "thereby", + "thus", + "itherto", + "consequently", + "thereafter", + "Owing", + "thence", + "ively", + "sequently", + "Upon", + "thereto", + "nearer", + "wards", + "subsequently", + "respectively", + "Consequently", + "likewise", + "Consequently", + "toward", + "latter", + "aided", + "ceedings", + "their", + "edly", + "herein", + "laden", + "therefrom", + "Amid", + "Thus" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "alike", + "furthermore", + "thus", + "thereto", + "sequently", + "Moreover", + "thence", + "likewise", + "Owing", + "consequently", + "meanwhile", + "Consequently", + "whereas", + "Consequently", + "uria", + "utti", + "whereupon", + "merely", + "ainsi", + "regarded", + "simultaneously", + "edly", + "jointly", + "Furthermore", + "ondi", + "meydana", + "concomit", + "Furthermore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Conversely", + "thereby", + "Conversely", + "alike", + "ledes", + "ively", + "toward", + "Moreover", + "thence", + "symmetrically", + "idal", + "ainsi", + "tandis", + "Consequently", + "aneity", + "merely", + "thus", + "hydrophilic", + "Simultaneously", + "simultaneously", + "osite", + "Furthermore" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "simultaneously", + "symmetrically", + "ymmet", + "simultaneous", + "symmetry", + "synchronized", + "ymmetry", + "electrically", + "ohydro", + "Simultaneously", + "magnetically", + "polarity", + "hydraul", + "radially", + "simult", + "concurrently", + "centrifugal", + "idal", + "symmetrical", + "ymmetrical", + "Affected", + "asymmetrical", + "contralateral", + "polar", + "characteristic", + "polarization", + "amph" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "symmetrically", + "perpendicular", + "simultaneously", + "simultaneous", + "ymmet", + "symmetry", + "force", + "pendicular", + "perpendicularly", + "ymmetry", + "thrust", + "ohydro", + "synchronized", + "ymmetrical", + "flanking", + "Affected", + "contralateral", + "outward", + "centrifugal", + "protruding", + "centerline", + "affected", + "symmetrical", + "asymmetrical", + "eastward", + "forcibly", + "simult", + "unilaterally", + "maneuver" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "simultaneously", + "symmetrically", + "perpendicular", + "simultaneous", + "displacement", + "horizontal", + "pendicular", + "force", + "symmetry", + "perpendicularly", + "movement", + "affected", + "horizontally", + "displacing", + "Affected", + "ymmetrical", + "forcibly", + "instantaneously", + "transversely", + "resulting", + "thrust", + "Simultaneously", + "characteristic", + "deformation", + "ymmetry", + "displaced", + "outward", + "unilaterally" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "simultaneously", + "simultaneous", + "resulting", + "characteristic", + "perpendicular", + "symmetrically", + "jointly", + "whence", + "Simultaneously", + "horizontal", + "horizontally", + "perpendicularly", + "spatially", + "forcible", + "unidirectional", + "unilaterally", + "displacing", + "transversely", + "Simultaneous", + "distinct", + "characterized", + "describing", + "deformation", + "pendicular", + "ymmetrical" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "simultaneously", + "characteristic", + "simultaneous", + "Mechanism", + "symmetrically", + "movement", + "mechanism", + "Simultaneously", + "describe", + "thereby", + "describing", + "Movement", + "Mechanism", + "forcefully", + "creating", + "characteristics", + "Description", + "deformation", + "whence", + "Movement", + "Characteristic", + "hemispheres", + "describes" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "who", + "wherever", + "whence", + "during", + "whilst", + "whose", + "whereby", + "whatsoever", + "confronting", + "every", + "who", + "whereupon", + "weaponry", + "constantly", + "Wherever", + "where", + "several", + "throughout", + "whereas", + "wend", + "amongst", + "FFECT", + "influencing", + "culminating", + "concerned", + "subjects", + "During", + "wherein", + "Consequently", + "dramatically", + "demonstrating" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Conversely", + "Consequently", + "Consequently", + "Furthermore", + "Eventually", + "Furthermore", + "During", + "Eventually", + "Conversely", + "Ultimately", + "whereas", + "simultaneously", + "furthermore", + "wards", + "whereas", + "Meanwhile", + "likewise", + "Ultimately", + "Subsequently", + "during", + "ertain", + "imb", + "riving", + "Meanwhile", + "Similarly", + "during", + "Likewise", + "whereupon", + "example", + "lately", + "culminating" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Conversely", + "Conversely", + "whereas", + "simultaneously", + "likewise", + "Similarly", + "furthermore", + "conversely", + "example", + "equally", + "similarly", + "Furthermore", + "During", + "Similarly", + "Meanwhile", + "confronting", + "Simultaneously", + "Alongside", + "whereas", + "whilst", + "Consequently", + "Likewise", + "concurrently", + "contrasted", + "during", + "During", + "Consequently", + "correspondingly", + "Likewise", + "whereupon", + "forever" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "During", + "During", + "furthermore", + "meanwhile", + "secondly", + "whilst", + "wherever", + "Equally", + "while", + "during", + "therefore", + "vice", + "thereby", + "likewise", + "conversely", + "whereas", + "lately", + "this", + "Yet", + "Wherever", + "accordingly", + "thus", + "Meanwhile", + "consequently", + "nevertheless", + "Conversely", + "whereupon", + "Simultaneously", + "Furthermore", + "equally" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "vice", + "Its", + "Its", + "meanwhile", + "Conversely", + "furthermore", + "conversely", + "hence", + "Meanwhile", + "Unless", + "lately", + "Hence", + "Unless", + "Hence", + "accordingly", + "Conversely", + "Lately", + "Owing", + "therefore", + "Likewise", + "Consequently", + "thereby", + "whereupon", + "They", + "today", + "Consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Its", + "Its", + "Consequently", + "During", + "meanwhile", + "plane", + "Hence", + "vice", + "Along", + "furthermore", + "Conversely", + "Conversely", + "Shouldn", + "Belong", + "Plane", + "conversely", + "During", + "Unless", + "Hence", + "Consequently", + "Therefore", + "hence", + "Today", + "Recently", + "Unless", + "ToJson", + "Furthermore", + "Along" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Meanwhile", + "Consequently", + "Therefore", + "Hence", + "plane", + "During", + "therefore", + "Recently", + "meanwhile", + "Plane", + "While", + "Along", + "Shouldn", + "Though", + "hence", + "Conversely", + "furthermore", + "Where", + "vice", + "accordingly", + "Unless", + "Hence", + "conversely", + "view", + "During", + "Consequently", + "axis", + "Which" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Hence", + "Furthermore", + "Though", + "Its", + "awn", + "Meanwhile", + "Unless", + "Plane", + "Therefore", + "Likewise", + "Conversely", + "Simultaneously", + "plane", + "Sometimes", + "They", + "exe", + "Consequently", + "Alternatively", + "View", + "Neither", + "conversely", + "riers", + "Upon", + "This", + "His", + "furthermore", + "Unless", + "During", + "While", + "Either" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "Therefore", + "Simultaneously", + "They", + "png", + "Hence", + "Though", + "riers", + "endswith", + "Shouldn", + "Unless", + "Neither", + "js", + "This", + "When", + "Conversely", + "Unless", + "exe", + "Such", + "Its", + "Whenever", + "Neither", + "Alternatively", + "During", + "Its", + "Once", + "Both", + "Position" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Therefore", + "Meanwhile", + "Simultaneously", + "png", + "Researchers", + "exe", + "Yet", + "Position", + "These", + "js", + "Its", + "Hence", + "Though", + "Conversely", + "When", + "Whenever", + "ects", + "endswith", + "Those", + "This", + "Both", + "Consequently", + "Considering", + "Roles", + "Passing", + "Shouldn", + "They", + "svg" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Those", + "Simultaneously", + "Researchers", + "Those", + "Secondly", + "When", + "akers", + "Such", + "ector", + "Therefore", + "This", + "That", + "These", + "Whenever", + "Considering", + "Secondly", + "Yet", + "exe", + "Either", + "Specifically", + "Researchers", + "ctors", + "Such", + "Passing", + "They", + "Position", + "Along", + "Its" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "For", + "A", + "When", + "In", + "If", + "Specifically", + "Such", + "While", + "It", + "That", + "As", + "These", + "Here", + "Its", + "Once", + "We", + "To", + "No", + "Only", + "Yet", + "Due", + "An", + "At", + "Let", + "Simultaneously", + "And", + "However", + "Wait", + "Plane", + "One" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 53500, + 189741, + 220700, + 147803, + 85278, + 59897, + 24821, + 20927, + 19512, + 2929, + 440, + 302, + 201, + 566, + 2432, + 4238, + 8281, + 32810, + 17277, + 3372, + 3564, + 4145, + 19149, + 34875, + 164993, + 33555 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 177233, + 113700, + 105048, + 89627, + 69641, + 9624, + 19522, + 27081, + 25984, + 81739, + 20938, + 37166, + 66052, + 35267, + 37031, + 53084, + 77219, + 28200, + 31365, + 36381, + 21533, + 55710, + 45142, + 23302, + 71085, + 18483 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 129652, + 127818, + 60886, + 125228, + 59259, + 84993, + 103904, + 87019, + 64860, + 27027, + 37614, + 68561, + 127312, + 142763, + 110801, + 110622, + 82477, + 29669, + 25695, + 35118, + 11671, + 5397, + 1663, + 1190, + 5404, + 2076 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 155669, + 259295, + 66118, + 26497, + 166691, + 97895, + 64677, + 19901, + 21260, + 3561, + 12994, + 1630, + 9732, + 10700 + ] + }, + { + "label": "glide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 10552, + 125234, + 233948, + 26497, + 129164, + 80076, + 42558, + 9222, + 116962, + 103052, + 108100, + 59828, + 33039, + 22853 + ] + }, + { + "label": "slip", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 162425, + 54183, + 135061, + 168279, + 187054, + 200699, + 16965, + 125732, + 41639, + 21948, + 8858, + 1336, + 194, + 435 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 18.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "every", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "through", + "output_checked": true + }, + { + "concept": "atoms", + "score": 10.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "which", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "during", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "propagation", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "accelerating", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "through", + "output_checked": true + }, + { + "concept": "acceleration", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "discontinuity", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "simultaneously", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "hundred", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "lattice", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "dimensional", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "vector", + "output_checked": true + }, + { + "concept": "trajectory", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "its", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "velocity", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "mutation", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "tolerances", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "conquest", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "while", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "material", + "output_checked": true + }, + { + "concept": "landscape", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "dimensional", + "output_checked": true + }, + { + "concept": "across", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "accordingly", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "array", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "dimensional", + "output_checked": true + }, + { + "concept": "periodic", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ahead", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "material", + "output_checked": true + }, + { + "concept": "experimental", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "propulsion", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "denser", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "material", + "output_checked": true + }, + { + "concept": "displacement", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "on", + "output_checked": true + }, + { + "concept": "alignment", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "whence", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "displacing", + "output_checked": true + }, + { + "concept": "flanking", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "sides", + "output_checked": true + }, + { + "concept": "countable", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "one", + "output_checked": true + }, + { + "concept": "episodic", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "Conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "opposite", + "output_checked": true + }, + { + "concept": "throughout", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "year", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "confronting", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "inhabitants", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "existed", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "paragraph", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "occurring", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sentence", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "with", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "hour", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "one", + "output_checked": true + }, + { + "concept": "strain", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "symmetrically", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "folks", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "one", + "output_checked": true + }, + { + "concept": "conversational", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "nascent", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "symmetry", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "christmas", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "golfing", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "exploiting", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "crossing", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "incompatibility", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "its", + "output_checked": true + }, + { + "concept": "smarter", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "ervan", + "wand", + "Hail", + "nada", + "punkte", + "Kwa", + "quantos", + "ambo", + "trump", + "NORE", + "nokt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "lev", + "grac", + "rid", + "wedge", + "Proc", + "gr", + "trem", + "Mannes", + "Beg", + "Reis", + "opat", + "dim", + "rock", + "stir", + "prof", + "channel", + "Catt", + "Cann" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "tons", + "dim", + "tun", + "trem", + "wedge", + "gr", + "dre", + "Beg", + "grac", + "plo", + "acid", + "Clon", + "reu", + "Pres", + "rock", + "lev", + "duyg" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Reis", + "glob", + "alk", + "essional", + "champ", + "chal", + "tun", + "riv", + "reu", + "Mani", + "tfrac", + "grac", + "plo", + "Langer", + "nab", + "Lef", + "olyte", + "Kef", + "rep" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "glob", + "riv", + "tamp", + "ago", + "Tit", + "Pov", + "Kam", + "Apa", + "Mani", + "dip", + "ilers", + "Langer", + "Mannes", + "dim", + "ment", + "alk" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "rem", + "atus", + "Vo", + "Su", + "yn", + "sn", + "olare", + "oben", + "Rem", + "VERE", + "side", + "ORS", + "Rem", + "idence", + "det", + "rekken" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "Green", + "kick", + "tools", + "bro", + "tool", + "boom", + "dal", + "serial", + "Werk", + "DEP", + "Sol", + "remen", + "ort", + "Er", + "subject", + "demos", + "susp", + "s", + "Me", + "blank" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "side", + "tool", + "tail", + "Green", + "sol", + "dad", + "blank", + "kick", + "rem", + "select", + "simple", + "Me", + "bro", + "common", + "Select", + "shared", + "serial", + "turbo", + "remen" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Green", + "side", + "select", + "rem", + "Select", + "tail", + "blank", + "tools", + "tool", + "remen", + "sol", + "Er", + "kick", + "bro", + "record", + "igu", + "common", + "Me", + "Sol", + "simple", + "geme", + "konto", + "uct" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "select", + "subject", + "ettle", + "Green", + "linear", + "sus", + "felt", + "pur", + "side", + "ae", + "lives", + "tter", + "common", + "BED", + "nach", + "data", + "var", + "fetch", + "tow", + "tch", + "remen" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "subject", + "ettle", + "Resolve", + "resolve", + "Select", + "Greet", + "greet", + "tch", + "felt", + "instant", + "greeting", + "SUBJECT", + "real", + "subject", + "data", + "Modern", + "sus", + "tter", + "BED", + "Re", + "Fetch", + "Tos", + "RESOL", + "Resolve" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "Rechnung", + "meli", + "brush", + "Monte", + "Aufbau", + "faced", + "brush", + "Ama", + "ACCT", + "lb", + "unidad", + "acord", + "avance", + "ocap", + "acle", + "units", + "exchange", + "ampu", + "olecular", + "brushes", + "BAG" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "abilecek", + "overlap", + "restart", + "kulit", + "itoa", + "slutt", + "playlists", + "despert", + "Notify", + "Restart", + "overlapping", + "tsk", + "backlit", + "reheat", + "Nonetheless", + "authenticate", + "hnung", + "lick", + "aholic" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ogado", + "deka", + "hrte", + "kund", + "rotz", + "Dlatego", + "god", + "toch", + "God", + "datatables", + "gor", + "grudge", + "jogar", + "grud", + "ayet", + "brus", + "disclosures", + "Violent", + "defer" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "prong", + "ausge", + "logic", + "Jahres", + "ques", + "lus", + "arg", + "erves", + "logic", + "osp", + "muh", + "Als", + "ktor", + "kung", + "Dadurch", + "logique", + "dabei", + "Constructs", + "humo" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "duke", + "wir", + "osp", + "ectors", + "guts", + "afect", + "hound", + "irce", + "Stein", + "ausge", + "lobe", + "Verw", + "peric", + "Dadurch", + "halk", + "stance", + "fear", + "segi", + "dungeons", + "tier", + "grond", + "gage", + "casilla", + "kw", + "berp" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "medan", + "hound", + "duke", + "okt", + "unfl", + "ilm", + "quadrant", + "serp" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "splits", + "arrondissement", + "ndim", + "subs", + "contemporaries", + "counterparts", + "slice", + "jets", + "discontinuities", + "yeri", + "offsetWidth", + "spline", + "sleep", + "slash" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "peak", + "aim", + "rolling", + "groove", + "Troubles", + "advances", + "antics", + "incurs", + "usher", + "aims", + "accordingly", + "denn", + "Advances", + "Groove", + "nevertheless", + "endeavor", + "along", + "plotting", + "ITS", + "warrant", + "Ninety", + "viewing", + "uffs", + "WIT", + "Trouble", + "porro" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Its", + "Its", + "meanwhile", + "Consequently", + "accordingly", + "imaged", + "Simultaneously", + "Meanwhile", + "ToJson", + "Consequently", + "ctomy", + "Thickness", + "Unless", + "Conversely", + "Thickness", + "Contents", + "ength", + "Returns" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Meanwhile", + "Consequently", + "ctomy", + "imaged", + "meanwhile", + "Consequently", + "Thou", + "nPlease", + "Unless", + "accordingly", + "During", + "ToJson", + "Contents", + "Whose", + "During", + "ipsych", + "sheath", + "Boundaries", + "Bill" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "exe", + "png", + "xlsx", + "Consequently", + "Unless", + "Otherwise", + "Historically", + "flanks", + "com", + "Sur", + "Orientation", + "Spread", + "Furthermore", + "Its", + "Simultaneously", + "Though", + "coli", + "ImagePath", + "view", + "washers", + "Posters", + "json", + "Transfers", + "ToJson", + "aspx", + "Causes", + "Therefore", + "Allow", + "jpg" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "png", + "Meanwhile", + "Assuming", + "Therefore", + "Orientation", + "Both", + "This", + "Position", + "Neither", + "endswith", + "Unless", + "aspx", + "ipynb", + "xlsx", + "Sur", + "Simultaneously", + "Allow", + "svg", + "exe", + "jpg", + "Otherwise", + "Operation", + "Spread", + "Travel", + "Repeat", + "Roles" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Therefore", + "This", + "Meanwhile", + "Assuming", + "Both", + "png", + "These", + "During", + "exe", + "Simultaneously", + "endswith", + "Neither", + "Consequently", + "Role", + "When", + "js", + "svg", + "aspx", + "Spread", + "Its", + "Those", + "Unless", + "ipynb", + "Sur", + "Roles", + "json", + "By", + "ively" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Those", + "During", + "Secondly", + "This", + "Therefore", + "When", + "Both", + "Such", + "Orientation", + "Simultaneously", + "png", + "svg", + "Position", + "js", + "These", + "During", + "Passing", + "Such", + "exe", + "hs", + "Those", + "Assuming", + "csv", + "Specifically" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "For", + "When", + "In", + "Such", + "A", + "Its", + "Yet", + "If", + "These", + "As", + "During", + "It", + "An", + "While", + "tip", + "Plane", + "By", + "To", + "Depending", + "Specifically", + "Position", + "Here", + "His", + "Any", + "Let", + "Wait", + "After", + "Once", + "Due", + "Below" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "atoms", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "lattice", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "symmetrically", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "sides", + "output_checked": true + }, + { + "concept": "propagation", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "accordingly", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "sides", + "output_checked": true + }, + { + "concept": "which", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "duke", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "dimensional", + "output_checked": true + }, + { + "concept": "across", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "magnetization", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "ahead", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "material", + "output_checked": true + }, + { + "concept": "away", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "material", + "output_checked": true + }, + { + "concept": "accordance", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "in", + "output_checked": true + }, + { + "concept": "hundred", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "trajectory", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "its", + "output_checked": true + }, + { + "concept": "periodic", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "strain", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "hour", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "one", + "output_checked": true + }, + { + "concept": "reheat", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "opposite", + "output_checked": true + }, + { + "concept": "ilm", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "in", + "output_checked": true + }, + { + "concept": "along", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "material", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "parabola", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "dimensional", + "output_checked": true + }, + { + "concept": "viscous", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "relative", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "simultaneously", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "sides", + "output_checked": true + }, + { + "concept": "itself", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "sentence", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "array", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "dimensional", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "heading", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "OGO", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "odp", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "vector", + "output_checked": true + }, + { + "concept": "adi", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "opposite", + "output_checked": true + }, + { + "concept": "aquilo", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "sides", + "output_checked": true + }, + { + "concept": "Rechnung", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "embal", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "demek", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "material", + "output_checked": true + }, + { + "concept": "onclick", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "sides", + "output_checked": true + }, + { + "concept": "nito", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "toch", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "sozial", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "vector", + "output_checked": true + }, + { + "concept": "verme", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "sponge", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ",", + "output_checked": true + }, + { + "concept": "swam", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "kier", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "on", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "opposite", + "output_checked": true + }, + { + "concept": "ips", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "sides", + "output_checked": true + }, + { + "concept": "escalator", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "equation", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "dimensional", + "output_checked": true + }, + { + "concept": "horizontally", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "orbit", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "its", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "ounce", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "one", + "output_checked": true + }, + { + "concept": "webinar", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "airplane", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "dimensional", + "output_checked": true + }, + { + "concept": "example", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "defect", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-03__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Motion of linear lattice imperfections 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Once the resolved driving stress exceeds a threshold, mobile lattice lines traverse their favored planes and produce permanent strain.", + "prompt_tail": "Once the resolved driving stress exceeds a threshold, mobile lattice lines traverse their favored planes and produce permanent strain.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 21 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-line-defect-motion-04", + "carrier_id": null, + "target_family": "line-defect-motion", + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 481, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 20174 + }, + { + "label": "glide", + "best_rank": 13219, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 9356 + }, + { + "label": "slip", + "best_rank": 23655, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 4748 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "accordingly", + "hereby", + "orry", + "ogether", + "ients", + "hence", + "iken", + "leness", + "furthermore", + "which", + "ertain", + "according", + "therefore", + "eles", + "anyak", + "oraz", + "ammed", + "isses", + "together", + "ises" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "ie", + "ited", + "ided", + "zes", + "arie", + "eded", + "leness", + "d", + "ion", + "ct", + "ng", + "rs", + "wie", + "lli", + "standpoint", + "nto", + "elf", + "wards", + "ii", + "rl", + "ester", + "persons", + "erd", + "hence", + "yy", + "uin", + "alike", + "gement" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "gonna", + "mente", + "dz", + "persons", + "xd", + "thereof", + "oraz", + "wie", + "lli", + "ain", + "furthermore", + "lastly", + "govt", + "d", + "hood", + "aska", + "arie", + "thru", + "nto", + "onus", + "ion", + "ct", + "ie", + "gy", + "hi", + "ided", + "ii", + "aid", + "uin" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "herein", + "edly", + "ided", + "wherein", + "thereafter", + "hereafter", + "therefrom", + "forthwith", + "enos", + "therein", + "midst", + "ients", + "thereof", + "yses", + "hereto", + "henceforth", + "herewith", + "thus", + "lle", + "itherto", + "oused", + "psis", + "Owing" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "wherein", + "ided", + "edly", + "thereafter", + "ensuing", + "forthwith", + "unto", + "enos", + "herein", + "hereto", + "presently", + "hereafter", + "efectu", + "ive", + "ally", + "lement", + "iled", + "osite", + "lli", + "midst", + "yses", + "therefrom", + "heretofore", + "herewith" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "wherein", + "thereafter", + "subsequently", + "humankind", + "consequently", + "Additionally", + "utilizing", + "possesses", + "upon", + "thereby", + "automobiles", + "natomiast", + "characterized", + "wherein", + "Furthermore", + "Moreover", + "utilized", + "Upon", + "meydana", + "Subsequently", + "hereafter", + "thus", + "During", + "therefrom" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "upon", + "thereby", + "wherein", + "thereafter", + "thus", + "subsequently", + "occurring", + "utilizing", + "merely", + "consequently", + "Upon", + "thereto", + "Upon", + "therefore", + "util", + "throughout", + "whereupon", + "the", + "approximately", + "unto", + "notably", + "concomit", + "characterized", + "utilized", + "whereby", + "UTIL", + "subsequent", + "notwithstanding" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "furthermore", + "upon", + "wherein", + "thus", + "thereto", + "Upon", + "thereafter", + "Furthermore", + "occurring", + "merely", + "unto", + "Moreover", + "Upon", + "therefore", + "notwithstanding", + "concomit", + "ishable", + "laboratory", + "consequently", + "uria", + "likewise" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thereby", + "thereafter", + "upon", + "merely", + "Furthermore", + "furthermore", + "Upon", + "thus", + "subsequently", + "Moreover", + "subsequent", + "wherein", + "Moreover", + "resulting", + "Upon", + "irrevers", + "consequently", + "Furthermore", + "moreover", + "characteristic", + "irrevoc", + "necessitating", + "occurring", + "lith", + "thereto" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "irrevers", + "subsequent", + "solidification", + "irrevoc", + "indelible", + "stabilization", + "transdu", + "subsequently", + "irreversible", + "metallurgical", + "sustained", + "thereby", + "acetyl", + "Stabilization", + "permanently", + "viscoelastic", + "liquef", + "permanence", + "seism", + "impervious", + "ductile", + "lith", + "deposition", + "thereafter", + "solidified", + "stabilized", + "resistive", + "sediment", + "deform", + "crystallization", + "constitutive" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "irrevers", + "subsequent", + "irreversible", + "solidification", + "transdu", + "irrevoc", + "indelible", + "permanently", + "stabilization", + "accelerated", + "resulting", + "sustained", + "stabilized", + "constitutive", + "impervious", + "Stabilization", + "observed", + "subsequently", + "rupture", + "altering", + "metastable", + "catalyzed", + "metallurgical", + "Mechanism", + "mechanism", + "deformation", + "stimulated", + "acetyl" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "irreversible", + "irrevers", + "Mechanism", + "mechanism", + "Mechanism", + "mechanism", + "stabilization", + "accelerating", + "solidification", + "resulting", + "consequence", + "deformation", + "transdu", + "Induced", + "permanently", + "accelerated", + "stimulated", + "Stabilization", + "activated", + "activation", + "FFECT", + "initiating", + "causative", + "Deformation", + "induced" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "irreversible", + "Mechanism", + "resulting", + "irrevers", + "mechanism", + "subsequent", + "permanently", + "Mechanism", + "occur", + "discontinuous", + "thereby", + "consequence", + "mechanism", + "repeatable", + "permanent", + "lasting", + "ructive", + "activation", + "consequential", + "solidification", + "Induced", + "subsequently", + "occurring", + "transdu" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Mechanism", + "Trigger", + "triggered", + "triggered", + "irreversible", + "triggering", + "Trigger", + "Mechanism", + "TRIGGER", + "thereby", + "decisive", + "Happens", + "trigger", + "FAILURE", + "TRIGGER", + "Occurrence", + "ructive", + "Activation", + "irrevers", + "Induced", + "trigger", + "Consequently", + "Subsequently", + "Subsequently", + "occur" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "furthermore", + "whereas", + "whatsoever", + "Conversely", + "Conversely", + "likewise", + "Consequently", + "else", + "Furthermore", + "thereby", + "whilst", + "Meanwhile", + "consequently", + "meanwhile", + "Certainly", + "conversely", + "whereupon", + "Which", + "accordingly", + "Likewise", + "secondly", + "therefore", + "Nevertheless", + "whereby", + "Furthermore", + "Secondly", + "Ultimately", + "Whereas", + "forthwith", + "whereas", + "which" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "Furthermore", + "Consequently", + "Meanwhile", + "Conversely", + "Consequently", + "whereas", + "Furthermore", + "meanwhile", + "Conversely", + "Similarly", + "Likewise", + "Certainly", + "This", + "else", + "Also", + "Yet", + "Nevertheless", + "likewise", + "Similarly", + "Subsequently", + "conversely", + "Simultaneously", + "ertain", + "accordingly", + "Moreover", + "Eventually", + "Secondly", + "Ultimately", + "Namely", + "Whereas" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "conversely", + "Conversely", + "whereas", + "Furthermore", + "Similarly", + "Meanwhile", + "meanwhile", + "else", + "Likewise", + "Conversely", + "Consequently", + "likewise", + "Similarly", + "This", + "accordingly", + "Furthermore", + "Secondly", + "Subsequently", + "Simultaneously", + "Also", + "Nevertheless", + "Otherwise", + "Eventually", + "secondly", + "Consequently", + "Then", + "During", + "Yet", + "similarly", + "consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "conversely", + "meanwhile", + "furthermore", + "Conversely", + "whereas", + "accordingly", + "Meanwhile", + "likewise", + "requently", + "Conversely", + "Similarly", + "Likewise", + "else", + "Similarly", + "alike", + "nonetheless", + "During", + "Furthermore", + "Yet", + "Sometimes", + "consequently", + "Often", + "Equally", + "Certainly", + "secondly", + "Simultaneously", + "Alongside", + "however", + "ometimes", + "During", + "similarly", + "Consequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "conversely", + "whereas", + "Conversely", + "Conversely", + "Meanwhile", + "accordingly", + "Yet", + "furthermore", + "thus", + "Yet", + "Thus", + "thereafter", + "likewise", + "Likewise", + "therefore", + "Sometimes", + "Consequently", + "hence", + "thereby", + "Along", + "Lately", + "else", + "Thus", + "lately", + "hence", + "Consequently", + "Similarly", + "consequently", + "Hence", + "yet" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "conversely", + "meanwhile", + "Conversely", + "Meanwhile", + "Conversely", + "Consequently", + "whereas", + "furthermore", + "thereafter", + "Similarly", + "Likewise", + "This", + "Lately", + "Yet", + "Sometimes", + "Recently", + "Furthermore", + "accordingly", + "Yet", + "They", + "Hence", + "Along", + "likewise", + "Consequently", + "Meanwhile", + "lately", + "Along", + "Whereas", + "Whereas", + "Moreover", + "Moreover" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "conversely", + "meanwhile", + "Conversely", + "Meanwhile", + "This", + "Consequently", + "Conversely", + "whereas", + "Similarly", + "furthermore", + "Yet", + "Likewise", + "Recently", + "Sometimes", + "thereafter", + "Lately", + "They", + "Hence", + "accordingly", + "Yet", + "This", + "These", + "Consequently", + "Meanwhile", + "thereby", + "lately", + "therefore", + "hence", + "Furthermore", + "Upon", + "consequently", + "Along" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "conversely", + "Conversely", + "This", + "Likewise", + "Consequently", + "meanwhile", + "Meanwhile", + "Conversely", + "Furthermore", + "Hence", + "Similarly", + "furthermore", + "Sometimes", + "These", + "Once", + "likewise", + "Alternatively", + "Again", + "This", + "alternatively", + "Though", + "Upon", + "Consequently", + "Simultaneously", + "Secondly", + "They", + "Moreover", + "Thus", + "Each", + "Yet", + "Moreover", + "secondly" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "This", + "Consequently", + "Similarly", + "Likewise", + "conversely", + "Therefore", + "Hence", + "Otherwise", + "This", + "Meanwhile", + "Conversely", + "Consequently", + "Thus", + "Such", + "thereby", + "Similarly", + "Thus", + "Conversely", + "They", + "These", + "Again", + "thereafter", + "Subsequently", + "Hence", + "Alternatively", + "Unless", + "Furthermore" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "Consequently", + "This", + "Similarly", + "meanwhile", + "Conversely", + "conversely", + "This", + "Therefore", + "Such", + "Otherwise", + "Likewise", + "Consequently", + "Hence", + "Meanwhile", + "Again", + "Repeat", + "Whereas", + "Repeat", + "Once", + "Similarly", + "Unless", + "These", + "Unless", + "Thus", + "Those", + "endif", + "Though", + "THAN", + "Sometimes", + "Such" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Once", + "Once", + "Until", + "UNT", + "Until", + "This", + "Again", + "Consequently", + "Unless", + "Otherwise", + "Unless", + "Those", + "Similarly", + "Upon", + "meanwhile", + "Repeat", + "Whether", + "Meanwhile", + "During", + "Those", + "Throughout", + "Consequently", + "Likewise", + "Similarly", + "Eventually", + "Simultaneously", + "Along", + "Repeat", + "Conversely", + "THAN", + "Initially", + "This" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "This", + "Once", + "Once", + "The", + "The", + "Upon", + "When", + "In", + "In", + "Upon", + "Such", + "After", + "These", + "For", + "When", + "After", + "Thus", + "Mobile", + "These", + "Finally", + "For", + "If", + "Similarly", + "If", + "On", + "Thus", + "Each", + "During", + "Such", + "Until", + "Repeat" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 44992, + 150624, + 122817, + 136828, + 122508, + 80109, + 7034, + 5937, + 6391, + 913, + 482, + 1262, + 731, + 15822, + 6408, + 19521, + 20622, + 76832, + 90296, + 70865, + 55059, + 27323, + 78814, + 63059, + 100354, + 47030 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 187396, + 127274, + 104927, + 107419, + 131613, + 47828, + 87888, + 104001, + 83521, + 58445, + 32363, + 28177, + 29249, + 79967, + 173339, + 188064, + 162339, + 80526, + 42655, + 33028, + 29270, + 13220, + 25898, + 21127, + 22531, + 3126 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 131994, + 143612, + 105269, + 183743, + 131032, + 214510, + 154275, + 109851, + 97478, + 59450, + 54505, + 103757, + 101667, + 132679, + 146288, + 145749, + 119139, + 65830, + 64596, + 94620, + 42284, + 36185, + 27360, + 23656, + 34732, + 5065 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 172675, + 261598, + 139537, + 83213, + 177725, + 170368, + 64058, + 27697, + 66338, + 24701, + 20175, + 33935, + 117783, + 45892 + ] + }, + { + "label": "glide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 9357, + 39293, + 181519, + 30415, + 167716, + 131191, + 97398, + 113074, + 94382, + 31660, + 74782, + 22297, + 42545, + 51239 + ] + }, + { + "label": "slip", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 134112, + 51816, + 92082, + 83412, + 192207, + 226484, + 49111, + 104469, + 65808, + 35589, + 50890, + 12497, + 14905, + 4749 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "deformation", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "paths", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "individuals", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "became", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "was", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "directions", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "begin", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "irreversible", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "alike", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "significant", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "produce", + "output_checked": true + }, + { + "concept": "become", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "alterations", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "conversely", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "because", + "score": 4.0, + "best_rank": 3, + "best_depth": 70.7, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "triggering", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "propagating", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "whereas", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ",", + "output_checked": true + }, + { + "concept": "counterparts", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "their", + "output_checked": true + }, + { + "concept": "conflict", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "deadline", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "reaches", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "propagate", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "narr", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Once", + "output_checked": true + }, + { + "concept": "momentous", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "tensile", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "traversing", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "traverse", + "output_checked": true + }, + { + "concept": "motor", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "equilibrium", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "defence", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "several", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "weaponry", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "factors", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "sufficient", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "strategies", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "certain", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "surroundings", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "their", + "output_checked": true + }, + { + "concept": "formalities", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "pathways", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "atoms", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "Upon", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "Once", + "output_checked": true + }, + { + "concept": "Upon", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Once", + "output_checked": true + }, + { + "concept": "perpendicularly", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 2.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "while", + "score": 2.0, + "best_rank": 14, + "best_depth": 68.3, + "near_token": "threshold", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "timelines", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "transient", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "activated", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "irrevers", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "awaiting", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "calculated", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "migratory", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "movement", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "smarter", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "", + "output_checked": true + }, + { + "concept": "Duration", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Once", + "output_checked": true + }, + { + "concept": "commencement", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "outcome", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "resolved", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "quantos", + "nada", + "Hail", + "ervan", + "wand", + "Kwa", + "punkte", + "addRow", + "undos", + "trump" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "lev", + "rid", + "grac", + "dim", + "trem", + "stir", + "Beg", + "Sob", + "reu", + "Cann", + "Mannes", + "gr", + "dre", + "opat", + "olyte", + "Proc", + "channel", + "gham", + "Reis" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "tons", + "lev", + "Beg", + "dim", + "stir", + "Sob", + "jos", + "trem", + "rid", + "grac", + "pres", + "Flam", + "plo", + "Pres", + "dre", + "vej", + "Clon", + "Herv", + "Bens", + "fam", + "Proc", + "grupp", + "tun", + "glob", + "blot", + "prof", + "Dru" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "tun", + "essional", + "fam", + "ago", + "alk", + "Reis", + "Sob", + "motifs", + "olyte", + "lev", + "glob", + "grac", + "plo", + "nh", + "Lob", + "Beet", + "muut", + "nab", + "grupp", + "Ham", + "brake", + "Ran" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "fam", + "grac", + "olyte", + "Ham", + "glob", + "Cann", + "motifs", + "Beet", + "essional", + "scor", + "Kam", + "Eing", + "Lob", + "Reis", + "Lys", + "Sur", + "twe" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ORS", + "ual", + "yn", + "sol", + "sning", + "WOR", + "susp", + "ilers", + "arb", + "tract", + "uldig", + "sag", + "ae", + "hst", + "Su", + "VERE", + "oben", + "Vo", + "Sed", + "ors", + "Werk", + "fram", + "und", + "discipl", + "rem" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "Green", + "tools", + "side", + "Werk", + "tract", + "tool", + "ual", + "Er", + "Sol", + "HI", + "trading", + "bro", + "kick", + "nop", + "boom", + "cares", + "sed", + "seq", + "dal", + "valued", + "reserved", + "truncate" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "rem", + "Green", + "tools", + "sol", + "tool", + "truncate", + "demos", + "side", + "Werk", + "remen", + "record", + "tail", + "HI", + "valued", + "kick", + "trading", + "simple", + "dad", + "Wel", + "nop", + "Werk" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Green", + "sol", + "record", + "rem", + "select", + "remen", + "tail", + "tools", + "tool", + "nop", + "side", + "simple", + "Sol", + "demos", + "Select", + "seq", + "HI", + "chal", + "kick" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "greeting", + "fetch", + "Greeting", + "greet", + "data", + "Select", + "Green", + "linear", + "Greet", + "select", + "subject", + "discuss", + "discussed", + "dynamic", + "BED", + "RECE", + "tattoo", + "borders", + "common", + "contact" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "usel", + "greeting", + "greet", + "ettle", + "Greet", + "fetch", + "RECE", + "detail", + "CUSTOM", + "borders", + "switch", + "MOVIE", + "isselle", + "recht", + "movies", + "REST", + "titles", + "kaf", + "linear", + "Tos" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "Rechnung", + "eres", + "ellate", + "onha", + "libr", + "TableRow", + "yme", + "onie", + "eal", + "izarse", + "dater", + "elope", + "arder", + "ucar", + "ever", + "reason", + "bros", + "HttpRequest", + "ROUT", + "olarity" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "orith", + "launcher", + "dieu", + "abilecek", + "getId", + "authenticated", + "httpClient", + "grud", + "authenticate", + "hottest", + "iob", + "Threat" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "god", + "ogado", + "deka", + "grud", + "God", + "deck", + "jogar", + "gor", + "lopen", + "kund", + "ayet", + "punt", + "QUIT", + "golfer" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ques", + "ausge", + "prong", + "Dadurch", + "dabei", + "Jahres", + "olidated", + "tier", + "erves", + "logic", + "Rew", + "reck", + "logique", + "annon" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "wir", + "osp", + "afect", + "Jaz", + "wij", + "tier", + "Afgh", + "virk", + "eci", + "wake", + "ips", + "wh", + "ricost", + "Roh", + "oing", + "halk", + "rapporter", + "ectors", + "Opt", + "ausge", + "izd" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "wake", + "ilm", + "orbit", + "Expl", + "Circ", + "wake", + "warp", + "contr", + "flo", + "ovi" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Otherwise", + "analog", + "Simultaneously", + "simultaneously", + "reet", + "localObject", + "Meanwhile", + "meanwhile", + "sav", + "inputArray", + "dequeue", + "otherwise", + "heus", + "Physically" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Similarly", + "Secondly", + "Troubles", + "conversely", + "Simultaneously", + "alike", + "respectively", + "consequently", + "meanwhile", + "Conversely", + "Likewise", + "secondly", + "along", + "whereas", + "Repe", + "Trouble", + "Signals", + "Afterward", + "This", + "Same", + "Subsequently", + "Secondly", + "Thick", + "Stri", + "this" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Similarly", + "meanwhile", + "Conversely", + "conversely", + "Consequently", + "Simultaneously", + "Subsequently", + "Similarly", + "consequently", + "Likewise", + "This", + "Though", + "accordingly", + "thereafter", + "Symptoms", + "Subsequent", + "Unless", + "While", + "Frequently", + "Historically", + "Conversely", + "Afterward", + "although", + "Meanwhile" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Similarly", + "Conversely", + "conversely", + "Likewise", + "Subsequently", + "This", + "Similarly", + "Recently", + "meanwhile", + "Simultaneously", + "Consequently", + "Unless", + "consequently", + "Historically", + "thereafter", + "Though", + "Hence", + "Symptoms", + "this", + "Specifically", + "Traditionally", + "Subsequent", + "Meanwhile", + "Recent", + "Every", + "similarly", + "furthermore", + "Causes" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Similarly", + "conversely", + "Repeat", + "Conversely", + "Likewise", + "alternatively", + "secondly", + "Simultaneously", + "Subsequently", + "Alternatively", + "Consequently", + "Secondly", + "Repeat", + "Though", + "furthermore", + "This", + "Otherwise", + "consequently", + "Phrases", + "Furthermore", + "similarly", + "Specifically", + "Traditionally", + "thereby", + "Unless", + "meanwhile", + "Historically", + "Repeated", + "Additionally", + "Altern" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Similarly", + "Likewise", + "Repeat", + "Otherwise", + "Secondly", + "Similarly", + "Repeat", + "Simultaneously", + "Meanwhile", + "Certain", + "secondly", + "conversely", + "Though", + "meanwhile", + "Specifically", + "this", + "This", + "Same", + "Every", + "Unless", + "Therefore", + "otherwise", + "Additionally", + "similarly", + "Subsequently", + "Improper", + "Traditionally" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Similarly", + "Repeat", + "Likewise", + "Same", + "This", + "Unless", + "Similarly", + "Though", + "Meanwhile", + "Repeat", + "Therefore", + "Simultaneously", + "similarly", + "Otherwise", + "Specifically", + "Excessive", + "conversely", + "Every", + "Each", + "Improper", + "Consequently", + "Those", + "consequently", + "Again", + "Secondly", + "These", + "Certain", + "secondly", + "THAN" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Similarly", + "Until", + "Once", + "Until", + "Repeat", + "Similarly", + "Those", + "Likewise", + "Secondly", + "Unless", + "Again", + "Once", + "Simultaneously", + "This", + "Repeat", + "Though", + "similarly", + "Unless", + "Secondly", + "Throughout", + "Otherwise", + "Those", + "Excessive", + "During", + "Again", + "conversely", + "Subsequently", + "Meanwhile", + "Specifically" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "This", + "Once", + "Similarly", + "For", + "When", + "While", + "Such", + "If", + "Upon", + "Subsequent", + "After", + "In", + "Over", + "Subsequently", + "These", + "A", + "Once", + "Unless", + "Eventually", + "Simultaneously", + "By", + "During", + "The", + "Un", + "On", + "That", + "Repeat", + "As", + "With", + "More" + ] + } + ], + "logit_surprising": [ + { + "concept": "deformation", + "score": 13.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "ausge", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "paths", + "score": 8.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "their", + "output_checked": true + }, + { + "concept": "perpendicularly", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "traverse", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "irreversible", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "directions", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "begin", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "verw", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "respective", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "their", + "output_checked": true + }, + { + "concept": "undergo", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Upon", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Once", + "output_checked": true + }, + { + "concept": "deadline", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "conflict", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "reaches", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "propagate", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "CRED", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "dieu", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "threshold", + "output_checked": true + }, + { + "concept": "prong", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ilm", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "become", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "pathways", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "traverse", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "macroscopic", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "produce", + "output_checked": true + }, + { + "concept": "This", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ROUT", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "desempe", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "postage", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "their", + "output_checked": true + }, + { + "concept": "clocked", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "bol", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "threshold", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "traverse", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "recorrer", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Once", + "output_checked": true + }, + { + "concept": "ques", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "swam", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "serp", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "ceases", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "tertentu", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "threshold", + "output_checked": true + }, + { + "concept": "surroundings", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "their", + "output_checked": true + }, + { + "concept": "anymore", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Once", + "output_checked": true + }, + { + "concept": "sometime", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "answer", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "arises", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "then", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "atoms", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "elements", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "thereby", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "increased", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "produce", + "output_checked": true + }, + { + "concept": "alterations", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "more", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Once", + "output_checked": true + }, + { + "concept": "groundwork", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "has", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "adiabatically", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "premises", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "truth", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "direction", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "damage", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "traverse", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-04__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Motion of linear lattice imperfections 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "High-speed microscopy shows linear imperfections moving across densely packed planes. Each passage creates a small step at the free surface.", + "prompt_tail": "High-speed microscopy shows linear imperfections moving across densely packed planes. Each passage creates a small step at the free surface.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-line-defect-motion-05", + "carrier_id": null, + "target_family": "line-defect-motion", + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "''", + "generated_token_ids": [ + 10440 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 338, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 17156 + }, + { + "label": "glide", + "best_rank": 9110, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 11097 + }, + { + "label": "slip", + "best_rank": 22959, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 5500 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "accordingly", + "behalf", + "hereby", + "leness", + "orry", + "ients", + "eles", + "iken", + "isses", + "according", + "therefore", + "asons", + "ogether", + "anyak", + "oba", + "item", + "ilities", + "According", + "ammed", + "elm", + "eces", + "together", + "hence" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "thing", + "persons", + "lle", + "ie", + "guys", + "everybody", + "orie", + "somebody", + "etc", + "arie", + "dia", + "eded", + "zis", + "lly", + "tics", + "ort", + "ither", + "ilities", + "info", + "basically", + "eness", + "thinks", + "nobody", + "ndo", + "d", + "ion", + "ided" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "persons", + "etc", + "basically", + "everybody", + "lle", + "etc", + "leness", + "thing", + "probably", + "ients", + "maybe", + "atre", + "somebody", + "thinks", + "dz", + "anybody", + "oides", + "Sachen", + "orie", + "aid", + "dia", + "oris" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "gonna", + "persons", + "leness", + "zis", + "ilities", + "lle", + "oides", + "eded", + "ided", + "atre", + "wia", + "doings", + "ients", + "dioxide", + "eway", + "owness", + "yi", + "dia", + "abouts", + "persons", + "ateness", + "everybody", + "eness", + "somebody", + "edly", + "alike" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "persons", + "everybody", + "somebody", + "lle", + "anybody", + "eded", + "zis", + "doings", + "ilities", + "centre", + "atre", + "alike", + "lli", + "AKA", + "ided", + "ients", + "behalf", + "organisation", + "organisations", + "eway", + "sic", + "organise", + "lement", + "soon" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "everybody", + "which", + "gonna", + "afterwards", + "somebody", + "nowadays", + "also", + "although", + "persons", + "Also", + "anybody", + "probably", + "secondly", + "whereas", + "although", + "who", + "however", + "according", + "therefore", + "assisted", + "furthermore", + "owness", + "there", + "about", + "together", + "towards", + "About", + "basically" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "afterwards", + "Characteristics", + "although", + "locality", + "Accordingly", + "thereto", + "probably", + "therefore", + "everybody", + "thereafter", + "although", + "indications", + "afterward", + "Concerning", + "characteristics", + "nearby", + "accordingly", + "indication", + "acin", + "whereby", + "sometime", + "leness", + "Characteristic", + "inander", + "Regarding", + "whereupon" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "whereupon", + "alike", + "furthermore", + "Moreover", + "locality", + "uate", + "acin", + "thence", + "cuticle", + "thereby", + "Characteristics", + "persons", + "whereas", + "uria", + "occurrence", + "dioxide", + "elingen", + "Owing", + "aneous", + "adjoining", + "satisfactorily", + "antile", + "inasmuch" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "sedimentary", + "discontinuous", + "thereafter", + "whereupon", + "oblong", + "thereby", + "discontinuity", + "ddots", + "incipient", + "Characteristics", + "Consequently", + "Moreover", + "polyethylene", + "thence", + "accumulating", + "aporation", + "precisely", + "thereto", + "anod", + "hydrophilic", + "thole", + "Aluminum", + "getchar", + "neath", + "successively", + "protruding", + "cuticle", + "cylind", + "periodical" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "accretion", + "polyethylene", + "sediment", + "discontinuous", + "sedimentation", + "protrusion", + "subsequent", + "eject", + "extrusion", + "dendritic", + "crete", + "cumulative", + "accret", + "subsurface", + "nucleation", + "piezoelectric", + "cumulative", + "aporation", + "accumulating", + "anthropogenic", + "Mechanism", + "resulting", + "plast", + "accumulation", + "mechanism", + "thereby", + "runoff", + "effluent", + "reproducible", + "microstructure", + "microp" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "discontinuous", + "accretion", + "reproducible", + "accumulating", + "repeatable", + "protrusion", + "eject", + "protruding", + "cumulative", + "Mechanism", + "mechanism", + "repetitive", + "byproduct", + "resulting", + "repeated", + "subsequent", + "accret", + "cumulative", + "repeatability", + "observed", + "accumulation", + "extrusion", + "infinitesimal", + "aporation", + "accumulated", + "observable", + "polyethylene", + "runoff" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "accumulating", + "accumulation", + "resulting", + "accumulation", + "cumulative", + "accumulate", + "propagating", + "cumulative", + "thereby", + "accumulated", + "discontinuous", + "mechanism", + "consequence", + "propagation", + "continuous", + "repetitive", + "reproducible", + "repeatable", + "Mechanism", + "successive", + "incremental", + "aporation", + "Cumulative", + "findung", + "continuous", + "repeated", + "accum", + "byproduct" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "successive", + "successively", + "accumulating", + "resulting", + "repeated", + "continuous", + "repetitive", + "discontinuous", + "repeatable", + "aporation", + "consequence", + "repeatedly", + "Consequently", + "reproducible", + "continuous", + "cumulative", + "accumulate", + "propagating", + "Mechanism", + "increasing", + "incremental", + "consequent", + "cumulative", + "accumulation", + "thereby", + "continuously", + "consequently" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Consequently", + "aporation", + "consequently", + "accumulating", + "successive", + "successively", + "accumulate", + "Consequently", + "accumulation", + "continuous", + "consequent", + "accumulates", + "repeated", + "Mechanism", + "getchar", + "therefore", + "continuous", + "resulting", + "thereby", + "consequence", + "thence", + "Observation", + "iteratively", + "observed", + "repeatedly", + "accumulation" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "several", + "subsequently", + "culminating", + "which", + "commanding", + "increasingly", + "characterized", + "supporting", + "whence", + "who", + "neighboring", + "surviving", + "Eventually", + "migrating", + "subsequent", + "contributing", + "whereupon", + "various", + "Several", + "Later", + "meticulously", + "punctuated", + "Subsequently", + "Consequently", + "accompanying", + "demonstrations", + "Frequently", + "ensuing", + "ancillary", + "proponents", + "escalating", + "subjects" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Later", + "Consequently", + "Furthermore", + "Eventually", + "Consequently", + "Later", + "Similarly", + "Subsequently", + "furthermore", + "Frequently", + "Eventually", + "Conversely", + "Subsequently", + "Each", + "Several", + "Ultimately", + "several", + "Each", + "Similarly", + "Conversely", + "Suddenly", + "Afterwards", + "During", + "Meanwhile", + "Likewise", + "During", + "Which", + "Several", + "Likewise", + "Secondly", + "Ultimately" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Similarly", + "Similarly", + "furthermore", + "Conversely", + "Conversely", + "conversely", + "Each", + "similarly", + "Consequently", + "Furthermore", + "meanwhile", + "Eventually", + "Frequently", + "Simultaneously", + "Every", + "During", + "whereas", + "Later", + "Meanwhile", + "likewise", + "Likewise", + "Secondly", + "Subsequently", + "Consequently", + "Each", + "examples", + "simultaneously", + "consequently", + "influencing", + "Ultimately", + "secondly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "conversely", + "furthermore", + "these", + "secondly", + "These", + "Similarly", + "combining", + "Meanwhile", + "Similarly", + "Combining", + "Simultaneously", + "while", + "although", + "whereas", + "Though", + "comparing", + "consequently", + "During", + "simultaneously", + "Secondly", + "Conversely", + "Conversely", + "They", + "finally", + "despite", + "Whether", + "mientras", + "analyzing", + "likewise", + "tandis" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "conversely", + "Meanwhile", + "Conversely", + "furthermore", + "investigators", + "Conversely", + "Consequently", + "Its", + "Compared", + "Tonight", + "Simultaneously", + "Collectively", + "These", + "Its", + "consequently", + "alternatively", + "finalText", + "Investigators", + "therefore", + "Today", + "tonight", + "Similarly", + "analysts", + "Similarly", + "Contrast", + "Hosts" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "furthermore", + "Meanwhile", + "conversely", + "Conversely", + "Furthermore", + "Consequently", + "meanwhile", + "nThe", + "Recently", + "Conversely", + "consequently", + "They", + "Similarly", + "Historically", + "Its", + "Its", + "Recent", + "Unless", + "Therefore", + "Moreover", + "secondly", + "Unless", + "His", + "Moreover", + "Similarly", + "forKey", + "alternatively" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Recently", + "nThe", + "They", + "Consequently", + "Historically", + "Conversely", + "Recent", + "furthermore", + "Conversely", + "Meanwhile", + "Each", + "Furthermore", + "conversely", + "Its", + "Similarly", + "Therefore", + "Though", + "Its", + "Whose", + "Lately", + "They", + "Competition", + "His", + "Their", + "meanwhile", + "Previously", + "Historically", + "While", + "Every", + "Unless" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Each", + "Historically", + "Secondly", + "nThe", + "They", + "secondly", + "Every", + "furthermore", + "Histor", + "Recently", + "Likewise", + "Its", + "Similarly", + "conversely", + "ExceptionHandler", + "Though", + "Upon", + "Conversely", + "Collectors", + "His", + "coli", + "Conversely", + "Please", + "Welcome", + "Consequently", + "Unless", + "Competition", + "Recent", + "Researchers", + "Historically", + "Indem" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "ExceptionHandler", + "Exceptions", + "Secondly", + "Mere", + "dll", + "Secondly", + "Histor", + "Agents", + "ched", + "agents", + "endswith", + "secondly", + "Exceptions", + "kit", + "balls", + "Collectors", + "hline", + "Recently", + "quote", + "endregion", + "Researchers", + "nThe", + "They" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "nThe", + "Researchers", + "ukhov", + "rief", + "ships", + "agons", + "KIT", + "Arguments", + "ExceptionHandler", + "pas", + "dll", + "ched", + "Secondly", + "Secondly", + "Exceptions", + "endregion" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Researchers", + "Experimental", + "Algorithms", + "Arguments", + "ctors", + "Investigations", + "Exceptions", + "Secondly", + "amers", + "ukhov", + "Investigation", + "SearchResults", + "TYPES", + "Observers", + "Arguments", + "Origins", + "OfThe", + "kit", + "beh", + "Please", + "dll", + "Others", + "Arrows", + "Viruses", + "Considering" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "brand", + "He", + "The", + "end", + "Researchers", + "ctors", + "exe", + "obs", + "kill", + "jpeg", + "He", + "His", + "experimental", + "decode", + "A", + "When", + "css", + "Experimental", + "dot", + "nThe", + "encode", + "pdf", + "algorithm", + "ula", + "copy", + "n", + "kit", + "sub", + "What", + "textbf" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 52302, + 102564, + 24547, + 53115, + 52188, + 9893, + 725, + 2557, + 1589, + 684, + 339, + 621, + 753, + 5053, + 10541, + 7919, + 11071, + 42789, + 47097, + 69466, + 74882, + 62929, + 201073, + 159644, + 196123, + 205818 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 177604, + 142330, + 123783, + 194839, + 149816, + 111989, + 74865, + 74138, + 33684, + 30462, + 9111, + 27822, + 60077, + 71340, + 54480, + 86517, + 93561, + 33825, + 66240, + 55366, + 58184, + 86008, + 50972, + 51684, + 9640, + 12268 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 137089, + 106591, + 96567, + 161101, + 94809, + 101350, + 145749, + 96034, + 66541, + 22451, + 22960, + 43431, + 80905, + 111298, + 87771, + 88260, + 72356, + 29393, + 60712, + 73510, + 55389, + 61470, + 124097, + 131384, + 165557, + 39062 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 161631, + 261771, + 71839, + 40571, + 191963, + 136996, + 47055, + 17157, + 103902, + 102976, + 108669, + 53247, + 198435, + 120325 + ] + }, + { + "label": "glide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 21519, + 34758, + 208770, + 11098, + 124458, + 44096, + 41220, + 27148, + 110633, + 77012, + 115759, + 72874, + 63989, + 81395 + ] + }, + { + "label": "slip", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 196978, + 5501, + 87968, + 126505, + 222059, + 193948, + 49417, + 195408, + 169100, + 110574, + 123308, + 31520, + 61626, + 70075 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "meticulously", + "score": 9.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Each", + "output_checked": true + }, + { + "concept": "requires", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "ripple", + "score": 6.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "subtle", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "intersections", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "at", + "output_checked": true + }, + { + "concept": "because", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "landscapes", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "during", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "intersection", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "free", + "output_checked": true + }, + { + "concept": "These", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "faster", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "nearby", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "at", + "output_checked": true + }, + { + "concept": "populated", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "alike", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "where", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "step", + "output_checked": true + }, + { + "concept": "samples", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "across", + "output_checked": true + }, + { + "concept": "edge", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "free", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 4.0, + "best_rank": 21, + "best_depth": 56.1, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "traversing", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "ripples", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "step", + "output_checked": true + }, + { + "concept": "clusters", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "observed", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "momentary", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "examples", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "speed", + "output_checked": true + }, + { + "concept": "several", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "every", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "skirm", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "small", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "demonstrations", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "throughout", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "affecting", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "conversely", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "professionalism", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "that", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "resembles", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "computing", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "speed", + "output_checked": true + }, + { + "concept": "discontinuity", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "step", + "output_checked": true + }, + { + "concept": "layer", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "foundational", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cybersecurity", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "High", + "output_checked": true + }, + { + "concept": "synchronized", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "visualizations", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "across", + "output_checked": true + }, + { + "concept": "indelible", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "termination", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "free", + "output_checked": true + }, + { + "concept": "During", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "High", + "output_checked": true + }, + { + "concept": "burgeoning", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "free", + "output_checked": true + }, + { + "concept": "Conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "High", + "output_checked": true + }, + { + "concept": "alongside", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "warfare", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "speed", + "output_checked": true + }, + { + "concept": "patterns", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "small", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "wealth", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "High", + "output_checked": true + }, + { + "concept": "photography", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "speed", + "output_checked": true + }, + { + "concept": "trajectories", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pixels", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "across", + "output_checked": true + }, + { + "concept": "imaged", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "cellular", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "shows", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "Hail", + "ervan", + "nada", + "quantos", + "wand", + "Thou", + "undos", + "Kwa", + "punkte", + "NORE", + "ukun", + "anque" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "Mannes", + "grac", + "opat", + "Sob", + "tons", + "stir", + "channel", + "lev", + "pres", + "reu", + "ago", + "rock", + "Prote", + "trem", + "fic", + "gag", + "gham" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "rid", + "grac", + "rock", + "stir", + "pres", + "opat", + "essional", + "Pres", + "osus", + "Mannes", + "tons", + "lev", + "Sob", + "Rid", + "kin", + "ott", + "tens", + "Sen", + "Lang", + "impres" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "champ", + "ago", + "grac", + "Reis", + "Ham", + "tfrac", + "Sesam", + "alk", + "onn", + "noch", + "Cem", + "rock", + "essional", + "Mani", + "def", + "riv", + "Grac", + "Mannes", + "bab", + "Chap", + "Sob", + "modes" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "riv", + "grac", + "Beet", + "Mannes", + "Mani", + "dim", + "Reis", + "chap", + "onn", + "alk", + "Rec", + "essional", + "ilers", + "olyte", + "rid", + "Eing", + "opat" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Su", + "rem", + "Vo", + "Green", + "ilers", + "idence", + "VERE", + "su", + "det", + "Green", + "ual", + "Rem", + "yn", + "Sed", + "fan", + "Er", + "Mi", + "cat", + "sn", + "WOR", + "hst", + "yp", + "Brun", + "side" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "tools", + "kick", + "Green", + "side", + "bro", + "demos", + "Sol", + "trading", + "tool", + "HI", + "nas", + "Me", + "don", + "Mau", + "dental", + "Er", + "Ort" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "tail", + "sol", + "trading", + "kick", + "side", + "tool", + "Green", + "turbo", + "remen", + "simple", + "HI", + "bro", + "ormap", + "truncate", + "duct", + "blank", + "multiple", + "demos", + "tail", + "nas", + "Sol" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Green", + "remen", + "kick", + "sol", + "tail", + "rem", + "blank", + "serial", + "konto", + "Er", + "select", + "bro", + "ORS", + "Prot", + "cuest", + "linear", + "simple", + "lives", + "side", + "tail", + "tool", + "tools", + "Sol", + "HI" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "lives", + "common", + "discussed", + "cdots", + "discuss", + "olved", + "fetch", + "tter", + "Select", + "subject", + "pur", + "detail", + "scient", + "greeting", + "Green", + "Resolve", + "RECE", + "OOSE", + "data", + "Quest" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "lived", + "Resolve", + "greeting", + "Greet", + "discuss", + "Otto", + "ettle", + "felt", + "fetch", + "RECE", + "resolve", + "titles", + "CUSTOM", + "linear", + "diet", + "detail", + "Quest", + "usel", + "Meals", + "MOVIE", + "Tos" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "BAG", + "bag", + "messagebox", + "stev", + "Rechnung", + "blog", + "bla", + "late", + "TableRow", + "reason", + "tracked", + "nab", + "chette", + "step", + "DEAD", + "scored", + "BAG", + "hap", + "bells", + "libr", + "ucar", + "major", + "tread", + "ebo" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "lick", + "buttonclick", + "cribable", + "cama", + "preserving", + "dictionaries", + "streaks", + "backlit", + "semer", + "heat", + "overlap", + "reheat", + "bouts", + "Dunes", + "itoa", + "Notify", + "boomerang", + "preservar" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "grud", + "ogado", + "dfs", + "disclosures", + "delt", + "bookshelf", + "oelect", + "kund", + "claws", + "punt", + "defer", + "brus", + "God", + "deck", + "ostante", + "dents", + "deka", + "okol" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "muh", + "Dadurch", + "tier", + "prong", + "ausge", + "Roh", + "urch", + "Rew", + "ricost", + "segi", + "wodurch", + "ETA", + "wij", + "sir" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "afect", + "welt", + "berd", + "halk", + "spf", + "tier", + "Stein", + "wij", + "wir", + "wh", + "patched", + "wodurch", + "Roh", + "osp", + "cah", + "berp", + "edged", + "sped", + "irp", + "ricost", + "webhook" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "individual", + "contr", + "kernel", + "spf", + "wake", + "adn", + "perfe" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "andet", + "analog", + "narr", + "horizontal", + "fy", + "outstretched", + "sch", + "simultaneously", + "Otherwise", + "oscillation", + "analytically" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "imaged", + "Similarly", + "imaging", + "compares", + "Simultaneously", + "Imaging", + "along", + "today", + "acknowled", + "Observ", + "networking", + "consequ", + "Similarly", + "Styl", + "flowed", + "consequently", + "tributaries", + "Instinct", + "these", + "industry", + "simultaneously", + "together", + "Together", + "reflections", + "conclude", + "flows", + "visits", + "Illustrations", + "Ascent" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "meanwhile", + "consequently", + "Consequently", + "Simultaneously", + "sketches", + "Furthermore", + "simultaneously", + "nCurrent", + "Meanwhile", + "Consequently", + "imaged", + "conversely", + "furthermore", + "therefore", + "nThe", + "Additionally", + "respectively", + "uff", + "Similarly", + "Increased", + "Microscopy" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "consequently", + "meanwhile", + "Consequently", + "nThe", + "respectively", + "thought", + "therefore", + "Recently", + "Thought", + "Historically", + "Consequently", + "Thought", + "furthermore", + "Lesser", + "Additionally", + "Traditionally", + "Similarly", + "Meanwhile", + "footnote", + "Neither", + "nonetheless", + "Each", + "Furthermore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "com", + "furthermore", + "Historically", + "aspx", + "Furthermore", + "Collectors", + "txt", + "Induction", + "shedding", + "Every", + "secondly", + "html", + "php", + "dll", + "Recently", + "Researchers", + "gada", + "Due", + "Previously", + "Islands", + "Repeat", + "Secondly", + "Phrases", + "coli", + "historians", + "wat", + "Normally" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Repeat", + "Secondly", + "Secondly", + "Previously", + "Individ", + "endswith", + "hline", + "Historically", + "com", + "Histor", + "aspx", + "These", + "Certain", + "urally", + "Meanwhile", + "secondly", + "Roles", + "Recently", + "gif", + "coli", + "js", + "Repeat", + "Certain" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "js", + "Secondly", + "endswith", + "Repeat", + "ausea", + "Histor", + "Role", + "Secondly", + "Roles", + "Previously", + "ships", + "com", + "hline", + "Role", + "Therefore", + "secondly", + "By", + "Try", + "Subsection", + "Copies", + "ctors", + "Historically", + "json", + "subsection" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ctors", + "js", + "amers", + "Secondly", + "Researchers", + "Arguments", + "mselves", + "Investigation", + "Secondly", + "ausea", + "bat", + "Between", + "Among", + "Between", + "Repeat", + "ATIVES", + "Blowing", + "dll", + "nb", + "Arguments", + "json" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "jpg", + "jpeg", + "ctors", + "exe", + "end", + "His", + "pdf", + "bin", + "brand", + "n", + "When", + "Hyper", + "Researchers", + "Once", + "This", + "He", + "Observation", + "Blowing", + "By", + "em", + "nb", + "base", + "tip", + "meet", + "et", + "js", + "These", + "est", + "dot" + ] + } + ], + "logit_surprising": [ + { + "concept": "requires", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "edge", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "free", + "output_checked": true + }, + { + "concept": "faint", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "prong", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "speed", + "output_checked": true + }, + { + "concept": "halk", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "ripple", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "fluorescence", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "intersections", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "afect", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "alike", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "resembles", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "discontinuity", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "step", + "output_checked": true + }, + { + "concept": "These", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "computing", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "speed", + "output_checked": true + }, + { + "concept": "cellular", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "sample", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "across", + "output_checked": true + }, + { + "concept": "layer", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "across", + "output_checked": true + }, + { + "concept": "ausge", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "ilm", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "ripples", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "intersection", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "microscopic", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "subtle", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "momentary", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "terminus", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "disturbance", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "small", + "output_checked": true + }, + { + "concept": "Low", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "High", + "output_checked": true + }, + { + "concept": "height", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "step", + "output_checked": true + }, + { + "concept": "arrays", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "leaves", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "Scoped", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "representations", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "High", + "output_checked": true + }, + { + "concept": "Aman", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "Connell", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "BAG", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "presse", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "dictionaries", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "terk", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Each", + "output_checked": true + }, + { + "concept": "weten", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "doorstep", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "free", + "output_checked": true + }, + { + "concept": "Boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "dhad", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "step", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "questioning", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "High", + "output_checked": true + }, + { + "concept": "Verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "contrasts", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "High", + "output_checked": true + }, + { + "concept": "multifaceted", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "prototyping", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "speed", + "output_checked": true + }, + { + "concept": "trained", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "inconsistency", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Each", + "output_checked": true + }, + { + "concept": "cambiamento", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "step", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "free", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "excellence", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "High", + "output_checked": true + }, + { + "concept": "priority", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "photography", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "speed", + "output_checked": true + }, + { + "concept": "growth", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "when", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "imperfections", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-05__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-line-defect-motion-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-notch-resistance-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to unstable flaw extension 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Two steels have comparable yield stress, yet one pre-notched plate absorbs several times more energy before sudden separation and survives a much larger flaw.", + "prompt_tail": "Two steels have comparable yield stress, yet one pre-notched plate absorbs several times more energy before sudden separation and survives a much larger flaw.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-notch-resistance-01", + "carrier_id": null, + "target_family": "notch-resistance", + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": ".", + "generated_token_ids": [ + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 10, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 12062 + }, + { + "label": "crack", + "best_rank": 7356, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 2660 + }, + { + "label": "fracture", + "best_rank": 1298, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 9462 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "accordingly", + "orry", + "hence", + "hereby", + "leness", + "together", + "according", + "ients", + "ogether", + "oba", + "iken", + "ammed", + "isses", + "which", + "eles", + "ilities", + "According", + "anyak", + "together", + "hence" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "alike", + "ie", + "lle", + "lli", + "d", + "ii", + "l", + "ion", + "ct", + "ited", + "wards", + "hence", + "wie", + "meanwhile", + "i", + "ort", + "rl", + "rs", + "persons", + "zes", + "ewise", + "bzw", + "standpoint", + "onus", + "t", + "elf", + "iew", + "ise", + "ics", + "lement" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "onus", + "ii", + "Id", + "bout", + "idd", + "mente", + "lli", + "ain", + "meanwhile", + "d", + "id", + "ewise", + "ld", + "xd", + "aid", + "awhile", + "ialah", + "sure", + "thereof", + "ia", + "l", + "ie", + "lately", + "thats", + "insure", + "le", + "ct", + "ve" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "edly", + "stuffs", + "aid", + "lli", + "doings", + "yet", + "udos", + "rue", + "spaper", + "abouts", + "sufferers", + "oths", + "wia", + "outh", + "mates", + "yers", + "nobody", + "nda", + "spite", + "bly", + "zis", + "ogt", + "hearers", + "ct", + "oid", + "ided" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "edly", + "alike", + "stuffs", + "guy", + "guy", + "aid", + "bloke", + "somebody", + "nobody", + "yet", + "booze", + "doings", + "ided", + "osite", + "bunch", + "lli", + "cops", + "stuffs", + "ive", + "gente", + "yer", + "amid", + "pple", + "abouts", + "ct", + "oid", + "ably", + "wards", + "stuff", + "anybody" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "stuffs", + "bunch", + "alike", + "amid", + "meanwhile", + "penned", + "crammed", + "ain", + "aided", + "lli", + "filmed", + "aid", + "ppo", + "Yeah", + "accusing", + "soon", + "nobody", + "amidst", + "riddled", + "sure", + "wich", + "besides", + "damn", + "yet", + "yeah", + "plenty", + "lets", + "loot", + "bloke", + "kids", + "stuff" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "than", + "exploiting", + "aided", + "that", + "than", + "bigger", + "later", + "gotta", + "exploited", + "nearer", + "probably", + "gonna", + "notably", + "needing", + "conceived", + "benefitting", + "massive", + "whilst", + "lesser", + "hugely", + "substantially", + "leveraged", + "heft", + "latter", + "hinting", + "bolstered", + "rarer", + "damning", + "even", + "less", + "huge", + "maybe" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "than", + "alike", + "whereas", + "than", + "whilst", + "meanwhile", + "compared", + "considerably", + "probably", + "latter", + "comparative", + "conceived", + "Than", + "Than", + "furthermore", + "thereof", + "comparable", + "substantially", + "result", + "Dont", + "hedron", + "stantially", + "comparison", + "altogether", + "Comparison", + "acial", + "exploited", + "exploiting", + "concomit", + "compar", + "rival" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "than", + "massive", + "carcass", + "comparable", + "polymeric", + "Massive", + "alike", + "Than", + "Than", + "CFRP", + "albeit", + "typology", + "compar", + "latter", + "than", + "considerably", + "anisotropic", + "colossal", + "comparative", + "shrink", + "exploiting", + "opportunistic", + "comparison", + "Comparison", + "hedron", + "diversify", + "Aluminium", + "shard", + "BMD", + "bolstered" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "robust", + "resilient", + "robustness", + "ductile", + "bolstered", + "optimized", + "bolstering", + "significantly", + "CFRP", + "massive", + "Robust", + "impressive", + "substantially", + "withstand", + "buoy", + "stabilized", + "Robust", + "tensile", + "geotechnical", + "substantial", + "enhanced", + "resilience", + "reinforced", + "engineered", + "cantilever", + "sustained", + "advantageous", + "anisotropic", + "maximized", + "oliath", + "protracted" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "resilience", + "resilient", + "robustness", + "withstand", + "robust", + "bolstered", + "withstood", + "bolstering", + "protected", + "protective", + "surviv", + "advantageous", + "resiliency", + "tenacity", + "impressively", + "unscathed", + "stability", + "impressive", + "protecting", + "resil", + "longevity", + "toughness", + "Robust", + "robust", + "undamaged", + "protection", + "defensive", + "stabilized", + "mitigating", + "stabilizing", + "ilience", + "Resilience" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "resilience", + "withstand", + "resilient", + "robustness", + "protecting", + "safeguarding", + "withstood", + "protection", + "protected", + "tested", + "toughness", + "resiliency", + "protect", + "stability", + "protective", + "capability", + "surviv", + "protects", + "durability", + "ilience", + "Resilience", + "undamaged", + "demonstrated", + "safegu", + "safer", + "tested", + "ductile" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "protecting", + "withstand", + "protection", + "capability", + "protects", + "robustness", + "withstood", + "protect", + "protections", + "demonstrated", + "protective", + "resilience", + "demonstrating", + "protect", + "safeguarding", + "protected", + "tested", + "Protection", + "resilient", + "dimost", + "protection", + "Protection", + "resiliency", + "demostrado", + "Protecting" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "protection", + "capability", + "protecting", + "protections", + "protects", + "protect", + "protected", + "demonstrated", + "withstand", + "robustness", + "ability", + "Protection", + "demonstrating", + "capabilities", + "protective", + "Protection", + "safeguarding", + "PROTECTION", + "protezione", + "Protecting", + "Demonstrated", + "Capability" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "whatsoever", + "oretically", + "ably", + "furthermore", + "ertain", + "else", + "whereas", + "aneous", + "edly", + "alike", + "etheless", + "soever", + "likewise", + "whence", + "Ultimately", + "demikian", + "Consequently", + "inal", + "wards", + "ultimately", + "ewise", + "amt", + "endum", + "Ultimately", + "asmuch", + "Conversely", + "ually", + "ldots", + "imately", + "thereof", + "whilst" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "ertain", + "whereas", + "alike", + "furthermore", + "Consequently", + "Conversely", + "According", + "During", + "lately", + "Ultimately", + "whereas", + "Consequently", + "Yet", + "Furthermore", + "during", + "nevertheless", + "undertook", + "seems", + "concerning", + "Compared", + "concerned", + "questioned", + "Suppose", + "this", + "Nevertheless", + "demonstrates", + "Nevertheless", + "Concerning", + "Owing", + "during", + "wards", + "compared" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "whereas", + "Conversely", + "compared", + "whereas", + "furthermore", + "compared", + "ertain", + "alike", + "likewise", + "demonstrating", + "Similarly", + "contrasted", + "Compared", + "conversely", + "according", + "comparing", + "similarly", + "nevertheless", + "Conversely", + "correspondingly", + "According", + "equally", + "simultaneously", + "Furthermore", + "alternatively", + "undertook", + "versus", + "ometimes", + "During", + "vice", + "demonstrates", + "lately" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "whereas", + "lately", + "likewise", + "ertain", + "vice", + "comparing", + "alike", + "meanwhile", + "tandis", + "furthermore", + "respectively", + "depending", + "alongside", + "Yet", + "theirs", + "conversely", + "although", + "nevertheless", + "Equally", + "whereas", + "while", + "while", + "demonstrating", + "nonetheless", + "Conversely", + "according", + "compared", + "despite", + "equally", + "anymore", + "ometimes" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "vice", + "Yet", + "ertain", + "whereas", + "theirs", + "Compared", + "hers", + "lately", + "Yet", + "mdash", + "Conversely", + "orry", + "Depends", + "ilities", + "comparative", + "Compared", + "Unless", + "olerance", + "comparer", + "bbene", + "nbsp", + "Depend", + "comparaison", + "whereas", + "compared", + "comparison", + "accordingly", + "Comparative", + "itness", + "yet" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "whereas", + "Compared", + "compared", + "Compared", + "ertain", + "than", + "Unless", + "compared", + "Yet", + "vice", + "Conversely", + "Recently", + "Unless", + "Its", + "whereas", + "quanto", + "hence", + "Consequently", + "lately", + "Hence", + "hence", + "Which", + "ength", + "depender", + "His", + "unless", + "furthermore", + "Regarding", + "mdash" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Compared", + "compared", + "Yet", + "Unless", + "Compared", + "than", + "whereas", + "Unless", + "Recently", + "Conversely", + "ertain", + "quanto", + "vice", + "Which", + "His", + "ength", + "Its", + "than", + "Yet", + "Having", + "Than", + "compared", + "His", + "THAN", + "unless", + "Having", + "depender", + "Depend", + "cuja" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Than", + "THAN", + "than", + "secondly", + "Secondly", + "Secondly", + "Though", + "costit", + "Conversely", + "Despite", + "Thou", + "ength", + "Depend", + "Unless", + "LessThan", + "anteced", + "constitution", + "Notwithstanding", + "Unless", + "txt", + "Compared", + "IndexOf", + "depender", + "THAN", + "LETTER", + "notwithstanding" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Secondly", + "Secondly", + "Than", + "secondly", + "THAN", + "Stor", + "Schemes", + "Tried", + "UMENT", + "Unless", + "DEPENDENCIA", + "endswith", + "pecies", + "ound", + "Yet", + "enche", + "Than", + "Tried", + "Wie", + "UNDER", + "pth", + "Prueba", + "hitt", + "Among" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "THAN", + "Secondly", + "Than", + "Secondly", + "DEPENDENCIA", + "ONENT", + "Yet", + "pecies", + "pth", + "UMENT", + "Stor", + "IES", + "Whereas", + "Unless", + "UMIN", + "ounds", + "ound", + "secondly", + "Schemes", + "othesis", + "enche", + "Considering", + "endswith", + "THAN", + "unction", + "ength" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ound", + "Secondly", + "Schemes", + "Secondly", + "echen", + "eber", + "THAN", + "Dependence", + "OUND", + "esian", + "Considering", + "UNDER", + "unction", + "ies", + "UNT", + "UMENT", + "undert", + "ounds", + "yun", + "gt", + "uen", + "opp", + "Yet", + "ULD" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "ie", + "e", + "es", + "underline", + "ies", + "kill", + "eth", + "under", + "loads", + "unto", + "ound", + "exp", + "load", + "emph", + "subtract", + "ight", + "in", + "textbf", + "Secondly", + "compare", + "The", + "nt", + "besides", + "not", + "un", + "skip", + "Secondly", + "is", + "unt", + "hs", + "different" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 130501, + 178175, + 223669, + 169543, + 141661, + 84057, + 49948, + 137013, + 6373, + 214, + 22, + 11, + 67, + 225, + 247272, + 177338, + 146481, + 103575, + 107823, + 64458, + 37703, + 61768, + 153283, + 146101, + 107942, + 40667 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 32824, + 100129, + 133498, + 64416, + 23154, + 6388, + 17876, + 10080, + 502, + 1389, + 7357, + 62667, + 86356, + 181380, + 117970, + 49049, + 48552, + 29801, + 83554, + 87459, + 136120, + 118639, + 156112, + 162933, + 207738, + 154260 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 203574, + 194066, + 174838, + 212478, + 161960, + 81115, + 6529, + 19086, + 1033, + 519, + 1299, + 2790, + 2482, + 16126, + 155850, + 103142, + 126369, + 93952, + 177788, + 106219, + 97539, + 139414, + 164145, + 151306, + 161722, + 51488 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 112914, + 68499, + 229025, + 46129, + 105449, + 39578, + 56378, + 12063, + 23154, + 47400, + 25639, + 19097, + 185798, + 189529 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 222456, + 151920, + 129030, + 199510, + 169740, + 87626, + 104669, + 2661, + 14066, + 204399, + 142543, + 79816, + 57988, + 35390 + ] + }, + { + "label": "fracture", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 163169, + 252177, + 255774, + 232261, + 47771, + 22921, + 107349, + 58210, + 9463, + 19879, + 25223, + 33194, + 97236, + 42063 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "but", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "comparable", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "compared", + "score": 11.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "times", + "output_checked": true + }, + { + "concept": "longer", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "failure", + "score": 9.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "separation", + "output_checked": true + }, + { + "concept": "been", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "have", + "output_checked": true + }, + { + "concept": "during", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "survives", + "output_checked": true + }, + { + "concept": "significantly", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "absorbs", + "output_checked": true + }, + { + "concept": "possesses", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "one", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "have", + "output_checked": true + }, + { + "concept": "became", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "one", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "tensile", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ched", + "output_checked": true + }, + { + "concept": "was", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "strength", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "comparable", + "output_checked": true + }, + { + "concept": "than", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "more", + "output_checked": true + }, + { + "concept": "deformation", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "harsher", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "much", + "output_checked": true + }, + { + "concept": "are", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "steels", + "output_checked": true + }, + { + "concept": "toughness", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "becoming", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "before", + "output_checked": true + }, + { + "concept": "another", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "specimen", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "ched", + "output_checked": true + }, + { + "concept": "similit", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "comparable", + "output_checked": true + }, + { + "concept": "subjected", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "further", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "survives", + "output_checked": true + }, + { + "concept": "underwent", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "pre", + "output_checked": true + }, + { + "concept": "whereas", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "characteristics", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "comparable", + "output_checked": true + }, + { + "concept": "capacities", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "vice", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "welded", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "not", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "rupture", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "separation", + "output_checked": true + }, + { + "concept": "resilience", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "differing", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "have", + "output_checked": true + }, + { + "concept": "fuselage", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ched", + "output_checked": true + }, + { + "concept": "sacrificial", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "absorbs", + "output_checked": true + }, + { + "concept": "sustained", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "superiority", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "much", + "output_checked": true + }, + { + "concept": "dozens", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "several", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "intact", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "survives", + "output_checked": true + }, + { + "concept": "differed", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "yet", + "output_checked": true + }, + { + "concept": "undertook", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "exposure", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "firepower", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "more", + "output_checked": true + }, + { + "concept": "abandonment", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "version", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ched", + "output_checked": true + }, + { + "concept": "when", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "learners", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "their", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "yet", + "output_checked": true + }, + { + "concept": "breaking", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "test", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "alloy", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "steels", + "output_checked": true + }, + { + "concept": "contender", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "one", + "output_checked": true + }, + { + "concept": "manufacture", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "huge", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "times", + "output_checked": true + }, + { + "concept": "resistive", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "prolong", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "before", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "quantos", + "nada", + "ervan", + "undos", + "wand", + "ynitrite", + "Hail", + "diagonal", + "punkte", + "addRow", + "Kwa", + "cred", + "yclerView", + "NORE" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "lev", + "opat", + "trem", + "Beg", + "dim", + "rid", + "grac", + "Mannes", + "gr", + "pres", + "prof", + "stir", + "Proc", + "twe", + "Pres", + "Catt", + "mamy", + "reu", + "Bel", + "Tons", + "rons", + "Stepan", + "fam" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "tons", + "trem", + "dim", + "Beg", + "lev", + "rons", + "tun", + "stir", + "Tons", + "pres", + "prof", + "sum", + "rock", + "Flam", + "Mannes", + "acid", + "grac", + "Bens", + "Pres", + "rid", + "blot", + "sum", + "twe", + "Clon" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "glob", + "Reis", + "champ", + "tun", + "ilj", + "alk", + "Mani", + "liq", + "olyte", + "Sod", + "usan", + "ilg", + "tfrac", + "grac", + "Wren", + "ums", + "def", + "fam" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "glob", + "Reis", + "grac", + "dim", + "tun", + "ago", + "tons", + "Lys", + "dre", + "essional", + "Durch", + "Mani", + "olyte", + "byt", + "Lef", + "dig", + "Pres", + "dra", + "inex", + "tfrac" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "susp", + "side", + "ilers", + "VERE", + "yn", + "fields", + "rem", + "Su", + "sn", + "yp", + "hst", + "oben", + "su", + "Vo", + "ORS", + "sning", + "ling", + "idence", + "olare", + "weni", + "ae", + "Rem", + "uldig" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "bro", + "DEP", + "rem", + "tools", + "sed", + "ae", + "nop", + "Ged", + "tail", + "Zealand", + "rac", + "valued", + "ual", + "HI", + "rue", + "trading", + "remen" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "tail", + "rem", + "remen", + "trading", + "sol", + "HI", + "Zealand", + "fitting", + "lives", + "bro", + "MI", + "simple", + "less", + "rac", + "kick", + "nop", + "ae", + "tool" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "tools", + "HI", + "sol", + "select", + "tail", + "Green", + "record", + "rem", + "nop", + "Select", + "kick", + "tool", + "lives", + "dedicated", + "remen", + "bro", + "serial", + "duct", + "fitting", + "var", + "Sol" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "OOSE", + "sus", + "linear", + "lives", + "var", + "system", + "tools", + "ettle", + "side", + "Select", + "subject", + "select", + "common", + "item", + "record", + "listener", + "fract", + "dedicated", + "ae", + "trading", + "Green", + "susp", + "pick", + "power", + "switch", + "felt" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "greeting", + "switch", + "auto", + "release", + "resolve", + "common", + "catch", + "lives", + "item", + "cookies", + "credits", + "diet", + "side", + "subject", + "ettle", + "salt", + "Resolve", + "Greet", + "dedicated", + "system", + "dog", + "SERVICE", + "linear", + "RECE", + "Greeting", + "traits", + "OOSE", + "actor" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ohn", + "ick", + "itch", + "aco", + "spike", + "financeiros", + "setMaximum", + "Langer", + "acca", + "leda", + "utada", + "ild", + "deal", + "flakes", + "ilj", + "vw", + "ceme", + "apie", + "aket", + "soph", + "edy", + "apy", + "girdle", + "ecer", + "spread" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "pickle", + "boss", + "isticated", + "plectic", + "iob", + "adet", + "iegend", + "hend", + "bilen", + "wake", + "oblastic", + "pelanggan", + "abhas", + "awatt", + "ville", + "ocat" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ogado", + "deka", + "god", + "bedingt", + "ogie", + "kund", + "rele", + "ostante", + "God", + "gor", + "abets", + "jogar", + "grud", + "iot", + "okol", + "NSLog", + "delt", + "ogados", + "dieu", + "costing", + "assol", + "focusable", + "cour" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "Kur", + "prong", + "ques", + "Jug", + "logical", + "Donc", + "Kur", + "Ill", + "logic", + "Atlantic", + "wise", + "Mor", + "hra", + "hooks", + "endorsement", + "logical", + "Dug", + "Logical", + "Principles" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "duke", + "tti", + "Stein", + "Gut", + "wir", + "ausge", + "sta", + "gaard", + "wert", + "spf", + "spf", + "welt", + "integral", + "Jug", + "argument", + "Someone", + "halk", + "okt", + "afect", + "ework", + "idic" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "parquet", + "okt", + "bericht", + "cev", + "wound" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "DisplayText", + "ssch", + "spurt", + "Cur", + "cured", + "unders", + "highlight", + "orally", + "vmax" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Compared", + "nevertheless", + "compared", + "Compared", + "nonetheless", + "Equally", + "Trouble", + "compara", + "Proof", + "compares", + "proofs", + "apolog", + "comparative", + "Investigator", + "vice", + "Thought", + "Comparative", + "opro", + "Observ", + "illustration", + "intrig", + "Comparative", + "observed", + "Summary", + "delegation", + "observes", + "Proofs", + "DPP", + "other" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Compared", + "compared", + "uff", + "Compared", + "ufs", + "sdf", + "Consequently", + "Than", + "than", + "footnote", + "LessThan", + "compared", + "Meanwhile", + "Its", + "ength", + "andra", + "uffs", + "THAN", + "owler", + "imaged", + "Its", + "nbsp" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Compared", + "compared", + "Than", + "uff", + "sdf", + "ijn", + "Compared", + "Than", + "Neither", + "Whose", + "altro", + "Which", + "andra", + "THAN", + "LessThan", + "than", + "whose", + "Unless", + "imaged", + "huh", + "thought", + "ival" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Than", + "secondly", + "THAN", + "Secondly", + "Secondly", + "Compared", + "txt", + "aspx", + "compared", + "com", + "than", + "Unless", + "wat", + "xlsx", + "notwithstanding", + "Certain", + "ength", + "Both", + "Few", + "unless", + "despite", + "Neither", + "png", + "Cause", + "Unless", + "Stellen", + "Despite", + "Though", + "ordan", + "onerror" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Than", + "Secondly", + "Secondly", + "secondly", + "com", + "ipynb", + "endswith", + "othesis", + "Asa", + "Certain", + "hour", + "png", + "Issues", + "THAN", + "enzie", + "veis", + "setType", + "ibraries", + "Second", + "Varieties" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Than", + "othesis", + "Secondly", + "Varieties", + "setType", + "Yet", + "Secondly", + "endswith", + "secondly", + "Certain", + "subsection", + "Both", + "Try", + "etera", + "subsubsection", + "ihilation", + "THAN", + "Tumor", + "Judging", + "ived", + "heading", + "Tested", + "ponent", + "enzie", + "startswith", + "estate", + "LETTER" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Secondly", + "heading", + "Secondly", + "loads", + "secondly", + "hs", + "Judging", + "setType", + "arounds", + "etera", + "coup", + "arrow", + "huh", + "gt", + "Between", + "Between", + "Considering", + "igate", + "Yet" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "load", + "kill", + "loads", + "ind", + "subtract", + "extract", + "int", + "excluding", + "Yet", + "under", + "in", + "The", + "abstract", + "end", + "only", + "check", + "choose", + "underline", + "compare", + "when", + "ever", + "antal", + "em", + "how", + "black", + "hint", + "el", + "nt", + "es", + "Such", + "skip", + "eth" + ] + } + ], + "logit_surprising": [ + { + "concept": "fracture", + "score": 19.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "but", + "score": 14.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "than", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "ausge", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "strength", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "longer", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "survives", + "output_checked": true + }, + { + "concept": "been", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "have", + "output_checked": true + }, + { + "concept": "compared", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "more", + "output_checked": true + }, + { + "concept": "specimen", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ched", + "output_checked": true + }, + { + "concept": "failure", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "differ", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "yet", + "output_checked": true + }, + { + "concept": "strain", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "deformation", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "days", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "are", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "steels", + "output_checked": true + }, + { + "concept": "significantly", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "absorbs", + "output_checked": true + }, + { + "concept": "higher", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "much", + "output_checked": true + }, + { + "concept": "Than", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Compared", + "score": 3.0, + "best_rank": 2, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "have", + "output_checked": true + }, + { + "concept": "rele", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "boo", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "widers", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "more", + "output_checked": true + }, + { + "concept": "version", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ched", + "output_checked": true + }, + { + "concept": "collapse", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "densities", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "not", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "pepper", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "fam", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "Alber", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "PSW", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "beat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "Fock", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "pre", + "output_checked": true + }, + { + "concept": "Dump", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "flows", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "not", + "output_checked": true + }, + { + "concept": "dictionaries", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "absorbs", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "times", + "output_checked": true + }, + { + "concept": "lightest", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "convexo", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "grud", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "yet", + "output_checked": true + }, + { + "concept": "olas", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "one", + "output_checked": true + }, + { + "concept": "brus", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "not", + "output_checked": true + }, + { + "concept": "viol", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "ched", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "BAH", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "times", + "output_checked": true + }, + { + "concept": "Spencer", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "Fet", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "dazu", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "survives", + "output_checked": true + }, + { + "concept": "stab", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "steels", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "times", + "output_checked": true + }, + { + "concept": "duke", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "kernel", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "steels", + "output_checked": true + }, + { + "concept": "resistivity", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "outperformed", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Chongqing", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "sintering", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "not", + "output_checked": true + }, + { + "concept": "memiliki", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "Compared", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "separation", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-01__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-notch-resistance-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to unstable flaw extension 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A sharp starter notch blunts as a plastic zone develops, allowing the specimen to carry additional load before rapid extension occurs.", + "prompt_tail": "A sharp starter notch blunts as a plastic zone develops, allowing the specimen to carry additional load before rapid extension occurs.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-notch-resistance-02", + "carrier_id": null, + "target_family": "notch-resistance", + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "exceptions", + "generated_token_ids": [ + 64336 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 7953, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 11853 + }, + { + "label": "crack", + "best_rank": 7270, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 4654 + }, + { + "label": "fracture", + "best_rank": 138, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 2959 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "orry", + "hereby", + "ients", + "ogether", + "accordingly", + "hence", + "eles", + "oraz", + "leness", + "furthermore", + "which", + "ertain", + "together", + "according", + "therefore", + "oba", + "together", + "aray" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "persons", + "gonna", + "lle", + "alike", + "d", + "ie", + "thereof", + "lli", + "ion", + "ort", + "ited", + "ii", + "ients", + "rl", + "zes", + "bzw", + "standpoint", + "l", + "ct", + "lement", + "wie", + "arie", + "leness", + "i", + "le", + "ue", + "elf", + "ilities", + "fty", + "rs" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "thereof", + "d", + "mente", + "bout", + "ients", + "persons", + "oraz", + "lli", + "likewise", + "furthermore", + "ct", + "idd", + "ii", + "xd", + "aid", + "ewise", + "thru", + "ue", + "ie", + "Id", + "ia", + "dz", + "meanwhile", + "onus", + "le" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "pursuant", + "herein", + "thereafter", + "util", + "heretofore", + "denominada", + "wherein", + "sequent", + "wherein", + "enos", + "toward", + "thereof", + "atop", + "demikian", + "alike", + "therefrom", + "ledes", + "presently", + "hereafter", + "therein" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "wherein", + "pursuant", + "ensuing", + "util", + "toward", + "heretofore", + "Util", + "enos", + "herein", + "resultant", + "wherein", + "alike", + "thereafter", + "midst", + "efectu", + "ably", + "atop", + "IELD", + "whereupon", + "CTED", + "ened", + "mente", + "aken", + "thereof", + "presently", + "lement", + "ided" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "utilizing", + "wherein", + "thereafter", + "subsequently", + "utilized", + "Util", + "utilizes", + "util", + "notably", + "possesses", + "wherein", + "comprised", + "concomit", + "employing", + "Upon", + "Additionally", + "upon", + "primarily", + "pursuant", + "Utilizing", + "purportedly", + "characterized", + "aided", + "whereupon", + "UTIL", + "aken", + "Notably", + "utilize", + "toward", + "possessing" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "subsequently", + "thereafter", + "subsequent", + "utilizing", + "employing", + "necessitating", + "aided", + "thence", + "whereupon", + "thereby", + "concomit", + "notably", + "util", + "utilized", + "markedly", + "ensuing", + "further", + "concomitant", + "protracted", + "toward", + "concurrently", + "therefrom", + "proximate", + "wherein", + "Util", + "Subsequently", + "notable", + "thereto", + "bolstered", + "Utilizing" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "thereby", + "whilst", + "thereof", + "whereupon", + "wherein", + "subsequently", + "thence", + "therefrom", + "concomit", + "thereto", + "annum", + "commencing", + "Whilst", + "further", + "thus", + "Furthermore", + "thereafter", + "notwithstanding", + "concomitant", + "necessitating", + "upon", + "likewise", + "resultant", + "commenced", + "employing", + "Upon", + "henceforth", + "latter", + "notable", + "utilizing", + "presently" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "necessitating", + "subsequently", + "concomitant", + "concomit", + "thereby", + "utilizing", + "further", + "resultant", + "requisite", + "whereupon", + "burgeoning", + "subsequent", + "employing", + "proximate", + "Furthermore", + "latter", + "cessation", + "utilized", + "markedly", + "terminus", + "Subsequently", + "bolstering", + "resistive", + "thereafter", + "impetus", + "protracted", + "facilitated", + "necessitates", + "nascent", + "necessitate", + "Utilizing" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "ductile", + "resistive", + "stabilized", + "viscoelastic", + "tensile", + "stabilization", + "stabilizing", + "sustained", + "engineered", + "egress", + "characteristic", + "fracturing", + "bolstering", + "structurally", + "protracted", + "subsequent", + "accelerating", + "markedly", + "proximate", + "structural", + "enhanced", + "utilizing", + "buoy", + "salient", + "curvil", + "deceler", + "increased", + "robust", + "accelerated", + "resilient", + "heightened" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "stabilized", + "stabilizing", + "ductile", + "stabilization", + "enhanced", + "slowing", + "sustained", + "advantageous", + "increased", + "accelerated", + "accelerating", + "structurally", + "resistive", + "structural", + "heightened", + "transitioning", + "protracted", + "fracturing", + "optimized", + "analogous", + "maneuver", + "destabil", + "deceler", + "increasing", + "characteristic", + "tensile", + "stabilize", + "viscoelastic", + "bolstering", + "subsequent", + "characterized", + "engineered" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "stabilization", + "stabilizing", + "stabilized", + "Stabilization", + "stability", + "gradual", + "stabilize", + "stabil", + "increasing", + "slowing", + "delaying", + "Stabil", + "buffering", + "stabil", + "experiencing", + "instability", + "sustaining", + "plasticity", + "initiating", + "destabil", + "metastable", + "developing", + "experimentation", + "stabilisation", + "stabilizes", + "transition", + "sustain", + "structural", + "prolong", + "emergence", + "transitioning" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "gradual", + "stabilization", + "stabilizing", + "transitional", + "gradually", + "stabilized", + "Stabilization", + "beneficial", + "slowing", + "stabilize", + "stabil", + "Stabil", + "buffering", + "stabilizes", + "heterozyg", + "buffered", + "sustain", + "stabil", + "transitioning", + "metastable", + "delaying", + "Zwischen", + "benevolent", + "cushioning", + "aminar", + "adaptive", + "benign" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "gradual", + "stabilizing", + "stabilization", + "transitional", + "stabilized", + "metastable", + "buffered", + "Stabil", + "stabilisation", + "buffering", + "Stabilization", + "stabilise", + "beneficial", + "stabilize", + "stabil", + "cushioning", + "gradually", + "mitigating", + "benefiting", + "Initially", + "delaying", + "Zwischen" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "whereas", + "Furthermore", + "Meanwhile", + "Consequently", + "meanwhile", + "Eventually", + "Ultimately", + "whereupon", + "Conversely", + "whilst", + "ultimately", + "Furthermore", + "Conversely", + "Also", + "simultaneously", + "subsequently", + "consequently", + "likewise", + "Secondly", + "showcasing", + "Suddenly", + "further", + "During", + "Which", + "thereby", + "wherein", + "Later", + "demonstrating", + "Likewise", + "Subsequently", + "Eventually" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Meanwhile", + "furthermore", + "Also", + "Furthermore", + "meanwhile", + "Conversely", + "Ultimately", + "Then", + "whereas", + "Similarly", + "Consequently", + "Likewise", + "Eventually", + "Simultaneously", + "likewise", + "Furthermore", + "Similarly", + "Secondly", + "Conversely", + "During", + "Also", + "Later", + "Meanwhile", + "Recently", + "Certainly", + "Subsequently", + "Eventually", + "Afterwards", + "Consequently", + "This", + "However", + "Because" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Similarly", + "Conversely", + "furthermore", + "Also", + "Furthermore", + "Meanwhile", + "Similarly", + "meanwhile", + "Likewise", + "conversely", + "likewise", + "Conversely", + "Simultaneously", + "Then", + "whereas", + "similarly", + "Secondly", + "Equally", + "Also", + "Consequently", + "Furthermore", + "Again", + "Ultimately", + "Subsequently", + "Afterwards", + "correspondingly", + "Likewise", + "This", + "else", + "However", + "During", + "simultaneously" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "conversely", + "furthermore", + "Similarly", + "Meanwhile", + "likewise", + "Similarly", + "Likewise", + "Equally", + "whereas", + "Simultaneously", + "accordingly", + "similarly", + "Conversely", + "Conversely", + "During", + "Secondly", + "secondly", + "however", + "consequently", + "However", + "Furthermore", + "simultaneously", + "tandis", + "Meanwhile", + "Along", + "Alongside", + "this", + "They" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Meanwhile", + "conversely", + "meanwhile", + "Similarly", + "Yet", + "Yet", + "Likewise", + "Conversely", + "mdash", + "Conversely", + "Lately", + "Its", + "Equally", + "whereas", + "Recently", + "Rather", + "mselves", + "Simultaneously", + "Its", + "Unless", + "likewise", + "Similarly", + "Contrast", + "lately", + "Likewise", + "Certainly", + "tandis", + "Meanwhile", + "Unless" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Lately", + "Recently", + "Similarly", + "Likewise", + "Recent", + "Conversely", + "conversely", + "meanwhile", + "Its", + "mselves", + "whereas", + "Consequently", + "Unless", + "Nevertheless", + "Along", + "lately", + "Contrast", + "Conversely", + "Its", + "Moreover", + "Tonight", + "nThe", + "Shouldn", + "Their", + "Yet", + "Nonetheless", + "Simultaneously", + "Unlike", + "Along", + "Compared" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Meanwhile", + "Lately", + "Recently", + "Recent", + "Similarly", + "Likewise", + "Conversely", + "Unless", + "lately", + "conversely", + "Hopefully", + "This", + "Its", + "meanwhile", + "nThe", + "Yet", + "Consequently", + "Tonight", + "Its", + "Nevertheless", + "Regardless", + "Their", + "Moreover", + "Welcome", + "Along", + "Nonetheless", + "furthermore", + "Unless", + "Conversely", + "Simultaneously", + "During", + "They" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Likewise", + "Meanwhile", + "Similarly", + "Alternatively", + "Welcome", + "Recently", + "Secondly", + "Though", + "Unless", + "Conversely", + "Equally", + "Simultaneously", + "Needless", + "Threats", + "This", + "They", + "Otherwise", + "conversely", + "Yet", + "furthermore", + "Conversely", + "Moreover", + "Exceptions", + "LessThan", + "Consequently", + "Needs", + "Lately", + "Observe", + "alternatively", + "Dabei" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "Exceptions", + "Similarly", + "exceptions", + "Backspace", + "meanwhile", + "Secondly", + "Meanwhile", + "Similarly", + "Likewise", + "Welcome", + "exceptions", + "Another", + "Otherwise", + "pyplot", + "UMENT", + "WITH", + "Yet", + "Secondly", + "Maybe", + "THAN" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "Similarly", + "Backspace", + "Thank", + "THAN", + "Exceptions", + "UMENT", + "Welcome", + "WITH", + "Makeup", + "aints", + "Cancell", + "ument", + "Here", + "Another", + "meanwhile", + "Repeat", + "Wanna", + "Handball", + "othesis", + "Keyword", + "Please", + "exceptions", + "Meanwhile", + "Mein", + "Similarly" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Meanwhile", + "UMENT", + "OfThe", + "Thank", + "Welcome", + "Otherwise", + "exceptions", + "Arguments", + "Dont", + "TYPES", + "Unt", + "Arguments", + "Exceptions", + "Keyword", + "Dont", + "Please", + "Similarly", + "Considering", + "Anatomy", + "Panjang", + "Applications", + "stens", + "Unde", + "Determination" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "exceptions", + "plastic", + "The", + "when", + "exception", + "bullet", + "fit", + "length", + "Of", + "empty", + "fail", + "of", + "union", + "end", + "push", + "unit", + "This", + "meet", + "The", + "catch", + "undefined", + "This", + "allow", + "kill", + "guess", + "event", + "blank", + "keyword", + "A", + "except", + "hyper" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 177513, + 210776, + 244221, + 261631, + 261534, + 260646, + 257886, + 261696, + 226590, + 41166, + 22807, + 7954, + 128817, + 53423, + 195819, + 182193, + 120839, + 88029, + 100577, + 92555, + 52453, + 77658, + 195960, + 149867, + 125358, + 75003 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 49350, + 139658, + 190268, + 189367, + 155553, + 109641, + 96543, + 108553, + 23166, + 8564, + 7271, + 33350, + 56057, + 84652, + 92941, + 68144, + 107546, + 83308, + 95430, + 67104, + 97529, + 59407, + 26943, + 16781, + 27193, + 28366 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 190659, + 192040, + 159426, + 117605, + 97657, + 44413, + 13525, + 39200, + 633, + 206, + 139, + 371, + 3984, + 4915, + 85750, + 81802, + 90619, + 70592, + 79214, + 15681, + 13654, + 20015, + 59452, + 26390, + 22508, + 3423 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 135268, + 60566, + 99292, + 11854, + 102125, + 37992, + 39351, + 70720, + 35051, + 99741, + 60629, + 43548, + 170268, + 156392 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 235066, + 224856, + 32187, + 57517, + 164722, + 62056, + 132052, + 35777, + 109209, + 155816, + 151264, + 41287, + 8901, + 4655 + ] + }, + { + "label": "fracture", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 110950, + 220195, + 214759, + 226858, + 119018, + 147135, + 196907, + 151282, + 17884, + 2960, + 8237, + 3116, + 11815, + 3014 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "further", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "allowing", + "output_checked": true + }, + { + "concept": "began", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "bl", + "output_checked": true + }, + { + "concept": "helps", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "because", + "score": 8.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "gradually", + "score": 7.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "as", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "failure", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "softening", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "unts", + "output_checked": true + }, + { + "concept": "cutter", + "score": 5.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "tensile", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "gradual", + "score": 4.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "while", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "becoming", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "before", + "output_checked": true + }, + { + "concept": "smoother", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "indicating", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "deformation", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "incipient", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "endurance", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "eventual", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "whilst", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "as", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "beneath", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "knife", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "blade", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "bl", + "output_checked": true + }, + { + "concept": "around", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "along", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "occurs", + "output_checked": true + }, + { + "concept": "sharper", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "bevel", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "bl", + "output_checked": true + }, + { + "concept": "metastable", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "resistive", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "capacity", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "sharpen", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "width", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "occurs", + "output_checked": true + }, + { + "concept": "was", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "unts", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ",", + "output_checked": true + }, + { + "concept": "whereas", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ",", + "output_checked": true + }, + { + "concept": "alongside", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "easier", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "until", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "load", + "output_checked": true + }, + { + "concept": "emerges", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "weight", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "haircut", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "slider", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "slipping", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "longer", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "grows", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "pistol", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "starter", + "output_checked": true + }, + { + "concept": "dull", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "deform", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "protruding", + "score": 2.0, + "best_rank": 2, + "best_depth": 39.0, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "thereafter", + "score": 2.0, + "best_rank": 2, + "best_depth": 75.6, + "near_token": "occurs", + "output_checked": true + }, + { + "concept": "skirm", + "score": 2.0, + "best_rank": 7, + "best_depth": 56.1, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "when", + "score": 2.0, + "best_rank": 8, + "best_depth": 68.3, + "near_token": "occurs", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "scarred", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "nascent", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "stabilizing", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "permeability", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "allowing", + "output_checked": true + }, + { + "concept": "sustained", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "before", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "Kwa", + "quantos", + "wand", + "undos", + "anque", + "maneiras", + "diagonal", + "ervan", + "punkte", + "discrim", + "untary" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gr", + "tons", + "Beg", + "trem", + "lev", + "prof", + "wedge", + "Cann", + "rid", + "Proc", + "Tons", + "grac", + "dim", + "mamy", + "Mannes", + "rock", + "ebo", + "Flam", + "opat" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "tons", + "gr", + "Beg", + "prof", + "trem", + "wedge", + "acid", + "blot", + "rock", + "stir", + "reu", + "dim", + "tun", + "lev", + "Tons", + "grac", + "ebo", + "Dru", + "begr", + "Flam", + "Mani", + "Pres" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Reis", + "olyte", + "ilj", + "tun", + "Sod", + "liq", + "alk", + "champ", + "intr", + "glob", + "ohn", + "reu", + "brink", + "ums", + "essional", + "ilg", + "strip", + "Sav", + "Sob" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "ago", + "dim", + "glob", + "ilj", + "grac", + "brink", + "olyte", + "essional", + "Lys", + "Mani", + "dip", + "tons", + "tfrac", + "champ", + "fam", + "ohn", + "intr", + "dre", + "Pell" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "ae", + "ORS", + "VERE", + "rem", + "ual", + "Su", + "susp", + "sag", + "yn", + "ors", + "oben", + "sning", + "side", + "orel", + "det", + "sag", + "WOR", + "illing", + "Sed", + "Vo" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "tools", + "rem", + "sol", + "terj", + "Werk", + "s", + "Er", + "bro", + "seq", + "kick", + "lim", + "remen", + "duct", + "tool", + "tail", + "HI", + "nop", + "ual" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "rem", + "tool", + "tail", + "HI", + "lives", + "sol", + "dal", + "kick", + "linear", + "bro", + "seq", + "record", + "das", + "Werk", + "Werk", + "demos" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "rem", + "side", + "sol", + "linear", + "record", + "HI", + "simple", + "kick", + "blank", + "nop", + "select", + "tail", + "NRC", + "tools", + "dal", + "Select", + "don", + "terj", + "NRC" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "subject", + "Select", + "fetch", + "ettle", + "switch", + "pur", + "lives", + "OOSE", + "common", + "select", + "Green", + "idyl", + "calls", + "CIP", + "ae", + "did", + "discussed", + "Movie", + "talk", + "dynamic", + "Greens", + "ansive" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "isselle", + "sekal", + "diet", + "Meals", + "Einf", + "linear", + "meals", + "switch", + "dietary", + "ettle", + "actor", + "listener", + "traits", + "MOVIE", + "fetch", + "Eds", + "greeting", + "movies", + "usel", + "SWITCH", + "ractors", + "aceut" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "odora", + "step", + "eal", + "step", + "rel", + "gods", + "Rechnung", + "course", + "STE", + "Gods", + "occas", + "hauser", + "utada", + "cruciate", + "rass", + "oyant", + "riline", + "rion", + "wheel", + "dia", + "ligen", + "TableRow", + "sacc" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "restart", + "kulit", + "gelegen", + "iyat", + "delicacy", + "abilecek", + "Critics", + "grudge", + "reheat", + "eyelid", + "isticated", + "despert", + "replay", + "adio", + "restarting", + "cyclopent" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "grud", + "ogado", + "deka", + "grudge", + "hrte", + "viol", + "ayet", + "gor", + "kund", + "jogar", + "brar", + "brus", + "rotz" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "prong", + "aisl", + "lus", + "ausge", + "logical", + "Jahres", + "poste", + "logique", + "stance", + "logical", + "smith", + "eci", + "Poly", + "ularity", + "SPC", + "dabei" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "tti", + "sped", + "welt", + "Stein", + "afect", + "ospel", + "edged", + "osp", + "oing", + "casilla", + "altung", + "idium", + "spf", + "idic", + "tier", + "whip", + "wir", + "agog", + "opf", + "kaj", + "laag", + "eci", + "halk", + "sta", + "invis", + "minor", + "ectors" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "parent", + "STRUCT", + "opf", + "adn", + "penj", + "spf", + "ilm", + "kernel", + "whor" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "simultaneously", + "unders", + "pone", + "salt", + "seasoning", + "Simultaneously", + "radios", + "analog", + "auquel", + "similarly", + "horizontally", + "spatially", + "fertil", + "andet", + "autrement", + "sprawl", + "reet", + "simultaneous", + "Otherwise" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Similarly", + "alike", + "similarly", + "Likewise", + "Simultaneously", + "Likewise", + "Equally", + "ensues", + "manifests", + "Meanwhile", + "likewise", + "analogous", + "abstraction", + "concludes", + "manifestations", + "flows", + "similar", + "simultaneously", + "pleasures", + "abstract", + "illustrates", + "retr", + "unfolding", + "refus", + "restarts", + "analog" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Similarly", + "Similarly", + "Simultaneously", + "Likewise", + "Meanwhile", + "meanwhile", + "Consequently", + "correspondingly", + "simultaneously", + "Consequently", + "Other", + "Explain", + "Moreover", + "Symptoms", + "Equally", + "Other", + "consecutively", + "Compared", + "accordingly", + "similarly", + "Meanwhile", + "Subsequently", + "Along", + "Likewise", + "Unlike", + "Recently", + "likewise", + "Conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Similarly", + "Similarly", + "Likewise", + "Meanwhile", + "Simultaneously", + "Consequently", + "similarly", + "Consequently", + "Equally", + "Symptoms", + "Likewise", + "Conversely", + "correspondingly", + "simultaneously", + "Explain", + "Unlike", + "Recently", + "meanwhile", + "Other", + "Along", + "Bunun", + "likewise", + "Similar", + "Furthermore", + "ERG", + "Meanwhile", + "Yours", + "conversely", + "Moreover" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Similarly", + "Similarly", + "Likewise", + "Simultaneously", + "Furthermore", + "Unlike", + "Consequently", + "Otherwise", + "correspondingly", + "Conversely", + "similarly", + "Alternatively", + "alternatively", + "Consequently", + "conversely", + "furthermore", + "Meanwhile", + "Recently", + "Equally", + "Similar", + "Repeat", + "Alternate", + "Likewise", + "Additionally", + "simultaneously", + "Additionally", + "Symptoms" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Similarly", + "Similarly", + "similarly", + "Details", + "Detail", + "Simultaneously", + "Meanwhile", + "conversely", + "Otherwise", + "Likewise", + "Secondly", + "Otherwise", + "Detail", + "simultaneously", + "Errors", + "imiter", + "Unlike", + "Secondly", + "correspondingly", + "alternatively", + "Subs", + "Details", + "EndDate" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Similarly", + "similarly", + "Similarly", + "Meanwhile", + "This", + "conversely", + "Secondly", + "aints", + "simultaneously", + "Simultaneously", + "END", + "Otherwise", + "Meanwhile", + "Likewise", + "Detail", + "Model", + "end", + "Repeat", + "EndDate", + "Details", + "Secondly", + "Silent", + "Detail" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Similarly", + "similarly", + "Similarly", + "aints", + "This", + "UNT", + "Meanwhile", + "Simulation", + "Secondly", + "entially", + "Indicator", + "IGATION", + "Secondly", + "Until", + "imiter", + "correspondingly", + "Indicators", + "ENDING", + "Details", + "Simulation", + "Simultaneously", + "ately", + "unt", + "simultaneously", + "END" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "end", + "The", + "plastic", + "This", + "A", + "allow", + "union", + "Similarly", + "Plastic", + "ension", + "alive", + "exceptions", + "ended", + "undefined", + "Let", + "Such", + "Simulation", + "It", + "applied", + "For", + "board", + "If", + "ending", + "ula", + "unt", + "paste", + "punct", + "ont", + "plastic", + "Alternatively", + "His", + "allowed" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "fracture", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "crack", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "allowing", + "output_checked": true + }, + { + "concept": "prong", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "strain", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "helps", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "grud", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "failure", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "punt", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "starter", + "output_checked": true + }, + { + "concept": "grows", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "sharpness", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "blade", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "pistol", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "starter", + "output_checked": true + }, + { + "concept": "around", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "indicating", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "dieu", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "rele", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "afect", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "smoothly", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "beginners", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "unts", + "output_checked": true + }, + { + "concept": "emerges", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "beneath", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "further", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "deform", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "grinding", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "as", + "output_checked": true + }, + { + "concept": "slip", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "to", + "output_checked": true + }, + { + "concept": "along", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "occurs", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "knife", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "shavings", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "as", + "output_checked": true + }, + { + "concept": "dull", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "thereafter", + "score": 2.0, + "best_rank": 2, + "best_depth": 78.0, + "near_token": "occurs", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "kuri", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "starter", + "output_checked": true + }, + { + "concept": "flakes", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "feather", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "dip", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "load", + "output_checked": true + }, + { + "concept": "golfer", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "as", + "output_checked": true + }, + { + "concept": "milion", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "selain", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "logique", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "bhar", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "softened", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "as", + "output_checked": true + }, + { + "concept": "kemudian", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "espresso", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "inspires", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "starter", + "output_checked": true + }, + { + "concept": "Enabled", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "overlay", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "nearby", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "until", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "load", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "misconception", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "began", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "starter", + "output_checked": true + }, + { + "concept": "atop", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "bl", + "output_checked": true + }, + { + "concept": "fingers", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "as", + "output_checked": true + }, + { + "concept": "steadily", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "slider", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "thus", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "latter", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "undergo", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "to", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-02__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-notch-resistance-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to unstable flaw extension 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A compact-tension sample requires substantial work to advance its sharp flaw. Instability begins only at an unusually large stress-intensity value.", + "prompt_tail": "A compact-tension sample requires substantial work to advance its sharp flaw. Instability begins only at an unusually large stress-intensity value.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-notch-resistance-03", + "carrier_id": null, + "target_family": "notch-resistance", + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 672, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2102 + }, + { + "label": "crack", + "best_rank": 197, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 512 + }, + { + "label": "fracture", + "best_rank": 520, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 177 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "accordingly", + "orry", + "hereby", + "ients", + "ogether", + "leness", + "hence", + "according", + "therefore", + "isses", + "together", + "ilities", + "eles", + "oba", + "iken", + "which", + "item", + "ertain", + "ises", + "asons", + "itors", + "elm", + "furthermore" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "persons", + "lle", + "persons", + "tics", + "d", + "ort", + "thing", + "ilities", + "ii", + "orie", + "eness", + "dia", + "zis", + "ion", + "ids", + "ither", + "ients", + "zia", + "zes", + "thereof", + "lly", + "ie", + "ited", + "ided", + "somebody", + "arie", + "eded", + "nti" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "gonna", + "lle", + "alike", + "dia", + "nti", + "mente", + "xd", + "ILD", + "dz", + "UIT", + "oides", + "leness", + "thing", + "orie", + "oris", + "sebagainya", + "ids", + "olid", + "persons", + "DZ", + "ii", + "etc", + "zia" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "persons", + "pursuant", + "thereto", + "herein", + "therefrom", + "herewith", + "sebagainya", + "thereof", + "therein", + "thereon", + "cedures", + "automobile", + "denominada", + "denominado", + "yses", + "maupun", + "hereto", + "Thereafter", + "Persons", + "Miscellaneous", + "pertanto", + "UIT" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "pursuant", + "thereto", + "persons", + "whereupon", + "wherein", + "edly", + "thereon", + "solamente", + "maupun", + "Concerning", + "herein", + "hereto", + "heretofore", + "inasmuch", + "forthwith", + "herewith", + "thereof", + "thereafter", + "whereby", + "UIT", + "yses", + "sic", + "thence", + "therefrom" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "furthermore", + "which", + "Concerning", + "persons", + "although", + "Furthermore", + "wherein", + "although", + "Although", + "whereupon", + "according", + "therefore", + "concerning", + "Moreover", + "Furthermore", + "Characteristics", + "characteristics", + "Nevertheless", + "thereto", + "consequently", + "whereby", + "According", + "presently", + "indications", + "ertain", + "upon" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "according", + "According", + "edly", + "furthermore", + "whereupon", + "therefore", + "although", + "spite", + "thereto", + "that", + "According", + "whereas", + "although", + "leness", + "cause", + "soon", + "gonna", + "shortly", + "ermo", + "namely", + "dioxide", + "alike", + "UIT", + "asar", + "RESULT", + "then", + "result", + "lement" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "alike", + "Moreover", + "thereto", + "whereas", + "Furthermore", + "Furthermore", + "whereupon", + "Moreover", + "moreover", + "annum", + "Concerning", + "therefore", + "edly", + "altogether", + "nevertheless", + "hitherto", + "thereby", + "presently", + "itherto", + "secondly", + "beginning", + "persons", + "examination", + "Nevertheless", + "occur", + "whatsoever", + "itatively", + "meanwhile" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "furthermore", + "Furthermore", + "Moreover", + "Furthermore", + "whereupon", + "merely", + "hitherto", + "itherto", + "Moreover", + "annum", + "examination", + "Concerning", + "aneous", + "arithmic", + "rous", + "moreover", + "beginning", + "peculiar", + "considerable", + "necessitating", + "detection", + "requiring", + "considerably", + "altogether", + "onset", + "observation", + "begun", + "acial", + "Onset", + "although" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "threshold", + "merely", + "Threshold", + "protracted", + "incipient", + "threshold", + "Threshold", + "observation", + "peculiar", + "onset", + "whereupon", + "hitherto", + "failure", + "qualitatively", + "psilon", + "itherto", + "perceptible", + "THRESHOLD", + "Onset", + "prolonged", + "detection", + "scarcely", + "beginning", + "preliminary", + "initiation", + "deceler", + "experimental", + "trigger", + "characteristic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "threshold", + "Threshold", + "threshold", + "Threshold", + "merely", + "THRESHOLD", + "thresholds", + "protracted", + "peculiar", + "abnormally", + "incipient", + "metastability", + "testing", + "failure", + "precautionary", + "test", + "prolonged", + "Failure", + "slightest", + "metastable", + "Onset", + "detection", + "onset", + "preliminary", + "sufficiently", + "abnormality", + "Preliminary", + "criticality" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "threshold", + "testing", + "threshold", + "detection", + "Threshold", + "test", + "Threshold", + "precautionary", + "detection", + "abnormally", + "criticality", + "prolonged", + "thresholds", + "tested", + "complacency", + "metastability", + "tests", + "failure", + "tested", + "testing", + "abnormal", + "test", + "triggering", + "THRESHOLD", + "stability", + "Testing", + "severity", + "Testing" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "negligible", + "complacency", + "unlike", + "merely", + "insignificant", + "abnormally", + "inactivity", + "only", + "failure", + "threshold", + "scarcely", + "infrequent", + "peacetime", + "abnormal", + "fail", + "precautionary", + "infrequently", + "compared", + "lack", + "sufficient", + "rarity", + "tolerable", + "complacent", + "unlike", + "quiescent", + "metastability", + "rare", + "neither" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "negligible", + "scarcely", + "complacency", + "hardly", + "insignificant", + "infrequent", + "only", + "neither", + "merely", + "rarely", + "unlike", + "undetectable", + "infrequently", + "peacetime", + "seldom", + "rare", + "Unlike", + "rarity", + "undisturbed", + "Rare", + "complacent", + "unscathed", + "Hardly", + "minimal", + "barely", + "indifference", + "inactivity", + "conservatism" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Consequently", + "Ultimately", + "consequently", + "Ultimately", + "whereas", + "necessity", + "disappointing", + "whence", + "Owing", + "rather", + "significantly", + "Furthermore", + "neither", + "ultimately", + "undoubtedly", + "notwithstanding", + "furthermore", + "thankfully", + "quite", + "therefore", + "demonstrating", + "whereupon", + "necessitating", + "considerably", + "reportedly", + "testament", + "indicative", + "fortunately", + "argumentation", + "predicated", + "several" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "Consequently", + "Furthermore", + "furthermore", + "likewise", + "Conversely", + "Similarly", + "Similarly", + "Likewise", + "Conversely", + "considerations", + "Meanwhile", + "Certainly", + "Ultimately", + "Ultimately", + "Considerations", + "Frequently", + "Likewise", + "Owing", + "Moreover", + "similarly", + "Moreover", + "Subsequently", + "further", + "circumstances", + "whereas", + "Because", + "Further", + "Again", + "Yet", + "propositions" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Conversely", + "Conversely", + "conversely", + "whereas", + "Furthermore", + "Similarly", + "similarly", + "likewise", + "Similarly", + "furthermore", + "Meanwhile", + "Consequently", + "Furthermore", + "meanwhile", + "Likewise", + "Consequently", + "Whereas", + "alternatively", + "contrasts", + "correspondingly", + "Whereas", + "else", + "Moreover", + "Again", + "unlike", + "consequently", + "Likewise", + "whereas", + "other", + "equally", + "elsewhere", + "Unlike" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "conversely", + "meanwhile", + "Furthermore", + "whereas", + "Similarly", + "Meanwhile", + "likewise", + "Conversely", + "therefore", + "Consequently", + "consequently", + "Similarly", + "Conversely", + "other", + "Therefore", + "Other", + "During", + "accordingly", + "similarly", + "Furthermore", + "Likewise", + "Consequently", + "Equally", + "comparative", + "Compared", + "secondly", + "Compared", + "Other", + "elsewhere", + "comparisons", + "Traditional" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "conversely", + "meanwhile", + "Unlike", + "Unlike", + "Consequently", + "Meanwhile", + "Consequently", + "Conversely", + "accordingly", + "therefore", + "Therefore", + "Similarly", + "whereas", + "Therefore", + "Meanwhile", + "consequently", + "furthermore", + "Instead", + "Similarly", + "Conversely", + "Unless", + "Other", + "Initially", + "Initially", + "Rather", + "Compared", + "similarly", + "Likewise" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "conversely", + "Consequently", + "Conversely", + "consequently", + "meanwhile", + "Meanwhile", + "Conversely", + "Therefore", + "therefore", + "furthermore", + "whereas", + "Hence", + "Therefore", + "accordingly", + "Compared", + "Similarly", + "Meanwhile", + "Unless", + "Unlike", + "Unlike", + "Whereas", + "Hence", + "Subsequently", + "nThe", + "Recently", + "Until", + "Whereas" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "conversely", + "Consequently", + "Conversely", + "Therefore", + "meanwhile", + "Conversely", + "therefore", + "consequently", + "Meanwhile", + "Until", + "Hence", + "Unless", + "Therefore", + "Initially", + "Recently", + "furthermore", + "Initially", + "nThe", + "accordingly", + "Meanwhile", + "Unlike", + "Similarly", + "Previously", + "Compared", + "Unless", + "Unlike", + "Hence" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "conversely", + "Consequently", + "Conversely", + "Conversely", + "Hence", + "Consequently", + "Furthermore", + "Therefore", + "furthermore", + "meanwhile", + "Historically", + "Meanwhile", + "Until", + "Similarly", + "consequently", + "However", + "Likewise", + "Unlike", + "Unless", + "Traditionally", + "Failure", + "Unless", + "alternatively", + "Researchers", + "Recently", + "Alternatively", + "Thus", + "Scar", + "Despite", + "Material" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "conversely", + "Conversely", + "Conversely", + "Meanwhile", + "meanwhile", + "Consequently", + "Therefore", + "However", + "Failure", + "Consequently", + "Similarly", + "Unless", + "Researchers", + "Meanwhile", + "Alternatively", + "Researchers", + "Hence", + "Recently", + "Traditionally", + "Furthermore", + "Unless" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "conversely", + "Conversely", + "Conversely", + "Consequently", + "Meanwhile", + "Similarly", + "Therefore", + "Researchers", + "Consequently", + "meanwhile", + "However", + "Failure", + "Unless", + "Unless", + "Historically", + "Theoretically", + "Furthermore", + "Researchers", + "Once", + "researchers", + "Meanwhile", + "Recently", + "Secondly", + "ingly", + "furthermore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Conversely", + "Consequently", + "Researchers", + "conversely", + "Similarly", + "Conversely", + "Therefore", + "Researchers", + "Consequently", + "Until", + "Considering", + "Once", + "Unlike", + "Initially", + "Meanwhile", + "Until", + "ittle", + "ingly", + "Significant", + "Furthermore", + "Unless", + "Secondly", + "Historically", + "Traditionally", + "Theoretically", + "However", + "Once", + "Yet", + "Recently" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "For", + "A", + "This", + "To", + "In", + "Material", + "Small", + "Compact", + "Furthermore", + "Conversely", + "However", + "Inst", + "Once", + "Failure", + "High", + "If", + "Materials", + "Increasing", + "Initial", + "When", + "Consequently", + "An", + "Stable", + "More", + "Such", + "Moreover", + "Linear", + "Sharp", + "Conventional", + "Therefore", + "Advanced" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 170943, + 174273, + 146195, + 254040, + 256753, + 244774, + 170472, + 258674, + 227050, + 59638, + 7485, + 673, + 4172, + 3216, + 72193, + 84695, + 29998, + 73642, + 73284, + 39098, + 16380, + 4824, + 4543, + 4077, + 4180, + 7676 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 40297, + 119701, + 165985, + 147316, + 131935, + 76111, + 29856, + 90917, + 8634, + 1849, + 1795, + 8034, + 36826, + 73633, + 56743, + 105926, + 108783, + 57615, + 48071, + 25858, + 20064, + 484, + 293, + 198, + 637, + 167 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 207914, + 190887, + 165183, + 219323, + 194648, + 134494, + 51873, + 135820, + 45946, + 3141, + 2753, + 4648, + 4408, + 11816, + 40150, + 80164, + 79476, + 51233, + 63884, + 6092, + 2174, + 541, + 655, + 521, + 1656, + 67 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 91756, + 90381, + 201544, + 50635, + 194643, + 68577, + 85242, + 52669, + 85103, + 4549, + 2103, + 3548, + 22708, + 26169 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 238947, + 146941, + 101326, + 105160, + 100788, + 101934, + 167306, + 40541, + 9348, + 3181, + 2837, + 526, + 513, + 710 + ] + }, + { + "label": "fracture", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 136909, + 125833, + 171241, + 222820, + 52955, + 74994, + 173198, + 127957, + 11461, + 203, + 289, + 178, + 436, + 393 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 31.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "when", + "score": 18.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "threshold", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "at", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "careful", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "conversely", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Inst", + "output_checked": true + }, + { + "concept": "research", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "necessity", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "several", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "capabilities", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "specimen", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "labor", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "work", + "output_checked": true + }, + { + "concept": "painstaking", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "whereas", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "achieve", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "considerable", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "very", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "compared", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "value", + "output_checked": true + }, + { + "concept": "computational", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "concentration", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "peculiar", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "unusually", + "output_checked": true + }, + { + "concept": "pressure", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "while", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "occurs", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "dataset", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "arises", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "factor", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "intensity", + "output_checked": true + }, + { + "concept": "asymptotic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "buoyancy", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "protracted", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Inst", + "output_checked": true + }, + { + "concept": "destabil", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "cavitation", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "intensity", + "output_checked": true + }, + { + "concept": "equilibria", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "undertakings", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "progress", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "discontinuity", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "negligible", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "weaponry", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "considerations", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "significant", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "unusually", + "output_checked": true + }, + { + "concept": "Conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Inst", + "output_checked": true + }, + { + "concept": "higher", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "unusually", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "hypersurface", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "for", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "work", + "output_checked": true + }, + { + "concept": "beyond", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "Hilbert", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "edges", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "preparation", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "work", + "output_checked": true + }, + { + "concept": "fabricate", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "ahead", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "critical", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "an", + "output_checked": true + }, + { + "concept": "crack", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "large", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "optimized", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "expenditure", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "protruding", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "fracture", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "maneuver", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "punkte", + "nada", + "ynitrite", + "quantos", + "ervan", + "undos", + "Kwa", + "wand", + "trump", + "NORE", + "Hail" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "opat", + "rid", + "Mannes", + "Sob", + "grac", + "lev", + "stir", + "pres", + "tons", + "Cole", + "Cann", + "prof", + "reu", + "Gay", + "Pres", + "Blanch", + "Doyle", + "Sen", + "Cron" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "opat", + "rid", + "Cann", + "byt", + "prof", + "essional", + "grac", + "Auff", + "lapangan", + "lev", + "Pres", + "stir", + "stor", + "ott", + "rock", + "ago", + "Sen", + "Lang", + "ocy", + "hus" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "essional", + "reu", + "champ", + "ago", + "ilj", + "Reis", + "Eing", + "Cann", + "Champ", + "Sen", + "chap", + "tfrac", + "Sure", + "chal", + "grac", + "jean", + "chap", + "onn", + "Pres", + "Hus" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "Cann", + "grac", + "chap", + "ilj", + "ago", + "ingt", + "Beet", + "dim", + "essional", + "glob", + "hus", + "myst", + "Hus", + "chap", + "opat" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Vo", + "Su", + "ilers", + "su", + "side", + "olare", + "oben", + "rem", + "hely", + "idence", + "Vo", + "Kranken", + "yn", + "sn", + "VERE", + "ual", + "atus", + "rekken", + "wyst", + "Su", + "ORS", + "ELD", + "Zy" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "bro", + "sol", + "tools", + "trading", + "HI", + "s", + "Green", + "kick", + "th", + "tool", + "don", + "Er", + "ORS", + "demos", + "tz", + "illing", + "sed" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "trading", + "sol", + "tool", + "Select", + "select", + "simple", + "kick", + "demos", + "HI", + "turbo", + "ORS", + "nas", + "chal", + "rem", + "seq", + "das", + "lives", + "atus", + "Green" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "select", + "trading", + "tools", + "Select", + "chal", + "tool", + "lives", + "dedicated", + "tail", + "blank", + "uct", + "demos", + "Green", + "simple", + "sol", + "record", + "HI", + "Er", + "NRC", + "verz" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "common", + "trading", + "subject", + "sus", + "linear", + "ettle", + "discussed", + "var", + "select", + "Green", + "lives", + "olved", + "nach", + "pur", + "felt" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "common", + "subject", + "misc", + "titles", + "greeting", + "isselle", + "borders", + "talk", + "ettle", + "nach", + "tou", + "passwd", + "discuss", + "trading", + "garbage", + "discussed", + "switch", + "tit", + "subjects", + "Tos", + "greet", + "kais", + "axis", + "rz" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "elh", + "feather", + "conmigo", + "acle", + "alh", + "RestClient", + "elang", + "missions", + "treatment", + "treet", + "fortiter", + "elijk", + "ecycle", + "header", + "refresh", + "tratt", + "saver" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "grudge", + "vendedores", + "resent", + "enem", + "overlap", + "pickle", + "dieu", + "restart", + "lick", + "angun", + "authenticate", + "reheat", + "abilecek", + "resent", + "quant", + "pick", + "bookshelf", + "oyam" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ogado", + "grud", + "brus", + "God", + "deka", + "punt", + "hrte", + "grudge", + "jogar", + "biet", + "berk", + "dzie", + "ostante" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "teren", + "prong", + "superclass", + "hra", + "Agu", + "aisl", + "logical", + "verme", + "logique", + "logic", + "skepticism", + "etli", + "Berk", + "Sliced", + "Poly", + "Pyr", + "ORK", + "Das" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "idic", + "lewat", + "armor", + "uncut", + "halk", + "tti", + "undocumented", + "Roh", + "Agu", + "osp", + "Roh", + "multiple", + "casilla", + "ectors", + "Stein", + "onda", + "wir", + "morally", + "sped", + "conditional", + "opf", + "azimuth", + "aad", + "Gut", + "blk", + "fq", + "gaard", + "ourier" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "spf", + "geodes", + "sanded", + "contend", + "xong", + "curled", + "contr", + "vier", + "penj" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "therefore", + "glGet", + "nonetheless", + "Meanwhile", + "ichlet", + "entanto", + "radios", + "ormal", + "builtin", + "Consequently", + "elsewhere", + "tensor", + "mouseDown", + "prior", + "correspondingly", + "stringValue", + "scatterplot", + "Cur", + "modelVersion" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "thus", + "therefore", + "consequently", + "whereas", + "Consequently", + "meanwhile", + "Thus", + "Therefore", + "Consequently", + "hence", + "Similarly", + "fortunately", + "unlike", + "unlike", + "Meanwhile", + "Unlike", + "accordingly", + "Similarly", + "whereas", + "thereby", + "Thus", + "conversely", + "Therefore", + "Meanwhile", + "Unlike", + "thus", + "therefore" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "therefore", + "Consequently", + "consequently", + "thus", + "Consequently", + "accordingly", + "Therefore", + "meanwhile", + "conversely", + "Conversely", + "hence", + "Thus", + "correspondingly", + "conventionally", + "fortunately", + "Therefore", + "Thus", + "thus", + "Unlike", + "unlike", + "thereby", + "Meanwhile", + "Conversely", + "hence" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "therefore", + "Consequently", + "consequently", + "Therefore", + "Consequently", + "thus", + "conversely", + "conventionally", + "Conversely", + "accordingly", + "correspondingly", + "Thus", + "hence", + "Therefore", + "theoretically", + "meanwhile", + "Unlike", + "nonetheless", + "Hence", + "traditionally", + "normally", + "Similarly", + "Normally", + "fortunately", + "Meanwhile" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "conversely", + "Conversely", + "conventionally", + "Therefore", + "traditionally", + "consequently", + "Traditionally", + "Unlike", + "Consequently", + "Historically", + "Similarly", + "Normally", + "Traditional", + "therefore", + "Thus", + "correspondingly", + "Otherwise", + "However", + "Furthermore", + "Subsequently", + "Simultaneously", + "Hence", + "Alternatively", + "Conventional", + "Traditionally", + "Unless", + "Conversely" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "conversely", + "Therefore", + "Conversely", + "Consequently", + "However", + "consequently", + "Traditional", + "Traditionally", + "Similarly", + "Unlike", + "traditionally", + "This", + "Thus", + "conventionally", + "Historically", + "Both", + "Meanwhile", + "Generally", + "Conversely", + "Simultaneously", + "Consequently", + "correspondingly", + "urally", + "Unless", + "Theoretically", + "Likewise" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Therefore", + "Conversely", + "conversely", + "consequently", + "However", + "Similarly", + "Traditional", + "This", + "Consequently", + "correspondingly", + "Thus", + "Generally", + "Both", + "Historically", + "traditionally", + "Traditionally", + "Unlike", + "theoretically", + "therefore", + "Meanwhile", + "Conversely", + "Theoretically", + "Simultaneously", + "conventionally", + "urally", + "Initially", + "Therefore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "Therefore", + "Conversely", + "Historically", + "consequently", + "conversely", + "traditionally", + "therefore", + "Consequently", + "Similarly", + "Unlike", + "Initially", + "However", + "Until", + "Traditionally", + "For", + "Both", + "Generally", + "Traditional", + "Typically", + "theoretically", + "This", + "Therefore", + "Until", + "correspondingly", + "Conversely" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "For", + "This", + "In", + "Therefore", + "Compact", + "Consequently", + "A", + "Inst", + "However", + "Conversely", + "Conventional", + "Furthermore", + "If", + "When", + "Advanced", + "While", + "To", + "Standard", + "Traditional", + "Stable", + "By", + "Typically", + "Unlike", + "High", + "Such", + "Thus", + "Once", + "Small", + "Large", + "Generally", + "Initially" + ] + } + ], + "logit_surprising": [ + { + "concept": "when", + "score": 14.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "only", + "output_checked": true + }, + { + "concept": "very", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "at", + "output_checked": true + }, + { + "concept": "careful", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "compared", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "value", + "output_checked": true + }, + { + "concept": "research", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "arises", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "ausge", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "threshold", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "an", + "output_checked": true + }, + { + "concept": "computational", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "concentration", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "grud", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "progress", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "its", + "output_checked": true + }, + { + "concept": "achieve", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "to", + "output_checked": true + }, + { + "concept": "However", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ratio", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "magnitude", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "large", + "output_checked": true + }, + { + "concept": "preparation", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "work", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "critical", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "factor", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "intensity", + "output_checked": true + }, + { + "concept": "prong", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "work", + "output_checked": true + }, + { + "concept": "kaz", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "an", + "output_checked": true + }, + { + "concept": "Stein", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "ilm", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "kemudian", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "at", + "output_checked": true + }, + { + "concept": "effort", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Inst", + "output_checked": true + }, + { + "concept": "occurs", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Riemannian", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "beyond", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "edge", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "therefore", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Lagrangian", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "strain", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "set", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "fabricate", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "tip", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "ahead", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "crack", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "large", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "pie", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "wechsel", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "work", + "output_checked": true + }, + { + "concept": "MAF", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "ervoor", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "Poke", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ello", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "work", + "output_checked": true + }, + { + "concept": "lick", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Inst", + "output_checked": true + }, + { + "concept": "pinc", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "only", + "output_checked": true + }, + { + "concept": "grudge", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "beat", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "large", + "output_checked": true + }, + { + "concept": "brus", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "value", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "guts", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "integer", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "MRI", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "preprocessing", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "work", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-03__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-notch-resistance-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to unstable flaw extension 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A structural alloy containing a long defect remains stable at loads that immediately separate a comparison alloy of similar strength.", + "prompt_tail": "A structural alloy containing a long defect remains stable at loads that immediately separate a comparison alloy of similar strength.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 21 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-notch-resistance-04", + "carrier_id": null, + "target_family": "notch-resistance", + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 769, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 1534 + }, + { + "label": "crack", + "best_rank": 2922, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 7076 + }, + { + "label": "fracture", + "best_rank": 20, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 800 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "accordingly", + "hereby", + "ogether", + "orry", + "ients", + "hence", + "leness", + "which", + "together", + "according", + "therefore", + "oba", + "oraz", + "iken", + "ammed", + "isses", + "furthermore", + "ertain", + "ilities", + "ises", + "eles", + "anyak" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "d", + "ct", + "ie", + "ited", + "ided", + "wards", + "rl", + "hence", + "zes", + "thereof", + "edly", + "wie", + "lli", + "arie", + "standpoint", + "leness", + "ion", + "elf", + "persons", + "alike", + "eded", + "gement", + "ng", + "ck", + "iew", + "lement", + "ued", + "outh", + "ii" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "thereof", + "onus", + "d", + "ients", + "mente", + "ewise", + "lli", + "ie", + "ct", + "ue", + "lement", + "ii", + "aid", + "le", + "persons", + "zes", + "edly", + "ia", + "furthermore", + "l", + "bout", + "likewise", + "afield", + "ort", + "ial" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ients", + "stuffs", + "mittal", + "edly", + "hearers", + "pursuant", + "inasmuch", + "uiti", + "lement", + "alike", + "therein", + "yses", + "spaper", + "persons", + "psis", + "gments", + "outlay", + "whereupon", + "ued", + "osite", + "persons", + "zes", + "thereof", + "ieurs", + "lle", + "udian" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "stuffs", + "forthwith", + "ients", + "wherein", + "heretofore", + "inasmuch", + "whereupon", + "abutting", + "osite", + "whereby", + "thence", + "ally", + "lement", + "ably", + "uate", + "pursuant", + "irie", + "resultant", + "presently", + "toward", + "edly", + "udian", + "standpoint", + "adjoining", + "principally", + "insofar", + "efectu", + "lli", + "videot" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "wherein", + "thereafter", + "presently", + "owing", + "whereby", + "aided", + "whereupon", + "employing", + "wherein", + "subsequently", + "thereby", + "utilizing", + "concomit", + "aken", + "comprised", + "thus", + "concerning", + "regarded", + "Util", + "utilized", + "pursuant", + "resultant", + "pertaining", + "principally", + "aided", + "among", + "toward", + "employed", + "comprising", + "assisted", + "pertinent" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "later", + "toward", + "upon", + "aided", + "thus", + "latter", + "wherein", + "thereafter", + "likewise", + "noted", + "whereby", + "thereto", + "thereby", + "edly", + "occurring", + "whereupon", + "shortly", + "noting", + "meanwhile", + "nearer", + "which", + "ided", + "able", + "prior", + "whilst", + "notably", + "Upon", + "awhile", + "ely", + "ably" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "furthermore", + "wherein", + "upon", + "thereby", + "likewise", + "thereto", + "whereupon", + "thus", + "whereas", + "toward", + "regarded", + "notable", + "persons", + "edly", + "midst", + "Upon", + "presently", + "meanwhile", + "aneous", + "thereof", + "namely", + "herein", + "Upon", + "unto", + "jointly", + "markedly", + "noteworthy", + "occur", + "ibly", + "concerning" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "whereupon", + "wherein", + "upon", + "alike", + "populace", + "merely", + "notable", + "Upon", + "markedly", + "akin", + "whilst", + "thereafter", + "resultant", + "Upon", + "thereby", + "amid", + "furthermore", + "momentary", + "moment", + "thus", + "noteworthy", + "individus", + "reliant", + "proximate", + "ibly", + "toward", + "utterly", + "notably", + "requisite", + "Notably" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "rupture", + "rupt", + "casualty", + "fracturing", + "instantaneous", + "momentary", + "ruptured", + "catastrophic", + "brittle", + "shatter", + "eject", + "failure", + "shattering", + "bris", + "irrevoc", + "withstand", + "whereupon", + "merely", + "resultant", + "violently", + "protracted", + "momentarily", + "evidence", + "rapid", + "immediate", + "fracture", + "simultaneous", + "cease", + "breakage", + "fragility", + "lacer", + "psilon" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "failure", + "rupture", + "catastrophic", + "violently", + "fracturing", + "rupt", + "violent", + "withstand", + "lethal", + "rage", + "Failure", + "instantaneous", + "casualty", + "rapid", + "Failure", + "fragility", + "shattering", + "ruptured", + "extreme", + "collapse", + "fracture", + "shatter", + "fragile", + "brittle", + "fatality", + "enraged", + "failure", + "breakage", + "momentary", + "testing", + "rapidly" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "failure", + "Failure", + "rupture", + "catastrophic", + "collapse", + "rupt", + "Failure", + "withstand", + "testing", + "failure", + "lethal", + "Collapse", + "test", + "tested", + "failing", + "failures", + "cessation", + "violently", + "suicidal", + "casualty", + "fatality", + "intolerable", + "fragility", + "fail", + "precip", + "Testing", + "catast", + "premature", + "collapsing", + "detonation" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "failure", + "Failure", + "fail", + "intolerable", + "fails", + "collapse", + "failing", + "Failure", + "withstand", + "catastrophic", + "violently", + "failures", + "inability", + "lethal", + "rupture", + "suicidal", + "fatally", + "precip", + "fail", + "catast", + "simultaneous", + "refusal", + "failure", + "rage", + "FAILURE", + "rupt", + "cessation", + "Fail", + "suic", + "pourtant", + "unprotected" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "failure", + "fatally", + "withstand", + "fails", + "competitor", + "lethal", + "unprotected", + "fail", + "survive", + "collapse", + "competitors", + "failing", + "surviv", + "Failure", + "attacker", + "catastrophic", + "violently", + "suic", + "suicidal", + "pourtant", + "dangerously", + "fatality", + "intolerable", + "unharmed", + "withstood", + "catast", + "fragility", + "FAILURE", + "comparison", + "fatal" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "furthermore", + "whereas", + "Also", + "Conversely", + "also", + "Consequently", + "nevertheless", + "Conversely", + "however", + "Also", + "simultaneously", + "consequently", + "Furthermore", + "Ultimately", + "However", + "nonetheless", + "Ultimately", + "Meanwhile", + "reportedly", + "whilst", + "subsequently", + "notably", + "likewise", + "Consequently", + "therefore", + "conversely", + "also", + "Nevertheless", + "meanwhile", + "pourtant" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "whereas", + "furthermore", + "Furthermore", + "Meanwhile", + "Conversely", + "Conversely", + "else", + "Yet", + "meanwhile", + "Consequently", + "likewise", + "Yet", + "Furthermore", + "Likewise", + "Consequently", + "conversely", + "whereas", + "Also", + "Similarly", + "Meanwhile", + "nevertheless", + "Similarly", + "Also", + "etheless", + "yet", + "why", + "Nevertheless", + "Afterwards", + "However", + "nonetheless", + "therefore", + "Therefore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Conversely", + "conversely", + "whereas", + "likewise", + "furthermore", + "Conversely", + "else", + "Furthermore", + "Yet", + "meanwhile", + "Similarly", + "Meanwhile", + "nevertheless", + "Similarly", + "Likewise", + "However", + "nonetheless", + "Also", + "similarly", + "Nevertheless", + "Yet", + "alternatively", + "also", + "yet", + "therefore", + "However", + "Also", + "Again", + "Furthermore", + "Afterwards", + "whereas" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "whereas", + "theirs", + "furthermore", + "conversely", + "nevertheless", + "nonetheless", + "Yet", + "likewise", + "However", + "however", + "therefore", + "Meanwhile", + "secondly", + "yet", + "thus", + "Furthermore", + "Yet", + "Likewise", + "Conversely", + "else", + "accordingly", + "while", + "Nevertheless", + "Conversely", + "they" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Yet", + "meanwhile", + "theirs", + "conversely", + "Yet", + "They", + "therefore", + "Conversely", + "thus", + "Therefore", + "Meanwhile", + "Conversely", + "else", + "However", + "Thus", + "whereas", + "hence", + "hers", + "vice", + "Recently", + "nonetheless", + "They", + "furthermore", + "expectancy", + "Lately" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "Yet", + "whereas", + "Consequently", + "conversely", + "theirs", + "They", + "Moreover", + "Furthermore", + "Therefore", + "Conversely", + "However", + "Recently", + "Nonetheless", + "therefore", + "Their", + "Their", + "Consequently", + "thus", + "Nevertheless", + "Yet", + "nonetheless", + "furthermore", + "Such", + "Conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Yet", + "Meanwhile", + "meanwhile", + "Therefore", + "strength", + "However", + "Recently", + "Their", + "therefore", + "Consequently", + "theirs", + "While", + "This", + "They", + "Their", + "Nonetheless", + "Why", + "Furthermore", + "nonetheless", + "conversely", + "While", + "Another", + "Moreover", + "whereas", + "Nevertheless", + "Strength", + "Conversely", + "Such" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Consequently", + "Recently", + "Therefore", + "conversely", + "However", + "Yet", + "Conversely", + "Moreover", + "Meanwhile", + "They", + "furthermore", + "Consequently", + "While", + "meanwhile", + "Likewise", + "Hence", + "Nevertheless", + "Nonetheless", + "This", + "Their", + "Why", + "Despite", + "Recently", + "nonetheless", + "Finding", + "Its", + "Lately", + "thereby" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "Therefore", + "Furthermore", + "Yet", + "Such", + "Another", + "meanwhile", + "However", + "Consequently", + "Conversely", + "Their", + "Recently", + "They", + "Simultaneously", + "This", + "Another", + "Determination", + "Such", + "Their", + "conversely", + "Moreover", + "Hence", + "Finding", + "Certain", + "ingly", + "Similarly", + "Recently", + "Researchers" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "Yet", + "Therefore", + "Consequently", + "Such", + "Another", + "Furthermore", + "Their", + "Conversely", + "However", + "Recently", + "Determination", + "Simultaneously", + "Another", + "They", + "Such", + "Similarly", + "This", + "Each", + "meanwhile", + "Determining", + "Finding", + "ingly", + "Along", + "Researchers", + "Their", + "Comparing", + "conversely", + "Nevertheless" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Yet", + "Therefore", + "Another", + "Meanwhile", + "Such", + "Determination", + "Furthermore", + "Consequently", + "They", + "Their", + "Such", + "Similarly", + "Another", + "Considering", + "Finding", + "Researchers", + "Simultaneously", + "However", + "Among", + "Others", + "Comparing", + "Determining", + "This", + "Here", + "Those", + "Comparison", + "Whatever", + "Conversely", + "These", + "Both", + "Recently" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Such", + "In", + "However", + "For", + "Furthermore", + "While", + "A", + "Another", + "Strength", + "It", + "These", + "Structural", + "When", + "Comparison", + "They", + "Here", + "We", + "Their", + "An", + "Alloy", + "If", + "Using", + "To", + "Let", + "and", + "Therefore", + "Yet", + "alloy", + "By", + "alloy" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 165544, + 205246, + 243888, + 242876, + 256653, + 260666, + 225584, + 260610, + 220761, + 26467, + 2968, + 1374, + 1861, + 770, + 221992, + 181966, + 92445, + 23031, + 16982, + 3599, + 1455, + 14677, + 81284, + 98027, + 120428, + 30729 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 40628, + 103695, + 208853, + 196817, + 186985, + 199861, + 101919, + 109933, + 18235, + 1796, + 2923, + 14341, + 21922, + 23480, + 66414, + 116092, + 126192, + 65617, + 70052, + 40741, + 52190, + 60402, + 39750, + 38330, + 76496, + 32599 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 188866, + 178604, + 142319, + 193918, + 121709, + 69029, + 31462, + 36923, + 1396, + 26, + 21, + 74, + 79, + 180, + 118251, + 179332, + 199971, + 121198, + 175926, + 30457, + 16171, + 12775, + 19307, + 12064, + 16895, + 4974 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 188778, + 132158, + 220482, + 66115, + 121143, + 18794, + 19031, + 1535, + 4004, + 26482, + 9398, + 17493, + 128639, + 141916 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 215385, + 165435, + 31187, + 112975, + 100138, + 104992, + 97023, + 7077, + 67724, + 70368, + 53332, + 18502, + 30879, + 15333 + ] + }, + { + "label": "fracture", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 97939, + 159594, + 231365, + 209813, + 63880, + 94792, + 100551, + 35113, + 39123, + 801, + 1052, + 996, + 11157, + 2331 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "but", + "score": 24.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "similar", + "output_checked": true + }, + { + "concept": "because", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "several", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "without", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "would", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "that", + "output_checked": true + }, + { + "concept": "both", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "instantaneous", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "toughness", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "failure", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "whereas", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "designed", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "titanium", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "composition", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "similar", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "longitudinal", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "stability", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "loads", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "separate", + "output_checked": true + }, + { + "concept": "was", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "despite", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "at", + "output_checked": true + }, + { + "concept": "them", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "separate", + "output_checked": true + }, + { + "concept": "significant", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "smaller", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "same", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "precede", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "exceeding", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "loads", + "output_checked": true + }, + { + "concept": "percentage", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "brittle", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "under", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "induce", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "sample", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "threshold", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "that", + "output_checked": true + }, + { + "concept": "temperature", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "at", + "output_checked": true + }, + { + "concept": "similarities", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "similar", + "output_checked": true + }, + { + "concept": "indefinitely", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "exceed", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "that", + "output_checked": true + }, + { + "concept": "dissimilar", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "individuals", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "long", + "output_checked": true + }, + { + "concept": "existed", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "that", + "output_checked": true + }, + { + "concept": "controversy", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "other", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "that", + "output_checked": true + }, + { + "concept": "incapable", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "Yet", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "hydrocarbon", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "long", + "output_checked": true + }, + { + "concept": "chain", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "long", + "output_checked": true + }, + { + "concept": "engineer", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "simultaneously", + "score": 2.0, + "best_rank": 7, + "best_depth": 58.5, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "mineral", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "panjang", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "long", + "output_checked": true + }, + { + "concept": "suhu", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "at", + "output_checked": true + }, + { + "concept": "tensile", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "loads", + "output_checked": true + }, + { + "concept": "assayed", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "comparable", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "similar", + "output_checked": true + }, + { + "concept": "smarter", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "", + "output_checked": true + }, + { + "concept": "architectural", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "structural", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "ervan", + "quantos", + "wand", + "Kwa", + "ynitrite", + "Hail", + "undos", + "yclerView", + "punkte", + "trump", + "addRow" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "lev", + "tons", + "Beg", + "dre", + "Cann", + "Mannes", + "grac", + "pres", + "Sob", + "gr", + "prof", + "wedge", + "dim", + "trem", + "opat", + "Catt", + "stir", + "brake", + "channel", + "rock", + "Reis", + "Proc" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "rock", + "tons", + "pres", + "rid", + "dre", + "gr", + "lev", + "dim", + "Beg", + "grac", + "Tav", + "prof", + "Pres", + "trem", + "essional", + "sum", + "twe", + "wedge", + "jos", + "plo", + "Mannes" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "essional", + "glob", + "chal", + "grac", + "champ", + "Reis", + "Tom", + "Mani", + "olyte", + "ilj", + "perf", + "ago", + "tfrac", + "alk", + "tun", + "dre", + "Ce", + "Kam", + "ilg", + "Tav", + "tamp", + "brink", + "poly", + "rem" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "essional", + "dip", + "Mani", + "ago", + "dre", + "glob", + "myst", + "Cann", + "olyte", + "dim", + "gravity", + "brink", + "Apa", + "legg", + "champ", + "rid", + "inex", + "tene", + "Kam", + "Chap", + "byt", + "Bens", + "Ce", + "alk", + "strip" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Vo", + "yn", + "ilers", + "idence", + "VERE", + "sag", + "s", + "oben", + "side", + "Su", + "sag", + "iges", + "rem", + "proc", + "zd", + "wyst", + "ae", + "sning", + "chu" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "tools", + "kick", + "s", + "trading", + "Er", + "DEP", + "tool", + "HI", + "dad", + "formal", + "rem", + "bro", + "Vo", + "Werk", + "common", + "Sol", + "simple", + "chal" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "tool", + "tail", + "trading", + "simple", + "HI", + "rem", + "kick", + "sol", + "dad", + "Green", + "turbo", + "common", + "Werk", + "select", + "tract", + "remen", + "model" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "record", + "tools", + "Green", + "crow", + "tool", + "HI", + "select", + "tail", + "Prot", + "trading", + "demos", + "Ort", + "fract", + "konto", + "record", + "blank", + "sys", + "serial", + "kick" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subject", + "side", + "linear", + "sys", + "common", + "tch", + "idyl", + "record", + "felt", + "Green", + "s", + "fetch", + "sus", + "cat", + "feat", + "tools", + "locks", + "trading", + "item", + "system", + "tool", + "candy", + "OOSE", + "data" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "cat", + "idyl", + "Meals", + "fetch", + "dog", + "GetData", + "getItem", + "first", + "subject", + "Books", + "Meals", + "isselle", + "meals", + "tch", + "linear", + "BOOKS", + "breadcrumb", + "Belt", + "cookies", + "cereal", + "subjects", + "discuss", + "green", + "cat" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "berhubungan", + "wont", + "dip", + "rap", + "flakes", + "epar", + "libero", + "deal", + "Davey", + "tow" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "abilecek", + "sempat", + "lick", + "milion", + "send", + "rozs", + "pickle", + "department", + "grud", + "luoromethyl", + "dictionaries", + "adet", + "fences", + "borderRadius", + "despert", + "ayam", + "heapq", + "bulb", + "newsc", + "biet" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "grud", + "punt", + "rele", + "biet", + "presse", + "olone", + "brus", + "cour", + "hesh", + "Pang", + "dents", + "God", + "blas", + "jogar", + "deka", + "kund" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "prong", + "ques", + "logic", + "urch", + "pericard", + "igste", + "segi", + "Dadurch", + "Postfix", + "logic", + "ausge", + "Proj", + "Muh", + "Donc", + "undocumented", + "smith", + "Deve", + "tier", + "Poly" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "tier", + "sped", + "irce", + "ectors", + "Dur", + "Stein", + "spf", + "treb", + "Versions", + "Afgh", + "Jug", + "Roh", + "Whereas", + "wok", + "duke", + "idium", + "casilla", + "sacrific", + "ques" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "kernel", + "STRUCT", + "counterpart", + "ilm", + "parquet", + "flo", + "baik", + "spf", + "dj", + "azi", + "azimuth", + "wearer", + "sawdust", + "adn", + "counterparts" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "nonetheless", + "nevertheless", + "Meanwhile", + "sedangkan", + "meanwhile", + "Ghat", + "interl", + "ModInt", + "excl", + "spurt", + "but", + "demands", + "scrubs", + "unders", + "dued", + "ndim", + "tab", + "highlight", + "extr", + "hingegen" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "However", + "However", + "Similarly", + "Meanwhile", + "Conversely", + "entanto", + "nevertheless", + "Namun", + "Conversely", + "however", + "namun", + "Simultaneously", + "nonetheless", + "whereas", + "Similarly", + "meanwhile", + "Nevertheless", + "Likewise", + "hingegen", + "nThe", + "Moreover", + "Meanwhile", + "Nonetheless" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Conversely", + "However", + "Meanwhile", + "However", + "meanwhile", + "Conversely", + "however", + "Consequently", + "Simultaneously", + "Similarly", + "nonetheless", + "Nevertheless", + "Moreover", + "nevertheless", + "ingly", + "conversely", + "Another", + "Nonetheless" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Conversely", + "However", + "nonetheless", + "nevertheless", + "however", + "However", + "Recently", + "Meanwhile", + "Strength", + "Consequently", + "Recently", + "conversely", + "Strength", + "therefore", + "Conversely", + "yet", + "Another", + "Consequently", + "tuttavia", + "ingly", + "Equally" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Recently", + "Conversely", + "conversely", + "ingly", + "Recently", + "However", + "Ships", + "Consequently", + "Conversely", + "Similarly", + "Strength", + "Furthermore", + "Meanwhile", + "imd", + "hts", + "Therefore", + "igate", + "apkan", + "Likewise", + "Historically", + "Strain", + "Simultaneously", + "Repeat", + "Consequently", + "sted" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "evaluate", + "endswith", + "ingly", + "ield", + "meanwhile", + "Evaluate", + "Ships", + "imd", + "Recently", + "apkan", + "htim", + "Evaluation", + "Meanwhile", + "balls", + "loads", + "conversely" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "END", + "imd", + "meanwhile", + "end", + "Metadata", + "osal", + "Evaluate", + "ingly", + "othesis", + "ield", + "gend", + "ound", + "endswith", + "undi", + "evaluate", + "endorf", + "ends", + "Rand", + "ndarray", + "Meanwhile", + "Rend" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "END", + "Meanwhile", + "undi", + "Dependence", + "inds", + "meanwhile", + "ends", + "aints", + "ound", + "ould", + "Sub", + "Sub", + "ield", + "aggia", + "ONENT", + "Standardization", + "inder", + "imdi", + "igate", + "stands", + "Of", + "brand" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "end", + "The", + "sub", + "stands", + "Sub", + "However", + "under", + "It", + "brand", + "This", + "load", + "Such", + "subkey", + "stands", + "Standardization", + "Substance", + "ind", + "info", + "Meanwhile", + "Structural", + "depends", + "We", + "not", + "strand", + "Dependence", + "In", + "beforeend", + "Standard", + "metal", + "structural", + "substantially", + "substrate" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "but", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "would", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "that", + "output_checked": true + }, + { + "concept": "fracture", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "without", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "brittle", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "prong", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "sample", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "at", + "output_checked": true + }, + { + "concept": "induce", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "grud", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "exceeding", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "loads", + "output_checked": true + }, + { + "concept": "engineer", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "nickel", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "under", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "composition", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "similar", + "output_checked": true + }, + { + "concept": "dip", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "loads", + "output_checked": true + }, + { + "concept": "ques", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "ilm", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "stably", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "mixture", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "compared", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "separate", + "output_checked": true + }, + { + "concept": "same", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "alloying", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "significant", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "percentage", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "chain", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "long", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "cat", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "diff", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "convexo", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "that", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "olas", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "that", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "of", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Jahres", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "Stein", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "spf", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "okt", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "expertise", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "datasheet", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "isotropic", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "long", + "output_checked": true + }, + { + "concept": "boyunca", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "hoher", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "otros", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "that", + "output_checked": true + }, + { + "concept": "nearby", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Nearby", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "nonetheless", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "both", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "longitudinal", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "long", + "output_checked": true + }, + { + "concept": "namely", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "precede", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "portion", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "whereas", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "However", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-04__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-notch-resistance-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to unstable flaw extension 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "An instrumented impact test on a notched bar records high absorbed energy and extensive local deformation before the remaining ligament opens.", + "prompt_tail": "An instrumented impact test on a notched bar records high absorbed energy and extensive local deformation before the remaining ligament opens.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-notch-resistance-05", + "carrier_id": null, + "target_family": "notch-resistance", + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 1594, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 14763 + }, + { + "label": "crack", + "best_rank": 8209, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 2604 + }, + { + "label": "fracture", + "best_rank": 87, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 517 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "behalf", + "alike", + "hereby", + "orry", + "accordingly", + "ients", + "hence", + "according", + "ogether", + "iken", + "leness", + "which", + "therefore", + "oba", + "oraz", + "furthermore", + "ertain", + "together", + "eles", + "ammed" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lle", + "alike", + "gonna", + "lli", + "d", + "ie", + "ii", + "persons", + "thereof", + "arie", + "bzw", + "i", + "l", + "ion", + "ct", + "rl", + "rs", + "le", + "ve", + "ort", + "elf", + "iew", + "ise", + "lement", + "ients", + "erd", + "zes", + "oraz", + "wie", + "etc" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "xd", + "lli", + "d", + "ii", + "mente", + "thereof", + "aska", + "oraz", + "ue", + "bout", + "IK", + "dz", + "l", + "le", + "ct", + "ve", + "ie", + "wi", + "ia", + "thats", + "furthermore", + "idio", + "t", + "zes", + "gonna" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ogt", + "yi", + "edly", + "rue", + "filmed", + "idio", + "ndon", + "oid", + "lli", + "oused", + "coworkers", + "coworker", + "zes", + "aska", + "itarian", + "wiki", + "ideo", + "ued", + "oi", + "ois", + "zia", + "alike", + "owo", + "psis", + "gne", + "lle", + "edes", + "inek", + "xsl" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "edly", + "ally", + "lement", + "lli", + "oid", + "ive", + "ideo", + "ided", + "ened", + "filmed", + "coworkers", + "guy", + "OGO", + "ct", + "ow", + "IELD", + "ically", + "ued", + "mente", + "toward", + "alike", + "standpoint", + "rue", + "oused", + "coworker", + "ogt", + "ve", + "pped", + "ae", + "osite" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "filmed", + "shortly", + "afterward", + "subsequently", + "filming", + "yre", + "thereafter", + "aided", + "film", + "aken", + "filmmaker", + "videot", + "wherein", + "notably", + "alumna", + "utta", + "filmmaking", + "avel", + "ITES", + "UTIL", + "later", + "toward", + "otos", + "zes", + "assisted", + "comprised", + "Luz", + "anea" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "later", + "subsequently", + "notably", + "shortly", + "toward", + "aided", + "subsequent", + "protracted", + "nearly", + "largely", + "prior", + "beneath", + "nearing", + "spurred", + "primarily", + "utilizing", + "awaiting", + "ensuing", + "preceding", + "aided", + "baffling", + "necessitating", + "amid", + "seemingly", + "afterward", + "predominantly", + "Shortly", + "flanking", + "ably", + "whereupon", + "roughly" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "subsequently", + "thereafter", + "notably", + "notable", + "midst", + "markedly", + "Notably", + "subsequent", + "whereupon", + "shortly", + "concomit", + "necessitating", + "Subsequently", + "characterized", + "whilst", + "protracted", + "toward", + "aneous", + "commenced", + "Notably", + "upon", + "further", + "simultaneously", + "furthermore", + "merely", + "thereby", + "sequently", + "amid", + "consequently" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "subsequent", + "subsequently", + "pivotal", + "thereafter", + "fracturing", + "protracted", + "transitioning", + "shattering", + "precipit", + "shatter", + "aftermath", + "rupt", + "rupture", + "catastrophic", + "nearing", + "culminating", + "ruptured", + "necessitating", + "later", + "shortly", + "amid", + "brutal", + "predominantly", + "devastating", + "cemented", + "disintegr", + "cementing", + "establishing", + "Subsequent", + "culmination", + "shroud" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subsequent", + "protracted", + "sustained", + "resistive", + "fracturing", + "subsequently", + "ductile", + "egress", + "deceler", + "precipit", + "rupture", + "pivotal", + "jectory", + "nearing", + "ruptured", + "thereafter", + "catastrophic", + "rupt", + "disintegr", + "significantly", + "trajectory", + "pressur", + "nearly", + "preceding", + "climax", + "cessation", + "Subsequent", + "breaching", + "vasculature", + "shattering", + "precip", + "prolonged" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "protracted", + "sustained", + "subsequent", + "structurally", + "resistive", + "structural", + "characteristic", + "prolonged", + "demonstrating", + "jectory", + "ductile", + "deceler", + "fracturing", + "rupture", + "cessation", + "symptomatic", + "nearing", + "egress", + "simultaneous", + "climax", + "observed", + "trajectory", + "maneuver", + "catastrophic", + "rupt", + "significantly", + "preceding", + "subsequently", + "striking", + "progressively", + "sustaining", + "culminating" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "sustained", + "subsequent", + "sustaining", + "terminal", + "characteristic", + "protracted", + "structural", + "climax", + "trajectory", + "prolonged", + "structurally", + "final", + "jectory", + "resistive", + "sustain", + "collapse", + "termination", + "decisive", + "distal", + "symptomatic", + "disintegr", + "subsequently", + "progressively", + "catastrophic", + "sequentially", + "disintegration", + "decisively", + "demonstrating", + "fragmentation" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "concluding", + "sustaining", + "terminal", + "subsequent", + "structural", + "termination", + "simultaneous", + "demonstrating", + "characterizing", + "final", + "phase", + "sequence", + "procedure", + "conclusion", + "conclude", + "sustained", + "defining", + "withstand", + "terminate", + "decisive", + "fragmentation", + "distinguishing", + "sequentially", + "terminating", + "sheath", + "climax", + "occlusion", + "disintegration", + "fuselage", + "decisively" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "despite", + "subsequent", + "Despite", + "characterizing", + "prematurely", + "simultaneous", + "preparatory", + "decisively", + "phase", + "During", + "decisive", + "concluding", + "nonostante", + "preceding", + "demonstrating", + "sequentially", + "climax", + "delaying", + "despite", + "penultimate", + "posteriorly", + "significantly", + "procedure", + "intermediate", + "premature", + "staged", + "bottleneck" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "whereas", + "Consequently", + "furthermore", + "thereby", + "consequently", + "Ultimately", + "Ultimately", + "Consequently", + "which", + "therefore", + "During", + "Furthermore", + "demonstrating", + "this", + "Therefore", + "During", + "Which", + "ultimately", + "whilst", + "subsequently", + "suggesting", + "Nevertheless", + "Upon", + "Meanwhile", + "nevertheless", + "meanwhile", + "Eventually", + "Subsequently", + "whereupon", + "This", + "during", + "However" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "furthermore", + "Therefore", + "whereas", + "Furthermore", + "Consequently", + "This", + "Therefore", + "Meanwhile", + "Furthermore", + "Ultimately", + "Subsequently", + "this", + "However", + "therefore", + "Also", + "Thus", + "According", + "According", + "Yet", + "accordingly", + "Nevertheless", + "consequently", + "nevertheless", + "meanwhile", + "Certainly", + "Conversely", + "Ultimately", + "This", + "During", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "Similarly", + "Conversely", + "conversely", + "Also", + "whereas", + "Consequently", + "consequently", + "Similarly", + "Subsequently", + "This", + "However", + "Yet", + "subsequently", + "similarly", + "nevertheless", + "likewise", + "meanwhile", + "Likewise", + "Afterwards", + "Consequently", + "Conversely", + "this", + "therefore", + "Therefore", + "According", + "accordingly", + "afterwards", + "Later", + "Nevertheless", + "Meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "conversely", + "afterwards", + "They", + "however", + "During", + "this", + "However", + "consequently", + "they", + "whereas", + "During", + "Yet", + "Similarly", + "accordingly", + "Later", + "nevertheless", + "afterward", + "secondly", + "Equally", + "This", + "therefore", + "They", + "According", + "Their", + "Furthermore", + "Upon", + "Meanwhile", + "Consequently", + "likewise" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "conversely", + "Yet", + "Conversely", + "They", + "Yet", + "meanwhile", + "Conversely", + "Lately", + "Its", + "Recently", + "Yours", + "They", + "According", + "Their", + "According", + "Today", + "Recent", + "Their", + "Criticism", + "Meanwhile", + "Recently", + "theirs", + "Tonight", + "Afterward", + "Certainly", + "Equally" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "They", + "Their", + "Meanwhile", + "Conversely", + "During", + "Similarly", + "Conversely", + "Another", + "Nevertheless", + "Their", + "Considering", + "Compared", + "However", + "meanwhile", + "There", + "Its", + "Recent", + "Recently", + "Consequently", + "conversely", + "Simultaneously", + "nThe", + "Its", + "Such", + "Upon", + "This", + "Moreover", + "During", + "Otherwise" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "They", + "During", + "Their", + "Consequently", + "However", + "Nevertheless", + "Recent", + "Conversely", + "This", + "Another", + "During", + "nThe", + "Compared", + "According", + "Similarly", + "Its", + "Recently", + "Their", + "Considering", + "Its", + "Conversely", + "Lately", + "Meanwhile", + "There", + "Upon", + "Together", + "Nonetheless", + "While", + "Along", + "theirs", + "Consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Conversely", + "Conversely", + "Recently", + "conversely", + "They", + "However", + "Consequently", + "Their", + "ExceptionHandler", + "Another", + "Recent", + "Upon", + "Secondly", + "Unless", + "Needless", + "This", + "Alternatively", + "refrain", + "Observe", + "Simultaneously", + "Though", + "Similarly", + "nThe", + "During", + "Yet", + "Assume", + "Likewise" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "UMENT", + "Another", + "Examining", + "Such", + "ExceptionHandler", + "Meanwhile", + "Another", + "Machinery", + "Such", + "Consequently", + "Therefore", + "Similarly", + "achen", + "Conversely", + "WithError", + "toEqual", + "TestCase", + "Choosing", + "cheers" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "bm", + "Another", + "Choosing", + "bill", + "Machinery", + "Meanwhile", + "sb", + "Similarly", + "Treatment", + "achen", + "Conversely", + "Examining", + "ball", + "Beit", + "Please", + "bullet", + "Tumor", + "Another", + "Yet" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Chemical", + "Simulation", + "Considering", + "Known", + "Choosing", + "Corruption", + "Determination", + "Statistic", + "Copies", + "Calculations", + "bye", + "Unknown", + "Please", + "Welcome", + "achen", + "bla", + "Schemes", + "Chaplain", + "Microscope", + "Another", + "Meanwhile", + "Considering", + "Machinery", + "Investigation", + "Syndrome", + "ball", + "bm" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "bullet", + "blank", + "An", + "when", + "chemical", + "unknown", + "internal", + "geom", + "This", + "compound", + "increasing", + "Such", + "No", + "empty", + "Simulation", + "It", + "fail", + "Fail", + "chamber", + "Unknown", + "examine", + "Due", + "When", + "chosen", + "chip", + "compare", + "visited", + "bin", + "second", + "Another", + "ball" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 162185, + 229511, + 231783, + 240255, + 245635, + 254453, + 226237, + 259053, + 90647, + 11720, + 9879, + 1595, + 8591, + 17099, + 204406, + 176257, + 122417, + 116341, + 138072, + 69860, + 31787, + 19642, + 75614, + 51011, + 86646, + 49605 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 37225, + 151833, + 172403, + 147646, + 97208, + 78544, + 19347, + 97332, + 16695, + 4824, + 12826, + 73959, + 89234, + 154025, + 42014, + 54522, + 103190, + 53776, + 47657, + 53016, + 52934, + 73705, + 8210, + 10148, + 41260, + 61283 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 190595, + 183275, + 127296, + 124737, + 107629, + 40683, + 3235, + 7151, + 133, + 41, + 114, + 88, + 354, + 2150, + 106144, + 146083, + 141120, + 130482, + 153994, + 32483, + 25777, + 39160, + 17907, + 7660, + 13586, + 1201 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 165022, + 77117, + 216552, + 77599, + 79892, + 70493, + 103935, + 133219, + 43315, + 15327, + 14764, + 26798, + 56008, + 39127 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 182697, + 154050, + 57459, + 110713, + 156695, + 110708, + 150280, + 18438, + 28041, + 81806, + 77157, + 27512, + 2605, + 4249 + ] + }, + { + "label": "fracture", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 125781, + 205855, + 226843, + 213190, + 128008, + 147801, + 175778, + 187228, + 33154, + 518, + 2979, + 5832, + 9644, + 1596 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "was", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "instrument", + "output_checked": true + }, + { + "concept": "specimen", + "score": 7.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "because", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "An", + "output_checked": true + }, + { + "concept": "several", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "records", + "output_checked": true + }, + { + "concept": "during", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "on", + "output_checked": true + }, + { + "concept": "became", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "damage", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "steel", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "strain", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "high", + "output_checked": true + }, + { + "concept": "telemetry", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "demonstrations", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "high", + "output_checked": true + }, + { + "concept": "used", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "instrument", + "output_checked": true + }, + { + "concept": "allows", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "test", + "output_checked": true + }, + { + "concept": "fracture", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "failure", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "investigating", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "on", + "output_checked": true + }, + { + "concept": "tensile", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ductile", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "documentary", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "on", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "becoming", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "before", + "output_checked": true + }, + { + "concept": "both", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "records", + "output_checked": true + }, + { + "concept": "testing", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "test", + "output_checked": true + }, + { + "concept": "intensity", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "high", + "output_checked": true + }, + { + "concept": "localized", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "local", + "output_checked": true + }, + { + "concept": "violently", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "subjected", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "values", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "around", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "which", + "score": 3.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "projectile", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "protracted", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "before", + "output_checked": true + }, + { + "concept": "sustained", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "surviving", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "plasticity", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "whereas", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "high", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "airplane", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "casualties", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "high", + "output_checked": true + }, + { + "concept": "significant", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "local", + "output_checked": true + }, + { + "concept": "spacecraft", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "compared", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "disappears", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "excuse", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "An", + "output_checked": true + }, + { + "concept": "device", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "toward", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.3, + "near_token": "opens", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "An", + "output_checked": true + }, + { + "concept": "kinetic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "favorable", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "symptomatic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "collapse", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "mechanically", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "opens", + "output_checked": true + }, + { + "concept": "instrumentation", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ductility", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "measured", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "indicative", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "subsurface", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "extensive", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "ervan", + "quantos", + "wand", + "Kwa", + "Hail", + "anque", + "groin", + "maneiras", + "cze", + "discrim" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "Beg", + "blot", + "gr", + "trem", + "Cann", + "rid", + "lev", + "Proc", + "dim", + "stir", + "Prote", + "wedge", + "Tons", + "channel", + "grac", + "prof", + "reu", + "Catt", + "olyte", + "Mannes" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "Beg", + "blot", + "tons", + "gr", + "trem", + "rock", + "tun", + "prof", + "acid", + "Proc", + "sum", + "dim", + "lev", + "stir", + "Flam", + "Dru", + "channel", + "pres", + "lam", + "reu", + "intang", + "rid", + "glob", + "fam" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ilj", + "tun", + "Reis", + "olyte", + "glob", + "ilg", + "champ", + "Mani", + "alk", + "def", + "onn", + "grac", + "Clon", + "fam", + "ohn", + "Il", + "essional", + "reu", + "Cil", + "prof", + "dre", + "aug", + "Eing", + "ago" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "ago", + "Mani", + "glob", + "Kam", + "grac", + "champ", + "Cil", + "ilj", + "fam", + "dre", + "stor", + "Cann", + "Hus", + "olyte", + "Eing", + "aug", + "dim", + "rock", + "leit", + "tun", + "essional", + "nond" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ORS", + "ilers", + "VERE", + "Su", + "ae", + "Vo", + "wyst", + "sag", + "side", + "susp", + "yn", + "atus", + "idence", + "fin", + "ual", + "fields", + "WOR", + "sn", + "yp", + "rem", + "oben", + "illing", + "ors", + "amb" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "kick", + "side", + "Sol", + "tools", + "HI", + "DEP", + "Er", + "oben", + "demos", + "tool", + "bro", + "trading", + "rem", + "Err", + "dal", + "crow", + "simple", + "cat" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "side", + "demos", + "tool", + "tail", + "HI", + "kick", + "sol", + "Select", + "Sol", + "dal", + "turbo", + "trading", + "select", + "truncate", + "Er", + "Green", + "simple", + "dad" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "select", + "tools", + "demos", + "Select", + "Green", + "side", + "sol", + "tool", + "trading", + "HI", + "linear", + "Sol", + "kick", + "tail", + "makan", + "godic" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "Select", + "fetch", + "subject", + "select", + "Green", + "common", + "felt", + "sus", + "soft", + "discussed", + "OOSE", + "calls", + "ITAS", + "tools", + "lives", + "greeting", + "otras", + "tattoo", + "borders", + "err" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "fetch", + "actor", + "replaced", + "common", + "Meals", + "tit", + "subject", + "ettle", + "sleeping", + "discuss", + "meetings", + "err", + "first", + "linear", + "movies", + "titles", + "retrieve", + "Resolve", + "Sergio", + "calls", + "Otto", + "borders" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "shot", + "eal", + "BAG", + "erat", + "DST", + "Partei", + "BCH", + "claw", + "ran", + "cushion", + "epin", + "Perf", + "Peck", + "step", + "hit", + "brush", + "essional", + "rikt", + "financeiros", + "tread", + "mom", + "ickey", + "irr" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "enem", + "golfer", + "cribable", + "boss", + "ierge", + "launcher", + "bety", + "politischen", + "commendable", + "angun", + "pickle", + "orith", + "odian", + "pick", + "department", + "butts", + "derd", + "abulary", + "iob", + "crowning", + "politische", + "theit", + "launcher", + "tsk", + "diosa" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "grud", + "ogado", + "punt", + "God", + "brus", + "bedingt", + "Holz", + "del", + "god", + "komp", + "rug", + "bedside", + "hrte", + "preservar", + "deka", + "ogie", + "ggen" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "prong", + "logical", + "logical", + "ques", + "logic", + "aisl", + "lus", + "logique", + "Als", + "Sliced", + "poste", + "Jug", + "wise", + "render", + "Das", + "Jahres", + "Donc", + "logic" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Stein", + "tti", + "wir", + "wz", + "knot", + "eci", + "spf", + "afect", + "tier", + "idium", + "podej", + "osp", + "Roh", + "Tus", + "duke", + "idic", + "rape", + "etically", + "Pfl", + "keer", + "centroid", + "bz", + "Jaz", + "Roh", + "dbg" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Trou", + "ilm", + "penj", + "contr" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "tensor", + "whiskers", + "andet", + "jets", + "Otherwise", + "Ext", + "slit", + "diketahui", + "diambil", + "tell", + "Peters", + "devtools", + "xii", + "sleep" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "However", + "Together", + "Extracts", + "Simultaneously", + "Similarly", + "Secondly", + "Conversely", + "Subsequently", + "latter", + "Afterward", + "Statistic", + "Other", + "extracts", + "meanwhile", + "nThe", + "This", + "Together", + "assessors", + "Yours", + "together", + "Details", + "Meanwhile", + "Except", + "Viewing", + "other", + "Indications", + "Extract" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Simultaneously", + "Consequently", + "However", + "meanwhile", + "Similarly", + "Other", + "Conversely", + "Consequently", + "Explain", + "This", + "Meanwhile", + "Compared", + "Subsequently", + "consequently", + "Others", + "Symptoms", + "However", + "Such", + "Few", + "simultaneously", + "Subsequent", + "Another", + "Other", + "Nevertheless", + "Simultaneous" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "However", + "Simultaneously", + "Consequently", + "Similarly", + "Consequently", + "This", + "During", + "Other", + "Another", + "Conversely", + "During", + "Observing", + "According", + "However", + "Observe", + "simultaneously", + "Explain", + "meanwhile", + "Examining", + "Other", + "Others", + "Bunun", + "Yours", + "Therefore", + "Except", + "Recently", + "Symptoms", + "Such", + "Another", + "consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Similarly", + "Consequently", + "Simultaneously", + "However", + "Conversely", + "conversely", + "During", + "Otherwise", + "This", + "Consequently", + "Recently", + "During", + "Likewise", + "Few", + "Observing", + "txt", + "Observe", + "Other", + "Alternatively", + "Therefore", + "Traditionally", + "Viewing", + "Examining", + "random", + "Recently", + "Secondly", + "Uh" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Meanwhile", + "Simultaneously", + "another", + "Similarly", + "Another", + "By", + "Such", + "conversely", + "Likewise", + "During", + "Therefore", + "meanwhile", + "Conversely", + "Few", + "Examining", + "Samples", + "mortem", + "During", + "othesis", + "Model", + "Other", + "Certain", + "versa", + "The", + "At", + "json", + "random", + "Equally", + "Another" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "This", + "Similarly", + "Another", + "meanwhile", + "During", + "Simultaneously", + "another", + "random", + "During", + "Likewise", + "Other", + "Another", + "mortem", + "Simulation", + "Conversely", + "members", + "Others", + "By", + "However", + "Equally", + "other", + "Therefore", + "Samples", + "othesis", + "Examining", + "bers", + "json" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Meanwhile", + "Similarly", + "Simulation", + "This", + "Another", + "Among", + "meanwhile", + "During", + "Other", + "achen", + "Simultaneously", + "IGATION", + "sb", + "Others", + "Secondly", + "Another", + "Imaging", + "ache", + "mortem", + "bers", + "During", + "enberg", + "imov", + "Information", + "imiter", + "Likewise" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Such", + "Instrument", + "Another", + "event", + "A", + "meet", + "Instruments", + "An", + "enter", + "It", + "empty", + "During", + "mortem", + "In", + "begin", + "ache", + "Simulation", + "ament", + "sub", + "imb", + "elementary", + "Based", + "For", + "random", + "open", + "black", + "exceptions", + "instrument", + "band", + "Standard" + ] + } + ], + "logit_surprising": [ + { + "concept": "fracture", + "score": 17.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "prong", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "on", + "output_checked": true + }, + { + "concept": "strain", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "high", + "output_checked": true + }, + { + "concept": "specimen", + "score": 8.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "ausge", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "An", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "steel", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "on", + "output_checked": true + }, + { + "concept": "failure", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "ASTM", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "damage", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "CFRP", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "collapse", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "instrumento", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "instrument", + "output_checked": true + }, + { + "concept": "allows", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "test", + "output_checked": true + }, + { + "concept": "used", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "instrument", + "output_checked": true + }, + { + "concept": "around", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "ostat", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "on", + "output_checked": true + }, + { + "concept": "rele", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "onset", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "both", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "records", + "output_checked": true + }, + { + "concept": "compared", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "tests", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "test", + "output_checked": true + }, + { + "concept": "ASTM", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "An", + "output_checked": true + }, + { + "concept": "rat", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "regulation", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "ATTLE", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "local", + "output_checked": true + }, + { + "concept": "ROUT", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "Ked", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "viol", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "beat", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "high", + "output_checked": true + }, + { + "concept": "Boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "Yum", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "dissected", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "Deve", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "ips", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "Stein", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "came", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "webcam", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "test", + "output_checked": true + }, + { + "concept": "dilakukan", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "losses", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "localizada", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "portion", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "simulates", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "sample", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "rectangular", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "was", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "incidence", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "high", + "output_checked": true + }, + { + "concept": "impressive", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "kerusakan", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "necrosis", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "local", + "output_checked": true + }, + { + "concept": "disappears", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "anytime", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "An", + "output_checked": true + }, + { + "concept": "thermocouple", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "brittle", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "ductile", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-05__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-notch-resistance-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Oxygen-rich high-temperature surface film 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A superalloy held in oxygen-bearing gas gains mass while developing a dense ceramic surface film whose thickness follows an approximately parabolic time dependence.", + "prompt_tail": "peralloy held in oxygen-bearing gas gains mass while developing a dense ceramic surface film whose thickness follows an approximately parabolic time dependence.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-hot-air-surface-layer-01", + "carrier_id": null, + "target_family": "hot-air-surface-layer", + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 2625, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 223 + }, + { + "label": "oxide", + "best_rank": 2147, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 1478 + }, + { + "label": "scale", + "best_rank": 2884, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 393 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "hereby", + "orry", + "accordingly", + "ogether", + "ients", + "oraz", + "furthermore", + "according", + "eles", + "hence", + "isses", + "ertain", + "According", + "iken", + "leness", + "elm", + "together" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lle", + "ion", + "gonna", + "thereof", + "alike", + "lli", + "arie", + "bzw", + "standpoint", + "d", + "ort", + "ie", + "lement", + "ited", + "ii", + "ients", + "persons", + "zes", + "wie", + "ct", + "iew", + "rl", + "rs", + "i", + "l", + "elf", + "ike", + "ided" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "thereof", + "mente", + "ients", + "furthermore", + "procedimento", + "ii", + "d", + "ort", + "xd", + "ewise", + "lli", + "likewise", + "inoltre", + "ue", + "idd", + "zes", + "oraz", + "al", + "ile", + "bzw", + "xsl", + "ct", + "ld", + "ial", + "inal", + "ally" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "pursuant", + "ients", + "thereof", + "herein", + "therein", + "therefrom", + "heretofore", + "uate", + "wherein", + "thereto", + "demikian", + "concomitant", + "wherein", + "denominada", + "presently", + "sequent", + "persons", + "forthwith", + "edly", + "proximate", + "concomit", + "thereon", + "hereafter", + "interloc", + "therewith" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "wherein", + "heretofore", + "pursuant", + "therefrom", + "forthwith", + "herein", + "concomitant", + "ients", + "uate", + "thereof", + "resultant", + "presently", + "extant", + "proximate", + "util", + "thereto", + "thence", + "wherein", + "whereupon", + "hereunder", + "abutting", + "sequent", + "hitherto", + "hereto", + "toward", + "thereafter", + "ensuing", + "insofar", + "inasmuch" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "wherein", + "concomit", + "characterized", + "utilizing", + "presently", + "util", + "subsequently", + "employing", + "exhibiting", + "therefrom", + "concerning", + "Util", + "thereafter", + "Concerning", + "utilized", + "possesses", + "concomitant", + "wherein", + "Nevertheless", + "consequently", + "commenced", + "Moreover", + "Upon", + "possessing", + "thereof", + "pursuant", + "pertaining", + "notwithstanding" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "concomit", + "concomitant", + "characterized", + "wherein", + "subsequently", + "util", + "employing", + "markedly", + "inhabiting", + "occurring", + "utilizing", + "Upon", + "exhibiting", + "concurrently", + "heretofore", + "proximate", + "discernible", + "necessitating", + "approximately", + "protracted", + "thus", + "primarily", + "characteristic", + "notably", + "thereby", + "notable", + "predominantly", + "thereto", + "compositional", + "thereafter" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "concomit", + "concomitant", + "thereby", + "thus", + "characteristic", + "characterized", + "occurring", + "thereof", + "thereto", + "hitherto", + "whereupon", + "compositional", + "wherein", + "markedly", + "commencing", + "coloration", + "heretofore", + "observed", + "likewise", + "annum", + "furthermore", + "concurrently", + "therefrom", + "extant", + "indistinct", + "approximately", + "toward", + "characteristics", + "considerable", + "merely", + "resultant", + "itatively" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "nascent", + "concomit", + "concomitant", + "characteristic", + "periodicity", + "emerging", + "culminating", + "irrespective", + "commencing", + "burgeoning", + "viscoelastic", + "precisely", + "subsequently", + "invariably", + "asymptotically", + "incipient", + "asymptotic", + "accelerating", + "subsequent", + "rectilinear", + "quiescent", + "observed", + "characterized", + "indicative", + "necessitating", + "successive", + "analogous", + "oscillating", + "geometrically", + "resultant", + "oscillatory", + "hitherto" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "observed", + "observable", + "asymptotic", + "asymptotically", + "viscoelastic", + "observational", + "empirical", + "spectroscopic", + "observed", + "empirically", + "deceler", + "periodicity", + "nascent", + "characteristic", + "spectrosc", + "accretion", + "observation", + "accret", + "concomitant", + "observable", + "incipient", + "accelerating", + "radiative", + "osserv", + "observ", + "cumulative", + "qualitatively", + "histological", + "ymptotic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "observable", + "asymptotic", + "observational", + "logarithmic", + "asymptotically", + "empirically", + "observed", + "deceler", + "empirical", + "observable", + "accelerating", + "osserv", + "periodicity", + "viscoelastic", + "sinusoid", + "characteristic", + "observation", + "accretion", + "quantitatively", + "ymptotic", + "sinusoidal", + "curvil", + "geometrically", + "quantifiable", + "accelerated", + "analogous", + "accret", + "metastable" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "observed", + "accelerating", + "observable", + "asymptotic", + "asymptotically", + "metastable", + "observed", + "periodicity", + "deceler", + "sinusoid", + "sustained", + "stabilization", + "sinusoidal", + "oscillatory", + "empirical", + "logarithmic", + "osserv", + "accumulating", + "exponential", + "observable", + "viscoelastic", + "senescence", + "correl", + "observations", + "longitudinal", + "successive", + "cyclic", + "physiological", + "accelerated" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "observed", + "periodicity", + "sinusoid", + "observable", + "anomalous", + "empirically", + "observed", + "iteratively", + "characteristic", + "accelerating", + "sinusoidal", + "asymptotically", + "characteristics", + "continuously", + "peculiar", + "empirical", + "sequentially", + "quantitatively", + "metastable", + "characterizing", + "hypothesized", + "microstructure", + "superimposed", + "oscillatory", + "deceler", + "rectilinear", + "hypothesize", + "linearly", + "fractal", + "exhibiting", + "differentiable", + "larval" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "observed", + "observed", + "observable", + "anomalous", + "metastable", + "Observation", + "periodicity", + "sinusoid", + "characteristic", + "peculiar", + "noticeable", + "detectable", + "sinusoidal", + "osserv", + "empirically", + "Observed", + "rectilinear", + "characteristics", + "specimen", + "exhibiting", + "differentiable", + "asymptotically", + "characterizing", + "hypothesized", + "microstructure", + "observable", + "iteratively" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "reportedly", + "photographs", + "publicly", + "commentators", + "documentary", + "Suddenly", + "subsequently", + "simultaneously", + "advertisements", + "Suddenly", + "Eventually", + "primarily", + "During", + "Ultimately", + "Eventually", + "Subsequently", + "several", + "Ultimately", + "eventually", + "cinematography", + "ultimately", + "allegedly", + "notably", + "photographic", + "proponents", + "commentaries", + "demonstrations", + "filmed", + "According" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "During", + "simultaneously", + "Furthermore", + "During", + "Eventually", + "Simultaneously", + "Subsequently", + "this", + "Conversely", + "reportedly", + "Recently", + "Suddenly", + "Furthermore", + "Eventually", + "Ultimately", + "concurrently", + "Afterwards", + "questions", + "According", + "Suddenly", + "Later", + "commentary", + "Subsequently", + "propositions", + "Ultimately", + "reports", + "statements", + "representations", + "Recently", + "this", + "recently", + "publicly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "this", + "During", + "Furthermore", + "During", + "simultaneously", + "Simultaneously", + "Similarly", + "Conversely", + "Initially", + "concurrently", + "Conversely", + "initially", + "Similarly", + "Eventually", + "Initially", + "This", + "begins", + "Afterwards", + "examples", + "furthermore", + "Furthermore", + "Eventually", + "conversely", + "this", + "during", + "According", + "Ultimately", + "Subsequently", + "Suddenly", + "According", + "Meanwhile", + "Recently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "this", + "During", + "During", + "this", + "meanwhile", + "This", + "these", + "furthermore", + "Initially", + "conversely", + "This", + "Initially", + "Simultaneously", + "lately", + "When", + "When", + "Meanwhile", + "Dieser", + "Afterwards", + "the", + "These", + "during", + "Its", + "Eventually", + "theirs", + "They", + "Their" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "this", + "This", + "this", + "This", + "During", + "Its", + "During", + "meanwhile", + "Its", + "Initially", + "Lately", + "Meanwhile", + "lately", + "Their", + "how", + "Their", + "Afterwards", + "Details", + "Details", + "Recently", + "Compared", + "Initially" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "During", + "During", + "This", + "What", + "Initially", + "Meanwhile", + "Consequently", + "Recently", + "When", + "What", + "Initially", + "Consequently", + "Its", + "Lately", + "Therefore", + "Compared", + "How", + "Its", + "nThe", + "There", + "Their", + "Along", + "Recently", + "Conversely", + "Conversely", + "The", + "This", + "Here", + "Hence", + "Furthermore", + "Upon", + "When" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "During", + "What", + "During", + "Initially", + "When", + "Recently", + "What", + "Consequently", + "Its", + "Meanwhile", + "Its", + "Therefore", + "Initially", + "How", + "This", + "Why", + "Consequently", + "The", + "Upon", + "nThe", + "Lately", + "When", + "Recently", + "Their", + "Compared", + "Historically", + "Hence", + "Recent", + "Specifically", + "There", + "After" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "During", + "This", + "During", + "Furthermore", + "Consequently", + "Specifically", + "Therefore", + "Hence", + "Below", + "Historically", + "Consequently", + "When", + "Upon", + "What", + "Conversely", + "Initially", + "Both", + "Recently", + "Initially", + "Similarly", + "Simultaneously", + "The", + "Meanwhile", + "Determine", + "Conversely", + "Again", + "Historically", + "Secondly", + "nThe", + "However", + "Here", + "Unless" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "During", + "During", + "Specifically", + "Initially", + "Therefore", + "Both", + "Below", + "Recently", + "This", + "Both", + "Upon", + "Specifically", + "Simultaneously", + "Given", + "Meanwhile", + "Consequently", + "Assuming", + "When", + "Recently", + "Hence", + "experimentally", + "Determine", + "Initially", + "Disp", + "Considering", + "Historically", + "Lately", + "What", + "Consequently", + "Otherwise" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "During", + "Therefore", + "During", + "Specifically", + "Consequently", + "Upon", + "Below", + "Recently", + "Both", + "Assuming", + "Simultaneously", + "This", + "When", + "Initially", + "What", + "experimentally", + "Given", + "Considering", + "Hence", + "Meanwhile", + "Both", + "THAN", + "Consequently", + "Determine", + "Initially", + "Historically", + "Specifically", + "Acting", + "Lately", + "Recently", + "Analyzing" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Specifically", + "Initially", + "Initially", + "Simultaneously", + "Below", + "Considering", + "Analyzing", + "During", + "Upon", + "Given", + "Both", + "Acting", + "What", + "Consequently", + "Researchers", + "Observing", + "When", + "ackle", + "This", + "Determine", + "Experimental", + "Thermodynamics", + "Secondly", + "Specifically", + "The", + "During", + "Recently", + "Therefore", + "Until", + "Along", + "experimentally" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Specifically", + "When", + "In", + "Initially", + "For", + "During", + "Upon", + "By", + "Given", + "Starting", + "At", + "Under", + "Below", + "Gas", + "Assuming", + "As", + "Initial", + "What", + "Consider", + "Let", + "To", + "After", + "Both", + "Thickness", + "Think", + "Since", + "Assume", + "Simultaneously", + "Oxygen", + "A" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 140450, + 131127, + 76762, + 47375, + 67194, + 80523, + 36582, + 50231, + 45498, + 10698, + 10822, + 5490, + 13539, + 11058, + 15893, + 19124, + 46394, + 57804, + 85570, + 7052, + 6575, + 2626, + 5240, + 5038, + 1361, + 109 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 19752, + 21004, + 15922, + 33807, + 47483, + 51794, + 62749, + 13822, + 14013, + 3286, + 5348, + 11005, + 30217, + 43749, + 145323, + 152328, + 170063, + 132565, + 31069, + 4433, + 2148, + 3547, + 8731, + 5871, + 321, + 398 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 88366, + 17073, + 22957, + 168598, + 145538, + 116033, + 55421, + 20964, + 10991, + 23797, + 9436, + 7596, + 11346, + 25514, + 125456, + 103067, + 47284, + 26648, + 15279, + 16777, + 18911, + 13507, + 2885, + 3005, + 2982, + 2751 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 132820, + 169776, + 195556, + 77820, + 65941, + 206754, + 165902, + 204538, + 115673, + 224, + 690, + 730, + 3751, + 4278 + ] + }, + { + "label": "oxide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 95547, + 111587, + 154417, + 201502, + 1561, + 10189, + 112828, + 161619, + 23926, + 1479, + 3819, + 14562, + 63730, + 41745 + ] + }, + { + "label": "scale", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 7002, + 83246, + 85847, + 124200, + 201877, + 236456, + 203429, + 137013, + 20272, + 8455, + 63569, + 14784, + 454, + 394 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 18.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "super", + "output_checked": true + }, + { + "concept": "during", + "score": 13.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "dependence", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "became", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "exponential", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "an", + "output_checked": true + }, + { + "concept": "layer", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "atmosphere", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "bearing", + "output_checked": true + }, + { + "concept": "observed", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 7.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "oxide", + "score": 6.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "several", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "gains", + "output_checked": true + }, + { + "concept": "designed", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "undergoing", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "while", + "output_checked": true + }, + { + "concept": "was", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "characteristics", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "temperature", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "accret", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "quadratic", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "significant", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "rich", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "composition", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "oxidizing", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "nascent", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "duration", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "time", + "output_checked": true + }, + { + "concept": "stationary", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "quarters", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "bearing", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "simultaneously", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "while", + "output_checked": true + }, + { + "concept": "increased", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "this", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "environments", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "bearing", + "output_checked": true + }, + { + "concept": "trajectory", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "progression", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "time", + "output_checked": true + }, + { + "concept": "grows", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "thickness", + "output_checked": true + }, + { + "concept": "During", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "shape", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "held", + "output_checked": true + }, + { + "concept": "rapidly", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "under", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "film", + "output_checked": true + }, + { + "concept": "law", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "follows", + "output_checked": true + }, + { + "concept": "linear", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "growth", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "impervious", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "asymptotic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "follows", + "output_checked": true + }, + { + "concept": "coating", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "polymeric", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "film", + "output_checked": true + }, + { + "concept": "concomitant", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "During", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "underwent", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "increasingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "gains", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "super", + "output_checked": true + }, + { + "concept": "pattern", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "time", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "superstructure", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "logarithmic", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "hostage", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "held", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "increases", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "thickness", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "crazy", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "super", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "Kwa", + "ervan", + "quantos", + "Hail", + "wand", + "undos", + "anque", + "diagonal", + "punkte", + "yclerView", + "ynitrite" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "Catt", + "tons", + "trem", + "gr", + "lev", + "Beg", + "rid", + "Mannes", + "grac", + "Reis", + "pres", + "Proc", + "Cann", + "opat", + "Gall", + "mamy", + "Tons", + "blot", + "ebo", + "Pres" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "Beg", + "trem", + "grac", + "gr", + "tons", + "Catt", + "Pres", + "acid", + "rock", + "Cann", + "throws", + "intang", + "tfrac", + "lev" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "tfrac", + "essional", + "chal", + "dre", + "glob", + "Beg", + "alk", + "reu", + "Hus", + "Reis", + "byt", + "ilg", + "ilj", + "Gal", + "Fam", + "olyte", + "zd", + "Sure" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "essional", + "tfrac", + "Reis", + "tene", + "ago", + "dre", + "dip", + "Mani", + "byt", + "tons", + "Gal", + "glob", + "blot", + "inex", + "Fig", + "Beet", + "Durch", + "dim", + "yli" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "Vo", + "VERE", + "Su", + "illing", + "hely", + "yn", + "rem", + "idence", + "oben", + "olare", + "orel", + "Zy", + "Gesetz", + "Rem", + "Sed", + "ORS", + "ingen", + "icot" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "kick", + "tools", + "side", + "sol", + "tool", + "Green", + "HI", + "duct", + "Sol", + "remen", + "kick", + "Er", + "dal", + "nop", + "ual", + "rem", + "ORS", + "dad", + "demos", + "Mau", + "cares" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "kick", + "tools", + "tool", + "side", + "Green", + "tail", + "simple", + "demos", + "dad", + "Zealand", + "HI", + "rem", + "duct", + "model", + "sol", + "dal", + "remen", + "kick", + "pipeline", + "nop", + "truncate" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "Green", + "kick", + "nop", + "sol", + "record", + "remen", + "uct", + "tools", + "demos", + "tool", + "Sol", + "mech", + "tail", + "serial", + "rem", + "Select" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "sus", + "common", + "Green", + "cdots", + "lives", + "greet", + "switch", + "idyl", + "remen", + "OOSE", + "linear", + "greeting", + "ae", + "dynamic", + "ettle", + "Greeting", + "tattoo", + "fetch" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "greeting", + "switch", + "greet", + "Greet", + "detail", + "traits", + "ettle", + "cereal", + "Otto", + "common", + "trait", + "diet", + "snooze", + "idyl", + "Listener", + "meetings", + "phospholipid" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "beats", + "Beat", + "beats", + "backpacks", + "anders", + "step", + "PAS", + "wij", + "argaan", + "odora", + "eres", + "rion", + "oders", + "BAG", + "stit" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "iob", + "kulit", + "playlists", + "phospholip", + "backlit", + "reheat", + "cribable", + "cama", + "buyout", + "nouve", + "httpClient", + "httpClient" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "assol", + "gor", + "god", + "biet", + "rotz", + "outdoor", + "blas", + "brus", + "oggetti", + "grudge", + "labores", + "datar", + "owes" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "segi", + "weib", + "Rew", + "ausge", + "Ber", + "pebb", + "largement", + "Mam", + "kec", + "tier", + "recor", + "prong", + "semestre", + "Sul", + "Als", + "Roh", + "poste" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "ectors", + "halk", + "afect", + "ospel", + "berp", + "Roh", + "welt", + "argument", + "idium", + "argumentation", + "sped", + "azimuth", + "segi", + "argue", + "tti", + "tier", + "Versions", + "osp", + "wir", + "argument", + "kata", + "Roh", + "Agu" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "parametr", + "kernel", + "oms", + "baik", + "okt", + "parquet", + "flo", + "parall", + "mediana", + "halk", + "paramet", + "ectors" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "pytorch", + "Ext", + "unsplash", + "tensor", + "whiskers", + "Meanwhile", + "diambil" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "this", + "This", + "Simultaneously", + "What", + "Meanwhile", + "Along", + "Lately", + "Initially", + "Compared", + "Estimate", + "clen", + "Initially", + "Troubles", + "What", + "Details", + "Calculate", + "alike", + "Assume", + "Other", + "Finally", + "Here", + "During", + "Please" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Initially", + "Simultaneously", + "During", + "Initially", + "Subsequently", + "During", + "Consequently", + "Explain", + "Meanwhile", + "What", + "Similarly", + "Assume", + "Compared", + "Afterward", + "Early", + "Subsequent", + "Lately", + "This", + "Its", + "Estimate", + "Initial", + "Early", + "Observe", + "Explain", + "Allow" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Initially", + "Initially", + "Similarly", + "During", + "During", + "This", + "Subsequently", + "What", + "Recently", + "Historically", + "Lately", + "Whose", + "What", + "Assume", + "Specifically", + "Explain", + "Simultaneously", + "Its", + "Meanwhile", + "Recently", + "Observe", + "Initial", + "Consequently", + "Its", + "Analyze", + "Both", + "clen", + "Subsequent" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "During", + "During", + "Initially", + "Similarly", + "Initially", + "Specifically", + "Simultaneously", + "Historically", + "This", + "Specifically", + "Previously", + "Upon", + "Consequently", + "Otherwise", + "Along", + "Furthermore", + "Similar", + "Originally", + "Subsequently", + "Both", + "Conversely", + "Therefore", + "clen", + "Unlike", + "Recently", + "Normally", + "Historically", + "Repeat", + "Traditionally", + "Assume", + "Under" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Specifically", + "This", + "During", + "Simultaneously", + "Initially", + "During", + "Both", + "Along", + "Initially", + "Assuming", + "Specifically", + "Meanwhile", + "Consider", + "Historically", + "Therefore", + "Otherwise", + "Unlike", + "Imagine", + "What", + "Upon", + "Assume", + "Repeat", + "When", + "Again", + "Both", + "Certain", + "Previously", + "Similar", + "Recently", + "Judging", + "Unless", + "Only" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "During", + "Both", + "Specifically", + "Assuming", + "Consider", + "What", + "During", + "Along", + "Simultaneously", + "Initially", + "Therefore", + "Initially", + "Meanwhile", + "When", + "The", + "Upon", + "Assume", + "Similarly", + "This", + "Below", + "Historically", + "Imagine", + "Otherwise", + "Unlike", + "Repeat", + "By", + "Like", + "Before", + "Both", + "Consequently", + "Unless" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Specifically", + "Initially", + "During", + "Initially", + "What", + "Below", + "Both", + "Consider", + "Assuming", + "Historically", + "Simultaneously", + "When", + "Like", + "During", + "Along", + "Therefore", + "Until", + "Considering", + "The", + "Throughout", + "Recently", + "ackle", + "Specifically", + "Again", + "Given", + "Until", + "Previously", + "Following", + "Upon", + "Consequently", + "Those" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Specifically", + "When", + "During", + "Initially", + "In", + "What", + "For", + "Consider", + "Starting", + "As", + "Below", + "Think", + "Let", + "Since", + "Such", + "At", + "Assume", + "Assuming", + "Like", + "Both", + "Along", + "By", + "Upon", + "These", + "Early", + "While", + "How", + "His", + "After", + "Under" + ] + } + ], + "logit_surprising": [ + { + "concept": "exponential", + "score": 11.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "follows", + "output_checked": true + }, + { + "concept": "atmosphere", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "bearing", + "output_checked": true + }, + { + "concept": "layer", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "gains", + "output_checked": true + }, + { + "concept": "ausge", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "oxide", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "rapidly", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "coating", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "increases", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "thickness", + "output_checked": true + }, + { + "concept": "grows", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "thickness", + "output_checked": true + }, + { + "concept": "linear", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "progression", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "designed", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "shape", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "held", + "output_checked": true + }, + { + "concept": "heating", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "while", + "output_checked": true + }, + { + "concept": "under", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "film", + "output_checked": true + }, + { + "concept": "composition", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "law", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "follows", + "output_checked": true + }, + { + "concept": "growth", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "dieu", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "duke", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "Stein", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "serp", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "time", + "output_checked": true + }, + { + "concept": "contents", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "undergoing", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "while", + "output_checked": true + }, + { + "concept": "patina", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "rich", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "dependence", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "dietary", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "while", + "output_checked": true + }, + { + "concept": "dra", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "klad", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "PAS", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "beats", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "HTTPException", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "super", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "replay", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "rage", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "gains", + "output_checked": true + }, + { + "concept": "ricost", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "rozs", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "lengkap", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "held", + "output_checked": true + }, + { + "concept": "beat", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "sebe", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "gains", + "output_checked": true + }, + { + "concept": "selv", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "Dunk", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "thickness", + "output_checked": true + }, + { + "concept": "Kaz", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "reverence", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "gains", + "output_checked": true + }, + { + "concept": "espon", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "film", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "thickness", + "output_checked": true + }, + { + "concept": "baik", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "vier", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "an", + "output_checked": true + }, + { + "concept": "CAF", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "super", + "output_checked": true + }, + { + "concept": "datasheet", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "withstand", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "gas", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-01__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Oxygen-rich high-temperature surface film 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Long furnace exposure covers a steel coupon with several brittle oxygen-rich layers. Continued growth requires ions to cross the existing reaction product.", + "prompt_tail": "Long furnace exposure covers a steel coupon with several brittle oxygen-rich layers. Continued growth requires ions to cross the existing reaction product.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-hot-air-surface-layer-02", + "carrier_id": null, + "target_family": "hot-air-surface-layer", + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 1567, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 12 + }, + { + "label": "oxide", + "best_rank": 643, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 351 + }, + { + "label": "scale", + "best_rank": 24083, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 2340 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "accordingly", + "hereby", + "behalf", + "leness", + "therefore", + "iken", + "ients", + "eles", + "According", + "ogether", + "orry", + "oba", + "ammed", + "isses", + "ilities", + "according", + "anyak", + "eces", + "item", + "ertain", + "together", + "asons", + "hence", + "cen" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "persons", + "lle", + "arie", + "eded", + "ided", + "zis", + "d", + "ion", + "ort", + "ie", + "ither", + "ients", + "hence", + "thereof", + "eness", + "etc", + "dia", + "sic", + "gement", + "lly", + "ited", + "thing", + "ilities", + "fty", + "everybody", + "zia", + "zes", + "orie" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "persons", + "lle", + "etc", + "etc", + "ients", + "atre", + "thereof", + "dz", + "anybody", + "alike", + "thereon", + "leness", + "sic", + "dll", + "everybody", + "somebody", + "defence", + "dia", + "ndo", + "zis", + "ither", + "wards", + "mente", + "basically" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "herein", + "persons", + "pursuant", + "thereto", + "therein", + "thereon", + "hereto", + "psis", + "uate", + "thereof", + "persons", + "therefrom", + "hereafter", + "heretofore", + "sic", + "hereof", + "herewith", + "ued", + "forth", + "wherein", + "lle", + "cedures" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "herein", + "hereto", + "persons", + "wherein", + "pursuant", + "thereto", + "sic", + "thence", + "heretofore", + "whereupon", + "forthwith", + "uate", + "thereof", + "whereby", + "presently", + "ients", + "resultant", + "thereon", + "therefrom", + "hereof", + "herewith", + "hereunder", + "forth", + "lle", + "unto", + "upon" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "wherein", + "furthermore", + "therefore", + "persons", + "upon", + "whereby", + "whereupon", + "thereto", + "whilst", + "presently", + "Concerning", + "which", + "Furthermore", + "thereby", + "Upon", + "Util", + "thereafter", + "hereafter", + "concerning", + "occur", + "thus", + "Upon", + "pursuant" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "whilst", + "thereto", + "upon", + "however", + "gonna", + "unto", + "whereby", + "whereupon", + "therefore", + "thereof", + "wherein", + "that", + "although", + "toward", + "persons", + "herein", + "awhile", + "where", + "while", + "thus", + "thereby", + "likewise", + "presently", + "sometime", + "thru", + "thereon" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "gonna", + "furthermore", + "presently", + "thereto", + "sometime", + "meanwhile", + "Presently", + "whereas", + "aneous", + "alike", + "lastly", + "thereby", + "lately", + "sic", + "secondly", + "which", + "whatever", + "somebody", + "gotta", + "lle", + "anybody", + "standpoint", + "persons", + "namely", + "acin", + "eway", + "likewise", + "ieur" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "gotta", + "gonna", + "neath", + "Presently", + "yeah", + "ain", + "chemist", + "layer", + "wat", + "furthermore", + "lastly", + "oxide", + "olite", + "aminar", + "enite", + "umo", + "ium", + "namely", + "amination", + "molecule", + "barrier", + "ANIUM", + "ion", + "dioxide", + "ridium", + "um", + "nor" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "barrier", + "tunneling", + "layer", + "penetrating", + "Barrier", + "permeable", + "blockage", + "impermeable", + "porous", + "barrier", + "substrate", + "permeability", + "penetrate", + "subsurface", + "imperme", + "chemically", + "surface", + "impervious", + "boundary", + "tunnel", + "porosity", + "perpendicularly", + "plast", + "distal", + "Barrier", + "breakthrough", + "interlayer", + "layer" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "barrier", + "penetrating", + "blockage", + "layer", + "Barrier", + "barrier", + "tunneling", + "permeable", + "impermeable", + "impervious", + "penetrate", + "perpendicularly", + "permeability", + "porous", + "chemically", + "Barrier", + "imperme", + "subsurface", + "layer", + "boundary", + "substrate", + "perpendicular", + "obstacle", + "barriers", + "advancing", + "surface", + "Layer", + "breakthrough", + "obstruction", + "probing" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "barrier", + "blockage", + "Barrier", + "penetrating", + "advancing", + "obstacles", + "obstacle", + "overcoming", + "barrier", + "overcome", + "subsurface", + "tunneling", + "Barrier", + "layer", + "breakthrough", + "penetrate", + "perpendicularly", + "challenge", + "forcing", + "permeability", + "challenge", + "Pressure", + "impermeable", + "Challeng" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "successive", + "advancing", + "necessity", + "successively", + "advances", + "increasing", + "necessarily", + "barrier", + "blockage", + "layer", + "obstacles", + "continually", + "Necess", + "interlayer", + "Advances", + "challenge", + "overcome", + "necess", + "forcing", + "obstacle" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "obstacles", + "Crossing", + "Crossing", + "itherto", + "Incoming", + "crossing", + "obstacle", + "PROBLEM", + "necessitating", + "overcome" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "necessitating", + "further", + "necessity", + "increasingly", + "culminating", + "several", + "Consequently", + "needing", + "influencing", + "significantly", + "ultimately", + "ensuring", + "requiring", + "demonstrating", + "Ultimately", + "Ultimately", + "confronting", + "escalating", + "various", + "showcasing", + "Consequently", + "furthering", + "supporting", + "Furthermore", + "contributing", + "necessary", + "experimentation", + "impacting", + "weaponry", + "significant", + "subsequently", + "navigating" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "Furthermore", + "furthermore", + "Consequently", + "Conversely", + "Ultimately", + "Ultimately", + "Conversely", + "whereas", + "Meanwhile", + "further", + "therefore", + "Similarly", + "Eventually", + "This", + "Therefore", + "Further", + "During", + "ultimately", + "Therefore", + "Later", + "consequently", + "likewise", + "Moreover", + "Similarly", + "meanwhile", + "Likewise", + "Subsequently", + "Eventually", + "conversely" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "conversely", + "whereas", + "Furthermore", + "Similarly", + "Consequently", + "Similarly", + "meanwhile", + "Conversely", + "Conversely", + "similarly", + "Meanwhile", + "consequently", + "likewise", + "Furthermore", + "Consequently", + "while", + "therefore", + "Likewise", + "Subsequently", + "During", + "thereby", + "subsequently", + "accordingly", + "Eventually", + "Secondly", + "correspondingly", + "This", + "further", + "Therefore", + "examples", + "During" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "conversely", + "meanwhile", + "furthermore", + "therefore", + "Conversely", + "Conversely", + "while", + "whereas", + "Similarly", + "Meanwhile", + "consequently", + "Furthermore", + "accordingly", + "similarly", + "likewise", + "Similarly", + "tandis", + "While", + "mientras", + "Furthermore", + "Likewise", + "secondly", + "Equally", + "thus", + "While", + "During", + "whilst", + "Consequently", + "During", + "Therefore", + "enquanto" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "conversely", + "Meanwhile", + "Conversely", + "Conversely", + "furthermore", + "therefore", + "Meanwhile", + "Consequently", + "tandis", + "Consequently", + "thus", + "whereas", + "Yet", + "Thus", + "Similarly", + "accordingly", + "mientras", + "consequently", + "Yet", + "Likewise", + "enquanto", + "Thus", + "hence", + "likewise", + "Similarly", + "While", + "Therefore", + "While" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Consequently", + "meanwhile", + "Conversely", + "conversely", + "Conversely", + "Consequently", + "Similarly", + "furthermore", + "Furthermore", + "accordingly", + "Meanwhile", + "consequently", + "Likewise", + "Therefore", + "Similarly", + "This", + "During", + "Moreover", + "While", + "lately", + "Recent", + "therefore", + "Their", + "Nevertheless", + "Moreover", + "Furthermore", + "Each", + "whereas", + "During", + "Yet" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Meanwhile", + "Consequently", + "Conversely", + "conversely", + "meanwhile", + "Similarly", + "Consequently", + "Conversely", + "furthermore", + "Furthermore", + "This", + "Therefore", + "accordingly", + "Likewise", + "While", + "Meanwhile", + "Recent", + "During", + "therefore", + "Each", + "Similarly", + "consequently", + "Recently", + "Their", + "During", + "Its", + "Moreover", + "Yet", + "Unless", + "lately", + "Regardless" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Consequently", + "Conversely", + "conversely", + "Conversely", + "Likewise", + "Consequently", + "Meanwhile", + "Similarly", + "furthermore", + "This", + "Therefore", + "Secondly", + "Furthermore", + "However", + "Each", + "Hence", + "While", + "Dieser", + "LessThan", + "Sometimes", + "Unless", + "sequent", + "During", + "Moreover", + "Alternatively", + "Thus", + "Whether", + "Likewise", + "Its" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "Therefore", + "meanwhile", + "Consequently", + "Secondly", + "balls", + "Similarly", + "Consequently", + "Another", + "Meanwhile", + "Furthermore", + "Conversely", + "This", + "Therefore", + "Mere", + "Abl", + "conversely", + "Subs", + "Another", + "Likewise", + "Streams", + "Unless", + "Secondly", + "therefore", + "Such" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Therefore", + "Consequently", + "Meanwhile", + "Another", + "Secondly", + "Similarly", + "Furthermore", + "meanwhile", + "balls", + "Perhaps", + "Unless", + "Whereas", + "Consequently", + "ENDING", + "ICAL", + "furthermore", + "This", + "Another", + "Naturally", + "Unless", + "THAN", + "Subs", + "therefore", + "consequ", + "Repeat", + "Abl" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "Secondly", + "Seeking", + "Another", + "Determination", + "Therefore", + "Considering", + "Meanwhile", + "meanwhile", + "GENER", + "Allow", + "Naturally", + "Dependence", + "Selecting", + "Furthermore", + "ILL", + "balls", + "MORE", + "IMUM", + "UMENT", + "ATHER", + "ARDS", + "THAN", + "GENER" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "This", + "For", + "Continuous", + "Continuous", + "bl", + "Abl", + "The", + "For", + "More", + "Furthermore", + "More", + "A", + "Unknown", + "In", + "Long", + "Unknown", + "When", + "It", + "Another", + "blank", + "Thermal", + "Long", + "end", + "Such", + "To", + "By", + "Thermal", + "In", + "black" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 113996, + 60143, + 38989, + 23609, + 34605, + 13222, + 8261, + 11616, + 1563, + 1514, + 1568, + 1977, + 5126, + 66020, + 44377, + 75935, + 50363, + 38791, + 78331, + 20080, + 18682, + 15574, + 25358, + 17834, + 3076, + 1069 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 25023, + 10010, + 4032, + 18854, + 33291, + 12474, + 1309, + 741, + 18, + 226, + 644, + 1917, + 7630, + 77144, + 188973, + 195234, + 150986, + 78850, + 50794, + 4138, + 4094, + 1945, + 54980, + 32676, + 3746, + 4096 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 89900, + 18244, + 11530, + 152094, + 161776, + 93048, + 36007, + 56856, + 62970, + 89219, + 82170, + 65628, + 65950, + 156501, + 35889, + 44265, + 33943, + 44411, + 60900, + 59531, + 70520, + 95424, + 40566, + 24084, + 61307, + 11083 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 159720, + 200169, + 196998, + 144621, + 140175, + 157397, + 124715, + 124374, + 28309, + 16, + 13, + 17, + 33, + 22 + ] + }, + { + "label": "oxide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 175834, + 169411, + 164486, + 145346, + 8224, + 22871, + 157627, + 152034, + 86532, + 352, + 579, + 405, + 1121, + 738 + ] + }, + { + "label": "scale", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 4783, + 2341, + 44934, + 115080, + 104698, + 193383, + 160645, + 63523, + 20329, + 7103, + 13325, + 5673, + 2671, + 2718 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "elements", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "oxide", + "score": 8.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "product", + "output_checked": true + }, + { + "concept": "further", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "growth", + "output_checked": true + }, + { + "concept": "because", + "score": 8.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "which", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "furnace", + "output_checked": true + }, + { + "concept": "barriers", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "various", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "during", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "These", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "oxides", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "heat", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "specimen", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "barrier", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "exposed", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "arms", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "began", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "furnace", + "output_checked": true + }, + { + "concept": "these", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "dioxide", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "nutrients", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "chemically", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "coverage", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "chemical", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "penetrate", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "to", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "longest", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "Long", + "output_checked": true + }, + { + "concept": "heating", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "wide", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "alloys", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "deposited", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "layers", + "output_checked": true + }, + { + "concept": "diffusing", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ions", + "output_checked": true + }, + { + "concept": "migrate", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "to", + "output_checked": true + }, + { + "concept": "accelerates", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "carcinogenic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "permeable", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "specimens", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "several", + "output_checked": true + }, + { + "concept": "minerals", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "interlayer", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "chemicals", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "territory", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Continued", + "output_checked": true + }, + { + "concept": "Again", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Long", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "structures", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "existing", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "resulted", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "growth", + "output_checked": true + }, + { + "concept": "additional", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "capable", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ions", + "output_checked": true + }, + { + "concept": "timeframe", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "continues", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "growth", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "that", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "layers", + "output_checked": true + }, + { + "concept": "from", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ions", + "output_checked": true + }, + { + "concept": "alloy", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "coatings", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "akhirnya", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Long", + "output_checked": true + }, + { + "concept": "areas", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "uniform", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "with", + "output_checked": true + }, + { + "concept": "youngsters", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "several", + "output_checked": true + }, + { + "concept": "mineral", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "scientists", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ions", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "ervan", + "trump", + "Hail", + "ynitrite", + "quantos", + "yclerView", + "wand", + "undos", + "punkte", + "Kwa", + "addRow" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "lev", + "rid", + "Sob", + "stir", + "grac", + "trem", + "opat", + "dim", + "Beg", + "pres", + "Prote", + "Bog", + "gham", + "dre", + "Cann", + "reu", + "snag", + "Blanch", + "ago", + "Yuk", + "resc" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "lev", + "rid", + "tons", + "reu", + "Reis", + "gham", + "Pres", + "stir", + "Av", + "mou", + "Lang", + "Rid", + "ums", + "bab", + "pres", + "tens", + "Sob", + "opat", + "Sue", + "Beg", + "Stol" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "champ", + "lev", + "Reis", + "alk", + "noch", + "ago", + "tun", + "onn", + "Sob", + "ilda", + "chal", + "tfrac", + "olas", + "ilj", + "dim", + "dim", + "essional", + "ilg", + "reu", + "Sod", + "def", + "Kam" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "chap", + "lev", + "grac", + "dim", + "champ", + "ilers", + "ago", + "rid", + "chap", + "chal", + "riv", + "olyte", + "hler", + "muut", + "Bens", + "Tit", + "ilj" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "Su", + "WOR", + "idence", + "rem", + "Sed", + "hst", + "Vo", + "yn", + "atus", + "VERE", + "su", + "ORS", + "oben", + "sn", + "susp", + "wyst", + "side", + "ae", + "CV", + "tit", + "sning" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "trading", + "side", + "sol", + "kick", + "HI", + "tools", + "tool", + "dad", + "Green", + "multiple", + "don", + "Vo", + "Vo", + "demos", + "simple", + "bro", + "tail", + "Kunde", + "atus", + "hint", + "dental", + "Er" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "sol", + "tool", + "side", + "trading", + "kick", + "tail", + "HI", + "das", + "Vo", + "rem", + "MI", + "Green", + "nas", + "simple", + "dess", + "multiple", + "lives", + "Sol", + "Vo", + "oplankton", + "remen", + "cares", + "Me", + "demos", + "time" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "sol", + "side", + "Sol", + "tool", + "tools", + "remen", + "kick", + "rem", + "atus", + "Green", + "record", + "HI", + "trading", + "tail", + "tract", + "lives", + "cares", + "Select", + "simple", + "Me", + "select", + "scope", + "fract", + "demos", + "MI", + "isex", + "Automat", + "nas" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "discussed", + "lives", + "Green", + "data", + "common", + "Select", + "subject", + "scient", + "speakers", + "felt", + "tter", + "osci", + "tattoo", + "OOSE", + "var", + "seq", + "discuss", + "dba", + "scope", + "remen", + "side", + "HI", + "cere" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "titles", + "Listener", + "scope", + "linear", + "GI", + "listener", + "nach", + "ractors", + "holders", + "tit", + "scopes", + "ettle", + "toc", + "RECE", + "CRED", + "Hans", + "Scoped" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "JsonObject", + "ilj", + "aw", + "dre", + "Bray", + "imitives", + "dfrac", + "yme", + "Makefile", + "ativistic", + "ocap", + "libr", + "ucin", + "messagebox", + "shot", + "shot", + "yd", + "soundtrack", + "TableRow", + "Bray", + "ListComponent", + "scorer" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "slutt", + "playlists", + "blic", + "bakan", + "enem", + "launcher", + "ygons", + "angun", + "ayam", + "getId", + "orit", + "dictionaries", + "vendedores", + "cama", + "abilecek", + "launcher", + "pickle", + "pilha", + "politischen", + "grudge" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ogado", + "god", + "gressive", + "ayet", + "abets", + "olone", + "grud", + "jogar", + "kund", + "ostante", + "delt", + "brus", + "God", + "defer", + "gor", + "rivol", + "focusable" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "logic", + "Jahres", + "logique", + "ques", + "arg", + "Raw", + "idium", + "SPC", + "igste", + "jah", + "Rew", + "ohm", + "Roca", + "logic", + "Das", + "Raw", + "lli" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "orough", + "osp", + "argue", + "welt", + "sped", + "ework", + "idium", + "archi", + "arg", + "ospel", + "wert", + "archae", + "xyl", + "eci", + "afect", + "lli", + "wok", + "opnieuw", + "ricost", + "argued", + "ectors", + "addon", + "edged" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "contr", + "parametr", + "accordingly", + "penj", + "flo", + "emies", + "contend", + "kernel", + "STRUCT", + "tab" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "Cur", + "tandis", + "Ext", + "Diss", + "newValue", + "perturb", + "builtin", + "complej", + "Enc", + "indag", + "suspended", + "therefore", + "meantime", + "gitu" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "therefore", + "thus", + "mientras", + "consequently", + "tandis", + "while", + "Meanwhile", + "enquanto", + "Thus", + "natomiast", + "Therefore", + "hingegen", + "Thus", + "Similarly", + "furthermore", + "conversely", + "Similarly", + "however", + "Furthermore", + "Consequently", + "Conversely", + "while", + "thereby", + "moreover", + "accordingly", + "Continued", + "continued" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "Consequently", + "therefore", + "Conversely", + "Subsequent", + "Therefore", + "consequently", + "Oxid", + "Thus", + "thermodynamic", + "Consequently", + "Similarly", + "Temperature", + "Oxidation", + "Thermodynamic", + "thermally", + "thus", + "During", + "Such", + "During", + "Unless", + "Simultaneously", + "accordingly", + "Temperature", + "Thickness", + "Furthermore", + "Thermal", + "Conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "therefore", + "Meanwhile", + "Therefore", + "Temperature", + "Subsequent", + "thermally", + "Oxid", + "Consequently", + "thermodynamic", + "Heating", + "meanwhile", + "Thermal", + "Conversely", + "oxidizing", + "Oxidation", + "Thermodynamic", + "Temperature", + "ZrO", + "Hydrogen", + "metallurgical", + "Similarly", + "Thus", + "consequently", + "Hydrogen", + "Temperatures", + "During", + "During" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Temperature", + "Thermal", + "Heating", + "thermally", + "Thermal", + "thermal", + "Heat", + "Temperature", + "temperature", + "heating", + "Heating", + "heat", + "thermal", + "Heat", + "Temperatures", + "Oxidation", + "Hydrogen", + "Subsequent", + "Thermodynamic", + "Consequently", + "Oxid", + "heated", + "temperature", + "Conversely", + "othermal", + "thermodynamic" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Temperature", + "Thermal", + "Heating", + "thermally", + "Thermal", + "Temperature", + "Heat", + "thermal", + "Temperatures", + "heating", + "Heating", + "heated", + "Hot", + "Heat", + "temperature", + "thermal", + "heated", + "heat", + "Subsequent", + "Heated", + "Therefore", + "Hot", + "This", + "hotter", + "Accelerated" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Thermal", + "thermally", + "Temperature", + "Thermal", + "Heating", + "thermal", + "Temperature", + "Heat", + "heated", + "Temperatures", + "Heating", + "Consequently", + "Heated", + "thermal", + "This", + "heating", + "Therefore", + "Accelerated", + "Heat", + "Oxid", + "Oxidation", + "Electrochemical", + "Similarly", + "Subsequent", + "temperature", + "heated", + "Excessive" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Thermal", + "thermally", + "Heating", + "Thermal", + "thermal", + "Temperature", + "Longer", + "heated", + "heating", + "Prolong", + "thermal", + "hotter", + "Heat", + "Accelerated", + "Temperatures", + "Elevated", + "Heated", + "heat", + "Cyclic", + "Heating", + "temperature", + "High", + "heated", + "Excessive", + "prolonged", + "Temperature" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "High", + "Thermal", + "The", + "Heating", + "In", + "Long", + "For", + "Heat", + "Furnace", + "Hot", + "Temperature", + "Short", + "Ion", + "Accelerated", + "Prolong", + "Extended", + "Longer", + "Anne", + "Elevated", + "Subsequent", + "Slow", + "Hydrogen", + "Rapid", + "A", + "These", + "Chemical", + "Eventually", + "Continuous", + "Diffusion", + "Controlled", + "Such" + ] + } + ], + "logit_surprising": [ + { + "concept": "oxide", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "ilm", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "with", + "output_checked": true + }, + { + "concept": "barrier", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "existing", + "output_checked": true + }, + { + "concept": "These", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "heat", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "deposited", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "layers", + "output_checked": true + }, + { + "concept": "ausge", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "spf", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "continues", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "growth", + "output_checked": true + }, + { + "concept": "oxides", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "alloys", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "duke", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "wound", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "several", + "output_checked": true + }, + { + "concept": "various", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "penetrate", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "to", + "output_checked": true + }, + { + "concept": "these", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "exposed", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "soot", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "migrate", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "to", + "output_checked": true + }, + { + "concept": "barriers", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "accelerates", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "kuri", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "furnace", + "output_checked": true + }, + { + "concept": "ostat", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "furnace", + "output_checked": true + }, + { + "concept": "slutt", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "with", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "dents", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "Jahres", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "furnace", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "longest", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Long", + "output_checked": true + }, + { + "concept": "causes", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "deposition", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ions", + "output_checked": true + }, + { + "concept": "wide", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "alloy", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "coatings", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "fewest", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Long", + "output_checked": true + }, + { + "concept": "capping", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "gour", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "JsonObject", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Phong", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "several", + "output_checked": true + }, + { + "concept": "beat", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "ions", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "logic", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "CHAT", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "growth", + "output_checked": true + }, + { + "concept": "Stein", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Long", + "output_checked": true + }, + { + "concept": "guts", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "furnace", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "Hov", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "okt", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ions", + "output_checked": true + }, + { + "concept": "fonctionnement", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "furnace", + "output_checked": true + }, + { + "concept": "boyunca", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "related", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "scrutiny", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Continued", + "output_checked": true + }, + { + "concept": "menyebabkan", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "growth", + "output_checked": true + }, + { + "concept": "replenish", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "longer", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Long", + "output_checked": true + }, + { + "concept": "began", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "furnace", + "output_checked": true + }, + { + "concept": "affects", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "Zeitraum", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "steel", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-02__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Oxygen-rich high-temperature surface film 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A chromium-containing alloy forms a compact adherent surface film in hot air, sharply slowing additional inward oxygen transport.", + "prompt_tail": "A chromium-containing alloy forms a compact adherent surface film in hot air, sharply slowing additional inward oxygen transport.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 22 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-hot-air-surface-layer-03", + "carrier_id": null, + "target_family": "hot-air-surface-layer", + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 360, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 117 + }, + { + "label": "oxide", + "best_rank": 408, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 594 + }, + { + "label": "scale", + "best_rank": 27495, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 7149 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "orry", + "hereby", + "ients", + "ogether", + "accordingly", + "furthermore", + "therefore", + "hence", + "iken", + "leness", + "elm", + "ertain", + "together", + "according", + "eles", + "anyak", + "oba", + "oraz", + "cen", + "isses" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lle", + "lli", + "ie", + "d", + "ion", + "ct", + "ort", + "elf", + "iew", + "lement", + "ited", + "rl", + "zes", + "gonna", + "edly", + "alike", + "arie", + "bzw", + "standpoint", + "onus", + "i", + "l", + "le", + "ile", + "ng", + "ck", + "ided", + "ii", + "ients", + "rs", + "erd" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "bout", + "lli", + "via", + "d", + "sowie", + "junto", + "meanwhile", + "plus", + "wi", + "ewise", + "onus", + "ii", + "mente", + "bzw", + "le", + "ct", + "ort", + "ue", + "ients", + "into", + "thereof", + "IK", + "rien", + "likewise", + "l", + "ve", + "ie", + "ile" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "atop", + "sequester", + "psis", + "pursuant", + "tfrac", + "edly", + "amid", + "oused", + "figcaption", + "ivist", + "proximate", + "abutting", + "elae", + "adjunct", + "idio", + "atop", + "ff", + "toward", + "via", + "odal", + "bislang", + "avor", + "aneous", + "midst", + "filmed", + "proximal", + "zudem", + "staffers", + "oid", + "zes" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "resultant", + "ensuing", + "edly", + "requisite", + "atop", + "toward", + "via", + "amid", + "midst", + "IELD", + "forthwith", + "ally", + "tfrac", + "ffekt", + "ive", + "ff", + "aid", + "alike", + "milieu", + "terminus", + "populace", + "onus", + "bislang", + "abutting", + "ened", + "via", + "enos", + "sequester", + "ided", + "zial", + "heretofore" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "bolstered", + "toward", + "notably", + "protracted", + "populace", + "burgeoning", + "aided", + "amid", + "thereafter", + "ensuing", + "proximate", + "predicated", + "resultant", + "markedly", + "employing", + "subsequently", + "penned", + "concomit", + "bolstering", + "utilizing", + "principally", + "environs", + "merely", + "alongside", + "chiefly", + "requisite", + "thence", + "cessation", + "extant", + "spurred", + "whereupon", + "purportedly" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "toward", + "markedly", + "thereafter", + "protracted", + "proximate", + "aided", + "concomitant", + "subsequently", + "notably", + "thence", + "concomit", + "bolstered", + "requisite", + "ensuing", + "utilizing", + "predicated", + "proximal", + "prior", + "thus", + "substantially", + "utilized", + "employing", + "heretofore", + "necessitating", + "largely", + "ancillary", + "burgeoning", + "whereupon", + "bolstering", + "employed", + "subsequent", + "nearer" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "toward", + "concomitant", + "thus", + "markedly", + "thence", + "thereby", + "whereupon", + "concomit", + "furthermore", + "thereafter", + "presently", + "further", + "latter", + "merely", + "subsequently", + "alike", + "notwithstanding", + "hitherto", + "nearer", + "Toward", + "heretofore", + "proximate", + "characterized", + "edly", + "farther", + "thereto", + "itherto", + "wherein", + "amid", + "retarded", + "protracted", + "abreast" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "cessation", + "halt", + "protracted", + "slowing", + "slowdown", + "curtail", + "resistive", + "stagn", + "further", + "thereafter", + "concomitant", + "burgeoning", + "nascent", + "deceler", + "effluent", + "sequester", + "stagnation", + "incipient", + "increasingly", + "intensified", + "impeded", + "intensifying", + "slower", + "slowed", + "requisite", + "sluggish", + "subsequently", + "retard", + "quiescent", + "impeding", + "thence", + "ensuing" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "impermeable", + "resistive", + "slowing", + "cessation", + "imperme", + "blockade", + "blockage", + "slowdown", + "impeding", + "protracted", + "impervious", + "containment", + "insulating", + "effluent", + "deceler", + "sustained", + "stabilization", + "slowed", + "sequester", + "stabilized", + "bottleneck", + "stabilizing", + "stagnation", + "prophylactic", + "impeded", + "halt", + "chemically", + "reentry", + "barrier", + "efficacy" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "slowing", + "blockage", + "impermeable", + "slowed", + "slowdown", + "resistive", + "slows", + "blockade", + "cessation", + "impeding", + "imperme", + "impervious", + "stabilization", + "containment", + "bottleneck", + "deceler", + "hindering", + "impeded", + "stabilized", + "insulating", + "chemically", + "stabilizing", + "barrier", + "limiting", + "preventing", + "inhibitory", + "inhibiting", + "deterrent", + "slower", + "halt" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "slowing", + "reducing", + "preventing", + "slowed", + "slowdown", + "blockage", + "effectiveness", + "limiting", + "stabilization", + "slows", + "Gradually", + "impermeable", + "impeding", + "effective", + "resistance", + "gradually", + "decreasing", + "prevent", + "resistant", + "protecting", + "gradual", + "deterioration", + "stabilized", + "containment" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "reducing", + "preventing", + "limiting", + "slowing", + "deterrent", + "thereby", + "effectiveness", + "protecting", + "inhibitory", + "inhibiting", + "reduced", + "effectively", + "containment", + "insulating", + "slowdown", + "effective", + "gradually", + "prevention", + "decreasing", + "prevent", + "prevented", + "inhibited" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "effectively", + "limiting", + "preventing", + "reducing", + "thereby", + "inhibitory", + "deterrent", + "effectiveness", + "prevent", + "protecting", + "slowing", + "insulating", + "Contain", + "eficaz", + "limiting", + "Prevent", + "mencegah", + "effectively", + "Preventing", + "Effect", + "containment", + "efficace" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "simultaneously", + "subsequently", + "Consequently", + "Secondly", + "Conversely", + "furthermore", + "likewise", + "Conversely", + "Furthermore", + "Suddenly", + "whereupon", + "further", + "consequently", + "notably", + "Likewise", + "concurrently", + "Consequently", + "therefore", + "accompanying", + "secondly", + "Likewise", + "ultimately", + "thereby", + "Later", + "Subsequently", + "radically", + "Subsequently", + "whereas", + "nearby", + "equally", + "dramatically" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Conversely", + "furthermore", + "Consequently", + "Furthermore", + "Consequently", + "Conversely", + "likewise", + "Likewise", + "Subsequently", + "Similarly", + "Meanwhile", + "Secondly", + "further", + "Later", + "Similarly", + "Likewise", + "conversely", + "Subsequently", + "Then", + "therefore", + "Also", + "Further", + "whereas", + "Also", + "Again", + "Yet", + "thereby", + "simultaneously", + "sequently", + "subsequently", + "consequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Conversely", + "furthermore", + "conversely", + "Similarly", + "Consequently", + "likewise", + "Furthermore", + "Similarly", + "meanwhile", + "Secondly", + "Subsequently", + "Conversely", + "Then", + "subsequently", + "similarly", + "Meanwhile", + "consequently", + "Likewise", + "secondly", + "Afterwards", + "Consequently", + "Simultaneously", + "further", + "therefore", + "Also", + "whereas", + "Again", + "simultaneously", + "afterwards", + "Later", + "thereafter" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "conversely", + "consequently", + "likewise", + "Conversely", + "secondly", + "Conversely", + "therefore", + "whereas", + "Furthermore", + "Similarly", + "Meanwhile", + "Consequently", + "Similarly", + "Likewise", + "Secondly", + "sequently", + "accordingly", + "similarly", + "Furthermore", + "Consequently", + "this", + "thus", + "thereby", + "afterwards", + "Later", + "lately", + "Subsequently", + "Equally", + "Simultaneously", + "else" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "conversely", + "meanwhile", + "Conversely", + "Conversely", + "Similarly", + "Consequently", + "furthermore", + "Consequently", + "Meanwhile", + "consequently", + "likewise", + "Similarly", + "Likewise", + "this", + "This", + "else", + "therefore", + "thus", + "Yet", + "sequently", + "accordingly", + "similarly", + "Recently", + "Yet", + "Secondly", + "Simultaneously", + "This", + "Furthermore", + "thereby", + "Meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "This", + "Similarly", + "Conversely", + "conversely", + "meanwhile", + "Conversely", + "Simultaneously", + "Meanwhile", + "Consequently", + "Recently", + "Similarly", + "consequently", + "Likewise", + "Subsequently", + "This", + "furthermore", + "Another", + "Furthermore", + "Others", + "this", + "Along", + "Secondly", + "Later", + "Meanwhile", + "thereafter", + "Recently", + "thus", + "Thus", + "Therefore" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Consequently", + "Similarly", + "Conversely", + "Simultaneously", + "this", + "Recently", + "Consequently", + "conversely", + "This", + "Likewise", + "Meanwhile", + "consequently", + "meanwhile", + "Similarly", + "Conversely", + "Subsequently", + "Another", + "similarly", + "Therefore", + "Furthermore", + "Recently", + "furthermore", + "Hence", + "Yet", + "Secondly", + "therefore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Similarly", + "This", + "Likewise", + "Simultaneously", + "Secondly", + "Furthermore", + "Conversely", + "conversely", + "Consequently", + "this", + "Hence", + "Similarly", + "Conversely", + "Thus", + "similarly", + "Recently", + "Subsequently", + "Likewise", + "This", + "Therefore", + "secondly", + "consequently", + "furthermore", + "Similar", + "Meanwhile", + "Yet" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Similarly", + "meanwhile", + "Simultaneously", + "Consequently", + "Similarly", + "Secondly", + "Meanwhile", + "This", + "Likewise", + "Another", + "Meanwhile", + "similarly", + "Another", + "Recently", + "Subsequently", + "Therefore", + "conversely", + "consequently", + "Additionally", + "Consequently", + "Studying", + "Additionally", + "Conversely", + "another", + "secondly", + "Secondly" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Similarly", + "Consequently", + "Simultaneously", + "Similarly", + "meanwhile", + "Another", + "Meanwhile", + "This", + "similarly", + "Secondly", + "Another", + "Likewise", + "Meanwhile", + "conversely", + "Therefore", + "Recently", + "THAN", + "Consequently", + "Additionally", + "Studying", + "consequently", + "Conversely", + "Additionally", + "Finally", + "Furthermore", + "Subsequently", + "Yet" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Simultaneously", + "Similarly", + "Consequently", + "This", + "Another", + "Finally", + "Secondly", + "Meanwhile", + "Mechanism", + "Others", + "Naturally", + "Mechanisms", + "consequently", + "Similarly", + "similarly", + "Additionally", + "Recently", + "Allow", + "meanwhile", + "simultaneously", + "Likewise", + "Considering", + "Studying", + "Details", + "Consequently", + "Anatom" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "In", + "The", + "Pure", + "Simultaneously", + "Recovery", + "Secondly", + "Increasing", + "Full", + "Continuous", + "A", + "Allow", + "Another", + "Additionally", + "More", + "Black", + "For", + "Mineral", + "Soil", + "Intr", + "Here", + "No", + "Adding", + "Including", + "Below", + "in", + "Heavy", + "Variations", + "Let", + "To", + "Similarly", + "Inorganic" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 139967, + 116532, + 89429, + 76960, + 95527, + 84166, + 45851, + 35796, + 5488, + 1637, + 1672, + 1196, + 1345, + 2521, + 7144, + 53425, + 48901, + 36334, + 31999, + 2635, + 1793, + 361, + 1078, + 788, + 302, + 113 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 17995, + 27025, + 25924, + 34003, + 41032, + 92264, + 33990, + 9979, + 2123, + 1094, + 1595, + 834, + 840, + 409, + 106359, + 175844, + 141309, + 82284, + 61885, + 8063, + 2442, + 539, + 11190, + 9589, + 1297, + 659 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 85099, + 13887, + 24201, + 126647, + 126719, + 150070, + 133319, + 117892, + 80979, + 43726, + 49093, + 35795, + 36326, + 97739, + 45190, + 55948, + 31863, + 53321, + 74325, + 29064, + 27496, + 42069, + 30142, + 43256, + 36974, + 4518 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 145338, + 79431, + 177598, + 111748, + 106207, + 70224, + 83936, + 126250, + 49308, + 197, + 276, + 118, + 444, + 351 + ] + }, + { + "label": "oxide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 125113, + 60765, + 146794, + 160665, + 49851, + 54959, + 194924, + 204580, + 56240, + 2194, + 1062, + 595, + 2676, + 1766 + ] + }, + { + "label": "scale", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 7431, + 67640, + 111960, + 159327, + 190265, + 236435, + 166681, + 100772, + 43222, + 17715, + 48502, + 20703, + 7150, + 7345 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "oxide", + "score": 15.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 13.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "slowing", + "output_checked": true + }, + { + "concept": "which", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "during", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "exposure", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "inward", + "output_checked": true + }, + { + "concept": "because", + "score": 10.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "protective", + "score": 9.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "layer", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "inward", + "output_checked": true + }, + { + "concept": "whereas", + "score": 6.0, + "best_rank": 2, + "best_depth": 75.6, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "dioxide", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "environments", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "when", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "air", + "output_checked": true + }, + { + "concept": "several", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "the", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "slowing", + "output_checked": true + }, + { + "concept": "was", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "protecting", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "became", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "controversy", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "but", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "slowing", + "output_checked": true + }, + { + "concept": "weaponry", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "exposing", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "preventing", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "rate", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "polymeric", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "film", + "output_checked": true + }, + { + "concept": "furnace", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "chemically", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "superior", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "temperature", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "air", + "output_checked": true + }, + { + "concept": "thereto", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "bottleneck", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "reducing", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "environment", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "significant", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "while", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "compound", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "oxidizing", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "mineral", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "effluent", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "yield", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "permeability", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "sulfur", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "minerals", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "protection", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "favourable", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "expansion", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "leakage", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "smarter", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "", + "output_checked": true + }, + { + "concept": "laboratory", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "archaeological", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "containing", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "ervan", + "nada", + "Hail", + "quantos", + "Kwa", + "ynitrite", + "punkte", + "wand", + "trump", + "anque", + "maneiras" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lev", + "trem", + "Beg", + "rid", + "tons", + "Catt", + "Cann", + "Reis", + "wedge", + "gr", + "dim", + "Gal", + "channel", + "Bou", + "pres", + "Sob", + "blot", + "Mannes", + "Pres", + "stir", + "Proc", + "Gall", + "opat" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "Beg", + "lev", + "trem", + "tons", + "Pres", + "blot", + "ohn", + "dim", + "inking", + "pit", + "Catt", + "pres", + "ums", + "gr", + "tun", + "wedge", + "acid", + "Bel", + "reu", + "grac" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Reis", + "tun", + "essional", + "ilj", + "Sob", + "olyte", + "ago", + "ums", + "chal", + "tfrac", + "ohn", + "Beg", + "ynn", + "muut", + "brink", + "Mani", + "Pres", + "usan" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "ago", + "grac", + "ohn", + "olyte", + "dip", + "essional", + "Apa", + "muut", + "Bens", + "yli", + "astes", + "glob", + "brink", + "dim", + "tons", + "Pres", + "tfrac" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "rem", + "Su", + "yn", + "WOR", + "Vo", + "sag", + "ORS", + "oben", + "ual", + "atus", + "su", + "ae", + "VERE", + "orel", + "icot", + "fields", + "susp", + "side", + "terc", + "ors", + "ELD", + "rocin" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "tools", + "bro", + "cares", + "tool", + "seq", + "kick", + "DEP", + "trading", + "OHC", + "rem", + "Er", + "ual", + "dal", + "s" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "trading", + "sol", + "rem", + "tail", + "tool", + "turbo", + "kick", + "isable", + "OM", + "remen", + "duct", + "Select", + "HI", + "das", + "nop" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "tail", + "sol", + "tract", + "isable", + "bro", + "dy", + "Green", + "simple", + "HI", + "isex", + "serial", + "dos", + "traits", + "Automat", + "lives", + "rem", + "NRC", + "nop" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "var", + "ansive", + "tch", + "tattoo", + "linear", + "pur", + "Green", + "lives", + "ettle", + "greens", + "inox", + "data", + "fetch", + "s", + "idyl", + "side", + "green", + "cdots", + "common", + "hyp", + "trait" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "tch", + "transition", + "RECE", + "Belt", + "recht", + "CERT", + "racial", + "TC", + "diet", + "switch", + "Gol", + "listener", + "greens", + "Dabei", + "borders", + "detail" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "datasource", + "rel", + "emans", + "RIN", + "resistance", + "spin", + "ona", + "scoring", + "TableRow", + "exc", + "dsb", + "iste", + "day", + "rin", + "PR", + "major", + "HEA", + "scored", + "TAB", + "ListComponent", + "erap" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "abilecek", + "dieu", + "dicts", + "angun", + "orith", + "lick", + "httpClient", + "dictionaries", + "cribable", + "inguishable", + "playlists", + "overlap", + "backlit", + "iob", + "buttonclick", + "bosses", + "bilen", + "ygons", + "granular", + "pickle" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "ogado", + "brus", + "god", + "assol", + "dfs", + "deka", + "abilecek", + "hrte", + "dieu", + "punt", + "golfer", + "Moser", + "gor", + "jogar", + "grudge" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "prong", + "Rew", + "welt", + "Jahres", + "rali", + "logique", + "Dadurch", + "Raw", + "ques", + "erv", + "Alk", + "ospel", + "logic", + "lus", + "largement", + "afect", + "logic" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "halk", + "afect", + "Dadurch", + "casilla", + "tti", + "wir", + "edged", + "azimuth", + "spf", + "barbarian", + "duke", + "ospel", + "pitched", + "gage", + "wij", + "spf", + "irp", + "dungeons", + "osp", + "perceived", + "hourly", + "wodurch", + "Versions", + "reasoning" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "casilla", + "flo", + "baik", + "spf", + "swirl", + "serp", + "tad", + "gage", + "parametr", + "tab", + "okt", + "afect", + "constituent", + "NRI", + "harmed" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "sall", + "Simultaneously", + "samtidigt", + "Meanwhile", + "simultaneously", + "Similarly", + "drin", + "Subsequently", + "Otherwise", + "NSF", + "fairy", + "superfluid", + "reciproc", + "proportionally", + "co", + "erate", + "landfill", + "Frankly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Similarly", + "Simultaneously", + "meanwhile", + "while", + "Secondly", + "similarly", + "ello", + "tandis", + "simultaneously", + "whereas", + "Conversely", + "This", + "consequently", + "Subsequently", + "this", + "latter", + "thus", + "conversely", + "Similar", + "secondly", + "Meanwhile", + "however", + "thereby", + "However", + "alike" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Similarly", + "Similarly", + "Simultaneously", + "Subsequently", + "meanwhile", + "Consequently", + "Conversely", + "This", + "Likewise", + "consequently", + "Secondly", + "Subsequent", + "Subsequently", + "subsequently", + "this", + "Others", + "similarly", + "Other", + "Furthermore", + "Later", + "conversely", + "Additionally", + "Afterward", + "Another", + "Recently", + "simultaneously", + "However" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Similarly", + "Similarly", + "Simultaneously", + "Likewise", + "Subsequently", + "This", + "Recently", + "Conversely", + "this", + "similarly", + "Consequently", + "consequently", + "conversely", + "subsequently", + "Secondly", + "Subsequent", + "Additionally", + "simultaneously", + "Recently", + "Additionally", + "Subsequently", + "Another", + "Furthermore", + "meanwhile", + "recently", + "However", + "Similar" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Similarly", + "Simultaneously", + "Similarly", + "Conversely", + "Furthermore", + "Likewise", + "Consequently", + "Secondly", + "Subsequently", + "similarly", + "Similar", + "Recently", + "This", + "conversely", + "Additionally", + "Finally", + "Additionally", + "Consequently", + "Likewise", + "Otherwise", + "For", + "Similar", + "Subsequent", + "Conversely", + "During", + "consequently", + "Unlike", + "this", + "Upon", + "Alternatively" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Similarly", + "Similarly", + "Simultaneously", + "This", + "Likewise", + "similarly", + "Consequently", + "Conversely", + "Furthermore", + "Secondly", + "Recently", + "Subsequently", + "Finally", + "Similar", + "conversely", + "this", + "Additionally", + "Likewise", + "Meanwhile", + "consequently", + "For", + "This", + "Additionally", + "Initially", + "Consequently", + "Unlike", + "Similar", + "Historically", + "During", + "Another", + "subsequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Similarly", + "Simultaneously", + "This", + "Similarly", + "Likewise", + "Consequently", + "similarly", + "Conversely", + "Recently", + "Furthermore", + "Secondly", + "conversely", + "Meanwhile", + "this", + "Finally", + "Similar", + "Subsequently", + "This", + "Initially", + "Historically", + "consequently", + "Consequently", + "For", + "Additionally", + "Likewise", + "During", + "Another", + "Therefore", + "Later", + "Conversely", + "By", + "Thus" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Similarly", + "Simultaneously", + "This", + "Similarly", + "similarly", + "Conversely", + "Consequently", + "Likewise", + "Secondly", + "Recently", + "Finally", + "Initially", + "Historically", + "consequently", + "Subsequently", + "this", + "In", + "Furthermore", + "For", + "ingly", + "Similar", + "Throughout", + "conversely", + "Among", + "Additionally", + "Again", + "Consequently", + "This", + "Additionally", + "Initially", + "Specifically" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "In", + "The", + "Chromium", + "A", + "For", + "Similarly", + "When", + "Furthermore", + "chromium", + "Simultaneously", + "Additionally", + "Such", + "Finally", + "Similar", + "While", + "Another", + "in", + "this", + "Subsequent", + "Subsequently", + "On", + "Secondly", + "Conversely", + "Initially", + "To", + "Once", + "Here", + "Over", + "Upon", + "Chrom", + "Below" + ] + } + ], + "logit_surprising": [ + { + "concept": "oxidation", + "score": 22.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "slowing", + "output_checked": true + }, + { + "concept": "oxide", + "score": 15.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "oxidizing", + "score": 12.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "inward", + "output_checked": true + }, + { + "concept": "God", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "ausge", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "when", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "layer", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "prong", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "swirl", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "protective", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "protecting", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "rate", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "dieu", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "air", + "output_checked": true + }, + { + "concept": "afect", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ",", + "output_checked": true + }, + { + "concept": "environments", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "intrusion", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "coating", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "compound", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Viva", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cuid", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "PAS", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "replay", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "air", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "URCH", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "Reasoning", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "verme", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "duke", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "wound", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "baik", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ",", + "output_checked": true + }, + { + "concept": "serp", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "slowing", + "output_checked": true + }, + { + "concept": "expertise", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "enabling", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "improving", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "growth", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "strain", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "inward", + "output_checked": true + }, + { + "concept": "Clr", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "BECAUSE", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "aluminum", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "thick", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "sheath", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "enhancing", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "erosion", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "inward", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "kinetics", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "compounds", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "preventing", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "doped", + "score": 1.0, + "best_rank": 1, + "best_depth": 90.2, + "near_token": "-", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-03__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Oxygen-rich high-temperature surface film 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Repeated heating in air creates an external metal-oxygen reaction layer that thickens during each hold and sheds flakes during cooling.", + "prompt_tail": "Repeated heating in air creates an external metal-oxygen reaction layer that thickens during each hold and sheds flakes during cooling.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-hot-air-surface-layer-04", + "carrier_id": null, + "target_family": "hot-air-surface-layer", + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "This", + "generated_token_ids": [ + 2094 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 669, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 1907 + }, + { + "label": "oxide", + "best_rank": 2440, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 5680 + }, + { + "label": "scale", + "best_rank": 35057, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 480 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "accordingly", + "hereby", + "ogether", + "orry", + "leness", + "which", + "ients", + "hence", + "iken", + "ammed", + "ertain", + "together", + "according", + "therefore", + "eles", + "anyak", + "oba", + "oraz", + "cen", + "isses", + "elm", + "furthermore", + "wes", + "aray" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "d", + "ie", + "ited", + "rl", + "gonna", + "lle", + "alike", + "lli", + "l", + "ort", + "lement", + "ii", + "wie", + "arie", + "bzw", + "le", + "ion", + "ct", + "ng", + "elf", + "iew", + "ike", + "wards", + "rs", + "erd", + "zes", + "t", + "i", + "ow", + "item", + "ided" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "mente", + "xd", + "lli", + "d", + "aid", + "gy", + "ii", + "ILD", + "rien", + "le", + "ort", + "ue", + "ie", + "idd", + "thereof", + "oraz", + "dz", + "meanwhile", + "les", + "Id", + "wie", + "ct", + "ld", + "iew", + "aska", + "bout", + "furthermore", + "l" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ideo", + "oides", + "coworkers", + "ided", + "alike", + "leness", + "idio", + "ited", + "edes", + "coworker", + "odorless", + "gy", + "website", + "webpage", + "ately", + "aan", + "zes", + "edly", + "downtown", + "wiki", + "cedures", + "afterward", + "inek", + "osu", + "goers", + "oid", + "atre", + "lope", + "owntown" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ided", + "alike", + "ideo", + "eyer", + "ited", + "aid", + "lli", + "pto", + "standpoint", + "ally", + "ower", + "gy", + "arge", + "atre", + "edly", + "edes", + "mente", + "osite", + "enos", + "oid", + "lement", + "oides", + "eded", + "ow", + "ened", + "aan", + "aken", + "lope", + "zes", + "eness" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "afterward", + "ppo", + "aan", + "During", + "zik", + "ITES", + "Additionally", + "assisted", + "esses", + "akka", + "ideo", + "during", + "ided", + "aken", + "bia", + "eyer", + "businesswoman", + "otos", + "filmed", + "filmmaking", + "oides", + "aided", + "filmmaker", + "Laos", + "gy", + "ites", + "akk", + "filming", + "eyeglasses", + "osu", + "landers" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "later", + "aided", + "thereafter", + "notably", + "while", + "meanwhile", + "toward", + "afterward", + "noticeable", + "aiding", + "ield", + "aided", + "during", + "ively", + "notable", + "assisted", + "Notably", + "alike", + "UPA", + "Notably", + "subsequently", + "ppo", + "lessly", + "neighboring", + "vene", + "retta", + "wal", + "edes", + "southeastern", + "avor" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "meanwhile", + "alike", + "notable", + "noticeable", + "likewise", + "odorless", + "whereas", + "acial", + "thus", + "characterized", + "noteworthy", + "cuticle", + "thereof", + "wearer", + "UED", + "Notably", + "also", + "soon", + "overall", + "simultaneously", + "whilst", + "concurrently", + "ussi", + "thereto", + "later", + "similar", + "characteristic", + "wal", + "edly", + "ppo", + "Meanwhile", + "uria" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "mesmerizing", + "lith", + "shedding", + "pigments", + "hydrophilic", + "pigment", + "biofilm", + "pigmentation", + "ized", + "characteristic", + "meticulous", + "ceramic", + "molten", + "molded", + "kel", + "coating", + "encased", + "solidified", + "alike", + "exfol", + "abrasion", + "Cyan", + "substrate", + "shed", + "etching", + "droplet", + "Pyro", + "idal", + "abrasive", + "solidification", + "sintered", + "fluidized" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "debris", + "eject", + "polymer", + "biofilm", + "liquef", + "cuticle", + "uninstall", + "piezoelectric", + "droplet", + "resin", + "ejected", + "stabilized", + "pigments", + "pigmentation", + "necrosis", + "aerosol", + "keratin", + "hydrophilic", + "fluidized", + "manufacturing", + "coating", + "shedding", + "crystallization", + "necro", + "substrate", + "pigment", + "pyro", + "characteristic", + "resilient", + "chemically", + "brittle", + "nucleation" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "engineered", + "stabilized", + "chemically", + "debris", + "eject", + "cuticle", + "ejected", + "cyclical", + "necro", + "piezoelectric", + "mechanism", + "manufactured", + "stabilization", + "crystallization", + "oscillating", + "metastable", + "breakage", + "keratin", + "pyro", + "byproduct", + "manufacturing", + "coating", + "melt", + "cyclic", + "molded", + "cryogenic", + "phenomenon", + "triggered", + "genetically", + "perfected", + "liquef", + "engineered" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "instability", + "repeatedly", + "unstable", + "repetitive", + "failure", + "destabil", + "disintegration", + "cyclical", + "repeated", + "failures", + "cyclic", + "damaging", + "necrosis", + "eject", + "instabilities", + "ejected", + "repeatable", + "discoloration", + "cuticle", + "cycle", + "successive", + "destructive", + "mechanism", + "defects", + "defective", + "Failure", + "malfunction", + "metastable", + "symptomatic", + "oscillatory", + "mismanagement" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "repeatedly", + "continuously", + "repetitive", + "repeated", + "repeatable", + "ripet", + "intermittently", + "repeated", + "intermittent", + "continuous", + "characteristic", + "consistently", + "instability", + "successive", + "continually", + "continuous", + "repeating", + "periodically", + "recurring", + "recurrent", + "cyclical", + "discontinuities", + "Repeated", + "repeatability" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "repeatedly", + "intermittent", + "continuously", + "alternating", + "repeatable", + "intermittently", + "continuous", + "repeated", + "continuous", + "repeating", + "repetitive", + "consistent", + "interfering", + "observed", + "ripet", + "cuticle", + "infestations", + "frequent", + "periodic", + "successive", + "periodically", + "Repeated", + "repeated" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "ultimately", + "subsequently", + "Ultimately", + "thereby", + "Consequently", + "Ultimately", + "therefore", + "later", + "further", + "thus", + "eventually", + "whereas", + "consequently", + "Eventually", + "Consequently", + "sequently", + "influencing", + "Eventually", + "whilst", + "afterwards", + "thereafter", + "therefore", + "whence", + "Afterwards", + "culminating", + "Subsequently", + "during", + "which", + "subsequent", + "During", + "furthermore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Conversely", + "whereas", + "Consequently", + "furthermore", + "Furthermore", + "During", + "Conversely", + "Ultimately", + "Eventually", + "this", + "else", + "ertain", + "ecause", + "sequently", + "Furthermore", + "Later", + "Eventually", + "Ultimately", + "Subsequently", + "Afterwards", + "Subsequently", + "whereas", + "During", + "lately", + "meanwhile", + "this", + "because", + "later", + "further", + "Because" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Conversely", + "furthermore", + "conversely", + "whereas", + "Furthermore", + "Conversely", + "During", + "During", + "Similarly", + "likewise", + "Similarly", + "meanwhile", + "Eventually", + "else", + "Meanwhile", + "Consequently", + "Furthermore", + "Secondly", + "Ultimately", + "Eventually", + "Consequently", + "Subsequently", + "Afterwards", + "whereas", + "this", + "This", + "during", + "Then", + "Finally", + "Again", + "sequently", + "afterwards" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "conversely", + "During", + "this", + "whereas", + "During", + "Meanwhile", + "Conversely", + "theirs", + "Secondly", + "secondly", + "Conversely", + "Finally", + "Similarly", + "afterwards", + "Ultimately", + "tandis", + "Simultaneously", + "likewise", + "Similarly", + "Eventually", + "Equally", + "This", + "Likewise", + "Afterwards", + "therefore", + "thus", + "Their", + "Furthermore", + "vice" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Conversely", + "Lately", + "Conversely", + "lately", + "Its", + "conversely", + "During", + "During", + "This", + "Recently", + "hers", + "accordingly", + "Meanwhile", + "theirs", + "Today", + "Yet", + "Consequently", + "meanwhile", + "This", + "vice", + "Consequently", + "else", + "today", + "Thus", + "Therefore" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Consequently", + "During", + "During", + "Lately", + "Meanwhile", + "Recently", + "Consequently", + "Conversely", + "This", + "Therefore", + "Today", + "lately", + "Its", + "Conversely", + "Hence", + "His", + "conversely", + "Similarly", + "Hence", + "Recently", + "meanwhile", + "mselves", + "They", + "Recent" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Consequently", + "Lately", + "During", + "Recently", + "Therefore", + "This", + "During", + "Consequently", + "Hence", + "Recent", + "lately", + "Conversely", + "Its", + "Meanwhile", + "Today", + "Recent", + "nThe", + "Recently", + "Conversely", + "Therefore", + "His", + "Having", + "Hence", + "this", + "They", + "His" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Hence", + "Likewise", + "Secondly", + "They", + "Therefore", + "Conversely", + "Consequently", + "Dieser", + "Furthermore", + "This", + "These", + "Similarly", + "Alternatively", + "Welcome", + "Recently", + "Conversely", + "Unless", + "Consequently", + "However", + "Yet", + "During", + "Though", + "Meanwhile", + "Dette", + "secondly", + "Dieses" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "balls", + "Therefore", + "Meanwhile", + "Exceptions", + "endswith", + "Depend", + "pyplot", + "meanwhile", + "WAS", + "ield", + "Errors", + "exceptions", + "Ships", + "wat", + "Streams", + "Subs", + "Similarly", + "eted" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Sick", + "Sic", + "ACKS", + "Mine", + "Therefore", + "Subs", + "balls", + "UMENT", + "Meanwhile", + "Sick", + "Eso", + "othesis", + "USING", + "Ships", + "ength", + "Similarly", + "ikte", + "Fleisch", + "falling", + "Secondly", + "Exceptions", + "Yet", + "iket" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Meanwhile", + "efe", + "oki", + "ould", + "eted", + "Secondly", + "exceptions", + "heading", + "Similarly", + "east", + "Exceptions", + "iket", + "Seeking", + "They", + "Subs", + "iek", + "ikal", + "bye", + "Diss", + "UMENT", + "ArgumentParser", + "ibers", + "Ships" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "black", + "falls", + "eth", + "blank", + "The", + "This", + "end", + "The", + "ie", + "bl", + "It", + "circ", + "length", + "when", + "evenly", + "evenly", + "event", + "brand", + "falling", + "de", + "It", + "balanced", + "exp", + "heat", + "meet", + "deep", + "when", + "during", + "except", + "chip", + "ons" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 120079, + 113581, + 97316, + 36820, + 54219, + 42548, + 24124, + 32286, + 39609, + 6294, + 2853, + 670, + 2190, + 1630, + 31015, + 39840, + 62412, + 27457, + 45274, + 18685, + 27808, + 12696, + 91999, + 68377, + 11589, + 8189 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 23897, + 24004, + 17974, + 16273, + 35479, + 69915, + 27900, + 12355, + 4547, + 2196, + 2441, + 4415, + 12560, + 14318, + 158057, + 184955, + 163628, + 115307, + 48462, + 22226, + 21468, + 38775, + 16599, + 25003, + 3043, + 5495 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 75322, + 16953, + 25529, + 143026, + 163993, + 190054, + 99796, + 100453, + 87796, + 99226, + 84641, + 79375, + 103187, + 135183, + 85461, + 65794, + 58321, + 85791, + 35058, + 56739, + 54600, + 125172, + 64604, + 49085, + 140570, + 17447 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 148657, + 222538, + 203287, + 94849, + 24174, + 52712, + 101766, + 174771, + 79616, + 1908, + 9430, + 3377, + 26579, + 15866 + ] + }, + { + "label": "oxide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 76111, + 152221, + 163393, + 151473, + 5681, + 14484, + 172264, + 167520, + 18450, + 6488, + 28344, + 20919, + 26162, + 26532 + ] + }, + { + "label": "scale", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 481, + 8993, + 52514, + 107882, + 95413, + 232221, + 209283, + 212245, + 66489, + 45291, + 142882, + 100650, + 8938, + 7980 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 23.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "air", + "output_checked": true + }, + { + "concept": "oxide", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "which", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "thickness", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "external", + "output_checked": true + }, + { + "concept": "became", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "that", + "output_checked": true + }, + { + "concept": "cycles", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "periods", + "score": 6.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "during", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "heating", + "output_checked": true + }, + { + "concept": "debris", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sheds", + "output_checked": true + }, + { + "concept": "chemically", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "duration", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "questions", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "weakens", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "cookware", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "causes", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "air", + "output_checked": true + }, + { + "concept": "protects", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "that", + "output_checked": true + }, + { + "concept": "increasing", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "every", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "during", + "output_checked": true + }, + { + "concept": "atmosphere", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "an", + "output_checked": true + }, + { + "concept": "repetition", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "external", + "output_checked": true + }, + { + "concept": "successive", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "each", + "output_checked": true + }, + { + "concept": "This", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "coating", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "layer", + "output_checked": true + }, + { + "concept": "over", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "time", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "off", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "sheds", + "output_checked": true + }, + { + "concept": "combustion", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "air", + "output_checked": true + }, + { + "concept": "stabilized", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "that", + "output_checked": true + }, + { + "concept": "accumulating", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "during", + "output_checked": true + }, + { + "concept": "release", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "during", + "output_checked": true + }, + { + "concept": "chemical", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "increasingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "disintegration", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "flakes", + "output_checked": true + }, + { + "concept": "repeatedly", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "gradually", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "while", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "air", + "output_checked": true + }, + { + "concept": "significant", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "each", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "CheckBox", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Repe", + "output_checked": true + }, + { + "concept": "period", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "oxidative", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Repe", + "output_checked": true + }, + { + "concept": "repetitions", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "impermeable", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "layer", + "output_checked": true + }, + { + "concept": "thicker", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "cumulative", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "engineered", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "contaminated", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "distal", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "external", + "output_checked": true + }, + { + "concept": "growth", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "during", + "output_checked": true + }, + { + "concept": "instability", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "smarter", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "", + "output_checked": true + }, + { + "concept": "temperature", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "air", + "output_checked": true + }, + { + "concept": "standardised", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "impurities", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "an", + "output_checked": true + }, + { + "concept": "alloying", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "occurring", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "developing", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "that", + "output_checked": true + }, + { + "concept": "anew", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "sheds", + "output_checked": true + }, + { + "concept": "dioxide", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "air", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "ervan", + "nada", + "quantos", + "Kwa", + "wand", + "punkte", + "addRow", + "Hail", + "diagonal", + "ynitrite", + "ukun", + "point" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "trem", + "lev", + "Beg", + "Proc", + "rid", + "ment", + "mamy", + "Catt", + "twe", + "stir", + "Bou", + "Tons", + "tens", + "Cann", + "Schle", + "olas", + "prof", + "grac", + "opat", + "Mannes", + "gr", + "channel" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "tons", + "trem", + "ment", + "Tons", + "dim", + "twe", + "stir", + "Beg", + "Dru", + "lev", + "blot", + "Schle", + "ums", + "pres", + "channel", + "Proc", + "Fool", + "phones", + "grac", + "gr", + "Mani" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "champ", + "ilj", + "fam", + "tun", + "Sod", + "reu", + "instrument", + "Reis", + "olyte", + "def", + "Ra", + "Wren", + "glob", + "Chand", + "tamp", + "Champ", + "tfrac", + "pan", + "ago" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "fam", + "grac", + "astes", + "Beet", + "Reis", + "Sur", + "dre", + "dra", + "Cann", + "Pres", + "essional", + "tfrac", + "intr", + "Grac", + "Techn", + "Meet" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "WOR", + "Su", + "hst", + "det", + "ORS", + "rem", + "VERE", + "orel", + "Vo", + "ual", + "oben", + "ling", + "sning", + "ae", + "susp", + "sag", + "fields", + "rekken", + "idence", + "sn", + "icot" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "kick", + "side", + "HI", + "sol", + "tools", + "bro", + "demos", + "tool", + "Green", + "turbo", + "Er", + "Sol", + "remen", + "Me", + "ME", + "rem", + "Select" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "side", + "HI", + "tool", + "remen", + "sol", + "kick", + "turbo", + "demos", + "rem", + "dal", + "bro", + "Select", + "tail", + "trading", + "select", + "Werk", + "dad", + "nop", + "OM", + "pipeline", + "simple" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "sol", + "kick", + "HI", + "serial", + "side", + "select", + "lives", + "remen", + "nop", + "demos", + "Select", + "rem", + "tool", + "record", + "turbo", + "Green", + "tools", + "perform", + "mech", + "cares", + "blank", + "isable" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "subject", + "ettle", + "select", + "greeting", + "linear", + "var", + "lives", + "Green", + "err", + "Greeting", + "greet", + "ae", + "fetch", + "sus", + "common", + "RECE", + "discussed", + "tattoo", + "switch", + "rac", + "getItem", + "trading", + "item" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "switch", + "ettle", + "greet", + "greeting", + "Otto", + "listener", + "linear", + "fetch", + "crypto", + "Tos", + "sleeping", + "idyl", + "racial", + "omol", + "coffee", + "titles", + "Greet", + "NDC", + "dog", + "RECE", + "diet", + "usel", + "SWITCH", + "err", + "false", + "nach", + "dic" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "edy", + "epar", + "ilis", + "bells", + "recovery", + "worth", + "Recover", + "bag", + "step", + "recovery", + "itas", + "repeat", + "URA", + "owed", + "clam", + "oggia", + "essage", + "amount", + "tread", + "PAS", + "Recovery", + "BAG", + "Bella" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "playlists", + "kulit", + "erdem", + "lick", + "cribable", + "recollection", + "shake", + "isticated", + "chung", + "abilecek", + "slutt", + "oblastic", + "abulary", + "odian" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ogado", + "gor", + "god", + "deka", + "brus", + "God", + "assol", + "chitz", + "gressive", + "okol", + "bedingt", + "kund", + "grudge", + "hrte", + "toch", + "preservar" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "logique", + "prong", + "aisl", + "logic", + "ectic", + "Dadurch", + "landet", + "logical", + "muh", + "rapporter", + "etti", + "logical", + "rendered", + "fect", + "erves", + "jed", + "Atlantic", + "ques", + "segi", + "dabei", + "Jahres" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "halk", + "afect", + "Verw", + "stanow", + "ectors", + "OfMonth", + "tier", + "camada", + "idic", + "wir", + "tti", + "sezione", + "ricost", + "sped", + "osp", + "lobe", + "azimuth", + "ques", + "strokes", + "Stein", + "fundamento" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "sleep", + "Meanwhile", + "starost", + "Otherwise", + "Simultaneously", + "fileupload", + "slash", + "sav", + "boil" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Secondly", + "Similarly", + "nThe", + "Simultaneously", + "flows", + "Subs", + "Subs", + "Lately", + "discharges", + "clen", + "descent", + "uffs", + "Troubles", + "Conversely", + "weekly", + "blowing", + "blows", + "transfers", + "Weekly", + "Signals", + "renewals", + "restarts", + "Returns", + "fillers", + "Transfers", + "Equally", + "During" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Simultaneously", + "Similarly", + "nThe", + "Others", + "Subsequently", + "Subsequent", + "During", + "Historically", + "Returns", + "This", + "Today", + "Recently", + "Explain", + "Therefore", + "Conversely", + "During", + "accordingly", + "uffs", + "Meanwhile", + "Secondly", + "Consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Similarly", + "Consequently", + "Historically", + "Recently", + "nThe", + "Lately", + "Therefore", + "accordingly", + "Conversely", + "This", + "Subsequently", + "Nowadays", + "Traditionally", + "Others", + "Subsequent", + "Historically", + "Recently", + "Likewise", + "Secondly", + "Simultaneously", + "During", + "Explain", + "holtz", + "Consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Similarly", + "Otherwise", + "During", + "Conversely", + "Consequently", + "txt", + "During", + "Subs", + "Nowadays", + "Likewise", + "Simultaneously", + "Ships", + "Secondly", + "Mechanism", + "Therefore", + "Under", + "Furthermore", + "Traditionally", + "Historically", + "For", + "This", + "Alternatively", + "sted", + "accordingly", + "Subsequently", + "Agents", + "conversely", + "Unless" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Subs", + "Similarly", + "Errors", + "Otherwise", + "mortem", + "Meanwhile", + "endswith", + "conversely", + "Repeat", + "Secondly", + "Agents", + "json", + "balls", + "Mechanism", + "Therefore", + "ingly", + "Likewise", + "Equally", + "Modes", + "ogs", + "etera", + "This", + "othesis" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "mortem", + "This", + "Subs", + "During", + "Repeat", + "othesis", + "Similarly", + "Meanwhile", + "Therefore", + "etera", + "Otherwise", + "UMENT", + "During", + "json", + "Secondly", + "Equally", + "ENDING", + "ensively", + "heave", + "Errors", + "Wind", + "endswith" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "oki", + "ound", + "Subs", + "etera", + "During", + "black", + "This", + "During", + "Similarly", + "Secondly", + "Subs", + "dehyde", + "black", + "similarly", + "Throughout", + "Diss", + "ogs", + "Black", + "Black", + "ioxide", + "Strateg" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Diss", + "end", + "et", + "black", + "diss", + "During", + "eth", + "Subs", + "It", + "length", + "Under", + "For", + "Black", + "exp", + "Let", + "heat", + "akes", + "As", + "By", + "This", + "To", + "Such", + "by", + "Sub", + "nt", + "o", + "Another", + "ogs", + "A", + "In" + ] + } + ], + "logit_surprising": [ + { + "concept": "oxide", + "score": 13.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 11.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "an", + "output_checked": true + }, + { + "concept": "coating", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "oxidized", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "protects", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "that", + "output_checked": true + }, + { + "concept": "cycles", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "heating", + "output_checked": true + }, + { + "concept": "punt", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "external", + "output_checked": true + }, + { + "concept": "episode", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "each", + "output_checked": true + }, + { + "concept": "some", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "sheds", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cookware", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "causes", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "air", + "output_checked": true + }, + { + "concept": "over", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "dieu", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "viol", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "ilm", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "whereas", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "repetition", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "layer", + "output_checked": true + }, + { + "concept": "duration", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "external", + "output_checked": true + }, + { + "concept": "time", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "off", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "sheds", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Repe", + "output_checked": true + }, + { + "concept": "constraint", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "air", + "output_checked": true + }, + { + "concept": "rat", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "Rechnung", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "replay", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "air", + "output_checked": true + }, + { + "concept": "retomar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "lick", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "that", + "output_checked": true + }, + { + "concept": "milion", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "grud", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "during", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "ausge", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "each", + "output_checked": true + }, + { + "concept": "peric", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "hourly", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "an", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "ricost", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "during", + "output_checked": true + }, + { + "concept": "Circ", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "swirl", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "OnOff", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "in", + "output_checked": true + }, + { + "concept": "atmosphere", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "an", + "output_checked": true + }, + { + "concept": "increasing", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "Duration", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "unloading", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "during", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "Statistik", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Repe", + "output_checked": true + }, + { + "concept": "induces", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "air", + "output_checked": true + }, + { + "concept": "mixture", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "resembles", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "that", + "output_checked": true + }, + { + "concept": "grows", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "improves", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "ScrollView", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Repe", + "output_checked": true + }, + { + "concept": "facilitates", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "that", + "output_checked": true + }, + { + "concept": "accumulates", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "increases", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "during", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cooking", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "period", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "hold", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-04__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Oxygen-rich high-temperature surface film 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A turbine component exposed to hot combustion gas develops a multilayer surface product containing metal cations and oxygen anions.", + "prompt_tail": "A turbine component exposed to hot combustion gas develops a multilayer surface product containing metal cations and oxygen anions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 20 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-hot-air-surface-layer-05", + "carrier_id": null, + "target_family": "hot-air-surface-layer", + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 16, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 194 + }, + { + "label": "oxide", + "best_rank": 244, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 5700 + }, + { + "label": "scale", + "best_rank": 21114, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 8772 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "hereby", + "ogether", + "accordingly", + "ients", + "orry", + "hence", + "oba", + "iken", + "ammed", + "leness", + "elm", + "item", + "according", + "therefore", + "eles", + "anyak", + "cen", + "isses", + "furthermore", + "wes", + "aray", + "hase" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "ited", + "ided", + "yy", + "zes", + "wie", + "leness", + "ndo", + "lly", + "ie", + "ng", + "wards", + "erd", + "lli", + "arie", + "eded", + "wes", + "witch", + "iths", + "nse", + "ion", + "ct", + "ise", + "ics", + "outh", + "oney", + "ww", + "ither", + "ii" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "lle", + "alike", + "thereof", + "mente", + "zes", + "dz", + "xd", + "ideo", + "furthermore", + "idio", + "gy", + "idd", + "yy", + "zia", + "ILD", + "ort", + "ile", + "oid", + "ii", + "ients", + "oi", + "wi", + "oraz", + "wie", + "ndo", + "nto", + "d", + "ue", + "iew", + "ics" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "denominada", + "persons", + "denominado", + "thereon", + "yses", + "gments", + "herein", + "utom", + "automobile", + "ients", + "oides", + "iliated", + "meydana", + "oelectronic", + "ompany", + "pursuant", + "thereafter", + "hereafter", + "therefrom", + "aneously", + "itarian", + "therein", + "ximately" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "herein", + "yses", + "persons", + "ients", + "wherein", + "thereon", + "denominado", + "denominada", + "CTED", + "pursuant", + "util", + "oriented", + "therefrom", + "efectu", + "ertain", + "osite", + "aken", + "whereby", + "hereafter", + "concomitant", + "wherein", + "hereunder", + "lement", + "ially", + "uate", + "enos", + "thereafter", + "resultant" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "characterized", + "possesses", + "microorganisms", + "undergoes", + "wherein", + "subsequently", + "underwent", + "Characteristics", + "consequently", + "ximately", + "Subsequently", + "concomit", + "perteneciente", + "undergoing", + "disseminated", + "microorganism", + "characteristics", + "exhibits", + "exhibiting", + "During", + "accompanied", + "natomiast", + "util", + "photographs", + "thereafter", + "Additionally", + "terdapat" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "subsequently", + "characterized", + "concomit", + "wherein", + "approximately", + "concomitant", + "emanating", + "Approximately", + "Subsequently", + "exhibiting", + "util", + "thereby", + "utilizing", + "Upon", + "sequently", + "herein", + "consequently", + "primarily", + "pertaining", + "therefrom", + "Subsequently", + "predominantly", + "disseminated", + "spermatozoa", + "thereof" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "concomit", + "thereby", + "concomitant", + "wherein", + "hitherto", + "characterized", + "thereof", + "herein", + "thereto", + "furthermore", + "therefrom", + "Subsequently", + "presently", + "sequently", + "consequently", + "Moreover", + "aceous", + "pertaining", + "subsequently", + "Consequently", + "therein", + "Subsequently", + "demikian", + "heretofore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "physicochemical", + "concomit", + "concomitant", + "Subsequently", + "anhydrous", + "hydrophilic", + "elucidated", + "photocatal", + "laboratory", + "thereby", + "chemically", + "sequently", + "subsequently", + "electrochemical", + "Subsequently", + "constituting", + "polymeric", + "metallurgical", + "denominado", + "physico", + "hitherto", + "elucidate", + "hydroxyl", + "microorganism", + "denominada", + "aceous", + "anthropogenic", + "henceforth" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "chemically", + "physicochemical", + "electrochemical", + "laboratory", + "anhydrous", + "chemical", + "molecular", + "polymeric", + "hydrophilic", + "metallurgy", + "stoichiometric", + "superconduct", + "Molecular", + "elucidated", + "photocatal", + "molecular", + "geochemical", + "senyawa", + "mineral", + "biochemical", + "luminescence", + "sintered", + "microorganism", + "rystalline", + "impermeable", + "calcareous", + "metall", + "chemical", + "pharmaceutical" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "metallurgical", + "physicochemical", + "chemically", + "electrochemical", + "chemical", + "polymeric", + "metallurgy", + "molecular", + "superconduct", + "biochemical", + "stoichiometric", + "chemical", + "pharmaceutical", + "seawater", + "oxidizing", + "anhydrous", + "elucidated", + "laboratory", + "rystalline", + "molecular", + "extrater", + "thermodynam", + "intramolecular", + "senyawa", + "mineral", + "oxidation", + "polymers", + "accret", + "oxidized", + "hydrocarbon" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "physicochemical", + "chemically", + "chemical", + "biochemical", + "oxidizing", + "chemists", + "metallurgical", + "polymeric", + "intramolecular", + "physico", + "bacter", + "chemical", + "calcareous", + "seawater", + "senyawa", + "oxidation", + "pharmaceutical", + "electrochemical", + "Chemical", + "intermolecular", + "phytochemical", + "laboratory", + "Chemical", + "crystallization", + "ochemical", + "metabolic", + "hydrocarbons", + "phyt", + "molecular" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "physicochemical", + "describing", + "describ", + "chemically", + "polymeric", + "characterizing", + "oxidizing", + "Characteristics", + "intramolecular", + "describir", + "describes", + "metabolic", + "constituting", + "metallurgical", + "described", + "chemical", + "describe", + "characteristic", + "intermolecular", + "biochemical", + "excretion", + "excreted", + "transmembrane", + "Describes", + "characterized", + "polymers", + "characterize", + "resembling", + "biosynthetic" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "describing", + "describ", + "describes", + "describir", + "describe", + "characterizing", + "physicochemical", + "described", + "description", + "metabolic", + "resembling", + "Describes", + "characteristic", + "characterized", + "polymeric", + "characterized", + "pharmaceutical", + "characterize", + "intermolecular", + "characteristics", + "biochemical", + "DESCRIPTION", + "chemically", + "colorless", + "caracteriza", + "Characteristics", + "approximating" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "subsequently", + "characterized", + "reportedly", + "impacting", + "influencing", + "which", + "During", + "publicly", + "contributing", + "utilizing", + "exacerbated", + "Subsequently", + "several", + "increasingly", + "impacted", + "primarily", + "notably", + "comprised", + "transitioning", + "following", + "suggesting", + "attributed", + "influenced", + "demonstrating", + "showcasing", + "this", + "supporting", + "reflecting", + "characterised", + "Subsequently", + "tasked" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "During", + "Consequently", + "Consequently", + "this", + "Subsequently", + "Recently", + "Furthermore", + "Subsequently", + "this", + "recently", + "subsequently", + "Furthermore", + "Specifically", + "consequently", + "during", + "furthermore", + "Conversely", + "During", + "This", + "ertain", + "further", + "Ultimately", + "concurrently", + "during", + "Recently", + "Similarly", + "Previously", + "correspondingly", + "Notably", + "Owing" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "During", + "During", + "furthermore", + "Furthermore", + "conversely", + "during", + "Consequently", + "Similarly", + "Conversely", + "Subsequently", + "Consequently", + "Conversely", + "whereas", + "subsequently", + "consequently", + "Similarly", + "Furthermore", + "meanwhile", + "correspondingly", + "thereafter", + "Recently", + "Recently", + "during", + "Simultaneously", + "Alongside", + "recently", + "Specifically", + "Subsequently", + "This", + "further", + "afterwards", + "similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "During", + "During", + "this", + "during", + "meanwhile", + "furthermore", + "This", + "Simultaneously", + "today", + "lately", + "conversely", + "Lately", + "during", + "tandis", + "Recently", + "Secondly", + "Alongside", + "This", + "Their", + "tonight", + "Meanwhile", + "consequently", + "Durante", + "Durante", + "Tijdens", + "this", + "These", + "Its", + "Their", + "Currently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "During", + "This", + "Its", + "Lately", + "This", + "During", + "Their", + "lately", + "Yet", + "this", + "Their", + "According", + "Recently", + "Conversely", + "Owing", + "His", + "Analysis", + "analysts", + "Atm", + "Details", + "Its", + "Dieser", + "holtz", + "Aim", + "Investigators" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "During", + "During", + "Its", + "This", + "Consequently", + "Its", + "Recently", + "According", + "Consequently", + "Lately", + "According", + "His", + "nThe", + "Along", + "Recent", + "holtz", + "Along", + "Regarding", + "Conversely", + "This", + "Considering", + "Recently", + "Recent", + "Exposure", + "lately", + "Historically", + "Imaging", + "There" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "During", + "During", + "This", + "According", + "Its", + "According", + "Consequently", + "Its", + "Recently", + "Recent", + "nThe", + "This", + "Consequently", + "Lately", + "His", + "Unless", + "Recent", + "Considering", + "Therefore", + "Historically", + "Which", + "Unless", + "Recently", + "Considering", + "according", + "His", + "holtz", + "Their" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "During", + "During", + "Though", + "According", + "Historically", + "This", + "Despite", + "Unless", + "Tijdens", + "Upon", + "Although", + "Unless", + "At", + "Therefore", + "Under", + "According", + "Furthermore", + "Consequently", + "Assuming", + "Despite", + "Yet", + "Recent", + "Recently", + "Depending", + "While", + "Within", + "Depending", + "jsonData", + "When", + "Considering", + "Historically" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "During", + "During", + "Judging", + "othesis", + "ardini", + "Streams", + "Researchers", + "boli", + "Items", + "Dalam", + "itzel", + "Researchers", + "Brief", + "otre", + "Uns", + "According", + "Pada", + "Subs", + "Therefore", + "Items", + "Around", + "Dif", + "Unless", + "Dif", + "viewModel", + "gels" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "othesis", + "During", + "During", + "Dif", + "Dif", + "Pada", + "Judging", + "ahme", + "viewModel", + "Researchers", + "ardini", + "Assuming", + "Makeup", + "According", + "Researchers", + "uclease", + "MEL", + "itzel", + "Unless", + "coli", + "ULD", + "Unless", + "blower", + "Subjects" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ofs", + "bola", + "Dependence", + "During", + "Judging", + "mselves", + "aufge", + "During", + "unta", + "coli", + "ayet", + "USING", + "ocer", + "Depending", + "bat", + "Biological", + "othesis", + "onat" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "black", + "bin", + "During", + "underline", + "itemize", + "Depending", + "dot", + "ons", + "blower", + "The", + "This", + "jpg", + "ofs", + "ula", + "Black", + "stand", + "plot", + "For", + "brown", + "element", + "bat", + "Under", + "deep", + "bla", + "increasing", + "As", + "To", + "In", + "exceptions", + "volving", + "bare", + "A" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 131169, + 114010, + 113665, + 29592, + 28928, + 43018, + 15686, + 9977, + 522, + 113, + 29, + 17, + 53, + 569, + 49596, + 58052, + 94427, + 48078, + 48482, + 4700, + 8188, + 2524, + 6688, + 6458, + 250, + 143 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 25480, + 24723, + 19801, + 40816, + 45875, + 29582, + 10274, + 2322, + 464, + 246, + 245, + 654, + 1680, + 20628, + 215544, + 207360, + 233757, + 146259, + 26215, + 4596, + 2052, + 2573, + 2459, + 1380, + 39, + 52 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 74157, + 13535, + 12793, + 172431, + 199100, + 184316, + 185984, + 167452, + 118469, + 191956, + 135481, + 166681, + 168612, + 209250, + 116398, + 98001, + 70164, + 79523, + 50315, + 49933, + 49285, + 72805, + 21115, + 24240, + 142494, + 28339 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 143261, + 193455, + 211364, + 131892, + 160827, + 198620, + 117530, + 115877, + 89195, + 195, + 1281, + 1251, + 3996, + 4935 + ] + }, + { + "label": "oxide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 135867, + 155057, + 195522, + 142550, + 5701, + 19066, + 132130, + 117845, + 21049, + 5854, + 10747, + 18598, + 23262, + 18774 + ] + }, + { + "label": "scale", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 8773, + 57901, + 158773, + 142181, + 181218, + 234240, + 241865, + 229368, + 113866, + 33038, + 126528, + 112557, + 11923, + 17287 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "corrosion", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "oxides", + "score": 17.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "was", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "several", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "component", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "during", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "consisting", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "product", + "output_checked": true + }, + { + "concept": "because", + "score": 7.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "During", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cracks", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "elements", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "significant", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "requires", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "alongside", + "score": 5.0, + "best_rank": 2, + "best_depth": 68.3, + "near_token": "anions", + "output_checked": true + }, + { + "concept": "hydrocarbons", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "alloy", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "mineral", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cations", + "output_checked": true + }, + { + "concept": "intense", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "to", + "output_checked": true + }, + { + "concept": "various", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "rotates", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "gases", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "chemically", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "product", + "output_checked": true + }, + { + "concept": "accret", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "oxide", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "minerals", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "physicochemical", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "thermal", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "exposes", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "During", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "environments", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "underwent", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "from", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "cations", + "output_checked": true + }, + { + "concept": "coating", + "score": 2.0, + "best_rank": 1, + "best_depth": 90.2, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "deposited", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "anions", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 3, + "best_depth": 56.1, + "near_token": "product", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "hotter", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "oxidizing", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "smarter", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "", + "output_checked": true + }, + { + "concept": "airfoil", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "component", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "product", + "output_checked": true + }, + { + "concept": "dermal", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "Symptoms", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "superimposed", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "nutrients", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "and", + "output_checked": true + }, + { + "concept": "describing", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "numerous", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "photography", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "subsequently", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "became", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "superstructure", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "atmospheres", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "remnants", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "often", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "inconsistencies", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "relies", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "seawater", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "corrosive", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "to", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "ervan", + "addRow", + "punkte", + "Kwa", + "quantos", + "wand", + "diagnostic", + "ynitrite", + "diagonal", + "trump", + "Hail" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lev", + "opat", + "ebo", + "zorunda", + "dim", + "tons", + "stir", + "blot", + "gr", + "rid", + "trem", + "twe", + "wedge", + "Cann", + "champ", + "mamy", + "Catt", + "Mannes" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "tons", + "stir", + "blot", + "gr", + "ebo", + "sum", + "Beg", + "rock", + "glob", + "intang", + "Clon", + "zorunda", + "lam", + "Dru", + "viva", + "Bens", + "dim", + "acid", + "lev", + "wedge" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "champ", + "chal", + "ilj", + "glob", + "tfrac", + "nab", + "usan", + "alez", + "Reis", + "def", + "alk", + "essional", + "ilg", + "fam", + "ebu", + "Smyth", + "Bab", + "mede", + "Mani", + "Chand", + "Wren", + "Beg", + "viva" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "Mani", + "ago", + "dre", + "dip", + "Gal", + "tfrac", + "champ", + "essional", + "glob", + "ebu", + "Cret", + "Monte", + "Chap", + "Tit", + "tene", + "Chand", + "Durch", + "Frem", + "opat", + "chenk", + "brink" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Su", + "ilers", + "ORS", + "det", + "sn", + "Vo", + "VERE", + "sag", + "rem", + "yn", + "su", + "oben", + "ual", + "Vla", + "sag", + "ILERS", + "atus" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "kick", + "side", + "tool", + "Green", + "Sol", + "das", + "tools", + "demos", + "HI", + "dos", + "sellers", + "ual", + "ORT", + "Ear", + "kick", + "cares", + "don", + "dad", + "DEP" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tool", + "tools", + "side", + "das", + "kick", + "dad", + "dos", + "tail", + "sol", + "dal", + "HI", + "demos", + "nop", + "turbo", + "remen", + "cares", + "don", + "Green", + "Cermak", + "rem", + "ORS" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "sol", + "kick", + "side", + "HI", + "Green", + "Sol", + "tail", + "das", + "cuest", + "Select", + "tool", + "dal", + "serial", + "did", + "atus", + "cdots", + "dad", + "isable" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "lives", + "Select", + "ettle", + "linear", + "proj", + "locks", + "fetch", + "common", + "locks", + "cdots", + "switch", + "Pur", + "listener", + "CERT", + "discuss", + "OOSE", + "contact", + "hyp", + "greeting", + "cactus", + "GRAD", + "cat", + "sus" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "CERT", + "institut", + "ettle", + "listener", + "dat", + "cat", + "cac", + "Listener", + "greet", + "resolve", + "proj", + "titles", + "kaf", + "greeting", + "diet", + "CIM", + "linear", + "cereal", + "trait", + "VERT", + "Bitte", + "EventListener", + "usel", + "Chase", + "GetData" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "fewest", + "Finally", + "Finale", + "spin", + "finally", + "semp", + "finally", + "ifiably", + "Finally", + "weit", + "ativistic", + "ocap", + "eres", + "Finale", + "uencia", + "HttpRequest", + "hap", + "bag", + "Spin", + "avelmente", + "gug", + "well" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "kulit", + "getId", + "overlapping", + "dictionaries", + "restart", + "phospholip", + "replay", + "kik", + "iob", + "overlap", + "coulomb", + "blas", + "kilo", + "aciju", + "overlapped", + "restarted", + "libr", + "httpClient", + "cyclopent" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "kund", + "blas", + "gor", + "ggen", + "biet", + "rotz", + "god", + "owes", + "Klopp", + "ayet", + "Incre", + "libr" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "familie", + "logique", + "tier", + "dabei", + "sebe", + "idio", + "jij", + "igste", + "idium", + "muh", + "ricost", + "Jij", + "aisl", + "costit", + "liced", + "Dadurch", + "kultur", + "fect", + "dazu", + "afect", + "ounding" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "halk", + "ospel", + "ectors", + "sped", + "tier", + "wz", + "afect", + "Tus", + "wir", + "Jaz", + "osp", + "Teil", + "spf", + "kultur", + "roh", + "osphere", + "itzer", + "cuad", + "queryString", + "kata", + "duke", + "Versions", + "sezione" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "baik", + "wound", + "swirl", + "STRUCT", + "hound", + "serp", + "harm", + "dl" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "boil", + "cantilever", + "lewat", + "ilab", + "tensor", + "Css", + "Ext", + "dill", + "fileupload" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Simultaneously", + "Subs", + "simultaneously", + "Lately", + "Subsequently", + "Details", + "Similarly", + "Subs", + "Downloads", + "nPlease", + "Secondly", + "elsen", + "Illustration", + "usher", + "aim", + "Responses", + "Illustration" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Subsequently", + "Consequently", + "During", + "Simultaneously", + "During", + "Subsequent", + "Consequently", + "Its", + "Historically", + "Subsequently", + "Recently", + "Its", + "lately", + "Previously", + "According", + "Afterward", + "Compared", + "Recently", + "Secondly", + "Lately", + "SCs", + "Additionally" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "During", + "Subsequently", + "According", + "Consequently", + "Historically", + "Recently", + "During", + "According", + "accordingly", + "Recently", + "Whose", + "Its", + "Historically", + "Subsequent", + "Subsequently", + "Initially", + "Which", + "Previously", + "Traditionally", + "Lately", + "Its" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "During", + "Historically", + "During", + "Traditionally", + "According", + "Under", + "Consequently", + "Simultaneously", + "Assuming", + "Historically", + "Traditionally", + "Due", + "Subsequently", + "Besides", + "Unless", + "Although", + "Previously", + "Tijdens", + "Among", + "Recently", + "Despite", + "Judging", + "Subs", + "Furthermore", + "Though", + "Unless", + "Consequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "During", + "Judging", + "During", + "Assuming", + "Items", + "Previously", + "Due", + "Historically", + "For", + "Simultaneously", + "Under", + "Otherwise", + "According", + "Modes", + "Traditionally", + "Subs", + "Therefore", + "Repeat", + "By", + "Subsequently", + "Plot", + "Brief", + "After", + "Items", + "Pada", + "Around", + "Bodies" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "During", + "During", + "Assuming", + "For", + "By", + "Judging", + "According", + "Repeat", + "Given", + "Simultaneously", + "Meanwhile", + "Historically", + "Unless", + "Pada", + "Bodies", + "This", + "Therefore", + "Based", + "Previously", + "othesis", + "Despite", + "Try", + "Otherwise", + "With", + "After", + "Recently", + "Assuming", + "Excluding", + "Subs" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "During", + "During", + "mselves", + "Throughout", + "ATED", + "For", + "Under", + "According", + "body", + "Based", + "Simultaneously", + "Based", + "Assuming", + "Previously", + "At", + "Pada", + "mina", + "Dalam", + "Judging", + "Given", + "dad" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "During", + "For", + "jpg", + "body", + "Depending", + "Black", + "black", + "Under", + "According", + "In", + "As", + "Such", + "To", + "When", + "ated", + "Based", + "abatic", + "By", + "A", + "acl", + "Atoms", + "It", + "Pada", + "At", + "After", + "Geological", + "Sub", + "Ano", + "Using", + "How" + ] + } + ], + "logit_surprising": [ + { + "concept": "oxides", + "score": 20.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 11.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "consisting", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "product", + "output_checked": true + }, + { + "concept": "ausge", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "coating", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "cracks", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "God", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "During", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "ilm", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "product", + "output_checked": true + }, + { + "concept": "fumes", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "rotates", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "corrosive", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "adsorbed", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "anions", + "output_checked": true + }, + { + "concept": "crack", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "interspersed", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "anions", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "gases", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Unusual", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cations", + "output_checked": true + }, + { + "concept": "fewest", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "ricost", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "ostat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "kulit", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "clickable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Constructs", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "sebe", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "Versions", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "spf", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "swirl", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "wound", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "kih", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "residues", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "both", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "to", + "output_checked": true + }, + { + "concept": "volatile", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "has", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "pronounced", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "kerusakan", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "marked", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "several", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "various", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "elements", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "Subsequently", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "atoms", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "subjected", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "component", + "output_checked": true + }, + { + "concept": "deposited", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "anions", + "output_checked": true + }, + { + "concept": "REST", + "score": 1.0, + "best_rank": 2, + "best_depth": 39.0, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "presse", + "score": 1.0, + "best_rank": 2, + "best_depth": 48.8, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "jah", + "score": 1.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "CERT", + "score": 1.0, + "best_rank": 3, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Lorem", + "score": 1.0, + "best_rank": 18, + "best_depth": 70.7, + "near_token": "anions", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-05__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed0/materials/heldout-v1-assoc-hot-air-surface-layer-05__heatmap.png" + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-e4b-it-heldout-v1-seed1.json b/jlens_materials/runs/gemma4-e4b-it-heldout-v1-seed1.json new file mode 100644 index 0000000000000000000000000000000000000000..8d7823f7c854261b8b545781851ab46573cc1a18 --- /dev/null +++ b/jlens_materials/runs/gemma4-e4b-it-heldout-v1-seed1.json @@ -0,0 +1,156695 @@ +{ + "format_version": 2, + "created_at": "2026-07-15T00:41:49.380229+00:00", + "model": "google/gemma-4-E4B-it", + "model_identity": { + "requested_id": "google/gemma-4-E4B-it", + "requested_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "model_class": "Gemma4ForConditionalGeneration", + "config_name_or_path": "google/gemma-4-E4B-it", + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-E4B-it", + "vocab_size": 262144, + "n_layers": 42, + "d_model": 2560, + "dtype": "bfloat16" + }, + "tag": "gemma4-e4b-it-heldout-v1-seed1", + "n_layers": 42, + "d_model": 2560, + "lens_n_prompts": 1000, + "lens_provenance": { + "corpus": { + "dataset": "Salesforce/wikitext", + "kind": "huggingface", + "min_chars": 600, + "records": 1000, + "requested_records": 1000, + "revision": "main", + "seed": 1, + "sha256": "339321308896ebec0e2f4e77c3c911f240e11677a92fd46c9e7e978e8df61065", + "split": "train", + "subset": "wikitext-103-raw-v1", + "text_field": "text", + "unique_records": 1000 + }, + "created_at": "2026-07-11T21:56:25.701311+00:00", + "dim_batch": 16, + "format_version": 1, + "hub": { + "path_in_repo": "gemma4-e4b-it/paper/seed1.pt", + "repo_id": "lamm-mit/gemma4-jacobian-lenses", + "repo_type": "model", + "revision": "main", + "uploaded_at": "2026-07-12T09:10:17.379812+00:00" + }, + "model": { + "config_name_or_path": "google/gemma-4-E4B-it", + "d_model": 2560, + "dtype": "bfloat16", + "model_class": "Gemma4ForConditionalGeneration", + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "n_layers": 42, + "requested_id": "google/gemma-4-E4B-it", + "requested_revision": null, + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-E4B-it", + "vocab_size": 262144 + }, + "paper_reference": "https://transformer-circuits.pub/2026/workspace/index.html", + "recipe": { + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers.", + "max_seq_len": 128, + "n_fit": 1000, + "name": "paper", + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "target_layer": -2 + }, + "source_layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39 + ], + "target_layer": 40, + "upstream_reference": "lamm-mit/jacobian-lens@581d398613e5602a5af361e1c34d3a92ea82ba8e" + }, + "methodology": { + "recipe": { + "name": "paper", + "n_fit": 1000, + "max_seq_len": 128, + "target_layer": -2, + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers." + }, + "claims_level": "paper-protocol quantitative", + "paper_protocol_complete": true, + "strict_protocol": true, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 50, + "evaluation_max_seq_len": 512, + "generation_max_new_tokens": 1, + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "dtype": "bfloat16", + "layer_stride": 1, + "prompt_source": "prompts/materials-heldout-v1-preregistered.json", + "swaps_enabled": false, + "swap_alpha": 1.0 + }, + "shapes": [ + "ASSOCIATION" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": { + "ASSOCIATION": { + "n_items": 50, + "minimum_required": 50, + "sufficient_sample": true, + "ks": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "jacobian_lens": { + "pass_at_k": [ + 0.006666666666666666, + 0.006666666666666666, + 0.006666666666666666, + 0.013333333333333332, + 0.03333333333333333, + 0.05166666666666666, + 0.07166666666666667 + ], + "auc_log_k": 0.025085049992773303, + "bootstrap_95": { + "1": { + "mean": 0.006666666666666666, + "low": 0.0, + "high": 0.02 + }, + "2": { + "mean": 0.006666666666666666, + "low": 0.0, + "high": 0.02 + }, + "5": { + "mean": 0.006666666666666666, + "low": 0.0, + "high": 0.02 + }, + "10": { + "mean": 0.013333333333333332, + "low": 0.0, + "high": 0.03333333333333333 + }, + "20": { + "mean": 0.03333333333333333, + "low": 0.006666666666666666, + "high": 0.06666666666666667 + }, + "50": { + "mean": 0.05166666666666666, + "low": 0.02, + "high": 0.08666666666666666 + }, + "100": { + "mean": 0.07166666666666667, + "low": 0.03666666666666667, + "high": 0.11166666666666666 + } + } + }, + "logit_lens": { + "pass_at_k": [ + 0.0, + 0.0, + 0.0, + 0.006666666666666666, + 0.02, + 0.03333333333333333, + 0.03333333333333333 + ], + "auc_log_k": 0.012831616673893367 + } + } + }, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 0, + "n_graded": 0, + "minimum_required": 50, + "sufficient_sample": false, + "protocol_success_rate": null, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [], + "prompts": [ + { + "slug": "heldout-v1-assoc-ductile-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Energy-absorbing dimpled separation 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A round aluminum bar stretched into a pronounced waist before separating. The mating faces contained hemispherical pits centered on inclusions and a slanted tearing rim.", + "prompt_tail": "luminum bar stretched into a pronounced waist before separating. The mating faces contained hemispherical pits centered on inclusions and a slanted tearing rim.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-ductile-01", + "carrier_id": null, + "target_family": "ductile", + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "end", + "generated_token_ids": [ + 643 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 548, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 25566 + }, + { + "label": "nucleation", + "best_rank": 1200, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 19938 + }, + { + "label": "coalescence", + "best_rank": 333, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 51516 + }, + { + "label": "void", + "best_rank": 198, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 5317 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "asion", + "orry", + "ients", + "asons", + "behalf", + "oba", + "ilst", + "ials", + "ammed" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "leness", + "lly", + "nto", + "ion", + "ie", + "outh", + "thing", + "wards", + "ii", + "guys", + "info", + "guy", + "atre", + "basically", + "yeah", + "zes", + "aska", + "eries", + "vs", + "alike", + "arie", + "wanna", + "dia", + "eded", + "witch", + "ndo", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "lle", + "basically", + "alike", + "etc", + "lly", + "xd", + "thing", + "wards", + "ii", + "etc", + "atre", + "dia", + "d", + "ion", + "ie", + "wn", + "mente", + "ILD", + "aska", + "aid", + "afterwards", + "sowie", + "thats", + "sic" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ained", + "yses", + "ortheast", + "vier", + "maupun", + "hiy", + "ued", + "orial", + "thereafter", + "urized", + "aken", + "oides", + "ented", + "ioso", + "thereto", + "ited", + "ially", + "arily", + "orable", + "edly", + "sowie", + "veh", + "udos", + "Additionally", + "oused" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "sowie", + "maupun", + "ued", + "thereto", + "sic", + "thence", + "yses", + "edly", + "thereafter", + "bzw", + "insofar", + "ially", + "extant", + "toward", + "aken", + "inasmuch", + "ained", + "thereof", + "eded", + "ided", + "vier", + "resultant", + "stuffs", + "CTED", + "ct", + "ertain", + "ened", + "orial", + "arters" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "also", + "comprised", + "utilized", + "thereto", + "filmed", + "consisted", + "upon", + "Util", + "surfaced", + "composed", + "toward", + "yses", + "aided", + "afterward", + "zur", + "concerning", + "reportedly", + "utilizing", + "notably", + "flanked", + "orial", + "occupied", + "beneath", + "starboard", + "pped" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "adjoining", + "thence", + "later", + "employed", + "commenced", + "apiece", + "noted", + "aided", + "abutting", + "toward", + "ensuing", + "preparatory", + "subsequently", + "notably", + "beneath", + "thereto", + "characterized", + "notable", + "viz", + "punctuated", + "further", + "ield", + "upon", + "varied", + "employing", + "spurred", + "neighboring", + "occasioned", + "preceding", + "amid" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "indistinct", + "commenced", + "thereto", + "obliquely", + "characterized", + "constituted", + "apiece", + "merely", + "coloration", + "alike", + "concomitant", + "characteristic", + "also", + "toward", + "concomit", + "considerable", + "examined", + "suggestive", + "preoccupation", + "employed", + "adjoining", + "nikov", + "thence", + "occasioned", + "cuticle", + "concerning", + "apparently", + "notable", + "scarcely", + "furthermore", + "noted", + "composition" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "obliquely", + "abutting", + "delineated", + "abrasive", + "abut", + "abrasion", + "commenced", + "mottled", + "fiss", + "protruding", + "necessitating", + "coloration", + "indistinct", + "idal", + "discontinuity", + "excised", + "incipient", + "imping", + "delineation", + "mouth", + "purview", + "flanks", + "protrusion", + "contour", + "anisotropic", + "oblique", + "azimuth", + "characterized", + "grating", + "elongated", + "curved", + "ridge" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "protruding", + "debris", + "protrusion", + "delineated", + "curving", + "perpendicular", + "suture", + "etching", + "emplacement", + "scarred", + "affixed", + "lacer", + "abutting", + "abrasion", + "etched", + "demarc", + "delineation", + "shoreline", + "etch", + "scarring", + "littoral", + "curved", + "azimuth", + "angled", + "starboard", + "subsurface", + "deline", + "discoloration", + "protrusions", + "scar", + "markings" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "debris", + "perpendicular", + "suture", + "protruding", + "lacer", + "scarred", + "scarring", + "obliquely", + "curving", + "abutting", + "deform", + "distal", + "ruptured", + "protrusion", + "angled", + "delineated", + "flanking", + "protrusions", + "delineation", + "damaged", + "elongated", + "azimuth", + "resection", + "excised", + "emplacement", + "salvaged", + "debris", + "adjacent", + "geometry", + "flank", + "rupture", + "anatomical" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "scarring", + "damaged", + "debris", + "ruptured", + "necrotic", + "necrosis", + "scarred", + "disintegration", + "deform", + "discoloration", + "lacer", + "damaged", + "rupture", + "diseased", + "Deformation", + "salvaged", + "debris", + "scar", + "deformation", + "cicat", + "disintegr", + "wounding", + "damage", + "Damage", + "mutil", + "protruding", + "excision", + "excised", + "wreckage", + "abutting", + "indicating", + "degradation" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "necrotic", + "necrosis", + "debris", + "disintegration", + "inconclusive", + "discoloration", + "deformation", + "artifact", + "artifacts", + "forensic", + "anatomical", + "discontinuity", + "diseased", + "cicat", + "resection", + "disintegr", + "scarring", + "excised", + "Deformation", + "ruptured", + "decomposition", + "degradation", + "deform", + "deteriorated", + "fissures", + "deformity", + "indicating", + "damaged", + "betray", + "indicative", + "deterioration" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "necrosis", + "necrotic", + "diseased", + "specimen", + "fail", + "holotype", + "decay", + "damaged", + "degradation", + "artifact", + "artifacts", + "pathology", + "diagnose", + "characterizing", + "deteriorated", + "resection", + "inconclusive", + "scarring", + "deformity", + "failure", + "debris", + "deterioration", + "anomalous", + "salvage", + "haunt", + "irreparable", + "discoloration", + "decayed" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "Ultimately", + "showcasing", + "culminating", + "whereupon", + "Which", + "ultimately", + "Ultimately", + "whence", + "characterized", + "demonstrating", + "tasked", + "which", + "Yet", + "featuring", + "Eventually", + "Featuring", + "simultaneously", + "comprised", + "culminated", + "Conversely", + "punctuated", + "wherein", + "Notably", + "Eventually", + "necessitating", + "furthering", + "meanwhile" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "Furthermore", + "Ultimately", + "Also", + "Yet", + "Meanwhile", + "Each", + "whereas", + "Its", + "Yet", + "Furthermore", + "Eventually", + "Conversely", + "Ultimately", + "Eventually", + "Featuring", + "Conversely", + "Simultaneously", + "Their", + "Their", + "Likewise", + "Also", + "Finally", + "Again", + "Consequently", + "Similarly", + "meanwhile", + "Afterwards", + "Each", + "Its", + "Which" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "whereas", + "Furthermore", + "Conversely", + "furthermore", + "Also", + "Each", + "Similarly", + "Meanwhile", + "Similarly", + "Simultaneously", + "Then", + "Finally", + "meanwhile", + "Likewise", + "Afterwards", + "Conversely", + "Secondly", + "Ultimately", + "Equally", + "Yet", + "likewise", + "Furthermore", + "conversely", + "Each", + "Its", + "Again", + "Which", + "simultaneously", + "Otherwise", + "Consequently", + "Its", + "Either" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "whereas", + "Finally", + "Meanwhile", + "Secondly", + "secondly", + "Secondly", + "conversely", + "Its", + "tandis", + "Simultaneously", + "Furthermore", + "Equally", + "Alongside", + "Whether", + "Finally", + "Similarly", + "Their", + "underneath", + "Beneath", + "finally", + "theirs", + "Lastly", + "mselves", + "respectively", + "During", + "Which", + "Within", + "They", + "Though", + "Similarly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "Yet", + "mselves", + "whereas", + "Yours", + "Yet", + "accordingly", + "Meanwhile", + "Its", + "furthermore", + "Accordingly", + "conversely", + "Conversely", + "Lately", + "Together", + "Recently", + "Accordingly", + "wobei", + "Today", + "Nevertheless", + "Conversely", + "tandis", + "Referred", + "lately", + "Along", + "Yesterday", + "Consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "furthermore", + "mselves", + "Consequently", + "Furthermore", + "Its", + "Conversely", + "whereas", + "Along", + "Each", + "conversely", + "They", + "Moreover", + "Its", + "Within", + "Nevertheless", + "Together", + "Today", + "Meanwhile", + "Recently", + "Moreover", + "Along", + "Secondly", + "Consequently", + "Yours", + "Conversely", + "Beneath", + "Regardless", + "Within", + "Lately" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Meanwhile", + "furthermore", + "Consequently", + "meanwhile", + "Each", + "Furthermore", + "They", + "Recently", + "Regardless", + "Conversely", + "Yet", + "Beneath", + "Together", + "Secondly", + "Its", + "Therefore", + "Welcome", + "Its", + "Moreover", + "Hence", + "conversely", + "Today", + "Within", + "Nevertheless", + "Below", + "Along", + "nonetheless", + "Lately", + "Additionally", + "Meanwhile", + "mselves" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Secondly", + "secondly", + "Furthermore", + "furthermore", + "Secondly", + "Welcome", + "Consequently", + "Except", + "Needless", + "Needless", + "Each", + "conversely", + "Additionally", + "Conversely", + "Hence", + "Ships", + "Though", + "Meanwhile", + "unim", + "Alternatively", + "Likewise", + "Terror", + "Notwithstanding", + "jsonData", + "txt", + "Another", + "Unless", + "Tissue", + "View", + "sted" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "secondly", + "Secondly", + "plant", + "Secondly", + "ield", + "Meanwhile", + "indd", + "opy", + "Tis", + "acks", + "bred", + "balls", + "pots", + "Aren", + "ular", + "conversely", + "jpeg", + "endswith", + "THAN" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "UMENT", + "secondly", + "opy", + "ular", + "plant", + "ument", + "ately", + "THAN", + "ahme", + "Secondly", + "omatic", + "ULAR", + "endregion", + "quist", + "heave", + "emat", + "ledes", + "ufer", + "ufs", + "voce" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "emat", + "secondly", + "igate", + "Secondly", + "UMENT", + "imiter", + "declare", + "volve", + "etera", + "ittle", + "ingly", + "ayet", + "heading", + "heave", + "ipation", + "paginate", + "ogloss" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "meet", + "The", + "he", + "sun", + "second", + "end", + "past", + "copy", + "pair", + "emat", + "length", + "evenly", + "tl", + "mat", + "Secondly", + "le", + "The", + "line", + "black", + "kill", + "union", + "meat", + "more", + "around", + "april", + "em", + "hat", + "rest", + "parts", + "jpg", + "fit", + "top" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 260407, + 171696, + 163807, + 92748, + 103407, + 73649, + 13022, + 10340, + 1965, + 320, + 549, + 4993, + 9951, + 15886, + 155269, + 212516, + 165390, + 165909, + 137715, + 142497, + 113501, + 156273, + 93390, + 177052, + 253615, + 244858 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 218910, + 152934, + 183657, + 210825, + 206471, + 118551, + 89687, + 35439, + 6225, + 969, + 1792, + 1201, + 3215, + 4195, + 120919, + 83667, + 61720, + 63411, + 23697, + 26640, + 25041, + 27808, + 72635, + 78491, + 140248, + 115093 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 250612, + 238596, + 225157, + 190434, + 133810, + 83194, + 10261, + 5320, + 487, + 853, + 414, + 729, + 334, + 557, + 22027, + 28688, + 17667, + 55721, + 26422, + 39774, + 61361, + 93344, + 138941, + 79500, + 87213, + 112142 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 26763, + 7858, + 21167, + 14616, + 26247, + 5910, + 6559, + 4537, + 1450, + 2614, + 2530, + 659, + 378, + 199, + 26979, + 39680, + 75021, + 26310, + 48511, + 31629, + 26557, + 45212, + 75529, + 42211, + 14164, + 406 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 25567, + 214305, + 184927, + 98554, + 60740, + 83752, + 145639, + 111954, + 78348, + 133736, + 110212, + 149809, + 145253, + 196788 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 206682, + 243741, + 232732, + 220665, + 179243, + 205910, + 201209, + 59957, + 19939, + 55563, + 101388, + 30097, + 71361, + 69633 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 159088, + 255710, + 214045, + 189202, + 139079, + 196479, + 105957, + 51517, + 69565, + 207110, + 170738, + 113673, + 212919, + 136476 + ] + }, + { + "label": "void", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 64936, + 232577, + 181473, + 46102, + 150609, + 14076, + 27396, + 130475, + 63049, + 45443, + 6367, + 27682, + 14965, + 5318 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "which", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "because", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "round", + "output_checked": true + }, + { + "concept": "each", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "was", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "became", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "remained", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "within", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "lengthwise", + "score": 7.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "into", + "output_checked": true + }, + { + "concept": "cylindrical", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "several", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "halves", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "pattern", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "tearing", + "output_checked": true + }, + { + "concept": "where", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "shape", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "into", + "output_checked": true + }, + { + "concept": "diameter", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "cavity", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "abutting", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "intricate", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "protrusions", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "circumference", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "round", + "output_checked": true + }, + { + "concept": "tensile", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "cinematic", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ripping", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "tearing", + "output_checked": true + }, + { + "concept": "flanked", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "arms", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "pronounced", + "output_checked": true + }, + { + "concept": "example", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "round", + "output_checked": true + }, + { + "concept": "sections", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "lacked", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "depressions", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "table", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "round", + "output_checked": true + }, + { + "concept": "shaped", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "tapering", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "ends", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "groove", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "slanted", + "output_checked": true + }, + { + "concept": "visually", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "requisite", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "on", + "output_checked": true + }, + { + "concept": "spouses", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "crooked", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "slanted", + "output_checked": true + }, + { + "concept": "depicting", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "documentary", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "portion", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "becoming", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "before", + "output_checked": true + }, + { + "concept": "then", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "The", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "representations", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "hemisph", + "output_checked": true + }, + { + "concept": "rectangular", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "larger", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "crescent", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "pronounced", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "pizza", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "round", + "output_checked": true + }, + { + "concept": "being", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cookware", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "smooth", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "grooves", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "tray", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "designed", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "extending", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "rim", + "output_checked": true + }, + { + "concept": "eject", + "score": 2.0, + "best_rank": 2, + "best_depth": 48.8, + "near_token": "rim", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "Hail", + "nada", + "ervan", + "wand", + "quantos", + "undos", + "ynitrite", + "addRow", + "NORE", + "Kwa", + "maneiras", + "punkte", + "ties" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "ago", + "channel", + "rid", + "tons", + "opat", + "stir", + "dim", + "grac", + "Blanch", + "Mannes", + "lev", + "Sob", + "reu", + "pres", + "twe", + "trem", + "mamy", + "zorunda" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "Clon", + "dim", + "plo", + "reu", + "champ", + "Blanch", + "mamy", + "hus", + "Salv", + "ums", + "hush" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Sod", + "tfrac", + "champ", + "Hus", + "fam", + "essional", + "ilg", + "Langer", + "olyte", + "byt", + "alk", + "tene", + "Pres", + "reu" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "tene", + "Hus", + "Sod", + "ilj", + "olyte", + "Slave", + "byt", + "essional", + "tfrac", + "Reis", + "Langer", + "fam", + "Pres", + "lev", + "wedge" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "rem", + "icot", + "wyst", + "Vo", + "WOR", + "oben", + "rekken", + "setia", + "kuasa", + "hst", + "hely", + "IVI", + "susp", + "yn", + "ae", + "falls", + "Vla", + "atus", + "illing", + "sn", + "vy", + "tit", + "VERE" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "trading", + "tool", + "tools", + "HI", + "bro", + "das", + "sol", + "quire", + "Rim", + "truncate", + "contr", + "Me", + "Green", + "dal", + "formal", + "IVING", + "Wakefield", + "MI", + "serial", + "crow", + "Ged", + "hybrid" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "side", + "tool", + "HI", + "trading", + "truncate", + "tail", + "yal", + "lives", + "select", + "mei", + "Zealand", + "Green", + "tit", + "turbo", + "demos", + "serial", + "dad", + "valued", + "sol" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "select", + "blank", + "kick", + "sol", + "HI", + "tool", + "Green", + "Select", + "tools", + "record", + "remen", + "rem", + "Me", + "bro", + "Blank", + "lives", + "simple" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "ettle", + "fetch", + "linear", + "switch", + "Select", + "greeting", + "OOSE", + "olved", + "greet", + "cdots", + "subject", + "sus", + "REST", + "select", + "Green", + "notify", + "lives", + "tch", + "var", + "talk", + "discussed", + "deafness" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "fetch", + "Greet", + "greeting", + "switch", + "ettle", + "notify", + "olved", + "wechsel", + "greet", + "Fetch", + "RESOL", + "discuss", + "tit", + "titles", + "resolve", + "GetData", + "data", + "tch", + "SWITCH", + "discussed", + "isselle", + "scope", + "isel", + "Greeting", + "NDC" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "essage", + "BOSS", + "dash", + "erat", + "boss", + "anners", + "Dash", + "handset", + "press", + "lain", + "SANT", + "extend", + "CAL", + "epar", + "BL", + "rion", + "MAIL", + "riends", + "messaging", + "owed", + "PRESS", + "Spacer" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "restart", + "golfer", + "Restart", + "bosses", + "Restart", + "adet", + "staffers", + "cribable", + "department", + "rectum", + "restarting", + "sempat", + "decade", + "unched", + "playlists", + "buttonclick", + "assol" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "golfer", + "deka", + "God", + "punt", + "viol", + "brus", + "del", + "bedingt", + "preservar", + "solle", + "assol" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "logique", + "prong", + "logical", + "undocumented", + "toggle", + "fect", + "jeweils", + "logic", + "Prong", + "individu", + "ausge", + "logical", + "ssk", + "segmented", + "landen" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "idium", + "patched", + "tier", + "prong", + "ausge", + "spf", + "opnieuw", + "welt", + "opcode", + "morally", + "thereof", + "afect", + "ign", + "osp", + "sacrific", + "wir", + "halk", + "ham", + "wij", + "Tus", + "spf", + "fect", + "Versions", + "truncated", + "discord", + "branching", + "sped" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "adn", + "ovi", + "individual", + "awn", + "Pla", + "szen", + "contr", + "contre", + "parent" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "cantilever", + "forward", + "bl", + "keduanya", + "extr", + "simultaneously", + "forward" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "alike", + "Secondly", + "Secondly", + "Thirdly", + "industry", + "Lastly", + "weekly", + "Weekly", + "rebounding", + "Weekly", + "bellows", + "flows", + "Subs", + "workflow", + "descent", + "ForThe", + "Together", + "Lastly", + "themselves", + "backing", + "Subs", + "mselves", + "unfolding", + "Epit", + "Sound", + "Document", + "sheath", + "along" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "mselves", + "Consequently", + "meanwhile", + "Secondly", + "Secondly", + "Meanwhile", + "Additionally", + "Additionally", + "Furthermore", + "Yours", + "Secondary", + "Consequently", + "Early", + "Stem", + "EndOf", + "Increased", + "Bill", + "Its", + "Moreover", + "Document", + "Conversely", + "Lastly", + "Thirdly", + "Simultaneously", + "nThe", + "Independent" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Secondly", + "Secondly", + "Additionally", + "nThe", + "Additionally", + "Consequently", + "meanwhile", + "mselves", + "Yours", + "furthermore", + "Meanwhile", + "Secondary", + "Consequently", + "Lesser", + "sheath", + "Early", + "Moreover", + "Biological", + "Steinberg", + "Tragedy", + "Furthermore", + "Within" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Secondly", + "secondly", + "furthermore", + "Secondly", + "ingly", + "Consequently", + "Allow", + "heave", + "heading", + "Ships", + "paragraph", + "unim", + "conversely", + "Bid", + "subheading", + "Morton", + "Posters", + "Otherwise", + "StringTo", + "framing", + "Sick", + "Furthermore", + "Consequently", + "Peripheral", + "consequently", + "sted", + "Except" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "endswith", + "Secondly", + "chapter", + "heading", + "secondly", + "Allow", + "piece", + "paragraph", + "heading", + "versa", + "plant", + "sure", + "Havre", + "Otherwise", + "Secondly", + "Early", + "Border", + "Meanwhile", + "Survival", + "conversely", + "Second", + "subheading", + "heave" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "paragraph", + "heading", + "secondly", + "Secondly", + "sure", + "Early", + "endswith", + "heading", + "Exercise", + "chapter", + "weak", + "heave", + "wind", + "Meanwhile", + "Allow", + "subheading", + "Begin", + "Border", + "Havre", + "plant", + "border", + "subsection", + "piece", + "part", + "begin" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Secondly", + "heading", + "secondly", + "heading", + "hole", + "black", + "sure", + "Border", + "imiter", + "hline", + "Border", + "border", + "Secondly", + "heave", + "alone", + "paragraph", + "closed", + "chapter", + "ingly", + "ently", + "igator", + "igate", + "versa" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "end", + "The", + "he", + "black", + "hole", + "parts", + "meet", + "Secondly", + "tip", + "padding", + "bordered", + "closed", + "part", + "hline", + "Sb", + "hd", + "ond", + "append", + "to", + "catch", + "em", + "here", + "Stand", + "filled", + "et", + "caption", + "second", + "more", + "eth", + "apply", + "meat", + "angle" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "shape", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "into", + "output_checked": true + }, + { + "concept": "cylindrical", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "symmetrically", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "halves", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "lengthwise", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "protrusions", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "pattern", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "tearing", + "output_checked": true + }, + { + "concept": "tapering", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "groove", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "slanted", + "output_checked": true + }, + { + "concept": "ends", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "verw", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "remained", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "ostat", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "punt", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "each", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "on", + "output_checked": true + }, + { + "concept": "elongated", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "pronounced", + "output_checked": true + }, + { + "concept": "intricate", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "embedded", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "inclusions", + "output_checked": true + }, + { + "concept": "smooth", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "table", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "round", + "output_checked": true + }, + { + "concept": "boo", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "before", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "halk", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "slanted", + "output_checked": true + }, + { + "concept": "datasheet", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "entrambi", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "shaped", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "hemisph", + "output_checked": true + }, + { + "concept": "Each", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rim", + "output_checked": true + }, + { + "concept": "rectangular", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "were", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "axis", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "slanted", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Yours", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "around", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "machined", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "plate", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "tubing", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "engraved", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "perfectly", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "encir", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "rim", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "depressions", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "opposing", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "on", + "output_checked": true + }, + { + "concept": "within", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "inclusions", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "CRED", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "on", + "output_checked": true + }, + { + "concept": "kuri", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "bit", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "combined", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "tread", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "sest", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ello", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "heat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "hemisph", + "output_checked": true + }, + { + "concept": "ticker", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "retomar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "tearing", + "output_checked": true + }, + { + "concept": "restart", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "del", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "brus", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "dabei", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Jaz", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "aluminum", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-01__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-ductile-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Energy-absorbing dimpled separation 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A nickel coupon accumulated large permanent elongation before rupture. Microscopy showed a honeycomb of deep depressions surrounding second-phase particles.", + "prompt_tail": "A nickel coupon accumulated large permanent elongation before rupture. Microscopy showed a honeycomb of deep depressions surrounding second-phase particles.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-ductile-02", + "carrier_id": null, + "target_family": "ductile", + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "black", + "generated_token_ids": [ + 8916 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 2058, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 21546 + }, + { + "label": "nucleation", + "best_rank": 2005, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 2671 + }, + { + "label": "coalescence", + "best_rank": 460, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 21347 + }, + { + "label": "void", + "best_rank": 6914, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 1633 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "orry", + "ients", + "behalf", + "asion", + "together", + "ials", + "asons" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lle", + "alike", + "leness", + "ii", + "persons", + "d", + "ients", + "gonna", + "ion", + "zia", + "dia", + "sic", + "ort", + "ids", + "zes", + "eries", + "arie", + "eded", + "persons", + "nti", + "zis", + "ses", + "thereof", + "eness", + "etc", + "edes", + "yses" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "gonna", + "lle", + "etc", + "alike", + "etc", + "dia", + "sic", + "xd", + "thereof", + "leness", + "dll", + "nti", + "ii", + "ients", + "aid", + "thereon", + "zis", + "ion", + "ions", + "ids", + "atre", + "dz", + "ieur", + "oides" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "yses", + "thereto", + "thereon", + "sic", + "persons", + "herein", + "oides", + "ented", + "thereof", + "lle", + "herewith", + "amente", + "edes", + "youths", + "therewith", + "ided", + "alike", + "therein", + "maupun", + "idences", + "individuos", + "zis", + "ions" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "sic", + "whilst", + "yses", + "maupun", + "herein", + "thereto", + "thereof", + "thereon", + "ided", + "oraz", + "persons", + "efectu", + "herewith", + "wherein", + "alike", + "thence", + "therewith", + "individuos", + "zis", + "edly", + "eded", + "ertain", + "ially" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "thereafter", + "thereto", + "thereon", + "upon", + "wherein", + "whilst", + "commenced", + "sic", + "whereupon", + "yses", + "which", + "thereof", + "herein", + "Upon", + "consisted", + "Whilst", + "therewith", + "also", + "Util", + "comprised", + "Upon", + "indications", + "pertaining" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "neighboring", + "nearby", + "adjoining", + "notably", + "thereto", + "toward", + "spersed", + "abutting", + "Nearby", + "noted", + "characterized", + "notable", + "specimens", + "wrought", + "coloration", + "heretofore", + "foodstuffs", + "beneath", + "indications", + "markedly", + "thence", + "elingen", + "upon", + "patrons", + "odors", + "preoccupation", + "assemblages", + "prior", + "environs", + "clustered" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "indistinct", + "alike", + "thence", + "coloration", + "heretofore", + "whereupon", + "concomit", + "histologic", + "merely", + "characterized", + "acial", + "adjoining", + "furthermore", + "periodical", + "preoccupation", + "ossos", + "persons", + "wherein", + "pall", + "aceous", + "concomitant", + "specimens", + "sic", + "odors", + "penetrated", + "abreast" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "mottled", + "micrographs", + "morphology", + "micrograph", + "microscopy", + "striated", + "necrosis", + "morphologies", + "histologic", + "silice", + "pall", + "coloration", + "anatomical", + "mandib", + "histological", + "topography", + "ultrast", + "incipient", + "microscopic", + "metallurgical", + "Morphology", + "Microscopy", + "indistinct", + "mastic", + "tubercul", + "histology", + "neoplastic", + "pores", + "epidermal", + "specimens", + "hypertro", + "immunohist" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "micrograph", + "microscopy", + "metallurgical", + "micrographs", + "diagnostic", + "histological", + "mottled", + "dend", + "necrosis", + "morphology", + "microstructure", + "subsurface", + "striated", + "histology", + "staining", + "hypertro", + "sintered", + "vasculature", + "microscopic", + "coloration", + "dendritic", + "histologic", + "vascular", + "anatomical", + "excavated", + "ultrast", + "Microscopy", + "diagnostic", + "morphologies", + "textural", + "silice", + "characteristic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "microscopy", + "metallurgical", + "micrograph", + "necrosis", + "anatomical", + "hypertro", + "micrographs", + "diagnostic", + "coloration", + "symptomatic", + "mottled", + "staining", + "discoloration", + "morphology", + "dend", + "diseased", + "textural", + "tumor", + "necro", + "vasculature", + "characteristic", + "microscopic", + "histological", + "excavated", + "subsurface", + "ultrast", + "striated", + "observed", + "vascular", + "excav", + "deform" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "necrosis", + "diagnose", + "diseased", + "symptomatic", + "diagnosis", + "diagnostic", + "Diagnosis", + "pathology", + "pathological", + "Diagnosis", + "tumor", + "deform", + "necro", + "discoloration", + "diagnostic", + "metabolic", + "corrosion", + "morphology", + "phyt", + "fungus", + "symptoms", + "diagnosed", + "tumors", + "Diagnostic", + "suggestive", + "diagnosing", + "Diagnose", + "bacter", + "coloration", + "exacerbated" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "suggestive", + "symptomatic", + "indicative", + "suggesting", + "diagnose", + "necrosis", + "indicating", + "characteristic", + "diagnostic", + "microscopy", + "diseased", + "exacerbated", + "Diagnosis", + "pathology", + "pathological", + "aberrant", + "symptoms", + "apparently", + "metabolic", + "corrosion", + "morphology", + "Pathology", + "unusual", + "deform", + "reminiscent", + "exhibiting", + "anatomical", + "Diagnosis", + "discoloration", + "suppuration", + "diagnosed", + "tumors" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "suggestive", + "reminiscent", + "symptomatic", + "grotesque", + "indicating", + "indicative", + "diagnose", + "Diagnosis", + "evocative", + "symptoms", + "suggesting", + "deform", + "Diagnosis", + "diseased", + "horrifying", + "inexplicable", + "describe", + "describing", + "tumors", + "necrosis", + "resembling", + "Symptoms", + "deformity", + "pathology", + "Symptoms", + "coloration", + "aberrant", + "hinting", + "described", + "deformed" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "threatening", + "suggesting", + "reportedly", + "accompanying", + "Afterwards", + "accompanied", + "blamed", + "simultaneously", + "Suddenly", + "while", + "Suddenly", + "confronting", + "punctuated", + "which", + "supporting", + "accused", + "backed", + "witnesses", + "demonstrations", + "crushing", + "flanked", + "characterized", + "critics", + "exacerbated", + "hymns", + "testimonies", + "confrontations", + "this", + "questions", + "During" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Meanwhile", + "Afterwards", + "Also", + "Furthermore", + "Conversely", + "Also", + "Similarly", + "meanwhile", + "Simultaneously", + "whereas", + "Similarly", + "Meanwhile", + "Consequently", + "Likewise", + "Secondly", + "Conversely", + "furthermore", + "Consequently", + "Likewise", + "Afterward", + "During", + "Recently", + "Subsequently", + "simultaneously", + "Later", + "Recently", + "Alongside", + "whereas", + "During", + "Later" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Similarly", + "Similarly", + "Conversely", + "conversely", + "Furthermore", + "Meanwhile", + "meanwhile", + "furthermore", + "Conversely", + "whereas", + "Likewise", + "Also", + "likewise", + "Simultaneously", + "During", + "Secondly", + "Also", + "Again", + "similarly", + "Furthermore", + "Afterwards", + "Alongside", + "Then", + "During", + "Equally", + "else", + "Consequently", + "Likewise", + "Subsequently", + "Moreover", + "Yet" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "conversely", + "furthermore", + "Meanwhile", + "Though", + "Simultaneously", + "Alongside", + "During", + "Similarly", + "During", + "Similarly", + "whereas", + "Equally", + "while", + "Alongside", + "While", + "Though", + "Likewise", + "alongside", + "separately", + "although", + "While", + "Furthermore", + "Along", + "likewise", + "tandis", + "worst", + "simultaneously", + "Along", + "Combining" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "conversely", + "meanwhile", + "Conversely", + "Its", + "Worry", + "Meanwhile", + "Along", + "Lately", + "lately", + "During", + "Atm", + "Though", + "Recently", + "vice", + "Recent", + "Yesterday", + "Contrast", + "letz", + "Conversely", + "Yours", + "Simultaneously", + "whereas", + "Though", + "maxima", + "During", + "Recent", + "Yet" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Its", + "Conversely", + "Recent", + "Conversely", + "During", + "During", + "Moreover", + "Similarly", + "Consequently", + "Moreover", + "conversely", + "Recent", + "Its", + "Along", + "meanwhile", + "Along", + "Compared", + "Lately", + "Furthermore", + "Recently", + "mselves", + "Likewise", + "Symptoms", + "Consequently", + "Imaging", + "Worry", + "They", + "This" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Recent", + "Conversely", + "Its", + "Meanwhile", + "conversely", + "Recent", + "Consequently", + "Conversely", + "Its", + "Recently", + "Lately", + "During", + "Another", + "Yet", + "This", + "Symptoms", + "While", + "During", + "Though", + "Similarly", + "LEM", + "vice", + "Moreover", + "They", + "Welcome", + "Consequently", + "There" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Though", + "Secondly", + "Conversely", + "conversely", + "Yet", + "hydrox", + "LEM", + "They", + "Likewise", + "Pourtant", + "Welcome", + "Observe", + "This", + "secondly", + "Conversely", + "ImagePath", + "Although", + "Consequently", + "furthermore", + "Recent", + "However", + "Similarly", + "coli", + "txt", + "Threats" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Secondly", + "balls", + "Depend", + "Errors", + "endswith", + "Secondly", + "opy", + "conversely", + "json", + "UMENT", + "arrow", + "plant", + "ErrorMessage", + "rinse", + "secondly", + "quote", + "union", + "Subs", + "insertCell", + "WAS", + "exceptions", + "WithError", + "wich", + "Acid" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "arrow", + "UMENT", + "Secondly", + "Tis", + "ument", + "rief", + "ILL", + "ball", + "Pfe", + "wich", + "ullah", + "union", + "thumb", + "balls", + "Secondly", + "Vet", + "bat", + "umno", + "opy", + "plant", + "bloc", + "ular", + "bullet", + "bred" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "UMENT", + "arrow", + "gov", + "subs", + "ioxide", + "bull", + "bola", + "ument", + "heading", + "Secondly", + "exceptions", + "Subs", + "thumb", + "ulang", + "Toxicity", + "bat", + "gif", + "black", + "igate", + "VI" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "black", + "bull", + "subs", + "ocy", + "bl", + "grid", + "lattice", + "heavy", + "nickel", + "second", + "bubble", + "block", + "spinal", + "substrate", + "ument", + "Nickel", + "underline", + "deep", + "snowflake", + "umb", + "sun", + "period", + "increasing", + "hist", + "equipment", + "guess", + "honeycomb", + "pin", + "applied", + "cyan", + "kinetic", + "The" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 260310, + 163693, + 163404, + 194329, + 214123, + 187136, + 149426, + 100266, + 4429, + 596, + 2059, + 8324, + 20602, + 39242, + 196223, + 255433, + 242637, + 222959, + 178674, + 134501, + 117619, + 153160, + 75365, + 121998, + 216334, + 173503 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 220821, + 208661, + 207555, + 222912, + 218616, + 162927, + 43311, + 63571, + 2486, + 808, + 3538, + 2006, + 14887, + 34128, + 122754, + 108612, + 68415, + 30742, + 25128, + 45015, + 25835, + 27997, + 25599, + 34602, + 52321, + 12664 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 255960, + 244990, + 227329, + 235446, + 196576, + 91255, + 8991, + 14892, + 1135, + 664, + 916, + 765, + 461, + 1774, + 14047, + 14106, + 14416, + 38811, + 40693, + 32710, + 34924, + 63369, + 110109, + 85637, + 208315, + 124542 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 31018, + 6895, + 11531, + 10970, + 23177, + 11915, + 18374, + 29965, + 14405, + 9882, + 14047, + 6915, + 7497, + 8327, + 33457, + 27351, + 120744, + 31336, + 22012, + 51709, + 54868, + 19344, + 12782, + 9218, + 14329, + 290 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 21547, + 171750, + 183941, + 101411, + 114546, + 107870, + 107596, + 233331, + 216015, + 66325, + 49082, + 35839, + 56512, + 49528 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 227971, + 191967, + 225493, + 235777, + 238523, + 226605, + 164691, + 13760, + 28272, + 2672, + 3660, + 17390, + 25442, + 8769 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 143098, + 259787, + 236682, + 204343, + 236626, + 228216, + 93836, + 33905, + 21348, + 80688, + 64009, + 102227, + 85827, + 45102 + ] + }, + { + "label": "void", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 97825, + 205282, + 94091, + 9210, + 141213, + 55235, + 49650, + 58956, + 84982, + 14344, + 5335, + 20621, + 3971, + 1634 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 13.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "several", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "large", + "output_checked": true + }, + { + "concept": "cracks", + "score": 10.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "during", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "alloy", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "failure", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "began", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "which", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "quarters", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "Its", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "fracture", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "ductility", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "nearby", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "surrounding", + "output_checked": true + }, + { + "concept": "significant", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "that", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "the", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "surrounding", + "output_checked": true + }, + { + "concept": "when", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "honeycomb", + "output_checked": true + }, + { + "concept": "after", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "near", + "score": 4.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "fractal", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "honeycomb", + "output_checked": true + }, + { + "concept": "dioxide", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "honeycomb", + "output_checked": true + }, + { + "concept": "tested", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "whereas", + "score": 3.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "before", + "output_checked": true + }, + { + "concept": "diagnostic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "cavern", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "deep", + "output_checked": true + }, + { + "concept": "cavities", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "mineralization", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "specimen", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "evidence", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "oxide", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "suggestive", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "both", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "clusters", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "was", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "damage", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "large", + "output_checked": true + }, + { + "concept": "within", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "injuries", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "large", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "reveals", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "where", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "layer", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "second", + "output_checked": true + }, + { + "concept": "oxides", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "magnetization", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "nucleation", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "second", + "output_checked": true + }, + { + "concept": "revealed", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "precipitates", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "assayed", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "accret", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "huge", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "large", + "output_checked": true + }, + { + "concept": "observed", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "neighbors", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "surrounding", + "output_checked": true + }, + { + "concept": "geologic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "second", + "output_checked": true + }, + { + "concept": "mineral", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "resultat", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "large", + "output_checked": true + }, + { + "concept": "exhibiting", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "Hail", + "ervan", + "Kwa", + "nada", + "quantos", + "ynitrite", + "undos", + "anque", + "punkte", + "nok", + "trump" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "lev", + "stir", + "opat", + "Cann", + "tons", + "Sob", + "channel", + "grac", + "Cole", + "Beg", + "champ", + "Mannes", + "trem", + "Gay", + "blot", + "Champ", + "Blanch", + "prof", + "Prote", + "Proc", + "reu" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "champ", + "Pres", + "chum", + "Champ", + "fam", + "lev", + "stir", + "opat", + "Auff", + "reu", + "rid", + "Cann", + "grac", + "acid", + "phones", + "Clon", + "blot" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ilj", + "champ", + "tfrac", + "def", + "ilg", + "chum", + "usan", + "Reis", + "alk", + "fam", + "Mani", + "essional", + "noch", + "olyte", + "bog", + "Sesam", + "onn", + "reu", + "Pres" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Mani", + "ilj", + "champ", + "tfrac", + "dim", + "ago", + "glob", + "essional", + "chum", + "grac", + "Tit", + "Reis", + "Lef", + "ingt", + "olyte" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "ilers", + "det", + "hst", + "amb", + "Su", + "VERE", + "yn", + "sn", + "Vo", + "fan", + "WOR", + "oben", + "ORS", + "terc", + "Sed", + "Nagata", + "su", + "illing", + "s", + "hely" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "tools", + "tool", + "HI", + "kick", + "Sol", + "duct", + "don", + "Green", + "OHC", + "trading", + "demos", + "pipeline", + "DEP", + "nial", + "turbo", + "remen", + "Me", + "looking" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "tool", + "HI", + "trading", + "tail", + "pipeline", + "rem", + "sol", + "kick", + "turbo", + "Werk", + "remen", + "ORS", + "lives", + "verz" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "sol", + "select", + "tail", + "record", + "tool", + "tools", + "Sol", + "rem", + "Green", + "serial", + "kick", + "remen", + "Select", + "linear", + "HI", + "mech", + "locks", + "nop" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "fetch", + "Select", + "linear", + "listener", + "select", + "subject", + "OOSE", + "cdots", + "common", + "ettle", + "sus", + "data", + "tools", + "Tos", + "side", + "traits", + "switch", + "discussed", + "greet", + "deafness", + "cactus" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "listener", + "greeting", + "Greet", + "speaker", + "switch", + "ettle", + "wechsel", + "fetch", + "Greeting", + "Listener", + "cereal", + "linear", + "Speaker", + "felt", + "Gol", + "Tos", + "microsoft", + "meetings", + "chef", + "CUSTOM", + "usel", + "data" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "inge", + "alh", + "odrome", + "bag", + "lb", + "PAS", + "ilj", + "elang", + "hauser", + "baguette", + "financeiros", + "bag", + "briefcase", + "issel", + "nows", + "ucar", + "uya", + "awr", + "Mif" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "dictionaries", + "cama", + "pelanggan", + "milion", + "diction", + "bosses", + "spielt", + "blas", + "lick", + "abilecek", + "despert", + "httpClient", + "rooftops" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "deka", + "god", + "solle", + "assol", + "God", + "delt", + "rotz", + "blas", + "okol", + "viol", + "dfs", + "kund", + "bilgiler" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "tier", + "prong", + "ausge", + "logique", + "logic", + "Jahres", + "esa", + "avanje", + "deniz", + "bitwise", + "ktor", + "ker", + "welt", + "azimuth", + "Jaz" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "wir", + "ospel", + "tier", + "azimuth", + "wz", + "wij", + "halk", + "itch", + "casilla", + "Verw", + "mozz", + "endroits", + "Warr", + "edged", + "ham", + "tti", + "daran", + "Stein", + "spf", + "cii", + "iy", + "lichkeit" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "contr", + "ilm", + "hor", + "spf", + "baik", + "contre", + "penj" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "tensor", + "slit", + "spatial", + "slit", + "sprite", + "scatterplot", + "tensor", + "stained", + "warz", + "spatial", + "microarray", + "andet", + "endregion", + "sn", + "dye", + "Dlg", + "spatially", + "ofluorescence" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Meanwhile", + "meanwhile", + "Compared", + "this", + "Simultaneously", + "nD", + "Together", + "Similarly", + "olit", + "dee", + "Afterward", + "Along", + "clen", + "lately", + "imaged", + "This", + "Along", + "These", + "Subs", + "Imaging", + "Calc", + "lobes" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Microscopy", + "Scanning", + "microscopy", + "meanwhile", + "Simultaneously", + "micrograph", + "Morphology", + "This", + "Surface", + "Symptoms", + "micrographs", + "Scanning", + "Microsc", + "histology", + "Hist", + "Spectroscopy", + "Similarly", + "Surface", + "SEM", + "Subsequent" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "Scanning", + "micrograph", + "Symptoms", + "This", + "Simultaneously", + "Similarly", + "histology", + "Upon", + "this", + "Conversely", + "these", + "Microscopy", + "These", + "Recently", + "Likewise", + "Pathology" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "These", + "Similarly", + "Simultaneously", + "Furthermore", + "Though", + "Secondly", + "Conversely", + "conversely", + "Although", + "Scanning", + "Physically", + "this", + "Specifically", + "Afterwards", + "Upon", + "However", + "Both", + "Likewise" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "These", + "Simultaneously", + "Similarly", + "Both", + "urally", + "Specifically", + "Likewise", + "Secondly", + "Scanning", + "this", + "This", + "conversely", + "These", + "Neither", + "Conversely", + "Issues", + "Hence", + "these", + "Therefore", + "Such" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "These", + "Simultaneously", + "urally", + "Both", + "Similarly", + "This", + "this", + "Those", + "Specifically", + "Interestingly", + "Another", + "Neither", + "Secondly", + "Therefore", + "ologically", + "Initially", + "conversely", + "These", + "Though", + "Conversely", + "Identifying", + "Scanning" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "These", + "Those", + "Identifying", + "Another", + "Identification", + "Simultaneously", + "Both", + "Specifically", + "this", + "This", + "Scanning", + "Below", + "unusually", + "Historically", + "cular", + "urally", + "Secondly", + "Excessive", + "fiss", + "Such", + "around", + "Internal", + "Experimental" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "Microscopy", + "Deep", + "A", + "In", + "High", + "Initial", + "Below", + "On", + "Furthermore", + "Secondary", + "It", + "Second", + "Another", + "Micro", + "Surface", + "Fracture", + "Morphology", + "When", + "Internal", + "While", + "Specifically", + "Such", + "Hist", + "Near", + "Identification", + "Specific", + "Simultaneously", + "His", + "Analysis" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "fracture", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "cracks", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "deep", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "honeycomb", + "output_checked": true + }, + { + "concept": "prong", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "large", + "output_checked": true + }, + { + "concept": "when", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "alloy", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "reveals", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "after", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "duke", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "layer", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "the", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "surrounding", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "carbides", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "second", + "output_checked": true + }, + { + "concept": "This", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "boo", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "before", + "output_checked": true + }, + { + "concept": "viol", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "honeycomb", + "output_checked": true + }, + { + "concept": "that", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "near", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "ASTM", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "deformation", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "magnetization", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "stage", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "precipitates", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Pat", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "tek", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "ello", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "roar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "second", + "output_checked": true + }, + { + "concept": "dictionaries", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "Incre", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "grud", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "surrounding", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "dazu", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "tier", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Versions", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "Stein", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "large", + "output_checked": true + }, + { + "concept": "OfMonth", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "before", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "peric", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "flo", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "soud", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "surrounding", + "output_checked": true + }, + { + "concept": "kernel", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "datasheet", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "muestras", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "losses", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "arrangement", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "honeycomb", + "output_checked": true + }, + { + "concept": "voids", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "deep", + "output_checked": true + }, + { + "concept": "defects", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "second", + "output_checked": true + }, + { + "concept": "nodes", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "sweater", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "was", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "sebanyak", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "amount", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "large", + "output_checked": true + }, + { + "concept": "increase", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "reaching", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "before", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-02__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-ductile-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Energy-absorbing dimpled separation 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A copper tensile specimen lost much of its cross-sectional area before failure. Small particle-centered holes had enlarged and joined across the final ligament.", + "prompt_tail": "A copper tensile specimen lost much of its cross-sectional area before failure. Small particle-centered holes had enlarged and joined across the final ligament.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-ductile-03", + "carrier_id": null, + "target_family": "ductile", + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 290, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 4880 + }, + { + "label": "nucleation", + "best_rank": 211, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 14344 + }, + { + "label": "coalescence", + "best_rank": 24, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 17417 + }, + { + "label": "void", + "best_rank": 1501, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 11025 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "asion", + "orry", + "together", + "ients", + "asons", + "ilst", + "behalf", + "ammed", + "leness" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "alike", + "leness", + "ii", + "persons", + "etc", + "dia", + "d", + "ie", + "thing", + "ients", + "arie", + "eded", + "sic", + "zis", + "lly", + "ion", + "wards", + "hence", + "eries", + "nto", + "t", + "l", + "etc", + "fty", + "ses", + "xd" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "lle", + "alike", + "etc", + "persons", + "thing", + "etc", + "ain", + "needful", + "ii", + "xd", + "basically", + "anybody", + "defence", + "sic", + "dll", + "wards", + "dia", + "leness", + "ie", + "ither", + "stuff", + "till", + "hence", + "everybody", + "somebody", + "aid", + "thereon" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "persons", + "sebagainya", + "leness", + "sic", + "lle", + "yses", + "maupun", + "centre", + "centre", + "hearers", + "thereto", + "wl", + "efectu", + "abouts", + "thence", + "afield", + "fichero", + "ised", + "ii", + "ogether", + "oides", + "hoea" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "centre", + "alike", + "centre", + "persons", + "whilst", + "organised", + "efectu", + "ised", + "maupun", + "organise", + "wards", + "gonna", + "organisations", + "afterwards", + "anybody", + "sic", + "Whilst", + "thence", + "afield", + "everybody", + "organisation", + "somebody", + "lle", + "abouts", + "authorised", + "organisational", + "inasmuch" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whilst", + "afterwards", + "ised", + "although", + "centre", + "also", + "Whilst", + "whereas", + "Also", + "Whilst", + "which", + "everybody", + "anybody", + "together", + "gonna", + "somebody", + "assisted", + "organised", + "although", + "centre", + "probably", + "area", + "lli", + "tambien", + "wards", + "soon", + "also", + "alike", + "recognised", + "travelled", + "utilised" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "whilst", + "thence", + "Whilst", + "quite", + "alike", + "thereto", + "adjoining", + "Whilst", + "apiece", + "whereupon", + "wards", + "however", + "considerable", + "owing", + "suitably", + "sundry", + "considerably", + "comprised", + "whence", + "requisite", + "wee", + "appreciably", + "centre", + "comprising", + "commenced", + "scarcely", + "centre", + "utilised", + "inasmuch" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "thereto", + "thence", + "apiece", + "whilst", + "whereupon", + "regarded", + "neath", + "unto", + "sundry", + "ossos", + "quite", + "commenced", + "whence", + "considerable", + "likewise", + "presently", + "scarcely", + "Owing", + "whereas", + "owing", + "adjoining", + "furthermore", + "inasmuch", + "Owing", + "considerazione" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "apiece", + "thence", + "requisite", + "whilst", + "comprising", + "neath", + "thereto", + "delineated", + "nhau", + "riv", + "fibres", + "sundry", + "mottled", + "tejido", + "coales", + "uniting", + "commenced", + "deline", + "endeavour", + "Whilst", + "zijde", + "birl", + "ouveau", + "burgeoning", + "mend", + "regarded", + "suture", + "wrought" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "suture", + "splice", + "splicing", + "coales", + "distal", + "thrombosis", + "splice", + "ruptured", + "coalescence", + "rupture", + "delineated", + "obliterated", + "thick", + "impermeable", + "riv", + "birl", + "deline", + "stitching", + "irrevoc", + "interlocking", + "crossing", + "plast", + "definitive", + "hull", + "repaired", + "rupt", + "confluence", + "fracturing", + "indelible", + "defining", + "epithelial" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "suture", + "distal", + "splice", + "blockage", + "ruptured", + "obliterated", + "surgical", + "resection", + "fracturing", + "fouling", + "rupture", + "carapace", + "repaired", + "plating", + "rupt", + "breached", + "swollen", + "breaching", + "removal", + "closure", + "debris", + "splice", + "edema", + "diseased", + "symptomatic", + "breakage", + "thinning", + "thrombosis", + "deleterious", + "delineated", + "scarring" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "disintegration", + "final", + "failure", + "closure", + "collapse", + "deterioration", + "rupt", + "fracturing", + "distal", + "diseased", + "ruptured", + "Failure", + "fragmentation", + "necrosis", + "thinning", + "collapsing", + "disintegr", + "Collapse", + "dissolution", + "failure", + "rupture", + "deteriorated", + "Closure", + "disintegrated", + "formation", + "finish", + "defect", + "degradation", + "Failure", + "suture" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "fracturing", + "collapse", + "disintegration", + "disintegrated", + "fragmentation", + "Fragmentation", + "catastrophic", + "failure", + "fatally", + "disintegr", + "necrotic", + "Collapse", + "failed", + "failures", + "rupt", + "exacerbated", + "collapsing", + "structural", + "collapsed", + "diseased", + "breached", + "penetrated", + "Structural", + "Fragmentation", + "coalescence", + "fragment", + "dissolved", + "deform", + "threatening", + "dissolution", + "destroying" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "collapse", + "failures", + "Collapse", + "fatally", + "attacking", + "catastrophic", + "destructive", + "destroying", + "fragmentation", + "failed", + "diagram", + "collapse", + "simultaneous", + "inflicted", + "fracturing", + "cannibal", + "failure", + "describe", + "defect", + "destroyed", + "Fragmentation", + "collapsing", + "coalescence", + "deform" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "several", + "whereas", + "during", + "which", + "During", + "During", + "threatening", + "whilst", + "who", + "Suddenly", + "recently", + "enemy", + "Which", + "Eventually", + "whence", + "while", + "Consequently", + "during", + "Afterwards", + "suddenly", + "each", + "both", + "wards", + "further", + "helping", + "concerned", + "everybody", + "lyn", + "opposed", + "tonight", + "afterwards", + "assisted" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "ertain", + "During", + "Consequently", + "furthermore", + "Conversely", + "else", + "During", + "whereas", + "Furthermore", + "Similarly", + "Certainly", + "Consequently", + "Meanwhile", + "Recently", + "meanwhile", + "Conversely", + "Recently", + "aneous", + "Again", + "elson", + "Similarly", + "accordingly", + "lately", + "likewise", + "Eventually", + "Afterwards", + "wards", + "Also", + "Yet", + "Likewise" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Conversely", + "meanwhile", + "furthermore", + "Furthermore", + "Meanwhile", + "Conversely", + "else", + "During", + "whereas", + "Similarly", + "Consequently", + "Similarly", + "conversely", + "During", + "Recently", + "Likewise", + "Consequently", + "There", + "Also", + "anymore", + "likewise", + "Afterwards", + "Then", + "Finally", + "Again", + "Yet", + "lately", + "thereafter", + "Furthermore", + "Equally", + "Simultaneously" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "else", + "anymore", + "They", + "During", + "Similarly", + "Equally", + "Yet", + "Similarly", + "conversely", + "There", + "elsewhere", + "accordingly", + "Meanwhile", + "theirs", + "During", + "alike", + "likewise", + "whereas", + "Furthermore", + "vice", + "Recently", + "Yet", + "today", + "therefore", + "Their", + "Finally", + "Again", + "similarly", + "lately" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "theirs", + "mselves", + "meanwhile", + "During", + "During", + "aneous", + "itness", + "whereupon", + "ildet", + "vice", + "Concern", + "elae", + "ductory", + "Recently", + "andum", + "roft", + "atrical", + "Details", + "Meanwhile", + "Recently", + "holtz", + "While", + "andia", + "Tijdens", + "Yet" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Their", + "Consequently", + "meanwhile", + "theirs", + "holtz", + "Those", + "Their", + "nThe", + "They", + "mselves", + "During", + "anymore", + "Hence", + "Along", + "AnimationFrame", + "This", + "During", + "Consequently", + "Those", + "Recent", + "TERY", + "istics", + "Yet", + "Recently", + "Lately", + "These", + "Its" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Meanwhile", + "Their", + "Consequently", + "nThe", + "meanwhile", + "theirs", + "They", + "Hence", + "Their", + "holtz", + "Attached", + "Why", + "anymore", + "Needs", + "Tissue", + "This", + "Recent", + "Facing", + "What", + "These", + "Therefore", + "Its", + "Recently", + "Consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Hence", + "endum", + "acles", + "aments", + "ATION", + "AnimationFrame", + "PECT", + "Its", + "Facing", + "fordern", + "StackTrace", + "Consequently", + "FAE", + "acate", + "Hence", + "sted", + "ribs", + "txt", + "tration", + "TestCase", + "czym", + "andus" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "endum", + "helium", + "Trace", + "Scan", + "Bred", + "plet", + "aments", + "Rand", + "ANCES", + "Trace", + "trac", + "mum", + "Tracing", + "endswith", + "InstanceOf", + "ENCED", + "stof", + "Meanwhile", + "UMENT" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "plet", + "antia", + "aments", + "ANDS", + "endum", + "helium", + "umac", + "ENDING", + "stof", + "UMENT", + "IMUM", + "Rand", + "ANCE", + "ince", + "OREM", + "anzen", + "ancia", + "Einst", + "Meanwhile", + "othesis", + "ancs", + "ahme", + "ACKS" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "hr", + "osus", + "band", + "IMUM", + "Band", + "helium", + "UMENT", + "erci", + "hum", + "mation", + "ANDS", + "ADIUM", + "IZATION", + "reticulum", + "ATION", + "ayam", + "ANCE", + "aments", + "ENDING" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "band", + "number", + "ohy", + "mass", + "Results", + "Tra", + "graph", + "unc", + "hr", + "oarthritis", + "medium", + "Fracture", + "sub", + "rubber", + "They", + "No", + "result", + "small", + "Standardization", + "hline", + "junction", + "resistance", + "plet", + "Ge", + "Another", + "residual", + "of", + "results", + "Visualization", + "radius", + "fract", + "um" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 260518, + 185376, + 167635, + 208184, + 203777, + 199883, + 96828, + 74482, + 50135, + 259, + 291, + 674, + 3073, + 6336, + 167198, + 233298, + 167524, + 169139, + 182026, + 82143, + 53387, + 40044, + 29341, + 94947, + 202187, + 43597 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 214659, + 175811, + 192712, + 222115, + 216728, + 127442, + 78563, + 83188, + 15771, + 298, + 1670, + 212, + 1357, + 1324, + 134384, + 115210, + 60192, + 106652, + 54938, + 24918, + 12019, + 56327, + 103397, + 109329, + 218632, + 111288 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 250213, + 245368, + 215070, + 240716, + 222970, + 187397, + 31907, + 20954, + 579, + 10, + 45, + 41, + 25, + 30, + 59811, + 62297, + 32356, + 74329, + 50822, + 28546, + 50063, + 105183, + 95062, + 82583, + 149358, + 41688 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 20669, + 5465, + 12354, + 7866, + 23882, + 11308, + 15864, + 28466, + 16101, + 3699, + 6180, + 1502, + 3941, + 11158, + 35676, + 55879, + 164735, + 108783, + 149730, + 85254, + 76870, + 139770, + 125998, + 33185, + 66692, + 900 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 91697, + 207828, + 193173, + 105212, + 54559, + 66559, + 83468, + 57367, + 11232, + 10628, + 4881, + 67231, + 79412, + 107516 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 250410, + 207535, + 228476, + 239385, + 241648, + 217103, + 175281, + 42449, + 14345, + 15871, + 27358, + 32508, + 38088, + 32116 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 180863, + 259103, + 228476, + 189345, + 224264, + 177059, + 68281, + 17418, + 82993, + 171273, + 159455, + 165384, + 148262, + 94783 + ] + }, + { + "label": "void", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 78426, + 105902, + 84373, + 11026, + 122440, + 28368, + 48777, + 111963, + 169719, + 41616, + 17151, + 28455, + 41563, + 14214 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 25.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "area", + "output_checked": true + }, + { + "concept": "several", + "score": 21.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "lost", + "output_checked": true + }, + { + "concept": "during", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "ductility", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "been", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "had", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "was", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "cracks", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Small", + "output_checked": true + }, + { + "concept": "became", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "width", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "examples", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Small", + "output_checked": true + }, + { + "concept": "This", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "together", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "shrinkage", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "area", + "output_checked": true + }, + { + "concept": "stages", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "before", + "output_checked": true + }, + { + "concept": "appeared", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "significantly", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "surviving", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "disintegration", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "nuclei", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "diameter", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "atrophy", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "sectional", + "output_checked": true + }, + { + "concept": "whereas", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "becoming", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "integrity", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "sectional", + "output_checked": true + }, + { + "concept": "strength", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "sectional", + "output_checked": true + }, + { + "concept": "widened", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "fractures", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "sized", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "test", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "subjected", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "due", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "final", + "output_checked": true + }, + { + "concept": "salvage", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "much", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "debris", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "enlarging", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "mineralization", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "decisive", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "final", + "output_checked": true + }, + { + "concept": "massacre", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "copper", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "sections", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "approximately", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "lost", + "output_checked": true + }, + { + "concept": "ability", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "its", + "output_checked": true + }, + { + "concept": "when", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "area", + "output_checked": true + }, + { + "concept": "entire", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "specimens", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Small", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "wire", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "copper", + "output_checked": true + }, + { + "concept": "breaking", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "coales", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "grains", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "across", + "output_checked": true + }, + { + "concept": "grain", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "testing", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "loss", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "lost", + "output_checked": true + }, + { + "concept": "disproportion", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "radial", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "crossing", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "across", + "output_checked": true + }, + { + "concept": "suture", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "quantos", + "Hail", + "ervan", + "wand", + "anque", + "Kwa", + "punkte", + "trump", + "NORE", + "undos" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "grac", + "rid", + "Sob", + "opat", + "stir", + "Beg", + "pres", + "Mannes", + "Yuk", + "lev", + "blot", + "Blanch", + "Pres", + "reu", + "Prote", + "olyte", + "dim", + "ago" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ums", + "pres", + "rid", + "blot", + "essional", + "chn", + "nab", + "Sob", + "chum", + "Mannes", + "stir", + "tons", + "Pres", + "olin", + "raz", + "lev", + "Proc", + "Clon" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "chum", + "olyte", + "alk", + "ilers", + "Langer", + "ilj", + "onn", + "essional", + "ums", + "Reis", + "def", + "ofan" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "grac", + "ilers", + "essional", + "Reis", + "ilj", + "ago", + "Langer", + "olyte", + "riv", + "tfrac", + "Mani", + "dim", + "Mannes", + "Hus", + "Beet" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "WOR", + "ilers", + "icot", + "Vo", + "fin", + "idence", + "atus", + "und", + "yn", + "ae", + "Rem", + "sn", + "zd", + "olare", + "hst", + "susp", + "rekken", + "ORS", + "sat", + "oben", + "atu", + "VERE", + "pala", + "Vla", + "IVI" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "demos", + "kick", + "sol", + "Vo", + "HI", + "simple", + "trading", + "remen", + "Kunde", + "Me", + "Vo", + "Green", + "pala", + "formal", + "quire", + "Sol", + "dad", + "inisc", + "con", + "dal", + "common", + "tools", + "mei" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tail", + "tools", + "demos", + "tool", + "blank", + "simple", + "Vo", + "kick", + "record", + "HI", + "Select", + "remen", + "duct", + "select", + "Vo", + "Green", + "sol", + "oplankton", + "mei", + "cares" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "record", + "side", + "select", + "Green", + "Select", + "tool", + "HI", + "linear", + "blank", + "simple", + "demos", + "remen", + "tools", + "duct", + "sol", + "kick", + "cares", + "rem", + "NRC", + "nop", + "isable", + "tail", + "proj", + "inisc", + "oplankton" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "linear", + "record", + "select", + "subject", + "sus", + "OOSE", + "greet", + "fetch", + "proj", + "idyl", + "calls", + "RECE", + "Green", + "fract", + "discussed", + "discuss", + "dedicated", + "data", + "pur", + "cdots", + "locks", + "felt", + "greeting" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "data", + "proj", + "RECE", + "linear", + "fetch", + "subject", + "Resolve", + "greeting", + "credits", + "Greet", + "columns", + "calls", + "CUSTOM", + "trading", + "idyl", + "discord", + "titles", + "discuss", + "capitalize", + "detailed", + "GetData", + "robust", + "record", + "resolve", + "rgb", + "dynamic" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ilj", + "berat", + "odrome", + "assist", + "imilar", + "amounts", + "spar", + "ilien", + "autoref", + "ilis", + "shot", + "erat", + "stek", + "alir", + "widgets", + "bells", + "watches", + "totals", + "dates", + "lb", + "standen" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "pickle", + "lick", + "kulit", + "httpClient", + "launcher", + "cama", + "milion", + "blas", + "golfer", + "slutt", + "diction", + "opoly", + "artoum", + "getName", + "gelegen", + "pla", + "despert" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "deka", + "gor", + "god", + "brus", + "God", + "holz", + "chitz", + "chut", + "blas", + "rotz", + "viol", + "rooftop", + "owes", + "oelect", + "dfs", + "oaths", + "jogar", + "abilecek" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "prong", + "tier", + "ausge", + "logic", + "fect", + "logic", + "twe", + "verme", + "ker", + "Ber", + "Uit", + "ktor", + "lus" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "tier", + "wir", + "prong", + "welt", + "spf", + "ausge", + "edged", + "afect", + "mozz", + "ospel", + "ham", + "wij", + "Stein", + "fear", + "ectors", + "osp", + "fect", + "tti", + "Versions", + "perceived", + "wz", + "tier", + "idium", + "halk", + "kra", + "kernel" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "spf", + "mozz", + "ilm", + "opf", + "flo", + "harm", + "skirts", + "kernel", + "sain", + "harmed" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "vice", + "unders", + "sprawl", + "etc", + "neurotrans", + "extr", + "Subs", + "slit", + "radios", + "blah", + "excl", + "etc", + "terracotta" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "imaging", + "bellows", + "Similarly", + "imaged", + "along", + "Similarly", + "weekly", + "Sympt", + "together", + "Subs", + "thought", + "Imaging", + "mselves", + "other", + "gold", + "themselves", + "biter", + "bill", + "viewing", + "thought", + "theirs", + "territory", + "owing" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "meanwhile", + "Consequently", + "Meanwhile", + "imaged", + "Explain", + "Lf", + "accordingly", + "Symptoms", + "Independent" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "igure", + "tissue", + "Consequently", + "holtz", + "imaged", + "Explain", + "experimentally", + "Whose", + "sheath", + "nThe", + "Meanwhile", + "Tissue" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Conversely", + "Otherwise", + "Consequently", + "txt", + "xlsx", + "Consequently", + "Thickness", + "Errors", + "Observe", + "Subs", + "Likewise", + "THAN", + "Simultaneously", + "ackle", + "sted", + "Similarly", + "Stellen", + "Conversely", + "Thickness", + "Submission", + "igation", + "graphic", + "Meanwhile", + "experimentally", + "ophore" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "Issues", + "endswith", + "Issues", + "Subs", + "Errors", + "plet", + "Say", + "ively", + "ackle", + "THAN", + "versa", + "othesis", + "obian", + "Judging", + "sign", + "Brains", + "Otherwise", + "Result", + "ingly", + "Proof", + "Try", + "ucid" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "ucid", + "othesis", + "ENDING", + "sign", + "THAN", + "Anyone", + "endswith", + "plet", + "ausea", + "ively", + "Issues", + "raction", + "acid", + "versa", + "ructure", + "Try", + "ackle", + "Subs", + "json", + "Salah", + "Results", + "RACT", + "Explain", + "Sign", + "coli", + "Sign" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ENDING", + "sign", + "Sign", + "black", + "igation", + "Judging", + "raction", + "orted", + "ature", + "icular", + "ight", + "hline", + "icularly", + "mselves", + "ausea", + "black", + "RACT", + "issues", + "ensively", + "acid", + "Anyone", + "ively", + "tend", + "Sign", + "urally", + "Issues", + "hair" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "end", + "The", + "This", + "Such", + "ight", + "Under", + "For", + "These", + "No", + "Sign", + "To", + "Copper", + "hline", + "Wait", + "Sub", + "When", + "he", + "ext", + "ending", + "ends", + "black", + "material", + "Tend", + "Soil", + "They", + "Another", + "ons", + "Let", + "sign", + "ajo", + "End", + "It" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "ductility", + "score": 12.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "much", + "output_checked": true + }, + { + "concept": "fracture", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "been", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "had", + "output_checked": true + }, + { + "concept": "cracks", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Small", + "output_checked": true + }, + { + "concept": "grain", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "across", + "output_checked": true + }, + { + "concept": "test", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "appeared", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "together", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "sized", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "during", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "area", + "output_checked": true + }, + { + "concept": "due", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "significantly", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "rele", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "of", + "output_checked": true + }, + { + "concept": "baik", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "become", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "had", + "output_checked": true + }, + { + "concept": "because", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "much", + "output_checked": true + }, + { + "concept": "reaching", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "before", + "output_checked": true + }, + { + "concept": "became", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "after", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "area", + "output_checked": true + }, + { + "concept": "elongated", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "brus", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "area", + "output_checked": true + }, + { + "concept": "dents", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "beat", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "Small", + "output_checked": true + }, + { + "concept": "logique", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "afect", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "lost", + "output_checked": true + }, + { + "concept": "VIOUS", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "datasheet", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "copper", + "output_checked": true + }, + { + "concept": "anyway", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "sebanyak", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "lost", + "output_checked": true + }, + { + "concept": "width", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "sectional", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "thickness", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "sectional", + "output_checked": true + }, + { + "concept": "strength", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "much", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "wang", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Kef", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "its", + "output_checked": true + }, + { + "concept": "consigo", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "area", + "output_checked": true + }, + { + "concept": "Eintrag", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "graders", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "catatan", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "Conspiracy", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "across", + "output_checked": true + }, + { + "concept": "ostat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "ello", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "area", + "output_checked": true + }, + { + "concept": "rage", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "doorstep", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "ResponseEntity", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "had", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "URCH", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "dazu", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "lobe", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "duke", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "final", + "output_checked": true + }, + { + "concept": "tier", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "tensile", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-03__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-ductile-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Energy-absorbing dimpled separation 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "An impact-tested structural metal absorbed substantial energy and developed broad lateral lips. Its failure surface was covered by rounded microscopic depressions.", + "prompt_tail": "impact-tested structural metal absorbed substantial energy and developed broad lateral lips. Its failure surface was covered by rounded microscopic depressions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-ductile-04", + "carrier_id": null, + "target_family": "ductile", + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "black", + "generated_token_ids": [ + 8916 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 684, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 37475 + }, + { + "label": "nucleation", + "best_rank": 3066, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 9743 + }, + { + "label": "coalescence", + "best_rank": 6192, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 30650 + }, + { + "label": "void", + "best_rank": 3820, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 5118 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "behalf", + "alike", + "asion", + "ients", + "orry", + "together", + "ogether", + "ilst", + "leness" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "persons", + "lle", + "ii", + "ients", + "gonna", + "alike", + "etc", + "leness", + "sic", + "d", + "eded", + "zis", + "ort", + "ie", + "ien", + "yses", + "nti", + "lly", + "l", + "ion", + "ih", + "ses", + "zes", + "arie", + "dia" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "gonna", + "sebagainya", + "etc", + "ients", + "lle", + "etc", + "leness", + "sic", + "persons", + "hence", + "alike", + "thereon", + "ions", + "ien", + "everybody", + "thereof", + "anybody", + "oides", + "yses", + "centre", + "grosse", + "Persons", + "zis", + "ometrical" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "persons", + "sebagainya", + "alike", + "thereto", + "thereon", + "yses", + "maupun", + "sic", + "therewith", + "hereafter", + "therefrom", + "herewith", + "ients", + "thereof", + "herein", + "thence", + "Persons", + "efectu", + "lle" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "maupun", + "alike", + "sic", + "thereto", + "thence", + "inasmuch", + "efectu", + "yses", + "thereof", + "vorhanden", + "skall", + "sebagainya", + "herein", + "aforesaid", + "persons", + "ients", + "lle", + "presently", + "thereon", + "eded", + "sexes", + "insofar" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "thereto", + "sic", + "furthermore", + "which", + "also", + "alike", + "whereas", + "whilst", + "maupun", + "however", + "therefore", + "although", + "Also", + "afterwards", + "thereon", + "skall", + "Concerning", + "thereof", + "consisted", + "although", + "indications", + "pertaining", + "yses" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "persons", + "thereto", + "indications", + "thereon", + "furthermore", + "Concerning", + "themselves", + "thereafter", + "pertaining", + "therefore", + "respectively", + "noted", + "thereby", + "edly", + "sequently", + "specimens", + "although", + "adjoining", + "although", + "namely", + "nevertheless", + "demikian", + "isements", + "indistinct", + "which" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "persons", + "thereto", + "furthermore", + "specimens", + "indistinct", + "presently", + "satisfactorily", + "histologic", + "thereby", + "idae", + "specimen", + "Moreover", + "aceous", + "Asiatic", + "itory", + "scarcely", + "thence", + "periodical", + "odorless", + "neither", + "hitherto", + "cerning", + "heretofore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "specimens", + "specimen", + "histological", + "micrograph", + "mottled", + "histologic", + "coloration", + "discolor", + "discoloration", + "indistinct", + "aceous", + "photograph", + "anod", + "epidermal", + "micrographs", + "atosis", + "odorless", + "bacter", + "pall", + "cuticle", + "thereto", + "microscopy", + "exfoli", + "Specimens", + "immunohist", + "periodical", + "Moreover", + "acial", + "enamel" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "specimen", + "micrograph", + "specimens", + "histological", + "micrographs", + "microscopy", + "bacter", + "coloration", + "mottled", + "photograph", + "staining", + "metallurgical", + "histologic", + "discoloration", + "observed", + "laboratory", + "immunohist", + "epidermal", + "hydrophilic", + "histology", + "Microscopy", + "scientific", + "examined", + "exhibit", + "photographic", + "silice", + "examination", + "characteristic", + "subsurface", + "radiographic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "micrograph", + "micrographs", + "histological", + "discoloration", + "observed", + "specimen", + "microscopy", + "coloration", + "mottled", + "bacter", + "specimens", + "staining", + "epidermal", + "indistinct", + "characteristic", + "cuticle", + "ocular", + "microscopic", + "satisfactorily", + "discolor", + "osserv", + "species", + "metallic", + "ocular", + "histologic", + "observations", + "metallic", + "metallurgical", + "Microscopy" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "histological", + "micrograph", + "bacter", + "microscopy", + "discoloration", + "specimen", + "coloration", + "micrographs", + "indicating", + "observed", + "Microscopy", + "specimens", + "staining", + "hydrophilic", + "discolor", + "indicate", + "indications", + "osserv", + "cuticle", + "histology", + "histologic", + "characteristic", + "species", + "peculiar", + "mineralization", + "indistinct", + "observations", + "microscopic", + "phyt" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "micrograph", + "histological", + "microscopy", + "coloration", + "discoloration", + "bacter", + "micrographs", + "patina", + "indicating", + "Microscopy", + "histology", + "characteristic", + "peculiar", + "uniformity", + "suggestive", + "observed", + "Characteristic", + "histologic", + "indicate", + "fluorescence", + "osserv", + "texture", + "specimen", + "indications", + "Untersuch", + "microstructure", + "discolor", + "mineralization" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "micrograph", + "histological", + "observed", + "specimen", + "microscopy", + "indications", + "observaciones", + "characteristic", + "Characteristic", + "osserv", + "Untersuch", + "Observation", + "indiquer", + "histology", + "indicating", + "observado", + "indicate", + "suggesting", + "peculiar", + "indica", + "indicative", + "micrographs", + "indicates" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "Furthermore", + "Which", + "whereas", + "who", + "Which", + "Furthermore", + "furthermore", + "whereupon", + "Whom", + "whose", + "whence", + "culminating", + "wherein", + "Finally", + "Meanwhile", + "During", + "whilst", + "witnesses", + "Whereas", + "concluding", + "Ultimately", + "Ultimately", + "Afterwards", + "Conversely", + "where", + "lyn", + "indicating", + "suggesting", + "reportedly", + "Consequently", + "documentary" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Similarly", + "furthermore", + "whereas", + "Similarly", + "Meanwhile", + "Furthermore", + "During", + "Conversely", + "Conversely", + "ertain", + "Also", + "During", + "Also", + "Yet", + "Consequently", + "Likewise", + "Ultimately", + "Ultimately", + "Eventually", + "Recently", + "likewise", + "Moreover", + "Yet", + "Recently", + "Eventually", + "Consequently", + "whereas", + "Nevertheless", + "Meanwhile", + "meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Conversely", + "Similarly", + "Meanwhile", + "Similarly", + "furthermore", + "Conversely", + "conversely", + "whereas", + "ertain", + "Also", + "Likewise", + "During", + "During", + "Yet", + "Afterwards", + "Alongside", + "Furthermore", + "requently", + "Simultaneously", + "atrical", + "Then", + "Also", + "likewise", + "meanwhile", + "priori", + "Whereas", + "Moreover", + "Later", + "Otherwise", + "Recently", + "Subsequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "furthermore", + "Furthermore", + "Whether", + "During", + "meanwhile", + "whereas", + "During", + "Perhaps", + "conversely", + "These", + "priori", + "His", + "Whether", + "Perhaps", + "Alongside", + "Also", + "Their", + "Simultaneously", + "Similarly", + "Finally", + "Likewise", + "Yet", + "Its", + "Probably", + "Though", + "Upon", + "Their", + "Furthermore", + "Similarly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Its", + "Meanwhile", + "Its", + "His", + "Their", + "Their", + "Lately", + "Yet", + "Recent", + "mselves", + "Yet", + "Recent", + "atrical", + "Recently", + "elae", + "Belong", + "Enfin", + "Worry", + "whereas", + "They", + "Along", + "Conversely", + "theirs", + "Conversely", + "Sein", + "olerance", + "andia", + "hers" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Its", + "Meanwhile", + "His", + "Recent", + "Conversely", + "nThe", + "Furthermore", + "Recently", + "mselves", + "His", + "Their", + "Recent", + "Moreover", + "During", + "Lately", + "Along", + "During", + "Within", + "Upon", + "Along", + "Conversely", + "Belong", + "Consequently", + "Shouldn", + "Also", + "Another", + "Likely", + "Whose", + "Yet" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Recent", + "Its", + "His", + "His", + "nThe", + "Their", + "Recent", + "Recently", + "Another", + "Conversely", + "Meanwhile", + "Lately", + "Furthermore", + "mselves", + "nPlease", + "Yet", + "Moreover", + "Upon", + "Whose", + "These", + "During", + "Consequently", + "They", + "Welcome", + "And", + "Their", + "Shouldn", + "Along", + "Conversely" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "nThe", + "Conversely", + "His", + "They", + "Its", + "These", + "ockets", + "Likewise", + "Though", + "Its", + "Their", + "endum", + "ithin", + "Moreover", + "Upon", + "Yet", + "Recent", + "Hence", + "Conversely", + "Those", + "His", + "Welcome", + "Secondly", + "conversely", + "Recently", + "Although", + "Also", + "Another", + "And", + "Similarly" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "oint", + "rive", + "opy", + "ield", + "union", + "iece", + "othesis", + "amers", + "UMENT", + "json", + "balls", + "Aren", + "irst", + "uments", + "rund", + "ithin", + "js", + "Subsection", + "Wat", + "Its", + "Errors", + "endswith", + "Subsection" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "UMENT", + "opy", + "rive", + "union", + "othesis", + "iece", + "uments", + "THAN", + "fler", + "Copy", + "ufs", + "ield", + "ingly", + "plet", + "ULAR", + "doe", + "ument", + "ulls", + "oint", + "Union", + "php", + "Arguments" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "UMENT", + "ument", + "uments", + "Subsection", + "Arguments", + "unction", + "dot", + "Arguments", + "elen", + "fler", + "osition", + "ingly", + "union", + "uj", + "subs", + "Subs", + "UpperBound", + "stens", + "dehyde", + "doe", + "undes", + "Subsection", + "underline", + "upati", + "ector", + "uber" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "black", + "subs", + "bl", + "ument", + "Black", + "blank", + "copy", + "union", + "dot", + "snowflake", + "errors", + "umb", + "bull", + "substrate", + "open", + "Subsection", + "under", + "meet", + "unal", + "substring", + "prints", + "jpg", + "bor", + "pipe", + "deep", + "Subs", + "subsection", + "bye", + "fast", + "skip", + "loads", + "equipment" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 259958, + 187800, + 161707, + 186679, + 193184, + 201848, + 155146, + 71007, + 10154, + 668, + 685, + 4122, + 8559, + 17437, + 174434, + 236668, + 184435, + 184516, + 186395, + 168773, + 145216, + 172773, + 113216, + 148414, + 230277, + 216598 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 217112, + 189857, + 197631, + 235169, + 231276, + 169691, + 50481, + 67263, + 4008, + 1552, + 4385, + 3067, + 9320, + 7331, + 69929, + 62258, + 49583, + 83929, + 52418, + 47538, + 15302, + 27891, + 58231, + 94889, + 136970, + 34889 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 250100, + 250020, + 222004, + 243903, + 240438, + 181302, + 69800, + 86570, + 15017, + 9079, + 6193, + 14525, + 7144, + 31805, + 24382, + 21077, + 10935, + 64238, + 49163, + 62447, + 60401, + 68637, + 88005, + 95845, + 193983, + 70462 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 22510, + 4576, + 8804, + 8002, + 18943, + 12395, + 15671, + 14191, + 17408, + 5995, + 5565, + 4352, + 3821, + 4753, + 16989, + 55060, + 147044, + 71755, + 62874, + 83237, + 102342, + 36416, + 8435, + 4433, + 10630, + 978 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 51490, + 148374, + 168420, + 90763, + 37476, + 118222, + 172609, + 59251, + 78583, + 118451, + 86850, + 169475, + 181202, + 223157 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 225702, + 236645, + 199688, + 230322, + 243306, + 191323, + 185168, + 9744, + 45079, + 66244, + 80444, + 87962, + 94101, + 62920 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 159840, + 259938, + 236009, + 174964, + 235223, + 229607, + 109060, + 30651, + 76427, + 185017, + 115105, + 115130, + 117080, + 80787 + ] + }, + { + "label": "void", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 101959, + 199497, + 104211, + 23637, + 100183, + 20366, + 24626, + 68937, + 113832, + 68235, + 15558, + 18786, + 7024, + 5119 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "demonstrates", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "because", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "An", + "output_checked": true + }, + { + "concept": "deformation", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "during", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "characterized", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "was", + "output_checked": true + }, + { + "concept": "ductile", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "tested", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 6.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "several", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "demonstrations", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "fracture", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "by", + "output_checked": true + }, + { + "concept": "significant", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "numerous", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "which", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "before", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "showed", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "with", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "indicative", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "lateral", + "output_checked": true + }, + { + "concept": "indicating", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "specimen", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "tested", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "exhibited", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "steel", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "withstand", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "became", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "example", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "remained", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "occurred", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "protruding", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "lips", + "output_checked": true + }, + { + "concept": "smooth", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rounded", + "output_checked": true + }, + { + "concept": "micrograph", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "coloration", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "was", + "output_checked": true + }, + { + "concept": "decoration", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "demonstrable", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "microscope", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "aircraft", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "tested", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "damage", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "modifications", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "lateral", + "output_checked": true + }, + { + "concept": "characteristics", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "impacts", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "contours", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "rounded", + "output_checked": true + }, + { + "concept": "discontinuities", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "component", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "assessment", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cracks", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "excuse", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "An", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "Applications", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "mode", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "alongside", + "score": 2.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "An", + "output_checked": true + }, + { + "concept": "tensile", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "kinetic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "sustained", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "discernible", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "was", + "output_checked": true + }, + { + "concept": "glistening", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "covered", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "quantos", + "nada", + "Hail", + "anque", + "trump", + "Kwa", + "punkte", + "ervan", + "diagonal", + "wand", + "undos", + "groin", + "addRow" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "lev", + "Sob", + "opat", + "stir", + "Rid", + "channel", + "Doyle", + "ago", + "Cann", + "Mannes", + "tons", + "grac", + "Cole", + "Tit", + "Pres", + "Blanch", + "trem", + "exp", + "dim" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "Doyle", + "opat", + "lev", + "rid", + "pris", + "Champ", + "Pres", + "stir", + "ago", + "essional", + "Sob", + "Proc", + "chum", + "ocy", + "Cann", + "Rid", + "grac", + "Kort", + "Cole", + "osus", + "Dorn" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "def", + "champ", + "ilj", + "essional", + "Sesam", + "olyte", + "ilg", + "tfrac", + "ago", + "Ran", + "reu", + "Langer", + "alk", + "Sod", + "onn", + "chum", + "liq", + "grac", + "ran", + "Rey", + "noch" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "grac", + "ilj", + "ago", + "Mani", + "essional", + "dim", + "Cann", + "Reis", + "nguy", + "tfrac", + "olyte", + "Guy", + "tek", + "onn", + "chum", + "Pres", + "Sur", + "Beet", + "Sod", + "Grac", + "amb" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ual", + "rem", + "ilers", + "hst", + "atus", + "Vo", + "WOR", + "susp", + "Green", + "idence", + "det", + "ORS", + "Green", + "sol", + "amb", + "sn", + "oben", + "Su", + "illing", + "fram", + "yn", + "wyst", + "VERE", + "Hs" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "don", + "kick", + "side", + "Green", + "HI", + "tools", + "seq", + "Sol", + "tool", + "dad", + "contr", + "trading", + "bro", + "tail", + "demos", + "MI", + "Ort" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "tool", + "HI", + "side", + "sol", + "tail", + "seq", + "trading", + "dad", + "kick", + "Green", + "ORS", + "yal", + "demos", + "duct", + "select" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "sol", + "tail", + "side", + "Green", + "kick", + "select", + "record", + "duct", + "uct", + "tool", + "tools", + "remen", + "Select", + "Sol", + "rem", + "HI", + "straight", + "mei", + "dad" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "fetch", + "subject", + "sus", + "ettle", + "greet", + "Select", + "felt", + "select", + "common", + "greeting", + "switch", + "listener", + "RECE", + "OOSE", + "discussed", + "cdots", + "scope", + "TAM", + "data", + "Green", + "betre", + "lives", + "Greeting" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greeting", + "greet", + "ettle", + "listener", + "Greeting", + "fetch", + "RECE", + "usel", + "Greet", + "scope", + "felt", + "switch", + "sleeping", + "isselle", + "receive", + "titles", + "racial", + "meetings", + "COUN", + "discussed", + "subject", + "betre" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "cruciate", + "breath", + "enswert", + "ifiably", + "Leng", + "DIF", + "BL", + "bean", + "wij", + "Ama", + "Apa", + "elang", + "shot", + "castellan", + "elli", + "lb", + "backpacks", + "value", + "LAP", + "acorn", + "shot", + "berl", + "Parm", + "DEFGHI" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "bosses", + "despert", + "assol", + "cribable", + "ploy", + "theit", + "bookshelf", + "kilo", + "hnung", + "playlists", + "pelanggan" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ogado", + "deka", + "brus", + "okol", + "grud", + "archery", + "God", + "god", + "bookshelf", + "jogar", + "assol" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Jahres", + "logical", + "Das", + "hra", + "dabei", + "logic", + "ssk", + "logical", + "Poly", + "Apakah", + "erves", + "tier", + "kau", + "welt", + "oun", + "gav", + "routed" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "Verw", + "idic", + "idium", + "Stein", + "ounding", + "wir", + "skips", + "etically", + "wij", + "morally", + "Warr", + "tier", + "wert", + "Engl", + "routing", + "lova", + "Versions", + "ounced", + "verw", + "Rew", + "halk" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "spf", + "sain", + "adn" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "cantilever", + "forward", + "sky", + "radios", + "etzen", + "unders", + "orescence", + "seasoning", + "analytically", + "Peters", + "interiors", + "simultaneously", + "rawValue", + "sleep", + "meteor", + "Ansch", + "Physically", + "synthes", + "slash", + "foreground", + "spoken", + "physically" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "nThe", + "Similarly", + "Meanwhile", + "thought", + "mselves", + "theirs", + "Their", + "Thought", + "thought", + "Character", + "nPlease", + "iknya", + "Thought", + "Summary", + "roar", + "Weekly", + "Indications", + "vice", + "viewing", + "alike", + "originals", + "Subs", + "weekly", + "Yours", + "pleasures", + "Weekly" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Others", + "Consequently", + "Meanwhile", + "nThe", + "Furthermore", + "Compared", + "Moreover", + "Symptoms", + "nPlease", + "Other", + "mselves", + "Conclusion", + "Its", + "SCs", + "Additionally", + "Conversely", + "iknya", + "Moreover", + "meanwhile", + "LessThan", + "nCurrent", + "Simultaneously", + "Other", + "Earlier" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Consequently", + "nThe", + "Others", + "nPlease", + "Appearance", + "mselves", + "Earlier", + "Symptoms", + "Meanwhile", + "Symptoms", + "iknya", + "Moreover", + "ound", + "autres", + "Earlier", + "Its", + "Conversely", + "Furthermore", + "Conclusions", + "Recent", + "Mm" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Otherwise", + "Subs", + "Furthermore", + "Others", + "Consequently", + "Errors", + "Consequently", + "Otherwise", + "Others", + "Ships", + "txt", + "Brief", + "outflows", + "ImagePath", + "imiter", + "ound", + "essages", + "Recently", + "Within", + "ounding", + "Initially", + "conversely", + "Recently", + "Conversely", + "Conclusions", + "ointers", + "Errors", + "versa" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Errors", + "Representation", + "ound", + "Subs", + "ield", + "Proof", + "balls", + "errors", + "endswith", + "oints", + "aterials", + "flake", + "Observers", + "iterrows", + "Otherwise", + "othesis", + "wich", + "NotNull", + "versa", + "Taken", + "Errors", + "Pointing", + "ingly", + "imiter", + "Otherwise", + "Error" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Errors", + "ound", + "othesis", + "Subs", + "begin", + "setType", + "endswith", + "Meanwhile", + "Secondly", + "flake", + "oints", + "iterrows", + "aterials", + "Symptoms", + "Observers", + "During", + "UMENT", + "mselves", + "Set", + "Emission", + "ball", + "errors", + "Otherwise", + "balls", + "miques" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "mselves", + "inations", + "ImagePath", + "wich", + "ATIVES", + "igate", + "Subs", + "aterials", + "anger", + "igator", + "stens", + "unders", + "ound", + "ctors", + "ATER", + "setType", + "ipation", + "oticons", + "atives", + "aints", + "sters", + "ointers", + "ulat", + "Secondly", + "elen" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "union", + "okia", + "errors", + "subs", + "ound", + "meet", + "et", + "end", + "entr", + "embers", + "entry", + "oids", + "iterrows", + "The", + "copy", + "dot", + "deep", + "His", + "begin", + "circ", + "unnumbered", + "ets", + "black", + "igate", + "unction", + "equals", + "erre", + "elen", + "arrows", + "etches", + "underland" + ] + } + ], + "logit_surprising": [ + { + "concept": "fracture", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "deformation", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "ductile", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "indicative", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "characterized", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "was", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "with", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "prong", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "ilm", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "remained", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "showed", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "steel", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "God", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "duke", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "indicating", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "before", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "ausge", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "An", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "spf", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "by", + "output_checked": true + }, + { + "concept": "without", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "lips", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "ductility", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "debido", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "lips", + "output_checked": true + }, + { + "concept": "occurred", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "fractures", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ASTM", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "tested", + "output_checked": true + }, + { + "concept": "specimen", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "tested", + "output_checked": true + }, + { + "concept": "exhibited", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "mode", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "Errors", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "An", + "output_checked": true + }, + { + "concept": "CRED", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rounded", + "output_checked": true + }, + { + "concept": "Viva", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "inilah", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "cruciate", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "threaten", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "golfer", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "by", + "output_checked": true + }, + { + "concept": "rozs", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "rounded", + "output_checked": true + }, + { + "concept": "reim", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "Nonetheless", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "brus", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "lateral", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "sacrific", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "gage", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Stein", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "powered", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "involves", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "cantilever", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "impacts", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "Driven", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "exemplifies", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "remarkably", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "amount", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "substantial", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-04__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-ductile-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Energy-absorbing dimpled separation 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A pressurized metal tube bulged strongly before opening. The torn wall displayed elongated pits near the surface and deeper equiaxed pits toward the center.", + "prompt_tail": "A pressurized metal tube bulged strongly before opening. The torn wall displayed elongated pits near the surface and deeper equiaxed pits toward the center.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-ductile-05", + "carrier_id": null, + "target_family": "ductile", + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "event", + "generated_token_ids": [ + 5106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 299, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 20836 + }, + { + "label": "nucleation", + "best_rank": 4892, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 14819 + }, + { + "label": "coalescence", + "best_rank": 2878, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 62994 + }, + { + "label": "void", + "best_rank": 16451, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 3425 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "asons", + "asion", + "ilst", + "behalf", + "orry", + "ammed", + "leness", + "together" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "alike", + "leness", + "wards", + "ii", + "ses", + "zes", + "eries", + "dia", + "eded", + "lly", + "d", + "ion", + "ie", + "atre", + "eness", + "arie", + "nto", + "ort", + "ued", + "ided", + "outh", + "ids", + "ither", + "persons", + "xd", + "zia", + "orie", + "aska" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "persons", + "xd", + "thereof", + "aid", + "thereon", + "ions", + "ii", + "mente", + "gonna", + "dia", + "oides", + "leness", + "ids", + "wards", + "maupun", + "etc", + "ients", + "oso", + "ILD", + "olid", + "eries", + "ion", + "ort" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "oides", + "ented", + "thereon", + "persons", + "yses", + "urized", + "youths", + "goers", + "persons", + "aken", + "maupun", + "idences", + "issances", + "udos", + "thereto", + "elingen", + "ortheast", + "ued", + "ided", + "enced", + "ovid", + "orable", + "thereafter", + "dia", + "cedures" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "maupun", + "persons", + "ided", + "oides", + "thereafter", + "thereto", + "thereon", + "yses", + "ued", + "aken", + "udos", + "edly", + "sic", + "stuffs", + "amera", + "arters", + "filmed", + "persons", + "CTED", + "oid", + "ially", + "enced", + "oraz", + "sowie", + "indications", + "dia", + "ct" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "Additionally", + "utilized", + "indications", + "afterward", + "indicating", + "thereon", + "also", + "Additionally", + "Util", + "utilizing", + "consisted", + "regarding", + "photographs", + "reportedly", + "thereto", + "towards", + "noted", + "concerning", + "indicated", + "subsequently", + "exhibited", + "Regarding", + "goers", + "personnel" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "characteristics", + "indications", + "characterized", + "thereto", + "later", + "respectively", + "noted", + "specimens", + "noticeable", + "Characteristics", + "themselves", + "indicating", + "thereafter", + "concomit", + "which", + "their", + "areas", + "notable", + "localities", + "coloration", + "latter", + "characteristic", + "utilized", + "exhibiting", + "suggestive", + "spersed", + "mainly", + "suggesting", + "utilization", + "morphology" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "coloration", + "concomit", + "noted", + "indications", + "noteworthy", + "indistinct", + "characteristics", + "examined", + "specimens", + "locality", + "characterized", + "notable", + "Disposition", + "whereas", + "suggesting", + "noticeable", + "morphology", + "suggestive", + "persons", + "characteristic", + "specimen", + "lacking", + "salient", + "concomitant", + "thereof", + "vicinity", + "satisfactorily", + "neoplas" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "morphology", + "coloration", + "mottled", + "discoloration", + "morphologies", + "histological", + "striated", + "concomit", + "Morphology", + "metallurgical", + "indicative", + "incipient", + "suggestive", + "mandibular", + "benthic", + "indistinct", + "morphological", + "suggesting", + "specimens", + "acial", + "distal", + "yellowish", + "subsurface", + "discolor", + "proximate", + "facies", + "textural", + "bacter", + "characteristic", + "lith", + "periphery", + "delineated" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "coloration", + "diagnostic", + "striated", + "mottled", + "morphology", + "discoloration", + "exhibit", + "histological", + "observed", + "specimen", + "metallurgical", + "specimens", + "exhibiting", + "subsurface", + "staining", + "morphological", + "stratigraphic", + "diagnostic", + "morphologies", + "histology", + "Diagnostic", + "pigmentation", + "benthic", + "characteristic", + "microscopy", + "Diagnostic", + "sediment", + "observable", + "anatomical", + "hypertro" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "coloration", + "discoloration", + "observed", + "diagnostic", + "staining", + "striated", + "mottled", + "visible", + "exhibit", + "morphology", + "anatomical", + "histological", + "stratigraphic", + "deform", + "necro", + "hypertro", + "diagnostic", + "specimen", + "carcinoma", + "ocular", + "observable", + "distinguishing", + "exhibiting", + "necrosis", + "symptomatic", + "scarring", + "metallurgical", + "morphological" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "discoloration", + "coloration", + "diagnostic", + "necrosis", + "excav", + "staining", + "morphology", + "Diagnostic", + "symptomatic", + "histological", + "Diagnostic", + "excavated", + "stratigraphic", + "diagnostic", + "diagnose", + "discolor", + "observed", + "sediment", + "specimen", + "exhibiting", + "reddish", + "Sediment", + "scarring", + "Diagnosis", + "striated", + "histology", + "morphologies", + "visible" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "distinguishing", + "distinguish", + "differentiated", + "coloration", + "differentiating", + "differentiation", + "differentiate", + "stratified", + "differentiates", + "morphology", + "stratification", + "distinguishable", + "diferenciar", + "observed", + "diagnostic", + "distinguishes", + "Differentiation", + "distinct", + "characteristics", + "differential", + "indicating", + "specimen", + "diagnose", + "contrasting", + "characterizing", + "differentially", + "diferenci" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "distinguishing", + "coloration", + "differentiated", + "distinguish", + "differentiating", + "differentiate", + "icolored", + "distinguishes", + "distinguishable", + "ifferentiating", + "differentiates", + "diferenciar", + "contrasting", + "observed", + "morphology", + "Mixed", + "ifferentiated", + "Differentiation", + "morphologies", + "differentially", + "stratified", + "differentiation", + "specimen", + "reddish", + "separable" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Afterwards", + "subsequently", + "later", + "subsequent", + "commentators", + "testimonies", + "further", + "Eventually", + "photographs", + "Subsequently", + "During", + "documentary", + "Later", + "Interestingly", + "demonstrations", + "reports", + "Subsequently", + "Notably", + "commentaries", + "various", + "During", + "evidence", + "publicly", + "witnesses", + "Ultimately", + "questions", + "increasingly", + "characterized", + "accompanying", + "Furthermore", + "Later" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Also", + "Meanwhile", + "Afterwards", + "During", + "Later", + "Furthermore", + "Then", + "Their", + "Also", + "During", + "Similarly", + "Recently", + "Similarly", + "Eventually", + "Subsequently", + "furthermore", + "Conversely", + "Simultaneously", + "Its", + "Their", + "Recently", + "Ultimately", + "Its", + "Later", + "Interestingly", + "Secondly", + "Conversely", + "Afterward", + "Likewise", + "Previously" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Similarly", + "Similarly", + "Meanwhile", + "Conversely", + "furthermore", + "During", + "Conversely", + "Simultaneously", + "Then", + "Also", + "During", + "Furthermore", + "meanwhile", + "Likewise", + "Secondly", + "Afterwards", + "Subsequently", + "conversely", + "Alongside", + "Afterward", + "Its", + "Recently", + "Moreover", + "whereas", + "Also", + "Later", + "Otherwise", + "mselves", + "Additionally", + "Consequently", + "Currently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "During", + "furthermore", + "They", + "Their", + "Similarly", + "Simultaneously", + "Similarly", + "conversely", + "Their", + "During", + "Equally", + "Furthermore", + "Likewise", + "Both", + "Finally", + "theirs", + "Alongside", + "Conversely", + "Whether", + "Both", + "They", + "Secondly", + "Conversely", + "While", + "Its", + "Luckily", + "tandis", + "herum", + "whereas" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Meanwhile", + "Yours", + "Lately", + "Its", + "Along", + "Along", + "Conversely", + "Conversely", + "Their", + "meanwhile", + "Contrast", + "Worry", + "Its", + "Their", + "whereas", + "conversely", + "theirs", + "Compared", + "Weekend", + "Yesterday", + "Rather", + "Simultaneously", + "They", + "Recently", + "During", + "tandis", + "Enfin", + "mselves", + "Yet", + "Recent" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "There", + "Its", + "Moreover", + "Compared", + "Its", + "Consequently", + "Along", + "Yours", + "Recent", + "Conversely", + "Furthermore", + "There", + "Lately", + "Recently", + "While", + "Along", + "During", + "Moreover", + "They", + "Within", + "Regardless", + "nThe", + "Each", + "Consequently", + "Conversely", + "Similarly", + "Contrast", + "mselves" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Meanwhile", + "There", + "Recent", + "Consequently", + "Moreover", + "Conversely", + "While", + "Yours", + "Compared", + "Its", + "Welcome", + "Along", + "Lately", + "There", + "Furthermore", + "Its", + "Recently", + "nThe", + "Regardless", + "During", + "Each", + "Both", + "They", + "Yet", + "Moreover", + "Consequently", + "Contrast", + "Similarly", + "Recent", + "Conversely", + "furthermore", + "meanwhile" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Both", + "There", + "They", + "While", + "Likewise", + "Threats", + "Conversely", + "Welcome", + "Meanwhile", + "Each", + "Similarly", + "Alternatively", + "LessThan", + "Yet", + "Unless", + "Recently", + "Although", + "Moreover", + "Competition", + "Secondly", + "Though", + "Consequently", + "Allow", + "Observe", + "ImagePath", + "Denote", + "Needless", + "txt", + "Its", + "Along", + "Supplies" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "Exceptions", + "Welcome", + "Allow", + "Similarly", + "UMENT", + "Weak", + "Yours", + "Applications", + "balls", + "Repeat", + "Please", + "Dont", + "Furthermore", + "Alternatively", + "Secondly", + "THAN", + "Aren", + "ErrorMessage", + "Alien", + "piece", + "ulls", + "exceptions", + "Vet", + "Machinery" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Repeat", + "THAN", + "Meanwhile", + "Please", + "UMENT", + "Similarly", + "Yours", + "iece", + "Exceptions", + "Vet", + "Welcome", + "Whereas", + "Trailer", + "Alien", + "ument", + "Furthermore", + "Repeat", + "Weak", + "Wanna", + "obar", + "Hurricane", + "Acute", + "There" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Applications", + "Anwendungen", + "Allow", + "Applicants", + "APPLICATIONS", + "Welcome", + "Applications", + "Rating", + "Meanwhile", + "Aplikasi", + "TYPES", + "Application", + "Arguments", + "Exceptions", + "Equipment", + "hari", + "Ratings", + "Algorithms", + "Tanks", + "SearchResults", + "Arguments", + "pb", + "applications" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "event", + "full", + "balanced", + "early", + "bullet", + "each", + "plain", + "bullets", + "applied", + "application", + "equipment", + "fair", + "trick", + "black", + "hybrid", + "serious", + "evenly", + "branch", + "distributions", + "section", + "details", + "quick", + "continuous", + "bull", + "open", + "relaxed", + "gri", + "learned", + "highlight", + "ond", + "applications", + "belongs" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 259838, + 186415, + 183379, + 122215, + 169860, + 136704, + 29093, + 13711, + 937, + 135, + 300, + 1412, + 3693, + 33753, + 151046, + 242565, + 222421, + 174179, + 206715, + 183337, + 146153, + 162254, + 115727, + 194652, + 225946, + 106223 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 211425, + 191597, + 224410, + 210370, + 216490, + 167194, + 38934, + 50526, + 1845, + 3200, + 10989, + 4893, + 15349, + 85387, + 143139, + 84589, + 61160, + 20636, + 15661, + 21461, + 12071, + 22544, + 55821, + 93576, + 108590, + 18036 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 249410, + 245236, + 226369, + 226365, + 195105, + 95572, + 6743, + 13781, + 802, + 1625, + 2891, + 3223, + 2879, + 9682, + 20508, + 36878, + 30246, + 81820, + 80109, + 68734, + 64269, + 69329, + 122708, + 115237, + 168536, + 50020 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 29336, + 5675, + 11982, + 10792, + 22196, + 11538, + 12346, + 6353, + 22484, + 24176, + 21061, + 23138, + 16452, + 51136, + 52067, + 37505, + 86762, + 29304, + 66400, + 75181, + 64931, + 59811, + 116632, + 57157, + 52923, + 556 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 21337, + 137892, + 123254, + 20837, + 186868, + 196166, + 187223, + 153816, + 150896, + 182273, + 166862, + 156656, + 176512, + 235056 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 191926, + 159864, + 183729, + 206426, + 243222, + 218344, + 183044, + 14820, + 31648, + 43913, + 53199, + 16762, + 39679, + 27274 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 216069, + 261128, + 240864, + 142279, + 227235, + 222322, + 93460, + 62995, + 110208, + 222279, + 152787, + 134712, + 211250, + 149808 + ] + }, + { + "label": "void", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 34698, + 207338, + 63684, + 24874, + 117072, + 27731, + 41098, + 148664, + 72958, + 49706, + 14293, + 28701, + 9733, + 3426 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "several", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "where", + "score": 12.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "nearby", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "near", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "opening", + "output_checked": true + }, + { + "concept": "was", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "wall", + "output_checked": true + }, + { + "concept": "later", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "closer", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "outwards", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "because", + "score": 5.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "whereas", + "score": 5.0, + "best_rank": 11, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ripping", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "torn", + "output_checked": true + }, + { + "concept": "shallower", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "which", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "became", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "bul", + "output_checked": true + }, + { + "concept": "becoming", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "before", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "autoclave", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "designed", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "tube", + "output_checked": true + }, + { + "concept": "pressure", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "cavities", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "morphology", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "noticeable", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "near", + "output_checked": true + }, + { + "concept": "quarters", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "during", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "indicating", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "seams", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "torn", + "output_checked": true + }, + { + "concept": "interior", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "revealed", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "wall", + "output_checked": true + }, + { + "concept": "container", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "wrinkles", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "rupture", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "bulging", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "detonation", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "opening", + "output_checked": true + }, + { + "concept": "onlookers", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "exposed", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "wall", + "output_checked": true + }, + { + "concept": "protruding", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "radial", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "iax", + "output_checked": true + }, + { + "concept": "startled", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "horrifying", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "revealing", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "cutaneous", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "nearer", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "swelling", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "isotropic", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "iax", + "output_checked": true + }, + { + "concept": "holes", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "distinguishing", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "craters", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "underwent", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "bul", + "output_checked": true + }, + { + "concept": "atmosphere", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "began", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "tube", + "output_checked": true + }, + { + "concept": "suddenly", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "before", + "output_checked": true + }, + { + "concept": "demonstrations", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "yet", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "torn", + "output_checked": true + }, + { + "concept": "irony", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "chunks", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "clusters", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "intricate", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "displayed", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "quantos", + "Hail", + "wand", + "punkte", + "nada", + "ervan", + "NORE", + "undos", + "Kwa", + "ukun", + "trump", + "nok", + "tantos" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "opat", + "reu", + "trem", + "champ", + "channel", + "grac", + "muut", + "rid", + "stir", + "pres", + "Cann", + "Yuk", + "olyte", + "prof", + "Pres" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "champ", + "opat", + "reu", + "wedge", + "Pres", + "Cham", + "pres", + "rid", + "Proc", + "plo", + "chum", + "Clon", + "channel" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "champ", + "tfrac", + "wedge", + "reu", + "chum", + "Reis", + "olyte", + "Lef", + "ilj", + "sco", + "liq", + "essional", + "ilg" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "tfrac", + "wedge", + "Mani", + "Frem", + "ilj", + "Reis", + "essional", + "Durch", + "tene", + "olyte", + "ago", + "grac", + "Lef" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "ilers", + "amb", + "detached", + "hst", + "det", + "yn", + "aan", + "ual", + "side", + "sn", + "icot", + "WOR", + "VERE", + "illing", + "idence", + "olare", + "sag", + "Sed", + "amba", + "Rem", + "ieden", + "oben" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "bro", + "kick", + "HI", + "Green", + "Sol", + "tools", + "tool", + "trading", + "demos", + "das", + "turbo", + "nial", + "contr", + "Me", + "geme", + "OHC", + "ear", + "mei", + "Ear", + "seq", + "verz" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "tool", + "sol", + "select", + "trading", + "turbo", + "rem", + "Select", + "tail", + "yal", + "kick", + "HI", + "dad", + "demos", + "Zealand", + "truncate", + "tit", + "lives", + "mei", + "remen" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "select", + "side", + "sol", + "Sol", + "Select", + "tail", + "blank", + "Green", + "uct", + "record", + "rem", + "polar", + "polar", + "fitting", + "chal", + "kick", + "tools", + "trading" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "linear", + "fetch", + "ettle", + "switch", + "select", + "subject", + "side", + "listener", + "sus", + "discussed", + "common", + "Green", + "WO", + "RECE", + "Listener", + "tit", + "talk", + "dynamic", + "lives", + "greeting", + "discuss", + "OOSE" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "switch", + "ettle", + "fetch", + "diet", + "discuss", + "greet", + "linear", + "coffee", + "RECE", + "tit", + "listener", + "greeting", + "power", + "discussed", + "data", + "subject", + "dynamic", + "notify", + "native", + "credits", + "trading", + "Greeting", + "common", + "Select", + "Diet", + "calling", + "Listener", + "detail" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "brush", + "dued", + "odeling", + "odora", + "sang", + "meli", + "BAG", + "rion", + "brush", + "robes", + "acclaim", + "nows", + "bag", + "elang", + "restart", + "oders", + "rell" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "kulit", + "restart", + "Restart", + "dictionaries", + "cama", + "iob", + "spielt", + "bali", + "anger", + "ville", + "hnung", + "Critics", + "dicts", + "despert", + "pickle", + "milion", + "pick", + "pressed", + "icules", + "restart", + "lick", + "oyam", + "dusted", + "kik", + "gelegen" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "brus", + "god", + "toch", + "kund", + "dents", + "berj", + "bookshelf", + "rug", + "defer", + "folklore", + "jogar", + "brushless", + "holz", + "viol", + "Yat" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "tier", + "logic", + "father", + "ausge", + "welt", + "tiered", + "edit", + "deniz", + "logical", + "Ber", + "olidated", + "segmented", + "logic", + "largement", + "Tug" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "tier", + "Gut", + "spf", + "dazu", + "ausge", + "altung", + "Versions", + "tti", + "wij", + "ham", + "wir", + "verw", + "discord", + "idic", + "ectors", + "urge", + "iy", + "Verw", + "cev", + "idium", + "mozz", + "duke", + "dill", + "Stein" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "fawn", + "ilm", + "adn", + "mediana", + "szen", + "segment", + "spf", + "parent", + "baik", + "quadrant", + "ior" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "vice", + "riser", + "sprawl", + "spoken", + "boil", + "sav", + "ornament", + "slit", + "seasoning", + "horizontal", + "simultaneously", + "foreground", + "cran", + "alike", + "wearer" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Weekly", + "alike", + "weekly", + "Similarly", + "Meanwhile", + "Yours", + "Subs", + "Thought", + "pleasures", + "Together", + "Weekly", + "Simultaneously", + "Along", + "Thick", + "Thirdly", + "Accent", + "Recorded", + "Together", + "backing", + "rebounding", + "Emp", + "viewing", + "Similarly" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Moreover", + "Consequently", + "Compared", + "Explain", + "Furthermore", + "Meanwhile", + "Simultaneously", + "There", + "Yours", + "Similarly", + "nThe", + "Along", + "Conversely", + "Symptoms", + "Bigger", + "Its", + "Others", + "meanwhile", + "Consequently", + "Thirty", + "Earlier", + "Sound", + "Likewise" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "ImageUrl", + "There", + "Meanwhile", + "Similarly", + "Yours", + "Consequently", + "Moreover", + "Furthermore", + "Angle", + "Compared", + "Likewise", + "Explain", + "Conversely", + "nThe", + "Symptoms", + "Acute", + "There", + "Equally", + "ImagePath", + "Along", + "Moreover", + "Elbow", + "Earlier", + "Simultaneously", + "Recently", + "Bigger" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Similarly", + "html", + "Consequently", + "ImageUrl", + "Recently", + "txt", + "There", + "Unlike", + "Alternatively", + "Likewise", + "Conversely", + "Otherwise", + "Allow", + "Peripheral", + "OfThe", + "ImagePath", + "Both", + "Moreover", + "Simultaneously", + "Repeat", + "Along", + "Historically", + "furthermore", + "htm", + "Except" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "html", + "Similarly", + "Meanwhile", + "Allow", + "Repeat", + "Both", + "json", + "Secondly", + "aspx", + "heading", + "htm", + "Otherwise", + "letas", + "Recently", + "Alien", + "Welcome", + "imiter", + "And", + "conversely", + "Logic", + "Model", + "Angle", + "Exceptions", + "Let", + "Weak", + "Secondly" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Repeat", + "Meanwhile", + "Similarly", + "json", + "Both", + "html", + "Each", + "Recently", + "Secondly", + "Weak", + "Let", + "Welcome", + "Same", + "Otherwise", + "Allow", + "Early", + "This", + "Along", + "Assuming", + "aspx", + "It", + "Equally", + "imiter", + "Model", + "Modern", + "heading", + "Secondly", + "versa", + "By" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Similarly", + "Welcome", + "Secondly", + "Allow", + "Secondly", + "urally", + "versa", + "Repeat", + "json", + "ingly", + "Meanwhile", + "imiter", + "html", + "Please", + "heading", + "htm", + "ppt", + "originally", + "Again", + "ATED", + "Both", + "Application", + "slide", + "oki", + "Assuming" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "section", + "This", + "full", + "bullet", + "It", + "A", + "Let", + "apply", + "Please", + "basin", + "There", + "applied", + "exceptions", + "application", + "again", + "passage", + "bor", + "His", + "fail", + "Diss", + "pdf", + "ated", + "ular", + "When", + "pipe", + "Early", + "bull", + "open", + "They", + "These" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "verw", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "iax", + "output_checked": true + }, + { + "concept": "outwards", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "interior", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "brus", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "rupture", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "jagged", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "where", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "depressions", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "designed", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "tube", + "output_checked": true + }, + { + "concept": "indicative", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "indent", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "opening", + "output_checked": true + }, + { + "concept": "cereal", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "CRED", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "slutt", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "rozs", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "iax", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "before", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "prong", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "tore", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "wall", + "output_checked": true + }, + { + "concept": "indicating", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "center", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "sudden", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "violently", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "opening", + "output_checked": true + }, + { + "concept": "pressure", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "revealed", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "wall", + "output_checked": true + }, + { + "concept": "tear", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "outward", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "fissures", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "radiating", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "voids", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "wechsel", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "credits", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "tread", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "getName", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "incurs", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "opening", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "torn", + "output_checked": true + }, + { + "concept": "milion", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "bola", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "equ", + "output_checked": true + }, + { + "concept": "bookshelf", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "kulit", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "opening", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "logique", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "sebe", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "equ", + "output_checked": true + }, + { + "concept": "tier", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "psih", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "sacrific", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "sparsely", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "tube", + "output_checked": true + }, + { + "concept": "aad", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "before", + "output_checked": true + }, + { + "concept": "Gut", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "center", + "output_checked": true + }, + { + "concept": "engineering", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "rectangle", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "datasheet", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "tube", + "output_checked": true + }, + { + "concept": "horizontally", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "smoothly", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "opening", + "output_checked": true + }, + { + "concept": "pores", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "gas", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "iax", + "output_checked": true + }, + { + "concept": "elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "pits", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-05__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-ductile-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-boundary-attack-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Chromium-depleted interfacial attack 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A stainless weld spent several hours near 675 degrees Celsius. After nitric-acid exposure, narrow trenches followed the grain edges beside chromium-rich carbide rows.", + "prompt_tail": "nless weld spent several hours near 675 degrees Celsius. After nitric-acid exposure, narrow trenches followed the grain edges beside chromium-rich carbide rows.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-boundary-attack-01", + "carrier_id": null, + "target_family": "boundary-attack", + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "black", + "generated_token_ids": [ + 8916 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 2202, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 8672 + }, + { + "label": "corrosion", + "best_rank": 13, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 883 + }, + { + "label": "sensitization", + "best_rank": 13889, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 35307 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "orry", + "alike", + "asion", + "ients", + "asons", + "ilst", + "behalf", + "oba", + "together", + "eles", + "Also" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "alike", + "ii", + "leness", + "d", + "ion", + "ie", + "wards", + "ses", + "persons", + "atre", + "zes", + "eries", + "etc", + "dia", + "eded", + "nti", + "zis", + "lly", + "nto", + "outh", + "ids", + "ients", + "xd", + "zia", + "aid", + "arie", + "sic", + "ndo" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "gonna", + "lle", + "wards", + "aid", + "ions", + "ii", + "xd", + "etc", + "ion", + "etc", + "atre", + "anybody", + "erie", + "leness", + "enal", + "d", + "ie", + "wn", + "ids", + "stuff", + "basically", + "defence", + "ain", + "dia", + "lly", + "ort" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "yses", + "ions", + "abouts", + "maupun", + "lle", + "ompok", + "oides", + "ided", + "ained", + "osite", + "edly", + "vier", + "leness", + "thence", + "psis", + "ients", + "eways", + "stuffs", + "ued", + "enced", + "cedures", + "youths", + "oused", + "persons", + "sexes", + "utom", + "efectu", + "ainan", + "enal" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "maupun", + "thence", + "efectu", + "whilst", + "edly", + "sowie", + "centre", + "stuffs", + "afield", + "ided", + "ised", + "yses", + "abouts", + "apiece", + "toward", + "chiefly", + "centre", + "groupings", + "ued", + "bzw", + "aided", + "foodstuffs", + "aided", + "wards", + "aid", + "adjoining", + "doings", + "ened" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rons", + "filmed", + "goers", + "alike", + "aided", + "nearby", + "toward", + "also", + "featured", + "photographs", + "thereafter", + "notably", + "spersed", + "led", + "Util", + "neath", + "comprised", + "leys", + "grouped", + "later", + "sembled", + "beneath", + "towards", + "whilst", + "mainly", + "amid", + "yses", + "predominantly", + "filming", + "formations", + "adjoining" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "neighboring", + "adjoining", + "burgeoning", + "assemblages", + "toward", + "nearby", + "beneath", + "alike", + "apiece", + "spersed", + "whereupon", + "flanking", + "abutting", + "amid", + "nearer", + "rons", + "scarcely", + "nestled", + "thereto", + "aided", + "ensuing", + "clustered", + "adjacent", + "employing", + "viz", + "markedly", + "diminutive", + "sembled", + "favored", + "wrought", + "nascent" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "apiece", + "thereto", + "thence", + "whereupon", + "toward", + "scarcely", + "whence", + "abreast", + "ossos", + "midst", + "spersed", + "assemblages", + "rons", + "indistinct", + "Toward", + "foodstuffs", + "merely", + "farther", + "elingen", + "Toward" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "mottled", + "hues", + "alike", + "burgeoning", + "apiece", + "delineated", + "etched", + "etching", + "heed", + "deline", + "coloration", + "etch", + "effluents", + "striated", + "trac", + "silice", + "beneath", + "nascent", + "punctuated", + "hydrophilic", + "peering", + "inlets", + "odors", + "entlang", + "fissures", + "wrought" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "mottled", + "subsurface", + "observed", + "deline", + "coloration", + "fissures", + "etching", + "delineated", + "metallurgical", + "staining", + "etched", + "etch", + "subterranean", + "discernible", + "striated", + "sediment", + "trac", + "excav", + "trench", + "scarring", + "discoloration", + "remnants", + "thickened", + "delineate", + "visible", + "crystalline", + "penetrating", + "carapace" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "subsurface", + "deline", + "delineated", + "fissures", + "discoloration", + "mottled", + "coloration", + "observed", + "necrosis", + "osserv", + "Observed", + "staining", + "symptomatic", + "scarring", + "delineate", + "observations", + "observing", + "observable", + "etching", + "Obs", + "penetrating", + "delineation", + "observ", + "visible", + "exposed", + "observation" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "discoloration", + "necrosis", + "symptomatic", + "discolor", + "observed", + "indicating", + "diagnostic", + "staining", + "diagnose", + "coloration", + "diagnostic", + "degradation", + "corrosion", + "disturbed", + "Diagnosis", + "poisoned", + "diagnosing", + "Corrosion", + "fissures", + "lesions", + "exacerbated", + "Diagnosis", + "Diagnose", + "symptoms", + "morphology", + "corro", + "diseased", + "Observed" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "discoloration", + "suggestive", + "observed", + "necrosis", + "coloration", + "discolor", + "suggesting", + "evidence", + "apparently", + "diagnostic", + "describing", + "corrosion", + "morphology", + "indicative", + "diagnose", + "symptomatic", + "penetrated", + "Observed", + "Corrosion", + "fissures", + "describir", + "indicating", + "sichtbar", + "indications", + "characterizing", + "Untersuch", + "evidencia", + "indistinct" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "observed", + "indicating", + "suggestive", + "Observed", + "discoloration", + "suggesting", + "diagnostic", + "describing", + "Evidence", + "diagnose", + "Observations", + "coloration", + "symptomatic", + "observed", + "discolor", + "inexplicable", + "describir", + "indicating", + "sichtbar", + "Pointing", + "evidence", + "describe", + "interpreted", + "icolored", + "Diagnosis", + "diagnosing" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Afterwards", + "whereas", + "threatening", + "which", + "simultaneously", + "while", + "suggesting", + "Which", + "Simultaneously", + "reportedly", + "Suddenly", + "whilst", + "subsequently", + "publicly", + "concurrently", + "criticizing", + "During", + "Furthermore", + "During", + "wondering", + "Eventually", + "Whereas", + "tandis", + "noticeably", + "Suddenly", + "protestors", + "accused", + "indicating", + "Which", + "Meanwhile", + "furthermore", + "commentators" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "ertain", + "Meanwhile", + "furthermore", + "whereas", + "Also", + "Similarly", + "Similarly", + "Conversely", + "Afterwards", + "Conversely", + "Simultaneously", + "Also", + "Yet", + "Recently", + "Furthermore", + "Certainly", + "Consequently", + "Recently", + "Likewise", + "Apparently", + "Consequently", + "whereas", + "Then", + "Again", + "Subsequently", + "During", + "During", + "Its", + "Their", + "Yet", + "Eventually" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "furthermore", + "Similarly", + "Conversely", + "Also", + "Meanwhile", + "Similarly", + "Simultaneously", + "meanwhile", + "Afterwards", + "Then", + "Likewise", + "Conversely", + "conversely", + "whereas", + "Otherwise", + "Furthermore", + "Shouldn", + "Also", + "Currently", + "Subsequently", + "Equally", + "Afterward", + "Yet", + "Recently", + "Secondly", + "else", + "There", + "Moreover", + "Again", + "Unless", + "Certainly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "Similarly", + "conversely", + "Meanwhile", + "Similarly", + "During", + "Simultaneously", + "Their", + "They", + "Furthermore", + "During", + "Equally", + "Alongside", + "Though", + "Their", + "Likewise", + "Within", + "Yet", + "likewise", + "theirs", + "They", + "Yet", + "Alongside", + "Also", + "Within", + "Conversely", + "Lately", + "Despite", + "lately", + "Along", + "Another" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Along", + "Yet", + "Yet", + "meanwhile", + "Lately", + "Their", + "Its", + "olerance", + "Conversely", + "conversely", + "During", + "Along", + "Meanwhile", + "Within", + "Their", + "Alongside", + "They", + "During", + "Those", + "theirs", + "Unless", + "elae", + "Recently", + "Yours", + "Worry", + "Shouldn" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Meanwhile", + "During", + "Lately", + "During", + "Along", + "Those", + "Recent", + "meanwhile", + "Along", + "nThe", + "They", + "Its", + "Within", + "mselves", + "Their", + "Consequently", + "Similarly", + "Within", + "Recently", + "Their", + "Moreover", + "Moreover", + "Recent", + "Furthermore", + "Conversely", + "Today", + "Those", + "Yet" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "They", + "During", + "During", + "Meanwhile", + "Its", + "nThe", + "Lately", + "Their", + "Recent", + "Along", + "Consequently", + "Their", + "Recent", + "They", + "Yet", + "Recently", + "Along", + "mselves", + "Its", + "meanwhile", + "These", + "Within", + "Upon", + "nPlease", + "Similarly", + "Those", + "Yet", + "Within", + "Tonight" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Yet", + "They", + "Pourtant", + "furthermore", + "These", + "Upon", + "coli", + "Likewise", + "Along", + "LessThan", + "Similarly", + "Consequently", + "Secondly", + "washers", + "Conversely", + "trow", + "Alternatively", + "During", + "THAN", + "jsonData", + "Conversely", + "txt", + "Meanwhile", + "Stellen", + "ImagePath", + "Its", + "Both" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "balls", + "UMENT", + "ardini", + "ImagePath", + "coli", + "Mere", + "arrow", + "ToList", + "endswith", + "ContextMenu", + "WAS", + "Sick", + "WithError", + "Secondly", + "heading", + "Meanwhile", + "Heading", + "Subs", + "ound" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "UMENT", + "THAN", + "ardini", + "balls", + "arrow", + "coli", + "ACKS", + "ToList", + "ILL", + "endif", + "okie", + "Sick", + "ound", + "uite", + "UnitTest", + "ould", + "ball" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "UMENT", + "exceptions", + "okie", + "ARROW", + "ould", + "arrow", + "SearchResults", + "ittle", + "black", + "uga", + "heading", + "pylori", + "bola", + "Heading", + "okay", + "Secondly" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "black", + "grain", + "bull", + "deep", + "This", + "bl", + "closed", + "This", + "excluding", + "snowflake", + "during", + "intrinsic", + "heavy", + "The", + "blank", + "exceptions", + "fail", + "when", + "delim", + "nt", + "substrate", + "separated", + "thick", + "nit", + "stainless", + "chemical", + "blind", + "event", + "dark", + "dent", + "equipment", + "The" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 104924, + 62852, + 47586, + 23044, + 18118, + 17996, + 21935, + 70396, + 6225, + 2471, + 2203, + 5372, + 7090, + 11363, + 58878, + 129552, + 173225, + 50803, + 88100, + 75366, + 56258, + 60738, + 36451, + 58600, + 106514, + 12204 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 146606, + 106926, + 27481, + 129465, + 154991, + 40087, + 27179, + 25646, + 1165, + 68, + 82, + 14, + 14, + 322, + 12203, + 37269, + 23332, + 5852, + 11322, + 2683, + 1538, + 6898, + 22862, + 44632, + 30037, + 3485 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 209565, + 105850, + 129050, + 131978, + 169934, + 200574, + 212281, + 123267, + 157417, + 70306, + 57220, + 13890, + 31612, + 61350, + 48980, + 81099, + 83933, + 36602, + 39748, + 26189, + 24008, + 77823, + 219430, + 192654, + 150509, + 123502 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 67064, + 121967, + 42588, + 144154, + 91470, + 46422, + 13896, + 8673, + 87838, + 29601, + 33852, + 51851, + 20181, + 24193 + ] + }, + { + "label": "corrosion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 224657, + 261630, + 148299, + 165233, + 102662, + 7370, + 87426, + 121388, + 53523, + 3344, + 884, + 18833, + 6727, + 3570 + ] + }, + { + "label": "sensitization", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 210739, + 219821, + 98074, + 98435, + 35308, + 163469, + 221287, + 64701, + 41709, + 57438, + 62797, + 125525, + 187991, + 118246 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 22.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "weld", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "oxide", + "score": 12.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "during", + "score": 12.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "hours", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "6", + "output_checked": true + }, + { + "concept": "temperature", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "years", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "several", + "output_checked": true + }, + { + "concept": "welding", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "weld", + "output_checked": true + }, + { + "concept": "but", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "and", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "nitric", + "output_checked": true + }, + { + "concept": "areas", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "decontamination", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "which", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "weld", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "nitric", + "output_checked": true + }, + { + "concept": "appeared", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "nearby", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "near", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "After", + "output_checked": true + }, + { + "concept": "became", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "During", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "clusters", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "undergoing", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "hours", + "output_checked": true + }, + { + "concept": "cooling", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "After", + "output_checked": true + }, + { + "concept": "across", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "edges", + "output_checked": true + }, + { + "concept": "cleanup", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "spent", + "output_checked": true + }, + { + "concept": "neighbors", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "beside", + "output_checked": true + }, + { + "concept": "temperatura", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "5", + "output_checked": true + }, + { + "concept": "massacre", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "sections", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "anymore", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "7", + "output_checked": true + }, + { + "concept": "patches", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "contours", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "heat", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "near", + "output_checked": true + }, + { + "concept": "cleaning", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "acid", + "output_checked": true + }, + { + "concept": "precipitates", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "visible", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "rows", + "output_checked": true + }, + { + "concept": "within", + "score": 3.0, + "best_rank": 2, + "best_depth": 75.6, + "near_token": "rows", + "output_checked": true + }, + { + "concept": "salvage", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "several", + "output_checked": true + }, + { + "concept": "proximity", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "near", + "output_checked": true + }, + { + "concept": "observed", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "hydrochloric", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "acid", + "output_checked": true + }, + { + "concept": "excav", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "subsurface", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "was", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "experiencing", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "spent", + "output_checked": true + }, + { + "concept": "bodysuit", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "returning", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "After", + "output_checked": true + }, + { + "concept": "today", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "spent", + "output_checked": true + }, + { + "concept": "preparing", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "hours", + "output_checked": true + }, + { + "concept": "another", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "near", + "output_checked": true + }, + { + "concept": "percent", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "7", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "steel", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "grains", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "sulfur", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "nitric", + "output_checked": true + }, + { + "concept": "chemically", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "exposed", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "subterranean", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "ervan", + "nada", + "Hail", + "Kwa", + "undos", + "trump", + "anque", + "NORE", + "MOB", + "wand", + "quantos", + "masculin", + "Kwa", + "Herz", + "ties" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "grac", + "blot", + "opat", + "Sob", + "Blanch", + "stir", + "trem", + "lev", + "dim", + "tons", + "Beg", + "reu", + "Mannes", + "Yuk", + "exp", + "fam", + "ago", + "pres", + "channel" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "nab", + "bab", + "reu", + "Dru", + "prof", + "dim", + "Blanch", + "ums", + "phones", + "fam", + "Salv", + "Av", + "grac", + "ago", + "trem", + "Sue", + "Bel", + "dre" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ilj", + "ago", + "tfrac", + "olyte", + "fam", + "Sod", + "pric", + "dim", + "chum", + "def", + "Reis", + "onn", + "Sur", + "reu", + "grac", + "Langer", + "byt", + "impro", + "Lef" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "grac", + "ilj", + "tfrac", + "olyte", + "Sur", + "brink", + "dim", + "Grac", + "Reis", + "fam", + "byt", + "ohn", + "nguy", + "Mani", + "dre", + "essional" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "ilers", + "WOR", + "sn", + "susp", + "side", + "Vo", + "yn", + "idence", + "ORS", + "Vla", + "air", + "und", + "amb", + "sol", + "icot", + "oben", + "zd", + "hst", + "atus", + "sag", + "Su", + "owned" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "tool", + "tools", + "HI", + "trading", + "kick", + "dad", + "Green", + "dal", + "duct", + "DEP", + "tail", + "Sol", + "demos", + "VND", + "ear", + "don", + "dos", + "nial" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tool", + "tools", + "HI", + "tail", + "dad", + "trading", + "dal", + "dos", + "tail", + "kick", + "sol", + "yal", + "NRC", + "DEP", + "cares", + "duct" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "sol", + "side", + "select", + "tail", + "Sol", + "record", + "tail", + "Select", + "kick", + "nop", + "rem", + "blank", + "duct", + "tool", + "Green", + "NRC", + "makan", + "chal", + "serial", + "record", + "HI", + "yal" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "sus", + "linear", + "fetch", + "ettle", + "listener", + "OOSE", + "CRED", + "subject", + "RECE", + "Listener", + "select", + "tter", + "Tos", + "side", + "greeting", + "data", + "locks", + "GRAD", + "greet", + "WO" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "listener", + "Listener", + "speaker", + "Greet", + "greet", + "data", + "RECE", + "CRED", + "ettle", + "Speaker", + "switch", + "greeting", + "SWITCH", + "calls", + "GetData", + "cereal", + "dak", + "cata", + "fetch", + "credits", + "diet", + "LOCK", + "VERT", + "Tos", + "speakers", + "ransom" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "epar", + "bag", + "alee", + "issel", + "carn", + "PAS", + "DAP", + "gestaltung", + "essage", + "hap", + "andel", + "erme", + "odora", + "Apa", + "ladder", + "stein", + "addAll", + "alh", + "bag", + "reason", + "header", + "etag", + "WriteHeader" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "lick", + "dictionaries", + "cama", + "getId", + "httpClient", + "recou", + "irse", + "competencia", + "presse", + "slutt", + "appla", + "pickle", + "clout", + "abilecek", + "getName", + "lobster", + "cranberry", + "fanbase", + "kulit", + "adet", + "bouts", + "haystack", + "httpClient", + "despert" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "brus", + "God", + "deka", + "brushing", + "holz", + "del", + "blas", + "bookshelf", + "dfs", + "owes", + "god", + "berk", + "abilecek", + "assol", + "Violent" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "tier", + "ausge", + "Ber", + "tier", + "widers", + "Jahres", + "ques", + "Gaj", + "should", + "socket", + "logique", + "tiered", + "iph" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "tier", + "Versions", + "wij", + "wir", + "vorher", + "adillo", + "casilla", + "spf", + "OfMonth", + "prong", + "edged", + "idic", + "cev", + "spf", + "ycz", + "afect", + "iy", + "ausge", + "CTV", + "ospel", + "orough" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "fawn", + "baik", + "penj", + "adn", + "contre", + "spf", + "ortaya", + "riguard", + "pearls" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "boil", + "flourish", + "niiden", + "excl", + "ymptoms", + "ympt", + "few", + "symptom", + "slit", + "delirium", + "pone" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Similarly", + "Simultaneously", + "Along", + "nCurrent", + "along", + "besides", + "nThe", + "Meanwhile", + "Besides", + "Afterward", + "Sympt", + "Symptoms", + "Conversely", + "Conversely", + "IsNot", + "Additionally", + "Along", + "Weekly", + "Neither", + "imaged", + "Subs" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "meanwhile", + "Simultaneously", + "Consequently", + "nCurrent", + "Similarly", + "Its", + "Additionally", + "Symptoms", + "nThe", + "During", + "Subsequently", + "Its", + "Moreover", + "Meanwhile", + "Others", + "During", + "Furthermore", + "Conversely", + "Consequently", + "Afterward", + "Other", + "accordingly", + "lately" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Similarly", + "During", + "meanwhile", + "Consequently", + "Additionally", + "Simultaneously", + "nThe", + "Its", + "Meanwhile", + "Consequently", + "nCurrent", + "nPlease", + "During", + "theirs", + "furthermore", + "Symptoms", + "Conversely", + "Neither", + "Yours", + "Lately", + "lately", + "These" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "furthermore", + "During", + "During", + "Similarly", + "Additionally", + "Furthermore", + "Simultaneously", + "Consequently", + "Subsequently", + "Additionally", + "conversely", + "Otherwise", + "Similarly", + "Initially", + "Conversely", + "Consequently", + "meanwhile", + "Thereafter", + "Alternatively", + "These" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Similarly", + "During", + "These", + "Meanwhile", + "Along", + "During", + "Simultaneously", + "Issues", + "Both", + "Thereafter", + "meanwhile", + "unnumbered", + "Errors", + "imiter", + "these", + "preceded", + "Initially", + "conversely", + "Subs", + "Subsequently", + "Secondly", + "Similarly" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "During", + "Similarly", + "Meanwhile", + "Along", + "During", + "This", + "Simultaneously", + "Both", + "Initially", + "alike", + "These", + "Secondly", + "Secondly", + "Same", + "Similarly", + "Initially", + "begin", + "They", + "black", + "Issues", + "othesis", + "endswith", + "Another", + "Assuming", + "Otherwise", + "Diss" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "These", + "During", + "During", + "black", + "Following", + "This", + "These", + "Both", + "Those", + "Along", + "Between", + "Initially", + "Secondly", + "Both", + "ound", + "They", + "Those", + "Similarly", + "Another", + "Secondly", + "Within", + "alike", + "Issues", + "Simultaneously", + "init", + "Their" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "black", + "Grain", + "grain", + "Stainless", + "Black", + "During", + "Diss", + "Chromium", + "His", + "end", + "After", + "When", + "Such", + "stainless", + "chromium", + "diss", + "Carbide", + "They", + "What", + "fail", + "init", + "Upon", + "Its", + "ound", + "inc", + "begin", + "Following", + "adjacent", + "Stainless" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "oxide", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "temperature", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "6", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "nitric", + "output_checked": true + }, + { + "concept": "welding", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "hours", + "output_checked": true + }, + { + "concept": "ilm", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "appeared", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "cooling", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "After", + "output_checked": true + }, + { + "concept": "pitting", + "score": 5.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "hours", + "output_checked": true + }, + { + "concept": "During", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "CRED", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "boo", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "URCH", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "hours", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "years", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "several", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "During", + "score": 3.0, + "best_rank": 1, + "best_depth": 90.2, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "cleaning", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "acid", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "spent", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "followed", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "rele", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "Versions", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "weld", + "output_checked": true + }, + { + "concept": "entlang", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "followed", + "output_checked": true + }, + { + "concept": "contours", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "clusters", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "etching", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "acid", + "output_checked": true + }, + { + "concept": "areas", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "throughout", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "edges", + "output_checked": true + }, + { + "concept": "heat", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "near", + "output_checked": true + }, + { + "concept": "across", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "edges", + "output_checked": true + }, + { + "concept": "carbides", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "steel", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "precipitates", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "visible", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "rows", + "output_checked": true + }, + { + "concept": "testing", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "cat", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cuid", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "hours", + "output_checked": true + }, + { + "concept": "puffs", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "ausger", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "nitric", + "output_checked": true + }, + { + "concept": "PAS", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "followed", + "output_checked": true + }, + { + "concept": "steering", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "fam", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "edges", + "output_checked": true + }, + { + "concept": "mek", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "beside", + "output_checked": true + }, + { + "concept": "samym", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "ello", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "weld", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "hours", + "output_checked": true + }, + { + "concept": "AFP", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "kerap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "desempe", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "followed", + "output_checked": true + }, + { + "concept": "goalkeeper", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "beside", + "output_checked": true + }, + { + "concept": "Dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "roar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "rows", + "output_checked": true + }, + { + "concept": "lick", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "iter", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "hours", + "output_checked": true + }, + { + "concept": "toks", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "acid", + "output_checked": true + }, + { + "concept": "brus", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-01__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-boundary-attack-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Chromium-depleted interfacial attack 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "An austenitic pipe was slowly cooled through an intermediate temperature range. A later chemical test exposed a connected network of material loss outlining individual grains.", + "prompt_tail": "ipe was slowly cooled through an intermediate temperature range. A later chemical test exposed a connected network of material loss outlining individual grains.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-boundary-attack-02", + "carrier_id": null, + "target_family": "boundary-attack", + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 819, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 4296 + }, + { + "label": "corrosion", + "best_rank": 1926, + "best_depth": 75.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 22673 + }, + { + "label": "sensitization", + "best_rank": 5295, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 14477 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "asion", + "alike", + "behalf", + "orry", + "ients", + "together", + "ilst", + "asons", + "ogether", + "ials" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "alike", + "ii", + "etc", + "leness", + "d", + "ie", + "ued", + "wards", + "ients", + "persons", + "xd", + "atre", + "zes", + "arie", + "eded", + "sic", + "nti", + "lly", + "nto", + "t", + "l", + "ion", + "ih", + "ses", + "zia", + "aska" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "persons", + "lle", + "gonna", + "etc", + "ie", + "ising", + "wards", + "ii", + "etc", + "ients", + "thereof", + "aid", + "sic", + "afield", + "d", + "xd", + "edly", + "sowie", + "dll", + "ion", + "wn", + "anybody", + "thereon", + "leness", + "wl", + "centre" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "edly", + "thereto", + "ued", + "whilst", + "thereafter", + "thereon", + "ided", + "persons", + "aken", + "thereof", + "lle", + "herein", + "yses", + "maupun", + "oused", + "thence", + "uded", + "sic", + "arters", + "zes", + "therein", + "eded", + "tracts", + "persons", + "foodstuffs", + "whereupon", + "forth" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "alike", + "maupun", + "Whilst", + "ided", + "edly", + "resultant", + "thence", + "sowie", + "Whilst", + "utilising", + "ued", + "sic", + "environs", + "sundry", + "ised", + "persons", + "herein", + "thereto", + "utilised", + "stuffs", + "forthwith", + "thereof", + "oraz", + "uded", + "unto", + "thereafter", + "eded" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whilst", + "thereafter", + "comprised", + "upon", + "pertaining", + "amongst", + "commenced", + "thereto", + "utilised", + "Util", + "utilized", + "alike", + "thereon", + "maupun", + "Whilst", + "rons", + "wherein", + "Whilst", + "ided", + "penned", + "notably", + "Upon", + "aided", + "somit", + "utilising", + "edly", + "subsequently", + "specimens", + "whereupon", + "furthering" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "upon", + "characterized", + "their", + "themselves", + "notable", + "notably", + "comprised", + "wrought", + "individuals", + "amongst", + "beneath", + "specimens", + "neighboring", + "thereto", + "hues", + "discernible", + "thus", + "wherein", + "utilized", + "thereafter", + "midst", + "clustered", + "ided", + "Upon", + "collectively", + "edly", + "Upon", + "seemingly", + "pertaining", + "upon" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "noteworthy", + "notable", + "persons", + "furthermore", + "individus", + "whereas", + "wherein", + "thereto", + "upon", + "individuals", + "coloration", + "individuos", + "whilst", + "midst", + "pertaining", + "specimens", + "unto", + "discernible", + "textural", + "characteristics", + "forth", + "utilized", + "herein", + "Upon", + "specimen", + "Upon", + "hues", + "individuality", + "visage" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "coloration", + "etched", + "hues", + "microscopic", + "etching", + "meticulous", + "delineated", + "morphology", + "deline", + "noteworthy", + "discernible", + "delineation", + "mottled", + "notable", + "micrograph", + "individu", + "anatomical", + "etch", + "individus", + "discerning", + "luminescence", + "morphologies", + "microscopy", + "meticulously", + "individuos", + "encased", + "specimens", + "visage", + "dendritic", + "delineate", + "textural" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "etched", + "microscopy", + "deline", + "etching", + "micrograph", + "delineation", + "microscopic", + "coloration", + "delineated", + "discernible", + "etch", + "delineate", + "photograph", + "morphology", + "anatomical", + "mottled", + "diagram", + "forensic", + "dendritic", + "visible", + "staining", + "demarc", + "micrographs", + "meticulous", + "immunohist", + "luminescence", + "topographical", + "diagnostic", + "tracing", + "histological", + "photographic", + "anatom" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "delineation", + "deline", + "delineated", + "microscopic", + "delineate", + "visible", + "revealing", + "microscopy", + "anatomical", + "coloration", + "obscured", + "discernible", + "micrograph", + "etched", + "demarc", + "discoloration", + "anatom", + "tracing", + "distinguishing", + "markings", + "forensic", + "etching", + "mottled", + "visible", + "microsc", + "micrographs", + "photograph", + "diagnostic", + "staining", + "illuminated" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "revealing", + "visible", + "microscopy", + "sichtbar", + "visible", + "microscopic", + "coloration", + "visualizing", + "delineation", + "micrograph", + "indicating", + "staining", + "deline", + "markings", + "anatomical", + "dissection", + "demarc", + "delineated", + "discoloration", + "Microscopy", + "microsc", + "morphology", + "visualized", + "diseased", + "testifying", + "displaying", + "stained", + "photographed", + "necrosis", + "micrographs", + "demarcation" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "revealing", + "testifying", + "indicating", + "microscopy", + "mandible", + "sichtbar", + "micrograph", + "microscopic", + "distinguishing", + "anatomical", + "coloration", + "Microscopy", + "visible", + "indicative", + "discoloration", + "evidence", + "showing", + "suggesting", + "distinguish", + "displaying", + "microscope", + "carcinoma", + "staining", + "morphology", + "anatom", + "photographed", + "magnification", + "markings", + "necrosis", + "forensic", + "etching" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "revealing", + "sichtbar", + "unmistak", + "unmistakable", + "testifying", + "evidence", + "visible", + "suggesting", + "microscopy", + "coloration", + "horrifying", + "indicative", + "discoloration", + "Microscopy", + "micrograph", + "showing", + "indicates", + "reveal", + "displaying", + "confirming", + "magnification", + "astonishing", + "implying", + "necrosis", + "massacre", + "suggestive", + "evidencia", + "visibly", + "inexplicable" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "which", + "whereas", + "Furthermore", + "whilst", + "while", + "simultaneously", + "Consequently", + "consequently", + "Furthermore", + "meanwhile", + "whereupon", + "therefore", + "accompanied", + "Consequently", + "this", + "several", + "among", + "however", + "causing", + "Which", + "thereby", + "indicating", + "wherein", + "subsequently", + "suggesting", + "Meanwhile", + "nevertheless", + "whereby", + "demonstrating", + "secondly" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "whereas", + "Furthermore", + "furthermore", + "Consequently", + "Furthermore", + "Consequently", + "Meanwhile", + "meanwhile", + "whereas", + "Similarly", + "likewise", + "Similarly", + "Conversely", + "Simultaneously", + "Also", + "Also", + "During", + "simultaneously", + "accordingly", + "Meanwhile", + "Likewise", + "Conversely", + "Subsequently", + "whereupon", + "Then", + "therefore", + "Therefore", + "During", + "Yet", + "whilst", + "consequently", + "Whereas" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "whereas", + "Furthermore", + "Similarly", + "meanwhile", + "conversely", + "Meanwhile", + "Consequently", + "Furthermore", + "Similarly", + "Conversely", + "Conversely", + "afterwards", + "likewise", + "Subsequently", + "Afterwards", + "Then", + "During", + "Yet", + "accordingly", + "consequently", + "thereafter", + "Likewise", + "Consequently", + "Simultaneously", + "else", + "Also", + "Again", + "thereby", + "subsequently", + "similarly", + "Secondly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "whereas", + "conversely", + "while", + "During", + "Furthermore", + "Yet", + "Similarly", + "afterwards", + "Meanwhile", + "Similarly", + "Their", + "During", + "Yet", + "They", + "Simultaneously", + "Finally", + "separately", + "accordingly", + "Upon", + "secondly", + "however", + "While", + "lately", + "Their", + "Conversely", + "afterward", + "tandis", + "during", + "although", + "finally" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Yet", + "Yet", + "theirs", + "meanwhile", + "conversely", + "Yours", + "Conversely", + "Their", + "Their", + "lately", + "Lately", + "They", + "whereas", + "mselves", + "Meanwhile", + "Along", + "Conversely", + "furthermore", + "today", + "Today", + "hers", + "Along", + "Its", + "Recently", + "Upon", + "Tonight", + "olerance" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Their", + "mselves", + "Meanwhile", + "Their", + "They", + "Consequently", + "Conversely", + "Similarly", + "meanwhile", + "Conversely", + "Moreover", + "Likewise", + "Yours", + "conversely", + "During", + "Today", + "Furthermore", + "Upon", + "Its", + "Recently", + "Yet", + "Moreover", + "Each", + "whereas", + "furthermore", + "nThe", + "Along", + "Lately", + "Its", + "During" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Their", + "They", + "Consequently", + "Their", + "Upon", + "Meanwhile", + "Conversely", + "Similarly", + "mselves", + "During", + "Likewise", + "Conversely", + "conversely", + "Yet", + "nThe", + "Each", + "Nevertheless", + "Its", + "meanwhile", + "Recently", + "Today", + "Moreover", + "Consequently", + "Yours", + "They", + "Its", + "During", + "Which", + "Along", + "Upon" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Upon", + "Furthermore", + "Their", + "Conversely", + "Likewise", + "Similarly", + "Consequently", + "conversely", + "Yet", + "They", + "Conversely", + "Pourtant", + "Along", + "Each", + "During", + "Another", + "Again", + "Within", + "Nevertheless", + "Meanwhile", + "Hence", + "Upon", + "Secondly", + "THAN", + "However", + "Recently", + "This", + "Alternatively", + "furthermore", + "Therefore", + "Its" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Similarly", + "Meanwhile", + "Therefore", + "ardini", + "Conversely", + "UMENT", + "THAN", + "Another", + "glEnable", + "Their", + "Yet", + "Secondly", + "Consequently", + "mortem", + "atae", + "balls", + "bla", + "acionales", + "conversely", + "They", + "uments", + "weisen", + "WithError", + "Furthermore", + "meanwhile" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "THAN", + "Similarly", + "Therefore", + "Meanwhile", + "UMENT", + "Consequently", + "ULAR", + "ardini", + "ular", + "Tis", + "Yet", + "ularis", + "ually", + "ullary", + "ullin", + "Another", + "LETTER", + "uments", + "Their", + "Along", + "acionales", + "vika", + "glEnable", + "Again", + "ullah", + "ardin", + "Furthermore", + "ollen" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "UMENT", + "ULAR", + "Considering", + "Attention", + "konen", + "UMENTS", + "Apparently", + "bla", + "Among", + "slide", + "When", + "ILL", + "Similarly", + "Upon", + "ullah", + "ullin", + "ular", + "Another", + "Secondly", + "Again", + "Considering", + "Schemes" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "Upon", + "This", + "A", + "ular", + "When", + "graph", + "grain", + "granular", + "chemical", + "graphic", + "kind", + "Bare", + "black", + "carbon", + "Blank", + "blad", + "Una", + "bare", + "Yet", + "In", + "gra", + "internal", + "sphere", + "Grain", + "subs", + "Un", + "bullet", + "blank", + "sub", + "After", + "bla" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 98831, + 44153, + 44312, + 31828, + 18125, + 37401, + 24923, + 10419, + 2344, + 1193, + 1007, + 820, + 1928, + 11281, + 87084, + 152028, + 164095, + 132306, + 167400, + 166780, + 111994, + 151257, + 103402, + 100763, + 147764, + 64241 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 168413, + 142598, + 89287, + 188481, + 189743, + 35782, + 29839, + 27774, + 3569, + 756, + 5269, + 6815, + 7464, + 7378, + 64293, + 83277, + 62621, + 15377, + 8119, + 1927, + 2224, + 5004, + 9685, + 35768, + 12561, + 7523 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 208534, + 135304, + 76367, + 86642, + 110573, + 88421, + 107946, + 23051, + 61218, + 27173, + 40547, + 33073, + 91137, + 40564, + 60703, + 70805, + 59569, + 24320, + 10010, + 10929, + 5296, + 59369, + 164570, + 163596, + 121664, + 166305 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 32443, + 13862, + 23105, + 174491, + 115858, + 38958, + 4297, + 15578, + 180367, + 124178, + 64742, + 93938, + 65730, + 49428 + ] + }, + { + "label": "corrosion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 222922, + 261564, + 184543, + 161008, + 66314, + 29493, + 94930, + 192099, + 137197, + 39425, + 22674, + 34747, + 26209, + 27381 + ] + }, + { + "label": "sensitization", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 209453, + 128818, + 89191, + 128208, + 14478, + 117490, + 155549, + 38819, + 21948, + 21663, + 22674, + 136645, + 215755, + 191170 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "several", + "score": 21.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "was", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "because", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "the", + "score": 11.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "through", + "output_checked": true + }, + { + "concept": "during", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "was", + "output_checked": true + }, + { + "concept": "where", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "within", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "loss", + "output_checked": true + }, + { + "concept": "phase", + "score": 10.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "During", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "which", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "showed", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "test", + "output_checked": true + }, + { + "concept": "from", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "alloy", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "oxide", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "whereas", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "individuals", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "investigation", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "chemical", + "output_checked": true + }, + { + "concept": "subjected", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "exhibiting", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "material", + "output_checked": true + }, + { + "concept": "cracks", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "revealing", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "used", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "was", + "output_checked": true + }, + { + "concept": "portion", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "its", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "through", + "output_checked": true + }, + { + "concept": "analysis", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "chemical", + "output_checked": true + }, + { + "concept": "component", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "examination", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "later", + "output_checked": true + }, + { + "concept": "diagnostic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "subterranean", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "delineation", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "gradually", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "diminution", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "loss", + "output_checked": true + }, + { + "concept": "adiabatically", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "Zwischen", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "intermediate", + "output_checked": true + }, + { + "concept": "observed", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "adjoining", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "nearby", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "inhabitants", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "of", + "output_checked": true + }, + { + "concept": "resulted", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "test", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "material", + "output_checked": true + }, + { + "concept": "transitional", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "an", + "output_checked": true + }, + { + "concept": "significant", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "A", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Their", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "localized", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "loss", + "output_checked": true + }, + { + "concept": "excuse", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "An", + "output_checked": true + }, + { + "concept": "treatment", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "chemical", + "output_checked": true + }, + { + "concept": "revealed", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "test", + "output_checked": true + }, + { + "concept": "sample", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "precipitate", + "score": 2.0, + "best_rank": 1, + "best_depth": 90.2, + "near_token": "A", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "An", + "output_checked": true + }, + { + "concept": "metallurgy", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "test", + "output_checked": true + }, + { + "concept": "artery", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "interconnect", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "network", + "output_checked": true + }, + { + "concept": "erosion", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "loss", + "output_checked": true + }, + { + "concept": "etched", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "outlining", + "output_checked": true + }, + { + "concept": "distinct", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "microscopic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "aluminum", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "pipe", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "quantos", + "Hail", + "ervan", + "anque", + "punkte", + "Kwa", + "diagonal", + "trump", + "wand", + "undos", + "NORE" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lev", + "rid", + "Sob", + "trem", + "channel", + "stir", + "opat", + "tons", + "onn", + "grac", + "olyte", + "dim", + "Cole", + "Cann", + "ving", + "Pres", + "blot", + "essional", + "Beg", + "Lav" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "Pres", + "stir", + "pres", + "lev", + "chum", + "Proc", + "Tav", + "Clon", + "Sob", + "nab", + "opat", + "champ", + "mort", + "tun", + "tons", + "invariable", + "trem", + "onn", + "induct", + "mod", + "dre", + "channel" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Pres", + "Reis", + "onn", + "essional", + "champ", + "usan", + "chum", + "fam", + "glob", + "Grac", + "Mani", + "Sob", + "Clon", + "Sesam", + "ilg", + "grac", + "sang", + "Sod" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Mani", + "Pres", + "Reis", + "grac", + "Grac", + "ago", + "champ", + "olyte", + "dim", + "tfrac", + "fam", + "dip", + "essional", + "Cann", + "dre", + "glob", + "onn", + "chum" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Vo", + "Su", + "ilers", + "rem", + "ORS", + "Nagata", + "su", + "ingen", + "fin", + "Ih", + "Vo", + "Sed", + "hely", + "sn", + "oben", + "Rem", + "VERE", + "icot", + "uldig", + "susp", + "yn", + "sag", + "side", + "idence", + "det", + "hst" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "kick", + "tools", + "Green", + "tool", + "HI", + "trading", + "bro", + "Vo", + "Vo", + "serial", + "simple", + "Sol", + "dad", + "truncate", + "remen", + "Werk", + "rem" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "tail", + "remen", + "tool", + "side", + "kick", + "ORS", + "yal", + "sol", + "Vo", + "truncate", + "cares", + "simple", + "Vo", + "HI", + "valued", + "select", + "Green", + "serial", + "rem", + "DEP", + "turbo" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "tail", + "tool", + "sol", + "Green", + "kick", + "select", + "remen", + "tools", + "side", + "serial", + "Select", + "rem", + "yal", + "konto", + "cares", + "tail", + "Vo", + "record" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "ettle", + "sus", + "select", + "linear", + "remen", + "OOSE", + "locks", + "Green", + "cdots", + "lives", + "cat", + "ae", + "listener", + "LOCK", + "traits", + "tattoo", + "common", + "s", + "pur", + "side", + "lock", + "contact" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "ettle", + "sett", + "listener", + "credits", + "CUSTOM", + "CERT", + "common", + "LOCK", + "calls", + "locks", + "notify", + "locks", + "OAuth", + "greet", + "Listener", + "custom", + "RECE", + "tch", + "Select", + "Greet", + "tattoo" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "header", + "epar", + "DAP", + "odora", + "PAS", + "Kita", + "main", + "alh", + "itas", + "pit", + "Bean", + "self", + "aria", + "header", + "templates", + "Produto", + "fewest", + "refresh", + "utet", + "units", + "bean", + "kuna", + "puffs", + "label" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "abilecek", + "getId", + "overlap", + "cour", + "adet", + "rozs", + "cour", + "Adelaide", + "overlapping", + "recou", + "aldo", + "assol", + "bilen", + "abal", + "kulit", + "httpClient", + "theit" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "brus", + "God", + "deka", + "assol", + "god", + "grud", + "Pang", + "ogado", + "solle", + "holz", + "del", + "cour", + "dfs", + "golfer" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ques", + "ausge", + "tier", + "Jahres", + "prong", + "URCH", + "igste", + "ayer", + "smith", + "jah", + "father", + "fier", + "Proj", + "Als", + "rites", + "Als", + "tier", + "logic", + "findest", + "lus", + "logic" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "wir", + "spf", + "spf", + "welt", + "tier", + "Stein", + "afect", + "wij", + "idic", + "ospel", + "ham", + "mozz", + "duke", + "camada", + "hourly", + "morally", + "waard", + "feed", + "discord", + "aad", + "sped", + "tti", + "Roh", + "ausge" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "spf", + "ilm", + "adn" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "diambil", + "unders", + "radios", + "writeInt", + "analytically", + "queuing", + "simultaneously", + "scavenger", + "cured", + "seasoning", + "seeing", + "DL", + "endregion", + "Enumerator", + "addTask", + "Medicaid", + "scheduler" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "weekly", + "Similarly", + "denn", + "Yours", + "mselves", + "Weekly", + "Simultaneously", + "Similarly", + "Weekly", + "Subs", + "alike", + "imaging", + "speak", + "tenders", + "Imaging", + "tender", + "theirs", + "Conversely", + "Stri", + "Meanwhile", + "Analy", + "pleasures", + "biggr", + "Substance" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "meanwhile", + "Simultaneously", + "Meanwhile", + "Consequently", + "mselves", + "Another", + "Similarly", + "Similarly", + "ToJson", + "Additionally", + "Consequently", + "Likewise", + "simultaneously", + "Conversely", + "Compared", + "Subsequently", + "Conversely", + "Few", + "Equally", + "ibin", + "Another", + "Others", + "Symptoms" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Similarly", + "Consequently", + "Consequently", + "mselves", + "Likewise", + "Meanwhile", + "meanwhile", + "Additionally", + "Yours", + "Conversely", + "Simultaneously", + "Equally", + "Another", + "Similarly", + "furthermore", + "Symptoms", + "examiners", + "During", + "Likewise", + "conversely", + "Each", + "ToJson", + "Symptoms" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "furthermore", + "conversely", + "Furthermore", + "Similarly", + "Conversely", + "Simultaneously", + "Likewise", + "Meanwhile", + "ordan", + "Consequently", + "Conversely", + "Additionally", + "Consequently", + "However", + "otine", + "simultaneously", + "Otherwise", + "meanwhile", + "Recently", + "Similarly", + "Secondly", + "Brief", + "Every", + "alternatively", + "ingly", + "versa" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "conversely", + "Secondly", + "Similarly", + "ingly", + "Likewise", + "Secondly", + "mortem", + "ardini", + "another", + "Simultaneously", + "Errors", + "furthermore", + "Another", + "Assuming", + "Subs", + "versa", + "secondly", + "eve", + "compet", + "Welcome", + "letas", + "Conversely" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "begin", + "meanwhile", + "Similarly", + "Secondly", + "ardini", + "Along", + "Therefore", + "Simultaneously", + "Another", + "Assuming", + "Secondly", + "furthermore", + "heading", + "ingly", + "Each", + "Likewise", + "During", + "secondly", + "Welcome", + "During", + "simultaneously", + "hline", + "However", + "mortem", + "paragraph", + "weak" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Secondly", + "Subs", + "originally", + "achen", + "ache", + "kind", + "ock", + "yet", + "Similarly", + "ound", + "ually", + "ingly", + "meanwhile", + "Secondly", + "inations", + "ately", + "tend", + "Assuming", + "Simulation", + "Meanwhile", + "Subs", + "mselves", + "ield" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "kind", + "chem", + "chemical", + "A", + "sub", + "end", + "When", + "Under", + "plain", + "uncle", + "subs", + "poison", + "oint", + "grain", + "under", + "Sick", + "internal", + "Sub", + "evenly", + "ound", + "blank", + "begin", + "This", + "Upon", + "okia", + "To", + "subsection", + "period", + "Such", + "carbon", + "substring" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "An", + "output_checked": true + }, + { + "concept": "subjected", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "was", + "output_checked": true + }, + { + "concept": "cracks", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "phase", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "intermediate", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "alloy", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "ilm", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "from", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "where", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "alloying", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "chemical", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "material", + "output_checked": true + }, + { + "concept": "investigation", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "later", + "output_checked": true + }, + { + "concept": "portion", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "During", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "martens", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "through", + "output_checked": true + }, + { + "concept": "precipitate", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "showed", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "test", + "output_checked": true + }, + { + "concept": "sample", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "within", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "pitting", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "loss", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "rele", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "prong", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "duke", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "was", + "output_checked": true + }, + { + "concept": "cev", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "kih", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "an", + "output_checked": true + }, + { + "concept": "analysis", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "chemical", + "output_checked": true + }, + { + "concept": "showing", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "material", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "metallurgy", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "Areas", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "loss", + "output_checked": true + }, + { + "concept": "austenite", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "intermediate", + "output_checked": true + }, + { + "concept": "between", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "range", + "output_checked": true + }, + { + "concept": "piping", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "revealed", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "test", + "output_checked": true + }, + { + "concept": "exhibiting", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "material", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "An", + "output_checked": true + }, + { + "concept": "feat", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "sunk", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "berk", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "goss", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "loss", + "output_checked": true + }, + { + "concept": "reheat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "outlining", + "output_checked": true + }, + { + "concept": "beat", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "toch", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "test", + "output_checked": true + }, + { + "concept": "olas", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "network", + "output_checked": true + }, + { + "concept": "grud", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "outlining", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Jahres", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "jah", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "through", + "output_checked": true + }, + { + "concept": "Soci", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "URCH", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "chemical", + "output_checked": true + }, + { + "concept": "Bit", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "test", + "output_checked": true + }, + { + "concept": "ques", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "submodule", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "Hov", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "range", + "output_checked": true + }, + { + "concept": "hybrid", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "zone", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "kemudian", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Nearby", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "connected", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-02__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-boundary-attack-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Chromium-depleted interfacial attack 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Carbide particles decorated the interfaces in heat-affected stainless steel. Immersion testing removed chromium-depleted regions next to those particles while grain interiors remained sound.", + "prompt_tail": "e interfaces in heat-affected stainless steel. Immersion testing removed chromium-depleted regions next to those particles while grain interiors remained sound.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-boundary-attack-03", + "carrier_id": null, + "target_family": "boundary-attack", + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 732, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 395 + }, + { + "label": "corrosion", + "best_rank": 7, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 44 + }, + { + "label": "sensitization", + "best_rank": 3151, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 6309 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "asons", + "asion", + "hence", + "ilst", + "orry", + "alike", + "ammed", + "leness", + "ients", + "Also", + "behalf", + "oba", + "together", + "aray", + "hence" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "ii", + "lle", + "alike", + "d", + "gonna", + "persons", + "leness", + "l", + "ie", + "zes", + "yses", + "sic", + "wl", + "sexes", + "ion", + "ff", + "ued", + "wards", + "ients", + "atre", + "thereof", + "etc", + "vl", + "enal", + "t", + "ien" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "alike", + "lle", + "thru", + "persons", + "etc", + "ain", + "etc", + "awhile", + "dll", + "thru", + "needful", + "ii", + "xd", + "anybody", + "maupun", + "sic", + "d", + "ie", + "thereof", + "aid", + "avg", + "gotta", + "occured", + "tambien" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "gonna", + "edly", + "lle", + "thru", + "maupun", + "sic", + "eded", + "doings", + "ided", + "ewise", + "thereto", + "zis", + "persons", + "abouts", + "ued", + "ients", + "ses", + "vier", + "lli", + "arie", + "wl", + "psis", + "thru", + "needful", + "ilities", + "udos", + "oides" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "gonna", + "maupun", + "edly", + "thru", + "eded", + "sic", + "ided", + "bzw", + "thence", + "efectu", + "needful", + "oraz", + "forthwith", + "doings", + "plus", + "sowie", + "thereto", + "ly", + "lli", + "thru", + "selaku", + "ewise", + "lle", + "wl", + "illetve" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "aided", + "whilst", + "alike", + "gonna", + "thereafter", + "able", + "avel", + "thereto", + "wherein", + "thru", + "ly", + "assisted", + "maupun", + "Concerning", + "ided", + "amongst", + "neath", + "meanwhile", + "lastly", + "concerning", + "idey", + "yy", + "towards", + "rons", + "itta", + "aiding", + "also", + "ppo", + "oraz" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "thereafter", + "aided", + "meanwhile", + "likewise", + "maupun", + "while", + "however", + "remained", + "though", + "midst", + "thereto", + "continued", + "further", + "maintained", + "apiece", + "ably", + "although", + "awaiting", + "aided", + "toward", + "nonetheless", + "thence", + "able", + "soon", + "noted", + "edly", + "commend", + "bolstered" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "meanwhile", + "likewise", + "furthermore", + "thereto", + "maupun", + "noteworthy", + "midst", + "notable", + "Moreover", + "apiece", + "wherein", + "presently", + "moreover", + "thus", + "toward", + "upon", + "whereas", + "neither", + "edly", + "ewise", + "lacking", + "thereafter", + "thence", + "purview", + "nor", + "cerning" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "noteworthy", + "maupun", + "notable", + "thereafter", + "furthermore", + "alike", + "albeit", + "bire", + "purview", + "apiece", + "meanwhile", + "Notably", + "employ", + "Moreover", + "hues", + "bolstered", + "Moreover", + "employing", + "devoid", + "delineated", + "Notable", + "sowie", + "withstand", + "dend", + "nikov", + "Notably", + "portland" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "isolated", + "bacter", + "preserved", + "dermat", + "epidermal", + "undisturbed", + "delineated", + "specimen", + "epidermis", + "microscopy", + "subsurface", + "undamaged", + "observed", + "substrate", + "intact", + "dermal", + "vasculature", + "distinguished", + "egress", + "mottled", + "isol", + "remarkable", + "isolate", + "phyt", + "pristine", + "vitre", + "observation", + "dend", + "distal", + "selectively" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "surgical", + "necrosis", + "selectively", + "tissue", + "vasculature", + "bacter", + "undamaged", + "selective", + "intact", + "isolated", + "observed", + "phyt", + "necro", + "undisturbed", + "resection", + "staining", + "anatomical", + "subsurface", + "epidermal", + "surgically", + "histological", + "surgical", + "delineated", + "metallurgical", + "substrate", + "dermat", + "selective" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "necrosis", + "diagnostic", + "damage", + "pathology", + "Damage", + "discoloration", + "isolated", + "bacter", + "diagnosis", + "degradation", + "contamination", + "lesions", + "diagnose", + "undamaged", + "passivation", + "specimen", + "staining", + "dermat", + "lesion", + "diagnostics", + "Diagnostic", + "cytotoxic", + "histological", + "observed", + "tissue", + "laboratory", + "examined", + "tumor" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "necrosis", + "isolated", + "isolate", + "isolating", + "selectively", + "penetrated", + "isolates", + "distinguish", + "lesions", + "mitochondrial", + "damage", + "pathology", + "Isolated", + "epidermal", + "danos", + "tissue", + "contamination", + "containment", + "distinguishing", + "Tissue", + "epidermis", + "vasculature", + "isolate", + "intact", + "damaging", + "lesion" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "isolated", + "isolating", + "undisturbed", + "isolates", + "intact", + "isolate", + "selectively", + "untouched", + "unaffected", + "conclusively", + "confining", + "exoner", + "evidence", + "specimen", + "pathology", + "clinically", + "metastasis", + "Isolated", + "excised", + "seules", + "isolate", + "unscathed", + "necrosis" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Meanwhile", + "whereas", + "Ultimately", + "Consequently", + "Which", + "whilst", + "Meanwhile", + "furthermore", + "which", + "ultimately", + "Nevertheless", + "Furthermore", + "meanwhile", + "Whereas", + "Ultimately", + "whereas", + "neither", + "Afterwards", + "whereupon", + "Fortunately", + "further", + "Finally", + "Neither", + "Interestingly", + "Conversely", + "both", + "Moreover", + "Eventually", + "whence", + "fortunately" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Meanwhile", + "Consequently", + "Furthermore", + "furthermore", + "Conversely", + "Ultimately", + "Also", + "whereas", + "Yet", + "Nevertheless", + "Meanwhile", + "Ultimately", + "Afterwards", + "Consequently", + "Conversely", + "Similarly", + "Because", + "Moreover", + "Moreover", + "Similarly", + "meanwhile", + "Eventually", + "whereas", + "Finally", + "Likewise", + "Whereas", + "Likewise", + "Subsequently", + "However", + "Then", + "Their" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Meanwhile", + "Conversely", + "Similarly", + "Similarly", + "meanwhile", + "furthermore", + "Conversely", + "conversely", + "Also", + "whereas", + "Meanwhile", + "Consequently", + "Afterwards", + "Then", + "Yet", + "Nevertheless", + "Furthermore", + "Likewise", + "Secondly", + "Simultaneously", + "Moreover", + "Finally", + "Otherwise", + "likewise", + "Eventually", + "Ultimately", + "Subsequently", + "Consequently", + "Likewise", + "whereas", + "else" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "conversely", + "Meanwhile", + "meanwhile", + "Finally", + "Conversely", + "They", + "Conversely", + "furthermore", + "Yet", + "Finally", + "Furthermore", + "Similarly", + "whereas", + "Their", + "Nevertheless", + "tandis", + "secondly", + "Equally", + "However", + "Meanwhile", + "consequently", + "therefore", + "finally", + "During", + "Afterwards", + "Therefore", + "Though", + "Similarly", + "Secondly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "They", + "Meanwhile", + "Their", + "Their", + "They", + "meanwhile", + "Yet", + "Conversely", + "Conversely", + "conversely", + "Yet", + "Meanwhile", + "However", + "Therefore", + "Consequently", + "Consequently", + "Lately", + "theirs", + "whereas", + "Thus", + "Afterwards", + "Hence", + "mselves", + "During", + "Finally" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Consequently", + "Conversely", + "Therefore", + "Their", + "Conversely", + "They", + "Consequently", + "conversely", + "Yet", + "Their", + "whereas", + "Furthermore", + "Hence", + "During", + "accordingly", + "Yet", + "meanwhile", + "While", + "During", + "Recent", + "Recently", + "Shouldn", + "Thus", + "Therefore" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Therefore", + "Consequently", + "Meanwhile", + "Conversely", + "Their", + "conversely", + "They", + "Hence", + "While", + "Yet", + "During", + "Consequently", + "therefore", + "Conversely", + "Furthermore", + "accordingly", + "Their", + "whereas", + "welds", + "Therefore", + "Recent", + "Recently", + "During", + "Findings", + "Similarly" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Conversely", + "Consequently", + "Furthermore", + "etch", + "Therefore", + "conversely", + "Conversely", + "Hence", + "Yet", + "They", + "While", + "Secondly", + "However", + "Consequently", + "Likewise", + "sted", + "Similarly", + "Meanwhile", + "welds", + "Then", + "During", + "Corrosion", + "Though", + "Metal", + "Afterwards", + "Pourtant", + "Unless" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "etch", + "annealing", + "conversely", + "Conversely", + "welds", + "Welding", + "Corrosion", + "weld", + "Conversely", + "grains", + "Therefore", + "heat", + "Mere", + "etch", + "etching", + "holtz", + "corrosion", + "etches", + "ield", + "ingly", + "andet", + "Yet", + "oys", + "heating", + "heated", + "metallurgical", + "Grain", + "Streams" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "etch", + "annealing", + "welds", + "heat", + "Welding", + "ingly", + "uct", + "ufs", + "Yet", + "conversely", + "metal", + "weld", + "steel", + "surface", + "Corrosion", + "etches", + "Therefore", + "sted", + "holtz", + "ield", + "Conversely", + "ould", + "UMENT", + "Steel", + "heating", + "Surface", + "Yet" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "etch", + "heating", + "sted", + "annealing", + "heat", + "ATHER", + "ingly", + "steel", + "heated", + "haft", + "bm", + "Healthy", + "Secondly", + "ufs", + "Steel", + "Streams", + "heater", + "ENDING", + "ullah", + "stwa", + "ould", + "othing", + "uct", + "heater", + "Yet", + "ounding", + "melt" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Grain", + "end", + "Heat", + "The", + "This", + "Anne", + "Diss", + "he", + "meet", + "Heating", + "Corrosion", + "In", + "steel", + "stand", + "st", + "set", + "Materials", + "Health", + "A", + "Surface", + "Drilling", + "Upon", + "Nan", + "side", + "annealing", + "stm", + "Heavy", + "Welding", + "heat", + "Under", + "heating", + "An" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 74011, + 43438, + 83512, + 74736, + 59034, + 79133, + 30543, + 40317, + 3697, + 3038, + 1330, + 1959, + 733, + 12576, + 40316, + 85117, + 135259, + 97198, + 111903, + 11299, + 3420, + 1750, + 1791, + 1571, + 3429, + 2533 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 162030, + 150038, + 84312, + 220927, + 228448, + 67730, + 24075, + 19754, + 25572, + 828, + 277, + 37, + 576, + 24852, + 47799, + 41877, + 54925, + 14199, + 10430, + 237, + 41, + 24, + 8, + 19, + 256, + 15 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 175902, + 130424, + 91771, + 109458, + 155596, + 123647, + 200470, + 90160, + 146075, + 23401, + 18182, + 3152, + 28226, + 54816, + 119686, + 103726, + 64928, + 48382, + 34779, + 29723, + 15969, + 56111, + 63430, + 71990, + 31043, + 54882 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 125658, + 138615, + 106451, + 180679, + 68654, + 57885, + 4929, + 9869, + 52553, + 5762, + 640, + 396, + 759, + 450 + ] + }, + { + "label": "corrosion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 200034, + 260035, + 250039, + 168233, + 127648, + 81498, + 147230, + 236974, + 87522, + 995, + 223, + 157, + 127, + 45 + ] + }, + { + "label": "sensitization", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 240652, + 241414, + 123561, + 117306, + 56914, + 139437, + 152677, + 6310, + 52972, + 134191, + 103143, + 178405, + 160376, + 148135 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "these", + "score": 18.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ide", + "output_checked": true + }, + { + "concept": "whereas", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "next", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "ersion", + "output_checked": true + }, + { + "concept": "and", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "during", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "areas", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "those", + "output_checked": true + }, + { + "concept": "unaffected", + "score": 8.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "oxide", + "score": 8.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "zones", + "score": 8.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "exposing", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "dep", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 7.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "removal", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "removed", + "output_checked": true + }, + { + "concept": "also", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "was", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "between", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "are", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "treatment", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "seawater", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ersion", + "output_checked": true + }, + { + "concept": "neighbors", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "nearby", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "integrity", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sound", + "output_checked": true + }, + { + "concept": "necrosis", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "alike", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "those", + "output_checked": true + }, + { + "concept": "throughout", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "showed", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ersion", + "output_checked": true + }, + { + "concept": "gave", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "testing", + "output_checked": true + }, + { + "concept": "CheckBox", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Car", + "output_checked": true + }, + { + "concept": "surface", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "These", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "welds", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "to", + "output_checked": true + }, + { + "concept": "nuclei", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "observed", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "which", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "next", + "output_checked": true + }, + { + "concept": "this", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "testing", + "output_checked": true + }, + { + "concept": "alongside", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "decorated", + "output_checked": true + }, + { + "concept": "sections", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "leted", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "fighters", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ide", + "output_checked": true + }, + { + "concept": "dioxide", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "b", + "output_checked": true + }, + { + "concept": "carbides", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "those", + "output_checked": true + }, + { + "concept": "coatings", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ide", + "output_checked": true + }, + { + "concept": "revealed", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "testing", + "output_checked": true + }, + { + "concept": "boundary", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "veggies", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "b", + "output_checked": true + }, + { + "concept": "nanoscale", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "decorated", + "output_checked": true + }, + { + "concept": "micrographs", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "thermal", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "scientific", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Imm", + "output_checked": true + }, + { + "concept": "chemically", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "intact", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "mineralization", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "erosion", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "while", + "output_checked": true + }, + { + "concept": "ornamentation", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "decorated", + "output_checked": true + }, + { + "concept": "damaging", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "while", + "output_checked": true + }, + { + "concept": "affairs", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "contexts", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Imm", + "output_checked": true + }, + { + "concept": "several", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "removed", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "next", + "output_checked": true + }, + { + "concept": "addiction", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "b", + "output_checked": true + }, + { + "concept": "various", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "in", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "undos", + "ervan", + "Kwa", + "anque", + "punkte", + "quantos", + "trump", + "wand", + "Hail", + "addRow", + "cred", + "ratchet" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "Cann", + "trem", + "grac", + "Beg", + "Sob", + "rid", + "prof", + "stir", + "dim", + "lev", + "Tons", + "Mannes", + "pres", + "Cole", + "reu", + "Yuk", + "Prote", + "olyte", + "Pres" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "pres", + "phones", + "prof", + "dim", + "trem", + "lev", + "stir", + "grac", + "ums", + "tons", + "val", + "Pres", + "ins", + "nab", + "inds", + "blot", + "Cann", + "champ", + "Beg", + "jos", + "Dru", + "chum", + "cl" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "def", + "ilj", + "fam", + "dim", + "tun", + "tene", + "chum", + "champ", + "bod", + "ilg", + "ran", + "essional", + "tons", + "tek", + "bits", + "grac", + "ums", + "val", + "trem" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "grac", + "fam", + "dim", + "tene", + "ran", + "tfrac", + "tons", + "essional", + "resc", + "brink", + "ago", + "lev", + "Spot", + "olyte", + "bod", + "chum", + "ilj", + "bog", + "Mani", + "Grac" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "WOR", + "side", + "yn", + "sn", + "amb", + "sulph", + "fin", + "Vo", + "icot", + "susp", + "oben", + "sning", + "s", + "hst", + "atus", + "fields", + "det", + "ORS", + "ilers", + "ling", + "VERE", + "Cv", + "Wor", + "setia" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "kick", + "Sol", + "HI", + "valued", + "bro", + "tool", + "tools", + "trading", + "Green", + "rem", + "sning", + "select", + "mech", + "cares", + "MI", + "NRC" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tool", + "tools", + "Select", + "trading", + "sol", + "kick", + "select", + "Green", + "HI", + "dad", + "rem", + "demos", + "duct", + "valued", + "mech", + "linear", + "OM", + "tail", + "NRC", + "simple", + "Sol" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "Green", + "tools", + "select", + "tool", + "sol", + "kick", + "Sol", + "Select", + "bro", + "HI", + "common", + "record", + "trading", + "mech", + "linear", + "lives", + "nop", + "tail", + "uct" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "linear", + "select", + "sus", + "common", + "trading", + "Green", + "criteria", + "tool", + "GRAD", + "subject", + "fetch", + "tools", + "ettle", + "greeting", + "side", + "OOSE", + "contact", + "switch", + "Common", + "proj", + "locks", + "greet", + "delegate" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "linear", + "Greet", + "trading", + "greet", + "ettle", + "Tos", + "locks", + "Select", + "data", + "Listener", + "tool", + "switch", + "fetch", + "WI", + "listener", + "proj", + "cata", + "TI", + "greeting", + "solver", + "lock", + "tools", + "recht" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "rion", + "BAG", + "erme", + "epar", + "elson", + "bag", + "ME", + "este", + "rimer", + "densely", + "SEED", + "grid", + "sang", + "odora", + "Def", + "bag", + "tech", + "Kle", + "beat", + "dense", + "Beat", + "tread", + "SCF", + "issel" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "lick", + "enem", + "cribable", + "slutt", + "restart", + "pickle", + "adet", + "shake", + "dictionaries", + "milion", + "vender", + "httpClient", + "dicht", + "wdir", + "BackendAuth", + "blas", + "Restart", + "pick", + "boss" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "rivol", + "ayet", + "ogado", + "grud", + "dzie", + "brus", + "golfer", + "grudge", + "Brus", + "deka", + "solle", + "cour", + "bookshelf", + "DEL", + "presse", + "assol", + "rele" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "dabei", + "logique", + "prong", + "logic", + "ausge", + "lli", + "ques", + "verme", + "logical", + "etli", + "erves", + "aisl", + "verw", + "Jahres" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "afect", + "spf", + "lewat", + "spf", + "ham", + "verw", + "osp", + "ounced", + "wir", + "duke", + "argumentation", + "berd", + "lli", + "ectors", + "Stein", + "morally", + "sped", + "lasm", + "opf", + "alyse", + "soil", + "mares", + "argument", + "welt", + "idic", + "adillo" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "spf", + "penj", + "baik", + "ips", + "harmed", + "opf", + "parquet", + "ilm", + "individual" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "Otherwise", + "unders", + "meanwhile", + "vice", + "spurt", + "streetlight", + "fileupload", + "interrog", + "postnatal", + "lewat", + "baliknya", + "justru" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Meanwhile", + "Conversely", + "meanwhile", + "Similarly", + "Secondly", + "Meanwhile", + "Thus", + "Conversely", + "However", + "Therefore", + "Likewise", + "alike", + "Similarly", + "Moreover", + "Simultaneously", + "Consequently", + "Nevertheless", + "Lastly", + "whereas", + "Together", + "Others", + "Conclusion", + "Thankfully", + "Their", + "Furthermore", + "nevertheless", + "Luckily" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Conversely", + "accordingly", + "Meanwhile", + "meanwhile", + "Consequently", + "Conversely", + "Furthermore", + "Moreover", + "Therefore", + "conversely", + "Similarly", + "Others", + "Unless", + "Thus", + "Their", + "Mechanical", + "Additionally" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Conversely", + "accordingly", + "therefore", + "Therefore", + "Consequently", + "conversely", + "metallurgical", + "therefore", + "Furthermore", + "Similarly", + "Moreover", + "Meanwhile", + "Conversely", + "swell", + "Unless", + "Likewise", + "holtz", + "Mechanical", + "meanwhile", + "Thus", + "Moreover", + "Additionally" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Conversely", + "conversely", + "Otherwise", + "Furthermore", + "Consequently", + "Conversely", + "Similarly", + "accordingly", + "Secondly", + "Consequently", + "Likewise", + "sted", + "Therefore", + "etch", + "metallurgical", + "Unless", + "annealing", + "Otherwise", + "ingly", + "Additionally", + "metallurgy", + "furthermore", + "Likewise", + "Additionally", + "Meanwhile", + "Secondly", + "Unless" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "conversely", + "Conversely", + "etch", + "grains", + "Conversely", + "Grain", + "grain", + "annealing", + "Likewise", + "grain", + "Grain", + "secondly", + "ingly", + "ructure", + "Secondly", + "heated", + "ioxide", + "Similarly", + "Subs", + "etching", + "sted", + "Therefore", + "etches", + "Judging", + "Steel", + "heater" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "conversely", + "secondly", + "Grain", + "Conversely", + "sted", + "ingly", + "Secondly", + "Therefore", + "Steel", + "Grain", + "Secondly", + "annealing", + "grain", + "etch", + "Likewise", + "grain", + "urally", + "grains", + "Similarly", + "steel", + "Conversely", + "reheating", + "eding", + "metal", + "Yet", + "THAN", + "Beginning" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "sted", + "Secondly", + "Secondly", + "Of", + "iously", + "secondly", + "ingly", + "Ahead", + "ullah", + "aterials", + "During", + "Conversely", + "conversely", + "Until", + "urally", + "ENDING", + "Therefore", + "ioxide", + "Within", + "ound", + "therefore", + "aneously", + "Consequently", + "huh", + "By" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Grain", + "end", + "The", + "grain", + "grain", + "Heat", + "This", + "When", + "However", + "Grain", + "Upon", + "Lubric", + "In", + "Under", + "Materials", + "Mechanical", + "side", + "annealing", + "Anne", + "Structure", + "Furthermore", + "Nuclear", + "Diss", + "Material", + "Stainless", + "Noise", + "He", + "Such", + "Secondly", + "Welding", + "steel", + "Corrosion" + ] + } + ], + "logit_surprising": [ + { + "concept": "these", + "score": 13.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ausge", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Car", + "output_checked": true + }, + { + "concept": "zones", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "those", + "output_checked": true + }, + { + "concept": "are", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "between", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "surface", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "oxide", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "God", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "in", + "output_checked": true + }, + { + "concept": "ilm", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "decorated", + "output_checked": true + }, + { + "concept": "areas", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "affected", + "output_checked": true + }, + { + "concept": "unaffected", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "treatment", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "during", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "grud", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "spf", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "showed", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "testing", + "output_checked": true + }, + { + "concept": "ScrollView", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Car", + "output_checked": true + }, + { + "concept": "carburetor", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "b", + "output_checked": true + }, + { + "concept": "weld", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "carbides", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "those", + "output_checked": true + }, + { + "concept": "coatings", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ide", + "output_checked": true + }, + { + "concept": "revealed", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "testing", + "output_checked": true + }, + { + "concept": "formed", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "boundary", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "dieu", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "roar", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "next", + "output_checked": true + }, + { + "concept": "clickable", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "afect", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ips", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "while", + "output_checked": true + }, + { + "concept": "swam", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ersion", + "output_checked": true + }, + { + "concept": "various", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "in", + "output_checked": true + }, + { + "concept": "whereas", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "welds", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "exposing", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "while", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "ersion", + "output_checked": true + }, + { + "concept": "leaving", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "while", + "output_checked": true + }, + { + "concept": "nanocom", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "These", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "revealing", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Despite", + "score": 2.0, + "best_rank": 5, + "best_depth": 90.2, + "near_token": "sound", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Car", + "output_checked": true + }, + { + "concept": "kuri", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "decorated", + "output_checked": true + }, + { + "concept": "ord", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "testing", + "output_checked": true + }, + { + "concept": "fam", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "leted", + "output_checked": true + }, + { + "concept": "Kline", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "ello", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "ostat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "decorated", + "output_checked": true + }, + { + "concept": "kik", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "affected", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "golfer", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "while", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "decorated", + "output_checked": true + }, + { + "concept": "viol", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "brus", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "OMA", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "b", + "output_checked": true + }, + { + "concept": "dazu", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "stainless", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-03__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-boundary-attack-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Chromium-depleted interfacial attack 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A stainless vessel received an improper post-weld thermal cycle. In service, fissures traced the polygonal grain-edge network instead of cutting through the crystallites.", + "prompt_tail": "s vessel received an improper post-weld thermal cycle. In service, fissures traced the polygonal grain-edge network instead of cutting through the crystallites.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 32 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-boundary-attack-04", + "carrier_id": null, + "target_family": "boundary-attack", + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 942, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 10201 + }, + { + "label": "corrosion", + "best_rank": 462, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 3134 + }, + { + "label": "sensitization", + "best_rank": 4476, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 44347 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "orry", + "ients", + "asion", + "behalf", + "together", + "asons", + "ilst", + "ammed", + "Also" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "alike", + "leness", + "ii", + "guys", + "etc", + "dia", + "lly", + "d", + "ie", + "outh", + "ids", + "thing", + "wards", + "xd", + "atre", + "basically", + "nti", + "nto", + "l", + "ion", + "ort", + "ients", + "ses", + "persons", + "mann", + "hence" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "basically", + "alike", + "guys", + "ain", + "yeah", + "thats", + "gotta", + "thing", + "etc", + "stuff", + "maybe", + "till", + "lle", + "nobody", + "anybody", + "wanna", + "outh", + "wards", + "kids", + "info", + "xd", + "guy", + "afterwards", + "defence", + "etc", + "pics", + "learnt", + "dia" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "gonna", + "alike", + "leness", + "dia", + "oides", + "ided", + "olas", + "ndo", + "cloths", + "zis", + "outh", + "oids", + "lle", + "youths", + "guy", + "eness", + "aid", + "ewise", + "fts", + "nowadays", + "yli", + "abouts", + "oths", + "doings", + "ions", + "gy", + "odo", + "persons", + "xd", + "lope", + "udos" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "alike", + "ided", + "afterwards", + "dia", + "wards", + "guy", + "whilst", + "leness", + "doings", + "ised", + "basically", + "anybody", + "maupun", + "abouts", + "zis", + "ct", + "aid", + "olas", + "nobody", + "bzw", + "meanwhile", + "guys", + "persons", + "hence", + "yli", + "ndo", + "ie", + "stuff", + "atre", + "eness" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "afterwards", + "whilst", + "which", + "gonna", + "Yeah", + "towards", + "filming", + "whereas", + "ppo", + "Whilst", + "also", + "yy", + "meanwhile", + "nowadays", + "judgement", + "ossen", + "anyways", + "Also", + "utta", + "oides", + "leigh", + "filmed", + "ided", + "mainly", + "hence", + "arte", + "anybody", + "eyer", + "assisted" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "whilst", + "later", + "rather", + "nearer", + "they", + "wards", + "although", + "which", + "afterwards", + "thence", + "though", + "however", + "merely", + "apparently", + "neighbouring", + "Whilst", + "Whilst", + "themselves", + "nearby", + "apiece", + "whereupon", + "whereas", + "viz", + "theirs", + "favoured", + "surm", + "their", + "ising", + "utilised", + "ised", + "favour", + "mostly" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whereas", + "whilst", + "hence", + "merely", + "rather", + "altogether", + "furthermore", + "thence", + "alike", + "thereto", + "meanwhile", + "thus", + "ought", + "Moreover", + "whereupon", + "whereas", + "thereby", + "moreover", + "moulded", + "utti", + "Whilst", + "latter", + "neither", + "mould", + "belonged", + "whence", + "hitherto", + "surm", + "regarded", + "realised", + "Whereas", + "leness" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "merely", + "rather", + "whilst", + "mould", + "albeit", + "whereas", + "trac", + "favoured", + "realising", + "moulded", + "altogether", + "viz", + "Colour", + "pigmentation", + "fibres", + "Whilst", + "latter", + "hence", + "resulted", + "rather", + "mottled", + "ised", + "neath", + "realised", + "agglomer", + "albeit", + "wards", + "alike", + "pigment", + "subdued" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subsurface", + "fungal", + "substrate", + "plast", + "trench", + "brittle", + "fracturing", + "trac", + "nematode", + "scarring", + "xylem", + "mottled", + "molecular", + "metallurgical", + "lith", + "elongated", + "deform", + "microscopic", + "fungus", + "mortem", + "epidermal", + "cartilage", + "hypoxia", + "pigmentation", + "lignin", + "characteristic", + "polymer", + "aberr", + "laminar", + "meniscus", + "subterranean", + "tunnelling" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "subsurface", + "structural", + "merely", + "substrate", + "deform", + "aberr", + "structurally", + "characteristic", + "anatomical", + "patterning", + "necrosis", + "epidermal", + "fracturing", + "molecular", + "morphology", + "elongated", + "coloration", + "scarring", + "serpentine", + "failure", + "trac", + "pendicular", + "laminar", + "delineated", + "cuticle", + "xylem", + "staining", + "symptomatic", + "structural", + "observed", + "technique", + "distal" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "necrosis", + "failure", + "morphology", + "symptomatic", + "subsurface", + "scarring", + "characteristic", + "indicating", + "substrate", + "staining", + "pathology", + "indicative", + "coloration", + "cuticle", + "bacter", + "structural", + "diagnose", + "pathogenesis", + "histological", + "xylem", + "observed", + "defects", + "suggesting", + "adhesion", + "metastasis", + "necro", + "mortem", + "epidermal", + "formation", + "deform", + "thrombosis", + "histology" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "distinguishing", + "characteristic", + "indicating", + "suggesting", + "indicative", + "characteristics", + "distinguish", + "characterizing", + "patterning", + "pattern", + "differentiation", + "morphology", + "differentiating", + "microstructure", + "preferentially", + "intramolecular", + "apparently", + "characterize", + "coloration", + "fatally", + "epidermal", + "cuticle", + "typology", + "xylem", + "differentiate", + "specificity", + "differentiated", + "implying" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "suggesting", + "characteristic", + "indicative", + "distinguishing", + "implying", + "apparently", + "suggestive", + "pattern", + "distinguish", + "specificity", + "Apparently", + "xylem", + "indicate", + "indicates", + "distinguished", + "phenotype", + "characteristics", + "describe", + "suggests", + "unusual", + "interpreted", + "morphology", + "intramolecular", + "type", + "likely", + "observed", + "implies" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "suggesting", + "reportedly", + "which", + "demonstrating", + "subsequently", + "during", + "indicating", + "simultaneously", + "During", + "publicly", + "characterized", + "impacting", + "During", + "showcasing", + "characterizing", + "notably", + "concurrently", + "this", + "causing", + "utilizing", + "significantly", + "successfully", + "threatening", + "evidenced", + "Notably", + "resulting", + "documented", + "whereupon", + "necessitating", + "due", + "making" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "During", + "Furthermore", + "Also", + "During", + "Consequently", + "Simultaneously", + "Similarly", + "Ultimately", + "Subsequently", + "furthermore", + "Their", + "Specifically", + "Similarly", + "Conversely", + "Previously", + "Afterwards", + "Then", + "Because", + "Meanwhile", + "Recently", + "Furthermore", + "Likewise", + "This", + "Therefore", + "Currently", + "Their", + "Consequently", + "They", + "Its", + "Also", + "Upon", + "Recently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Similarly", + "furthermore", + "Also", + "Conversely", + "Simultaneously", + "Then", + "During", + "Meanwhile", + "Similarly", + "Subsequently", + "Afterwards", + "Consequently", + "meanwhile", + "Afterward", + "whereas", + "During", + "Currently", + "Furthermore", + "Likewise", + "Conversely", + "conversely", + "This", + "They", + "Yet", + "Recently", + "Previously", + "Subsequent", + "Its", + "Their", + "Again", + "Following" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "During", + "During", + "They", + "Their", + "meanwhile", + "furthermore", + "Their", + "Simultaneously", + "Meanwhile", + "theirs", + "conversely", + "They", + "Equally", + "Afterward", + "lately", + "Lately", + "Yet", + "Furthermore", + "Similarly", + "they", + "This", + "Though", + "Upon", + "Along", + "Its", + "Recently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "mselves", + "They", + "Their", + "Their", + "During", + "During", + "Its", + "theirs", + "Lately", + "They", + "olerance", + "Yours", + "This", + "Its", + "Today", + "Within", + "Thus", + "Consequently", + "Unless", + "Currently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Their", + "This", + "Its", + "They", + "During", + "mselves", + "Its", + "Meanwhile", + "Their", + "There", + "During", + "Consequently", + "Today", + "Within", + "Hence", + "Recent", + "Lately", + "Therefore", + "Along", + "Compared", + "Conversely", + "Yours", + "nThe" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Consequently", + "Their", + "They", + "Its", + "Recent", + "There", + "During", + "Lately", + "Its", + "Their", + "Consequently", + "Therefore", + "Meanwhile", + "Hence", + "During", + "Recently", + "Today", + "Within", + "Upon", + "Conversely", + "This", + "Recent", + "theirs", + "mselves" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Consequently", + "Hence", + "They", + "Conversely", + "conversely", + "Its", + "Upon", + "Likewise", + "Unless", + "Therefore", + "Furthermore", + "Welcome", + "LessThan", + "Their", + "Needs", + "Consequently", + "Dieser", + "Dieses", + "Threats", + "txt", + "Historically", + "However", + "Its", + "Dette" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "umno", + "Therefore", + "Exceptions", + "json", + "Welcome", + "exceptions", + "LessThan", + "essa", + "This", + "Meanwhile", + "Arguments", + "balls", + "Conversely", + "UMENT" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Exceptions", + "Arguments", + "UMENT", + "othesis", + "Subs", + "Therefore", + "Please", + "umno", + "This", + "ument", + "coli", + "exceptions", + "ufs", + "THAN", + "ular", + "Tumor", + "opy", + "LessThan", + "wich", + "Repeat", + "kidding", + "orini", + "Welcome", + "ULAR", + "Detail", + "ocond" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Subs", + "uch", + "exceptions", + "Exceptions", + "Arguments", + "Subs", + "subs", + "Arguments", + "Allow", + "Subsection", + "ivities", + "ipation", + "Assumptions", + "ULAR", + "Welcome", + "UMENT", + "amers", + "ular", + "Diss", + "Repeat", + "Subsection" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "exceptions", + "subs", + "ular", + "when", + "This", + "geom", + "uch", + "substring", + "py", + "itemize", + "union", + "new", + "fs", + "sub", + "substrate", + "jpg", + "Diss", + "size", + "iss", + "unn", + "event", + "approved", + "ioxide", + "When", + "jpeg", + "unsafe", + "internal", + "progress", + "black", + "Sub", + "fail", + "This" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 102037, + 83198, + 85251, + 56355, + 34244, + 58773, + 9429, + 86126, + 2776, + 4579, + 1907, + 943, + 1049, + 3958, + 73980, + 170017, + 190291, + 72982, + 108547, + 87338, + 69821, + 80239, + 81989, + 95082, + 101943, + 42083 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 155353, + 112057, + 30486, + 90908, + 153930, + 5222, + 4788, + 14184, + 14314, + 806, + 1558, + 463, + 2140, + 15192, + 61591, + 37755, + 27250, + 8606, + 3613, + 1100, + 1194, + 4678, + 6476, + 12766, + 13071, + 1268 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 214349, + 113726, + 71450, + 48030, + 102168, + 38430, + 127121, + 29697, + 52957, + 44762, + 33870, + 4477, + 23412, + 17125, + 130498, + 123064, + 77010, + 35831, + 23019, + 15966, + 11211, + 87725, + 218677, + 144167, + 118873, + 148660 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 57440, + 80954, + 48678, + 162163, + 107035, + 48665, + 10202, + 16592, + 55728, + 25718, + 32487, + 16263, + 30168, + 34424 + ] + }, + { + "label": "corrosion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 181624, + 261779, + 236079, + 180772, + 34569, + 22640, + 51508, + 147664, + 15968, + 5229, + 3135, + 24557, + 18022, + 10459 + ] + }, + { + "label": "sensitization", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 236161, + 176205, + 83441, + 162163, + 44348, + 192882, + 226448, + 61754, + 55295, + 55465, + 54496, + 143873, + 230440, + 145864 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "welding", + "score": 18.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "eld", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 15.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "because", + "score": 14.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "cycle", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "received", + "output_checked": true + }, + { + "concept": "within", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "traced", + "output_checked": true + }, + { + "concept": "grains", + "score": 8.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "several", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "received", + "output_checked": true + }, + { + "concept": "them", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "through", + "output_checked": true + }, + { + "concept": "cleanup", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "post", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "being", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "During", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "treatment", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "thermal", + "output_checked": true + }, + { + "concept": "themselves", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "traced", + "output_checked": true + }, + { + "concept": "cleaning", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "chemical", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "w", + "output_checked": true + }, + { + "concept": "was", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "vessel", + "output_checked": true + }, + { + "concept": "sections", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "substandard", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "improperly", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "subsequently", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "In", + "output_checked": true + }, + { + "concept": "became", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "causing", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "cycle", + "output_checked": true + }, + { + "concept": "across", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "during", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "received", + "output_checked": true + }, + { + "concept": "deployment", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "post", + "output_checked": true + }, + { + "concept": "This", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "contours", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "contamination", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "received", + "output_checked": true + }, + { + "concept": "herbicide", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "an", + "output_checked": true + }, + { + "concept": "acidic", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "cracks", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "appeared", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "back", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "traced", + "output_checked": true + }, + { + "concept": "propagating", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "failure", + "score": 3.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "service", + "output_checked": true + }, + { + "concept": "remediation", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "In", + "output_checked": true + }, + { + "concept": "necrosis", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "investigative", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "traced", + "output_checked": true + }, + { + "concept": "lattice", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "network", + "output_checked": true + }, + { + "concept": "patterning", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "instead", + "output_checked": true + }, + { + "concept": "blade", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "recovery", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cycle", + "output_checked": true + }, + { + "concept": "cytoplasm", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "cutter", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "indicating", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "massacre", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "photography", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "this", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "exposure", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "bodysuit", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "began", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "instead", + "output_checked": true + }, + { + "concept": "photoshoot", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "sealant", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "machining", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "consequence", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "In", + "output_checked": true + }, + { + "concept": "parenchyma", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "used", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "vessel", + "output_checked": true + }, + { + "concept": "steel", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "corrosive", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "received", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "quantos", + "nada", + "Hail", + "ervan", + "punkte", + "wand", + "Kwa", + "yclerView", + "ynitrite", + "cro", + "trump" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "grac", + "opat", + "rid", + "trem", + "Blanch", + "tons", + "lev", + "Beg", + "Mannes", + "blot", + "Prote", + "Sob", + "dim", + "ment", + "stir", + "Bog", + "ving", + "olyte", + "gr" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "trem", + "Dru", + "grac", + "tun", + "rid", + "bab", + "lev", + "plo", + "Mannes", + "chn", + "prof", + "opat", + "ving", + "reu", + "Blanch", + "tons", + "nab", + "dim", + "Bel", + "blot", + "hush" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Reis", + "reu", + "chum", + "onn", + "tfrac", + "resc", + "grac", + "ilj", + "def", + "tun", + "essional", + "bog", + "dim", + "trem", + "JI", + "nguy" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "grac", + "Reis", + "chum", + "ago", + "nguy", + "yli", + "essional", + "tfrac", + "ilj", + "dim", + "Mani", + "Mannes", + "ilers", + "ingt", + "champ", + "Khud", + "eau", + "Bog", + "resc", + "Cil" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "side", + "WOR", + "ilers", + "rem", + "Vo", + "hst", + "yn", + "ORS", + "sn", + "oben", + "rocin", + "bund", + "susp", + "atus", + "idence", + "icot", + "sag", + "ain", + "ling", + "illing", + "hely" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "trading", + "sol", + "ME", + "Green", + "DEP", + "bro", + "HI", + "duct", + "Er", + "dal", + "seq", + "das", + "Sol", + "serial", + "dad", + "lim", + "kick", + "turbo", + "remen", + "don" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "HI", + "sol", + "tools", + "dal", + "turbo", + "trading", + "bro", + "dad", + "remen", + "Select", + "tool", + "tail", + "das", + "Vo", + "don", + "demos" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "sol", + "Green", + "Select", + "tools", + "HI", + "record", + "Sol", + "rem", + "blank", + "simple", + "duct", + "select", + "nop", + "demos", + "tool", + "proj", + "d" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "linear", + "ettle", + "sus", + "Green", + "select", + "var", + "proj", + "data", + "fetch", + "lives", + "dynamic", + "OOSE", + "subject", + "felt", + "RECE", + "calls", + "Greeting", + "locks", + "greet", + "sol" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "listener", + "RECE", + "data", + "greet", + "tit", + "fetch", + "GetData", + "proj", + "CERT", + "Greet", + "locks", + "calls", + "locks", + "CUSTOM", + "gri", + "SECURITY", + "subject", + "resolve", + "Tos", + "capitalize", + "Resolve", + "greeting", + "credits", + "Listener", + "Select", + "linear" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "yd", + "alh", + "bag", + "lewat", + "scat", + "llan", + "mind", + "hedra", + "rambling", + "erat", + "utam", + "gestaltung", + "podcast" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "kulit", + "akati", + "slutt", + "abilecek", + "dikenal", + "processes", + "grudge", + "cama", + "pick", + "miasta", + "mengenal", + "overlapping", + "ville", + "recou", + "pelanggan" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "brus", + "brushing", + "owes", + "grud", + "assol", + "ogado", + "dikenal", + "God", + "chut", + "Brus", + "brush", + "akir" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "tier", + "ques", + "Jahres", + "Proj", + "prong", + "smith", + "ausge", + "igste", + "ired", + "should", + "jah", + "bitwise", + "logic", + "affection", + "tier", + "Nah", + "Sliced", + "azimuth" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "ospel", + "tier", + "gaard", + "afect", + "ectors", + "casilla", + "welt", + "wir", + "idic", + "wij", + "fection", + "azimuth", + "gpio", + "andolo", + "widers", + "ausge", + "altung", + "ham", + "ycz", + "kata", + "Stein", + "vorher", + "tti", + "halk", + "ques", + "Versions" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "rescences", + "serp", + "spf", + "baik", + "ilm", + "ectors", + "mediana", + "plague" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "boil", + "flourish", + "symptom", + "Symptoms", + "Rosenthal", + "fileupload", + "Sympt", + "cantilever", + "Died", + "indoors", + "Worked", + "unders", + "slash", + "slit", + "troubleshooting", + "meteor" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "mselves", + "Viewing", + "Symptoms", + "Observed", + "Sympt", + "viewing", + "Same", + "Troubles", + "Simultaneously", + "in", + "During", + "Weekly", + "Subs", + "observed", + "Within", + "Subs", + "nThe", + "This", + "during", + "Similarly", + "During", + "Thus" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Its", + "meanwhile", + "Simultaneously", + "mselves", + "This", + "Its", + "Symptoms", + "Observed", + "Decline", + "During", + "Subsequent", + "Subsequently", + "Their" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Consequently", + "Upon", + "Symptoms", + "ipsis", + "Recent", + "therefore", + "During", + "Immediately", + "Findings", + "Its", + "Recently", + "Bunun", + "Its", + "During", + "Historically", + "Yours" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "This", + "conversely", + "During", + "Upon", + "Historically", + "Subs", + "Similarly", + "txt", + "versa", + "Normally", + "Traditionally", + "Mechanism", + "Initially", + "Simultaneously", + "Otherwise", + "Unlike", + "Except", + "Supplies", + "ipsis", + "During", + "htm", + "Likewise" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "json", + "This", + "Allow", + "Meanwhile", + "versa", + "Mechanism", + "Subs", + "conversely", + "letas", + "ingly", + "Secondly", + "Therefore", + "ipynb", + "Exceptions", + "During", + "Repeat", + "Format", + "These", + "Subs", + "ingale" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "During", + "Assuming", + "Subs", + "Meanwhile", + "Diss", + "Therefore", + "These", + "json", + "Repeat", + "Secondly", + "Subs", + "Both", + "During", + "Allow", + "versa", + "Previously", + "They", + "Otherwise", + "Assumptions", + "Except", + "When", + "Welcome", + "othesis", + "Mechanism", + "ioxide", + "Same" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Subs", + "Assumptions", + "Subs", + "This", + "Assuming", + "ioxide", + "Allow", + "When", + "ipation", + "Diss", + "Repeat", + "versa", + "Issues", + "jsp", + "Both", + "subs", + "Secondly", + "rb", + "ingly", + "Welcome", + "Meanwhile", + "Assumption", + "mselves", + "These" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "when", + "Diss", + "diss", + "When", + "Upon", + "The", + "size", + "iss", + "These", + "end", + "subs", + "Wait", + "during", + "In", + "begin", + "black", + "Subs", + "exceptions", + "event", + "are", + "ipation", + "observe", + "append", + "fail", + "geom", + "aut", + "Such", + "sapp", + "They", + "substring", + "freeze" + ] + } + ], + "logit_surprising": [ + { + "concept": "boundaries", + "score": 15.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "ausge", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "cleaning", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "eld", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "grains", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "welding", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ilm", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "In", + "output_checked": true + }, + { + "concept": "rinse", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "treatment", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "thermal", + "output_checked": true + }, + { + "concept": "appeared", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "across", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "themselves", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "traced", + "output_checked": true + }, + { + "concept": "God", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "corrosive", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "received", + "output_checked": true + }, + { + "concept": "acidic", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "an", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "accordance", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "In", + "output_checked": true + }, + { + "concept": "emanating", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "network", + "output_checked": true + }, + { + "concept": "propagating", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "failure", + "score": 3.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "service", + "output_checked": true + }, + { + "concept": "boo", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "rele", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "brus", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "halk", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "eld", + "output_checked": true + }, + { + "concept": "berd", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "After", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "post", + "output_checked": true + }, + { + "concept": "began", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "circumferential", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "cracks", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "steel", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "hydrochloric", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "received", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "credits", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "post", + "output_checked": true + }, + { + "concept": "bit", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "received", + "output_checked": true + }, + { + "concept": "flakes", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "traced", + "output_checked": true + }, + { + "concept": "lewat", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "instead", + "output_checked": true + }, + { + "concept": "key", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "through", + "output_checked": true + }, + { + "concept": "afield", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "lak", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "received", + "output_checked": true + }, + { + "concept": "layup", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "an", + "output_checked": true + }, + { + "concept": "reheat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "traced", + "output_checked": true + }, + { + "concept": "gest", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "rozs", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "replay", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "network", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "instead", + "output_checked": true + }, + { + "concept": "desempe", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "ostat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "through", + "output_checked": true + }, + { + "concept": "politischen", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "kulit", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "gods", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "an", + "output_checked": true + }, + { + "concept": "olas", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "service", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Logic", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "dazu", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "received", + "output_checked": true + }, + { + "concept": "Verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "service", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "swirl", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "thermal", + "output_checked": true + }, + { + "concept": "eignet", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "vessel", + "output_checked": true + }, + { + "concept": "inexplicable", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "an", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-04__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-boundary-attack-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Chromium-depleted interfacial attack 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Austenitic sheet aged near 650 degrees Celsius showed continuous carbide films around grains. An aggressive liquid subsequently produced narrow grooves along the same paths.", + "prompt_tail": "eet aged near 650 degrees Celsius showed continuous carbide films around grains. An aggressive liquid subsequently produced narrow grooves along the same paths.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-boundary-attack-05", + "carrier_id": null, + "target_family": "boundary-attack", + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "black", + "generated_token_ids": [ + 8916 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 14884, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 739 + }, + { + "label": "corrosion", + "best_rank": 0, + "best_depth": 43.9, + "onset_depth": 43.9, + "reached_top1": true, + "best_pos": 31, + "logit_lens_best_rank": 110 + }, + { + "label": "sensitization", + "best_rank": 7961, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 19506 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "asion", + "orry", + "together", + "ients", + "asons", + "ilst", + "behalf", + "ammed", + "leness" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "lle", + "ii", + "ients", + "persons", + "alike", + "etc", + "dia", + "eded", + "zis", + "d", + "ion", + "ie", + "atre", + "zia", + "zes", + "eness", + "sic", + "nti", + "lly", + "ids", + "wards", + "ses", + "orie", + "eries", + "arie", + "oides", + "persons" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "persons", + "lle", + "etc", + "alike", + "etc", + "dia", + "oides", + "leness", + "sic", + "zis", + "lly", + "thing", + "ients", + "xd", + "atre", + "somebody", + "dz", + "anybody", + "ndo", + "ids", + "ither", + "basically", + "everybody", + "aid", + "ain", + "thereon" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "herein", + "thereto", + "thereon", + "herewith", + "therein", + "persons", + "hereafter", + "therefrom", + "therewith", + "thereof", + "aforesaid", + "sic", + "thereupon", + "thereby", + "wherein", + "alike", + "presently", + "yses", + "maupun", + "thence", + "Thereafter", + "hereinafter", + "forthwith" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "thereto", + "herewith", + "herein", + "sic", + "whilst", + "thereon", + "maupun", + "aforesaid", + "thence", + "therewith", + "efectu", + "forthwith", + "thereof", + "thereby", + "furthermore", + "hereafter", + "thereupon", + "hence", + "wherein", + "alike", + "presently", + "soever", + "inasmuch" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "furthermore", + "persons", + "wherein", + "whilst", + "Furthermore", + "whereby", + "thereto", + "which", + "thereby", + "thereafter", + "whereupon", + "therefore", + "whereas", + "pertaining", + "thereon", + "sic", + "Whilst", + "Whilst", + "Concerning", + "also", + "upon", + "concerning", + "Furthermore", + "utilising", + "hereafter" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "thereto", + "thereby", + "subsequently", + "alike", + "wherein", + "Subsequently", + "furthermore", + "thence", + "sequently", + "whereupon", + "Subsequently", + "thus", + "thereupon", + "characterized", + "upon", + "therein", + "likewise", + "itherto", + "concomit", + "thereon", + "ensuing", + "consequently", + "Moreover", + "meanwhile", + "scarcely", + "therefrom", + "Furthermore", + "Upon" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "thereby", + "alike", + "thereto", + "concomit", + "wherein", + "Furthermore", + "characterized", + "moreover", + "thence", + "thereafter", + "Moreover", + "presently", + "concomitant", + "thereupon", + "whereupon", + "thus", + "subsequently", + "likewise", + "upon", + "Moreover", + "sequently", + "commenced", + "Subsequently", + "heretofore", + "uria", + "constituted", + "therefrom", + "inasmuch" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "subsequently", + "Subsequently", + "thereafter", + "concomit", + "furthermore", + "Subsequently", + "concomitant", + "subsequent", + "characterized", + "Furthermore", + "sequently", + "thereby", + "alike", + "wiederum", + "ddots", + "nascent", + "Moreover", + "moreover", + "incipient", + "successivamente", + "Subsequent", + "metallurgical", + "metallurgy", + "thus", + "Moreover", + "thence", + "burgeoning", + "consequently", + "spurred" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "etching", + "metallurgical", + "corrosion", + "corro", + "abrasion", + "sediment", + "etch", + "subsurface", + "discoloration", + "metallurgy", + "corrosive", + "benthic", + "littoral", + "decolor", + "Corrosion", + "scarring", + "coloration", + "geologic", + "fluvial", + "metall", + "hydrodynamic", + "Sediment", + "plast", + "etched", + "liquef", + "deform", + "effluent", + "excav", + "indistinct", + "scav", + "laminar" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "damage", + "destructive", + "Damage", + "scarring", + "discoloration", + "corro", + "etching", + "kerusakan", + "metallurgical", + "damaged", + "corrosion", + "corrosive", + "undamaged", + "subsurface", + "inflicted", + "abrasion", + "fluvial", + "erosion", + "debris", + "damaging", + "exacerbated", + "sediment", + "eroded", + "destructive", + "inflict", + "cavitation", + "subsequent", + "scars" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "corrosion", + "destructive", + "damaged", + "damaging", + "damage", + "corro", + "Damage", + "Corrosion", + "kerusakan", + "necrosis", + "seawater", + "corrosive", + "discoloration", + "metallurgical", + "destruction", + "exacerbated", + "destructive", + "scarring", + "degradation", + "drainage", + "inflicted", + "injuring", + "discolor", + "undamaged", + "damaged", + "metallurgy", + "decolor", + "hydraulic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "corrosion", + "corro", + "Corrosion", + "damaging", + "destructive", + "necrosis", + "seawater", + "injuring", + "kerusakan", + "discoloration", + "metallurgical", + "damage", + "apparently", + "damaged", + "repeatedly", + "suspected", + "ructive", + "Damage", + "chemically", + "exacerbated", + "corrosive", + "inexplicable", + "repeated", + "suspect", + "recovered", + "Drainage", + "undamaged", + "metallurgy", + "offenbar", + "observed", + "drainage", + "hydraulic" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "inexplicable", + "suspect", + "damage", + "suspected", + "damaging", + "destructive", + "Damage", + "inexplic", + "injuring", + "offenbar", + "diduga", + "apparently", + "corrosion", + "corro", + "blamed", + "damaged", + "scav", + "exacerbated", + "kerusakan", + "mysteriously", + "poisoned", + "fatally", + "worsened", + "angered", + "inflicting", + "assailant", + "apparently", + "suspiciously", + "subsequently", + "RESULT" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "subsequently", + "Furthermore", + "likewise", + "Similarly", + "Subsequently", + "furthermore", + "Suddenly", + "Afterwards", + "simultaneously", + "reportedly", + "Consequently", + "also", + "Also", + "whereas", + "whereupon", + "which", + "Also", + "whilst", + "Similarly", + "Later", + "consequently", + "Likewise", + "Consequently", + "Conversely", + "Which", + "afterwards", + "similarly", + "Furthermore", + "believing", + "meanwhile", + "Conversely", + "concurrently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Similarly", + "Similarly", + "likewise", + "furthermore", + "Conversely", + "Furthermore", + "Conversely", + "whereas", + "similarly", + "Consequently", + "Furthermore", + "Likewise", + "Subsequently", + "Consequently", + "conversely", + "Also", + "Likewise", + "ertain", + "Also", + "Again", + "accordingly", + "Meanwhile", + "meanwhile", + "whereas", + "else", + "Yet", + "sequently", + "Later", + "alike", + "Again", + "Yet", + "Afterwards" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Similarly", + "Similarly", + "Conversely", + "furthermore", + "conversely", + "Furthermore", + "similarly", + "likewise", + "Conversely", + "whereas", + "Consequently", + "meanwhile", + "Again", + "accordingly", + "thereafter", + "Likewise", + "Subsequently", + "therefore", + "Meanwhile", + "Consequently", + "else", + "Then", + "Also", + "Therefore", + "Yet", + "afterwards", + "Later", + "consequently", + "Furthermore", + "Afterwards", + "correspondingly", + "Equally" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "Similarly", + "accordingly", + "Similarly", + "meanwhile", + "conversely", + "whereas", + "Meanwhile", + "similarly", + "likewise", + "therefore", + "Conversely", + "Furthermore", + "Again", + "consequently", + "Likewise", + "Equally", + "Similar", + "vice", + "Whether", + "secondly", + "Conversely", + "Simultaneously", + "During", + "Finally", + "alike", + "Their", + "comparing", + "priori", + "else", + "Further", + "Yet" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "conversely", + "These", + "Yet", + "Meanwhile", + "This", + "Conversely", + "Conversely", + "meanwhile", + "this", + "These", + "accordingly", + "Yet", + "Therefore", + "Consequently", + "Dieser", + "Yours", + "this", + "vice", + "Similarly", + "Their", + "furthermore" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Meanwhile", + "Consequently", + "These", + "This", + "Similarly", + "Conversely", + "nThe", + "Furthermore", + "Along", + "Consequently", + "These", + "Their", + "Which", + "Yet", + "Its", + "Recently", + "meanwhile", + "Therefore", + "Within", + "Recent", + "Likewise", + "Considering", + "Dieser", + "Conversely", + "Moreover", + "There", + "They" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "These", + "This", + "Consequently", + "Meanwhile", + "These", + "Therefore", + "nThe", + "Along", + "Recent", + "Conversely", + "They", + "Their", + "Consequently", + "Similarly", + "Recently", + "Dieser", + "Hence", + "Yet", + "Upon", + "Likewise", + "What", + "Considering", + "Furthermore", + "Which", + "Their", + "Whether", + "Together", + "Considering" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "These", + "Likewise", + "Furthermore", + "They", + "Consequently", + "Hence", + "Similarly", + "Upon", + "Conversely", + "Again", + "Meanwhile", + "This", + "Dieser", + "Ditto", + "Finally", + "Dieses", + "Possible", + "Therefore", + "Considering", + "Finding", + "Consequently", + "Threats", + "However", + "These", + "Repeat", + "Their", + "Diese", + "What" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "Ditto", + "Mere", + "Repeat", + "Penelitian", + "meanwhile", + "Arguments", + "istik", + "Repeat", + "STITUTION", + "Therefore", + "ound", + "Similarly", + "balls", + "CONCLUSION", + "imiter", + "CHECKS" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Ditto", + "Repeat", + "Meanwhile", + "igate", + "Arguments", + "ONENT", + "Copy", + "Repeat", + "THAN", + "Penelitian", + "SCHEMA", + "STITUTION", + "UMENT", + "Sao", + "scrollTo", + "Whe", + "OUND", + "Researchers", + "ound", + "alike", + "Therefore", + "InstanceOf", + "othesis", + "QUESTIONS" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Researchers", + "igate", + "GRAPH", + "iculata", + "Meanwhile", + "Researchers", + "Sicherheit", + "Serializer", + "Biological", + "Graphics", + "ATER", + "grass", + "Cnt", + "ARROW", + "Investigations", + "alike", + "Considering", + "angkat", + "Seeking" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "black", + "bl", + "graph", + "unknown", + "length", + "continuous", + "intrinsic", + "This", + "Unknown", + "grass", + "aten", + "blank", + "compare", + "This", + "histogram", + "unn", + "blit", + "biological", + "catch", + "gr", + "undefined", + "blind", + "bull", + "different", + "buy", + "Graph", + "infl", + "below", + "crossed", + "attach", + "Intrinsic", + "diff" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 89680, + 59447, + 59804, + 71599, + 30791, + 24821, + 39260, + 80868, + 71556, + 27151, + 14885, + 32802, + 38292, + 70645, + 134329, + 178578, + 212980, + 134293, + 133834, + 74420, + 47505, + 103409, + 105574, + 121418, + 126427, + 28730 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 154284, + 92748, + 35608, + 113106, + 157066, + 30628, + 12180, + 17049, + 391, + 3, + 13, + 1, + 1, + 13, + 44622, + 88590, + 82539, + 35445, + 22136, + 6548, + 6122, + 32148, + 80743, + 172020, + 147527, + 67863 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 199413, + 89828, + 32347, + 14419, + 40736, + 40009, + 64391, + 14236, + 75347, + 50964, + 36226, + 7962, + 35565, + 58561, + 55285, + 44390, + 42943, + 50624, + 45299, + 29033, + 16854, + 72396, + 194796, + 165390, + 125353, + 108201 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 102356, + 145912, + 87703, + 179584, + 131057, + 57524, + 13691, + 740, + 47313, + 78832, + 93458, + 72173, + 60603, + 37346 + ] + }, + { + "label": "corrosion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 151603, + 239117, + 149563, + 166934, + 61959, + 6774, + 53706, + 144210, + 73730, + 491, + 111, + 706, + 537, + 416 + ] + }, + { + "label": "sensitization", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 201578, + 221715, + 55312, + 104183, + 19507, + 55307, + 108634, + 27652, + 112309, + 41184, + 68289, + 165577, + 195148, + 163081 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "metallurgical", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 12.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "because", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "several", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "but", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "significant", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "for", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "whereas", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "during", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "continuous", + "output_checked": true + }, + { + "concept": "where", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "paths", + "output_checked": true + }, + { + "concept": "throughout", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "films", + "output_checked": true + }, + { + "concept": "This", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cracks", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "produced", + "output_checked": true + }, + { + "concept": "temperature", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "these", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "along", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grooves", + "output_checked": true + }, + { + "concept": "and", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "which", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "films", + "output_checked": true + }, + { + "concept": "resulted", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "liquid", + "output_checked": true + }, + { + "concept": "anymore", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "0", + "output_checked": true + }, + { + "concept": "became", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "liquid", + "output_checked": true + }, + { + "concept": "within", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "grooves", + "output_checked": true + }, + { + "concept": "stainless", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "steel", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "An", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "same", + "output_checked": true + }, + { + "concept": "manufacturing", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "nearby", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "around", + "output_checked": true + }, + { + "concept": "effluent", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "subsequently", + "output_checked": true + }, + { + "concept": "utilising", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "examples", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "demonstrations", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "continuous", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "conversely", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "An", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "aggressive", + "output_checked": true + }, + { + "concept": "alongside", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "grooves", + "output_checked": true + }, + { + "concept": "surface", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "room", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "near", + "output_checked": true + }, + { + "concept": "mineral", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "0", + "output_checked": true + }, + { + "concept": "temperatura", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "unbroken", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "continuous", + "output_checked": true + }, + { + "concept": "corrosive", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "aggressive", + "output_checked": true + }, + { + "concept": "proximity", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "near", + "output_checked": true + }, + { + "concept": "patina", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "alike", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "indicating", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "along", + "output_checked": true + }, + { + "concept": "seems", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "en", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "was", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "halfway", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "near", + "output_checked": true + }, + { + "concept": "areas", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "same", + "output_checked": true + }, + { + "concept": "its", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "near", + "output_checked": true + }, + { + "concept": "percent", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "5", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "again", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "en", + "output_checked": true + }, + { + "concept": "steels", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "equilibrium", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "GeV", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "0", + "output_checked": true + }, + { + "concept": "heat", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "6", + "output_checked": true + }, + { + "concept": "hundred", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "6", + "output_checked": true + }, + { + "concept": "corro", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "subsequently", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "quantos", + "ervan", + "Kwa", + "punkte", + "wand", + "Hail", + "trump", + "undos", + "anque", + "hew", + "resp" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "opat", + "Mannes", + "Sob", + "grac", + "tons", + "lev", + "pres", + "Cole", + "Gay", + "Cann", + "Cana", + "Pres", + "channel", + "trem", + "stir", + "Cron", + "dre", + "prof" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "rid", + "Rid", + "Coul", + "opat", + "Pres", + "pres", + "grac", + "Cann", + "dim", + "reu", + "ums", + "chum", + "alk", + "Cole", + "Gay" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "tfrac", + "ilg", + "Reis", + "Sesam", + "Sod", + "pric", + "grac", + "Trotz", + "def", + "alk", + "champ", + "ago", + "essional", + "tek", + "Erb", + "fam", + "tun" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "grac", + "ago", + "tfrac", + "olyte", + "tek", + "Mani", + "dip", + "Reis", + "Grac", + "Sod", + "lera", + "ran", + "riv", + "essional", + "tene" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "yn", + "rem", + "amb", + "det", + "Sed", + "hst", + "ual", + "side", + "idence", + "cat", + "su", + "ilers", + "Su", + "fan", + "sn", + "VERE", + "ain", + "yp", + "sulph", + "ae", + "s", + "sol" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "Green", + "side", + "kick", + "tools", + "HI", + "dal", + "nop", + "tool", + "bro", + "trading", + "dad", + "top", + "don", + "looking", + "Rim", + "rem", + "turbo", + "Sol" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "trading", + "tool", + "HI", + "side", + "kick", + "Green", + "rem", + "tail", + "nop", + "duct", + "dad", + "dal", + "simple", + "Werk", + "turbo", + "remen", + "Cermak", + "sol", + "dos", + "yal" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "tail", + "Green", + "Select", + "kick", + "Sol", + "chal", + "sol", + "trading", + "select", + "record", + "rem", + "duct", + "NRC", + "uct", + "naden", + "side", + "Er", + "linear", + "kick", + "blank", + "tract" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "Select", + "common", + "OOSE", + "sus", + "subject", + "greeting", + "select", + "fetch", + "Green", + "REST", + "lives", + "data", + "pick", + "ettle", + "greet", + "cat", + "RECE", + "dak", + "discuss", + "trading", + "ae" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Listener", + "credits", + "listener", + "ettle", + "greeting", + "linear", + "credits", + "Greet", + "greet", + "pie", + "fetch", + "reason", + "Tos", + "cat", + "actor", + "switch", + "Resolve", + "diet", + "data", + "REST", + "Fetch", + "dj", + "RECE" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "beads", + "ableness", + "epar", + "actose", + "crowns", + "apy", + "odora", + "radi", + "igraph", + "SCRE", + "beds", + "tread", + "inker", + "hus", + "kepad", + "spread", + "standen", + "stein", + "listeners", + "arct", + "vors", + "events", + "addAll", + "rato", + "events", + "inds" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "flow", + "dictionaries", + "orith", + "trays", + "cama", + "heapq", + "slutt", + "dieu", + "lick", + "pilha", + "crowning", + "reheat", + "ayam", + "orit", + "adet", + "getName", + "flowed", + "abilecek", + "forgetting", + "bowed", + "IK", + "bety", + "viento" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "coals", + "grud", + "okol", + "ogado", + "God", + "holz", + "deka", + "olas", + "god", + "Kharkiv", + "claw", + "archery", + "gow", + "punt", + "pang", + "Forst", + "brus", + "bowls" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "tier", + "ques", + "prong", + "logique", + "sir", + "Jahres" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "spf", + "wij", + "spf", + "sebaik", + "halk", + "dungeons", + "truncated", + "tier", + "wir", + "archi", + "mozz", + "discord", + "Warr", + "morally", + "edged", + "Taban", + "ips", + "ques" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "penj", + "swirl", + "spf", + "ips", + "orchards", + "Trou", + "ilm", + "hor", + "parquet", + "pach", + "kernel", + "flo" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "diambil", + "Meanwhile", + "probes", + "mouseDown", + "Dll", + "transmitted", + "probe", + "probed", + "sleep", + "nevertheless", + "spurt" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Meanwhile", + "alike", + "Similarly", + "Conclusion", + "Conversely", + "Compared", + "nonetheless", + "meanwhile", + "aird", + "Other", + "Simultaneously", + "respectively", + "Moreover", + "accordingly", + "Proceed", + "Similar", + "Together", + "Consequently", + "nevertheless", + "However", + "Mathemat", + "otras", + "etc", + "Subsequently", + "Conclusion" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Simultaneously", + "Consequently", + "Similarly", + "Investigation", + "However", + "Investig", + "Similarly", + "meanwhile", + "Conclusion", + "Subsequently", + "accordingly", + "Conclusions", + "Conclusions", + "Other", + "Observations", + "Findings", + "This", + "Furthermore", + "Subsequent", + "Analyses", + "However" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "investigating", + "Investigation", + "Investig", + "investigation", + "investigates", + "investigations", + "Investigation", + "Meanwhile", + "Investigative", + "This", + "investigated", + "investigate", + "Based", + "These", + "Based", + "Simultaneously", + "Analyzing", + "However", + "Findings", + "Investigations", + "Consequently", + "Conclusions", + "Conclusions", + "investig", + "Analy" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Investig", + "Investigation", + "investigating", + "Furthermore", + "Simultaneously", + "This", + "Similar", + "Investigation", + "investigation", + "Similarly", + "Consequently", + "investigates", + "These", + "Investigations", + "Analyses", + "Investigative", + "investigations", + "Analyzing", + "Experimental", + "Additionally", + "Conclusions", + "However", + "Additionally", + "Researchers", + "Meanwhile", + "Other", + "Analysis", + "investigate" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "These", + "Investigation", + "Investig", + "This", + "These", + "Investigations", + "Simultaneously", + "investigating", + "Similarly", + "Interestingly", + "Analysis", + "Based", + "Analyzing", + "Based", + "Meanwhile", + "Experimental", + "SEM", + "Analyses", + "Furthermore", + "Considering", + "Therefore", + "Similar", + "Experimental", + "investigations", + "experimentally", + "Investigation", + "Similarly", + "Observations" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "These", + "This", + "Investigation", + "These", + "Based", + "Based", + "Investig", + "Considering", + "Analyzing", + "Similarly", + "Consequently", + "Interestingly", + "Simultaneously", + "Meanwhile", + "investigating", + "Therefore", + "Comparing", + "Examining", + "Analysis", + "Investigations", + "Experimental", + "Investigation", + "Similarly", + "Considering", + "Observations", + "Analyses", + "Furthermore", + "Analyzing", + "experimentally" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Based", + "These", + "investigating", + "Investigation", + "This", + "Based", + "Researchers", + "Considering", + "Analyzing", + "Investigations", + "Further", + "Findings", + "These", + "Experimental", + "Researchers", + "Analysis", + "experimentally", + "Considering", + "investigates", + "Interestingly", + "Research", + "Furthermore", + "Preliminary", + "Both", + "Investig" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "Based", + "A", + "In", + "Further", + "Furthermore", + "From", + "While", + "Investigation", + "Analyzing", + "Researchers", + "An", + "Both", + "Micro", + "Carbon", + "Molecular", + "His", + "Through", + "This", + "What", + "High", + "Analysis", + "Experimental", + "Metall", + "Investig", + "Austen", + "It", + "Given", + "Such", + "Upon" + ] + } + ], + "logit_surprising": [ + { + "concept": "corrosion", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "produced", + "output_checked": true + }, + { + "concept": "ausge", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Aust", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "punt", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "0", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "these", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "along", + "output_checked": true + }, + { + "concept": "Heat", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "6", + "output_checked": true + }, + { + "concept": "stainless", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "steel", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "God", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "prong", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "liquid", + "output_checked": true + }, + { + "concept": "ips", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "along", + "output_checked": true + }, + { + "concept": "throughout", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "films", + "output_checked": true + }, + { + "concept": "temperature", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "0", + "output_checked": true + }, + { + "concept": "room", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "near", + "output_checked": true + }, + { + "concept": "hundred", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "6", + "output_checked": true + }, + { + "concept": "isotherm", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "steer", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "ello", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "spf", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "An", + "output_checked": true + }, + { + "concept": "temperatura", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "6", + "output_checked": true + }, + { + "concept": "growth", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "continuous", + "output_checked": true + }, + { + "concept": "investigation", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "aggressive", + "output_checked": true + }, + { + "concept": "whereas", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "underwent", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "liquid", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "edges", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "AISI", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "surface", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "novels", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "en", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "improved", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "direction", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cracks", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "produced", + "output_checked": true + }, + { + "concept": "significant", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "precipitation", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "pitting", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "produced", + "output_checked": true + }, + { + "concept": "crack", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "traced", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "paths", + "output_checked": true + }, + { + "concept": "This", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Aust", + "output_checked": true + }, + { + "concept": "CERT", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "rotation", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "5", + "output_checked": true + }, + { + "concept": "aberto", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "An", + "output_checked": true + }, + { + "concept": "secuencia", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "along", + "output_checked": true + }, + { + "concept": "beads", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "terk", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "AFP", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "lick", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "freshest", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "same", + "output_checked": true + }, + { + "concept": "coucher", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "paths", + "output_checked": true + }, + { + "concept": "iot", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "lengkap", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "brus", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "reopen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "onClick", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "An", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "grooves", + "output_checked": true + }, + { + "concept": "grating", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "same", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-05__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-boundary-attack-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cyclic-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Progressive damage under repeated loading 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A compressor blade endured millions of small vibration cycles before failing. Curved arrest lines radiated from a surface defect toward a small rough overload region.", + "prompt_tail": "ressor blade endured millions of small vibration cycles before failing. Curved arrest lines radiated from a surface defect toward a small rough overload region.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cyclic-01", + "carrier_id": null, + "target_family": "cyclic", + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 1344, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 6 + }, + { + "label": "crack", + "best_rank": 1891, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 30 + }, + { + "label": "propagation", + "best_rank": 429, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 138 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "asion", + "orry", + "alike", + "ients", + "behalf", + "asons", + "oba", + "ammed", + "leness", + "together" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "leness", + "ii", + "persons", + "alike", + "d", + "ion", + "ie", + "zia", + "zes", + "arie", + "dia", + "eded", + "zis", + "lly", + "ided", + "ients", + "atre", + "eries", + "etc", + "sic", + "ndo", + "nti", + "nto", + "enal", + "ids", + "wards" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "persons", + "lle", + "etc", + "xd", + "alike", + "etc", + "sic", + "thereof", + "defence", + "dia", + "ndo", + "lly", + "ie", + "atre", + "aid", + "occured", + "dll", + "nti", + "zis", + "enal", + "ion", + "thing", + "mente", + "zia", + "ILD" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "maupun", + "persons", + "thereto", + "yses", + "persons", + "alike", + "herein", + "ained", + "oides", + "thereon", + "ented", + "amente", + "sic", + "aken", + "thereof", + "edly", + "lle", + "pursuant", + "vier", + "cedures", + "sebagainya" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "maupun", + "persons", + "alike", + "thereto", + "sic", + "edly", + "yses", + "thence", + "inasmuch", + "efectu", + "sowie", + "ided", + "thereof", + "herein", + "eded", + "ued", + "whereupon", + "forthwith", + "mente", + "pursuant", + "aken", + "wherein" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whereupon", + "thereto", + "thereafter", + "wherein", + "also", + "comprised", + "Concerning", + "persons", + "concerning", + "consisted", + "commenced", + "pertaining", + "adjoining", + "which", + "indications", + "oides", + "thereon", + "occasioned", + "and", + "then", + "several", + "upon", + "composed", + "whilst", + "pursuant", + "udian" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "whereupon", + "thence", + "toward", + "thereto", + "zijde", + "periphery", + "proximate", + "flanking", + "abutting", + "nearby", + "characterized", + "tracts", + "protracted", + "foodstuffs", + "preoccupation", + "tenuous", + "lacking", + "vicinity", + "neighboring", + "diminished", + "ensuing", + "disparate", + "apiece", + "concomit", + "assemblages", + "obliquely", + "diminutive", + "flank", + "markedly", + "nearer", + "loci" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "toward", + "thereto", + "indistinct", + "neither", + "whereupon", + "obliquely", + "thence", + "Toward", + "merely", + "alike", + "scarcely", + "apiece", + "nonexistent", + "concomit", + "whence", + "lacking", + "Toward", + "itory", + "characterized", + "ossos", + "uria", + "farther", + "clidean", + "nearest", + "lacked", + "furthermore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "geometries", + "geometria", + "diodes", + "geometry", + "anisotropic", + "hues", + "indistinct", + "anisotropy", + "azimuth", + "obliquely", + "toward", + "radiative", + "nascent", + "isotropic", + "curvil", + "spatially", + "geometrically", + "Signaling", + "distal", + "Geometry", + "proximate", + "ossos", + "merely", + "geom", + "coloration", + "periphery", + "laminar", + "vature", + "radially", + "mottled", + "morphologies" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "geometries", + "diagnostic", + "coloration", + "diagnostic", + "distal", + "geometry", + "visualized", + "visible", + "signaling", + "observed", + "diagram", + "spectral", + "schematic", + "discontinuities", + "radiative", + "electrically", + "obscured", + "visualizations", + "geometrically", + "proximate", + "observable", + "diagnostics", + "egress", + "visual", + "radial", + "visualization", + "anomalous", + "spatially", + "azimuth", + "symptomatic", + "geometria", + "mottled" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "diagnostic", + "diagnostic", + "visualized", + "diagnostics", + "distal", + "symptomatic", + "visual", + "visualizing", + "visible", + "signaling", + "visualization", + "geometries", + "coloration", + "prognostic", + "visualization", + "visualizations", + "structural", + "pathologies", + "diagram", + "visible", + "analyzing", + "visual", + "schematic", + "diagnost", + "spatially", + "Diagnostic", + "observed", + "aberr", + "anatomical" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "visualizing", + "visualized", + "diagnostic", + "visualization", + "visual", + "indicating", + "visualize", + "diagnostic", + "diagnostics", + "suggestive", + "Visualization", + "diagram", + "visible", + "visibility", + "indicative", + "coloration", + "Diagnostic", + "discoloration", + "signal", + "intersecting", + "Visibility", + "visualization", + "visualizations", + "visible", + "indicators", + "discolor", + "observed", + "findings", + "Visual", + "signaling", + "displaying", + "visual" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "visualizing", + "visualized", + "intersecting", + "evidence", + "diagram", + "indicating", + "diagnostic", + "visualization", + "visualize", + "geometries", + "suggestive", + "obscured", + "visual", + "detected", + "geometry", + "analyzing", + "revealing", + "indicative", + "diagnostics", + "coloration", + "flanking", + "discoloration", + "observed", + "analyzed", + "visible", + "pointing", + "interpreted", + "investigating", + "displaying", + "indications", + "probing", + "denoting" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "visualizing", + "indicating", + "describing", + "intersecting", + "explained", + "diagram", + "pointing", + "interpreted", + "implying", + "visualized", + "denoting", + "evidence", + "describe", + "visualization", + "indicative", + "depicting", + "suggestive", + "interplay", + "signifying", + "misinterpreted", + "observed", + "explain", + "interpret", + "denote", + "suggesting", + "analyzing", + "visualize", + "Interpretation", + "visualisation", + "Observed", + "gesturing" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "while", + "whilst", + "which", + "whereas", + "demonstrating", + "showcasing", + "confronting", + "Furthermore", + "Meanwhile", + "furthermore", + "several", + "although", + "showing", + "suggesting", + "Consequently", + "influencing", + "while", + "telling", + "alongside", + "indicating", + "featuring", + "mientras", + "investigating", + "revealing", + "threatening", + "meanwhile", + "illustrating", + "exposing", + "characterizing", + "demonstrators", + "whereupon", + "testifying" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "whereas", + "Meanwhile", + "Consequently", + "furthermore", + "Yet", + "Similarly", + "Furthermore", + "Likewise", + "Consequently", + "while", + "Also", + "whilst", + "likewise", + "meanwhile", + "Eventually", + "Secondly", + "Conversely", + "whereas", + "Finally", + "Again", + "Similarly", + "Suddenly", + "Likewise", + "Conversely", + "Simultaneously", + "Then", + "While", + "Each", + "Because", + "Also", + "Later" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "whereas", + "Furthermore", + "Similarly", + "Meanwhile", + "Conversely", + "furthermore", + "conversely", + "while", + "whilst", + "similarly", + "Consequently", + "likewise", + "Similarly", + "meanwhile", + "Likewise", + "Conversely", + "Simultaneously", + "While", + "Yet", + "Furthermore", + "Secondly", + "Consequently", + "whereas", + "Then", + "Also", + "Each", + "Finally", + "Again", + "equally", + "simultaneously", + "Nevertheless", + "consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "furthermore", + "while", + "whereas", + "conversely", + "While", + "Furthermore", + "Similarly", + "mientras", + "consequently", + "likewise", + "tandis", + "secondly", + "During", + "Finally", + "whilst", + "Consequently", + "Likewise", + "They", + "although", + "While", + "Yet", + "Though", + "Similarly", + "Conversely", + "Simultaneously", + "These", + "therefore", + "while", + "finally" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "Yet", + "Meanwhile", + "These", + "Its", + "Consequently", + "Likewise", + "conversely", + "Similarly", + "Along", + "Yet", + "Though", + "Recently", + "furthermore", + "Consequently", + "Lately", + "During", + "Finally", + "Conversely", + "Alongside", + "Simultaneously", + "While", + "Its", + "tandis", + "Tonight", + "Their", + "Another", + "whereas", + "Nevertheless", + "lately", + "Conversely", + "Whether" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Consequently", + "meanwhile", + "Its", + "Yet", + "Along", + "furthermore", + "Likewise", + "Conversely", + "Furthermore", + "Which", + "Similarly", + "Nevertheless", + "Recently", + "Simultaneously", + "These", + "Though", + "consequently", + "Its", + "Compared", + "Consequently", + "However", + "conversely", + "Lately", + "Another", + "While", + "During", + "Within", + "Together", + "His", + "accordingly", + "Moreover" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Meanwhile", + "Its", + "meanwhile", + "These", + "Yet", + "Conversely", + "Likewise", + "While", + "Another", + "consequently", + "furthermore", + "Together", + "Along", + "Consequently", + "However", + "Which", + "Similarly", + "His", + "Though", + "Recently", + "Their", + "Furthermore", + "Its", + "conversely", + "Therefore", + "During", + "Nevertheless", + "Despite", + "Lately", + "This", + "Simultaneously" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Yet", + "These", + "Furthermore", + "Likewise", + "Conversely", + "Meanwhile", + "Consequently", + "Its", + "furthermore", + "conversely", + "Collectively", + "Similarly", + "Conversely", + "Simultaneously", + "consequently", + "Hence", + "Though", + "secondly", + "Streams", + "LessThan", + "Pourtant", + "Unless", + "Secondly", + "Tissue", + "Threats", + "Therefore", + "Both", + "Another", + "Together", + "meanwhile", + "His" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "Yet", + "Symptoms", + "Another", + "Meanwhile", + "Consequently", + "Therefore", + "Streams", + "Likewise", + "Streams", + "Similarly", + "herum", + "Failing", + "secondly", + "conversely", + "Simultaneously", + "Finally", + "consequently", + "Conversely", + "SelectedItem", + "These", + "Individ", + "Anatom", + "LessThan", + "OUND", + "Abl", + "Tried" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "Yet", + "Symptoms", + "Another", + "Consequently", + "OUND", + "Tumor", + "consequ", + "consequently", + "sativa", + "Similarly", + "herum", + "ball", + "Sebab", + "Meanwhile", + "Therefore", + "secondly", + "Sick", + "Sick", + "ImageFilter", + "These", + "furthermore", + "Machinery", + "THAN" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "ImageFilter", + "Another", + "Tou", + "Yet", + "ball", + "Others", + "Investigators", + "Biological", + "LessThan", + "Considering", + "ball", + "Anatom", + "Hunting", + "Determination", + "Scatter", + "Indicator", + "Residual", + "Archived", + "Psychological", + "Sequences", + "Similarly", + "Archaeological" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "ball", + "catch", + "Blank", + "blade", + "blank", + "blast", + "Tou", + "continuous", + "length", + "residual", + "compare", + "geom", + "encode", + "umb", + "Sick", + "Continuous", + "Residual", + "Another", + "bullet", + "momentum", + "filled", + "A", + "event", + "loads", + "Including", + "Arrows", + "Hemos", + "Yet", + "below", + "Unknown", + "um" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 185884, + 227373, + 212830, + 247256, + 246847, + 191308, + 55687, + 51878, + 43047, + 16353, + 9008, + 10641, + 47072, + 67315, + 187828, + 154633, + 91076, + 26354, + 9571, + 2535, + 1461, + 2522, + 1860, + 1345, + 8132, + 3805 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 79402, + 141034, + 191975, + 169026, + 200477, + 127226, + 9444, + 14624, + 2493, + 716, + 1892, + 9791, + 14107, + 83388, + 35264, + 95098, + 54889, + 67053, + 63385, + 60941, + 67250, + 26437, + 24775, + 29423, + 62587, + 64303 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 13994, + 15612, + 23929, + 115818, + 95563, + 41720, + 37349, + 52963, + 42620, + 14905, + 13972, + 5448, + 3466, + 11768, + 5994, + 7354, + 16792, + 10732, + 11457, + 4796, + 2783, + 2239, + 430, + 4393, + 4765, + 3245 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 166557, + 114113, + 28897, + 66350, + 197309, + 130605, + 31347, + 23834, + 30091, + 176, + 69, + 7, + 7, + 10 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 184457, + 34791, + 15611, + 155827, + 127814, + 111471, + 104266, + 14105, + 14779, + 12658, + 5231, + 150, + 31, + 47 + ] + }, + { + "label": "propagation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 145867, + 246092, + 222082, + 217197, + 109084, + 44199, + 43359, + 18890, + 10350, + 481, + 333, + 139, + 261, + 539 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "the", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "from", + "output_checked": true + }, + { + "concept": "during", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "because", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "several", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "radiating", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "area", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "region", + "output_checked": true + }, + { + "concept": "nearby", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "small", + "output_checked": true + }, + { + "concept": "failure", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "overload", + "output_checked": true + }, + { + "concept": "helped", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "was", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "where", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "which", + "score": 6.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "due", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "failing", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "arrest", + "output_checked": true + }, + { + "concept": "fracture", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "small", + "output_checked": true + }, + { + "concept": "alongside", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "years", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "intense", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "requires", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "compressor", + "output_checked": true + }, + { + "concept": "near", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "overload", + "output_checked": true + }, + { + "concept": "crack", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "small", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "failing", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "visualizing", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "countless", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "millions", + "output_checked": true + }, + { + "concept": "coolant", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "individuals", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Curved", + "output_checked": true + }, + { + "concept": "becoming", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "before", + "output_checked": true + }, + { + "concept": "whereas", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "collisions", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "small", + "output_checked": true + }, + { + "concept": "central", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Its", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "outwards", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "compresses", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "compressor", + "output_checked": true + }, + { + "concept": "design", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "blades", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Curved", + "output_checked": true + }, + { + "concept": "factory", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "compressor", + "output_checked": true + }, + { + "concept": "aerodynamic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "trillions", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "millions", + "output_checked": true + }, + { + "concept": "geometry", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Curved", + "output_checked": true + }, + { + "concept": "radially", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "tiny", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "small", + "output_checked": true + }, + { + "concept": "roughness", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rough", + "output_checked": true + }, + { + "concept": "diagram", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "oscillations", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "vibration", + "output_checked": true + }, + { + "concept": "repetitive", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "lifetime", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "before", + "output_checked": true + }, + { + "concept": "cutaneous", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "improvement", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "rough", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "rough", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "flaw", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rough", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "incidents", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "vibration", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "suffers", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "its", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "geometries", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Curved", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "stress", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "spots", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "rough", + "output_checked": true + }, + { + "concept": "severe", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "endured", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "Kwa", + "nada", + "Hail", + "ervan", + "quantos", + "undos", + "trump", + "maneiras", + "anque", + "punkte", + "Kwa", + "wand" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "stir", + "Cann", + "tons", + "Blanch", + "channel", + "pres", + "grac", + "Pres", + "lev", + "Gay", + "Yuk", + "Mannes", + "exp", + "opat", + "Sur", + "Cole", + "Beg", + "Sob" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "Pres", + "Cann", + "Salv", + "dim", + "came", + "Cole", + "blot", + "champ", + "rock", + "rid", + "Langer", + "stir", + "Cough", + "Clon" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "def", + "Sod", + "champ", + "ilj", + "alk", + "tfrac", + "olyte", + "fam", + "Pres", + "came", + "chum", + "dim", + "ago", + "ilda", + "Langer" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "chap", + "olyte", + "champ", + "dim", + "tfrac", + "Sod", + "ilj", + "glob", + "Reis", + "Sur", + "fam", + "chap", + "Mani", + "chum", + "Pres", + "alk", + "ilers" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "yn", + "rem", + "ae", + "Su", + "WOR", + "hst", + "det", + "Vo", + "cat", + "Sed", + "sn", + "fan", + "top", + "amb", + "act", + "yp", + "side", + "illing", + "terc" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "HI", + "sol", + "tool", + "Green", + "duct", + "dal", + "kick", + "bro", + "trading", + "seq", + "nop", + "remen", + "terj", + "don", + "nas", + "Rim", + "verz", + "das", + "Er", + "dad", + "contr" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tool", + "sol", + "HI", + "side", + "yal", + "tools", + "das", + "OM", + "record", + "dal", + "mei", + "thead", + "Green", + "dad", + "trading", + "Zealand", + "kick", + "blank", + "dos", + "NRC", + "lives", + "select", + "tail" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "Green", + "sol", + "record", + "select", + "tool", + "HI", + "Mau", + "Sol", + "did", + "lives", + "blank", + "serial", + "Select", + "kick", + "isable", + "fract", + "WO", + "yal", + "tools", + "tit" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "sus", + "linear", + "OOSE", + "switch", + "Select", + "lives", + "fract", + "fetch", + "data", + "CIP", + "idyl", + "discuss", + "greet", + "record", + "rac", + "var", + "select", + "CERT", + "subject", + "Green", + "STRACT" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "CIP", + "greet", + "talk", + "CERT", + "CIP", + "ransom", + "greeting", + "sekal", + "Greet", + "listener", + "STRACT", + "NOTES", + "Speaker", + "wechsel", + "wechsel", + "Zoro", + "SECURITY", + "prze", + "WI", + "Tos", + "Einf", + "tit", + "discuss", + "resco", + "data", + "SOAP", + "fetch", + "talks" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "olve", + "branch", + "alh", + "Techn", + "shot", + "eres", + "lb", + "fewest", + "interviewer", + "issel", + "yd", + "Cle", + "beads", + "ONA", + "yht", + "urada", + "Dand", + "agradecer", + "NR", + "Ode", + "trin", + "MessageHandler", + "aments" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "orith", + "trays", + "artoum", + "adet", + "FileOutput", + "lishes", + "orit", + "eyeballs", + "pleases", + "oyam", + "iob", + "kilo", + "chut" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "dzie", + "del", + "deka", + "God", + "holz", + "dfs", + "gressive", + "olas", + "rotz", + "blown", + "Send" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "logique", + "logic", + "prong", + "logic", + "ques", + "undocumented", + "logical", + "Jahres", + "igste", + "logical", + "Jaz", + "Tug", + "urch", + "wij" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "wij", + "ospel", + "welt", + "wir", + "cev", + "afect", + "edged", + "augh", + "osp", + "ausge", + "morally", + "idic", + "prong", + "minor", + "ectors", + "idium", + "Dadurch", + "casilla", + "wodurch", + "minor", + "osphere", + "spf", + "patched", + "spf" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Trou", + "cev", + "contr", + "penj", + "geodes", + "spf" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "Consequently", + "nonetheless", + "nevertheless", + "menyebabkan", + "meanwhile", + "entanto", + "endregion", + "tandis", + "tuttavia", + "causando", + "However", + "finalText", + "eduanya" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Meanwhile", + "However", + "These", + "meanwhile", + "consequently", + "nevertheless", + "Consequently", + "but", + "nonetheless", + "But", + "Similarly", + "therefore", + "however", + "Together", + "Along", + "tandis", + "these", + "although", + "Thus", + "Ultimately", + "Nevertheless", + "mientras", + "thus", + "Although", + "thereby", + "Compared", + "These" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "However", + "Consequently", + "meanwhile", + "consequently", + "These", + "Meanwhile", + "Though", + "Although", + "Subsequent", + "Simultaneously", + "But", + "Symptoms", + "However", + "Ultimately", + "Stress", + "Causes", + "however", + "although", + "Nevertheless", + "Because", + "Failure", + "Subsequently", + "Consequently", + "therefore", + "accordingly", + "Another", + "Similarly" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "However", + "Consequently", + "These", + "consequently", + "Meanwhile", + "Ultimately", + "Though", + "Stress", + "Subsequent", + "Although", + "However", + "therefore", + "Consequently", + "But", + "Another", + "however", + "however", + "Yet", + "This", + "nonetheless", + "Because", + "meanwhile", + "Subsequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Stress", + "Consequently", + "These", + "consequently", + "Consequently", + "Simultaneously", + "Fatigue", + "However", + "Subsequent", + "Strain", + "Stress", + "stresses", + "Finally", + "Failure", + "Eventually", + "Conversely", + "Ultimately", + "Furthermore", + "Although", + "Though", + "Similarly", + "Subsequently", + "Fract", + "stress", + "fracture", + "Cause", + "Repeated", + "Fracture" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "These", + "Stress", + "Consequently", + "Strain", + "Simultaneously", + "consequently", + "Stress", + "Fatigue", + "Failure", + "This", + "Ultimately", + "These", + "Consequently", + "Similarly", + "Likewise", + "Excessive", + "Eventually", + "Finally", + "Though", + "Meanwhile", + "Strain", + "Conversely", + "Thus", + "Fract", + "Despite", + "Damage", + "Subsequent", + "Tens", + "Both", + "Crack" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "Consequently", + "Stress", + "This", + "Simultaneously", + "consequently", + "Consequently", + "Ultimately", + "Excessive", + "These", + "Similarly", + "Strain", + "Fatigue", + "Though", + "Both", + "Likewise", + "Stress", + "Eventually", + "Meanwhile", + "Along", + "Failure", + "Conversely", + "Each", + "Because", + "Despite", + "Thus", + "Finally", + "Those", + "Neither", + "Fract", + "However", + "correspondingly" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "These", + "Stress", + "Consequently", + "This", + "Ultimately", + "Those", + "consequently", + "Excessive", + "Eventually", + "Whether", + "Both", + "Though", + "Repeated", + "Fatigue", + "Simultaneously", + "Yet", + "Fract", + "fractured", + "Strain", + "fatigued", + "stress", + "Consequently", + "Accumulated", + "Further", + "Similarly", + "stresses", + "Along", + "Failure", + "Stress", + "Because", + "Conversely", + "However" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "These", + "Curved", + "Stress", + "A", + "Vibration", + "Vibr", + "In", + "Micro", + "Small", + "Fatigue", + "However", + "Eventually", + "Mechanical", + "Linear", + "Failure", + "Fract", + "Fine", + "Strain", + "High", + "Subsequent", + "Fracture", + "Tiny", + "When", + "Crack", + "Curve", + "Turbulent", + "While", + "Over", + "Rot", + "Internal" + ] + } + ], + "logit_surprising": [ + { + "concept": "area", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "small", + "output_checked": true + }, + { + "concept": "the", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "from", + "output_checked": true + }, + { + "concept": "fracture", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "crack", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "small", + "output_checked": true + }, + { + "concept": "due", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "failing", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "arrest", + "output_checked": true + }, + { + "concept": "ausge", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "helped", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "compresses", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "compressor", + "output_checked": true + }, + { + "concept": "outwards", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "nearby", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "punt", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "vibration", + "output_checked": true + }, + { + "concept": "grud", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "dieu", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "from", + "output_checked": true + }, + { + "concept": "duke", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "millions", + "output_checked": true + }, + { + "concept": "afect", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "before", + "output_checked": true + }, + { + "concept": "intense", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "during", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "design", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "failure", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "Failure", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "blades", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Curved", + "output_checked": true + }, + { + "concept": "spots", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "rough", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "recap", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "vibration", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "URCH", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "millions", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "oscillations", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "vibration", + "output_checked": true + }, + { + "concept": "Its", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "However", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "stresses", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "small", + "output_checked": true + }, + { + "concept": "nucleation", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "extreme", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "vibrations", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "small", + "output_checked": true + }, + { + "concept": "exacerbated", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "These", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sekal", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "CIP", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "awake", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "millions", + "output_checked": true + }, + { + "concept": "URA", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "vibration", + "output_checked": true + }, + { + "concept": "bit", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "PAS", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "Connell", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "AFP", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "compressor", + "output_checked": true + }, + { + "concept": "convexo", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "before", + "output_checked": true + }, + { + "concept": "roar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "impactos", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "compressor", + "output_checked": true + }, + { + "concept": "grudge", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "before", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "failing", + "output_checked": true + }, + { + "concept": "iot", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "dfs", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Incre", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "jeweils", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "overload", + "output_checked": true + }, + { + "concept": "ips", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "compressor", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "wij", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-01__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cyclic-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Progressive damage under repeated loading 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A bridge hanger separated although every measured load was below its monotonic capacity. Fine parallel striations recorded incremental front advance from a machining groove.", + "prompt_tail": "er separated although every measured load was below its monotonic capacity. Fine parallel striations recorded incremental front advance from a machining groove.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cyclic-02", + "carrier_id": null, + "target_family": "cyclic", + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 4413, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 442 + }, + { + "label": "crack", + "best_rank": 1603, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2540 + }, + { + "label": "propagation", + "best_rank": 639, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 663 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "asion", + "orry", + "ients", + "asons", + "ilst", + "ials", + "oba", + "ammed" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "ie", + "thing", + "ii", + "guys", + "info", + "atre", + "basically", + "somebody", + "etc", + "arie", + "dia", + "leness", + "sic", + "lly", + "t", + "d", + "outh", + "wards", + "stuff", + "wl", + "nti", + "nto", + "l", + "ion" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "lle", + "etc", + "thru", + "etc", + "stuff", + "info", + "gotta", + "onus", + "ie", + "thing", + "persons", + "centre", + "somebody", + "whilst", + "anda", + "ain", + "gg", + "thats", + "sic", + "awhile", + "thru", + "afield", + "outta", + "plus", + "xd", + "atre", + "bout", + "anybody" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "whilst", + "Whilst", + "persons", + "centre", + "thence", + "centre", + "Whilst", + "forthwith", + "gonna", + "herein", + "defence", + "recognised", + "realised", + "effected", + "annum", + "formulae", + "sic", + "utilised", + "efectu", + "utilising", + "realising", + "skall", + "afield", + "ised", + "ising", + "colour", + "programme" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "Whilst", + "Whilst", + "utilising", + "centre", + "thence", + "centre", + "utilised", + "efectu", + "forthwith", + "persons", + "recognised", + "skall", + "afield", + "sundry", + "gonna", + "thereof", + "organisation", + "herein", + "defence", + "alike", + "anda", + "whereby", + "realised", + "resultant", + "thru", + "effected", + "annum" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whilst", + "Whilst", + "utilised", + "Whilst", + "utilising", + "amongst", + "commenced", + "utilises", + "persons", + "wherein", + "recognised", + "utilisation", + "efectu", + "skall", + "effecting", + "Amongst", + "thereof", + "whereby", + "thru", + "effected", + "endeavour", + "furthermore", + "authorised", + "dimana", + "whereupon", + "specialising", + "sundry", + "ised" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "whilst", + "Whilst", + "utilised", + "Whilst", + "utilising", + "aided", + "nearby", + "adjoining", + "thence", + "whereupon", + "ising", + "noted", + "amongst", + "occuring", + "which", + "soon", + "although", + "Though", + "awhile", + "ised", + "upon", + "toward", + "comprised", + "Upon", + "neighbouring", + "later", + "localised", + "alike", + "recognised", + "commenced" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whilst", + "thereto", + "persons", + "thence", + "whereupon", + "noted", + "furthermore", + "wherein", + "noting", + "whence", + "which", + "indication", + "commenced", + "acial", + "skall", + "located", + "toward", + "aneous", + "thereof", + "bout", + "notable", + "alike", + "vicinity", + "ieur", + "sic", + "upon", + "concern", + "soon", + "although", + "forth" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "indicative", + "commenced", + "acial", + "noting", + "indic", + "nascent", + "notable", + "manufacture", + "etching", + "indication", + "requisite", + "commencing", + "anod", + "located", + "nozzle", + "noted", + "toward", + "aneous", + "whilst", + "thereto", + "filaments", + "thence", + "lecz", + "observed", + "indicating", + "fabrication", + "Upon", + "indications", + "terminus" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "manufacture", + "observed", + "manufacturing", + "microscopy", + "etching", + "forensic", + "discoloration", + "diagnostic", + "laboratory", + "coloration", + "metall", + "fabrication", + "indicative", + "micrograph", + "manufact", + "substrate", + "contamination", + "debris", + "manufact", + "filament", + "filaments", + "subsurface", + "fabricating", + "metallurgy", + "detected", + "engineered", + "detectable", + "reproducible" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "discoloration", + "metallurgical", + "forensic", + "detected", + "microscopy", + "indicative", + "detectable", + "observed", + "diagnostic", + "manufacture", + "observable", + "analysis", + "evidence", + "documented", + "contamination", + "manufacturing", + "detection", + "observation", + "examined", + "indicating", + "indications", + "diagnostics", + "anomalous", + "osserv", + "subsurface", + "investigation" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicating", + "indications", + "discoloration", + "observed", + "investigation", + "detected", + "indicative", + "evidence", + "diagnostic", + "investigations", + "indicators", + "indication", + "diagnosed", + "contamination", + "detected", + "metallurgical", + "indicating", + "examined", + "investigated", + "investigating", + "corrosion", + "inspected", + "diagnostics", + "detectable", + "symptomatic", + "indic", + "indicate", + "findings", + "detection", + "inspection", + "suspected" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "metallurgical", + "indicative", + "discoloration", + "observed", + "anomalous", + "metallurgy", + "indicating", + "microscopy", + "manufacturing", + "detected", + "precision", + "diagnostic", + "indication", + "investigating", + "contamination", + "indications", + "suggestive", + "microstructure", + "micrograph", + "evidence", + "manufacture", + "corrosion", + "fabrication", + "diagnostics", + "detectable", + "coloration", + "traceable", + "investigation", + "investigated", + "analyzed", + "investigations" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "indicative", + "observed", + "suggestive", + "discoloration", + "metallurgical", + "suggesting", + "indication", + "indications", + "evidence", + "microscopy", + "observable", + "osserv", + "Hinweise", + "metallurgy", + "micrograph", + "indic", + "similar", + "pattern", + "observations", + "detected", + "observation", + "suspect", + "diagnostic", + "diagnosed", + "investigating", + "corrosion" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "also", + "Also", + "whereas", + "furthermore", + "suggesting", + "Also", + "whilst", + "demonstrating", + "while", + "making", + "although", + "indicating", + "showing", + "Which", + "accompanied", + "assisted", + "giving", + "allowing", + "Furthermore", + "who", + "where", + "further", + "meaning", + "played", + "helping", + "causing", + "simultaneously", + "also", + "likewise", + "adding", + "asking" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Also", + "Also", + "furthermore", + "whereas", + "Furthermore", + "also", + "Furthermore", + "Again", + "Similarly", + "also", + "Consequently", + "likewise", + "Similarly", + "meanwhile", + "Likewise", + "Which", + "Meanwhile", + "Secondly", + "Each", + "During", + "Yet", + "Conversely", + "Asked", + "Likewise", + "Simultaneously", + "whereas" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Also", + "Furthermore", + "Similarly", + "Similarly", + "furthermore", + "whereas", + "Also", + "Conversely", + "Again", + "likewise", + "Furthermore", + "meanwhile", + "Likewise", + "conversely", + "also", + "During", + "similarly", + "Similar", + "Meanwhile", + "Secondly", + "Conversely", + "Simultaneously", + "They", + "Then", + "Consequently", + "Equally", + "There", + "Each", + "During", + "Yet" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "They", + "meanwhile", + "furthermore", + "During", + "Unless", + "During", + "Unless", + "They", + "Their", + "Equally", + "Similarly", + "Neither", + "Neither", + "Another", + "whereas", + "Along", + "conversely", + "Simultaneously", + "accordingly", + "Meanwhile", + "Similarly", + "Likewise", + "secondly", + "therefore", + "although", + "Also", + "Which", + "separately", + "Its", + "Their" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Its", + "Unless", + "Similarly", + "Unless", + "cuyo", + "Likewise", + "Lately", + "Its", + "roft", + "nThe", + "Seine", + "Likewise", + "gevolg", + "Meanwhile", + "hers", + "Neither", + "olerance", + "mselves", + "During", + "lately", + "Recently", + "Similarly", + "meanwhile", + "Tonight" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Meanwhile", + "nThe", + "During", + "Similarly", + "mselves", + "Which", + "Recent", + "Hence", + "Recently", + "Likewise", + "Its", + "Same", + "Lately", + "Compared", + "Consequently", + "They", + "Its", + "There", + "During", + "Unless", + "nPlease", + "Please", + "Recent", + "Shouldn", + "Their", + "His", + "Furthermore", + "Along" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "nThe", + "Recent", + "Similarly", + "Meanwhile", + "During", + "Recently", + "Likewise", + "Which", + "Its", + "mselves", + "Lately", + "Hence", + "nPlease", + "Their", + "Unless", + "Its", + "They", + "His", + "Please", + "Assume", + "Same", + "Recent", + "Consequently", + "Today", + "Compared", + "There", + "During", + "Welcome", + "Expect", + "Unless" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Similarly", + "Likewise", + "Hence", + "Consequently", + "Furthermore", + "awn", + "LEM", + "nThe", + "Secondly", + "Meanwhile", + "Unless", + "conversely", + "nPlease", + "Assume", + "likewise", + "Same", + "LessThan", + "OUND", + "Unless", + "Likewise", + "Extractor", + "fordern", + "Please", + "jsonData", + "His", + "While", + "Neither", + "Conversely", + "FAE", + "Again", + "Welcome" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "balls", + "Similarly", + "awn", + "auche", + "Likewise", + "horn", + "UMENT", + "Subs", + "Meanwhile", + "Same", + "meanwhile", + "endswith", + "Secondly", + "ball", + "Another", + "scrape", + "hline", + "handleError", + "bla", + "wich", + "aison", + "ErrorMessage", + "glEnable", + "unction", + "Therefore", + "Same", + "underline" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "awn", + "Similarly", + "UMENT", + "Another", + "itional", + "horn", + "Oka", + "hline", + "Same", + "otide", + "auche", + "Sick", + "makeSound", + "oint", + "mine", + "Mine", + "Makeup", + "ardini", + "whine", + "band", + "cartridge", + "dent", + "scrape", + "Meanwhile", + "bla", + "Sick", + "Please", + "Mine" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Similarly", + "bla", + "band", + "ecan", + "igate", + "Another", + "UMENT", + "Same", + "evi", + "horn", + "hypertrophy", + "mselves", + "bye", + "dad", + "Einsch", + "itional", + "Considering", + "auche", + "ardini", + "apd", + "Knife", + "unction", + "hit", + "Allow", + "haft", + "underline", + "FILL", + "Please" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "hline", + "Blank", + "Progressive", + "Fine", + "Second", + "ellar", + "Only", + "Under", + "bare", + "No", + "Full", + "When", + "ie", + "band", + "ull", + "Black", + "Sick", + "Secondly", + "It", + "Sch", + "black", + "Another", + "machined", + "ective", + "Wait", + "Including", + "ectomy", + "Linear", + "Ad", + "ulle", + "Below" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 170614, + 219695, + 199854, + 230275, + 216328, + 156216, + 141707, + 196906, + 171239, + 19293, + 10345, + 4414, + 46336, + 29561, + 136520, + 157018, + 123078, + 44363, + 35124, + 7887, + 6594, + 13666, + 60284, + 75426, + 56061, + 7717 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 68440, + 119725, + 176835, + 160793, + 168382, + 104731, + 19454, + 69261, + 3924, + 1274, + 1604, + 4222, + 9961, + 29478, + 50234, + 98565, + 83857, + 15292, + 60349, + 32106, + 54400, + 52572, + 42244, + 25675, + 41839, + 29721 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 16631, + 20224, + 41917, + 64259, + 51754, + 10574, + 50010, + 43017, + 12294, + 3324, + 2083, + 640, + 812, + 2350, + 16184, + 30389, + 57437, + 37888, + 36670, + 25338, + 17143, + 12940, + 5894, + 23945, + 29421, + 19922 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 194626, + 142704, + 33209, + 52810, + 205380, + 163576, + 36031, + 52581, + 96901, + 1351, + 1604, + 443, + 1033, + 1009 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 226969, + 94464, + 38904, + 125534, + 136810, + 119506, + 160430, + 2566, + 5109, + 14793, + 13618, + 15015, + 2597, + 2541 + ] + }, + { + "label": "propagation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 171985, + 216317, + 256136, + 236599, + 194122, + 82653, + 75455, + 74528, + 19971, + 1739, + 1989, + 664, + 2747, + 5484 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "bridge", + "output_checked": true + }, + { + "concept": "indicating", + "score": 9.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "incremental", + "output_checked": true + }, + { + "concept": "failure", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "although", + "output_checked": true + }, + { + "concept": "whereas", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "which", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "incremental", + "output_checked": true + }, + { + "concept": "nothing", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "was", + "output_checked": true + }, + { + "concept": "appeared", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "several", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "from", + "output_checked": true + }, + { + "concept": "investigation", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "within", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "recorded", + "output_checked": true + }, + { + "concept": "crack", + "score": 5.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "from", + "output_checked": true + }, + { + "concept": "everybody", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "although", + "output_checked": true + }, + { + "concept": "defence", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "remained", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "measurement", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "tonnage", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "below", + "output_checked": true + }, + { + "concept": "sequential", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "monotonic", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stri", + "output_checked": true + }, + { + "concept": "etch", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "were", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "recorded", + "output_checked": true + }, + { + "concept": "everything", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "every", + "output_checked": true + }, + { + "concept": "the", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "below", + "output_checked": true + }, + { + "concept": "component", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "every", + "output_checked": true + }, + { + "concept": "connects", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "hanger", + "output_checked": true + }, + { + "concept": "supports", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "hanger", + "output_checked": true + }, + { + "concept": "wires", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "parallel", + "output_checked": true + }, + { + "concept": "curve", + "score": 3.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "capacity", + "output_checked": true + }, + { + "concept": "truss", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hanger", + "output_checked": true + }, + { + "concept": "debris", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "calibration", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "progreso", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "indicative", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "from", + "output_checked": true + }, + { + "concept": "inexplicable", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "parallel", + "output_checked": true + }, + { + "concept": "precision", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "satisfactory", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "was", + "output_checked": true + }, + { + "concept": "questions", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "alongside", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "recorded", + "output_checked": true + }, + { + "concept": "standpoint", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "machining", + "output_checked": true + }, + { + "concept": "Also", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "according", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "below", + "output_checked": true + }, + { + "concept": "acceptable", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "was", + "output_checked": true + }, + { + "concept": "nowhere", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "recorded", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "effort", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "However", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "fracture", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "deformation", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "incremental", + "output_checked": true + }, + { + "concept": "bolt", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "every", + "output_checked": true + }, + { + "concept": "inspection", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "propagation", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "front", + "output_checked": true + }, + { + "concept": "however", + "score": 2.0, + "best_rank": 2, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "slightest", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "every", + "output_checked": true + }, + { + "concept": "calibrated", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "was", + "output_checked": true + }, + { + "concept": "orthogonal", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "parallel", + "output_checked": true + }, + { + "concept": "etching", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "observations", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "recorded", + "output_checked": true + }, + { + "concept": "observed", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "Hail", + "ervan", + "quantos", + "wand", + "Thou", + "maneiras", + "trump", + "Kwa", + "cred", + "resp", + "ynitrite" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "stir", + "lev", + "ago", + "tons", + "Sob", + "Blanch", + "channel", + "dim", + "rock", + "exp", + "hus", + "Gest", + "grac", + "Catt", + "Sur", + "essional", + "Beg", + "Bog" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "stir", + "lev", + "ums", + "def", + "sum", + "Lang", + "rid", + "rock", + "accounts", + "Ehren", + "Bens", + "conf", + "strip", + "plo" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "def", + "ilj", + "dim", + "Sod", + "ums", + "Reis", + "Langer", + "fam", + "tfrac", + "ran", + "essional", + "jel", + "yli", + "ilg", + "ilda", + "sang", + "Cron", + "olyte", + "sinn", + "chum", + "Sur", + "Hus" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ilj", + "grac", + "yli", + "dim", + "Sod", + "Gal", + "tfrac", + "Reis", + "olyte", + "ago", + "tene", + "nguy", + "Beet", + "Bens", + "Pres", + "Langer", + "Mani", + "chum", + "Ven", + "essional", + "Schle" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Vo", + "rem", + "sn", + "Su", + "ilers", + "icot", + "yn", + "side", + "WOR", + "wyst", + "vall", + "patch", + "s", + "sol", + "fin", + "Sed", + "hst", + "Vla", + "terc", + "ae", + "atus", + "verz", + "shell" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "tool", + "trading", + "tools", + "side", + "sol", + "Er", + "dad", + "vib", + "simple", + "HI", + "Vo", + "Sol", + "IVING", + "polar", + "s", + "Vo", + "polar", + "verz", + "kick", + "hybrid", + "ae" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tool", + "trading", + "tools", + "side", + "simple", + "HI", + "tail", + "Vo", + "nas", + "looking", + "thead", + "yal", + "truncate", + "sol", + "tit", + "serial", + "hybrid", + "remen", + "dad", + "duct", + "Green", + "Vo", + "oshi", + "kick" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "tool", + "record", + "select", + "tail", + "sol", + "tools", + "side", + "Green", + "duct", + "chal", + "simple", + "Sol", + "polar", + "nop", + "trading", + "polar", + "blank", + "serial", + "remen", + "rem", + "HI", + "linear" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "fetch", + "subject", + "linear", + "OOSE", + "common", + "Select", + "select", + "locks", + "lives", + "switch", + "cactus", + "data", + "cdots", + "dynamic", + "Tos", + "Datas", + "talk", + "breadcrumb", + "record", + "tools", + "ettle", + "listener", + "felt", + "tails", + "trading", + "remen" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "listener", + "Listener", + "fetch", + "listener", + "capitalize", + "GetData", + "credits", + "greet", + "listeners", + "wechsel", + "Listener", + "cereal", + "discuss", + "waitUntil", + "credits", + "ettle", + "Resolve", + "RECE", + "Accessed", + "CRED", + "talks", + "pillow", + "Names", + "ransom", + "Fetch" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "quil", + "getMessage", + "ladder", + "drawable", + "logro", + "GoalState", + "stit", + "ladder", + "Viva", + "adder", + "tread", + "missions", + "addAll", + "Mif", + "dictionaries", + "ringan" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "abilecek", + "reheat", + "despert", + "toch", + "impactos", + "oyam", + "cama", + "milion", + "kilo" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "grud", + "bilgiler", + "abilecek", + "brus", + "Forst", + "owes", + "grudge", + "holz", + "chut", + "jogar", + "del", + "assol", + "Dlatego" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "prong", + "Jahres", + "conceptos", + "logique", + "annon", + "tier", + "stehen", + "jeweils", + "smith", + "URCH", + "kren", + "concepto", + "ques", + "plusieurs" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "wij", + "welt", + "wir", + "casilla", + "andolo", + "ospel", + "spf", + "ausge", + "lichkeit", + "ectors", + "morally", + "mozz", + "idic", + "vorher", + "gage", + "osp", + "daran", + "widers", + "altung", + "idium", + "camada", + "kata", + "Roh", + "minor", + "concepto" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "spf", + "ilm", + "adn", + "ohist", + "rect", + "contr", + "curled", + "casilla" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "nonetheless", + "nevertheless", + "trotzdem", + "mouseDown", + "Otherwise", + "dismissed", + "tuttavia", + "rechaz", + "accordingly", + "suspended", + "simultaneously" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Same", + "neither", + "Neither", + "Likewise", + "Similarly", + "Trouble", + "although", + "Likewise", + "Neither", + "However", + "Trou", + "Though", + "Other", + "Although", + "Conclusion", + "Troubles", + "Either", + "nThe", + "neither", + "Fellow", + "similarly", + "Similar", + "Except", + "accordingly", + "Sympt", + "Signs", + "although", + "Here", + "Moreover" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Similarly", + "Likewise", + "Though", + "Consequently", + "although", + "Neither", + "Same", + "meanwhile", + "Although", + "However", + "Simultaneously", + "But", + "hence", + "Hence", + "Which", + "Similarly", + "Failure", + "Conclusion", + "Fellow", + "Symptoms", + "Both", + "Bigger", + "Whose", + "nThe", + "Another" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Similarly", + "Neither", + "Likewise", + "Neither", + "Whose", + "Consequently", + "Same", + "Which", + "Another", + "Hence", + "Though", + "However", + "Both", + "hence", + "Fellow", + "Similarly", + "Outside", + "Tens", + "Symptoms", + "But", + "therefore", + "Although", + "Again", + "Failure", + "nThe", + "Simultaneously", + "Therefore", + "Its" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Similarly", + "Likewise", + "Same", + "Similarly", + "clen", + "Cause", + "iggers", + "Neither", + "Consequently", + "Repeat", + "Mechanism", + "ettet", + "Hence", + "Obviously", + "similarly", + "Both", + "fiss", + "setDate", + "ordan", + "Failure", + "Though", + "Statistics", + "correspondingly", + "Another", + "washers", + "etition" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Similarly", + "Likewise", + "Same", + "Both", + "Angle", + "Neither", + "These", + "Was", + "Similarly", + "similarly", + "Again", + "Simultaneously", + "Assume", + "Mechanism", + "Fine", + "Another", + "ettet", + "Hence", + "Despite", + "This", + "Assuming", + "Neither", + "Trigger", + "Welding", + "Model", + "Repeat", + "imiter" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Similarly", + "Same", + "Both", + "Likewise", + "Neither", + "These", + "Another", + "This", + "Those", + "Again", + "similarly", + "Assume", + "Repeat", + "Excessive", + "Simultaneously", + "Similarly", + "Model", + "Assuming", + "Angle", + "Despite", + "Which", + "Along", + "Therefore", + "Was", + "Neither", + "Theory", + "correspondingly", + "Statistical", + "Proper", + "Should" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Another", + "Both", + "Similarly", + "Those", + "Same", + "Angle", + "Again", + "Repeat", + "These", + "Whether", + "similarly", + "ocl", + "Likewise", + "Assuming", + "Another", + "hole", + "esian", + "Excessive", + "This", + "ettle", + "Likely", + "therefore", + "imiter", + "Significant", + "agate", + "oint" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Fine", + "Bridge", + "The", + "This", + "Parallel", + "A", + "Another", + "Mechanical", + "Failure", + "Machine", + "Incre", + "These", + "High", + "No", + "Ins", + "Mach", + "Fast", + "F", + "In", + "Under", + "Secondary", + "Poor", + "Both", + "When", + "Black", + "While", + "Over", + "Below", + "Pure", + "Angle", + "bridge", + "Incident" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "crack", + "score": 9.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "incremental", + "output_checked": true + }, + { + "concept": "indicating", + "score": 8.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "appeared", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "measurement", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "fracture", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "from", + "output_checked": true + }, + { + "concept": "punt", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "bridge", + "output_checked": true + }, + { + "concept": "inspection", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "connects", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "hanger", + "output_checked": true + }, + { + "concept": "CRED", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "grud", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "although", + "output_checked": true + }, + { + "concept": "remained", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "load", + "output_checked": true + }, + { + "concept": "maximum", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "its", + "output_checked": true + }, + { + "concept": "supports", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "hanger", + "output_checked": true + }, + { + "concept": "within", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "was", + "output_checked": true + }, + { + "concept": "design", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "below", + "output_checked": true + }, + { + "concept": "brus", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "monotonic", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "parallel", + "output_checked": true + }, + { + "concept": "ilm", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "recorded", + "output_checked": true + }, + { + "concept": "limits", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "below", + "output_checked": true + }, + { + "concept": "investigation", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "streaks", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "stri", + "output_checked": true + }, + { + "concept": "symbolizes", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "bridge", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "recorded", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "limit", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "monotonic", + "output_checked": true + }, + { + "concept": "However", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "damage", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "incremental", + "output_checked": true + }, + { + "concept": "bolts", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "every", + "output_checked": true + }, + { + "concept": "wire", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "parallel", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "bit", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "hung", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "diff", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "monotonic", + "output_checked": true + }, + { + "concept": "Langer", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "capacity", + "output_checked": true + }, + { + "concept": "gereken", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "SCRE", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "parallel", + "output_checked": true + }, + { + "concept": "inteiro", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "stri", + "output_checked": true + }, + { + "concept": "aquilo", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "sensitive", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "machining", + "output_checked": true + }, + { + "concept": "roar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "although", + "output_checked": true + }, + { + "concept": "ostat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "load", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "monotonic", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "incremental", + "output_checked": true + }, + { + "concept": "enemigos", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "replay", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "machining", + "output_checked": true + }, + { + "concept": "halinde", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "logique", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "from", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "punct", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "hanger", + "output_checked": true + }, + { + "concept": "tier", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "vorher", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "Stein", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "wij", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "hanger", + "output_checked": true + }, + { + "concept": "estrut", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "every", + "output_checked": true + }, + { + "concept": "baik", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "capacity", + "output_checked": true + }, + { + "concept": "hone", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "represents", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "bridge", + "output_checked": true + }, + { + "concept": "semuanya", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "measured", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-02__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cyclic-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Progressive damage under repeated loading 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A wheel axle survived years of repeated bending. The failure face contained thumbnail-shaped beach marks centered on several surface initiation sites.", + "prompt_tail": "A wheel axle survived years of repeated bending. The failure face contained thumbnail-shaped beach marks centered on several surface initiation sites.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cyclic-03", + "carrier_id": null, + "target_family": "cyclic", + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 6587, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 2824 + }, + { + "label": "crack", + "best_rank": 2836, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 2729 + }, + { + "label": "propagation", + "best_rank": 2980, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 836 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "asion", + "orry", + "ients", + "together" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lle", + "alike", + "leness", + "ii", + "ients", + "persons", + "gonna", + "dia", + "d", + "zes", + "eded", + "lly", + "ion", + "ort", + "ie", + "ses", + "zia", + "orie", + "eries", + "etc", + "edes", + "arie", + "nti", + "zis", + "l", + "ions", + "iew", + "ien" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "alike", + "ients", + "lle", + "sebagainya", + "persons", + "ions", + "Persons", + "thereon", + "sic", + "ii", + "thereof", + "aid", + "dia", + "yses", + "leness", + "maupun", + "ien", + "edes", + "thereto", + "vorhanden", + "ion" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thereto", + "yses", + "persons", + "maupun", + "ompok", + "cedures", + "iosos", + "ained", + "pursuant", + "thereafter", + "Thereafter", + "therefrom", + "Miscellaneous", + "denominada", + "therein", + "thereon", + "gments", + "elingen", + "ortheast", + "subdirectory", + "ented", + "owano", + "denominado", + "insofar" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thereto", + "maupun", + "thence", + "yses", + "thereafter", + "principally", + "heretofore", + "insofar", + "pursuant", + "persons", + "persons", + "sowie", + "herein", + "whereupon", + "ially", + "toward", + "sic", + "Thereafter", + "ained", + "thereof", + "chiefly", + "thereon", + "inasmuch" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "thereto", + "consisted", + "thereon", + "subsequently", + "pertaining", + "concerning", + "Approximately", + "photographs", + "comprised", + "commenced", + "indications", + "yses", + "principally", + "whereupon", + "Concerning", + "utilized", + "Util", + "constituted", + "Additionally", + "disseminated", + "Miscellaneous", + "several" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereto", + "characterized", + "wherein", + "whilst", + "vicinity", + "proximate", + "whereupon", + "subsequently", + "notable", + "utilized", + "utilizing", + "comprised", + "indicative", + "noteworthy", + "exhibiting", + "requisite", + "proximal", + "thence", + "ensuing", + "coloration", + "Whilst", + "concomitant", + "heretofore", + "disseminated", + "discernible", + "concomit", + "contemporaneous", + "diminutive", + "which", + "considerable", + "concerning", + "notably" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "neither", + "thereto", + "noteworthy", + "coloration", + "heretofore", + "concomit", + "characterized", + "furthermore", + "concomitant", + "apiece", + "indistinct", + "histologic", + "persons", + "specimens", + "indications", + "whence", + "notwithstanding", + "inasmuch", + "occasioned", + "alike", + "spersed", + "whereupon", + "incipient", + "contemporaneous", + "wherein", + "notable", + "acial" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "coloration", + "mottled", + "histologic", + "discoloration", + "histological", + "subsurface", + "proximate", + "striated", + "contemporaneous", + "specimens", + "noteworthy", + "clustered", + "geologic", + "benthic", + "morphology", + "discolor", + "discernible", + "indicative", + "delineated", + "coales", + "assemblages", + "morphologies", + "ossos", + "acial", + "metallurgical", + "concomit", + "micrograph", + "indic", + "indicating", + "lith", + "specimen", + "distal" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "coloration", + "discoloration", + "evidence", + "subsurface", + "benthic", + "striated", + "observed", + "micrograph", + "discernible", + "exhibit", + "sediment", + "specimens", + "evidentiary", + "stratigraphic", + "visible", + "diagnostic", + "specimen", + "observable", + "micrographs", + "indicative", + "spectroscopic", + "etching", + "histological", + "metallurgical", + "mottled", + "staining", + "photographic", + "exhibiting", + "scarring", + "photograph" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "evidence", + "discoloration", + "indicating", + "coloration", + "evidencia", + "observed", + "visible", + "indicative", + "evidentiary", + "discernible", + "diagnostic", + "recovered", + "evid", + "observable", + "detectable", + "Evidence", + "evidence", + "subsurface", + "discolor", + "micrographs", + "micrograph", + "mottled", + "indicate", + "visible", + "Evidence", + "indicating", + "fluores", + "indications", + "symptomatic", + "observed" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicating", + "evidence", + "indicating", + "indicate", + "diagnostic", + "indicative", + "discoloration", + "observed", + "Evidence", + "indications", + "Evidence", + "coloration", + "suggestive", + "diagnostic", + "suggesting", + "evid", + "symptomatic", + "evidencia", + "discolor", + "visible", + "indicates", + "visible", + "indicators", + "diagnose", + "Diagnostic", + "Diagnostic", + "evidence", + "recovered", + "indication", + "fluores" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "indicative", + "evidence", + "suggestive", + "indicating", + "observed", + "indicate", + "characteristic", + "indications", + "coloration", + "characterizing", + "evidencia", + "discernible", + "indicates", + "suggesting", + "characterize", + "detectable", + "exhibiting", + "discoloration", + "inexplicable", + "diagnostic", + "peculiar", + "evid", + "Evidence", + "microscopy", + "observable", + "distinguishing", + "anomalous", + "Evidence" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "indicative", + "indicating", + "coloration", + "suggestive", + "inexplicable", + "evidence", + "observed", + "indicate", + "suggesting", + "discernible", + "Hinweise", + "indicates", + "characteristic", + "indications", + "observable", + "detectable", + "evidencia", + "indiquant", + "apparent", + "apparently", + "icolored", + "Evidence", + "characterizing", + "unexplained", + "indicate", + "describe", + "visible", + "visible", + "diagnostic", + "recovered" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "several", + "threatening", + "reportedly", + "which", + "who", + "simultaneously", + "demonstrating", + "evidence", + "telling", + "documentary", + "demonstrators", + "publicly", + "investigating", + "demonstrations", + "this", + "recently", + "testimony", + "witnesses", + "accompanying", + "Suddenly", + "confronting", + "showing", + "helping", + "concerned", + "characterized", + "accused", + "suggesting", + "revealing", + "believing", + "advertisements", + "experimentation", + "proponents" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Furthermore", + "Similarly", + "furthermore", + "Conversely", + "Also", + "Similarly", + "Meanwhile", + "likewise", + "Conversely", + "Consequently", + "Also", + "whereas", + "Consequently", + "meanwhile", + "Likewise", + "Likewise", + "Eventually", + "Afterwards", + "recently", + "During", + "According", + "Again", + "During", + "Yet", + "simultaneously", + "similarly", + "Later", + "Meanwhile", + "lately", + "Recently", + "Recently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Similarly", + "Similarly", + "Conversely", + "furthermore", + "Also", + "whereas", + "Meanwhile", + "Conversely", + "conversely", + "likewise", + "meanwhile", + "Likewise", + "Also", + "similarly", + "Consequently", + "Furthermore", + "Simultaneously", + "Then", + "Each", + "During", + "Again", + "Yet", + "Secondly", + "Afterwards", + "Equally", + "Alongside", + "else", + "There", + "simultaneously", + "Later", + "Subsequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "conversely", + "Similarly", + "Meanwhile", + "Similarly", + "likewise", + "Likewise", + "whereas", + "Furthermore", + "accordingly", + "Conversely", + "Simultaneously", + "Also", + "Equally", + "They", + "Conversely", + "These", + "separately", + "Alongside", + "During", + "Whether", + "Along", + "Secondly", + "tandis", + "secondly", + "Alongside", + "therefore", + "Their", + "similarly", + "These" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "conversely", + "They", + "These", + "Similarly", + "Likewise", + "Conversely", + "Conversely", + "These", + "Today", + "Similarly", + "Along", + "They", + "whereas", + "Those", + "Along", + "theirs", + "Yours", + "Lately", + "lately", + "Recently", + "Compared", + "furthermore", + "today", + "Their", + "Their", + "likewise", + "Tonight" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "These", + "They", + "Similarly", + "Conversely", + "Furthermore", + "Consequently", + "meanwhile", + "Likewise", + "furthermore", + "Moreover", + "Those", + "Their", + "Those", + "Along", + "Conversely", + "There", + "Its", + "mselves", + "Also", + "These", + "Today", + "Another", + "Compared", + "conversely", + "They", + "Moreover", + "Along", + "Consequently", + "Its" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "They", + "Meanwhile", + "These", + "Conversely", + "Their", + "Consequently", + "There", + "Similarly", + "Furthermore", + "furthermore", + "They", + "Likewise", + "Another", + "This", + "Moreover", + "Conversely", + "meanwhile", + "Also", + "Therefore", + "Each", + "Those", + "Along", + "During", + "Those", + "Recent", + "Their", + "Today", + "Its", + "Recently", + "Compared" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "These", + "Furthermore", + "They", + "Likewise", + "Similarly", + "Secondly", + "furthermore", + "Conversely", + "Another", + "Consequently", + "There", + "These", + "Those", + "This", + "Meanwhile", + "conversely", + "Also", + "Each", + "Though", + "Alternatively", + "His", + "Unless", + "Yet", + "Therefore", + "Although", + "Despite", + "Additionally", + "Upon", + "Others", + "Along", + "Conversely" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "These", + "Similarly", + "Another", + "meanwhile", + "balls", + "Secondly", + "Mere", + "Secondly", + "They", + "These", + "ield", + "Otherwise", + "conversely", + "themselves", + "UMENT", + "ular", + "Therefore", + "Another", + "Furthermore", + "Exceptions", + "oint", + "furthermore", + "Exceptions", + "opy", + "rund", + "Alternatively" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "UMENT", + "Meanwhile", + "ular", + "THAN", + "uments", + "These", + "Similarly", + "obar", + "ufl", + "UNT", + "ULAR", + "opy", + "Another", + "ball", + "wich", + "doe", + "Therefore", + "bullet", + "balls", + "Arguments", + "ufer", + "copy", + "Furthermore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "UMENT", + "These", + "ular", + "uments", + "doe", + "Applications", + "Those", + "UNT", + "Anwendungen", + "Arguments", + "Aplikasi", + "Those", + "ULAR", + "daten", + "perse", + "UMENTS", + "ature", + "These", + "Application", + "atek" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "These", + "bullet", + "bull", + "ular", + "black", + "thumb", + "This", + "thumbnail", + "ula", + "snowflake", + "itemize", + "applied", + "sun", + "jpg", + "grid", + "jpeg", + "nb", + "end", + "apply", + "When", + "dot", + "Thumb", + "attach", + "subs", + "substring", + "substr", + "subsection", + "union", + "bullets", + "meet", + "square" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 180860, + 216622, + 196084, + 214453, + 229955, + 178319, + 91412, + 71015, + 19388, + 10624, + 6588, + 8022, + 48653, + 60468, + 186796, + 195531, + 174032, + 86139, + 35825, + 19266, + 17644, + 8070, + 25466, + 21035, + 23289, + 9186 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 85448, + 140949, + 183004, + 131395, + 151166, + 122987, + 38326, + 34897, + 11969, + 5971, + 2837, + 16847, + 9236, + 35150, + 26893, + 57568, + 89162, + 42456, + 61340, + 117570, + 132875, + 47404, + 49577, + 58628, + 37665, + 16379 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 16972, + 9596, + 8453, + 111714, + 104208, + 33270, + 6614, + 14307, + 39401, + 10635, + 23262, + 3512, + 2981, + 5406, + 12665, + 29879, + 54003, + 35087, + 44738, + 42917, + 57383, + 11185, + 24823, + 136087, + 109729, + 38645 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 194038, + 71797, + 6589, + 41954, + 123440, + 96734, + 32268, + 30372, + 96530, + 15362, + 58755, + 5124, + 5860, + 2825 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 169038, + 48916, + 11442, + 113986, + 120639, + 98932, + 55148, + 2730, + 30115, + 111680, + 127524, + 35459, + 13552, + 29218 + ] + }, + { + "label": "propagation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 164464, + 164248, + 213556, + 214076, + 53852, + 72507, + 51825, + 11751, + 6921, + 6543, + 7003, + 837, + 4702, + 29665 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "cracks", + "score": 17.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "indicating", + "score": 15.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "was", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "and", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "years", + "output_checked": true + }, + { + "concept": "whereas", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "because", + "score": 8.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "wheel", + "output_checked": true + }, + { + "concept": "around", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "centuries", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "occurred", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "showed", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "face", + "output_checked": true + }, + { + "concept": "sections", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "Its", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "clusters", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "several", + "output_checked": true + }, + { + "concept": "metal", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "quarters", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "which", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "patches", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "thumbnail", + "output_checked": true + }, + { + "concept": "locations", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "scars", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "beach", + "output_checked": true + }, + { + "concept": "neglect", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "These", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "surviving", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "durability", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tiny", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "thumbnail", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "radial", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "on", + "output_checked": true + }, + { + "concept": "evidence", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "diagnostic", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "miniature", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "individually", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "several", + "output_checked": true + }, + { + "concept": "whilst", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tracts", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "became", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "wheel", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "wasn", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "fragments", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "exposure", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "irony", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "warfare", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "resilience", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "remnants", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "sized", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "thumbnail", + "output_checked": true + }, + { + "concept": "like", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "collisions", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "fractures", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "sand", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "beach", + "output_checked": true + }, + { + "concept": "supports", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "axle", + "output_checked": true + }, + { + "concept": "pounding", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "stresses", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "bending", + "output_checked": true + }, + { + "concept": "clustered", + "score": 2.0, + "best_rank": 2, + "best_depth": 39.0, + "near_token": "sites", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "enduring", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "years", + "output_checked": true + }, + { + "concept": "lubrication", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "scientific", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "scarred", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "face", + "output_checked": true + }, + { + "concept": "forensic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "manufacture", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "elongated", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "geology", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "beach", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "Hail", + "Kwa", + "nada", + "quantos", + "anque", + "punkte", + "maneiras", + "undos", + "diagonal", + "trump", + "ervan", + "discrim" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "Sob", + "stir", + "opat", + "lev", + "tons", + "Cole", + "channel", + "rid", + "trem", + "Cann", + "Pres", + "Beg", + "blot", + "Mannes", + "Blanch", + "Proc", + "Tit", + "grac", + "pres", + "ment", + "Prote", + "reu" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "Clon", + "Beg", + "stir", + "Pres", + "grac", + "Auff", + "Fig", + "Proc", + "opat", + "plo", + "pres", + "nab", + "cron", + "prof", + "Sob", + "Cun", + "champ" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "usan", + "ilj", + "tfrac", + "champ", + "Sod", + "Pres", + "byt", + "nov", + "onn", + "Hus", + "liq", + "def", + "reu", + "Reis", + "ponym", + "Clon", + "sure", + "ilg", + "prof" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Mani", + "tfrac", + "dim", + "ago", + "grac", + "olyte", + "hus", + "byt", + "ilj", + "Hus", + "Reis", + "Fig", + "onn", + "Cann" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Vo", + "rem", + "Su", + "det", + "Sed", + "ilers", + "hely", + "VERE", + "terc", + "hst", + "side", + "Rem", + "fan", + "Rem", + "orel", + "oben", + "sed", + "tit", + "Hs", + "susp", + "yn" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "side", + "Sol", + "HI", + "tools", + "tool", + "Green", + "kick", + "Rim", + "contr", + "Ort", + "Rim", + "DEP", + "OHC", + "ear", + "trading", + "demos", + "duct", + "contr", + "remen", + "dos" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "side", + "tool", + "tail", + "sol", + "HI", + "dad", + "trading", + "select", + "remen", + "kick", + "DEP", + "Rim", + "rem", + "duct", + "dos", + "yal", + "Werk", + "Cermak" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "tail", + "select", + "record", + "side", + "Green", + "sol", + "rem", + "Sol", + "tail", + "Select", + "fitting", + "blank", + "Vo", + "duct", + "uct", + "Prot", + "kick", + "polar", + "HI", + "Mau" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "fetch", + "select", + "sus", + "subject", + "linear", + "RECE", + "cdots", + "listener", + "record", + "ettle", + "lives", + "discussed", + "switch", + "dynamic", + "delegate", + "data", + "Greeting", + "Listener", + "SELECT", + "greeting", + "greet" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "RECE", + "greeting", + "ettle", + "listener", + "switch", + "fetch", + "sleeping", + "sekal", + "Greeting", + "credits", + "tit", + "Resolve", + "discuss", + "tl", + "RESOL", + "CRED", + "greet", + "linear", + "betre", + "isel", + "meeting", + "RESOL", + "CIP", + "diet", + "dak" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "alh", + "acan", + "quil", + "restart", + "odora", + "emaker", + "epar", + "Mif", + "DAP", + "hound", + "bag", + "law", + "elang", + "onom", + "SA", + "bean", + "avelmente" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "dictionaries", + "pickle", + "cama", + "haystack", + "restart", + "httpClient", + "heapq", + "kulit", + "bout", + "despert", + "Critics", + "milion", + "abilecek", + "lick", + "borderRadius", + "bouts", + "buttonclick", + "anger" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "brus", + "viol", + "deka", + "God", + "rotz", + "ogado", + "abilecek", + "Violent", + "holz" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "prong", + "logical", + "tier", + "logic", + "ausge", + "logic", + "logique", + "logical", + "Jahres", + "muh", + "arg", + "ques", + "Jaz", + "dabei", + "smith", + "ospel", + "undocumented" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "ospel", + "tier", + "spf", + "spf", + "prong", + "mozz", + "Stein", + "wij", + "ham", + "wir", + "ectors", + "daran", + "Warr", + "osp", + "argumentation", + "idic", + "berp", + "dungeons", + "halk", + "skips", + "roh", + "idium" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "hor", + "baik", + "serp", + "penj", + "spf", + "adn", + "Pla", + "whor", + "rescences", + "kernel" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "slit", + "slit", + "OfDeath", + "Meanwhile", + "forward", + "whiskers", + "Peters", + "endregion", + "sch", + "getchar" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "These", + "Meanwhile", + "Along", + "Similarly", + "Along", + "along", + "Together", + "These", + "these", + "Simultaneously", + "Compared", + "nCurrent", + "Additionally", + "meanwhile", + "Secondly", + "retr", + "alike", + "Moreover", + "Likewise", + "nThe", + "Other", + "Furthermore", + "Dedu", + "OfThe", + "clen" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Similarly", + "meanwhile", + "Other", + "Meanwhile", + "These", + "Conversely", + "Consequently", + "Furthermore", + "Simultaneously", + "Another", + "Other", + "Others", + "Compared", + "Likewise", + "Along", + "Similarly", + "Additionally", + "Additionally", + "Secondly", + "Moreover", + "These", + "furthermore", + "Subsequent", + "However", + "accordingly", + "nCurrent", + "Its" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "Similarly", + "Conversely", + "These", + "Meanwhile", + "Another", + "Likewise", + "Consequently", + "Furthermore", + "Other", + "Additionally", + "Upon", + "Additionally", + "Simultaneously", + "Recently", + "Similarly", + "Other", + "meanwhile", + "However", + "Another", + "Consequently", + "Recent", + "Recent", + "Secondly", + "furthermore", + "Compared" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Similarly", + "These", + "Conversely", + "Secondly", + "Simultaneously", + "Furthermore", + "Likewise", + "Consequently", + "Otherwise", + "conversely", + "These", + "Additionally", + "furthermore", + "However", + "Others", + "Similarly", + "Secondly", + "Subs", + "Additionally", + "txt", + "Alternatively", + "Although", + "Another", + "Though", + "Currently", + "Unlike", + "Recently", + "Upon", + "Except" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Similarly", + "These", + "Meanwhile", + "Secondly", + "Simultaneously", + "Likewise", + "conversely", + "Otherwise", + "Conversely", + "Secondly", + "Another", + "meanwhile", + "Similarly", + "These", + "This", + "urally", + "By", + "letas", + "However", + "Conversely", + "Sequences", + "Therefore", + "Another", + "Subs", + "json", + "plet", + "Imaging", + "mortem", + "jpg" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "Similarly", + "Meanwhile", + "Secondly", + "These", + "Another", + "Simultaneously", + "This", + "Secondly", + "Likewise", + "conversely", + "othesis", + "meanwhile", + "Similarly", + "Conversely", + "Otherwise", + "Another", + "Those", + "While", + "Assuming", + "endswith", + "By", + "Both", + "Equally", + "Repeat", + "Therefore", + "Others" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "These", + "Below", + "This", + "Similarly", + "urally", + "tend", + "These", + "Secondly", + "Judging", + "Another", + "igate", + "Those", + "Meanwhile", + "Experts", + "ature", + "Secondly", + "Simultaneously", + "Unt", + "Uns", + "Subs", + "They", + "ATIVES", + "meanwhile", + "ula", + "Other" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "These", + "This", + "Below", + "end", + "ula", + "substring", + "black", + "jpg", + "ubes", + "Arrows", + "It", + "ug", + "Another", + "When", + "Upon", + "Sick", + "sub", + "une", + "subs", + "They", + "Using", + "ubb", + "click", + "compare", + "ub", + "image", + "Sub", + "Black", + "meet", + "A", + "Yet" + ] + } + ], + "logit_surprising": [ + { + "concept": "cracks", + "score": 17.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "ausge", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "indicating", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "showed", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "face", + "output_checked": true + }, + { + "concept": "around", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "Its", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "occurred", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "spots", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "durability", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "God", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "prong", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "verw", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "centuries", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "bending", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "rotates", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "axle", + "output_checked": true + }, + { + "concept": "millennia", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "weathering", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "several", + "output_checked": true + }, + { + "concept": "pounding", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "indicative", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "RECE", + "score": 3.0, + "best_rank": 2, + "best_depth": 39.0, + "near_token": "thumbnail", + "output_checked": true + }, + { + "concept": "dictionaries", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "rele", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "wheel", + "output_checked": true + }, + { + "concept": "Fock", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "face", + "output_checked": true + }, + { + "concept": "brus", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "beach", + "output_checked": true + }, + { + "concept": "duke", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "spf", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "axle", + "output_checked": true + }, + { + "concept": "defects", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "ago", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "years", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "earthquakes", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "fractures", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "These", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "stresses", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "bending", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "supports", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "axle", + "output_checked": true + }, + { + "concept": "neglect", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "CRED", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "several", + "output_checked": true + }, + { + "concept": "tread", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "ROTATE", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "beach", + "output_checked": true + }, + { + "concept": "wang", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "on", + "output_checked": true + }, + { + "concept": "consigo", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "presse", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "wheel", + "output_checked": true + }, + { + "concept": "bong", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "bending", + "output_checked": true + }, + { + "concept": "subject", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "thumbnail", + "output_checked": true + }, + { + "concept": "roar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "przyp", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "getId", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "on", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "jah", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "prev", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "punct", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "axle", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "face", + "output_checked": true + }, + { + "concept": "verme", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "parall", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "wheel", + "output_checked": true + }, + { + "concept": "okt", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "bending", + "output_checked": true + }, + { + "concept": "ilm", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Cause", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-03__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cyclic-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Progressive damage under repeated loading 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A bolted aluminum joint opened after many pressurization cycles. A smooth region with regularly spaced microscopic ridges occupied most of the separated surface.", + "prompt_tail": " bolted aluminum joint opened after many pressurization cycles. A smooth region with regularly spaced microscopic ridges occupied most of the separated surface.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cyclic-04", + "carrier_id": null, + "target_family": "cyclic", + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "scroll", + "generated_token_ids": [ + 16113 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 13404, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 6403 + }, + { + "label": "crack", + "best_rank": 12045, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 2311 + }, + { + "label": "propagation", + "best_rank": 4449, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 10369 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "asons", + "asion", + "orry", + "leness", + "together", + "ients", + "oba", + "ammed", + "Also" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "lle", + "persons", + "alike", + "dia", + "d", + "ion", + "ie", + "wards", + "ients", + "atre", + "hence", + "eries", + "etc", + "arie", + "eded", + "lly", + "ii", + "zia", + "zes", + "orie", + "eness", + "sic", + "nti", + "zis", + "nto", + "ort" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "persons", + "lle", + "gonna", + "ients", + "leness", + "thereof", + "sebagainya", + "etc", + "dia", + "sic", + "needful", + "ien", + "thereon", + "maupun", + "nti", + "ometrical", + "ion", + "ids", + "ii", + "hence", + "weg", + "eries" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "thereto", + "persons", + "ients", + "alike", + "leness", + "maupun", + "herewith", + "sebagainya", + "thereon", + "thereof", + "oides", + "yses", + "efectu", + "lle", + "herein", + "sic", + "hereafter", + "Persons", + "hearers" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "maupun", + "efectu", + "ients", + "behalf", + "thereof", + "alike", + "mediante", + "thereto", + "thence", + "inasmuch", + "herewith", + "ided", + "hence", + "herein", + "obliged", + "leness", + "persons", + "centre", + "sic", + "centre", + "vorhanden", + "ressort" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "although", + "persons", + "whereas", + "consisted", + "thereto", + "maupun", + "although", + "Moreover", + "Concerning", + "Although", + "consisting", + "Nevertheless", + "which", + "alike", + "ients", + "regarded", + "wherein", + "thereon", + "according", + "towards", + "hence" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "although", + "considerable", + "scarcely", + "considerably", + "alike", + "thence", + "however", + "mostly", + "regarded", + "consisted", + "chiefly", + "insofar", + "adjoining", + "satisfactorily", + "largely", + "nevertheless", + "principally", + "appreciably", + "quite", + "probably", + "characterized", + "constituted", + "although", + "thereto", + "hitherto", + "probably", + "Owing" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "scarcely", + "indistinct", + "whereas", + "probably", + "thereto", + "aceous", + "furthermore", + "satisfactorily", + "periodical", + "considerable", + "hitherto", + "although", + "characteristic", + "neither", + "regarded", + "consisted", + "moreover", + "probably", + "retarded", + "inasmuch", + "persons", + "characterized", + "lately", + "presently", + "thence" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "indistinct", + "periodical", + "characteristic", + "mottled", + "alike", + "characterized", + "densely", + "achromatic", + "silice", + "coloration", + "aceous", + "scarcely", + "hydrophilic", + "latter", + "neath", + "constituted", + "powierzchn", + "considerable", + "gebiet", + "spersed", + "uniformly", + "grayish", + "although", + "moreover", + "ddots", + "dense", + "hitherto" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "visible", + "characteristic", + "coloration", + "striated", + "mottled", + "plast", + "hydrophilic", + "discoloration", + "observed", + "dense", + "densely", + "sintered", + "benthic", + "visible", + "sanded", + "discernible", + "micrograph", + "characterized", + "tampak", + "laminar", + "polymeric", + "micrographs", + "silice", + "photograph", + "indistinct", + "staining", + "reproduced", + "littoral", + "diagram", + "distal", + "delineated" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "discoloration", + "visible", + "coloration", + "indistinct", + "mottled", + "observed", + "visible", + "undisturbed", + "discernible", + "characteristic", + "micrograph", + "dense", + "laminar", + "delineated", + "plast", + "uniformity", + "littered", + "micrographs", + "distal", + "elongated", + "tampak", + "striated", + "unobstructed", + "silice", + "surface", + "evident", + "staining", + "patina", + "evidence", + "identifiable" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "observed", + "indicating", + "discoloration", + "suggestive", + "observed", + "visible", + "observations", + "characteristic", + "visible", + "diagnostic", + "suggesting", + "reproduced", + "observable", + "coloration", + "reproducible", + "symptomatic", + "microstructure", + "indicating", + "evidence", + "apparently", + "microscopy", + "indications", + "indicative", + "characterizing", + "benthic", + "indicate", + "detected", + "recovered", + "histological", + "subsurface" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "suggestive", + "apparently", + "observed", + "indicating", + "suggesting", + "microstructure", + "microscopy", + "characterizing", + "apparent", + "describe", + "characteristic", + "describing", + "reproduced", + "reproducible", + "superimposed", + "micrographs", + "apparently", + "micrograph", + "characterize", + "indicative", + "coloration", + "protrusions", + "indistinct", + "pattern", + "surface", + "appears", + "detectable", + "resembling", + "patterned", + "discernible" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "observed", + "indicating", + "suggesting", + "suggestive", + "apparently", + "resembling", + "visible", + "coloration", + "discernible", + "sichtbar", + "apparent", + "visible", + "describing", + "appearing", + "noticeable", + "microscopy", + "observable", + "resemblance", + "characterizing", + "whitish", + "micrographs", + "indicating", + "apparently", + "micrograph", + "characteristic", + "indicative" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "whereas", + "reportedly", + "Apparently", + "Afterwards", + "Which", + "Apparently", + "During", + "During", + "Whereas", + "Suddenly", + "which", + "Which", + "blamed", + "allegedly", + "threatening", + "Recently", + "recently", + "apparently", + "According", + "interviewed", + "Whereas", + "Suddenly", + "Also", + "Furthermore", + "accused", + "Recently", + "Secondly", + "photographed", + "Also", + "questioned", + "complained" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "ertain", + "Similarly", + "mselves", + "Recently", + "Furthermore", + "During", + "Meanwhile", + "else", + "Recently", + "priori", + "furthermore", + "Conversely", + "ively", + "During", + "whereas", + "Also", + "Similarly", + "requently", + "meanwhile", + "Apparently", + "Previously", + "Then", + "Which", + "Its", + "cially", + "Certainly", + "Afterwards", + "ingly", + "elson", + "Yet", + "Currently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Also", + "Furthermore", + "mselves", + "Conversely", + "Similarly", + "furthermore", + "Also", + "Similarly", + "Then", + "Recently", + "conversely", + "Conversely", + "else", + "Otherwise", + "Meanwhile", + "Currently", + "Likewise", + "Afterwards", + "Simultaneously", + "Alongside", + "Shouldn", + "whereas", + "Consequently", + "There", + "Furthermore", + "Unless", + "Its", + "Recently", + "requently", + "Secondly", + "priori", + "Previously" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Worse", + "Alongside", + "During", + "Neither", + "They", + "During", + "meanwhile", + "mselves", + "furthermore", + "Neither", + "Along", + "Lors", + "conversely", + "Equally", + "Alongside", + "olz", + "Yet", + "theirs", + "Simultaneously", + "They", + "Again", + "Meanwhile", + "Within", + "Somehow", + "Sometimes", + "separately", + "Along" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "mselves", + "Along", + "elae", + "olerance", + "meanwhile", + "Yours", + "ildet", + "itness", + "Meanwhile", + "olz", + "Yesterday", + "ponym", + "Lately", + "Its", + "Yet", + "Wasn", + "arlier", + "uries", + "Recently", + "fter", + "During", + "arette", + "Recently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "mselves", + "During", + "Meanwhile", + "Its", + "Recently", + "During", + "Within", + "Within", + "Along", + "Yours", + "Recently", + "There", + "Lately", + "Along", + "Recent", + "ects", + "TERY" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Recently", + "During", + "During", + "Recently", + "Within", + "Meanwhile", + "Recent", + "Lately", + "Within", + "mselves", + "Its", + "There", + "Yours", + "While", + "While", + "Yesterday", + "Upon" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Upon", + "coli", + "Recently", + "txt", + "xlsx", + "Secondly", + "Furthermore", + "Though", + "Below", + "Worse", + "LessThan", + "Both", + "Tried", + "Again", + "ANDS", + "Historically", + "ImagePath", + "Within", + "jsonData", + "While", + "ViewById", + "PECT", + "Stellen" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "balls", + "arrow", + "Secondly", + "UMENT", + "coli", + "jeta", + "wght", + "weisen", + "MediaType", + "js", + "strip", + "bred", + "TestData", + "json", + "plant", + "Secondly", + "SelectedItem", + "endswith" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "arrow", + "ived", + "UMENT", + "PEAT", + "ball", + "balls", + "coli", + "Repeat", + "Mein", + "bred", + "ument", + "ikte", + "awn", + "THAN", + "Secondly", + "ufs" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "SearchResults", + "erset", + "jpg", + "UMENT", + "bye", + "UMENTS", + "arrow", + "ball", + "blade", + "Secondly", + "removeItem", + "balls", + "Repeat", + "bros", + "ucus", + "abbat", + "Secondly", + "bala", + "ived" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "scroll", + "blank", + "jpg", + "deep", + "below", + "blurred", + "bullet", + "blade", + "plain", + "vec", + "bullets", + "belongs", + "material", + "underline", + "evenly", + "highlight", + "bl", + "bye", + "skip", + "un", + "unt", + "guess", + "black", + "when", + "loads", + "unnumbered", + "quadratic", + "excluding", + "members", + "thick", + "copy" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 182415, + 221231, + 208463, + 234445, + 244437, + 216127, + 175176, + 169389, + 106813, + 38946, + 61096, + 13405, + 60298, + 70602, + 249190, + 170949, + 171738, + 121316, + 109250, + 63568, + 72517, + 111097, + 137435, + 80606, + 40884, + 5948 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 81879, + 152142, + 206719, + 206145, + 211988, + 202620, + 76828, + 129334, + 35862, + 5679, + 12046, + 36694, + 46227, + 69544, + 71657, + 76554, + 119791, + 76395, + 106202, + 45691, + 68838, + 50737, + 29296, + 35372, + 61885, + 10036 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 10617, + 9707, + 15166, + 66541, + 53044, + 21420, + 49394, + 36003, + 61159, + 31981, + 55986, + 4450, + 11932, + 7088, + 152348, + 155355, + 144459, + 171299, + 150646, + 166949, + 180129, + 126521, + 53743, + 118194, + 99400, + 21347 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 199237, + 123224, + 6404, + 54706, + 42713, + 42812, + 17471, + 12659, + 59275, + 47526, + 176718, + 45930, + 30615, + 18747 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 169532, + 84544, + 30793, + 102490, + 110169, + 81093, + 22294, + 2312, + 9185, + 50903, + 37788, + 14446, + 4195, + 4125 + ] + }, + { + "label": "propagation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 193237, + 155526, + 216090, + 234920, + 110382, + 72743, + 118530, + 201544, + 41697, + 22568, + 33000, + 10370, + 27433, + 33895 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "area", + "score": 13.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "region", + "output_checked": true + }, + { + "concept": "appeared", + "score": 12.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "several", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "years", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "many", + "output_checked": true + }, + { + "concept": "was", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "joint", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "with", + "output_checked": true + }, + { + "concept": "but", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "smooth", + "output_checked": true + }, + { + "concept": "investigation", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "cracks", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "during", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "periods", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "pressur", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "subjected", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "joint", + "output_checked": true + }, + { + "concept": "flange", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "bolted", + "output_checked": true + }, + { + "concept": "failure", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "after", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "pressur", + "output_checked": true + }, + { + "concept": "testing", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ization", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "protruding", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "erosion", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "repair", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "quarters", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "whereas", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "They", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "connection", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "bolted", + "output_checked": true + }, + { + "concept": "loading", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "after", + "output_checked": true + }, + { + "concept": "spacing", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "microscopy", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "weld", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "joint", + "output_checked": true + }, + { + "concept": "observed", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "suspected", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "intervalos", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "dwellings", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "occupied", + "output_checked": true + }, + { + "concept": "conquest", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "bolted", + "output_checked": true + }, + { + "concept": "scenario", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "became", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "joint", + "output_checked": true + }, + { + "concept": "experiencing", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "after", + "output_checked": true + }, + { + "concept": "months", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "after", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "subjecting", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "after", + "output_checked": true + }, + { + "concept": "discontinuities", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "fuselage", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "alloy", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "machined", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "smooth", + "output_checked": true + }, + { + "concept": "distal", + "score": 2.0, + "best_rank": 2, + "best_depth": 39.0, + "near_token": "region", + "output_checked": true + }, + { + "concept": "due", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "welded", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "joint", + "output_checked": true + }, + { + "concept": "decommissioning", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "lubrication", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ruptured", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "assembly", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "bolted", + "output_checked": true + }, + { + "concept": "malfunction", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "periodic", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "smarter", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "", + "output_checked": true + }, + { + "concept": "smoothness", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "smooth", + "output_checked": true + }, + { + "concept": "boundary", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "suggestive", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "solenoid", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "bolted", + "output_checked": true + }, + { + "concept": "disassembly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "joint", + "output_checked": true + }, + { + "concept": "Failure", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "after", + "output_checked": true + }, + { + "concept": "investig", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "A", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "Hail", + "quantos", + "ervan", + "wand", + "Kwa", + "undos", + "masculin", + "anque", + "tantos", + "Thou", + "punkte" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "grac", + "opat", + "tons", + "Mannes", + "Sob", + "Beg", + "pres", + "stir", + "lev", + "rock", + "Cann", + "reu", + "ago", + "dre", + "channel", + "trem", + "Pres" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "opat", + "grac", + "lev", + "pres", + "rid", + "stir", + "tons", + "ving", + "Pres", + "reu", + "brink", + "Mannes", + "rock", + "Av", + "rake", + "rakes", + "wedge", + "Sob", + "champ", + "Cough", + "dre", + "bab" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "tfrac", + "ilj", + "ilg", + "reu", + "essional", + "Reis", + "ago", + "Trotz", + "alk", + "def", + "brink", + "usan", + "chum", + "dre", + "grac", + "sco", + "Mani", + "byt", + "glob", + "Kelu", + "Ih" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "essional", + "tfrac", + "Reis", + "ilj", + "ilers", + "grac", + "byt", + "dim", + "dre", + "glob", + "brink", + "Sur", + "curs", + "riv", + "Tit", + "opat", + "sco", + "ving", + "def" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "rem", + "WOR", + "amb", + "Vo", + "oben", + "susp", + "side", + "sn", + "rekken", + "Su", + "hst", + "Sed", + "icot", + "sed", + "detached", + "fin", + "itivity", + "vy", + "olare", + "pala", + "ain" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "Green", + "kick", + "HI", + "Sol", + "ear", + "don", + "nop", + "tool", + "das", + "remen", + "did", + "dal", + "DEP", + "trading", + "sol", + "common", + "serial", + "dad", + "polar" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tool", + "side", + "tools", + "kick", + "Green", + "yal", + "tail", + "HI", + "NRC", + "trading", + "sol", + "select", + "nas", + "duct", + "types", + "dad", + "turbo", + "DEP" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "kick", + "Green", + "record", + "select", + "pipeline", + "side", + "bro", + "did", + "sol", + "tool", + "tail", + "uct", + "duct", + "kick", + "yal", + "nop", + "Select", + "pick", + "locks" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "sus", + "subject", + "Select", + "linear", + "OOSE", + "fetch", + "Greeting", + "scope", + "listener", + "greeting", + "select", + "greet", + "pur", + "record", + "pick", + "switch", + "subject", + "common" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Greet", + "greeting", + "Greeting", + "Gol", + "listener", + "GetData", + "greet", + "fetch", + "Resolve", + "wechsel", + "credits", + "discuss", + "cereal", + "CRED", + "acta", + "gol", + "tit", + "ettle", + "speaker", + "waitUntil", + "greens", + "candy", + "itivity", + "RESOL", + "Speaker", + "RECE", + "credits", + "Tos", + "capitalize", + "sett" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "odora", + "Apa", + "webapp", + "restart", + "itian", + "imitives", + "PAS", + "Iterable", + "brush", + "itas", + "separable", + "entas", + "onha", + "DAP", + "repeater", + "epar", + "brush", + "PLAY", + "avelmente", + "issel", + "bag", + "container" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "cama", + "httpClient", + "kulit", + "dictionaries", + "despert", + "authenticate", + "slutt", + "reheat", + "spielt", + "coucher", + "abilecek", + "httpClient", + "buttonclick", + "drying", + "chut", + "grudge", + "lick", + "almak" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "dfs", + "viol", + "okol", + "deka", + "God", + "brus", + "solle", + "bilgiler", + "zgod", + "toch", + "kund", + "bookshelf", + "Kharkiv", + "owes", + "profes" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "tier", + "landen", + "Sliced", + "spf", + "aisl", + "should", + "logic", + "vorher", + "igste", + "familie", + "ques", + "conver", + "sebe", + "arg", + "Ber", + "aad" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "tier", + "spf", + "ham", + "wir", + "welt", + "halk", + "iy", + "Stein", + "daran", + "vorher", + "spf", + "lova", + "mozz", + "edged", + "patched", + "cev", + "wij", + "berp", + "adillo", + "camada", + "afect", + "ospel" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "baik", + "contre", + "fawn", + "adn", + "spf", + "ilm", + "dedans" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "along", + "dedans", + "excl", + "wearer", + "ilm", + "slit", + "samt", + "rime" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "alike", + "Neither", + "mselves", + "Thought", + "nThe", + "along", + "Similarly", + "imaged", + "Along", + "biggr", + "themselves", + "olit", + "thought", + "Thought", + "Extract" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "nCurrent", + "Simultaneously", + "Its", + "Bigger", + "nThe", + "Each", + "Its", + "Recently", + "meanwhile", + "mselves", + "Recently", + "Meanwhile", + "LessThan", + "Similarly", + "Consequently", + "Brief" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Recently", + "Recently", + "Neither", + "Recent", + "Within", + "Immediately", + "nThe", + "nCurrent", + "Initially", + "Each", + "During", + "Similarly", + "nPlease", + "Immediately", + "IsEmpty", + "Recent", + "clen" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "xlsx", + "html", + "txt", + "php", + "versa", + "Both", + "Recently", + "json", + "Furthermore", + "Recently", + "Similarly", + "Within", + "Initially", + "Historically", + "Within", + "aspx", + "jpeg", + "Allow", + "Secondly", + "Secondly" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "json", + "Secondly", + "ingly", + "arrow", + "html", + "php", + "Secondly", + "jsp", + "xml", + "quote", + "Weak", + "jpg", + "Recently", + "plot", + "Both", + "Repeat", + "unnumbered", + "Allow", + "WAS", + "Previously", + "AppendLine" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "json", + "ingly", + "php", + "Secondly", + "append", + "Weak", + "Secondly", + "arrow", + "Recently", + "ixin", + "setType", + "begin", + "xml", + "weak", + "weak", + "UMENT", + "Repeat", + "Initially", + "Previously" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ingly", + "Secondly", + "Between", + "Secondly", + "Between", + "setType", + "black", + "Initially", + "append", + "arrow", + "black", + "between", + "ioxide", + "Assuming", + "jsp", + "Previously", + "jpg", + "urls", + "imiter", + "originally", + "Recently" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "append", + "below", + "again", + "sub", + "black", + "closed", + "base", + "begin", + "around", + "urls", + "between", + "The", + "fail", + "bordered", + "bas", + "end", + "apply", + "bar", + "jpg", + "exceptions", + "penup", + "plain", + "new", + "proven", + "aut", + "excluding", + "underline", + "broken", + "ated", + "when", + "inside", + "A" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "cracks", + "score": 13.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "appeared", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "investigation", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "A", + "output_checked": true + }, + { + "concept": "area", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "occupied", + "output_checked": true + }, + { + "concept": "machined", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "smooth", + "output_checked": true + }, + { + "concept": "punt", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "ilm", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "with", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "region", + "output_checked": true + }, + { + "concept": "subjected", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "joint", + "output_checked": true + }, + { + "concept": "duke", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "joint", + "output_checked": true + }, + { + "concept": "years", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "many", + "output_checked": true + }, + { + "concept": "was", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "region", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "loading", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "after", + "output_checked": true + }, + { + "concept": "afect", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "freezer", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "bolted", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "weathering", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "after", + "output_checked": true + }, + { + "concept": "flange", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "bolted", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "due", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "This", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Greet", + "score": 2.0, + "best_rank": 2, + "best_depth": 39.0, + "near_token": "with", + "output_checked": true + }, + { + "concept": "Porque", + "score": 2.0, + "best_rank": 3, + "best_depth": 78.0, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "CRED", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "langu", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "pressur", + "output_checked": true + }, + { + "concept": "fam", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "pierwszy", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Viva", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "Lang", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "aquilo", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "ello", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "joint", + "output_checked": true + }, + { + "concept": "terk", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "many", + "output_checked": true + }, + { + "concept": "berk", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "pressur", + "output_checked": true + }, + { + "concept": "getId", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "reim", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "rozs", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "impactos", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dfs", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "onClick", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "A", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "phong", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "most", + "output_checked": true + }, + { + "concept": "Incre", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "aik", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "mengandung", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "pressur", + "output_checked": true + }, + { + "concept": "lobe", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "ization", + "output_checked": true + }, + { + "concept": "vorher", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "spf", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "tier", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "bolted", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "parquet", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "twitch", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "months", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "many", + "output_checked": true + }, + { + "concept": "Meaning", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "arranged", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "pores", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "discontinuities", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "Both", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "surface", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-04__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cyclic-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Progressive damage under repeated loading 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A rotating laboratory specimen failed after a long sequence of alternating stresses. Ratchet marks joined multiple surface origins before the remaining ligament broke suddenly.", + "prompt_tail": "atory specimen failed after a long sequence of alternating stresses. Ratchet marks joined multiple surface origins before the remaining ligament broke suddenly.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cyclic-05", + "carrier_id": null, + "target_family": "cyclic", + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 1365, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 458 + }, + { + "label": "crack", + "best_rank": 279, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2238 + }, + { + "label": "propagation", + "best_rank": 404, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 186 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "asion", + "ilst", + "orry", + "ammed", + "leness", + "asons", + "ials", + "oba", + "otron", + "together", + "ients", + "hence", + "Also" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "alike", + "leness", + "ii", + "persons", + "d", + "ie", + "thing", + "etc", + "l", + "wards", + "zes", + "lly", + "t", + "ion", + "ients", + "xd", + "somebody", + "arie", + "dia", + "sic", + "wl", + "zis", + "ort", + "ue" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "alike", + "thing", + "persons", + "lle", + "etc", + "etc", + "xd", + "stuff", + "basically", + "ii", + "anybody", + "ain", + "thru", + "dia", + "maupun", + "dll", + "lly", + "d", + "ie", + "mente", + "aid", + "dz", + "wn", + "hood", + "nobody" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "alike", + "maupun", + "lle", + "hearers", + "Jews", + "oides", + "yses", + "ued", + "leness", + "persons", + "fty", + "sic", + "abouts", + "zis", + "doings", + "zes", + "ented", + "edly", + "dia", + "thereto", + "wari", + "wl", + "sufferers", + "sebagainya", + "ieth" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "alike", + "persons", + "maupun", + "doings", + "edly", + "anybody", + "ued", + "stuff", + "somebody", + "sic", + "thru", + "awhile", + "stuffs", + "ue", + "plus", + "bout", + "lle", + "nobody", + "afterwards", + "ain", + "shoot", + "eded", + "abouts", + "AKA", + "efectu", + "phoned", + "poss", + "sort" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "afterwards", + "cause", + "gonna", + "AKA", + "everybody", + "which", + "persons", + "somebody", + "filming", + "filmed", + "afterward", + "then", + "ued", + "death", + "anybody", + "able", + "according", + "whilst", + "shortly", + "lli", + "and", + "thereafter", + "thereto", + "shoot", + "sufferers", + "goers", + "aye", + "plenty", + "bout" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "soon", + "alike", + "afterward", + "amid", + "shortly", + "later", + "aided", + "enough", + "then", + "hadn", + "spur", + "spurred", + "aided", + "afterwards", + "reportedly", + "relieved", + "apiece", + "gunfire", + "death", + "nearby", + "veled", + "meanwhile", + "shattered", + "hastened", + "battle", + "thankfully", + "the", + "himself", + "plenty", + "edly", + "barely", + "crammed" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "apiece", + "merely", + "whereupon", + "veled", + "scarcely", + "utter", + "utterly", + "spur", + "afterward", + "soon", + "amid", + "postwar", + "thole", + "nearly", + "riveting", + "death", + "bout", + "edly", + "meanwhile", + "furthermore", + "wrought", + "sufferers", + "stricken", + "hastened", + "surm", + "barely", + "markedly", + "farther", + "violently" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "apiece", + "merely", + "ruptured", + "protracted", + "fracturing", + "damning", + "lashed", + "shattered", + "Fract", + "riveting", + "amid", + "utterly", + "brittle", + "fractured", + "agonizing", + "victim", + "spur", + "precipit", + "whereupon", + "violently", + "damned", + "shattering", + "splinter", + "grim", + "splice", + "catastrophic", + "cemented", + "pulverized", + "salvaged" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "catastrophic", + "ruptured", + "fracturing", + "shattered", + "agonizing", + "disintegr", + "salvaged", + "victim", + "protracted", + "brittle", + "fractured", + "hemorrhagic", + "rupture", + "rupt", + "shattering", + "scarred", + "lacer", + "splice", + "precipit", + "harrowing", + "fracture", + "wreckage", + "violently", + "liquef", + "irrevoc", + "scarring", + "massive", + "galvan", + "precipitated", + "obliterated", + "precip", + "collapse" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "fracturing", + "symptomatic", + "salvaged", + "catastrophic", + "protracted", + "scarring", + "ruptured", + "scarred", + "aberr", + "shattered", + "fractured", + "agonizing", + "victim", + "salvage", + "final", + "evidence", + "scars", + "culminating", + "hemorrhagic", + "witnessing", + "nearing", + "disintegr", + "shattering", + "survivors", + "coales", + "climax", + "rupt", + "tenacious", + "fracture", + "culmin", + "rupture", + "harrowing" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "necrosis", + "symptomatic", + "scarring", + "fracturing", + "victim", + "ruptured", + "evidence", + "survivors", + "catastrophic", + "witnessing", + "salvage", + "rupt", + "disintegration", + "disintegr", + "aftermath", + "scav", + "fibrosis", + "salvaged", + "collapse", + "survivor", + "discoloration", + "wreckage", + "agonizing", + "final", + "observed", + "failure", + "fracture", + "diagnose", + "traumatic", + "inexplicable", + "scarred", + "diagnosis" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "evidence", + "indicating", + "indicative", + "observed", + "evident", + "evid", + "Evidence", + "fragmentation", + "necrosis", + "symptomatic", + "fracturing", + "fragment", + "recovered", + "evidenced", + "scav", + "disintegration", + "scarring", + "salvaged", + "described", + "detected", + "fibrosis", + "remnants", + "witnessing", + "fragmented", + "characterizing", + "evidencia", + "disintegr", + "fissures", + "Fragmentation", + "carapace", + "coalescence" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "evidence", + "observed", + "indicative", + "scav", + "salvage", + "symptomatic", + "salvaged", + "indicating", + "recovered", + "describe", + "Evidence", + "aftermath", + "remnants", + "scarring", + "carapace", + "described", + "evident", + "describing", + "evid", + "fragments", + "debris", + "diagnose", + "evidenced", + "Pathology", + "characterizing", + "observed", + "wreckage", + "symptoms" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "several", + "documentary", + "Suddenly", + "Eventually", + "evidence", + "whilst", + "witnesses", + "threatening", + "this", + "everybody", + "testimony", + "Consequently", + "demonstrations", + "Ultimately", + "while", + "further", + "Later", + "advertisements", + "whence", + "Afterwards", + "Suddenly", + "demonstrators", + "soon", + "subjects", + "simultaneously", + "commentary", + "eventual", + "Ultimately", + "Frequently", + "confronting", + "Eventually" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Furthermore", + "Consequently", + "Furthermore", + "Subsequently", + "furthermore", + "Afterwards", + "Again", + "Similarly", + "Later", + "Meanwhile", + "likewise", + "Similarly", + "Likewise", + "Eventually", + "Conversely", + "Ultimately", + "Suddenly", + "Yet", + "Recently", + "Ultimately", + "Eventually", + "Conversely", + "Simultaneously", + "Then", + "Also", + "During", + "Also", + "Finally", + "During", + "similarly", + "Nevertheless" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Again", + "Similarly", + "Conversely", + "Meanwhile", + "Consequently", + "Similarly", + "furthermore", + "Conversely", + "Likewise", + "Consequently", + "conversely", + "Yet", + "similarly", + "likewise", + "meanwhile", + "Secondly", + "Subsequently", + "Afterwards", + "Equally", + "Simultaneously", + "There", + "Then", + "Also", + "During", + "whereas", + "Again", + "Recently", + "Furthermore", + "Alongside", + "else", + "Therefore" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "During", + "Equally", + "Their", + "Whether", + "During", + "Meanwhile", + "furthermore", + "Comparing", + "They", + "whereas", + "Again", + "Compared", + "Finally", + "Furthermore", + "Yet", + "Similarly", + "Frequently", + "Analyzing", + "Its", + "There", + "Both", + "Another", + "Analysis", + "Whether", + "Unless", + "Obviously", + "Clearly", + "Neither", + "Secondly", + "Conversely", + "theirs" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "During", + "They", + "Meanwhile", + "Yet", + "Yet", + "Their", + "theirs", + "During", + "Yours", + "Unless", + "Lately", + "Unless", + "Their", + "Compared", + "Rather", + "whereas", + "Its", + "Contrast", + "mselves", + "Along", + "Equally", + "nThe", + "Frequently", + "They", + "Needless", + "Interviews", + "While", + "Along", + "atrical", + "Comparison", + "Conversely" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "During", + "Their", + "Consequently", + "During", + "nThe", + "Consequently", + "Another", + "They", + "What", + "Its", + "Shouldn", + "This", + "Its", + "Such", + "Moreover", + "Again", + "Yet", + "Similarly", + "Nevertheless", + "Compared", + "Frequently", + "Which", + "Conversely", + "Symptoms", + "Lately", + "While", + "Yet", + "Furthermore", + "Regardless", + "Their" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Meanwhile", + "Their", + "During", + "nThe", + "During", + "Consequently", + "Why", + "They", + "What", + "Another", + "Frequently", + "Consequently", + "This", + "While", + "Lately", + "Its", + "Their", + "nPlease", + "Which", + "How", + "Again", + "Yet", + "Similarly", + "Ideally", + "mselves", + "Its", + "Such", + "Nevertheless", + "Compared", + "Yet" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "During", + "During", + "Meanwhile", + "Consequently", + "Furthermore", + "Consequently", + "Conversely", + "Frequently", + "They", + "nThe", + "Why", + "Their", + "Again", + "Another", + "Conversely", + "While", + "Unless", + "However", + "Yet", + "Needless", + "nPlease", + "What", + "Nevertheless", + "Pourtant", + "Yet", + "Again", + "How", + "Welcome", + "Durante", + "Obviously", + "Unless" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Subs", + "Another", + "During", + "Meanwhile", + "Another", + "Mere", + "Atm", + "Extraction", + "Streams", + "aints", + "Prediction", + "Subjects", + "Meanwhile", + "Formatted", + "Yet", + "Unexpected", + "Expected", + "Underwater", + "Painting", + "Patients", + "Extraction", + "Volumes", + "Under", + "Predict", + "Transplantation", + "Investigation", + "During", + "Bye", + "Instances", + "ImageFilter", + "Surface", + "otre" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "aints", + "Another", + "awn", + "Another", + "Subs", + "During", + "Mere", + "Atm", + "Atr", + "AIN", + "Yet", + "Surface", + "Painting", + "Meanwhile", + "Anyone", + "Symptoms", + "ImageFilter", + "othesis", + "Subjects", + "tankers", + "Trailer", + "Mine", + "Instrumentation", + "Yet", + "Bienvenidos", + "Tray", + "aint" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "aints", + "unders", + "UNT", + "UMENT", + "mselves", + "umber", + "UM", + "awn", + "rimination", + "onate", + "underline", + "Uns", + "inations", + "Another", + "unts", + "RowCount", + "otrop", + "Kinds", + "Mein", + "Instruments", + "yat", + "Uid", + "UMENTS", + "oun", + "Yet" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "umb", + "um", + "ument", + "It", + "aints", + "ament", + "umber", + "Linear", + "uncle", + "Another", + "Atoms", + "Here", + "This", + "Please", + "No", + "ons", + "Un", + "alam", + "Under", + "Brownian", + "At", + "under", + "uns", + "Unless", + "ulls", + "oun", + "at", + "ASTM", + "Atmospheric", + "Diss", + "attrs" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 154575, + 216787, + 208505, + 227567, + 227037, + 142875, + 47252, + 77344, + 38735, + 5557, + 2158, + 1366, + 6131, + 3969, + 142895, + 136474, + 155986, + 54066, + 15291, + 5916, + 3410, + 7823, + 17777, + 10264, + 3911, + 1341 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 62319, + 134300, + 170603, + 91510, + 97109, + 38692, + 529, + 1167, + 344, + 193, + 280, + 1241, + 5694, + 22054, + 26547, + 106442, + 119478, + 52447, + 38635, + 16731, + 24680, + 20653, + 7910, + 10881, + 58023, + 83038 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 9828, + 8347, + 18601, + 77264, + 111212, + 72511, + 133775, + 85209, + 156815, + 72489, + 67071, + 4824, + 13583, + 26384, + 13581, + 17349, + 38692, + 17860, + 18533, + 4846, + 4575, + 2099, + 405, + 9875, + 7202, + 6121 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 104459, + 41388, + 5191, + 67466, + 130639, + 61183, + 9027, + 18017, + 8183, + 491, + 459, + 599, + 944, + 705 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 199727, + 94537, + 31069, + 146958, + 147202, + 85640, + 81595, + 16795, + 6886, + 6522, + 10135, + 3615, + 2387, + 2239 + ] + }, + { + "label": "propagation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 165381, + 180537, + 240843, + 205040, + 158731, + 75466, + 107110, + 67896, + 7239, + 407, + 721, + 187, + 666, + 1884 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "several", + "score": 19.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "failure", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "because", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "became", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "whereas", + "score": 9.0, + "best_rank": 17, + "best_depth": 68.3, + "near_token": "stresses", + "output_checked": true + }, + { + "concept": "during", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "duration", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "long", + "output_checked": true + }, + { + "concept": "sections", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "appeared", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "indicating", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "origins", + "output_checked": true + }, + { + "concept": "fatigue", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "Rat", + "output_checked": true + }, + { + "concept": "cracks", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "becoming", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "before", + "output_checked": true + }, + { + "concept": "between", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "stresses", + "output_checked": true + }, + { + "concept": "together", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "cycles", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "alternating", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "During", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "final", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "turntable", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "rotating", + "output_checked": true + }, + { + "concept": "apart", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "rotational", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rotating", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "endurance", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "long", + "output_checked": true + }, + { + "concept": "disparate", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "multiple", + "output_checked": true + }, + { + "concept": "centrifugal", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "rotating", + "output_checked": true + }, + { + "concept": "repetitions", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "sequence", + "output_checked": true + }, + { + "concept": "periods", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "alternating", + "output_checked": true + }, + { + "concept": "alongside", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "prolonged", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "pieces", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "multiple", + "output_checked": true + }, + { + "concept": "subjecting", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "after", + "output_checked": true + }, + { + "concept": "material", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "under", + "score": 3.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "experimental", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "laboratory", + "output_checked": true + }, + { + "concept": "medical", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Rat", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "nhau", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "genesis", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "origins", + "output_checked": true + }, + { + "concept": "coales", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "before", + "output_checked": true + }, + { + "concept": "salvage", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "collapse", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "accumulation", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "chet", + "output_checked": true + }, + { + "concept": "visible", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "violently", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "evidence", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "alternating", + "output_checked": true + }, + { + "concept": "photography", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Rat", + "output_checked": true + }, + { + "concept": "showed", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "demonstrations", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Rat", + "output_checked": true + }, + { + "concept": "was", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "occupants", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "often", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "laboratory", + "output_checked": true + }, + { + "concept": "This", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "exemplifies", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "laboratory", + "output_checked": true + }, + { + "concept": "experiments", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Rat", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "time", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "long", + "output_checked": true + }, + { + "concept": "mounted", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "prematurely", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "centrifuge", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "laboratory", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "Kwa", + "wand", + "quantos", + "punkte", + "anque", + "ambo", + "aqueles", + "Hail", + "maneiras", + "diagonal", + "embar", + "ervan", + "ties" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "trem", + "prof", + "stir", + "rid", + "Proc", + "grac", + "tens", + "Beg", + "Cann", + "lev", + "Sob", + "Tons", + "Prote", + "Cole", + "opat", + "olas", + "Yuk", + "dim", + "Mannes" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "prof", + "Pres", + "Proc", + "blot", + "stir", + "pres", + "dim", + "nab", + "ums", + "trem", + "rid", + "Dru", + "acid", + "tons", + "tun", + "champ", + "perf", + "induct" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "tfrac", + "Reis", + "ilj", + "champ", + "usan", + "liq", + "grac", + "olyte", + "alk", + "onn", + "ums", + "tun", + "chum", + "prof", + "chal", + "Mani" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "grac", + "dim", + "ago", + "champ", + "ilj", + "Chap", + "chap", + "riv", + "chum", + "fam", + "dip", + "ilers", + "usan", + "ingt", + "tfrac", + "Mani" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "sn", + "yn", + "amb", + "susp", + "det", + "WOR", + "hst", + "rem", + "atus", + "ae", + "fan", + "ilers", + "side", + "hely", + "yp", + "Vo", + "ELD", + "idence", + "oben", + "s", + "ain", + "VERE", + "ual", + "illing" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "side", + "HI", + "DEP", + "dal", + "tools", + "Green", + "kick", + "bro", + "tool", + "six", + "trading", + "Sol", + "terj", + "demos", + "duct", + "rem", + "top", + "older", + "don", + "mei" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "HI", + "tool", + "sol", + "dal", + "tail", + "turbo", + "demos", + "kick", + "simple", + "DEP", + "lives", + "trading", + "Werk", + "Green", + "rem", + "seq", + "serial", + "truncate", + "mei", + "linear" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "record", + "HI", + "sol", + "Sol", + "kick", + "tool", + "tools", + "serial", + "lives", + "tail", + "Green", + "select", + "Select", + "linear", + "scope", + "tract", + "trading", + "d", + "rem", + "blank", + "simple" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "subject", + "side", + "fetch", + "record", + "talk", + "lives", + "discussed", + "Select", + "sus", + "cdots", + "common", + "switch", + "sleeping", + "trading", + "calls", + "pur", + "ettle", + "tattoo", + "OOSE", + "select", + "contact", + "Green", + "rac" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "talk", + "fetch", + "greet", + "Einf", + "borders", + "Meals", + "linear", + "Otto", + "dal", + "sleeping", + "titles", + "greeting", + "diet", + "FEED", + "Common", + "trading", + "meetings", + "salt", + "common", + "subject", + "dog", + "notify", + "talks", + "tit", + "Books", + "proj" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "alh", + "avelmente", + "BL", + "beats", + "tread", + "bean", + "hound", + "ilidade", + "TBL", + "pronged", + "lb", + "scat", + "brush", + "slam", + "beat", + "Plac", + "meli", + "odora", + "Bean", + "cama", + "bit", + "aments" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "blas", + "adet", + "decade", + "trays", + "lick", + "buttonclick", + "vende", + "vender", + "cama", + "despert", + "httpClient", + "tinha", + "getId", + "verkauft", + "haystack", + "SELL", + "bouts", + "tinham" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "deka", + "del", + "dzie", + "rotz", + "viol", + "verl", + "ayet", + "God", + "dfs", + "toch", + "holz", + "blas", + "del", + "profes" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "prong", + "logic", + "undocumented", + "logic", + "logical", + "tier", + "ausge", + "ques", + "logical", + "tiered", + "affection", + "Als", + "logique", + "Gav", + "wij", + "muh", + "widers", + "semantic" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "tier", + "ham", + "ospel", + "afect", + "Stein", + "prong", + "ausge", + "wij", + "welt", + "ectors", + "minor", + "wir", + "spf", + "mares", + "Jaz", + "casilla", + "mozz", + "idic", + "izd", + "tier", + "Versions", + "iy", + "medial", + "ips", + "kernel", + "verw", + "tyr", + "terd" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "penj", + "ilm", + "ips", + "kernel", + "rect", + "mozz", + "spf" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "spurt", + "descans", + "DESC", + "cwnd", + "sputtered", + "ufl", + "strs", + "itl", + "Ext", + "orescence", + "neurotrans", + "dill" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Conclusion", + "Subsequently", + "Then", + "Secondly", + "Statistic", + "Signs", + "Statistical", + "Simultaneously", + "Afterward", + "Afterwards", + "Subsequently", + "interes", + "Conclusions", + "Outcome", + "However", + "Consequently", + "assessors", + "Except", + "Troubles", + "Interviews", + "Equally", + "nThe", + "except", + "theless", + "afterwards", + "Trouble", + "Evidence", + "Subsequent", + "sodass", + "TDs" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Simultaneously", + "Consequently", + "Symptoms", + "Fracture", + "Predict", + "Explain", + "meanwhile", + "bursts", + "nThe", + "Shortly", + "prematurely", + "However", + "untimely", + "Outcome", + "consequently", + "Subsequently", + "Suddenly", + "Afterwards", + "Subsequent", + "Termination", + "Sudden", + "Meanwhile", + "Investigation", + "Compared", + "Conclusion", + "spurt", + "Afterward" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Consequently", + "Simultaneously", + "Suddenly", + "prematurely", + "Immediately", + "Afterwards", + "untimely", + "Explain", + "Investigation", + "Symptoms", + "Shortly", + "bursts", + "Outcome", + "Equally", + "Bunun", + "Suddenly", + "Investigators", + "Afterward", + "nThe", + "sudden", + "Immediately", + "Sudden", + "However", + "consequently", + "abruptly", + "Subsequent", + "Shortly" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Simultaneously", + "However", + "Suddenly", + "Unlike", + "Consequently", + "Recently", + "Alternatively", + "Statistics", + "Cause", + "Again", + "Conversely", + "Although", + "Furthermore", + "Obviously", + "Predict", + "Briefly", + "During", + "Diagnosis", + "Compared", + "Similarly", + "Immediately", + "Afterwards", + "Wie", + "Investigation", + "sudden", + "Regardless", + "Frequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Unexpected", + "Unexpected", + "Suddenly", + "This", + "How", + "Unlike", + "What", + "Simultaneously", + "unexpected", + "Again", + "Consequently", + "Consequently", + "However", + "While", + "Likewise", + "Suddenly", + "Although", + "Why", + "During", + "Despite", + "Evidence", + "Surprisingly", + "During", + "Another", + "Compared", + "Analysis", + "Though", + "Along", + "Weise", + "Hundreds" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Unexpected", + "Suddenly", + "What", + "During", + "Unexpected", + "How", + "Another", + "During", + "These", + "Consequently", + "Again", + "Initially", + "Consequently", + "Simultaneously", + "However", + "Therefore", + "Neither", + "unexpected", + "While", + "Considering", + "The", + "Both", + "Unlike", + "Along", + "Compared", + "Suddenly", + "Why", + "Improper", + "Although", + "Excessive" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Suddenly", + "Whether", + "Another", + "What", + "Again", + "Unexpected", + "These", + "Initially", + "During", + "Those", + "However", + "Consequently", + "Considering", + "The", + "Throughout", + "Therefore", + "How", + "Suddenly", + "Both", + "Improper", + "After", + "sud", + "Faced", + "sudden", + "abruptly", + "Ideally", + "Once", + "Together", + "Unlike" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Rat", + "The", + "This", + "A", + "Remaining", + "After", + "Such", + "While", + "When", + "These", + "In", + "Another", + "However", + "Once", + "What", + "It", + "During", + "Instead", + "Rapid", + "At", + "Lig", + "How", + "Suddenly", + "Unexpected", + "Ins", + "Its", + "An", + "For", + "Let", + "Sudden", + "We", + "Random" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "cycles", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "fracture", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "multiple", + "output_checked": true + }, + { + "concept": "failure", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "indicating", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "origins", + "output_checked": true + }, + { + "concept": "prong", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "long", + "output_checked": true + }, + { + "concept": "duration", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "long", + "output_checked": true + }, + { + "concept": "together", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "fatigue", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Rat", + "output_checked": true + }, + { + "concept": "prematurely", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "subjecting", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "after", + "output_checked": true + }, + { + "concept": "appeared", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "cracks", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "dieu", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "segments", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "prolonged", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "final", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "cyclic", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "apart", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "centrifuge", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "laboratory", + "output_checked": true + }, + { + "concept": "mounted", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "loads", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "alternating", + "output_checked": true + }, + { + "concept": "under", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "laboratory", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "boo", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "duke", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "afect", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "sequence", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "before", + "output_checked": true + }, + { + "concept": "Stein", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "became", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "often", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "laboratory", + "output_checked": true + }, + { + "concept": "episodes", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "This", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "rotates", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "period", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "material", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "CRED", + "score": 2.0, + "best_rank": 3, + "best_depth": 39.0, + "near_token": "long", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "phones", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "long", + "output_checked": true + }, + { + "concept": "flakes", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "sequence", + "output_checked": true + }, + { + "concept": "bag", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "aquilo", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "chet", + "output_checked": true + }, + { + "concept": "PAS", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "ransom", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "origins", + "output_checked": true + }, + { + "concept": "bit", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "lamang", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "pinc", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "Nonetheless", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "origins", + "output_checked": true + }, + { + "concept": "golf", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "blas", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "beat", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "ques", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "caram", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "tier", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "swam", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "rotating", + "output_checked": true + }, + { + "concept": "spheroid", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rotating", + "output_checked": true + }, + { + "concept": "Horizontal", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "Cur", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "stresses", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-05__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cyclic-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cleavage-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-plasticity separation 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A ferritic plate separated abruptly during cold weather with almost no macroscopic distortion. Flat facets and converging river markings crossed the grain interiors.", + "prompt_tail": "ritic plate separated abruptly during cold weather with almost no macroscopic distortion. Flat facets and converging river markings crossed the grain interiors.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cleavage-01", + "carrier_id": null, + "target_family": "cleavage", + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "bl", + "generated_token_ids": [ + 1782 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 2205, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 952 + }, + { + "label": "cleavage", + "best_rank": 1901, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 9880 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "asons", + "asion", + "ilst", + "orry", + "leness", + "together", + "ients", + "Jews", + "ammed", + "Also", + "ials", + "behalf" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "persons", + "lle", + "alike", + "etc", + "sic", + "zis", + "ients", + "lly", + "ie", + "thing", + "ii", + "xd", + "atre", + "zes", + "dia", + "eded", + "nti", + "nto", + "enal", + "d", + "ion", + "ien", + "ids", + "ses", + "everybody", + "zia" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "persons", + "alike", + "etc", + "everybody", + "lle", + "anybody", + "defence", + "etc", + "dll", + "wards", + "centre", + "realising", + "sebagainya", + "needful", + "Defence", + "ising", + "ii", + "probably", + "till", + "xd", + "basically", + "aid", + "organised", + "dia" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "alike", + "maupun", + "thence", + "yses", + "persons", + "sebagainya", + "thereto", + "hearers", + "stuffs", + "thereon", + "leness", + "ented", + "oides", + "abouts", + "wari", + "iosos", + "ients", + "Jews", + "deeds", + "sic", + "eways" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "persons", + "alike", + "maupun", + "centre", + "whilst", + "thereto", + "centre", + "forthwith", + "sic", + "efectu", + "gonna", + "practised", + "stuffs", + "ided", + "ised", + "organised", + "travelled", + "whereupon", + "afield", + "doings", + "wards", + "aid", + "unto", + "recognised" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whilst", + "alike", + "thereto", + "thence", + "persons", + "maupun", + "whereupon", + "also", + "centre", + "Whilst", + "afterwards", + "travelled", + "thereon", + "Whilst", + "which", + "upon", + "rons", + "wherein", + "whereby", + "commenced", + "utilising", + "and", + "thereafter", + "travellers" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "whereupon", + "assemblages", + "alike", + "chiefly", + "wrought", + "thereafter", + "adjoining", + "spersed", + "foodstuffs", + "thereto", + "markedly", + "apiece", + "viz", + "scarcely", + "whence", + "nearer", + "occasioned", + "abreast", + "Descriptions", + "zijde", + "Gesellschaft", + "considerable", + "merely", + "principally", + "Occasionally", + "toward", + "specimens" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "thereto", + "thence", + "heretofore", + "indistinct", + "apiece", + "foodstuffs", + "abreast", + "whereupon", + "merely", + "aceous", + "whence", + "scarcely", + "itory", + "specimens", + "ossos", + "persons", + "forth", + "furthermore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "thence", + "indistinct", + "merely", + "apiece", + "assemblages", + "mottled", + "viz", + "coloration", + "striated", + "zijde", + "aceous", + "concomitant", + "thereto", + "delineated", + "ossos", + "pall", + "hues", + "heretofore", + "periodicals", + "obliquely", + "discolor", + "foodstuffs", + "discernible", + "Asiatic", + "specimens" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "striated", + "coloration", + "discoloration", + "mottled", + "specimens", + "photographic", + "diagrams", + "staining", + "discernible", + "tampak", + "observed", + "diagram", + "photograph", + "photographs", + "specimen", + "Diagram", + "discolor", + "metallurgical", + "micrograph", + "superimposed", + "delineated", + "Diagrams", + "micrographs", + "indistinct", + "Photographic", + "visible", + "characteristic", + "Diagram", + "viz", + "diagram" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "discoloration", + "coloration", + "striated", + "mottled", + "undisturbed", + "discolor", + "discernible", + "observed", + "tampak", + "vitre", + "micrograph", + "deform", + "staining", + "ocular", + "photographic", + "micrographs", + "indistinct", + "evidence", + "specimens", + "icolored", + "symptomatic", + "pictorial", + "fissures", + "visible", + "diagnostic", + "transverse", + "microscopy", + "anatomical", + "evidencia" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "symptomatic", + "discoloration", + "diagnostic", + "discolor", + "indicating", + "diagnose", + "coloration", + "Diagnosis", + "Diagnosis", + "symptoms", + "diagnosis", + "diagnosed", + "deform", + "lesions", + "disturbed", + "necrosis", + "diseased", + "inexplicable", + "diagnostic", + "observed", + "dislocations", + "staining", + "pathological", + "suggestive", + "diagnosing", + "afflicted", + "etiology", + "disintegration", + "fissures", + "Deformation", + "evidence" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "suggestive", + "discoloration", + "diagnostic", + "microscopy", + "indicative", + "diagnose", + "coloration", + "characteristic", + "indications", + "symptomatic", + "superimposed", + "Diagnosis", + "fissures", + "pattern", + "observed", + "describe", + "diagram", + "horizontal", + "suggesting", + "describing", + "diagnosed", + "lesions", + "morphology", + "distinguishing", + "anomalous", + "anatomical", + "Diagnosis", + "characterizing" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "microscopy", + "indicative", + "diagnose", + "coloration", + "suggestive", + "symptomatic", + "Diagnosis", + "diagnostic", + "indications", + "Diagnosis", + "discoloration", + "symptoms", + "diagnosed", + "segni", + "evidence", + "observed", + "diagram", + "indicate", + "characteristic", + "visible", + "suggesting", + "diagrams", + "specimen", + "lesions", + "indic", + "exhibiting", + "anatomical" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "whereas", + "while", + "whilst", + "which", + "who", + "further", + "although", + "notwithstanding", + "while", + "whence", + "several", + "among", + "According", + "characterized", + "suggesting", + "nevertheless", + "indications", + "yet", + "evidence", + "concerned", + "subjects", + "publicly", + "witnesses", + "demonstrating", + "although", + "furthermore", + "confronting", + "whereas", + "according", + "nothing", + "everybody", + "telling" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "whereas", + "Furthermore", + "Meanwhile", + "furthermore", + "Also", + "Also", + "Yet", + "Furthermore", + "During", + "According", + "During", + "Later", + "Consequently", + "Yet", + "meanwhile", + "Eventually", + "Certainly", + "Conversely", + "Eventually", + "Conversely", + "Similarly", + "Nevertheless", + "Meanwhile", + "Recently", + "Similarly", + "Apparently", + "Ultimately", + "Frequently", + "Ultimately", + "Consequently", + "Simultaneously" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "whereas", + "Furthermore", + "Conversely", + "furthermore", + "Also", + "Similarly", + "Meanwhile", + "Conversely", + "conversely", + "Also", + "Furthermore", + "Similarly", + "meanwhile", + "Likewise", + "Simultaneously", + "During", + "Yet", + "Later", + "Consequently", + "likewise", + "Equally", + "Alongside", + "There", + "Then", + "Each", + "Again", + "During", + "Whether", + "similarly", + "Unless", + "Certainly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "These", + "During", + "Meanwhile", + "meanwhile", + "Alongside", + "They", + "Clearly", + "conversely", + "There", + "Their", + "whereas", + "Furthermore", + "During", + "Though", + "Similarly", + "Along", + "Clearly", + "While", + "Despite", + "Similarly", + "Equally", + "Simultaneously", + "While", + "These", + "Alongside", + "separately", + "Upon", + "Along", + "these", + "while" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "These", + "Meanwhile", + "They", + "Yet", + "Its", + "Yet", + "Along", + "conversely", + "Along", + "meanwhile", + "theirs", + "Their", + "Yours", + "Conversely", + "Their", + "wondered", + "They", + "Certainly", + "During", + "Obviously", + "Accordingly", + "Alongside", + "Lately", + "weet", + "Ibid", + "Conversely", + "Unless", + "Tonight" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "These", + "Meanwhile", + "They", + "Consequently", + "Along", + "These", + "Within", + "Their", + "Its", + "During", + "Furthermore", + "Along", + "Conversely", + "There", + "Its", + "Within", + "They", + "Each", + "Those", + "Recently", + "Conversely", + "Those", + "During", + "Consequently", + "Yours", + "mselves", + "Hence", + "meanwhile", + "Beneath", + "Shouldn", + "Their", + "conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "They", + "These", + "Their", + "Consequently", + "Meanwhile", + "Within", + "They", + "During", + "Along", + "There", + "Hence", + "Their", + "During", + "Within", + "Conversely", + "Beneath", + "Its", + "Each", + "Furthermore", + "Its", + "Together", + "Recently", + "Consequently", + "mselves", + "While", + "This", + "Those", + "conversely", + "Likewise", + "Along" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "These", + "Furthermore", + "Hence", + "These", + "Consequently", + "They", + "Likewise", + "Each", + "txt", + "Within", + "Below", + "Its", + "Those", + "Similarly", + "Consequently", + "During", + "Meanwhile", + "Unless", + "Basically", + "LessThan", + "Beneath", + "Needless", + "Secondly", + "Conversely", + "conversely", + "While", + "Unless", + "However", + "Though" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "balls", + "Meanwhile", + "Above", + "Secondly", + "ball", + "Subs", + "Streams", + "Below", + "Secondly", + "endswith", + "meanwhile", + "auche", + "tributary", + "These", + "LessThan", + "Below", + "blit", + "Above", + "herum", + "Shouldn", + "setModel", + "andet", + "Beneath", + "pyplot", + "Likewise" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "balls", + "othesis", + "blade", + "THAN", + "ball", + "thorn", + "Meanwhile", + "shit", + "These", + "Secondly", + "Above", + "ball", + "WITH", + "mares" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "blade", + "ocat", + "These", + "blades", + "blit", + "igate", + "ARROW", + "Blades", + "Secondly", + "Below", + "erci", + "ayer", + "These", + "heading", + "bear", + "blade", + "bla", + "bl" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "bl", + "flat", + "blast", + "blade", + "These", + "The", + "blit", + "Flat", + "itemize", + "bear", + "No", + "bm", + "Bl", + "except", + "emph", + "fail", + "below", + "blad", + "geom", + "bla", + "D", + "square", + "blank", + "bare", + "A", + "black", + "bull", + "Fail", + "residual", + "sb", + "Residual", + "This" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 253396, + 237394, + 221961, + 226285, + 208412, + 132747, + 11133, + 55896, + 10473, + 3090, + 2206, + 3213, + 16339, + 13349, + 75658, + 210139, + 168574, + 185694, + 244620, + 258927, + 255497, + 227459, + 229059, + 249550, + 246439, + 152674 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 121879, + 71537, + 66465, + 136933, + 66478, + 52171, + 81042, + 27465, + 16145, + 12459, + 6397, + 2002, + 1902, + 5253, + 11839, + 12396, + 15071, + 16290, + 17466, + 39595, + 20832, + 9077, + 37289, + 63905, + 127344, + 170885 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 67042, + 126837, + 953, + 8210, + 6961, + 18412, + 176271, + 229232, + 137784, + 241986, + 247049, + 234272, + 143884, + 196315 + ] + }, + { + "label": "cleavage", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 140348, + 9881, + 251061, + 256664, + 55897, + 77447, + 113751, + 103934, + 53466, + 89170, + 31595, + 24854, + 48439, + 44478 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 12.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "weather", + "output_checked": true + }, + { + "concept": "several", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "during", + "output_checked": true + }, + { + "concept": "discernible", + "score": 8.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "macroscopic", + "output_checked": true + }, + { + "concept": "was", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "from", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "whereas", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cracks", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "but", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "steel", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "indicating", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "nothing", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "no", + "output_checked": true + }, + { + "concept": "damage", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "macroscopic", + "output_checked": true + }, + { + "concept": "surface", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "appeared", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "winter", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "weather", + "output_checked": true + }, + { + "concept": "negligible", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "quarters", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "noticeable", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "with", + "output_checked": true + }, + { + "concept": "These", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "observed", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "edges", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "testing", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "during", + "output_checked": true + }, + { + "concept": "oxide", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "thickness", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "intersecting", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crossed", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "were", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "sections", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "photographs", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "subjected", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "iron", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "electrically", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "observable", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "macroscopic", + "output_checked": true + }, + { + "concept": "geometries", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "manufacturing", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "flatness", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "uniformity", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "fracture", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "separation", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "during", + "output_checked": true + }, + { + "concept": "coldest", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "machined", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "axons", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "became", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "without", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "macroscopic", + "output_checked": true + }, + { + "concept": "entire", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "existed", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "alike", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "furnace", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "remained", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "formations", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "river", + "output_checked": true + }, + { + "concept": "welding", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "during", + "output_checked": true + }, + { + "concept": "tensile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "sharp", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 3, + "best_depth": 56.1, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "quantos", + "ervan", + "punkte", + "Hail", + "NORE", + "trump", + "Kwa", + "wand", + "undos", + "anque", + "ynitrite", + "ties" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "Sob", + "rid", + "grac", + "Beg", + "opat", + "dim", + "tons", + "Prote", + "trem", + "lev", + "gham", + "Cann", + "Mannes", + "ate", + "champ", + "Bog", + "chuk", + "stir", + "gag", + "Sen", + "Blanch", + "Cole", + "Cana" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "Sob", + "gern", + "rid", + "Salv", + "compact", + "Reis", + "TIN", + "complement", + "Carg", + "Champ", + "champ", + "Lang", + "Dry", + "opat", + "ums", + "stir" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ilj", + "tfrac", + "def", + "Reis", + "Langer", + "ilg", + "came", + "champ", + "chum", + "Sur", + "Sod", + "gern", + "bog", + "fam", + "Pres" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ilj", + "tfrac", + "ago", + "Langer", + "dim", + "Reis", + "Sur", + "resc", + "grac", + "Sod", + "ilers", + "Lef", + "Pres", + "fam", + "Frem", + "Meet" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "hst", + "rem", + "yn", + "WOR", + "sning", + "amb", + "ilers", + "Sed", + "ORS", + "oben", + "epr", + "atus", + "cat", + "Green", + "Vo", + "sn", + "detached", + "setia", + "side", + "det", + "sed" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "side", + "Green", + "HI", + "Sol", + "bro", + "seq", + "trading", + "nial", + "tool", + "kick", + "mech", + "demos", + "Rim", + "VND", + "OM", + "Me", + "don", + "quire" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tool", + "sol", + "tail", + "HI", + "tools", + "trading", + "demos", + "blank", + "Green", + "seq", + "valued", + "multiple", + "tail", + "Stylesheet", + "OM" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "record", + "sol", + "select", + "blank", + "Select", + "Green", + "kick", + "tail", + "Sol", + "HI", + "lives", + "rem", + "bro", + "tool", + "Blank" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "fetch", + "listener", + "linear", + "sus", + "Listener", + "select", + "subject", + "data", + "dynamic", + "greet", + "OOSE", + "switch", + "delegate", + "tter", + "RECE", + "cdots", + "record", + "pick", + "ettle" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "greeting", + "data", + "listener", + "discuss", + "speaker", + "Greet", + "ettle", + "capitalize", + "RECE", + "switch", + "fetch", + "diet", + "podcast", + "discussed", + "felt", + "talk", + "titles", + "lives", + "Listener", + "tools", + "greet", + "microsoft", + "notify", + "credits", + "Greeting", + "Meals" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "lb", + "DAP", + "BPM", + "hardcover", + "Mif", + "PAS", + "bag", + "messaging", + "BAG", + "Messaging", + "LIB", + "header", + "bag", + "focused", + "itian", + "themselves", + "scat", + "cuid", + "nows", + "baguette", + "Def", + "header", + "lata", + "Tia", + "mif" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "cama", + "getId", + "department", + "lick", + "abilecek", + "authenticate", + "buttonclick", + "pelanggan", + "despert", + "oyam", + "restart", + "kulit", + "pick", + "appla", + "haystack", + "embers", + "overlapping" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "viol", + "dfs", + "deka", + "owes", + "ogado", + "holz", + "brus", + "abilecek", + "bilgiler", + "jogar", + "solle", + "Violent" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "prong", + "ausge", + "ques", + "logic", + "logic", + "logique", + "alg", + "skepticism", + "etik", + "Alk", + "arg", + "amid", + "should", + "ethics", + "undocumented", + "logical", + "poste", + "Sliced" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "wij", + "Stein", + "tier", + "idic", + "prong", + "concern", + "afect", + "idium", + "erv", + "wir", + "halk", + "cev", + "ausge", + "tti", + "Roh", + "mozz", + "ques", + "duke", + "Versions", + "verw", + "argumentation", + "skips", + "ham" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "spf" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "transmitted", + "suspended", + "meteor", + "tandis", + "slit" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Along", + "However", + "Meanwhile", + "Stri", + "Along", + "There", + "Other", + "Stri", + "Signs", + "Together", + "Except", + "Neither", + "except", + "Similarly", + "but", + "These", + "neither", + "Neither", + "Sus", + "Simultaneously", + "Other", + "Thick", + "Clearly", + "Secondly", + "But" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "However", + "Simultaneously", + "Other", + "However", + "These", + "Other", + "But", + "Meanwhile", + "Consequently", + "Above", + "Above", + "Importantly", + "Along", + "Neither", + "There", + "These", + "Below", + "Others", + "Its", + "Along", + "Furthermore", + "Its" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "However", + "Neither", + "Neither", + "But", + "These", + "However", + "Below", + "Except", + "Other", + "Another", + "Above", + "Simultaneously", + "Above", + "There", + "Consequently", + "Signs", + "Whose", + "Signs", + "Importantly", + "Other", + "Recently", + "Clearly", + "Conversely", + "Beneath", + "Hence", + "Similarly", + "Meanwhile", + "Between", + "Below", + "Likewise" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "However", + "These", + "Subs", + "But", + "Otherwise", + "txt", + "Similarly", + "Consequently", + "Unless", + "Furthermore", + "Except", + "Simultaneously", + "However", + "Though", + "Unless", + "Neither", + "Additionally", + "Likewise", + "Except", + "Importantly", + "Pou", + "Conversely", + "Basically", + "Consequently", + "Despite", + "Additionally", + "Neither" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Subs", + "Meanwhile", + "However", + "Likewise", + "Yet", + "These", + "Similarly", + "conversely", + "Otherwise", + "Streams", + "Simultaneously", + "Except", + "But", + "plet", + "Issues", + "Subs", + "Underlying", + "Along", + "meanwhile", + "Importantly", + "Below", + "blit", + "Above", + "Secondly", + "Both", + "urally", + "Issues", + "This", + "othesis", + "Specify" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "Subs", + "These", + "Yet", + "Along", + "Similarly", + "Likewise", + "However", + "Both", + "Basic", + "meanwhile", + "othesis", + "Another", + "Despite", + "Simultaneously", + "Assuming", + "Subs", + "This", + "Assuming", + "Secondly", + "Basic", + "Specify", + "Set", + "Another", + "Same", + "Along", + "Except", + "Meanwhile", + "Heavy", + "Below", + "Specifically" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Below", + "urally", + "Subs", + "Along", + "Secondly", + "Yet", + "Between", + "Both", + "Along", + "Say", + "ound", + "However", + "Below", + "ately", + "Other", + "Other", + "Based", + "altro", + "igate", + "Taken", + "This", + "These", + "Another", + "Similarly", + "Secondly", + "ayer", + "along" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "end", + "No", + "These", + "bl", + "black", + "A", + "Yet", + "Int", + "itemize", + "period", + "However", + "along", + "Black", + "et", + "int", + "append", + "Arrows", + "In", + "Below", + "Along", + "fail", + "aut", + "Hard", + "internal", + "Deep", + "Intr", + "deep", + "Heter", + "Sick", + "ending" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "steel", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "from", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "cracks", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "noticeable", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "with", + "output_checked": true + }, + { + "concept": "discernible", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "no", + "output_checked": true + }, + { + "concept": "damage", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "macroscopic", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "edges", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "surface", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "God", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "during", + "output_checked": true + }, + { + "concept": "punt", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "verw", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "welding", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "during", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "appeared", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "bit", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "during", + "output_checked": true + }, + { + "concept": "phong", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "brus", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "macroscopic", + "output_checked": true + }, + { + "concept": "prong", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "Stein", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "halk", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "ilm", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "remained", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "However", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "observed", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "testing", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "during", + "output_checked": true + }, + { + "concept": "Secondly", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tensile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "sharp", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "Other", + "score": 2.0, + "best_rank": 2, + "best_depth": 75.6, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "RECE", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Thankfully", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "rotate", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "tata", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "no", + "output_checked": true + }, + { + "concept": "Plac", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "presse", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "phones", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "abruptly", + "output_checked": true + }, + { + "concept": "replay", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "roar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "olas", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "weather", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Proj", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "weather", + "output_checked": true + }, + { + "concept": "probing", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "lobe", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "orchards", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "Newton", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "samples", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "teenager", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "compared", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "abruptly", + "output_checked": true + }, + { + "concept": "because", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "weather", + "output_checked": true + }, + { + "concept": "surveys", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "emerged", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "contours", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "segments", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "river", + "output_checked": true + }, + { + "concept": "were", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "markings", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-01__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cleavage-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-plasticity separation 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A low-temperature impact specimen absorbed little energy and retained its original cross section. The shiny failure face contained crystallographic steps and feather patterns.", + "prompt_tail": "re impact specimen absorbed little energy and retained its original cross section. The shiny failure face contained crystallographic steps and feather patterns.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cleavage-02", + "carrier_id": null, + "target_family": "cleavage", + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "below", + "generated_token_ids": [ + 60096 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 2827, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 1426 + }, + { + "label": "cleavage", + "best_rank": 2590, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 22008 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "asion", + "orry", + "ients", + "asons", + "ials", + "behalf", + "oba", + "ammed", + "together" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "leness", + "ii", + "ients", + "zes", + "alike", + "etc", + "dia", + "eded", + "nti", + "zis", + "lly", + "d", + "ses", + "persons", + "atre", + "sic", + "nto", + "enal", + "ion", + "ie", + "ids", + "xd", + "zia", + "eries", + "arie", + "oides" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "etc", + "gonna", + "lle", + "etc", + "sic", + "atre", + "yses", + "leness", + "dll", + "lly", + "xd", + "oides", + "enal", + "ien", + "ients", + "eded", + "nti", + "zis", + "ie", + "wards", + "ii", + "ILD" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "sic", + "yses", + "maupun", + "eways", + "ided", + "atre", + "alike", + "oides", + "eded", + "leness", + "zis", + "ients", + "gonna", + "enia", + "lle", + "Jews", + "persons", + "ued", + "ised", + "arters", + "udian", + "abouts", + "wari" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "gonna", + "whilst", + "maupun", + "sic", + "alike", + "centre", + "organised", + "ided", + "ised", + "etc", + "everybody", + "organisations", + "oraz", + "afterwards", + "anda", + "eded", + "organise", + "centre", + "illetve", + "zis", + "skall", + "atre", + "organisation", + "anybody", + "etc" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "also", + "persons", + "which", + "afterwards", + "alike", + "maupun", + "Also", + "whilst", + "sic", + "although", + "whereas", + "indications", + "however", + "also", + "ised", + "according", + "gonna", + "oraz", + "consisted", + "tambien", + "who", + "Also", + "everybody", + "lle" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "although", + "also", + "persons", + "characteristics", + "and", + "mostly", + "mainly", + "afterwards", + "alike", + "consisted", + "indications", + "belonged", + "elingen", + "characterized", + "regarded", + "illustrations", + "however", + "specimens", + "maupun", + "members", + "upon", + "themselves", + "noted", + "although", + "examinations", + "assemblages", + "later" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "persons", + "whereas", + "alike", + "thereto", + "furthermore", + "which", + "coloration", + "characteristics", + "characterized", + "although", + "belonged", + "characteristic", + "regarded", + "specimens", + "consisted", + "indications", + "leness", + "utti", + "examined", + "specimen", + "periodical", + "indistinct", + "reproduced", + "Characteristics", + "inasmuch", + "elingen" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "coloration", + "metallurgical", + "discolor", + "morphology", + "metallurgy", + "necrosis", + "pigments", + "characterized", + "acial", + "morphologies", + "mottled", + "industrial", + "characteristic", + "histological", + "discoloration", + "striated", + "ossos", + "specimens", + "micrograph", + "indicating", + "lith", + "exhibited", + "Metall", + "morphological", + "exhibiting", + "micrographs", + "assemblages", + "histology", + "alike", + "specimen", + "microscopy" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "coloration", + "metallurgical", + "photographic", + "characteristic", + "exhibit", + "microscopy", + "morphology", + "exhibiting", + "micrographs", + "striated", + "micrograph", + "photograph", + "specimen", + "staining", + "metallurgy", + "observed", + "exhibited", + "mottled", + "specimens", + "histological", + "visible", + "photographs", + "corrosion", + "indicative", + "morphological", + "necrosis", + "etching", + "discoloration", + "sintered", + "histology", + "morphologies", + "textural" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "coloration", + "characteristic", + "indicating", + "microscopy", + "indicative", + "exhibiting", + "evidence", + "visible", + "exhibit", + "suggestive", + "discernible", + "striated", + "morphology", + "observable", + "observed", + "metallurgical", + "exhibited", + "indications", + "distinguishing", + "anatomical", + "micrographs", + "textural", + "micrograph", + "characteristics", + "diagnostic", + "discoloration", + "indicating", + "mottled", + "evident", + "examined" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicating", + "characteristic", + "coloration", + "staining", + "indicative", + "indicating", + "observed", + "characteristics", + "indicate", + "indications", + "morphology", + "exhibiting", + "suggestive", + "discoloration", + "diagnostic", + "microscopy", + "discolor", + "indicates", + "characterized", + "suggesting", + "exhibited", + "characteristics", + "diagnosed", + "Characteristics", + "necrosis", + "anatomical", + "characteristic", + "histological", + "Characteristics", + "evidence", + "distinguishing" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "indicating", + "indicative", + "suggestive", + "characteristics", + "microscopy", + "Characteristic", + "coloration", + "Characteristic", + "Characteristics", + "characteristics", + "indicating", + "suggesting", + "distinguishing", + "Characteristics", + "characteristic", + "observed", + "exhibiting", + "metallurgical", + "Microscopy", + "Indic", + "microstructure", + "indicate", + "distinguish", + "exhibited", + "indications", + "morphology", + "anatomical" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "characteristic", + "microscopy", + "indicative", + "characteristics", + "suggesting", + "Characteristics", + "indicate", + "indications", + "Characteristic", + "Indic", + "Characteristic", + "characteristics", + "Microscopy", + "indicating", + "evidence", + "observed", + "describe", + "indicates", + "coloration", + "suggestive", + "characteristic", + "microstructure", + "Characteristics", + "morphology", + "metallurgical", + "micrograph", + "diagnosed" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "who", + "whereas", + "suggesting", + "Which", + "indicating", + "believing", + "demonstrating", + "questions", + "evidence", + "showing", + "helping", + "witnesses", + "threatening", + "where", + "concerned", + "whilst", + "while", + "whose", + "reportedly", + "indications", + "symbolizing", + "testimony", + "wondering", + "Which", + "commentators", + "characterized", + "according", + "although", + "accused" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "whereas", + "Furthermore", + "ertain", + "Also", + "Also", + "Similarly", + "furthermore", + "Yet", + "Meanwhile", + "whereas", + "Similarly", + "Its", + "cially", + "Yet", + "Furthermore", + "Certainly", + "Conversely", + "uments", + "During", + "Recently", + "meanwhile", + "while", + "Recently", + "likewise", + "Afterwards", + "Whereas", + "mselves", + "During", + "Which", + "elson" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "whereas", + "Furthermore", + "furthermore", + "Also", + "Conversely", + "Yet", + "Meanwhile", + "conversely", + "Afterwards", + "Also", + "Yet", + "meanwhile", + "Conversely", + "Then", + "Similarly", + "suggesting", + "Similarly", + "mselves", + "ertain", + "Shouldn", + "Furthermore", + "explaining", + "Interestingly", + "Certainly", + "Compared", + "Currently", + "Its", + "Recently", + "Likewise", + "Secondly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "During", + "meanwhile", + "While", + "whereas", + "Furthermore", + "Though", + "Meanwhile", + "During", + "conversely", + "While", + "Finally", + "Which", + "Perhaps", + "indicating", + "suggesting", + "Evidence", + "There", + "These", + "Sometimes", + "Upon", + "Probably", + "Perhaps", + "Although", + "Compared", + "implying", + "Alongside", + "while", + "They", + "Also", + "Whether", + "Similarly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Lately", + "Recently", + "Yet", + "Today", + "whereas", + "meanwhile", + "Yet", + "Meanwhile", + "itness", + "During", + "Though", + "Its", + "Recent", + "Feeling", + "conversely", + "andia", + "Worry", + "nThe", + "They", + "Within", + "Along", + "Tonight", + "olerance", + "Shouldn", + "Currently", + "Recent", + "Sein" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Its", + "nThe", + "Within", + "There", + "During", + "Recently", + "Upon", + "Conversely", + "While", + "Its", + "Within", + "meanwhile", + "Lately", + "During", + "Which", + "While", + "Their", + "Today", + "Furthermore", + "Consequently", + "conversely", + "Shouldn", + "They", + "Though", + "Recent", + "whereas", + "Those", + "Compared", + "Conversely", + "This" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "nThe", + "Upon", + "Its", + "While", + "Meanwhile", + "Recently", + "This", + "There", + "Yet", + "They", + "Consequently", + "Though", + "His", + "While", + "During", + "Its", + "Their", + "Another", + "Within", + "Recent", + "Conversely", + "Lately", + "His", + "conversely", + "These", + "Which", + "Welcome", + "Furthermore", + "Together", + "Currently", + "nPlease" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "PECT", + "Though", + "Secondly", + "Neither", + "THAN", + "Furthermore", + "Yet", + "OUND", + "Doesn", + "nThe", + "Both", + "Welcome", + "Upon", + "LEM", + "UNDER", + "They", + "His", + "Hence", + "Conversely", + "These", + "Likewise", + "And", + "LessThan", + "sted", + "endum", + "Neither", + "ithin" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "balls", + "endswith", + "copying", + "SendData", + "emis", + "ittest", + "Wat", + "pyplot", + "auche", + "ball", + "Carbon", + "karta", + "THAN", + "TaskId", + "CARBON", + "LessThan", + "undes", + "Depend", + "underneath", + "CHECKS" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "THAN", + "balls", + "ittest", + "pyplot", + "endswith", + "karta", + "ball", + "copying", + "pth", + "PEAT", + "elsius", + "auche", + "ococcus", + "ayet", + "ILL", + "SendData", + "emis", + "quist", + "mittag" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Heading", + "loads", + "unction", + "LessThan", + "heading", + "volve", + "subsection", + "StringTo", + "copy", + "bye", + "Heading", + "OGRAPHIC", + "ball", + "Secondly", + "Subsection", + "karta", + "heading", + "Meanwhile" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "below", + "when", + "increasing", + "loads", + "under", + "balanced", + "Below", + "catch", + "learned", + "bye", + "toxic", + "each", + "SN", + "ument", + "The", + "except", + "bl", + "eth", + "unn", + "exp", + "meeting", + "binary", + "above", + "Under", + "bull", + "evenly", + "select", + "ococcal", + "meet", + "esgue", + "stuff", + "tl" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 254621, + 253646, + 242634, + 251576, + 245744, + 205003, + 22919, + 54330, + 1688, + 1188, + 2828, + 8475, + 26793, + 30866, + 144100, + 255855, + 228906, + 188104, + 243761, + 258628, + 256287, + 242037, + 203077, + 243930, + 240528, + 204044 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 136005, + 88730, + 72048, + 107531, + 60385, + 39214, + 40849, + 8065, + 4606, + 4064, + 3823, + 2591, + 5517, + 12066, + 29645, + 50570, + 31269, + 25213, + 38117, + 51478, + 33889, + 26177, + 33102, + 37741, + 64799, + 164554 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 76023, + 153461, + 1427, + 14859, + 9883, + 25132, + 218493, + 160096, + 50914, + 229714, + 239309, + 229878, + 178516, + 204769 + ] + }, + { + "label": "cleavage", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 163565, + 24765, + 202615, + 248959, + 108149, + 97807, + 137506, + 130080, + 78939, + 77280, + 44501, + 22009, + 68517, + 68110 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "low", + "output_checked": true + }, + { + "concept": "indicating", + "score": 11.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "was", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "face", + "output_checked": true + }, + { + "concept": "several", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "after", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "section", + "output_checked": true + }, + { + "concept": "surface", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "shiny", + "output_checked": true + }, + { + "concept": "showed", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "ductility", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "its", + "output_checked": true + }, + { + "concept": "indicative", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "steps", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "but", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "little", + "output_checked": true + }, + { + "concept": "characteristics", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "its", + "output_checked": true + }, + { + "concept": "lacked", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "shape", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "original", + "output_checked": true + }, + { + "concept": "fracture", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "retained", + "output_checked": true + }, + { + "concept": "width", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "whereas", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "became", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "superconductor", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "when", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "tests", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "alignment", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "occurred", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "voltage", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "low", + "output_checked": true + }, + { + "concept": "frequency", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "which", + "score": 3.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "atmospheric", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "low", + "output_checked": true + }, + { + "concept": "ballistic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "inelastic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "resistive", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "experimental", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "petal", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "feather", + "output_checked": true + }, + { + "concept": "test", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "meager", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "little", + "output_checked": true + }, + { + "concept": "undisturbed", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "original", + "output_checked": true + }, + { + "concept": "inactivity", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "discontinuities", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "steps", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "arms", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "consequence", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "presence", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "approximately", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 90.2, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "only", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "fragments", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "feather", + "output_checked": true + }, + { + "concept": "superpower", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "numerous", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "budget", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "coloration", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "shiny", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "integrity", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "its", + "output_checked": true + }, + { + "concept": "few", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "broke", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "edges", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "feather", + "output_checked": true + }, + { + "concept": "brittle", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "retained", + "output_checked": true + }, + { + "concept": "fractures", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "grains", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "Thermal", + "score": 2.0, + "best_rank": 2, + "best_depth": 48.8, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "unmodified", + "score": 2.0, + "best_rank": 2, + "best_depth": 51.2, + "near_token": "original", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "quantos", + "Kwa", + "nada", + "ervan", + "trump", + "punkte", + "Hail", + "diagonal", + "pend", + "addRow", + "resp", + "wand", + "tantos", + "anque" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "opat", + "rid", + "Tit", + "Sob", + "lev", + "channel", + "stir", + "reu", + "grac", + "dim", + "Cole", + "Cann", + "Mannes", + "ago", + "tons", + "Gay", + "ving", + "trem", + "olyte" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "champ", + "chum", + "nab", + "Champ", + "song", + "dim", + "opat", + "grac", + "ving", + "channel", + "bab", + "Cole", + "ebel", + "Gay", + "Sob", + "Cann" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "chum", + "ilg", + "champ", + "fam", + "ilj", + "essional", + "Sod", + "tfrac", + "onn", + "olyte", + "Rey", + "Sesam", + "tun", + "Reis", + "def", + "Hus", + "Tit", + "Lef", + "ago", + "reu", + "Erb", + "tek" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "grac", + "ilj", + "ago", + "essional", + "dim", + "Mani", + "olyte", + "chum", + "fam", + "tfrac", + "tene", + "champ", + "nguy", + "Cann", + "Bens", + "Lef", + "Tit", + "Sod", + "tun", + "Guy" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "WOR", + "rem", + "Vo", + "detached", + "ilers", + "hst", + "Vla", + "det", + "Sed", + "sn", + "Green", + "ual", + "Su", + "Hs", + "s", + "yn", + "side", + "Green", + "Wor", + "sning", + "dyes", + "amb", + "fan", + "ae" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "side", + "Green", + "Sol", + "HI", + "Me", + "tool", + "bro", + "serial", + "Rim", + "das", + "nop", + "Rim", + "remen", + "tail", + "trading", + "nial", + "tools", + "valued", + "kick" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tool", + "side", + "tail", + "tools", + "serial", + "dad", + "trading", + "valued", + "sol", + "demos", + "select", + "Green", + "HI", + "ORS", + "tail", + "kick", + "ormap" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "select", + "record", + "sol", + "tail", + "serial", + "kick", + "Green", + "valued", + "nop", + "lives", + "uct", + "scope", + "Select", + "linear", + "blank", + "tools", + "Sol", + "fitting", + "ormap" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "switch", + "ettle", + "Select", + "listener", + "fetch", + "sus", + "select", + "delegate", + "RECE", + "TAM", + "greet", + "talk", + "Tos", + "lives", + "calls", + "subject", + "Listener", + "call", + "cdots", + "common", + "OOSE" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "ettle", + "greet", + "switch", + "listener", + "greeting", + "CRED", + "itivity", + "credits", + "common", + "talk", + "sleeping", + "linear", + "Tos", + "wechsel", + "isselle", + "Listener", + "speaker", + "racial", + "sle", + "talks", + "Common", + "automatic", + "Einf", + "capitalize", + "Greet" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "Beat", + "Apa", + "elang", + "eal", + "PLAY", + "Pea", + "Mif", + "bros", + "ladder", + "Bean", + "Leng", + "briefcase", + "beats", + "tread", + "backpacks", + "Taro", + "DAP", + "ackets", + "emphasis", + "ifiably", + "acorn", + "rub", + "ikey", + "clout" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "blas", + "kulit", + "bosses", + "ploy", + "restart", + "vender", + "oyam", + "hnung", + "vende", + "kilo", + "abilecek", + "fanbase", + "pelanggan", + "pilha", + "milion", + "authenticate" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "brus", + "ogado", + "god", + "bilgiler", + "jogar", + "deka", + "assol", + "solle", + "kund", + "delt", + "okol", + "bookshelf", + "blas", + "rotz" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Jahres", + "prong", + "tier", + "tiered", + "Proj", + "logic", + "ker", + "ausge", + "welt", + "should", + "oun", + "skepticism", + "ssk", + "erves", + "alg", + "idium", + "logical", + "arg", + "tab", + "ethics" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Stein", + "welt", + "idium", + "halk", + "idic", + "spf", + "tier", + "wir", + "verw", + "wij", + "adillo", + "spf", + "prong", + "Roh", + "mozz", + "opcode", + "casilla", + "hourly", + "tti", + "ectors", + "opf", + "ausge" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "fawn", + "podej", + "sain", + "spf", + "wat", + "kernel", + "adn" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "tang", + "Css", + "pit", + "sleep", + "forward", + "radios", + "Epp", + "rung", + "tang", + "displayText", + "rainbow", + "pit", + "unders" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "nThe", + "Neither", + "Similarly", + "Together", + "Neither", + "whereas", + "mselves", + "Compared", + "thought", + "Similarly", + "Together", + "clen", + "Meanwhile", + "Conclusion", + "today", + "neither", + "Conclusion", + "iknya", + "nPlease", + "ImageFilter", + "Secondly", + "Which", + "weekly", + "together" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Meanwhile", + "meanwhile", + "Consequently", + "Conversely", + "Similarly", + "Compared", + "nThe", + "Others", + "Similarly", + "conversely", + "Simultaneously", + "Moreover", + "Its", + "Additionally", + "ERG", + "Furthermore", + "Conclusion", + "Compared", + "Conversely", + "Additionally", + "Likewise", + "These" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Conversely", + "Consequently", + "Similarly", + "Meanwhile", + "nThe", + "conversely", + "Likewise", + "Neither", + "Clearly", + "icki", + "nPlease", + "Similarly", + "Additionally", + "Clearly", + "Whose", + "These", + "Recently", + "Within", + "Additionally", + "meanwhile", + "Another", + "Its", + "Aim", + "During", + "Hence", + "Yours", + "accordingly" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Otherwise", + "conversely", + "Consequently", + "Likewise", + "Streams", + "Similarly", + "txt", + "Consequently", + "Ships", + "Unlike", + "Errors", + "Conversely", + "Streams", + "Unless", + "Subs", + "But", + "Ess", + "json", + "versa", + "sted", + "essages", + "Obviously", + "ould", + "obviously", + "Unless", + "Frames", + "OfThe", + "osha", + "Meanwhile", + "preceded", + "Secondly", + "ologically" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "conversely", + "Meanwhile", + "ball", + "endswith", + "balls", + "json", + "Likewise", + "preceded", + "correspondingly", + "Subs", + "Errors", + "similarly", + "meanwhile", + "ound", + "Otherwise", + "otherwise", + "Varieties", + "piece", + "Similarly", + "plant", + "versa", + "Streams", + "Vals", + "Secondly", + "obian" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "begin", + "endswith", + "ball", + "Meanwhile", + "Subs", + "Secondly", + "json", + "Likewise", + "Secondly", + "conversely", + "map", + "Try", + "Varieties", + "slide", + "wise", + "subsection", + "similarly", + "heave", + "Similarly", + "end", + "obviously", + "Plain", + "otherwise", + "Otherwise", + "meanwhile", + "size" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ently", + "Of", + "Meanwhile", + "Secondly", + "Subs", + "heading", + "Say", + "Kinds", + "ately", + "ball", + "tons", + "Initially", + "ILL", + "Under", + "Secondly", + "strated", + "exists", + "undi", + "issu", + "unt", + "plant", + "imming", + "size", + "iber", + "union" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "below", + "size", + "when", + "end", + "exist", + "begin", + "he", + "unn", + "under", + "clearly", + "increasing", + "elen", + "unt", + "plain", + "eth", + "evenly", + "except", + "nt", + "elong", + "choose", + "ently", + "tons", + "ency", + "carbon", + "diss", + "et", + "implies", + "The", + "catch", + "can", + "into", + "deep" + ] + } + ], + "logit_surprising": [ + { + "concept": "fracture", + "score": 10.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "ductility", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "its", + "output_checked": true + }, + { + "concept": "indicative", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "shape", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "original", + "output_checked": true + }, + { + "concept": "surface", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "shiny", + "output_checked": true + }, + { + "concept": "after", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "section", + "output_checked": true + }, + { + "concept": "tests", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "ausge", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "ilm", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "little", + "output_checked": true + }, + { + "concept": "compared", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "little", + "output_checked": true + }, + { + "concept": "grains", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "was", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "superconducting", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "Jahres", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "shiny", + "output_checked": true + }, + { + "concept": "lacked", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "face", + "output_checked": true + }, + { + "concept": "markings", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "but", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "steps", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "Stein", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "intact", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "retained", + "output_checked": true + }, + { + "concept": "indicating", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "only", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "indicates", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "face", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "voltage", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "low", + "output_checked": true + }, + { + "concept": "fractured", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Scoped", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "bit", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "PIR", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "delay", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "poly", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "section", + "output_checked": true + }, + { + "concept": "aquilo", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "sounding", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "retomar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "roar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "original", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Tron", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "seres", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "logique", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "spf", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "baik", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "rendah", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "low", + "output_checked": true + }, + { + "concept": "resistivity", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "engineering", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "peine", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "little", + "output_checked": true + }, + { + "concept": "anyway", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "shiny", + "output_checked": true + }, + { + "concept": "shaped", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "feather", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-02__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cleavage-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-plasticity separation 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A body-centered metal failed suddenly below its transition temperature. Microscopy revealed broad planar facets connected by sharp ridges through individual crystallites.", + "prompt_tail": "tered metal failed suddenly below its transition temperature. Microscopy revealed broad planar facets connected by sharp ridges through individual crystallites.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cleavage-03", + "carrier_id": null, + "target_family": "cleavage", + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "exceptions", + "generated_token_ids": [ + 64336 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 221, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 5289 + }, + { + "label": "cleavage", + "best_rank": 1170, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 21133 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "orry", + "ients", + "asion", + "together", + "ilst", + "asons", + "ogether", + "ials" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "alike", + "ii", + "persons", + "leness", + "sic", + "d", + "ients", + "zes", + "etc", + "arie", + "eded", + "zis", + "nto", + "ion", + "zia", + "dia", + "nti", + "lly", + "ided", + "ids", + "ses", + "xd", + "eness", + "eries", + "edes", + "yses" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "persons", + "lle", + "etc", + "gonna", + "etc", + "sic", + "dll", + "ii", + "xd", + "ients", + "thereof", + "aid", + "maupun", + "ions", + "ILD", + "thereon", + "leness", + "nti", + "d", + "ion", + "ids", + "dia", + "skall", + "needful", + "enal" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "yses", + "alike", + "thereon", + "thereto", + "maupun", + "iosos", + "ented", + "edes", + "oides", + "ided", + "persons", + "aken", + "youths", + "herein", + "ions", + "ained", + "lle", + "vier", + "hereafter", + "idences", + "psis", + "utom", + "elingen", + "urized", + "enced" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "maupun", + "alike", + "ided", + "yses", + "persons", + "oraz", + "sowie", + "thereto", + "Util", + "persons", + "aken", + "thereon", + "sic", + "edly", + "individuos", + "herein", + "thereafter", + "edes", + "bzw", + "thence", + "ct", + "ued", + "ained", + "ened", + "thereof", + "wherein" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "thereto", + "upon", + "thereon", + "Util", + "utilized", + "wherein", + "commenced", + "Upon", + "Upon", + "comprised", + "specimens", + "pertaining", + "yses", + "maupun", + "utilizing", + "Additionally", + "persons", + "goers", + "Utilizing", + "composed", + "photographs", + "sembled" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "discernible", + "assemblages", + "thereto", + "wrought", + "burgeoning", + "merely", + "heretofore", + "delineated", + "whereupon", + "specimens", + "markedly", + "nascent", + "upon", + "characterized", + "employing", + "viz", + "adjoining", + "emanating", + "abutting", + "notable", + "beneath", + "hitherto", + "concomitant", + "disseminated", + "proximate", + "discerned", + "neighboring", + "diminutive", + "wherein", + "sembled", + "Upon" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "alike", + "thence", + "hitherto", + "indistinct", + "characterized", + "aceous", + "markedly", + "heretofore", + "whereupon", + "merely", + "wherein", + "concomitant", + "abreast", + "persons", + "specimens", + "whence", + "concomit", + "characteristic", + "acial", + "furthermore", + "anatomical", + "delineated", + "assemblages", + "specimen", + "scarcely", + "itherto", + "coloration", + "periodical" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "viz", + "striated", + "silice", + "characteristic", + "morphology", + "coloration", + "concomitant", + "delineated", + "elucidated", + "rectilinear", + "mottled", + "aceous", + "wrought", + "assemblages", + "characterized", + "morphological", + "elucid", + "curvil", + "micrograph", + "lith", + "micrographs", + "indistinct", + "morphologies", + "Morphology", + "anisotropic", + "obliquely", + "textural", + "specimens", + "tubercul", + "microscopy", + "exhibiting" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "striated", + "characteristic", + "metallurgical", + "coloration", + "mottled", + "spectroscopic", + "observed", + "micrograph", + "microscopy", + "morphology", + "exhibiting", + "micrographs", + "textural", + "lith", + "staining", + "crystalline", + "morphological", + "macroscopic", + "histological", + "subsurface", + "delineated", + "crystall", + "substrate", + "photographic", + "hypertro", + "sculptural", + "epidermal", + "discernible", + "visible", + "deform", + "anisotropic", + "densely" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "characteristic", + "coloration", + "metallurgical", + "striated", + "deform", + "micrograph", + "morphology", + "anatomical", + "mottled", + "visible", + "exhibiting", + "delineated", + "discernible", + "micrographs", + "microscopy", + "pathological", + "distinguishing", + "staining", + "distal", + "hypertro", + "symptomatic", + "observable", + "sculptural", + "delineation", + "textural", + "visible", + "indicative", + "deline", + "morphological", + "suggestive", + "observed" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "characteristic", + "morphology", + "coloration", + "observed", + "suggestive", + "characterized", + "deform", + "characterize", + "pathological", + "exhibiting", + "necrosis", + "characterizing", + "symptomatic", + "characteristic", + "diagnostic", + "microscopy", + "indicative", + "diseased", + "disintegration", + "Characteristic", + "indicating", + "distinguishing", + "characteristics", + "distinctive", + "Characteristic", + "striated", + "decomposition", + "diagnose" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "distinguishing", + "suggestive", + "observed", + "distinguish", + "distinctive", + "characterizing", + "microstructure", + "described", + "distinct", + "characteristics", + "describe", + "characterized", + "suggesting", + "describing", + "microscopy", + "characterize", + "morphology", + "indicative", + "coloration", + "describ", + "pattern", + "unusual", + "peculiar", + "Characteristic", + "apparently", + "indicating", + "describe" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "observed", + "characteristic", + "coloration", + "suggestive", + "pattern", + "describe", + "distinctive", + "characterizing", + "described", + "unusual", + "suggesting", + "describing", + "microscopy", + "morphology", + "indicative", + "distinguishing", + "resembling", + "patterned", + "describir", + "patterning", + "describ", + "distinct", + "characterized", + "indicating", + "Pattern", + "interpreted" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Afterwards", + "simultaneously", + "threatening", + "Suddenly", + "publicly", + "During", + "characterized", + "questions", + "which", + "During", + "witnesses", + "documentary", + "commentary", + "confronting", + "Suddenly", + "whereas", + "photographs", + "refugees", + "advertisements", + "later", + "recently", + "accused", + "tonight", + "commentators", + "narrated", + "Furthermore", + "suggesting", + "tourists", + "furthermore", + "concurrently", + "unsuccessfully", + "cinematography" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Also", + "Also", + "Furthermore", + "Meanwhile", + "furthermore", + "Afterwards", + "Furthermore", + "meanwhile", + "During", + "During", + "Similarly", + "Later", + "Recently", + "Recently", + "Similarly", + "Conversely", + "Subsequently", + "Conversely", + "Simultaneously", + "Afterward", + "Meanwhile", + "Consequently", + "Likewise", + "Secondly", + "Ultimately", + "Eventually", + "whereas", + "Later", + "Eventually", + "Suddenly", + "Ultimately", + "Consequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Meanwhile", + "Similarly", + "Conversely", + "Furthermore", + "meanwhile", + "Similarly", + "furthermore", + "During", + "Also", + "Conversely", + "Simultaneously", + "Then", + "Afterwards", + "During", + "conversely", + "Likewise", + "Secondly", + "Subsequently", + "whereas", + "Afterward", + "else", + "Also", + "Recently", + "elsewhere", + "Later", + "Furthermore", + "Equally", + "Shouldn", + "Again", + "Meanwhile", + "Ibid" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "Simultaneously", + "During", + "During", + "conversely", + "Though", + "furthermore", + "Equally", + "Alongside", + "separately", + "Along", + "They", + "Along", + "Within", + "simultaneously", + "Similarly", + "Their", + "Similarly", + "Later", + "underneath", + "Their", + "tonight", + "Recently", + "wirelessly", + "Another", + "Personally", + "Alongside", + "dawned", + "elsewhere", + "Though" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Along", + "Meanwhile", + "Its", + "Lately", + "colonialism", + "meanwhile", + "Atm", + "Recently", + "Yet", + "Conversely", + "During", + "Within", + "bibliography", + "ToJson", + "conversely", + "Worry", + "theirs", + "Along", + "Their", + "Yesterday", + "otham", + "olerance", + "mselves", + "Yours", + "Contemporary", + "Belong", + "hers" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Its", + "Imaging", + "Consequently", + "Conversely", + "Moreover", + "Lately", + "Furthermore", + "Moreover", + "Along", + "Recent", + "Conversely", + "Consequently", + "Its", + "His", + "Recently", + "Within", + "Recent", + "meanwhile", + "Imaging", + "Microscopy", + "Similarly", + "Along", + "Compared", + "Symptoms", + "nThe", + "During", + "microscopy" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Meanwhile", + "Its", + "Consequently", + "Recent", + "nThe", + "Conversely", + "Imaging", + "Conversely", + "Its", + "Recent", + "Lately", + "Recently", + "Consequently", + "Furthermore", + "Their", + "Moreover", + "Imaging", + "His", + "Symptoms", + "During", + "Yet", + "Similarly", + "Moreover", + "meanwhile", + "During", + "Yet", + "conversely", + "Within" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Conversely", + "ImagePath", + "hydrox", + "Conversely", + "conversely", + "Meanwhile", + "Secondly", + "LEM", + "Pourtant", + "LessThan", + "Its", + "coli", + "nThe", + "Likewise", + "ProductName", + "Its", + "Consequently", + "Alternatively", + "Stellen", + "Simultaneously", + "FAE", + "Welcome", + "txt", + "OUND" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Errors", + "WithError", + "Secondly", + "ErrorMessage", + "Secondly", + "Streams", + "ImagePath", + "balls", + "plant", + "coli", + "Sick", + "chnik", + "Subs", + "angles", + "Meanwhile", + "arz", + "ocond", + "viewModel", + "glEnable", + "UMENT", + "maxima", + "ImageFilter", + "Bienvenidos", + "auche", + "Vet" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "UMENT", + "ument", + "ocond", + "Copy", + "ULAR", + "maal", + "chnik", + "ImagePath", + "ILL", + "coli", + "dent", + "ATHER", + "arrows", + "WithError", + "Another", + "angles", + "Errors", + "ACKS", + "opy", + "ector", + "ErrorMessage", + "Secondly", + "UnitTest", + "viewModel", + "ardini", + "Equipment", + "ANGLE" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ImagePath", + "exceptions", + "angle", + "UMENT", + "ANGLE", + "Subs", + "angles", + "ivities", + "ector", + "ILL", + "SearchResults", + "ittle", + "ument", + "oki", + "dehyde", + "ATHER", + "StartDate", + "reticulum", + "arger", + "Secondly", + "ARROW", + "subs", + "arrow", + "ULAR", + "ocht" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "exceptions", + "The", + "ocy", + "fail", + "ument", + "copy", + "ight", + "rystalline", + "ocular", + "subs", + "jpg", + "ococcal", + "The", + "unn", + "union", + "Subs", + "angle", + "cular", + "substrate", + "ceres", + "ector", + "errors", + "underline", + "length", + "center", + "rystals", + "Let", + "exception", + "This", + "Sph", + "umb", + "urrent" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 252158, + 250623, + 238171, + 257106, + 246387, + 197904, + 599, + 5336, + 120, + 94, + 222, + 511, + 5349, + 14392, + 70228, + 214322, + 181734, + 156887, + 232316, + 220571, + 187123, + 212326, + 202775, + 242145, + 232980, + 136705 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 127256, + 84575, + 80885, + 181345, + 94408, + 118322, + 37439, + 5024, + 7970, + 6571, + 3967, + 1758, + 1171, + 1207, + 8356, + 13619, + 22405, + 9927, + 58310, + 30712, + 12697, + 7382, + 14589, + 34996, + 74541, + 103981 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 42089, + 214108, + 5290, + 7956, + 9608, + 12904, + 165766, + 82642, + 36809, + 153979, + 177990, + 217699, + 179412, + 196988 + ] + }, + { + "label": "cleavage", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 200418, + 44380, + 251088, + 249665, + 25514, + 43295, + 83049, + 88653, + 38147, + 53007, + 21134, + 24965, + 38535, + 34793 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 19.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "cracks", + "score": 10.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "began", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "which", + "score": 8.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "discontinuities", + "score": 7.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "several", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "expected", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "below", + "output_checked": true + }, + { + "concept": "the", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "through", + "output_checked": true + }, + { + "concept": "whereas", + "score": 7.0, + "best_rank": 3, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "during", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "alloy", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "indicating", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "grains", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "failure", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "sections", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "showed", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "under", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "geometry", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "tensile", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "below", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "inexplicable", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "bridges", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "by", + "output_checked": true + }, + { + "concept": "tracts", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "that", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "smaller", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "by", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "spanning", + "score": 3.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "physics", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "body", + "output_checked": true + }, + { + "concept": "diagnostic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "machined", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "geometries", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "lattice", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "metastable", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "transition", + "output_checked": true + }, + { + "concept": "evidence", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "everybody", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "body", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "surrounded", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "became", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "body", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "interspersed", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "patches", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "inconsistencies", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "due", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "fractures", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "specimens", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "crystals", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "prematurely", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "accelerates", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "body", + "output_checked": true + }, + { + "concept": "cubic", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "crack", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 2.0, + "best_rank": 2, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "when", + "score": 2.0, + "best_rank": 2, + "best_depth": 75.6, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "across", + "score": 2.0, + "best_rank": 2, + "best_depth": 78.0, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "symmetry", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "connective", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "by", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "Hail", + "quantos", + "ervan", + "anque", + "yclerView", + "punkte", + "ynitrite" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "lev", + "trem", + "grac", + "tons", + "Mannes", + "stir", + "Proc", + "Cann", + "prof", + "Sob", + "Blanch", + "opat", + "Pres", + "Beg", + "blot", + "pres", + "channel", + "Cole", + "Lav", + "Tit", + "ment", + "olyte" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "prof", + "Clon", + "Cann", + "Pres", + "lev", + "Proc", + "nab", + "trem", + "stir", + "dim", + "grac", + "reu", + "Sesam", + "pres", + "Cock", + "rid", + "chum", + "plo", + "ums", + "glob" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ilj", + "tfrac", + "def", + "ilg", + "Reis", + "chum", + "usan", + "champ", + "prof", + "alk", + "ebu", + "reu", + "Trotz", + "essional", + "alez", + "noch" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "tfrac", + "ilj", + "ago", + "Mani", + "dim", + "essional", + "grac", + "champ", + "Reis", + "amb", + "Tit", + "tene", + "olyte", + "Pres" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "amb", + "ilers", + "hst", + "Vo", + "Su", + "det", + "WOR", + "sn", + "oben", + "VERE", + "yn", + "fram", + "terc", + "Sed", + "detached", + "ual", + "ingen", + "sol", + "susp", + "Nagata" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "side", + "kick", + "Sol", + "tools", + "Green", + "HI", + "tool", + "remen", + "duct", + "bro", + "serial", + "demos", + "rem", + "don", + "nial", + "seq", + "Me", + "ME", + "trading", + "orel" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "tool", + "sol", + "HI", + "tail", + "duct", + "serial", + "kick", + "remen", + "select", + "demos", + "seq", + "dad", + "turbo", + "trading", + "valued" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "record", + "sol", + "select", + "Sol", + "kick", + "Green", + "tool", + "uct", + "serial", + "nop", + "Select", + "linear", + "tail", + "tools", + "HI", + "did", + "perform", + "tract" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "sus", + "Select", + "fetch", + "OOSE", + "select", + "ettle", + "common", + "subject", + "switch", + "data", + "listener", + "cdots", + "traits", + "greet", + "tattoo", + "dynamic", + "greeting", + "itivity", + "Green", + "cactus" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "greeting", + "Greet", + "switch", + "ettle", + "fetch", + "data", + "linear", + "tools", + "listener", + "credits", + "cuk", + "speaker", + "Greeting", + "candy", + "dynamic", + "cereal", + "capitalize", + "wechsel", + "diet", + "microsoft", + "Tos", + "Einf", + "calls", + "CRED", + "RECE", + "traits", + "Meals" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "Apa", + "alh", + "hus", + "carn", + "PAS", + "itian", + "DAP", + "bag", + "hap", + "lb", + "acclaim", + "bag", + "nows", + "epar", + "formula", + "hound", + "identical", + "ackets", + "berbasis", + "runner", + "BAG", + "Tia" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "kulit", + "cama", + "costing", + "despert", + "lick", + "dictionaries", + "getId", + "department", + "playoffs", + "pickle", + "pelanggan", + "erinner", + "oyam", + "playlists", + "rectum", + "bosses", + "overlap", + "kik", + "gods", + "blas" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "deka", + "berj", + "god", + "dfs", + "zgod", + "brus", + "kund", + "viol", + "assol", + "abilecek", + "rotz", + "God", + "verl", + "toch", + "bilgiler", + "blas", + "owes" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "tier", + "prong", + "logic", + "Jahres", + "afect", + "ausge", + "trilogy", + "wise", + "logic", + "familie", + "segmented", + "poste", + "undocumented", + "logique", + "father", + "toggle", + "ktor" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "afect", + "wij", + "tier", + "wir", + "halk", + "adillo", + "gaard", + "altung", + "idic", + "spf", + "discord", + "ham", + "iy", + "azimuth", + "ques", + "ospel", + "cuad", + "idium", + "Stein", + "ography", + "strokes", + "Versions" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "contre", + "spf", + "fawn", + "penj", + "quadrant" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "radios", + "cantilever", + "simultaneously", + "stripped", + "addTask", + "diambil", + "foreground", + "scheduler", + "Rosenthal", + "fileupload", + "rocket", + "sky", + "slit", + "rainbow", + "schematically" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Simultaneously", + "Meanwhile", + "Similarly", + "alike", + "weekly", + "imaged", + "Weekly", + "imaging", + "blew", + "Imaging", + "Together", + "nThe", + "pits", + "Embry", + "simultaneously", + "Along", + "Together", + "Entered", + "along", + "Weekly", + "Transmission", + "blasts", + "retr", + "Tube", + "Subs" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Simultaneously", + "Consequently", + "Meanwhile", + "meanwhile", + "Consequently", + "Compared", + "Moreover", + "nCurrent", + "Furthermore", + "simultaneously", + "Similarly", + "accordingly", + "Its", + "Embry", + "Explain", + "Symptoms", + "mf", + "consequently", + "SCs", + "Conversely", + "sketches", + "Microscopy", + "nH" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Meanwhile", + "Simultaneously", + "Similarly", + "Consequently", + "meanwhile", + "mf", + "Recently", + "Likewise", + "nThe", + "Explain", + "Observe", + "Equally", + "nPlease", + "Symptoms", + "Embry", + "Furthermore", + "Recent", + "iknya", + "consequently", + "conversely", + "nCurrent" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Subs", + "conversely", + "Simultaneously", + "Consequently", + "Otherwise", + "Furthermore", + "subs", + "txt", + "Meanwhile", + "Conversely", + "Embry", + "Alternatively", + "Repeat", + "furthermore", + "Similarly", + "Errors", + "versa", + "Consequently", + "osha", + "alternatively", + "Unlike", + "Secondly", + "otherwise", + "simultaneously" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Subs", + "Meanwhile", + "Errors", + "conversely", + "Secondly", + "letas", + "Otherwise", + "Simultaneously", + "Secondly", + "secondly", + "Subs", + "subs", + "urally", + "meanwhile", + "json", + "weak", + "Origins", + "othesis", + "createElement", + "ackle", + "Therefore", + "aneously" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Subs", + "Meanwhile", + "othesis", + "Origins", + "secondly", + "Simultaneously", + "Secondly", + "Therefore", + "Secondly", + "simultaneously", + "conversely", + "Another", + "letas", + "Each", + "json", + "Repeat", + "Begin", + "dent", + "Subtract", + "underwent", + "Another", + "Errors", + "meanwhile", + "ively" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "urally", + "Subs", + "ivities", + "Secondly", + "Secondly", + "ctors", + "ately", + "gt", + "ctuation", + "secondly", + "ATIVES", + "Simultaneously", + "aints", + "ight", + "arrow", + "wich", + "simultaneously", + "ImagePath", + "ature" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "Microscopy", + "This", + "It", + "rystalline", + "Sick", + "ight", + "Sub", + "he", + "Let", + "end", + "By", + "exceptions", + "nt", + "They", + "These", + "Morphology", + "For", + "Crystal", + "ency", + "coli", + "Subs", + "When", + "A", + "microscope", + "okia", + "crystalline", + "Microscope", + "B", + "Such", + "Within", + "His" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "crack", + "score": 8.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "expected", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "below", + "output_checked": true + }, + { + "concept": "cracks", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "grains", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "fracture", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "discontinuities", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "God", + "score": 4.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "reveals", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "tensile", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "under", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "rele", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "transition", + "output_checked": true + }, + { + "concept": "brus", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "prong", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "segments", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "because", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "during", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "Subs", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "duke", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "body", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "through", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "due", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "fractures", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "crystals", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "lattice", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "grain", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "indicating", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "cubic", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Viva", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "input", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "detailed", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "debuted", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "Ama", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "Apa", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Compl", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "getName", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "politischen", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "kulit", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "tier", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "spf", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "serp", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "weighing", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "body", + "output_checked": true + }, + { + "concept": "driven", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "symmetrically", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "powered", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "analogy", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "memiliki", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "while", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "began", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "transition", + "output_checked": true + }, + { + "concept": "showed", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "that", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "revealed", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-03__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cleavage-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-plasticity separation 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A thick steel section opened under modest loading after rapid cooling. The separated faces showed flat reflective planes and negligible evidence of local necking.", + "prompt_tail": "thick steel section opened under modest loading after rapid cooling. The separated faces showed flat reflective planes and negligible evidence of local necking.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cleavage-04", + "carrier_id": null, + "target_family": "cleavage", + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "geom", + "generated_token_ids": [ + 79976 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 3355, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 3440 + }, + { + "label": "cleavage", + "best_rank": 26062, + "best_depth": 56.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 20686 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "asion", + "orry", + "asons", + "ilst", + "behalf", + "oba", + "ammed", + "together", + "ials", + "leness" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "leness", + "d", + "alike", + "ion", + "ie", + "ued", + "wards", + "ii", + "ients", + "persons", + "atre", + "zia", + "zes", + "eries", + "etc", + "arie", + "dia", + "eded", + "nti", + "zis", + "lly", + "nto", + "enal", + "t", + "l" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "gonna", + "lle", + "alike", + "etc", + "ients", + "etc", + "ain", + "sic", + "dll", + "nti", + "skall", + "thereof", + "aid", + "thru", + "d", + "ie", + "ii", + "fty", + "xd", + "sowie", + "leness" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thereto", + "thereafter", + "thence", + "persons", + "herein", + "thereof", + "pursuant", + "therein", + "thereon", + "sic", + "hereafter", + "persons", + "heretofore", + "whereupon", + "wherein", + "yses", + "therefrom", + "aken", + "lle", + "hereto", + "forthwith", + "ued", + "therewith", + "proximate" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "whilst", + "thereto", + "forthwith", + "thereafter", + "heretofore", + "whereupon", + "persons", + "thereof", + "wherein", + "herein", + "pursuant", + "unto", + "resultant", + "sic", + "Whilst", + "environs", + "insofar", + "inasmuch", + "efectu", + "sundry", + "whereby", + "requisite", + "hereto", + "Whilst" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "commenced", + "wherein", + "whilst", + "pursuant", + "thereto", + "whereupon", + "thence", + "upon", + "subsequently", + "comprised", + "forthwith", + "prior", + "utilized", + "utilizing", + "pertaining", + "commencing", + "herein", + "ascertaining", + "presently", + "notwithstanding", + "Whilst", + "Whilst", + "heretofore", + "surm", + "hereafter", + "lediglich", + "whereby", + "adjoining" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "requisite", + "prior", + "subsequently", + "proximate", + "thence", + "insofar", + "subsequent", + "primarily", + "thereto", + "principally", + "ancillary", + "extant", + "proximal", + "heretofore", + "expedient", + "discernible", + "necessitating", + "notwithstanding", + "satisfactorily", + "marginally", + "appreciably", + "predicated", + "approximately", + "predominantly", + "protracted", + "whereupon", + "sufficient", + "merely", + "sufficiently", + "utilized" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "commenced", + "thereto", + "thence", + "requisite", + "satisfactorily", + "discernible", + "notwithstanding", + "ascertained", + "merely", + "thereafter", + "hitherto", + "commencing", + "heretofore", + "extant", + "insofar", + "proximate", + "whereupon", + "incipient", + "wherein", + "subsequently", + "presently", + "furthermore", + "appreciably", + "inasmuch", + "forthwith", + "pertanto", + "sundry", + "thereof", + "pertaining", + "henceforth", + "approximately" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "requisite", + "proximate", + "discernible", + "incipient", + "nascent", + "indicative", + "necessitating", + "subsequently", + "ancillary", + "extant", + "proximal", + "predominantly", + "amenable", + "delineated", + "subsequent", + "merely", + "utilized", + "thereafter", + "devoid", + "effluent", + "burgeoning", + "lediglich", + "egress", + "quiescent", + "substantial", + "negligible", + "pertinent", + "cessation", + "sufficient", + "albeit" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "observed", + "proximate", + "egress", + "indicative", + "effluent", + "quiescent", + "observational", + "prophylactic", + "exhibited", + "discernible", + "incipient", + "exhibiting", + "proximal", + "uniformity", + "circumferential", + "uniformly", + "polyethylene", + "subsequent", + "satisfactorily", + "rectilinear", + "radiographic", + "negligible", + "evidentiary", + "pristine", + "marginally", + "protracted", + "vasculature", + "efficacy", + "photographic", + "observable", + "distal", + "observation" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "quiescent", + "observed", + "discernible", + "exhibiting", + "indicative", + "proximate", + "vasculature", + "exhibited", + "distal", + "meticulous", + "protracted", + "pristine", + "prophylactic", + "incipient", + "observable", + "uniformity", + "suggestive", + "effluent", + "metallurgical", + "subsequent", + "uniformly", + "spectroscopic", + "satisfactorily", + "delineated", + "conspicuously", + "egress", + "striated", + "aseptic" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicative", + "indicating", + "exhibiting", + "exhibited", + "characteristic", + "uniformly", + "suggestive", + "indicating", + "observed", + "uniformity", + "symptomatic", + "suggesting", + "indications", + "characterize", + "ultrast", + "aseptic", + "spectroscopic", + "rectilinear", + "prophylactic", + "quiescent", + "indicate", + "demonstrating", + "identically", + "characteristic", + "histological", + "characteristics", + "sustained" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "uniformly", + "uniformity", + "indicative", + "characteristic", + "indicating", + "devoid", + "suggestive", + "uniformly", + "characteristics", + "exhibiting", + "atypical", + "rectilinear", + "sterility", + "uniform", + "Characteristics", + "Uniform", + "Characteristics", + "suggesting", + "exhibited", + "characterize", + "characteristic", + "indicating", + "sterile", + "characterizing", + "characteristics" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "uniformly", + "indicative", + "devoid", + "characteristic", + "indicating", + "uniformity", + "uniformly", + "suggestive", + "atypical", + "rectilinear", + "sterile", + "exhibiting", + "decisively", + "consistent", + "conspicuously", + "indicating", + "strikingly", + "cleanly", + "sterility", + "observed", + "typical", + "suggesting", + "efficiently", + "consistent", + "characteristic", + "conclusively", + "characteristics", + "absence", + "unusual", + "Characteristics" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "whereas", + "suggesting", + "demonstrating", + "Furthermore", + "Whereas", + "while", + "During", + "During", + "indicating", + "simultaneously", + "characterized", + "which", + "several", + "evidence", + "Which", + "reportedly", + "witnesses", + "Conversely", + "showcasing", + "Conversely", + "whereupon", + "neither", + "promising", + "whence", + "demonstrations", + "Frequently", + "during", + "recently", + "although", + "showing", + "whilst", + "Meanwhile" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "whereas", + "Furthermore", + "Similarly", + "Similarly", + "Conversely", + "furthermore", + "Conversely", + "Yet", + "Meanwhile", + "Furthermore", + "meanwhile", + "During", + "During", + "Consequently", + "Likewise", + "Consequently", + "whereas", + "Also", + "Meanwhile", + "Recently", + "likewise", + "Recently", + "Certainly", + "Whereas", + "Ultimately", + "Whereas", + "conversely", + "Simultaneously", + "While", + "While", + "Also", + "similarly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Similarly", + "Similarly", + "Furthermore", + "Conversely", + "furthermore", + "similarly", + "Meanwhile", + "meanwhile", + "Conversely", + "conversely", + "whereas", + "likewise", + "Likewise", + "Also", + "Furthermore", + "Simultaneously", + "Yet", + "Consequently", + "Similar", + "Equally", + "else", + "During", + "Moreover", + "Also", + "Meanwhile", + "Recently", + "Interestingly", + "Whereas", + "Secondly", + "Subsequently", + "Consequently", + "correspondingly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Similarly", + "furthermore", + "meanwhile", + "conversely", + "During", + "whereas", + "Meanwhile", + "Similarly", + "Furthermore", + "Simultaneously", + "While", + "Their", + "During", + "Conversely", + "Finally", + "Though", + "Equally", + "Likewise", + "tandis", + "Within", + "Secondly", + "secondly", + "mientras", + "Alongside", + "Within", + "Compared", + "Despite", + "similarly", + "likewise", + "while" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "conversely", + "Its", + "Similarly", + "Conversely", + "Their", + "Their", + "Meanwhile", + "Yet", + "Conversely", + "Yet", + "Its", + "meanwhile", + "theirs", + "Similarly", + "Lately", + "Yours", + "Worry", + "Likewise", + "Along", + "They", + "whereas", + "Together", + "Recently", + "Unless", + "Yesterday", + "Rather", + "Wasn", + "hers", + "Today", + "wondered" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Meanwhile", + "Its", + "Their", + "Compared", + "Similarly", + "Conversely", + "Conversely", + "Consequently", + "conversely", + "Their", + "whereas", + "nThe", + "His", + "Recently", + "Compared", + "During", + "Moreover", + "Lately", + "They", + "Recent", + "His", + "Together", + "holtz", + "Contrast", + "mselves", + "Furthermore", + "Within", + "Yet", + "Along", + "During", + "Yet" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Their", + "Its", + "Its", + "Similarly", + "Conversely", + "Their", + "Compared", + "Meanwhile", + "Consequently", + "conversely", + "They", + "Conversely", + "nThe", + "Each", + "Recently", + "Together", + "Recent", + "During", + "Yet", + "Regardless", + "Previously", + "Lately", + "His", + "His", + "Yet", + "Contrast", + "theirs", + "During", + "holtz", + "Compared", + "There", + "Recent" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Secondly", + "Conversely", + "Conversely", + "conversely", + "THAN", + "Yet", + "Its", + "Recently", + "Similarly", + "Except", + "Alternatively", + "Pourtant", + "acles", + "Than", + "Historically", + "Furthermore", + "Unless", + "Its", + "Likewise", + "Unless", + "Didn", + "secondly", + "ExceptionHandler", + "LessThan", + "txt", + "Their", + "Hence", + "Consequently", + "Previously", + "Stellen", + "Needless" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "balls", + "conversely", + "plant", + "undes", + "WAS", + "Mere", + "heading", + "achts", + "pots", + "othesis", + "Marken", + "WithError", + "acles", + "pairs", + "Conversely", + "Subs", + "ball", + "riches", + "quist", + "amers", + "THAN" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "othesis", + "balls", + "ball", + "Kart", + "Subs", + "ocond", + "istles", + "THAN", + "plant", + "mares", + "subs", + "oulton", + "acles", + "heading", + "union", + "pots", + "Ships", + "ittest", + "Kart", + "Backspace", + "chew", + "conversely", + "quist", + "ARROW", + "achts" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "heading", + "east", + "Subs", + "heading", + "undes", + "Heading", + "subs", + "iculata", + "pairs", + "ball", + "IES", + "GRAPH", + "Determination", + "amers", + "Ships", + "acular", + "pari", + "chew", + "iero", + "bullet", + "ARROW", + "stens", + "ocat" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "geom", + "bull", + "underline", + "ococcal", + "applied", + "bullet", + "points", + "errors", + "past", + "sphere", + "map", + "sph", + "pairs", + "punch", + "event", + "graphic", + "graph", + "paste", + "blank", + "ball", + "pare", + "types", + "increasing", + "bor", + "pipe", + "bar", + "length", + "unted", + "etry", + "black", + "subs", + "pdf" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 249973, + 229293, + 214716, + 212632, + 172345, + 114979, + 6212, + 20246, + 7992, + 5072, + 3356, + 6088, + 25371, + 49560, + 105270, + 232382, + 227381, + 188528, + 237981, + 242996, + 225593, + 231551, + 222486, + 248596, + 244533, + 202359 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 133275, + 73214, + 61031, + 120054, + 81695, + 82069, + 51471, + 73632, + 90322, + 100784, + 47783, + 31975, + 37449, + 102821, + 26063, + 33891, + 51080, + 37647, + 51739, + 67437, + 29348, + 46715, + 84582, + 139774, + 139170, + 169767 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 73196, + 253622, + 3441, + 17303, + 12699, + 21362, + 175120, + 143829, + 47251, + 120200, + 146289, + 210149, + 142934, + 162535 + ] + }, + { + "label": "cleavage", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 136921, + 20687, + 243919, + 256673, + 59689, + 38008, + 85021, + 124218, + 136213, + 149979, + 88402, + 69891, + 105297, + 89379 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "whereas", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 12.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "reflective", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "several", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "was", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "but", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "deformation", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "neck", + "output_checked": true + }, + { + "concept": "pressure", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "modest", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "because", + "score": 6.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "lacked", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "shimmering", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "reflective", + "output_checked": true + }, + { + "concept": "thickness", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "section", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "failure", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "after", + "output_checked": true + }, + { + "concept": "localized", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "local", + "output_checked": true + }, + { + "concept": "photographs", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "quarters", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "were", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "implications", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "negligible", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sections", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "years", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "after", + "output_checked": true + }, + { + "concept": "Its", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "immense", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "under", + "output_checked": true + }, + { + "concept": "book", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "brittle", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "cracks", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "fatigue", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "collapse", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "under", + "output_checked": true + }, + { + "concept": "discernible", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "ductile", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "neck", + "output_checked": true + }, + { + "concept": "machined", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "ductility", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "neck", + "output_checked": true + }, + { + "concept": "width", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "section", + "output_checked": true + }, + { + "concept": "temperature", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "uniformly", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "inexplicable", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "every", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "under", + "output_checked": true + }, + { + "concept": "relief", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "modest", + "output_checked": true + }, + { + "concept": "this", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "chapter", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "suddenly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "exposure", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "surprising", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "The", + "output_checked": true + }, + { + "concept": "irony", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "damage", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "negligible", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "fragmentation", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "acted", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "section", + "output_checked": true + }, + { + "concept": "plate", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "after", + "output_checked": true + }, + { + "concept": "exhibited", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "appeared", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Suddenly", + "score": 2.0, + "best_rank": 2, + "best_depth": 48.8, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "loads", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "caused", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "Hail", + "nada", + "quantos", + "Kwa", + "ervan", + "wand", + "undos", + "NORE", + "anque", + "addRow", + "cred" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "lev", + "grac", + "tons", + "opat", + "Beg", + "channel", + "reu", + "Sob", + "Cann", + "trem", + "Doyle", + "mamy", + "Mannes", + "ago", + "prof", + "dim", + "pres", + "stir", + "Bog", + "Rid", + "Blanch" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "opat", + "lev", + "chum", + "ocy", + "grac", + "prof", + "dim", + "pres", + "reu", + "val", + "rid", + "Beg", + "bog", + "ins", + "ott", + "Pres", + "phones", + "champ", + "gham", + "rum", + "trem", + "ebo", + "Doyle", + "mamy" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "chum", + "Reis", + "ilg", + "dim", + "ilj", + "def", + "brink", + "champ", + "fam", + "bod", + "essional", + "grac", + "bog", + "Pres", + "alk", + "trem", + "tun", + "ri", + "lev", + "Langer" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "dim", + "grac", + "Reis", + "ilj", + "chum", + "lev", + "ago", + "brink", + "essional", + "tfrac", + "byt", + "Mani", + "tene", + "Pres", + "rock", + "Tit", + "Apa", + "Mannes" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "illing", + "side", + "Vo", + "ilers", + "WOR", + "yn", + "VERE", + "orel", + "sag", + "IVI", + "rem", + "ORS", + "OMe", + "s", + "hst", + "vyr", + "setia", + "det", + "Sed", + "ELD", + "ieden", + "icot", + "Hs" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "side", + "Sol", + "trading", + "tools", + "kick", + "HI", + "tool", + "cares", + "select", + "Select", + "seq", + "OHC", + "Er", + "DEP", + "lim", + "Me", + "Sol", + "ME" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "trading", + "HI", + "tool", + "tail", + "sol", + "select", + "Cermak", + "Select", + "kick", + "turbo", + "duct", + "dal", + "truncate", + "demos", + "simple", + "yal", + "DEP", + "remen", + "valued" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "select", + "tools", + "side", + "sol", + "Select", + "konto", + "tool", + "Green", + "kick", + "tail", + "pick", + "Sol", + "record", + "simple", + "duct", + "trading", + "HI", + "tract", + "Prot", + "truncate" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "sus", + "Select", + "select", + "switch", + "OOSE", + "common", + "subject", + "tools", + "holders", + "pick", + "ettle", + "konto", + "trait", + "greet", + "cdots", + "var", + "proj", + "item", + "simple", + "rac", + "Prot" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "linear", + "switch", + "greeting", + "resolve", + "greet", + "RECE", + "holders", + "ettle", + "racial", + "isselle", + "subject", + "detailed", + "reset", + "pepper", + "sus", + "capitalize", + "CERT", + "Greet", + "rase", + "sleeping" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "bag", + "extend", + "refresh", + "elson", + "rami", + "BL", + "itian", + "BAG", + "bag", + "acclaim", + "goal", + "wij", + "wid", + "hun", + "piss", + "hound", + "Bag", + "loaf" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "abilecek", + "kulit", + "boss", + "getId", + "wak", + "BL", + "appla", + "adet", + "httpClient", + "cribable", + "slutt", + "loudest", + "dieu", + "abgeschlossen", + "anger", + "pickle", + "bilen", + "boss", + "buttonclick" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "brus", + "God", + "Brus", + "DEL", + "ogado", + "golfer", + "punt", + "delt", + "del", + "dfs", + "DEL", + "bilgiler", + "gor", + "god" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "logical", + "logical", + "logic", + "logic", + "Jahres", + "prong", + "ausge", + "landen", + "Ber", + "ounced", + "teren", + "logique", + "referendum", + "tier", + "Tug" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Stein", + "halk", + "idic", + "welt", + "wir", + "saut", + "spf", + "skips", + "idium", + "opcode", + "ounced", + "altung", + "tti", + "argumentation", + "ectors", + "solltest", + "endroits", + "Gut" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "adn", + "contr", + "baik", + "spf", + "sain", + "fawn", + "ilm", + "contre" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "schematically", + "DisplayText", + "spatially", + "spoken", + "rime", + "cantilever", + "radios" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Similarly", + "nThe", + "Together", + "Neither", + "Neither", + "Meanwhile", + "Thirdly", + "Secondly", + "Likewise", + "Simultaneously", + "Weekly", + "iknya", + "alike", + "Thought", + "Together", + "imaged", + "Moreover", + "Only", + "neither", + "industry", + "Imaging", + "weekly", + "backing", + "Except", + "Yesterday" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Similarly", + "Its", + "Simultaneously", + "Consequently", + "Compared", + "Similarly", + "Its", + "Moreover", + "Meanwhile", + "meanwhile", + "nThe", + "Consequently", + "Compared", + "Neither", + "Earlier", + "Few", + "ERG", + "iknya", + "compared", + "Earlier" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Similarly", + "Neither", + "Earlier", + "Its", + "nPlease", + "Consequently", + "Neither", + "nThe", + "Earlier", + "Whose", + "Likewise", + "earlier", + "Recently", + "holtz", + "Previously", + "Consequently", + "Shortly", + "Recently", + "recently", + "Bunun", + "conversely", + "Similarly", + "Initially" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "conversely", + "Similarly", + "Unlike", + "Alternatively", + "Subs", + "Conversely", + "Except", + "Secondly", + "Previously", + "flanks", + "unlike", + "Historically", + "Conversely", + "Otherwise", + "Recently", + "Errors", + "Alternatively", + "Neither", + "Neither", + "Simultaneously", + "sted", + "Observe", + "Exceptions", + "Errors", + "alternatively", + "Recently", + "Obviously", + "Likewise" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "conversely", + "Errors", + "Previously", + "piece", + "Except", + "Subs", + "Secondly", + "Errors", + "Varieties", + "previously", + "heading", + "Meanwhile", + "Prediction", + "weak", + "Model", + "ball", + "By", + "Modes", + "balls", + "Exceptions", + "falls", + "miques", + "lessly", + "istles" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "othesis", + "Subs", + "Errors", + "weak", + "pieces", + "By", + "piece", + "heading", + "begin", + "Varieties", + "Previously", + "ball", + "Secondly", + "Already", + "Except", + "conversely", + "Try", + "subheading", + "Errors", + "Simulation", + "Set", + "sure", + "Model", + "weak" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ately", + "originally", + "heading", + "Previously", + "Subs", + "Initially", + "Secondly", + "atures", + "Details", + "heading", + "Initially", + "ature", + "Under", + "meanwhile", + "Of", + "alone", + "Simulation", + "amers", + "Yet", + "Meanwhile", + "ipation", + "Alone", + "Varieties", + "sure", + "Similarly" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "et", + "etting", + "Sick", + "Yet", + "ittle", + "etches", + "Under", + "obs", + "each", + "except", + "item", + "No", + "geom", + "ieves", + "hard", + "ight", + "etian", + "pad", + "subsubsection", + "ies", + "brand", + "black", + "eting", + "ipation", + "oun", + "under", + "only", + "istle", + "union", + "iew", + "als" + ] + } + ], + "logit_surprising": [ + { + "concept": "surfaces", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "deformation", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "neck", + "output_checked": true + }, + { + "concept": "prong", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "ausge", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "fracture", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "bolted", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "section", + "output_checked": true + }, + { + "concept": "fatigue", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "halves", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "pressure", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "under", + "output_checked": true + }, + { + "concept": "damage", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "book", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "plate", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "brittle", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "appeared", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "cama", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "modest", + "output_checked": true + }, + { + "concept": "brus", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "markings", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "reflective", + "output_checked": true + }, + { + "concept": "opening", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "indicative", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "signs", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "seemed", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Stress", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "pieces", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "cracks", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "immense", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "under", + "output_checked": true + }, + { + "concept": "loads", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "extend", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "kres", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "Part", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "reflective", + "output_checked": true + }, + { + "concept": "DAP", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "section", + "output_checked": true + }, + { + "concept": "getId", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ostat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "rozs", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "reflective", + "output_checked": true + }, + { + "concept": "kilo", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "Glor", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "dissected", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "evidence", + "output_checked": true + }, + { + "concept": "wij", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "after", + "output_checked": true + }, + { + "concept": "Stein", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "section", + "output_checked": true + }, + { + "concept": "ilm", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "reflective", + "output_checked": true + }, + { + "concept": "multilayer", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "roll", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "indicating", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "anywhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "rope", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "exposure", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "spont", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "resulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "The", + "output_checked": true + }, + { + "concept": "portion", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "pronounced", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "showed", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-04__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cleavage-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-plasticity separation 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A notched iron alloy snapped during a cold bend test before appreciable permanent curvature developed. River-like markings on the facets converged toward the initiation site.", + "prompt_tail": " alloy snapped during a cold bend test before appreciable permanent curvature developed. River-like markings on the facets converged toward the initiation site.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cleavage-05", + "carrier_id": null, + "target_family": "cleavage", + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "union", + "generated_token_ids": [ + 29774 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 19932, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 395 + }, + { + "label": "cleavage", + "best_rank": 6073, + "best_depth": 56.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 14178 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "asons", + "asion", + "orry", + "alike", + "leness", + "oba", + "ammed", + "ients", + "According", + "Also", + "ilst", + "ials" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "persons", + "lle", + "leness", + "thing", + "dia", + "lly", + "d", + "ie", + "somebody", + "alike", + "etc", + "zis", + "ion", + "ii", + "ients", + "xd", + "nobody", + "oides", + "eded", + "sic", + "nti", + "enal", + "ien", + "ids", + "wards", + "fty", + "ses" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "gonna", + "lle", + "etc", + "defence", + "alike", + "thereto", + "thereon", + "persons", + "sebagainya", + "needful", + "Defence", + "ising", + "wards", + "ients", + "hence", + "thereof", + "sic", + "centre", + "ometrical", + "centre", + "etc", + "dia", + "leness", + "aforesaid", + "thence" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thereto", + "herein", + "persons", + "thence", + "thereof", + "wherein", + "therein", + "therefrom", + "whereupon", + "forthwith", + "thereon", + "heretofore", + "thereupon", + "herewith", + "pursuant", + "presently", + "maupun", + "hereafter", + "hereto", + "persons", + "Thereafter", + "alike" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thereto", + "thence", + "forthwith", + "whereupon", + "wherein", + "herein", + "heretofore", + "persons", + "thereof", + "hereto", + "inasmuch", + "thereupon", + "efectu", + "sundry", + "pursuant", + "thereafter", + "resultant", + "commenced", + "presently", + "maupun", + "requisite", + "therefrom", + "wherein", + "herewith" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "wherein", + "whereupon", + "thereto", + "thereafter", + "commenced", + "thence", + "upon", + "whereby", + "wherein", + "persons", + "whilst", + "herein", + "Upon", + "pursuant", + "Upon", + "heretofore", + "thereupon", + "forthwith", + "presently", + "upon", + "furthermore", + "therefrom" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "thereafter", + "thereto", + "whereupon", + "zijde", + "heretofore", + "proximate", + "upon", + "wherein", + "whilst", + "requisite", + "ensuing", + "toward", + "subsequently", + "therein", + "whence", + "concomit", + "resultant", + "indications", + "occasioned", + "necessitating", + "herein" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "thence", + "whereupon", + "concomit", + "wherein", + "presently", + "whence", + "heretofore", + "toward", + "furthermore", + "alike", + "markedly", + "thereupon", + "abreast", + "indistinct", + "itory", + "persons", + "thereby", + "idae", + "herein", + "therein", + "therefrom", + "concomitant", + "inasmuch", + "wherein" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "coales", + "nascent", + "thence", + "discernible", + "indicative", + "coloration", + "toward", + "proximate", + "whereupon", + "incipient", + "zijde", + "concomitant", + "confluence", + "morphologies", + "Toward", + "delineated", + "burgeoning", + "concomit", + "assemblages", + "indic", + "isot", + "hues", + "dendritic", + "indistinct", + "striated", + "Toward", + "thereto", + "requisite", + "proximal" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "observed", + "discernible", + "observable", + "indicative", + "coloration", + "observations", + "evidence", + "observational", + "observation", + "indicating", + "distal", + "diagnostic", + "coales", + "striated", + "visible", + "osserv", + "dendritic", + "symptomatic", + "Observations", + "indicating", + "Observations", + "proximate", + "discoloration", + "incipient", + "observaciones", + "observ", + "microscopy", + "spectroscopic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "evidence", + "observations", + "indicating", + "observable", + "indicative", + "coloration", + "discernible", + "discoloration", + "diagnostic", + "symptomatic", + "evidencia", + "indicating", + "visible", + "indicators", + "indications", + "observational", + "suggestive", + "evidentiary", + "evident", + "observation", + "observed", + "evid", + "distal", + "Observations", + "osserv" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicating", + "indicating", + "evidence", + "indicate", + "diagnostic", + "indications", + "indicative", + "symptomatic", + "observed", + "indicators", + "suggestive", + "discoloration", + "diagnostic", + "indicates", + "suggesting", + "diagnose", + "indicar", + "discolor", + "indic", + "observations", + "diagnosis", + "evid", + "Evidence", + "staining", + "indic", + "observable", + "suggest", + "Evidence", + "coloration" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "indicative", + "suggestive", + "indicating", + "evidence", + "suggesting", + "indications", + "observed", + "indicate", + "indic", + "indicates", + "diagnostic", + "indicators", + "evid", + "Evidence", + "suggest", + "evidencia", + "discernible", + "indication", + "microscopy", + "indic", + "Evidence", + "symptomatic", + "indicar", + "evidence", + "discoloration", + "indicate", + "suggest", + "suggests", + "evident", + "coloration", + "Indic" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "suggesting", + "indicating", + "evidence", + "indications", + "indicative", + "suggestive", + "indicate", + "indicates", + "observed", + "indication", + "Evidence", + "indic", + "Evidence", + "Indic", + "evidencia", + "indicar", + "discernible", + "indic", + "indicators", + "evid", + "suggest", + "coloration", + "evidence", + "Indicates", + "Hinweise", + "indicate", + "indiquant", + "suggest", + "suggests" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "suggesting", + "indicating", + "whereas", + "demonstrating", + "which", + "while", + "threatening", + "showing", + "where", + "evidence", + "supporting", + "telling", + "simultaneously", + "accompanying", + "indications", + "who", + "helping", + "publicly", + "signaling", + "worrying", + "confronting", + "accused", + "indication", + "witnesses", + "indicative", + "demonstrations", + "questions", + "asking", + "comparing", + "wondering", + "investigating", + "questioning" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Similarly", + "Also", + "Similarly", + "Meanwhile", + "Furthermore", + "furthermore", + "Also", + "whereas", + "Likewise", + "Conversely", + "Conversely", + "Meanwhile", + "ertain", + "likewise", + "meanwhile", + "Regarding", + "Likewise", + "whereas", + "During", + "Consequently", + "During", + "Again", + "Yet", + "Certainly", + "Simultaneously", + "Alongside", + "also", + "similarly", + "cially" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Conversely", + "Similarly", + "Meanwhile", + "furthermore", + "conversely", + "Also", + "whereas", + "Similarly", + "Likewise", + "Conversely", + "Furthermore", + "Also", + "meanwhile", + "Simultaneously", + "Shouldn", + "Then", + "Secondly", + "Again", + "Yet", + "likewise", + "Regarding", + "Equally", + "Alongside", + "Moreover", + "Finally", + "Meanwhile", + "Likewise", + "Whereas", + "There", + "ertain", + "similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Furthermore", + "Finally", + "furthermore", + "During", + "Perhaps", + "Meanwhile", + "Similarly", + "Finally", + "Though", + "meanwhile", + "Whether", + "Perhaps", + "conversely", + "Equally", + "Weitere", + "Also", + "During", + "Likewise", + "Combining", + "Wherever", + "Alongside", + "Beneath", + "They", + "nPlease", + "whereas", + "Unless", + "Furthermore", + "Similarly", + "Neither" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "conversely", + "whereas", + "Conversely", + "Meanwhile", + "meanwhile", + "Regarding", + "Conversely", + "Similarly", + "Referring", + "Yours", + "Welcome", + "They", + "Meanwhile", + "Similarly", + "Enfin", + "AnimationFrame", + "Towards", + "Lately", + "Within", + "Likewise", + "tandis", + "Symptoms", + "Atm", + "Referred", + "Toward", + "ymptoms", + "Beim", + "Greetings" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "They", + "Within", + "Within", + "Upon", + "Above", + "Conversely", + "While", + "Consequently", + "Regarding", + "Shouldn", + "There", + "During", + "Beneath", + "When", + "Furthermore", + "Conversely", + "conversely", + "Meanwhile", + "Each", + "While", + "Their", + "Which", + "Similarly", + "Along", + "Its", + "Recent", + "Upon", + "meanwhile", + "Regarding", + "Doesn", + "Imaging" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "They", + "While", + "Upon", + "Within", + "Meanwhile", + "Within", + "Conversely", + "While", + "Welcome", + "nPlease", + "There", + "Though", + "nThe", + "Their", + "Recent", + "Upon", + "Above", + "They", + "Consequently", + "Unless", + "When", + "Every", + "Regarding", + "Beneath", + "Conversely", + "conversely", + "Each", + "Shouldn", + "These", + "Recently", + "Please", + "Furthermore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "They", + "Upon", + "Furthermore", + "Secondly", + "Secondly", + "conversely", + "Conversely", + "THAN", + "Welcome", + "Though", + "LessThan", + "jsonData", + "Pfe", + "Beacon", + "Didn", + "Threats", + "OUND", + "Conversely", + "Unless", + "Sonnen", + "BAT", + "txt", + "Doesn", + "Mereka", + "UNDER", + "They" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "js", + "json", + "Secondly", + "balls", + "Tried", + "union", + "auche", + "Wat", + "Pfe", + "WAS", + "endswith", + "Mere", + "THAN", + "arrow", + "uft", + "pylori", + "weak", + "jpeg", + "rund", + "heading", + "conversely", + "LessThan", + "Aren", + "hline", + "pas", + "ErrorMessage" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "union", + "js", + "Pfe", + "json", + "arrow", + "rief", + "uft", + "Secondly", + "gif", + "THAN", + "Wat", + "pylori", + "php", + "pas", + "Union", + "pb", + "ufer", + "visa", + "auche", + "eft", + "Het" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "union", + "SearchResults", + "grass", + "unction", + "arrow", + "Secondly", + "visa", + "pas", + "Secondly", + "oxin", + "shit", + "sun", + "heading", + "bat", + "gif", + "Please", + "Rating", + "pb", + "pairs", + "Heading", + "black", + "kit", + "plant", + "heading", + "ivities", + "jsp", + "Subsection", + "dll" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "union", + "bar", + "under", + "hat", + "black", + "below", + "dot", + "weak", + "when", + "plant", + "sun", + "Under", + "spa", + "Q", + "heavy", + "Rating", + "scroll", + "Secondly", + "Hir", + "at", + "loads", + "underline", + "bullet", + "spinal", + "geom", + "gri", + "errors", + "smaller", + "decoration", + "protocol", + "upper", + "experimental" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 254962, + 237843, + 231026, + 246375, + 225477, + 194588, + 31876, + 87389, + 43776, + 9776, + 19933, + 21769, + 35693, + 39705, + 76302, + 235948, + 211241, + 163035, + 244383, + 259152, + 245370, + 234266, + 231011, + 243108, + 232829, + 211308 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 124980, + 73956, + 68195, + 121276, + 92234, + 81820, + 55191, + 35489, + 41915, + 32036, + 12252, + 13910, + 7264, + 7593, + 6074, + 16605, + 22355, + 11600, + 38088, + 67847, + 34972, + 44835, + 32504, + 52815, + 45271, + 121379 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 52035, + 145974, + 396, + 3283, + 7556, + 16938, + 182517, + 174710, + 139208, + 207593, + 165623, + 207339, + 146529, + 154551 + ] + }, + { + "label": "cleavage", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 221733, + 31434, + 218100, + 250877, + 53070, + 40709, + 102936, + 48626, + 63213, + 90305, + 19323, + 14179, + 28514, + 22750 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 24.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "snapped", + "output_checked": true + }, + { + "concept": "indicating", + "score": 11.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "deformation", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "appreciable", + "output_checked": true + }, + { + "concept": "machining", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "during", + "output_checked": true + }, + { + "concept": "was", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "manufacturing", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "bend", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "appeared", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "failure", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "during", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "appreciable", + "output_checked": true + }, + { + "concept": "underside", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "reaching", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "before", + "output_checked": true + }, + { + "concept": "protruding", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "fracture", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "snapped", + "output_checked": true + }, + { + "concept": "rivers", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "like", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "imagery", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "like", + "output_checked": true + }, + { + "concept": "occurred", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "curvature", + "output_checked": true + }, + { + "concept": "point", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "surface", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "on", + "output_checked": true + }, + { + "concept": "diameter", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "curvature", + "output_checked": true + }, + { + "concept": "incipient", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "converging", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "converged", + "output_checked": true + }, + { + "concept": "epicenter", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "site", + "output_checked": true + }, + { + "concept": "several", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "on", + "output_checked": true + }, + { + "concept": "nearby", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "on", + "output_checked": true + }, + { + "concept": "became", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "showed", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "towards", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "converged", + "output_checked": true + }, + { + "concept": "Recently", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "indicate", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "blade", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "forging", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "operation", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "bend", + "output_checked": true + }, + { + "concept": "metal", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "iron", + "output_checked": true + }, + { + "concept": "investigation", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "brittle", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "snapped", + "output_checked": true + }, + { + "concept": "coldest", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "prematurely", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "before", + "output_checked": true + }, + { + "concept": "defense", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "defence", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "appreciable", + "output_checked": true + }, + { + "concept": "alongside", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "converged", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "exposure", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "appreciable", + "output_checked": true + }, + { + "concept": "alternatives", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "exemplifies", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "photoshoot", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "however", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "center", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "River", + "output_checked": true + }, + { + "concept": "They", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "stocked", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "snapped", + "output_checked": true + }, + { + "concept": "cracks", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "like", + "output_checked": true + }, + { + "concept": "testing", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "test", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "rupt", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "before", + "output_checked": true + }, + { + "concept": "nascent", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "appreciable", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "Hail", + "ervan", + "Kwa", + "nada", + "wand", + "quantos", + "punkte", + "undos", + "trump", + "anque", + "tantos", + "Kwa" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "grac", + "stir", + "pres", + "tons", + "Sob", + "opat", + "rid", + "reu", + "Cann", + "Pres", + "blot", + "Mannes", + "channel", + "trem", + "Yuk", + "resc", + "Blanch", + "prof", + "lev", + "fic" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "stir", + "prof", + "Pres", + "blot", + "opat", + "ate", + "Sob", + "Schle", + "Av", + "Cann", + "champ", + "rid", + "Champ", + "grac", + "lev", + "ums", + "resc", + "gern", + "pres", + "Fre" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Reis", + "ilj", + "tfrac", + "resc", + "Pres", + "chum", + "Sod", + "prof", + "ums", + "Grac", + "alk", + "ocrine", + "essional", + "ilg", + "ran", + "champ", + "Trotz", + "Sesam", + "def", + "fam" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "ilj", + "tfrac", + "ago", + "dim", + "Gal", + "chap", + "grac", + "champ", + "Tit", + "ocrine", + "Langer", + "fam", + "Pres", + "Sod", + "chum", + "essional" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "WOR", + "amb", + "sol", + "ilers", + "s", + "yn", + "ORS", + "hely", + "sn", + "fan", + "Sed", + "hst", + "Vo", + "ELD", + "pala", + "ual", + "Su", + "oben", + "idence", + "ors", + "det", + "terc" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "HI", + "kick", + "don", + "Green", + "tools", + "trading", + "Er", + "tool", + "multiple", + "demos", + "Sol", + "seq", + "rem", + "tail", + "duct", + "nas", + "Rim", + "pala" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "side", + "tool", + "blank", + "HI", + "trading", + "tail", + "sol", + "demos", + "simple", + "record", + "types", + "lives", + "Green", + "multiple", + "kick" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "select", + "Green", + "record", + "sol", + "tail", + "Sol", + "Select", + "side", + "blank", + "ELD", + "simple", + "HI", + "tools", + "kick", + "duct", + "data", + "Mau", + "makan" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "sus", + "linear", + "subject", + "fetch", + "Select", + "record", + "cdots", + "data", + "delegate", + "select", + "listener", + "contact", + "greet", + "switch", + "lives", + "ettle", + "felt", + "discussed", + "Green", + "common" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "listener", + "greet", + "Greet", + "RECE", + "ettle", + "greeting", + "data", + "fetch", + "talk", + "doa", + "discussed", + "Peter", + "NOTES", + "capitalize", + "CRED", + "ransom", + "felt", + "backed", + "sleeping", + "dak", + "discuss", + "linear", + "Green", + "Gol", + "mute", + "wechsel" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "DAP", + "Mif", + "bag", + "pac", + "lb", + "bros", + "Viva", + "itas", + "acclaim", + "imitives", + "epar", + "ampo", + "financeiros", + "slam", + "restart", + "bag", + "tread", + "bros" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "pelanggan", + "haltens", + "cama", + "despert", + "kulit", + "httpClient", + "httpClient", + "dictionaries", + "abilecek", + "oyam", + "restart", + "lick", + "backlit", + "heapq", + "coastal", + "anyika", + "itoa", + "kik", + "toch" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "deka", + "viol", + "brus", + "solle", + "toch", + "God", + "dfs", + "ogado", + "Violent", + "dzie", + "holz", + "jogar" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "tier", + "logic", + "logical", + "logic", + "logique", + "prong", + "ker", + "logical", + "verme", + "ausge", + "Ber", + "bitwise", + "Sliced", + "Tug", + "dabei" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "wij", + "etically", + "ospel", + "tier", + "ectors", + "wir", + "Warr", + "ausge", + "Versions", + "erv", + "osp", + "tti", + "azimuth", + "slices", + "tributaries", + "halk", + "sped", + "spf", + "hourly", + "adillo", + "kernel", + "patched" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "spf", + "sain", + "hound", + "coordenadas", + "Trou", + "quadrant", + "swirl", + "casilla" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "slit", + "radios", + "meteor", + "unders", + "sleep", + "slit", + "Otherwise", + "Peters", + "endregion", + "tang", + "indent", + "andet", + "anderem", + "cantilever", + "rens", + "diambil", + "pytorch", + "indentation", + "meni", + "Meanwhile", + "sav", + "Cere" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Similarly", + "Meanwhile", + "Neither", + "Other", + "other", + "mselves", + "nThe", + "except", + "toi", + "Simultaneously", + "Neither", + "Dedu", + "neither", + "Together", + "Except", + "others", + "Moreover", + "meanwhile", + "ToInt", + "whereas", + "Other", + "OfThe", + "Likewise" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Simultaneously", + "Consequently", + "Other", + "Meanwhile", + "meanwhile", + "mselves", + "Other", + "Which", + "nThe", + "Similarly", + "Others", + "Conversely", + "Consequently", + "Which", + "Its", + "Similarly", + "Combined", + "OfThe", + "Compared", + "Whose", + "Another", + "Unlike", + "Its", + "Their", + "Both" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "mselves", + "nThe", + "Similarly", + "Consequently", + "Other", + "Neither", + "Other", + "Which", + "Which", + "Conversely", + "Its", + "Another", + "Consequently", + "Whose", + "Similarly", + "conversely", + "Simultaneously", + "Recently", + "Earlier", + "Likewise", + "Meanwhile", + "Others", + "Unlike", + "Above", + "Therefore", + "Another", + "Both" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "conversely", + "Unlike", + "Otherwise", + "Conversely", + "txt", + "Similarly", + "Unlike", + "Simultaneously", + "versa", + "Meanwhile", + "Than", + "Subs", + "Furthermore", + "Recently", + "For", + "Consequently", + "Wie", + "Both", + "Likewise", + "Historically", + "Recently", + "Upon", + "Similarly", + "Streams", + "TAS", + "mselves" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "json", + "conversely", + "Meanwhile", + "versa", + "Simultaneously", + "hand", + "Both", + "During", + "mselves", + "Than", + "At", + "heart", + "Meanwhile", + "Both", + "Combined", + "than", + "Brains", + "black" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "json", + "Meanwhile", + "During", + "Both", + "THAN", + "Along", + "mselves", + "Json", + "At", + "Meanwhile", + "wind", + "Assuming", + "Judging", + "Simultaneously", + "Brains", + "These", + "conversely", + "Both", + "Model", + "During", + "versa", + "Therefore", + "Another", + "Assuming", + "coli", + "Than" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "json", + "Below", + "quarter", + "Between", + "union", + "tend", + "Ahead", + "During", + "Both", + "oxin", + "mselves", + "With", + "Based", + "Judging", + "At", + "black", + "Under", + "Both", + "coli", + "uncle", + "On", + "Under", + "wich", + "Below" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "union", + "enter", + "below", + "black", + "bottom", + "entry", + "Below", + "These", + "under", + "basin", + "Such", + "Under", + "uncle", + "end", + "This", + "Let", + "begin", + "etter", + "entries", + "exceptions", + "For", + "ubber", + "A", + "ber", + "sub", + "Black", + "Assuming", + "poison", + "et", + "Judging", + "brain" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "deformation", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "appeared", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "machining", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "during", + "output_checked": true + }, + { + "concept": "occurred", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "curvature", + "output_checked": true + }, + { + "concept": "reaching", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "before", + "output_checked": true + }, + { + "concept": "fracture", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "surface", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "on", + "output_checked": true + }, + { + "concept": "cev", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "like", + "output_checked": true + }, + { + "concept": "operation", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "bend", + "output_checked": true + }, + { + "concept": "indicating", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "site", + "output_checked": true + }, + { + "concept": "indicate", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "point", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "prong", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "site", + "output_checked": true + }, + { + "concept": "underside", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "tensile", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "during", + "output_checked": true + }, + { + "concept": "ASTM", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "test", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "crack", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "like", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "like", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "Makefile", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "airfoil", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "brittle", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "snapped", + "output_checked": true + }, + { + "concept": "was", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "curvature", + "output_checked": true + }, + { + "concept": "metal", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "blade", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "snapped", + "output_checked": true + }, + { + "concept": "forging", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "Indic", + "score": 2.0, + "best_rank": 25, + "best_depth": 87.8, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Chap", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "bit", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "bend", + "output_checked": true + }, + { + "concept": "amantes", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "beats", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cell", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "flakes", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "Viva", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "on", + "output_checked": true + }, + { + "concept": "aquilo", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "desf", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "launcher", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "during", + "output_checked": true + }, + { + "concept": "convexo", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "before", + "output_checked": true + }, + { + "concept": "ticker", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "converged", + "output_checked": true + }, + { + "concept": "benchmarking", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "iron", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "appreciable", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "curvature", + "output_checked": true + }, + { + "concept": "kerat", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "viol", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "reverence", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "appreciable", + "output_checked": true + }, + { + "concept": "tier", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ips", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "Kaz", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "VIOUS", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "olmad", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "ilm", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "converged", + "output_checked": true + }, + { + "concept": "accordingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "shrinkage", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "appreciable", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-05__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-cleavage-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Time-dependent deformation under heat 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A steam-pipe alloy elongated gradually during ten years of steady load at 600 degrees Celsius. Rounded pores appeared at triple junctions late in life.", + "prompt_tail": "A steam-pipe alloy elongated gradually during ten years of steady load at 600 degrees Celsius. Rounded pores appeared at triple junctions late in life.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-high-temperature-deformation-01", + "carrier_id": null, + "target_family": "high-temperature-deformation", + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 3261, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 2355 + }, + { + "label": "diffusion", + "best_rank": 2214, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 5177 + }, + { + "label": "cavity", + "best_rank": 1208, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 3088 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "leness", + "ients", + "asons", + "asion", + "ilst", + "ials", + "behalf", + "orry", + "oba", + "Jews", + "ammed", + "together", + "ife" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "etc", + "leness", + "ie", + "wards", + "ii", + "ients", + "persons", + "somebody", + "alike", + "lly", + "l", + "d", + "atre", + "probably", + "wl", + "nti", + "thing", + "etc", + "fty", + "nobody", + "anybody", + "dia", + "eded", + "sic", + "abouts", + "centre" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "etc", + "persons", + "etc", + "centre", + "basically", + "anybody", + "defence", + "alike", + "ain", + "sic", + "centre", + "grosse", + "dll", + "probably", + "stuff", + "everybody", + "somebody", + "lle", + "kalau", + "probably", + "sebagainya", + "wards", + "info", + "colours", + "anda" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "alike", + "sebagainya", + "hearers", + "colours", + "persons", + "ients", + "centre", + "hence", + "everybody", + "anybody", + "Jews", + "thereto", + "yses", + "leness", + "sic", + "abouts", + "thence", + "centre", + "coloured", + "germs", + "practised", + "Persons", + "Colours", + "herewith" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "centre", + "colours", + "alike", + "centre", + "whilst", + "organisations", + "organised", + "everybody", + "gonna", + "anybody", + "defence", + "recognised", + "realised", + "sic", + "organise", + "Whilst", + "thence", + "organisational", + "practised", + "realising", + "Colours", + "doings", + "ised", + "colour", + "organisation", + "somebody", + "fibres" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "whilst", + "thereto", + "sic", + "Whilst", + "alike", + "whereby", + "which", + "ised", + "although", + "centre", + "anybody", + "recognised", + "characterised", + "utilised", + "Whilst", + "whereupon", + "skall", + "afterwards", + "thence", + "utilising", + "also", + "however", + "nor", + "programme" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "alike", + "thereto", + "later", + "themselves", + "whereupon", + "thereafter", + "indications", + "sic", + "although", + "adjoining", + "persons", + "yses", + "later", + "loci", + "sufferers", + "assemblages", + "Gesellschaft", + "latter", + "considerable", + "examinations", + "jewellery", + "viz", + "scarcely", + "sexes", + "occasioned" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "persons", + "thereto", + "neither", + "ossos", + "whereas", + "sequently", + "scarcely", + "sic", + "rons", + "indications", + "thence", + "elingen", + "although", + "hardly", + "aceous", + "acial", + "utti", + "furthermore", + "beitung", + "quite", + "considerable", + "lately", + "uria", + "belonged" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "histological", + "morphologies", + "ossos", + "bacter", + "morphology", + "gesellschaft", + "discolor", + "discoloration", + "mottled", + "lesions", + "acial", + "viz", + "sufferers", + "opathies", + "tubercul", + "microscopy", + "necrosis", + "etiology", + "beitung", + "Morphology", + "ikel", + "aceous", + "incipient", + "histology", + "histologic", + "gland", + "glands", + "coloration", + "neoplas", + "metallurgical" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "diagnostic", + "histological", + "symptomatic", + "discoloration", + "necrosis", + "bacter", + "hydrox", + "microscopy", + "morphology", + "etiology", + "myc", + "metallurgical", + "morphologies", + "tubercul", + "incipient", + "histology", + "corrosion", + "morphological", + "sintered", + "coloration", + "refractory", + "epidermal", + "benthic", + "diagnostic", + "micrograph", + "mottled", + "observed", + "specimens", + "deform" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "symptomatic", + "diagnostic", + "discoloration", + "incipient", + "observed", + "necrosis", + "etiology", + "morphology", + "histological", + "metallurgical", + "aberrant", + "diagnostic", + "symptoms", + "diagnosis", + "lesions", + "observable", + "diagnose", + "morphological", + "diagnostics", + "distal", + "fungus", + "diagnost", + "coloration", + "osserv", + "neoplas", + "diseased", + "refractory", + "exacerbated", + "diagnosing" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "diagnostic", + "necrosis", + "symptomatic", + "discoloration", + "diagnosis", + "diagnose", + "incipient", + "bacter", + "lesions", + "morphology", + "Diagnosis", + "diseased", + "histological", + "Diagnosis", + "diagnostic", + "symptoms", + "diagnosed", + "pathological", + "fungus", + "Diagnostic", + "neoplas", + "diagnosing", + "etiology", + "Symptoms", + "discolor", + "necrotic", + "characteristic", + "corrosion" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "diagnostic", + "diagnose", + "symptomatic", + "microscopy", + "morphology", + "necrosis", + "suggestive", + "discoloration", + "Diagnosis", + "incipient", + "indicating", + "lesions", + "indicative", + "anomalous", + "Diagnosis", + "diagnostic", + "diagnosis", + "fungus", + "histological", + "Diagnostic", + "aberrant", + "observed", + "suspect", + "diagnosed", + "suspected", + "indications", + "diagnostics", + "diagnosing", + "metallurgical", + "morphogenesis" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "diagnostic", + "diagnose", + "symptomatic", + "evidence", + "observed", + "indications", + "Symptoms", + "Diagnosis", + "symptoms", + "diagnosis", + "suspected", + "indicative", + "Diagnosis", + "suggestive", + "Observed", + "Hinweise", + "gejala", + "suspect", + "suggesting", + "indication", + "microscopy", + "anomalous", + "Symptoms", + "beob", + "diagnosing", + "observed" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Afterwards", + "whereas", + "threatening", + "Suddenly", + "later", + "Which", + "Later", + "Eventually", + "blamed", + "afterwards", + "witnesses", + "documentary", + "testimonies", + "who", + "evidence", + "During", + "everybody", + "whilst", + "worrying", + "whence", + "whereupon", + "During", + "accused", + "lately", + "Suddenly", + "further", + "alleged", + "promising", + "tourists" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Again", + "Similarly", + "Meanwhile", + "Similarly", + "Eventually", + "Conversely", + "furthermore", + "Conversely", + "Eventually", + "Afterwards", + "During", + "Finally", + "During", + "Yet", + "Later", + "Consequently", + "Likewise", + "Certainly", + "Consequently", + "ertain", + "whereas", + "Also", + "Recently", + "Furthermore", + "Recently", + "Ultimately", + "Subsequently", + "Also", + "lately", + "Ultimately", + "Likewise" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Conversely", + "Furthermore", + "Similarly", + "furthermore", + "Also", + "Meanwhile", + "Similarly", + "Conversely", + "During", + "Finally", + "Again", + "Later", + "meanwhile", + "Likewise", + "Eventually", + "conversely", + "Then", + "Subsequently", + "Afterwards", + "else", + "whereas", + "Consequently", + "Furthermore", + "Simultaneously", + "Also", + "Recently", + "Ibid", + "Ultimately", + "Yours", + "likewise", + "Afterward", + "There" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "They", + "Finally", + "furthermore", + "Meanwhile", + "During", + "Their", + "These", + "Furthermore", + "Similarly", + "Overall", + "Though", + "Simultaneously", + "Both", + "Another", + "Finally", + "Equally", + "Similarly", + "finally", + "They", + "Examples", + "Overall", + "Their", + "Symptoms", + "Observed", + "There", + "Yet", + "Along", + "Recently", + "Likewise", + "Compared", + "Alongside" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "Recently", + "They", + "Lately", + "Recent", + "Symptoms", + "Enfin", + "Yours", + "mselves", + "During", + "Yet", + "theirs", + "Tonight", + "Observed", + "atrical", + "These", + "During", + "Conversely", + "olerance", + "elae", + "They", + "Their", + "Similarly", + "Yet", + "Along", + "Weekend" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Meanwhile", + "meanwhile", + "mselves", + "They", + "Lately", + "During", + "Recent", + "Recently", + "Consequently", + "Their", + "Its", + "theirs", + "Symptoms", + "Yours", + "These", + "Its", + "During", + "Compared", + "nThe", + "Certainly", + "Hence", + "pertoire", + "nPlease", + "Therefore", + "Similarly", + "Expect" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "They", + "During", + "theirs", + "These", + "Their", + "Meanwhile", + "Lately", + "Its", + "Therefore", + "Recently", + "meanwhile", + "Recent", + "Expect", + "Consequently", + "Yours", + "Its", + "Symptoms", + "nThe", + "During", + "mselves", + "nPlease", + "Hence", + "His", + "They", + "Competition", + "Conversely", + "Daher" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "They", + "Consequently", + "Hence", + "Threats", + "These", + "estas", + "FAE", + "appendices", + "Pourtant", + "Subject", + "Likewise", + "pectoral", + "Furthermore", + "Conversely", + "outset", + "Tissue", + "fillText", + "Its", + "Similarly", + "LEM", + "His", + "endum", + "Supplies", + "LessThan", + "However", + "Treat", + "Competition", + "Needs" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "balls", + "UMENT", + "abbo", + "endswith", + "fillText", + "Ships", + "Tried", + "mselves", + "GetName", + "round", + "Meanwhile", + "othesis", + "Mere", + "ROUND", + "Tested", + "GridView", + "Errors" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "UMENT", + "abbo", + "othesis", + "Ships", + "balls", + "ICAL", + "endswith", + "ULD", + "THAN", + "Tis", + "apoptotic", + "ball", + "chner", + "ulls", + "ungk" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "UMENT", + "ungk", + "black", + "SearchResults", + "ENDED", + "square", + "ATHER", + "UNK", + "StartDate", + "ield", + "ument", + "ATER", + "ULD", + "Symptoms", + "Ships", + "Residual", + "UNG", + "Considering" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "black", + "square", + "This", + "Such", + "Residual", + "Black", + "Starting", + "Tra", + "starting", + "Un", + "These", + "sphere", + "Unknown", + "Square", + "Increased", + "heated", + "A", + "Incre", + "Heavy", + "Koe", + "Explos", + "He", + "Thick", + "Gray", + "His", + "copy", + "Mechanical", + "under", + "pipe", + "Stam", + "An" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 34252, + 80415, + 88888, + 107714, + 81577, + 91025, + 132003, + 162661, + 103373, + 9161, + 3262, + 8777, + 8205, + 7314, + 72965, + 87958, + 24610, + 10382, + 73777, + 76940, + 47973, + 62864, + 96087, + 43987, + 75183, + 7629 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 77598, + 17068, + 24298, + 45464, + 72621, + 29383, + 13310, + 16527, + 7245, + 15642, + 22727, + 22190, + 10491, + 13309, + 52999, + 123625, + 75332, + 6893, + 38539, + 6172, + 4333, + 2215, + 82321, + 85082, + 76411, + 18208 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 116087, + 119808, + 104862, + 100571, + 103787, + 44765, + 18201, + 18005, + 7546, + 1952, + 1354, + 1209, + 4150, + 7713, + 97780, + 184031, + 222566, + 172077, + 173403, + 119758, + 102072, + 97296, + 159786, + 153650, + 108577, + 47795 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 7137, + 168935, + 2356, + 37520, + 212726, + 188315, + 96741, + 67694, + 30982, + 93673, + 37899, + 47952, + 31077, + 54493 + ] + }, + { + "label": "diffusion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 5178, + 41237, + 72072, + 218147, + 115816, + 135076, + 86408, + 32900, + 50077, + 18222, + 39946, + 8713, + 27305, + 22203 + ] + }, + { + "label": "cavity", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 261548, + 248986, + 205245, + 229161, + 79323, + 19667, + 107670, + 13497, + 5332, + 3154, + 3089, + 19737, + 34372, + 20751 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "temperature", + "score": 20.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "0", + "output_checked": true + }, + { + "concept": "because", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "exposure", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "steady", + "output_checked": true + }, + { + "concept": "the", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "in", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "several", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "during", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "but", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "load", + "output_checked": true + }, + { + "concept": "was", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "anymore", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "became", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "steam", + "output_checked": true + }, + { + "concept": "intersections", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "triple", + "output_checked": true + }, + { + "concept": "where", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "junctions", + "output_checked": true + }, + { + "concept": "whereas", + "score": 5.0, + "best_rank": 2, + "best_depth": 75.6, + "near_token": "load", + "output_checked": true + }, + { + "concept": "thermal", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "6", + "output_checked": true + }, + { + "concept": "nearby", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "appeared", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "heating", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "during", + "output_checked": true + }, + { + "concept": "engine", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "steam", + "output_checked": true + }, + { + "concept": "ductility", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "during", + "output_checked": true + }, + { + "concept": "observed", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "necrosis", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "temperatura", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "0", + "output_checked": true + }, + { + "concept": "constantly", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "at", + "output_checked": true + }, + { + "concept": "moderate", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "at", + "output_checked": true + }, + { + "concept": "due", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "years", + "output_checked": true + }, + { + "concept": "carrying", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "under", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "operation", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "intermittently", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "appeared", + "output_checked": true + }, + { + "concept": "service", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "stages", + "score": 3.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "life", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 3.0, + "best_rank": 3, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "equilibrium", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "steady", + "output_checked": true + }, + { + "concept": "protracted", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "at", + "output_checked": true + }, + { + "concept": "stationary", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "at", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "0", + "output_checked": true + }, + { + "concept": "diagnostic", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "slowly", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "eight", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ten", + "output_checked": true + }, + { + "concept": "holes", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "began", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "photographs", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Rounded", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "triple", + "output_checked": true + }, + { + "concept": "exemplifies", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "percent", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "0", + "output_checked": true + }, + { + "concept": "within", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "appeared", + "output_checked": true + }, + { + "concept": "various", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "at", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "when", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "MPa", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "0", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "edges", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Rounded", + "output_checked": true + }, + { + "concept": "surface", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "at", + "output_checked": true + }, + { + "concept": "nowhere", + "score": 2.0, + "best_rank": 3, + "best_depth": 51.2, + "near_token": "at", + "output_checked": true + }, + { + "concept": "before", + "score": 2.0, + "best_rank": 7, + "best_depth": 82.9, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "until", + "score": 2.0, + "best_rank": 24, + "best_depth": 90.2, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "engineering", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "tubes", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "ductile", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "apiece", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ten", + "output_checked": true + }, + { + "concept": "stability", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "load", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "ervan", + "Kwa", + "wand", + "quantos", + "maneiras", + "undos", + "punkte", + "Hail", + "point" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "Mannes", + "rid", + "stir", + "Sob", + "opat", + "pres", + "Prote", + "channel", + "trem", + "Cole", + "snag", + "Yuk", + "grac", + "tons", + "lev", + "Stepan", + "prof", + "Tit", + "pit", + "blot", + "slew", + "reu" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "rid", + "Pres", + "stir", + "pres", + "chum", + "gham", + "Sob", + "prof", + "auss", + "fam", + "opat", + "Mannes", + "bab", + "grac", + "Stol", + "Cole", + "nab", + "lev", + "Sesam" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ilj", + "champ", + "onn", + "essional", + "tfrac", + "fam", + "chum", + "Sesam", + "Mani", + "ago", + "ilda", + "def", + "ilg", + "grac", + "Pres", + "yli", + "ACE", + "Kort", + "Clon", + "dim", + "Eing" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "grac", + "ago", + "ilj", + "essional", + "Mani", + "dim", + "Eing", + "tfrac", + "champ", + "Cann", + "scor", + "nh", + "onn", + "gha", + "Bens", + "fam", + "chap", + "motifs", + "nguy", + "Grac" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "yn", + "Vo", + "WOR", + "hst", + "sning", + "ELD", + "ilers", + "hely", + "ual", + "sn", + "Hs", + "amb", + "side", + "Sed", + "oben", + "Su", + "atus", + "idence", + "susp", + "ORS", + "s", + "illing" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "side", + "Sol", + "HI", + "Rim", + "Green", + "DEP", + "nop", + "trading", + "Rim", + "Vo", + "Vo", + "WO", + "Ged", + "kick", + "contr", + "tool", + "tools", + "Sol", + "mei", + "sol", + "bro", + "turbo" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "sol", + "trading", + "HI", + "tail", + "tools", + "tool", + "kick", + "Sol", + "serial", + "uct", + "nop", + "mei", + "dad", + "turbo", + "demos", + "Vo" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "kick", + "record", + "sol", + "Sol", + "select", + "trading", + "nop", + "tail", + "blank", + "uct", + "Mau", + "chal", + "Green", + "HI", + "serial", + "Select", + "tool", + "tools", + "remen" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "fetch", + "linear", + "lives", + "cdots", + "pick", + "sus", + "subject", + "greet", + "var", + "CRED", + "felt", + "Green", + "idyl", + "DataItem", + "Select", + "cere", + "nanofibers", + "ettle" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "fetch", + "greeting", + "nanofibers", + "BED", + "ettle", + "diet", + "acti", + "Otto", + "pick", + "listener", + "Meals", + "scope", + "switch", + "NOTES", + "lives", + "RECE", + "scoped" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "beads", + "alh", + "mium", + "scratch", + "ackets", + "ierge", + "odrome", + "WriteHeader", + "scratch", + "difficulty", + "ladder", + "emd", + "chung", + "elapse", + "trin", + "berat", + "elang", + "lb", + "emaker", + "ifferentiated", + "overwrite", + "enswert" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "cama", + "adet", + "overlap", + "dictionaries", + "strerror", + "getId", + "httpClient", + "despert", + "tinham", + "lick", + "oyam", + "playlists", + "trays", + "stretcher", + "tinha", + "rectum", + "vender", + "yards", + "competencia", + "streaks" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "deka", + "okol", + "presse", + "berk", + "god", + "ogado", + "God", + "dzie", + "holz", + "rotz", + "assol", + "Pang", + "toch", + "archery", + "focusable", + "brus" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "tier", + "annon", + "Edit", + "logic", + "Warr", + "Sicht", + "Rew", + "Algo", + "prong", + "Ber", + "alg", + "Gaj", + "logic", + "socket", + "kau", + "Algo", + "logique", + "wert", + "edit" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Warr", + "wir", + "welt", + "tier", + "mozz", + "erv", + "wij", + "spf", + "truncated", + "afect", + "halk", + "opf", + "Gaj", + "koa", + "kernel", + "kra", + "wz", + "dj", + "Versions" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "penj", + "contr", + "sint", + "kernel", + "oms", + "Trou", + "riguard", + "spf" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "boil", + "fileupload", + "Meanwhile", + "extr", + "DisplayText", + "lewat", + "slit", + "slit", + "etc", + "Eventually", + "displayText", + "indig", + "Died" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Similarly", + "other", + "Simultaneously", + "Meanwhile", + "Other", + "blew", + "Luckily", + "meanwhile", + "Symptoms", + "Additionally", + "Conclusion", + "nThe", + "Although", + "thought", + "Thankfully", + "Other", + "Troubles", + "concluded", + "Along", + "tuy", + "Additionally", + "Overall", + "Same", + "Afterward", + "latter", + "Follow", + "Styl", + "Subsequently", + "Surv" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Consequently", + "meanwhile", + "Other", + "accordingly", + "Tho", + "Simultaneously", + "During", + "Such", + "Other", + "Increased", + "Symptoms", + "Additionally", + "nThe", + "SCs", + "consequently", + "Others", + "Increased", + "Thirty", + "years", + "Early", + "Early" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Consequently", + "During", + "Other", + "Such", + "Thirty", + "Expect", + "accordingly", + "Additionally", + "toa", + "therefore", + "Expect", + "twentieth", + "These", + "holtz", + "Early", + "Conclusions", + "nPlease", + "Other", + "These" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "versa", + "Consequently", + "Errors", + "Ships", + "EndDate", + "fog", + "Fog", + "wat", + "StartDate", + "Subs", + "Sus", + "Thirty", + "Evalu", + "ELDS", + "Expect", + "began", + "Otherwise", + "Due" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "endswith", + "heated", + "Mechanism", + "Errors", + "Mechanism", + "Such", + "Expect", + "These", + "ield", + "begin", + "Begin", + "versa", + "Prediction", + "round", + "During", + "Repe", + "Simultaneously", + "Ships", + "Model", + "Both", + "Beginning", + "fog", + "Meanwhile", + "substack", + "Beginning", + "Progn", + "Underv", + "Bye", + "Both" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "During", + "Meanwhile", + "These", + "endswith", + "Both", + "Begin", + "Assuming", + "Model", + "During", + "Mechanism", + "Model", + "Both", + "othesis", + "Mechanism", + "Such", + "Beginning", + "Assuming", + "Beginning", + "USING", + "begin", + "Another", + "EndDate", + "Begin", + "UMENT", + "These", + "Errors", + "Nothing", + "Evaluation", + "Subtract", + "Simultaneously", + "ailure" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Under", + "ENDING", + "Another", + "During", + "ENDED", + "Around", + "ature", + "Both", + "ield", + "ATED", + "Kind", + "Black", + "urd", + "Uns", + "around", + "Assuming", + "UNDER", + "Under", + "USING", + "Ahead", + "Both", + "Such", + "Those", + "Along", + "Initially", + "Secondly" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "Such", + "end", + "These", + "This", + "Under", + "Und", + "Black", + "under", + "Starting", + "ended", + "Mechanical", + "Diss", + "It", + "Structural", + "Uns", + "Steam", + "heated", + "ending", + "A", + "No", + "Steel", + "around", + "begin", + "Material", + "Long", + "During", + "Hydro", + "Assuming", + "For", + "Not", + "His" + ] + } + ], + "logit_surprising": [ + { + "concept": "temperature", + "score": 14.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "", + "output_checked": true + }, + { + "concept": "ausge", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "ilm", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "the", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "operation", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "surface", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "appeared", + "output_checked": true + }, + { + "concept": "verw", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "in", + "output_checked": true + }, + { + "concept": "duke", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "steady", + "output_checked": true + }, + { + "concept": "when", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "debido", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "years", + "output_checked": true + }, + { + "concept": "engine", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "steam", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "under", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "heating", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "during", + "output_checked": true + }, + { + "concept": "due", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "years", + "output_checked": true + }, + { + "concept": "until", + "score": 3.0, + "best_rank": 5, + "best_depth": 82.9, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "CERT", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ten", + "output_checked": true + }, + { + "concept": "getId", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "0", + "output_checked": true + }, + { + "concept": "temperatura", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "hundred", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "6", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "carrying", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "service", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "loading", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "load", + "output_checked": true + }, + { + "concept": "corners", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "Rounded", + "output_checked": true + }, + { + "concept": "Stages", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "life", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 6, + "best_depth": 70.7, + "near_token": "life", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "aberto", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "phones", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "financeiros", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "years", + "output_checked": true + }, + { + "concept": "repeat", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "steady", + "output_checked": true + }, + { + "concept": "puffs", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "turt", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "triple", + "output_checked": true + }, + { + "concept": "beads", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "years", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "brus", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "toch", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "years", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "Fock", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "iot", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "life", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Ham", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Sauv", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "load", + "output_checked": true + }, + { + "concept": "dazu", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "at", + "output_checked": true + }, + { + "concept": "Ful", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "junctions", + "output_checked": true + }, + { + "concept": "tier", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "gage", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "steam", + "output_checked": true + }, + { + "concept": "Warr", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "steam", + "output_checked": true + }, + { + "concept": "engineering", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "steam", + "output_checked": true + }, + { + "concept": "powerful", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "resist", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "boil", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "analogy", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "steam", + "output_checked": true + }, + { + "concept": "powered", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "exemplifies", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "sebanyak", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "moderate", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "at", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Thermal", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "0", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-01__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Time-dependent deformation under heat 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A constant-load high-temperature test showed rapid initial strain, a long nearly linear segment, and accelerating extension before rupture.", + "prompt_tail": "A constant-load high-temperature test showed rapid initial strain, a long nearly linear segment, and accelerating extension before rupture.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-high-temperature-deformation-02", + "carrier_id": null, + "target_family": "high-temperature-deformation", + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "he", + "generated_token_ids": [ + 499 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 1464, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 3143 + }, + { + "label": "diffusion", + "best_rank": 1986, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 5972 + }, + { + "label": "cavity", + "best_rank": 5817, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 21141 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "asion", + "behalf", + "orry", + "ilst", + "together", + "ients", + "asons", + "hence", + "ogether", + "ials" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lle", + "alike", + "ii", + "zes", + "bzw", + "d", + "ct", + "ie", + "gonna", + "l", + "ion", + "ited", + "ued", + "rl", + "aska", + "haviours", + "i", + "ial", + "ses", + "xd", + "wi", + "atre", + "nl", + "lli", + "nto", + "t", + "le", + "ort" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "xd", + "ct", + "ii", + "mente", + "d", + "wn", + "id", + "ie", + "hood", + "wi", + "gonna", + "aska", + "aid", + "ion", + "ly", + "ld", + "ia", + "oraz", + "sowie", + "lli", + "thats", + "ue", + "ile", + "thereof", + "nto", + "t", + "ial", + "les" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "goers", + "nonprofit", + "udos", + "ued", + "aken", + "filmed", + "oused", + "inyin", + "ited", + "zes", + "edly", + "ortheast", + "enced", + "pez", + "vier", + "oides", + "afterward", + "idia", + "coworker", + "ented", + "elled", + "veled", + "bia", + "ogt", + "ovid", + "arena", + "woman", + "downtown", + "wiki", + "ienced" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "edly", + "ided", + "bzw", + "filmed", + "ct", + "ive", + "ued", + "aken", + "udos", + "maupun", + "goers", + "stered", + "oid", + "pped", + "elled", + "enet", + "ow", + "ened", + "toward", + "zes", + "versus", + "vier", + "guy", + "dude", + "ited", + "ially", + "thereafter", + "stuffs", + "yla" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "afterward", + "purportedly", + "reportedly", + "filmed", + "goers", + "penned", + "idia", + "utilized", + "subsequently", + "ppo", + "veled", + "utilizing", + "presumably", + "Additionally", + "purported", + "aided", + "utta", + "videot", + "yy", + "filming", + "depicting", + "stered", + "outfitted", + "characterized", + "wherein", + "shortly", + "fabricated", + "congreg" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "spurred", + "aided", + "later", + "bolstered", + "toward", + "characterized", + "bolstering", + "subsequently", + "notably", + "catalyzed", + "utilizing", + "predicated", + "aided", + "subsequent", + "aiding", + "culminated", + "necessitating", + "primarily", + "lauded", + "burgeoning", + "utilized", + "afterward", + "protracted", + "markedly", + "postwar", + "gleaned", + "baffling", + "employing", + "prior", + "largely", + "sustained" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "characterized", + "toward", + "concomit", + "markedly", + "thereafter", + "thereto", + "merely", + "concomitant", + "midst", + "characterizing", + "whereupon", + "characteristic", + "thence", + "antile", + "necessitating", + "characterized", + "Toward", + "surm", + "thus", + "thereby", + "subsequently", + "exhibiting", + "concurrently", + "examined", + "alike", + "Toward", + "predicated", + "notable", + "utilizing", + "culminating" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "characterized", + "culminating", + "accelerating", + "catalyzed", + "concomit", + "curvil", + "culminated", + "spurred", + "burgeoning", + "culmin", + "intensified", + "concomitant", + "coales", + "necessitating", + "escalating", + "nascent", + "culmination", + "jectory", + "incipient", + "intensifying", + "characteristic", + "subsequently", + "heightened", + "markedly", + "deceler", + "exhibiting", + "transitioning", + "subsequent", + "indicative", + "protracted", + "toward" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "observed", + "deceler", + "characterized", + "characteristic", + "curvil", + "protracted", + "sustained", + "trajectory", + "accelerating", + "exhibiting", + "subsequent", + "stabilized", + "jectory", + "resistive", + "observable", + "coales", + "viscoelastic", + "ductile", + "sequential", + "deceleration", + "indicative", + "markedly", + "characterizing", + "culminating", + "empirical", + "Trajectory", + "observation", + "accelerated", + "symptomatic", + "empirically", + "progressively", + "hypoxia" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "characteristic", + "characterized", + "deceler", + "sustained", + "culminating", + "exhibiting", + "protracted", + "observable", + "climax", + "culmin", + "accelerating", + "transitioning", + "observed", + "curvil", + "trajectory", + "prolonged", + "sequential", + "stabilized", + "atypical", + "observation", + "characterize", + "markedly", + "characterizing", + "physiologically", + "Trajectory", + "ductile", + "punctuated", + "accelerated" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "observed", + "characteristic", + "characterized", + "exhibiting", + "sustained", + "prolonged", + "deceler", + "characteristics", + "exhibited", + "characterize", + "climax", + "characterizing", + "sequential", + "characteristic", + "Characteristic", + "symptomatic", + "culminating", + "Characteristic", + "trajectory", + "physiological", + "accelerating", + "diagnose", + "protracted", + "characteristics", + "longitudinally", + "longitudinal", + "indicative", + "observed", + "deceleration" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characterized", + "observed", + "characteristic", + "characterize", + "sequentially", + "characterizing", + "sequential", + "characteristics", + "segmented", + "typical", + "analyzed", + "exhibited", + "indicative", + "progressively", + "exhibiting", + "characteristic", + "characterizes", + "Characteristic", + "Stages", + "punctuated", + "pattern", + "described", + "Sequential", + "Characteristic", + "Sequential", + "successively", + "climax", + "transitioning", + "linearity" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "characterizing", + "observed", + "characterize", + "sequential", + "sequentially", + "pattern", + "Sequence", + "segmented", + "Verlauf", + "sequence", + "characterized", + "transitions", + "progression", + "Sequential", + "Sequence", + "Sequential", + "sequenced", + "Transitions", + "Stages", + "Stages", + "menggambarkan", + "Progression", + "SEQUENCE", + "describe", + "stages", + "characteristic" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "characterizing", + "During", + "showcasing", + "Notably", + "demonstrating", + "culminating", + "tonight", + "this", + "Notably", + "firsthand", + "this", + "lyn", + "publicly", + "Ultimately", + "symbolizing", + "during", + "Tonight", + "Ultimately", + "confronting", + "Interestingly", + "whereupon", + "recently", + "suggesting", + "whereby", + "threatening", + "illustrating", + "tragically", + "commentary", + "whence", + "comparing" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Recently", + "During", + "Conversely", + "Similarly", + "Certainly", + "Meanwhile", + "Recently", + "Furthermore", + "Furthermore", + "Conversely", + "Ultimately", + "Ultimately", + "Shouldn", + "lyn", + "Obviously", + "Likewise", + "Simultaneously", + "whereas", + "oretically", + "During", + "Also", + "Its", + "Secondly", + "Afterwards", + "mselves", + "Notably", + "this", + "ilities" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Similarly", + "Similarly", + "Conversely", + "conversely", + "Conversely", + "Likewise", + "mselves", + "else", + "likewise", + "Meanwhile", + "Furthermore", + "Simultaneously", + "whereas", + "similarly", + "Otherwise", + "Likewise", + "Shouldn", + "correspondingly", + "Otherwise", + "Also", + "Ultimately", + "furthermore", + "Again", + "meanwhile", + "Secondly", + "priori", + "Afterwards", + "simultaneously", + "Its", + "concurrently", + "Also", + "Similar" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "During", + "Its", + "During", + "conversely", + "whereas", + "Unless", + "theirs", + "Neither", + "Shouldn", + "Meanwhile", + "Ultimately", + "Unless", + "Without", + "Hopefully", + "Feeling", + "Simultaneously", + "dawned", + "Ignoring", + "Hopefully", + "Their", + "mselves", + "Ultimately", + "Finally", + "Whether", + "Combining" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "whereas", + "mdash", + "Unless", + "Rather", + "Reve", + "During", + "Unless", + "ToJson", + "Meanwhile", + "Yet", + "Its", + "During", + "Yours", + "bulb", + "tandis", + "Feeling", + "Weekend", + "orith", + "atrical", + "flop", + "Decoding", + "Bias", + "Worry", + "Tend", + "Yet" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "mselves", + "They", + "Their", + "whereas", + "Its", + "nThe", + "Conversely", + "Shouldn", + "Configuring", + "During", + "Their", + "During", + "mdash", + "Yours", + "Atm", + "There", + "Feeling", + "Plugging", + "They", + "Unless", + "Whereas", + "Aim", + "conversely", + "Ours", + "Its", + "Yet" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Meanwhile", + "Conversely", + "nThe", + "Its", + "Unless", + "conversely", + "Shouldn", + "They", + "Yet", + "Looks", + "mdash", + "Welcome", + "Unless", + "Its", + "Their", + "Plugging", + "During", + "Regardless", + "There", + "orith", + "Again", + "Recently", + "Wasn", + "Therefore", + "Recent", + "Yet", + "Configuring" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Secondly", + "They", + "txt", + "Otherwise", + "Conversely", + "Though", + "Unless", + "nThe", + "Didn", + "Ships", + "Alternatively", + "xlsx", + "Then", + "Again", + "orith", + "Yet", + "Furthermore", + "Unless", + "ToJson", + "Please", + "Hence", + "sted", + "Likewise", + "BRI", + "Threats", + "itl" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Secondly", + "endswith", + "UMENT", + "Mere", + "Machinery", + "indd", + "Secondly", + "itl", + "Agents", + "akad", + "js", + "Meanwhile", + "jpg", + "iece", + "WAS", + "Aren" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "UMENT", + "Secondly", + "Machinery", + "php", + "Meter", + "akad", + "xlsx", + "endswith", + "itl", + "Trailer", + "opy", + "jpg", + "indd", + "Copy", + "Trailer", + "rive", + "copy", + "emat" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "heading", + "itl", + "Secondly", + "UMENT", + "viat", + "jsp", + "akad", + "jam", + "Strategies", + "adt", + "jt", + "Heading", + "heading", + "Anwendungen", + "bat", + "ullen", + "ocht", + "php", + "hdr" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "he", + "each", + "jam", + "increasing", + "meet", + "ument", + "end", + "fit", + "balanced", + "kill", + "etric", + "gend", + "emat", + "rest", + "unit", + "predict", + "parallel", + "nat", + "shit", + "equipment", + "quadratic", + "length", + "em", + "quad", + "grip", + "tri", + "Secondly", + "eat", + "men", + "hat", + "ahi", + "trap" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 49416, + 96415, + 140385, + 122412, + 114743, + 148498, + 78102, + 136855, + 105795, + 43040, + 31240, + 41461, + 91276, + 137822, + 124793, + 139976, + 21043, + 1465, + 6134, + 17621, + 17206, + 122590, + 174443, + 138161, + 105040, + 50555 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 108052, + 27637, + 102955, + 123061, + 92938, + 42469, + 16681, + 24570, + 22741, + 19710, + 62570, + 42482, + 20118, + 39926, + 63257, + 96387, + 124977, + 51967, + 26273, + 14848, + 13275, + 1987, + 90861, + 67945, + 139540, + 130931 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 123862, + 163463, + 210032, + 115068, + 96219, + 51375, + 10513, + 16285, + 15387, + 5361, + 5818, + 14447, + 13527, + 39373, + 168734, + 235429, + 224352, + 219143, + 213933, + 220980, + 172800, + 168203, + 208440, + 198099, + 96717, + 180321 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 14567, + 188305, + 3144, + 36236, + 260137, + 230077, + 204586, + 107783, + 12195, + 48796, + 44966, + 91846, + 122476, + 49964 + ] + }, + { + "label": "diffusion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 24566, + 50833, + 67571, + 235777, + 60426, + 70278, + 59935, + 77143, + 21850, + 23216, + 108918, + 5973, + 92071, + 54297 + ] + }, + { + "label": "cavity", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 261964, + 252511, + 245874, + 243990, + 112909, + 37419, + 149317, + 204067, + 51765, + 61278, + 21142, + 48240, + 69379, + 33488 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "followed", + "score": 25.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ",", + "output_checked": true + }, + { + "concept": "voltage", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "then", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "because", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "constant", + "output_checked": true + }, + { + "concept": "phase", + "score": 7.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ",", + "output_checked": true + }, + { + "concept": "plateau", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "long", + "output_checked": true + }, + { + "concept": "later", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "that", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "capacitor", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "load", + "output_checked": true + }, + { + "concept": "degradation", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "ductility", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "testing", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "test", + "output_checked": true + }, + { + "concept": "unchanging", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "constant", + "output_checked": true + }, + { + "concept": "failure", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "but", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "which", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "during", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "example", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "velocity", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "slow", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "long", + "output_checked": true + }, + { + "concept": "gradually", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "deformation", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "demonstrations", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "thereafter", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "becoming", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "before", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "observed", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "stationary", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "load", + "output_checked": true + }, + { + "concept": "termination", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "investigating", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "sequential", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "deceler", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "characterizing", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "subsequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "unresponsive", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "nearly", + "output_checked": true + }, + { + "concept": "afterward", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "unchanged", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "nearly", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "test", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "reaching", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "steady", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "speed", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "constant", + "output_checked": true + }, + { + "concept": "power", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "high", + "output_checked": true + }, + { + "concept": "resistor", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "chamber", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "test", + "output_checked": true + }, + { + "concept": "occurred", + "score": 2.0, + "best_rank": 2, + "best_depth": 90.2, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "coefficient", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "constant", + "output_checked": true + }, + { + "concept": "indicative", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "panjang", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "long", + "output_checked": true + }, + { + "concept": "linearity", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "protracted", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "tensile", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "endurance", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "diagnostic", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "quiet", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "nearly", + "output_checked": true + }, + { + "concept": "acceleration", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "smarter", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "Kwa", + "nada", + "quantos", + "ervan", + "wand", + "anque", + "Hail", + "cred", + "addRow", + "point", + "cro", + "undos", + "discrim" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lev", + "dim", + "tons", + "trem", + "Cann", + "rid", + "opat", + "channel", + "throws", + "blot", + "ebo", + "grac", + "twe", + "Beg", + "zorunda", + "gr", + "reu", + "Prote", + "Bel", + "Pari", + "Carg", + "instrument" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "trem", + "gr", + "intang", + "rock", + "inking", + "glob", + "wedge", + "ebo", + "reu", + "dim", + "twe", + "channel", + "lev", + "throws", + "tons", + "blot", + "Prote", + "grac" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ilj", + "glob", + "ums", + "fam", + "Reis", + "champ", + "ilg", + "tfrac", + "olyte", + "Il", + "tils", + "Wren", + "Mani", + "Clon", + "dre" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ilj", + "ago", + "Reis", + "Mani", + "tfrac", + "glob", + "essional", + "dim", + "rock", + "champ", + "grac", + "fam", + "brink", + "astes", + "byt", + "ingt", + "Lef" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "icot", + "amb", + "illing", + "side", + "VERE", + "sag", + "rem", + "sn", + "susp", + "yn", + "ORS", + "s", + "ling", + "WOR", + "ual", + "oben", + "fin", + "orel", + "sning", + "bund", + "Ih", + "ieden" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "HI", + "sol", + "tools", + "feeding", + "kick", + "bro", + "Werk", + "tool", + "valued", + "DEP", + "Green", + "seq", + "duct", + "rem", + "common", + "Werk", + "s", + "OM", + "trading", + "Me", + "ME", + "MI" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "tool", + "HI", + "kick", + "sol", + "lives", + "Werk", + "turbo", + "demos", + "trading", + "tail", + "Zealand", + "truncate", + "duct" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "sol", + "lives", + "serial", + "select", + "HI", + "tools", + "Sol", + "kick", + "ormap", + "record", + "nop", + "trading", + "rem", + "Select", + "linear", + "Green" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subject", + "linear", + "ettle", + "Select", + "common", + "switch", + "fetch", + "Green", + "sleeping", + "greeting", + "err", + "data", + "criteria", + "lives", + "Greeting", + "var", + "tools", + "talk", + "did", + "trading", + "greet", + "tattoo" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greeting", + "switch", + "Meals", + "linear", + "ettle", + "greet", + "meals", + "racial", + "meetings", + "locker", + "SWITCH", + "axis", + "listener", + "lock", + "fetch", + "Greeting", + "data", + "dietary", + "sleeping", + "diet", + "GetData", + "microsoft", + "meeting", + "cereal" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "epar", + "meals", + "alee", + "PLAY", + "rion", + "fewest", + "iliar", + "refresh", + "brun", + "BAG", + "edy", + "ingan", + "brush", + "PAS", + "restart", + "acar", + "acf", + "Rechnung", + "alh", + "beat", + "Mechanics", + "mechan", + "meli", + "acid", + "aline", + "ampuan", + "locker", + "omata", + "odora" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "kulit", + "kik", + "restart", + "spielt", + "Angeles", + "Restart", + "Restart", + "phospholip", + "httpClient", + "ostat", + "Notify", + "dictionaries", + "pickle", + "hnung", + "abilecek", + "getId", + "Critics", + "Atoi", + "ckie", + "pick", + "dicht", + "ochlorite" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "berj", + "mele", + "kund", + "assol", + "viol", + "defer", + "brus", + "dents", + "bers", + "Besides", + "profes", + "jogar", + "Didn", + "bilgiler", + "gor", + "bedside", + "bookshelf", + "Pang", + "roar", + "hrte" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "tti", + "prong", + "findest", + "Ber", + "ahnya", + "Gaj", + "logical", + "deniz", + "lli", + "hra", + "logique", + "Das", + "trilogy", + "tilde", + "lus", + "femmin", + "smith", + "logic", + "poste", + "teren", + "kren", + "oun", + "father", + "ethics", + "familie", + "Nah" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "tti", + "Stein", + "haz", + "welt", + "Trunc", + "wir", + "Tus", + "afect", + "duke", + "stance", + "andolo", + "kez", + "Gut", + "spf", + "cz", + "ounding", + "Daw", + "Roh", + "sped", + "sta", + "amid", + "Versions", + "twe", + "adil", + "dazu", + "wij" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "adn", + "Trou", + "kernel", + "fawn", + "baik", + "parent", + "roll", + "ilm", + "penj", + "counterpart", + "FY" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "DESC", + "ehl", + "SRM", + "unders", + "sleep", + "spurt", + "POST", + "fileupload", + "Ext" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "nThe", + "Similarly", + "Descent", + "breakup", + "Weekly", + "fell", + "weekly", + "Summary", + "Meanwhile", + "descent", + "workflow", + "Dedu", + "lll", + "makeup", + "endDate", + "ZS", + "nPlease", + "jb", + "Verse", + "Verge", + "Today", + "Surely", + "Similarly", + "alike", + "Responses" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Subsequent", + "nThe", + "During", + "During", + "meanwhile", + "Meanwhile", + "mselves", + "Brief", + "After", + "Others", + "Under", + "Sequence", + "Predict", + "Subsequently", + "Brief", + "Its", + "Consequently", + "Simultaneously", + "Sequences", + "Role", + "Its" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Under", + "nThe", + "During", + "During", + "Subsequent", + "Recently", + "Historically", + "nPlease", + "Nowadays", + "Scheduling", + "Occurrence", + "Sequence", + "Nowadays", + "Neither", + "Under", + "Meanwhile", + "Its", + "Biological", + "Schedules", + "Similarly", + "Whose", + "Each", + "Sequences", + "Immediately" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Schedules", + "Otherwise", + "Secondly", + "Under", + "Ships", + "txt", + "xlsx", + "Mechanism", + "Historically", + "Predict", + "Traditionally", + "Schedule", + "Unless", + "png", + "Unlike", + "Normally", + "Streams", + "php", + "etc", + "Wie", + "Cause", + "Statistics", + "But", + "During", + "Similarly", + "Usually", + "etc", + "Sur" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "jsp", + "Secondly", + "js", + "Meanwhile", + "png", + "php", + "Agents", + "json", + "WAS", + "Strategy", + "endswith", + "Ships", + "Agents", + "Dat", + "htim", + "py", + "Mechanism", + "Under", + "Nature" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Secondly", + "Mine", + "php", + "Meanwhile", + "js", + "json", + "xlsx", + "During", + "Try", + "Assuming", + "jsp", + "Agents", + "Brains", + "png", + "ACH", + "Trap", + "During", + "Strategy", + "east", + "othesis", + "py", + "At", + "Mine" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "jsp", + "Secondly", + "Judging", + "heading", + "py", + "plot", + "etera", + "StartDate", + "Trap", + "ever", + "subsection", + "plet", + "Narrative", + "Under" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "each", + "Building", + "sub", + "under", + "The", + "building", + "inat", + "Under", + "subsection", + "build", + "et", + "predict", + "During", + "Such", + "Subst", + "during", + "Let", + "increasing", + "nat", + "when", + "natural", + "Biological", + "Equipment", + "substrate", + "A", + "hard", + "substring", + "ever", + "bias", + "weather", + "stop", + "hole" + ] + } + ], + "logit_surprising": [ + { + "concept": "followed", + "score": 24.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "degradation", + "score": 11.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "plateau", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "long", + "output_checked": true + }, + { + "concept": "kemudian", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ",", + "output_checked": true + }, + { + "concept": "phase", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "prong", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "God", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "initial", + "output_checked": true + }, + { + "concept": "ausge", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "verw", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "long", + "output_checked": true + }, + { + "concept": "capacitor", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "that", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "resistor", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "load", + "output_checked": true + }, + { + "concept": "speed", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "constant", + "output_checked": true + }, + { + "concept": "fidelity", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "high", + "output_checked": true + }, + { + "concept": "then", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "chamber", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "test", + "output_checked": true + }, + { + "concept": "slow", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "failure", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "halk", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "thereafter", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "long", + "output_checked": true + }, + { + "concept": "unchanged", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "nearly", + "output_checked": true + }, + { + "concept": "final", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "battery", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "load", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "velocity", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "phases", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "Listener", + "score": 2.0, + "best_rank": 3, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "aberto", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cruciate", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "fewest", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "flakes", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "getId", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "milion", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "bookshelf", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "httpClient", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "kulit", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "brus", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "grudge", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "before", + "output_checked": true + }, + { + "concept": "berj", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "OUND", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "ELY", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "cult", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "duke", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "test", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "ips", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "serp", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "PRF", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "load", + "output_checked": true + }, + { + "concept": "multimeter", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "high", + "output_checked": true + }, + { + "concept": "powered", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "inconsistency", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "slowing", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "efficiency", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "high", + "output_checked": true + }, + { + "concept": "frequency", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "barbecue", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "exemplifies", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "test", + "output_checked": true + }, + { + "concept": "satisfactory", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "decline", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "initial", + "output_checked": true + }, + { + "concept": "continued", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "long", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-02__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Time-dependent deformation under heat 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A turbine component operated under sustained stress near half its melting temperature. Grain-edge pores enlarged and linked even though the applied stress was below the room-temperature yield value.", + "prompt_tail": "tained stress near half its melting temperature. Grain-edge pores enlarged and linked even though the applied stress was below the room-temperature yield value.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-high-temperature-deformation-03", + "carrier_id": null, + "target_family": "high-temperature-deformation", + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 2516, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 1260 + }, + { + "label": "diffusion", + "best_rank": 1628, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 2255 + }, + { + "label": "cavity", + "best_rank": 6247, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 9911 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "asion", + "orry", + "together", + "ients", + "asons", + "ilst", + "behalf", + "oba", + "ammed", + "leness" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "leness", + "d", + "ii", + "zes", + "dia", + "ids", + "persons", + "thereof", + "alike", + "ion", + "ie", + "wards", + "zia", + "eries", + "eded", + "persons", + "gy", + "ued", + "ided", + "yt", + "ses", + "xd", + "atre", + "eness", + "aid", + "thereon", + "ndo" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "whilst", + "persons", + "lle", + "ain", + "wards", + "xd", + "thereof", + "defence", + "alike", + "learnt", + "thru", + "occured", + "lastly", + "govt", + "needful", + "till", + "aid", + "thats", + "thereon", + "annum", + "gotta", + "secondly", + "Govt", + "upto", + "realising", + "ii", + "etc", + "hence", + "etc" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "gonna", + "persons", + "dia", + "thru", + "oides", + "ndo", + "area", + "lle", + "dioxide", + "thats", + "cloths", + "Sachen", + "doings", + "xd", + "nobody", + "alike", + "youths", + "maupun", + "sic", + "occured", + "thirds", + "zis", + "lly", + "ided", + "dia" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "thats", + "persons", + "thru", + "guy", + "basically", + "yeah", + "whilst", + "anybody", + "maupun", + "occured", + "Thats", + "doings", + "stuff", + "nobody", + "ain", + "dia", + "gotta", + "alot", + "area", + "afterwards", + "alike", + "wanna", + "lastly", + "illetve", + "guys", + "dia", + "everybody", + "somebody" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "gonna", + "thats", + "whilst", + "which", + "Yeah", + "alot", + "Also", + "yeah", + "thru", + "gotta", + "although", + "cuz", + "anyways", + "Thats", + "ggg", + "also", + "whereas", + "occured", + "cause", + "persons", + "afterwards", + "indication", + "judgement", + "Whilst", + "yeah", + "Whilst", + "towards", + "assisted", + "lastly", + "wich", + "recieved" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "although", + "whilst", + "however", + "Whilst", + "which", + "although", + "Whilst", + "Although", + "furthermore", + "persons", + "whereas", + "alike", + "nevertheless", + "indications", + "thereto", + "though", + "considerable", + "recognised", + "meanwhile", + "utilised", + "later", + "respectively", + "Although", + "afterwards", + "Nevertheless", + "maupun", + "utilising", + "also", + "therefore" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "whereas", + "although", + "neither", + "alike", + "nevertheless", + "persons", + "however", + "regarded", + "whilst", + "thereto", + "meanwhile", + "considerable", + "Furthermore", + "Moreover", + "moreover", + "notwithstanding", + "apparently", + "Nevertheless", + "altogether", + "indications", + "considerazione", + "yet", + "nor", + "constituted", + "although", + "which", + "latter", + "possibly", + "suggesting", + "owing", + "likewise" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Furthermore", + "furthermore", + "whilst", + "Despite", + "irrespective", + "Moreover", + "moreover", + "Whilst", + "Despite", + "suscept", + "Furthermore", + "analysed", + "necessitating", + "Moreover", + "considerable", + "Whilst", + "although", + "recognised", + "unfavourable", + "scrutiny", + "uminium", + "result", + "despite", + "realising", + "visualisation", + "Owing", + "Although", + "presence", + "favour", + "constituted", + "resultant", + "intriguing" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "premed", + "stimulated", + "hydrostatic", + "transgress", + "inexplicable", + "observed", + "physiologically", + "chemically", + "hypoxia", + "experimental", + "simulated", + "physiological", + "tensile", + "symptomatic", + "induced", + "empirical", + "inexplic", + "hypoxic", + "Induced", + "seemingly", + "constitutive", + "osmotic", + "subsurface", + "isolated", + "thermodynamic", + "anomalous", + "metallurgical" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "transgress", + "failure", + "aberr", + "symptomatic", + "premed", + "physiological", + "Failure", + "physiologically", + "mechanistic", + "inexplicable", + "incipient", + "experimental", + "stimulated", + "Failure", + "anomalous", + "thrombosis", + "abnormally", + "hypoxic", + "transgression", + "abnormal", + "behavior", + "sustained", + "protracted", + "undetectable", + "isolated", + "failure", + "electrochemical" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "necrosis", + "inexplicable", + "pathogenesis", + "symptomatic", + "failure", + "symptoms", + "abnormal", + "diagnose", + "unexplained", + "abnormally", + "diagnosis", + "deterioration", + "necro", + "thrombosis", + "metabolic", + "Failure", + "pathological", + "anomalous", + "pathogenic", + "suspect", + "triggered", + "exacerbated", + "mechanistic", + "transgress", + "anormal", + "diagnostic", + "diagnosed", + "symptom" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "despite", + "inexplicable", + "Despite", + "anomalous", + "defying", + "phenomenon", + "inexplic", + "abnormally", + "despite", + "Despite", + "phenomena", + "abnormal", + "seemingly", + "anomal", + "necrosis", + "pathogenesis", + "symptomatic", + "exacerbated", + "nonostante", + "persistent", + "trotz", + "unexplained", + "anormal", + "apparently", + "sustained", + "violating", + "aberr" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "inexplicable", + "despite", + "inexplic", + "Despite", + "seemingly", + "anomalous", + "defying", + "unexplained", + "despite", + "nonostante", + "Despite", + "phenomenon", + "defies", + "apparently", + "abnormal", + "anomal", + "unexpectedly", + "strangely", + "defy", + "mysteriously", + "suspect", + "surprising", + "somehow", + "phenomena", + "bizarre", + "anomaly", + "violating", + "aberr" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "simultaneously", + "reportedly", + "Ultimately", + "subsequently", + "Furthermore", + "Conversely", + "Ultimately", + "despite", + "Conversely", + "furthermore", + "concurrently", + "both", + "ultimately", + "suggesting", + "threatening", + "worrying", + "testimonies", + "evidence", + "publicly", + "Meanwhile", + "meanwhile", + "unexpectedly", + "surprising", + "witnesses", + "pourtant", + "during", + "questions", + "Yet", + "Interestingly", + "while", + "concerns" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Conversely", + "Conversely", + "Meanwhile", + "Yet", + "Similarly", + "Ultimately", + "Similarly", + "During", + "During", + "meanwhile", + "Why", + "Ultimately", + "Afterwards", + "furthermore", + "Simultaneously", + "Also", + "why", + "Consequently", + "Recently", + "Furthermore", + "Concerns", + "concerns", + "Recently", + "Likewise", + "Certainly", + "Consequently", + "Meanwhile", + "Otherwise", + "Eventually" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Similarly", + "Conversely", + "conversely", + "Similarly", + "Furthermore", + "Meanwhile", + "meanwhile", + "furthermore", + "Conversely", + "else", + "similarly", + "likewise", + "Afterwards", + "Also", + "Yet", + "Then", + "Simultaneously", + "During", + "Otherwise", + "thereafter", + "Ultimately", + "Subsequently", + "Likewise", + "alternatively", + "Finally", + "afterwards", + "Consequently", + "Shouldn", + "Afterward", + "whereas", + "Again", + "During" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "conversely", + "During", + "Their", + "theirs", + "Similarly", + "lately", + "anymore", + "Meanwhile", + "They", + "Finally", + "During", + "Their", + "Equally", + "finally", + "vice", + "Lately", + "Similarly", + "Observed", + "consequently", + "Its", + "likewise", + "risking", + "Seeking", + "Simultaneously", + "Its", + "Need", + "Afterward", + "outcomes", + "afterward" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "theirs", + "Its", + "Their", + "vice", + "Yours", + "Lately", + "Their", + "mselves", + "hers", + "Yet", + "holtz", + "Its", + "Yet", + "nPlease", + "conversely", + "They", + "Recently", + "Unless", + "Atm", + "olerance", + "They", + "Meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Meanwhile", + "Their", + "Their", + "Consequently", + "During", + "There", + "Recently", + "theirs", + "Its", + "During", + "They", + "Yours", + "nPlease", + "nThe", + "Lately", + "holtz", + "There", + "Hence", + "Consequently", + "This", + "Unless" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Their", + "Their", + "Its", + "Consequently", + "Recently", + "Lately", + "During", + "theirs", + "They", + "During", + "Hence", + "Meanwhile", + "Yours", + "nPlease", + "nThe", + "This", + "Consequently", + "holtz", + "Expectations", + "Competition", + "Unless", + "Assume", + "Anyone", + "There", + "Compared" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Hence", + "Furthermore", + "This", + "txt", + "Conversely", + "Conversely", + "Unless", + "sted", + "awn", + "Therefore", + "Consequently", + "Its", + "Yet", + "Unless", + "Secondly", + "Dette", + "These", + "Dieser", + "ithin", + "Its", + "glb", + "setzung", + "Recently", + "LEM", + "Their", + "Similarly" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "js", + "Mere", + "balls", + "Errors", + "Meanwhile", + "Subs", + "glb", + "Secondly", + "bm", + "auche", + "UnitTest", + "Such", + "Anyone", + "Mine", + "unger", + "ardini", + "ihilation", + "meanwhile", + "WAS", + "Therefore" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Anyone", + "othesis", + "ua", + "auche", + "amba", + "uft", + "Tumor", + "ailable", + "igate", + "Mere", + "ansky", + "Mine", + "js", + "bm", + "mine", + "Secondly" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ua", + "oa", + "amba", + "hypertrophy", + "haft", + "hui", + "igate", + "aints", + "Anyone", + "aisi", + "Tricks", + "SearchResults", + "ature", + "acular", + "heading", + "UA", + "ittle", + "Assumptions" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "material", + "empty", + "Die", + "Such", + "The", + "meet", + "This", + "ua", + "umb", + "eth", + "assume", + "shallow", + "allow", + "alone", + "mult", + "tri", + "continuous", + "small", + "apply", + "Sub", + "nt", + "tr", + "sb", + "These", + "Fail", + "item", + "deep", + "Assumptions", + "aut", + "auth", + "hard" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 44625, + 101226, + 98276, + 84949, + 67864, + 35981, + 166984, + 128266, + 74510, + 6832, + 2628, + 3251, + 3030, + 2517, + 138397, + 89553, + 25621, + 3843, + 25920, + 17674, + 5228, + 11626, + 16707, + 8315, + 29777, + 3549 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 102226, + 16249, + 24779, + 39889, + 58470, + 26081, + 94542, + 113018, + 124416, + 43510, + 30832, + 26295, + 20894, + 26736, + 85433, + 113164, + 115146, + 50678, + 85893, + 10386, + 8800, + 1629, + 49399, + 55195, + 85254, + 19964 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 134339, + 133811, + 146940, + 97788, + 119802, + 57433, + 55649, + 56905, + 31516, + 6830, + 6248, + 8631, + 14377, + 66286, + 98042, + 156782, + 168668, + 139496, + 204201, + 117882, + 71194, + 107347, + 102450, + 99613, + 48833, + 54834 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 1261, + 66086, + 1584, + 17451, + 223019, + 127798, + 111974, + 127953, + 23313, + 3745, + 2296, + 3354, + 4245, + 2470 + ] + }, + { + "label": "diffusion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 12718, + 26611, + 185782, + 236230, + 173372, + 97752, + 59226, + 27353, + 13360, + 7328, + 17618, + 2256, + 13694, + 6788 + ] + }, + { + "label": "cavity", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 260694, + 227960, + 250020, + 252228, + 183309, + 90545, + 153201, + 71316, + 9912, + 23848, + 10974, + 24607, + 31759, + 30189 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "metallurgical", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "component", + "output_checked": true + }, + { + "concept": "during", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "linked", + "output_checked": true + }, + { + "concept": "threshold", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "below", + "output_checked": true + }, + { + "concept": "became", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "equivalent", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "maximum", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "its", + "output_checked": true + }, + { + "concept": "remained", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "because", + "score": 8.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "component", + "output_checked": true + }, + { + "concept": "several", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "under", + "output_checked": true + }, + { + "concept": "while", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "even", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "under", + "output_checked": true + }, + { + "concept": "tensile", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "grew", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "proximity", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "near", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Grain", + "output_checked": true + }, + { + "concept": "capacity", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "they", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "though", + "output_checked": true + }, + { + "concept": "intense", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "under", + "output_checked": true + }, + { + "concept": "only", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "was", + "output_checked": true + }, + { + "concept": "requires", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "strength", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "its", + "output_checked": true + }, + { + "concept": "began", + "score": 4.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "subsurface", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "plasticity", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "arms", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "significant", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "near", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Grain", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "edge", + "output_checked": true + }, + { + "concept": "rotates", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "slowly", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "but", + "score": 3.0, + "best_rank": 73, + "best_depth": 68.3, + "near_token": "value", + "output_checked": true + }, + { + "concept": "decommissioning", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "operated", + "output_checked": true + }, + { + "concept": "anymore", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "though", + "output_checked": true + }, + { + "concept": "ductile", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "percentage", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "half", + "output_checked": true + }, + { + "concept": "exacerbated", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "necrosis", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "even", + "output_checked": true + }, + { + "concept": "peacetime", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "was", + "output_checked": true + }, + { + "concept": "forming", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "linked", + "output_checked": true + }, + { + "concept": "harbour", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "were", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "collisions", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "edge", + "output_checked": true + }, + { + "concept": "intensity", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "insufficient", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "was", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "existed", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "due", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "Grain", + "output_checked": true + }, + { + "concept": "conditions", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "under", + "output_checked": true + }, + { + "concept": "point", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Grain", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "component", + "output_checked": true + }, + { + "concept": "operating", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "operated", + "output_checked": true + }, + { + "concept": "extreme", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "under", + "output_checked": true + }, + { + "concept": "load", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "sustained", + "output_checked": true + }, + { + "concept": "cycles", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "THAN", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "for", + "score": 2.0, + "best_rank": 7, + "best_depth": 82.9, + "near_token": "value", + "output_checked": true + }, + { + "concept": "whereas", + "score": 2.0, + "best_rank": 92, + "best_depth": 75.6, + "near_token": "value", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "halves", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "half", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "wand", + "ervan", + "ynitrite", + "punkte", + "undos", + "quantos", + "Kwa", + "yclerView", + "trump", + "zantine", + "diagonal" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "opat", + "grac", + "Blanch", + "Mannes", + "Cann", + "prof", + "lev", + "tons", + "Cole", + "rid", + "stir", + "Gall", + "reu", + "Reis", + "dim", + "ment" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "stir", + "plo", + "dim", + "rid", + "trem", + "blot", + "grac", + "rock", + "Dru", + "begr", + "vej", + "Auff", + "chum", + "Cann", + "tun", + "Pres", + "glob" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Reis", + "chum", + "tfrac", + "ilj", + "tun", + "alk", + "reu", + "Mani", + "olyte", + "dim", + "Grove", + "jel", + "ilg", + "Coul", + "Ven", + "onn", + "hangs", + "grac", + "Gal", + "ilan" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "dim", + "grac", + "ilj", + "chum", + "nguy", + "tfrac", + "Mani", + "Coul", + "Frem", + "Gal", + "glob", + "champ", + "tun", + "essional", + "Cann", + "Pari", + "Mannes", + "fam" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "side", + "hst", + "yn", + "olare", + "WOR", + "amb", + "ae", + "ilers", + "annen", + "oben", + "ual", + "Su", + "sn", + "hely", + "s", + "fields", + "fan", + "cat", + "icot", + "Vo" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "HI", + "select", + "Sol", + "Green", + "trading", + "Er", + "dad", + "kick", + "fract", + "s", + "NRC", + "turbo", + "susp", + "remen", + "mech", + "lim", + "tool", + "fitting", + "rem" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "sol", + "HI", + "tail", + "select", + "chal", + "Chal", + "remen", + "tool", + "tools", + "simple", + "Sol", + "trading", + "Select", + "ORS", + "Zealand", + "mech", + "duct", + "rem", + "sys", + "Werk" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "sol", + "side", + "select", + "Select", + "Green", + "Sol", + "record", + "HI", + "Chal", + "tail", + "trading", + "tool", + "tools", + "dedicated", + "simple", + "chal", + "serial", + "remen", + "duct", + "body", + "fitting" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "Select", + "sus", + "greeting", + "contact", + "common", + "select", + "cactus", + "tattoo", + "lives", + "s", + "trading", + "var", + "ae", + "subject", + "calls", + "greet", + "Green", + "RECE", + "side", + "pick", + "HI", + "item" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greeting", + "greet", + "calls", + "credits", + "resolve", + "listener", + "RECE", + "self", + "credits", + "lives", + "locker", + "cactus", + "sleeping", + "detailed", + "call", + "subject", + "solver", + "trading", + "lds", + "data", + "too", + "podcast", + "cat", + "contact", + "holders", + "meeting", + "CRED" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "issel", + "SCRE", + "financeiros", + "header", + "reason", + "header", + "kai", + "epar", + "elang", + "edy", + "feather", + "refresh", + "andel", + "cych", + "daya" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "enem", + "cama", + "slutt", + "pickle", + "vender", + "dictionaries", + "despert", + "vendedores", + "recou", + "grudge", + "kulit", + "dusted", + "department", + "eiros", + "restart", + "getId", + "hairdresser", + "getName" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ogado", + "gor", + "grud", + "solle", + "brus", + "holz", + "parquet", + "deka", + "God", + "grudge", + "presse", + "delt", + "assol", + "Forst", + "okol", + "kund", + "verl", + "besteht", + "dzie" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "ker", + "tier", + "urch", + "sebe", + "muh", + "prong", + "Pars", + "idium", + "ques", + "alg", + "affection", + "sir", + "verme", + "Uit", + "logical", + "logical", + "kast", + "skepticism", + "erves" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "wir", + "welt", + "Stein", + "ips", + "idium", + "cev", + "tier", + "tti", + "afect", + "opf", + "halk", + "azimuth", + "concern", + "spf", + "ausge", + "verw", + "Roh", + "trunc", + "sped", + "wert", + "ques", + "ck", + "Jaz", + "truncated", + "ectors", + "trit", + "idic", + "Agu", + "multiple" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "nourr", + "kernel", + "spf", + "parquet", + "ilm", + "fawn", + "baik", + "sini", + "mediana", + "hierv" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "sav", + "radios", + "indoors", + "cantilever", + "horizontal", + "lewat", + "unders", + "highlight", + "glGet", + "fillna", + "spurt", + "starost", + "fastapi", + "allOf", + "blah", + "horizontally", + "sidel" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Meanwhile", + "alike", + "Similarly", + "respectively", + "meanwhile", + "usher", + "manifestation", + "manifests", + "nPlease", + "month", + "weekly", + "outputs", + "Similarly", + "manifestations", + "originals", + "thrived", + "rung", + "decline", + "theirs", + "mselves", + "renewal", + "thrive", + "fielding", + "occurrence" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "meanwhile", + "Consequently", + "Meanwhile", + "Subsequently", + "theirs", + "Its", + "Others", + "eee", + "Consequently", + "nThe", + "nPlease", + "ToJson", + "jpg", + "accordingly", + "js", + "Hence", + "ttf", + "ppt", + "Meanwhile", + "mph", + "Afterward" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Its", + "Recently", + "meanwhile", + "Consequently", + "IntValue", + "Subsequently", + "MPa", + "ibin", + "Hence", + "igure", + "glb", + "newValue", + "png", + "rfloor", + "ibh", + "ittle", + "eee", + "Meanwhile", + "xls" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "txt", + "xlsx", + "php", + "png", + "js", + "xls", + "eee", + "dll", + "conversely", + "Otherwise", + "Similarly", + "Knowing", + "html", + "glb", + "hbs", + "sted", + "Consequently", + "etc", + "Unless", + "Assume", + "htm", + "Simultaneously", + "baliknya", + "known", + "Secondly", + "Hence", + "tested" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "js", + "png", + "php", + "Meanwhile", + "IntValue", + "jsp", + "meanwhile", + "ipynb", + "mine", + "Secondly", + "east", + "xlsx", + "Mine", + "secondly", + "json", + "html", + "Mine" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "js", + "png", + "php", + "ausea", + "Meanwhile", + "meanwhile", + "ielle", + "Mine", + "aille", + "Already", + "mine", + "getElementById", + "amba", + "xlsx", + "viii", + "skii", + "altro", + "ipynb", + "number", + "Number", + "mine", + "ailure", + "Anyone", + "setType", + "Mine", + "Number" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "haft", + "amba", + "html", + "js", + "php", + "hr", + "ielle", + "Secondly", + "Assumptions", + "Secondly", + "htm", + "heimer", + "hausen", + "altro", + "ua", + "png", + "aille", + "hd", + "kia", + "What", + "During", + "edu", + "hai", + "iais" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Such", + "Mult", + "The", + "Alle", + "When", + "For", + "ai", + "These", + "Let", + "Assumptions", + "Thr", + "Material", + "hard", + "This", + "Assuming", + "Thermal", + "mult", + "such", + "Sub", + "Intr", + "Assume", + "Amph", + "If", + "above", + "Thrust", + "Mechanical", + "Materials", + "Multi", + "How", + "Wait", + "Turbine", + "Resistance" + ] + } + ], + "logit_surprising": [ + { + "concept": "threshold", + "score": 15.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ausge", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "verw", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "though", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "grew", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "maximum", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "half", + "output_checked": true + }, + { + "concept": "remained", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "underwent", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Grain", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "edge", + "output_checked": true + }, + { + "concept": "tensile", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "rele", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "its", + "output_checked": true + }, + { + "concept": "duke", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "sustained", + "output_checked": true + }, + { + "concept": "became", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "extreme", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "under", + "output_checked": true + }, + { + "concept": "operating", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "operated", + "output_checked": true + }, + { + "concept": "load", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "sustained", + "output_checked": true + }, + { + "concept": "slowly", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "strength", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "berk", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Grain", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "URCH", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "half", + "output_checked": true + }, + { + "concept": "halk", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "anyway", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "defects", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "edge", + "output_checked": true + }, + { + "concept": "relatively", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "was", + "output_checked": true + }, + { + "concept": "intense", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "under", + "output_checked": true + }, + { + "concept": "while", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "linked", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "rotates", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "insufficient", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "was", + "output_checked": true + }, + { + "concept": "began", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "experienced", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "Characteristic", + "score": 2.0, + "best_rank": 14, + "best_depth": 90.2, + "near_token": "value", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "konum", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "operated", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "under", + "output_checked": true + }, + { + "concept": "restart", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "grudge", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "half", + "output_checked": true + }, + { + "concept": "jogar", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "Incre", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "grud", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Versions", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "morally", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "cult", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "swam", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "operated", + "output_checked": true + }, + { + "concept": "mozz", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "even", + "output_checked": true + }, + { + "concept": "spf", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "though", + "output_checked": true + }, + { + "concept": "kepad", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "stressful", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "under", + "output_checked": true + }, + { + "concept": "loss", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Grain", + "output_checked": true + }, + { + "concept": "happened", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "surroundings", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "unsatisfactory", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "operated", + "output_checked": true + }, + { + "concept": "capacity", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "arose", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "there", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "though", + "output_checked": true + }, + { + "concept": "overall", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-03__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Time-dependent deformation under heat 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A fine-grained metal slowly changed shape during a prolonged hot hold. Matter moved away from compressed grain faces and accumulated on faces under tension.", + "prompt_tail": "A fine-grained metal slowly changed shape during a prolonged hot hold. Matter moved away from compressed grain faces and accumulated on faces under tension.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-high-temperature-deformation-04", + "carrier_id": null, + "target_family": "high-temperature-deformation", + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " Yet", + "generated_token_ids": [ + 16961 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 2386, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 1720 + }, + { + "label": "diffusion", + "best_rank": 865, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 2411 + }, + { + "label": "cavity", + "best_rank": 10997, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 19966 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "asons", + "asion", + "ilst", + "behalf", + "orry", + "ammed", + "leness", + "hence", + "oba", + "together", + "ife" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "alike", + "lle", + "d", + "ii", + "persons", + "zes", + "leness", + "ie", + "wards", + "ses", + "xd", + "atre", + "dia", + "eded", + "nti", + "zis", + "lly", + "nto", + "ion", + "ng", + "ued", + "ih", + "ients", + "aska", + "eries", + "etc", + "arie", + "vl" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "lle", + "alike", + "etc", + "persons", + "xd", + "ILD", + "aid", + "dz", + "etc", + "thats", + "thru", + "occured", + "lly", + "wards", + "ii", + "hood", + "atre", + "whilst", + "dia", + "dll", + "ndo", + "govt", + "nti", + "enal", + "d", + "wn", + "mente", + "yy" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "oides", + "yses", + "alike", + "persons", + "ented", + "eded", + "maupun", + "ided", + "lle", + "leness", + "ued", + "goers", + "osion", + "iosos", + "ained", + "ses", + "aken", + "bia", + "elingen", + "ovid", + "udos", + "deeds", + "youths", + "sic", + "idences", + "wohner" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "maupun", + "ided", + "eded", + "ued", + "persons", + "gonna", + "oraz", + "lle", + "oides", + "yses", + "peoples", + "able", + "sic", + "occured", + "oso", + "illetve", + "doings", + "ion", + "ow", + "aken", + "osion", + "AKA" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "also", + "and", + "which", + "able", + "then", + "Also", + "afterwards", + "consisted", + "goers", + "resulted", + "ikal", + "Additionally", + "cause", + "began", + "workers", + "AKA", + "ided", + "towards", + "persons", + "oides", + "eded", + "igte", + "aided", + "wala", + "afterward" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "toward", + "ITES", + "which", + "then", + "later", + "members", + "began", + "Characteristics", + "ided", + "ites", + "zu", + "Areas", + "Toward", + "laborers", + "Toward", + "characterized", + "elingen", + "men", + "Members", + "ayers", + "inander", + "Gesellschaft", + "areas", + "groups", + "workers", + "UIT", + "leness", + "maupun" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "toward", + "thereby", + "whereas", + "thence", + "itory", + "persons", + "uria", + "likewise", + "then", + "alike", + "Moreover", + "meanwhile", + "thus", + "weiler", + "sequently", + "leness", + "Toward", + "concomit", + "Toward", + "ients", + "iments", + "characterized", + "ikel", + "furthermore", + "sted", + "whereupon" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "hydrophilic", + "toward", + "coales", + "agglomer", + "favored", + "Toward", + "stratified", + "ikel", + "dendritic", + "Toward", + "aminar", + "Sediment", + "developing", + "nascent", + "concentration", + "shift", + "shifting", + "sedentary", + "centralization", + "ized", + "concomit", + "ide", + "resulting", + "idal", + "thereby", + "aceous", + "anisotropic", + "radiative", + "centralized" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "hydrophilic", + "Coriolis", + "sediment", + "anthropogenic", + "benthic", + "observed", + "accretion", + "dendritic", + "hydrostatic", + "sedimentation", + "coales", + "microm", + "accret", + "hypertro", + "nutrient", + "anisotropic", + "spatially", + "agglomer", + "radiative", + "stratified", + "stabilized", + "asymmetry", + "vegetal", + "denser", + "Sediment", + "equilibrium" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "observable", + "favored", + "stabilizing", + "observing", + "stabilized", + "observed", + "favoring", + "observation", + "osserv", + "stabilization", + "Beob", + "hypertro", + "hydrophilic", + "denser", + "visible", + "observations", + "accumulating", + "microm", + "Observation", + "concentration", + "nutrient", + "accretion", + "advantageous", + "beob", + "equilibrium" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "observed", + "redistribute", + "redistributed", + "displacement", + "accumulating", + "nutrients", + "plasticity", + "movement", + "accumulation", + "spatially", + "behavior", + "observable", + "imbalance", + "displacements", + "Redist", + "stabilizing", + "buoyancy", + "observed", + "nutrientes", + "Beob", + "observations", + "nutrient", + "Movement", + "vorticity", + "deformation", + "displaced", + "stabilization" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "observed", + "favoring", + "weighting", + "observed", + "favored", + "asymmetry", + "ymmetry", + "differentiated", + "Observations", + "manipulating", + "preferentially", + "Observed", + "redistribute", + "Conversely", + "asymmetries", + "differential", + "imbalance", + "spatially", + "redistributed", + "resulting", + "excretion", + "beob", + "diferencial", + "frictionless", + "beobachten" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "observed", + "favoring", + "Observed", + "beob", + "observed", + "Observations", + "beobachten", + "Beob", + "weighting", + "Manipulation", + "describe", + "Behavior", + "favored", + "Observation", + "Mechanism", + "asymmetry" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "whereas", + "whereas", + "lyn", + "whilst", + "whence", + "while", + "tanto", + "both", + "opposed", + "where", + "who", + "during", + "further", + "while", + "concerned", + "wend", + "showing", + "vice", + "wherever", + "ValueOf", + "which", + "telling", + "furthermore", + "demonstrators", + "rather", + "witness", + "neither", + "during", + "confronting", + "weaponry", + "wards" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "whereas", + "Conversely", + "whereas", + "Furthermore", + "Conversely", + "furthermore", + "During", + "Furthermore", + "wards", + "During", + "vice", + "lyn", + "during", + "this", + "Meanwhile", + "further", + "Yet", + "lately", + "during", + "alike", + "likewise", + "Certainly", + "Likewise", + "Consequently", + "Concerning", + "else", + "while", + "examples", + "Also", + "opposed" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Conversely", + "Conversely", + "whereas", + "conversely", + "During", + "Furthermore", + "Similarly", + "Meanwhile", + "Similarly", + "furthermore", + "Alongside", + "whereas", + "During", + "meanwhile", + "while", + "else", + "during", + "Also", + "Again", + "vice", + "equally", + "Yet", + "likewise", + "example", + "Also", + "alongside", + "whilst", + "similarly", + "alike", + "Furthermore", + "Likewise" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "vice", + "meanwhile", + "During", + "conversely", + "During", + "Conversely", + "Meanwhile", + "Conversely", + "Equally", + "while", + "whereas", + "tandis", + "furthermore", + "Alongside", + "during", + "mientras", + "Neither", + "opposites", + "happening", + "whilst", + "lately", + "theirs", + "secondly", + "Simultaneously", + "Both", + "Yet", + "Both", + "alike", + "Again" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "vice", + "Yet", + "Yet", + "Conversely", + "conversely", + "meanwhile", + "whereas", + "anymore", + "theirs", + "lately", + "Conversely", + "Lately", + "arlier", + "Meanwhile", + "During", + "ueva", + "WAN", + "Quer", + "andam", + "Compared", + "Atm", + "Again", + "During", + "Dieser", + "Compared", + "Tension" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Conversely", + "Conversely", + "During", + "Meanwhile", + "There", + "whereas", + "During", + "Consequently", + "They", + "Compared", + "Consequently", + "conversely", + "Yet", + "Within", + "Along", + "Shouldn", + "There", + "vice", + "Its", + "Unless", + "Compared", + "Lately", + "Their", + "Hence", + "Unless", + "Yet", + "Within", + "anymore", + "Today", + "Along" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Conversely", + "There", + "Conversely", + "During", + "They", + "Meanwhile", + "Consequently", + "Yet", + "Their", + "During", + "Compared", + "Recent", + "Along", + "Where", + "whereas", + "Welcome", + "Shouldn", + "Its", + "There", + "Unless", + "Its", + "Hence", + "Unless", + "conversely", + "Regardless", + "Lately", + "Another", + "anymore", + "Consequently", + "nThe" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "They", + "Conversely", + "Conversely", + "THAN", + "UNDER", + "Hence", + "Welcome", + "Unless", + "There", + "Again", + "Unless", + "These", + "txt", + "Repeat", + "Please", + "Furthermore", + "Likewise", + "Both", + "Yet", + "Secondly", + "Neither", + "Their", + "conversely", + "Worse", + "Stellen", + "Thanks", + "Though", + "ramp", + "Those" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "UNDER", + "Unless", + "Shouldn", + "Repeat", + "THAN", + "Yet", + "UMENT", + "Under", + "Meanwhile", + "underline", + "Under", + "Unt", + "Unless", + "Bred", + "ardini", + "Strikes", + "arz", + "Secondly", + "Aren", + "Repeat", + "Uns", + "UnitTest", + "WAS", + "Tried", + "aments", + "Heading", + "Conversely", + "json" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "UMENT", + "THAN", + "Yet", + "Bred", + "Repeat", + "Heading", + "othesis", + "ardini", + "ACKS", + "Meanwhile", + "aments", + "UNDER", + "ahme", + "Repeat", + "Unless", + "Researchers", + "ILL", + "Unt", + "kys", + "ANGLE", + "Backspace", + "Please", + "Pray", + "Barber", + "maket" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Unt", + "Uns", + "UMENT", + "apas", + "Panjang", + "adt", + "UNDER", + "pylori", + "Unt", + "Heading", + "UNT", + "Conditions", + "akers", + "underline", + "Unidas", + "Please", + "aan", + "Secondly", + "Arrows", + "amers", + "Heading", + "ature", + "ATION", + "unto", + "IRST" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Yet", + "under", + "Under", + "Uns", + "Progressive", + "Und", + "exceptions", + "Unt", + "When", + "Un", + "apply", + "These", + "The", + "Let", + "This", + "under", + "Such", + "in", + "length", + "underline", + "They", + "No", + "when", + "across", + "In", + "Arrows", + "bat", + "flat", + "for", + "slide", + "Ions", + "Losing" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 44700, + 96930, + 110872, + 137192, + 130641, + 81689, + 131354, + 145462, + 146111, + 24728, + 8219, + 9760, + 30617, + 79169, + 79551, + 65940, + 27329, + 2387, + 14290, + 18594, + 13628, + 54698, + 178809, + 168665, + 218530, + 54299 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 95128, + 22062, + 44156, + 95444, + 78811, + 21335, + 5705, + 11889, + 4768, + 5291, + 18116, + 6628, + 5411, + 6361, + 61510, + 85123, + 68060, + 56604, + 45069, + 6659, + 4498, + 866, + 41484, + 20824, + 36733, + 14391 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 112110, + 160743, + 193316, + 176765, + 193596, + 128212, + 26258, + 36970, + 29711, + 4857, + 10998, + 14053, + 16762, + 91228, + 99594, + 121454, + 103011, + 87957, + 168387, + 95683, + 122346, + 156468, + 185631, + 131134, + 79737, + 61883 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 1721, + 198803, + 16942, + 23338, + 214608, + 234125, + 161779, + 33384, + 20825, + 42605, + 27259, + 65663, + 56372, + 64743 + ] + }, + { + "label": "diffusion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 21305, + 36941, + 71853, + 220453, + 43067, + 48381, + 25130, + 64501, + 88007, + 6722, + 31177, + 3166, + 10376, + 2412 + ] + }, + { + "label": "cavity", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 262041, + 232333, + 233482, + 193880, + 118886, + 19967, + 80074, + 40460, + 45227, + 22000, + 45351, + 100222, + 150434, + 135453 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 18.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "areas", + "score": 16.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "observed", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "became", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "nearby", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "exposure", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "prolonged", + "output_checked": true + }, + { + "concept": "toward", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "heating", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "during", + "output_checked": true + }, + { + "concept": "heat", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "analysis", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "facing", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "deformation", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "radially", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "away", + "output_checked": true + }, + { + "concept": "compressive", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "vice", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "towards", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "away", + "output_checked": true + }, + { + "concept": "the", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "from", + "output_checked": true + }, + { + "concept": "its", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "changed", + "output_checked": true + }, + { + "concept": "flowed", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "whereas", + "score": 4.0, + "best_rank": 36, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "granular", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "alloy", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "duration", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "movement", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "moved", + "output_checked": true + }, + { + "concept": "protrusions", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "on", + "output_checked": true + }, + { + "concept": "tensile", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "geometry", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "several", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "during", + "output_checked": true + }, + { + "concept": "both", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "moved", + "output_checked": true + }, + { + "concept": "example", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "began", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "melts", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "near", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "looser", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "on", + "output_checked": true + }, + { + "concept": "wines", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "manufacturing", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "Earth", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Matter", + "output_checked": true + }, + { + "concept": "nutrients", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "pressure", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "under", + "output_checked": true + }, + { + "concept": "lentamente", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "temperature", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "regions", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "associated", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "exploration", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "rather", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "away", + "output_checked": true + }, + { + "concept": "lacking", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "elsewhere", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "weaker", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "on", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "dataset", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "when", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "underwent", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Matter", + "output_checked": true + }, + { + "concept": "Conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "period", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "prolonged", + "output_checked": true + }, + { + "concept": "surface", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "on", + "output_checked": true + }, + { + "concept": "powder", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "Held", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 2.0, + "best_rank": 6, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "splendid", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "fanciful", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "quantos", + "ervan", + "wand", + "undos", + "Kwa", + "punkte", + "Hail", + "anque", + "addRow", + "ynitrite", + "cred", + "Thou", + "maneiras" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "grac", + "Cann", + "rid", + "lev", + "tons", + "trem", + "Pres", + "stir", + "Cole", + "Tit", + "reu", + "Pari", + "opat", + "Mannes", + "pres", + "prof", + "channel", + "twe", + "Sob", + "Blanch" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "nab", + "ums", + "sum", + "Bou", + "lev", + "sum", + "Pres", + "stir", + "blot", + "Kort", + "Gast", + "Dul", + "Sesam", + "Cann", + "Bens" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ilj", + "usan", + "champ", + "olyte", + "tfrac", + "def", + "chum", + "tun", + "Sesam", + "Gal", + "Hus", + "Langer", + "Pres", + "Aber", + "Ran", + "Cas", + "essional", + "Rn", + "Guar", + "Cole", + "Reis", + "Bens", + "fam" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Gal", + "ilj", + "ago", + "grac", + "champ", + "dim", + "tfrac", + "olyte", + "Langer", + "Pres", + "glob", + "chap", + "Kam", + "Bens", + "fam", + "Rec", + "Chap", + "Cole", + "Hus", + "Ran", + "Frem" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "det", + "hst", + "rem", + "WOR", + "amb", + "ae", + "yn", + "ilers", + "ual", + "oben", + "cat", + "aik", + "olare", + "bund", + "Green", + "Green", + "detached", + "yp", + "sn", + "atus", + "epr", + "side", + "ORS", + "fan", + "VERE" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "Green", + "demos", + "kick", + "tool", + "bro", + "HI", + "don", + "dal", + "tools", + "trading", + "DEP", + "Me", + "ual", + "seq", + "Him", + "duct", + "rem" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tool", + "tools", + "demos", + "sol", + "kick", + "trading", + "select", + "don", + "serial", + "lives", + "turbo", + "duct", + "tail", + "multiple", + "Green", + "DEP", + "mei", + "NRC", + "seq", + "rem", + "nas", + "dal", + "HI" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "sol", + "select", + "side", + "record", + "blank", + "Select", + "tool", + "kick", + "rem", + "tail", + "Green", + "Vo", + "tools", + "Sol", + "serial", + "remen", + "Me", + "lives", + "nop", + "demos", + "seq", + "WO" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "ettle", + "linear", + "select", + "subject", + "sus", + "var", + "Green", + "remen", + "discussed", + "data", + "talk", + "listener", + "tter", + "lives", + "OOSE", + "switch", + "common", + "fetch", + "tattoo", + "s", + "Resolve", + "tch" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "listener", + "linear", + "ettle", + "data", + "greet", + "scoped", + "scope", + "talk", + "titles", + "usel", + "greeting", + "scopes", + "diet", + "subject", + "too", + "fetch", + "tattoo", + "determine", + "common", + "resolve", + "achievement", + "Listener", + "speaker", + "cereal", + "Tos", + "Einf" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "TableRow", + "brush", + "standen", + "elang", + "tread", + "brushing", + "eal", + "pronged", + "Aufbau", + "reread", + "aline", + "estly", + "fewest", + "essage", + "itur" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "dictionaries", + "restart", + "lick", + "cama", + "oyam", + "kulit", + "iob", + "reheat", + "dusting", + "stretcher", + "Restart", + "spielt", + "odian", + "dicts", + "orith", + "oblastic", + "dieu", + "Restart", + "getId", + "devout", + "shake" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "toch", + "brushing", + "Dlatego", + "God", + "ogado", + "golfer", + "berk", + "brush", + "god", + "deka", + "lopen", + "brus", + "combs", + "dfs", + "jogar", + "punt", + "holz", + "embers", + "owes", + "grud" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "logic", + "logic", + "prong", + "Jahres", + "logique", + "argumento", + "dual", + "verme", + "extent", + "Poly", + "igste", + "arg", + "Logic", + "dabei", + "ricost", + "verw", + "tier" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "afect", + "wir", + "duke", + "welt", + "ausge", + "ricost", + "altung", + "cev", + "wert", + "lobe", + "spf", + "Stein", + "osphere", + "verw", + "ectors", + "stance", + "dual", + "centroid", + "jsr", + "wij", + "sped", + "amid", + "berd", + "skips" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "spf", + "cev", + "ilm", + "unfl", + "kernel", + "contr", + "baik" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "tensor", + "DisplayText", + "dt", + "Collapsed", + "srt", + "localObject", + "ehl", + "ern", + "jets", + "DNN", + "lls", + "boil", + "accordingly", + "happened" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Similarly", + "Meanwhile", + "Trouble", + "Conclusion", + "Conversely", + "Likewise", + "meanwhile", + "Troubles", + "Thus", + "affection", + "vice", + "Conversely", + "whereas", + "gitu", + "Likewise", + "CONCLUSION", + "Other", + "conclusion", + "Secondly", + "Tension", + "accordingly", + "ello", + "Conclusion", + "Sincerely", + "respectively", + "latter" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Conversely", + "Meanwhile", + "Conversely", + "Consequently", + "Similarly", + "Likewise", + "Tension", + "Hence", + "accordingly", + "meanwhile", + "Simultaneously", + "This", + "Along", + "Thus", + "During", + "consequently", + "Tensor", + "hence", + "Similarly", + "Compared", + "Subsequently", + "Other", + "Surface", + "Dieser", + "Explain" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Conversely", + "Consequently", + "Similarly", + "Likewise", + "Meanwhile", + "Consequently", + "Conversely", + "Hence", + "Tensor", + "Likewise", + "This", + "Along", + "Similarly", + "holtz", + "Bunun", + "accordingly", + "Simultaneously", + "FLD", + "Thus", + "Another", + "Tension" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Likewise", + "Conversely", + "Similarly", + "Simultaneously", + "Along", + "During", + "Hence", + "Consequently", + "Also", + "txt", + "This", + "Otherwise", + "Unless", + "Conversely", + "During", + "Again", + "Likewise", + "Therefore", + "Furthermore", + "Thus", + "Though", + "Repeat", + "Then", + "Under" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Likewise", + "Simultaneously", + "Conversely", + "This", + "Along", + "Similarly", + "Consequently", + "Hence", + "Neither", + "Conversely", + "Meanwhile", + "Under", + "Again", + "Therefore", + "Otherwise", + "These", + "Both", + "During", + "Unless", + "Thus", + "By", + "Also", + "But", + "Along", + "And", + "Specifically", + "Same", + "Repeat" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Consequently", + "Likewise", + "These", + "Conversely", + "Neither", + "Simultaneously", + "Similarly", + "Along", + "Therefore", + "Hence", + "During", + "Both", + "Those", + "Meanwhile", + "By", + "Same", + "Again", + "Also", + "Yet", + "Thus", + "Conversely", + "Repeat", + "During", + "THAN", + "Consequently", + "But" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Those", + "Consequently", + "Along", + "These", + "During", + "Likewise", + "Along", + "Conversely", + "Those", + "Both", + "Similarly", + "Simultaneously", + "Under", + "Again", + "Therefore", + "Such", + "Such", + "Whether", + "along", + "During", + "Regardless", + "According" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "Matter", + "The", + "Faces", + "In", + "These", + "A", + "When", + "Under", + "faces", + "For", + "Tension", + "Consequently", + "As", + "Such", + "During", + "Face", + "On", + "It", + "By", + "Another", + "Specifically", + "Across", + "Let", + "respectively", + "Grain", + "To", + "No", + "Wait", + "Along", + "Hot", + "Fine" + ] + } + ], + "logit_surprising": [ + { + "concept": "areas", + "score": 14.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "toward", + "score": 11.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "afect", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "heating", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "prolonged", + "output_checked": true + }, + { + "concept": "ausge", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "facing", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "grud", + "score": 4.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "regions", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "near", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "verw", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "cev", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "underwent", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Matter", + "output_checked": true + }, + { + "concept": "towards", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "wines", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "duke", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "moved", + "output_checked": true + }, + { + "concept": "elsewhere", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "finely", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "analysis", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pressure", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "under", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "annealing", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "surface", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "on", + "output_checked": true + }, + { + "concept": "understanding", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "powder", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "flowed", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "test", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "protruding", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "on", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Listener", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cereal", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "Resolve", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "aberto", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "beats", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "eingesetzt", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "away", + "output_checked": true + }, + { + "concept": "fam", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "moved", + "output_checked": true + }, + { + "concept": "roar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "kerap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "httpClient", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "benchmarking", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "on", + "output_checked": true + }, + { + "concept": "dictionaries", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "away", + "output_checked": true + }, + { + "concept": "reopen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "toch", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "changed", + "output_checked": true + }, + { + "concept": "Jahres", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Matter", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "ilm", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "Hov", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "afl", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "changed", + "output_checked": true + }, + { + "concept": "penj", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "consummate", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "dissection", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "engineering", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "changed", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-04__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Time-dependent deformation under heat 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A heat-resistant alloy accumulated measurable permanent strain with increasing service time. Interfacial pores and wedge-shaped separations were concentrated near the final rupture zone.", + "prompt_tail": "umulated measurable permanent strain with increasing service time. Interfacial pores and wedge-shaped separations were concentrated near the final rupture zone.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-high-temperature-deformation-05", + "carrier_id": null, + "target_family": "high-temperature-deformation", + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 4409, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 5493 + }, + { + "label": "diffusion", + "best_rank": 769, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 1796 + }, + { + "label": "cavity", + "best_rank": 725, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 17650 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "asion", + "orry", + "ients", + "asons", + "ammed", + "leness", + "ilst", + "ials" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "leness", + "ii", + "persons", + "alike", + "dia", + "eded", + "d", + "ion", + "zes", + "eries", + "etc", + "lly", + "ie", + "ued", + "ids", + "ients", + "ses", + "atre", + "zia", + "eness", + "arie", + "oides", + "sic", + "wl", + "persons", + "nti", + "zis" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "persons", + "lle", + "etc", + "defence", + "etc", + "dia", + "thereon", + "sic", + "nti", + "alike", + "oides", + "xd", + "atre", + "dz", + "leness", + "secondly", + "ndo", + "zis", + "apd", + "lly", + "Defence", + "ids", + "ither", + "ii" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thereto", + "herein", + "persons", + "thereon", + "maupun", + "hereafter", + "persons", + "thereof", + "pursuant", + "yses", + "sic", + "therein", + "herewith", + "amente", + "wherein", + "thereafter", + "hereinafter", + "therefrom", + "pertanto", + "ued" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thereto", + "maupun", + "herein", + "persons", + "wherein", + "thereafter", + "oraz", + "thereof", + "pursuant", + "thereon", + "sic", + "thence", + "efectu", + "hereafter", + "Util", + "resultant", + "commenced", + "hereinafter", + "illetve", + "pertanto", + "sowie" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "wherein", + "commenced", + "upon", + "utilized", + "utilizing", + "thereto", + "whilst", + "Util", + "comprised", + "pertaining", + "Furthermore", + "concerning", + "Upon", + "pursuant", + "Upon", + "Additionally", + "thereon", + "subsequently", + "furthermore", + "Approximately", + "whereupon", + "Concerning" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "thereto", + "thence", + "proximate", + "whereupon", + "discernible", + "necessitating", + "subsequently", + "adjoining", + "concomit", + "memoranda", + "characterized", + "utilizing", + "markedly", + "considerable", + "utilized", + "notably", + "vicinity", + "employing", + "examinations", + "requisite", + "heretofore", + "occasioned", + "zijde" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "noteworthy", + "thereto", + "characterized", + "concomit", + "notable", + "pertaining", + "vicinity", + "furthermore", + "concerning", + "aceous", + "toward", + "pertinent", + "Concerning", + "examination", + "considerable", + "Furthermore", + "Moreover", + "cerning", + "discernible", + "thereby", + "wherein", + "presently", + "herein", + "indications", + "markedly" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "proximate", + "characterized", + "noteworthy", + "concomit", + "delineated", + "necessitating", + "discernible", + "periphery", + "concomitant", + "incipient", + "exhibiting", + "etiology", + "notable", + "pertinent", + "assemblages", + "vicinity", + "requisite", + "proximal", + "individus", + "Notably", + "salient", + "utilized", + "individuos", + "aceous", + "indicative", + "characterized", + "Moreover" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "observed", + "metallurgical", + "distal", + "proximate", + "characterized", + "diagnostic", + "observable", + "symptomatic", + "histological", + "etiology", + "subsurface", + "discernible", + "benthic", + "observations", + "indicative", + "exhibiting", + "proximal", + "radiographic", + "exacerbated", + "agglomer", + "delineated", + "morphology", + "observational", + "clustered", + "salient", + "Observations", + "evidentiary", + "morphologies", + "characteristic", + "exhibit" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "symptomatic", + "evidence", + "observed", + "diagnostic", + "exacerbated", + "evidentiary", + "distal", + "etiology", + "observable", + "observed", + "lesions", + "indicative", + "evidencia", + "proximate", + "metallurgical", + "necrosis", + "observations", + "examined", + "evid", + "indicating", + "proximal", + "discernible", + "diagnostic", + "examining", + "histological", + "Observations", + "fissures", + "characteristic" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "symptomatic", + "diagnostic", + "lesions", + "necrosis", + "distal", + "exacerbated", + "Diagnostic", + "diagnostic", + "evidence", + "debris", + "etiology", + "disintegration", + "necrotic", + "observed", + "concentration", + "diagnosis", + "indicating", + "deterioration", + "Diagnostic", + "fissures", + "recovered", + "diagnose", + "Diagnosis", + "scarring", + "Diagnosis", + "ruptured", + "indicating", + "examined", + "defects", + "diagnosed", + "contamination" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "evidence", + "indicating", + "diagnostic", + "suggestive", + "symptomatic", + "observed", + "Evidence", + "lesions", + "indicative", + "necrosis", + "fissures", + "indicating", + "indicates", + "Evidence", + "exacerbated", + "indicate", + "investigated", + "suggesting", + "evid", + "indications", + "Diagnostic", + "characterizing", + "evidencia", + "evident", + "examined", + "recovered", + "debris", + "morphology", + "Pathology", + "Untersuch", + "Diagnostic" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "evidence", + "indicating", + "observed", + "suggesting", + "Evidence", + "indicating", + "indicates", + "Evidence", + "suggestive", + "evidencia", + "indicate", + "indicative", + "symptomatic", + "Observed", + "suggests", + "diagnostic", + "recovered", + "evid", + "lesions", + "indications", + "Observations", + "Diagnosis", + "Untersuch", + "observed", + "evidence", + "Diagnosis", + "Indicates", + "Hinweise", + "sichtbar" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "During", + "During", + "during", + "Furthermore", + "witnesses", + "demonstrations", + "testimonies", + "supporting", + "during", + "Afterwards", + "several", + "advertisements", + "demonstrators", + "publicly", + "accompanying", + "evidence", + "subjects", + "whilst", + "subsequently", + "demonstrating", + "commentators", + "preparatory", + "proponents", + "both", + "characterized", + "simultaneously", + "documentary", + "Ultimately", + "Witnesses", + "while", + "participants" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "During", + "Furthermore", + "Also", + "During", + "Similarly", + "Meanwhile", + "Similarly", + "Conversely", + "Conversely", + "Consequently", + "Ultimately", + "furthermore", + "Also", + "Yet", + "Ultimately", + "whereas", + "Nevertheless", + "Recently", + "Moreover", + "Recently", + "Likewise", + "Eventually", + "Subsequently", + "Previously", + "Frequently", + "Regarding", + "Successfully", + "Initially", + "Eventually", + "Afterwards" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Similarly", + "Conversely", + "Similarly", + "During", + "Meanwhile", + "furthermore", + "Conversely", + "whereas", + "During", + "Alongside", + "Furthermore", + "Likewise", + "conversely", + "Simultaneously", + "There", + "Also", + "Finally", + "Yet", + "Similar", + "Consequently", + "Recently", + "meanwhile", + "Eventually", + "Compared", + "Whereas", + "Subsequently", + "Frequently", + "Subsequent", + "Whereas", + "Despite" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "During", + "furthermore", + "meanwhile", + "conversely", + "Meanwhile", + "During", + "Similarly", + "Similarly", + "whereas", + "lately", + "They", + "Their", + "Compared", + "Whether", + "Finally", + "Furthermore", + "Recently", + "Conversely", + "priori", + "Though", + "Alongside", + "Likewise", + "Equally", + "There", + "Yet", + "Despite", + "Despite", + "Their", + "likewise", + "Simultaneously" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Recently", + "Lately", + "Its", + "Their", + "Meanwhile", + "Yours", + "Conversely", + "Their", + "Yet", + "conversely", + "lately", + "Recent", + "Recently", + "Accordingly", + "They", + "Yet", + "Consequently", + "Recent", + "Conversely", + "These", + "Its", + "elae", + "Compared", + "priori", + "olerance", + "atrical", + "Owing" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Recently", + "Recent", + "Meanwhile", + "Its", + "Consequently", + "Its", + "Compared", + "Lately", + "They", + "Their", + "Moreover", + "Recent", + "Conversely", + "Furthermore", + "Nevertheless", + "Recently", + "furthermore", + "There", + "Hence", + "Moreover", + "Conversely", + "conversely", + "mselves", + "During", + "Their", + "Therefore", + "Yet", + "Hence", + "Nonetheless" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Recently", + "Recent", + "They", + "Lately", + "Consequently", + "Their", + "Meanwhile", + "Recent", + "Compared", + "Its", + "There", + "These", + "Therefore", + "Its", + "Conversely", + "During", + "Nevertheless", + "Recently", + "Yet", + "Their", + "Nonetheless", + "nThe", + "Hence", + "Furthermore", + "furthermore", + "They", + "Regardless", + "Moreover", + "Conversely", + "Another", + "His" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Consequently", + "They", + "Its", + "Recently", + "Likewise", + "These", + "Welcome", + "Hence", + "Moreover", + "Consequently", + "Similarly", + "Recent", + "Conversely", + "ExceptionHandler", + "Threats", + "His", + "Their", + "Meanwhile", + "Except", + "conversely", + "However", + "There", + "Another", + "Yet", + "LessThan", + "Therefore", + "Unless", + "Secondly", + "furthermore" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Secondly", + "UMENT", + "arent", + "WAS", + "opy", + "Aren", + "Tried", + "Arguments", + "Depend", + "Meanwhile", + "Secondly", + "THAN", + "Ships", + "dll", + "Proof", + "balls", + "ErrorMessage", + "Tis", + "Errors" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "UMENT", + "THAN", + "arent", + "Purpose", + "othesis", + "opy", + "Arguments", + "Secondly", + "OGRAPHIC", + "Consequently", + "angkat", + "Ships", + "ukhov", + "Consequently", + "heave", + "Therefore", + "ument", + "Tis", + "ONENT", + "dll", + "iece" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "UMENT", + "subsection", + "ungk", + "hitt", + "ethane", + "angkat", + "Collectors", + "Observers", + "perse", + "Subsection", + "ecer", + "ield", + "Arguments", + "Species" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "Sub", + "Inter", + "His", + "subsection", + "Residual", + "Residual", + "This", + "Sub", + "These", + "Starting", + "Inter", + "The", + "A", + "When", + "Its", + "Diss", + "substrate", + "Incident", + "When", + "sub", + "substring", + "Another", + "Inher", + "Unt", + "His", + "This", + "Det", + "Subsection", + "Starting", + "Thermal", + "Are" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 39374, + 116064, + 140608, + 235652, + 213455, + 199591, + 219660, + 246170, + 218805, + 121320, + 42970, + 50411, + 55511, + 106079, + 167252, + 177097, + 49233, + 16538, + 81697, + 79491, + 51407, + 93197, + 25596, + 4410, + 51879, + 11748 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 105949, + 18145, + 20236, + 96740, + 87811, + 26813, + 44455, + 14404, + 11793, + 21305, + 45603, + 12158, + 7223, + 8328, + 36420, + 99936, + 78102, + 20412, + 34245, + 5523, + 2529, + 770, + 48488, + 20162, + 32590, + 10213 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 127601, + 142422, + 116191, + 146563, + 133970, + 57381, + 16800, + 34808, + 13719, + 2569, + 940, + 726, + 736, + 1410, + 122888, + 198182, + 197217, + 172873, + 227011, + 182900, + 131514, + 163926, + 225715, + 245149, + 249085, + 196827 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 37312, + 218493, + 14245, + 44908, + 243671, + 239926, + 149957, + 86956, + 87022, + 61934, + 28878, + 11907, + 5494, + 17148 + ] + }, + { + "label": "diffusion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 25382, + 35500, + 35648, + 207298, + 90806, + 113260, + 53100, + 11686, + 11124, + 1797, + 3168, + 3657, + 17544, + 8707 + ] + }, + { + "label": "cavity", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 261844, + 251539, + 240228, + 235595, + 166578, + 66593, + 66125, + 17651, + 30885, + 30858, + 68310, + 104912, + 67414, + 31423 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "during", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "temperature", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "because", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "observed", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "were", + "output_checked": true + }, + { + "concept": "cracks", + "score": 9.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "service", + "output_checked": true + }, + { + "concept": "deformation", + "score": 7.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "location", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "exchanger", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "with", + "output_checked": true + }, + { + "concept": "areas", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "concentrated", + "output_checked": true + }, + { + "concept": "duration", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "time", + "output_checked": true + }, + { + "concept": "several", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "became", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "investigations", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Inter", + "output_checked": true + }, + { + "concept": "defects", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "quarters", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "measurable", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "facial", + "output_checked": true + }, + { + "concept": "exposure", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "service", + "output_checked": true + }, + { + "concept": "stages", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "final", + "output_checked": true + }, + { + "concept": "grew", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "accumulating", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "time", + "output_checked": true + }, + { + "concept": "geometry", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "wedge", + "output_checked": true + }, + { + "concept": "voids", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "separations", + "output_checked": true + }, + { + "concept": "failure", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "symptomatic", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "deform", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "near", + "output_checked": true + }, + { + "concept": "example", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "resistant", + "output_checked": true + }, + { + "concept": "inconsistencies", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "near", + "output_checked": true + }, + { + "concept": "accidents", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "wedge", + "output_checked": true + }, + { + "concept": "This", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cookware", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "resistant", + "output_checked": true + }, + { + "concept": "impurities", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "when", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "heating", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "surface", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "whereas", + "score": 3.0, + "best_rank": 8, + "best_depth": 75.6, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "metallic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "porosity", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "subsurface", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "proximate", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "thermal", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Storage", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "quantifiable", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "measurable", + "output_checked": true + }, + { + "concept": "holes", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "disintegration", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "evidence", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tracts", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "both", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "concentrated", + "output_checked": true + }, + { + "concept": "flaws", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "damage", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "within", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "concentrated", + "output_checked": true + }, + { + "concept": "radioactivity", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "measurable", + "output_checked": true + }, + { + "concept": "intersections", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "thermometer", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "wedge", + "output_checked": true + }, + { + "concept": "occurred", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "separations", + "output_checked": true + }, + { + "concept": "used", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "alloy", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "Hail", + "ervan", + "quantos", + "nada", + "Kwa", + "ynitrite", + "wand", + "punkte", + "maneiras", + "yclerView", + "undos", + "anque" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "rid", + "stir", + "Sob", + "reu", + "grac", + "pres", + "lev", + "Cann", + "opat", + "Mannes", + "blot", + "olyte", + "prof", + "Pres", + "trem", + "essional", + "Beg", + "Yuk", + "gag", + "Blanch" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "tons", + "rid", + "opat", + "champ", + "stir", + "essional", + "ums", + "pres", + "dim", + "blot", + "reu", + "lev", + "Clon", + "Pres", + "Sob", + "fam", + "acid", + "nab", + "grac", + "chum" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ilj", + "tfrac", + "champ", + "def", + "olyte", + "essional", + "reu", + "ums", + "Sod", + "chum", + "alk", + "ebu", + "fam", + "ran", + "ilg", + "resc", + "dim", + "Trotz", + "Pres" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ilj", + "tfrac", + "ago", + "dim", + "olyte", + "Reis", + "essional", + "grac", + "champ", + "chum", + "Mani", + "Pres", + "Sod", + "lera", + "Hus", + "Lef", + "ATG", + "dip", + "brink", + "fam" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "WOR", + "hst", + "idence", + "sn", + "ilers", + "amb", + "sol", + "yn", + "sning", + "side", + "Sed", + "susp", + "olare", + "ual", + "Vo", + "atus", + "icot", + "Su", + "fan", + "s", + "det", + "illing", + "ORS", + "terc" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "HI", + "Green", + "Sol", + "Er", + "tool", + "kick", + "nop", + "tools", + "trading", + "OM", + "Rim", + "seq", + "nial", + "Me", + "subset", + "quire" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "side", + "tool", + "sol", + "HI", + "tail", + "Sol", + "trading", + "OM", + "select", + "nop", + "Green", + "NRC", + "kick", + "duct", + "Select", + "Zealand", + "yal", + "turbo" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "select", + "Green", + "side", + "sol", + "Sol", + "tail", + "nop", + "Select", + "record", + "kick", + "tool", + "tools", + "HI", + "chal", + "Er", + "blank", + "Zealand", + "Green", + "bro", + "serial", + "NRC" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "fetch", + "sus", + "linear", + "switch", + "Tos", + "select", + "ettle", + "cdots", + "greet", + "Select", + "subject", + "var", + "common", + "greeting", + "OOSE", + "listener", + "REST", + "side", + "WO", + "Green", + "Einf" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "fetch", + "greet", + "ettle", + "Tos", + "Einf", + "greeting", + "listener", + "racial", + "Otto", + "Gol", + "rgb", + "Tos", + "switch", + "rac", + "Resolve", + "Greet", + "common", + "resolve", + "REST", + "scoped", + "actor", + "Fetch", + "Peter", + "proj", + "RESOL" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "lb", + "ackets", + "ladder", + "odeling", + "easel", + "occa", + "ladder", + "tash", + "rowset", + "addAll", + "anjian", + "BAG", + "ctree", + "Rechnung", + "FORM", + "riline", + "rion", + "PBC", + "amingo", + "spar" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "cama", + "slutt", + "orit", + "dictionaries", + "milion", + "despert", + "chut", + "getId", + "buttonclick", + "lick", + "dieu", + "chung", + "fanbase", + "butts", + "oyam", + "httpClient", + "bosses" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "assol", + "ogado", + "gor", + "kund", + "rotz", + "chut", + "okol", + "holz", + "bedside", + "deka", + "solle", + "god", + "archery", + "God" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "tier", + "verme", + "ausge", + "logique", + "prong", + "Tug", + "hra", + "logical", + "logic", + "Jahres", + "tiered", + "alg", + "Ber", + "sir", + "logical", + "waard", + "wai", + "smith", + "duke" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "spf", + "tier", + "idium", + "Stein", + "idic", + "tti", + "etically", + "lova", + "Roh", + "tier", + "ausge", + "wir", + "waard", + "ectors", + "Warr", + "alm", + "morally", + "verme", + "casilla", + "osp", + "sir", + "sped", + "skips", + "roh" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "spf", + "penj", + "ips", + "Trou", + "contr", + "sint", + "sain", + "diad", + "emies" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "nontrivial", + "Nearby", + "sche", + "Cur", + "endregion", + "transmitted", + "builtin", + "Meanwhile", + "ffiti", + "Boundaries", + "osch", + "scatterplot", + "entanto", + "andet" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "Compared", + "Meanwhile", + "Together", + "these", + "These", + "Overall", + "Interestingly", + "Similarly", + "alike", + "Responses", + "Klu", + "Stri", + "Compared", + "nCurrent", + "There", + "Calc", + "Responses", + "Interests", + "Sus", + "Between", + "Compare", + "Together", + "However", + "Along", + "Between", + "nonetheless", + "meanwhile", + "Thick", + "Stri", + "Excited" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "These", + "These", + "However", + "Consequently", + "these", + "Furthermore", + "meanwhile", + "Simultaneously", + "however", + "although", + "Compared", + "Symptoms", + "Subsequent", + "Analyses", + "Scanning", + "However", + "Though", + "Stress", + "Failure" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "these", + "These", + "Consequently", + "However", + "Nonetheless", + "Furthermore", + "these", + "Simultaneously", + "micrographs", + "Subsequent", + "microstructure", + "Neither", + "Overall", + "consequently", + "Recently", + "nonetheless", + "Analy", + "Symptoms", + "Consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "These", + "Furthermore", + "Consequently", + "However", + "Failure", + "Simultaneously", + "Stress", + "These", + "Subsequent", + "Consequently", + "Similarly", + "furthermore", + "Additionally", + "conversely", + "Although", + "Moreover", + "these", + "consequently", + "Importantly", + "Additionally" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "These", + "These", + "Failure", + "Similarly", + "Simultaneously", + "Consequently", + "Furthermore", + "Neither", + "Both", + "consequently", + "This", + "Therefore", + "Stress", + "these", + "Excessive", + "Conversely", + "However", + "urally", + "Likewise", + "conversely", + "Mechanism", + "Consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "Consequently", + "These", + "Similarly", + "This", + "consequently", + "Both", + "Neither", + "Excessive", + "Simultaneously", + "Therefore", + "Furthermore", + "Failure", + "Consequently", + "urally", + "constitutive", + "Interestingly", + "Conversely", + "correspondingly", + "However", + "conversely", + "these", + "Examining", + "Interestingly", + "Hence", + "Similarly", + "Initially" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "These", + "Both", + "These", + "This", + "Excessive", + "Throughout", + "Consequently", + "Furthermore", + "Similarly", + "consequently", + "Those", + "Therefore", + "urally", + "Preliminary", + "Significant", + "Specifically", + "Experimental", + "Within", + "Internal", + "Mechanisms", + "Simultaneously" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "These", + "This", + "Inter", + "Surface", + "Internal", + "A", + "Furthermore", + "Analysis", + "Strain", + "Initial", + "Failure", + "Heat", + "Stress", + "Wedge", + "In", + "Mechanical", + "Micro", + "Structural", + "Primary", + "Fatigue", + "Local", + "Experimental", + "Thermal", + "Analyzing", + "Service", + "Such", + "Increasing", + "Tissue", + "Fracture", + "High", + "While" + ] + } + ], + "logit_surprising": [ + { + "concept": "temperature", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "increasing", + "output_checked": true + }, + { + "concept": "ausge", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "defects", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "wedge", + "output_checked": true + }, + { + "concept": "crack", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "facial", + "output_checked": true + }, + { + "concept": "impurities", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "measurable", + "output_checked": true + }, + { + "concept": "observed", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "were", + "output_checked": true + }, + { + "concept": "grew", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "deformation", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "location", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "exchanger", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cracks", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "wedge", + "output_checked": true + }, + { + "concept": "duke", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "measurable", + "output_checked": true + }, + { + "concept": "thermometer", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "These", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "after", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "ilm", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "facial", + "output_checked": true + }, + { + "concept": "arose", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "interface", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ceramic", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "resistant", + "output_checked": true + }, + { + "concept": "This", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "stress", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "near", + "output_checked": true + }, + { + "concept": "surface", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "dieu", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "repeated", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "duration", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "service", + "output_checked": true + }, + { + "concept": "investigation", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Inter", + "output_checked": true + }, + { + "concept": "inconsistencies", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "facial", + "output_checked": true + }, + { + "concept": "when", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "this", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "wedge", + "output_checked": true + }, + { + "concept": "areas", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "near", + "output_checked": true + }, + { + "concept": "stages", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "final", + "output_checked": true + }, + { + "concept": "damage", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "measurable", + "output_checked": true + }, + { + "concept": "heating", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "Temperature", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "time", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "bit", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "fles", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "increasing", + "output_checked": true + }, + { + "concept": "beats", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "mailbox", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "service", + "output_checked": true + }, + { + "concept": "chromedp", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Inter", + "output_checked": true + }, + { + "concept": "relevancia", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "ods", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "adet", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "were", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "concentrated", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "final", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "logique", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "Jahres", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Inter", + "output_checked": true + }, + { + "concept": "sende", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "dazu", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "wedge", + "output_checked": true + }, + { + "concept": "Verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-05__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-high-temperature-deformation-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Nonshearable particle obstacles 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A metal matrix contains closely spaced rigid dispersoids that cannot be cut. Moving lattice lines arc between them and leave closed loops around each obstacle.", + "prompt_tail": "A metal matrix contains closely spaced rigid dispersoids that cannot be cut. Moving lattice lines arc between them and leave closed loops around each obstacle.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-particle-strengthening-01", + "carrier_id": null, + "target_family": "particle-strengthening", + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "belongs", + "generated_token_ids": [ + 173894 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 7499, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 8287 + }, + { + "label": "bowing", + "best_rank": 9551, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 577 + }, + { + "label": "strengthening", + "best_rank": 7051, + "best_depth": 56.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 8745 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "asons", + "asion", + "ilst", + "orry", + "alike", + "ammed", + "leness", + "ients", + "ials", + "oba", + "Jews" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "alike", + "ie", + "ii", + "persons", + "zes", + "etc", + "arie", + "eded", + "leness", + "sic", + "zis", + "lly", + "nto", + "d", + "ion", + "ih", + "ses", + "atre", + "eries", + "dia", + "nti", + "ng", + "ued", + "ided", + "ients", + "fty" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "alike", + "etc", + "persons", + "lle", + "etc", + "dll", + "whilst", + "till", + "xd", + "defence", + "ain", + "wanna", + "dia", + "thats", + "thru", + "gotta", + "sic", + "bye", + "upto", + "govt", + "Thats", + "thru", + "lly", + "nto", + "wards", + "atre", + "aid" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "gonna", + "alike", + "persons", + "oides", + "zis", + "atre", + "lle", + "ndo", + "doings", + "ided", + "whilst", + "nda", + "dia", + "isations", + "oris", + "onis", + "yses", + "leness", + "sic", + "wifi", + "centre", + "oths", + "nti", + "cloths", + "iths", + "lly", + "ooi", + "zz", + "zia" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "alike", + "centre", + "whilst", + "gotta", + "centre", + "doings", + "ided", + "persons", + "thats", + "wards", + "stuff", + "atre", + "lle", + "nobody", + "anybody", + "etc", + "ain", + "wanna", + "thru", + "eded", + "sic", + "organise", + "oing", + "thru", + "zis", + "ised", + "edly", + "organisations", + "organised", + "dia" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "gonna", + "alike", + "which", + "towards", + "persons", + "Also", + "whilst", + "thats", + "gotta", + "ided", + "anybody", + "meanwhile", + "AKA", + "towards", + "everybody", + "lle", + "afterwards", + "wanna", + "zcz", + "cause", + "this", + "rons", + "neath", + "ysc", + "furthermore", + "ircle", + "atre", + "ppo", + "oons" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "rons", + "spersed", + "their", + "Their", + "edly", + "members", + "Members", + "themselves", + "nearby", + "pieces", + "wards", + "periods", + "whereupon", + "which", + "them", + "yses", + "mselves", + "ANTES", + "ided", + "edes", + "their", + "iosos", + "they", + "men", + "members", + "They", + "Their", + "landers" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "meanwhile", + "furthermore", + "rons", + "thence", + "spersed", + "likewise", + "ossos", + "edly", + "thereto", + "whereupon", + "indistinct", + "persons", + "scarcely", + "apiece", + "elles", + "jos", + "members", + "sic", + "them", + "uate", + "neither", + "painted", + "uria", + "elingen", + "beitung", + "vieve", + "their" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "geometrically", + "topologically", + "geometria", + "encir", + "geometric", + "topological", + "geometries", + "isotropic", + "hedron", + "fractal", + "Topological", + "ossos", + "geometrical", + "spatially", + "Topology", + "Topology", + "geom", + "neath", + "thence", + "mathematically", + "jectories", + "geometri", + "geometry", + "geomet", + "solit", + "laminar", + "tessel", + "indrical", + "mathemat", + "geometric" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "topologically", + "vorticity", + "fractal", + "vortices", + "spatially", + "geometrically", + "encir", + "characteristic", + "eddies", + "diagram", + "stylized", + "toroidal", + "topological", + "trajectories", + "geometries", + "jectories", + "Topology", + "torus", + "discontinuous", + "laminar", + "meandering", + "psilon", + "swirling", + "nodos", + "idiosyncratic", + "traversing", + "symb", + "isotropic", + "curving", + "spatial", + "diagram" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "topologically", + "geometrically", + "spatially", + "traversing", + "diagram", + "fractal", + "geometries", + "encir", + "discontinuous", + "vortices", + "vorticity", + "observed", + "analogous", + "undisturbed", + "circling", + "symb", + "circumstellar", + "eddies", + "pattern", + "characteristic", + "Topology", + "laminar", + "toroidal", + "ymptotic", + "spatial", + "topological", + "cyclic", + "patterning" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "diagram", + "topologically", + "spatially", + "traversing", + "Diagram", + "diagram", + "analogous", + "diagrams", + "cyclic", + "spatial", + "Diagram", + "characteristic", + "spatial", + "vorticity", + "schematically", + "Feynman", + "observed", + "formation", + "topological", + "circular", + "discontinuous", + "undisturbed", + "geometrically" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "diagram", + "spatially", + "homeomorphic", + "topologically", + "Eulerian", + "pattern", + "toroidal", + "circumstellar", + "centrifugal", + "schematically", + "characteristic", + "Diagram", + "terminating", + "diagram", + "discontinuous", + "characterizing", + "analogous", + "terminate", + "formalism", + "concentric", + "topological", + "diagrams", + "Characteristic", + "enclosing", + "geometrically", + "discontinuities", + "unidirectional" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "pattern", + "diagram", + "describing", + "formalism", + "characteristic", + "diagram", + "characterizing", + "Eulerian", + "describe", + "Pattern", + "Diagram", + "homeomorphic", + "observed", + "Pattern", + "diagrams", + "cursive", + "Characteristic", + "characteristic", + "observed", + "circumstellar" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "who", + "making", + "whereas", + "telling", + "whilst", + "Consequently", + "whereby", + "Furthermore", + "whence", + "furthermore", + "Consequently", + "where", + "several", + "giving", + "while", + "helping", + "atre", + "Also", + "featuring", + "wend", + "further", + "nothing", + "therefore", + "meaning", + "showing", + "adding", + "According", + "asking", + "causing", + "During", + "who" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "whereas", + "Furthermore", + "During", + "Furthermore", + "Similarly", + "furthermore", + "Consequently", + "Conversely", + "whereas", + "Also", + "Consequently", + "likewise", + "meanwhile", + "Eventually", + "wards", + "requently", + "Eventually", + "during", + "this", + "else", + "during", + "Then", + "Also", + "while", + "During", + "According", + "atre", + "lyn", + "wend", + "elson", + "edly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "whereas", + "furthermore", + "Furthermore", + "Similarly", + "meanwhile", + "Conversely", + "whereas", + "while", + "Also", + "Furthermore", + "During", + "occurring", + "presenting", + "Consequently", + "likewise", + "Consequently", + "conversely", + "while", + "happening", + "causing", + "thereby", + "Similarly", + "Meanwhile", + "explaining", + "Meanwhile", + "Conversely", + "Eventually", + "bothering", + "Alongside", + "Also", + "During", + "simultaneously" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "whereas", + "meanwhile", + "furthermore", + "they", + "while", + "They", + "therefore", + "while", + "They", + "theirs", + "secondly", + "During", + "thereby", + "anymore", + "accordingly", + "whereas", + "else", + "thus", + "happening", + "causing", + "whilst", + "alike", + "likewise", + "Secondly", + "tandis", + "which", + "them", + "but" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "whereas", + "meanwhile", + "tandis", + "whereas", + "Unless", + "Consequently", + "Conversely", + "conversely", + "therefore", + "They", + "While", + "Yet", + "Regarding", + "whereupon", + "while", + "They", + "uries", + "During", + "mientras", + "while", + "Meanwhile", + "Whereas", + "thus", + "hence", + "Therefore" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "meanwhile", + "whereas", + "Consequently", + "furthermore", + "Consequently", + "Furthermore", + "hence", + "Conversely", + "Meanwhile", + "whereas", + "therefore", + "They", + "hence", + "Along", + "Along", + "conversely", + "During", + "Hence", + "Furthermore", + "Therefore", + "They", + "Recently", + "Moreover", + "Regarding", + "whereupon", + "thus", + "During", + "Secondly", + "Secondly" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "They", + "furthermore", + "Consequently", + "therefore", + "meanwhile", + "They", + "Therefore", + "Consequently", + "Furthermore", + "whereas", + "hence", + "During", + "Below", + "While", + "Conversely", + "Therefore", + "Meanwhile", + "Along", + "Hence", + "Recently", + "hence", + "Hence", + "Along", + "thus", + "While", + "Please", + "Each", + "During", + "Below", + "Furthermore", + "henceforth" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Secondly", + "furthermore", + "They", + "Hence", + "secondly", + "Therefore", + "Each", + "Though", + "Furthermore", + "Please", + "Consequently", + "While", + "During", + "Unless", + "Unless", + "Secondly", + "During", + "Along", + "Sometimes", + "Likewise", + "Again", + "Below", + "meanwhile", + "However", + "While", + "Obviously", + "Conversely", + "They", + "Similarly", + "Obviously" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Secondly", + "Secondly", + "meanwhile", + "Meanwhile", + "secondly", + "oint", + "They", + "balls", + "pyplot", + "Unless", + "yun", + "Therefore", + "Meanwhile", + "Considering", + "Perhaps", + "furthermore", + "arounds", + "During", + "Furthermore", + "Perhaps", + "Around", + "Below", + "othesis", + "yez", + "etzen", + "herum", + "Please", + "They", + "Below", + "weisen" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Secondly", + "Secondly", + "meanwhile", + "Meanwhile", + "Whereas", + "secondly", + "Considering", + "ONENT", + "Therefore", + "oint", + "Please", + "ozer", + "THAN", + "Brief", + "Furthermore", + "Similarly", + "Meanwhile", + "Assuming", + "furthermore", + "Unless", + "etzen", + "SCHEMA", + "They", + "pyplot", + "yun", + "Adding", + "oward", + "balls" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Secondly", + "Considering", + "Secondly", + "Please", + "ozer", + "oad", + "Meanwhile", + "arounds", + "blade", + "Heading", + "mselves", + "meanwhile", + "secondly", + "Additionally", + "achen", + "Considering", + "heading", + "Between", + "enzie", + "Knowing", + "ibir", + "Visiting", + "Schemes", + "sepen", + "ONENT", + "ellen", + "erta" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "belongs", + "Secondly", + "observe", + "meet", + "Adding", + "below", + "The", + "bar", + "If", + "assume", + "radial", + "oad", + "item", + "load", + "Another", + "set", + "falls", + "discard", + "display", + "skip", + "Please", + "embed", + "experimental", + "loads", + "Secondly", + "members", + "bullet", + "blade", + "falling", + "at", + "larger", + "please" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 70571, + 211886, + 207413, + 173144, + 165517, + 87186, + 37645, + 18808, + 14256, + 7518, + 7500, + 9402, + 9031, + 20292, + 8042, + 44462, + 49236, + 114718, + 80903, + 48882, + 51806, + 52539, + 67925, + 40584, + 45203, + 22088 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 232296, + 212619, + 153471, + 84243, + 46842, + 41745, + 17956, + 65839, + 21579, + 10171, + 9552, + 44595, + 40732, + 54363, + 36132, + 77384, + 52419, + 74112, + 144212, + 86287, + 53436, + 30299, + 37658, + 23249, + 130078, + 142661 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 199561, + 207985, + 186666, + 173200, + 227700, + 124050, + 48280, + 93820, + 175650, + 141490, + 155440, + 142024, + 55969, + 139703, + 7052, + 70855, + 9904, + 34033, + 136752, + 50904, + 58001, + 32055, + 16261, + 24484, + 12880, + 15241 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 31760, + 103724, + 129853, + 118937, + 67979, + 208866, + 234795, + 130394, + 40086, + 56726, + 33362, + 35529, + 15788, + 8288 + ] + }, + { + "label": "bowing", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 137687, + 76127, + 765, + 578, + 197965, + 13705, + 1007, + 11886, + 19506, + 32472, + 24206, + 41116, + 56737, + 71678 + ] + }, + { + "label": "strengthening", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 250759, + 69966, + 92793, + 133601, + 160347, + 73100, + 15003, + 68957, + 25879, + 26561, + 48856, + 8746, + 45450, + 53523 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 20.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "be", + "output_checked": true + }, + { + "concept": "these", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "between", + "output_checked": true + }, + { + "concept": "whereas", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "which", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "particles", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "several", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "individuals", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "mineral", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "dispers", + "output_checked": true + }, + { + "concept": "alloy", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "became", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "then", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "numerous", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "closely", + "output_checked": true + }, + { + "concept": "this", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Moving", + "output_checked": true + }, + { + "concept": "causing", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "them", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "geometry", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "immovable", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "rigid", + "output_checked": true + }, + { + "concept": "indestructible", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "began", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "that", + "output_checked": true + }, + { + "concept": "directly", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "when", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "loops", + "output_checked": true + }, + { + "concept": "They", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "one", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "each", + "output_checked": true + }, + { + "concept": "fibers", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "designed", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "oids", + "output_checked": true + }, + { + "concept": "impede", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "that", + "output_checked": true + }, + { + "concept": "through", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "diffract", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "trails", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "leave", + "output_checked": true + }, + { + "concept": "nearby", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "them", + "output_checked": true + }, + { + "concept": "diagram", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "clusters", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "oxides", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "dispers", + "output_checked": true + }, + { + "concept": "cutter", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cut", + "output_checked": true + }, + { + "concept": "individually", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "each", + "output_checked": true + }, + { + "concept": "impurities", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "closed", + "output_checked": true + }, + { + "concept": "would", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "never", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "leave", + "output_checked": true + }, + { + "concept": "members", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "removed", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "be", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "achieved", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "electrodes", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "withstand", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "circles", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "closed", + "output_checked": true + }, + { + "concept": "deform", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "composites", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "particle", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "each", + "output_checked": true + }, + { + "concept": "was", + "score": 2.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "sufficiently", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "blade", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cut", + "output_checked": true + }, + { + "concept": "obstruction", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "curving", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "arc", + "output_checked": true + }, + { + "concept": "electrically", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "between", + "output_checked": true + }, + { + "concept": "clustered", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "them", + "output_checked": true + }, + { + "concept": "traversing", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "intersecting", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "loops", + "output_checked": true + }, + { + "concept": "encir", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "around", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "nada", + "mull", + "ervan", + "quantos", + "Hail", + "undos", + "punkte", + "Kwa", + "wand", + "trump" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "trem", + "stir", + "grac", + "Mannes", + "tons", + "lev", + "opat", + "Beg", + "reu", + "Sob", + "pres", + "Cole", + "ment", + "Pari", + "Cann", + "Yuk", + "snag", + "Pres" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "rid", + "Auff", + "ums", + "blot", + "stir", + "Sue", + "trem", + "rock", + "alk", + "lev", + "grac", + "Reis", + "byt", + "Mannes", + "tun", + "dre", + "plo", + "dim", + "Humphrey", + "pres", + "ment", + "Dru", + "nguy" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Reis", + "Langer", + "def", + "ago", + "tun", + "tfrac", + "champ", + "sinn", + "chun", + "grac", + "rum", + "Cole", + "usan", + "Mani", + "Sesam", + "alk", + "chum", + "chn", + "plo", + "Trotz", + "Trag" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "ago", + "grac", + "ilers", + "Langer", + "riv", + "dim", + "Mani", + "Cole", + "sinn", + "olyte", + "tfrac", + "Frem", + "Mannes", + "Rec", + "Beet", + "Pov", + "glob" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Su", + "rem", + "ilers", + "Vo", + "yn", + "VERE", + "ual", + "Rem", + "oben", + "det", + "Rem", + "sn", + "atus", + "hst", + "su", + "wyst", + "ae", + "WOR", + "Tr", + "side", + "Sed", + "Vla", + "susp" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "dal", + "duct", + "tools", + "kick", + "tool", + "Sol", + "Green", + "demos", + "ual", + "rem", + "contr", + "HI", + "Werk", + "lim", + "direct", + "boom", + "konto" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "sol", + "dal", + "tool", + "kick", + "Green", + "dad", + "demos", + "remen", + "Stylesheet", + "tail", + "truncate", + "duct", + "rem", + "simple", + "HI", + "OHC", + "Sol", + "Werk" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "sol", + "blank", + "kick", + "tools", + "record", + "Sol", + "serial", + "Green", + "HI", + "rem", + "tool", + "tail", + "MI", + "isable", + "demos", + "simple", + "remen", + "select", + "Select", + "lives" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "linear", + "subject", + "greeting", + "data", + "lives", + "select", + "proj", + "greet", + "tattoo", + "sus", + "MOVIE", + "Greeting", + "remen", + "Green", + "WO", + "ettle", + "VERT", + "OOSE", + "dynamic", + "tter", + "discuss" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Greet", + "greet", + "data", + "subject", + "lives", + "greeting", + "MOVIE", + "Movie", + "Lives", + "RECE", + "Select", + "SERVICE", + "CUSTOM", + "fell", + "CERT", + "true", + "Fetch", + "Quest", + "ettle", + "proj", + "toc", + "peacefully", + "Tos", + "Einf", + "resco", + "usel", + "SUBJECT", + "dire" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "fewest", + "tek", + "tread", + "Rechnung", + "meli", + "ucar", + "stein", + "ei", + "ocap", + "ema", + "ekan", + "alh", + "aware", + "epar", + "uri", + "beats", + "itas", + "tek", + "MISS", + "ecer", + "ozzi", + "ety", + "yd", + "stit", + "Hart", + "PAS" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "shake", + "lick", + "authenticate", + "gelegen", + "cribable", + "playlists", + "kulit", + "restart", + "CHRIST", + "httpClient", + "BL", + "replay", + "buttonclick" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "deka", + "God", + "toch", + "owes", + "kund", + "assol", + "god", + "dzie", + "ogado", + "brus", + "punt", + "rotz", + "chitz", + "grud", + "berk", + "rivol" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "prong", + "Jahres", + "logique", + "ricost", + "muh", + "Dug", + "ques", + "igste", + "tier", + "teren", + "render", + "render", + "libros", + "gav" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "wir", + "afect", + "halk", + "tier", + "spf", + "osp", + "dlatego", + "spf", + "duke", + "jsr", + "weave", + "tti", + "Stein", + "osphere", + "Versions", + "daran", + "berp", + "dazu", + "ectors", + "kast", + "ips", + "gav", + "kah" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "swirl", + "baik", + "casilla", + "tab", + "STRUCT", + "kernel" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "localObject", + "underlying", + "sleep", + "riser", + "bunlar", + "TreeNode" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "while", + "mientras", + "meanwhile", + "enquanto", + "whereas", + "Similarly", + "Similarly", + "illustration", + "Secondly", + "tandis", + "mentre", + "imaged", + "image", + "sedangkan", + "thus", + "Meanwhile", + "secondly", + "aim", + "whilst", + "occurrence", + "impurity", + "eddy" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "meanwhile", + "therefore", + "Consequently", + "while", + "hence", + "thus", + "irken", + "thereby", + "imaged", + "respectively", + "Meanwhile", + "consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "therefore", + "thereby", + "hence", + "Consequently", + "meanwhile", + "nPlease", + "irken", + "while", + "ipsych", + "thus", + "respectively", + "imaged", + "Therefore", + "thanks", + "oyle", + "whose" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "com", + "secondly", + "Secondly", + "xlsx", + "html", + "txt", + "aspx", + "Except", + "thereby", + "Obviously", + "Simultaneously", + "Unless", + "php", + "Furthermore", + "Cause", + "Secondly", + "png", + "assuming", + "exe", + "Consequently", + "preferably", + "But", + "Therefore", + "During", + "furthermore" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Secondly", + "Secondly", + "secondly", + "com", + "Assuming", + "Meanwhile", + "ipynb", + "begin", + "meanwhile", + "shtml", + "Judging", + "Therefore", + "pyplot", + "Repeat", + "aspx", + "setType", + "parte", + "Assuming", + "During", + "Assume", + "html", + "Please", + "Certain", + "Issues" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Secondly", + "Secondly", + "Assuming", + "secondly", + "Meanwhile", + "setType", + "Therefore", + "etera", + "Assuming", + "Each", + "During", + "Otherwise", + "shtml", + "begin", + "Considering", + "Judging", + "com", + "Assume", + "aspx", + "meanwhile", + "etzen", + "Along", + "Judging", + "These", + "But", + "subsection", + "Budget" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Secondly", + "etera", + "Considering", + "Secondly", + "Assuming", + "secondly", + "elen", + "shtml", + "Judging", + "Therefore", + "Please", + "oad", + "Once", + "Otherwise", + "During", + "heading", + "Assuming", + "mselves", + "arrow", + "ilde", + "setType", + "Additionally", + "Considering", + "Below", + "atel", + "ever", + "html" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "If", + "The", + "Based", + "Assuming", + "For", + "When", + "Below", + "These", + "Please", + "Wait", + "Since", + "Another", + "However", + "below", + "Judging", + "But", + "build", + "In", + "Once", + "Given", + "ensure", + "et", + "in", + "building", + "Let", + "Building", + "Going", + "Secondly", + "Therefore", + "During", + "No" + ] + } + ], + "logit_surprising": [ + { + "concept": "particles", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "rigid", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "ausge", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "these", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Moving", + "output_checked": true + }, + { + "concept": "alloy", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "God", + "score": 4.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "because", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "them", + "output_checked": true + }, + { + "concept": "easily", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "be", + "output_checked": true + }, + { + "concept": "therefore", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "deform", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "composite", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "ceramic", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "fibers", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "dispersed", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "oids", + "output_checked": true + }, + { + "concept": "through", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "causing", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "them", + "output_checked": true + }, + { + "concept": "particle", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "each", + "output_checked": true + }, + { + "concept": "tek", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "closed", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "rigid", + "output_checked": true + }, + { + "concept": "boo", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "loops", + "output_checked": true + }, + { + "concept": "cev", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "between", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "ilm", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Moving", + "output_checked": true + }, + { + "concept": "some", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "imparts", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "that", + "output_checked": true + }, + { + "concept": "undergo", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "removed", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "be", + "output_checked": true + }, + { + "concept": "These", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "while", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "oids", + "output_checked": true + }, + { + "concept": "one", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "each", + "output_checked": true + }, + { + "concept": "behind", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "leave", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "impede", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "that", + "output_checked": true + }, + { + "concept": "deformed", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "be", + "output_checked": true + }, + { + "concept": "diffract", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "trails", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "leave", + "output_checked": true + }, + { + "concept": "Secondly", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Similar", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Lef", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "between", + "output_checked": true + }, + { + "concept": "samym", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "them", + "output_checked": true + }, + { + "concept": "roul", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "fewest", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cut", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "desempe", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "przyp", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "arc", + "output_checked": true + }, + { + "concept": "httpClient", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "berk", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "chut", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "arc", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "them", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "rigid", + "output_checked": true + }, + { + "concept": "ques", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "around", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "lobe", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "dispers", + "output_checked": true + }, + { + "concept": "duke", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "closed", + "output_checked": true + }, + { + "concept": "ips", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "each", + "output_checked": true + }, + { + "concept": "kih", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "swirl", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "them", + "output_checked": true + }, + { + "concept": "datasheet", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "metal", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-01__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Nonshearable particle obstacles 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "After aging, a dense population of hard nanoscale particles raises the stress required for plastic flow. Electron microscopy shows rings encircling the particles after deformation.", + "prompt_tail": " population of hard nanoscale particles raises the stress required for plastic flow. Electron microscopy shows rings encircling the particles after deformation.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-particle-strengthening-02", + "carrier_id": null, + "target_family": "particle-strengthening", + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "black", + "generated_token_ids": [ + 8916 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 2490, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 5996 + }, + { + "label": "bowing", + "best_rank": 6434, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 392 + }, + { + "label": "strengthening", + "best_rank": 2193, + "best_depth": 56.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 2390 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "asion", + "orry", + "alike", + "asons", + "ilst", + "behalf", + "leness", + "together", + "ients", + "eles", + "oba", + "ammed", + "aray" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "persons", + "etc", + "arie", + "eded", + "leness", + "sic", + "zis", + "d", + "ii", + "ients", + "zes", + "ion", + "ie", + "ued", + "ses", + "atre", + "zia", + "eness", + "alike", + "dia", + "yses", + "persons", + "lly", + "nto", + "t" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "persons", + "etc", + "lle", + "etc", + "sic", + "xd", + "atre", + "thereof", + "dz", + "dia", + "thru", + "oides", + "dll", + "nti", + "zis", + "lly", + "ients", + "vs", + "alike", + "ndo", + "d", + "ie", + "ids", + "dia", + "Also", + "ILD" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "oides", + "yses", + "persons", + "edly", + "sic", + "psis", + "lle", + "alike", + "zis", + "ued", + "gonna", + "hin", + "edes", + "leness", + "maupun", + "hiy", + "ided", + "ients", + "aken", + "eness", + "aska", + "thereon", + "cedures", + "eded", + "ydia", + "AKA", + "eways" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "gonna", + "sic", + "edly", + "alike", + "maupun", + "AKA", + "eded", + "ided", + "oraz", + "yses", + "zis", + "doings", + "ct", + "ued", + "ients", + "sowie", + "htm", + "bzw", + "efectu", + "ow", + "ially", + "lle", + "oides", + "ydia", + "stuffs", + "atre" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "Also", + "gonna", + "thereon", + "AKA", + "also", + "wherein", + "afterwards", + "oides", + "yses", + "indications", + "sic", + "Concerning", + "which", + "ided", + "ysc", + "eyer", + "thereafter", + "furthermore", + "upon", + "website", + "towards", + "whilst", + "lle", + "pertaining", + "maupun", + "persons", + "ircle", + "according" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "afterward", + "later", + "nearby", + "indications", + "afterwards", + "toward", + "shortly", + "ANTES", + "also", + "persons", + "which", + "noticeable", + "suggesting", + "noted", + "members", + "possibly", + "rons", + "viewer", + "notes", + "Also", + "indicating", + "physicians", + "thereafter", + "Additionally", + "oides", + "later", + "coworkers", + "noticeably", + "elingen", + "depictions", + "engel", + "signs" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "persons", + "furthermore", + "indications", + "alike", + "indicating", + "Moreover", + "elingen", + "Concerning", + "thereto", + "cerning", + "histologic", + "also", + "whereas", + "rons", + "likewise", + "pertaining", + "noteworthy", + "cytometry", + "sequently", + "idae", + "indication", + "thereon", + "afterward", + "gynec", + "suggesting", + "besides", + "depict", + "lately", + "noticeable", + "presently", + "Additionally" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "photograph", + "micrograph", + "microscopy", + "indicating", + "Moreover", + "discoloration", + "photore", + "morphologies", + "morphology", + "coloration", + "histologic", + "micrographs", + "Microscopy", + "decolor", + "depict", + "acial", + "suggestive", + "histological", + "Morphology", + "discolor", + "fotograf", + "fluorescence", + "indications", + "bluish", + "suggesting", + "indistinct", + "indicating", + "ossos", + "scientific", + "pigments" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "observed", + "visible", + "micrograph", + "microscopy", + "evidence", + "photograph", + "indicating", + "photore", + "micrographs", + "spectrosc", + "exhibiting", + "spectroscopic", + "indicating", + "photographic", + "suggestive", + "histological", + "observations", + "exhibit", + "observable", + "photographs", + "fotograf", + "osserv", + "researchers", + "visible", + "diagnostic", + "diagram", + "observation" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "evidence", + "observed", + "visible", + "suggestive", + "indicating", + "unexplained", + "discoloration", + "micrograph", + "micrographs", + "suggesting", + "observable", + "osserv", + "evidence", + "inexplicable", + "diagnostic", + "spectrosc", + "microscopy", + "spectroscopic", + "evidencia", + "observed", + "photore", + "indicating", + "observation", + "visible", + "evid", + "exhibiting" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicating", + "indicating", + "evidence", + "observed", + "suggesting", + "suggestive", + "indicate", + "demonstrating", + "microscopy", + "indications", + "menunjukkan", + "exhibiting", + "signifying", + "visible", + "indicates", + "indicative", + "subsurface", + "discoloration", + "evid", + "evidence", + "visualizing", + "micrograph", + "observations", + "visible", + "morphology", + "Evidence", + "testifying" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "suggesting", + "suggestive", + "indicating", + "indicative", + "evidence", + "observed", + "indicate", + "indicates", + "microscopy", + "signifying", + "micrograph", + "suggests", + "denoting", + "testifying", + "apparently", + "evid", + "demonstrating", + "indications", + "illustrating", + "distinguishing", + "suggest", + "exhibiting", + "hypothesized", + "evidencia", + "microstructure", + "superimposed", + "intramolecular", + "visualizing", + "micrographs", + "Microscopy", + "morphogenesis" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "suggesting", + "signifying", + "indicating", + "suggestive", + "symbolizing", + "hinting", + "indicates", + "suggests", + "indicative", + "implying", + "signifies", + "denoting", + "signify", + "symbolize", + "evidence", + "diagram", + "indicate", + "visible", + "visible", + "indication", + "revealing", + "depicting", + "Formation", + "symbolism", + "symbolizes", + "visualizing", + "Hinweise", + "sichtbar" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "suggesting", + "who", + "therefore", + "whereas", + "indicating", + "furthermore", + "also", + "because", + "hence", + "Also", + "whereby", + "implying", + "secondly", + "Afterwards", + "whereupon", + "symbolizing", + "Also", + "meaning", + "Furthermore", + "where", + "although", + "showing", + "helping", + "suggests", + "Furthermore", + "therefore", + "whence" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "Also", + "Also", + "Furthermore", + "Furthermore", + "whereas", + "meanwhile", + "Meanwhile", + "likewise", + "Similarly", + "Moreover", + "Likewise", + "Secondly", + "Afterwards", + "whereas", + "else", + "Then", + "therefore", + "Therefore", + "sequently", + "Similarly", + "accordingly", + "also", + "Meanwhile", + "Consequently", + "cially" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "Also", + "whereas", + "Similarly", + "Similarly", + "conversely", + "Also", + "meanwhile", + "Conversely", + "Then", + "Meanwhile", + "likewise", + "Furthermore", + "Likewise", + "Secondly", + "Conversely", + "accordingly", + "secondly", + "Afterwards", + "else", + "therefore", + "Yet", + "Consequently", + "Likewise", + "Therefore", + "Then", + "Moreover" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "conversely", + "During", + "Meanwhile", + "These", + "These", + "Finally", + "During", + "whereas", + "Finally", + "Though", + "secondly", + "Likewise", + "Perhaps", + "Similarly", + "Perhaps", + "these", + "while", + "They", + "Though", + "Similarly", + "tandis", + "Alongside", + "during", + "although", + "Furthermore", + "Probably", + "Secondly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "whereas", + "meanwhile", + "conversely", + "These", + "During", + "During", + "Meanwhile", + "lately", + "Conversely", + "Lately", + "Compared", + "Yet", + "microscopy", + "elae", + "They", + "Though", + "Considering", + "Atm", + "They", + "Though", + "Upon" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "They", + "During", + "During", + "Meanwhile", + "They", + "These", + "Its", + "Imaging", + "Conversely", + "Upon", + "Their", + "meanwhile", + "Compared", + "Conversely", + "conversely", + "These", + "Upon", + "Microscopy", + "Their", + "Shouldn", + "Furthermore", + "Recent", + "microscopy", + "mselves", + "whereas", + "Consequently", + "Recent", + "Consequently", + "Yet", + "Considering", + "Regarding" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "They", + "These", + "They", + "Their", + "During", + "During", + "These", + "Their", + "Conversely", + "Upon", + "Meanwhile", + "Recent", + "Conversely", + "Though", + "Compared", + "conversely", + "While", + "Consequently", + "Recent", + "Therefore", + "While", + "Its", + "Furthermore", + "Upon", + "Both", + "Recently", + "Imaging", + "mselves", + "Lately", + "Shouldn" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "They", + "These", + "Furthermore", + "Secondly", + "Upon", + "Though", + "conversely", + "Conversely", + "They", + "View", + "coli", + "endum", + "Likewise", + "These", + "Observe", + "Viewing", + "Alternatively", + "Both", + "Similarly", + "Didn", + "secondly", + "Brief", + "When", + "ockets", + "Conversely", + "furthermore" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "They", + "These", + "json", + "balls", + "mselves", + "They", + "js", + "These", + "pylori", + "Secondly", + "Secondly", + "plet", + "arz", + "WAS", + "UMENT", + "Mere", + "Aren", + "php", + "rive", + "conversely", + "Errors", + "blit" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "plet", + "UMENT", + "rive", + "blit", + "balls", + "arrow", + "mares", + "fler", + "opy", + "svg", + "mselves", + "These", + "pylori", + "js", + "json", + "php", + "bit", + "meter", + "coli", + "Secondly", + "rief" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "jt", + "blit", + "itl", + "UMENT", + "icular", + "VI", + "fler", + "jsp", + "ector", + "black", + "slide", + "pylori", + "sprites", + "Arguments", + "slide" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "black", + "When", + "when", + "These", + "when", + "bl", + "internal", + "Black", + "subs", + "It", + "blit", + "blas", + "bd", + "During", + "kinetic", + "internally", + "When", + "itl", + "Black", + "Lunar", + "They", + "de", + "Choosing", + "experimental", + "This", + "Aer", + "And", + "black", + "Nature", + "RC", + "Nuclear", + "during" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 68310, + 156332, + 175435, + 106993, + 107565, + 52500, + 14694, + 4408, + 1620, + 3274, + 3390, + 2491, + 11013, + 14200, + 29640, + 133235, + 134788, + 173050, + 62843, + 11518, + 10570, + 30417, + 52874, + 36046, + 44448, + 6711 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 235815, + 222616, + 165115, + 120635, + 57392, + 38184, + 3880, + 23176, + 18554, + 11437, + 6435, + 43492, + 83334, + 74824, + 23118, + 142442, + 160833, + 124189, + 86290, + 77660, + 37648, + 37148, + 26423, + 54578, + 73153, + 122518 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 203432, + 214491, + 220600, + 233883, + 234256, + 162405, + 22167, + 90350, + 52359, + 22370, + 29949, + 11009, + 22983, + 17736, + 2194, + 87176, + 21339, + 14831, + 107126, + 8651, + 7788, + 56417, + 45707, + 37499, + 10828, + 13796 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 22296, + 196127, + 182721, + 208020, + 116744, + 201673, + 205093, + 44061, + 127989, + 16590, + 5997, + 27204, + 9062, + 13104 + ] + }, + { + "label": "bowing", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 136907, + 90248, + 2016, + 393, + 235605, + 70254, + 21593, + 11564, + 1534, + 16157, + 2494, + 29043, + 78069, + 114651 + ] + }, + { + "label": "strengthening", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 227686, + 95340, + 124327, + 87063, + 246873, + 228908, + 112439, + 65642, + 5153, + 4217, + 2391, + 4139, + 17212, + 13988 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "indicating", + "score": 11.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "these", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "cling", + "output_checked": true + }, + { + "concept": "which", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "individuals", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "density", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "raises", + "output_checked": true + }, + { + "concept": "and", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "viscosity", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "challenges", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "raises", + "output_checked": true + }, + { + "concept": "reveals", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "neurons", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "scientists", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "several", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "raises", + "output_checked": true + }, + { + "concept": "became", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "that", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "resistive", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "for", + "output_checked": true + }, + { + "concept": "nearby", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "whereas", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ",", + "output_checked": true + }, + { + "concept": "They", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ductile", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "micrograph", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Electron", + "output_checked": true + }, + { + "concept": "anillos", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rings", + "output_checked": true + }, + { + "concept": "circumferential", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "encir", + "output_checked": true + }, + { + "concept": "evidence", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "threshold", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "required", + "output_checked": true + }, + { + "concept": "plasticity", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "for", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "isn", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "significantly", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "process", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "accumulates", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 3.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "densely", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "population", + "output_checked": true + }, + { + "concept": "stubborn", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "nanoparticles", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "pressure", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "activation", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "for", + "output_checked": true + }, + { + "concept": "adulthood", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "increased", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "photography", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Electron", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "demonstrations", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Electron", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "affecting", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "encir", + "output_checked": true + }, + { + "concept": "confronting", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "for", + "output_checked": true + }, + { + "concept": "difficulty", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "them", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "for", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "their", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "for", + "output_checked": true + }, + { + "concept": "exponentially", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "spheres", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "questioning", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "After", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 2, + "best_depth": 48.8, + "near_token": "raises", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "After", + "output_checked": true + }, + { + "concept": "physiological", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "nanom", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "nanoscale", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "quantos", + "Kwa", + "ervan", + "anque", + "Hail", + "wand", + "cred", + "undos", + "trump", + "cro", + "punkte" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "lev", + "grac", + "stir", + "tons", + "Cann", + "Sob", + "trem", + "Mannes", + "pres", + "channel", + "reu", + "Pres", + "Prote", + "essional", + "snag", + "prof", + "opat", + "ment", + "ago", + "Cole" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "lev", + "Pres", + "chum", + "rid", + "reu", + "mull", + "Reis", + "pres", + "acid", + "Cock", + "grac", + "snag", + "Clon", + "rock", + "blot", + "rust", + "assunto", + "stir", + "ums", + "glob", + "hler", + "Rid" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ago", + "Reis", + "champ", + "def", + "Sesam", + "Pres", + "tfrac", + "alez", + "glob", + "onn", + "chun", + "resc", + "modes", + "chum", + "Mam", + "complement", + "olyte", + "Erb", + "essional", + "Lef" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "dip", + "glob", + "Mani", + "olyte", + "essional", + "grac", + "champ", + "Grac", + "rock", + "onn", + "Reis", + "Erb", + "tfrac", + "Pres" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "Vo", + "ilers", + "Su", + "yn", + "det", + "VERE", + "su", + "sol", + "hst", + "amb", + "ual", + "oben", + "illing", + "terc", + "susp", + "Er", + "sn", + "Ih", + "ORS", + "Rem" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "tools", + "side", + "HI", + "tool", + "kick", + "bro", + "don", + "Werk", + "rem", + "Green", + "Sol", + "remen", + "Er", + "simple", + "contr", + "contr", + "turbo", + "trading", + "Rim", + "verz", + "seq" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "tool", + "HI", + "side", + "kick", + "remen", + "rem", + "sol", + "lives", + "mei", + "tail", + "serial", + "Werk", + "bro", + "ORS", + "Green", + "pipeline", + "demos", + "trading", + "select" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "serial", + "kick", + "sol", + "tail", + "lives", + "record", + "HI", + "select", + "tools", + "Green", + "tool", + "remen", + "Select", + "Sol", + "Prot", + "bro", + "linear", + "uct", + "konto", + "nop" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "subject", + "fetch", + "Select", + "lives", + "listener", + "select", + "sus", + "greet", + "tattoo", + "OOSE", + "cdots", + "data", + "common", + "Tos", + "discussed", + "Listener", + "contact", + "cere", + "greeting", + "CIP", + "switch", + "tools", + "SRS" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "subject", + "greet", + "Greet", + "switch", + "listener", + "lives", + "ettle", + "Tos", + "tts", + "Listener", + "linear", + "itivity", + "speaker", + "cere", + "RECE", + "Otto", + "Tos", + "SRS", + "fetch", + "greeting", + "credits", + "CIP", + "CRED" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ladder", + "step", + "tread", + "hus", + "shot", + "bros", + "pch", + "emphasis", + "restart", + "lb", + "alh", + "elang", + "repeat", + "ladder", + "header", + "repe", + "MAIL", + "lab", + "bag", + "choice", + "zab", + "type" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "playlists", + "pelanggan", + "wales", + "oyam", + "dieu", + "httpClient", + "restart", + "backlit", + "cama", + "Dunes", + "bola", + "getId", + "buttonclick", + "abgeschlossen", + "kulit", + "Dong", + "pickle", + "zhang", + "errichtet", + "verpflichtet", + "theit" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "grud", + "okol", + "toch", + "brus", + "god", + "viol", + "zgod", + "ogado", + "Dlatego", + "focusable", + "defer", + "assol", + "solle" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "lli", + "logic", + "prong", + "dabei", + "Jahres", + "logique", + "logical", + "wise", + "weib", + "Jaz", + "logical", + "afect", + "tier", + "wij", + "Dadurch", + "ausge", + "logic" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "wir", + "tti", + "welt", + "cii", + "lli", + "thereof", + "afect", + "wij", + "etically", + "dum", + "eston", + "ectors", + "spf", + "Jaz", + "ospel", + "ausge" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "arquitet", + "ichel", + "contr", + "contre", + "coordenadas", + "baik", + "arquitectura", + "wake" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "diambil", + "whiskers", + "interiors", + "andet", + "strcpy", + "lewat", + "cantilever", + "probes", + "horizontally", + "radios", + "Peters", + "musical", + "spatially", + "warp", + "acoust" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "imaging", + "Similarly", + "Similarly", + "musically", + "simultaneously", + "nThe", + "latter", + "These", + "deduct", + "Simultaneously", + "these", + "lately", + "imaged", + "audio", + "whereas", + "Meanwhile", + "These", + "Imaging", + "traditionally", + "imaging", + "weekly", + "acoust", + "nowadays", + "Conversely", + "mselves", + "Secondly", + "dee", + "views", + "synthes" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Microscopy", + "microscopy", + "Consequently", + "meanwhile", + "Consequently", + "Simultaneously", + "Meanwhile", + "Imaging", + "imaged", + "imaging", + "Imaging", + "Phot", + "simultaneously", + "Microsc", + "conversely", + "accordingly", + "Phot", + "SetFloat", + "consequently", + "Mic", + "Conversely", + "correspondingly", + "Conversely", + "Subsequently", + "Mechanical", + "latter" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Microscopy", + "Similarly", + "Imaging", + "microscopy", + "Consequently", + "correspondingly", + "conversely", + "Nan", + "These", + "Consequently", + "imaging", + "imaged", + "Historically", + "schematically", + "Imaging", + "Recently", + "nowadays", + "Conversely", + "mselves", + "mpl", + "These", + "During", + "accordingly", + "lately", + "Likewise", + "micrograph" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "conversely", + "Historically", + "traditionally", + "Stat", + "Conversely", + "Subs", + "ingly", + "nowadays", + "Otherwise", + "htm", + "And", + "These", + "unlike", + "microscope", + "historically", + "Microscopy", + "Posters", + "Secondly", + "alternatively", + "Initially", + "correspondingly", + "Embry", + "Traditionally", + "Similarly" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "conversely", + "Meanwhile", + "meanwhile", + "Secondly", + "traditionally", + "And", + "ingly", + "balls", + "json", + "secondly", + "Subs", + "ball", + "Errors", + "Historically", + "These", + "urally", + "correspondingly", + "mselves", + "microscope", + "ibals", + "ihilation", + "ield", + "black" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "ball", + "secondly", + "These", + "During", + "json", + "traditionally", + "Brains", + "wind", + "othesis", + "hline", + "ingly", + "microscope", + "these", + "Secondly", + "mselves", + "Meanwhile", + "htm", + "These", + "Subtract", + "black" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "During", + "ately", + "meanwhile", + "ently", + "During", + "ingly", + "Meanwhile", + "black", + "bm", + "js", + "Initially", + "strated", + "sub", + "urally", + "With", + "mselves", + "forms", + "mind", + "secondly", + "Subs", + "et", + "arrow", + "Bas" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "et", + "Bas", + "end", + "etc", + "sub", + "eth", + "These", + "black", + "ets", + "Sub", + "Black", + "During", + "For", + "The", + "begin", + "Int", + "length", + "bas", + "fontsize", + "when", + "Enlarg", + "membrane", + "applied", + "With", + "It", + "men", + "and", + "Diss", + "subs", + "bm", + "these", + "weak" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "After", + "output_checked": true + }, + { + "concept": "reveals", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "these", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "cling", + "output_checked": true + }, + { + "concept": "indicating", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "exponentially", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "viscosity", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "formed", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "rings", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "punt", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "accumulates", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "process", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "nanoscale", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "for", + "output_checked": true + }, + { + "concept": "prong", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "nanoscale", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "nanoscale", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "anytime", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "After", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "that", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "decrease", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "tissue", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cells", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "mechanical", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "raises", + "output_checked": true + }, + { + "concept": "concentration", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "fracture", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "for", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "After", + "output_checked": true + }, + { + "concept": "fam", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "dip", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "steering", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "rings", + "output_checked": true + }, + { + "concept": "samym", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "terk", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "AFP", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "ello", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "layup", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "lick", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "reheat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "viol", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "rings", + "output_checked": true + }, + { + "concept": "reopen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "tonic", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "Jahres", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "punct", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ",", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "nanoscale", + "output_checked": true + }, + { + "concept": "dazu", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "ilm", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "encir", + "output_checked": true + }, + { + "concept": "become", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "Increasing", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "resistivity", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Electron", + "output_checked": true + }, + { + "concept": "twitch", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "encir", + "output_checked": true + }, + { + "concept": "complexity", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "achieving", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "for", + "output_checked": true + }, + { + "concept": "increasingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "while", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "analyses", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Electron", + "output_checked": true + }, + { + "concept": "ebenfalls", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "encir", + "output_checked": true + }, + { + "concept": "estos", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "awhile", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "after", + "output_checked": true + }, + { + "concept": "imaging", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "phenotype", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "dense", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-02__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Nonshearable particle obstacles 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Reducing the spacing between stable nonshearable particles increases the yield stress. Flexible line defects must curve strongly to pass through the remaining channels.", + "prompt_tail": " the spacing between stable nonshearable particles increases the yield stress. Flexible line defects must curve strongly to pass through the remaining channels.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-particle-strengthening-03", + "carrier_id": null, + "target_family": "particle-strengthening", + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 1820, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 1064 + }, + { + "label": "bowing", + "best_rank": 10158, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 1043 + }, + { + "label": "strengthening", + "best_rank": 387, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 10 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "asion", + "orry", + "alike", + "asons", + "ilst", + "behalf", + "together", + "ients", + "Also", + "ials", + "oba" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "ients", + "persons", + "lle", + "alike", + "etc", + "eded", + "zis", + "ii", + "arie", + "sic", + "lly", + "d", + "ids", + "ses", + "zes", + "eness", + "dia", + "nti", + "nto", + "ion", + "ort", + "ie", + "ued", + "fty", + "atre" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "persons", + "alike", + "etc", + "lle", + "etc", + "dll", + "ients", + "leness", + "sic", + "xd", + "aid", + "nti", + "ii", + "atre", + "thereof", + "dz", + "anybody", + "zis", + "skall", + "lly", + "nto", + "needful" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "persons", + "leness", + "sic", + "ilities", + "ients", + "lle", + "cedures", + "yses", + "maupun", + "persons", + "zis", + "sebagainya", + "oides", + "eded", + "ued", + "gonna", + "eness", + "edes", + "thereto", + "hereof", + "herewith", + "hearers", + "ions" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "persons", + "maupun", + "sic", + "gonna", + "eded", + "ued", + "oraz", + "cedures", + "ided", + "ilities", + "etc", + "yses", + "lle", + "edes", + "oris", + "thru", + "hereof", + "ients", + "thereto", + "solamente", + "leness", + "furthermore" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "also", + "Also", + "gonna", + "furthermore", + "persons", + "alike", + "which", + "although", + "although", + "also", + "cedures", + "sic", + "according", + "leness", + "AKA", + "Concerning", + "assisted", + "maupun", + "therefor", + "oppure" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "which", + "however", + "toward", + "their", + "although", + "although", + "to", + "also", + "soon", + "meanwhile", + "and", + "the", + "they", + "rons", + "lli", + "Although", + "edes", + "elingen", + "upon", + "Donnell", + "Along", + "afterward", + "than", + "enough" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "furthermore", + "Moreover", + "meanwhile", + "Moreover", + "ossos", + "them", + "Furthermore", + "also", + "leness", + "Furthermore", + "moreover", + "lastly", + "however", + "rons", + "denn", + "sic", + "sure", + "soon", + "uria", + "toward", + "gonna", + "jos", + "eyer" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "necessity", + "Furthermore", + "Moreover", + "Necessity", + "Moreover", + "Furthermore", + "furthermore", + "Require", + "Require", + "Necess", + "must", + "indrical", + "cing", + "Although", + "jos", + "necessitate", + "require", + "necessitating", + "ossos", + "to", + "necess", + "oppure", + "Must", + "moreover", + "The" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "forcing", + "necessity", + "topologically", + "forced", + "requiring", + "Necessity", + "necessitating", + "necessary", + "require", + "deform", + "aerodynamic", + "demanding", + "necessitate", + "constricted", + "narrow", + "bottleneck", + "constrained", + "cing", + "necessitated", + "zorunda", + "requ", + "tunnel", + "characteristic", + "Coriolis", + "subsonic", + "strain", + "congested", + "Require", + "Requires", + "necess", + "required" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "forcing", + "forced", + "forcing", + "necessity", + "constrained", + "constricted", + "forced", + "constrained", + "maneuvering", + "Necessity", + "Forced", + "cing", + "force", + "demanding", + "strained", + "necessitated", + "zorunda", + "strain", + "narrow", + "requiring", + "bottleneck", + "geometrically", + "topologically", + "necessitating", + "necess", + "maneuver", + "straining", + "necessary", + "geometry", + "deform", + "spatially" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "forcing", + "forcing", + "forced", + "forced", + "constrained", + "Forced", + "constrained", + "constricted", + "force", + "constraining", + "destabil", + "cing", + "necessity", + "bottleneck", + "forces", + "constraint", + "deform", + "forcer", + "forceful", + "Necessity", + "demanding", + "memak", + "intensified", + "geometria", + "Deformation", + "manipulating", + "Constraint" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "forcing", + "forcing", + "forced", + "resulting", + "constraining", + "threatening", + "constrained", + "Consequently", + "constricted", + "forced", + "desperate", + "intensified", + "Forced", + "intensifying", + "force", + "necessity", + "constrain", + "increasing", + "constraint", + "Consequently", + "constrained", + "forceful", + "Necessity", + "intensification", + "Deformation", + "resulting", + "forces", + "consequently" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Consequently", + "forcing", + "forcing", + "consequently", + "Consequently", + "resulting", + "intensified", + "sequently", + "intensifying", + "intensify", + "Deformation", + "resulting", + "furthermore", + "Increased", + "Induced", + "necessitating", + "demanding", + "Furthermore", + "Increased", + "inducing", + "bottleneck", + "peration" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Consequently", + "furthermore", + "therefore", + "Furthermore", + "Consequently", + "which", + "Also", + "whereas", + "Also", + "thereby", + "consequently", + "likewise", + "Secondly", + "Conversely", + "secondly", + "Conversely", + "meanwhile", + "Eventually", + "influencing", + "who", + "accordingly", + "necessity", + "Meanwhile", + "Likewise", + "Ultimately", + "Ultimately", + "Likewise", + "conversely", + "weaponry", + "further" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "Furthermore", + "furthermore", + "Also", + "Similarly", + "likewise", + "Likewise", + "Conversely", + "Consequently", + "Conversely", + "Also", + "Meanwhile", + "Moreover", + "Similarly", + "Likewise", + "Moreover", + "whereas", + "meanwhile", + "Secondly", + "conversely", + "therefore", + "accordingly", + "Certainly", + "whereas", + "else", + "Then", + "Therefore", + "Because", + "Again" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Conversely", + "furthermore", + "conversely", + "Similarly", + "Furthermore", + "Similarly", + "Conversely", + "Consequently", + "likewise", + "Secondly", + "Also", + "whereas", + "similarly", + "Meanwhile", + "meanwhile", + "Likewise", + "secondly", + "Consequently", + "else", + "Then", + "Moreover", + "Likewise", + "Simultaneously", + "therefore", + "Also", + "accordingly", + "consequently", + "Moreover", + "correspondingly", + "Therefore", + "Again" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "conversely", + "meanwhile", + "furthermore", + "therefore", + "Furthermore", + "Meanwhile", + "Conversely", + "secondly", + "Conversely", + "Similarly", + "likewise", + "whereas", + "consequently", + "Similarly", + "Secondly", + "Equally", + "else", + "They", + "accordingly", + "Consequently", + "Likewise", + "Therefore", + "Furthermore", + "Their", + "thereby", + "Consequently", + "while", + "Therefore", + "During", + "tandis", + "thus" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "conversely", + "therefore", + "accordingly", + "Consequently", + "Consequently", + "Conversely", + "meanwhile", + "Conversely", + "furthermore", + "Therefore", + "Similarly", + "consequently", + "thus", + "Therefore", + "hence", + "Meanwhile", + "likewise", + "Similarly", + "Likewise", + "Furthermore", + "thereby", + "secondly", + "demikian", + "Likewise", + "zatem", + "Thus" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Consequently", + "therefore", + "Conversely", + "Therefore", + "accordingly", + "Conversely", + "conversely", + "furthermore", + "Furthermore", + "Therefore", + "consequently", + "Similarly", + "Meanwhile", + "Similarly", + "meanwhile", + "They", + "Likewise", + "Their", + "hence", + "Furthermore", + "thus", + "Hence", + "Thus", + "Recently", + "Their" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "therefore", + "Consequently", + "Therefore", + "Conversely", + "accordingly", + "Therefore", + "Similarly", + "consequently", + "conversely", + "furthermore", + "Conversely", + "They", + "Their", + "Furthermore", + "Likewise", + "Similarly", + "hence", + "Hence", + "This", + "thus", + "Meanwhile", + "Together", + "Their", + "Recently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Conversely", + "Therefore", + "Consequently", + "conversely", + "Furthermore", + "Conversely", + "therefore", + "Similarly", + "Likewise", + "furthermore", + "Hence", + "consequently", + "Secondly", + "Therefore", + "accordingly", + "This", + "hence", + "secondly", + "correspondingly", + "Likewise", + "However", + "They", + "Thus", + "Simultaneously", + "Collectively", + "Furthermore", + "These", + "thus" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Consequently", + "Therefore", + "Consequently", + "Conversely", + "conversely", + "therefore", + "Similarly", + "consequently", + "Likewise", + "Conversely", + "Therefore", + "Such", + "Furthermore", + "Meanwhile", + "meanwhile", + "Secondly", + "furthermore", + "However", + "Should", + "Simultaneously", + "Hence", + "thereby", + "Similarly" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Therefore", + "Consequently", + "therefore", + "conversely", + "Conversely", + "Similarly", + "consequently", + "Such", + "Likewise", + "Conversely", + "Furthermore", + "Therefore", + "Should", + "Meanwhile", + "furthermore", + "Researchers", + "consequ", + "correspondingly", + "However", + "Yet", + "endif", + "Secondly", + "Deformation", + "Rigid" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "Therefore", + "Such", + "consequently", + "Consequently", + "Similarly", + "Larger", + "Smaller", + "Secondly", + "Conversely", + "Longer", + "Such", + "Rigid", + "Furthermore", + "Researchers", + "Variations", + "Deformation", + "therefore", + "Increased", + "Yet", + "Considering", + "Likewise", + "correspondingly", + "conversely", + "These", + "LessThan", + "Barriers", + "Physically" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Flexible", + "Rigid", + "More", + "Such", + "Linear", + "When", + "For", + "Furthermore", + "Solid", + "Strong", + "In", + "These", + "Consequently", + "Increased", + "Nonlinear", + "Deformation", + "High", + "Higher", + "Elastic", + "Therefore", + "Larger", + "Small", + "Longer", + "If", + "Ge", + "Continuous", + "Weak", + "Residual", + "Smaller", + "To" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 74987, + 169499, + 200729, + 120940, + 165935, + 93721, + 74056, + 35716, + 69311, + 32082, + 51303, + 80822, + 42212, + 32407, + 4997, + 20933, + 27891, + 36645, + 42256, + 2047, + 2419, + 1821, + 5334, + 4429, + 3979, + 3304 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 233948, + 227752, + 203115, + 193358, + 123902, + 74381, + 21898, + 83346, + 52155, + 7017, + 18661, + 62869, + 142037, + 207939, + 48057, + 112902, + 136538, + 88928, + 129834, + 66713, + 46222, + 10159, + 20195, + 20748, + 24780, + 91909 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 221966, + 190540, + 194488, + 203413, + 211546, + 132687, + 43571, + 128867, + 82517, + 21901, + 7119, + 958, + 932, + 388, + 829, + 14528, + 4697, + 6893, + 32643, + 5989, + 4055, + 1602, + 1499, + 1203, + 154, + 743 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 39983, + 191474, + 185642, + 166771, + 51495, + 197219, + 237491, + 106099, + 119823, + 2505, + 1511, + 1065, + 3395, + 2859 + ] + }, + { + "label": "bowing", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 141876, + 26682, + 1044, + 1464, + 225446, + 37611, + 12352, + 144089, + 33157, + 3369, + 1167, + 1143, + 2352, + 1263 + ] + }, + { + "label": "strengthening", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 242049, + 165905, + 75612, + 83163, + 160864, + 124137, + 48930, + 26362, + 1106, + 203, + 99, + 11, + 43, + 71 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 26.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "density", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "when", + "score": 11.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "forcing", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "individuals", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Flexible", + "output_checked": true + }, + { + "concept": "entities", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "able", + "output_checked": true + }, + { + "concept": "gaps", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "around", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 6.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "interstices", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "tighter", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "between", + "output_checked": true + }, + { + "concept": "these", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "through", + "output_checked": true + }, + { + "concept": "complexity", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "accommodate", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hear", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "hear", + "output_checked": true + }, + { + "concept": "obstruction", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "able", + "output_checked": true + }, + { + "concept": "propagating", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "discontinuities", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "through", + "output_checked": true + }, + { + "concept": "quarters", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "able", + "output_checked": true + }, + { + "concept": "was", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "several", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "relevance", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "structures", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "able", + "output_checked": true + }, + { + "concept": "counterparts", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "hear", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "conversely", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "helps", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "costs", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Reducing", + "output_checked": true + }, + { + "concept": "geometries", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Flexible", + "output_checked": true + }, + { + "concept": "words", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "between", + "output_checked": true + }, + { + "concept": "nodes", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "reduces", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "propagate", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "must", + "output_checked": true + }, + { + "concept": "densely", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "through", + "output_checked": true + }, + { + "concept": "efficiency", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Reducing", + "output_checked": true + }, + { + "concept": "nearby", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "collapse", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "curving", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "crossing", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "pass", + "output_checked": true + }, + { + "concept": "decrease", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "bottleneck", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "channels", + "output_checked": true + }, + { + "concept": "neighborhood", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Again", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Reducing", + "output_checked": true + }, + { + "concept": "examples", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "between", + "output_checked": true + }, + { + "concept": "become", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "must", + "output_checked": true + }, + { + "concept": "their", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "intensity", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "allows", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "sentences", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "between", + "output_checked": true + }, + { + "concept": "occur", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "must", + "output_checked": true + }, + { + "concept": "ferromagnetic", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "nons", + "output_checked": true + }, + { + "concept": "objects", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "able", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Flexible", + "output_checked": true + }, + { + "concept": "pressure", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "springs", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "line", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "rhetoric", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "impenetrable", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "able", + "output_checked": true + }, + { + "concept": "resistive", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stress", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "quantos", + "ervan", + "punkte", + "nada", + "Hail", + "undos", + "trump", + "Kwa", + "wand", + "anque", + "yclerView" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "tons", + "lev", + "opat", + "Sob", + "Mannes", + "grac", + "Prote", + "trem", + "stir", + "Bog", + "Cann", + "Beg", + "gag", + "Schle", + "gham", + "ker", + "Cole", + "Rid", + "Dorn", + "olyte" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "rid", + "lev", + "tons", + "blot", + "mou", + "stir", + "gham", + "Av", + "Pres", + "Cann", + "Rid", + "dim", + "Proc", + "grac", + "ott", + "chum", + "rake" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "champ", + "stir", + "def", + "olas", + "dim", + "Trotz", + "tun", + "Ham", + "tons", + "alk", + "Sod", + "lev", + "ilj", + "grac", + "ac", + "fam", + "pan", + "rock", + "essional", + "tfrac", + "olyte", + "chum" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "grac", + "lev", + "Grac", + "ago", + "dim", + "tun", + "motifs", + "champ", + "scor", + "Beet", + "pan", + "stir", + "ilers", + "ocrine", + "rid", + "tons", + "brake", + "Lys", + "snag", + "fam", + "chap" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "ilers", + "atus", + "WOR", + "hst", + "ORS", + "oben", + "yn", + "idence", + "side", + "Vo", + "Su", + "sn", + "sulph", + "su", + "susp", + "VERE", + "Sed", + "rake", + "ors", + "fin" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "trading", + "don", + "seq", + "tools", + "tool", + "dal", + "remen", + "bro", + "kick", + "owned", + "MI", + "HI", + "six", + "turbo" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "sol", + "tools", + "lives", + "tool", + "tail", + "trading", + "dal", + "NRC", + "demos", + "seq", + "simple", + "mei", + "turbo", + "remen", + "nas", + "HI", + "isable", + "dye", + "Lives", + "rem", + "Zealand" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "sol", + "tools", + "lives", + "record", + "tail", + "nop", + "rem", + "select", + "Select", + "Green", + "HI", + "demos", + "pur", + "linear", + "MI", + "tool", + "Zealand", + "nas", + "seq", + "Sol", + "chef", + "NRC", + "dye" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "Select", + "tattoo", + "discussed", + "OOSE", + "lives", + "select", + "subject", + "olved", + "talk", + "MOVIE", + "tch", + "dba", + "Linear", + "side", + "dynamic", + "scient", + "REST", + "Tos", + "greeting", + "discuss" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "MOVIE", + "CRED", + "Greet", + "talk", + "greet", + "Tos", + "ransom", + "Talk", + "tter", + "greeting", + "tattoo", + "linear", + "dj", + "Nas", + "CUSTOM", + "sas", + "ettle", + "toc", + "Meals", + "Otto", + "SRS", + "Resolve", + "data", + "TC", + "fetch" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "iest", + "bag", + "erste", + "TableRow", + "olve", + "rion", + "athon", + "ladder", + "lacht", + "stress", + "SCRE", + "ilj", + "recovery", + "trin", + "rin", + "ucin", + "Rechnung", + "tread", + "bros", + "pick", + "assi" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "reheat", + "lick", + "blow", + "dictionaries", + "discounting", + "restart", + "buttonclick", + "backdrop", + "orith", + "deck", + "cocks", + "playlists", + "itoa", + "authenticate", + "hnung", + "flashbacks", + "shake", + "demek", + "alerting" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ogado", + "kund", + "jogar", + "god", + "God", + "olone", + "Dlatego", + "chut", + "delt", + "ayet", + "solle", + "deka", + "punt", + "dzie", + "ostante", + "holz", + "golfer", + "hrte", + "gor", + "gressive", + "disclosures" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "fect", + "logic", + "olidated", + "Rew", + "Dadurch", + "ques", + "routed", + "prong", + "ECT", + "logic", + "undocumented", + "Proj", + "syll", + "logical", + "SPC", + "jah" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "wir", + "fq", + "sped", + "igat", + "osp", + "uned", + "welt", + "grond", + "argue", + "tti", + "undocumented", + "harder", + "truncated", + "Verw", + "ospel", + "ough", + "augh", + "tier", + "dum", + "ricost" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "accordingly", + "penj", + "correspondingly", + "emies", + "ilm", + "spf", + "STRUCT" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "builtin", + "meanwhile", + "accordingly", + "correspondingly", + "Otherwise", + "meantime", + "therefore", + "forEach", + "spatially", + "coinChange", + "localObject", + "Meanwhile", + "nonetheless", + "symmetry" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "therefore", + "consequently", + "Consequently", + "accordingly", + "thus", + "However", + "Similarly", + "thereby", + "therefore", + "meanwhile", + "Consequently", + "these", + "These", + "however", + "Therefore", + "Similarly", + "this", + "Secondly", + "Thus" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "consequently", + "Consequently", + "accordingly", + "therefore", + "Therefore", + "thus", + "correspondingly", + "thereby", + "this", + "Furthermore", + "However", + "Thus", + "hence", + "therefore" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "therefore", + "consequently", + "Consequently", + "Therefore", + "accordingly", + "thus", + "this", + "thereby", + "correspondingly", + "therefore", + "Similarly", + "Stress", + "Therefore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "stiff", + "Therefore", + "therefore", + "Conversely", + "Strengthening", + "Furthermore", + "Rigid", + "furthermore", + "correspondingly", + "Stress", + "Similarly", + "stiffer", + "However", + "thicker", + "thereby", + "conversely", + "thus", + "this", + "Simultaneously" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Consequently", + "stiff", + "Therefore", + "Consequently", + "This", + "Rigid", + "consequently", + "These", + "stiffer", + "Stress", + "Furthermore", + "Conversely", + "therefore", + "Similarly", + "correspondingly", + "thicker", + "Thick", + "Therefore", + "viscous", + "tighter", + "thus", + "Thus", + "Likewise", + "Topological" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Rigid", + "Therefore", + "Consequently", + "stiff", + "This", + "consequently", + "These", + "rigid", + "therefore", + "correspondingly", + "Similarly", + "Conversely", + "Therefore", + "stiffer", + "rigid", + "Furthermore", + "viscous", + "Stress", + "Thus", + "This", + "Because", + "Properly", + "Likewise", + "However", + "thus", + "Whether" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "Rigid", + "consequently", + "This", + "stiff", + "therefore", + "Therefore", + "Increasing", + "Consequently", + "Strong", + "correspondingly", + "stiffer", + "Conversely", + "Higher", + "Stress", + "tighter", + "Excessive", + "Strengthening", + "These", + "Furthermore", + "Similarly", + "Tight", + "Increases", + "Locally", + "thicker", + "Increased", + "Significant", + "Longer", + "harder", + "Thick" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "Rigid", + "When", + "The", + "Elastic", + "These", + "Strong", + "In", + "More", + "Consequently", + "High", + "Furthermore", + "Solid", + "To", + "Non", + "Flexible", + "Therefore", + "Mechanical", + "Plastic", + "Shear", + "If", + "Such", + "Hard", + "Higher", + "Stress", + "Increasing", + "Fracture", + "Stable", + "Nonlinear", + "For", + "Increased", + "St" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "between", + "output_checked": true + }, + { + "concept": "around", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "complexity", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "when", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "density", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "membranes", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Flexible", + "output_checked": true + }, + { + "concept": "gaps", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "occur", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "must", + "output_checked": true + }, + { + "concept": "nodes", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "reduces", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "interstices", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ello", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "able", + "output_checked": true + }, + { + "concept": "improves", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "costs", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Reducing", + "output_checked": true + }, + { + "concept": "accommodate", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "words", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "between", + "output_checked": true + }, + { + "concept": "propagate", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "must", + "output_checked": true + }, + { + "concept": "lamang", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "reheat", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "pass", + "output_checked": true + }, + { + "concept": "cev", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "able", + "output_checked": true + }, + { + "concept": "Stein", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "entities", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "able", + "output_checked": true + }, + { + "concept": "overcome", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "entre", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "sentences", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "between", + "output_checked": true + }, + { + "concept": "regions", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "through", + "output_checked": true + }, + { + "concept": "elements", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "able", + "output_checked": true + }, + { + "concept": "Costs", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "Reducing", + "output_checked": true + }, + { + "concept": "compressive", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "pressure", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "proportionally", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "springs", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "line", + "output_checked": true + }, + { + "concept": "densely", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "through", + "output_checked": true + }, + { + "concept": "created", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "channels", + "output_checked": true + }, + { + "concept": "ROTATE", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "able", + "output_checked": true + }, + { + "concept": "heapq", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "must", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "wakeup", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "reopen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "hear", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "able", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "lesquelles", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "Flexible", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "reasoning", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "pass", + "output_checked": true + }, + { + "concept": "sponge", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "okt", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "ilm", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "Downs", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Reducing", + "output_checked": true + }, + { + "concept": "symmetrically", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "isotropic", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "nons", + "output_checked": true + }, + { + "concept": "kapas", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "defenses", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "line", + "output_checked": true + }, + { + "concept": "Increased", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "channels", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "items", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "between", + "output_checked": true + }, + { + "concept": "interfering", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "nons", + "output_checked": true + }, + { + "concept": "examples", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "hear", + "output_checked": true + }, + { + "concept": "Spannung", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "increases", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-03__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Nonshearable particle obstacles 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A dispersion-treated alloy contains hard particles embedded in a softer matrix. Mobile lattice imperfections wrap around the particles rather than passing through them.", + "prompt_tail": "sion-treated alloy contains hard particles embedded in a softer matrix. Mobile lattice imperfections wrap around the particles rather than passing through them.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-particle-strengthening-04", + "carrier_id": null, + "target_family": "particle-strengthening", + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "each", + "generated_token_ids": [ + 17136 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 2983, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 3060 + }, + { + "label": "bowing", + "best_rank": 5180, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 235 + }, + { + "label": "strengthening", + "best_rank": 410, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 203 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "asion", + "asons", + "hence", + "Also", + "ilst", + "orry", + "alike", + "ammed", + "leness", + "together", + "ients", + "oba", + "otron", + "hence" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "lle", + "thing", + "alike", + "lly", + "d", + "ie", + "guys", + "persons", + "basically", + "zes", + "dia", + "zis", + "ii", + "ses", + "eness", + "etc", + "ndo", + "ids", + "ients", + "stuff", + "atre", + "hence", + "somebody", + "nobody", + "nty", + "nti" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "lle", + "etc", + "alike", + "etc", + "basically", + "thing", + "stuff", + "persons", + "ain", + "dia", + "thru", + "dll", + "nti", + "lly", + "xd", + "dz", + "leness", + "sic", + "ndo", + "guys", + "Also", + "anybody", + "gotta", + "thru", + "nto" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "oides", + "leness", + "persons", + "gonna", + "udos", + "yses", + "persons", + "goers", + "oths", + "ndo", + "zis", + "dia", + "hiy", + "owness", + "ented", + "woods", + "wari", + "cloths", + "ohi", + "afuera", + "hy", + "arena", + "zes", + "lle", + "olas", + "females", + "nda", + "eyer", + "udian" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "persons", + "oides", + "AKA", + "basically", + "everybody", + "anybody", + "ided", + "somebody", + "dia", + "oing", + "zis", + "ued", + "udian", + "oris", + "leness", + "guy", + "eyer", + "yses", + "ydia", + "maupun", + "sic", + "ndo", + "guy", + "ow", + "ilities", + "aken", + "eness", + "edly", + "udos" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "Also", + "everybody", + "which", + "Characteristics", + "gonna", + "also", + "able", + "afterwards", + "therefore", + "anybody", + "oides", + "secondly", + "because", + "eyer", + "although", + "UIT", + "leness", + "owness", + "according", + "According", + "basically", + "somebody", + "assisted", + "wala", + "utti" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "therefore", + "landers", + "which", + "they", + "UIT", + "persons", + "characteristics", + "leness", + "Characteristics", + "edly", + "utta", + "their", + "them", + "wards", + "arily", + "Additionally", + "Approximately", + "ially", + "later", + "themselves", + "nearby", + "afterwards", + "Members", + "oides", + "leigh", + "izu", + "ABS" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "therefore", + "furthermore", + "whereas", + "persons", + "thereby", + "leness", + "thus", + "therefore", + "thereto", + "Furthermore", + "neither", + "Moreover", + "Furthermore", + "UIT", + "Characteristics", + "whereupon", + "characteristics", + "alike", + "utti", + "sequently", + "moreover", + "whereas", + "rather", + "itory", + "edly", + "ProductID", + "therewith", + "which", + "dioxide", + "Consequently", + "uria" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "gesellschaft", + "aminar", + "agglomer", + "jac", + "rather", + "hydrophilic", + "Furthermore", + "Furthermore", + "laminar", + "thereby", + "regated", + "furthermore", + "urally", + "Gesellschaft", + "characteristic", + "scopic", + "characteristics", + "Characteristics", + "Coriolis", + "aceous", + "Waals", + "cyclo", + "olites", + "whereas", + "polyethylene", + "spatially", + "bire", + "industrial", + "usu" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "aminar", + "superconduct", + "agglomer", + "subsurface", + "molecular", + "characteristic", + "laminar", + "hydrophilic", + "olecular", + "permeable", + "impermeable", + "microscopic", + "macroscopic", + "bacter", + "hydroxyl", + "lubric", + "acetyl", + "Waals", + "metallurgical", + "transdu", + "pher", + "molecular", + "microm", + "chemot", + "spatially", + "anthropogenic", + "polyethylene", + "hydrodynamic", + "adsor", + "hydrostatic", + "ascin", + "aternary" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "aminar", + "subsurface", + "molecular", + "impermeable", + "laminar", + "characteristic", + "olecular", + "inert", + "superconduct", + "molecular", + "nikov", + "ohydro", + "impervious", + "spatially", + "transdu", + "observed", + "distal", + "tunneling", + "species", + "isotopic", + "supercritical", + "xylem", + "aternary", + "geom", + "analogous", + "undisturbed", + "microscopic", + "observable", + "acetyl", + "geom" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "subsurface", + "prevent", + "preventing", + "undisturbed", + "aminar", + "nuclear", + "inactiv", + "spatially", + "characteristic", + "aternary", + "bacter", + "transmembrane", + "migrating", + "terminate", + "unidirectional", + "containment", + "protect", + "ceptible", + "transferring", + "induced", + "molecular", + "inhibiting", + "Prevent", + "traversing", + "subcut", + "isolated", + "molecular" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "prevent", + "protecting", + "preventing", + "protect", + "undisturbed", + "confining", + "protects", + "prevent", + "protective", + "inhibiting", + "inactiv", + "prevents", + "Prevent", + "preferentially", + "protect", + "nuclear", + "protection", + "inhibitory", + "separation", + "unidirectional", + "aminar" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "preventing", + "prevent", + "confining", + "Characteristic", + "protect", + "prevent", + "unlike", + "distinguish", + "undisturbed", + "mencegah", + "prevents", + "distinguishes", + "Prevent", + "diferenci", + "characteristic", + "distinguishing", + "characteristic", + "differentiates", + "Induced", + "protecting", + "Consequently" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "characterized", + "demonstrating", + "several", + "Consequently", + "whereby", + "characterizing", + "increasingly", + "Consequently", + "helping", + "During", + "thereby", + "wherein", + "suggesting", + "consequently", + "influencing", + "during", + "making", + "providing", + "significantly", + "ensuring", + "indicating", + "characterised", + "various", + "whereas", + "simultaneously", + "reportedly", + "showcasing", + "illustrating", + "Ultimately", + "therefore", + "During" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "During", + "Consequently", + "Consequently", + "Furthermore", + "Because", + "During", + "Ultimately", + "Eventually", + "Ultimately", + "According", + "Eventually", + "This", + "Subsequently", + "Subsequently", + "Also", + "Because", + "Several", + "Their", + "Similarly", + "Conversely", + "Successfully", + "Conversely", + "ometime", + "because", + "Therefore", + "Their", + "simultaneously", + "Similarly", + "Meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "Furthermore", + "During", + "Similarly", + "Similarly", + "Conversely", + "furthermore", + "Consequently", + "During", + "whereas", + "Meanwhile", + "consequently", + "Furthermore", + "meanwhile", + "Conversely", + "Then", + "Also", + "According", + "thereby", + "similarly", + "Secondly", + "Subsequently", + "correspondingly", + "conversely", + "This", + "therefore", + "Because", + "examples", + "According", + "Also", + "accordingly", + "likewise" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "During", + "During", + "consequently", + "this", + "They", + "These", + "Their", + "Consequently", + "Their", + "meanwhile", + "furthermore", + "Equally", + "these", + "therefore", + "These", + "Consequently", + "conversely", + "This", + "accordingly", + "Meanwhile", + "lately", + "Compared", + "Which", + "thereby", + "Simultaneously", + "Therefore", + "simultaneously", + "Similarly", + "Examples" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Their", + "Their", + "They", + "Its", + "theirs", + "mselves", + "Rather", + "Lately", + "Recently", + "They", + "lately", + "Unless", + "Consequently", + "Recently", + "Yet", + "Recent", + "Compared", + "Conversely", + "This", + "Its", + "whereas", + "Recent", + "Along", + "Compared", + "nThe", + "hers", + "These" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Their", + "Their", + "This", + "There", + "They", + "Consequently", + "nThe", + "Compared", + "Furthermore", + "Its", + "Recent", + "Recently", + "Consequently", + "Its", + "Similarly", + "Meanwhile", + "There", + "During", + "Such", + "Along", + "Moreover", + "During", + "Unless", + "Recent", + "Conversely", + "Compared", + "Each", + "Unless", + "mselves", + "Lately", + "Such", + "Conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Their", + "This", + "Their", + "They", + "Recent", + "nThe", + "There", + "Consequently", + "Recently", + "Recent", + "Compared", + "Consequently", + "Such", + "Similarly", + "Unless", + "Lately", + "Unless", + "While", + "Its", + "Its", + "Furthermore", + "Conversely", + "There", + "Therefore", + "Each", + "Historically", + "This", + "Today", + "Such", + "Along", + "Assume", + "They" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "They", + "Their", + "This", + "Consequently", + "Furthermore", + "Hence", + "Recent", + "Unless", + "Consequently", + "Their", + "Likewise", + "Unless", + "Recently", + "There", + "Therefore", + "They", + "Such", + "Welcome", + "Secondly", + "LessThan", + "Conversely", + "nThe", + "Similarly", + "These", + "Threats", + "Yet", + "Recent", + "Dieser", + "Conversely", + "Each", + "Recently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Weak", + "Weak", + "weak", + "Errors", + "weak", + "ErrorMessage", + "Exceptions", + "union", + "othesis", + "WithError", + "Learn", + "Biological", + "Certain", + "Their", + "etric", + "dent", + "Birth", + "Fehler", + "achet", + "Streams", + "pray", + "coli", + "ardini", + "They" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Weak", + "othesis", + "Weak", + "dent", + "union", + "weak", + "THAN", + "ACH", + "Learn", + "weak", + "chew", + "opath", + "weakness", + "Errors", + "Pray", + "Repeat", + "Subs" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ayet", + "ATHER", + "erset", + "OfThe", + "Authentication", + "biggr", + "Learn", + "gel", + "east", + "USING", + "ature", + "eted", + "Heading", + "etli", + "strated", + "coli", + "ettle", + "Bears", + "rollers", + "themselves", + "bye", + "olithic" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "each", + "ument", + "bait", + "bar", + "belongs", + "hat", + "enter", + "continuous", + "band", + "event", + "equipment", + "arthen", + "other", + "Progressive", + "ula", + "here", + "free", + "plus", + "apply", + "Attrition", + "set", + "geom", + "Diss", + "The", + "blank", + "build", + "progressive", + "again", + "size", + "under", + "evenly", + "length" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 72687, + 207363, + 230900, + 140613, + 134533, + 51854, + 21238, + 13619, + 5302, + 3733, + 2984, + 6113, + 7799, + 13256, + 3670, + 10099, + 37308, + 17623, + 24275, + 3094, + 4383, + 6419, + 4125, + 10283, + 30543, + 13033 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 214982, + 220156, + 188399, + 99544, + 39136, + 50366, + 21956, + 82958, + 32613, + 51602, + 55084, + 82702, + 82040, + 94950, + 37447, + 99311, + 140541, + 126223, + 121294, + 80064, + 34192, + 9282, + 5181, + 6581, + 33994, + 120778 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 185671, + 207128, + 219033, + 243600, + 240321, + 147184, + 47687, + 95911, + 57002, + 10826, + 29081, + 68806, + 27055, + 66171, + 526, + 13369, + 6659, + 5540, + 56804, + 7918, + 2974, + 411, + 487, + 1589, + 258, + 2507 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 72804, + 192567, + 173442, + 220381, + 93118, + 189203, + 212258, + 102316, + 150739, + 6245, + 3061, + 4111, + 5888, + 6722 + ] + }, + { + "label": "bowing", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 128394, + 24612, + 236, + 473, + 210241, + 41665, + 12720, + 78149, + 12833, + 30777, + 5640, + 37754, + 17893, + 7447 + ] + }, + { + "label": "strengthening", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 246046, + 47083, + 42259, + 77481, + 197260, + 93060, + 69433, + 78572, + 3054, + 811, + 392, + 204, + 3634, + 1755 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 18.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "dispersion", + "output_checked": true + }, + { + "concept": "these", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "around", + "output_checked": true + }, + { + "concept": "individuals", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Mobile", + "output_checked": true + }, + { + "concept": "which", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "atoms", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "within", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "embedded", + "output_checked": true + }, + { + "concept": "several", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "causing", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "were", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "being", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "than", + "output_checked": true + }, + { + "concept": "mineral", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "photography", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "soil", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "exfol", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "encir", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "around", + "output_checked": true + }, + { + "concept": "toughness", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "instead", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "than", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "documentary", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "refers", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "dispersion", + "output_checked": true + }, + { + "concept": "that", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "diagram", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "dispersion", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "dispersed", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "due", + "score": 3.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "them", + "output_checked": true + }, + { + "concept": "experimental", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "polymers", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "mobility", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Mobile", + "output_checked": true + }, + { + "concept": "microscopic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "crossing", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "passing", + "output_checked": true + }, + { + "concept": "tunnels", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "through", + "output_checked": true + }, + { + "concept": "laboratory", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "mineralization", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "eutectic", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "discontinuities", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "passing", + "output_checked": true + }, + { + "concept": "became", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "dispersion", + "output_checked": true + }, + { + "concept": "alongside", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "embedded", + "output_checked": true + }, + { + "concept": "larger", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "backdrop", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "softer", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "exemplifies", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "varying", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "oxides", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "Their", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "They", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "alloying", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "torno", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "geometry", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "impervious", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "them", + "output_checked": true + }, + { + "concept": "subterranean", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "embedded", + "output_checked": true + }, + { + "concept": "nearby", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "energetically", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "rather", + "output_checked": true + }, + { + "concept": "resistant", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "them", + "output_checked": true + }, + { + "concept": "subsurface", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "smarter", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "", + "output_checked": true + }, + { + "concept": "methodological", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "lush", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "separable", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "quantos", + "Kwa", + "ervan", + "trump", + "undos", + "punkte", + "wand", + "anque", + "urnya", + "Hail", + "addRow" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "grac", + "opat", + "tons", + "trem", + "Cole", + "Mannes", + "Sob", + "blot", + "Prote", + "Cann", + "olyte", + "Sen", + "Beg", + "Lamb", + "Dorn", + "Carg" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "blot", + "champ", + "trem", + "Mannes", + "lev", + "opat", + "gham", + "muut", + "pit", + "rum", + "tun", + "rid", + "tons", + "grac", + "nab", + "ott", + "ment", + "codes", + "plo", + "Pres", + "kin", + "ums", + "Blot" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "champ", + "tun", + "chal", + "chn", + "Reis", + "def", + "ilj", + "alk", + "dre", + "Mani", + "rum", + "essional", + "tfrac", + "Ce", + "ilg", + "muut", + "cam", + "glob", + "trem", + "usan", + "instrument" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "Reis", + "champ", + "dim", + "rum", + "Mani", + "def", + "dre", + "chap", + "essional", + "ilers", + "tamp", + "Mannes", + "tun", + "Tit", + "ilj", + "cam", + "dip", + "glob", + "bata", + "Chap", + "olyte" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "sn", + "Vo", + "yn", + "rem", + "side", + "Su", + "hst", + "ual", + "idence", + "WOR", + "VERE", + "yp", + "orel", + "su", + "wyst", + "atus", + "cat", + "illing" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "Er", + "Green", + "tools", + "Werk", + "HI", + "Sol", + "bro", + "kick", + "Vo", + "remen", + "duct", + "seq", + "ual", + "lim", + "Vo" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "sol", + "tool", + "HI", + "remen", + "tail", + "simple", + "don", + "dal", + "bro", + "turbo", + "rem", + "ormap", + "das", + "dad", + "kick" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "sol", + "tool", + "remen", + "tools", + "HI", + "linear", + "record", + "simple", + "demos", + "Green", + "kick", + "bro", + "Sol", + "lives", + "duct", + "serial", + "proj" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "Select", + "data", + "dynamic", + "var", + "subject", + "proj", + "lives", + "fetch", + "tattoo", + "sus", + "select", + "idyl", + "ettle", + "remen", + "OOSE", + "felt", + "Tos", + "betre", + "discuss", + "pur", + "greet", + "HI", + "delegate", + "greeting", + "holder" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "RECE", + "linear", + "greet", + "CUSTOM", + "Greet", + "data", + "Tos", + "lives", + "fetch", + "greeting", + "cuk", + "Lives", + "usel", + "isselle", + "titles", + "listener", + "peacefully", + "Dabei", + "subject", + "sleeping", + "calls", + "dynamic", + "SERVICE" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "tread", + "STE", + "repeat", + "sang", + "bag", + "FLE", + "swing", + "PAS", + "alh", + "rion", + "erat", + "Repeat", + "occas", + "meli", + "rung", + "SPEAK", + "ecer", + "iega", + "tall", + "turt", + "nargs", + "TableRow", + "ANCED", + "Rechnung", + "fewest", + "repeat" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "dictionaries", + "Shake", + "lick", + "shake", + "httpClient", + "diction", + "druck", + "playlists", + "pickle", + "Greet", + "cama", + "despert", + "gelegen", + "cyclopent", + "hnung", + "etak", + "pihak" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "punt", + "Dlatego", + "God", + "grud", + "cour", + "kund", + "bilgiler", + "toch", + "hrte" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "logique", + "Jahres", + "logic", + "aisl", + "prong", + "dabei", + "wise", + "igste", + "verw", + "logic", + "logical", + "Gav", + "Rew", + "ques", + "logit" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "wir", + "afect", + "tti", + "osp", + "Verw", + "verw", + "idium", + "wert", + "archae", + "rape", + "ectors", + "casilla", + "ausge", + "lobe", + "ques", + "duke", + "sped", + "opf", + "dum", + "wij", + "welt", + "strokes" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "Trou", + "arquitet", + "swirl" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "strcpy", + "sleep", + "boil", + "Clos", + "Peters", + "hbox" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "thereby", + "This", + "together", + "hence", + "Explain", + "Consequently", + "Together", + "Consequently", + "except", + "Thus", + "Traditionally", + "These", + "Troubles", + "nThe", + "Similarly", + "thus", + "Therefore", + "Causes", + "Along", + "Together" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Consequently", + "Consequently", + "Their", + "Their", + "This", + "Subsequently", + "Simultaneously", + "Causes", + "nThe", + "Hence", + "Causes", + "Such", + "this", + "Because", + "During", + "Defects", + "Thus", + "Similarly" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Consequently", + "Consequently", + "Bunun", + "This", + "Their", + "Hence", + "Such", + "Similarly", + "Their", + "nThe", + "Therefore", + "During", + "Instead", + "Explain", + "this", + "Causes", + "thereby", + "Observe", + "Dieser" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Consequently", + "During", + "Consequently", + "Otherwise", + "Recently", + "Their", + "This", + "Due", + "Causes", + "Bunun", + "Hosts", + "Therefore", + "Similarly", + "During", + "Este", + "Conversely", + "Simultaneously", + "These", + "Cause", + "Certain", + "Hence", + "Examples", + "Assumptions", + "They", + "However" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "This", + "Passing", + "Both", + "Such", + "During", + "These", + "Passing", + "Consequently", + "During", + "Certain", + "Such", + "Recently", + "Both", + "Simultaneously", + "Therefore", + "Due", + "Transport", + "Examples", + "Issues", + "Hence", + "Passes", + "These", + "Their", + "Assumptions", + "Issues", + "They", + "When" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Consequently", + "Both", + "This", + "Passing", + "These", + "Their", + "During", + "During", + "Passing", + "Such", + "They", + "Consider", + "Therefore", + "Recently", + "Neither", + "When", + "Both", + "Assuming", + "Consequently", + "Simultaneously", + "Traditional", + "These", + "Similarly", + "Certain", + "Due" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Consequently", + "This", + "Such", + "Such", + "During", + "Both", + "These", + "Passing", + "Consequently", + "During", + "Passing", + "Their", + "Both", + "Crossing", + "consequently", + "Representations", + "Typical", + "Initially", + "These", + "Initially", + "They", + "Therefore" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "In", + "These", + "Such", + "For", + "When", + "Dispersion", + "A", + "Mobile", + "Both", + "Hard", + "Instead", + "Passing", + "During", + "Consequently", + "Lattice", + "Dislocations", + "It", + "If", + "As", + "Mobility", + "Discrete", + "Particles", + "and", + "To", + "Dis", + "More", + "Pass", + "An", + "Furthermore", + "to" + ] + } + ], + "logit_surprising": [ + { + "concept": "dislocations", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "This", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "within", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "embedded", + "output_checked": true + }, + { + "concept": "these", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "around", + "output_checked": true + }, + { + "concept": "causing", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "than", + "output_checked": true + }, + { + "concept": "alloying", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "ilm", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "ausge", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "soil", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "debido", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "because", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "them", + "output_checked": true + }, + { + "concept": "dispersed", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "due", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "them", + "output_checked": true + }, + { + "concept": "interstit", + "score": 3.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "beats", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "dictionaries", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "rather", + "output_checked": true + }, + { + "concept": "beat", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "defects", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "diagram", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "dispersion", + "output_checked": true + }, + { + "concept": "spectroscopy", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "credits", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "sekal", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rather", + "output_checked": true + }, + { + "concept": "suscept", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "them", + "output_checked": true + }, + { + "concept": "flakes", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "embedded", + "output_checked": true + }, + { + "concept": "fewest", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Krzy", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Mobile", + "output_checked": true + }, + { + "concept": "steer", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "addition", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "around", + "output_checked": true + }, + { + "concept": "kontak", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "tread", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "unfor", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "softer", + "output_checked": true + }, + { + "concept": "kulit", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "overlapping", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "kilo", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "passing", + "output_checked": true + }, + { + "concept": "Ked", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "reopen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "rather", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Fils", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "dazu", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "embedded", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "around", + "output_checked": true + }, + { + "concept": "anyway", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "bas", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "inserted", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "instead", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rather", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "powered", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "versus", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "exemplifies", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "both", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "porque", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "that", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "smooth", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "molecules", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "These", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "lignin", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "solute", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-04__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Nonshearable particle obstacles 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Two alloys contain the same particle fraction, but the alloy with finer obstacle spacing requires a larger applied stress to move its line defects.", + "prompt_tail": "Two alloys contain the same particle fraction, but the alloy with finer obstacle spacing requires a larger applied stress to move its line defects.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-particle-strengthening-05", + "carrier_id": null, + "target_family": "particle-strengthening", + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "continuous", + "generated_token_ids": [ + 37077 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 3491, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 5789 + }, + { + "label": "bowing", + "best_rank": 12436, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 191 + }, + { + "label": "strengthening", + "best_rank": 348, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 823 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "asion", + "orry", + "alike", + "behalf", + "ammed", + "ients", + "asons", + "ilst", + "ials", + "oba", + "together" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "alike", + "gonna", + "lle", + "wards", + "arie", + "ion", + "ct", + "ie", + "ued", + "outh", + "ii", + "ients", + "fty", + "ses", + "aire", + "xd", + "atre", + "zia", + "zes", + "ilst", + "weg", + "eries", + "aid", + "meanwhile", + "eded", + "leness", + "ndo", + "nse", + "nto" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "gonna", + "lle", + "xd", + "aid", + "ain", + "meanwhile", + "ld", + "ii", + "mente", + "needful", + "ie", + "gy", + "outh", + "ients", + "wi", + "weg", + "dz", + "d", + "ion", + "ct", + "ort", + "les", + "wards", + "hood", + "thereof", + "bout", + "erie", + "lately" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "zes", + "oused", + "goers", + "woman", + "edly", + "aid", + "oides", + "ogt", + "arena", + "olas", + "agy", + "thirds", + "oths", + "ohi", + "ided", + "jes", + "ieurs", + "yses", + "leness", + "ydia", + "stuffs", + "xes", + "ued", + "oi", + "aken", + "ongo", + "zia", + "chos" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ided", + "edly", + "aid", + "alike", + "stuffs", + "arena", + "lli", + "ably", + "aken", + "pple", + "tow", + "ow", + "ened", + "ients", + "aire", + "yer", + "udian", + "irie", + "ydia", + "oused", + "goers", + "aided", + "ued", + "wards", + "osite", + "zie", + "anes", + "atre", + "lope", + "zia" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "aided", + "otos", + "businesswoman", + "ided", + "ppo", + "lli", + "filmed", + "aid", + "vela", + "although", + "aided", + "amid", + "alike", + "otta", + "airplanes", + "her", + "aan", + "zik", + "landers", + "geb", + "videot", + "hes", + "Meanwhile", + "opi", + "Luz", + "oused", + "wala", + "idia", + "jada" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "than", + "consequently", + "that", + "than", + "thereby", + "toward", + "nevertheless", + "although", + "therefore", + "compared", + "nonetheless", + "this", + "more", + "less", + "according", + "thus", + "although", + "respectively", + "despite", + "concerning", + "accordingly", + "Consequently", + "employing", + "meanwhile", + "furthermore", + "ield", + "during", + "however", + "otta", + "farther", + "which" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "whereas", + "than", + "thereby", + "consequently", + "Moreover", + "Furthermore", + "meanwhile", + "Furthermore", + "moreover", + "than", + "therefore", + "thus", + "Consequently", + "altogether", + "compared", + "whereas", + "hence", + "Moreover", + "secondly", + "Consequently", + "this", + "nowadays", + "although", + "concomit", + "sequently", + "lately", + "Hence", + "that", + "which", + "towards" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "than", + "Moreover", + "Moreover", + "Furthermore", + "furthermore", + "than", + "moreover", + "Furthermore", + "consequently", + "irrespective", + "necessitating", + "requiring", + "Than", + "whereas", + "although", + "magnetores", + "although", + "Consequently", + "hence", + "apd", + "towards", + "Hence", + "Hence", + "compared", + "acial", + "Comparative", + "thereby", + "anisotropic", + "concomit", + "farther", + "thus" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "resistive", + "magnetores", + "empirically", + "resistivity", + "tensile", + "experimentally", + "resist", + "resisting", + "resistant", + "empirical", + "qualitatively", + "metall", + "alloy", + "anisotropic", + "metallurgical", + "experimental", + "characteristic", + "torque", + "electrically", + "exhibiting", + "ductile", + "resistance", + "refractory", + "reinforced", + "thermodynam", + "metallurgy", + "sustained", + "thermally", + "retard", + "insulating" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "resistive", + "resisting", + "resistance", + "resist", + "resistant", + "resistivity", + "resists", + "magnetores", + "experimentally", + "empirically", + "experimental", + "torque", + "tensile", + "resistance", + "uphill", + "Resistance", + "tested", + "resist", + "resistenza", + "resisted", + "MPa", + "testing", + "resistencia", + "Experimental", + "refractory", + "resistances", + "distinguishing" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "resisting", + "resistance", + "resist", + "experimental", + "experimentally", + "resistive", + "testing", + "tested", + "suggesting", + "Experimental", + "empirically", + "magnetores", + "perplexing", + "tests", + "despite", + "indicating", + "resistant", + "distinguishing", + "exhibiting", + "implying", + "resistance", + "toughness", + "resists", + "investigating", + "resisted", + "uphill" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "compared", + "difference", + "differences", + "despite", + "comparison", + "contrary", + "comparing", + "disagree", + "contrast", + "comparative", + "disadvantage", + "dissimilar", + "differing", + "unfavorable", + "Differences", + "empirically", + "comparar", + "compar", + "compare", + "differential", + "disadvant", + "spite", + "Comparison", + "Comparison", + "Compared", + "inhibitory", + "Difference", + "contrasting", + "superiority" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "despite", + "contrary", + "inhibitory", + "unfavorable", + "contradicts", + "contradicting", + "spite", + "paradox", + "inexplic", + "despite", + "inexplicable", + "Despite", + "contradict", + "negatively", + "disagree", + "uphill", + "nonostante", + "paradoxical", + "contradicted", + "Consequently", + "empirically", + "counteract", + "Paradox", + "worsened", + "Conversely", + "INCREASE", + "scientists", + "blaming", + "worsening" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Conversely", + "Conversely", + "whatsoever", + "Consequently", + "oretically", + "else", + "amt", + "Meanwhile", + "furthermore", + "Consequently", + "conversely", + "Furthermore", + "Whereas", + "endum", + "likewise", + "soever", + "owness", + "Yet", + "agine", + "Likewise", + "Ultimately", + "Whilst", + "denn", + "opposed", + "Nevertheless", + "elessly" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "Consequently", + "Consequently", + "Conversely", + "ertain", + "Conversely", + "Furthermore", + "Meanwhile", + "Similarly", + "Nevertheless", + "mselves", + "accordingly", + "likewise", + "Yet", + "Furthermore", + "Yet", + "Similarly", + "Likewise", + "priori", + "Nevertheless", + "Meanwhile", + "alike", + "Hence", + "Their", + "soever", + "whatsoever", + "Certainly", + "igel", + "Likewise" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Conversely", + "conversely", + "Furthermore", + "meanwhile", + "Conversely", + "Meanwhile", + "Similarly", + "else", + "Similarly", + "accordingly", + "Consequently", + "likewise", + "Consequently", + "Nevertheless", + "Furthermore", + "nonetheless", + "Likewise", + "Yet", + "anymore", + "nevertheless", + "similarly", + "wondered", + "Yet", + "whatsoever", + "Subsequently", + "alternatively", + "mselves", + "therefore", + "whereas", + "Again" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "Meanwhile", + "wondered", + "conversely", + "anymore", + "vice", + "why", + "Why", + "wondering", + "accordingly", + "explaining", + "analyse", + "Equally", + "olz", + "discuss", + "explain", + "happening", + "alike", + "explicando", + "nPlease" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Yours", + "nPlease", + "wondered", + "meanwhile", + "vice", + "ueva", + "Overview", + "olerance", + "ildet", + "mselves", + "Lately", + "andez", + "ANGAN", + "Sorry", + "today", + "Yet" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Explain", + "What", + "Describe", + "Meanwhile", + "Discuss", + "Explain", + "What", + "Describe", + "nPlease", + "Explained", + "Please", + "Its", + "Yours", + "explain", + "Explained", + "How", + "Why", + "Along", + "Along", + "mselves", + "describe", + "Considering", + "Lately", + "Details", + "AND", + "Recently", + "Regarding" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "What", + "What", + "Explain", + "Why", + "Discuss", + "Yours", + "Explain", + "Welcome", + "Meanwhile", + "Why", + "How", + "Its", + "nPlease", + "Describe", + "Please", + "Describe", + "nThe", + "Explained", + "How", + "explain", + "Below", + "Their", + "Competition", + "Welcome", + "Recently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "txt", + "ImagePath", + "What", + "Explain", + "jpg", + "Discuss", + "jpeg", + "Welcome", + "coli", + "dll", + "Pics", + "json", + "jpeg", + "Uid", + "quadratic", + "Stellen", + "Steinberg", + "ANGAN", + "Why", + "Secondly", + "OND", + "LEM", + "paragraph", + "unim", + "xlsx" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Explain", + "json", + "Explain", + "jpg", + "Meanwhile", + "pyplot", + "UMENT", + "chew", + "explain", + "Mere", + "What", + "Welcome", + "union", + "balls", + "umble", + "jel", + "otre", + "wm", + "What", + "coli", + "OPEN", + "aison" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "json", + "UMENT", + "Explain", + "chew", + "union", + "Explain", + "jpg", + "umble", + "OPEN", + "igate", + "jm", + "webm", + "paste", + "coli", + "ANGAN", + "js", + "explain", + "LETTER", + "ument" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "UMENT", + "umen", + "ument", + "igate", + "arrow", + "heading", + "OPEN", + "ARROW", + "Panjang", + "jpg", + "bye", + "Explain", + "konen", + "LETTER", + "webm", + "Meanwhile" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "continuous", + "event", + "union", + "delim", + "straight", + "mixed", + "formula", + "ument", + "part", + "fl", + "memo", + "material", + "scalar", + "flat", + "fine", + "metro", + "maxim", + "guess", + "flap", + "dig", + "balanced", + "intersection", + "elementary", + "user", + "say", + "broken", + "faith", + "query", + "arrow", + "integral", + "formatted", + "first" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 87008, + 225741, + 245453, + 159232, + 121602, + 65426, + 8546, + 4275, + 5419, + 4455, + 3492, + 5797, + 8757, + 27637, + 71724, + 103195, + 72859, + 64950, + 59525, + 36241, + 30063, + 44297, + 56339, + 99285, + 121627, + 24772 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 228985, + 220716, + 210402, + 91334, + 50905, + 36517, + 59392, + 113239, + 41833, + 24415, + 39603, + 59560, + 45685, + 64505, + 100555, + 207873, + 166421, + 132264, + 115604, + 79689, + 44743, + 15436, + 12437, + 16215, + 29624, + 84515 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 207786, + 213503, + 214724, + 241072, + 237035, + 71841, + 29076, + 90230, + 15481, + 2178, + 936, + 349, + 1260, + 16540, + 81815, + 142290, + 20138, + 26297, + 160881, + 54484, + 34532, + 43582, + 66163, + 65407, + 43105, + 53317 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 55622, + 86415, + 103872, + 208267, + 62581, + 166400, + 163485, + 62152, + 108868, + 66812, + 28118, + 22054, + 5790, + 10905 + ] + }, + { + "label": "bowing", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 132227, + 128319, + 3902, + 192, + 196510, + 49120, + 48798, + 78156, + 3255, + 30201, + 9922, + 3537, + 4437, + 7520 + ] + }, + { + "label": "strengthening", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 197066, + 31612, + 30923, + 61661, + 123150, + 118760, + 54396, + 33915, + 2858, + 4099, + 4260, + 824, + 45710, + 83397 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "particles", + "score": 15.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "finer", + "output_checked": true + }, + { + "concept": "because", + "score": 14.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "more", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "identical", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "same", + "output_checked": true + }, + { + "concept": "was", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "different", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "but", + "output_checked": true + }, + { + "concept": "compared", + "score": 8.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "higher", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ratio", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "differences", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "but", + "output_checked": true + }, + { + "concept": "both", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "contain", + "output_checked": true + }, + { + "concept": "whereas", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "amount", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "same", + "output_checked": true + }, + { + "concept": "mixtures", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "heavier", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "with", + "output_checked": true + }, + { + "concept": "for", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "faster", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "line", + "output_checked": true + }, + { + "concept": "obstruction", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "optimal", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "also", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "percentage", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "same", + "output_checked": true + }, + { + "concept": "achieve", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "consists", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "compositions", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "overcome", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "size", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "has", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 3.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "contain", + "output_checked": true + }, + { + "concept": "maths", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "superiority", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "with", + "output_checked": true + }, + { + "concept": "granulation", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "finer", + "output_checked": true + }, + { + "concept": "resistive", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "advancing", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "line", + "output_checked": true + }, + { + "concept": "containing", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "intervalos", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "pressure", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "withstand", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "disadvantage", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "sebagainya", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "line", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "each", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "intervention", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "firepower", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "occupants", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "its", + "output_checked": true + }, + { + "concept": "their", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "but", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "learners", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "possesses", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "Explain", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "are", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "viscosity", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "copper", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "contain", + "output_checked": true + }, + { + "concept": "shear", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "percent", + "score": 2.0, + "best_rank": 2, + "best_depth": 48.8, + "near_token": "fraction", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "microbe", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "mixture", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "compensatory", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "inertia", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "move", + "output_checked": true + }, + { + "concept": "optimized", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "its", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "ervan", + "quantos", + "wand", + "trump", + "Hail", + "Kwa", + "undos", + "punkte", + "anque", + "discrim" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "Beg", + "rid", + "trem", + "lev", + "tons", + "stir", + "grac", + "Sob", + "Mannes", + "Reis", + "gr", + "Proc", + "Sen", + "opat", + "Catt", + "Carg", + "Auff", + "fam", + "ment", + "prof", + "brake", + "dim" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "trem", + "dim", + "tons", + "lev", + "Beg", + "ment", + "Auff", + "grac", + "Tons", + "Dru", + "tun", + "gr", + "rid", + "stir", + "reu", + "dim", + "rons", + "Ferr", + "blot", + "opat" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "glob", + "tun", + "usan", + "Reis", + "champ", + "Sob", + "ilj", + "tfrac", + "prof", + "chal", + "grac", + "Mani", + "def", + "fam", + "tend", + "ilg", + "Sod", + "Wren", + "ohn", + "onn" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "glob", + "Reis", + "tons", + "dim", + "ago", + "champ", + "tens", + "induct", + "grac", + "Beet", + "Mani", + "dra", + "astes", + "tend", + "dip", + "usan", + "Bens", + "eres", + "ilers", + "instrument", + "fam", + "prof" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "VERE", + "Su", + "ORS", + "Vys", + "rem", + "side", + "Vo", + "uldig", + "susp", + "yn", + "yp", + "sn", + "idence", + "fields", + "hst", + "Rem", + "oben", + "rocin", + "El" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "tools", + "sol", + "Werk", + "trading", + "tool", + "DEP", + "Er", + "bro", + "nop", + "HI", + "tail", + "turbo", + "feeding", + "cares", + "ual" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "tail", + "lives", + "trading", + "tool", + "turbo", + "dedicated", + "bro", + "HI", + "nop", + "linear", + "Lives", + "remen", + "rem", + "sol", + "dal", + "kick" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "tail", + "lives", + "tools", + "tool", + "nop", + "HI", + "chal", + "dedicated", + "duct", + "sol", + "turbo", + "Stylesheet", + "demos", + "linear", + "select", + "bro", + "dots" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "lives", + "linear", + "subject", + "traits", + "sus", + "var", + "release", + "rac", + "RECE", + "tit", + "tattoo", + "common", + "trading", + "ettle", + "trait", + "side", + "tools", + "ae", + "Select", + "tails", + "nach", + "felt", + "diet" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "lives", + "titles", + "diet", + "tit", + "traits", + "tools", + "footnotes", + "notes", + "breadcrumb", + "tool", + "switch", + "trading", + "dedicated", + "real", + "tl", + "credits", + "lari", + "SWITCH", + "OOSE", + "true", + "ettle", + "greet", + "subject", + "release", + "too" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ick", + "signature", + "messagebox", + "niejsze", + "FORM", + "feature", + "sinc", + "signature", + "Apa", + "reason", + "Hoo", + "instance", + "handed", + "erat", + "biographer", + "exchange", + "law", + "standen", + "chyba", + "ohner", + "sene", + "edy", + "aline", + "acre", + "able", + "tight", + "niejs" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "dictionaries", + "httpClient", + "mselves", + "abilecek", + "politischen", + "orit", + "errichtet", + "selves", + "dicts", + "kulit", + "despert", + "gelegen", + "culminating", + "irse", + "bilen", + "politische", + "DICT", + "religiosa", + "cour", + "diction", + "wichtigsten" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ogado", + "dents", + "grud", + "abilecek", + "gor", + "assol", + "ranked", + "God", + "dictionaries", + "deka", + "obat", + "verl", + "Dieu", + "golfer", + "grudge", + "ocker", + "rug", + "Ranked" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "fect", + "constructor", + "courrier", + "sir", + "edit", + "logical", + "ausge", + "father", + "tier", + "twe", + "logique", + "common" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "wir", + "tti", + "sped", + "wij", + "argument", + "strokes", + "ausge", + "argument", + "spf", + "ohm", + "osp", + "casilla", + "haz", + "Stein", + "irce", + "argue", + "fq", + "exact", + "Verw", + "Gut", + "jah", + "fum", + "irp", + "ire", + "sta" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "parquet", + "opf", + "casilla", + "takt" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "horizontal", + "simultaneously", + "Dirichlet", + "scatterplot", + "UserProg", + "ernel", + "NSS", + "unders", + "midt", + "horizontally", + "sideways", + "getBounding" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "nPlease", + "ZS", + "Explain", + "ungu", + "swell", + "refere", + "biggr", + "along", + "explain", + "wondered", + "Describe", + "What", + "Similarly", + "laterally", + "Substance", + "Please", + "Question", + "Talk", + "Secondly", + "Prove", + "Talk", + "deduct", + "asks", + "Follow" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Explain", + "Explain", + "Subsequently", + "Consequently", + "Unless", + "Meanwhile", + "Others", + "Whose", + "Simultaneously", + "What", + "Secondly", + "nPlease", + "explain", + "How", + "Other", + "Please", + "Along", + "Unless", + "Consequently", + "odt", + "Furthermore", + "explains", + "sdf", + "Equally" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Explain", + "Explain", + "Whose", + "nPlease", + "Subsequently", + "explain", + "Consequently", + "Unless", + "What", + "How", + "Similarly", + "Assume", + "Equally", + "Meanwhile", + "igure", + "Consequently", + "Another", + "Along", + "Unless", + "sdf", + "How", + "htm", + "nThe" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Otherwise", + "Secondly", + "Explain", + "Unless", + "Subsequently", + "Assume", + "Unless", + "Furthermore", + "LessThan", + "htm", + "Subs", + "Consequently", + "Explain", + "xlsx", + "explain", + "Secondly", + "Similarly", + "Assuming", + "txt", + "Simultaneously", + "Along", + "Recently", + "Mechanism", + "essages", + "Others", + "Streams" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Explain", + "Secondly", + "Meanwhile", + "Explain", + "explain", + "Secondly", + "How", + "Otherwise", + "json", + "And", + "rive", + "secondly", + "Try", + "Begin", + "Assume", + "hedron", + "What", + "Allow", + "GENER", + "LessThan", + "arrow", + "Please", + "beeld", + "letas" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Explain", + "Meanwhile", + "Secondly", + "explain", + "Explain", + "How", + "subsection", + "json", + "Try", + "What", + "begin", + "rive", + "union", + "Describe", + "explains", + "slide", + "Similarly", + "Assume", + "arrow", + "Secondly", + "And", + "Begin", + "Otherwise", + "Assuming" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Secondly", + "Meanwhile", + "ound", + "ately", + "arrow", + "types", + "Subs", + "Subs", + "Under", + "igate", + "heading", + "Say", + "Explain", + "Secondly", + "ensively", + "subsection", + "Similarly", + "union", + "Say", + "ature", + "ber", + "versa", + "ATIVES" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "under", + "end", + "begin", + "below", + "assume", + "union", + "foundation", + "ations", + "ound", + "continuous", + "subs", + "energy", + "explain", + "exist", + "subsection", + "inputs", + "belong", + "length", + "family", + "load", + "velocity", + "first", + "detailed", + "exceptions", + "event", + "intersection", + "extra", + "equipment", + "sub", + "basis", + "The", + "application" + ] + } + ], + "logit_surprising": [ + { + "concept": "particles", + "score": 12.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "move", + "output_checked": true + }, + { + "concept": "ausge", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "amount", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "more", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "higher", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "different", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "contain", + "output_checked": true + }, + { + "concept": "heavier", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "overcome", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "consists", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "Explain", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "size", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "ratio", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "has", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "faster", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "line", + "output_checked": true + }, + { + "concept": "force", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "days", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "dieu", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "fraction", + "output_checked": true + }, + { + "concept": "ello", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "Boo", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "rele", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "its", + "output_checked": true + }, + { + "concept": "orchards", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "but", + "output_checked": true + }, + { + "concept": "tetapi", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "fraction", + "output_checked": true + }, + { + "concept": "differ", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "but", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "finer", + "output_checked": true + }, + { + "concept": "suffers", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "achieve", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "to", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "other", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "steeper", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "copper", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "contain", + "output_checked": true + }, + { + "concept": "compositions", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "shear", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "delay", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "EventListener", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "reason", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "valu", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "aquilo", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "tash", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "vorm", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "contain", + "output_checked": true + }, + { + "concept": "httpClient", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "dictionaries", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "grud", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "but", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "bagging", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Adj", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "ques", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "okt", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ",", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "harder", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ilm", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "move", + "output_checked": true + }, + { + "concept": "zwar", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "niiden", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "sorption", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "outperforms", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "latter", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ene", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "effort", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "applied", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-05__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-particle-strengthening-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Quench-induced coordinated transformation 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A carbon steel quenched too rapidly for long-range solute redistribution develops a hard acicular product with a body-centered cell elongated along one axis.", + "prompt_tail": "A carbon steel quenched too rapidly for long-range solute redistribution develops a hard acicular product with a body-centered cell elongated along one axis.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-rapid-transformation-01", + "carrier_id": null, + "target_family": "rapid-transformation", + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 4363, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 5143 + }, + { + "label": "Bain", + "best_rank": 10592, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 2663 + }, + { + "label": "tetragonal", + "best_rank": 56, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 3368 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "asons", + "asion", + "ials", + "behalf", + "orry", + "oba", + "ammed" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "alike", + "ie", + "wards", + "ii", + "zes", + "eded", + "d", + "ct", + "ited", + "outh", + "wi", + "atre", + "zia", + "eries", + "bzw", + "leness", + "l", + "ion", + "ng", + "lement", + "gy", + "ued", + "ided", + "ses", + "aska", + "nl", + "wie", + "arie", + "dia" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "mente", + "aid", + "xd", + "thereof", + "ld", + "wards", + "ii", + "persons", + "zia", + "orie", + "meanwhile", + "d", + "ct", + "ue", + "ie", + "idd", + "ients", + "wi", + "ia", + "ort", + "ial", + "wn", + "gy", + "oi", + "hood", + "olid", + "dz" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "oides", + "persons", + "ients", + "persons", + "alike", + "yses", + "oid", + "mente", + "edly", + "aken", + "thereof", + "osite", + "zia", + "thereon", + "stuffs", + "ided", + "uate", + "ois", + "aid", + "udian", + "ydia", + "psis", + "igu", + "zes", + "lle", + "herein", + "edes" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "centre", + "persons", + "efectu", + "ients", + "centre", + "whilst", + "edly", + "alike", + "resultant", + "ided", + "wards", + "osite", + "stuffs", + "oid", + "ised", + "ably", + "thereof", + "aid", + "forthwith", + "mente", + "udian", + "presently", + "yses", + "Whilst", + "centred", + "Whilst", + "betreff", + "ct" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "subsequently", + "wherein", + "thereafter", + "Whilst", + "whereupon", + "comprising", + "consequently", + "utta", + "presently", + "pertaining", + "posteriormente", + "utilising", + "accompanied", + "Concerning", + "characterized", + "whilst", + "whereby", + "resultant", + "exhibiting", + "Subsequently", + "util", + "aken", + "Util", + "situated", + "possessing", + "characterised", + "ENTA", + "perteneciente", + "towards", + "thereof", + "sequently" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereof", + "subsequently", + "thence", + "thereafter", + "thereto", + "concomitant", + "whereupon", + "latter", + "characterized", + "approximately", + "thereby", + "occurring", + "presently", + "principally", + "therefrom", + "wherein", + "whereby", + "employing", + "hitherto", + "posteriormente", + "commencing", + "laterally", + "concomit", + "later", + "whilst", + "markedly", + "Whilst", + "occasioned", + "proximate", + "Subsequently", + "shortly", + "comprising" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereof", + "thereto", + "thereby", + "presently", + "thence", + "whereas", + "wherein", + "furthermore", + "concomitant", + "whereupon", + "characterized", + "notable", + "therefrom", + "laterally", + "concomit", + "thus", + "latter", + "likewise", + "resultant", + "upon", + "toward", + "composition", + "characteristic", + "merely", + "commenced", + "notwithstanding", + "distal", + "hitherto", + "heretofore", + "indistinct", + "occurring" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "geometrical", + "anisotropic", + "geometrically", + "morphology", + "radially", + "rectilinear", + "spheroid", + "isotropic", + "isotropic", + "characteristic", + "geometric", + "anisotropy", + "spatially", + "concomitant", + "laterally", + "delineated", + "cylind", + "resultant", + "centroid", + "periodicity", + "acial", + "indicative", + "distal", + "suggestive", + "concomit", + "rotational", + "extruded", + "globular", + "agglomer", + "typical", + "characterized", + "notable" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "morphology", + "characteristic", + "anisotropic", + "observed", + "hypertro", + "extruded", + "morphological", + "geometrically", + "spheroid", + "observable", + "spatially", + "radially", + "rectilinear", + "isotropic", + "exhibiting", + "agglomer", + "striated", + "elongated", + "lattice", + "indicative", + "monoc", + "extrusion", + "superimposed", + "isotropic", + "spectroscopic", + "discernible", + "distinct", + "characteristics", + "observation", + "empirical", + "anisotropy" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "morphology", + "characteristic", + "observed", + "morphological", + "anisotropic", + "hypertro", + "geometrically", + "anatomical", + "extruded", + "spatially", + "rectilinear", + "spheroid", + "perpendicular", + "observable", + "empirically", + "distinct", + "characteristics", + "pendicular", + "empirical", + "uniformity", + "elongated", + "extrusion", + "protrusion", + "deform", + "genetically", + "coloration", + "structurally", + "superimposed" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "characteristic", + "morphology", + "shape", + "characteristics", + "metabolic", + "morphological", + "anisotropic", + "anatomical", + "rectilinear", + "Morphology", + "formation", + "deform", + "Shape", + "genetically", + "elongated", + "extruded", + "spheroid", + "spatially", + "Characteristics", + "characterized", + "deformation", + "Shape", + "Characteristic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "morphology", + "characteristics", + "anatomical", + "subtype", + "metabolic", + "phenotype", + "genetically", + "hybridization", + "hybridized", + "shape", + "characterized", + "shaped", + "mitochond", + "Characteristics", + "anisotropic", + "rectilinear", + "spheroid", + "Morphology", + "distinct", + "influenced", + "Shape" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "characteristic", + "characteristics", + "species", + "metabolic", + "mitochond", + "morphology", + "phenotype", + "cytoplasm", + "microstructure", + "subtype", + "prokary", + "Characteristics", + "genetically", + "Characteristic", + "isoform", + "Morphology", + "formation", + "cylindrical", + "hybridization", + "anatomical", + "subspecies", + "Characteristic", + "rectilinear" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "because", + "demonstrating", + "suggesting", + "wherein", + "implying", + "where", + "making", + "showing", + "indicating", + "featuring", + "symbolizing", + "characterized", + "showcasing", + "furthermore", + "characterizing", + "whose", + "whereas", + "whereby", + "preferring", + "signifying", + "involving", + "because", + "stating", + "utilizing", + "displaying", + "illustrating", + "exhibiting", + "emphasizing" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "because", + "Specifically", + "furthermore", + "Because", + "whereas", + "Conversely", + "Because", + "Furthermore", + "Specifically", + "Furthermore", + "Consequently", + "because", + "ually", + "amente", + "involves", + "Recently", + "Rather", + "Featuring", + "Notably", + "osition", + "ially", + "contains", + "During", + "requently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "because", + "whereas", + "Secondly", + "Conversely", + "Because", + "conversely", + "Furthermore", + "Conversely", + "Specifically", + "Shouldn", + "presenting", + "Each", + "Because", + "explaining", + "Usually", + "Often", + "demonstrating", + "Secondly", + "Rather", + "Specifically", + "This", + "else", + "However", + "causing", + "Typically", + "Usually" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "whereas", + "namely", + "secondly", + "Secondly", + "this", + "therefore", + "meanwhile", + "This", + "They", + "although", + "Therefore", + "conversely", + "anymore", + "Secondly", + "During", + "Finally", + "Furthermore", + "Whether", + "theirs", + "unless", + "Though", + "Shouldn", + "However" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "whereas", + "mdash", + "This", + "Because", + "Unless", + "meanwhile", + "this", + "Because", + "Unless", + "Details", + "During" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "During", + "Consequently", + "whereas", + "During", + "Consequently", + "Meanwhile", + "Regarding", + "meanwhile", + "Conversely", + "furthermore", + "conversely", + "This", + "However", + "While", + "While", + "Considering", + "Considering", + "Conversely", + "Shouldn", + "Though", + "Unless", + "Along", + "Along", + "Whether", + "Recently", + "Therefore", + "Because" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Consequently", + "During", + "Therefore", + "While", + "This", + "However", + "whereas", + "During", + "Another", + "Whether", + "Recently", + "Considering", + "Conversely", + "Consequently", + "conversely", + "Shouldn", + "Though", + "Unless", + "While", + "Along", + "furthermore", + "Considering", + "Here", + "Hence", + "Although", + "Yet", + "Meanwhile" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Though", + "Hence", + "However", + "During", + "Furthermore", + "Upon", + "While", + "Therefore", + "Historically", + "Although", + "Conversely", + "conversely", + "Consequently", + "Unless", + "Along", + "Secondly", + "During", + "Similarly", + "furthermore", + "This", + "Unlike", + "Dieser", + "Again", + "Considering" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Therefore", + "During", + "During", + "This", + "Historically", + "Hence", + "However", + "Though", + "Secondly", + "Conversely", + "conversely", + "Judging", + "Similarly", + "Along", + "Although", + "Recently", + "Shouldn", + "Considering", + "Simultaneously", + "Assuming", + "Meanwhile", + "Unless", + "Another", + "Upon" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Therefore", + "During", + "Historically", + "Though", + "This", + "Along", + "Secondly", + "During", + "However", + "Considering", + "Similarly", + "Assuming", + "Hence", + "Upon", + "Unless", + "Conversely", + "Simultaneously", + "When", + "Again", + "Recently", + "Along", + "py", + "Another", + "Among", + "Meanwhile", + "experimentally", + "Substituting" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Along", + "Considering", + "This", + "Among", + "Therefore", + "During", + "Historically", + "When", + "Upon", + "Secondly", + "bat", + "Along", + "Given", + "Considering", + "Again", + "Though", + "Containing", + "Because", + "Rather", + "Another", + "During" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "For", + "When", + "In", + "A", + "While", + "Upon", + "It", + "Specifically", + "To", + "Let", + "If", + "However", + "After", + "That", + "Since", + "During", + "Given", + "Due", + "An", + "These", + "Cent", + "body", + "By", + "Long", + "Black", + "Assuming", + "As", + "Body", + "Wait", + "Such" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 126816, + 70162, + 50105, + 61529, + 37319, + 28174, + 32509, + 7177, + 5524, + 7628, + 4364, + 8656, + 32849, + 75046, + 67601, + 108845, + 121063, + 37182, + 98994, + 45834, + 16492, + 20846, + 59111, + 43682, + 44788, + 2015 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 102473, + 75427, + 114105, + 171935, + 108950, + 65127, + 65008, + 67190, + 45782, + 81664, + 105189, + 153135, + 168963, + 78370, + 209299, + 203230, + 174228, + 167847, + 123147, + 106700, + 93209, + 16474, + 14305, + 10593, + 2547, + 2531 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 122599, + 190148, + 215323, + 137427, + 152849, + 86080, + 60392, + 35257, + 781, + 304, + 202, + 199, + 84, + 57, + 158214, + 199116, + 176524, + 215699, + 209891, + 136771, + 92118, + 96438, + 105141, + 88893, + 69111, + 2729 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 31140, + 42955, + 103456, + 14356, + 190567, + 190970, + 92437, + 34286, + 14588, + 5680, + 5144, + 14262, + 19184, + 8724 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 89374, + 2664, + 131884, + 38956, + 184693, + 215757, + 113952, + 248623, + 191042, + 68584, + 82704, + 32069, + 18193, + 21725 + ] + }, + { + "label": "tetragonal", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 210314, + 155815, + 215272, + 71053, + 154387, + 118815, + 45820, + 5568, + 180626, + 4192, + 3369, + 14735, + 44952, + 29914 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 25.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "too", + "output_checked": true + }, + { + "concept": "and", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "which", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "martens", + "score": 10.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "structure", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "significant", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "with", + "output_checked": true + }, + { + "concept": "dioxide", + "score": 6.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "was", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "became", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "resulted", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "alloying", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "toughness", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "numerous", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "the", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "along", + "output_checked": true + }, + { + "concept": "brittle", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "due", + "score": 4.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "long", + "output_checked": true + }, + { + "concept": "accelerated", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "worse", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "too", + "output_checked": true + }, + { + "concept": "dense", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "cytoplasm", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "disproportion", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "during", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "quickly", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "too", + "output_checked": true + }, + { + "concept": "its", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "for", + "output_checked": true + }, + { + "concept": "duration", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "long", + "output_checked": true + }, + { + "concept": "alloy", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "durations", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "long", + "output_checked": true + }, + { + "concept": "molecule", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "Proto", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "lattice", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "morphology", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "adequate", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "for", + "output_checked": true + }, + { + "concept": "metastable", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "polymerization", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "effects", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "Homo", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "body", + "output_checked": true + }, + { + "concept": "massacre", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "arms", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "range", + "output_checked": true + }, + { + "concept": "several", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "exposure", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "range", + "output_checked": true + }, + { + "concept": "lacking", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "with", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "harshly", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "too", + "output_checked": true + }, + { + "concept": "may", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "dispersal", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "direction", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "consistency", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "range", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "enough", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "long", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "acier", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "like", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "product", + "output_checked": true + }, + { + "concept": "ferrite", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "body", + "output_checked": true + }, + { + "concept": "often", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "ductility", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "range", + "output_checked": true + }, + { + "concept": "austenite", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "suffers", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "tempering", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "for", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "Hail", + "ervan", + "wand", + "nada", + "quantos", + "punkte", + "Kwa", + "trump", + "ynitrite", + "masculin", + "nok" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "lev", + "Proc", + "grac", + "Mannes", + "prof", + "opat", + "pres", + "gr", + "dre", + "Catt", + "Pres", + "stir", + "channel", + "Beg", + "rid", + "Cann", + "mamy", + "twe", + "Tons", + "trem", + "wedge", + "olyte" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "Dru", + "tons", + "grac", + "pres", + "rock", + "gr", + "Pres", + "ums", + "Clon", + "intr", + "dre", + "centrifug", + "stir", + "Proc", + "Catt" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "essional", + "Reis", + "brake", + "grac", + "ilj", + "Ce", + "glob", + "tfrac", + "olyte", + "def", + "alk", + "chal", + "plo", + "intr", + "Bene", + "champ", + "Cil", + "tun" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "glob", + "ago", + "essional", + "dip", + "Kam", + "tfrac", + "grac", + "Bens", + "Gal", + "Hus", + "Cann", + "olyte", + "Rec", + "Mani", + "ilj", + "Khud", + "dre", + "Lys", + "champ", + "Cil", + "Ga", + "gravity", + "brake", + "Durch" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "Su", + "ORS", + "rem", + "VERE", + "Vo", + "wyst", + "yn", + "sag", + "olare", + "hely", + "ual", + "ors", + "Vla", + "sag", + "oben", + "Ih", + "ae", + "det", + "fields", + "Rem", + "Fla", + "susp" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "side", + "tools", + "kick", + "tool", + "HI", + "ORS", + "demos", + "Er", + "Green", + "rem", + "bro", + "Sol", + "dal", + "MI", + "ear", + "Me", + "das", + "dad", + "boom" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "tool", + "kick", + "side", + "rem", + "HI", + "sol", + "ORS", + "tail", + "turbo", + "Green", + "dad", + "trading", + "demos", + "remen" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "rem", + "record", + "sol", + "tools", + "kick", + "lives", + "tool", + "HI", + "uct", + "nop", + "remen", + "duct", + "tail", + "Er", + "Sol", + "select", + "bro", + "Green" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "ettle", + "Select", + "OOSE", + "linear", + "cdots", + "fetch", + "lives", + "tattoo", + "side", + "switch", + "record", + "fract", + "pur", + "Green", + "sus", + "felt", + "lores", + "item", + "subject", + "listener" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "ettle", + "isselle", + "ILIA", + "switch", + "fetch", + "diet", + "titles", + "lives", + "credits", + "Meals", + "RECE", + "data", + "itemize", + "RESOL", + "reports", + "CERT", + "detailed", + "resco", + "toc", + "greeting", + "getItem", + "OOSE", + "cat", + "linear", + "tl" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "erme", + "header", + "bag", + "rion", + "MESS", + "step", + "ackets", + "eal", + "Mec", + "epar", + "bag", + "header", + "oders", + "ucar", + "blas", + "step", + "briefcase", + "chette", + "PAS", + "notebooks", + "elang", + "diff" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "oblastic", + "kulit", + "Compl", + "dieu", + "BL", + "blas", + "Compl", + "backlit", + "replay", + "ville", + "cama", + "kilo", + "abal", + "awatt", + "cribable", + "hnung", + "pick" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "god", + "brus", + "dieu", + "kund", + "deka", + "grudge", + "rotz", + "grud", + "God", + "ogado", + "blas", + "costing", + "assol", + "Forst", + "holz", + "viol" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "muh", + "fect", + "logique", + "ricost", + "analyse", + "Jahres", + "SEG", + "costit", + "ques", + "camada", + "peric", + "largement", + "landen", + "LLC", + "Pars" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "es", + "alyse", + "dzi", + "peric", + "dlatego", + "ausge", + "osp", + "tier", + "itzer", + "iy", + "ectors", + "adillo", + "attaques", + "LLC", + "spf", + "dazu", + "ricost", + "camada" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "baik", + "wound", + "okt", + "kernel", + "whor" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Weib", + "nonetheless", + "whiskers", + "protrusion" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "denn", + "Details", + "Detail", + "Dieser", + "Statistic", + "Similarly", + "This", + "detail" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "While", + "Because", + "Consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Another" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Historically", + "Similarly", + "txt", + "However", + "During", + "Unless", + "Unlike", + "Traditionally", + "Subs", + "Though", + "Normally", + "Simultaneously", + "Otherwise", + "While", + "Recently", + "Secondly" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Therefore", + "Historically", + "During", + "Similarly", + "Neither", + "While", + "Another", + "However", + "Assuming", + "Simultaneously", + "Neither", + "During", + "Examples", + "Unlike", + "Traditionally", + "Because", + "Unless" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Therefore", + "Historically", + "During", + "Similarly", + "Assuming", + "Because", + "Neither", + "Another", + "However", + "While", + "Along", + "Both", + "During", + "Simultaneously", + "This", + "By", + "Unlike", + "These", + "Since", + "Traditionally", + "Let", + "Considering", + "Secondly", + "Initially" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Historically", + "Therefore", + "During", + "Another", + "Because", + "Among", + "Assuming", + "However", + "What", + "Specifically", + "this" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "For", + "In", + "While", + "When", + "Body", + "A", + "Since", + "Let", + "If", + "These", + "Specifically", + "However", + "By", + "During", + "Such", + "Wait", + "Nucle", + "It", + "An", + "To", + "After", + "Upon", + "That", + "Ac", + "Assuming", + "Long", + "Given", + "Another", + "Due", + "Q" + ] + } + ], + "logit_surprising": [ + { + "concept": "microstructure", + "score": 22.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "ausge", + "score": 20.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "martens", + "score": 14.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "body", + "output_checked": true + }, + { + "concept": "structure", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "and", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "tetragonal", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "austenite", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "range", + "output_checked": true + }, + { + "concept": "God", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "long", + "output_checked": true + }, + { + "concept": "verw", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "ilm", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "quickly", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "too", + "output_checked": true + }, + { + "concept": "suffers", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "dazu", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "for", + "output_checked": true + }, + { + "concept": "retention", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "resulted", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "alloy", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "durations", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "long", + "output_checked": true + }, + { + "concept": "fine", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "fam", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "dil", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "too", + "output_checked": true + }, + { + "concept": "baik", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "resemblance", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "body", + "output_checked": true + }, + { + "concept": "may", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "pronounced", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "brittle", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "lattice", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "tempering", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "for", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "dioxide", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "due", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "cereal", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "long", + "output_checked": true + }, + { + "concept": "Meals", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "IPP", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "long", + "output_checked": true + }, + { + "concept": "PAS", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "rows", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "ostat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "for", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "long", + "output_checked": true + }, + { + "concept": "grud", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "for", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "product", + "output_checked": true + }, + { + "concept": "Yum", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "URCH", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "Kaz", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "spf", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "datasheet", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "whitening", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "anyway", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "horizontally", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "barbecue", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "harshly", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "too", + "output_checked": true + }, + { + "concept": "duration", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "long", + "output_checked": true + }, + { + "concept": "sake", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "will", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "feature", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "layer", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "namely", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "product", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-01__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Quench-induced coordinated transformation 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Severe cooling converts the parent face-centered phase into fine laths almost instantaneously. Carbon remains trapped and the product has unequal axial lattice parameters.", + "prompt_tail": "ing converts the parent face-centered phase into fine laths almost instantaneously. Carbon remains trapped and the product has unequal axial lattice parameters.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-rapid-transformation-02", + "carrier_id": null, + "target_family": "rapid-transformation", + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "''", + "generated_token_ids": [ + 10440 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 3391, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 5671 + }, + { + "label": "Bain", + "best_rank": 66219, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 33433 + }, + { + "label": "tetragonal", + "best_rank": 185, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 7372 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "asion", + "alike", + "orry", + "together", + "asons", + "ilst", + "behalf", + "ammed", + "ients", + "Also", + "ials", + "oba" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "zes", + "lle", + "zis", + "persons", + "eded", + "lly", + "d", + "ued", + "ii", + "ients", + "ses", + "eries", + "alike", + "etc", + "arie", + "dia", + "nti", + "nto", + "ie", + "ids", + "ih", + "xd", + "atre", + "zia", + "eness", + "edes", + "yses", + "sic" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "gonna", + "lle", + "leness", + "xd", + "etc", + "sic", + "ients", + "dia", + "nti", + "ids", + "etc", + "zia", + "yses", + "zis", + "lly", + "orie", + "alike", + "oides", + "persons", + "tics", + "sebagainya", + "enal" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "yses", + "persons", + "persons", + "oides", + "sic", + "edes", + "ients", + "cedures", + "leness", + "psis", + "zis", + "ions", + "zia", + "osite", + "udian", + "udos", + "dia", + "thereto", + "UIT", + "thirds", + "maupun", + "wari", + "idences", + "iosos", + "ortheast", + "zes", + "orable" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "yses", + "sic", + "maupun", + "osite", + "sexes", + "persons", + "zis", + "ients", + "udian", + "dia", + "ided", + "ially", + "UIT", + "oris", + "oides", + "ued", + "mente", + "zia", + "eness", + "edes", + "thereto", + "AKA", + "ions", + "ances" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "thereto", + "yses", + "sic", + "therefore", + "furthermore", + "persons", + "Miscellaneous", + "Concerning", + "USES", + "whereby", + "UIT", + "which", + "also", + "ients", + "Also", + "wherein", + "udian", + "thereon", + "principally", + "Characteristics", + "skall" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "therefore", + "persons", + "thereto", + "posteriori", + "prior", + "thus", + "which", + "later", + "sufficient", + "accordingly", + "sic", + "whereas", + "characteristics", + "hence", + "udian", + "thereon", + "although", + "concerning", + "thereafter", + "therefore", + "laterally", + "upon", + "thereof", + "tendency", + "Concerning", + "ances", + "however", + "respectively" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "persons", + "whereas", + "furthermore", + "therefore", + "hence", + "thereto", + "thus", + "characteristics", + "sic", + "secondly", + "which", + "thereof", + "thereby", + "Furthermore", + "neither", + "concerning", + "tendency", + "occurrence", + "eness", + "likewise", + "Moreover", + "therefore", + "Furthermore", + "presently", + "ieur", + "Concerning", + "composition", + "Hence", + "udian" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "hence", + "whereas", + "furthermore", + "Hence", + "geometrical", + "Furthermore", + "Moreover", + "uminium", + "Furthermore", + "thus", + "Hence", + "cular", + "anisotropic", + "characteristics", + "vice", + "sequently", + "Consequently", + "thereto", + "moreover", + "urate", + "posteriori", + "anisotropy", + "which", + "geometry", + "diameter", + "udian", + "anisot", + "thereby", + "periodicity", + "whereas" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "anisotropic", + "anisotropy", + "fiss", + "deform", + "alloy", + "empirical", + "characteristics", + "geometry", + "structural", + "posteriori", + "anisot", + "suture", + "characteristic", + "chemically", + "constitutive", + "metastable", + "heterozyg", + "isotropic", + "cular", + "manufacture", + "deformation", + "morphology", + "structurally", + "asymmetrical", + "geometrically", + "Deformation", + "geometrical", + "heterogeneous", + "heterozygous", + "substituent", + "Austro", + "perpendicular" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "deform", + "unstable", + "fiss", + "chemically", + "anisotropy", + "anisotropic", + "deformation", + "characteristics", + "modified", + "structural", + "empirical", + "instability", + "deformed", + "suture", + "metastable", + "affected", + "stabilized", + "structurally", + "fault", + "damaged", + "stability", + "characteristic", + "modification", + "manufacture", + "altered", + "heterogeneity", + "discontinuous", + "metallurgical", + "Deformation", + "resulting", + "alloy", + "stabilization" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "unstable", + "affected", + "instability", + "deform", + "damaged", + "deformed", + "Deformation", + "destabil", + "resultante", + "deformation", + "resulting", + "chemically", + "unresolved", + "akibat", + "heterozygous", + "deformity", + "characteristics", + "anisotropy", + "ortion", + "defective", + "FFECT", + "genetically", + "Affected", + "defects", + "Affected", + "forced", + "fault", + "heterozyg", + "modified", + "altered", + "inhomogeneous" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "resultante", + "Deformation", + "heterozyg", + "characteristics", + "anisotropy", + "deformed", + "heterozygous", + "deform", + "deformity", + "resulting", + "deformation", + "unstable", + "ortion", + "genetically", + "Characteristics", + "chemically", + "unique", + "characteristic", + "instability", + "anisotropic", + "caratteristiche", + "Characteristics", + "uniaxial", + "affected", + "modified", + "incompatible", + "discontinuous", + "unresolved" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "resultante", + "sequently", + "heterozyg", + "heterozygous", + "Deformation", + "akibat", + "resulting", + "characteristics", + "deformed", + "Characteristics", + "furthermore", + "caracteriza", + "posteriori", + "Consequently", + "consequently", + "deformation", + "anisotropy", + "unar", + "iran", + "unstable", + "experimentally", + "Characteristic", + "deformity", + "affected", + "ortion", + "instability", + "deform" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Which", + "Eventually", + "Consequently", + "Furthermore", + "which", + "Ultimately", + "furthermore", + "Nevertheless", + "consequently", + "Afterwards", + "whereupon", + "Ultimately", + "ultimately", + "thereby", + "Meanwhile", + "Furthermore", + "Subsequently", + "therefore", + "Various", + "various", + "Which", + "Eventually", + "Subsequently", + "Thereby", + "making", + "hence", + "whereas", + "Whom", + "although", + "Also" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Furthermore", + "Eventually", + "Consequently", + "Ultimately", + "Meanwhile", + "Subsequently", + "Because", + "Later", + "Nevertheless", + "Furthermore", + "Conversely", + "furthermore", + "Eventually", + "Afterwards", + "During", + "Yet", + "Several", + "consequently", + "Secondly", + "Frequently", + "Successfully", + "Ultimately", + "Conversely", + "Simultaneously", + "Subsequently", + "Further", + "Their", + "Hence", + "Subsequent", + "Owing", + "Therefore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "Furthermore", + "Conversely", + "furthermore", + "Consequently", + "whereas", + "Similarly", + "Meanwhile", + "consequently", + "meanwhile", + "Subsequently", + "conversely", + "During", + "Furthermore", + "Similarly", + "Eventually", + "Secondly", + "Afterwards", + "Conversely", + "Simultaneously", + "Then", + "Again", + "Yet", + "subsequently", + "Nevertheless", + "likewise", + "Likewise", + "Ultimately", + "secondly", + "Because", + "Moreover", + "Finally" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "consequently", + "secondly", + "conversely", + "Consequently", + "Finally", + "Similarly", + "Secondly", + "whereas", + "Furthermore", + "accordingly", + "Meanwhile", + "Similarly", + "tandis", + "Simultaneously", + "therefore", + "They", + "Likewise", + "Conversely", + "Consequently", + "finally", + "During", + "namely", + "likewise", + "lastly", + "Their", + "hence", + "thereby", + "Finally", + "Ultimately" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Consequently", + "meanwhile", + "Consequently", + "conversely", + "They", + "Meanwhile", + "consequently", + "Conversely", + "furthermore", + "Their", + "hence", + "therefore", + "whereas", + "Similarly", + "Recently", + "Conversely", + "Therefore", + "secondly", + "thus", + "Thus", + "Finally", + "Yet", + "Their", + "tandis", + "They", + "Hence", + "Likewise", + "Compared" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Consequently", + "Meanwhile", + "They", + "Therefore", + "consequently", + "Recently", + "Conversely", + "Hence", + "conversely", + "meanwhile", + "Similarly", + "furthermore", + "Their", + "Compared", + "mselves", + "Its", + "Furthermore", + "hence", + "Its", + "Conversely", + "therefore", + "Hence", + "Secondly", + "During", + "Therefore", + "Recent", + "Thus", + "whereas" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Consequently", + "Therefore", + "Recently", + "Hence", + "They", + "Meanwhile", + "consequently", + "Conversely", + "Their", + "Similarly", + "conversely", + "therefore", + "furthermore", + "During", + "Recent", + "hence", + "Compared", + "Furthermore", + "Therefore", + "Together", + "nThe", + "Hence", + "Secondly", + "Currently", + "meanwhile", + "Historically", + "Unless", + "Likewise" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Secondly", + "Hence", + "Consequently", + "Furthermore", + "secondly", + "They", + "conversely", + "Therefore", + "Conversely", + "Likewise", + "orith", + "txt", + "furthermore", + "THAN", + "Namely", + "Historically", + "Conversely", + "Recently", + "Similarly", + "Threats", + "These", + "Otherwise", + "Secondly", + "Refer", + "Tissue", + "Streams", + "Individ", + "Except" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Secondly", + "SendData", + "secondly", + "Therefore", + "balls", + "Secondly", + "THAN", + "Aren", + "Poster", + "pylori", + "Hence", + "Consequently", + "Dont", + "Tried", + "Meanwhile", + "Anatom", + "SelectedItem", + "txt", + "meanwhile", + "Aren" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "THAN", + "Therefore", + "uft", + "Secondly", + "secondly", + "pylori", + "Consequently", + "consequ", + "endregion", + "bred", + "Repeat", + "Researchers", + "runde", + "SendData", + "opat" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "THAN", + "Secondly", + "secondly", + "Researchers", + "Tissue", + "Tumor", + "Dependence", + "mselves", + "zda", + "Therefore", + "VI", + "tiller", + "Consequently", + "undes", + "pylori", + "dehyde", + "Selecting", + "eted" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "textbf", + "jpg", + "length", + "The", + "end", + "No", + "set", + "bullet", + "bl", + "es", + "They", + "copy", + "This", + "tag", + "mat", + "types", + "Secondly", + "Unknown", + "dot", + "When", + "The", + "exceptions", + "etc", + "to", + "These", + "Nons", + "Adding", + "obj", + "Unknown", + "No", + "tons", + "tend" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 124018, + 58320, + 67745, + 105480, + 50141, + 40156, + 17664, + 18548, + 10203, + 10198, + 3392, + 8421, + 18377, + 51894, + 81376, + 113098, + 97452, + 54806, + 100559, + 80100, + 43935, + 37808, + 106325, + 61550, + 142895, + 43152 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 70884, + 85403, + 137140, + 114774, + 97070, + 94678, + 85300, + 98786, + 60413, + 136498, + 171738, + 208117, + 214085, + 199359, + 172439, + 172222, + 215127, + 115958, + 105924, + 158412, + 116577, + 66220, + 185535, + 179815, + 131732, + 170625 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 92835, + 153618, + 143571, + 104718, + 132811, + 69458, + 27041, + 16794, + 3079, + 726, + 1064, + 1766, + 336, + 186, + 225125, + 242109, + 221025, + 153479, + 150835, + 209542, + 217935, + 197734, + 189444, + 165600, + 179321, + 120534 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 23143, + 64422, + 77909, + 5672, + 153457, + 112149, + 39641, + 52469, + 32877, + 31054, + 46634, + 40826, + 113042, + 88460 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 98206, + 33434, + 193686, + 59590, + 175884, + 182263, + 62687, + 121305, + 101050, + 90395, + 144515, + 69402, + 164031, + 144768 + ] + }, + { + "label": "tetragonal", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 234121, + 224188, + 204203, + 96013, + 75269, + 135003, + 101679, + 7373, + 126175, + 10973, + 12897, + 15114, + 28597, + 20532 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "whereas", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "aths", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "within", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "geometry", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "face", + "output_checked": true + }, + { + "concept": "several", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "into", + "output_checked": true + }, + { + "concept": "became", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "product", + "output_checked": true + }, + { + "concept": "occurring", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "dimensions", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "compared", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "parameters", + "output_checked": true + }, + { + "concept": "atoms", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "Carbon", + "output_checked": true + }, + { + "concept": "Severity", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Severe", + "output_checked": true + }, + { + "concept": "temperature", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "microscopy", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "l", + "output_checked": true + }, + { + "concept": "mineral", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "undergone", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "which", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "quarters", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "atmosphere", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "resembling", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "proportions", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "considerable", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "has", + "output_checked": true + }, + { + "concept": "heat", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "liquid", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "material", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "upon", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "dissolved", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "product", + "output_checked": true + }, + { + "concept": "spacing", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "unequal", + "output_checked": true + }, + { + "concept": "progenitor", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "metastable", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "dense", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "sulfur", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Carbon", + "output_checked": true + }, + { + "concept": "Transform", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "gradually", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "into", + "output_checked": true + }, + { + "concept": "intact", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "survives", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "resultante", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "has", + "output_checked": true + }, + { + "concept": "also", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Carbon", + "output_checked": true + }, + { + "concept": "remained", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "characteristics", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "unequal", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "occurred", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "them", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "physical", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "population", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "becomes", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Carbon", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "nutrients", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "organism", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "isotropic", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "polycrystalline", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "oxides", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "l", + "output_checked": true + }, + { + "concept": "resembles", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "product", + "output_checked": true + }, + { + "concept": "oriented", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cubic", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "grains", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "precipitates", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "and", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "punkte", + "quantos", + "trump", + "nada", + "Hail", + "wand", + "Kwa", + "diagonal", + "ervan", + "undos", + "anque", + "yclerView", + "addRow" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "lev", + "Mannes", + "grac", + "opat", + "Cann", + "trem", + "stir", + "Beg", + "Sob", + "Cole", + "channel", + "tons", + "pres", + "Pres", + "Prote", + "Proc", + "Tit", + "Doyle", + "ving", + "prof", + "dim", + "Sen" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "lev", + "champ", + "ums", + "Auff", + "trem", + "Beg", + "tfrac", + "sum", + "chum", + "Mannes", + "zorunda", + "ohn", + "Proc", + "Pres", + "sis", + "ocy", + "Cann", + "dim" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "champ", + "tfrac", + "Reis", + "def", + "essional", + "Eing", + "ilj", + "alk", + "pric", + "fam", + "tun", + "Cole", + "grac", + "olyte", + "Kam", + "Cem", + "Mani" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "essional", + "grac", + "Reis", + "eres", + "Cole", + "def", + "Cann", + "tfrac", + "champ", + "Mannes", + "olyte", + "alt", + "eau", + "tons", + "Sob", + "Eing", + "lev", + "tens" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "atus", + "yn", + "ual", + "rem", + "ilers", + "hst", + "Su", + "Vo", + "WOR", + "ORS", + "VERE", + "detached", + "wyst", + "oben", + "hely", + "orel", + "ep", + "susp", + "Green", + "icot" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "trading", + "side", + "tool", + "kick", + "remen", + "tools", + "OHC", + "ORS", + "HI", + "ME", + "Sol", + "Green", + "sning", + "ual", + "rem", + "Er", + "bro" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "sol", + "tools", + "tool", + "trading", + "side", + "rem", + "tail", + "remen", + "kick", + "ORS", + "HI", + "dad", + "mei", + "Green", + "lives", + "truncate", + "demos", + "orel", + "Zealand" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "kick", + "sol", + "tail", + "remen", + "tool", + "tools", + "rem", + "Green", + "atus", + "uct", + "duct", + "record", + "select", + "nop", + "trading", + "mei", + "mech", + "ORS" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "OOSE", + "linear", + "fract", + "Select", + "ettle", + "scient", + "common", + "discussed", + "tails", + "sus", + "trading", + "fetch", + "proj", + "felt", + "tails", + "lives", + "side", + "select", + "subject", + "nach" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "titles", + "detailed", + "Meals", + "ettle", + "greet", + "proj", + "achievement", + "linear", + "switch", + "fetch", + "dynamic", + "notify", + "diet", + "greeting", + "detail", + "tit", + "dietary", + "listener", + "scient", + "CERT", + "Greet", + "ILIA" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "header", + "header", + "PK", + "uya", + "enswert", + "tops", + "PK", + "bag", + "flakes", + "fus", + "messagebox", + "beat", + "erme", + "jacket", + "motifs", + "inac", + "emptive", + "ilj", + "HEADER", + "Rechnung", + "ACG" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "slutt", + "orith", + "pelanggan", + "bosses", + "kulit", + "playlists", + "dieu", + "reheat", + "cribable", + "CompliancePolicy", + "flow", + "Notify", + "backlit", + "dicht" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "solle", + "ogado", + "god", + "brus", + "kund", + "jogar", + "del", + "okol", + "punt", + "golfer", + "delt", + "deka", + "dieu", + "DEL", + "grud", + "assol", + "dfs", + "disclosures" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "dabei", + "kta", + "routed", + "Alk", + "SPC", + "Poly", + "Dadurch", + "polys", + "bire", + "erves", + "Pars", + "Rew", + "ktor", + "ques", + "prong", + "fect", + "oly", + "verw" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "wir", + "berd", + "discord", + "afect", + "idium", + "uncut", + "azimuth", + "idic", + "ricost", + "uned", + "ausge", + "amid", + "Stein", + "wake", + "opf", + "spf", + "etically", + "wij", + "Verw", + "sped", + "ospel", + "verw", + "tier" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "contend", + "contr", + "segment", + "wake", + "requer" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Consequently", + "neurotrans", + "extr", + "denn", + "hence", + "resulting", + "consequently", + "riet", + "reheating", + "deacetyl", + "resulting", + "methyl", + "unders", + "writeInt", + "Medicaid", + "RenderTexture" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Consequently", + "consequently", + "Consequently", + "Secondly", + "therefore", + "Similarly", + "Thus", + "Ultimately", + "thus", + "Therefore", + "hence", + "conclude", + "consequ", + "resulting", + "Similarly", + "Conversely", + "Subsequently", + "namely", + "meanwhile", + "owing", + "Specifically", + "secondly", + "Hence" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "therefore", + "hence", + "Therefore", + "thus", + "accordingly", + "Thus", + "Hence", + "resulting", + "Therefore", + "hence", + "resulting", + "Subsequently", + "Thus", + "Hence", + "therefore", + "Conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "therefore", + "Consequently", + "consequently", + "hence", + "thus", + "Hence", + "Therefore", + "accordingly", + "resulting", + "hence", + "resulting", + "Thus", + "thereby", + "Hence", + "Therefore", + "therefore", + "Conversely", + "Subsequently", + "conversely", + "correspondingly", + "Similarly" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "hence", + "Hence", + "thus", + "Secondly", + "Therefore", + "therefore", + "correspondingly", + "conversely", + "Thus", + "resulting", + "thereby", + "Frames", + "Posters", + "Historically", + "uffix", + "Secondary", + "Conversely", + "Currently", + "Traditionally", + "accordingly", + "Subsequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "Secondly", + "Varieties", + "Otherwise", + "Therefore", + "Complexes", + "balls", + "resulting", + "Models", + "ield", + "secondly", + "icals", + "Hence", + "Say", + "correspondingly", + "ihilation", + "therefore", + "Agents", + "Modes" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "resulting", + "meanwhile", + "Varieties", + "Secondly", + "Therefore", + "heta", + "secondly", + "consequently", + "Models", + "therefore", + "Nitrate", + "namely", + "Say", + "Symptoms", + "Consequently", + "Reset", + "correspondingly", + "Model", + "Try", + "thus", + "Wind", + "Likewise", + "icals" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Secondly", + "entially", + "igate", + "originally", + "amba", + "Secondly", + "ight", + "Therefore", + "inations", + "Variations", + "Indicators", + "Among", + "resulting", + "rafo", + "secondly" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "end", + "The", + "eff", + "No", + "This", + "radial", + "If", + "he", + "begin", + "The", + "hard", + "ight", + "No", + "Carbon", + "experimental", + "hat", + "sub", + "quad", + "Carbon", + "ation", + "They", + "Zero", + "Progressive", + "onal", + "entially", + "In", + "heter", + "Heavy", + "heavy", + "Inflation", + "If", + "Quadr" + ] + } + ], + "logit_surprising": [ + { + "concept": "microstructure", + "score": 13.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "l", + "output_checked": true + }, + { + "concept": "ausge", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "into", + "output_checked": true + }, + { + "concept": "ilm", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "into", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "verw", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Carbon", + "output_checked": true + }, + { + "concept": "resulting", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "dimensions", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "while", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "atoms", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Carbon", + "output_checked": true + }, + { + "concept": "interstit", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "lengths", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "material", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "spf", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "within", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "liquid", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "upon", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "dissolved", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "precipitates", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "grains", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "reheat", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Severe", + "output_checked": true + }, + { + "concept": "recap", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "Jahres", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Severe", + "output_checked": true + }, + { + "concept": "prong", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "product", + "output_checked": true + }, + { + "concept": "afect", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "face", + "output_checked": true + }, + { + "concept": "intact", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "embedded", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "become", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "has", + "output_checked": true + }, + { + "concept": "compared", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "parameters", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "thermodynamic", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "insoluble", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "distribution", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "unequal", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "heat", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "cubic", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "oriented", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "crystall", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "unequal", + "output_checked": true + }, + { + "concept": "spacings", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "spacing", + "score": 2.0, + "best_rank": 1, + "best_depth": 90.2, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "Rechnung", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Severe", + "output_checked": true + }, + { + "concept": "messaging", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "steer", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "aths", + "output_checked": true + }, + { + "concept": "MAT", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "costing", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "face", + "output_checked": true + }, + { + "concept": "golfing", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "rumble", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "viol", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "product", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "ques", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "face", + "output_checked": true + }, + { + "concept": "gage", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "duke", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "okt", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "kring", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "l", + "output_checked": true + }, + { + "concept": "complex", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "accordingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "resultante", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "product", + "output_checked": true + }, + { + "concept": "causes", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "cooling", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-02__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Quench-induced coordinated transformation 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A rapidly cooled steel forms hard plates by coordinated short-distance atomic motion. No composition partitioning is detected across the moving interface.", + "prompt_tail": "A rapidly cooled steel forms hard plates by coordinated short-distance atomic motion. No composition partitioning is detected across the moving interface.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-rapid-transformation-03", + "carrier_id": null, + "target_family": "rapid-transformation", + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " No", + "generated_token_ids": [ + 2301 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 9109, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 506 + }, + { + "label": "Bain", + "best_rank": 20658, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 21112 + }, + { + "label": "tetragonal", + "best_rank": 14780, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 16302 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "asion", + "alike", + "asons", + "orry", + "together", + "ients", + "Also", + "ilst", + "oba", + "also", + "ammed" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "persons", + "lle", + "etc", + "ients", + "d", + "ii", + "dia", + "eded", + "sic", + "lly", + "ie", + "atre", + "zes", + "orie", + "eness", + "alike", + "arie", + "wl", + "persons", + "nti", + "zis", + "sebagainya", + "l", + "ion" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "lle", + "sic", + "ients", + "gonna", + "etc", + "sebagainya", + "etc", + "thereof", + "thereon", + "maupun", + "persons", + "Persons", + "thereto", + "dll", + "nti", + "alike", + "dia", + "oides", + "leness", + "anty", + "retarded" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "herein", + "persons", + "thereof", + "pursuant", + "thereto", + "wherein", + "therein", + "thereon", + "hereafter", + "persons", + "heretofore", + "forthwith", + "herewith", + "pertaining", + "therefrom", + "hereinafter", + "pertanto", + "sic", + "hereto", + "therewith", + "whereupon" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "forthwith", + "herein", + "pursuant", + "heretofore", + "wherein", + "thereto", + "thence", + "thereof", + "whereupon", + "persons", + "whilst", + "thereafter", + "presently", + "hereafter", + "herewith", + "pertanto", + "therein", + "whereby", + "resultant", + "commenced", + "pertaining", + "thereon", + "notwithstanding" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "wherein", + "whilst", + "thereafter", + "pursuant", + "whereupon", + "forthwith", + "commenced", + "thereto", + "Whilst", + "Whilst", + "upon", + "persons", + "herein", + "pertaining", + "hereafter", + "commencing", + "utilising", + "lediglich", + "pertanto", + "prior", + "whereby", + "comprised", + "presently", + "utilised" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "herein", + "whatsoever", + "thereto", + "prior", + "wherein", + "whilst", + "hereafter", + "heretofore", + "lediglich", + "whereupon", + "pursuant", + "thence", + "hereinafter", + "proximate", + "forthwith", + "therefore", + "sufficient", + "regarding", + "concerning", + "thereof", + "subsequently", + "therein", + "indications", + "pertaining", + "thereon", + "annum", + "requisite", + "Whilst" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "herein", + "whatsoever", + "wherein", + "thereto", + "annum", + "hereafter", + "heretofore", + "lediglich", + "herewith", + "pertanto", + "thereof", + "presently", + "hereinafter", + "henceforth", + "likewise", + "discernible", + "ascertaining", + "Furthermore", + "thereafter", + "hitherto", + "ascertained", + "inoltre", + "coloration", + "forthwith" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "lediglich", + "discernible", + "requisite", + "devoid", + "individus", + "whatsoever", + "cessation", + "coloration", + "identically", + "proximate", + "delineated", + "anhydrous", + "individuos", + "henceforth", + "homogenous", + "utilized", + "empirical", + "ancillary", + "uniformly", + "observable", + "indicative", + "hereafter", + "homogeneity", + "pigmentation" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "empirical", + "homogen", + "homogeneity", + "effluent", + "observable", + "proximate", + "observed", + "empirically", + "discernible", + "egress", + "cessation", + "exogenous", + "anhydrous", + "observational", + "hypothesized", + "distal", + "detectable", + "anomalous", + "isotopic", + "evidence", + "biosynthesis", + "proximal", + "spectroscopic", + "coloration", + "biosynthetic", + "sterile", + "macroscopic", + "phenotypic", + "subsurface", + "delineated", + "homogenized" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "observable", + "homogeneity", + "undetectable", + "evidence", + "empirical", + "coloration", + "isotopic", + "discernible", + "homogen", + "molecular", + "detectable", + "cessation", + "subsurface", + "proximate", + "consistent", + "effluent", + "empirically", + "physiologically", + "sterile", + "anomalous", + "frictionless", + "chemically", + "exogenous", + "hypothesized", + "distal", + "contiguous", + "evidencia", + "lediglich", + "dissociated", + "odorless" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "homogeneity", + "uniformity", + "molecular", + "homogeneous", + "homogen", + "physicochemical", + "uniformly", + "continuity", + "isotopic", + "discontinuities", + "homogenization", + "coloration", + "homogene", + "consistent", + "discontinuity", + "rapidity", + "Continuity", + "seamless", + "consistency", + "monomer", + "discontinuous", + "contiguous", + "biosynthetic", + "evidence", + "empirical", + "Molecular", + "assimil", + "pigmentation", + "homogenous", + "homogenized", + "contemporaneous", + "contamination" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "uniformly", + "uniformity", + "homogeneity", + "consistent", + "consistency", + "continuity", + "discontinuity", + "uniform", + "seamless", + "molecular", + "homogeneous", + "empirical", + "colorless", + "discontinuities", + "frictionless", + "Continuity", + "physicochemical", + "evidence", + "characteristics", + "consistently", + "unaffected", + "isotopic", + "rapidity", + "contemporaneous", + "continuity", + "homogene", + "conform", + "simultaneous", + "discontinu", + "homogen" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "uniformly", + "frictionless", + "seamless", + "uniformity", + "devoid", + "consistent", + "absence", + "neither", + "tampoco", + "identically", + "odorless", + "uniform", + "minimal", + "identical", + "consistency", + "homogeneous", + "empirical", + "unaffected", + "colorless", + "homogeneity", + "consistently", + "seamlessly", + "keiner", + "instantaneously", + "undetectable", + "zero", + "consistent", + "physicochemical" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "whereas", + "Furthermore", + "Consequently", + "Nevertheless", + "furthermore", + "therefore", + "Yet", + "whilst", + "Meanwhile", + "Conversely", + "Ultimately", + "whereupon", + "while", + "yet", + "although", + "Also", + "Therefore", + "neither", + "suggesting", + "nevertheless", + "whereby", + "demonstrating", + "Neither", + "whatsoever", + "meanwhile", + "whence", + "Certainly", + "notwithstanding", + "Whereas", + "Secondly", + "Ultimately", + "confronting" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Meanwhile", + "Also", + "Similarly", + "Consequently", + "Conversely", + "furthermore", + "whereas", + "Furthermore", + "Likewise", + "Ultimately", + "Therefore", + "Also", + "Yet", + "likewise", + "Similarly", + "meanwhile", + "Eventually", + "Certainly", + "Consequently", + "Conversely", + "Because", + "Moreover", + "Secondly", + "Ultimately", + "Simultaneously", + "else", + "Then", + "therefore", + "Thus", + "During", + "Finally" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Similarly", + "Conversely", + "furthermore", + "Meanwhile", + "Consequently", + "Similarly", + "meanwhile", + "Likewise", + "conversely", + "therefore", + "Also", + "Therefore", + "whereas", + "likewise", + "Furthermore", + "Conversely", + "Moreover", + "similarly", + "Secondly", + "Consequently", + "Simultaneously", + "Then", + "Thus", + "Finally", + "Again", + "Yet", + "Perhaps", + "consequently", + "Ultimately", + "Equally", + "else" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "therefore", + "Similarly", + "conversely", + "meanwhile", + "Furthermore", + "consequently", + "likewise", + "Likewise", + "thus", + "Therefore", + "whereas", + "Meanwhile", + "Similarly", + "Conversely", + "accordingly", + "similarly", + "secondly", + "Thus", + "thereby", + "Therefore", + "Consequently", + "Finally", + "Furthermore", + "Secondly", + "tandis", + "Conversely", + "Equally", + "Simultaneously", + "During", + "hence", + "Consequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "conversely", + "Similarly", + "therefore", + "thus", + "Thus", + "Therefore", + "Likewise", + "Conversely", + "Consequently", + "Conversely", + "Thus", + "Meanwhile", + "Consequently", + "Yet", + "meanwhile", + "zatem", + "likewise", + "Similarly", + "Their", + "Therefore", + "accordingly", + "Its", + "hence", + "Recently", + "Accordingly", + "Yet", + "Accordingly", + "Equally", + "They" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Therefore", + "Thus", + "Similarly", + "Meanwhile", + "Conversely", + "Consequently", + "therefore", + "thus", + "Hence", + "Recently", + "Furthermore", + "Nevertheless", + "consequently", + "meanwhile", + "conversely", + "Therefore", + "Likewise", + "Conversely", + "hence", + "Thus", + "furthermore", + "Each", + "Moreover", + "They", + "However", + "accordingly" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Therefore", + "Consequently", + "therefore", + "Thus", + "Consequently", + "Similarly", + "thus", + "Hence", + "Recently", + "Conversely", + "Meanwhile", + "consequently", + "Therefore", + "Nevertheless", + "Each", + "Likewise", + "This", + "During", + "They", + "Furthermore", + "Basically", + "furthermore", + "conversely", + "Regardless", + "Essentially", + "However", + "hence", + "accordingly" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Therefore", + "Hence", + "Similarly", + "Thus", + "Likewise", + "Consequently", + "Furthermore", + "Recently", + "Basically", + "Secondly", + "Conversely", + "LessThan", + "conversely", + "This", + "Each", + "whatsoever", + "furthermore", + "Conversely", + "Unless", + "Basically", + "Needless", + "They", + "Except", + "Simultaneously", + "However", + "During", + "Certainly", + "secondly", + "Tissue" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Therefore", + "meanwhile", + "therefore", + "Secondly", + "Jadi", + "LessThan", + "Consequently", + "ExceptionHandler", + "Secondly", + "Brief", + "Repeat", + "Meanwhile", + "balls", + "MACHINERY", + "Hence", + "Similarly", + "similarly", + "Mechanism", + "Dependence", + "Anatom", + "bref", + "Basically", + "Mechan" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Therefore", + "meanwhile", + "Repeat", + "THAN", + "Consequently", + "Jadi", + "Secondly", + "MACHINERY", + "therefore", + "similarly", + "Dependence", + "Secondly", + "miques", + "ExceptionHandler", + "bm", + "consequently", + "Repeat", + "Machinery", + "Tis", + "Similarly", + "bred", + "Sebab", + "Meanwhile", + "coli", + "Brief", + "secondly" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Therefore", + "LessThan", + "Consequently", + "Basically", + "Dependence", + "Secondly", + "Secondly", + "similarly", + "Jadi", + "meanwhile", + "consequently", + "Mechanism", + "therefore", + "Basically", + "Mechanisms", + "Biological", + "Similarly", + "Repeat", + "Machinery", + "Tissue", + "MACHINERY", + "Apparently", + "antiate", + "Taken", + "ogenen" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "No", + "The", + "blank", + "length", + "geom", + "bl", + "catch", + "Unknown", + "bullet", + "Blank", + "blad", + "stat", + "blade", + "Progressive", + "Hence", + "Secondly", + "This", + "Therefore", + "bm", + "heading", + "bred", + "bla", + "grid", + "push", + "select", + "blit", + "copy", + "square", + "Continuous", + "chem", + "bare", + "Wait" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 138323, + 71253, + 75409, + 106456, + 82232, + 79393, + 77631, + 58307, + 29866, + 24810, + 13496, + 9110, + 26901, + 52382, + 93606, + 173220, + 146052, + 99350, + 114903, + 32261, + 18848, + 15216, + 17494, + 10347, + 56224, + 4012 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 91515, + 100232, + 117697, + 148551, + 95073, + 85566, + 72135, + 73887, + 61615, + 57431, + 56817, + 131229, + 184612, + 203416, + 158176, + 189447, + 194007, + 141651, + 80693, + 149932, + 82352, + 20659, + 75686, + 98584, + 103149, + 167194 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 98594, + 149127, + 128222, + 143279, + 149657, + 125505, + 84883, + 88683, + 85975, + 55435, + 67609, + 39831, + 14781, + 35788, + 182535, + 221172, + 175953, + 129786, + 166486, + 192998, + 208978, + 147727, + 153399, + 168629, + 135268, + 153019 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 71776, + 84809, + 167371, + 28240, + 204406, + 59022, + 43376, + 4206, + 4753, + 566, + 507, + 1316, + 1238, + 897 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 40690, + 57028, + 234601, + 62361, + 190292, + 176711, + 52431, + 228161, + 145139, + 23651, + 69994, + 43600, + 21113, + 26574 + ] + }, + { + "label": "tetragonal", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 207702, + 230303, + 248305, + 179094, + 127787, + 177380, + 116100, + 16303, + 202433, + 18325, + 18637, + 24641, + 111904, + 131425 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 28.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "partitioning", + "output_checked": true + }, + { + "concept": "alloying", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "during", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "martens", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "changes", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "and", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "rearrangement", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "macroscopic", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "No", + "output_checked": true + }, + { + "concept": "occurs", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "partitioning", + "output_checked": true + }, + { + "concept": "toughness", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "evidence", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "detected", + "output_checked": true + }, + { + "concept": "observed", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "expanding", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "thickness", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "plates", + "output_checked": true + }, + { + "concept": "synchronized", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "proximity", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "distance", + "output_checked": true + }, + { + "concept": "movement", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "boundary", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "sediments", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "partitioning", + "output_checked": true + }, + { + "concept": "several", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "quarters", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "became", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "other", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "No", + "output_checked": true + }, + { + "concept": "removing", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "by", + "output_checked": true + }, + { + "concept": "collisions", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "distance", + "output_checked": true + }, + { + "concept": "called", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "Recent", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "involved", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "is", + "output_checked": true + }, + { + "concept": "brittle", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "Therefore", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "metal", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "alloy", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "due", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "plates", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "distance", + "output_checked": true + }, + { + "concept": "which", + "score": 3.0, + "best_rank": 3, + "best_depth": 68.3, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "burgeoning", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "molecules", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "scientific", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "No", + "output_checked": true + }, + { + "concept": "regions", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "across", + "output_checked": true + }, + { + "concept": "manufacture", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "by", + "output_checked": true + }, + { + "concept": "kinetic", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "accelerating", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "Shape", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "uniformly", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "began", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "characterized", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "developments", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "distance", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "becoming", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "occurred", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "partitioning", + "output_checked": true + }, + { + "concept": "adjustments", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "these", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "across", + "output_checked": true + }, + { + "concept": "entities", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "spacecraft", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "hardening", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "by", + "output_checked": true + }, + { + "concept": "growing", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "rapidly", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "quantos", + "nada", + "Hail", + "punkte", + "Kwa", + "trump", + "undos", + "ynitrite", + "ervan", + "tantos", + "anque", + "Respect" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "tons", + "opat", + "Mannes", + "stir", + "trem", + "grac", + "pres", + "Sob", + "reu", + "Cann", + "olyte", + "Pres", + "Prote", + "channel", + "Beg", + "lev", + "Blanch", + "ago", + "Cole" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "opat", + "Pres", + "lev", + "rum", + "Reis", + "pres", + "chum", + "Mannes", + "rid", + "ate", + "byt", + "Coul", + "ott", + "grac", + "stir", + "ri", + "Sen", + "ums", + "gham", + "dim", + "Ferr" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Reis", + "rum", + "chum", + "def", + "essional", + "alk", + "bod", + "ilj", + "reu", + "Pres", + "dim", + "ago", + "ri", + "pula", + "uf", + "rem", + "Tit", + "alez", + "Tav", + "inde", + "tfrac", + "champ", + "Pov", + "tun", + "trem", + "Sob" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "Reis", + "chum", + "dim", + "Tit", + "essional", + "tfrac", + "opat", + "Mannes", + "rum", + "Tav", + "dip", + "lev", + "eau", + "Apa", + "ilj", + "rock", + "ingt", + "ri", + "tend", + "tons" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "yn", + "Vo", + "side", + "ilers", + "rem", + "Sed", + "ELD", + "WOR", + "orel", + "ual", + "wyst", + "hely", + "IVI", + "VERE", + "s", + "act", + "sed", + "ieden", + "slu", + "amb", + "hst", + "susp" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "side", + "tools", + "Er", + "Vo", + "kick", + "Sol", + "seq", + "HI", + "bro", + "tool", + "Vo", + "trading", + "lim", + "atus", + "Green", + "Ort" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "side", + "tool", + "tail", + "trading", + "HI", + "kick", + "simple", + "sol", + "Vo", + "remen", + "select", + "isable", + "rem", + "don", + "demos", + "Cermak", + "Select", + "seq" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "tools", + "side", + "tool", + "remen", + "select", + "Green", + "pick", + "simple", + "Vo", + "tail", + "HI", + "kick", + "konto", + "Select", + "blank", + "sol", + "nop", + "Er", + "common", + "polar", + "duct", + "don", + "record" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "sus", + "Select", + "tools", + "select", + "common", + "proj", + "konto", + "tter", + "lives", + "subject", + "delegate", + "OOSE", + "trait", + "var", + "holders", + "candy", + "cdots", + "tool", + "pick", + "ansive", + "tattoo", + "HI", + "nanofibers", + "data" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "resolve", + "RECE", + "sus", + "lives", + "greet", + "subject", + "racial", + "Resolve", + "linear", + "calls", + "holders", + "switch", + "pepper", + "proj", + "CUSTOM", + "Lives", + "CERT", + "greeting", + "COUN", + "calling", + "Resolve", + "RESOL", + "detailed", + "Greet", + "greet", + "delegate" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "extend", + "bag", + "ilj", + "extend", + "hand", + "extension", + "erat", + "PLAY", + "extended", + "erap", + "iter", + "extension", + "shot", + "aria", + "step", + "weighted", + "decis", + "POA", + "hdc", + "step", + "edy", + "missions", + "zip" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "cama", + "restart", + "cribable", + "pelanggan", + "kulit", + "oyam", + "buttonclick", + "golfer", + "backlit", + "Dunes", + "iob", + "httpClient", + "itoa", + "replay", + "Dang", + "dieu", + "boss", + "Restart", + "BL", + "pihak" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "brus", + "dfs", + "golfer", + "grud", + "ogado", + "Brus", + "hrte", + "punt", + "Dlatego", + "gor", + "dzie", + "deka", + "viol" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "logic", + "logical", + "logic", + "fect", + "logical", + "sir", + "liberalism", + "logique", + "findest", + "urch", + "syll", + "ausge", + "verw", + "aisl", + "verme", + "undocumented", + "idium", + "erves", + "ktor", + "orphism" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "wir", + "verw", + "afect", + "Stein", + "welt", + "roh", + "spf", + "osp", + "tti", + "Roh", + "etically", + "opnieuw", + "wh", + "halk", + "ricost", + "uncut", + "wok", + "argumentation", + "sir", + "opcode", + "sped", + "skips", + "sacrific", + "argument", + "wij", + "wz", + "kata", + "idium" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "spf", + "contr", + "sint", + "kernel", + "medan", + "kih", + "circon", + "mozz", + "extrem" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "therefore", + "thus", + "meanwhile", + "hence", + "Meanwhile", + "thus", + "nonetheless", + "builtin", + "neurotrans", + "etc", + "accordingly", + "gitu", + "Otherwise", + "writeInt", + "simultaneously", + "tandis" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "therefore", + "thus", + "Thus", + "Therefore", + "therefore", + "Thus", + "hence", + "thereby", + "Consequently", + "consequently", + "Therefore", + "thus", + "Consequently", + "accordingly", + "Similarly", + "zatem", + "daher", + "Hence", + "Furthermore", + "However", + "Moreover", + "whereas", + "Nevertheless", + "hence" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "thus", + "therefore", + "Thus", + "Therefore", + "Consequently", + "consequently", + "hence", + "Thus", + "thus", + "Consequently", + "Hence", + "thereby", + "therefore", + "hence", + "Therefore", + "accordingly", + "meanwhile", + "Furthermore", + "Hence", + "Simultaneously" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "therefore", + "thus", + "Therefore", + "Thus", + "Consequently", + "consequently", + "hence", + "Thus", + "Consequently", + "thus", + "Hence", + "thereby", + "therefore", + "Therefore", + "hence", + "accordingly", + "Similarly", + "Hence", + "daher", + "Furthermore", + "Likewise", + "quindi", + "Simultaneously" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Therefore", + "Consequently", + "thus", + "Thus", + "therefore", + "Consequently", + "consequently", + "Furthermore", + "During", + "Hence", + "Similarly", + "Therefore", + "Conversely", + "hence", + "thereby", + "Simultaneously", + "Thus", + "During", + "Likewise", + "This", + "Essentially", + "conversely", + "accordingly", + "However", + "Unlike", + "correspondingly" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Therefore", + "Thus", + "thus", + "Consequently", + "This", + "therefore", + "Hence", + "Therefore", + "During", + "Furthermore", + "Similarly", + "Simultaneously", + "Likewise", + "consequently", + "Consequently", + "Essentially", + "Conversely", + "Thus", + "Unlike", + "Neither", + "Yet", + "hence", + "However", + "During", + "thereby", + "By", + "Finally", + "Except" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Therefore", + "Consequently", + "Thus", + "This", + "therefore", + "thus", + "During", + "Similarly", + "Therefore", + "consequently", + "Hence", + "Consequently", + "Simultaneously", + "Likewise", + "Furthermore", + "Conversely", + "Neither", + "Yet", + "Thus", + "Essentially", + "However", + "Unlike", + "Both", + "The", + "Each", + "During", + "correspondingly", + "By", + "hence", + "thereby" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "therefore", + "Therefore", + "thus", + "Consequently", + "This", + "consequently", + "Thus", + "Therefore", + "Similarly", + "Consequently", + "Furthermore", + "correspondingly", + "During", + "Hence", + "hence", + "Likewise", + "Simultaneously", + "thereby", + "Essentially", + "therefore", + "The", + "Throughout", + "Conversely", + "conversely", + "Yet", + "Again", + "accordingly", + "Both", + "Among" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "No", + "Therefore", + "Thus", + "Composition", + "Atomic", + "Furthermore", + "In", + "Consequently", + "A", + "Short", + "Such", + "Co", + "Hence", + "Hard", + "Pure", + "Essentially", + "All", + "Local", + "During", + "Nucle", + "Kinetic", + "composition", + "Only", + "At", + "Molecular", + "Rapid", + "Metallic", + "However", + "Mechanical", + "As" + ] + } + ], + "logit_surprising": [ + { + "concept": "martens", + "score": 12.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "rearrangement", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "distance", + "output_checked": true + }, + { + "concept": "occurs", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "partitioning", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "prong", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "ilm", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "growing", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "because", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "alloying", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "during", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "detected", + "output_checked": true + }, + { + "concept": "changes", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "macroscopic", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "No", + "output_checked": true + }, + { + "concept": "punt", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "ausge", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "therefore", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "shortening", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "short", + "output_checked": true + }, + { + "concept": "involved", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "is", + "output_checked": true + }, + { + "concept": "metal", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "alloy", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "distance", + "output_checked": true + }, + { + "concept": "observed", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Therefore", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "grain", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "short", + "output_checked": true + }, + { + "concept": "bit", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "dieu", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "beat", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "Versions", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "these", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "across", + "output_checked": true + }, + { + "concept": "Similar", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "brittle", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "plates", + "output_checked": true + }, + { + "concept": "hardening", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "by", + "output_checked": true + }, + { + "concept": "During", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "change", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "due", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "plates", + "output_checked": true + }, + { + "concept": "akin", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "OOSE", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "dip", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "diff", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "flakes", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "detected", + "output_checked": true + }, + { + "concept": "hung", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "across", + "output_checked": true + }, + { + "concept": "reim", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "short", + "output_checked": true + }, + { + "concept": "Boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "No", + "output_checked": true + }, + { + "concept": "wakeup", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "grud", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "plates", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "kay", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "No", + "output_checked": true + }, + { + "concept": "reopen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Sliced", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "dazu", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "undocumented", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "logique", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "logic", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "dungeons", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "plates", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-03__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Quench-induced coordinated transformation 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Quenching suppresses long-range atomic transport and produces packets of highly strained needles. The resulting body-centered unit cell has a c-to-a ratio above one.", + "prompt_tail": "hing suppresses long-range atomic transport and produces packets of highly strained needles. The resulting body-centered unit cell has a c-to-a ratio above one.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 35 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-rapid-transformation-04", + "carrier_id": null, + "target_family": "rapid-transformation", + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 7406, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 2009 + }, + { + "label": "Bain", + "best_rank": 28642, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 41700 + }, + { + "label": "tetragonal", + "best_rank": 216, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 830 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "asion", + "hence", + "Also", + "ilst", + "orry", + "ammed", + "together", + "hence", + "asons", + "ials" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "ie", + "wards", + "lle", + "alike", + "abouts", + "thing", + "ii", + "stuff", + "info", + "hence", + "thereof", + "somebody", + "etc", + "ain", + "gotta", + "junt", + "l", + "d", + "basically", + "leness", + "lly", + "t", + "thing", + "hood", + "yeah", + "thru", + "vl" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "basically", + "thing", + "stuff", + "centre", + "somebody", + "plus", + "wards", + "probably", + "maybe", + "persons", + "whilst", + "lle", + "nobody", + "anybody", + "etc", + "abouts", + "awhile", + "centre", + "grosse", + "ie", + "etc", + "info", + "behaviour", + "everybody", + "thinks", + "tambien", + "onus", + "defence" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "gonna", + "persons", + "edly", + "basically", + "thereof", + "somebody", + "lle", + "awhile", + "ie", + "ued", + "gente", + "regards", + "thereto", + "standpoint", + "thru", + "oides", + "abouts", + "zis", + "doings", + "ue", + "thing", + "itte", + "sort", + "probably", + "ients", + "fty", + "pretty", + "stuff", + "everybody", + "zes", + "bunch", + "eness" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "persons", + "basically", + "somebody", + "thru", + "awhile", + "ie", + "everybody", + "whilst", + "anybody", + "doings", + "sort", + "stuff", + "thereof", + "edly", + "regards", + "alike", + "standpoint", + "gotta", + "sic", + "abouts", + "inasmuch", + "ue", + "ued", + "plus", + "thing", + "wards", + "probably", + "ients", + "maybe" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "gonna", + "basically", + "whilst", + "probably", + "somebody", + "whereas", + "Also", + "everybody", + "afterwards", + "anybody", + "thats", + "which", + "also", + "maybe", + "definitely", + "regards", + "meanwhile", + "quite", + "although", + "persons", + "plenty", + "yeah", + "besides", + "judgement", + "awhile", + "Whilst", + "about", + "really", + "ised", + "able", + "sure", + "plus" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "therefore", + "although", + "however", + "probably", + "also", + "later", + "possibly", + "whereas", + "whilst", + "shortly", + "sometime", + "afterwards", + "thereafter", + "while", + "generally", + "subsequently", + "respectively", + "accordingly", + "and", + "throughout", + "towards", + "definitely", + "Also", + "considerable", + "considerably", + "notable", + "noticeable", + "that", + "prior", + "regarding", + "depending" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "whereas", + "thereto", + "therefore", + "presently", + "however", + "Furthermore", + "considerable", + "thereof", + "likewise", + "Furthermore", + "stantially", + "than", + "thereby", + "notable", + "also", + "consideration", + "sometime", + "notwithstanding", + "which", + "thus", + "although", + "concerning", + "regarded", + "edly", + "considerably", + "meanwhile", + "noteworthy", + "several", + "aneous", + "considerazione", + "Moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Furthermore", + "Furthermore", + "furthermore", + "necessitating", + "Moreover", + "concomit", + "whereas", + "subsequently", + "thereby", + "Additionally", + "signifying", + "irrespective", + "acial", + "although", + "considerable", + "attained", + "ographically", + "Subsequently", + "thus", + "notable", + "consequently", + "significant", + "geometrically", + "and", + "aneous", + "moreover", + "noteworthy", + "concomitant", + "Consequently", + "ieur" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "empirical", + "characteristic", + "geometrically", + "experimentally", + "empirically", + "thermodynam", + "experimental", + "anisotropic", + "characteristics", + "spectrosc", + "anisotropy", + "spectroscopic", + "chemically", + "necessitating", + "engineered", + "ographically", + "thermodynamic", + "aberr", + "metallurgical", + "subsequent", + "classification", + "substantially", + "irrespective", + "scientifically", + "extruded", + "anthropogenic", + "physiologically", + "genetically", + "Experimental", + "oretically", + "indicative", + "optically" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "empirically", + "characteristic", + "empirical", + "geometrically", + "experimentally", + "aberr", + "physiologically", + "genetically", + "structurally", + "thermodynam", + "contralateral", + "mathematically", + "experimental", + "subsequent", + "stabilization", + "stabilized", + "chemically", + "metastable", + "metallurgical", + "heterozyg", + "characteristics", + "anomalous", + "anisotropic", + "dimensionless", + "hypertro", + "manufacture", + "engineered", + "thermodynamic", + "anisotropy", + "measurement", + "dimensional" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "characteristic", + "experimentally", + "anisotropy", + "Characteristic", + "geometrically", + "disequ", + "experimental", + "instability", + "characteristics", + "anisotropic", + "destabil", + "empirically", + "empirical", + "geometrical", + "dimensionless", + "Characteristic", + "deformation", + "genetically", + "characteristic", + "perpendicular", + "inversion", + "reversal", + "imbalance", + "Experimental", + "dimensional", + "structurally", + "abnormally", + "femininity", + "stratigraphic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "Characteristic", + "Characteristic", + "characteristics", + "empirically", + "experimentally", + "anisotropy", + "typical", + "geometrically", + "characterizing", + "characteristic", + "heterozyg", + "indicative", + "Characteristics", + "favoring", + "femininity", + "predominance", + "empirical", + "geometrical", + "distinguishing", + "abnormally", + "Characteristics", + "disequ", + "posteriorly", + "perpendicular" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "characteristic", + "characteristics", + "Characteristic", + "Characteristics", + "Characteristic", + "typical", + "whereas", + "experimentally", + "characteristic", + "empirically", + "caracteriza", + "Characteristics", + "characterizing", + "favoring", + "indicating", + "accordingly", + "indicative", + "anisotropy", + "heterozyg", + "consequently" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "which", + "Consequently", + "furthermore", + "whereas", + "demonstrating", + "Furthermore", + "showcasing", + "Consequently", + "making", + "whilst", + "although", + "showing", + "Which", + "characterized", + "consequently", + "characterised", + "exhibiting", + "whereas", + "because", + "ensuring", + "thereby", + "indicating", + "featuring", + "displaying", + "notwithstanding", + "illustrating", + "whereupon", + "necessitating", + "therefore", + "wherein", + "Which" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "whereas", + "Furthermore", + "furthermore", + "Meanwhile", + "Consequently", + "Also", + "Similarly", + "Similarly", + "Likewise", + "Conversely", + "Consequently", + "whereas", + "Also", + "Conversely", + "Because", + "During", + "During", + "likewise", + "Moreover", + "meanwhile", + "Eventually", + "Secondly", + "Their", + "Moreover", + "Yet", + "Nevertheless", + "Meanwhile", + "Recently", + "Certainly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "whereas", + "Furthermore", + "Similarly", + "Conversely", + "furthermore", + "Meanwhile", + "Furthermore", + "Similarly", + "meanwhile", + "Conversely", + "conversely", + "Also", + "Consequently", + "Likewise", + "Secondly", + "whereas", + "However", + "During", + "Moreover", + "likewise", + "Consequently", + "Then", + "Because", + "Also", + "Finally", + "During", + "similarly", + "consequently", + "Moreover", + "Whereas", + "Subsequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "Furthermore", + "whereas", + "meanwhile", + "conversely", + "Similarly", + "while", + "However", + "While", + "although", + "During", + "Though", + "Meanwhile", + "Furthermore", + "Similarly", + "Likewise", + "Finally", + "likewise", + "Conversely", + "however", + "secondly", + "They", + "While", + "Their", + "consequently", + "tandis", + "Conversely", + "Equally", + "Although" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "whereas", + "Meanwhile", + "meanwhile", + "Furthermore", + "Conversely", + "However", + "Yet", + "Similarly", + "furthermore", + "Conversely", + "conversely", + "Recently", + "Likewise", + "However", + "This", + "While", + "Therefore", + "During", + "Moreover", + "Though", + "Moreover", + "Yet", + "Furthermore", + "Similarly", + "Lately", + "Owing", + "They", + "While", + "Their", + "Another", + "During" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Furthermore", + "meanwhile", + "furthermore", + "Conversely", + "Similarly", + "Moreover", + "whereas", + "conversely", + "However", + "Also", + "Likewise", + "Conversely", + "Furthermore", + "Consequently", + "Recently", + "Meanwhile", + "This", + "During", + "Yet", + "Along", + "Moreover", + "There", + "Also", + "They", + "However", + "Additionally", + "Similarly", + "Along", + "Secondly", + "Regarding", + "Regarding" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Furthermore", + "Also", + "Meanwhile", + "meanwhile", + "furthermore", + "Moreover", + "Similarly", + "Conversely", + "However", + "Recently", + "Likewise", + "conversely", + "This", + "Also", + "Furthermore", + "Another", + "Consequently", + "Conversely", + "Recent", + "Yet", + "Additionally", + "Moreover", + "They", + "Therefore", + "whereas", + "Meanwhile", + "There", + "Upon", + "However", + "Hence", + "Lately", + "While" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Similarly", + "Likewise", + "furthermore", + "Conversely", + "conversely", + "Furthermore", + "Moreover", + "Conversely", + "This", + "However", + "Also", + "Meanwhile", + "Secondly", + "meanwhile", + "Simultaneously", + "Alternatively", + "Another", + "Upon", + "Recently", + "Additionally", + "Similarly", + "alternatively", + "They", + "Also", + "Additionally", + "Moreover", + "secondly", + "Likewise", + "There", + "Hence" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Similarly", + "Furthermore", + "Conversely", + "conversely", + "Meanwhile", + "Similarly", + "Likewise", + "meanwhile", + "Conversely", + "furthermore", + "Another", + "Meanwhile", + "Alternatively", + "Secondly", + "However", + "Furthermore", + "alternatively", + "Therefore", + "Secondly", + "similarly", + "Simultaneously", + "Another", + "Whereas", + "Moreover", + "Alternatively", + "This", + "com" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Similarly", + "Furthermore", + "Conversely", + "Meanwhile", + "conversely", + "Similarly", + "furthermore", + "Another", + "Likewise", + "Conversely", + "Secondly", + "Therefore", + "meanwhile", + "Copies", + "Whereas", + "Secondly", + "Simultaneously", + "ately", + "However", + "moreover", + "Furthermore", + "alternatively", + "similarly", + "Alternatively", + "bred", + "Moreover", + "Another", + "Yet" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Similarly", + "Furthermore", + "Conversely", + "Considering", + "Another", + "Similarly", + "Based", + "Secondly", + "Based", + "Yet", + "Considering", + "Due", + "Secondly", + "furthermore", + "Given", + "Rather", + "conversely", + "Specifically", + "Copies", + "Likewise", + "Replacing", + "Therefore", + "Finding", + "Simultaneously", + "However", + "Below", + "Whereas", + "Conversely", + "Rather", + "UMENT" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Furthermore", + "A", + "For", + "Cent", + "When", + "Due", + "Conversely", + "In", + "Q", + "Another", + "Based", + "However", + "Upon", + "After", + "While", + "There", + "More", + "Using", + "At", + "Additionally", + "An", + "That", + "Similarly", + "By", + "Given", + "These" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 120882, + 49667, + 35709, + 40880, + 36907, + 22713, + 35776, + 15274, + 54773, + 17510, + 8302, + 7407, + 45042, + 70593, + 31535, + 124575, + 95643, + 90428, + 71428, + 39196, + 16103, + 8915, + 31597, + 19973, + 37980, + 3001 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 78375, + 44510, + 64666, + 76018, + 67743, + 53156, + 60543, + 58222, + 85540, + 122590, + 150941, + 184230, + 207636, + 193148, + 118153, + 177240, + 198589, + 167498, + 87679, + 98066, + 56232, + 28643, + 97604, + 84608, + 44451, + 4964 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 135500, + 163989, + 156747, + 118340, + 127394, + 99170, + 144915, + 69837, + 10804, + 3848, + 2416, + 655, + 217, + 394, + 222412, + 252561, + 216977, + 191869, + 233816, + 157988, + 133557, + 171839, + 222274, + 211211, + 163389, + 19087 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 65787, + 90782, + 164121, + 24276, + 166080, + 75928, + 63342, + 21504, + 12955, + 3044, + 2010, + 3012, + 9581, + 7016 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 152190, + 57997, + 202204, + 68705, + 242963, + 235634, + 150463, + 255633, + 111029, + 85224, + 56059, + 41701, + 50986, + 68563 + ] + }, + { + "label": "tetragonal", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 161044, + 118854, + 189525, + 119141, + 127170, + 162398, + 59585, + 3881, + 199343, + 831, + 902, + 7718, + 132265, + 163157 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 16.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "whereas", + "score": 14.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "one", + "output_checked": true + }, + { + "concept": "axis", + "score": 12.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "became", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "body", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "c", + "output_checked": true + }, + { + "concept": "atoms", + "score": 7.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "body", + "output_checked": true + }, + { + "concept": "interactions", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "range", + "output_checked": true + }, + { + "concept": "disordered", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "highly", + "output_checked": true + }, + { + "concept": "metastable", + "score": 6.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "long", + "output_checked": true + }, + { + "concept": "several", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "disproportion", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 5.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "significant", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "produces", + "output_checked": true + }, + { + "concept": "that", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "geometry", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "lattice", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "unit", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "threats", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "long", + "output_checked": true + }, + { + "concept": "rather", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "packets", + "output_checked": true + }, + { + "concept": "fracturing", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "strained", + "output_checked": true + }, + { + "concept": "anisotropic", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "movement", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "rapid", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "nuclei", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "fragmentation", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "which", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "this", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "undertook", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "exposure", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "suppresses", + "output_checked": true + }, + { + "concept": "consequently", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "numerous", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "has", + "output_checked": true + }, + { + "concept": "localized", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "highly", + "output_checked": true + }, + { + "concept": "correlations", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "range", + "output_checked": true + }, + { + "concept": "slows", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "during", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "needles", + "output_checked": true + }, + { + "concept": "mechanism", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "structure", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "body", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "has", + "output_checked": true + }, + { + "concept": "greater", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "unity", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "above", + "output_checked": true + }, + { + "concept": "indicating", + "score": 3.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "neutralization", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "suppresses", + "output_checked": true + }, + { + "concept": "intense", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "highly", + "output_checked": true + }, + { + "concept": "fractal", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "needles", + "output_checked": true + }, + { + "concept": "mechanistic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "geomet", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "manufacturing", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "mathematically", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "one", + "output_checked": true + }, + { + "concept": "vaporization", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ching", + "output_checked": true + }, + { + "concept": "scientists", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "tensile", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "strained", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "isolated", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "undergone", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "has", + "output_checked": true + }, + { + "concept": "elements", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "equivalent", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "while", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ching", + "output_checked": true + }, + { + "concept": "accidents", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "range", + "output_checked": true + }, + { + "concept": "collisions", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "smaller", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "individuals", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "strained", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "ervan", + "undos", + "punkte", + "quantos", + "trump", + "Kwa", + "wand", + "Mol", + "NORE", + "ynitrite", + "Hail" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "Mannes", + "Sob", + "channel", + "opat", + "stir", + "olas", + "twe", + "Cole", + "vra", + "Cann", + "ebel", + "Prote", + "olyte", + "wedge", + "grac", + "tons", + "instrument" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "rid", + "opat", + "essional", + "dre", + "wedge", + "champ", + "Schle", + "sum", + "ago", + "chr", + "ilda", + "alk", + "ri", + "ins", + "acid", + "ulse", + "vra", + "rake", + "sat", + "reu", + "bog" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "essional", + "def", + "Reis", + "champ", + "ago", + "Cem", + "alk", + "rakes", + "ri", + "sn", + "bog", + "nguy", + "muut", + "inds", + "rid", + "Sen", + "Proc", + "Cann", + "snag", + "Sesam", + "Pres", + "Schle", + "causes", + "Rid" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "essional", + "ago", + "Sur", + "Cann", + "Reis", + "snag", + "nguy", + "vra", + "Mannes", + "motifs", + "def", + "rid", + "yli", + "Pres", + "riv", + "muut", + "dre", + "myst", + "twe", + "champ", + "fam", + "Sn", + "Sob", + "tenu", + "tfrac", + "grac" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "sn", + "und", + "yn", + "rem", + "rekken", + "atus", + "Rem", + "Vo", + "uldig", + "WOR", + "detached", + "Ih", + "su", + "falls", + "VERE", + "vy", + "undas", + "vac", + "zd", + "Fach", + "susp", + "reh", + "asaki", + "icot", + "hst" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "HI", + "tools", + "sol", + "side", + "tool", + "Green", + "Er", + "konto", + "simple", + "seq", + "bro", + "Ort", + "trading", + "chal", + "Sol", + "Berg", + "Select", + "ilers", + "turbo" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "tool", + "HI", + "side", + "simple", + "demos", + "trading", + "turbo", + "konto", + "rem", + "sol", + "tail", + "verz", + "Green", + "Ort", + "isable", + "Select" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "tail", + "kick", + "blank", + "tools", + "sol", + "Green", + "konto", + "tool", + "record", + "demos", + "Blank", + "remen", + "Er", + "ERT", + "duct", + "select", + "Select" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "linear", + "Green", + "sus", + "tattoo", + "fract", + "fetch", + "dynamic", + "cactus", + "select", + "delegate", + "data", + "cdots", + "ettle", + "ansive", + "switch", + "olved", + "subject", + "awesome", + "proj", + "lives" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "dynamic", + "greet", + "detailed", + "data", + "switch", + "greeting", + "Meals", + "linear", + "delegate", + "titles", + "ettle", + "racial", + "Greet", + "proj", + "CERT", + "usel", + "ilable", + "ILIA", + "cat", + "RECE", + "CRED", + "piet", + "Resolve", + "tattoo" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "bag", + "alh", + "riline", + "acle", + "walled", + "enswert", + "inst", + "standen", + "inac", + "hung", + "ngo", + "Rechnung", + "aware", + "tight", + "bella" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "playlists", + "milion", + "dicts", + "lick", + "kilo", + "cribable", + "theit", + "ygons", + "Dunes", + "flow", + "pickle", + "cocks", + "restart" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "god", + "ogado", + "brus", + "jogar", + "golfer", + "deka", + "rele", + "gor", + "delt", + "holz", + "kund", + "rivol", + "bilgiler", + "owes" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "prong", + "logical", + "tier", + "logic", + "muh", + "fect", + "logique", + "ktor", + "logic", + "Jahres", + "etti", + "erves", + "proiect", + "logical", + "rali" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Verw", + "argue", + "ausge", + "finity", + "verw", + "wir", + "etically", + "omens", + "ectors", + "sped", + "dlatego", + "adillo", + "Warr", + "orough", + "tier", + "welt", + "azimuth", + "fear", + "ructured", + "ounding", + "rozd" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "contend", + "correspondingly", + "ichel", + "kernel", + "wake" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Otherwise", + "postpartum", + "otherwise", + "unders", + "correspondingly", + "reheating", + "simultaneously", + "nonetheless", + "horizontally", + "horizontal", + "probes", + "manifests", + "highlight", + "endregion", + "baliknya", + "slategray", + "deacetyl", + "tab", + "vice", + "readlines" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "However", + "Similarly", + "Meanwhile", + "meanwhile", + "owing", + "Secondly", + "latter", + "Moreover", + "blowing", + "Conversely", + "dee", + "other", + "whereas", + "outputs", + "observation", + "Likewise", + "Furthermore", + "sedangkan", + "Observation", + "nonetheless", + "swell", + "Calculation", + "pleasures", + "copying", + "downloads", + "natomiast", + "nThe", + "opening", + "enthusiasm", + "Recently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "meanwhile", + "Similarly", + "Consequently", + "Furthermore", + "Meanwhile", + "Conversely", + "However", + "Moreover", + "nThe", + "Simultaneously", + "Due", + "Similarly", + "Secondly", + "conversely", + "ength", + "Likewise", + "Consequently", + "simultaneously", + "Because" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Similarly", + "meanwhile", + "Furthermore", + "Consequently", + "Likewise", + "Conversely", + "Moreover", + "nThe", + "However", + "Meanwhile", + "furthermore", + "Simultaneously", + "Consequently", + "conversely", + "Another", + "Due", + "therefore", + "Similarly", + "Recently", + "Secondly", + "Therefore", + "Dit", + "Bunun" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Similarly", + "conversely", + "Furthermore", + "Conversely", + "Alternatively", + "com", + "Similarly", + "Likewise", + "alternatively", + "furthermore", + "txt", + "Simultaneously", + "Due", + "Otherwise", + "Secondly", + "meanwhile", + "similarly", + "However", + "simultaneously", + "Alternatively", + "tetrahedral", + "Additionally", + "png", + "sted", + "Consequently", + "Moreover", + "Recently", + "Coordination" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Similarly", + "conversely", + "Conversely", + "Similarly", + "Likewise", + "Furthermore", + "Meanwhile", + "similarly", + "com", + "urally", + "Certain", + "Simultaneously", + "ipynb", + "Otherwise", + "Secondly", + "Another", + "Alternatively", + "Conversely", + "This", + "Repeat", + "Therefore", + "meanwhile", + "osters", + "However" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Similarly", + "Conversely", + "conversely", + "Similarly", + "Meanwhile", + "Simultaneously", + "Furthermore", + "Likewise", + "com", + "similarly", + "Due", + "Therefore", + "Based", + "urally", + "Another", + "ively", + "simultaneously", + "Secondly", + "ipynb", + "Conversely", + "This", + "However", + "By", + "Given", + "endswith", + "osters", + "Neither", + "meanwhile" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Similarly", + "Conversely", + "Based", + "Based", + "Similarly", + "Another", + "Given", + "Secondly", + "Both", + "Furthermore", + "Therefore", + "When", + "However", + "Due", + "Rather", + "Specifically", + "Historically", + "conversely", + "During", + "Those", + "ively", + "Below", + "urally", + "similarly" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Q", + "Conversely", + "When", + "Furthermore", + "A", + "These", + "Upon", + "Based", + "Another", + "Due", + "In", + "For", + "Cent", + "That", + "Using", + "However", + "By", + "While", + "Its", + "After", + "Given", + "Similarly", + "Nucle", + "At" + ] + } + ], + "logit_surprising": [ + { + "concept": "interactions", + "score": 11.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "disordered", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "axis", + "score": 9.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "c", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "body", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "resulting", + "output_checked": true + }, + { + "concept": "prong", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "verw", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "greater", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "c", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "unit", + "output_checked": true + }, + { + "concept": "tetragonal", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "lattice", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "unity", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "above", + "output_checked": true + }, + { + "concept": "indicating", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "structure", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "body", + "output_checked": true + }, + { + "concept": "rele", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "ausge", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "has", + "output_checked": true + }, + { + "concept": "spf", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "highly", + "output_checked": true + }, + { + "concept": "serp", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "long", + "output_checked": true + }, + { + "concept": "whereas", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "localized", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "atoms", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "strained", + "output_checked": true + }, + { + "concept": "fires", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ching", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "metastable", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "produces", + "output_checked": true + }, + { + "concept": "mechanism", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "replay", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "body", + "output_checked": true + }, + { + "concept": "boo", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "strained", + "output_checked": true + }, + { + "concept": "halk", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "body", + "output_checked": true + }, + { + "concept": "Resist", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "long", + "output_checked": true + }, + { + "concept": "undergone", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "has", + "output_checked": true + }, + { + "concept": "anyway", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "thus", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "that", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "infinity", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "above", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "abnormally", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "has", + "output_checked": true + }, + { + "concept": "Question", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "en", + "output_checked": true + }, + { + "concept": "reduces", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "slows", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "clusters", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "strained", + "output_checked": true + }, + { + "concept": "est", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "en", + "output_checked": true + }, + { + "concept": "combustion", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "suppresses", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Qu", + "output_checked": true + }, + { + "concept": "reassure", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "strained", + "output_checked": true + }, + { + "concept": "geg", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "key", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "c", + "output_checked": true + }, + { + "concept": "sweep", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "uman", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "produces", + "output_checked": true + }, + { + "concept": "lick", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "Phong", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "ToServer", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "clocked", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "one", + "output_checked": true + }, + { + "concept": "lopen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "and", + "output_checked": true + }, + { + "concept": "onClick", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "resulting", + "output_checked": true + }, + { + "concept": "embers", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "above", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "cez", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "ching", + "output_checked": true + }, + { + "concept": "ayr", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "logic", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-04__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Quench-induced coordinated transformation 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "An austenitic sample undergoes an abrupt, composition-preserving shape change during cooling. The product is hard, plate-like, and internally twinned.", + "prompt_tail": "An austenitic sample undergoes an abrupt, composition-preserving shape change during cooling. The product is hard, plate-like, and internally twinned.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-rapid-transformation-05", + "carrier_id": null, + "target_family": "rapid-transformation", + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 1666, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 10218 + }, + { + "label": "Bain", + "best_rank": 16611, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 14281 + }, + { + "label": "tetragonal", + "best_rank": 41, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 35953 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "asons", + "asion", + "ilst", + "orry", + "ammed", + "ients", + "oba", + "leness", + "otron", + "together", + "ife", + "arl", + "hence", + "Also" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "alike", + "gonna", + "lle", + "ii", + "d", + "ct", + "ie", + "ued", + "wards", + "zes", + "thereof", + "l", + "mente", + "xd", + "aska", + "sowie", + "sic", + "wl", + "nto", + "t", + "ion", + "ly", + "ue", + "ff", + "ients", + "wi", + "atre", + "lli", + "vl" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "ii", + "persons", + "gonna", + "lle", + "etc", + "thru", + "xd", + "sowie", + "plus", + "etc", + "mente", + "thereof", + "sic", + "anda", + "dll", + "d", + "wn", + "thereto", + "awhile", + "tambien", + "afield", + "ct", + "ly", + "hood" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ortheast", + "udos", + "oides", + "yses", + "hiy", + "entimes", + "aken", + "arena", + "zes", + "persons", + "ypi", + "amente", + "edly", + "udian", + "maupun", + "ued", + "aska", + "nda", + "edes", + "armor", + "urized", + "antown", + "ited", + "ovid", + "yy", + "enia", + "thereon", + "sic" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "edly", + "maupun", + "stuffs", + "persons", + "sic", + "AKA", + "ued", + "yses", + "hiy", + "ially", + "arters", + "udian", + "sexes", + "oid", + "mente", + "aken", + "zes", + "udos", + "thereto", + "oides", + "ypi", + "ided", + "gonna", + "eness", + "wherein", + "pursuant", + "eyer", + "bzw", + "persons", + "inasmuch" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "yy", + "utta", + "also", + "zes", + "oides", + "thereon", + "eness", + "comprised", + "thereto", + "characterized", + "females", + "utilized", + "filmed", + "AKA", + "eyer", + "UIT", + "iee", + "otica", + "ued", + "woman", + "composed", + "Util", + "actress", + "thereafter", + "Additionally", + "goers", + "entimes" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "prior", + "primarily", + "urally", + "characteristics", + "characterized", + "assemblages", + "patterning", + "textural", + "interior", + "largely", + "portions", + "comprised", + "rotto", + "noted", + "mostly", + "exterior", + "istically", + "thereto", + "supplemental", + "nomenclature", + "periphery", + "ancillary", + "husbandry", + "dyads", + "Supplemental", + "characteristic", + "substrate", + "morphology", + "cyst", + "bedding" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "characteristic", + "characterized", + "thereto", + "characteristics", + "aceous", + "specimen", + "cyst", + "neoplas", + "composition", + "morphology", + "subordinate", + "cuticle", + "concomit", + "persons", + "interior", + "tubercul", + "distal", + "coloration", + "facies", + "compositional", + "assemblages", + "subordinated", + "secretory", + "gynec", + "concomitant", + "assemblage", + "Disposition", + "incipient", + "anatomic", + "anatomical", + "nomenclature" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "morphology", + "subsurface", + "Metall", + "crystalline", + "mineral", + "anisotropic", + "characteristic", + "crystallography", + "metallurgy", + "facies", + "microscopy", + "microstructure", + "substrate", + "striated", + "subterranean", + "lith", + "ellae", + "industrial", + "tubercul", + "crystallization", + "Morphology", + "metall", + "aceous", + "spectroscopic", + "intrac", + "hypertro", + "extruded", + "agglomer", + "micrograph", + "sintered", + "ductile" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "crystalline", + "microstructure", + "morphology", + "anisotropic", + "subsurface", + "striated", + "characteristic", + "crystallization", + "micrograph", + "crystall", + "spectroscopic", + "hypertro", + "microscopy", + "birefring", + "histological", + "lattice", + "substrate", + "lith", + "Metall", + "morphological", + "weld", + "crystalline", + "recrystall", + "agglomer", + "sintered", + "crystallography", + "birefringence", + "alloy", + "suture", + "coloration" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "metallurgical", + "characteristic", + "crystalline", + "morphology", + "hypertro", + "coloration", + "deform", + "crystallization", + "recrystall", + "anisotropic", + "microstructure", + "striated", + "micrograph", + "weld", + "subsurface", + "extrusion", + "extruded", + "fracturing", + "birefring", + "imping", + "crystall", + "substrate", + "morphological", + "crystalline", + "birefringence", + "refractory", + "welds", + "formation", + "fracture" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "morphology", + "characteristic", + "crystallization", + "formation", + "deform", + "polymerization", + "metallurgical", + "necrosis", + "coloration", + "microstructure", + "defects", + "fracturing", + "homozyg", + "fibrosis", + "recrystall", + "birefringence", + "refractory", + "subsurface", + "agglomer", + "morphogenesis", + "crystallinity", + "polymerized", + "Morphology", + "extrusion", + "characteristics", + "induced", + "defective", + "fibrous" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "morphology", + "microstructure", + "characteristics", + "metallurgical", + "holotype", + "formation", + "deform", + "characterize", + "coloration", + "rectilinear", + "dense", + "cuticle", + "quartzite", + "micrograph", + "microscopy", + "polymerization", + "Characteristic", + "amorphous", + "extrusion", + "characterizing", + "refractory", + "characteristic", + "Characteristic", + "morphogenesis" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "characteristic", + "characteristics", + "holotype", + "microscopy", + "characterize", + "morphology", + "Characteristics", + "specimen", + "coloration", + "rectilinear", + "quartzite", + "phenotype", + "Characteristic", + "Characteristic", + "caracteriza", + "Appearance", + "characterized", + "characteristic", + "microstructure", + "characteristics", + "deform" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "During", + "lyn", + "Recently", + "whence", + "during", + "ingly", + "Owing", + "whilst", + "which", + "ertain", + "recently", + "whereas", + "reportedly", + "oping", + "meteorological", + "tonight", + "demonstrators", + "whereupon", + "this", + "inally", + "ieu", + "ieurs", + "witnesses", + "istically", + "threatening", + "during", + "fluss", + "owness" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "ertain", + "Conversely", + "Recently", + "wards", + "During", + "lyn", + "Consequently", + "whereas", + "whereas", + "aneous", + "ually", + "ively", + "ilities", + "recently", + "iquement", + "ytically", + "ingly", + "elson", + "lately", + "cially", + "Similarly", + "sequent", + "furthermore", + "Subsequently", + "lement", + "Consequently", + "during", + "Owing", + "ories", + "omic", + "orthy" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Conversely", + "correspondingly", + "Conversely", + "conversely", + "ertain", + "likewise", + "Similarly", + "furthermore", + "thereafter", + "whereas", + "Furthermore", + "afterwards", + "During", + "similarly", + "contrasted", + "else", + "simultaneously", + "afterward", + "confronting", + "Furthermore", + "nonetheless", + "alternatively", + "concurrently", + "Consequently", + "Alongside", + "according", + "accordingly", + "Consequently", + "nevertheless", + "alleng", + "Recently", + "Otherwise" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "During", + "During", + "during", + "furthermore", + "afterwards", + "during", + "afterward", + "whereas", + "likewise", + "accordingly", + "lately", + "demonstrating", + "Alongside", + "nonetheless", + "while", + "today", + "observed", + "while", + "Furthermore", + "explaining", + "underneath", + "Upon", + "meanwhile", + "After", + "Once", + "analyzing", + "thereafter", + "Yet", + "Similarly", + "tandis", + "Yet" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "uries", + "ertain", + "Yet", + "lately", + "mdash", + "mselves", + "today", + "ueva", + "During", + "olerance", + "ilities", + "augh", + "oday", + "Its", + "meanwhile", + "holtz", + "ildet", + "Yet", + "nonetheless", + "ideo", + "maal", + "andia", + "itness", + "weet", + "theirs", + "elae" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "holtz", + "Conversely", + "Meanwhile", + "Regarding", + "ndo", + "Owing", + "During", + "mdash", + "ertain", + "Consequently", + "lately", + "Yet", + "furthermore", + "whereas", + "nonetheless", + "During", + "Looking", + "Considering", + "Yet", + "meanwhile", + "conversely", + "Looking", + "accordingly", + "arette", + "Hence", + "His", + "yme" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "holtz", + "ndo", + "Its", + "lately", + "ibi", + "mdash", + "Yet", + "Yet", + "His", + "Looking", + "yme", + "Lately", + "Looking", + "Consequently", + "arette", + "Conversely", + "accordingly", + "nonetheless", + "Considering", + "anymore", + "investigating", + "awn", + "Recently", + "furthermore", + "Regarding", + "During", + "conversely", + "What" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "ndo", + "holtz", + "awn", + "Again", + "Hence", + "Facing", + "Yet", + "sted", + "Its", + "Conversely", + "BAT", + "Conversely", + "whor", + "Its", + "Secondly", + "txt", + "Again", + "stm", + "Ships", + "hood", + "During", + "andon", + "Though", + "dll", + "OUND", + "Unless", + "Considering", + "Observe" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Yet", + "awn", + "Anyone", + "Secondly", + "eted", + "UMENT", + "Bred", + "Meanwhile", + "Another", + "Secondly", + "ows", + "Researchers", + "rive", + "Sao", + "oad", + "aments", + "bred", + "auche", + "acking", + "Another", + "afraid", + "Therefore", + "bill", + "Yet", + "otre", + "Unless" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Yet", + "awn", + "Anyone", + "Meanwhile", + "Sao", + "Researchers", + "rive", + "ILL", + "acking", + "bill", + "UMENT", + "Secondly", + "arty", + "oad", + "Another", + "Researchers", + "akers", + "Secondly", + "ively", + "afraid", + "IVING", + "Bred", + "ells", + "ENGTH" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "oad", + "awn", + "Yet", + "UMENT", + "Researchers", + "ILL", + "Researchers", + "eted", + "Considering", + "een", + "Secondly", + "aints", + "ells", + "afraid", + "Secondly", + "SearchResults", + "Please", + "IGATION", + "blit", + "Heading", + "Considering", + "ocht", + "Bone", + "ullin", + "ould", + "engar", + "USING", + "ucin", + "Searching" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "No", + "Yet", + "men", + "These", + "Let", + "sub", + "When", + "bl", + "he", + "A", + "If", + "stand", + "re", + "oc", + "Such", + "In", + "dot", + "nt", + "It", + "nth", + "hat", + "m", + "Another", + "They", + "hen", + "emph", + "Please", + "ies", + "For", + "at" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 125915, + 70780, + 42691, + 80821, + 55537, + 31729, + 27381, + 14113, + 3332, + 2958, + 1667, + 2187, + 6777, + 13691, + 142221, + 129857, + 133602, + 82933, + 116907, + 80688, + 80439, + 23947, + 39131, + 15361, + 48204, + 3167 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 85285, + 67253, + 103887, + 96727, + 72757, + 33376, + 34388, + 29939, + 8910, + 38213, + 70084, + 123586, + 85710, + 52652, + 89334, + 114164, + 108415, + 195767, + 76807, + 62037, + 34731, + 16612, + 69180, + 51640, + 27660, + 23954 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 123586, + 162035, + 169227, + 83164, + 122491, + 86361, + 34629, + 6911, + 315, + 98, + 68, + 84, + 45, + 42, + 204150, + 236558, + 218152, + 246541, + 220182, + 195845, + 197548, + 193348, + 235672, + 246520, + 222631, + 49862 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 33078, + 59245, + 112436, + 35212, + 220098, + 50370, + 45981, + 10219, + 13857, + 12252, + 38120, + 21904, + 124326, + 74584 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 45343, + 38118, + 216840, + 57396, + 104915, + 138379, + 107766, + 253090, + 159846, + 59358, + 65323, + 14282, + 19626, + 28635 + ] + }, + { + "label": "tetragonal", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 225537, + 211264, + 228063, + 134530, + 149310, + 140423, + 72522, + 46312, + 225244, + 35954, + 42540, + 48682, + 79890, + 76691 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "metallurgical", + "score": 24.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "sudden", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "abrupt", + "output_checked": true + }, + { + "concept": "characterized", + "score": 9.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 8.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "tw", + "output_checked": true + }, + { + "concept": "because", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "An", + "output_checked": true + }, + { + "concept": "several", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "undergoes", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "undergoes", + "output_checked": true + }, + { + "concept": "brittle", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "alloy", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "deformation", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "whereas", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ",", + "output_checked": true + }, + { + "concept": "subjected", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "from", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "change", + "output_checked": true + }, + { + "concept": "alloying", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "toughness", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "but", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "instantaneous", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "change", + "output_checked": true + }, + { + "concept": "instantaneously", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "resultante", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "product", + "output_checked": true + }, + { + "concept": "resulted", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "product", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "undergoes", + "output_checked": true + }, + { + "concept": "lacked", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "abrupt", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "undergoes", + "output_checked": true + }, + { + "concept": "altering", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "heating", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "during", + "output_checked": true + }, + { + "concept": "below", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "fractured", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "compared", + "score": 3.0, + "best_rank": 2, + "best_depth": 75.6, + "near_token": "inned", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "elongated", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "like", + "output_checked": true + }, + { + "concept": "specimen", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "admixture", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "identical", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "preserving", + "output_checked": true + }, + { + "concept": "dense", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "oxide", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ",", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "intervention", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "abrupt", + "output_checked": true + }, + { + "concept": "yet", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ",", + "output_checked": true + }, + { + "concept": "this", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "The", + "output_checked": true + }, + { + "concept": "was", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "oriented", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "intensity", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "despite", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "possesses", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "inhomogeneous", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "welded", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "tw", + "output_checked": true + }, + { + "concept": "excuse", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "An", + "output_checked": true + }, + { + "concept": "Yet", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Its", + "score": 2.0, + "best_rank": 2, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 11, + "best_depth": 56.1, + "near_token": "like", + "output_checked": true + }, + { + "concept": "structures", + "score": 2.0, + "best_rank": 38, + "best_depth": 75.6, + "near_token": "like", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "An", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "mineral", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "preserving", + "output_checked": true + }, + { + "concept": "geometrically", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "scientific", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "stabilized", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "is", + "output_checked": true + }, + { + "concept": "crystallization", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "mottled", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "Hail", + "wand", + "Kwa", + "ynitrite", + "ervan", + "boule", + "quantos", + "ties", + "uks", + "punkte", + "cro", + "ambo", + "Kwa" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "Mannes", + "rid", + "stir", + "Sob", + "twe", + "olyte", + "lev", + "reu", + "tons", + "trem", + "lou", + "Cann", + "Schle", + "channel", + "Tit", + "ebo" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "nab", + "lev", + "Pres", + "twe", + "ebo", + "reu", + "wedge", + "brink", + "Bens", + "rid", + "blot", + "unused", + "champ", + "astes", + "impress", + "Carg" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "champ", + "Ce", + "alk", + "Reis", + "glob", + "ilg", + "ago", + "reu", + "Langer", + "def", + "tfrac", + "Mani", + "Sob", + "unused", + "Sod", + "fam" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "ago", + "glob", + "champ", + "Mani", + "dre", + "essional", + "byt", + "fam", + "Pres", + "Rec", + "Durch", + "Frem", + "Bens", + "Tit", + "zd", + "Eing", + "dim", + "dip", + "Ce", + "ilers", + "Sob", + "Apa" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "rem", + "yn", + "atus", + "sn", + "Hs", + "Vo", + "WOR", + "ual", + "sag", + "side", + "idence", + "icot", + "Vla", + "hst", + "ling", + "fin", + "Rem" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "side", + "tools", + "HI", + "Green", + "dal", + "Sol", + "tool", + "kick", + "trading", + "ME", + "ORS", + "six", + "nop", + "remen", + "rem", + "Select", + "Vo", + "Vo" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "side", + "HI", + "tool", + "sol", + "trading", + "turbo", + "dad", + "select", + "rem", + "Select", + "tail", + "Green", + "kick", + "remen", + "simple", + "ORS", + "dal", + "six", + "nop" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "kick", + "select", + "sol", + "HI", + "tools", + "nop", + "tail", + "record", + "rem", + "tool", + "Green", + "pick", + "Select", + "Sol", + "lives", + "remen", + "simple", + "atus", + "blank" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "cdots", + "linear", + "OOSE", + "Select", + "fetch", + "switch", + "ettle", + "sus", + "select", + "felt", + "lives", + "greet", + "greeting", + "listener", + "betre", + "Elsewhere", + "itivity" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "fetch", + "greeting", + "itivity", + "ettle", + "OOSE", + "scoped", + "linear", + "switch", + "lives", + "Greeting", + "Greet", + "discuss", + "betre", + "discussed", + "Lives", + "meetings", + "isselle", + "RECE", + "dog", + "greet" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "law", + "elli", + "MAIL", + "edy", + "erat", + "Apa", + "occa", + "berat", + "uya", + "mouseY", + "bag", + "itas", + "yme", + "rami", + "Gasp", + "ema", + "Lang", + "tagli", + "Play", + "bells", + "mailer", + "epar", + "bag", + "breath" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "kulit", + "getId", + "gqlgen", + "cama", + "cribable", + "bosses", + "dieu", + "adet", + "boss", + "rectum", + "httpClient", + "assol", + "anger", + "bilen" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "brus", + "punt", + "god", + "assol", + "deka", + "dieu", + "ogado", + "abilecek", + "dfs", + "grud", + "labores", + "rele", + "okol", + "blas", + "kole", + "ggen", + "Moser", + "kund" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Jahres", + "tier", + "erves", + "ausge", + "schrift", + "prong", + "Ber", + "poste", + "idio", + "igste", + "peric", + "father" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "halk", + "Stein", + "kast", + "Lutz", + "ham", + "tti", + "idium", + "caram", + "tier", + "wir", + "spf", + "rape", + "organisme", + "afect", + "opcode", + "Gut", + "Jaz", + "adillo", + "daran", + "orges", + "dungeons" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "bl", + "together", + "kavram", + "WHM", + "rung", + "boil", + "auquel" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "nonetheless", + "ImageFilter", + "wonders", + "Weekly", + "Downloads", + "Pics", + "bl", + "biggr", + "Formation", + "today", + "weekly", + "Thought", + "Lately", + "Together", + "Stri", + "pleasures", + "Details", + "blowing", + "Images", + "Subs", + "UserDetails", + "ernel", + "Trou", + "Remarks" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "simultaneously", + "Meanwhile", + "During", + "meanwhile", + "Simultaneously", + "During", + "nonetheless", + "Explain", + "Its", + "Compared", + "Subsequently", + "during", + "Consequently", + "Explain", + "JB", + "ERG", + "Consequently", + "thanks", + "Its", + "coli", + "Compared", + "Subsequently", + "today", + "ellae" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "During", + "Neither", + "During", + "nonetheless", + "Nowadays", + "Its", + "during", + "holtz", + "coli", + "Explain", + "innan", + "mano", + "recently", + "nowadays", + "entin", + "Meanwhile", + "wat", + "Its", + "Recently", + "ellae", + "Within" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "During", + "txt", + "During", + "during", + "xlsx", + "Observe", + "Stellen", + "Ships", + "secondly", + "Secondly", + "Sick", + "Sur", + "sted", + "json", + "coli", + "huh", + "mitochondria", + "Errors", + "nowadays", + "Than", + "simultaneously", + "furthermore", + "Allow", + "screw", + "Observing", + "Secondly", + "Unless", + "Errors" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Secondly", + "ivities", + "secondly", + "Meanwhile", + "pyplot", + "Mind", + "blit", + "Secondly", + "json", + "plant", + "finger", + "meanwhile", + "endswith", + "ENGTH", + "Awards", + "ardini", + "heading", + "Uns", + "Mamm", + "Varieties", + "img", + "amd" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "ivities", + "heading", + "Secondly", + "secondly", + "anthropologists", + "json", + "Secondly", + "js", + "meanwhile", + "subheading", + "hline", + "subsection", + "slide", + "subsection", + "Subs", + "ardini", + "Subs", + "subsubsection", + "members", + "judging", + "heading", + "screw", + "Uns" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Subs", + "sub", + "angle", + "Subs", + "heading", + "Secondly", + "imming", + "subheading", + "Secondly", + "pas", + "Sub", + "subsection", + "meanwhile", + "subs", + "ivities", + "Sub", + "gend", + "simultaneously", + "subsubsection", + "ucking", + "ucus", + "Mind", + "bm" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "sub", + "vec", + "black", + "pas", + "length", + "subsection", + "textbf", + "bl", + "spa", + "int", + "aut", + "bas", + "subkey", + "nt", + "base", + "pawns", + "sort", + "substring", + "Sub", + "left", + "was", + "end", + "spin", + "dot", + "emph", + "he", + "think", + "twinning", + "angle", + "jpg", + "section", + "below" + ] + } + ], + "logit_surprising": [ + { + "concept": "microstructure", + "score": 13.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "ilm", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "product", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "an", + "output_checked": true + }, + { + "concept": "brittle", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "ausge", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "An", + "output_checked": true + }, + { + "concept": "annealing", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "an", + "output_checked": true + }, + { + "concept": "but", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "martens", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "is", + "output_checked": true + }, + { + "concept": "God", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ",", + "output_checked": true + }, + { + "concept": "halk", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "preserving", + "output_checked": true + }, + { + "concept": "resultante", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "alloying", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "preserving", + "output_checked": true + }, + { + "concept": "punt", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "preserving", + "output_checked": true + }, + { + "concept": "alloy", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "sudden", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "below", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "OOSE", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "rele", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "Jahres", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "serp", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "afect", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "change", + "output_checked": true + }, + { + "concept": "segmented", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "while", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "change", + "output_checked": true + }, + { + "concept": "resulting", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "The", + "output_checked": true + }, + { + "concept": "characterized", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "is", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "undergoes", + "output_checked": true + }, + { + "concept": "twinning", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "tw", + "output_checked": true + }, + { + "concept": "isotherm", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "change", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "An", + "output_checked": true + }, + { + "concept": "bit", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "BAG", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "heapq", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Viva", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "fam", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "inned", + "output_checked": true + }, + { + "concept": "replay", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "reheat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "getId", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "beat", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "foreach", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "boat", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ",", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "rzeczy", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "like", + "output_checked": true + }, + { + "concept": "sebe", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "tw", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "submodule", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "hybrid", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "experiment", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "an", + "output_checked": true + }, + { + "concept": "Driven", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "marked", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "Filled", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "tw", + "output_checked": true + }, + { + "concept": "anytime", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "An", + "output_checked": true + }, + { + "concept": "metallurgy", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "irradiation", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "during", + "output_checked": true + }, + { + "concept": "fibrous", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "tw", + "output_checked": true + }, + { + "concept": "Scan", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "temperature", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "change", + "output_checked": true + }, + { + "concept": "formation", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "product", + "output_checked": true + }, + { + "concept": "stressed", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "solidification", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "Secondly", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-05__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-rapid-transformation-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Motion of linear lattice imperfections 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Plastic flow begins when a linear lattice imperfection travels across a close-packed plane and leaves a permanent surface step.", + "prompt_tail": "Plastic flow begins when a linear lattice imperfection travels across a close-packed plane and leaves a permanent surface step.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 22 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-line-defect-motion-01", + "carrier_id": null, + "target_family": "line-defect-motion", + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 91, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 5261 + }, + { + "label": "glide", + "best_rank": 2781, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 12021 + }, + { + "label": "slip", + "best_rank": 39674, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 11835 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "orry", + "behalf", + "together", + "asion", + "also", + "ients", + "ogether", + "ials" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "alike", + "lle", + "ie", + "zes", + "aska", + "d", + "ion", + "ct", + "wards", + "ii", + "arie", + "nto", + "l", + "ng", + "ited", + "outh", + "hood", + "xd", + "wi", + "zia", + "eries", + "oraz", + "wie", + "dia", + "bzw", + "meanwhile", + "eded" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "xd", + "mente", + "gonna", + "oraz", + "hood", + "aska", + "ion", + "ct", + "ld", + "ie", + "ii", + "dz", + "d", + "les", + "gy", + "wi", + "aid", + "lli", + "idio", + "xsl", + "alos" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "lle", + "ients", + "ilities", + "edly", + "leness", + "ately", + "ided", + "hood", + "edes", + "oides", + "cedures", + "xes", + "ct", + "ued", + "mente", + "atre", + "zia", + "zes", + "yses", + "oused", + "ieth", + "ie", + "ions", + "osite", + "thereof", + "yi", + "lli" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "ided", + "ued", + "ients", + "edly", + "bzw", + "lement", + "ately", + "ially", + "ilities", + "ie", + "persons", + "thereof", + "lle", + "maupun", + "ion", + "ct", + "oso", + "oraz", + "sic", + "ue", + "ial", + "ative", + "ertain", + "mente", + "aire", + "osite", + "zia", + "eness", + "edes" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Additionally", + "Furthermore", + "furthermore", + "wherein", + "neath", + "Furthermore", + "avel", + "Additionally", + "alike", + "According", + "During", + "Util", + "sequently", + "although", + "Regarding", + "which", + "Although", + "Upon", + "ideo", + "ided", + "able", + "According", + "Moreover", + "entimes", + "also", + "although" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "whereupon", + "merely", + "wherein", + "thereto", + "thereafter", + "whereby", + "notwithstanding", + "pursuant", + "unto", + "thence", + "upon", + "thereof", + "occurring", + "adjoining", + "thereby", + "subsequently", + "owing", + "Upon", + "ordinarily", + "heretofore", + "Owing", + "although", + "approximately", + "characterized" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whereupon", + "merely", + "thereto", + "wherein", + "furthermore", + "thence", + "thereby", + "thereafter", + "alike", + "notwithstanding", + "aneous", + "thereof", + "unto", + "customarily", + "upon", + "sequently", + "Consequently", + "wherein", + "apiece", + "heretofore", + "Miscellaneous", + "Owing", + "occurrence", + "henceforth", + "occurring", + "Upon", + "Consequently" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "merely", + "whereupon", + "thereafter", + "thence", + "subsequently", + "subsequent", + "thereby", + "discontinuous", + "Thereafter", + "Subsequently", + "permanently", + "sequent", + "irrevoc", + "delineated", + "lith", + "thereto", + "Subsequent", + "rupt", + "ized", + "approximately", + "sequently", + "aneous", + "henceforth", + "Upon", + "ritus", + "upon" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subsequent", + "merely", + "discontinuous", + "indelible", + "irrevoc", + "incipient", + "nascent", + "subsequently", + "permanently", + "rupture", + "bacterium", + "catalyzed", + "fracturing", + "rupt", + "crystall", + "thereafter", + "etching", + "bacter", + "Subsequent", + "permanence", + "engineered", + "initiating", + "whereupon", + "lith", + "breakage", + "infinitesimal", + "acetyl", + "characteristic", + "electrically", + "nucleation" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "subsequent", + "discontinuous", + "merely", + "initiating", + "irrevoc", + "indelible", + "permanence", + "permanently", + "rupture", + "Subsequent", + "nascent", + "incipient", + "breakage", + "rupt", + "discontinuity", + "infinitesimal", + "accretion", + "altering", + "observed", + "subsequently", + "transdu", + "catalyzed", + "momentary", + "fracturing", + "irrevers", + "accret", + "disturbed", + "microscopic", + "alteration", + "observable" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "initiating", + "discontinuous", + "discontinuity", + "propagating", + "subsequent", + "initiate", + "disturbed", + "findung", + "disturbance", + "breakage", + "propagation", + "infinitesimal", + "incipient", + "occurrence", + "thence", + "subsequently", + "initiation", + "triggering", + "nucleation", + "whereupon", + "repeatable", + "contaminating", + "reproducible", + "initiates", + "initiator", + "discontinuities", + "initiated", + "degradation", + "permanently" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "discontinuous", + "analogous", + "successive", + "subsequent", + "microscopic", + "discontinuity", + "reproducible", + "infinitesimal", + "repeatable", + "anodic", + "imperfection", + "permanently", + "evolutionary", + "thence", + "propagating", + "rudimentary", + "WindowEvent", + "occurrence", + "initiating", + "discontinuities", + "analogy", + "anomalous", + "successively", + "repeatability", + "subsequently", + "primitive", + "degenerate", + "momentary", + "incipient" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "analogous", + "successive", + "subsequently", + "thence", + "subsequent", + "successively", + "Subsequent", + "WindowEvent", + "Subsequently", + "Subsequently", + "reproducible", + "rudimentary", + "Occurrence", + "originating", + "analog", + "initiated", + "occurrence", + "initiating", + "discontinuous", + "fundamental", + "initiated", + "analogy" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "furthermore", + "Furthermore", + "which", + "because", + "Because", + "whereas", + "Secondly", + "Conversely", + "secondly", + "Consequently", + "Conversely", + "Furthermore", + "Similarly", + "Likewise", + "whereupon", + "simultaneously", + "Similarly", + "Upon", + "whereby", + "Subsequently", + "Which", + "featuring", + "believing", + "Eventually", + "Each", + "Meanwhile", + "Upon", + "meanwhile", + "Whereas" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "furthermore", + "Consequently", + "Similarly", + "Furthermore", + "Similarly", + "Likewise", + "Conversely", + "whereas", + "Meanwhile", + "meanwhile", + "Consequently", + "Conversely", + "Because", + "Again", + "likewise", + "Eventually", + "Secondly", + "Subsequently", + "This", + "else", + "Then", + "Also", + "During", + "Yet", + "similarly", + "Often", + "Certainly", + "Ultimately", + "secondly", + "Likewise", + "conversely" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "Similarly", + "Conversely", + "conversely", + "Similarly", + "meanwhile", + "Likewise", + "whereas", + "similarly", + "Meanwhile", + "Consequently", + "likewise", + "Conversely", + "Then", + "Subsequently", + "Simultaneously", + "else", + "Also", + "Similar", + "Furthermore", + "Secondly", + "secondly", + "This", + "During", + "Again", + "Yet", + "accordingly", + "consequently", + "thereafter", + "Often", + "Eventually" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "likewise", + "conversely", + "Similarly", + "whereas", + "similarly", + "Meanwhile", + "Similarly", + "Likewise", + "Conversely", + "accordingly", + "secondly", + "consequently", + "Conversely", + "Equally", + "therefore", + "thereafter", + "Simultaneously", + "else", + "Furthermore", + "thereby", + "Yet", + "nonetheless", + "these", + "separately", + "afterwards", + "alike", + "Consequently", + "moreover", + "correspondingly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "Similarly", + "likewise", + "conversely", + "Meanwhile", + "Likewise", + "Conversely", + "Yet", + "accordingly", + "Similarly", + "furthermore", + "Conversely", + "Dieser", + "this", + "similarly", + "Consequently", + "This", + "whereas", + "therefore", + "Yet", + "Likewise", + "thus", + "Today" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Similarly", + "Consequently", + "Each", + "Meanwhile", + "Conversely", + "This", + "Likewise", + "Similarly", + "meanwhile", + "conversely", + "Recently", + "Conversely", + "Its", + "Recent", + "Yet", + "thereafter", + "accordingly", + "Nevertheless", + "Similar", + "Along", + "Same", + "likewise", + "furthermore", + "Dieser", + "Today", + "Its", + "Dabei", + "Consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Similarly", + "This", + "Each", + "Conversely", + "Consequently", + "Likewise", + "Meanwhile", + "Its", + "Yet", + "Similarly", + "conversely", + "Recently", + "Similar", + "meanwhile", + "Another", + "Same", + "Conversely", + "this", + "Every", + "Its", + "Recent", + "Dieser", + "This", + "Nonetheless", + "furthermore", + "Hence", + "Nevertheless", + "Unless", + "Therefore", + "accordingly" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Each", + "Consequently", + "Similarly", + "Likewise", + "Furthermore", + "Conversely", + "Its", + "Hence", + "Dieser", + "this", + "This", + "Therefore", + "furthermore", + "conversely", + "Similar", + "Every", + "Alternatively", + "Dabei", + "Another", + "Secondly", + "Yet", + "Este", + "Unless", + "Though" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Similarly", + "Therefore", + "Otherwise", + "Consequently", + "Similarly", + "Meanwhile", + "Likewise", + "Another", + "This", + "Same", + "Denne", + "Unless", + "Esse", + "Unless", + "Another", + "this", + "Repeat", + "Subsequent" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Similarly", + "This", + "Therefore", + "Consequently", + "Similarly", + "Repeat", + "Another", + "Same", + "Otherwise", + "This", + "Meanwhile", + "endif", + "Subsequent", + "Each", + "opy", + "Thank", + "Unless", + "Likewise", + "UMENT", + "Copy", + "Sorry", + "Repeat" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Another", + "Others", + "Similarly", + "Each", + "Subsequent", + "Consequently", + "Otherwise", + "Repeat", + "Naturally", + "Other", + "Same", + "Selecting", + "erset", + "Similarly", + "Secondly", + "Anatom", + "Allow", + "These", + "Experimental", + "Every", + "Algorithms", + "Dependence", + "This", + "Therefore" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "A", + "This", + "More", + "Continuous", + "The", + "Subsequent", + "Linear", + "In", + "Physical", + "Random", + "An", + "Another", + "By", + "Sub", + "No", + "Each", + "Same", + "When", + "Line", + "Fine", + "Plastic", + "It", + "Any", + "Once", + "Such", + "Upon", + "Repeat", + "S", + "Open", + "Further" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 55188, + 173033, + 169779, + 171451, + 145922, + 155368, + 5976, + 10980, + 5201, + 700, + 280, + 198, + 92, + 2999, + 3187, + 8891, + 10468, + 39292, + 35500, + 25605, + 25885, + 19606, + 75937, + 75499, + 81762, + 36909 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 208057, + 145377, + 122916, + 143684, + 123568, + 45187, + 29585, + 42607, + 26258, + 22597, + 3652, + 2782, + 12863, + 83032, + 138708, + 160262, + 116301, + 51139, + 45252, + 23691, + 31311, + 17607, + 82132, + 100493, + 71943, + 13472 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 33501, + 97624, + 81083, + 157134, + 127236, + 208389, + 146018, + 105715, + 96025, + 58782, + 54321, + 62927, + 83362, + 235681, + 95782, + 83698, + 81236, + 39675, + 55488, + 102292, + 52094, + 60216, + 78333, + 54709, + 34937, + 2933 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 208091, + 261896, + 130825, + 64635, + 172393, + 174338, + 70200, + 55066, + 119878, + 5262, + 10497, + 7995, + 15332, + 7426 + ] + }, + { + "label": "glide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 12022, + 105274, + 162889, + 18854, + 198199, + 112397, + 80422, + 69721, + 67691, + 62794, + 65553, + 34780, + 51009, + 30942 + ] + }, + { + "label": "slip", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 206409, + 109452, + 131525, + 128961, + 235555, + 162584, + 62250, + 190338, + 148352, + 42154, + 41299, + 13269, + 11836, + 13854 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 22.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "began", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "behind", + "score": 8.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "territory", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "the", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "when", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "step", + "output_checked": true + }, + { + "concept": "disrupts", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "several", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "when", + "output_checked": true + }, + { + "concept": "pressure", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "discontinuity", + "score": 4.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "consequence", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "became", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "through", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "vacancy", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "initiating", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "manufacturing", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "traveling", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "someone", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "when", + "output_checked": true + }, + { + "concept": "permanently", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "alteration", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "threshold", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "stress", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "called", + "score": 3.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "activation", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "when", + "output_checked": true + }, + { + "concept": "traversing", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "discontinuous", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "density", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "close", + "output_checked": true + }, + { + "concept": "conceptual", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "micrograph", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "within", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "representative", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "sufficient", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "deterministic", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "proximity", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "close", + "output_checked": true + }, + { + "concept": "dynamics", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "under", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "force", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "strain", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "structure", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "packing", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "close", + "output_checked": true + }, + { + "concept": "This", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "reaches", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "fractal", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "nascent", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "initiation", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "metaphorical", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "imagery", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "deformation", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "smarter", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "", + "output_checked": true + }, + { + "concept": "underway", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "ignition", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "when", + "output_checked": true + }, + { + "concept": "perpendicularly", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "across", + "output_checked": true + }, + { + "concept": "eventually", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "START", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "thence", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "and", + "output_checked": true + }, + { + "concept": "leakage", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "ervan", + "quantos", + "Hail", + "nada", + "Kwa", + "wand", + "undos", + "maneiras", + "anque", + "yclerView" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "dim", + "Beg", + "mamy", + "Catt", + "trem", + "stir", + "reu", + "rid", + "twe", + "Proc", + "gr", + "Cann", + "lev", + "grac", + "Auff", + "Tons" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "tons", + "trem", + "stir", + "Beg", + "grac", + "Catt", + "Clon", + "twe", + "Cann", + "intang", + "dim", + "reu", + "rock", + "Salv", + "blot", + "enskap" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "tun", + "glob", + "champ", + "plo", + "motifs", + "ilj", + "olyte", + "stir", + "essional", + "Champ", + "Sod", + "brink", + "Hus", + "Cana", + "ment", + "alk", + "onn", + "Carg", + "brake" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Cann", + "ilj", + "motifs", + "ago", + "glob", + "grac", + "Beet", + "brake", + "Pov", + "dim", + "intr", + "Cole", + "phones", + "olyte", + "ar", + "myst", + "Kid", + "Champ", + "snag", + "brink" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ORS", + "ilers", + "Su", + "WOR", + "sag", + "atus", + "ors", + "Vo", + "oben", + "yn", + "sn", + "fin", + "susp", + "fields", + "proc", + "yp", + "Sed", + "bos", + "uldig", + "und" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "trading", + "side", + "tools", + "HI", + "kick", + "bro", + "contr", + "HPO", + "tool", + "chal", + "Mau", + "boom", + "das", + "Er", + "seq", + "Sol", + "cares", + "simple", + "tit" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "trading", + "simple", + "sol", + "tail", + "tool", + "HI", + "turbo", + "truncate", + "mei", + "remen", + "Werk", + "kick", + "bro", + "Mau", + "rem", + "ORS", + "Green", + "valued" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "sol", + "simple", + "Green", + "rem", + "tool", + "tail", + "record", + "kick", + "remen", + "HI", + "select", + "tools", + "side", + "Sol", + "trading", + "bro", + "blank", + "Er", + "Select", + "linear", + "lives", + "common" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "Select", + "discussed", + "dynamic", + "Green", + "lives", + "remen", + "subject", + "ettle", + "tter", + "discuss", + "greeting", + "fetch", + "common", + "switch", + "RECE", + "tattoo", + "data", + "cdots", + "contact", + "trading", + "asic", + "olved", + "dba" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "usel", + "ettle", + "linear", + "RECE", + "calls", + "sett", + "candy", + "switch", + "titles", + "greet", + "isselle", + "Greet", + "treat", + "greeting", + "calling", + "discuss", + "fetch", + "datasets", + "REST", + "tch", + "Select", + "dynamic", + "chef", + "diet" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "BAG", + "eal", + "Rechnung", + "TableRow", + "ROUT", + "awr", + "rion", + "rin", + "URE", + "quil", + "tread", + "emans", + "libr", + "chette", + "quil", + "oure", + "emd" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "cama", + "vertret", + "Critics", + "iob", + "orith", + "kik", + "kulit", + "authenticate", + "elsk", + "milion", + "teries", + "slutt", + "irlo", + "Datensch", + "erical", + "wakeup" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "kund", + "God", + "ogado", + "deck", + "defer", + "ayet", + "viol", + "oggetti", + "ende", + "god", + "grud", + "ggen", + "verlet" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "ques", + "logique", + "Das", + "logic", + "dazu", + "Jahres", + "kau", + "linalg", + "cosmic", + "check", + "logic", + "innerText", + "teren", + "Dug", + "caught", + "Kau", + "cau" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "afect", + "wert", + "ausge", + "punct", + "ectors", + "berp", + "Jaz", + "whip", + "wir", + "Es", + "wij", + "Dadurch", + "ected", + "argue", + "ospel", + "dazu", + "Cela", + "ricost", + "eci", + "Kaz", + "osp", + "wodurch" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "warp", + "extrem", + "circon", + "spf", + "counterpart", + "penj", + "serp", + "parametr", + "Circ", + "hor" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Ext", + "extr", + "oflu", + "propagating", + "fes", + "Defaults", + "analog", + "Cur", + "excl", + "fileSize", + "slit", + "ormal", + "Boundaries" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "this", + "alike", + "Dieser", + "This", + "Similar", + "inilah", + "Same", + "meanwhile", + "ini", + "these" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "this", + "Similarly", + "This", + "Subsequent", + "thus", + "Consequently", + "consequently", + "Thus", + "Similar", + "Subsequently", + "Simultaneously", + "therefore", + "accordingly", + "Similarly", + "meanwhile", + "Likewise" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "Similarly", + "This", + "therefore", + "thus", + "Subsequent", + "similarly", + "Similar", + "consequently", + "Likewise", + "Another", + "Dieser", + "Consequently", + "Therefore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Similarly", + "this", + "This", + "Similar", + "thus", + "Consequently", + "Repeat", + "Therefore", + "Subsequent", + "therefore", + "accordingly", + "consequently", + "Likewise", + "thereby", + "similarly", + "Unlike", + "conversely", + "Mathemat", + "Similarly", + "Subsequently", + "Otherwise", + "furthermore", + "Thus" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Similarly", + "this", + "Otherwise", + "Likewise", + "Similar", + "Unlike", + "Therefore", + "This", + "unlike", + "Repeat", + "Same", + "similarly", + "Similarly", + "These", + "otherwise", + "conversely", + "therefore", + "Complex", + "thereby", + "Both", + "Specifically", + "Applications", + "consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Similarly", + "This", + "this", + "Therefore", + "Same", + "Repeat", + "Unlike", + "Both", + "Likewise", + "These", + "similarly", + "Similarly", + "Each", + "Consequently", + "thereby", + "Thank", + "Models", + "Otherwise", + "Model", + "Another", + "Meanwhile", + "consequently", + "Similar", + "Options", + "Simultaneously", + "Specifically", + "By", + "therefore", + "Other", + "unlike" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Similarly", + "Likewise", + "similarly", + "Another", + "Unlike", + "Usually", + "Specifically", + "Similarly", + "Other", + "Both", + "this", + "urally", + "These", + "Repeat", + "This", + "Therefore", + "Different", + "Again", + "Any", + "Otherwise", + "Subsequently", + "Same", + "Simultaneously", + "Often", + "Minor", + "Secondly", + "Others", + "Variations", + "Various" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Continuous", + "A", + "In", + "Flow", + "Linear", + "More", + "Plastic", + "Physical", + "By", + "Random", + "Subsequent", + "For", + "Modern", + "Solid", + "Surface", + "Analog", + "Such", + "Carbon", + "These", + "It", + "No", + "Upon", + "To", + "When", + "Think", + "Kinetic", + "An", + "Similarly", + "Advanced", + "Unlike" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "behind", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "pressure", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "when", + "output_checked": true + }, + { + "concept": "boundary", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "vacancy", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "force", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "ilm", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "across", + "output_checked": true + }, + { + "concept": "through", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "God", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "when", + "output_checked": true + }, + { + "concept": "alteration", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "reaches", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "disrupts", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "diad", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "flows", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "ripple", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "equation", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "exceeds", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "threshold", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "induces", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "thereon", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "step", + "output_checked": true + }, + { + "concept": "this", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "packing", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "close", + "output_checked": true + }, + { + "concept": "modeling", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "strain", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "This", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "talks", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "flakes", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "OMI", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "close", + "output_checked": true + }, + { + "concept": "BAG", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "reheat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Plastic", + "output_checked": true + }, + { + "concept": "users", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "across", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "grud", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "berj", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "prze", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "Czar", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "duke", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "lobe", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "Verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "spf", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "homogeneous", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ripples", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "offset", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "step", + "output_checked": true + }, + { + "concept": "Ext", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "Administration", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Plastic", + "output_checked": true + }, + { + "concept": "sufficient", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "onto", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "densely", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "array", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "melewati", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "viscous", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "arrangement", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "deformation", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "viscosity", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "when", + "output_checked": true + }, + { + "concept": "occurs", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "perpendicularly", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "plane", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-01__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Motion of linear lattice imperfections 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "During loading of a single crystal, etch-pit positions move along selected crystallographic planes and an irreversible offset accumulates.", + "prompt_tail": "During loading of a single crystal, etch-pit positions move along selected crystallographic planes and an irreversible offset accumulates.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-line-defect-motion-02", + "carrier_id": null, + "target_family": "line-defect-motion", + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 179, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 5613 + }, + { + "label": "glide", + "best_rank": 11161, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 16464 + }, + { + "label": "slip", + "best_rank": 15832, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 12081 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "asion", + "behalf", + "orry", + "ients", + "ogether", + "hereby", + "furthermore", + "together" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lle", + "gonna", + "etc", + "ii", + "persons", + "thereof", + "alike", + "bzw", + "sic", + "illetve", + "l", + "d", + "ct", + "ie", + "etc", + "sowie", + "betreff", + "t", + "i", + "ion", + "ial", + "ients", + "oraz" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "persons", + "thereof", + "thru", + "gonna", + "sowie", + "etc", + "ct", + "xd", + "thats", + "sic", + "d", + "ue", + "ie", + "ii", + "mente", + "ia", + "awhile", + "betreff", + "etc", + "tion", + "bzw", + "furthermore" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ients", + "persons", + "lle", + "alike", + "sic", + "thereof", + "edly", + "herein", + "psis", + "zis", + "ct", + "ue", + "ial", + "ued", + "ided", + "ilities", + "amente", + "mente", + "zia", + "zes", + "asis", + "yi", + "likewise", + "thereto", + "thereon", + "yses", + "furthermore", + "hereafter" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "bzw", + "edly", + "alike", + "sic", + "efectu", + "ial", + "ided", + "ients", + "persons", + "gonna", + "thereof", + "whilst", + "lle", + "ion", + "ct", + "ue", + "ued", + "zis", + "ow", + "mente", + "standpoint", + "betreff", + "ly", + "ie", + "ally", + "ially" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "consequently", + "towards", + "subsequently", + "thereafter", + "although", + "able", + "thereby", + "wherein", + "during", + "ided", + "thus", + "sequently", + "shortly", + "whereby", + "during", + "therefore", + "pertaining", + "furthermore", + "which", + "although", + "toward", + "aken", + "avel", + "yy", + "concerning", + "During", + "characterized", + "lle", + "ppo", + "utta" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "subsequently", + "thereby", + "consequently", + "thereto", + "whereupon", + "concomit", + "thus", + "wherein", + "whereby", + "sequently", + "thence", + "later", + "merely", + "subsequent", + "characterized", + "concomitant", + "Subsequently", + "owing", + "concerning", + "lacking", + "notwithstanding", + "markedly", + "upon", + "therefore", + "occurring", + "pursuant", + "pertaining", + "therefrom", + "UTIL", + "toward", + "Subsequently" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "thereafter", + "furthermore", + "concomit", + "wherein", + "subsequently", + "consequently", + "thereto", + "concomitant", + "whereupon", + "sequently", + "thus", + "whereas", + "Consequently", + "thence", + "characterized", + "pertaining", + "notwithstanding", + "discontinue", + "henceforth", + "Subsequently", + "merely", + "presently", + "hereafter", + "likewise", + "meanwhile", + "therefrom", + "Thereafter" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "subsequently", + "thereby", + "concomitant", + "concomit", + "thereafter", + "subsequent", + "consequently", + "whereupon", + "Subsequently", + "resulting", + "merely", + "Subsequently", + "resultant", + "consequent", + "thereto", + "thence", + "wherein", + "Consequently", + "discontinu", + "furthermore", + "discontinuous", + "periodicity", + "necessitating", + "Furthermore", + "henceforth", + "result", + "sequently", + "pursuant", + "permanently", + "deleterious" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subsequent", + "subsequently", + "cumulative", + "discontinuous", + "repeated", + "protracted", + "permanently", + "Subsequent", + "accret", + "deleterious", + "irrevoc", + "successive", + "cumulative", + "indelible", + "thereby", + "accumulation", + "stabilization", + "concomitant", + "recid", + "irrevers", + "sustained", + "prolonged", + "accumulated", + "discontinu", + "differential", + "thereafter", + "sequential", + "transdu", + "accumulating", + "sedimentation", + "merely", + "repeatedly" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "subsequent", + "cumulative", + "repeated", + "repeatedly", + "permanently", + "discontinuous", + "cumulative", + "subsequently", + "accumulation", + "successive", + "accumulated", + "repetitive", + "accumulating", + "differential", + "accret", + "sequential", + "irreversible", + "Subsequent", + "deleterious", + "protracted", + "Repeated", + "repeatable", + "irrevers", + "indelible", + "repeatability", + "longitudinal", + "prolonged", + "recurrent", + "irrevoc", + "permanence", + "recid" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "cumulative", + "accumulating", + "subsequent", + "accumulation", + "accumulated", + "repeated", + "repeatedly", + "permanently", + "deterioration", + "repetitive", + "discontinuous", + "cumulative", + "accumulation", + "subsequently", + "persistent", + "accumulate", + "accum", + "irreversible", + "degrading", + "sedimentation", + "contaminating", + "degradation", + "successive", + "stabilization", + "discontinuity", + "accumulates", + "persistently", + "Accum", + "repeatability" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "repeatedly", + "repeated", + "repetitive", + "discontinuity", + "discontinuous", + "accumulating", + "continuously", + "successive", + "cumulative", + "repeatable", + "procedure", + "permanent", + "accumulation", + "persistent", + "continually", + "permanently", + "periodically", + "discontinu", + "deterioration", + "irreversible", + "discontinuities", + "persistently", + "accumulation", + "repeatability", + "contaminating", + "continuous", + "subsequent", + "accumulated", + "accumulate", + "recurrent" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "repeatedly", + "FFECT", + "deterioration", + "discontinuity", + "metastable", + "repeated", + "subsequent", + "successive", + "repetitive", + "irreversible", + "persists", + "accumulating", + "iteratively", + "contaminating", + "Affected", + "persisting", + "persistent", + "permanently", + "accumulated", + "mitigation", + "periodically", + "discontinuous", + "characterizing", + "deleter", + "persistently", + "permanence", + "repeatable", + "persistent", + "accumulation" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "which", + "Consequently", + "Furthermore", + "thereby", + "consequently", + "Consequently", + "whereas", + "whence", + "whereupon", + "Furthermore", + "making", + "Which", + "ultimately", + "demonstrating", + "whereby", + "Ultimately", + "characterizing", + "further", + "likewise", + "Moreover", + "Eventually", + "Ultimately", + "confronting", + "furthering", + "therefore", + "whilst", + "accordingly", + "Nevertheless", + "nevertheless", + "Which", + "Conversely" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "furthermore", + "Consequently", + "Furthermore", + "Consequently", + "likewise", + "Conversely", + "Moreover", + "Conversely", + "else", + "whereas", + "Also", + "Eventually", + "Also", + "Again", + "Meanwhile", + "lately", + "Likewise", + "Ultimately", + "Ultimately", + "Eventually", + "Moreover", + "Hence", + "Similarly", + "Certainly", + "Secondly", + "itherto", + "conversely", + "During", + "Similarly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "conversely", + "whereas", + "Consequently", + "Conversely", + "Similarly", + "likewise", + "Furthermore", + "Conversely", + "Similarly", + "Consequently", + "else", + "Also", + "Meanwhile", + "consequently", + "meanwhile", + "Likewise", + "Eventually", + "Ultimately", + "correspondingly", + "Moreover", + "Again", + "thereby", + "accordingly", + "Moreover", + "Simultaneously", + "therefore", + "During", + "similarly", + "Secondly", + "Subsequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "whereas", + "conversely", + "therefore", + "this", + "accordingly", + "likewise", + "During", + "consequently", + "secondly", + "Meanwhile", + "Furthermore", + "During", + "thereby", + "Consequently", + "nonetheless", + "Likewise", + "thus", + "Similarly", + "lately", + "theirs", + "Equally", + "This", + "Similarly", + "moreover", + "Conversely", + "Secondly", + "Consequently", + "Conversely", + "else" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "accordingly", + "lately", + "meanwhile", + "furthermore", + "conversely", + "therefore", + "Yet", + "Consequently", + "Conversely", + "Lately", + "thus", + "During", + "Consequently", + "today", + "During", + "hence", + "endl", + "Its", + "Conversely", + "hence", + "thereby", + "Hence" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Conversely", + "furthermore", + "Consequently", + "Conversely", + "This", + "Meanwhile", + "thereafter", + "Recently", + "meanwhile", + "Lately", + "lately", + "During", + "During", + "hence", + "Likewise", + "Therefore", + "Hence", + "accordingly", + "Today", + "Furthermore", + "consequently", + "Its", + "conversely", + "Moreover", + "Hence", + "Moreover", + "This" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "This", + "Recently", + "Conversely", + "furthermore", + "Consequently", + "Therefore", + "During", + "Lately", + "Hence", + "thereafter", + "During", + "Meanwhile", + "hence", + "Conversely", + "therefore", + "lately", + "Yet", + "consequently", + "This", + "Likewise", + "Furthermore", + "thereby", + "Hence", + "hence", + "Similarly", + "meanwhile", + "thus" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Hence", + "This", + "Furthermore", + "Likewise", + "Consequently", + "furthermore", + "During", + "Dieser", + "Yet", + "Conversely", + "txt", + "During", + "Therefore", + "Conversely", + "Secondly", + "ExceptionHandler", + "Dabei", + "Similarly", + "therein", + "Moreover", + "secondly", + "Recently", + "Pourtant", + "This", + "They", + "Otherwise" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "Therefore", + "Consequently", + "Otherwise", + "Denne", + "This", + "meanwhile", + "Yet", + "ImageUrl", + "thereby", + "Similarly", + "UMENT", + "therefrom", + "Secondly", + "indd", + "dabei", + "bla", + "Consequently", + "THAN", + "SelectedItem" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "THAN", + "Similarly", + "Therefore", + "othesis", + "Meanwhile", + "endif", + "UMENT", + "Consequently", + "Similarly", + "uments", + "This", + "Repeat", + "Yet", + "Tumor", + "Repeat", + "thereby", + "Otherwise", + "furthermore", + "ball", + "alike", + "ULAR" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "UMENT", + "Similarly", + "ated", + "ature", + "Consequently", + "ittle", + "uments", + "Otherwise", + "Consequently", + "ATED", + "Naturally", + "sik", + "etera", + "This", + "Similarly", + "shtml", + "THAN", + "Photograph", + "Selecting", + "IES", + "ield", + "They", + "ilde", + "plet", + "Considering" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "This", + "The", + "The", + "When", + "when", + "During", + "end", + "If", + "If", + "When", + "For", + "On", + "For", + "during", + "End", + "During", + "when", + "Let", + "length", + "for", + "Wait", + "Repeat", + "ated", + "during", + "We", + "Only", + "Observation", + "et", + "ie", + "Upon", + "in" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 48931, + 114128, + 107575, + 79419, + 84941, + 26098, + 1980, + 4738, + 1857, + 1004, + 275, + 503, + 180, + 272, + 1616, + 4666, + 10019, + 29238, + 19179, + 51707, + 58906, + 19415, + 109287, + 91927, + 98346, + 89718 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 214368, + 188658, + 177792, + 178090, + 131389, + 100743, + 110266, + 128329, + 87399, + 49041, + 12036, + 12997, + 32234, + 27741, + 65897, + 131776, + 112690, + 61418, + 55129, + 26721, + 47474, + 11162, + 40965, + 13737, + 6041, + 4100 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 50327, + 114084, + 66184, + 135292, + 67147, + 109926, + 95206, + 87293, + 46511, + 30414, + 15833, + 44975, + 62858, + 66316, + 113722, + 137932, + 103099, + 67478, + 72850, + 116823, + 80476, + 66245, + 62954, + 38386, + 36916, + 7233 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 88942, + 261373, + 116400, + 40080, + 187059, + 85584, + 46318, + 5614, + 7576, + 61040, + 62329, + 29127, + 68393, + 37349 + ] + }, + { + "label": "glide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 16465, + 27342, + 178922, + 22509, + 121704, + 99495, + 113754, + 154611, + 162581, + 119113, + 112751, + 72086, + 102715, + 57459 + ] + }, + { + "label": "slip", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 212017, + 109362, + 129441, + 106404, + 206702, + 168001, + 90316, + 243233, + 132541, + 118366, + 95538, + 12082, + 50867, + 33909 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 17.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "directions", + "score": 10.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "selected", + "output_checked": true + }, + { + "concept": "periods", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "During", + "output_checked": true + }, + { + "concept": "which", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "webpage", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "defence", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "became", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "the", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "along", + "output_checked": true + }, + { + "concept": "occurs", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "offset", + "output_checked": true + }, + { + "concept": "orientations", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "selected", + "output_checked": true + }, + { + "concept": "orientation", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "between", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "accumulates", + "output_checked": true + }, + { + "concept": "observed", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "an", + "output_checked": true + }, + { + "concept": "there", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "along", + "output_checked": true + }, + { + "concept": "movie", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "are", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "etching", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "equipments", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "cumulative", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "accumulates", + "output_checked": true + }, + { + "concept": "several", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "strategies", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "pit", + "output_checked": true + }, + { + "concept": "documentary", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "sections", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "screens", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "images", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "image", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "single", + "output_checked": true + }, + { + "concept": "deformation", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "quarters", + "score": 3.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "firmware", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "scientific", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "crater", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "pit", + "output_checked": true + }, + { + "concept": "location", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "laboratory", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "loader", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "locations", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "morphology", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "repeatedly", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "everybody", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "was", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "relocation", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "an", + "output_checked": true + }, + { + "concept": "movies", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "they", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "areas", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "selected", + "output_checked": true + }, + { + "concept": "while", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "accumulates", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "software", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "techniques", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "microscopy", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "pit", + "output_checked": true + }, + { + "concept": "towards", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "move", + "output_checked": true + }, + { + "concept": "observable", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "an", + "output_checked": true + }, + { + "concept": "axes", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "thermal", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "pits", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "laterally", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "move", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "cryogenic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "acid", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "methodologies", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "selected", + "output_checked": true + }, + { + "concept": "anisotropic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystall", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "Kwa", + "ervan", + "quantos", + "wand", + "anque", + "discrim", + "punkte" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "reu", + "tons", + "lev", + "Beg", + "blot", + "trem", + "Carg", + "channel", + "tens", + "Cann", + "Mannes", + "Sob", + "stir", + "Tons", + "dim", + "Sen", + "opat", + "olyte" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "lev", + "rid", + "blot", + "trem", + "Beg", + "tons", + "reu", + "tun", + "begr", + "Reis", + "snag", + "ums", + "Proc", + "Alle", + "rock", + "sob", + "Sob", + "plo" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Reis", + "tun", + "olyte", + "ago", + "onn", + "essional", + "Clon", + "ilj", + "ynn", + "fam", + "glob", + "lev", + "yli", + "tfrac", + "Wren", + "Cil", + "grac", + "astes", + "Eing", + "Cun", + "Cem" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "Reis", + "yli", + "olyte", + "grac", + "astes", + "glob", + "Mannes", + "essional", + "sinn", + "Cil", + "blot", + "Beet", + "Langer", + "Blot", + "Khud", + "fam" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ae", + "Vo", + "ilers", + "yn", + "Su", + "yp", + "WOR", + "orel", + "sn", + "tract", + "oben", + "rekken", + "ORS", + "sning", + "susp", + "Vo", + "pala", + "su", + "det", + "bund", + "ual", + "hely", + "asaki", + "sulph", + "tool", + "IVI" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "kick", + "sol", + "tools", + "side", + "bro", + "HI", + "Green", + "Er", + "tool", + "Sol", + "dad", + "sning", + "ual", + "Werk", + "sellers", + "kick", + "reserved", + "turbo", + "ae", + "ORS", + "contr", + "s" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "kick", + "side", + "sol", + "tool", + "dad", + "HI", + "Green", + "trading", + "truncate", + "das", + "Werk", + "rem", + "tail", + "Zealand", + "dating", + "bro", + "ORS", + "kend", + "remen" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Green", + "sol", + "side", + "kick", + "HI", + "record", + "Er", + "Sol", + "rem", + "tools", + "bro", + "tool", + "serial", + "lives", + "mech", + "tail", + "dad", + "remen", + "Select" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subject", + "Select", + "Green", + "greeting", + "data", + "linear", + "VERT", + "proj", + "sus", + "trading", + "discussed", + "var", + "movies", + "switch", + "Movie", + "HI", + "RECE", + "discuss", + "tattoo", + "credits", + "BED" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greeting", + "greet", + "REST", + "Meals", + "subject", + "diet", + "meetings", + "linear", + "RECE", + "lived", + "repos", + "CRED", + "MOVIE", + "fetch", + "detail", + "Movie", + "credits", + "movies", + "isselle", + "data", + "actor", + "ilm", + "titles", + "credits" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "Rechnung", + "yme", + "yd", + "imitives", + "meli", + "epar", + "beat", + "Beat", + "Treat", + "ekte", + "PAS", + "emans", + "alh", + "HttpRequest" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "getId", + "bety", + "playlists", + "bouts", + "slutt", + "ierge", + "pickle", + "oyant", + "abilecek", + "lick", + "cribable", + "nouve", + "bilen", + "deck", + "phospholip", + "clientId", + "cyclopent" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "ayet", + "rele", + "dfs", + "brus", + "gor", + "god", + "brushing", + "Holz", + "bedingt", + "oelect", + "deka", + "rotational", + "Kharkiv", + "bookshelf", + "grudge" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "logique", + "tier", + "ques", + "ausge", + "muh", + "andum", + "logic", + "edit", + "logic", + "afect", + "tier", + "weib", + "logical", + "osp", + "Edit" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "tier", + "wir", + "osp", + "afect", + "welt", + "tier", + "anato", + "ospel", + "halk", + "spf", + "dazu", + "wz", + "ectors", + "duke", + "idium", + "sped", + "spf", + "wij", + "orges", + "sew", + "daran", + "dlatego", + "orbit", + "tti", + "altung", + "edged", + "Stein" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "gue", + "emies", + "kernel", + "orbit", + "quadrant" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "sky", + "co", + "Otherwise", + "starost", + "off", + "sleep", + "erw" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "aim", + "clen", + "Troubles", + "imaged", + "this", + "today", + "alike", + "Similarly", + "imaging", + "nevertheless", + "This", + "lately", + "Trouble", + "nonetheless", + "nowadays", + "Secondly", + "Imaging", + "bx" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Subsequently", + "meanwhile", + "consequently", + "Simultaneously", + "accordingly", + "Similarly", + "This", + "Consequently", + "thereby", + "Therefore", + "Unless", + "Meanwhile", + "Recently", + "During", + "Subsequent", + "nPlease" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Similarly", + "Recently", + "Subsequently", + "During", + "This", + "Therefore", + "Whose", + "nPlease", + "therefore", + "Unless", + "thereby", + "consequently", + "Recently", + "Likewise", + "whose", + "During", + "clen", + "Consequently", + "Today", + "accordingly", + "Lately" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "txt", + "Otherwise", + "Consequently", + "During", + "Furthermore", + "Recently", + "Except", + "furthermore", + "thereby", + "Similarly", + "Likewise", + "Subsequently", + "Observe", + "essages", + "Unless", + "This", + "Recently", + "xlsx", + "php", + "Therefore", + "consequently", + "Causes", + "aspx", + "Signaling", + "igure", + "json", + "During", + "Tokens", + "Posters" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Otherwise", + "json", + "Meanwhile", + "Secondly", + "Asa", + "Varieties", + "Therefore", + "Try", + "dehyde", + "Repeat", + "section", + "otherwise", + "ihilation", + "Errors", + "This", + "Subs", + "versa", + "Subs", + "Mechanism", + "blit", + "Dette", + "Individ", + "indd", + "ield", + "ingly" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Therefore", + "This", + "json", + "Similarly", + "Meanwhile", + "Otherwise", + "Repeat", + "Try", + "Varieties", + "ively", + "thereby", + "ately", + "Set", + "ingly", + "Consequently", + "ihilation", + "php", + "Set", + "Subs", + "Subs", + "heading", + "subsection", + "ausea" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ately", + "Similarly", + "ated", + "This", + "Secondly", + "afraid", + "Please", + "etera", + "urally", + "ature", + "ilde", + "Meanwhile", + "Subs", + "mselves", + "Secondly", + "Therefore", + "ifically", + "ations", + "af", + "ula", + "Subs" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "et", + "This", + "end", + "ated", + "If", + "The", + "eth", + "ula", + "No", + "equation", + "ular", + "ately", + "jpg", + "observe", + "em", + "acl", + "ies", + "black", + "phrase", + "length", + "etter", + "event", + "sub", + "endl", + "es", + "Yet", + "emph", + "They", + "Please", + "ie", + "bullet", + "Let" + ] + } + ], + "logit_surprising": [ + { + "concept": "etching", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "webpage", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "directions", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "selected", + "output_checked": true + }, + { + "concept": "ausge", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "move", + "output_checked": true + }, + { + "concept": "are", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "because", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "occurs", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "offset", + "output_checked": true + }, + { + "concept": "there", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "orientations", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "deformation", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "screens", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "image", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "single", + "output_checked": true + }, + { + "concept": "axes", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "along", + "output_checked": true + }, + { + "concept": "orientation", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "selv", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "along", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "the", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "along", + "output_checked": true + }, + { + "concept": "pathways", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "undergo", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "anisotropic", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "an", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "damage", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "between", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "accumulates", + "output_checked": true + }, + { + "concept": "periods", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "During", + "output_checked": true + }, + { + "concept": "assets", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "thermal", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "laterally", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "move", + "output_checked": true + }, + { + "concept": "reprises", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "steer", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "routing", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "pit", + "output_checked": true + }, + { + "concept": "steering", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "move", + "output_checked": true + }, + { + "concept": "ostat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "along", + "output_checked": true + }, + { + "concept": "beat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "bol", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "phong", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "selected", + "output_checked": true + }, + { + "concept": "Nonetheless", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "offset", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "jah", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "questioning", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "During", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ",", + "output_checked": true + }, + { + "concept": "mares", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "ips", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "tier", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Hov", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "During", + "output_checked": true + }, + { + "concept": "coaching", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "During", + "output_checked": true + }, + { + "concept": "newData", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "voidaan", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "emb", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "diameter", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "pit", + "output_checked": true + }, + { + "concept": "depre", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "symmetrically", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "move", + "output_checked": true + }, + { + "concept": "entlang", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "along", + "output_checked": true + }, + { + "concept": "segments", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "interviews", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "During", + "output_checked": true + }, + { + "concept": "some", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "website", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-02__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Motion of linear lattice imperfections 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A one-dimensional defect sweeps through the crystal in the direction of its mismatch vector, displacing the material on opposite sides of its plane.", + "prompt_tail": "A one-dimensional defect sweeps through the crystal in the direction of its mismatch vector, displacing the material on opposite sides of its plane.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-line-defect-motion-03", + "carrier_id": null, + "target_family": "line-defect-motion", + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 199, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 1629 + }, + { + "label": "glide", + "best_rank": 19185, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 9221 + }, + { + "label": "slip", + "best_rank": 1165, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 193 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "asion", + "behalf", + "orry", + "ients", + "asons", + "ials", + "oba", + "ammed", + "leness" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "alike", + "ion", + "ie", + "outh", + "wards", + "ii", + "ses", + "atre", + "zes", + "aska", + "eries", + "arie", + "eded", + "leness", + "ndo", + "nse", + "nto", + "l", + "d", + "ct", + "ng", + "ited", + "ided", + "hood", + "aire", + "zia", + "wie", + "le" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "mente", + "aid", + "ld", + "ii", + "ia", + "d", + "ial", + "xd", + "thereof", + "likewise", + "ion", + "id", + "ions", + "Id", + "junto", + "lli", + "meanwhile", + "l", + "ct", + "ort", + "ile", + "hood", + "into", + "aska" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "oides", + "yses", + "aken", + "edly", + "oused", + "oid", + "idia", + "ided", + "igu", + "aid", + "ifold", + "goers", + "ients", + "zes", + "utom", + "ably", + "edes", + "iosos", + "mente", + "osite", + "zia", + "idy", + "ioso", + "agy", + "ides", + "enos", + "udos", + "ydia", + "osu" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "ided", + "edly", + "ably", + "aid", + "wards", + "osite", + "efectu", + "ive", + "oid", + "aken", + "attam", + "centre", + "stuffs", + "forthwith", + "ial", + "yses", + "ydia", + "ients", + "mente", + "aneous", + "dia", + "oris", + "ct", + "ially", + "aire", + "atre", + "enos", + "udian", + "lli", + "irie", + "oides" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "otos", + "thereafter", + "filmed", + "accompanied", + "aken", + "aided", + "ENTA", + "wards", + "aan", + "Meanwhile", + "filming", + "ided", + "consequently", + "flanked", + "aided", + "utta", + "avel", + "Util", + "subsequently", + "although", + "humankind", + "ppo", + "oton", + "idia", + "directorial", + "Owing", + "wherein", + "aid", + "Moreover" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "thereby", + "thereafter", + "thus", + "Owing", + "consequently", + "sequently", + "thereto", + "itherto", + "thence", + "ively", + "subsequently", + "Consequently", + "likewise", + "Upon", + "Consequently", + "wards", + "nearer", + "latter", + "ceedings", + "respectively", + "toward", + "ondi", + "their", + "characterized", + "herein", + "aided", + "tandis", + "Amid", + "concomit", + "Subsequently" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "thereby", + "furthermore", + "thereto", + "thus", + "sequently", + "Moreover", + "likewise", + "thence", + "consequently", + "Consequently", + "Consequently", + "uria", + "meanwhile", + "ondi", + "whereupon", + "meydana", + "Owing", + "whereas", + "jointly", + "utti", + "concomit", + "Furthermore", + "merely", + "thereof", + "ainsi", + "regarded", + "simultaneously", + "edly", + "Furthermore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Conversely", + "Conversely", + "thereby", + "alike", + "Moreover", + "toward", + "thence", + "Consequently", + "ively", + "tandis", + "ledes", + "symmetrically", + "aneity", + "thus", + "idal", + "ainsi", + "hydrophilic", + "merely", + "simultaneously", + "Simultaneously", + "perpendicularly", + "Subsequently", + "Furthermore" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "simultaneously", + "symmetrically", + "ymmet", + "simultaneous", + "symmetry", + "ymmetry", + "synchronized", + "ohydro", + "electrically", + "magnetically", + "Simultaneously", + "polarity", + "hydraul", + "radially", + "simult", + "idal", + "ymmetrical", + "concurrently", + "centrifugal", + "symmetrical", + "asymmetrical", + "Affected", + "polar", + "characteristic", + "contralateral", + "polarization", + "geometrically" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "symmetrically", + "perpendicular", + "ymmet", + "simultaneously", + "symmetry", + "simultaneous", + "force", + "pendicular", + "ymmetry", + "ohydro", + "perpendicularly", + "thrust", + "ymmetrical", + "flanking", + "synchronized", + "Affected", + "contralateral", + "outward", + "centrifugal", + "centerline", + "affected", + "asymmetrical", + "protruding", + "eastward", + "symmetrical", + "maneuver", + "forcibly", + "radially" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "simultaneously", + "symmetrically", + "perpendicular", + "simultaneous", + "displacement", + "pendicular", + "horizontal", + "symmetry", + "perpendicularly", + "force", + "movement", + "affected", + "horizontally", + "displacing", + "Affected", + "ymmetrical", + "forcibly", + "instantaneously", + "deformation", + "Simultaneously", + "transversely", + "ymmetry", + "thrust", + "displaced", + "destabil", + "unilaterally", + "resulting", + "characteristic", + "outward" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "simultaneously", + "simultaneous", + "characteristic", + "perpendicular", + "Simultaneously", + "symmetrically", + "resulting", + "jointly", + "whence", + "horizontal", + "horizontally", + "perpendicularly", + "deformation", + "centrifugal", + "forcible", + "unidirectional", + "unilaterally", + "displacing", + "transversely", + "Simultaneous", + "distinct", + "characteristics", + "characterized", + "describing", + "pendicular" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "simultaneously", + "characteristic", + "simultaneous", + "Mechanism", + "symmetrically", + "movement", + "mechanism", + "Simultaneously", + "describe", + "thereby", + "describing", + "Movement", + "forcefully", + "geometry", + "deformation", + "whence", + "Movement", + "Mechanism", + "creating", + "characteristics", + "describes", + "Description" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "who", + "wherever", + "whence", + "during", + "whilst", + "confronting", + "every", + "whereby", + "whatsoever", + "whose", + "who", + "wend", + "weaponry", + "Wherever", + "several", + "concerned", + "constantly", + "FFECT", + "whereupon", + "where", + "throughout", + "whereas", + "amongst", + "influencing", + "subjects", + "During", + "wherein", + "dramatically", + "demonstrating", + "showcasing", + "during" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Conversely", + "Consequently", + "During", + "Consequently", + "Furthermore", + "Eventually", + "Furthermore", + "Eventually", + "Conversely", + "Ultimately", + "whereas", + "simultaneously", + "furthermore", + "wards", + "Meanwhile", + "whereas", + "Ultimately", + "during", + "Subsequently", + "during", + "ertain", + "imb", + "riving", + "Meanwhile", + "likewise", + "Similarly", + "Likewise", + "whereupon", + "example", + "wherever", + "lately" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Conversely", + "Conversely", + "simultaneously", + "likewise", + "Similarly", + "conversely", + "example", + "whereas", + "furthermore", + "Simultaneously", + "Furthermore", + "During", + "equally", + "similarly", + "Meanwhile", + "concurrently", + "confronting", + "Alongside", + "whereas", + "whilst", + "Similarly", + "Consequently", + "Likewise", + "during", + "During", + "contrasted", + "Consequently", + "correspondingly", + "Likewise", + "whereupon", + "Furthermore" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "During", + "During", + "furthermore", + "meanwhile", + "secondly", + "during", + "whilst", + "wherever", + "Equally", + "while", + "therefore", + "vice", + "thereby", + "conversely", + "likewise", + "whereas", + "lately", + "Wherever", + "this", + "Yet", + "accordingly", + "thus", + "Meanwhile", + "consequently", + "Conversely", + "whereupon", + "Simultaneously", + "Furthermore", + "equally", + "nevertheless" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "vice", + "Its", + "Its", + "meanwhile", + "Conversely", + "hence", + "furthermore", + "conversely", + "Meanwhile", + "Unless", + "lately", + "Hence", + "Hence", + "Unless", + "accordingly", + "Lately", + "therefore", + "Conversely", + "Owing", + "today", + "thereby", + "Likewise", + "Consequently", + "whereupon", + "Thus", + "They" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Its", + "Its", + "Consequently", + "During", + "meanwhile", + "Hence", + "vice", + "Along", + "plane", + "furthermore", + "Conversely", + "Conversely", + "Shouldn", + "During", + "conversely", + "Belong", + "Plane", + "Unless", + "Hence", + "Consequently", + "Therefore", + "Today", + "hence", + "Recently", + "ToJson", + "Furthermore", + "Along", + "Unless" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Meanwhile", + "Consequently", + "Therefore", + "Hence", + "plane", + "During", + "therefore", + "Along", + "Recently", + "meanwhile", + "Plane", + "While", + "Shouldn", + "Though", + "hence", + "Where", + "vice", + "Conversely", + "furthermore", + "accordingly", + "During", + "Unless", + "Hence", + "conversely", + "view", + "Consequently", + "axis", + "Which" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Hence", + "Though", + "Furthermore", + "Its", + "awn", + "Meanwhile", + "Unless", + "Plane", + "Therefore", + "Likewise", + "Conversely", + "Simultaneously", + "plane", + "Sometimes", + "They", + "exe", + "Consequently", + "Alternatively", + "View", + "Upon", + "Neither", + "riers", + "conversely", + "This", + "His", + "During", + "furthermore", + "Unless", + "While", + "That" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "Therefore", + "Simultaneously", + "They", + "png", + "Hence", + "Though", + "riers", + "endswith", + "Shouldn", + "Neither", + "Unless", + "This", + "js", + "When", + "Conversely", + "Unless", + "exe", + "Such", + "Its", + "Whenever", + "Neither", + "During", + "Its", + "Once", + "Both", + "Position", + "Alternatively" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Therefore", + "Meanwhile", + "Simultaneously", + "png", + "Researchers", + "exe", + "Yet", + "Position", + "js", + "These", + "Its", + "Hence", + "Though", + "Conversely", + "When", + "Whenever", + "ects", + "endswith", + "This", + "Both", + "Those", + "Consequently", + "Considering", + "Roles", + "Shouldn", + "svg", + "akers", + "Passing" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Those", + "Simultaneously", + "Researchers", + "Those", + "Secondly", + "When", + "ector", + "akers", + "Such", + "Therefore", + "This", + "That", + "These", + "Whenever", + "Considering", + "Secondly", + "Yet", + "exe", + "Either", + "Specifically", + "Researchers", + "ctors", + "Such", + "Passing", + "They", + "Position", + "Along", + "Its" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "For", + "A", + "When", + "In", + "If", + "Specifically", + "Such", + "While", + "It", + "That", + "As", + "These", + "Here", + "Its", + "Once", + "We", + "To", + "No", + "Only", + "Yet", + "Due", + "An", + "At", + "Let", + "Simultaneously", + "And", + "However", + "Wait", + "Plane", + "One" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 52084, + 184662, + 203083, + 180741, + 97409, + 85098, + 24995, + 19344, + 18524, + 3376, + 469, + 332, + 200, + 610, + 2303, + 3921, + 7893, + 35483, + 18445, + 3362, + 3647, + 4345, + 18849, + 34527, + 165189, + 33555 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 196447, + 129226, + 114136, + 88529, + 52078, + 8846, + 21454, + 26645, + 23702, + 77765, + 19186, + 34160, + 64340, + 34807, + 35699, + 55206, + 79173, + 28442, + 30533, + 33709, + 20457, + 55368, + 45604, + 24358, + 70849, + 18483 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 39801, + 102979, + 41282, + 110156, + 43732, + 85085, + 119002, + 89143, + 67423, + 29084, + 37870, + 65831, + 122417, + 143113, + 113752, + 114951, + 84390, + 30494, + 25364, + 34562, + 11636, + 5305, + 1577, + 1166, + 5241, + 2076 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 155669, + 259295, + 66118, + 26497, + 166691, + 97895, + 64677, + 19901, + 21260, + 3561, + 12994, + 1630, + 9732, + 10700 + ] + }, + { + "label": "glide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 10552, + 125234, + 233948, + 26497, + 129164, + 80076, + 42558, + 9222, + 116962, + 103052, + 108100, + 59828, + 33039, + 22853 + ] + }, + { + "label": "slip", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 162425, + 54183, + 135061, + 168279, + 187054, + 200699, + 16965, + 125732, + 41639, + 21948, + 8858, + 1336, + 194, + 435 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 17.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "atoms", + "score": 10.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "every", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "through", + "output_checked": true + }, + { + "concept": "which", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "during", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "propagation", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "discontinuity", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "lattice", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "acceleration", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "vector", + "output_checked": true + }, + { + "concept": "simultaneously", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "hundred", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "dimensional", + "output_checked": true + }, + { + "concept": "velocity", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "accelerating", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "trajectory", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "its", + "output_checked": true + }, + { + "concept": "landscape", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "dimensional", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "mutation", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "tolerances", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "conquest", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "inhabitants", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "while", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "material", + "output_checked": true + }, + { + "concept": "across", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "accordingly", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "periodic", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ahead", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "material", + "output_checked": true + }, + { + "concept": "experimental", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "alignment", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "whence", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "displacing", + "output_checked": true + }, + { + "concept": "flanking", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "sides", + "output_checked": true + }, + { + "concept": "countable", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "one", + "output_checked": true + }, + { + "concept": "episodic", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "Conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "opposite", + "output_checked": true + }, + { + "concept": "throughout", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "phenomenal", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "example", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "confronting", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "existed", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "paragraph", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "orientation", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "its", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "occurring", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sentence", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "with", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "array", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "dimensional", + "output_checked": true + }, + { + "concept": "hour", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "one", + "output_checked": true + }, + { + "concept": "strain", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "symmetrically", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "folks", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "one", + "output_checked": true + }, + { + "concept": "conversational", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "rotor", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "nascent", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "propulsion", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "stabilization", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "material", + "output_checked": true + }, + { + "concept": "symmetry", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "christmas", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "grammatical", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "exploiting", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "denser", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "material", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "ervan", + "wand", + "Hail", + "nada", + "punkte", + "Kwa", + "quantos", + "ambo", + "trump", + "NORE", + "nokt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "lev", + "grac", + "rid", + "wedge", + "Proc", + "gr", + "trem", + "Mannes", + "Beg", + "Reis", + "opat", + "dim", + "rock", + "stir", + "prof", + "channel", + "Catt", + "Cann" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "tons", + "dim", + "tun", + "trem", + "wedge", + "gr", + "dre", + "Beg", + "grac", + "plo", + "acid", + "Clon", + "reu", + "Pres", + "rock", + "lev", + "duyg" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Reis", + "glob", + "alk", + "essional", + "champ", + "chal", + "tun", + "riv", + "reu", + "Mani", + "tfrac", + "grac", + "plo", + "Langer", + "nab", + "Lef", + "olyte", + "Kef", + "rep" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "glob", + "riv", + "tamp", + "ago", + "Tit", + "Pov", + "Kam", + "Apa", + "Mani", + "dip", + "ilers", + "Langer", + "Mannes", + "dim", + "ment", + "alk" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "rem", + "atus", + "Vo", + "Su", + "yn", + "sn", + "olare", + "oben", + "Rem", + "VERE", + "side", + "ORS", + "Rem", + "idence", + "det", + "rekken" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "Green", + "kick", + "tools", + "bro", + "tool", + "boom", + "dal", + "serial", + "Werk", + "DEP", + "Sol", + "remen", + "ort", + "Er", + "subject", + "demos", + "susp", + "s", + "Me", + "blank" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "side", + "tool", + "tail", + "Green", + "sol", + "dad", + "blank", + "kick", + "rem", + "select", + "simple", + "Me", + "bro", + "common", + "Select", + "shared", + "serial", + "turbo", + "remen" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Green", + "side", + "select", + "rem", + "Select", + "tail", + "blank", + "tools", + "tool", + "remen", + "sol", + "Er", + "kick", + "bro", + "record", + "igu", + "common", + "Me", + "Sol", + "simple", + "geme", + "konto", + "uct" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "select", + "subject", + "ettle", + "Green", + "linear", + "sus", + "felt", + "pur", + "side", + "ae", + "lives", + "tter", + "common", + "BED", + "nach", + "data", + "var", + "fetch", + "tow", + "tch", + "remen" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "subject", + "ettle", + "Resolve", + "resolve", + "Select", + "Greet", + "greet", + "tch", + "felt", + "instant", + "greeting", + "SUBJECT", + "real", + "subject", + "data", + "Modern", + "sus", + "tter", + "BED", + "Re", + "Fetch", + "Tos", + "RESOL", + "Resolve" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "Rechnung", + "meli", + "brush", + "Monte", + "Aufbau", + "faced", + "brush", + "Ama", + "ACCT", + "lb", + "unidad", + "acord", + "avance", + "ocap", + "acle", + "units", + "exchange", + "ampu", + "olecular", + "brushes", + "BAG" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "abilecek", + "overlap", + "restart", + "kulit", + "itoa", + "slutt", + "playlists", + "despert", + "Notify", + "Restart", + "overlapping", + "tsk", + "backlit", + "reheat", + "Nonetheless", + "authenticate", + "hnung", + "lick", + "aholic" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ogado", + "deka", + "hrte", + "kund", + "rotz", + "Dlatego", + "god", + "toch", + "God", + "datatables", + "gor", + "grudge", + "jogar", + "grud", + "ayet", + "brus", + "disclosures", + "Violent", + "defer" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "prong", + "ausge", + "logic", + "Jahres", + "ques", + "lus", + "arg", + "erves", + "logic", + "osp", + "muh", + "Als", + "ktor", + "kung", + "Dadurch", + "logique", + "dabei", + "Constructs", + "humo" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "duke", + "wir", + "osp", + "ectors", + "guts", + "afect", + "hound", + "irce", + "Stein", + "ausge", + "lobe", + "Verw", + "peric", + "Dadurch", + "halk", + "stance", + "fear", + "segi", + "dungeons", + "tier", + "grond", + "gage", + "casilla", + "kw", + "berp" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "medan", + "hound", + "duke", + "okt", + "unfl", + "ilm", + "quadrant", + "serp" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "splits", + "arrondissement", + "ndim", + "subs", + "contemporaries", + "counterparts", + "slice", + "jets", + "discontinuities", + "yeri", + "offsetWidth", + "spline", + "sleep", + "slash" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "peak", + "aim", + "rolling", + "groove", + "Troubles", + "advances", + "antics", + "incurs", + "usher", + "aims", + "accordingly", + "denn", + "Advances", + "Groove", + "nevertheless", + "endeavor", + "along", + "plotting", + "ITS", + "warrant", + "Ninety", + "viewing", + "uffs", + "WIT", + "Trouble", + "porro" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Its", + "Its", + "meanwhile", + "Consequently", + "accordingly", + "imaged", + "Simultaneously", + "Meanwhile", + "ToJson", + "Consequently", + "ctomy", + "Thickness", + "Unless", + "Conversely", + "Thickness", + "Contents", + "ength", + "Returns" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Meanwhile", + "Consequently", + "ctomy", + "imaged", + "meanwhile", + "Consequently", + "Thou", + "nPlease", + "Unless", + "accordingly", + "During", + "ToJson", + "Contents", + "Whose", + "During", + "ipsych", + "sheath", + "Boundaries", + "Bill" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "exe", + "png", + "xlsx", + "Consequently", + "Unless", + "Otherwise", + "Historically", + "flanks", + "com", + "Sur", + "Orientation", + "Spread", + "Furthermore", + "Its", + "Simultaneously", + "Though", + "coli", + "ImagePath", + "view", + "washers", + "Posters", + "json", + "Transfers", + "ToJson", + "aspx", + "Causes", + "Therefore", + "Allow", + "jpg" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "png", + "Meanwhile", + "Assuming", + "Therefore", + "Orientation", + "Both", + "This", + "Position", + "Neither", + "endswith", + "Unless", + "aspx", + "ipynb", + "xlsx", + "Sur", + "Simultaneously", + "Allow", + "svg", + "exe", + "jpg", + "Otherwise", + "Operation", + "Spread", + "Travel", + "Repeat", + "Roles" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Therefore", + "This", + "Meanwhile", + "Assuming", + "Both", + "png", + "These", + "During", + "exe", + "Simultaneously", + "endswith", + "Neither", + "Consequently", + "Role", + "When", + "js", + "svg", + "aspx", + "Spread", + "Its", + "Those", + "Unless", + "ipynb", + "Sur", + "Roles", + "json", + "By", + "ively" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Those", + "During", + "Secondly", + "This", + "Therefore", + "When", + "Both", + "Such", + "Orientation", + "Simultaneously", + "png", + "svg", + "Position", + "js", + "These", + "During", + "Passing", + "Such", + "exe", + "hs", + "Those", + "Assuming", + "csv", + "Specifically" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "For", + "When", + "In", + "Such", + "A", + "Its", + "Yet", + "If", + "These", + "As", + "During", + "It", + "An", + "While", + "tip", + "Plane", + "By", + "To", + "Depending", + "Specifically", + "Position", + "Here", + "His", + "Any", + "Let", + "Wait", + "After", + "Once", + "Due", + "Below" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "atoms", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "lattice", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "symmetrically", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "sides", + "output_checked": true + }, + { + "concept": "propagation", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "accordingly", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "sides", + "output_checked": true + }, + { + "concept": "which", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "duke", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "dimensional", + "output_checked": true + }, + { + "concept": "across", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "magnetization", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "ahead", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "material", + "output_checked": true + }, + { + "concept": "away", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "material", + "output_checked": true + }, + { + "concept": "accordance", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "in", + "output_checked": true + }, + { + "concept": "hundred", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "trajectory", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "its", + "output_checked": true + }, + { + "concept": "periodic", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "strain", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "hour", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "one", + "output_checked": true + }, + { + "concept": "reheat", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "opposite", + "output_checked": true + }, + { + "concept": "ilm", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "in", + "output_checked": true + }, + { + "concept": "along", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "material", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "parabola", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "dimensional", + "output_checked": true + }, + { + "concept": "viscous", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "relative", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "simultaneously", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "sides", + "output_checked": true + }, + { + "concept": "itself", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "sentence", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "array", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "dimensional", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "heading", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "OGO", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "odp", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "vector", + "output_checked": true + }, + { + "concept": "adi", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "opposite", + "output_checked": true + }, + { + "concept": "aquilo", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "sides", + "output_checked": true + }, + { + "concept": "Rechnung", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "embal", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "demek", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "material", + "output_checked": true + }, + { + "concept": "onclick", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "sides", + "output_checked": true + }, + { + "concept": "nito", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "toch", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "sozial", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "vector", + "output_checked": true + }, + { + "concept": "verme", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "sponge", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ",", + "output_checked": true + }, + { + "concept": "swam", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "kier", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "on", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "opposite", + "output_checked": true + }, + { + "concept": "ips", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "sides", + "output_checked": true + }, + { + "concept": "escalator", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "equation", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "dimensional", + "output_checked": true + }, + { + "concept": "horizontally", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "orbit", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "its", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "ounce", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "one", + "output_checked": true + }, + { + "concept": "webinar", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "airplane", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "dimensional", + "output_checked": true + }, + { + "concept": "example", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "defect", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-03__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Motion of linear lattice imperfections 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Once the resolved driving stress exceeds a threshold, mobile lattice lines traverse their favored planes and produce permanent strain.", + "prompt_tail": "Once the resolved driving stress exceeds a threshold, mobile lattice lines traverse their favored planes and produce permanent strain.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 21 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-line-defect-motion-04", + "carrier_id": null, + "target_family": "line-defect-motion", + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 547, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 20174 + }, + { + "label": "glide", + "best_rank": 13246, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 9356 + }, + { + "label": "slip", + "best_rank": 23304, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 4748 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "asion", + "behalf", + "orry", + "ients", + "asons", + "hence", + "ogether", + "ilst" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "alike", + "ion", + "ct", + "ie", + "ued", + "atre", + "zes", + "aska", + "arie", + "eded", + "leness", + "nto", + "d", + "ng", + "ited", + "ided", + "wards", + "ii", + "zia", + "nti", + "lly", + "nse", + "l", + "ue", + "outh", + "ih", + "xd" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "gonna", + "lle", + "lastly", + "ion", + "hood", + "xd", + "aska", + "ain", + "ct", + "ie", + "ial", + "mente", + "thereof", + "aid", + "oraz", + "thru", + "nto", + "hi", + "ii", + "dz", + "arie", + "d", + "ue", + "ile", + "gy", + "persons", + "zia", + "meanwhile" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "herein", + "hereafter", + "edly", + "yses", + "ided", + "ients", + "wherein", + "thereafter", + "iqui", + "aken", + "thereof", + "lle", + "therein", + "thereto", + "oused", + "iosos", + "psis", + "therefrom", + "forthwith", + "ued", + "ially", + "edes", + "likewise", + "midst", + "henceforth" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "ided", + "wherein", + "edly", + "ued", + "efectu", + "forthwith", + "hereafter", + "herein", + "thereafter", + "bzw", + "yses", + "ially", + "aken", + "unto", + "midst", + "presently", + "ensuing", + "henceforth", + "aided", + "ial", + "ably", + "iled", + "thereof" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "wherein", + "thereafter", + "humankind", + "subsequently", + "Additionally", + "consequently", + "utilizing", + "wherein", + "Furthermore", + "thereby", + "util", + "United", + "upon", + "automobiles", + "Moreover", + "possesses", + "Furthermore", + "natomiast", + "Subsequently", + "concomit", + "utilized", + "During", + "characterized", + "Util", + "Upon" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "upon", + "thereafter", + "thereby", + "wherein", + "subsequently", + "occurring", + "thus", + "merely", + "utilizing", + "consequently", + "thereto", + "therefore", + "Upon", + "Upon", + "concomit", + "throughout", + "approximately", + "whereupon", + "util", + "characterized", + "subsequent", + "notably", + "utilized", + "unto", + "UTIL", + "during", + "toward", + "whereby" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "wherein", + "upon", + "furthermore", + "thus", + "thereafter", + "thereto", + "Furthermore", + "occurring", + "Upon", + "merely", + "Moreover", + "uria", + "concomit", + "unto", + "Upon", + "therefore", + "laboratory", + "consequently", + "ishable", + "likewise", + "notwithstanding", + "whereupon", + "characterized" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thereby", + "thereafter", + "upon", + "merely", + "furthermore", + "Furthermore", + "subsequently", + "Upon", + "thus", + "Moreover", + "subsequent", + "Moreover", + "wherein", + "consequently", + "Upon", + "Furthermore", + "moreover", + "irrevers", + "irrevoc", + "concomit", + "occurring", + "resulting", + "characteristic", + "thereto", + "cessation", + "necessitating" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "irrevers", + "subsequent", + "solidification", + "irrevoc", + "indelible", + "subsequently", + "stabilization", + "transdu", + "irreversible", + "metallurgical", + "Stabilization", + "thereafter", + "thereby", + "sustained", + "permanently", + "acetyl", + "viscoelastic", + "stabilized", + "permanence", + "impervious", + "ductile", + "deposition", + "liquef", + "resistive", + "solidified", + "lith", + "seism", + "kinet", + "sediment", + "deform", + "cessation" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "irrevers", + "irreversible", + "subsequent", + "solidification", + "transdu", + "irrevoc", + "indelible", + "permanently", + "stabilization", + "accelerated", + "observed", + "resulting", + "subsequently", + "sustained", + "stabilized", + "constitutive", + "metastable", + "catalyzed", + "metallurgical", + "impervious", + "Stabilization", + "deformation", + "acetyl", + "plasm", + "altering", + "cessation", + "causative" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "irreversible", + "irrevers", + "Mechanism", + "mechanism", + "Mechanism", + "mechanism", + "stabilization", + "solidification", + "consequence", + "deformation", + "accelerating", + "transdu", + "Induced", + "resulting", + "permanently", + "accelerated", + "stimulated", + "Deformation", + "Stabilization", + "activation", + "FFECT", + "initiating", + "causative", + "thereby", + "activated" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "irreversible", + "Mechanism", + "resulting", + "irrevers", + "permanently", + "Mechanism", + "mechanism", + "subsequent", + "occur", + "discontinuous", + "thereby", + "consequence", + "mechanism", + "ructive", + "repeatable", + "permanent", + "occurring", + "lasting", + "consequential", + "instantaneously", + "solidification", + "Induced", + "subsequently", + "activation" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Mechanism", + "Trigger", + "triggered", + "triggered", + "irreversible", + "triggering", + "Trigger", + "Mechanism", + "TRIGGER", + "thereby", + "decisive", + "Happens", + "trigger", + "FAILURE", + "TRIGGER", + "Occurrence", + "Subsequently", + "irrevers", + "Induced", + "trigger", + "Consequently", + "ructive", + "SessionFactory", + "Activation", + "Subsequently" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "furthermore", + "whereas", + "whatsoever", + "Conversely", + "Conversely", + "likewise", + "Consequently", + "Furthermore", + "thereby", + "whilst", + "Meanwhile", + "meanwhile", + "Certainly", + "conversely", + "whereupon", + "else", + "Which", + "consequently", + "Likewise", + "secondly", + "accordingly", + "whereby", + "Furthermore", + "Secondly", + "Ultimately", + "Whereas", + "forthwith", + "whereas", + "which", + "therefore", + "Yet" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "Furthermore", + "Consequently", + "Meanwhile", + "Conversely", + "Consequently", + "whereas", + "Furthermore", + "meanwhile", + "Conversely", + "Likewise", + "Certainly", + "else", + "Yet", + "Similarly", + "Nevertheless", + "likewise", + "Similarly", + "Subsequently", + "conversely", + "This", + "ertain", + "Also", + "accordingly", + "Moreover", + "Secondly", + "Ultimately", + "Namely", + "Whereas", + "Simultaneously", + "whereas" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Conversely", + "conversely", + "whereas", + "Furthermore", + "Similarly", + "meanwhile", + "else", + "Meanwhile", + "Conversely", + "Consequently", + "likewise", + "Similarly", + "Likewise", + "This", + "accordingly", + "Furthermore", + "Subsequently", + "Simultaneously", + "Also", + "Nevertheless", + "Otherwise", + "Eventually", + "Secondly", + "Consequently", + "Then", + "During", + "Yet", + "consequently", + "Often", + "Typically" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "conversely", + "meanwhile", + "furthermore", + "Conversely", + "whereas", + "accordingly", + "Meanwhile", + "likewise", + "requently", + "Conversely", + "Similarly", + "Likewise", + "else", + "alike", + "nonetheless", + "Similarly", + "During", + "Furthermore", + "Yet", + "Sometimes", + "consequently", + "Often", + "Equally", + "Certainly", + "secondly", + "Alongside", + "however", + "ometimes", + "During", + "similarly", + "Consequently", + "Along" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "conversely", + "Conversely", + "whereas", + "Meanwhile", + "Conversely", + "accordingly", + "Yet", + "furthermore", + "thus", + "Yet", + "Thus", + "thereafter", + "likewise", + "Likewise", + "therefore", + "Sometimes", + "hence", + "thereby", + "Consequently", + "Along", + "Lately", + "else", + "Thus", + "lately", + "yet", + "hence", + "Similarly", + "consequently", + "Hence", + "Consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "conversely", + "meanwhile", + "Conversely", + "Meanwhile", + "Conversely", + "Consequently", + "whereas", + "furthermore", + "thereafter", + "Similarly", + "Likewise", + "This", + "Yet", + "Sometimes", + "Lately", + "Recently", + "Furthermore", + "accordingly", + "Yet", + "They", + "Hence", + "Meanwhile", + "Along", + "lately", + "likewise", + "Along", + "Whereas", + "Consequently", + "Whereas", + "Moreover", + "Hence" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "conversely", + "meanwhile", + "Conversely", + "Meanwhile", + "This", + "Consequently", + "Conversely", + "whereas", + "Similarly", + "Yet", + "furthermore", + "Likewise", + "Sometimes", + "Recently", + "Lately", + "thereafter", + "They", + "Hence", + "Yet", + "This", + "accordingly", + "These", + "Meanwhile", + "lately", + "Consequently", + "thereby", + "hence", + "Furthermore", + "Upon", + "consequently", + "Along", + "likewise" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "conversely", + "Conversely", + "This", + "Likewise", + "Consequently", + "meanwhile", + "Meanwhile", + "Conversely", + "Furthermore", + "Hence", + "Similarly", + "furthermore", + "Sometimes", + "Once", + "likewise", + "These", + "Again", + "Alternatively", + "This", + "Upon", + "alternatively", + "Simultaneously", + "Though", + "Secondly", + "Consequently", + "They", + "Moreover", + "Thus", + "Moreover", + "this", + "Each", + "Yet" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "This", + "Consequently", + "Similarly", + "Likewise", + "Therefore", + "Hence", + "Otherwise", + "conversely", + "This", + "Meanwhile", + "Conversely", + "Consequently", + "Thus", + "Such", + "thereby", + "Thus", + "Similarly", + "They", + "These", + "Conversely", + "Again", + "thereafter", + "Subsequently", + "Furthermore", + "Such", + "Hence", + "Alternatively" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "Consequently", + "This", + "Similarly", + "meanwhile", + "Conversely", + "conversely", + "This", + "Therefore", + "Such", + "Otherwise", + "Likewise", + "Hence", + "Meanwhile", + "Consequently", + "Repeat", + "Whereas", + "Repeat", + "Again", + "Similarly", + "These", + "Once", + "Unless", + "Thus", + "Those", + "endif", + "Unless", + "Though", + "THAN", + "Sometimes", + "Thus" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Once", + "Once", + "Until", + "UNT", + "Until", + "This", + "Again", + "Consequently", + "Unless", + "Otherwise", + "Unless", + "Those", + "Similarly", + "Upon", + "meanwhile", + "Repeat", + "Whether", + "Meanwhile", + "During", + "Those", + "Throughout", + "Consequently", + "Likewise", + "Similarly", + "Eventually", + "Simultaneously", + "This", + "Along", + "Repeat", + "Conversely", + "THAN", + "Initially" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "This", + "Once", + "Once", + "The", + "The", + "Upon", + "When", + "In", + "In", + "Upon", + "Such", + "After", + "These", + "For", + "When", + "After", + "Thus", + "Mobile", + "These", + "Finally", + "For", + "If", + "Similarly", + "If", + "On", + "Thus", + "Each", + "During", + "Such", + "Until", + "Repeat" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 45966, + 144899, + 122656, + 188743, + 152290, + 108406, + 7940, + 5980, + 6162, + 1103, + 548, + 1274, + 752, + 17642, + 6049, + 19257, + 19999, + 80118, + 89697, + 67637, + 54202, + 28140, + 77639, + 61113, + 100232, + 47030 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 195986, + 135919, + 106809, + 89425, + 90283, + 47943, + 92712, + 105100, + 76327, + 53196, + 29466, + 25360, + 27961, + 77052, + 173862, + 191237, + 165959, + 79232, + 43148, + 33783, + 28683, + 13247, + 25347, + 20825, + 23141, + 3126 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 45400, + 127894, + 85325, + 187573, + 123752, + 222473, + 165969, + 110559, + 95794, + 57809, + 49172, + 98796, + 97494, + 131489, + 144399, + 146723, + 118964, + 64711, + 64567, + 94906, + 41514, + 36286, + 26818, + 23305, + 35584, + 5065 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 172675, + 261598, + 139537, + 83213, + 177725, + 170368, + 64058, + 27697, + 66338, + 24701, + 20175, + 33935, + 117783, + 45892 + ] + }, + { + "label": "glide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 9357, + 39293, + 181519, + 30415, + 167716, + 131191, + 97398, + 113074, + 94382, + 31660, + 74782, + 22297, + 42545, + 51239 + ] + }, + { + "label": "slip", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 134112, + 51816, + 92082, + 83412, + 192207, + 226484, + 49111, + 104469, + 65808, + 35589, + 50890, + 12497, + 14905, + 4749 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "deformation", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "individuals", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "paths", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "became", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "was", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "directions", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "begin", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "alike", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "significant", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "produce", + "output_checked": true + }, + { + "concept": "become", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "alterations", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "conversely", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "deadline", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "because", + "score": 4.0, + "best_rank": 3, + "best_depth": 70.7, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "propagating", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "irreversible", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "whereas", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ",", + "output_checked": true + }, + { + "concept": "counterparts", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "their", + "output_checked": true + }, + { + "concept": "strategies", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "conflict", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "reaches", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "propagate", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "momentous", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "tensile", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "triggering", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "migratory", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "traversing", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "traverse", + "output_checked": true + }, + { + "concept": "motor", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "equilibrium", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "defence", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "several", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "weaponry", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Once", + "output_checked": true + }, + { + "concept": "sufficient", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "traverse", + "output_checked": true + }, + { + "concept": "certain", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "surroundings", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "their", + "output_checked": true + }, + { + "concept": "anymore", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Once", + "output_checked": true + }, + { + "concept": "formalities", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "pathways", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "atoms", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "Upon", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "Once", + "output_checked": true + }, + { + "concept": "Upon", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Once", + "output_checked": true + }, + { + "concept": "perpendicularly", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 2.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "while", + "score": 2.0, + "best_rank": 14, + "best_depth": 68.3, + "near_token": "threshold", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "narr", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Once", + "output_checked": true + }, + { + "concept": "timeline", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "highway", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "activated", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "irrevers", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "travelers", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Once", + "output_checked": true + }, + { + "concept": "awaiting", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "calculated", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "movement", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "smarter", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "", + "output_checked": true + }, + { + "concept": "Forever", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Once", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "quantos", + "nada", + "Hail", + "ervan", + "wand", + "Kwa", + "punkte", + "addRow", + "undos", + "trump" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "lev", + "rid", + "grac", + "dim", + "trem", + "stir", + "Beg", + "Sob", + "reu", + "Cann", + "Mannes", + "gr", + "dre", + "opat", + "olyte", + "Proc", + "channel", + "gham", + "Reis" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "tons", + "lev", + "Beg", + "dim", + "stir", + "Sob", + "jos", + "trem", + "rid", + "grac", + "pres", + "Flam", + "plo", + "Pres", + "dre", + "vej", + "Clon", + "Herv", + "Bens", + "fam", + "Proc", + "grupp", + "tun", + "glob", + "blot", + "prof", + "Dru" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "tun", + "essional", + "fam", + "ago", + "alk", + "Reis", + "Sob", + "motifs", + "olyte", + "lev", + "glob", + "grac", + "plo", + "nh", + "Lob", + "Beet", + "muut", + "nab", + "grupp", + "Ham", + "brake", + "Ran" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "fam", + "grac", + "olyte", + "Ham", + "glob", + "Cann", + "motifs", + "Beet", + "essional", + "scor", + "Kam", + "Eing", + "Lob", + "Reis", + "Lys", + "Sur", + "twe" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ORS", + "ual", + "yn", + "sol", + "sning", + "WOR", + "susp", + "ilers", + "arb", + "tract", + "uldig", + "sag", + "ae", + "hst", + "Su", + "VERE", + "oben", + "Vo", + "Sed", + "ors", + "Werk", + "fram", + "und", + "discipl", + "rem" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "Green", + "tools", + "side", + "Werk", + "tract", + "tool", + "ual", + "Er", + "Sol", + "HI", + "trading", + "bro", + "kick", + "nop", + "boom", + "cares", + "sed", + "seq", + "dal", + "valued", + "reserved", + "truncate" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "rem", + "Green", + "tools", + "sol", + "tool", + "truncate", + "demos", + "side", + "Werk", + "remen", + "record", + "tail", + "HI", + "valued", + "kick", + "trading", + "simple", + "dad", + "Wel", + "nop", + "Werk" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Green", + "sol", + "record", + "rem", + "select", + "remen", + "tail", + "tools", + "tool", + "nop", + "side", + "simple", + "Sol", + "demos", + "Select", + "seq", + "HI", + "chal", + "kick" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "greeting", + "fetch", + "Greeting", + "greet", + "data", + "Select", + "Green", + "linear", + "Greet", + "select", + "subject", + "discuss", + "discussed", + "dynamic", + "BED", + "RECE", + "tattoo", + "borders", + "common", + "contact" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "usel", + "greeting", + "greet", + "ettle", + "Greet", + "fetch", + "RECE", + "detail", + "CUSTOM", + "borders", + "switch", + "MOVIE", + "isselle", + "recht", + "movies", + "REST", + "titles", + "kaf", + "linear", + "Tos" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "Rechnung", + "eres", + "ellate", + "onha", + "libr", + "TableRow", + "yme", + "onie", + "eal", + "izarse", + "dater", + "elope", + "arder", + "ucar", + "ever", + "reason", + "bros", + "HttpRequest", + "ROUT", + "olarity" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "orith", + "launcher", + "dieu", + "abilecek", + "getId", + "authenticated", + "httpClient", + "grud", + "authenticate", + "hottest", + "iob", + "Threat" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "god", + "ogado", + "deka", + "grud", + "God", + "deck", + "jogar", + "gor", + "lopen", + "kund", + "ayet", + "punt", + "QUIT", + "golfer" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ques", + "ausge", + "prong", + "Dadurch", + "dabei", + "Jahres", + "olidated", + "tier", + "erves", + "logic", + "Rew", + "reck", + "logique", + "annon" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "wir", + "osp", + "afect", + "Jaz", + "wij", + "tier", + "Afgh", + "virk", + "eci", + "wake", + "ips", + "wh", + "ricost", + "Roh", + "oing", + "halk", + "rapporter", + "ectors", + "Opt", + "ausge", + "izd" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "wake", + "ilm", + "orbit", + "Expl", + "Circ", + "wake", + "warp", + "contr", + "flo", + "ovi" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Otherwise", + "analog", + "Simultaneously", + "simultaneously", + "reet", + "localObject", + "Meanwhile", + "meanwhile", + "sav", + "inputArray", + "dequeue", + "otherwise", + "heus", + "Physically" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Similarly", + "Secondly", + "Troubles", + "conversely", + "Simultaneously", + "alike", + "respectively", + "consequently", + "meanwhile", + "Conversely", + "Likewise", + "secondly", + "along", + "whereas", + "Repe", + "Trouble", + "Signals", + "Afterward", + "This", + "Same", + "Subsequently", + "Secondly", + "Thick", + "Stri", + "this" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Similarly", + "meanwhile", + "Conversely", + "conversely", + "Consequently", + "Simultaneously", + "Subsequently", + "Similarly", + "consequently", + "Likewise", + "This", + "Though", + "accordingly", + "thereafter", + "Symptoms", + "Subsequent", + "Unless", + "While", + "Frequently", + "Historically", + "Conversely", + "Afterward", + "although", + "Meanwhile" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Similarly", + "Conversely", + "conversely", + "Likewise", + "Subsequently", + "This", + "Similarly", + "Recently", + "meanwhile", + "Simultaneously", + "Consequently", + "Unless", + "consequently", + "Historically", + "thereafter", + "Though", + "Hence", + "Symptoms", + "this", + "Specifically", + "Traditionally", + "Subsequent", + "Meanwhile", + "Recent", + "Every", + "similarly", + "furthermore", + "Causes" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Similarly", + "conversely", + "Repeat", + "Conversely", + "Likewise", + "alternatively", + "secondly", + "Simultaneously", + "Subsequently", + "Alternatively", + "Consequently", + "Secondly", + "Repeat", + "Though", + "furthermore", + "This", + "Otherwise", + "consequently", + "Phrases", + "Furthermore", + "similarly", + "Specifically", + "Traditionally", + "thereby", + "Unless", + "meanwhile", + "Historically", + "Repeated", + "Additionally", + "Altern" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Similarly", + "Likewise", + "Repeat", + "Otherwise", + "Secondly", + "Similarly", + "Repeat", + "Simultaneously", + "Meanwhile", + "Certain", + "secondly", + "conversely", + "Though", + "meanwhile", + "Specifically", + "this", + "This", + "Same", + "Every", + "Unless", + "Therefore", + "otherwise", + "Additionally", + "similarly", + "Subsequently", + "Improper", + "Traditionally" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Similarly", + "Repeat", + "Likewise", + "Same", + "This", + "Unless", + "Similarly", + "Though", + "Meanwhile", + "Repeat", + "Therefore", + "Simultaneously", + "similarly", + "Otherwise", + "Specifically", + "Excessive", + "conversely", + "Every", + "Each", + "Improper", + "Consequently", + "Those", + "consequently", + "Again", + "Secondly", + "These", + "Certain", + "secondly", + "THAN" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Similarly", + "Until", + "Once", + "Until", + "Repeat", + "Similarly", + "Those", + "Likewise", + "Secondly", + "Unless", + "Again", + "Once", + "Simultaneously", + "This", + "Repeat", + "Though", + "similarly", + "Unless", + "Secondly", + "Throughout", + "Otherwise", + "Those", + "Excessive", + "During", + "Again", + "conversely", + "Subsequently", + "Meanwhile", + "Specifically" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "This", + "Once", + "Similarly", + "For", + "When", + "While", + "Such", + "If", + "Upon", + "Subsequent", + "After", + "In", + "Over", + "Subsequently", + "These", + "A", + "Once", + "Unless", + "Eventually", + "Simultaneously", + "By", + "During", + "The", + "Un", + "On", + "That", + "Repeat", + "As", + "With", + "More" + ] + } + ], + "logit_surprising": [ + { + "concept": "deformation", + "score": 13.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "ausge", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "paths", + "score": 8.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "their", + "output_checked": true + }, + { + "concept": "perpendicularly", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "traverse", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "irreversible", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "directions", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "begin", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "verw", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "respective", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "their", + "output_checked": true + }, + { + "concept": "undergo", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Upon", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Once", + "output_checked": true + }, + { + "concept": "deadline", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "conflict", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "reaches", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "propagate", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "CRED", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "dieu", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "threshold", + "output_checked": true + }, + { + "concept": "prong", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ilm", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "become", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "pathways", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "traverse", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "macroscopic", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "produce", + "output_checked": true + }, + { + "concept": "This", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ROUT", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "desempe", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "postage", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "their", + "output_checked": true + }, + { + "concept": "clocked", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "bol", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "threshold", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "traverse", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "recorrer", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Once", + "output_checked": true + }, + { + "concept": "ques", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "swam", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "serp", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "ceases", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "tertentu", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "threshold", + "output_checked": true + }, + { + "concept": "surroundings", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "their", + "output_checked": true + }, + { + "concept": "anymore", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Once", + "output_checked": true + }, + { + "concept": "sometime", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "answer", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "arises", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "then", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "atoms", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "elements", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "thereby", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "increased", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "produce", + "output_checked": true + }, + { + "concept": "alterations", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "more", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Once", + "output_checked": true + }, + { + "concept": "groundwork", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "has", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "adiabatically", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "premises", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "truth", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "direction", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "damage", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "traverse", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-04__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Motion of linear lattice imperfections 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "High-speed microscopy shows linear imperfections moving across densely packed planes. Each passage creates a small step at the free surface.", + "prompt_tail": "High-speed microscopy shows linear imperfections moving across densely packed planes. Each passage creates a small step at the free surface.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-line-defect-motion-05", + "carrier_id": null, + "target_family": "line-defect-motion", + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "''", + "generated_token_ids": [ + 10440 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 423, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 17156 + }, + { + "label": "glide", + "best_rank": 8097, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 11097 + }, + { + "label": "slip", + "best_rank": 22915, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 5500 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "asons", + "asion", + "orry", + "leness", + "together", + "ients", + "Also", + "oba", + "also", + "Jews" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "lle", + "etc", + "ie", + "thing", + "ients", + "persons", + "atre", + "basically", + "zia", + "eness", + "alike", + "arie", + "dia", + "eded", + "sic", + "nti", + "zis", + "lly", + "nto", + "d", + "outh", + "wards", + "ii", + "etc", + "guys", + "xd" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "etc", + "basically", + "etc", + "ients", + "persons", + "everybody", + "lle", + "leness", + "thing", + "probably", + "atre", + "somebody", + "aid", + "anybody", + "dia", + "oides", + "dll", + "lly", + "sebagainya", + "dz", + "sic", + "probably", + "asks" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "gonna", + "persons", + "leness", + "oides", + "zis", + "ilities", + "ients", + "atre", + "lle", + "dia", + "germs", + "eness", + "dioxide", + "eway", + "eded", + "eways", + "cloths", + "ided", + "alike", + "oris", + "cedures", + "yses", + "sic", + "persons", + "anty", + "psis", + "AKA", + "iderman" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "persons", + "everybody", + "anybody", + "alike", + "eded", + "sic", + "AKA", + "doings", + "ided", + "ilities", + "atre", + "behalf", + "lle", + "dia", + "maupun", + "zis", + "ients", + "somebody", + "etc", + "germs", + "afterwards", + "lli", + "eway", + "organise", + "stas" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "everybody", + "gonna", + "which", + "Also", + "afterwards", + "nowadays", + "also", + "although", + "persons", + "somebody", + "anybody", + "although", + "probably", + "About", + "atre", + "basically", + "whereas", + "secondly", + "about", + "according", + "towards", + "dioxide", + "furthermore", + "together", + "mainly", + "whilst" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "afterwards", + "locality", + "although", + "Accordingly", + "Characteristics", + "thereafter", + "thereto", + "therefore", + "persons", + "everybody", + "acin", + "afterward", + "inander", + "whereupon", + "UPA", + "Concerning", + "later", + "probably", + "characteristics", + "nearby", + "although", + "indications", + "sometime", + "leness", + "occurrence", + "whereby", + "noticeable" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "whereupon", + "alike", + "locality", + "Moreover", + "furthermore", + "uate", + "persons", + "acin", + "thence", + "whereas", + "thereby", + "uria", + "Characteristics", + "cuticle", + "elingen", + "aneous", + "occurrence", + "thereafter", + "adjoining", + "inasmuch", + "Owing", + "wherein", + "dioxide", + "leness" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "sedimentary", + "discontinuous", + "thereafter", + "whereupon", + "oblong", + "incipient", + "ddots", + "discontinuity", + "thereby", + "Moreover", + "Consequently", + "Characteristics", + "accumulating", + "aporation", + "thence", + "polyethylene", + "hydrophilic", + "thereto", + "successively", + "anod", + "protruding", + "thole", + "Aluminum", + "perforation", + "cuticle", + "Productos", + "Moreover", + "precisely" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "sediment", + "accretion", + "discontinuous", + "sedimentation", + "subsequent", + "polyethylene", + "protrusion", + "eject", + "dendritic", + "accret", + "extrusion", + "subsurface", + "crete", + "cumulative", + "nucleation", + "piezoelectric", + "cumulative", + "aporation", + "accumulating", + "Mechanism", + "anthropogenic", + "resulting", + "plast", + "thereby", + "microscopic", + "runoff", + "microstructure", + "sedimentary", + "Cumulative", + "meniscus", + "mechanism" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "discontinuous", + "accretion", + "reproducible", + "accumulating", + "repeatable", + "protrusion", + "eject", + "protruding", + "cumulative", + "mechanism", + "repeated", + "accret", + "repetitive", + "byproduct", + "Mechanism", + "repeatability", + "subsequent", + "resulting", + "cumulative", + "observed", + "accumulation", + "infinitesimal", + "aporation", + "observation", + "accumulated", + "observable", + "runoff", + "Observation" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "accumulating", + "accumulation", + "cumulative", + "accumulate", + "propagating", + "cumulative", + "accumulation", + "resulting", + "accumulated", + "discontinuous", + "thereby", + "consequence", + "continuous", + "reproducible", + "repeatable", + "Mechanism", + "mechanism", + "propagation", + "repetitive", + "aporation", + "successive", + "incremental", + "accum", + "Cumulative", + "akum", + "findung", + "continuous", + "repeated" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "successive", + "successively", + "accumulating", + "resulting", + "repeated", + "Consequently", + "continuous", + "repetitive", + "discontinuous", + "repeatable", + "aporation", + "consequence", + "repeatedly", + "reproducible", + "continuous", + "cumulative", + "accumulate", + "propagating", + "Mechanism", + "incremental", + "consequent", + "cumulative", + "accumulation", + "iteratively", + "resulting", + "increasing", + "continuously", + "consequently" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Consequently", + "aporation", + "consequently", + "successive", + "successively", + "accumulating", + "accumulate", + "Consequently", + "continuous", + "accumulation", + "consequent", + "accumulates", + "getchar", + "repeated", + "Observation", + "iteratively", + "therefore", + "continuous", + "resulting", + "thereby", + "consequence", + "thence", + "repeatable", + "Mechanism", + "observed", + "repeatedly" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "several", + "subsequently", + "culminating", + "which", + "increasingly", + "commanding", + "supporting", + "characterized", + "surviving", + "Eventually", + "whence", + "migrating", + "who", + "neighboring", + "various", + "subsequent", + "Several", + "whereupon", + "contributing", + "Later", + "demonstrations", + "meticulously", + "proponents", + "punctuated", + "Subsequently", + "Consequently", + "documentary", + "influencing", + "Frequently", + "ensuing", + "ancillary", + "relocating" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Later", + "Consequently", + "Furthermore", + "Eventually", + "Consequently", + "Later", + "Similarly", + "Subsequently", + "furthermore", + "Frequently", + "Eventually", + "Conversely", + "Subsequently", + "Each", + "Several", + "Ultimately", + "Afterwards", + "several", + "Each", + "During", + "Similarly", + "Conversely", + "Suddenly", + "Meanwhile", + "Likewise", + "During", + "Several", + "Likewise", + "demonstrations", + "Secondly", + "Ultimately" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Similarly", + "Similarly", + "furthermore", + "Conversely", + "Conversely", + "conversely", + "Each", + "similarly", + "Meanwhile", + "Consequently", + "Furthermore", + "meanwhile", + "Eventually", + "Frequently", + "Simultaneously", + "Every", + "During", + "whereas", + "Later", + "likewise", + "Likewise", + "Secondly", + "Subsequently", + "Consequently", + "Each", + "examples", + "simultaneously", + "consequently", + "Whenever", + "Ultimately", + "secondly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "conversely", + "furthermore", + "these", + "secondly", + "These", + "Similarly", + "combining", + "Meanwhile", + "Similarly", + "Combining", + "Simultaneously", + "while", + "although", + "During", + "whereas", + "Though", + "comparing", + "consequently", + "Secondly", + "Conversely", + "They", + "finally", + "despite", + "Whether", + "simultaneously", + "mientras", + "analyzing", + "likewise", + "Conversely", + "tandis" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "conversely", + "Meanwhile", + "Conversely", + "furthermore", + "investigators", + "Conversely", + "Its", + "Compared", + "Tonight", + "Consequently", + "Simultaneously", + "Collectively", + "These", + "finalText", + "Investigators", + "Its", + "consequently", + "therefore", + "Today", + "tonight", + "analysts", + "Similarly", + "alternatively", + "Contrast", + "Hosts", + "Collectors" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "furthermore", + "Meanwhile", + "conversely", + "Conversely", + "Furthermore", + "Consequently", + "meanwhile", + "nThe", + "Recently", + "consequently", + "Conversely", + "Similarly", + "Historically", + "They", + "Its", + "Its", + "Recent", + "Therefore", + "Unless", + "secondly", + "Moreover", + "Moreover", + "Similarly", + "Unless", + "forKey", + "alternatively", + "Lately" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Recently", + "nThe", + "They", + "Consequently", + "Conversely", + "Historically", + "Recent", + "furthermore", + "Meanwhile", + "Conversely", + "Each", + "Furthermore", + "conversely", + "Its", + "Similarly", + "Therefore", + "Its", + "Though", + "Whose", + "Lately", + "They", + "Their", + "Competition", + "meanwhile", + "His", + "Previously", + "Historically", + "Beneath", + "However", + "While" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Each", + "Historically", + "Secondly", + "nThe", + "They", + "secondly", + "Every", + "Histor", + "furthermore", + "Recently", + "Its", + "Likewise", + "ExceptionHandler", + "Similarly", + "Upon", + "conversely", + "Collectors", + "His", + "Though", + "Conversely", + "Please", + "Welcome", + "Unless", + "coli", + "Competition", + "Conversely", + "Consequently", + "Recent", + "Researchers", + "Historically", + "Ships" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Exceptions", + "ExceptionHandler", + "Secondly", + "Mere", + "dll", + "Secondly", + "Histor", + "Agents", + "ched", + "agents", + "endswith", + "secondly", + "Exceptions", + "balls", + "hline", + "kit", + "Recently", + "Collectors", + "Researchers", + "nThe", + "They", + "println", + "quote", + "pas" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "nThe", + "Researchers", + "ukhov", + "rief", + "ships", + "agons", + "KIT", + "Arguments", + "pas", + "dll", + "ExceptionHandler", + "ched", + "Secondly", + "Secondly", + "Exceptions", + "endregion" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Researchers", + "Experimental", + "Algorithms", + "Arguments", + "ctors", + "Investigations", + "Exceptions", + "Secondly", + "amers", + "Investigation", + "SearchResults", + "ukhov", + "TYPES", + "Observers", + "Arguments", + "Origins", + "OfThe", + "kit", + "beh", + "Please", + "dll", + "Others", + "Arrows", + "Viruses", + "Considering" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "brand", + "He", + "The", + "end", + "Researchers", + "ctors", + "exe", + "obs", + "kill", + "jpeg", + "He", + "His", + "experimental", + "decode", + "A", + "When", + "css", + "Experimental", + "dot", + "nThe", + "encode", + "pdf", + "algorithm", + "ula", + "copy", + "n", + "kit", + "sub", + "What", + "textbf" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 55490, + 116487, + 31119, + 78209, + 59280, + 14544, + 760, + 2388, + 1566, + 861, + 424, + 647, + 763, + 5095, + 9612, + 6786, + 11947, + 45328, + 48839, + 68165, + 74642, + 64975, + 201551, + 159682, + 195899, + 205818 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 192577, + 140250, + 112974, + 172219, + 129057, + 98529, + 80989, + 70425, + 32558, + 26708, + 8098, + 25590, + 59128, + 67244, + 54369, + 87801, + 98811, + 35388, + 63400, + 51317, + 54925, + 85245, + 50414, + 52153, + 9594, + 12268 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 46545, + 105536, + 86315, + 151086, + 78466, + 109956, + 151911, + 96002, + 68630, + 24073, + 22916, + 42427, + 81240, + 113297, + 92206, + 89564, + 73555, + 28012, + 60141, + 72669, + 54804, + 60983, + 124075, + 129941, + 165073, + 39062 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 161631, + 261771, + 71839, + 40571, + 191963, + 136996, + 47055, + 17157, + 103902, + 102976, + 108669, + 53247, + 198435, + 120325 + ] + }, + { + "label": "glide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 21519, + 34758, + 208770, + 11098, + 124458, + 44096, + 41220, + 27148, + 110633, + 77012, + 115759, + 72874, + 63989, + 81395 + ] + }, + { + "label": "slip", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 196978, + 5501, + 87968, + 126505, + 222059, + 193948, + 49417, + 195408, + 169100, + 110574, + 123308, + 31520, + 61626, + 70075 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "meticulously", + "score": 8.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Each", + "output_checked": true + }, + { + "concept": "requires", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "during", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "landscapes", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "intersections", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "at", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "nearby", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "at", + "output_checked": true + }, + { + "concept": "momentary", + "score": 5.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "ripple", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "because", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "subtle", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "intersection", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "free", + "output_checked": true + }, + { + "concept": "These", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "faster", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "discontinuity", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "step", + "output_checked": true + }, + { + "concept": "every", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "populated", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "alike", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "where", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "step", + "output_checked": true + }, + { + "concept": "samples", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "across", + "output_checked": true + }, + { + "concept": "edge", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "free", + "output_checked": true + }, + { + "concept": "ripples", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "observed", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "examples", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "speed", + "output_checked": true + }, + { + "concept": "several", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "skirm", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "small", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "demonstrations", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "conversely", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "professionalism", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "that", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "resembles", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "pixels", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "computing", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "speed", + "output_checked": true + }, + { + "concept": "layer", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 3.0, + "best_rank": 23, + "best_depth": 56.1, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "clustered", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "traversing", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "cybersecurity", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "High", + "output_checked": true + }, + { + "concept": "synchronized", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "visualizations", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "across", + "output_checked": true + }, + { + "concept": "indelible", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "step", + "output_checked": true + }, + { + "concept": "clusters", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "termination", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "free", + "output_checked": true + }, + { + "concept": "During", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "High", + "output_checked": true + }, + { + "concept": "burgeoning", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "free", + "output_checked": true + }, + { + "concept": "throughout", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "impacting", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "step", + "output_checked": true + }, + { + "concept": "Conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "High", + "output_checked": true + }, + { + "concept": "affecting", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "warfare", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "speed", + "output_checked": true + }, + { + "concept": "patterns", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "small", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "wealth", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "High", + "output_checked": true + }, + { + "concept": "photography", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "speed", + "output_checked": true + }, + { + "concept": "trajectories", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "imaged", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "cellular", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "shows", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "Hail", + "ervan", + "nada", + "quantos", + "wand", + "Thou", + "undos", + "Kwa", + "punkte", + "NORE", + "ukun", + "anque" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "Mannes", + "grac", + "opat", + "Sob", + "tons", + "stir", + "channel", + "lev", + "pres", + "reu", + "ago", + "rock", + "Prote", + "trem", + "fic", + "gag", + "gham" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "rid", + "grac", + "rock", + "stir", + "pres", + "opat", + "essional", + "Pres", + "osus", + "Mannes", + "tons", + "lev", + "Sob", + "Rid", + "kin", + "ott", + "tens", + "Sen", + "Lang", + "impres" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "champ", + "ago", + "grac", + "Reis", + "Ham", + "tfrac", + "Sesam", + "alk", + "onn", + "noch", + "Cem", + "rock", + "essional", + "Mani", + "def", + "riv", + "Grac", + "Mannes", + "bab", + "Chap", + "Sob", + "modes" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "riv", + "grac", + "Beet", + "Mannes", + "Mani", + "dim", + "Reis", + "chap", + "onn", + "alk", + "Rec", + "essional", + "ilers", + "olyte", + "rid", + "Eing", + "opat" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Su", + "rem", + "Vo", + "Green", + "ilers", + "idence", + "VERE", + "su", + "det", + "Green", + "ual", + "Rem", + "yn", + "Sed", + "fan", + "Er", + "Mi", + "cat", + "sn", + "WOR", + "hst", + "yp", + "Brun", + "side" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "tools", + "kick", + "Green", + "side", + "bro", + "demos", + "Sol", + "trading", + "tool", + "HI", + "nas", + "Me", + "don", + "Mau", + "dental", + "Er", + "Ort" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "tail", + "sol", + "trading", + "kick", + "side", + "tool", + "Green", + "turbo", + "remen", + "simple", + "HI", + "bro", + "ormap", + "truncate", + "duct", + "blank", + "multiple", + "demos", + "tail", + "nas", + "Sol" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Green", + "remen", + "kick", + "sol", + "tail", + "rem", + "blank", + "serial", + "konto", + "Er", + "select", + "bro", + "ORS", + "Prot", + "cuest", + "linear", + "simple", + "lives", + "side", + "tail", + "tool", + "tools", + "Sol", + "HI" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "lives", + "common", + "discussed", + "cdots", + "discuss", + "olved", + "fetch", + "tter", + "Select", + "subject", + "pur", + "detail", + "scient", + "greeting", + "Green", + "Resolve", + "RECE", + "OOSE", + "data", + "Quest" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "lived", + "Resolve", + "greeting", + "Greet", + "discuss", + "Otto", + "ettle", + "felt", + "fetch", + "RECE", + "resolve", + "titles", + "CUSTOM", + "linear", + "diet", + "detail", + "Quest", + "usel", + "Meals", + "MOVIE", + "Tos" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "BAG", + "bag", + "messagebox", + "stev", + "Rechnung", + "blog", + "bla", + "late", + "TableRow", + "reason", + "tracked", + "nab", + "chette", + "step", + "DEAD", + "scored", + "BAG", + "hap", + "bells", + "libr", + "ucar", + "major", + "tread", + "ebo" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "lick", + "buttonclick", + "cribable", + "cama", + "preserving", + "dictionaries", + "streaks", + "backlit", + "semer", + "heat", + "overlap", + "reheat", + "bouts", + "Dunes", + "itoa", + "Notify", + "boomerang", + "preservar" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "grud", + "ogado", + "dfs", + "disclosures", + "delt", + "bookshelf", + "oelect", + "kund", + "claws", + "punt", + "defer", + "brus", + "God", + "deck", + "ostante", + "dents", + "deka", + "okol" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "muh", + "Dadurch", + "tier", + "prong", + "ausge", + "Roh", + "urch", + "Rew", + "ricost", + "segi", + "wodurch", + "ETA", + "wij", + "sir" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "afect", + "welt", + "berd", + "halk", + "spf", + "tier", + "Stein", + "wij", + "wir", + "wh", + "patched", + "wodurch", + "Roh", + "osp", + "cah", + "berp", + "edged", + "sped", + "irp", + "ricost", + "webhook" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "individual", + "contr", + "kernel", + "spf", + "wake", + "adn", + "perfe" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "andet", + "analog", + "narr", + "horizontal", + "fy", + "outstretched", + "sch", + "simultaneously", + "Otherwise", + "oscillation", + "analytically" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "imaged", + "Similarly", + "imaging", + "compares", + "Simultaneously", + "Imaging", + "along", + "today", + "acknowled", + "Observ", + "networking", + "consequ", + "Similarly", + "Styl", + "flowed", + "consequently", + "tributaries", + "Instinct", + "these", + "industry", + "simultaneously", + "together", + "Together", + "reflections", + "conclude", + "flows", + "visits", + "Illustrations", + "Ascent" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "meanwhile", + "consequently", + "Consequently", + "Simultaneously", + "sketches", + "Furthermore", + "simultaneously", + "nCurrent", + "Meanwhile", + "Consequently", + "imaged", + "conversely", + "furthermore", + "therefore", + "nThe", + "Additionally", + "respectively", + "uff", + "Similarly", + "Increased", + "Microscopy" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "consequently", + "meanwhile", + "Consequently", + "nThe", + "respectively", + "thought", + "therefore", + "Recently", + "Thought", + "Historically", + "Consequently", + "Thought", + "furthermore", + "Lesser", + "Additionally", + "Traditionally", + "Similarly", + "Meanwhile", + "footnote", + "Neither", + "nonetheless", + "Each", + "Furthermore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "com", + "furthermore", + "Historically", + "aspx", + "Furthermore", + "Collectors", + "txt", + "Induction", + "shedding", + "Every", + "secondly", + "html", + "php", + "dll", + "Recently", + "Researchers", + "gada", + "Due", + "Previously", + "Islands", + "Repeat", + "Secondly", + "Phrases", + "coli", + "historians", + "wat", + "Normally" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Repeat", + "Secondly", + "Secondly", + "Previously", + "Individ", + "endswith", + "hline", + "Historically", + "com", + "Histor", + "aspx", + "These", + "Certain", + "urally", + "Meanwhile", + "secondly", + "Roles", + "Recently", + "gif", + "coli", + "js", + "Repeat", + "Certain" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "js", + "Secondly", + "endswith", + "Repeat", + "ausea", + "Histor", + "Role", + "Secondly", + "Roles", + "Previously", + "ships", + "com", + "hline", + "Role", + "Therefore", + "secondly", + "By", + "Try", + "Subsection", + "Copies", + "ctors", + "Historically", + "json", + "subsection" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ctors", + "js", + "amers", + "Secondly", + "Researchers", + "Arguments", + "mselves", + "Investigation", + "Secondly", + "ausea", + "bat", + "Between", + "Among", + "Between", + "Repeat", + "ATIVES", + "Blowing", + "dll", + "nb", + "Arguments", + "json" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "jpg", + "jpeg", + "ctors", + "exe", + "end", + "His", + "pdf", + "bin", + "brand", + "n", + "When", + "Hyper", + "Researchers", + "Once", + "This", + "He", + "Observation", + "Blowing", + "By", + "em", + "nb", + "base", + "tip", + "meet", + "et", + "js", + "These", + "est", + "dot" + ] + } + ], + "logit_surprising": [ + { + "concept": "requires", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "edge", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "free", + "output_checked": true + }, + { + "concept": "faint", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "prong", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "speed", + "output_checked": true + }, + { + "concept": "halk", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "ripple", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "fluorescence", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "intersections", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "afect", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "alike", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "resembles", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "discontinuity", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "step", + "output_checked": true + }, + { + "concept": "These", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "computing", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "speed", + "output_checked": true + }, + { + "concept": "cellular", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "sample", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "across", + "output_checked": true + }, + { + "concept": "layer", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "across", + "output_checked": true + }, + { + "concept": "ausge", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "ilm", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "ripples", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "intersection", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "microscopic", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "subtle", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "momentary", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "terminus", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "disturbance", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "small", + "output_checked": true + }, + { + "concept": "Low", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "High", + "output_checked": true + }, + { + "concept": "height", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "step", + "output_checked": true + }, + { + "concept": "arrays", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "leaves", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "Scoped", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "representations", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "High", + "output_checked": true + }, + { + "concept": "Aman", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "Connell", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "BAG", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "presse", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "dictionaries", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "terk", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Each", + "output_checked": true + }, + { + "concept": "weten", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "doorstep", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "free", + "output_checked": true + }, + { + "concept": "Boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "dhad", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "step", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "questioning", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "High", + "output_checked": true + }, + { + "concept": "Verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "contrasts", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "High", + "output_checked": true + }, + { + "concept": "multifaceted", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "prototyping", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "speed", + "output_checked": true + }, + { + "concept": "trained", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "inconsistency", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Each", + "output_checked": true + }, + { + "concept": "cambiamento", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "step", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "free", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "excellence", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "High", + "output_checked": true + }, + { + "concept": "priority", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "photography", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "speed", + "output_checked": true + }, + { + "concept": "growth", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "when", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "imperfections", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-05__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-line-defect-motion-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-notch-resistance-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to unstable flaw extension 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Two steels have comparable yield stress, yet one pre-notched plate absorbs several times more energy before sudden separation and survives a much larger flaw.", + "prompt_tail": "Two steels have comparable yield stress, yet one pre-notched plate absorbs several times more energy before sudden separation and survives a much larger flaw.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-notch-resistance-01", + "carrier_id": null, + "target_family": "notch-resistance", + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": ".", + "generated_token_ids": [ + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 10, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 12062 + }, + { + "label": "crack", + "best_rank": 7659, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 2660 + }, + { + "label": "fracture", + "best_rank": 1299, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 9462 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "asion", + "orry", + "together", + "ients", + "asons", + "ials", + "behalf", + "oba", + "ammed", + "leness" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "alike", + "gonna", + "lle", + "ie", + "ii", + "l", + "d", + "ct", + "wards", + "ion", + "wi", + "bzw", + "ue", + "zes", + "lli", + "meanwhile", + "t", + "i", + "le", + "ol", + "ort", + "ial", + "ng", + "ited", + "ued", + "outh", + "ients", + "xd", + "atre", + "zia" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "ld", + "ii", + "ain", + "meanwhile", + "awhile", + "mente", + "xd", + "aid", + "bout", + "ia", + "d", + "wi", + "thereof", + "afield", + "l", + "ct", + "ie", + "lately", + "likewise", + "thats", + "onus", + "id", + "ue", + "wn", + "else", + "id", + "idd", + "Id" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "edly", + "aid", + "sufferers", + "stuffs", + "nda", + "oths", + "oi", + "hood", + "udos", + "rue", + "oused", + "goers", + "clothes", + "ogt", + "ie", + "atre", + "zes", + "mates", + "Jews", + "kers", + "lli", + "animate", + "agy", + "dia", + "lf", + "oides", + "spaper" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "edly", + "stuffs", + "alike", + "aid", + "ided", + "nobody", + "guy", + "doings", + "irie", + "cops", + "booze", + "bloke", + "ably", + "stuff", + "guy", + "gente", + "yer", + "bunch", + "somebody", + "abouts", + "sufferers", + "ussie", + "phony", + "ive", + "oid", + "wards", + "osite", + "arena", + "gonna", + "sorts" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "alike", + "penned", + "amid", + "crammed", + "bunch", + "filmed", + "stuffs", + "meanwhile", + "aided", + "lli", + "aid", + "ain", + "ppo", + "plenty", + "accusing", + "riddled", + "Yeah", + "amid", + "loot", + "amidst", + "ided", + "sure", + "telling", + "wich", + "yet", + "yeah", + "soon", + "nobody", + "aided", + "stuff", + "hardly", + "damn" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "than", + "aided", + "later", + "than", + "exploiting", + "that", + "bigger", + "conceived", + "benefitting", + "whilst", + "exploited", + "nearer", + "gotta", + "gonna", + "lesser", + "needing", + "hugely", + "periphery", + "bolstered", + "substantially", + "suited", + "notably", + "leveraged", + "less", + "probably", + "massive", + "heft", + "benefitted", + "rarer", + "latter", + "bunch", + "albeit" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "than", + "alike", + "whereas", + "than", + "meanwhile", + "whilst", + "considerably", + "compared", + "conceived", + "latter", + "comparative", + "Than", + "thereof", + "substantially", + "hedron", + "Than", + "exploited", + "furthermore", + "probably", + "altogether", + "acial", + "result", + "spur", + "Dont", + "comparable", + "employing", + "exploiting", + "blem", + "concomit", + "compar", + "notable" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "than", + "massive", + "carcass", + "comparable", + "alike", + "Massive", + "polymeric", + "compar", + "Than", + "Than", + "CFRP", + "latter", + "typology", + "than", + "considerably", + "albeit", + "exploiting", + "anisotropic", + "bolstered", + "comparative", + "shrink", + "colossal", + "shard", + "opportunistic", + "bolstering", + "hedron", + "Aluminium", + "cemented", + "notably", + "employing" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "robust", + "resilient", + "robustness", + "ductile", + "bolstered", + "bolstering", + "significantly", + "optimized", + "CFRP", + "buoy", + "Robust", + "impressive", + "stabilized", + "massive", + "Robust", + "substantially", + "tensile", + "geotechnical", + "withstand", + "substantial", + "enhanced", + "reinforced", + "resilience", + "engineered", + "maximized", + "sustained", + "anisotropic", + "protracted", + "cantilever", + "fortuit", + "improved" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "resilience", + "resilient", + "robustness", + "withstand", + "robust", + "bolstered", + "withstood", + "bolstering", + "protected", + "surviv", + "advantageous", + "resiliency", + "tenacity", + "impressively", + "unscathed", + "impressive", + "protective", + "protecting", + "resil", + "longevity", + "stabilized", + "toughness", + "ilience", + "Robust", + "robust", + "tenacious", + "stability", + "defensive", + "mitigating", + "stabilizing", + "Resilience", + "undamaged" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "resilience", + "withstand", + "resilient", + "robustness", + "protecting", + "safeguarding", + "withstood", + "protection", + "protected", + "tested", + "toughness", + "resiliency", + "protect", + "stability", + "protective", + "capability", + "protects", + "durability", + "ilience", + "Resilience", + "demonstrated", + "surviv", + "safegu", + "safer", + "undamaged", + "confidence", + "resil" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "protecting", + "withstand", + "protection", + "capability", + "protects", + "withstood", + "protect", + "protections", + "robustness", + "demonstrated", + "protective", + "resilience", + "demonstrating", + "protect", + "safeguarding", + "protected", + "tested", + "Protection", + "resilient", + "defended", + "dimost", + "protection", + "Protection", + "resiliency", + "demostrado" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "protection", + "capability", + "protecting", + "protections", + "protects", + "protect", + "protected", + "demonstrated", + "Protection", + "demonstrating", + "withstand", + "robustness", + "ability", + "capabilities", + "protective", + "defended", + "dimost", + "Protection", + "safeguarding", + "PROTECTION", + "Protecting", + "Demonstrated", + "Capability" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "whatsoever", + "oretically", + "ably", + "furthermore", + "ertain", + "else", + "aneous", + "edly", + "alike", + "soever", + "whereas", + "etheless", + "whence", + "Ultimately", + "likewise", + "demikian", + "amt", + "inal", + "wards", + "imately", + "ultimately", + "ewise", + "Consequently", + "endum", + "Ultimately", + "asmuch", + "Conversely", + "ually", + "ldots", + "thereof", + "uga" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "ertain", + "alike", + "furthermore", + "whereas", + "Consequently", + "Conversely", + "During", + "lately", + "Ultimately", + "According", + "Consequently", + "Yet", + "during", + "whereas", + "nevertheless", + "Furthermore", + "undertook", + "seems", + "concerned", + "concerning", + "questioned", + "Suppose", + "Compared", + "Nevertheless", + "Concerning", + "Owing", + "this", + "during", + "wards", + "recently", + "Furthermore", + "demonstrates" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "whereas", + "Conversely", + "compared", + "whereas", + "compared", + "ertain", + "alike", + "likewise", + "demonstrating", + "Similarly", + "furthermore", + "contrasted", + "Compared", + "conversely", + "comparing", + "according", + "Conversely", + "correspondingly", + "equally", + "simultaneously", + "similarly", + "nevertheless", + "undertook", + "versus", + "According", + "During", + "lately", + "Furthermore", + "contrasting", + "alternatively", + "ometimes", + "vice" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "whereas", + "ertain", + "comparing", + "alike", + "lately", + "likewise", + "meanwhile", + "tandis", + "furthermore", + "respectively", + "vice", + "alongside", + "Yet", + "conversely", + "although", + "depending", + "theirs", + "Equally", + "whereas", + "while", + "while", + "nevertheless", + "demonstrating", + "Conversely", + "despite", + "equally", + "anymore", + "nonetheless", + "according", + "compared", + "ometimes" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Yet", + "ertain", + "vice", + "whereas", + "theirs", + "Compared", + "hers", + "lately", + "Yet", + "mdash", + "orry", + "Conversely", + "Depends", + "ilities", + "comparative", + "Compared", + "Unless", + "olerance", + "bbene", + "comparer", + "nbsp", + "accordingly", + "comparaison", + "whereas", + "compared", + "itness", + "comparison", + "Depend", + "yet", + "asmuch" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "whereas", + "Compared", + "compared", + "Compared", + "ertain", + "than", + "Unless", + "compared", + "Yet", + "vice", + "Conversely", + "Its", + "Recently", + "quanto", + "Unless", + "whereas", + "hence", + "lately", + "Hence", + "Consequently", + "hence", + "Which", + "depender", + "His", + "ength", + "unless", + "Among", + "furthermore", + "Regarding", + "mdash" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Compared", + "compared", + "Yet", + "Unless", + "Compared", + "than", + "whereas", + "Unless", + "Conversely", + "ertain", + "quanto", + "Recently", + "vice", + "Which", + "His", + "ength", + "Its", + "compared", + "than", + "Yet", + "Having", + "Than", + "His", + "unless", + "THAN", + "Having", + "depender", + "Depend", + "wot", + "cuja" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Than", + "THAN", + "than", + "secondly", + "Secondly", + "Secondly", + "Though", + "costit", + "Thou", + "Despite", + "Conversely", + "ength", + "Depend", + "Unless", + "LessThan", + "anteced", + "Notwithstanding", + "constitution", + "THAN", + "txt", + "Unless", + "Compared", + "IndexOf", + "LETTER", + "notwithstanding", + "depender" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Secondly", + "Secondly", + "Than", + "secondly", + "THAN", + "Stor", + "Schemes", + "Tried", + "UMENT", + "Unless", + "endswith", + "DEPENDENCIA", + "pecies", + "ound", + "Yet", + "enche", + "Than", + "Tried", + "pth", + "Wie", + "UNDER", + "Prueba", + "Among", + "hitt" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "THAN", + "Secondly", + "Than", + "Secondly", + "DEPENDENCIA", + "Yet", + "pecies", + "ONENT", + "pth", + "UMENT", + "Stor", + "IES", + "Whereas", + "UMIN", + "ounds", + "Unless", + "ound", + "secondly", + "Schemes", + "enche", + "Considering", + "othesis", + "endswith", + "THAN", + "unction", + "ength" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ound", + "Secondly", + "Schemes", + "echen", + "Secondly", + "eber", + "THAN", + "Dependence", + "OUND", + "esian", + "UNDER", + "Considering", + "unction", + "UNT", + "ies", + "UMENT", + "undert", + "ounds", + "yun", + "gt", + "uen", + "opp", + "Yet", + "ULD" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "ie", + "e", + "es", + "underline", + "ies", + "kill", + "eth", + "under", + "loads", + "unto", + "ound", + "exp", + "load", + "emph", + "subtract", + "ight", + "in", + "textbf", + "Secondly", + "compare", + "The", + "nt", + "besides", + "not", + "un", + "skip", + "Secondly", + "is", + "unt", + "hs", + "different" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 193916, + 211960, + 234553, + 155590, + 132237, + 91637, + 48904, + 134355, + 6512, + 182, + 22, + 11, + 62, + 253, + 247821, + 182381, + 151045, + 106490, + 114182, + 67858, + 39649, + 61628, + 152102, + 145382, + 108113, + 40667 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 76384, + 132557, + 171113, + 66965, + 26876, + 12528, + 16937, + 7803, + 359, + 1492, + 7660, + 62055, + 83954, + 182996, + 122723, + 49931, + 50102, + 30595, + 84405, + 90023, + 137115, + 119072, + 155704, + 160509, + 208381, + 154260 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 204759, + 226791, + 203878, + 216814, + 180653, + 114343, + 4662, + 13806, + 816, + 465, + 1300, + 2846, + 2396, + 16644, + 156189, + 102668, + 129088, + 94322, + 181535, + 101862, + 91913, + 136406, + 163415, + 151665, + 163175, + 51488 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 112914, + 68499, + 229025, + 46129, + 105449, + 39578, + 56378, + 12063, + 23154, + 47400, + 25639, + 19097, + 185798, + 189529 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 222456, + 151920, + 129030, + 199510, + 169740, + 87626, + 104669, + 2661, + 14066, + 204399, + 142543, + 79816, + 57988, + 35390 + ] + }, + { + "label": "fracture", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 163169, + 252177, + 255774, + 232261, + 47771, + 22921, + 107349, + 58210, + 9463, + 19879, + 25223, + 33194, + 97236, + 42063 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "but", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "comparable", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "compared", + "score": 11.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "times", + "output_checked": true + }, + { + "concept": "longer", + "score": 11.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "failure", + "score": 9.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "separation", + "output_checked": true + }, + { + "concept": "been", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "have", + "output_checked": true + }, + { + "concept": "during", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "survives", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "have", + "output_checked": true + }, + { + "concept": "became", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "one", + "output_checked": true + }, + { + "concept": "significantly", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "absorbs", + "output_checked": true + }, + { + "concept": "possesses", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "one", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "strength", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "tensile", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "absorbs", + "output_checked": true + }, + { + "concept": "than", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "more", + "output_checked": true + }, + { + "concept": "deformation", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "was", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "are", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "steels", + "output_checked": true + }, + { + "concept": "toughness", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "becoming", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "before", + "output_checked": true + }, + { + "concept": "harsher", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "much", + "output_checked": true + }, + { + "concept": "specimen", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "ched", + "output_checked": true + }, + { + "concept": "similit", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "comparable", + "output_checked": true + }, + { + "concept": "underwent", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "pre", + "output_checked": true + }, + { + "concept": "whereas", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "characteristics", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "comparable", + "output_checked": true + }, + { + "concept": "another", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "welded", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "not", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "rupture", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "separation", + "output_checked": true + }, + { + "concept": "incipient", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "resilience", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "differing", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "have", + "output_checked": true + }, + { + "concept": "sacrificial", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "absorbs", + "output_checked": true + }, + { + "concept": "sustained", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "superiority", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "much", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "intact", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "survives", + "output_checked": true + }, + { + "concept": "differed", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "yet", + "output_checked": true + }, + { + "concept": "undertook", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "further", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "exposure", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "firepower", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "more", + "output_checked": true + }, + { + "concept": "capacities", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "version", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ched", + "output_checked": true + }, + { + "concept": "when", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "learners", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "their", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "yet", + "output_checked": true + }, + { + "concept": "fracturing", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "vice", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "test", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "higher", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "much", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "alloy", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "steels", + "output_checked": true + }, + { + "concept": "contender", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "one", + "output_checked": true + }, + { + "concept": "manufacture", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "hugely", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "times", + "output_checked": true + }, + { + "concept": "resistive", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "prolong", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "before", + "output_checked": true + }, + { + "concept": "protracted", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "quantos", + "nada", + "ervan", + "undos", + "wand", + "ynitrite", + "Hail", + "diagonal", + "punkte", + "addRow", + "Kwa", + "cred", + "yclerView", + "NORE" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "lev", + "opat", + "trem", + "Beg", + "dim", + "rid", + "grac", + "Mannes", + "gr", + "pres", + "prof", + "stir", + "Proc", + "twe", + "Pres", + "Catt", + "mamy", + "reu", + "Bel", + "Tons", + "rons", + "Stepan", + "fam" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "tons", + "trem", + "dim", + "Beg", + "lev", + "rons", + "tun", + "stir", + "Tons", + "pres", + "prof", + "sum", + "rock", + "Flam", + "Mannes", + "acid", + "grac", + "Bens", + "Pres", + "rid", + "blot", + "sum", + "twe", + "Clon" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "glob", + "Reis", + "champ", + "tun", + "ilj", + "alk", + "Mani", + "liq", + "olyte", + "Sod", + "usan", + "ilg", + "tfrac", + "grac", + "Wren", + "ums", + "def", + "fam" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "glob", + "Reis", + "grac", + "dim", + "tun", + "ago", + "tons", + "Lys", + "dre", + "essional", + "Durch", + "Mani", + "olyte", + "byt", + "Lef", + "dig", + "Pres", + "dra", + "inex", + "tfrac" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "susp", + "side", + "ilers", + "VERE", + "yn", + "fields", + "rem", + "Su", + "sn", + "yp", + "hst", + "oben", + "su", + "Vo", + "ORS", + "sning", + "ling", + "idence", + "olare", + "weni", + "ae", + "Rem", + "uldig" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "bro", + "DEP", + "rem", + "tools", + "sed", + "ae", + "nop", + "Ged", + "tail", + "Zealand", + "rac", + "valued", + "ual", + "HI", + "rue", + "trading", + "remen" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "tail", + "rem", + "remen", + "trading", + "sol", + "HI", + "Zealand", + "fitting", + "lives", + "bro", + "MI", + "simple", + "less", + "rac", + "kick", + "nop", + "ae", + "tool" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "tools", + "HI", + "sol", + "select", + "tail", + "Green", + "record", + "rem", + "nop", + "Select", + "kick", + "tool", + "lives", + "dedicated", + "remen", + "bro", + "serial", + "duct", + "fitting", + "var", + "Sol" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "OOSE", + "sus", + "linear", + "lives", + "var", + "system", + "tools", + "ettle", + "side", + "Select", + "subject", + "select", + "common", + "item", + "record", + "listener", + "fract", + "dedicated", + "ae", + "trading", + "Green", + "susp", + "pick", + "power", + "switch", + "felt" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "greeting", + "switch", + "auto", + "release", + "resolve", + "common", + "catch", + "lives", + "item", + "cookies", + "credits", + "diet", + "side", + "subject", + "ettle", + "salt", + "Resolve", + "Greet", + "dedicated", + "system", + "dog", + "SERVICE", + "linear", + "RECE", + "Greeting", + "traits", + "OOSE", + "actor" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ohn", + "ick", + "itch", + "aco", + "spike", + "financeiros", + "setMaximum", + "Langer", + "acca", + "leda", + "utada", + "ild", + "deal", + "flakes", + "ilj", + "vw", + "ceme", + "apie", + "aket", + "soph", + "edy", + "apy", + "girdle", + "ecer", + "spread" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "pickle", + "boss", + "isticated", + "plectic", + "iob", + "adet", + "iegend", + "hend", + "bilen", + "wake", + "oblastic", + "pelanggan", + "abhas", + "awatt", + "ville", + "ocat" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ogado", + "deka", + "god", + "bedingt", + "ogie", + "kund", + "rele", + "ostante", + "God", + "gor", + "abets", + "jogar", + "grud", + "iot", + "okol", + "NSLog", + "delt", + "ogados", + "dieu", + "costing", + "assol", + "focusable", + "cour" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "Kur", + "prong", + "ques", + "Jug", + "logical", + "Donc", + "Kur", + "Ill", + "logic", + "Atlantic", + "wise", + "Mor", + "hra", + "hooks", + "endorsement", + "logical", + "Dug", + "Logical", + "Principles" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "duke", + "tti", + "Stein", + "Gut", + "wir", + "ausge", + "sta", + "gaard", + "wert", + "spf", + "spf", + "welt", + "integral", + "Jug", + "argument", + "Someone", + "halk", + "okt", + "afect", + "ework", + "idic" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "parquet", + "okt", + "bericht", + "cev", + "wound" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "DisplayText", + "ssch", + "spurt", + "Cur", + "cured", + "unders", + "highlight", + "orally", + "vmax" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Compared", + "nevertheless", + "compared", + "Compared", + "nonetheless", + "Equally", + "Trouble", + "compara", + "Proof", + "compares", + "proofs", + "apolog", + "comparative", + "Investigator", + "vice", + "Thought", + "Comparative", + "opro", + "Observ", + "illustration", + "intrig", + "Comparative", + "observed", + "Summary", + "delegation", + "observes", + "Proofs", + "DPP", + "other" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Compared", + "compared", + "uff", + "Compared", + "ufs", + "sdf", + "Consequently", + "Than", + "than", + "footnote", + "LessThan", + "compared", + "Meanwhile", + "Its", + "ength", + "andra", + "uffs", + "THAN", + "owler", + "imaged", + "Its", + "nbsp" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Compared", + "compared", + "Than", + "uff", + "sdf", + "ijn", + "Compared", + "Than", + "Neither", + "Whose", + "altro", + "Which", + "andra", + "THAN", + "LessThan", + "than", + "whose", + "Unless", + "imaged", + "huh", + "thought", + "ival" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Than", + "secondly", + "THAN", + "Secondly", + "Secondly", + "Compared", + "txt", + "aspx", + "compared", + "com", + "than", + "Unless", + "wat", + "xlsx", + "notwithstanding", + "Certain", + "ength", + "Both", + "Few", + "unless", + "despite", + "Neither", + "png", + "Cause", + "Unless", + "Stellen", + "Despite", + "Though", + "ordan", + "onerror" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Than", + "Secondly", + "Secondly", + "secondly", + "com", + "ipynb", + "endswith", + "othesis", + "Asa", + "Certain", + "hour", + "png", + "Issues", + "THAN", + "enzie", + "veis", + "setType", + "ibraries", + "Second", + "Varieties" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Than", + "othesis", + "Secondly", + "Varieties", + "setType", + "Yet", + "Secondly", + "endswith", + "secondly", + "Certain", + "subsection", + "Both", + "Try", + "etera", + "subsubsection", + "ihilation", + "THAN", + "Tumor", + "Judging", + "ived", + "heading", + "Tested", + "ponent", + "enzie", + "startswith", + "estate", + "LETTER" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Secondly", + "heading", + "Secondly", + "loads", + "secondly", + "hs", + "Judging", + "setType", + "arounds", + "etera", + "coup", + "arrow", + "huh", + "gt", + "Between", + "Between", + "Considering", + "igate", + "Yet" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "load", + "kill", + "loads", + "ind", + "subtract", + "extract", + "int", + "excluding", + "Yet", + "under", + "in", + "The", + "abstract", + "end", + "only", + "check", + "choose", + "underline", + "compare", + "when", + "ever", + "antal", + "em", + "how", + "black", + "hint", + "el", + "nt", + "es", + "Such", + "skip", + "eth" + ] + } + ], + "logit_surprising": [ + { + "concept": "fracture", + "score": 19.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "but", + "score": 14.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "than", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "ausge", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "strength", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "longer", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "survives", + "output_checked": true + }, + { + "concept": "been", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "have", + "output_checked": true + }, + { + "concept": "compared", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "more", + "output_checked": true + }, + { + "concept": "specimen", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ched", + "output_checked": true + }, + { + "concept": "failure", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "differ", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "yet", + "output_checked": true + }, + { + "concept": "strain", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "deformation", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "days", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "are", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "steels", + "output_checked": true + }, + { + "concept": "significantly", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "absorbs", + "output_checked": true + }, + { + "concept": "higher", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "much", + "output_checked": true + }, + { + "concept": "Than", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Compared", + "score": 3.0, + "best_rank": 2, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "have", + "output_checked": true + }, + { + "concept": "rele", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "boo", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "widers", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "more", + "output_checked": true + }, + { + "concept": "version", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ched", + "output_checked": true + }, + { + "concept": "collapse", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "densities", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "not", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "pepper", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "fam", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "Alber", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "PSW", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "beat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "Fock", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "pre", + "output_checked": true + }, + { + "concept": "Dump", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "flows", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "not", + "output_checked": true + }, + { + "concept": "dictionaries", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "absorbs", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "times", + "output_checked": true + }, + { + "concept": "lightest", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "convexo", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "grud", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "yet", + "output_checked": true + }, + { + "concept": "olas", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "one", + "output_checked": true + }, + { + "concept": "brus", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "not", + "output_checked": true + }, + { + "concept": "viol", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "ched", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "BAH", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "times", + "output_checked": true + }, + { + "concept": "Spencer", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "Fet", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "dazu", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "survives", + "output_checked": true + }, + { + "concept": "stab", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "steels", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "times", + "output_checked": true + }, + { + "concept": "duke", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "kernel", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "steels", + "output_checked": true + }, + { + "concept": "resistivity", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "outperformed", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Chongqing", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "sintering", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "not", + "output_checked": true + }, + { + "concept": "memiliki", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "Compared", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "separation", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-01__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-notch-resistance-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to unstable flaw extension 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A sharp starter notch blunts as a plastic zone develops, allowing the specimen to carry additional load before rapid extension occurs.", + "prompt_tail": "A sharp starter notch blunts as a plastic zone develops, allowing the specimen to carry additional load before rapid extension occurs.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-notch-resistance-02", + "carrier_id": null, + "target_family": "notch-resistance", + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "exceptions", + "generated_token_ids": [ + 64336 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 8651, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 11853 + }, + { + "label": "crack", + "best_rank": 7378, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 4654 + }, + { + "label": "fracture", + "best_rank": 158, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 2959 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "asion", + "behalf", + "orry", + "ients", + "together", + "hence", + "ogether", + "ilst" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lle", + "alike", + "gonna", + "l", + "d", + "ct", + "ie", + "ii", + "bzw", + "ion", + "ients", + "persons", + "wi", + "zes", + "thereof", + "leness", + "ort", + "ue", + "xd", + "aska", + "lli", + "arie", + "t", + "le", + "ial", + "ited" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "thereof", + "likewise", + "ct", + "mente", + "xd", + "aid", + "d", + "ion", + "ld", + "ii", + "ients", + "ia", + "oraz", + "thru", + "awhile", + "ue", + "ie", + "ial", + "persons", + "gonna", + "bout", + "sowie", + "junto", + "bzw", + "furthermore", + "efectu" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "herein", + "pursuant", + "thereafter", + "util", + "toward", + "aken", + "alike", + "heretofore", + "amente", + "thereof", + "hereafter", + "wherein", + "enos", + "sequent", + "denominada", + "wherein", + "empl", + "presently", + "yses", + "dicha", + "psis", + "ably", + "pertaining" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "toward", + "wherein", + "alike", + "util", + "ensuing", + "heretofore", + "herein", + "ided", + "ably", + "aken", + "pursuant", + "resultant", + "efectu", + "thereof", + "Util", + "edly", + "enos", + "bzw", + "ened", + "thereafter", + "wherein", + "ially", + "aneous", + "utilizing", + "atop" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "utilizing", + "wherein", + "subsequently", + "utilized", + "util", + "Util", + "notably", + "Additionally", + "purportedly", + "utilizes", + "primarily", + "comprised", + "employing", + "wherein", + "Utilizing", + "concomit", + "possesses", + "Upon", + "aken", + "attempting", + "aided", + "UTIL", + "upon", + "pursuant", + "whereupon", + "primarily", + "Furthermore", + "Notably" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "subsequently", + "thereafter", + "subsequent", + "utilizing", + "employing", + "necessitating", + "aided", + "thence", + "whereupon", + "concomit", + "further", + "thereby", + "ensuing", + "protracted", + "markedly", + "notably", + "util", + "toward", + "utilized", + "concurrently", + "concomitant", + "proximate", + "Subsequently", + "bolstered", + "wherein", + "Subsequently", + "therefrom", + "later", + "burgeoning", + "thereto" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "whilst", + "furthermore", + "thereof", + "whereupon", + "wherein", + "subsequently", + "thence", + "thereafter", + "commencing", + "therefrom", + "concomit", + "thereto", + "necessitating", + "further", + "thus", + "Furthermore", + "commenced", + "annum", + "notwithstanding", + "Whilst", + "concomitant", + "upon", + "likewise", + "resultant", + "employing", + "Upon", + "presently", + "markedly", + "henceforth", + "latter", + "notable" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "necessitating", + "subsequently", + "concomit", + "utilizing", + "concomitant", + "whereupon", + "further", + "thereby", + "resultant", + "proximate", + "subsequent", + "employing", + "requisite", + "burgeoning", + "latter", + "Furthermore", + "cessation", + "markedly", + "Subsequently", + "bolstering", + "utilized", + "thereafter", + "impetus", + "necessitate", + "terminus", + "resistive", + "protracted", + "necessitates", + "facilitated", + "nascent", + "distal" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "ductile", + "resistive", + "stabilized", + "viscoelastic", + "stabilization", + "tensile", + "stabilizing", + "sustained", + "engineered", + "egress", + "bolstering", + "structurally", + "protracted", + "fracturing", + "subsequent", + "proximate", + "characteristic", + "enhanced", + "buoy", + "markedly", + "structural", + "utilizing", + "heightened", + "salient", + "curvil", + "increased", + "accelerated", + "accelerating", + "Stabil", + "Stabilization", + "robust" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "stabilized", + "stabilization", + "stabilizing", + "ductile", + "enhanced", + "slowing", + "increased", + "sustained", + "advantageous", + "structurally", + "structural", + "accelerated", + "heightened", + "transitioning", + "resistive", + "accelerating", + "protracted", + "fracturing", + "optimized", + "analogous", + "maneuver", + "stabilize", + "destabil", + "stabil", + "subsequent", + "tensile", + "transitional", + "deceler", + "viscoelastic", + "bolstering", + "increasing" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "stabilization", + "stabilizing", + "stabilized", + "Stabilization", + "stability", + "stabilize", + "stabil", + "increasing", + "gradual", + "slowing", + "delaying", + "Stabil", + "buffering", + "stabil", + "experiencing", + "instability", + "plasticity", + "initiating", + "destabil", + "metastable", + "developing", + "experimentation", + "sustaining", + "stabilisation", + "stabilizes", + "transition", + "prolong", + "Stabil", + "transitioning", + "ductile", + "ductility" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "gradual", + "stabilization", + "stabilizing", + "transitional", + "gradually", + "stabilized", + "Stabilization", + "beneficial", + "slowing", + "stabilize", + "stabil", + "Stabil", + "buffering", + "stabilizes", + "heterozyg", + "metastable", + "buffered", + "stabil", + "transitioning", + "delaying", + "Zwischen", + "benevolent", + "cushioning", + "fortuit", + "aminar", + "transition", + "sustain" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "gradual", + "stabilizing", + "stabilization", + "transitional", + "stabilized", + "metastable", + "buffered", + "Stabil", + "stabilisation", + "buffering", + "Stabilization", + "stabilise", + "beneficial", + "stabilize", + "stabil", + "Initially", + "cushioning", + "gradually", + "mitigating", + "benefiting", + "delaying", + "Zwischen" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "whereas", + "Furthermore", + "Meanwhile", + "Consequently", + "meanwhile", + "Eventually", + "Ultimately", + "whereupon", + "Conversely", + "whilst", + "ultimately", + "Furthermore", + "Conversely", + "Also", + "simultaneously", + "subsequently", + "likewise", + "Secondly", + "Eventually", + "although", + "During", + "thereby", + "wherein", + "Later", + "consequently", + "whereby", + "demonstrating", + "Likewise", + "showcasing", + "Subsequently", + "Suddenly" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Meanwhile", + "Also", + "Furthermore", + "furthermore", + "meanwhile", + "Conversely", + "Ultimately", + "Then", + "whereas", + "Similarly", + "Consequently", + "Likewise", + "Eventually", + "Simultaneously", + "Furthermore", + "Similarly", + "Secondly", + "Conversely", + "During", + "Also", + "Later", + "Meanwhile", + "Recently", + "likewise", + "Certainly", + "Subsequently", + "Eventually", + "Afterwards", + "Consequently", + "Because", + "Finally", + "Again" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Similarly", + "furthermore", + "Also", + "Furthermore", + "Meanwhile", + "Similarly", + "meanwhile", + "Likewise", + "Conversely", + "conversely", + "likewise", + "Conversely", + "Simultaneously", + "Then", + "whereas", + "similarly", + "Secondly", + "Equally", + "Consequently", + "Furthermore", + "Also", + "Again", + "Ultimately", + "Subsequently", + "Afterwards", + "This", + "else", + "However", + "During", + "simultaneously", + "accordingly", + "Meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "conversely", + "Similarly", + "Meanwhile", + "Similarly", + "Likewise", + "likewise", + "Equally", + "whereas", + "Simultaneously", + "accordingly", + "similarly", + "Conversely", + "During", + "Secondly", + "secondly", + "Conversely", + "however", + "consequently", + "However", + "Furthermore", + "simultaneously", + "tandis", + "Alongside", + "Meanwhile", + "Along", + "this", + "They" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Meanwhile", + "conversely", + "meanwhile", + "Similarly", + "Yet", + "Yet", + "Likewise", + "mdash", + "Conversely", + "Conversely", + "Lately", + "Equally", + "Its", + "Recently", + "whereas", + "mselves", + "Rather", + "Its", + "Unless", + "lately", + "Similarly", + "Contrast", + "Simultaneously", + "likewise", + "Likewise", + "tandis", + "Certainly", + "Meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Lately", + "Recently", + "Similarly", + "Recent", + "Likewise", + "Conversely", + "meanwhile", + "conversely", + "Its", + "mselves", + "whereas", + "Consequently", + "Unless", + "Nevertheless", + "Along", + "lately", + "Moreover", + "Tonight", + "Contrast", + "Conversely", + "Its", + "nThe", + "Shouldn", + "Their", + "Yet", + "Unlike", + "Nonetheless", + "mdash", + "Simultaneously" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Meanwhile", + "Lately", + "Recently", + "Recent", + "Similarly", + "Likewise", + "Conversely", + "lately", + "conversely", + "Unless", + "Hopefully", + "Its", + "meanwhile", + "This", + "nThe", + "Yet", + "Consequently", + "Tonight", + "Regardless", + "Its", + "Nevertheless", + "Their", + "Moreover", + "Welcome", + "Along", + "Nonetheless", + "furthermore", + "Conversely", + "During", + "Unless", + "Simultaneously" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Likewise", + "Meanwhile", + "Alternatively", + "Welcome", + "Similarly", + "Recently", + "Secondly", + "Though", + "Unless", + "Conversely", + "Equally", + "Simultaneously", + "Needless", + "This", + "Threats", + "They", + "Otherwise", + "conversely", + "Moreover", + "Yet", + "furthermore", + "Exceptions", + "Conversely", + "LessThan", + "Consequently", + "Needs", + "Lately", + "Observe", + "alternatively", + "Dabei" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "Exceptions", + "Similarly", + "exceptions", + "Backspace", + "meanwhile", + "Secondly", + "Meanwhile", + "Similarly", + "Likewise", + "Welcome", + "exceptions", + "UMENT", + "Another", + "Otherwise", + "pyplot", + "WITH", + "Yet", + "Secondly", + "THAN", + "Exceptions" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "Similarly", + "Backspace", + "Thank", + "Exceptions", + "THAN", + "UMENT", + "Welcome", + "WITH", + "Makeup", + "aints", + "Cancell", + "ument", + "Here", + "Another", + "meanwhile", + "Repeat", + "Handball", + "Keyword", + "Wanna", + "exceptions", + "Meanwhile", + "Similarly", + "othesis", + "alternatively", + "Please" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Meanwhile", + "UMENT", + "OfThe", + "Thank", + "Welcome", + "exceptions", + "Arguments", + "Dont", + "Otherwise", + "TYPES", + "Unt", + "Arguments", + "Exceptions", + "Keyword", + "Dont", + "Similarly", + "Please", + "Considering", + "Anatomy", + "Applications", + "stens", + "Panjang", + "Unde" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "exceptions", + "plastic", + "The", + "when", + "exception", + "bullet", + "fit", + "length", + "Of", + "empty", + "fail", + "of", + "union", + "end", + "push", + "unit", + "This", + "meet", + "The", + "catch", + "undefined", + "This", + "allow", + "kill", + "guess", + "event", + "blank", + "keyword", + "A", + "except", + "hyper" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 217465, + 232023, + 249396, + 261490, + 261171, + 261254, + 258288, + 261704, + 228264, + 43255, + 23590, + 8652, + 131532, + 55317, + 196401, + 186471, + 124618, + 91834, + 105289, + 95664, + 53672, + 77179, + 195333, + 149970, + 124307, + 75003 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 89060, + 165067, + 212668, + 199059, + 151362, + 129064, + 90236, + 87686, + 19584, + 9143, + 7379, + 31143, + 56411, + 91306, + 96503, + 70115, + 106106, + 82444, + 97773, + 67802, + 96202, + 60823, + 26271, + 17046, + 27678, + 28366 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 186180, + 222123, + 191453, + 135376, + 124424, + 84169, + 13467, + 33942, + 575, + 214, + 159, + 352, + 3983, + 4913, + 82518, + 77582, + 86317, + 67333, + 74745, + 14641, + 13074, + 18918, + 58806, + 26778, + 22923, + 3423 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 135268, + 60566, + 99292, + 11854, + 102125, + 37992, + 39351, + 70720, + 35051, + 99741, + 60629, + 43548, + 170268, + 156392 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 235066, + 224856, + 32187, + 57517, + 164722, + 62056, + 132052, + 35777, + 109209, + 155816, + 151264, + 41287, + 8901, + 4655 + ] + }, + { + "label": "fracture", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 110950, + 220195, + 214759, + 226858, + 119018, + 147135, + 196907, + 151282, + 17884, + 2960, + 8237, + 3116, + 11815, + 3014 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "further", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "allowing", + "output_checked": true + }, + { + "concept": "gradually", + "score": 8.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "as", + "output_checked": true + }, + { + "concept": "helps", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "began", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "bl", + "output_checked": true + }, + { + "concept": "because", + "score": 7.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "failure", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "softening", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "unts", + "output_checked": true + }, + { + "concept": "cutter", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "bl", + "output_checked": true + }, + { + "concept": "tensile", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "eventual", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "gradual", + "score": 4.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "becoming", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "before", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "smoother", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "indicating", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "protruding", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "deformation", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "incipient", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "endurance", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "whilst", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "as", + "output_checked": true + }, + { + "concept": "whereas", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ",", + "output_checked": true + }, + { + "concept": "alongside", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "beneath", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "knife", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "blade", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "bl", + "output_checked": true + }, + { + "concept": "around", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "along", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "occurs", + "output_checked": true + }, + { + "concept": "sharper", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "metastable", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "resistive", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "capacity", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "laboratory", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "stabilization", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sharpen", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "occurs", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "unts", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ",", + "output_checked": true + }, + { + "concept": "controversy", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "easier", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "until", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "load", + "output_checked": true + }, + { + "concept": "emerges", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "more", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "weight", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "slider", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "slipping", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "grows", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "pistol", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "starter", + "output_checked": true + }, + { + "concept": "dull", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "deform", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "thereafter", + "score": 2.0, + "best_rank": 2, + "best_depth": 75.6, + "near_token": "occurs", + "output_checked": true + }, + { + "concept": "skirm", + "score": 2.0, + "best_rank": 7, + "best_depth": 56.1, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "when", + "score": 2.0, + "best_rank": 8, + "best_depth": 68.3, + "near_token": "occurs", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "grit", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "bl", + "output_checked": true + }, + { + "concept": "battered", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "nascent", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "stabilizing", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "permeability", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "allowing", + "output_checked": true + }, + { + "concept": "sustained", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "before", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "Kwa", + "quantos", + "wand", + "undos", + "anque", + "maneiras", + "diagonal", + "ervan", + "punkte", + "discrim", + "untary" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gr", + "tons", + "Beg", + "trem", + "lev", + "prof", + "wedge", + "Cann", + "rid", + "Proc", + "Tons", + "grac", + "dim", + "mamy", + "Mannes", + "rock", + "ebo", + "Flam", + "opat" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "tons", + "gr", + "Beg", + "prof", + "trem", + "wedge", + "acid", + "blot", + "rock", + "stir", + "reu", + "dim", + "tun", + "lev", + "Tons", + "grac", + "ebo", + "Dru", + "begr", + "Flam", + "Mani", + "Pres" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Reis", + "olyte", + "ilj", + "tun", + "Sod", + "liq", + "alk", + "champ", + "intr", + "glob", + "ohn", + "reu", + "brink", + "ums", + "essional", + "ilg", + "strip", + "Sav", + "Sob" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "ago", + "dim", + "glob", + "ilj", + "grac", + "brink", + "olyte", + "essional", + "Lys", + "Mani", + "dip", + "tons", + "tfrac", + "champ", + "fam", + "ohn", + "intr", + "dre", + "Pell" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "ae", + "ORS", + "VERE", + "rem", + "ual", + "Su", + "susp", + "sag", + "yn", + "ors", + "oben", + "sning", + "side", + "orel", + "det", + "sag", + "WOR", + "illing", + "Sed", + "Vo" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "tools", + "rem", + "sol", + "terj", + "Werk", + "s", + "Er", + "bro", + "seq", + "kick", + "lim", + "remen", + "duct", + "tool", + "tail", + "HI", + "nop", + "ual" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "rem", + "tool", + "tail", + "HI", + "lives", + "sol", + "dal", + "kick", + "linear", + "bro", + "seq", + "record", + "das", + "Werk", + "Werk", + "demos" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "rem", + "side", + "sol", + "linear", + "record", + "HI", + "simple", + "kick", + "blank", + "nop", + "select", + "tail", + "NRC", + "tools", + "dal", + "Select", + "don", + "terj", + "NRC" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "subject", + "Select", + "fetch", + "ettle", + "switch", + "pur", + "lives", + "OOSE", + "common", + "select", + "Green", + "idyl", + "calls", + "CIP", + "ae", + "did", + "discussed", + "Movie", + "talk", + "dynamic", + "Greens", + "ansive" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "isselle", + "sekal", + "diet", + "Meals", + "Einf", + "linear", + "meals", + "switch", + "dietary", + "ettle", + "actor", + "listener", + "traits", + "MOVIE", + "fetch", + "Eds", + "greeting", + "movies", + "usel", + "SWITCH", + "ractors", + "aceut" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "odora", + "step", + "eal", + "step", + "rel", + "gods", + "Rechnung", + "course", + "STE", + "Gods", + "occas", + "hauser", + "utada", + "cruciate", + "rass", + "oyant", + "riline", + "rion", + "wheel", + "dia", + "ligen", + "TableRow", + "sacc" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "restart", + "kulit", + "gelegen", + "iyat", + "delicacy", + "abilecek", + "Critics", + "grudge", + "reheat", + "eyelid", + "isticated", + "despert", + "replay", + "adio", + "restarting", + "cyclopent" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "grud", + "ogado", + "deka", + "grudge", + "hrte", + "viol", + "ayet", + "gor", + "kund", + "jogar", + "brar", + "brus", + "rotz" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "prong", + "aisl", + "lus", + "ausge", + "logical", + "Jahres", + "poste", + "logique", + "stance", + "logical", + "smith", + "eci", + "Poly", + "ularity", + "SPC", + "dabei" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "tti", + "sped", + "welt", + "Stein", + "afect", + "ospel", + "edged", + "osp", + "oing", + "casilla", + "altung", + "idium", + "spf", + "idic", + "tier", + "whip", + "wir", + "agog", + "opf", + "kaj", + "laag", + "eci", + "halk", + "sta", + "invis", + "minor", + "ectors" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "parent", + "STRUCT", + "opf", + "adn", + "penj", + "spf", + "ilm", + "kernel", + "whor" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "simultaneously", + "unders", + "pone", + "salt", + "seasoning", + "Simultaneously", + "radios", + "analog", + "auquel", + "similarly", + "horizontally", + "spatially", + "fertil", + "andet", + "autrement", + "sprawl", + "reet", + "simultaneous", + "Otherwise" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Similarly", + "alike", + "similarly", + "Likewise", + "Simultaneously", + "Likewise", + "Equally", + "ensues", + "manifests", + "Meanwhile", + "likewise", + "analogous", + "abstraction", + "concludes", + "manifestations", + "flows", + "similar", + "simultaneously", + "pleasures", + "abstract", + "illustrates", + "retr", + "unfolding", + "refus", + "restarts", + "analog" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Similarly", + "Similarly", + "Simultaneously", + "Likewise", + "Meanwhile", + "meanwhile", + "Consequently", + "correspondingly", + "simultaneously", + "Consequently", + "Other", + "Explain", + "Moreover", + "Symptoms", + "Equally", + "Other", + "consecutively", + "Compared", + "accordingly", + "similarly", + "Meanwhile", + "Subsequently", + "Along", + "Likewise", + "Unlike", + "Recently", + "likewise", + "Conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Similarly", + "Similarly", + "Likewise", + "Meanwhile", + "Simultaneously", + "Consequently", + "similarly", + "Consequently", + "Equally", + "Symptoms", + "Likewise", + "Conversely", + "correspondingly", + "simultaneously", + "Explain", + "Unlike", + "Recently", + "meanwhile", + "Other", + "Along", + "Bunun", + "likewise", + "Similar", + "Furthermore", + "ERG", + "Meanwhile", + "Yours", + "conversely", + "Moreover" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Similarly", + "Similarly", + "Likewise", + "Simultaneously", + "Furthermore", + "Unlike", + "Consequently", + "Otherwise", + "correspondingly", + "Conversely", + "similarly", + "Alternatively", + "alternatively", + "Consequently", + "conversely", + "furthermore", + "Meanwhile", + "Recently", + "Equally", + "Similar", + "Repeat", + "Alternate", + "Likewise", + "Additionally", + "simultaneously", + "Additionally", + "Symptoms" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Similarly", + "Similarly", + "similarly", + "Details", + "Detail", + "Simultaneously", + "Meanwhile", + "conversely", + "Otherwise", + "Likewise", + "Secondly", + "Otherwise", + "Detail", + "simultaneously", + "Errors", + "imiter", + "Unlike", + "Secondly", + "correspondingly", + "alternatively", + "Subs", + "Details", + "EndDate" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Similarly", + "similarly", + "Similarly", + "Meanwhile", + "This", + "conversely", + "Secondly", + "aints", + "simultaneously", + "Simultaneously", + "END", + "Otherwise", + "Meanwhile", + "Likewise", + "Detail", + "Model", + "end", + "Repeat", + "EndDate", + "Details", + "Secondly", + "Silent", + "Detail" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Similarly", + "similarly", + "Similarly", + "aints", + "This", + "UNT", + "Meanwhile", + "Simulation", + "Secondly", + "entially", + "Indicator", + "IGATION", + "Secondly", + "Until", + "imiter", + "correspondingly", + "Indicators", + "ENDING", + "Details", + "Simulation", + "Simultaneously", + "ately", + "unt", + "simultaneously", + "END" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "end", + "The", + "plastic", + "This", + "A", + "allow", + "union", + "Similarly", + "Plastic", + "ension", + "alive", + "exceptions", + "ended", + "undefined", + "Let", + "Such", + "Simulation", + "It", + "applied", + "For", + "board", + "If", + "ending", + "ula", + "unt", + "paste", + "punct", + "ont", + "plastic", + "Alternatively", + "His", + "allowed" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "fracture", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "crack", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "allowing", + "output_checked": true + }, + { + "concept": "prong", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "strain", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "helps", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "grud", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "failure", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "punt", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "starter", + "output_checked": true + }, + { + "concept": "grows", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "sharpness", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "blade", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "pistol", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "starter", + "output_checked": true + }, + { + "concept": "around", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "indicating", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "dieu", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "rele", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "afect", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "smoothly", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "beginners", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "unts", + "output_checked": true + }, + { + "concept": "emerges", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "beneath", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "further", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "deform", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "grinding", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "as", + "output_checked": true + }, + { + "concept": "slip", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "to", + "output_checked": true + }, + { + "concept": "along", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "occurs", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "knife", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "shavings", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "as", + "output_checked": true + }, + { + "concept": "dull", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "thereafter", + "score": 2.0, + "best_rank": 2, + "best_depth": 78.0, + "near_token": "occurs", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "kuri", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "starter", + "output_checked": true + }, + { + "concept": "flakes", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "feather", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "dip", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "load", + "output_checked": true + }, + { + "concept": "golfer", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "as", + "output_checked": true + }, + { + "concept": "milion", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "selain", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "logique", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "bhar", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "softened", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "as", + "output_checked": true + }, + { + "concept": "kemudian", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "espresso", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "inspires", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "starter", + "output_checked": true + }, + { + "concept": "Enabled", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "overlay", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "nearby", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "until", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "load", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "misconception", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "began", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "starter", + "output_checked": true + }, + { + "concept": "atop", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "bl", + "output_checked": true + }, + { + "concept": "fingers", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "as", + "output_checked": true + }, + { + "concept": "steadily", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "slider", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "thus", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "latter", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "undergo", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "to", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-02__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-notch-resistance-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to unstable flaw extension 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A compact-tension sample requires substantial work to advance its sharp flaw. Instability begins only at an unusually large stress-intensity value.", + "prompt_tail": "A compact-tension sample requires substantial work to advance its sharp flaw. Instability begins only at an unusually large stress-intensity value.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-notch-resistance-03", + "carrier_id": null, + "target_family": "notch-resistance", + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 688, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2102 + }, + { + "label": "crack", + "best_rank": 179, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 512 + }, + { + "label": "fracture", + "best_rank": 511, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 177 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "orry", + "ients", + "behalf", + "together", + "asion", + "asons", + "ogether", + "ilst", + "ials" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "persons", + "lle", + "ients", + "alike", + "d", + "ii", + "zia", + "zes", + "eness", + "dia", + "zis", + "ort", + "ie", + "persons", + "nti", + "lly", + "ion", + "ids", + "thing", + "ilities", + "orie", + "etc", + "oides", + "eded", + "yses", + "l" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "persons", + "lle", + "alike", + "dia", + "xd", + "leness", + "nti", + "sebagainya", + "mente", + "basically", + "dz", + "oides", + "ids", + "etc", + "zia", + "oris", + "enal", + "ii", + "SD", + "orie", + "eness", + "aid" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "persons", + "thereto", + "maupun", + "automobile", + "herein", + "cedures", + "sebagainya", + "thereof", + "pursuant", + "thereon", + "yses", + "herewith", + "Persons", + "Miscellaneous", + "denominada", + "subdirectory", + "sic", + "therefrom", + "denominado", + "automobile", + "therein" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "maupun", + "thereto", + "persons", + "inasmuch", + "edly", + "solamente", + "sic", + "whereupon", + "thereof", + "wherein", + "herein", + "pursuant", + "forthwith", + "thereon", + "thence", + "heretofore", + "vorhanden", + "stuffs", + "efectu", + "herewith", + "ertain", + "arters", + "presently" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "furthermore", + "persons", + "Furthermore", + "although", + "Concerning", + "which", + "wherein", + "Moreover", + "Furthermore", + "although", + "thereto", + "whereupon", + "According", + "according", + "therefore", + "Also", + "Although", + "concerning", + "edly", + "Characteristics", + "characteristics", + "Nevertheless", + "whereby", + "also", + "alike" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "According", + "furthermore", + "according", + "therefore", + "whereupon", + "edly", + "although", + "shortly", + "although", + "thereto", + "According", + "whereas", + "gonna", + "spite", + "leness", + "soon", + "concerning", + "namely", + "dioxide", + "alike", + "nevertheless", + "UIT", + "asar", + "Concerning", + "that", + "cause", + "everybody", + "afterwards" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "alike", + "Moreover", + "whereas", + "thereto", + "whereupon", + "Furthermore", + "Furthermore", + "Moreover", + "altogether", + "nevertheless", + "moreover", + "Concerning", + "therefore", + "persons", + "edly", + "annum", + "thereby", + "presently", + "hitherto", + "beginning", + "Nevertheless", + "scarcely", + "leness", + "itherto", + "secondly", + "inasmuch" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "furthermore", + "Furthermore", + "Moreover", + "Furthermore", + "whereupon", + "merely", + "Moreover", + "annum", + "hitherto", + "Concerning", + "itherto", + "examination", + "arithmic", + "rous", + "moreover", + "beginning", + "aneous", + "considerable", + "peculiar", + "acial", + "considerably", + "onset", + "necessitating", + "detection", + "requiring", + "begun", + "altogether", + "scarcely", + "occur", + "lation", + "although" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "threshold", + "merely", + "Threshold", + "incipient", + "threshold", + "protracted", + "observation", + "Threshold", + "peculiar", + "whereupon", + "onset", + "hitherto", + "failure", + "qualitatively", + "itherto", + "psilon", + "scarcely", + "THRESHOLD", + "perceptible", + "experimental", + "detection", + "preliminary", + "prolonged", + "Onset", + "beginning", + "test", + "observed", + "testing", + "trigger" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "threshold", + "threshold", + "Threshold", + "Threshold", + "merely", + "THRESHOLD", + "thresholds", + "incipient", + "peculiar", + "protracted", + "metastability", + "failure", + "precautionary", + "abnormally", + "testing", + "prolonged", + "Failure", + "slightest", + "metastable", + "test", + "Onset", + "detection", + "preliminary", + "onset", + "sufficiently", + "Preliminary", + "criterion", + "anomal" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "threshold", + "threshold", + "testing", + "Threshold", + "test", + "detection", + "Threshold", + "precautionary", + "abnormally", + "criticality", + "detection", + "thresholds", + "tested", + "complacency", + "metastability", + "testing", + "abnormal", + "prolonged", + "test", + "tests", + "failure", + "tested", + "THRESHOLD", + "stability", + "Testing", + "Failure", + "triggering", + "severity" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "negligible", + "complacency", + "merely", + "unlike", + "insignificant", + "abnormally", + "inactivity", + "only", + "failure", + "threshold", + "scarcely", + "infrequent", + "peacetime", + "abnormal", + "precautionary", + "infrequently", + "compared", + "lack", + "sufficient", + "fail", + "rarity", + "complacent", + "quiescent", + "metastability", + "rare", + "neither", + "conventional", + "sufficiently", + "hardly" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "negligible", + "scarcely", + "complacency", + "hardly", + "insignificant", + "infrequent", + "only", + "neither", + "merely", + "rarely", + "unlike", + "undetectable", + "infrequently", + "peacetime", + "seldom", + "rare", + "Unlike", + "rarity", + "undisturbed", + "Rare", + "complacent", + "unscathed", + "Hardly", + "minimal", + "barely", + "indifference", + "inactivity", + "conservatism" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Consequently", + "Ultimately", + "Ultimately", + "consequently", + "disappointing", + "Owing", + "whereas", + "necessity", + "whence", + "thankfully", + "rather", + "quite", + "significantly", + "Furthermore", + "neither", + "ultimately", + "undoubtedly", + "notwithstanding", + "necessitating", + "considerably", + "reportedly", + "demonstrating", + "testament", + "furthermore", + "fortunately", + "predicated", + "whereupon", + "therefore", + "considerable", + "indicative", + "frankly" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "Consequently", + "Furthermore", + "furthermore", + "likewise", + "Conversely", + "Similarly", + "Meanwhile", + "Similarly", + "Likewise", + "Conversely", + "considerations", + "Certainly", + "Ultimately", + "Ultimately", + "Considerations", + "Moreover", + "Frequently", + "Likewise", + "Owing", + "Moreover", + "similarly", + "Subsequently", + "further", + "circumstances", + "whereas", + "Because", + "Further", + "Again", + "Yet", + "Suppose" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Conversely", + "Conversely", + "conversely", + "whereas", + "Furthermore", + "Similarly", + "similarly", + "likewise", + "Similarly", + "furthermore", + "Meanwhile", + "Consequently", + "Furthermore", + "meanwhile", + "Likewise", + "Consequently", + "Whereas", + "alternatively", + "contrasts", + "correspondingly", + "Moreover", + "Again", + "unlike", + "Whereas", + "Likewise", + "whereas", + "other", + "else", + "equally", + "elsewhere", + "consequently", + "Unlike" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "conversely", + "meanwhile", + "Furthermore", + "whereas", + "Similarly", + "Meanwhile", + "likewise", + "Conversely", + "therefore", + "Consequently", + "consequently", + "Similarly", + "Conversely", + "other", + "Therefore", + "Other", + "During", + "accordingly", + "similarly", + "Furthermore", + "Likewise", + "Consequently", + "Equally", + "comparative", + "Compared", + "secondly", + "Compared", + "Other", + "elsewhere", + "comparisons", + "Traditional" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "Unlike", + "conversely", + "Unlike", + "Consequently", + "Meanwhile", + "Consequently", + "accordingly", + "Conversely", + "therefore", + "Therefore", + "Similarly", + "Therefore", + "Meanwhile", + "consequently", + "furthermore", + "whereas", + "Similarly", + "Other", + "Instead", + "Conversely", + "Unless", + "Initially", + "Rather", + "similarly", + "Compared", + "Initially", + "Compared" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "conversely", + "Consequently", + "Conversely", + "consequently", + "meanwhile", + "Meanwhile", + "Therefore", + "Conversely", + "furthermore", + "therefore", + "whereas", + "accordingly", + "Hence", + "Therefore", + "Similarly", + "Meanwhile", + "Compared", + "Unless", + "Whereas", + "Unlike", + "Unlike", + "Hence", + "Subsequently", + "nThe", + "Until", + "Recently", + "Whereas" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "conversely", + "Consequently", + "Therefore", + "Conversely", + "meanwhile", + "consequently", + "Conversely", + "therefore", + "Meanwhile", + "Until", + "Hence", + "Unless", + "Therefore", + "Recently", + "Initially", + "accordingly", + "Meanwhile", + "furthermore", + "Initially", + "nThe", + "Unlike", + "Previously", + "Similarly", + "Compared", + "Unless", + "Unlike", + "Hence" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "conversely", + "Consequently", + "Conversely", + "Conversely", + "Hence", + "Consequently", + "Furthermore", + "Therefore", + "furthermore", + "meanwhile", + "Historically", + "Meanwhile", + "Until", + "Similarly", + "consequently", + "However", + "Likewise", + "Unlike", + "Traditionally", + "Unless", + "Failure", + "alternatively", + "Researchers", + "Recently", + "Unless", + "Thus", + "Alternatively", + "Scar", + "Despite", + "Material" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "conversely", + "Conversely", + "Conversely", + "Meanwhile", + "meanwhile", + "Consequently", + "Therefore", + "However", + "Failure", + "Consequently", + "Similarly", + "Unless", + "Researchers", + "Meanwhile", + "Alternatively", + "Researchers", + "Hence", + "Recently", + "Furthermore", + "Unless", + "furthermore" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "conversely", + "Conversely", + "Conversely", + "Consequently", + "Meanwhile", + "Similarly", + "Therefore", + "Researchers", + "Consequently", + "meanwhile", + "However", + "Failure", + "Unless", + "Unless", + "Historically", + "Theoretically", + "Furthermore", + "Researchers", + "Once", + "Recently", + "Meanwhile", + "Secondly", + "ingly", + "researchers", + "furthermore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Conversely", + "Consequently", + "Researchers", + "conversely", + "Similarly", + "Conversely", + "Therefore", + "Researchers", + "Consequently", + "Until", + "Considering", + "Once", + "Unlike", + "Meanwhile", + "Until", + "Initially", + "ittle", + "ingly", + "Furthermore", + "Significant", + "Unless", + "Secondly", + "Historically", + "Traditionally", + "Theoretically", + "However", + "Once", + "Yet", + "Recently" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "For", + "A", + "This", + "To", + "In", + "Material", + "Small", + "Compact", + "Furthermore", + "Conversely", + "However", + "Inst", + "Once", + "Failure", + "High", + "If", + "Materials", + "Increasing", + "Initial", + "When", + "Consequently", + "An", + "Stable", + "More", + "Such", + "Moreover", + "Linear", + "Sharp", + "Conventional", + "Therefore", + "Advanced" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 221662, + 200050, + 173176, + 251410, + 255281, + 248047, + 173702, + 258451, + 227323, + 65161, + 8234, + 689, + 4592, + 3200, + 73079, + 87841, + 29547, + 77458, + 76455, + 40025, + 16439, + 4935, + 4449, + 3962, + 4169, + 7676 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 82654, + 151622, + 187374, + 152524, + 133959, + 91833, + 35041, + 78918, + 6276, + 1885, + 2050, + 7799, + 35739, + 73637, + 61389, + 108431, + 113605, + 56561, + 48094, + 26856, + 20312, + 540, + 306, + 180, + 633, + 167 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 206860, + 218008, + 197313, + 227516, + 214805, + 184240, + 50249, + 121450, + 41561, + 3445, + 3147, + 5359, + 4766, + 12585, + 38982, + 76559, + 81101, + 49025, + 64501, + 5561, + 1863, + 547, + 635, + 512, + 1648, + 67 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 91756, + 90381, + 201544, + 50635, + 194643, + 68577, + 85242, + 52669, + 85103, + 4549, + 2103, + 3548, + 22708, + 26169 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 238947, + 146941, + 101326, + 105160, + 100788, + 101934, + 167306, + 40541, + 9348, + 3181, + 2837, + 526, + 513, + 710 + ] + }, + { + "label": "fracture", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 136909, + 125833, + 171241, + 222820, + 52955, + 74994, + 173198, + 127957, + 11461, + 203, + 289, + 178, + 436, + 393 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 29.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "when", + "score": 18.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "threshold", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "at", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "careful", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Inst", + "output_checked": true + }, + { + "concept": "conversely", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Inst", + "output_checked": true + }, + { + "concept": "research", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "several", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "capabilities", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "specimen", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "labor", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "work", + "output_checked": true + }, + { + "concept": "painstaking", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "necessity", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "whereas", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "achieve", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "considerable", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "very", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "computational", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "concentration", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "peculiar", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "unusually", + "output_checked": true + }, + { + "concept": "pressure", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "weaponry", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "dataset", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "for", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "work", + "output_checked": true + }, + { + "concept": "compared", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "value", + "output_checked": true + }, + { + "concept": "arises", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "factor", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "intensity", + "output_checked": true + }, + { + "concept": "expenditure", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "tensile", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "protracted", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Inst", + "output_checked": true + }, + { + "concept": "destabil", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "cavitation", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "intensity", + "output_checked": true + }, + { + "concept": "equilibria", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "undertakings", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "progress", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "discontinuity", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "negligible", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "significant", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "unusually", + "output_checked": true + }, + { + "concept": "while", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "higher", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "unusually", + "output_checked": true + }, + { + "concept": "distance", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "large", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "hypersurface", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "beyond", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "occurs", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "Hilbert", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "preparation", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "work", + "output_checked": true + }, + { + "concept": "edge", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "fabricate", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "ahead", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "critical", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "an", + "output_checked": true + }, + { + "concept": "crack", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "large", + "output_checked": true + }, + { + "concept": "territory", + "score": 2.0, + "best_rank": 5, + "best_depth": 56.1, + "near_token": "large", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "geometry", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "optimized", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "protruding", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "fracture", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "maneuver", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "punkte", + "nada", + "ynitrite", + "quantos", + "ervan", + "undos", + "Kwa", + "wand", + "trump", + "NORE", + "Hail" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "opat", + "rid", + "Mannes", + "Sob", + "grac", + "lev", + "stir", + "pres", + "tons", + "Cole", + "Cann", + "prof", + "reu", + "Gay", + "Pres", + "Blanch", + "Doyle", + "Sen", + "Cron" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "opat", + "rid", + "Cann", + "byt", + "prof", + "essional", + "grac", + "Auff", + "lapangan", + "lev", + "Pres", + "stir", + "stor", + "ott", + "rock", + "ago", + "Sen", + "Lang", + "ocy", + "hus" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "essional", + "reu", + "champ", + "ago", + "ilj", + "Reis", + "Eing", + "Cann", + "Champ", + "Sen", + "chap", + "tfrac", + "Sure", + "chal", + "grac", + "jean", + "chap", + "onn", + "Pres", + "Hus" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "Cann", + "grac", + "chap", + "ilj", + "ago", + "ingt", + "Beet", + "dim", + "essional", + "glob", + "hus", + "myst", + "Hus", + "chap", + "opat" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Vo", + "Su", + "ilers", + "su", + "side", + "olare", + "oben", + "rem", + "hely", + "idence", + "Vo", + "Kranken", + "yn", + "sn", + "VERE", + "ual", + "atus", + "rekken", + "wyst", + "Su", + "ORS", + "ELD", + "Zy" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "bro", + "sol", + "tools", + "trading", + "HI", + "s", + "Green", + "kick", + "th", + "tool", + "don", + "Er", + "ORS", + "demos", + "tz", + "illing", + "sed" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "trading", + "sol", + "tool", + "Select", + "select", + "simple", + "kick", + "demos", + "HI", + "turbo", + "ORS", + "nas", + "chal", + "rem", + "seq", + "das", + "lives", + "atus", + "Green" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "select", + "trading", + "tools", + "Select", + "chal", + "tool", + "lives", + "dedicated", + "tail", + "blank", + "uct", + "demos", + "Green", + "simple", + "sol", + "record", + "HI", + "Er", + "NRC", + "verz" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "common", + "trading", + "subject", + "sus", + "linear", + "ettle", + "discussed", + "var", + "select", + "Green", + "lives", + "olved", + "nach", + "pur", + "felt" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "common", + "subject", + "misc", + "titles", + "greeting", + "isselle", + "borders", + "talk", + "ettle", + "nach", + "tou", + "passwd", + "discuss", + "trading", + "garbage", + "discussed", + "switch", + "tit", + "subjects", + "Tos", + "greet", + "kais", + "axis", + "rz" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "elh", + "feather", + "conmigo", + "acle", + "alh", + "RestClient", + "elang", + "missions", + "treatment", + "treet", + "fortiter", + "elijk", + "ecycle", + "header", + "refresh", + "tratt", + "saver" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "grudge", + "vendedores", + "resent", + "enem", + "overlap", + "pickle", + "dieu", + "restart", + "lick", + "angun", + "authenticate", + "reheat", + "abilecek", + "resent", + "quant", + "pick", + "bookshelf", + "oyam" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ogado", + "grud", + "brus", + "God", + "deka", + "punt", + "hrte", + "grudge", + "jogar", + "biet", + "berk", + "dzie", + "ostante" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "teren", + "prong", + "superclass", + "hra", + "Agu", + "aisl", + "logical", + "verme", + "logique", + "logic", + "skepticism", + "etli", + "Berk", + "Sliced", + "Poly", + "Pyr", + "ORK", + "Das" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "idic", + "lewat", + "armor", + "uncut", + "halk", + "tti", + "undocumented", + "Roh", + "Agu", + "osp", + "Roh", + "multiple", + "casilla", + "ectors", + "Stein", + "onda", + "wir", + "morally", + "sped", + "conditional", + "opf", + "azimuth", + "aad", + "Gut", + "blk", + "fq", + "gaard", + "ourier" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "spf", + "geodes", + "sanded", + "contend", + "xong", + "curled", + "contr", + "vier", + "penj" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "therefore", + "glGet", + "nonetheless", + "Meanwhile", + "ichlet", + "entanto", + "radios", + "ormal", + "builtin", + "Consequently", + "elsewhere", + "tensor", + "mouseDown", + "prior", + "correspondingly", + "stringValue", + "scatterplot", + "Cur", + "modelVersion" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "thus", + "therefore", + "consequently", + "whereas", + "Consequently", + "meanwhile", + "Thus", + "Therefore", + "Consequently", + "hence", + "Similarly", + "fortunately", + "unlike", + "unlike", + "Meanwhile", + "Unlike", + "accordingly", + "Similarly", + "whereas", + "thereby", + "Thus", + "conversely", + "Therefore", + "Meanwhile", + "Unlike", + "thus", + "therefore" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "therefore", + "Consequently", + "consequently", + "thus", + "Consequently", + "accordingly", + "Therefore", + "meanwhile", + "conversely", + "Conversely", + "hence", + "Thus", + "correspondingly", + "conventionally", + "fortunately", + "Therefore", + "Thus", + "thus", + "Unlike", + "unlike", + "thereby", + "Meanwhile", + "Conversely", + "hence" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "therefore", + "Consequently", + "consequently", + "Therefore", + "Consequently", + "thus", + "conversely", + "conventionally", + "Conversely", + "accordingly", + "correspondingly", + "Thus", + "hence", + "Therefore", + "theoretically", + "meanwhile", + "Unlike", + "nonetheless", + "Hence", + "traditionally", + "normally", + "Similarly", + "Normally", + "fortunately", + "Meanwhile" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "conversely", + "Conversely", + "conventionally", + "Therefore", + "traditionally", + "consequently", + "Traditionally", + "Unlike", + "Consequently", + "Historically", + "Similarly", + "Normally", + "Traditional", + "therefore", + "Thus", + "correspondingly", + "Otherwise", + "However", + "Furthermore", + "Subsequently", + "Simultaneously", + "Hence", + "Alternatively", + "Conventional", + "Traditionally", + "Unless", + "Conversely" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "conversely", + "Therefore", + "Conversely", + "Consequently", + "However", + "consequently", + "Traditional", + "Traditionally", + "Similarly", + "Unlike", + "traditionally", + "This", + "Thus", + "conventionally", + "Historically", + "Both", + "Meanwhile", + "Generally", + "Conversely", + "Simultaneously", + "Consequently", + "correspondingly", + "urally", + "Unless", + "Theoretically", + "Likewise" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Therefore", + "Conversely", + "conversely", + "consequently", + "However", + "Similarly", + "Traditional", + "This", + "Consequently", + "correspondingly", + "Thus", + "Generally", + "Both", + "Historically", + "traditionally", + "Traditionally", + "Unlike", + "theoretically", + "therefore", + "Meanwhile", + "Conversely", + "Theoretically", + "Simultaneously", + "conventionally", + "urally", + "Initially", + "Therefore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "Therefore", + "Conversely", + "Historically", + "consequently", + "conversely", + "traditionally", + "therefore", + "Consequently", + "Similarly", + "Unlike", + "Initially", + "However", + "Until", + "Traditionally", + "For", + "Both", + "Generally", + "Traditional", + "Typically", + "theoretically", + "This", + "Therefore", + "Until", + "correspondingly", + "Conversely" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "For", + "This", + "In", + "Therefore", + "Compact", + "Consequently", + "A", + "Inst", + "However", + "Conversely", + "Conventional", + "Furthermore", + "If", + "When", + "Advanced", + "While", + "To", + "Standard", + "Traditional", + "Stable", + "By", + "Typically", + "Unlike", + "High", + "Such", + "Thus", + "Once", + "Small", + "Large", + "Generally", + "Initially" + ] + } + ], + "logit_surprising": [ + { + "concept": "when", + "score": 14.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "only", + "output_checked": true + }, + { + "concept": "very", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "at", + "output_checked": true + }, + { + "concept": "careful", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "compared", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "value", + "output_checked": true + }, + { + "concept": "research", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "arises", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "ausge", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "threshold", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "an", + "output_checked": true + }, + { + "concept": "computational", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "concentration", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "grud", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "progress", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "its", + "output_checked": true + }, + { + "concept": "achieve", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "to", + "output_checked": true + }, + { + "concept": "However", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ratio", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "magnitude", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "large", + "output_checked": true + }, + { + "concept": "preparation", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "work", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "critical", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "factor", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "intensity", + "output_checked": true + }, + { + "concept": "prong", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "work", + "output_checked": true + }, + { + "concept": "kaz", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "an", + "output_checked": true + }, + { + "concept": "Stein", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "ilm", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "kemudian", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "at", + "output_checked": true + }, + { + "concept": "effort", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Inst", + "output_checked": true + }, + { + "concept": "occurs", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Riemannian", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "beyond", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "edge", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "therefore", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Lagrangian", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "strain", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "set", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "fabricate", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "tip", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "ahead", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "crack", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "large", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "pie", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "wechsel", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "work", + "output_checked": true + }, + { + "concept": "MAF", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "ervoor", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "Poke", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ello", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "work", + "output_checked": true + }, + { + "concept": "lick", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Inst", + "output_checked": true + }, + { + "concept": "pinc", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "only", + "output_checked": true + }, + { + "concept": "grudge", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "beat", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "large", + "output_checked": true + }, + { + "concept": "brus", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "value", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "guts", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "integer", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "MRI", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "preprocessing", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "work", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-03__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-notch-resistance-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to unstable flaw extension 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A structural alloy containing a long defect remains stable at loads that immediately separate a comparison alloy of similar strength.", + "prompt_tail": "A structural alloy containing a long defect remains stable at loads that immediately separate a comparison alloy of similar strength.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 21 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-notch-resistance-04", + "carrier_id": null, + "target_family": "notch-resistance", + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 827, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 1534 + }, + { + "label": "crack", + "best_rank": 3087, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 7076 + }, + { + "label": "fracture", + "best_rank": 21, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 800 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "asion", + "behalf", + "orry", + "together", + "ients", + "ilst", + "ials", + "oba", + "ammed" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "alike", + "d", + "ie", + "ion", + "ct", + "ued", + "ided", + "wards", + "ii", + "ients", + "atre", + "zia", + "zes", + "thereof", + "arie", + "eded", + "leness", + "nse", + "nto", + "l", + "ue", + "ng", + "ited", + "outh", + "rl", + "aire", + "persons", + "ilst" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "thereof", + "ients", + "d", + "ct", + "ie", + "mente", + "aid", + "ii", + "ia", + "lli", + "l", + "ue", + "ial", + "ion", + "ly", + "persons", + "likewise", + "afield", + "onus", + "le", + "ld", + "ile" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ients", + "mittal", + "yses", + "stuffs", + "udian", + "irie", + "hearers", + "zes", + "alike", + "persons", + "psis", + "inasmuch", + "ued", + "ably", + "aken", + "edly", + "thereto", + "oused", + "sexes", + "persons", + "thereof", + "endix", + "lle", + "herein", + "udos", + "oides", + "thirds" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "inasmuch", + "stuffs", + "irie", + "forthwith", + "ably", + "ients", + "thence", + "udian", + "sexes", + "heretofore", + "insofar", + "abutting", + "toward", + "edly", + "resultant", + "chiefly", + "principally", + "efectu", + "osite", + "whereby", + "presently", + "adjoining", + "whereupon", + "ided", + "uate", + "wherein", + "nearer", + "ainder", + "aloft" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "wherein", + "thereafter", + "employing", + "presently", + "aided", + "owing", + "whereby", + "whereupon", + "utilizing", + "wherein", + "comprised", + "aided", + "aken", + "thereby", + "Util", + "pertaining", + "principally", + "concomit", + "subsequently", + "util", + "toward", + "employed", + "concerning", + "utilized", + "comprising", + "pursuant", + "udian", + "resultant", + "notwithstanding", + "filmed", + "among" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "later", + "toward", + "alike", + "upon", + "wherein", + "thereafter", + "likewise", + "aided", + "thus", + "latter", + "noted", + "shortly", + "occurring", + "whereby", + "thereto", + "thereby", + "whilst", + "edly", + "meanwhile", + "whereupon", + "later", + "which", + "ely", + "ided", + "able", + "prior", + "soon", + "concerning", + "afterwards", + "herein", + "notably" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "wherein", + "alike", + "upon", + "likewise", + "whereupon", + "thereby", + "thereto", + "thus", + "persons", + "whereas", + "toward", + "regarded", + "notable", + "meanwhile", + "edly", + "occurring", + "thereafter", + "midst", + "jointly", + "Upon", + "presently", + "markedly", + "aneous", + "concerning", + "thereof", + "namely", + "herein", + "unto", + "standpoint", + "noteworthy" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "whereupon", + "wherein", + "upon", + "alike", + "populace", + "notable", + "merely", + "thereafter", + "markedly", + "akin", + "momentary", + "whilst", + "amid", + "Upon", + "Upon", + "resultant", + "furthermore", + "proximate", + "moment", + "thereby", + "noteworthy", + "reliant", + "thus", + "individus", + "notably", + "Notably", + "toward", + "subsequently", + "ensuing", + "ibly" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "rupture", + "rupt", + "casualty", + "fracturing", + "instantaneous", + "momentary", + "catastrophic", + "ruptured", + "brittle", + "shatter", + "eject", + "shattering", + "irrevoc", + "whereupon", + "failure", + "immediate", + "bris", + "withstand", + "violently", + "momentarily", + "rapid", + "merely", + "resultant", + "evidence", + "cease", + "breakage", + "protracted", + "instantaneously", + "subsequent", + "rapidly", + "fracture", + "thereafter" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "failure", + "rupture", + "catastrophic", + "violently", + "fracturing", + "rupt", + "violent", + "lethal", + "withstand", + "rage", + "instantaneous", + "casualty", + "Failure", + "collapse", + "Failure", + "fragility", + "shattering", + "ruptured", + "rapid", + "shatter", + "extreme", + "fracture", + "brittle", + "momentary", + "enraged", + "failure", + "fragile", + "breakage", + "fatality", + "testing", + "rapidly", + "Rage" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "failure", + "catastrophic", + "collapse", + "Failure", + "rupture", + "rupt", + "Failure", + "withstand", + "testing", + "failure", + "Collapse", + "tested", + "failing", + "failures", + "lethal", + "cessation", + "violently", + "suicidal", + "fatality", + "intolerable", + "fragility", + "test", + "Testing", + "catast", + "premature", + "collapsing", + "casualty", + "fracturing", + "fail", + "threshold" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "failure", + "Failure", + "fail", + "intolerable", + "fails", + "collapse", + "failing", + "Failure", + "withstand", + "catastrophic", + "violently", + "failures", + "lethal", + "rupture", + "suicidal", + "fatally", + "precip", + "fail", + "catast", + "simultaneous", + "inability", + "refusal", + "failure", + "rage", + "FAILURE", + "rupt", + "Fail", + "suic", + "pourtant", + "unprotected", + "fatality" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "failure", + "fatally", + "withstand", + "fails", + "competitor", + "lethal", + "unprotected", + "fail", + "survive", + "collapse", + "competitors", + "failing", + "surviv", + "Failure", + "attacker", + "catastrophic", + "violently", + "suic", + "suicidal", + "pourtant", + "dangerously", + "fatality", + "intolerable", + "catast", + "FAILURE", + "unharmed", + "withstood", + "fatal", + "failures", + "deadly", + "rage" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "Furthermore", + "Also", + "whereas", + "Conversely", + "also", + "Consequently", + "nevertheless", + "Conversely", + "however", + "Ultimately", + "However", + "simultaneously", + "consequently", + "Furthermore", + "Ultimately", + "Also", + "nonetheless", + "Meanwhile", + "reportedly", + "whilst", + "subsequently", + "likewise", + "notably", + "Consequently", + "conversely", + "therefore", + "also", + "Nevertheless", + "meanwhile", + "pourtant" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "whereas", + "furthermore", + "Furthermore", + "Meanwhile", + "Conversely", + "Conversely", + "else", + "Yet", + "Consequently", + "likewise", + "Furthermore", + "meanwhile", + "conversely", + "whereas", + "Yet", + "Likewise", + "Consequently", + "Also", + "Meanwhile", + "Similarly", + "Also", + "Similarly", + "nevertheless", + "Nevertheless", + "etheless", + "yet", + "Afterwards", + "why", + "nonetheless", + "However", + "Therefore", + "Certainly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Conversely", + "conversely", + "furthermore", + "Conversely", + "else", + "whereas", + "Furthermore", + "Yet", + "likewise", + "meanwhile", + "Similarly", + "Meanwhile", + "nevertheless", + "Likewise", + "However", + "nonetheless", + "Similarly", + "Also", + "similarly", + "Nevertheless", + "alternatively", + "also", + "yet", + "However", + "Also", + "Again", + "Yet", + "Furthermore", + "Afterwards", + "whereas", + "therefore" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "whereas", + "theirs", + "furthermore", + "conversely", + "Yet", + "nevertheless", + "nonetheless", + "However", + "however", + "therefore", + "likewise", + "Meanwhile", + "secondly", + "yet", + "thus", + "Furthermore", + "Yet", + "Likewise", + "Conversely", + "else", + "accordingly", + "Nevertheless", + "Conversely", + "they", + "while" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Yet", + "meanwhile", + "theirs", + "conversely", + "Yet", + "therefore", + "They", + "thus", + "Therefore", + "Meanwhile", + "Conversely", + "Conversely", + "else", + "However", + "Thus", + "whereas", + "vice", + "Recently", + "hence", + "hers", + "nonetheless", + "They", + "expectancy", + "Lately", + "however" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "Yet", + "whereas", + "Consequently", + "conversely", + "Moreover", + "Furthermore", + "They", + "Therefore", + "Conversely", + "theirs", + "However", + "Recently", + "therefore", + "Their", + "Nonetheless", + "Their", + "furthermore", + "Consequently", + "thus", + "Nevertheless", + "Yet", + "nonetheless", + "Such", + "Conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Yet", + "Meanwhile", + "meanwhile", + "Therefore", + "However", + "strength", + "Recently", + "therefore", + "Their", + "Consequently", + "theirs", + "This", + "While", + "Their", + "Nonetheless", + "They", + "Why", + "Furthermore", + "While", + "Moreover", + "whereas", + "Nevertheless", + "nonetheless", + "Strength", + "conversely", + "Another", + "Conversely", + "Such" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Consequently", + "Recently", + "conversely", + "However", + "Therefore", + "Yet", + "Moreover", + "Conversely", + "Meanwhile", + "They", + "furthermore", + "Consequently", + "While", + "meanwhile", + "Likewise", + "Hence", + "Nevertheless", + "This", + "Nonetheless", + "Their", + "Despite", + "Why", + "nonetheless", + "Its", + "Recently", + "Finding", + "Similarly", + "Lately" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "Therefore", + "Furthermore", + "Yet", + "Such", + "Another", + "meanwhile", + "However", + "Consequently", + "Conversely", + "Their", + "Recently", + "They", + "Determination", + "This", + "Another", + "Simultaneously", + "Such", + "Their", + "conversely", + "Hence", + "Moreover", + "Certain", + "Finding", + "Similarly", + "Recently", + "Researchers" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "Yet", + "Therefore", + "Consequently", + "Such", + "Another", + "Furthermore", + "Their", + "Conversely", + "However", + "Recently", + "Determination", + "Simultaneously", + "Another", + "They", + "Similarly", + "Such", + "This", + "Each", + "meanwhile", + "Determining", + "Finding", + "Researchers", + "ingly", + "Along", + "Their", + "Comparing", + "Nonetheless", + "conversely" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Yet", + "Therefore", + "Another", + "Meanwhile", + "Such", + "Determination", + "Furthermore", + "Consequently", + "They", + "Their", + "Such", + "Similarly", + "Another", + "Considering", + "Finding", + "Researchers", + "Simultaneously", + "However", + "Among", + "Others", + "Comparing", + "Determining", + "This", + "Here", + "Those", + "Comparison", + "Whatever", + "Conversely", + "These", + "Both", + "Recently" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Such", + "In", + "However", + "For", + "Furthermore", + "While", + "A", + "Another", + "Strength", + "It", + "These", + "Structural", + "When", + "Comparison", + "They", + "Here", + "We", + "Their", + "An", + "Alloy", + "If", + "Using", + "To", + "Let", + "and", + "Therefore", + "Yet", + "alloy", + "By", + "alloy" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 216052, + 225865, + 247927, + 233319, + 254368, + 261119, + 228361, + 260642, + 219890, + 28949, + 3295, + 1432, + 2055, + 828, + 223370, + 186075, + 93881, + 23276, + 17283, + 3754, + 1395, + 14234, + 79663, + 97311, + 119759, + 30729 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 84103, + 137639, + 225897, + 190495, + 174431, + 216013, + 108633, + 100483, + 14927, + 1870, + 3088, + 14538, + 22150, + 24652, + 72714, + 121538, + 128350, + 65233, + 70935, + 42625, + 51135, + 61925, + 40155, + 37976, + 75924, + 32599 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 190322, + 213980, + 176237, + 208544, + 142879, + 111664, + 27492, + 28520, + 1121, + 31, + 22, + 72, + 78, + 166, + 116111, + 178328, + 199515, + 119138, + 171398, + 26933, + 14537, + 11830, + 18965, + 11882, + 16426, + 4974 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 188778, + 132158, + 220482, + 66115, + 121143, + 18794, + 19031, + 1535, + 4004, + 26482, + 9398, + 17493, + 128639, + 141916 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 215385, + 165435, + 31187, + 112975, + 100138, + 104992, + 97023, + 7077, + 67724, + 70368, + 53332, + 18502, + 30879, + 15333 + ] + }, + { + "label": "fracture", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 97939, + 159594, + 231365, + 209813, + 63880, + 94792, + 100551, + 35113, + 39123, + 801, + 1052, + 996, + 11157, + 2331 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "but", + "score": 24.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "similar", + "output_checked": true + }, + { + "concept": "because", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "several", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "without", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "would", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "that", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "both", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "instantaneous", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "toughness", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "failure", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "whereas", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "designed", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "precede", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "titanium", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "composition", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "similar", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "longitudinal", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "stability", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "despite", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "at", + "output_checked": true + }, + { + "concept": "them", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "separate", + "output_checked": true + }, + { + "concept": "significant", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "exceeding", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "loads", + "output_checked": true + }, + { + "concept": "percentage", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "brittle", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "under", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "sample", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "separate", + "output_checked": true + }, + { + "concept": "threshold", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "that", + "output_checked": true + }, + { + "concept": "temperature", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "at", + "output_checked": true + }, + { + "concept": "similarities", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "similar", + "output_checked": true + }, + { + "concept": "indefinitely", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "exceed", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "that", + "output_checked": true + }, + { + "concept": "dissimilar", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "individuals", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "long", + "output_checked": true + }, + { + "concept": "existed", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "that", + "output_checked": true + }, + { + "concept": "controversy", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "became", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "was", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "other", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "that", + "output_checked": true + }, + { + "concept": "smaller", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "same", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Yet", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "hydrocarbon", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "long", + "output_checked": true + }, + { + "concept": "weaker", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "chain", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "long", + "output_checked": true + }, + { + "concept": "engineer", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "induce", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "mineral", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "panjang", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "long", + "output_checked": true + }, + { + "concept": "suhu", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "at", + "output_checked": true + }, + { + "concept": "tensile", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "loads", + "output_checked": true + }, + { + "concept": "assayed", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "comparable", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "similar", + "output_checked": true + }, + { + "concept": "stress", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "loads", + "output_checked": true + }, + { + "concept": "smarter", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "", + "output_checked": true + }, + { + "concept": "architectural", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "superconduct", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "ervan", + "quantos", + "wand", + "Kwa", + "ynitrite", + "Hail", + "undos", + "yclerView", + "punkte", + "trump", + "addRow" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "lev", + "tons", + "Beg", + "dre", + "Cann", + "Mannes", + "grac", + "pres", + "Sob", + "gr", + "prof", + "wedge", + "dim", + "trem", + "opat", + "Catt", + "stir", + "brake", + "channel", + "rock", + "Reis", + "Proc" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "rock", + "tons", + "pres", + "rid", + "dre", + "gr", + "lev", + "dim", + "Beg", + "grac", + "Tav", + "prof", + "Pres", + "trem", + "essional", + "sum", + "twe", + "wedge", + "jos", + "plo", + "Mannes" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "essional", + "glob", + "chal", + "grac", + "champ", + "Reis", + "Tom", + "Mani", + "olyte", + "ilj", + "perf", + "ago", + "tfrac", + "alk", + "tun", + "dre", + "Ce", + "Kam", + "ilg", + "Tav", + "tamp", + "brink", + "poly", + "rem" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "essional", + "dip", + "Mani", + "ago", + "dre", + "glob", + "myst", + "Cann", + "olyte", + "dim", + "gravity", + "brink", + "Apa", + "legg", + "champ", + "rid", + "inex", + "tene", + "Kam", + "Chap", + "byt", + "Bens", + "Ce", + "alk", + "strip" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Vo", + "yn", + "ilers", + "idence", + "VERE", + "sag", + "s", + "oben", + "side", + "Su", + "sag", + "iges", + "rem", + "proc", + "zd", + "wyst", + "ae", + "sning", + "chu" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "tools", + "kick", + "s", + "trading", + "Er", + "DEP", + "tool", + "HI", + "dad", + "formal", + "rem", + "bro", + "Vo", + "Werk", + "common", + "Sol", + "simple", + "chal" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "tool", + "tail", + "trading", + "simple", + "HI", + "rem", + "kick", + "sol", + "dad", + "Green", + "turbo", + "common", + "Werk", + "select", + "tract", + "remen", + "model" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "record", + "tools", + "Green", + "crow", + "tool", + "HI", + "select", + "tail", + "Prot", + "trading", + "demos", + "Ort", + "fract", + "konto", + "record", + "blank", + "sys", + "serial", + "kick" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subject", + "side", + "linear", + "sys", + "common", + "tch", + "idyl", + "record", + "felt", + "Green", + "s", + "fetch", + "sus", + "cat", + "feat", + "tools", + "locks", + "trading", + "item", + "system", + "tool", + "candy", + "OOSE", + "data" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "cat", + "idyl", + "Meals", + "fetch", + "dog", + "GetData", + "getItem", + "first", + "subject", + "Books", + "Meals", + "isselle", + "meals", + "tch", + "linear", + "BOOKS", + "breadcrumb", + "Belt", + "cookies", + "cereal", + "subjects", + "discuss", + "green", + "cat" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "berhubungan", + "wont", + "dip", + "rap", + "flakes", + "epar", + "libero", + "deal", + "Davey", + "tow" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "abilecek", + "sempat", + "lick", + "milion", + "send", + "rozs", + "pickle", + "department", + "grud", + "luoromethyl", + "dictionaries", + "adet", + "fences", + "borderRadius", + "despert", + "ayam", + "heapq", + "bulb", + "newsc", + "biet" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "grud", + "punt", + "rele", + "biet", + "presse", + "olone", + "brus", + "cour", + "hesh", + "Pang", + "dents", + "God", + "blas", + "jogar", + "deka", + "kund" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "prong", + "ques", + "logic", + "urch", + "pericard", + "igste", + "segi", + "Dadurch", + "Postfix", + "logic", + "ausge", + "Proj", + "Muh", + "Donc", + "undocumented", + "smith", + "Deve", + "tier", + "Poly" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "tier", + "sped", + "irce", + "ectors", + "Dur", + "Stein", + "spf", + "treb", + "Versions", + "Afgh", + "Jug", + "Roh", + "Whereas", + "wok", + "duke", + "idium", + "casilla", + "sacrific", + "ques" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "kernel", + "STRUCT", + "counterpart", + "ilm", + "parquet", + "flo", + "baik", + "spf", + "dj", + "azi", + "azimuth", + "wearer", + "sawdust", + "adn", + "counterparts" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "nonetheless", + "nevertheless", + "Meanwhile", + "sedangkan", + "meanwhile", + "Ghat", + "interl", + "ModInt", + "excl", + "spurt", + "but", + "demands", + "scrubs", + "unders", + "dued", + "ndim", + "tab", + "highlight", + "extr", + "hingegen" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "However", + "However", + "Similarly", + "Meanwhile", + "Conversely", + "entanto", + "nevertheless", + "Namun", + "Conversely", + "however", + "namun", + "Simultaneously", + "nonetheless", + "whereas", + "Similarly", + "meanwhile", + "Nevertheless", + "Likewise", + "hingegen", + "nThe", + "Moreover", + "Meanwhile", + "Nonetheless" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Conversely", + "However", + "Meanwhile", + "However", + "meanwhile", + "Conversely", + "however", + "Consequently", + "Simultaneously", + "Similarly", + "nonetheless", + "Nevertheless", + "Moreover", + "nevertheless", + "ingly", + "conversely", + "Another", + "Nonetheless" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Conversely", + "However", + "nonetheless", + "nevertheless", + "however", + "However", + "Recently", + "Meanwhile", + "Strength", + "Consequently", + "Recently", + "conversely", + "Strength", + "therefore", + "Conversely", + "yet", + "Another", + "Consequently", + "tuttavia", + "ingly", + "Equally" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Recently", + "Conversely", + "conversely", + "ingly", + "Recently", + "However", + "Ships", + "Consequently", + "Conversely", + "Similarly", + "Strength", + "Furthermore", + "Meanwhile", + "imd", + "hts", + "Therefore", + "igate", + "apkan", + "Likewise", + "Historically", + "Strain", + "Simultaneously", + "Repeat", + "Consequently", + "sted" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "evaluate", + "endswith", + "ingly", + "ield", + "meanwhile", + "Evaluate", + "Ships", + "imd", + "Recently", + "apkan", + "htim", + "Evaluation", + "Meanwhile", + "balls", + "loads", + "conversely" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "END", + "imd", + "meanwhile", + "end", + "Metadata", + "osal", + "Evaluate", + "ingly", + "othesis", + "ield", + "gend", + "ound", + "endswith", + "undi", + "evaluate", + "endorf", + "ends", + "Rand", + "ndarray", + "Meanwhile", + "Rend" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "END", + "Meanwhile", + "undi", + "Dependence", + "inds", + "meanwhile", + "ends", + "aints", + "ound", + "ould", + "Sub", + "Sub", + "ield", + "aggia", + "ONENT", + "Standardization", + "inder", + "imdi", + "igate", + "stands", + "Of", + "brand" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "end", + "The", + "sub", + "stands", + "Sub", + "However", + "under", + "It", + "brand", + "This", + "load", + "Such", + "subkey", + "stands", + "Standardization", + "Substance", + "ind", + "info", + "Meanwhile", + "Structural", + "depends", + "We", + "not", + "strand", + "Dependence", + "In", + "beforeend", + "Standard", + "metal", + "structural", + "substantially", + "substrate" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "but", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "would", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "that", + "output_checked": true + }, + { + "concept": "fracture", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "without", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "brittle", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "prong", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "sample", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "at", + "output_checked": true + }, + { + "concept": "induce", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "grud", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "exceeding", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "loads", + "output_checked": true + }, + { + "concept": "engineer", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "nickel", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "under", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "composition", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "similar", + "output_checked": true + }, + { + "concept": "dip", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "loads", + "output_checked": true + }, + { + "concept": "ques", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "ilm", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "stably", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "mixture", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "compared", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "separate", + "output_checked": true + }, + { + "concept": "same", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "alloying", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "significant", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "percentage", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "chain", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "long", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "cat", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "diff", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "convexo", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "that", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "olas", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "that", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "of", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Jahres", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "Stein", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "spf", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "okt", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "expertise", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "datasheet", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "isotropic", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "long", + "output_checked": true + }, + { + "concept": "boyunca", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "hoher", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "otros", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "that", + "output_checked": true + }, + { + "concept": "nearby", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Nearby", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "nonetheless", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "both", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "longitudinal", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "long", + "output_checked": true + }, + { + "concept": "namely", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "precede", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "portion", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "whereas", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "However", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-04__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-notch-resistance-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to unstable flaw extension 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "An instrumented impact test on a notched bar records high absorbed energy and extensive local deformation before the remaining ligament opens.", + "prompt_tail": "An instrumented impact test on a notched bar records high absorbed energy and extensive local deformation before the remaining ligament opens.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-notch-resistance-05", + "carrier_id": null, + "target_family": "notch-resistance", + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 1485, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 14763 + }, + { + "label": "crack", + "best_rank": 8128, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 2604 + }, + { + "label": "fracture", + "best_rank": 90, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 517 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "asion", + "behalf", + "orry", + "ients", + "hence", + "ogether" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lle", + "alike", + "d", + "ct", + "ie", + "ii", + "gonna", + "thereof", + "sowie", + "lli", + "bzw", + "l", + "ion", + "persons", + "oraz", + "etc", + "illetve", + "i", + "le", + "ue", + "ients", + "rl", + "xd", + "wi", + "zes", + "aska" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "xd", + "aska", + "ct", + "d", + "ld", + "ii", + "mente", + "thereof", + "oraz", + "lli", + "l", + "ue", + "ie", + "wi", + "ia", + "sowie", + "via", + "gonna", + "etc", + "thats", + "thru", + "furthermore" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ogt", + "ois", + "zes", + "aska", + "edly", + "rue", + "oused", + "psis", + "ued", + "oi", + "alike", + "edes", + "filmed", + "yses", + "ndon", + "oid", + "aken", + "woman", + "yi", + "olas", + "nda", + "oides", + "idio", + "coworkers", + "xsl", + "goers", + "coworker", + "ically", + "ideo" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "edly", + "ided", + "bzw", + "ically", + "rue", + "ow", + "oid", + "lement", + "ued", + "ened", + "alike", + "filmed", + "ally", + "ably", + "aken", + "lli", + "ct", + "ive", + "toward", + "via", + "tow", + "guy", + "ially", + "ae", + "avel", + "sho", + "ydia", + "oused", + "IELD" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "filmed", + "filming", + "aken", + "thereafter", + "aided", + "afterward", + "film", + "shortly", + "videot", + "avel", + "otos", + "notably", + "utta", + "subsequently", + "reportedly", + "comprised", + "Luz", + "yre", + "goers", + "filmmaking", + "aided", + "purportedly", + "CTED", + "UTIL", + "ued", + "zes", + "utilizing", + "filmmaker", + "anea", + "penned" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "later", + "subsequently", + "shortly", + "notably", + "toward", + "subsequent", + "aided", + "protracted", + "spurred", + "nearly", + "largely", + "primarily", + "beneath", + "ensuing", + "prior", + "awaiting", + "afterward", + "nearing", + "amid", + "predominantly", + "aided", + "necessitating", + "utilizing", + "Shortly", + "baffling", + "preceding", + "midst", + "markedly", + "thankfully", + "whereupon", + "flanking" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "subsequently", + "thereafter", + "notably", + "notable", + "markedly", + "shortly", + "midst", + "subsequent", + "whereupon", + "Notably", + "necessitating", + "concomit", + "Subsequently", + "later", + "characterized", + "toward", + "commenced", + "further", + "amid", + "Notably", + "protracted", + "aneous", + "merely", + "simultaneously", + "sequently", + "consequently", + "strikingly", + "upon", + "whilst" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "subsequent", + "subsequently", + "thereafter", + "pivotal", + "fracturing", + "protracted", + "shattering", + "transitioning", + "precipit", + "shatter", + "rupt", + "later", + "aftermath", + "ruptured", + "shortly", + "amid", + "rupture", + "nearing", + "culminating", + "catastrophic", + "brutal", + "predominantly", + "cemented", + "disintegr", + "necessitating", + "sustained", + "establishing", + "devastating", + "ensuing", + "climax", + "Subsequent" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subsequent", + "protracted", + "sustained", + "subsequently", + "resistive", + "fracturing", + "egress", + "ductile", + "precipit", + "deceler", + "thereafter", + "rupture", + "pivotal", + "jectory", + "nearing", + "catastrophic", + "ruptured", + "rupt", + "disintegr", + "significantly", + "trajectory", + "nearly", + "climax", + "cessation", + "Subsequent", + "shattering", + "preceding", + "pressur", + "shatter", + "breaching", + "vasculature", + "critical" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "protracted", + "sustained", + "subsequent", + "structurally", + "resistive", + "structural", + "characteristic", + "prolonged", + "jectory", + "ductile", + "demonstrating", + "cessation", + "nearing", + "deceler", + "fracturing", + "egress", + "rupture", + "catastrophic", + "climax", + "symptomatic", + "observed", + "subsequently", + "trajectory", + "significantly", + "simultaneous", + "maneuver", + "progressively", + "sustaining", + "rupt", + "culminating", + "preceding", + "striking" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "sustained", + "subsequent", + "terminal", + "sustaining", + "protracted", + "characteristic", + "climax", + "structural", + "final", + "trajectory", + "prolonged", + "structurally", + "resistive", + "collapse", + "decisive", + "jectory", + "disintegr", + "subsequently", + "termination", + "distal", + "catastrophic", + "decisively", + "sustain", + "demonstrating", + "fragmentation", + "progressively", + "sequentially", + "rupt" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "concluding", + "sustaining", + "terminal", + "subsequent", + "structural", + "termination", + "demonstrating", + "characterizing", + "final", + "phase", + "sequence", + "procedure", + "conclusion", + "conclude", + "sustained", + "defining", + "simultaneous", + "withstand", + "terminate", + "decisive", + "fragmentation", + "distinguishing", + "sequentially", + "terminating", + "sheath", + "climax", + "occlusion", + "disintegration", + "fuselage", + "decisively" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "despite", + "subsequent", + "Despite", + "characterizing", + "prematurely", + "simultaneous", + "preparatory", + "decisively", + "During", + "decisive", + "concluding", + "nonostante", + "phase", + "preceding", + "demonstrating", + "sequentially", + "climax", + "bottleneck", + "delaying", + "despite", + "penultimate", + "posteriorly", + "significantly", + "procedure", + "During", + "conclude", + "intermediate" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "whereas", + "Consequently", + "furthermore", + "thereby", + "consequently", + "demonstrating", + "Ultimately", + "Ultimately", + "Consequently", + "which", + "therefore", + "During", + "Furthermore", + "Therefore", + "According", + "During", + "Which", + "ultimately", + "whilst", + "subsequently", + "suggesting", + "Nevertheless", + "Upon", + "Meanwhile", + "nevertheless", + "meanwhile", + "Eventually", + "Subsequently", + "whereupon", + "this", + "This", + "during" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "furthermore", + "Therefore", + "whereas", + "Furthermore", + "Consequently", + "This", + "Therefore", + "Meanwhile", + "Furthermore", + "Ultimately", + "Subsequently", + "this", + "However", + "therefore", + "Also", + "Thus", + "According", + "According", + "Yet", + "accordingly", + "Nevertheless", + "consequently", + "meanwhile", + "Certainly", + "Conversely", + "Ultimately", + "This", + "During", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "Similarly", + "Conversely", + "conversely", + "Also", + "Consequently", + "consequently", + "Similarly", + "Subsequently", + "This", + "However", + "whereas", + "Yet", + "subsequently", + "similarly", + "nevertheless", + "likewise", + "meanwhile", + "Likewise", + "Afterwards", + "Consequently", + "Conversely", + "this", + "therefore", + "Therefore", + "According", + "accordingly", + "afterwards", + "Later", + "Nevertheless", + "Meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "conversely", + "They", + "however", + "During", + "afterwards", + "this", + "However", + "consequently", + "they", + "whereas", + "During", + "Yet", + "Similarly", + "accordingly", + "Later", + "nevertheless", + "afterward", + "secondly", + "Equally", + "This", + "therefore", + "They", + "According", + "Their", + "Furthermore", + "Upon", + "Meanwhile", + "Consequently", + "likewise" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "conversely", + "Yet", + "Conversely", + "They", + "Yet", + "meanwhile", + "Conversely", + "Lately", + "Recently", + "Its", + "Yours", + "They", + "According", + "Their", + "Today", + "Recent", + "Their", + "Criticism", + "According", + "Meanwhile", + "Recently", + "Tonight", + "Afterward", + "Certainly", + "theirs", + "Equally" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "They", + "Their", + "Meanwhile", + "Conversely", + "During", + "Similarly", + "Another", + "Nevertheless", + "Their", + "Considering", + "Conversely", + "However", + "meanwhile", + "Compared", + "Its", + "Recent", + "Recently", + "Consequently", + "Simultaneously", + "nThe", + "There", + "Its", + "Such", + "conversely", + "This", + "Moreover", + "During", + "Upon" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "During", + "They", + "Their", + "Consequently", + "However", + "Nevertheless", + "Conversely", + "During", + "Recent", + "nThe", + "This", + "Another", + "Its", + "Recently", + "Their", + "Considering", + "Compared", + "According", + "Similarly", + "Lately", + "Its", + "Conversely", + "Upon", + "Meanwhile", + "Nonetheless", + "There", + "Together", + "Consequently", + "While", + "Along", + "theirs" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Conversely", + "Conversely", + "Recently", + "conversely", + "They", + "However", + "Their", + "Consequently", + "ExceptionHandler", + "Another", + "Recent", + "Upon", + "Secondly", + "This", + "Unless", + "Alternatively", + "refrain", + "Needless", + "Observe", + "Though", + "Similarly", + "Simultaneously", + "nThe", + "During", + "Its", + "Assume" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "UMENT", + "Another", + "Examining", + "Such", + "Meanwhile", + "ExceptionHandler", + "Another", + "Such", + "Machinery", + "Therefore", + "Similarly", + "Consequently", + "Conversely", + "WithError", + "achen", + "toEqual", + "Choosing", + "Tumor", + "Unhandled" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "bm", + "Another", + "Choosing", + "bill", + "Meanwhile", + "Machinery", + "sb", + "Similarly", + "Treatment", + "Conversely", + "Examining", + "ball", + "achen", + "Beit", + "Please", + "Tumor", + "Another", + "bullet", + "Yet", + "Eso" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Chemical", + "Simulation", + "Considering", + "Known", + "Choosing", + "Determination", + "Corruption", + "Statistic", + "Calculations", + "bye", + "bla", + "Unknown", + "Copies", + "Please", + "Welcome", + "achen", + "Schemes", + "Chaplain", + "Microscope", + "Another", + "Meanwhile", + "Considering", + "Machinery", + "Investigation", + "Syndrome", + "ball" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "bullet", + "blank", + "An", + "when", + "chemical", + "unknown", + "internal", + "geom", + "This", + "compound", + "increasing", + "Such", + "No", + "empty", + "Simulation", + "It", + "fail", + "Fail", + "chamber", + "Unknown", + "examine", + "Due", + "When", + "chosen", + "chip", + "compare", + "visited", + "bin", + "second", + "Another", + "ball" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 207253, + 241224, + 239846, + 232151, + 240452, + 257438, + 230294, + 258877, + 84890, + 11141, + 10136, + 1486, + 8308, + 16946, + 206158, + 180481, + 127443, + 122309, + 139859, + 71855, + 32407, + 19983, + 75702, + 51618, + 86225, + 49605 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 77211, + 177441, + 205305, + 152631, + 103293, + 126354, + 22575, + 71419, + 14272, + 5346, + 13352, + 71152, + 89636, + 158484, + 44126, + 55587, + 105444, + 52628, + 49909, + 52970, + 51099, + 72762, + 8129, + 9817, + 41482, + 61283 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 186736, + 219571, + 168346, + 151978, + 134413, + 83715, + 3161, + 5177, + 123, + 41, + 109, + 91, + 342, + 2150, + 104504, + 143833, + 143488, + 130428, + 150123, + 30922, + 24634, + 37921, + 17337, + 7576, + 13664, + 1201 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 165022, + 77117, + 216552, + 77599, + 79892, + 70493, + 103935, + 133219, + 43315, + 15327, + 14764, + 26798, + 56008, + 39127 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 182697, + 154050, + 57459, + 110713, + 156695, + 110708, + 150280, + 18438, + 28041, + 81806, + 77157, + 27512, + 2605, + 4249 + ] + }, + { + "label": "fracture", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 125781, + 205855, + 226843, + 213190, + 128008, + 147801, + 175778, + 187228, + 33154, + 518, + 2979, + 5832, + 9644, + 1596 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "was", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "instrument", + "output_checked": true + }, + { + "concept": "several", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "on", + "output_checked": true + }, + { + "concept": "because", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "An", + "output_checked": true + }, + { + "concept": "during", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "on", + "output_checked": true + }, + { + "concept": "became", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "damage", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "specimen", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "strain", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "high", + "output_checked": true + }, + { + "concept": "telemetry", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "demonstrations", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "high", + "output_checked": true + }, + { + "concept": "used", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "instrument", + "output_checked": true + }, + { + "concept": "allows", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "test", + "output_checked": true + }, + { + "concept": "fracture", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "steel", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "on", + "output_checked": true + }, + { + "concept": "failure", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "investigating", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "on", + "output_checked": true + }, + { + "concept": "tensile", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "becoming", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "before", + "output_checked": true + }, + { + "concept": "both", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "records", + "output_checked": true + }, + { + "concept": "testing", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "test", + "output_checked": true + }, + { + "concept": "intensity", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "high", + "output_checked": true + }, + { + "concept": "ductile", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "localized", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "local", + "output_checked": true + }, + { + "concept": "violently", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "documentary", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "records", + "output_checked": true + }, + { + "concept": "subjected", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "values", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "around", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "protracted", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "before", + "output_checked": true + }, + { + "concept": "surviving", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "plasticity", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "sempat", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "before", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "airplane", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "casualties", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "high", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "local", + "output_checked": true + }, + { + "concept": "spacecraft", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "compared", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "significant", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "disappears", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "excuse", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "An", + "output_checked": true + }, + { + "concept": "device", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "toward", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.3, + "near_token": "opens", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "An", + "output_checked": true + }, + { + "concept": "projectile", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "kinetic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "favorable", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "symptomatic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "collapse", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "mechanically", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "opens", + "output_checked": true + }, + { + "concept": "instrumentation", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "trauma", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ductility", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "measured", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "indicative", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "subsurface", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "extensive", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "ervan", + "quantos", + "wand", + "Kwa", + "Hail", + "anque", + "groin", + "maneiras", + "cze", + "discrim" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "Beg", + "blot", + "gr", + "trem", + "Cann", + "rid", + "lev", + "Proc", + "dim", + "stir", + "Prote", + "wedge", + "Tons", + "channel", + "grac", + "prof", + "reu", + "Catt", + "olyte", + "Mannes" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "Beg", + "blot", + "tons", + "gr", + "trem", + "rock", + "tun", + "prof", + "acid", + "Proc", + "sum", + "dim", + "lev", + "stir", + "Flam", + "Dru", + "channel", + "pres", + "lam", + "reu", + "intang", + "rid", + "glob", + "fam" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ilj", + "tun", + "Reis", + "olyte", + "glob", + "ilg", + "champ", + "Mani", + "alk", + "def", + "onn", + "grac", + "Clon", + "fam", + "ohn", + "Il", + "essional", + "reu", + "Cil", + "prof", + "dre", + "aug", + "Eing", + "ago" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "ago", + "Mani", + "glob", + "Kam", + "grac", + "champ", + "Cil", + "ilj", + "fam", + "dre", + "stor", + "Cann", + "Hus", + "olyte", + "Eing", + "aug", + "dim", + "rock", + "leit", + "tun", + "essional", + "nond" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ORS", + "ilers", + "VERE", + "Su", + "ae", + "Vo", + "wyst", + "sag", + "side", + "susp", + "yn", + "atus", + "idence", + "fin", + "ual", + "fields", + "WOR", + "sn", + "yp", + "rem", + "oben", + "illing", + "ors", + "amb" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "kick", + "side", + "Sol", + "tools", + "HI", + "DEP", + "Er", + "oben", + "demos", + "tool", + "bro", + "trading", + "rem", + "Err", + "dal", + "crow", + "simple", + "cat" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "side", + "demos", + "tool", + "tail", + "HI", + "kick", + "sol", + "Select", + "Sol", + "dal", + "turbo", + "trading", + "select", + "truncate", + "Er", + "Green", + "simple", + "dad" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "select", + "tools", + "demos", + "Select", + "Green", + "side", + "sol", + "tool", + "trading", + "HI", + "linear", + "Sol", + "kick", + "tail", + "makan", + "godic" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "Select", + "fetch", + "subject", + "select", + "Green", + "common", + "felt", + "sus", + "soft", + "discussed", + "OOSE", + "calls", + "ITAS", + "tools", + "lives", + "greeting", + "otras", + "tattoo", + "borders", + "err" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "fetch", + "actor", + "replaced", + "common", + "Meals", + "tit", + "subject", + "ettle", + "sleeping", + "discuss", + "meetings", + "err", + "first", + "linear", + "movies", + "titles", + "retrieve", + "Resolve", + "Sergio", + "calls", + "Otto", + "borders" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "shot", + "eal", + "BAG", + "erat", + "DST", + "Partei", + "BCH", + "claw", + "ran", + "cushion", + "epin", + "Perf", + "Peck", + "step", + "hit", + "brush", + "essional", + "rikt", + "financeiros", + "tread", + "mom", + "ickey", + "irr" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "enem", + "golfer", + "cribable", + "boss", + "ierge", + "launcher", + "bety", + "politischen", + "commendable", + "angun", + "pickle", + "orith", + "odian", + "pick", + "department", + "butts", + "derd", + "abulary", + "iob", + "crowning", + "politische", + "theit", + "launcher", + "tsk", + "diosa" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "grud", + "ogado", + "punt", + "God", + "brus", + "bedingt", + "Holz", + "del", + "god", + "komp", + "rug", + "bedside", + "hrte", + "preservar", + "deka", + "ogie", + "ggen" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "prong", + "logical", + "logical", + "ques", + "logic", + "aisl", + "lus", + "logique", + "Als", + "Sliced", + "poste", + "Jug", + "wise", + "render", + "Das", + "Jahres", + "Donc", + "logic" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Stein", + "tti", + "wir", + "wz", + "knot", + "eci", + "spf", + "afect", + "tier", + "idium", + "podej", + "osp", + "Roh", + "Tus", + "duke", + "idic", + "rape", + "etically", + "Pfl", + "keer", + "centroid", + "bz", + "Jaz", + "Roh", + "dbg" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Trou", + "ilm", + "penj", + "contr" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "tensor", + "whiskers", + "andet", + "jets", + "Otherwise", + "Ext", + "slit", + "diketahui", + "diambil", + "tell", + "Peters", + "devtools", + "xii", + "sleep" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "However", + "Together", + "Extracts", + "Simultaneously", + "Similarly", + "Secondly", + "Conversely", + "Subsequently", + "latter", + "Afterward", + "Statistic", + "Other", + "extracts", + "meanwhile", + "nThe", + "This", + "Together", + "assessors", + "Yours", + "together", + "Details", + "Meanwhile", + "Except", + "Viewing", + "other", + "Indications", + "Extract" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Simultaneously", + "Consequently", + "However", + "meanwhile", + "Similarly", + "Other", + "Conversely", + "Consequently", + "Explain", + "This", + "Meanwhile", + "Compared", + "Subsequently", + "consequently", + "Others", + "Symptoms", + "However", + "Such", + "Few", + "simultaneously", + "Subsequent", + "Another", + "Other", + "Nevertheless", + "Simultaneous" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "However", + "Simultaneously", + "Consequently", + "Similarly", + "Consequently", + "This", + "During", + "Other", + "Another", + "Conversely", + "During", + "Observing", + "According", + "However", + "Observe", + "simultaneously", + "Explain", + "meanwhile", + "Examining", + "Other", + "Others", + "Bunun", + "Yours", + "Therefore", + "Except", + "Recently", + "Symptoms", + "Such", + "Another", + "consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Similarly", + "Consequently", + "Simultaneously", + "However", + "Conversely", + "conversely", + "During", + "Otherwise", + "This", + "Consequently", + "Recently", + "During", + "Likewise", + "Few", + "Observing", + "txt", + "Observe", + "Other", + "Alternatively", + "Therefore", + "Traditionally", + "Viewing", + "Examining", + "random", + "Recently", + "Secondly", + "Uh" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Meanwhile", + "Simultaneously", + "another", + "Similarly", + "Another", + "By", + "Such", + "conversely", + "Likewise", + "During", + "Therefore", + "meanwhile", + "Conversely", + "Few", + "Examining", + "Samples", + "mortem", + "During", + "othesis", + "Model", + "Other", + "Certain", + "versa", + "The", + "At", + "json", + "random", + "Equally", + "Another" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "This", + "Similarly", + "Another", + "meanwhile", + "During", + "Simultaneously", + "another", + "random", + "During", + "Likewise", + "Other", + "Another", + "mortem", + "Simulation", + "Conversely", + "members", + "Others", + "By", + "However", + "Equally", + "other", + "Therefore", + "Samples", + "othesis", + "Examining", + "bers", + "json" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Meanwhile", + "Similarly", + "Simulation", + "This", + "Another", + "Among", + "meanwhile", + "During", + "Other", + "achen", + "Simultaneously", + "IGATION", + "sb", + "Others", + "Secondly", + "Another", + "Imaging", + "ache", + "mortem", + "bers", + "During", + "enberg", + "imov", + "Information", + "imiter", + "Likewise" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Such", + "Instrument", + "Another", + "event", + "A", + "meet", + "Instruments", + "An", + "enter", + "It", + "empty", + "During", + "mortem", + "In", + "begin", + "ache", + "Simulation", + "ament", + "sub", + "imb", + "elementary", + "Based", + "For", + "random", + "open", + "black", + "exceptions", + "instrument", + "band", + "Standard" + ] + } + ], + "logit_surprising": [ + { + "concept": "fracture", + "score": 17.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "prong", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "on", + "output_checked": true + }, + { + "concept": "strain", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "high", + "output_checked": true + }, + { + "concept": "specimen", + "score": 8.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "ausge", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "An", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "steel", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "on", + "output_checked": true + }, + { + "concept": "failure", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "ASTM", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "damage", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "CFRP", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "collapse", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "instrumento", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "instrument", + "output_checked": true + }, + { + "concept": "allows", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "test", + "output_checked": true + }, + { + "concept": "used", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "instrument", + "output_checked": true + }, + { + "concept": "around", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "ostat", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "on", + "output_checked": true + }, + { + "concept": "rele", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "onset", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "both", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "records", + "output_checked": true + }, + { + "concept": "compared", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "tests", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "test", + "output_checked": true + }, + { + "concept": "ASTM", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "An", + "output_checked": true + }, + { + "concept": "rat", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "regulation", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "ATTLE", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "local", + "output_checked": true + }, + { + "concept": "ROUT", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "Ked", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "viol", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "beat", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "high", + "output_checked": true + }, + { + "concept": "Boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "Yum", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "dissected", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "Deve", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "ips", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "Stein", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "came", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "webcam", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "test", + "output_checked": true + }, + { + "concept": "dilakukan", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "losses", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "localizada", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "portion", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "simulates", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "sample", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "rectangular", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "was", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "incidence", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "high", + "output_checked": true + }, + { + "concept": "impressive", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "kerusakan", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "necrosis", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "local", + "output_checked": true + }, + { + "concept": "disappears", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "anytime", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "An", + "output_checked": true + }, + { + "concept": "thermocouple", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "brittle", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "ductile", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-05__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-notch-resistance-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Oxygen-rich high-temperature surface film 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A superalloy held in oxygen-bearing gas gains mass while developing a dense ceramic surface film whose thickness follows an approximately parabolic time dependence.", + "prompt_tail": "peralloy held in oxygen-bearing gas gains mass while developing a dense ceramic surface film whose thickness follows an approximately parabolic time dependence.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-hot-air-surface-layer-01", + "carrier_id": null, + "target_family": "hot-air-surface-layer", + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 2550, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 223 + }, + { + "label": "oxide", + "best_rank": 2047, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 1478 + }, + { + "label": "scale", + "best_rank": 2893, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 393 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "asion", + "behalf", + "orry", + "together", + "ients", + "also", + "furthermore" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lle", + "alike", + "ion", + "ct", + "ie", + "ii", + "zes", + "gonna", + "thereof", + "bzw", + "l", + "d", + "ients", + "aska", + "arie", + "le", + "ort", + "ue", + "ial", + "iew", + "lement", + "ued", + "wi", + "zia", + "oraz", + "sowie", + "lli", + "nto" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "thereof", + "mente", + "ii", + "sowie", + "ld", + "bzw", + "ct", + "ial", + "inal", + "ients", + "xd", + "furthermore", + "ile", + "ia", + "likewise", + "xsl", + "d", + "ion", + "ort", + "aid", + "oraz", + "efectu", + "afield" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "herein", + "ients", + "thereof", + "pursuant", + "uate", + "thereto", + "therefrom", + "heretofore", + "therein", + "yses", + "persons", + "demikian", + "denominada", + "wherein", + "wherein", + "proximate", + "hereafter", + "amente", + "aken", + "presently", + "psis", + "concomitant", + "insofar", + "concomit", + "automobile", + "edly" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "wherein", + "heretofore", + "extant", + "forthwith", + "herein", + "util", + "thereof", + "resultant", + "thence", + "concomitant", + "inasmuch", + "proximate", + "ients", + "pursuant", + "thereto", + "insofar", + "efectu", + "uate", + "toward", + "presently", + "principally", + "therefrom", + "abutting", + "hitherto", + "stuffs", + "ially", + "edly", + "oriented", + "thereafter" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "wherein", + "concomit", + "characterized", + "util", + "utilizing", + "employing", + "thereafter", + "Util", + "presently", + "concerning", + "subsequently", + "utilized", + "therefrom", + "wherein", + "thereof", + "exhibiting", + "demikian", + "Concerning", + "Moreover", + "possesses", + "pertaining", + "possessing", + "concomitant", + "thereby", + "Nevertheless", + "consequently", + "Upon", + "thereto", + "notwithstanding" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "concomit", + "characterized", + "concomitant", + "subsequently", + "wherein", + "employing", + "util", + "markedly", + "concurrently", + "inhabiting", + "occurring", + "utilizing", + "necessitating", + "approximately", + "primarily", + "thereafter", + "Upon", + "exhibiting", + "protracted", + "proximate", + "discernible", + "subsequent", + "predominantly", + "heretofore", + "primarily", + "Subsequently", + "thus", + "notably", + "emanating", + "Approximately", + "whereupon" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "concomit", + "concomitant", + "thereby", + "thus", + "characteristic", + "characterized", + "occurring", + "whereupon", + "thereof", + "wherein", + "thereto", + "commencing", + "markedly", + "hitherto", + "compositional", + "concurrently", + "extant", + "toward", + "likewise", + "coloration", + "therefrom", + "heretofore", + "necessitating", + "approximately", + "considerable", + "merely", + "commenced", + "scarcely", + "annum", + "thence", + "indistinct", + "incipient" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "nascent", + "concomit", + "concomitant", + "characteristic", + "periodicity", + "culminating", + "subsequently", + "commencing", + "emerging", + "irrespective", + "incipient", + "burgeoning", + "viscoelastic", + "invariably", + "subsequent", + "accelerating", + "asymptotically", + "precisely", + "successive", + "asymptotic", + "indicative", + "oscillating", + "rectilinear", + "quiescent", + "necessitating", + "observed", + "analogous", + "oscillatory", + "characterized", + "coales", + "Subsequently", + "thereafter" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "observed", + "observable", + "asymptotic", + "observational", + "asymptotically", + "viscoelastic", + "spectroscopic", + "empirical", + "empirically", + "observed", + "periodicity", + "nascent", + "deceler", + "observation", + "spectrosc", + "characteristic", + "accret", + "accretion", + "incipient", + "osserv", + "concomitant", + "observable", + "radiative", + "accelerating", + "observ", + "observations", + "qualitatively", + "histological", + "ymptotic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "observable", + "empirical", + "asymptotic", + "observational", + "logarithmic", + "asymptotically", + "empirically", + "observed", + "deceler", + "observable", + "observation", + "accelerating", + "osserv", + "periodicity", + "viscoelastic", + "ymptotic", + "sinusoid", + "quantitatively", + "characteristic", + "accretion", + "sinusoidal", + "curvil", + "incrementally", + "quantifiable", + "observ", + "observations", + "analogous", + "accret" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "observed", + "accelerating", + "observable", + "asymptotic", + "observed", + "periodicity", + "deceler", + "asymptotically", + "metastable", + "sinusoid", + "stabilization", + "sinusoidal", + "osserv", + "oscillatory", + "sustained", + "accumulating", + "observable", + "viscoelastic", + "correl", + "observations", + "empirical", + "cyclic", + "accelerated", + "observational", + "logarithmic", + "concomitant", + "exponential", + "morphogenesis", + "senescence" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "observed", + "observed", + "periodicity", + "sinusoid", + "observable", + "anomalous", + "empirically", + "iteratively", + "characteristic", + "accelerating", + "sinusoidal", + "asymptotically", + "characteristics", + "peculiar", + "empirical", + "sequentially", + "quantitatively", + "metastable", + "characterizing", + "hypothesized", + "microstructure", + "superimposed", + "oscillatory", + "deceler", + "rectilinear", + "hypothesize", + "continuously", + "linearly", + "fractal", + "differentiable", + "larval", + "exponential" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "observed", + "observed", + "observable", + "Observation", + "anomalous", + "metastable", + "periodicity", + "sinusoid", + "characteristic", + "peculiar", + "noticeable", + "detectable", + "sinusoidal", + "osserv", + "empirically", + "microstructure", + "Observed", + "rectilinear", + "observado", + "characteristics", + "specimen", + "exhibiting", + "differentiable", + "asymptotically", + "characterizing", + "hypothesized", + "histological" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "reportedly", + "photographs", + "publicly", + "documentary", + "commentators", + "subsequently", + "Suddenly", + "advertisements", + "simultaneously", + "Eventually", + "Eventually", + "Ultimately", + "several", + "primarily", + "During", + "Suddenly", + "eventually", + "Ultimately", + "Subsequently", + "allegedly", + "reports", + "ultimately", + "photographic", + "demonstrations", + "cinematography", + "commentaries", + "According", + "Interestingly", + "proponents" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "During", + "simultaneously", + "Furthermore", + "During", + "Eventually", + "Simultaneously", + "Subsequently", + "this", + "Recently", + "Suddenly", + "Conversely", + "reportedly", + "Eventually", + "Ultimately", + "concurrently", + "According", + "Afterwards", + "questions", + "Furthermore", + "propositions", + "Suddenly", + "recently", + "reports", + "Later", + "Recently", + "commentary", + "Subsequently", + "Ultimately", + "statements", + "representations", + "publicly", + "documentary" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "this", + "During", + "Furthermore", + "During", + "simultaneously", + "Simultaneously", + "concurrently", + "Conversely", + "Conversely", + "Initially", + "initially", + "Similarly", + "Similarly", + "Eventually", + "Initially", + "This", + "begins", + "Afterwards", + "furthermore", + "examples", + "Subsequently", + "Eventually", + "conversely", + "this", + "during", + "According", + "Furthermore", + "Ultimately", + "Suddenly", + "According", + "subsequently", + "Meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "this", + "During", + "During", + "this", + "meanwhile", + "This", + "these", + "furthermore", + "Initially", + "This", + "Initially", + "conversely", + "lately", + "Simultaneously", + "When", + "When", + "Meanwhile", + "Dieser", + "the", + "These", + "Afterwards", + "during", + "Their", + "initially", + "Its", + "theirs", + "They" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "this", + "This", + "this", + "This", + "During", + "Its", + "During", + "meanwhile", + "Its", + "Lately", + "Meanwhile", + "lately", + "Initially", + "Their", + "how", + "Afterwards", + "Their", + "Recently", + "Details", + "Details", + "Initially" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "During", + "During", + "This", + "What", + "Meanwhile", + "Recently", + "Initially", + "Consequently", + "When", + "Initially", + "Consequently", + "What", + "Lately", + "Therefore", + "Its", + "Its", + "Compared", + "There", + "How", + "Recently", + "Conversely", + "Conversely", + "nThe", + "Here", + "Their", + "Upon", + "Along", + "The", + "This", + "Hence", + "Furthermore", + "Recent" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "During", + "What", + "During", + "Initially", + "When", + "Recently", + "Consequently", + "What", + "Its", + "Its", + "Meanwhile", + "Therefore", + "Initially", + "How", + "This", + "Why", + "Consequently", + "The", + "nThe", + "Lately", + "When", + "Upon", + "Recently", + "Hence", + "Compared", + "Historically", + "Their", + "Recent", + "After", + "Specifically", + "There" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "During", + "This", + "During", + "Furthermore", + "Consequently", + "Specifically", + "Therefore", + "Hence", + "Below", + "Historically", + "When", + "Upon", + "Consequently", + "Conversely", + "What", + "Recently", + "Initially", + "Both", + "Similarly", + "Initially", + "Simultaneously", + "The", + "Meanwhile", + "Determine", + "Again", + "Conversely", + "Historically", + "Secondly", + "nThe", + "However", + "Here", + "Previously" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "During", + "During", + "Specifically", + "Initially", + "Therefore", + "Both", + "Recently", + "This", + "Both", + "Upon", + "Below", + "Simultaneously", + "Specifically", + "Given", + "Meanwhile", + "Assuming", + "When", + "Consequently", + "Recently", + "Hence", + "Determine", + "experimentally", + "Initially", + "Disp", + "Considering", + "Historically", + "What", + "Consequently", + "Lately", + "Previously" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "During", + "Therefore", + "During", + "Specifically", + "Consequently", + "Upon", + "Below", + "Recently", + "Both", + "This", + "Assuming", + "Simultaneously", + "When", + "Initially", + "What", + "experimentally", + "Considering", + "Given", + "Hence", + "Both", + "Meanwhile", + "Determine", + "THAN", + "Consequently", + "Initially", + "Historically", + "Specifically", + "Acting", + "Lately", + "Recently" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Specifically", + "Initially", + "Initially", + "Simultaneously", + "Below", + "Considering", + "During", + "Upon", + "Analyzing", + "Given", + "Both", + "Acting", + "What", + "Consequently", + "Researchers", + "Observing", + "When", + "ackle", + "This", + "Determine", + "Experimental", + "Thermodynamics", + "During", + "Secondly", + "Specifically", + "Recently", + "The", + "Therefore", + "Until", + "Along", + "experimentally" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Specifically", + "When", + "In", + "Initially", + "For", + "During", + "Upon", + "By", + "Given", + "Starting", + "At", + "Under", + "Below", + "Gas", + "Assuming", + "As", + "Initial", + "What", + "Consider", + "Let", + "To", + "After", + "Both", + "Thickness", + "Think", + "Since", + "Assume", + "Simultaneously", + "Oxygen", + "A" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 118599, + 109446, + 84363, + 39304, + 50580, + 67325, + 46238, + 54772, + 39665, + 9663, + 10227, + 5525, + 13203, + 10734, + 14576, + 17503, + 46579, + 54768, + 80205, + 6615, + 6315, + 2551, + 5243, + 5025, + 1365, + 109 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 35883, + 17217, + 14209, + 31775, + 52134, + 61869, + 71020, + 16168, + 13854, + 3172, + 5146, + 10654, + 29992, + 44934, + 134055, + 146032, + 174747, + 134318, + 29248, + 4143, + 2048, + 3284, + 8513, + 5481, + 320, + 398 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 98747, + 6251, + 13148, + 126456, + 67981, + 96703, + 63840, + 22778, + 11454, + 22035, + 8912, + 7943, + 11817, + 28184, + 130299, + 105208, + 48514, + 25569, + 14049, + 15969, + 18293, + 12913, + 2894, + 2999, + 3098, + 2751 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 132820, + 169776, + 195556, + 77820, + 65941, + 206754, + 165902, + 204538, + 115673, + 224, + 690, + 730, + 3751, + 4278 + ] + }, + { + "label": "oxide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 95547, + 111587, + 154417, + 201502, + 1561, + 10189, + 112828, + 161619, + 23926, + 1479, + 3819, + 14562, + 63730, + 41745 + ] + }, + { + "label": "scale", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 7002, + 83246, + 85847, + 124200, + 201877, + 236456, + 203429, + 137013, + 20272, + 8455, + 63569, + 14784, + 454, + 394 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 16.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "super", + "output_checked": true + }, + { + "concept": "during", + "score": 14.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "dependence", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "became", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "exponential", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "an", + "output_checked": true + }, + { + "concept": "layer", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "atmosphere", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "bearing", + "output_checked": true + }, + { + "concept": "observed", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 7.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "several", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "oxide", + "score": 6.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "designed", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "undergoing", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "while", + "output_checked": true + }, + { + "concept": "was", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "characteristics", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "accret", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "quadratic", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "duration", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "time", + "output_checked": true + }, + { + "concept": "trajectory", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "under", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "film", + "output_checked": true + }, + { + "concept": "composition", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "oxidizing", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "nascent", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "stationary", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "temperature", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "quarters", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "bearing", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "simultaneously", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "while", + "output_checked": true + }, + { + "concept": "this", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "significant", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "grows", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "thickness", + "output_checked": true + }, + { + "concept": "During", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "shape", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "held", + "output_checked": true + }, + { + "concept": "rich", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "rapidly", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "law", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "follows", + "output_checked": true + }, + { + "concept": "linear", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "impervious", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "asymptotic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "follows", + "output_checked": true + }, + { + "concept": "coating", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "polymeric", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "film", + "output_checked": true + }, + { + "concept": "concomitant", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "amazing", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "super", + "output_checked": true + }, + { + "concept": "During", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "underwent", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "increasingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "gains", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "super", + "output_checked": true + }, + { + "concept": "environments", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "bearing", + "output_checked": true + }, + { + "concept": "increased", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "pattern", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "time", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "superstructure", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "logarithmic", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "hostage", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "held", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "progression", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "growth", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "increases", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "thickness", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "Kwa", + "ervan", + "quantos", + "Hail", + "wand", + "undos", + "anque", + "diagonal", + "punkte", + "yclerView", + "ynitrite" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "Catt", + "tons", + "trem", + "gr", + "lev", + "Beg", + "rid", + "Mannes", + "grac", + "Reis", + "pres", + "Proc", + "Cann", + "opat", + "Gall", + "mamy", + "Tons", + "blot", + "ebo", + "Pres" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "Beg", + "trem", + "grac", + "gr", + "tons", + "Catt", + "Pres", + "acid", + "rock", + "Cann", + "throws", + "intang", + "tfrac", + "lev" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "tfrac", + "essional", + "chal", + "dre", + "glob", + "Beg", + "alk", + "reu", + "Hus", + "Reis", + "byt", + "ilg", + "ilj", + "Gal", + "Fam", + "olyte", + "zd", + "Sure" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "essional", + "tfrac", + "Reis", + "tene", + "ago", + "dre", + "dip", + "Mani", + "byt", + "tons", + "Gal", + "glob", + "blot", + "inex", + "Fig", + "Beet", + "Durch", + "dim", + "yli" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "Vo", + "VERE", + "Su", + "illing", + "hely", + "yn", + "rem", + "idence", + "oben", + "olare", + "orel", + "Zy", + "Gesetz", + "Rem", + "Sed", + "ORS", + "ingen", + "icot" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "kick", + "tools", + "side", + "sol", + "tool", + "Green", + "HI", + "duct", + "Sol", + "remen", + "kick", + "Er", + "dal", + "nop", + "ual", + "rem", + "ORS", + "dad", + "demos", + "Mau", + "cares" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "kick", + "tools", + "tool", + "side", + "Green", + "tail", + "simple", + "demos", + "dad", + "Zealand", + "HI", + "rem", + "duct", + "model", + "sol", + "dal", + "remen", + "kick", + "pipeline", + "nop", + "truncate" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "Green", + "kick", + "nop", + "sol", + "record", + "remen", + "uct", + "tools", + "demos", + "tool", + "Sol", + "mech", + "tail", + "serial", + "rem", + "Select" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "sus", + "common", + "Green", + "cdots", + "lives", + "greet", + "switch", + "idyl", + "remen", + "OOSE", + "linear", + "greeting", + "ae", + "dynamic", + "ettle", + "Greeting", + "tattoo", + "fetch" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "greeting", + "switch", + "greet", + "Greet", + "detail", + "traits", + "ettle", + "cereal", + "Otto", + "common", + "trait", + "diet", + "snooze", + "idyl", + "Listener", + "meetings", + "phospholipid" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "beats", + "Beat", + "beats", + "backpacks", + "anders", + "step", + "PAS", + "wij", + "argaan", + "odora", + "eres", + "rion", + "oders", + "BAG", + "stit" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "iob", + "kulit", + "playlists", + "phospholip", + "backlit", + "reheat", + "cribable", + "cama", + "buyout", + "nouve", + "httpClient", + "httpClient" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "assol", + "gor", + "god", + "biet", + "rotz", + "outdoor", + "blas", + "brus", + "oggetti", + "grudge", + "labores", + "datar", + "owes" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "segi", + "weib", + "Rew", + "ausge", + "Ber", + "pebb", + "largement", + "Mam", + "kec", + "tier", + "recor", + "prong", + "semestre", + "Sul", + "Als", + "Roh", + "poste" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "ectors", + "halk", + "afect", + "ospel", + "berp", + "Roh", + "welt", + "argument", + "idium", + "argumentation", + "sped", + "azimuth", + "segi", + "argue", + "tti", + "tier", + "Versions", + "osp", + "wir", + "argument", + "kata", + "Roh", + "Agu" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "parametr", + "kernel", + "oms", + "baik", + "okt", + "parquet", + "flo", + "parall", + "mediana", + "halk", + "paramet", + "ectors" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "pytorch", + "Ext", + "unsplash", + "tensor", + "whiskers", + "Meanwhile", + "diambil" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "this", + "This", + "Simultaneously", + "What", + "Meanwhile", + "Along", + "Lately", + "Initially", + "Compared", + "Estimate", + "clen", + "Initially", + "Troubles", + "What", + "Details", + "Calculate", + "alike", + "Assume", + "Other", + "Finally", + "Here", + "During", + "Please" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Initially", + "Simultaneously", + "During", + "Initially", + "Subsequently", + "During", + "Consequently", + "Explain", + "Meanwhile", + "What", + "Similarly", + "Assume", + "Compared", + "Afterward", + "Early", + "Subsequent", + "Lately", + "This", + "Its", + "Estimate", + "Initial", + "Early", + "Observe", + "Explain", + "Allow" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Initially", + "Initially", + "Similarly", + "During", + "During", + "This", + "Subsequently", + "What", + "Recently", + "Historically", + "Lately", + "Whose", + "What", + "Assume", + "Specifically", + "Explain", + "Simultaneously", + "Its", + "Meanwhile", + "Recently", + "Observe", + "Initial", + "Consequently", + "Its", + "Analyze", + "Both", + "clen", + "Subsequent" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "During", + "During", + "Initially", + "Similarly", + "Initially", + "Specifically", + "Simultaneously", + "Historically", + "This", + "Specifically", + "Previously", + "Upon", + "Consequently", + "Otherwise", + "Along", + "Furthermore", + "Similar", + "Originally", + "Subsequently", + "Both", + "Conversely", + "Therefore", + "clen", + "Unlike", + "Recently", + "Normally", + "Historically", + "Repeat", + "Traditionally", + "Assume", + "Under" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Specifically", + "This", + "During", + "Simultaneously", + "Initially", + "During", + "Both", + "Along", + "Initially", + "Assuming", + "Specifically", + "Meanwhile", + "Consider", + "Historically", + "Therefore", + "Otherwise", + "Unlike", + "Imagine", + "What", + "Upon", + "Assume", + "Repeat", + "When", + "Again", + "Both", + "Certain", + "Previously", + "Similar", + "Recently", + "Judging", + "Unless", + "Only" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "During", + "Both", + "Specifically", + "Assuming", + "Consider", + "What", + "During", + "Along", + "Simultaneously", + "Initially", + "Therefore", + "Initially", + "Meanwhile", + "When", + "The", + "Upon", + "Assume", + "Similarly", + "This", + "Below", + "Historically", + "Imagine", + "Otherwise", + "Unlike", + "Repeat", + "By", + "Like", + "Before", + "Both", + "Consequently", + "Unless" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Specifically", + "Initially", + "During", + "Initially", + "What", + "Below", + "Both", + "Consider", + "Assuming", + "Historically", + "Simultaneously", + "When", + "Like", + "During", + "Along", + "Therefore", + "Until", + "Considering", + "The", + "Throughout", + "Recently", + "ackle", + "Specifically", + "Again", + "Given", + "Until", + "Previously", + "Following", + "Upon", + "Consequently", + "Those" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Specifically", + "When", + "During", + "Initially", + "In", + "What", + "For", + "Consider", + "Starting", + "As", + "Below", + "Think", + "Let", + "Since", + "Such", + "At", + "Assume", + "Assuming", + "Like", + "Both", + "Along", + "By", + "Upon", + "These", + "Early", + "While", + "How", + "His", + "After", + "Under" + ] + } + ], + "logit_surprising": [ + { + "concept": "exponential", + "score": 11.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "follows", + "output_checked": true + }, + { + "concept": "atmosphere", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "bearing", + "output_checked": true + }, + { + "concept": "layer", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "gains", + "output_checked": true + }, + { + "concept": "ausge", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "oxide", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "rapidly", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "coating", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "increases", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "thickness", + "output_checked": true + }, + { + "concept": "grows", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "thickness", + "output_checked": true + }, + { + "concept": "linear", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "progression", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "designed", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "shape", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "held", + "output_checked": true + }, + { + "concept": "heating", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "while", + "output_checked": true + }, + { + "concept": "under", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "film", + "output_checked": true + }, + { + "concept": "composition", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "law", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "follows", + "output_checked": true + }, + { + "concept": "growth", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "dieu", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "duke", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "Stein", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "serp", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "time", + "output_checked": true + }, + { + "concept": "contents", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "undergoing", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "while", + "output_checked": true + }, + { + "concept": "patina", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "rich", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "dependence", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "dietary", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "while", + "output_checked": true + }, + { + "concept": "dra", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "klad", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "PAS", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "beats", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "HTTPException", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "super", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "replay", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "rage", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "gains", + "output_checked": true + }, + { + "concept": "ricost", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "rozs", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "lengkap", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "held", + "output_checked": true + }, + { + "concept": "beat", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "sebe", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "gains", + "output_checked": true + }, + { + "concept": "selv", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "Dunk", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "thickness", + "output_checked": true + }, + { + "concept": "Kaz", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "reverence", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "gains", + "output_checked": true + }, + { + "concept": "espon", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "film", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "thickness", + "output_checked": true + }, + { + "concept": "baik", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "vier", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "an", + "output_checked": true + }, + { + "concept": "CAF", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "super", + "output_checked": true + }, + { + "concept": "datasheet", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "withstand", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "gas", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-01__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Oxygen-rich high-temperature surface film 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Long furnace exposure covers a steel coupon with several brittle oxygen-rich layers. Continued growth requires ions to cross the existing reaction product.", + "prompt_tail": "Long furnace exposure covers a steel coupon with several brittle oxygen-rich layers. Continued growth requires ions to cross the existing reaction product.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-hot-air-surface-layer-02", + "carrier_id": null, + "target_family": "hot-air-surface-layer", + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 1539, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 12 + }, + { + "label": "oxide", + "best_rank": 592, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 351 + }, + { + "label": "scale", + "best_rank": 24423, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 2340 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "asion", + "alike", + "ients", + "asons", + "orry", + "oba", + "ammed", + "leness", + "together", + "According", + "Also", + "ilst" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "lle", + "ients", + "persons", + "etc", + "arie", + "eded", + "sic", + "d", + "ie", + "atre", + "zia", + "eness", + "alike", + "dia", + "zis", + "lly", + "nto", + "ion", + "ued", + "ii", + "zes", + "thereof", + "aska", + "eries", + "oides" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "persons", + "lle", + "etc", + "etc", + "ients", + "atre", + "thereof", + "alike", + "dia", + "thereon", + "leness", + "sic", + "dll", + "nti", + "xd", + "basically", + "aid", + "dz", + "anybody", + "secondly", + "ndo", + "zis", + "lly", + "nto" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "herein", + "thereto", + "persons", + "thereof", + "thereon", + "sic", + "persons", + "psis", + "pursuant", + "ued", + "ients", + "lle", + "therein", + "cedures", + "yses", + "maupun", + "hereafter", + "hereto", + "heretofore", + "hereof", + "uate", + "aken" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "sic", + "persons", + "herein", + "thereto", + "maupun", + "thence", + "hereto", + "heretofore", + "forthwith", + "thereof", + "wherein", + "whereupon", + "ued", + "ients", + "uate", + "presently", + "ided", + "ially", + "aken", + "pursuant", + "whereby", + "inasmuch", + "efectu", + "hereof", + "edly" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "wherein", + "furthermore", + "persons", + "thereto", + "whereupon", + "upon", + "therefore", + "whereby", + "Furthermore", + "whilst", + "Concerning", + "thereby", + "Upon", + "presently", + "Furthermore", + "upon", + "Util", + "Upon", + "thereafter", + "sic" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "whilst", + "thereto", + "upon", + "however", + "persons", + "gonna", + "whereupon", + "therefore", + "wherein", + "unto", + "whereby", + "toward", + "thereof", + "herein", + "that", + "while", + "thus", + "although", + "concerning", + "thereby", + "presently", + "standpoint", + "thru", + "thereon", + "furthermore", + "awhile" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "gonna", + "presently", + "furthermore", + "thereto", + "sometime", + "meanwhile", + "Presently", + "lastly", + "whereas", + "aneous", + "alike", + "persons", + "lately", + "thereby", + "somebody", + "standpoint", + "gotta", + "leness", + "sic", + "secondly", + "whereupon", + "which", + "thing", + "eway", + "upon", + "soon", + "whatever", + "lle" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "gotta", + "gonna", + "neath", + "Presently", + "layer", + "yeah", + "ain", + "furthermore", + "chemist", + "lastly", + "olite", + "oxide", + "wat", + "enite", + "ium", + "umo", + "aminar", + "namely", + "barrier", + "ANIUM", + "ion", + "oxyd", + "ound", + "thereby", + "molecule", + "dioxide", + "herm", + "presently" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "barrier", + "tunneling", + "layer", + "penetrating", + "permeable", + "Barrier", + "blockage", + "porous", + "barrier", + "impermeable", + "permeability", + "penetrate", + "imperme", + "substrate", + "subsurface", + "chemically", + "perpendicularly", + "tunnel", + "distal", + "porosity", + "impervious", + "surface", + "boundary", + "breakthrough", + "Barrier", + "plast", + "interlayer", + "perpendicular" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "barrier", + "penetrating", + "blockage", + "layer", + "Barrier", + "barrier", + "permeable", + "tunneling", + "impermeable", + "impervious", + "penetrate", + "perpendicularly", + "permeability", + "porous", + "chemically", + "Barrier", + "perpendicular", + "imperme", + "subsurface", + "layer", + "boundary", + "substrate", + "barriers", + "obstacle", + "advancing", + "breakthrough", + "surface", + "Layer", + "obstruction", + "probing" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "barrier", + "blockage", + "Barrier", + "obstacles", + "penetrating", + "obstacle", + "advancing", + "barrier", + "overcome", + "overcoming", + "subsurface", + "Barrier", + "breakthrough", + "tunneling", + "perpendicularly", + "layer", + "challenge", + "permeability", + "penetrate", + "challenge", + "impermeable", + "Challeng", + "barriers" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "successive", + "advancing", + "necessity", + "successively", + "advances", + "increasing", + "necessarily", + "barrier", + "blockage", + "Advances", + "layer", + "challenge", + "obstacles", + "continually", + "Necess", + "interlayer", + "overcome", + "forcing", + "obstacle" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "obstacles", + "Crossing", + "Crossing", + "itherto", + "Incoming", + "crossing", + "obstacle", + "PROBLEM", + "impasse", + "necessitating", + "overcome", + "necessitates" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "necessitating", + "further", + "necessity", + "increasingly", + "several", + "needing", + "culminating", + "requiring", + "Consequently", + "influencing", + "Ultimately", + "Ultimately", + "confronting", + "significantly", + "ultimately", + "ensuring", + "demonstrating", + "Consequently", + "escalating", + "various", + "showcasing", + "furthering", + "supporting", + "Furthermore", + "contributing", + "impacting", + "significant", + "necessary", + "experimentation", + "navigating", + "necessities", + "weaponry" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "Furthermore", + "furthermore", + "Consequently", + "Conversely", + "Ultimately", + "Ultimately", + "Conversely", + "whereas", + "Meanwhile", + "further", + "therefore", + "Similarly", + "Eventually", + "Subsequently", + "This", + "Therefore", + "Further", + "During", + "ultimately", + "Therefore", + "Later", + "consequently", + "likewise", + "Moreover", + "Similarly", + "meanwhile", + "Likewise", + "Eventually", + "conversely" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "conversely", + "whereas", + "Furthermore", + "Similarly", + "Consequently", + "Similarly", + "meanwhile", + "Conversely", + "Conversely", + "similarly", + "Meanwhile", + "consequently", + "Furthermore", + "Consequently", + "while", + "therefore", + "likewise", + "Likewise", + "Subsequently", + "During", + "thereby", + "subsequently", + "accordingly", + "Eventually", + "Secondly", + "Ultimately", + "correspondingly", + "This", + "further", + "Therefore", + "examples" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "conversely", + "meanwhile", + "furthermore", + "therefore", + "Conversely", + "Conversely", + "while", + "whereas", + "Similarly", + "Meanwhile", + "consequently", + "Furthermore", + "accordingly", + "similarly", + "likewise", + "Similarly", + "tandis", + "While", + "mientras", + "Furthermore", + "Likewise", + "secondly", + "Equally", + "thus", + "While", + "During", + "whilst", + "Consequently", + "Therefore", + "During", + "Therefore" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "conversely", + "Meanwhile", + "Conversely", + "Conversely", + "furthermore", + "therefore", + "Meanwhile", + "Consequently", + "tandis", + "Consequently", + "thus", + "Yet", + "Thus", + "Similarly", + "accordingly", + "mientras", + "consequently", + "Yet", + "Likewise", + "enquanto", + "Thus", + "hence", + "whereas", + "Similarly", + "While", + "Therefore", + "Therefore", + "lately" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Consequently", + "meanwhile", + "Conversely", + "conversely", + "Conversely", + "Consequently", + "Similarly", + "furthermore", + "Furthermore", + "accordingly", + "Meanwhile", + "consequently", + "Likewise", + "Therefore", + "During", + "Similarly", + "This", + "While", + "Moreover", + "lately", + "Recent", + "therefore", + "Moreover", + "Their", + "whereas", + "During", + "Nevertheless", + "Furthermore", + "Nonetheless" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Meanwhile", + "Consequently", + "Conversely", + "meanwhile", + "conversely", + "Similarly", + "Consequently", + "Conversely", + "furthermore", + "This", + "Furthermore", + "Therefore", + "While", + "accordingly", + "Recent", + "Likewise", + "Meanwhile", + "During", + "therefore", + "Each", + "Similarly", + "During", + "consequently", + "Recently", + "Their", + "Its", + "Moreover", + "lately", + "Regardless", + "Yet", + "Unless" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Consequently", + "Conversely", + "conversely", + "Likewise", + "Conversely", + "Meanwhile", + "Consequently", + "Similarly", + "furthermore", + "This", + "Therefore", + "Secondly", + "However", + "Each", + "Hence", + "Furthermore", + "While", + "Dieser", + "LessThan", + "During", + "Sometimes", + "Unless", + "sequent", + "Moreover", + "Thus", + "Its", + "Whether", + "Alternatively", + "Likewise" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "Therefore", + "meanwhile", + "Consequently", + "Secondly", + "balls", + "Similarly", + "Another", + "Meanwhile", + "Consequently", + "Furthermore", + "This", + "Therefore", + "Conversely", + "Mere", + "Abl", + "conversely", + "Subs", + "Another", + "Likewise", + "Unless", + "Secondly", + "Streams", + "Such", + "Unless" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Therefore", + "Consequently", + "Meanwhile", + "Another", + "Similarly", + "Secondly", + "Furthermore", + "meanwhile", + "balls", + "Perhaps", + "Whereas", + "ENDING", + "Unless", + "Consequently", + "ICAL", + "furthermore", + "This", + "Another", + "Naturally", + "THAN", + "Subs", + "therefore", + "Unless", + "consequ", + "Repeat", + "Abl" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "Secondly", + "Seeking", + "Another", + "Considering", + "Determination", + "Therefore", + "Meanwhile", + "Allow", + "meanwhile", + "GENER", + "Naturally", + "Dependence", + "Selecting", + "Furthermore", + "ILL", + "balls", + "MORE", + "IMUM", + "ittle", + "UMENT", + "ATHER", + "ARDS", + "THAN" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "This", + "For", + "Continuous", + "Continuous", + "bl", + "Abl", + "The", + "For", + "More", + "Furthermore", + "More", + "A", + "Unknown", + "In", + "Long", + "Unknown", + "When", + "It", + "Another", + "blank", + "Thermal", + "Long", + "end", + "Such", + "To", + "By", + "Thermal", + "In", + "black" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 84542, + 45808, + 36549, + 19115, + 45448, + 16508, + 12506, + 15816, + 1318, + 1456, + 1540, + 1849, + 5192, + 67251, + 42893, + 72074, + 49592, + 37700, + 72952, + 18812, + 18174, + 14853, + 25580, + 18095, + 3078, + 1069 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 47289, + 8567, + 3310, + 18625, + 38911, + 20041, + 1432, + 877, + 17, + 188, + 593, + 1880, + 7091, + 76737, + 185962, + 195173, + 151396, + 80170, + 49174, + 3970, + 3957, + 1880, + 54216, + 34662, + 3759, + 4096 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 96111, + 8480, + 7874, + 121443, + 109176, + 90396, + 29979, + 61582, + 66348, + 81778, + 77873, + 67357, + 65617, + 159418, + 36505, + 46397, + 34735, + 41309, + 59024, + 58186, + 68956, + 95591, + 42721, + 24424, + 61384, + 11083 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 159720, + 200169, + 196998, + 144621, + 140175, + 157397, + 124715, + 124374, + 28309, + 16, + 13, + 17, + 33, + 22 + ] + }, + { + "label": "oxide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 175834, + 169411, + 164486, + 145346, + 8224, + 22871, + 157627, + 152034, + 86532, + 352, + 579, + 405, + 1121, + 738 + ] + }, + { + "label": "scale", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 4783, + 2341, + 44934, + 115080, + 104698, + 193383, + 160645, + 63523, + 20329, + 7103, + 13325, + 5673, + 2671, + 2718 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "elements", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "oxide", + "score": 8.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "product", + "output_checked": true + }, + { + "concept": "further", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "growth", + "output_checked": true + }, + { + "concept": "because", + "score": 8.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "which", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "furnace", + "output_checked": true + }, + { + "concept": "barriers", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "during", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "These", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "oxides", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "heat", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "barrier", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "various", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "specimen", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "exposed", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "arms", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "began", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "furnace", + "output_checked": true + }, + { + "concept": "these", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "dioxide", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "nutrients", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "chemically", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "coverage", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "chemical", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "resulted", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "growth", + "output_checked": true + }, + { + "concept": "penetrate", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "to", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "heating", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "wide", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "alloys", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "deposited", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "layers", + "output_checked": true + }, + { + "concept": "diffusing", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ions", + "output_checked": true + }, + { + "concept": "migrate", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "to", + "output_checked": true + }, + { + "concept": "accelerates", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "carcinogenic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "permeable", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "photographed", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "specimens", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "several", + "output_checked": true + }, + { + "concept": "minerals", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "interlayer", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "chemicals", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "territory", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Continued", + "output_checked": true + }, + { + "concept": "Again", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Long", + "output_checked": true + }, + { + "concept": "examples", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "structures", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "existing", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "additional", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "capable", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ions", + "output_checked": true + }, + { + "concept": "timeframe", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "continues", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "growth", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "that", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "layers", + "output_checked": true + }, + { + "concept": "from", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ions", + "output_checked": true + }, + { + "concept": "longest", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "Long", + "output_checked": true + }, + { + "concept": "longer", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "alloy", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "coatings", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "akhirnya", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Long", + "output_checked": true + }, + { + "concept": "areas", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "assayed", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "coupon", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "ervan", + "trump", + "Hail", + "ynitrite", + "quantos", + "yclerView", + "wand", + "undos", + "punkte", + "Kwa", + "addRow" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "lev", + "rid", + "Sob", + "stir", + "grac", + "trem", + "opat", + "dim", + "Beg", + "pres", + "Prote", + "Bog", + "gham", + "dre", + "Cann", + "reu", + "snag", + "Blanch", + "ago", + "Yuk", + "resc" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "lev", + "rid", + "tons", + "reu", + "Reis", + "gham", + "Pres", + "stir", + "Av", + "mou", + "Lang", + "Rid", + "ums", + "bab", + "pres", + "tens", + "Sob", + "opat", + "Sue", + "Beg", + "Stol" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "champ", + "lev", + "Reis", + "alk", + "noch", + "ago", + "tun", + "onn", + "Sob", + "ilda", + "chal", + "tfrac", + "olas", + "ilj", + "dim", + "dim", + "essional", + "ilg", + "reu", + "Sod", + "def", + "Kam" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "chap", + "lev", + "grac", + "dim", + "champ", + "ilers", + "ago", + "rid", + "chap", + "chal", + "riv", + "olyte", + "hler", + "muut", + "Bens", + "Tit", + "ilj" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "Su", + "WOR", + "idence", + "rem", + "Sed", + "hst", + "Vo", + "yn", + "atus", + "VERE", + "su", + "ORS", + "oben", + "sn", + "susp", + "wyst", + "side", + "ae", + "CV", + "tit", + "sning" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "trading", + "side", + "sol", + "kick", + "HI", + "tools", + "tool", + "dad", + "Green", + "multiple", + "don", + "Vo", + "Vo", + "demos", + "simple", + "bro", + "tail", + "Kunde", + "atus", + "hint", + "dental", + "Er" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "sol", + "tool", + "side", + "trading", + "kick", + "tail", + "HI", + "das", + "Vo", + "rem", + "MI", + "Green", + "nas", + "simple", + "dess", + "multiple", + "lives", + "Sol", + "Vo", + "oplankton", + "remen", + "cares", + "Me", + "demos", + "time" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "sol", + "side", + "Sol", + "tool", + "tools", + "remen", + "kick", + "rem", + "atus", + "Green", + "record", + "HI", + "trading", + "tail", + "tract", + "lives", + "cares", + "Select", + "simple", + "Me", + "select", + "scope", + "fract", + "demos", + "MI", + "isex", + "Automat", + "nas" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "discussed", + "lives", + "Green", + "data", + "common", + "Select", + "subject", + "scient", + "speakers", + "felt", + "tter", + "osci", + "tattoo", + "OOSE", + "var", + "seq", + "discuss", + "dba", + "scope", + "remen", + "side", + "HI", + "cere" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "titles", + "Listener", + "scope", + "linear", + "GI", + "listener", + "nach", + "ractors", + "holders", + "tit", + "scopes", + "ettle", + "toc", + "RECE", + "CRED", + "Hans", + "Scoped" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "JsonObject", + "ilj", + "aw", + "dre", + "Bray", + "imitives", + "dfrac", + "yme", + "Makefile", + "ativistic", + "ocap", + "libr", + "ucin", + "messagebox", + "shot", + "shot", + "yd", + "soundtrack", + "TableRow", + "Bray", + "ListComponent", + "scorer" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "slutt", + "playlists", + "blic", + "bakan", + "enem", + "launcher", + "ygons", + "angun", + "ayam", + "getId", + "orit", + "dictionaries", + "vendedores", + "cama", + "abilecek", + "launcher", + "pickle", + "pilha", + "politischen", + "grudge" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ogado", + "god", + "gressive", + "ayet", + "abets", + "olone", + "grud", + "jogar", + "kund", + "ostante", + "delt", + "brus", + "God", + "defer", + "gor", + "rivol", + "focusable" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "logic", + "Jahres", + "logique", + "ques", + "arg", + "Raw", + "idium", + "SPC", + "igste", + "jah", + "Rew", + "ohm", + "Roca", + "logic", + "Das", + "Raw", + "lli" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "orough", + "osp", + "argue", + "welt", + "sped", + "ework", + "idium", + "archi", + "arg", + "ospel", + "wert", + "archae", + "xyl", + "eci", + "afect", + "lli", + "wok", + "opnieuw", + "ricost", + "argued", + "ectors", + "addon", + "edged" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "contr", + "parametr", + "accordingly", + "penj", + "flo", + "emies", + "contend", + "kernel", + "STRUCT", + "tab" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "Cur", + "tandis", + "Ext", + "Diss", + "newValue", + "perturb", + "builtin", + "complej", + "Enc", + "indag", + "suspended", + "therefore", + "meantime", + "gitu" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "therefore", + "thus", + "mientras", + "consequently", + "tandis", + "while", + "Meanwhile", + "enquanto", + "Thus", + "natomiast", + "Therefore", + "hingegen", + "Thus", + "Similarly", + "furthermore", + "conversely", + "Similarly", + "however", + "Furthermore", + "Consequently", + "Conversely", + "while", + "thereby", + "moreover", + "accordingly", + "Continued", + "continued" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "Consequently", + "therefore", + "Conversely", + "Subsequent", + "Therefore", + "consequently", + "Oxid", + "Thus", + "thermodynamic", + "Consequently", + "Similarly", + "Temperature", + "Oxidation", + "Thermodynamic", + "thermally", + "thus", + "During", + "Such", + "During", + "Unless", + "Simultaneously", + "accordingly", + "Temperature", + "Thickness", + "Furthermore", + "Thermal", + "Conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "therefore", + "Meanwhile", + "Therefore", + "Temperature", + "Subsequent", + "thermally", + "Oxid", + "Consequently", + "thermodynamic", + "Heating", + "meanwhile", + "Thermal", + "Conversely", + "oxidizing", + "Oxidation", + "Thermodynamic", + "Temperature", + "ZrO", + "Hydrogen", + "metallurgical", + "Similarly", + "Thus", + "consequently", + "Hydrogen", + "Temperatures", + "During", + "During" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Temperature", + "Thermal", + "Heating", + "thermally", + "Thermal", + "thermal", + "Heat", + "Temperature", + "temperature", + "heating", + "Heating", + "heat", + "thermal", + "Heat", + "Temperatures", + "Oxidation", + "Hydrogen", + "Subsequent", + "Thermodynamic", + "Consequently", + "Oxid", + "heated", + "temperature", + "Conversely", + "othermal", + "thermodynamic" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Temperature", + "Thermal", + "Heating", + "thermally", + "Thermal", + "Temperature", + "Heat", + "thermal", + "Temperatures", + "heating", + "Heating", + "heated", + "Hot", + "Heat", + "temperature", + "thermal", + "heated", + "heat", + "Subsequent", + "Heated", + "Therefore", + "Hot", + "This", + "hotter", + "Accelerated" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Thermal", + "thermally", + "Temperature", + "Thermal", + "Heating", + "thermal", + "Temperature", + "Heat", + "heated", + "Temperatures", + "Heating", + "Consequently", + "Heated", + "thermal", + "This", + "heating", + "Therefore", + "Accelerated", + "Heat", + "Oxid", + "Oxidation", + "Electrochemical", + "Similarly", + "Subsequent", + "temperature", + "heated", + "Excessive" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Thermal", + "thermally", + "Heating", + "Thermal", + "thermal", + "Temperature", + "Longer", + "heated", + "heating", + "Prolong", + "thermal", + "hotter", + "Heat", + "Accelerated", + "Temperatures", + "Elevated", + "Heated", + "heat", + "Cyclic", + "Heating", + "temperature", + "High", + "heated", + "Excessive", + "prolonged", + "Temperature" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "High", + "Thermal", + "The", + "Heating", + "In", + "Long", + "For", + "Heat", + "Furnace", + "Hot", + "Temperature", + "Short", + "Ion", + "Accelerated", + "Prolong", + "Extended", + "Longer", + "Anne", + "Elevated", + "Subsequent", + "Slow", + "Hydrogen", + "Rapid", + "A", + "These", + "Chemical", + "Eventually", + "Continuous", + "Diffusion", + "Controlled", + "Such" + ] + } + ], + "logit_surprising": [ + { + "concept": "oxide", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "ilm", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "with", + "output_checked": true + }, + { + "concept": "barrier", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "existing", + "output_checked": true + }, + { + "concept": "These", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "heat", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "deposited", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "layers", + "output_checked": true + }, + { + "concept": "ausge", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "spf", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "continues", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "growth", + "output_checked": true + }, + { + "concept": "oxides", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "alloys", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "duke", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "wound", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "several", + "output_checked": true + }, + { + "concept": "various", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "penetrate", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "to", + "output_checked": true + }, + { + "concept": "these", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "exposed", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "soot", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "migrate", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "to", + "output_checked": true + }, + { + "concept": "barriers", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "accelerates", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "kuri", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "furnace", + "output_checked": true + }, + { + "concept": "ostat", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "furnace", + "output_checked": true + }, + { + "concept": "slutt", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "with", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "dents", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "Jahres", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "furnace", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "longest", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Long", + "output_checked": true + }, + { + "concept": "causes", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "deposition", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ions", + "output_checked": true + }, + { + "concept": "wide", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "alloy", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "coatings", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "fewest", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Long", + "output_checked": true + }, + { + "concept": "capping", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "gour", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "JsonObject", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Phong", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "several", + "output_checked": true + }, + { + "concept": "beat", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "ions", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "logic", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "CHAT", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "growth", + "output_checked": true + }, + { + "concept": "Stein", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Long", + "output_checked": true + }, + { + "concept": "guts", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "furnace", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "Hov", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "okt", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ions", + "output_checked": true + }, + { + "concept": "fonctionnement", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "furnace", + "output_checked": true + }, + { + "concept": "boyunca", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "related", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "scrutiny", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Continued", + "output_checked": true + }, + { + "concept": "menyebabkan", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "growth", + "output_checked": true + }, + { + "concept": "replenish", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "longer", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Long", + "output_checked": true + }, + { + "concept": "began", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "furnace", + "output_checked": true + }, + { + "concept": "affects", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "Zeitraum", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "steel", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-02__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Oxygen-rich high-temperature surface film 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A chromium-containing alloy forms a compact adherent surface film in hot air, sharply slowing additional inward oxygen transport.", + "prompt_tail": "A chromium-containing alloy forms a compact adherent surface film in hot air, sharply slowing additional inward oxygen transport.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 22 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-hot-air-surface-layer-03", + "carrier_id": null, + "target_family": "hot-air-surface-layer", + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 347, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 117 + }, + { + "label": "oxide", + "best_rank": 407, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 594 + }, + { + "label": "scale", + "best_rank": 26334, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 7149 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "orry", + "asion", + "ients", + "together", + "ogether", + "ials", + "furthermore" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lle", + "alike", + "ie", + "d", + "le", + "ion", + "ct", + "ued", + "ii", + "wi", + "zes", + "via", + "gonna", + "aska", + "vs", + "lli", + "arie", + "bzw", + "rn", + "vl", + "nto", + "l", + "ue", + "ile", + "iew", + "ients", + "rl", + "zia", + "junto", + "eded" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "via", + "lle", + "sowie", + "wi", + "bout", + "meanwhile", + "ct", + "ia", + "junto", + "bzw", + "d", + "ion", + "ii", + "lli", + "ld", + "ie", + "inal", + "into", + "aid", + "likewise", + "l", + "ue", + "ile", + "wn", + "plus", + "mente", + "thereof", + "ort", + "aska" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "psis", + "oused", + "tfrac", + "via", + "atop", + "figcaption", + "proximate", + "sequester", + "elae", + "ivist", + "edly", + "aken", + "citizenry", + "toward", + "zes", + "woman", + "amid", + "pursuant", + "tow", + "ppable", + "staffers", + "abutting", + "aneous", + "proximal", + "odal", + "IELD", + "ortheast", + "ff", + "pez", + "kers" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "edly", + "resultant", + "via", + "tfrac", + "toward", + "alike", + "ensuing", + "forthwith", + "aid", + "ided", + "amid", + "bzw", + "atop", + "requisite", + "IELD", + "populace", + "bislang", + "milieu", + "extant", + "flanking", + "ive", + "ally", + "ened", + "aneous", + "midst", + "flank", + "thence", + "environs", + "stuffs", + "proximate" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "bolstered", + "burgeoning", + "notably", + "protracted", + "toward", + "amid", + "aided", + "populace", + "thereafter", + "markedly", + "employing", + "penned", + "merely", + "bolstering", + "chiefly", + "tfrac", + "environs", + "predicated", + "purportedly", + "principally", + "ensuing", + "proximate", + "alongside", + "utilizing", + "resultant", + "concomit", + "replete", + "whilst", + "atop", + "requisite", + "extant", + "spurred" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "toward", + "thereafter", + "markedly", + "protracted", + "proximate", + "subsequently", + "aided", + "concomit", + "bolstered", + "notably", + "thence", + "concomitant", + "ensuing", + "predicated", + "utilizing", + "requisite", + "proximal", + "employing", + "burgeoning", + "necessitating", + "bolstering", + "substantially", + "ancillary", + "prior", + "thus", + "largely", + "subsequent", + "heretofore", + "nascent", + "whereupon", + "further", + "utilized" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "toward", + "concomitant", + "markedly", + "thence", + "whereupon", + "thus", + "thereafter", + "concomit", + "thereby", + "furthermore", + "presently", + "subsequently", + "further", + "latter", + "merely", + "alike", + "nearer", + "proximate", + "Toward", + "characterized", + "farther", + "notwithstanding", + "wherein", + "edly", + "amid", + "thereto", + "hitherto", + "heretofore", + "retarded", + "protracted", + "incipient", + "Owing" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "cessation", + "halt", + "protracted", + "slowing", + "stagn", + "slowdown", + "curtail", + "further", + "resistive", + "thereafter", + "concomitant", + "burgeoning", + "nascent", + "deceler", + "sequester", + "incipient", + "effluent", + "stagnation", + "intensified", + "impeded", + "intensifying", + "subsequently", + "slower", + "slowed", + "sluggish", + "increasingly", + "retard", + "requisite", + "quiescent", + "impeding", + "laminar", + "prolonged" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "impermeable", + "slowing", + "resistive", + "cessation", + "imperme", + "blockade", + "blockage", + "slowdown", + "impeding", + "protracted", + "slowed", + "insulating", + "effluent", + "impervious", + "stabilization", + "containment", + "deceler", + "sequester", + "sustained", + "stabilized", + "bottleneck", + "stabilizing", + "stagnation", + "impeded", + "halt", + "chemically", + "prophylactic", + "efficacy", + "retard", + "stagn" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "slowing", + "blockage", + "impermeable", + "slowed", + "slowdown", + "resistive", + "slows", + "blockade", + "cessation", + "impeding", + "bottleneck", + "imperme", + "stabilization", + "stabilized", + "containment", + "stabilizing", + "deceler", + "impervious", + "hindering", + "impeded", + "insulating", + "chemically", + "inhibiting", + "barrier", + "limiting", + "preventing", + "inhibitory", + "deterrent", + "slower", + "halt" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "slowing", + "reducing", + "preventing", + "slowed", + "slowdown", + "blockage", + "effectiveness", + "limiting", + "slows", + "stabilization", + "Gradually", + "impermeable", + "effective", + "resistance", + "gradually", + "prevent", + "resistant", + "protecting", + "gradual", + "deterioration", + "stabilized", + "containment", + "inhibitory", + "progressively", + "insulating" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "reducing", + "preventing", + "limiting", + "slowing", + "deterrent", + "thereby", + "effectiveness", + "protecting", + "inhibitory", + "inhibiting", + "reduced", + "effectively", + "containment", + "insulating", + "slowdown", + "Gradually", + "effective", + "gradually", + "prevention", + "decreasing", + "prevent" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "limiting", + "preventing", + "effectively", + "reducing", + "thereby", + "inhibitory", + "deterrent", + "effectiveness", + "prevent", + "protecting", + "slowing", + "insulating", + "Contain", + "eficaz", + "limiting", + "Prevent", + "mencegah", + "confining", + "effectively", + "Preventing", + "containment", + "efficace" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "simultaneously", + "subsequently", + "Consequently", + "Secondly", + "Conversely", + "furthermore", + "Conversely", + "likewise", + "Furthermore", + "Suddenly", + "whereupon", + "consequently", + "notably", + "Likewise", + "secondly", + "concurrently", + "Consequently", + "further", + "therefore", + "Likewise", + "ultimately", + "Later", + "accompanying", + "Ultimately", + "Subsequently", + "radically", + "Significantly", + "Subsequently", + "significantly", + "whereas", + "nearby" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Conversely", + "furthermore", + "Consequently", + "Furthermore", + "Consequently", + "Conversely", + "likewise", + "Likewise", + "Subsequently", + "Similarly", + "Meanwhile", + "Similarly", + "Secondly", + "Later", + "Likewise", + "conversely", + "Subsequently", + "further", + "Then", + "therefore", + "Also", + "Further", + "whereas", + "Also", + "Again", + "Yet", + "thereby", + "simultaneously", + "sequently", + "subsequently", + "consequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Conversely", + "furthermore", + "conversely", + "Similarly", + "Consequently", + "likewise", + "Furthermore", + "Similarly", + "meanwhile", + "Secondly", + "Subsequently", + "Conversely", + "Then", + "subsequently", + "similarly", + "Meanwhile", + "consequently", + "Likewise", + "secondly", + "Afterwards", + "Consequently", + "Simultaneously", + "further", + "Also", + "whereas", + "Again", + "simultaneously", + "afterwards", + "Later", + "thereafter", + "concurrently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "conversely", + "consequently", + "likewise", + "Conversely", + "secondly", + "Conversely", + "therefore", + "Furthermore", + "Similarly", + "Meanwhile", + "Consequently", + "Similarly", + "Likewise", + "Secondly", + "whereas", + "sequently", + "accordingly", + "similarly", + "Furthermore", + "this", + "thus", + "thereby", + "afterwards", + "Later", + "lately", + "Subsequently", + "Consequently", + "Equally", + "Simultaneously", + "else" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "conversely", + "meanwhile", + "Conversely", + "Conversely", + "Similarly", + "Consequently", + "furthermore", + "Consequently", + "Meanwhile", + "consequently", + "Recently", + "likewise", + "Similarly", + "Likewise", + "this", + "This", + "therefore", + "thus", + "Yet", + "sequently", + "accordingly", + "similarly", + "Yet", + "Secondly", + "Simultaneously", + "else", + "Furthermore", + "thereby", + "Meanwhile", + "Likewise" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "This", + "Conversely", + "conversely", + "Similarly", + "meanwhile", + "Simultaneously", + "Meanwhile", + "Conversely", + "Recently", + "Consequently", + "Similarly", + "Likewise", + "consequently", + "Subsequently", + "furthermore", + "This", + "Another", + "Furthermore", + "this", + "Others", + "Later", + "Meanwhile", + "Along", + "Secondly", + "Thus", + "thereafter", + "Recently", + "thus", + "Therefore" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Consequently", + "Similarly", + "Conversely", + "Simultaneously", + "this", + "Recently", + "conversely", + "Consequently", + "This", + "Likewise", + "consequently", + "Meanwhile", + "meanwhile", + "Similarly", + "Conversely", + "Subsequently", + "Another", + "similarly", + "Therefore", + "Furthermore", + "Recently", + "Secondly", + "furthermore", + "therefore", + "Hence", + "Yet" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Similarly", + "This", + "Simultaneously", + "Likewise", + "Secondly", + "Furthermore", + "Conversely", + "conversely", + "Consequently", + "this", + "Hence", + "Similarly", + "Conversely", + "similarly", + "Recently", + "Likewise", + "Thus", + "Subsequently", + "This", + "Therefore", + "secondly", + "consequently", + "furthermore", + "Similar", + "Meanwhile", + "Yet", + "meanwhile" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Similarly", + "meanwhile", + "Simultaneously", + "Consequently", + "Similarly", + "Secondly", + "Meanwhile", + "This", + "Likewise", + "Another", + "Meanwhile", + "similarly", + "Subsequently", + "Another", + "Recently", + "conversely", + "Therefore", + "consequently", + "Additionally", + "Consequently", + "Studying", + "Additionally", + "Conversely", + "another", + "secondly", + "Secondly" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Similarly", + "Consequently", + "Simultaneously", + "Another", + "Similarly", + "meanwhile", + "Meanwhile", + "This", + "similarly", + "Secondly", + "Another", + "Meanwhile", + "Likewise", + "conversely", + "Therefore", + "Recently", + "THAN", + "Consequently", + "Studying", + "Additionally", + "consequently", + "Conversely", + "Additionally", + "Finally", + "Furthermore", + "Yet", + "Naturally" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Simultaneously", + "Similarly", + "Consequently", + "This", + "Another", + "Finally", + "Secondly", + "Meanwhile", + "Mechanism", + "Others", + "Naturally", + "Mechanisms", + "Similarly", + "similarly", + "consequently", + "Additionally", + "Allow", + "meanwhile", + "simultaneously", + "Recently", + "Likewise", + "Considering", + "Anatom", + "Details", + "Consequently", + "Studying" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "In", + "The", + "Pure", + "Simultaneously", + "Recovery", + "Secondly", + "Increasing", + "Full", + "Continuous", + "A", + "Allow", + "Another", + "Additionally", + "More", + "Black", + "For", + "Mineral", + "Soil", + "Intr", + "Here", + "No", + "Adding", + "Including", + "Below", + "in", + "Heavy", + "Variations", + "Let", + "To", + "Similarly", + "Inorganic" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 118753, + 96905, + 92720, + 56434, + 77712, + 86283, + 52559, + 41954, + 4818, + 1418, + 1407, + 1205, + 1340, + 2514, + 7369, + 53278, + 48752, + 35534, + 29622, + 2441, + 1695, + 348, + 1032, + 792, + 332, + 113 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 32355, + 26008, + 21418, + 28884, + 42453, + 108168, + 37720, + 12025, + 2049, + 970, + 1403, + 735, + 779, + 408, + 104216, + 177014, + 144484, + 86690, + 60529, + 8021, + 2405, + 532, + 11202, + 9780, + 1297, + 659 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 91273, + 5513, + 13081, + 87121, + 53503, + 125482, + 136553, + 121553, + 85522, + 39866, + 46564, + 35411, + 35698, + 101169, + 43842, + 55869, + 33113, + 50068, + 70310, + 27549, + 26335, + 40655, + 30960, + 43383, + 36919, + 4518 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 145338, + 79431, + 177598, + 111748, + 106207, + 70224, + 83936, + 126250, + 49308, + 197, + 276, + 118, + 444, + 351 + ] + }, + { + "label": "oxide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 125113, + 60765, + 146794, + 160665, + 49851, + 54959, + 194924, + 204580, + 56240, + 2194, + 1062, + 595, + 2676, + 1766 + ] + }, + { + "label": "scale", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 7431, + 67640, + 111960, + 159327, + 190265, + 236435, + 166681, + 100772, + 43222, + 17715, + 48502, + 20703, + 7150, + 7345 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "oxide", + "score": 15.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 13.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "slowing", + "output_checked": true + }, + { + "concept": "which", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "exposure", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "inward", + "output_checked": true + }, + { + "concept": "because", + "score": 10.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "protective", + "score": 9.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "during", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "in", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "when", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "layer", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "inward", + "output_checked": true + }, + { + "concept": "whereas", + "score": 6.0, + "best_rank": 2, + "best_depth": 75.6, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "dioxide", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "several", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "environments", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "the", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "slowing", + "output_checked": true + }, + { + "concept": "was", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "exposing", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "furnace", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "air", + "output_checked": true + }, + { + "concept": "became", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "controversy", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "but", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "slowing", + "output_checked": true + }, + { + "concept": "weaponry", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "preventing", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "protecting", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "rate", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "oxidizing", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "polymeric", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "film", + "output_checked": true + }, + { + "concept": "temperature", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "air", + "output_checked": true + }, + { + "concept": "discontinuities", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "thereto", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "bottleneck", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "reducing", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "environment", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "powerful", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "atmosphere", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "compound", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "mineral", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "effluent", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "chemically", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "yield", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "permeability", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "minerals", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "adhesive", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "protection", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "favourable", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "chemical", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "expansion", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "leakage", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "smarter", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "", + "output_checked": true + }, + { + "concept": "laboratory", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "ervan", + "nada", + "Hail", + "quantos", + "Kwa", + "ynitrite", + "punkte", + "wand", + "trump", + "anque", + "maneiras" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lev", + "trem", + "Beg", + "rid", + "tons", + "Catt", + "Cann", + "Reis", + "wedge", + "gr", + "dim", + "Gal", + "channel", + "Bou", + "pres", + "Sob", + "blot", + "Mannes", + "Pres", + "stir", + "Proc", + "Gall", + "opat" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "Beg", + "lev", + "trem", + "tons", + "Pres", + "blot", + "ohn", + "dim", + "inking", + "pit", + "Catt", + "pres", + "ums", + "gr", + "tun", + "wedge", + "acid", + "Bel", + "reu", + "grac" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Reis", + "tun", + "essional", + "ilj", + "Sob", + "olyte", + "ago", + "ums", + "chal", + "tfrac", + "ohn", + "Beg", + "ynn", + "muut", + "brink", + "Mani", + "Pres", + "usan" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "ago", + "grac", + "ohn", + "olyte", + "dip", + "essional", + "Apa", + "muut", + "Bens", + "yli", + "astes", + "glob", + "brink", + "dim", + "tons", + "Pres", + "tfrac" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "rem", + "Su", + "yn", + "WOR", + "Vo", + "sag", + "ORS", + "oben", + "ual", + "atus", + "su", + "ae", + "VERE", + "orel", + "icot", + "fields", + "susp", + "side", + "terc", + "ors", + "ELD", + "rocin" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "tools", + "bro", + "cares", + "tool", + "seq", + "kick", + "DEP", + "trading", + "OHC", + "rem", + "Er", + "ual", + "dal", + "s" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "trading", + "sol", + "rem", + "tail", + "tool", + "turbo", + "kick", + "isable", + "OM", + "remen", + "duct", + "Select", + "HI", + "das", + "nop" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "tail", + "sol", + "tract", + "isable", + "bro", + "dy", + "Green", + "simple", + "HI", + "isex", + "serial", + "dos", + "traits", + "Automat", + "lives", + "rem", + "NRC", + "nop" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "var", + "ansive", + "tch", + "tattoo", + "linear", + "pur", + "Green", + "lives", + "ettle", + "greens", + "inox", + "data", + "fetch", + "s", + "idyl", + "side", + "green", + "cdots", + "common", + "hyp", + "trait" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "tch", + "transition", + "RECE", + "Belt", + "recht", + "CERT", + "racial", + "TC", + "diet", + "switch", + "Gol", + "listener", + "greens", + "Dabei", + "borders", + "detail" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "datasource", + "rel", + "emans", + "RIN", + "resistance", + "spin", + "ona", + "scoring", + "TableRow", + "exc", + "dsb", + "iste", + "day", + "rin", + "PR", + "major", + "HEA", + "scored", + "TAB", + "ListComponent", + "erap" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "abilecek", + "dieu", + "dicts", + "angun", + "orith", + "lick", + "httpClient", + "dictionaries", + "cribable", + "inguishable", + "playlists", + "overlap", + "backlit", + "iob", + "buttonclick", + "bosses", + "bilen", + "ygons", + "granular", + "pickle" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "ogado", + "brus", + "god", + "assol", + "dfs", + "deka", + "abilecek", + "hrte", + "dieu", + "punt", + "golfer", + "Moser", + "gor", + "jogar", + "grudge" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "prong", + "Rew", + "welt", + "Jahres", + "rali", + "logique", + "Dadurch", + "Raw", + "ques", + "erv", + "Alk", + "ospel", + "logic", + "lus", + "largement", + "afect", + "logic" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "halk", + "afect", + "Dadurch", + "casilla", + "tti", + "wir", + "edged", + "azimuth", + "spf", + "barbarian", + "duke", + "ospel", + "pitched", + "gage", + "wij", + "spf", + "irp", + "dungeons", + "osp", + "perceived", + "hourly", + "wodurch", + "Versions", + "reasoning" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "casilla", + "flo", + "baik", + "spf", + "swirl", + "serp", + "tad", + "gage", + "parametr", + "tab", + "okt", + "afect", + "constituent", + "NRI", + "harmed" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "sall", + "Simultaneously", + "samtidigt", + "Meanwhile", + "simultaneously", + "Similarly", + "drin", + "Subsequently", + "Otherwise", + "NSF", + "fairy", + "superfluid", + "reciproc", + "proportionally", + "co", + "erate", + "landfill", + "Frankly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Similarly", + "Simultaneously", + "meanwhile", + "while", + "Secondly", + "similarly", + "ello", + "tandis", + "simultaneously", + "whereas", + "Conversely", + "This", + "consequently", + "Subsequently", + "this", + "latter", + "thus", + "conversely", + "Similar", + "secondly", + "Meanwhile", + "however", + "thereby", + "However", + "alike" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Similarly", + "Similarly", + "Simultaneously", + "Subsequently", + "meanwhile", + "Consequently", + "Conversely", + "This", + "Likewise", + "consequently", + "Secondly", + "Subsequent", + "Subsequently", + "subsequently", + "this", + "Others", + "similarly", + "Other", + "Furthermore", + "Later", + "conversely", + "Additionally", + "Afterward", + "Another", + "Recently", + "simultaneously", + "However" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Similarly", + "Similarly", + "Simultaneously", + "Likewise", + "Subsequently", + "This", + "Recently", + "Conversely", + "this", + "similarly", + "Consequently", + "consequently", + "conversely", + "subsequently", + "Secondly", + "Subsequent", + "Additionally", + "simultaneously", + "Recently", + "Additionally", + "Subsequently", + "Another", + "Furthermore", + "meanwhile", + "recently", + "However", + "Similar" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Similarly", + "Simultaneously", + "Similarly", + "Conversely", + "Furthermore", + "Likewise", + "Consequently", + "Secondly", + "Subsequently", + "similarly", + "Similar", + "Recently", + "This", + "conversely", + "Additionally", + "Finally", + "Additionally", + "Consequently", + "Likewise", + "Otherwise", + "For", + "Similar", + "Subsequent", + "Conversely", + "During", + "consequently", + "Unlike", + "this", + "Upon", + "Alternatively" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Similarly", + "Similarly", + "Simultaneously", + "This", + "Likewise", + "similarly", + "Consequently", + "Conversely", + "Furthermore", + "Secondly", + "Recently", + "Subsequently", + "Finally", + "Similar", + "conversely", + "this", + "Additionally", + "Likewise", + "Meanwhile", + "consequently", + "For", + "This", + "Additionally", + "Initially", + "Consequently", + "Unlike", + "Similar", + "Historically", + "During", + "Another", + "subsequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Similarly", + "Simultaneously", + "This", + "Similarly", + "Likewise", + "Consequently", + "similarly", + "Conversely", + "Recently", + "Furthermore", + "Secondly", + "conversely", + "Meanwhile", + "this", + "Finally", + "Similar", + "Subsequently", + "This", + "Initially", + "Historically", + "consequently", + "Consequently", + "For", + "Additionally", + "Likewise", + "During", + "Another", + "Therefore", + "Later", + "Conversely", + "By", + "Thus" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Similarly", + "Simultaneously", + "This", + "Similarly", + "similarly", + "Conversely", + "Consequently", + "Likewise", + "Secondly", + "Recently", + "Finally", + "Initially", + "Historically", + "consequently", + "Subsequently", + "this", + "In", + "Furthermore", + "For", + "ingly", + "Similar", + "Throughout", + "conversely", + "Among", + "Additionally", + "Again", + "Consequently", + "This", + "Additionally", + "Initially", + "Specifically" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "In", + "The", + "Chromium", + "A", + "For", + "Similarly", + "When", + "Furthermore", + "chromium", + "Simultaneously", + "Additionally", + "Such", + "Finally", + "Similar", + "While", + "Another", + "in", + "this", + "Subsequent", + "Subsequently", + "On", + "Secondly", + "Conversely", + "Initially", + "To", + "Once", + "Here", + "Over", + "Upon", + "Chrom", + "Below" + ] + } + ], + "logit_surprising": [ + { + "concept": "oxidation", + "score": 22.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "slowing", + "output_checked": true + }, + { + "concept": "oxide", + "score": 15.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "oxidizing", + "score": 12.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "inward", + "output_checked": true + }, + { + "concept": "God", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "ausge", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "when", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "layer", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "prong", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "swirl", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "protective", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "protecting", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "rate", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "dieu", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "air", + "output_checked": true + }, + { + "concept": "afect", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ",", + "output_checked": true + }, + { + "concept": "environments", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "intrusion", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "coating", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "compound", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Viva", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cuid", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "PAS", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "replay", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "air", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "URCH", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "Reasoning", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "verme", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "duke", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "wound", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "baik", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ",", + "output_checked": true + }, + { + "concept": "serp", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "slowing", + "output_checked": true + }, + { + "concept": "expertise", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "enabling", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "improving", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "growth", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "strain", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "inward", + "output_checked": true + }, + { + "concept": "Clr", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "BECAUSE", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "aluminum", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "thick", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "sheath", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "enhancing", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "erosion", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "inward", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "kinetics", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "compounds", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "preventing", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "doped", + "score": 1.0, + "best_rank": 1, + "best_depth": 90.2, + "near_token": "-", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-03__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Oxygen-rich high-temperature surface film 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Repeated heating in air creates an external metal-oxygen reaction layer that thickens during each hold and sheds flakes during cooling.", + "prompt_tail": "Repeated heating in air creates an external metal-oxygen reaction layer that thickens during each hold and sheds flakes during cooling.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-hot-air-surface-layer-04", + "carrier_id": null, + "target_family": "hot-air-surface-layer", + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "This", + "generated_token_ids": [ + 2094 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 683, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 1907 + }, + { + "label": "oxide", + "best_rank": 2264, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 5680 + }, + { + "label": "scale", + "best_rank": 34396, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 480 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "asion", + "alike", + "behalf", + "orry", + "ammed", + "ients", + "asons", + "ogether", + "ilst", + "ials", + "oba" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lle", + "alike", + "d", + "ct", + "ie", + "ii", + "gonna", + "aska", + "bzw", + "l", + "ion", + "ued", + "wards", + "rl", + "zes", + "lli", + "arie", + "le", + "ort", + "ue", + "ng", + "iew", + "lement", + "ited", + "ients", + "wi", + "atre", + "eries" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "xd", + "aid", + "mente", + "ld", + "ii", + "aska", + "meanwhile", + "d", + "ct", + "ie", + "les", + "wn", + "gy", + "thereof", + "l", + "ion", + "id", + "ue", + "wi", + "ia", + "oraz", + "sowie", + "lli", + "awhile", + "ort" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "oides", + "alike", + "edes", + "gy", + "ideo", + "goers", + "zes", + "olas", + "leness", + "airplane", + "ited", + "ately", + "ided", + "atre", + "afterward", + "coworkers", + "ower", + "lope", + "zia", + "eness", + "bia", + "attes", + "spots", + "idio", + "idences", + "urized", + "ued", + "ois", + "aken", + "aska" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ided", + "alike", + "ower", + "aid", + "gy", + "ued", + "edly", + "edes", + "bzw", + "aken", + "atre", + "eness", + "olas", + "oides", + "ited", + "ideo", + "ened", + "aire", + "gonna", + "eyer", + "ct", + "ow", + "ie", + "arge", + "ately", + "mente", + "aan", + "zia", + "bia", + "standpoint", + "yli" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "afterward", + "ppo", + "aan", + "Additionally", + "zik", + "During", + "landers", + "bia", + "otos", + "oides", + "ided", + "aken", + "businesswoman", + "filmed", + "aided", + "ITES", + "filmmaking", + "during", + "kel", + "airplane", + "airplanes", + "Laos", + "goers", + "wala", + "gy", + "ideo", + "eyer", + "microorganisms", + "ktor", + "edes", + "during" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "later", + "aided", + "thereafter", + "notably", + "afterward", + "while", + "meanwhile", + "UPA", + "toward", + "southeastern", + "aiding", + "aided", + "during", + "noticeable", + "ield", + "characterized", + "subsequently", + "notable", + "Notably", + "alike", + "assisted", + "edes", + "ively", + "neighboring", + "Notably", + "retta", + "also", + "arily", + "while", + "ppo", + "vene" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "meanwhile", + "alike", + "notable", + "noticeable", + "likewise", + "acial", + "odorless", + "characterized", + "noteworthy", + "later", + "thus", + "whereas", + "concurrently", + "cuticle", + "also", + "soon", + "overall", + "ussi", + "thereof", + "wearer", + "vice", + "simultaneously", + "uria", + "UED", + "Notably", + "veled", + "Meanwhile", + "thereafter", + "thereto", + "whilst", + "edly", + "ularis" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "mesmerizing", + "lith", + "shedding", + "pigments", + "pigment", + "biofilm", + "pigmentation", + "hydrophilic", + "ized", + "kel", + "meticulous", + "characteristic", + "ceramic", + "alike", + "exfol", + "coating", + "molten", + "molded", + "abrasion", + "solidified", + "Cyan", + "encased", + "etching", + "Pyro", + "rupt", + "idal", + "shed", + "droplet", + "solidification", + "fluidized", + "cyan", + "abrasive" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "debris", + "eject", + "polymer", + "biofilm", + "liquef", + "cuticle", + "piezoelectric", + "resin", + "stabilized", + "uninstall", + "ejected", + "droplet", + "necrosis", + "pigmentation", + "fluidized", + "aerosol", + "pigments", + "keratin", + "hydrophilic", + "manufacturing", + "crystallization", + "necro", + "substrate", + "coating", + "pigment", + "chemically", + "shedding", + "pyro", + "disintegr", + "characteristic", + "resilient", + "brittle" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "engineered", + "stabilized", + "chemically", + "debris", + "eject", + "cuticle", + "cyclical", + "breakage", + "ejected", + "manufactured", + "stabilization", + "necro", + "metastable", + "keratin", + "piezoelectric", + "byproduct", + "coating", + "cyclic", + "molded", + "crystallization", + "oscillating", + "pyro", + "cryogenic", + "mechanism", + "manufacturing", + "phenomenon", + "melt", + "exfol", + "perfected", + "liquef", + "discoloration", + "engineered" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "instability", + "repeatedly", + "unstable", + "repetitive", + "destabil", + "disintegration", + "cyclical", + "failure", + "repeated", + "failures", + "cyclic", + "damaging", + "necrosis", + "eject", + "instabilities", + "ejected", + "repeatable", + "discoloration", + "cuticle", + "successive", + "destructive", + "cycle", + "mechanism", + "defects", + "defective", + "malfunction", + "symptomatic", + "oscillatory", + "mismanagement", + "failed", + "repeating" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "repeatedly", + "continuously", + "repetitive", + "repeatable", + "repeated", + "ripet", + "intermittently", + "repeated", + "intermittent", + "continuous", + "characteristic", + "consistently", + "instability", + "successive", + "continually", + "continuous", + "repeating", + "periodically", + "recurring", + "recurrent", + "cyclical", + "discontinuities", + "Repeated", + "repeatability" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "repeatedly", + "intermittent", + "intermittently", + "continuously", + "alternating", + "repeatable", + "continuous", + "repeated", + "continuous", + "repeating", + "periodically", + "repetitive", + "consistent", + "interfering", + "observed", + "ripet", + "cuticle", + "infestations", + "frequent", + "periodic", + "successive", + "intermitt", + "Repeated" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "ultimately", + "subsequently", + "Ultimately", + "thereby", + "Consequently", + "Ultimately", + "therefore", + "later", + "further", + "eventually", + "consequently", + "Eventually", + "Consequently", + "thus", + "whereas", + "sequently", + "Eventually", + "whence", + "influencing", + "Afterwards", + "whilst", + "afterwards", + "thereafter", + "culminating", + "Subsequently", + "during", + "which", + "subsequent", + "During", + "whereby", + "therefore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Conversely", + "Consequently", + "furthermore", + "whereas", + "Furthermore", + "During", + "Conversely", + "Ultimately", + "Eventually", + "whereas", + "this", + "else", + "ertain", + "ecause", + "sequently", + "Furthermore", + "Later", + "Eventually", + "Ultimately", + "Subsequently", + "Afterwards", + "Subsequently", + "During", + "lately", + "meanwhile", + "this", + "because", + "later", + "Because", + "Later" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Conversely", + "furthermore", + "conversely", + "whereas", + "Furthermore", + "Conversely", + "During", + "During", + "Similarly", + "Similarly", + "meanwhile", + "Eventually", + "else", + "Meanwhile", + "Consequently", + "likewise", + "Furthermore", + "Ultimately", + "Eventually", + "Afterwards", + "Consequently", + "Secondly", + "Subsequently", + "whereas", + "this", + "This", + "during", + "Then", + "Finally", + "Again", + "sequently", + "afterwards" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "conversely", + "During", + "this", + "During", + "Meanwhile", + "Conversely", + "whereas", + "Secondly", + "theirs", + "Ultimately", + "secondly", + "Finally", + "Similarly", + "tandis", + "Conversely", + "Simultaneously", + "afterwards", + "Similarly", + "Eventually", + "Equally", + "This", + "likewise", + "Likewise", + "therefore", + "thus", + "Their", + "Furthermore", + "vice", + "accordingly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Lately", + "Conversely", + "lately", + "Conversely", + "During", + "During", + "Its", + "conversely", + "Recently", + "This", + "hers", + "accordingly", + "Today", + "Meanwhile", + "Yet", + "theirs", + "Consequently", + "Consequently", + "meanwhile", + "This", + "today", + "Thus", + "Therefore", + "whereas", + "Hence" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Consequently", + "During", + "During", + "Lately", + "Meanwhile", + "Recently", + "Conversely", + "Consequently", + "Therefore", + "Today", + "Its", + "This", + "lately", + "Conversely", + "Hence", + "His", + "Recently", + "conversely", + "Similarly", + "Recent", + "Hence", + "meanwhile", + "mselves", + "They" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Consequently", + "Lately", + "During", + "Recently", + "Therefore", + "During", + "This", + "Consequently", + "Hence", + "Recent", + "lately", + "Its", + "Conversely", + "Meanwhile", + "Recent", + "Today", + "nThe", + "Conversely", + "Therefore", + "Recently", + "His", + "this", + "They", + "His", + "Having" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Hence", + "Likewise", + "Secondly", + "They", + "Therefore", + "Conversely", + "Consequently", + "Dieser", + "Furthermore", + "This", + "These", + "Similarly", + "Alternatively", + "Welcome", + "Recently", + "Conversely", + "Unless", + "Consequently", + "However", + "During", + "Yet", + "Though", + "Meanwhile", + "Dette", + "secondly", + "Dieses" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "balls", + "Therefore", + "Meanwhile", + "Exceptions", + "endswith", + "Depend", + "meanwhile", + "WAS", + "ield", + "pyplot", + "exceptions", + "Errors", + "Ships", + "wat", + "Subs", + "Similarly", + "Streams" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Sick", + "Sic", + "ACKS", + "Mine", + "Therefore", + "Subs", + "balls", + "UMENT", + "Meanwhile", + "Sick", + "Eso", + "USING", + "ength", + "Similarly", + "ikte", + "othesis", + "Fleisch", + "falling", + "Ships", + "Secondly", + "Exceptions", + "Yet", + "iket" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Meanwhile", + "efe", + "oki", + "ould", + "eted", + "Secondly", + "exceptions", + "iket", + "Similarly", + "east", + "Exceptions", + "Seeking", + "They", + "heading", + "Subs", + "iek", + "ikal", + "bye", + "Diss", + "UMENT", + "ArgumentParser", + "ibers", + "Equally" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "black", + "falls", + "eth", + "blank", + "The", + "This", + "end", + "The", + "ie", + "bl", + "It", + "circ", + "length", + "when", + "evenly", + "evenly", + "event", + "brand", + "falling", + "de", + "It", + "balanced", + "exp", + "heat", + "meet", + "deep", + "when", + "during", + "except", + "chip", + "ons" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 97072, + 92221, + 101892, + 23107, + 37853, + 35841, + 35780, + 45689, + 37780, + 6284, + 2630, + 684, + 2352, + 1611, + 30419, + 39532, + 60514, + 25694, + 41941, + 18035, + 27416, + 12867, + 91990, + 69190, + 11625, + 8189 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 47004, + 19207, + 12096, + 11376, + 29274, + 67655, + 32769, + 15114, + 4706, + 2282, + 2265, + 4364, + 12380, + 14159, + 154570, + 183134, + 166763, + 119717, + 48589, + 22234, + 21115, + 38564, + 16463, + 25435, + 3055, + 5495 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 76986, + 5982, + 13237, + 94079, + 72542, + 153985, + 105661, + 93808, + 88914, + 99561, + 82128, + 81333, + 107108, + 136781, + 84154, + 63196, + 59827, + 82967, + 34397, + 56273, + 52489, + 123122, + 64556, + 48845, + 140727, + 17447 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 148657, + 222538, + 203287, + 94849, + 24174, + 52712, + 101766, + 174771, + 79616, + 1908, + 9430, + 3377, + 26579, + 15866 + ] + }, + { + "label": "oxide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 76111, + 152221, + 163393, + 151473, + 5681, + 14484, + 172264, + 167520, + 18450, + 6488, + 28344, + 20919, + 26162, + 26532 + ] + }, + { + "label": "scale", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 481, + 8993, + 52514, + 107882, + 95413, + 232221, + 209283, + 212245, + 66489, + 45291, + 142882, + 100650, + 8938, + 7980 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 21.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "air", + "output_checked": true + }, + { + "concept": "which", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "oxide", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "became", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "that", + "output_checked": true + }, + { + "concept": "thickness", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "external", + "output_checked": true + }, + { + "concept": "cycles", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "periods", + "score": 6.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "during", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "heating", + "output_checked": true + }, + { + "concept": "chemically", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "duration", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "debris", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sheds", + "output_checked": true + }, + { + "concept": "weakens", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "cookware", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "causes", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "air", + "output_checked": true + }, + { + "concept": "protects", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "that", + "output_checked": true + }, + { + "concept": "increasing", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "questions", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "atmosphere", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "an", + "output_checked": true + }, + { + "concept": "repetition", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "external", + "output_checked": true + }, + { + "concept": "successive", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "each", + "output_checked": true + }, + { + "concept": "This", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "over", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "time", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "off", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "sheds", + "output_checked": true + }, + { + "concept": "combustion", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "air", + "output_checked": true + }, + { + "concept": "stabilized", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "that", + "output_checked": true + }, + { + "concept": "accumulating", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "during", + "output_checked": true + }, + { + "concept": "chemical", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "impurities", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "an", + "output_checked": true + }, + { + "concept": "increasingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "disintegration", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "flakes", + "output_checked": true + }, + { + "concept": "repeatedly", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "every", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "during", + "output_checked": true + }, + { + "concept": "gradually", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "while", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "air", + "output_checked": true + }, + { + "concept": "significant", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "exposure", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "each", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "CheckBox", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Repe", + "output_checked": true + }, + { + "concept": "period", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "some", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "sheds", + "output_checked": true + }, + { + "concept": "oxidative", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "coating", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "layer", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Repe", + "output_checked": true + }, + { + "concept": "repetitions", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "impermeable", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "layer", + "output_checked": true + }, + { + "concept": "thicker", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "incrementally", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "eject", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "during", + "output_checked": true + }, + { + "concept": "engineered", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "contaminated", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "distal", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "external", + "output_checked": true + }, + { + "concept": "growth", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "during", + "output_checked": true + }, + { + "concept": "release", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "during", + "output_checked": true + }, + { + "concept": "instability", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "smarter", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "", + "output_checked": true + }, + { + "concept": "temperature", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "air", + "output_checked": true + }, + { + "concept": "standardised", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "alloying", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "occurring", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "reaction", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "ervan", + "nada", + "quantos", + "Kwa", + "wand", + "punkte", + "addRow", + "Hail", + "diagonal", + "ynitrite", + "ukun", + "point" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "trem", + "lev", + "Beg", + "Proc", + "rid", + "ment", + "mamy", + "Catt", + "twe", + "stir", + "Bou", + "Tons", + "tens", + "Cann", + "Schle", + "olas", + "prof", + "grac", + "opat", + "Mannes", + "gr", + "channel" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "tons", + "trem", + "ment", + "Tons", + "dim", + "twe", + "stir", + "Beg", + "Dru", + "lev", + "blot", + "Schle", + "ums", + "pres", + "channel", + "Proc", + "Fool", + "phones", + "grac", + "gr", + "Mani" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "champ", + "ilj", + "fam", + "tun", + "Sod", + "reu", + "instrument", + "Reis", + "olyte", + "def", + "Ra", + "Wren", + "glob", + "Chand", + "tamp", + "Champ", + "tfrac", + "pan", + "ago" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "fam", + "grac", + "astes", + "Beet", + "Reis", + "Sur", + "dre", + "dra", + "Cann", + "Pres", + "essional", + "tfrac", + "intr", + "Grac", + "Techn", + "Meet" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "WOR", + "Su", + "hst", + "det", + "ORS", + "rem", + "VERE", + "orel", + "Vo", + "ual", + "oben", + "ling", + "sning", + "ae", + "susp", + "sag", + "fields", + "rekken", + "idence", + "sn", + "icot" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "kick", + "side", + "HI", + "sol", + "tools", + "bro", + "demos", + "tool", + "Green", + "turbo", + "Er", + "Sol", + "remen", + "Me", + "ME", + "rem", + "Select" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "side", + "HI", + "tool", + "remen", + "sol", + "kick", + "turbo", + "demos", + "rem", + "dal", + "bro", + "Select", + "tail", + "trading", + "select", + "Werk", + "dad", + "nop", + "OM", + "pipeline", + "simple" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "sol", + "kick", + "HI", + "serial", + "side", + "select", + "lives", + "remen", + "nop", + "demos", + "Select", + "rem", + "tool", + "record", + "turbo", + "Green", + "tools", + "perform", + "mech", + "cares", + "blank", + "isable" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "subject", + "ettle", + "select", + "greeting", + "linear", + "var", + "lives", + "Green", + "err", + "Greeting", + "greet", + "ae", + "fetch", + "sus", + "common", + "RECE", + "discussed", + "tattoo", + "switch", + "rac", + "getItem", + "trading", + "item" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "switch", + "ettle", + "greet", + "greeting", + "Otto", + "listener", + "linear", + "fetch", + "crypto", + "Tos", + "sleeping", + "idyl", + "racial", + "omol", + "coffee", + "titles", + "Greet", + "NDC", + "dog", + "RECE", + "diet", + "usel", + "SWITCH", + "err", + "false", + "nach", + "dic" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "edy", + "epar", + "ilis", + "bells", + "recovery", + "worth", + "Recover", + "bag", + "step", + "recovery", + "itas", + "repeat", + "URA", + "owed", + "clam", + "oggia", + "essage", + "amount", + "tread", + "PAS", + "Recovery", + "BAG", + "Bella" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "playlists", + "kulit", + "erdem", + "lick", + "cribable", + "recollection", + "shake", + "isticated", + "chung", + "abilecek", + "slutt", + "oblastic", + "abulary", + "odian" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ogado", + "gor", + "god", + "deka", + "brus", + "God", + "assol", + "chitz", + "gressive", + "okol", + "bedingt", + "kund", + "grudge", + "hrte", + "toch", + "preservar" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "logique", + "prong", + "aisl", + "logic", + "ectic", + "Dadurch", + "landet", + "logical", + "muh", + "rapporter", + "etti", + "logical", + "rendered", + "fect", + "erves", + "jed", + "Atlantic", + "ques", + "segi", + "dabei", + "Jahres" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "halk", + "afect", + "Verw", + "stanow", + "ectors", + "OfMonth", + "tier", + "camada", + "idic", + "wir", + "tti", + "sezione", + "ricost", + "sped", + "osp", + "lobe", + "azimuth", + "ques", + "strokes", + "Stein", + "fundamento" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "sleep", + "Meanwhile", + "starost", + "Otherwise", + "Simultaneously", + "fileupload", + "slash", + "sav", + "boil" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Secondly", + "Similarly", + "nThe", + "Simultaneously", + "flows", + "Subs", + "Subs", + "Lately", + "discharges", + "clen", + "descent", + "uffs", + "Troubles", + "Conversely", + "weekly", + "blowing", + "blows", + "transfers", + "Weekly", + "Signals", + "renewals", + "restarts", + "Returns", + "fillers", + "Transfers", + "Equally", + "During" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Simultaneously", + "Similarly", + "nThe", + "Others", + "Subsequently", + "Subsequent", + "During", + "Historically", + "Returns", + "This", + "Today", + "Recently", + "Explain", + "Therefore", + "Conversely", + "During", + "accordingly", + "uffs", + "Meanwhile", + "Secondly", + "Consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Similarly", + "Consequently", + "Historically", + "Recently", + "nThe", + "Lately", + "Therefore", + "accordingly", + "Conversely", + "This", + "Subsequently", + "Nowadays", + "Traditionally", + "Others", + "Subsequent", + "Historically", + "Recently", + "Likewise", + "Secondly", + "Simultaneously", + "During", + "Explain", + "holtz", + "Consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Similarly", + "Otherwise", + "During", + "Conversely", + "Consequently", + "txt", + "During", + "Subs", + "Nowadays", + "Likewise", + "Simultaneously", + "Ships", + "Secondly", + "Mechanism", + "Therefore", + "Under", + "Furthermore", + "Traditionally", + "Historically", + "For", + "This", + "Alternatively", + "sted", + "accordingly", + "Subsequently", + "Agents", + "conversely", + "Unless" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Subs", + "Similarly", + "Errors", + "Otherwise", + "mortem", + "Meanwhile", + "endswith", + "conversely", + "Repeat", + "Secondly", + "Agents", + "json", + "balls", + "Mechanism", + "Therefore", + "ingly", + "Likewise", + "Equally", + "Modes", + "ogs", + "etera", + "This", + "othesis" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "mortem", + "This", + "Subs", + "During", + "Repeat", + "othesis", + "Similarly", + "Meanwhile", + "Therefore", + "etera", + "Otherwise", + "UMENT", + "During", + "json", + "Secondly", + "Equally", + "ENDING", + "ensively", + "heave", + "Errors", + "Wind", + "endswith" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "oki", + "ound", + "Subs", + "etera", + "During", + "black", + "This", + "During", + "Similarly", + "Secondly", + "Subs", + "dehyde", + "black", + "similarly", + "Throughout", + "Diss", + "ogs", + "Black", + "Black", + "ioxide", + "Strateg" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Diss", + "end", + "et", + "black", + "diss", + "During", + "eth", + "Subs", + "It", + "length", + "Under", + "For", + "Black", + "exp", + "Let", + "heat", + "akes", + "As", + "By", + "This", + "To", + "Such", + "by", + "Sub", + "nt", + "o", + "Another", + "ogs", + "A", + "In" + ] + } + ], + "logit_surprising": [ + { + "concept": "oxide", + "score": 13.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 11.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "an", + "output_checked": true + }, + { + "concept": "coating", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "oxidized", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "protects", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "that", + "output_checked": true + }, + { + "concept": "cycles", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "heating", + "output_checked": true + }, + { + "concept": "punt", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "external", + "output_checked": true + }, + { + "concept": "episode", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "each", + "output_checked": true + }, + { + "concept": "some", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "sheds", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cookware", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "causes", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "air", + "output_checked": true + }, + { + "concept": "over", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "dieu", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "viol", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "ilm", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "whereas", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "repetition", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "layer", + "output_checked": true + }, + { + "concept": "duration", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "external", + "output_checked": true + }, + { + "concept": "time", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "off", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "sheds", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Repe", + "output_checked": true + }, + { + "concept": "constraint", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "air", + "output_checked": true + }, + { + "concept": "rat", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "Rechnung", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "replay", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "air", + "output_checked": true + }, + { + "concept": "retomar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "lick", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "that", + "output_checked": true + }, + { + "concept": "milion", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "grud", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "during", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "ausge", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "each", + "output_checked": true + }, + { + "concept": "peric", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "hourly", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "an", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "ricost", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "during", + "output_checked": true + }, + { + "concept": "Circ", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "swirl", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "OnOff", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "in", + "output_checked": true + }, + { + "concept": "atmosphere", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "an", + "output_checked": true + }, + { + "concept": "increasing", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "Duration", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "unloading", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "during", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "Statistik", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Repe", + "output_checked": true + }, + { + "concept": "induces", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "air", + "output_checked": true + }, + { + "concept": "mixture", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "resembles", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "that", + "output_checked": true + }, + { + "concept": "grows", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "improves", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "ScrollView", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Repe", + "output_checked": true + }, + { + "concept": "facilitates", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "that", + "output_checked": true + }, + { + "concept": "accumulates", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "increases", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "during", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cooking", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "period", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "hold", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-04__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Oxygen-rich high-temperature surface film 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A turbine component exposed to hot combustion gas develops a multilayer surface product containing metal cations and oxygen anions.", + "prompt_tail": "A turbine component exposed to hot combustion gas develops a multilayer surface product containing metal cations and oxygen anions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 20 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-hot-air-surface-layer-05", + "carrier_id": null, + "target_family": "hot-air-surface-layer", + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 18, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 194 + }, + { + "label": "oxide", + "best_rank": 215, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 5700 + }, + { + "label": "scale", + "best_rank": 21682, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 8772 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "asion", + "behalf", + "orry", + "ients", + "ials", + "together" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "alike", + "ie", + "ided", + "outh", + "wards", + "atre", + "yy", + "zes", + "aska", + "eries", + "eded", + "leness", + "wes", + "ndo", + "lly", + "nse", + "nto", + "ion", + "ct", + "ng", + "ited", + "ii", + "xd", + "aan", + "wie", + "arie", + "dia" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "lle", + "alike", + "xd", + "thereof", + "mente", + "zia", + "aska", + "ct", + "ial", + "wi", + "zes", + "dz", + "edes", + "furthermore", + "idio", + "nto", + "ion", + "ile", + "ii", + "ients", + "aid", + "oraz", + "CTED", + "ort", + "gy", + "lev", + "oi", + "hood", + "weg" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "denominada", + "yses", + "denominado", + "aken", + "ients", + "herein", + "veh", + "oides", + "thereon", + "automobile", + "gments", + "ially", + "amente", + "iliated", + "hereafter", + "pertino", + "psis", + "rania", + "ikko", + "oelectronic", + "CTED", + "ertain", + "igu", + "zes" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "yses", + "ially", + "ients", + "herein", + "util", + "aken", + "efectu", + "persons", + "thereon", + "CTED", + "ertain", + "ided", + "wherein", + "pursuant", + "oriented", + "udian", + "denominado", + "denominada", + "oid", + "uate", + "osite", + "resultant", + "bzw", + "hereafter", + "posteriormente" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "characterized", + "microorganisms", + "possesses", + "wherein", + "subsequently", + "consequently", + "concomit", + "microorganism", + "Subsequently", + "undergoes", + "Characteristics", + "accompanied", + "util", + "ximately", + "underwent", + "Additionally", + "thereafter", + "undergoing", + "ENTA", + "perteneciente", + "During", + "Util", + "exhibiting", + "disseminated", + "portraying", + "UTIL", + "pertaining", + "organisms", + "primarily" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "subsequently", + "characterized", + "concomit", + "Subsequently", + "approximately", + "emanating", + "wherein", + "Approximately", + "concomitant", + "exhibiting", + "utilizing", + "util", + "primarily", + "thereby", + "sequently", + "consequently", + "Upon", + "pertaining", + "Subsequently", + "disseminated", + "herein", + "predominantly", + "undergoing", + "therefrom", + "thereafter" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "concomit", + "thereby", + "concomitant", + "wherein", + "Subsequently", + "characterized", + "thereof", + "herein", + "thereto", + "hitherto", + "furthermore", + "therefrom", + "sequently", + "subsequently", + "presently", + "pertaining", + "Consequently", + "consequently", + "Moreover", + "aceous", + "Subsequently", + "laboratory", + "heretofore", + "henceforth", + "perteneciente" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "physicochemical", + "concomit", + "Subsequently", + "concomitant", + "anhydrous", + "hydrophilic", + "laboratory", + "elucidated", + "photocatal", + "thereby", + "subsequently", + "chemically", + "sequently", + "Subsequently", + "electrochemical", + "constituting", + "elucidate", + "metallurgical", + "denominado", + "hydroxyl", + "physico", + "hitherto", + "polymeric", + "henceforth", + "microorganism", + "denominada", + "aceous", + "senyawa" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "chemically", + "physicochemical", + "laboratory", + "electrochemical", + "molecular", + "anhydrous", + "chemical", + "metallurgy", + "polymeric", + "hydrophilic", + "stoichiometric", + "superconduct", + "molecular", + "Molecular", + "photocatal", + "mineral", + "elucidated", + "geochemical", + "biochemical", + "rystalline", + "senyawa", + "chemical", + "sintered", + "calcareous", + "metall", + "pharmaceutical", + "phyt", + "extrater", + "olfactory" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "metallurgical", + "physicochemical", + "chemically", + "electrochemical", + "chemical", + "metallurgy", + "molecular", + "chemical", + "superconduct", + "biochemical", + "oxidizing", + "polymeric", + "stoichiometric", + "pharmaceutical", + "molecular", + "seawater", + "laboratory", + "mineral", + "oxidized", + "rystalline", + "Molecular", + "chemists", + "anhydrous", + "elucidated", + "thermodynam", + "intramolecular", + "senyawa", + "oxidation", + "hydrocarbon", + "extrater" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "physicochemical", + "chemically", + "chemical", + "biochemical", + "metallurgical", + "oxidizing", + "chemists", + "intramolecular", + "physico", + "chemical", + "seawater", + "polymeric", + "calcareous", + "bacter", + "Chemical", + "senyawa", + "Chemical", + "oxidation", + "pharmaceutical", + "electrochemical", + "intermolecular", + "phytochemical", + "laboratory", + "molecular", + "ochemical", + "metabolic", + "hydrocarbons", + "phyt", + "crystallization" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "physicochemical", + "describing", + "describ", + "chemically", + "polymeric", + "characterizing", + "oxidizing", + "Characteristics", + "intramolecular", + "describir", + "chemical", + "describes", + "metabolic", + "constituting", + "metallurgical", + "described", + "describe", + "characteristic", + "intermolecular", + "biochemical", + "excretion", + "excreted", + "transmembrane", + "Describes", + "characterized", + "pharmaceutical", + "polymers", + "characterize", + "resembling" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "describing", + "describ", + "describes", + "describir", + "describe", + "characterizing", + "physicochemical", + "described", + "description", + "metabolic", + "resembling", + "Describes", + "characteristic", + "characterized", + "characterized", + "pharmaceutical", + "characterize", + "biochemical", + "polymeric", + "intermolecular", + "characteristics", + "DESCRIPTION", + "chemically", + "colorless", + "caracteriza", + "Characteristics", + "approximating" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "subsequently", + "characterized", + "reportedly", + "impacting", + "During", + "influencing", + "exacerbated", + "publicly", + "contributing", + "Subsequently", + "which", + "several", + "utilizing", + "impacted", + "following", + "increasingly", + "attributed", + "primarily", + "suggesting", + "transitioning", + "notably", + "comprised", + "demonstrating", + "influenced", + "threatening", + "showcasing", + "Subsequently", + "tasked", + "this", + "supporting", + "documented" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "During", + "Consequently", + "Consequently", + "this", + "Recently", + "Subsequently", + "Subsequently", + "this", + "recently", + "Furthermore", + "subsequently", + "Furthermore", + "during", + "Specifically", + "During", + "furthermore", + "Conversely", + "consequently", + "This", + "ertain", + "further", + "concurrently", + "Ultimately", + "Recently", + "Previously", + "Owing", + "during", + "simultaneously", + "Similarly", + "correspondingly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "During", + "During", + "furthermore", + "Furthermore", + "conversely", + "during", + "Consequently", + "Similarly", + "Conversely", + "Subsequently", + "Consequently", + "Conversely", + "subsequently", + "whereas", + "Similarly", + "consequently", + "meanwhile", + "during", + "correspondingly", + "thereafter", + "Recently", + "Furthermore", + "Recently", + "Simultaneously", + "Subsequently", + "recently", + "Afterwards", + "Specifically", + "Alongside", + "This", + "afterwards", + "cially" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "During", + "During", + "this", + "during", + "meanwhile", + "furthermore", + "This", + "Simultaneously", + "today", + "lately", + "Lately", + "during", + "tandis", + "conversely", + "Recently", + "Secondly", + "Alongside", + "Their", + "tonight", + "consequently", + "Durante", + "Durante", + "Tijdens", + "this", + "This", + "These", + "Meanwhile", + "Its", + "Their", + "Currently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "During", + "This", + "Its", + "Lately", + "This", + "During", + "Their", + "lately", + "Recently", + "Yet", + "Their", + "According", + "Conversely", + "Owing", + "this", + "Atm", + "Details", + "His", + "Analysis", + "analysts", + "Dieser", + "holtz", + "Aim", + "Investigators", + "this" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "During", + "During", + "Its", + "This", + "Consequently", + "Its", + "Recently", + "According", + "According", + "Consequently", + "Lately", + "His", + "Recent", + "nThe", + "Along", + "holtz", + "This", + "Along", + "Considering", + "Regarding", + "Conversely", + "Recent", + "Recently", + "Exposure", + "Historically", + "There", + "Which", + "lately" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "During", + "During", + "This", + "According", + "Its", + "According", + "Consequently", + "Its", + "Recently", + "Recent", + "nThe", + "This", + "Consequently", + "Lately", + "His", + "Recent", + "Unless", + "Considering", + "Therefore", + "Historically", + "Which", + "Considering", + "Unless", + "Recently", + "according", + "His", + "holtz", + "Their" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "During", + "During", + "Though", + "According", + "Historically", + "This", + "Despite", + "Unless", + "Tijdens", + "Upon", + "Although", + "Therefore", + "Unless", + "At", + "Under", + "According", + "Furthermore", + "Assuming", + "Despite", + "Consequently", + "Depending", + "Yet", + "Within", + "Recent", + "Recently", + "jsonData", + "When", + "While", + "Considering", + "Depending", + "Historically" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "During", + "During", + "Judging", + "othesis", + "ardini", + "Streams", + "Dalam", + "Researchers", + "boli", + "Items", + "Researchers", + "Brief", + "itzel", + "otre", + "Uns", + "Pada", + "Therefore", + "According", + "Items", + "Subs", + "Around", + "Dif", + "Unless", + "Dif", + "gels", + "volve" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "othesis", + "During", + "During", + "Dif", + "Pada", + "Dif", + "Judging", + "ahme", + "viewModel", + "Assuming", + "Researchers", + "ardini", + "Makeup", + "Researchers", + "uclease", + "MEL", + "itzel", + "According", + "Unless", + "coli", + "ULD", + "Subjects", + "ORMAL", + "Unless" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ofs", + "bola", + "During", + "Dependence", + "Judging", + "mselves", + "unta", + "aufge", + "During", + "coli", + "ayet", + "USING", + "ocer", + "Depending", + "bat", + "othesis", + "doe", + "TO" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "black", + "bin", + "During", + "underline", + "itemize", + "Depending", + "dot", + "ons", + "blower", + "The", + "This", + "jpg", + "ofs", + "ula", + "Black", + "stand", + "plot", + "For", + "brown", + "element", + "bat", + "Under", + "deep", + "bla", + "increasing", + "As", + "To", + "In", + "exceptions", + "volving", + "bare", + "A" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 108776, + 92167, + 106422, + 25747, + 19399, + 31272, + 18848, + 11063, + 438, + 90, + 30, + 19, + 55, + 524, + 46143, + 54177, + 88824, + 45324, + 43172, + 4296, + 7638, + 2417, + 6941, + 6735, + 269, + 143 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 48628, + 20310, + 16095, + 45384, + 48804, + 32522, + 10493, + 2486, + 401, + 230, + 216, + 613, + 1549, + 20496, + 211215, + 203350, + 234750, + 149829, + 25762, + 4673, + 2171, + 2613, + 2447, + 1460, + 36, + 52 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 75290, + 5748, + 6653, + 128107, + 121442, + 172435, + 187242, + 165460, + 122966, + 194806, + 132279, + 170710, + 172416, + 212569, + 116608, + 93243, + 70610, + 76484, + 48967, + 48590, + 48095, + 71838, + 21683, + 24002, + 143315, + 28339 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 143261, + 193455, + 211364, + 131892, + 160827, + 198620, + 117530, + 115877, + 89195, + 195, + 1281, + 1251, + 3996, + 4935 + ] + }, + { + "label": "oxide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 135867, + 155057, + 195522, + 142550, + 5701, + 19066, + 132130, + 117845, + 21049, + 5854, + 10747, + 18598, + 23262, + 18774 + ] + }, + { + "label": "scale", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 8773, + 57901, + 158773, + 142181, + 181218, + 234240, + 241865, + 229368, + 113866, + 33038, + 126528, + 112557, + 11923, + 17287 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "corrosion", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "oxides", + "score": 17.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "several", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "was", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "component", + "output_checked": true + }, + { + "concept": "because", + "score": 8.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "component", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "during", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "consisting", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "product", + "output_checked": true + }, + { + "concept": "elements", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "During", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cracks", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "significant", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "alongside", + "score": 5.0, + "best_rank": 2, + "best_depth": 68.3, + "near_token": "anions", + "output_checked": true + }, + { + "concept": "hydrocarbons", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "requires", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "alloy", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "mineral", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cations", + "output_checked": true + }, + { + "concept": "intense", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "to", + "output_checked": true + }, + { + "concept": "various", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "rotates", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "gases", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "chemically", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "product", + "output_checked": true + }, + { + "concept": "accret", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "oxide", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "minerals", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "physicochemical", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "exposes", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "During", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "environments", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "underwent", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "from", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "cations", + "output_checked": true + }, + { + "concept": "coating", + "score": 2.0, + "best_rank": 1, + "best_depth": 90.2, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "deposited", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "anions", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 3, + "best_depth": 56.1, + "near_token": "product", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "hotter", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "oxidizing", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "smarter", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "", + "output_checked": true + }, + { + "concept": "airfoil", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "component", + "output_checked": true + }, + { + "concept": "thermal", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "product", + "output_checked": true + }, + { + "concept": "dermal", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "Symptoms", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "superimposed", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "nutrients", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "and", + "output_checked": true + }, + { + "concept": "describing", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "numerous", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "photography", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "subsequently", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "became", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "physically", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "atmospheres", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "remnants", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "often", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "inconsistencies", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "relies", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "exemplifies", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "component", + "output_checked": true + }, + { + "concept": "seawater", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "to", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "ervan", + "addRow", + "punkte", + "Kwa", + "quantos", + "wand", + "diagnostic", + "ynitrite", + "diagonal", + "trump", + "Hail" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lev", + "opat", + "ebo", + "zorunda", + "dim", + "tons", + "stir", + "blot", + "gr", + "rid", + "trem", + "twe", + "wedge", + "Cann", + "champ", + "mamy", + "Catt", + "Mannes" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "tons", + "stir", + "blot", + "gr", + "ebo", + "sum", + "Beg", + "rock", + "glob", + "intang", + "Clon", + "zorunda", + "lam", + "Dru", + "viva", + "Bens", + "dim", + "acid", + "lev", + "wedge" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "champ", + "chal", + "ilj", + "glob", + "tfrac", + "nab", + "usan", + "alez", + "Reis", + "def", + "alk", + "essional", + "ilg", + "fam", + "ebu", + "Smyth", + "Bab", + "mede", + "Mani", + "Chand", + "Wren", + "Beg", + "viva" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "Mani", + "ago", + "dre", + "dip", + "Gal", + "tfrac", + "champ", + "essional", + "glob", + "ebu", + "Cret", + "Monte", + "Chap", + "Tit", + "tene", + "Chand", + "Durch", + "Frem", + "opat", + "chenk", + "brink" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Su", + "ilers", + "ORS", + "det", + "sn", + "Vo", + "VERE", + "sag", + "rem", + "yn", + "su", + "oben", + "ual", + "Vla", + "sag", + "ILERS", + "atus" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "kick", + "side", + "tool", + "Green", + "Sol", + "das", + "tools", + "demos", + "HI", + "dos", + "sellers", + "ual", + "ORT", + "Ear", + "kick", + "cares", + "don", + "dad", + "DEP" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tool", + "tools", + "side", + "das", + "kick", + "dad", + "dos", + "tail", + "sol", + "dal", + "HI", + "demos", + "nop", + "turbo", + "remen", + "cares", + "don", + "Green", + "Cermak", + "rem", + "ORS" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "sol", + "kick", + "side", + "HI", + "Green", + "Sol", + "tail", + "das", + "cuest", + "Select", + "tool", + "dal", + "serial", + "did", + "atus", + "cdots", + "dad", + "isable" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "lives", + "Select", + "ettle", + "linear", + "proj", + "locks", + "fetch", + "common", + "locks", + "cdots", + "switch", + "Pur", + "listener", + "CERT", + "discuss", + "OOSE", + "contact", + "hyp", + "greeting", + "cactus", + "GRAD", + "cat", + "sus" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "CERT", + "institut", + "ettle", + "listener", + "dat", + "cat", + "cac", + "Listener", + "greet", + "resolve", + "proj", + "titles", + "kaf", + "greeting", + "diet", + "CIM", + "linear", + "cereal", + "trait", + "VERT", + "Bitte", + "EventListener", + "usel", + "Chase", + "GetData" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "fewest", + "Finally", + "Finale", + "spin", + "finally", + "semp", + "finally", + "ifiably", + "Finally", + "weit", + "ativistic", + "ocap", + "eres", + "Finale", + "uencia", + "HttpRequest", + "hap", + "bag", + "Spin", + "avelmente", + "gug", + "well" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "kulit", + "getId", + "overlapping", + "dictionaries", + "restart", + "phospholip", + "replay", + "kik", + "iob", + "overlap", + "coulomb", + "blas", + "kilo", + "aciju", + "overlapped", + "restarted", + "libr", + "httpClient", + "cyclopent" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "kund", + "blas", + "gor", + "ggen", + "biet", + "rotz", + "god", + "owes", + "Klopp", + "ayet", + "Incre", + "libr" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "familie", + "logique", + "tier", + "dabei", + "sebe", + "idio", + "jij", + "igste", + "idium", + "muh", + "ricost", + "Jij", + "aisl", + "costit", + "liced", + "Dadurch", + "kultur", + "fect", + "dazu", + "afect", + "ounding" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "halk", + "ospel", + "ectors", + "sped", + "tier", + "wz", + "afect", + "Tus", + "wir", + "Jaz", + "osp", + "Teil", + "spf", + "kultur", + "roh", + "osphere", + "itzer", + "cuad", + "queryString", + "kata", + "duke", + "Versions", + "sezione" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "baik", + "wound", + "swirl", + "STRUCT", + "hound", + "serp", + "harm", + "dl" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "boil", + "cantilever", + "lewat", + "ilab", + "tensor", + "Css", + "Ext", + "dill", + "fileupload" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Simultaneously", + "Subs", + "simultaneously", + "Lately", + "Subsequently", + "Details", + "Similarly", + "Subs", + "Downloads", + "nPlease", + "Secondly", + "elsen", + "Illustration", + "usher", + "aim", + "Responses", + "Illustration" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Subsequently", + "Consequently", + "During", + "Simultaneously", + "During", + "Subsequent", + "Consequently", + "Its", + "Historically", + "Subsequently", + "Recently", + "Its", + "lately", + "Previously", + "According", + "Afterward", + "Compared", + "Recently", + "Secondly", + "Lately", + "SCs", + "Additionally" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "During", + "Subsequently", + "According", + "Consequently", + "Historically", + "Recently", + "During", + "According", + "accordingly", + "Recently", + "Whose", + "Its", + "Historically", + "Subsequent", + "Subsequently", + "Initially", + "Which", + "Previously", + "Traditionally", + "Lately", + "Its" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "During", + "Historically", + "During", + "Traditionally", + "According", + "Under", + "Consequently", + "Simultaneously", + "Assuming", + "Historically", + "Traditionally", + "Due", + "Subsequently", + "Besides", + "Unless", + "Although", + "Previously", + "Tijdens", + "Among", + "Recently", + "Despite", + "Judging", + "Subs", + "Furthermore", + "Though", + "Unless", + "Consequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "During", + "Judging", + "During", + "Assuming", + "Items", + "Previously", + "Due", + "Historically", + "For", + "Simultaneously", + "Under", + "Otherwise", + "According", + "Modes", + "Traditionally", + "Subs", + "Therefore", + "Repeat", + "By", + "Subsequently", + "Plot", + "Brief", + "After", + "Items", + "Pada", + "Around", + "Bodies" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "During", + "During", + "Assuming", + "For", + "By", + "Judging", + "According", + "Repeat", + "Given", + "Simultaneously", + "Meanwhile", + "Historically", + "Unless", + "Pada", + "Bodies", + "This", + "Therefore", + "Based", + "Previously", + "othesis", + "Despite", + "Try", + "Otherwise", + "With", + "After", + "Recently", + "Assuming", + "Excluding", + "Subs" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "During", + "During", + "mselves", + "Throughout", + "ATED", + "For", + "Under", + "According", + "body", + "Based", + "Simultaneously", + "Based", + "Assuming", + "Previously", + "At", + "Pada", + "mina", + "Dalam", + "Judging", + "Given", + "dad" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "During", + "For", + "jpg", + "body", + "Depending", + "Black", + "black", + "Under", + "According", + "In", + "As", + "Such", + "To", + "When", + "ated", + "Based", + "abatic", + "By", + "A", + "acl", + "Atoms", + "It", + "Pada", + "At", + "After", + "Geological", + "Sub", + "Ano", + "Using", + "How" + ] + } + ], + "logit_surprising": [ + { + "concept": "oxides", + "score": 20.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 11.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "consisting", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "product", + "output_checked": true + }, + { + "concept": "ausge", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "coating", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "cracks", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "God", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "During", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "ilm", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "product", + "output_checked": true + }, + { + "concept": "fumes", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "rotates", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "corrosive", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "adsorbed", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "anions", + "output_checked": true + }, + { + "concept": "crack", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "interspersed", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "anions", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "gases", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Unusual", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cations", + "output_checked": true + }, + { + "concept": "fewest", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "ricost", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "ostat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "kulit", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "clickable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Constructs", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "sebe", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "Versions", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "spf", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "swirl", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "wound", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "kih", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "residues", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "both", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "to", + "output_checked": true + }, + { + "concept": "volatile", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "has", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "pronounced", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "kerusakan", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "marked", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "several", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "various", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "elements", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "Subsequently", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "atoms", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "subjected", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "component", + "output_checked": true + }, + { + "concept": "deposited", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "anions", + "output_checked": true + }, + { + "concept": "REST", + "score": 1.0, + "best_rank": 2, + "best_depth": 39.0, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "presse", + "score": 1.0, + "best_rank": 2, + "best_depth": 48.8, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "jah", + "score": 1.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "CERT", + "score": 1.0, + "best_rank": 3, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Lorem", + "score": 1.0, + "best_rank": 18, + "best_depth": 70.7, + "near_token": "anions", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-05__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed1/materials/heldout-v1-assoc-hot-air-surface-layer-05__heatmap.png" + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-e4b-it-heldout-v1-seed2.json b/jlens_materials/runs/gemma4-e4b-it-heldout-v1-seed2.json new file mode 100644 index 0000000000000000000000000000000000000000..34739e3272ab2f6bdf37c380057fa4d8d145eaca --- /dev/null +++ b/jlens_materials/runs/gemma4-e4b-it-heldout-v1-seed2.json @@ -0,0 +1,156681 @@ +{ + "format_version": 2, + "created_at": "2026-07-15T00:46:00.285469+00:00", + "model": "google/gemma-4-E4B-it", + "model_identity": { + "requested_id": "google/gemma-4-E4B-it", + "requested_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "model_class": "Gemma4ForConditionalGeneration", + "config_name_or_path": "google/gemma-4-E4B-it", + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-E4B-it", + "vocab_size": 262144, + "n_layers": 42, + "d_model": 2560, + "dtype": "bfloat16" + }, + "tag": "gemma4-e4b-it-heldout-v1-seed2", + "n_layers": 42, + "d_model": 2560, + "lens_n_prompts": 1000, + "lens_provenance": { + "corpus": { + "dataset": "Salesforce/wikitext", + "kind": "huggingface", + "min_chars": 600, + "records": 1000, + "requested_records": 1000, + "revision": "main", + "seed": 2, + "sha256": "1770390b93f2a5a137069ef2387414152bc2123908b38a0baf2db75316b10b7d", + "split": "train", + "subset": "wikitext-103-raw-v1", + "text_field": "text", + "unique_records": 1000 + }, + "created_at": "2026-07-12T09:14:12.858370+00:00", + "dim_batch": 16, + "format_version": 1, + "hub": { + "path_in_repo": "gemma4-e4b-it/paper/seed2.pt", + "repo_id": "lamm-mit/gemma4-jacobian-lenses", + "repo_type": "model", + "revision": "main", + "uploaded_at": "2026-07-12T20:29:00.920656+00:00" + }, + "model": { + "config_name_or_path": "google/gemma-4-E4B-it", + "d_model": 2560, + "dtype": "bfloat16", + "model_class": "Gemma4ForConditionalGeneration", + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "n_layers": 42, + "requested_id": "google/gemma-4-E4B-it", + "requested_revision": null, + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-E4B-it", + "vocab_size": 262144 + }, + "paper_reference": "https://transformer-circuits.pub/2026/workspace/index.html", + "recipe": { + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers.", + "max_seq_len": 128, + "n_fit": 1000, + "name": "paper", + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "target_layer": -2 + }, + "source_layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39 + ], + "target_layer": 40, + "upstream_reference": "lamm-mit/jacobian-lens@581d398613e5602a5af361e1c34d3a92ea82ba8e" + }, + "methodology": { + "recipe": { + "name": "paper", + "n_fit": 1000, + "max_seq_len": 128, + "target_layer": -2, + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers." + }, + "claims_level": "paper-protocol quantitative", + "paper_protocol_complete": true, + "strict_protocol": true, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 50, + "evaluation_max_seq_len": 512, + "generation_max_new_tokens": 1, + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "dtype": "bfloat16", + "layer_stride": 1, + "prompt_source": "prompts/materials-heldout-v1-preregistered.json", + "swaps_enabled": false, + "swap_alpha": 1.0 + }, + "shapes": [ + "ASSOCIATION" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": { + "ASSOCIATION": { + "n_items": 50, + "minimum_required": 50, + "sufficient_sample": true, + "ks": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "jacobian_lens": { + "pass_at_k": [ + 0.006666666666666666, + 0.006666666666666666, + 0.006666666666666666, + 0.013333333333333332, + 0.03833333333333333, + 0.05166666666666666, + 0.07166666666666667 + ], + "auc_log_k": 0.02595876249819333, + "bootstrap_95": { + "1": { + "mean": 0.006666666666666666, + "low": 0.0, + "high": 0.02 + }, + "2": { + "mean": 0.006666666666666666, + "low": 0.0, + "high": 0.02 + }, + "5": { + "mean": 0.006666666666666666, + "low": 0.0, + "high": 0.02 + }, + "10": { + "mean": 0.013333333333333332, + "low": 0.0, + "high": 0.03333333333333333 + }, + "20": { + "mean": 0.03833333333333333, + "low": 0.013333333333333332, + "high": 0.06666666666666667 + }, + "50": { + "mean": 0.05166666666666666, + "low": 0.02, + "high": 0.085 + }, + "100": { + "mean": 0.07166666666666667, + "low": 0.03666666666666666, + "high": 0.10999999999999999 + } + } + }, + "logit_lens": { + "pass_at_k": [ + 0.0, + 0.0, + 0.0, + 0.006666666666666666, + 0.02, + 0.03333333333333333, + 0.03333333333333333 + ], + "auc_log_k": 0.012831616673893367 + } + } + }, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 0, + "n_graded": 0, + "minimum_required": 50, + "sufficient_sample": false, + "protocol_success_rate": null, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [], + "prompts": [ + { + "slug": "heldout-v1-assoc-ductile-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Energy-absorbing dimpled separation 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A round aluminum bar stretched into a pronounced waist before separating. The mating faces contained hemispherical pits centered on inclusions and a slanted tearing rim.", + "prompt_tail": "luminum bar stretched into a pronounced waist before separating. The mating faces contained hemispherical pits centered on inclusions and a slanted tearing rim.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-ductile-01", + "carrier_id": null, + "target_family": "ductile", + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "end", + "generated_token_ids": [ + 643 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 569, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 25566 + }, + { + "label": "nucleation", + "best_rank": 1150, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 19938 + }, + { + "label": "coalescence", + "best_rank": 262, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 51516 + }, + { + "label": "void", + "best_rank": 146, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 5317 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "orry", + "leness", + "lle", + "them", + "able", + "arl", + "oses", + "accordingly", + "iken", + "furthermore", + "therefor" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "yeah", + "ie", + "guys", + "lle", + "btw", + "lly", + "nto", + "iew", + "ited", + "ued", + "ided", + "outh", + "ii", + "info", + "guy", + "basically", + "zes", + "vs", + "wie", + "arie", + "wanna", + "dia", + "them", + "eded", + "sic", + "gement", + "wes", + "guy", + "zis", + "drauf" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "etc", + "basically", + "lle", + "sic", + "ie", + "wards", + "yeah", + "eded", + "btw", + "lly", + "d", + "ion", + "outh", + "etc", + "lli", + "t", + "iew", + "info", + "guy", + "atre", + "Also", + "anybody", + "wie", + "ikal", + "gement", + "occured", + "alos" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ued", + "ained", + "ited", + "hiy", + "ortheast", + "vier", + "udos", + "orial", + "yses", + "maupun", + "ided", + "eyer", + "ioso", + "thereafter", + "thereto", + "eded", + "sic", + "oused", + "chandise", + "urized", + "idded", + "ially", + "toward", + "arters", + "ented", + "orable", + "veh" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "sic", + "ued", + "thereto", + "thence", + "ided", + "sowie", + "abutting", + "bzw", + "eded", + "yses", + "heretofore", + "extant", + "ited", + "toward", + "thereof", + "rict", + "unto", + "thereafter", + "comprised", + "resultant", + "udos", + "environs", + "assemblage", + "lement", + "via", + "aken", + "pursuant" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "comprised", + "also", + "thereto", + "consisted", + "thereafter", + "zur", + "utilized", + "surfaced", + "flanked", + "upon", + "toward", + "occupied", + "veled", + "pped", + "zijde", + "resulted", + "Util", + "beneath", + "neath", + "sic", + "ited", + "yses", + "afterward", + "zes" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "adjoining", + "thence", + "toward", + "apiece", + "noted", + "later", + "abutting", + "employed", + "commenced", + "thereto", + "ensuing", + "punctuated", + "varied", + "aided", + "beneath", + "notably", + "edly", + "notable", + "characterized", + "subsequently", + "viz", + "preparatory", + "occasioned", + "flanking", + "further", + "wrought", + "ield", + "preceding" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "characterized", + "indistinct", + "constituted", + "commenced", + "coloration", + "concomitant", + "apiece", + "obliquely", + "merely", + "toward", + "considerable", + "alike", + "concomit", + "characteristic", + "nikov", + "also", + "employed", + "adjoining", + "furthermore", + "thence", + "suggestive", + "delineated", + "occasioned", + "purview", + "thus", + "apparently", + "composed", + "notable", + "uria", + "preoccupation", + "noted" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "obliquely", + "abutting", + "delineated", + "abrasive", + "abut", + "abrasion", + "idal", + "commenced", + "fiss", + "coloration", + "protruding", + "indistinct", + "excised", + "necessitating", + "mottled", + "discontinuity", + "delineation", + "imping", + "incipient", + "purview", + "protrusion", + "characterized", + "contour", + "ridge", + "anisotropic", + "oblique", + "terminus", + "concomitant", + "mouth", + "azimuth", + "flanks", + "rim" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "debris", + "protruding", + "protrusion", + "delineated", + "curving", + "emplacement", + "perpendicular", + "suture", + "etching", + "abutting", + "affixed", + "lacer", + "scarred", + "shoreline", + "etched", + "demarc", + "delineation", + "etch", + "abrasion", + "littoral", + "starboard", + "subsurface", + "scarring", + "protrusions", + "scar", + "curved", + "deline", + "markings", + "angled", + "flanking", + "hull" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "debris", + "perpendicular", + "suture", + "protruding", + "scarred", + "abutting", + "scarring", + "ruptured", + "lacer", + "curving", + "protrusion", + "deform", + "distal", + "obliquely", + "angled", + "delineated", + "flanking", + "protrusions", + "delineation", + "rupture", + "resection", + "salvaged", + "damaged", + "geometry", + "elongated", + "azimuth", + "demarc", + "excised", + "emplacement", + "debris", + "adjacent", + "flank" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "scarring", + "damaged", + "debris", + "ruptured", + "necrotic", + "scarred", + "necrosis", + "disintegration", + "deform", + "discoloration", + "lacer", + "damaged", + "rupture", + "salvaged", + "scar", + "diseased", + "cicat", + "Deformation", + "debris", + "deformation", + "disintegr", + "protruding", + "wounding", + "wreckage", + "damage", + "Damage", + "discontinuity", + "resection", + "excision", + "excised", + "abutting", + "indicating" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "necrotic", + "necrosis", + "debris", + "inconclusive", + "scarring", + "artifact", + "artifacts", + "forensic", + "anatomical", + "discontinuity", + "diseased", + "cicat", + "disintegration", + "resection", + "disintegr", + "discoloration", + "excised", + "Deformation", + "ruptured", + "deformation", + "decomposition", + "degradation", + "deform", + "deteriorated", + "protrusions", + "fissures", + "wreckage", + "deformity", + "debris", + "decay", + "indicating", + "damaged" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "necrosis", + "necrotic", + "diseased", + "specimen", + "fail", + "holotype", + "decay", + "damaged", + "degradation", + "artifact", + "artifacts", + "pathology", + "diagnose", + "characterizing", + "deteriorated", + "resection", + "inconclusive", + "scarring", + "deformity", + "failure", + "recovered", + "debris", + "deterioration", + "anomalous", + "salvage", + "haunt", + "irreparable", + "discoloration" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "Ultimately", + "culminating", + "whereupon", + "showcasing", + "Which", + "ultimately", + "whence", + "Ultimately", + "characterized", + "Yet", + "demonstrating", + "tasked", + "which", + "featuring", + "Eventually", + "Featuring", + "simultaneously", + "comprised", + "punctuated", + "Conversely", + "wherein", + "Notably", + "Eventually", + "culminated", + "necessitating", + "whereas", + "meanwhile" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "Furthermore", + "Yet", + "Ultimately", + "Also", + "Meanwhile", + "Each", + "Their", + "whereas", + "Its", + "Yet", + "Furthermore", + "Eventually", + "Conversely", + "Ultimately", + "Eventually", + "Featuring", + "Conversely", + "Simultaneously", + "Consequently", + "Their", + "Likewise", + "Its", + "Also", + "Finally", + "Again", + "Recently", + "Similarly", + "meanwhile", + "Afterwards", + "Likewise" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "whereas", + "Furthermore", + "Conversely", + "furthermore", + "Also", + "Each", + "Similarly", + "Meanwhile", + "Similarly", + "Simultaneously", + "Then", + "Finally", + "meanwhile", + "Likewise", + "Afterwards", + "Conversely", + "Yet", + "Secondly", + "Ultimately", + "Equally", + "Otherwise", + "likewise", + "Furthermore", + "conversely", + "Each", + "Its", + "Also", + "Again", + "Which", + "simultaneously", + "Consequently", + "Its" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "whereas", + "Meanwhile", + "Secondly", + "secondly", + "Finally", + "Secondly", + "conversely", + "Furthermore", + "Its", + "tandis", + "Simultaneously", + "Alongside", + "Whether", + "Finally", + "Similarly", + "Equally", + "Their", + "underneath", + "Beneath", + "respectively", + "theirs", + "finally", + "Which", + "Similarly", + "Lastly", + "mselves", + "They", + "During", + "Though", + "accordingly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "Yet", + "mselves", + "whereas", + "Yours", + "Yet", + "accordingly", + "furthermore", + "conversely", + "Meanwhile", + "Its", + "Accordingly", + "Conversely", + "Lately", + "Nevertheless", + "Together", + "Recently", + "Accordingly", + "Conversely", + "wobei", + "Today", + "tandis", + "Consequently", + "Referred", + "Along", + "Beneath", + "anymore" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "furthermore", + "mselves", + "Consequently", + "Furthermore", + "Conversely", + "Each", + "whereas", + "Along", + "Its", + "conversely", + "They", + "Moreover", + "Together", + "Within", + "Nevertheless", + "Its", + "Today", + "Meanwhile", + "Recently", + "Moreover", + "Along", + "Secondly", + "Consequently", + "Yours", + "Conversely", + "Beneath", + "Regardless", + "Within", + "Therefore" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Meanwhile", + "furthermore", + "Consequently", + "meanwhile", + "Each", + "Furthermore", + "They", + "Conversely", + "Yet", + "Recently", + "Regardless", + "Together", + "Secondly", + "Beneath", + "Welcome", + "Therefore", + "Its", + "Its", + "Hence", + "Moreover", + "Along", + "conversely", + "Today", + "Within", + "Nevertheless", + "Below", + "nonetheless", + "Lately", + "Additionally", + "Meanwhile", + "mselves" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Secondly", + "secondly", + "Furthermore", + "furthermore", + "Secondly", + "Welcome", + "Consequently", + "Except", + "Needless", + "Needless", + "Each", + "conversely", + "Conversely", + "Additionally", + "Hence", + "Meanwhile", + "unim", + "Alternatively", + "Likewise", + "Terror", + "Notwithstanding", + "jsonData", + "Ships", + "Though", + "txt", + "Another", + "Yet", + "Unless", + "Tissue", + "View" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "secondly", + "Secondly", + "plant", + "Secondly", + "ield", + "Meanwhile", + "indd", + "opy", + "Tis", + "acks", + "bred", + "balls", + "pots", + "conversely", + "Aren", + "ular", + "jpeg", + "endswith", + "THAN", + "endregion" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "UMENT", + "secondly", + "opy", + "ular", + "plant", + "ument", + "ately", + "THAN", + "Secondly", + "ahme", + "endregion", + "quist", + "ledes", + "omatic", + "ULAR", + "ufer", + "heave", + "emat", + "ufs", + "voce" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "emat", + "secondly", + "igate", + "Secondly", + "UMENT", + "imiter", + "declare", + "volve", + "etera", + "ittle", + "ingly", + "ayet", + "heading", + "heave", + "paginate", + "ipation", + "ogloss" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "meet", + "The", + "he", + "sun", + "second", + "end", + "past", + "copy", + "pair", + "emat", + "length", + "evenly", + "tl", + "mat", + "Secondly", + "le", + "The", + "line", + "black", + "kill", + "union", + "meat", + "more", + "around", + "april", + "em", + "hat", + "rest", + "parts", + "jpg", + "fit", + "top" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 247605, + 154088, + 174506, + 97249, + 108911, + 75790, + 17622, + 12808, + 1815, + 323, + 570, + 4981, + 10314, + 14613, + 158245, + 213092, + 162874, + 158975, + 132741, + 141938, + 114670, + 156816, + 95114, + 178724, + 253998, + 244858 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 207504, + 121641, + 132165, + 182998, + 173221, + 107550, + 84087, + 28394, + 4574, + 786, + 1526, + 1151, + 2965, + 4388, + 126328, + 84834, + 58815, + 60127, + 22505, + 25303, + 24738, + 26747, + 72893, + 78063, + 141449, + 115093 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 254472, + 238005, + 223721, + 168416, + 106792, + 88631, + 12838, + 5011, + 391, + 722, + 385, + 657, + 263, + 578, + 22346, + 27894, + 17334, + 56211, + 26464, + 40651, + 61960, + 92954, + 138734, + 79086, + 87683, + 112142 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 11502, + 4467, + 11255, + 11762, + 14114, + 2554, + 6881, + 4170, + 1565, + 2451, + 2346, + 664, + 342, + 147, + 25735, + 40387, + 72568, + 25124, + 50529, + 31888, + 26192, + 44567, + 76435, + 43136, + 14112, + 406 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 25567, + 214305, + 184927, + 98554, + 60740, + 83752, + 145639, + 111954, + 78348, + 133736, + 110212, + 149809, + 145253, + 196788 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 206682, + 243741, + 232732, + 220665, + 179243, + 205910, + 201209, + 59957, + 19939, + 55563, + 101388, + 30097, + 71361, + 69633 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 159088, + 255710, + 214045, + 189202, + 139079, + 196479, + 105957, + 51517, + 69565, + 207110, + 170738, + 113673, + 212919, + 136476 + ] + }, + { + "label": "void", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 64936, + 232577, + 181473, + 46102, + 150609, + 14076, + 27396, + 130475, + 63049, + 45443, + 6367, + 27682, + 14965, + 5318 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "which", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "because", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "round", + "output_checked": true + }, + { + "concept": "each", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "was", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "became", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "remained", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "within", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "lengthwise", + "score": 7.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "into", + "output_checked": true + }, + { + "concept": "several", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "cylindrical", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "halves", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "abutting", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "pattern", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "tearing", + "output_checked": true + }, + { + "concept": "where", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "shape", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "into", + "output_checked": true + }, + { + "concept": "diameter", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "cavity", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "intricate", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "protrusions", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "circumference", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "round", + "output_checked": true + }, + { + "concept": "tensile", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "cinematic", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ripping", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "tearing", + "output_checked": true + }, + { + "concept": "flanked", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "arms", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "pronounced", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "example", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "round", + "output_checked": true + }, + { + "concept": "lacked", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "depressions", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "table", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "round", + "output_checked": true + }, + { + "concept": "shaped", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "tapering", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "ends", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "groove", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "slanted", + "output_checked": true + }, + { + "concept": "whereas", + "score": 3.0, + "best_rank": 3, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "visually", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "requisite", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "visual", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "crooked", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "slanted", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "seems", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "waist", + "output_checked": true + }, + { + "concept": "portion", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "becoming", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "before", + "output_checked": true + }, + { + "concept": "then", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "The", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "meticulously", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "representations", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "hemisph", + "output_checked": true + }, + { + "concept": "rectangular", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "vertical", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "pronounced", + "output_checked": true + }, + { + "concept": "larger", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "sections", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "pizza", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "round", + "output_checked": true + }, + { + "concept": "used", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "being", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "cookware", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "They", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "smooth", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "grooves", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "tray", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "designed", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "extending", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "rim", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "Hail", + "nada", + "ervan", + "wand", + "quantos", + "undos", + "ynitrite", + "addRow", + "NORE", + "Kwa", + "maneiras", + "punkte", + "ties" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "ago", + "channel", + "rid", + "tons", + "opat", + "stir", + "dim", + "grac", + "Blanch", + "Mannes", + "lev", + "Sob", + "reu", + "pres", + "twe", + "trem", + "mamy", + "zorunda" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "Clon", + "dim", + "plo", + "reu", + "champ", + "Blanch", + "mamy", + "hus", + "Salv", + "ums", + "hush" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Sod", + "tfrac", + "champ", + "Hus", + "fam", + "essional", + "ilg", + "Langer", + "olyte", + "byt", + "alk", + "tene", + "Pres", + "reu" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "tene", + "Hus", + "Sod", + "ilj", + "olyte", + "Slave", + "byt", + "essional", + "tfrac", + "Reis", + "Langer", + "fam", + "Pres", + "lev", + "wedge" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "rem", + "icot", + "wyst", + "Vo", + "WOR", + "oben", + "rekken", + "setia", + "kuasa", + "hst", + "hely", + "IVI", + "susp", + "yn", + "ae", + "falls", + "Vla", + "atus", + "illing", + "sn", + "vy", + "tit", + "VERE" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "trading", + "tool", + "tools", + "HI", + "bro", + "das", + "sol", + "quire", + "Rim", + "truncate", + "contr", + "Me", + "Green", + "dal", + "formal", + "IVING", + "Wakefield", + "MI", + "serial", + "crow", + "Ged", + "hybrid" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "side", + "tool", + "HI", + "trading", + "truncate", + "tail", + "yal", + "lives", + "select", + "mei", + "Zealand", + "Green", + "tit", + "turbo", + "demos", + "serial", + "dad", + "valued", + "sol" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "select", + "blank", + "kick", + "sol", + "HI", + "tool", + "Green", + "Select", + "tools", + "record", + "remen", + "rem", + "Me", + "bro", + "Blank", + "lives", + "simple" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "ettle", + "fetch", + "linear", + "switch", + "Select", + "greeting", + "OOSE", + "olved", + "greet", + "cdots", + "subject", + "sus", + "REST", + "select", + "Green", + "notify", + "lives", + "tch", + "var", + "talk", + "discussed", + "deafness" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "fetch", + "Greet", + "greeting", + "switch", + "ettle", + "notify", + "olved", + "wechsel", + "greet", + "Fetch", + "RESOL", + "discuss", + "tit", + "titles", + "resolve", + "GetData", + "data", + "tch", + "SWITCH", + "discussed", + "isselle", + "scope", + "isel", + "Greeting", + "NDC" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "essage", + "BOSS", + "dash", + "erat", + "boss", + "anners", + "Dash", + "handset", + "press", + "lain", + "SANT", + "extend", + "CAL", + "epar", + "BL", + "rion", + "MAIL", + "riends", + "messaging", + "owed", + "PRESS", + "Spacer" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "restart", + "golfer", + "Restart", + "bosses", + "Restart", + "adet", + "staffers", + "cribable", + "department", + "rectum", + "restarting", + "sempat", + "decade", + "unched", + "playlists", + "buttonclick", + "assol" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "golfer", + "deka", + "God", + "punt", + "viol", + "brus", + "del", + "bedingt", + "preservar", + "solle", + "assol" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "logique", + "prong", + "logical", + "undocumented", + "toggle", + "fect", + "jeweils", + "logic", + "Prong", + "individu", + "ausge", + "logical", + "ssk", + "segmented", + "landen" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "idium", + "patched", + "tier", + "prong", + "ausge", + "spf", + "opnieuw", + "welt", + "opcode", + "morally", + "thereof", + "afect", + "ign", + "osp", + "sacrific", + "wir", + "halk", + "ham", + "wij", + "Tus", + "spf", + "fect", + "Versions", + "truncated", + "discord", + "branching", + "sped" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "adn", + "ovi", + "individual", + "awn", + "Pla", + "szen", + "contr", + "contre", + "parent" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "cantilever", + "forward", + "bl", + "keduanya", + "extr", + "simultaneously", + "forward" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "alike", + "Secondly", + "Secondly", + "Thirdly", + "industry", + "Lastly", + "weekly", + "Weekly", + "rebounding", + "Weekly", + "bellows", + "flows", + "Subs", + "workflow", + "descent", + "ForThe", + "Together", + "Lastly", + "themselves", + "backing", + "Subs", + "mselves", + "unfolding", + "Epit", + "Sound", + "Document", + "sheath", + "along" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "mselves", + "Consequently", + "meanwhile", + "Secondly", + "Secondly", + "Meanwhile", + "Additionally", + "Additionally", + "Furthermore", + "Yours", + "Secondary", + "Consequently", + "Early", + "Stem", + "EndOf", + "Increased", + "Bill", + "Its", + "Moreover", + "Document", + "Conversely", + "Lastly", + "Thirdly", + "Simultaneously", + "nThe", + "Independent" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Secondly", + "Secondly", + "Additionally", + "nThe", + "Additionally", + "Consequently", + "meanwhile", + "mselves", + "Yours", + "furthermore", + "Meanwhile", + "Secondary", + "Consequently", + "Lesser", + "sheath", + "Early", + "Moreover", + "Biological", + "Steinberg", + "Tragedy", + "Furthermore", + "Within" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Secondly", + "secondly", + "furthermore", + "Secondly", + "ingly", + "Consequently", + "Allow", + "heave", + "heading", + "Ships", + "paragraph", + "unim", + "conversely", + "Bid", + "subheading", + "Morton", + "Posters", + "Otherwise", + "StringTo", + "framing", + "Sick", + "Furthermore", + "Consequently", + "Peripheral", + "consequently", + "sted", + "Except" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "endswith", + "Secondly", + "chapter", + "heading", + "secondly", + "Allow", + "piece", + "paragraph", + "heading", + "versa", + "plant", + "sure", + "Havre", + "Otherwise", + "Secondly", + "Early", + "Border", + "Meanwhile", + "Survival", + "conversely", + "Second", + "subheading", + "heave" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "paragraph", + "heading", + "secondly", + "Secondly", + "sure", + "Early", + "endswith", + "heading", + "Exercise", + "chapter", + "weak", + "heave", + "wind", + "Meanwhile", + "Allow", + "subheading", + "Begin", + "Border", + "Havre", + "plant", + "border", + "subsection", + "piece", + "part", + "begin" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Secondly", + "heading", + "secondly", + "heading", + "hole", + "black", + "sure", + "Border", + "imiter", + "hline", + "Border", + "border", + "Secondly", + "heave", + "alone", + "paragraph", + "closed", + "chapter", + "ingly", + "ently", + "igator", + "igate", + "versa" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "end", + "The", + "he", + "black", + "hole", + "parts", + "meet", + "Secondly", + "tip", + "padding", + "bordered", + "closed", + "part", + "hline", + "Sb", + "hd", + "ond", + "append", + "to", + "catch", + "em", + "here", + "Stand", + "filled", + "et", + "caption", + "second", + "more", + "eth", + "apply", + "meat", + "angle" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "shape", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "into", + "output_checked": true + }, + { + "concept": "cylindrical", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "symmetrically", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "halves", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "lengthwise", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "protrusions", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "pattern", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "tearing", + "output_checked": true + }, + { + "concept": "tapering", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "groove", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "slanted", + "output_checked": true + }, + { + "concept": "ends", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "verw", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "remained", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "ostat", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "punt", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "each", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "on", + "output_checked": true + }, + { + "concept": "elongated", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "pronounced", + "output_checked": true + }, + { + "concept": "intricate", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "embedded", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "inclusions", + "output_checked": true + }, + { + "concept": "smooth", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "table", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "round", + "output_checked": true + }, + { + "concept": "boo", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "before", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "halk", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "slanted", + "output_checked": true + }, + { + "concept": "datasheet", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "entrambi", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "shaped", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "hemisph", + "output_checked": true + }, + { + "concept": "Each", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rim", + "output_checked": true + }, + { + "concept": "rectangular", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "were", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "axis", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "slanted", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Yours", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "around", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "machined", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "plate", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "tubing", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "engraved", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "perfectly", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "encir", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "rim", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "depressions", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "opposing", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "on", + "output_checked": true + }, + { + "concept": "within", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "inclusions", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "CRED", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "on", + "output_checked": true + }, + { + "concept": "kuri", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "bit", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "combined", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "tread", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "sest", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ello", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "heat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "hemisph", + "output_checked": true + }, + { + "concept": "ticker", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "retomar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "tearing", + "output_checked": true + }, + { + "concept": "restart", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "del", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "brus", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "dabei", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Jaz", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "aluminum", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-ductile-01__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-ductile-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-ductile-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-ductile-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-ductile-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-ductile-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Energy-absorbing dimpled separation 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A nickel coupon accumulated large permanent elongation before rupture. Microscopy showed a honeycomb of deep depressions surrounding second-phase particles.", + "prompt_tail": "A nickel coupon accumulated large permanent elongation before rupture. Microscopy showed a honeycomb of deep depressions surrounding second-phase particles.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-ductile-02", + "carrier_id": null, + "target_family": "ductile", + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "black", + "generated_token_ids": [ + 8916 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 2163, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 21546 + }, + { + "label": "nucleation", + "best_rank": 1991, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 2671 + }, + { + "label": "coalescence", + "best_rank": 429, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 21347 + }, + { + "label": "void", + "best_rank": 6723, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 1633 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "etc", + "ients", + "orry", + "lle", + "them", + "behalf", + "leness", + "furthermore", + "therefor", + "arl" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "ients", + "gonna", + "lle", + "sic", + "d", + "ii", + "ses", + "alike", + "eded", + "leness", + "iew", + "ited", + "persons", + "thereof", + "etc", + "zis", + "t", + "ion", + "zes", + "arie", + "dia", + "persons", + "lly", + "nto", + "l", + "ort", + "ie" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "gonna", + "sic", + "etc", + "lle", + "persons", + "ients", + "hence", + "thereof", + "ieur", + "eded", + "dll", + "nig", + "zis", + "lly", + "d", + "ion", + "ie", + "iew", + "alike", + "nth", + "arie", + "leness", + "nto" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "sic", + "persons", + "persons", + "thereto", + "thereon", + "yses", + "zis", + "herewith", + "thereof", + "ided", + "lle", + "herein", + "oides", + "therewith", + "ited", + "ued", + "ented", + "therein", + "eded", + "ions", + "ained", + "orable" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "sic", + "ided", + "thereof", + "whilst", + "thereto", + "yses", + "zis", + "herewith", + "wherein", + "herein", + "thereon", + "alike", + "eded", + "utilised", + "therewith", + "efectu", + "commenced", + "persons", + "ised", + "ients", + "lle", + "oraz", + "uded" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "thereto", + "thereafter", + "commenced", + "upon", + "wherein", + "whilst", + "thereon", + "sic", + "which", + "consisted", + "whereby", + "therefore", + "thereof", + "herein", + "Upon", + "Whilst", + "therewith", + "whereupon", + "yses", + "also", + "thereby" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "neighboring", + "nearby", + "adjoining", + "toward", + "thereto", + "notably", + "spersed", + "abutting", + "Nearby", + "noted", + "characterized", + "notable", + "specimens", + "thence", + "wrought", + "coloration", + "heretofore", + "beneath", + "prior", + "environs", + "proximate", + "Notable", + "omin", + "utilized", + "Toward", + "odors", + "foodstuffs", + "indications" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "heretofore", + "coloration", + "indistinct", + "acial", + "thence", + "characterized", + "aceous", + "alike", + "concomit", + "histologic", + "ossos", + "adjoining", + "sic", + "furthermore", + "concomitant", + "abreast", + "whereupon", + "merely", + "wherein", + "cerning", + "antile", + "specimens", + "neighboring", + "penetrated", + "periodical", + "preoccupation" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "mottled", + "micrographs", + "micrograph", + "morphology", + "striated", + "histologic", + "microscopy", + "silice", + "coloration", + "necrosis", + "morphologies", + "pall", + "mandib", + "histological", + "topography", + "anatomical", + "metallurgical", + "ultrast", + "incipient", + "Morphology", + "microscopic", + "delineated", + "indistinct", + "mastic", + "neoplastic", + "tubercul", + "hypertro", + "epidermal", + "specimens", + "assemblages", + "histology", + "specimen" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "micrograph", + "microscopy", + "micrographs", + "diagnostic", + "histological", + "mottled", + "striated", + "dend", + "necrosis", + "morphology", + "microstructure", + "subsurface", + "histology", + "vasculature", + "staining", + "coloration", + "hypertro", + "dendritic", + "sintered", + "histologic", + "vascular", + "microscopic", + "anatomical", + "immunohist", + "excavated", + "ultrast", + "diagnostic", + "morphologies", + "textural", + "silice", + "tissue" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "metallurgical", + "micrograph", + "microscopy", + "necrosis", + "anatomical", + "hypertro", + "diagnostic", + "coloration", + "micrographs", + "mottled", + "symptomatic", + "discoloration", + "staining", + "morphology", + "dend", + "necro", + "diseased", + "vasculature", + "textural", + "tumor", + "excavated", + "striated", + "observed", + "characteristic", + "microscopic", + "histological", + "subsurface", + "ultrast", + "evidence", + "vascular", + "excav" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "necrosis", + "diseased", + "symptomatic", + "diagnosis", + "diagnostic", + "diagnose", + "Diagnosis", + "pathology", + "pathological", + "necro", + "tumor", + "deform", + "fungus", + "Diagnosis", + "discoloration", + "metabolic", + "corrosion", + "morphology", + "phyt", + "diagnostic", + "symptoms", + "diagnosed", + "tumors", + "suggestive", + "diagnosing", + "bacter", + "disturbed", + "coloration", + "Diagnostic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "suggestive", + "symptomatic", + "indicative", + "diagnose", + "necrosis", + "indicating", + "suggesting", + "diseased", + "characteristic", + "diagnostic", + "microscopy", + "exacerbated", + "Diagnosis", + "metabolic", + "pathology", + "pathological", + "aberrant", + "symptoms", + "apparently", + "unusual", + "reminiscent", + "anatomical", + "Diagnosis", + "Pathology", + "corrosion", + "deform", + "morphology", + "fungus", + "anomalous", + "exhibiting", + "intensified", + "discoloration" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "suggestive", + "reminiscent", + "symptomatic", + "grotesque", + "indicating", + "indicative", + "diagnose", + "diseased", + "Diagnosis", + "evocative", + "describe", + "symptoms", + "suggesting", + "deform", + "Diagnosis", + "horrifying", + "inexplicable", + "deformity", + "describing", + "tumors", + "necrosis", + "resembling", + "Symptoms", + "pathology", + "Symptoms", + "coloration", + "aberrant", + "hinting", + "describ", + "described" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "threatening", + "suggesting", + "accompanying", + "Afterwards", + "accompanied", + "Suddenly", + "reportedly", + "blamed", + "while", + "simultaneously", + "Suddenly", + "punctuated", + "confronting", + "flanked", + "which", + "supporting", + "characterized", + "witnesses", + "accused", + "backed", + "critics", + "demonstrations", + "exacerbated", + "hymns", + "confrontations", + "this", + "couples", + "interspersed", + "testimonies", + "where" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Meanwhile", + "Afterwards", + "Also", + "Furthermore", + "Conversely", + "Also", + "Similarly", + "meanwhile", + "Consequently", + "Simultaneously", + "whereas", + "Similarly", + "Meanwhile", + "Consequently", + "Likewise", + "Secondly", + "Conversely", + "furthermore", + "Likewise", + "Afterward", + "During", + "Recently", + "Subsequently", + "Later", + "Recently", + "Suddenly", + "Alongside", + "whereas", + "During", + "simultaneously" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Similarly", + "Similarly", + "Conversely", + "conversely", + "Furthermore", + "Meanwhile", + "meanwhile", + "furthermore", + "Conversely", + "whereas", + "Likewise", + "Also", + "likewise", + "Simultaneously", + "During", + "Secondly", + "Also", + "similarly", + "Furthermore", + "Alongside", + "Again", + "During", + "Afterwards", + "Then", + "Consequently", + "Likewise", + "Equally", + "else", + "Moreover", + "Yet", + "Subsequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "conversely", + "furthermore", + "Meanwhile", + "Simultaneously", + "Though", + "Alongside", + "During", + "Similarly", + "Similarly", + "whereas", + "During", + "while", + "Equally", + "While", + "Alongside", + "Though", + "Likewise", + "While", + "Furthermore", + "alongside", + "separately", + "likewise", + "although", + "Along", + "tandis", + "simultaneously", + "Along", + "worst", + "Combining" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "conversely", + "meanwhile", + "Conversely", + "Meanwhile", + "Its", + "Worry", + "Along", + "Lately", + "During", + "lately", + "Atm", + "Though", + "Recently", + "vice", + "Recent", + "Yesterday", + "letz", + "Conversely", + "Contrast", + "Yours", + "Simultaneously", + "During", + "whereas", + "Though", + "maxima", + "endoscopy", + "Recent", + "Yet" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Its", + "Conversely", + "Recent", + "Conversely", + "During", + "Consequently", + "During", + "Moreover", + "Similarly", + "Moreover", + "conversely", + "Its", + "Along", + "Recent", + "meanwhile", + "Along", + "Compared", + "Furthermore", + "Recently", + "Likewise", + "mselves", + "Lately", + "Symptoms", + "Consequently", + "Imaging", + "Worry", + "They", + "Another" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Recent", + "Conversely", + "Meanwhile", + "Its", + "conversely", + "Consequently", + "Recent", + "Conversely", + "Its", + "Recently", + "Another", + "Yet", + "Lately", + "This", + "During", + "While", + "Symptoms", + "LEM", + "During", + "Though", + "Similarly", + "vice", + "Moreover", + "Welcome", + "Consequently", + "They", + "Likewise" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Though", + "Secondly", + "Conversely", + "conversely", + "Yet", + "hydrox", + "LEM", + "Likewise", + "They", + "Pourtant", + "Welcome", + "Observe", + "ImagePath", + "This", + "Although", + "secondly", + "Conversely", + "Consequently", + "Recent", + "coli", + "furthermore", + "However", + "Similarly", + "txt", + "Threats" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Secondly", + "balls", + "Errors", + "Depend", + "Secondly", + "endswith", + "conversely", + "opy", + "json", + "UMENT", + "arrow", + "plant", + "rinse", + "secondly", + "quote", + "ErrorMessage", + "union", + "Subs", + "insertCell", + "WAS", + "exceptions", + "Tis", + "WithError" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "arrow", + "UMENT", + "Secondly", + "Tis", + "ument", + "rief", + "ILL", + "ball", + "wich", + "Pfe", + "thumb", + "ullah", + "union", + "balls", + "Secondly", + "Vet", + "bloc", + "opy", + "bat", + "umno", + "ular", + "php", + "plant", + "bullet" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "UMENT", + "arrow", + "gov", + "subs", + "ioxide", + "bull", + "bola", + "Secondly", + "ument", + "heading", + "exceptions", + "thumb", + "ulang", + "Subs", + "Toxicity", + "bat", + "black", + "VI", + "gif", + "ivities" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "black", + "bull", + "subs", + "ocy", + "bl", + "grid", + "lattice", + "heavy", + "nickel", + "second", + "bubble", + "block", + "spinal", + "substrate", + "ument", + "Nickel", + "underline", + "deep", + "snowflake", + "umb", + "sun", + "period", + "increasing", + "hist", + "equipment", + "guess", + "honeycomb", + "pin", + "applied", + "cyan", + "kinetic", + "The" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 249265, + 166227, + 195627, + 217353, + 221632, + 210838, + 168531, + 116294, + 4095, + 545, + 2164, + 8342, + 21516, + 40653, + 203250, + 256137, + 242942, + 215438, + 175586, + 132535, + 117217, + 151763, + 76590, + 124241, + 216986, + 173503 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 210664, + 180883, + 160235, + 173049, + 186751, + 155130, + 41208, + 53933, + 1818, + 652, + 2879, + 1992, + 14205, + 32804, + 133596, + 113283, + 69120, + 29524, + 24093, + 43776, + 26003, + 27265, + 25676, + 33802, + 52146, + 12664 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 258414, + 253558, + 229308, + 228786, + 185132, + 107980, + 11723, + 16239, + 1038, + 551, + 833, + 668, + 430, + 1839, + 14478, + 14027, + 14119, + 39681, + 41744, + 33754, + 34463, + 61106, + 110986, + 85667, + 208931, + 124542 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 11247, + 3416, + 7029, + 12577, + 16031, + 11630, + 18966, + 28165, + 16240, + 10009, + 13381, + 6724, + 6815, + 7525, + 29276, + 27224, + 118169, + 30590, + 22099, + 53177, + 54284, + 18787, + 12442, + 9254, + 14286, + 290 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 21547, + 171750, + 183941, + 101411, + 114546, + 107870, + 107596, + 233331, + 216015, + 66325, + 49082, + 35839, + 56512, + 49528 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 227971, + 191967, + 225493, + 235777, + 238523, + 226605, + 164691, + 13760, + 28272, + 2672, + 3660, + 17390, + 25442, + 8769 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 143098, + 259787, + 236682, + 204343, + 236626, + 228216, + 93836, + 33905, + 21348, + 80688, + 64009, + 102227, + 85827, + 45102 + ] + }, + { + "label": "void", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 97825, + 205282, + 94091, + 9210, + 141213, + 55235, + 49650, + 58956, + 84982, + 14344, + 5335, + 20621, + 3971, + 1634 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 13.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "several", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "large", + "output_checked": true + }, + { + "concept": "cracks", + "score": 10.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "during", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "alloy", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "failure", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "quarters", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "when", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "Its", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "fracture", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "ductility", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "began", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "which", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "significant", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "that", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "the", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "surrounding", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "honeycomb", + "output_checked": true + }, + { + "concept": "whereas", + "score": 4.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "near", + "score": 4.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "nearby", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "surrounding", + "output_checked": true + }, + { + "concept": "dioxide", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "honeycomb", + "output_checked": true + }, + { + "concept": "was", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "layer", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "tested", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "after", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "before", + "output_checked": true + }, + { + "concept": "diagnostic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "fractal", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "honeycomb", + "output_checked": true + }, + { + "concept": "neighbors", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "surrounding", + "output_checked": true + }, + { + "concept": "cavities", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "mineralization", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "specimen", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "evidence", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "oxide", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "suggestive", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "trees", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "both", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "individuals", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "clusters", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "damage", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "large", + "output_checked": true + }, + { + "concept": "losses", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "within", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "reveals", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "where", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "oxides", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "magnetization", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "nucleation", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "second", + "output_checked": true + }, + { + "concept": "revealed", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "precipitates", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "assayed", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "accret", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "huge", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "large", + "output_checked": true + }, + { + "concept": "observed", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cavern", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "deep", + "output_checked": true + }, + { + "concept": "geologic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "second", + "output_checked": true + }, + { + "concept": "mineral", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "resultat", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "large", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "Hail", + "ervan", + "Kwa", + "nada", + "quantos", + "ynitrite", + "undos", + "anque", + "punkte", + "nok", + "trump" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "lev", + "stir", + "opat", + "Cann", + "tons", + "Sob", + "channel", + "grac", + "Cole", + "Beg", + "champ", + "Mannes", + "trem", + "Gay", + "blot", + "Champ", + "Blanch", + "prof", + "Prote", + "Proc", + "reu" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "champ", + "Pres", + "chum", + "Champ", + "fam", + "lev", + "stir", + "opat", + "Auff", + "reu", + "rid", + "Cann", + "grac", + "acid", + "phones", + "Clon", + "blot" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ilj", + "champ", + "tfrac", + "def", + "ilg", + "chum", + "usan", + "Reis", + "alk", + "fam", + "Mani", + "essional", + "noch", + "olyte", + "bog", + "Sesam", + "onn", + "reu", + "Pres" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Mani", + "ilj", + "champ", + "tfrac", + "dim", + "ago", + "glob", + "essional", + "chum", + "grac", + "Tit", + "Reis", + "Lef", + "ingt", + "olyte" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "ilers", + "det", + "hst", + "amb", + "Su", + "VERE", + "yn", + "sn", + "Vo", + "fan", + "WOR", + "oben", + "ORS", + "terc", + "Sed", + "Nagata", + "su", + "illing", + "s", + "hely" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "tools", + "tool", + "HI", + "kick", + "Sol", + "duct", + "don", + "Green", + "OHC", + "trading", + "demos", + "pipeline", + "DEP", + "nial", + "turbo", + "remen", + "Me", + "looking" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "tool", + "HI", + "trading", + "tail", + "pipeline", + "rem", + "sol", + "kick", + "turbo", + "Werk", + "remen", + "ORS", + "lives", + "verz" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "sol", + "select", + "tail", + "record", + "tool", + "tools", + "Sol", + "rem", + "Green", + "serial", + "kick", + "remen", + "Select", + "linear", + "HI", + "mech", + "locks", + "nop" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "fetch", + "Select", + "linear", + "listener", + "select", + "subject", + "OOSE", + "cdots", + "common", + "ettle", + "sus", + "data", + "tools", + "Tos", + "side", + "traits", + "switch", + "discussed", + "greet", + "deafness", + "cactus" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "listener", + "greeting", + "Greet", + "speaker", + "switch", + "ettle", + "wechsel", + "fetch", + "Greeting", + "Listener", + "cereal", + "linear", + "Speaker", + "felt", + "Gol", + "Tos", + "microsoft", + "meetings", + "chef", + "CUSTOM", + "usel", + "data" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "inge", + "alh", + "odrome", + "bag", + "lb", + "PAS", + "ilj", + "elang", + "hauser", + "baguette", + "financeiros", + "bag", + "briefcase", + "issel", + "nows", + "ucar", + "uya", + "awr", + "Mif" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "dictionaries", + "cama", + "pelanggan", + "milion", + "diction", + "bosses", + "spielt", + "blas", + "lick", + "abilecek", + "despert", + "httpClient", + "rooftops" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "deka", + "god", + "solle", + "assol", + "God", + "delt", + "rotz", + "blas", + "okol", + "viol", + "dfs", + "kund", + "bilgiler" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "tier", + "prong", + "ausge", + "logique", + "logic", + "Jahres", + "esa", + "avanje", + "deniz", + "bitwise", + "ktor", + "ker", + "welt", + "azimuth", + "Jaz" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "wir", + "ospel", + "tier", + "azimuth", + "wz", + "wij", + "halk", + "itch", + "casilla", + "Verw", + "mozz", + "endroits", + "Warr", + "edged", + "ham", + "tti", + "daran", + "Stein", + "spf", + "cii", + "iy", + "lichkeit" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "contr", + "ilm", + "hor", + "spf", + "baik", + "contre", + "penj" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "tensor", + "slit", + "spatial", + "slit", + "sprite", + "scatterplot", + "tensor", + "stained", + "warz", + "spatial", + "microarray", + "andet", + "endregion", + "sn", + "dye", + "Dlg", + "spatially", + "ofluorescence" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Meanwhile", + "meanwhile", + "Compared", + "this", + "Simultaneously", + "nD", + "Together", + "Similarly", + "olit", + "dee", + "Afterward", + "Along", + "clen", + "lately", + "imaged", + "This", + "Along", + "These", + "Subs", + "Imaging", + "Calc", + "lobes" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Microscopy", + "Scanning", + "microscopy", + "meanwhile", + "Simultaneously", + "micrograph", + "Morphology", + "This", + "Surface", + "Symptoms", + "micrographs", + "Scanning", + "Microsc", + "histology", + "Hist", + "Spectroscopy", + "Similarly", + "Surface", + "SEM", + "Subsequent" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "Scanning", + "micrograph", + "Symptoms", + "This", + "Simultaneously", + "Similarly", + "histology", + "Upon", + "this", + "Conversely", + "these", + "Microscopy", + "These", + "Recently", + "Likewise", + "Pathology" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "These", + "Similarly", + "Simultaneously", + "Furthermore", + "Though", + "Secondly", + "Conversely", + "conversely", + "Although", + "Scanning", + "Physically", + "this", + "Specifically", + "Afterwards", + "Upon", + "However", + "Both", + "Likewise" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "These", + "Simultaneously", + "Similarly", + "Both", + "urally", + "Specifically", + "Likewise", + "Secondly", + "Scanning", + "this", + "This", + "conversely", + "These", + "Neither", + "Conversely", + "Issues", + "Hence", + "these", + "Therefore", + "Such" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "These", + "Simultaneously", + "urally", + "Both", + "Similarly", + "This", + "this", + "Those", + "Specifically", + "Interestingly", + "Another", + "Neither", + "Secondly", + "Therefore", + "ologically", + "Initially", + "conversely", + "These", + "Though", + "Conversely", + "Identifying", + "Scanning" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "These", + "Those", + "Identifying", + "Another", + "Identification", + "Simultaneously", + "Both", + "Specifically", + "this", + "This", + "Scanning", + "Below", + "unusually", + "Historically", + "cular", + "urally", + "Secondly", + "Excessive", + "fiss", + "Such", + "around", + "Internal", + "Experimental" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "Microscopy", + "Deep", + "A", + "In", + "High", + "Initial", + "Below", + "On", + "Furthermore", + "Secondary", + "It", + "Second", + "Another", + "Micro", + "Surface", + "Fracture", + "Morphology", + "When", + "Internal", + "While", + "Specifically", + "Such", + "Hist", + "Near", + "Identification", + "Specific", + "Simultaneously", + "His", + "Analysis" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "fracture", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "cracks", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "deep", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "honeycomb", + "output_checked": true + }, + { + "concept": "prong", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "large", + "output_checked": true + }, + { + "concept": "when", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "alloy", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "reveals", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "after", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "duke", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "layer", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "the", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "surrounding", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "carbides", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "second", + "output_checked": true + }, + { + "concept": "This", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "boo", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "before", + "output_checked": true + }, + { + "concept": "viol", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "honeycomb", + "output_checked": true + }, + { + "concept": "that", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "near", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "ASTM", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "deformation", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "magnetization", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "stage", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "precipitates", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Pat", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "tek", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "ello", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "roar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "second", + "output_checked": true + }, + { + "concept": "dictionaries", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "Incre", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "grud", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "surrounding", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "dazu", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "tier", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Versions", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "Stein", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "large", + "output_checked": true + }, + { + "concept": "OfMonth", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "before", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "peric", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "flo", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "soud", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "surrounding", + "output_checked": true + }, + { + "concept": "kernel", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "datasheet", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "muestras", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "losses", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "arrangement", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "honeycomb", + "output_checked": true + }, + { + "concept": "voids", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "deep", + "output_checked": true + }, + { + "concept": "defects", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "second", + "output_checked": true + }, + { + "concept": "nodes", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "sweater", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "was", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "sebanyak", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "amount", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "large", + "output_checked": true + }, + { + "concept": "increase", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "reaching", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "before", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-ductile-02__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-ductile-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-ductile-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-ductile-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-ductile-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-ductile-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Energy-absorbing dimpled separation 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A copper tensile specimen lost much of its cross-sectional area before failure. Small particle-centered holes had enlarged and joined across the final ligament.", + "prompt_tail": "A copper tensile specimen lost much of its cross-sectional area before failure. Small particle-centered holes had enlarged and joined across the final ligament.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-ductile-03", + "carrier_id": null, + "target_family": "ductile", + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n", + "generated_token_ids": [ + 107 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 306, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 4880 + }, + { + "label": "nucleation", + "best_rank": 199, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 14344 + }, + { + "label": "coalescence", + "best_rank": 17, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 17417 + }, + { + "label": "void", + "best_rank": 1446, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 11025 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "orry", + "them", + "leness", + "furthermore", + "etc", + "lle", + "oraz", + "hereby", + "therefor", + "iken", + "nto" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "sic", + "ie", + "lle", + "etc", + "zis", + "t", + "d", + "ii", + "dia", + "eded", + "leness", + "lly", + "iew", + "thing", + "ients", + "fty", + "ses", + "persons", + "hence", + "thereof", + "alike", + "arie", + "them", + "wl", + "nto", + "ion", + "outh" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "etc", + "sic", + "etc", + "hence", + "lle", + "wards", + "till", + "persons", + "basically", + "anybody", + "nth", + "centre", + "dll", + "till", + "zis", + "d", + "ie", + "fty", + "alike", + "wanna", + "eded", + "probably", + "upto", + "nig", + "outh", + "ii", + "centre" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "persons", + "sic", + "centre", + "sebagainya", + "centre", + "leness", + "wl", + "lle", + "efectu", + "hearers", + "ogether", + "eded", + "maupun", + "zis", + "fichero", + "ued", + "ised", + "lli", + "thereto", + "probably", + "hoea" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "centre", + "centre", + "alike", + "ised", + "wards", + "everybody", + "whilst", + "colours", + "anybody", + "organised", + "sic", + "organise", + "efectu", + "persons", + "somebody", + "gonna", + "organisations", + "anda", + "Whilst", + "ogether", + "isto", + "authorised", + "thence", + "centred", + "junt", + "ue" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "centre", + "whilst", + "ised", + "although", + "everybody", + "afterwards", + "anybody", + "somebody", + "Whilst", + "also", + "whereas", + "centre", + "which", + "wards", + "probably", + "Also", + "gonna", + "assisted", + "organised", + "Whilst", + "although", + "tambien", + "however", + "sorry", + "colours", + "travelled", + "area", + "together", + "colour", + "also", + "lli" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "whilst", + "thence", + "quite", + "alike", + "thereto", + "adjoining", + "Whilst", + "Whilst", + "apiece", + "whereupon", + "wards", + "however", + "owing", + "comprised", + "suitably", + "sundry", + "considerable", + "ogether", + "whence", + "centre", + "considerably", + "comprising", + "whereby", + "requisite", + "nearer", + "centre", + "appreciably", + "Owing", + "Owing" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "thereto", + "thence", + "apiece", + "whilst", + "regarded", + "sundry", + "ossos", + "neath", + "unto", + "quite", + "whence", + "whereupon", + "considerable", + "presently", + "Owing", + "commenced", + "adjoining", + "heretofore", + "considerazione", + "comprising", + "owing", + "likewise", + "itherto", + "furthermore", + "Whilst" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "thence", + "apiece", + "comprising", + "requisite", + "thereto", + "whilst", + "delineated", + "neath", + "riv", + "tejido", + "nhau", + "fibres", + "sundry", + "zijde", + "endeavour", + "uniting", + "Whilst", + "mottled", + "ively", + "ised", + "regarded", + "deline", + "coales", + "mend", + "commenced", + "birl" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "suture", + "splice", + "coales", + "coalescence", + "splicing", + "ruptured", + "distal", + "splice", + "rupture", + "thrombosis", + "delineated", + "obliterated", + "thick", + "impermeable", + "crossing", + "birl", + "definitive", + "deline", + "stitching", + "interlocking", + "riv", + "hull", + "rupt", + "confluence", + "irrevoc", + "defining", + "plast", + "repaired", + "fiss", + "weld", + "indelible" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "suture", + "distal", + "splice", + "ruptured", + "obliterated", + "blockage", + "fouling", + "rupture", + "breached", + "resection", + "surgical", + "rupt", + "breaching", + "fracturing", + "carapace", + "removal", + "repaired", + "swollen", + "plating", + "edema", + "deleterious", + "delineated", + "impervious", + "closure", + "crossing", + "debris", + "splice", + "clerosis", + "coales", + "diseased", + "symptomatic" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "failure", + "disintegration", + "final", + "closure", + "collapse", + "deterioration", + "distal", + "rupt", + "diseased", + "fracturing", + "ruptured", + "Failure", + "fragmentation", + "necrosis", + "disintegr", + "dissolution", + "failure", + "rupture", + "deteriorated", + "thinning", + "collapsing", + "Collapse", + "disintegrated", + "finish", + "defect", + "Failure", + "Closure", + "Closure", + "formation", + "degradation", + "debris" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "fracturing", + "collapse", + "fragmentation", + "disintegration", + "disintegrated", + "Fragmentation", + "catastrophic", + "necrotic", + "failed", + "failure", + "disintegr", + "Collapse", + "failures", + "rupt", + "exacerbated", + "collapsing", + "fatally", + "coalescence", + "structural", + "dissolution", + "Failure", + "necrosis", + "diseased", + "breached", + "penetrated", + "Structural", + "Fragmentation", + "contaminating", + "obliterated", + "fragment" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "collapse", + "failures", + "Collapse", + "fatally", + "attacking", + "catastrophic", + "destructive", + "destroying", + "fragmentation", + "failed", + "describe", + "collapse", + "simultaneous", + "inflicted", + "fracturing", + "cannibal", + "failure", + "diagram", + "defect", + "destroyed", + "Fragmentation", + "coalescence", + "disintegrated", + "deform" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "several", + "whereas", + "during", + "which", + "During", + "During", + "whilst", + "threatening", + "who", + "Which", + "Suddenly", + "recently", + "enemy", + "Eventually", + "whence", + "while", + "suddenly", + "Consequently", + "during", + "Afterwards", + "both", + "accompanying", + "each", + "wards", + "further", + "helping", + "concerned", + "lyn", + "opposed", + "assisted", + "worrying", + "advertisements" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "ertain", + "whereas", + "During", + "Consequently", + "Certainly", + "furthermore", + "Consequently", + "Conversely", + "else", + "During", + "Furthermore", + "Meanwhile", + "Similarly", + "Recently", + "meanwhile", + "Conversely", + "Similarly", + "accordingly", + "Recently", + "Also", + "aneous", + "Again", + "elson", + "lately", + "likewise", + "Eventually", + "Afterwards", + "wards", + "Yet", + "Likewise" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Conversely", + "furthermore", + "Furthermore", + "Meanwhile", + "meanwhile", + "Conversely", + "During", + "whereas", + "Similarly", + "Consequently", + "Similarly", + "conversely", + "else", + "During", + "There", + "Recently", + "Likewise", + "Afterwards", + "Consequently", + "Also", + "anymore", + "likewise", + "Equally", + "Alongside", + "Then", + "Finally", + "Again", + "Yet", + "thereafter", + "Furthermore", + "Simultaneously" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "else", + "anymore", + "They", + "Similarly", + "Equally", + "During", + "Yet", + "Similarly", + "conversely", + "There", + "elsewhere", + "accordingly", + "Meanwhile", + "alike", + "likewise", + "theirs", + "whereas", + "Furthermore", + "During", + "Yet", + "therefore", + "Finally", + "Again", + "vice", + "similarly", + "Recently", + "mselves", + "today" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "theirs", + "mselves", + "meanwhile", + "During", + "During", + "aneous", + "whereupon", + "Concern", + "itness", + "vice", + "ildet", + "elae", + "andum", + "ductory", + "atrical", + "Meanwhile", + "Details", + "Recently", + "Recently", + "holtz", + "roft", + "While", + "Yet", + "andia" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Their", + "Consequently", + "meanwhile", + "theirs", + "Those", + "holtz", + "nThe", + "Their", + "They", + "mselves", + "During", + "anymore", + "Hence", + "Along", + "This", + "AnimationFrame", + "Consequently", + "Those", + "During", + "Yet", + "Recent", + "Recently", + "TERY", + "istics", + "These", + "Hence" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Meanwhile", + "Consequently", + "Their", + "nThe", + "meanwhile", + "theirs", + "They", + "Hence", + "Their", + "holtz", + "Attached", + "Why", + "anymore", + "Needs", + "Tissue", + "This", + "What", + "These", + "Recent", + "Therefore", + "Its", + "Recently", + "Consequently", + "Facing" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Hence", + "endum", + "acles", + "aments", + "ATION", + "AnimationFrame", + "PECT", + "Its", + "Facing", + "fordern", + "StackTrace", + "Consequently", + "acate", + "Hence", + "FAE", + "sted", + "ribs", + "andus", + "txt", + "tration", + "TestCase", + "czym", + "wach" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "endum", + "helium", + "Trace", + "Scan", + "Bred", + "aments", + "plet", + "Rand", + "ANCES", + "trac", + "mum", + "Trace", + "Tracing", + "endswith", + "InstanceOf", + "ENCED", + "stof", + "Meanwhile", + "UMENT", + "hastal" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "antia", + "plet", + "aments", + "ANDS", + "endum", + "helium", + "umac", + "ENDING", + "stof", + "UMENT", + "IMUM", + "Rand", + "ANCE", + "anzen", + "ince", + "OREM", + "ancia", + "Einst", + "othesis", + "ancs", + "ahme", + "Meanwhile", + "ACKS" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "hr", + "osus", + "band", + "IMUM", + "Band", + "helium", + "UMENT", + "erci", + "hum", + "ANDS", + "ADIUM", + "IZATION", + "mation", + "reticulum", + "ATION", + "ANCE", + "ayam", + "aments", + "ENDING" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "band", + "number", + "ohy", + "mass", + "Results", + "Tra", + "graph", + "unc", + "hr", + "oarthritis", + "medium", + "Fracture", + "sub", + "rubber", + "They", + "No", + "result", + "small", + "Standardization", + "hline", + "junction", + "resistance", + "plet", + "Ge", + "Another", + "residual", + "of", + "results", + "Visualization", + "radius", + "fract", + "um" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 248269, + 184700, + 199044, + 221090, + 212711, + 200710, + 119795, + 89733, + 48458, + 250, + 307, + 616, + 3170, + 6898, + 177836, + 235178, + 168893, + 164763, + 180676, + 79751, + 51771, + 38471, + 29196, + 95134, + 203218, + 43597 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 201998, + 146964, + 154973, + 201102, + 193608, + 127186, + 84796, + 71931, + 12576, + 236, + 1425, + 200, + 1225, + 1225, + 142072, + 119558, + 57950, + 104536, + 52863, + 22946, + 11063, + 54579, + 102534, + 107685, + 218995, + 111288 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 254252, + 253698, + 219215, + 238302, + 215859, + 196285, + 40515, + 22898, + 492, + 5, + 43, + 38, + 18, + 29, + 61592, + 63214, + 31002, + 73791, + 50630, + 27629, + 49683, + 104319, + 95361, + 82098, + 150605, + 41688 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 9979, + 3095, + 6650, + 5257, + 14599, + 11622, + 20189, + 28792, + 16828, + 3646, + 5562, + 1447, + 3778, + 10662, + 35257, + 56750, + 164435, + 105037, + 150075, + 81158, + 73401, + 139346, + 125754, + 32977, + 66686, + 900 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 91697, + 207828, + 193173, + 105212, + 54559, + 66559, + 83468, + 57367, + 11232, + 10628, + 4881, + 67231, + 79412, + 107516 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 250410, + 207535, + 228476, + 239385, + 241648, + 217103, + 175281, + 42449, + 14345, + 15871, + 27358, + 32508, + 38088, + 32116 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 180863, + 259103, + 228476, + 189345, + 224264, + 177059, + 68281, + 17418, + 82993, + 171273, + 159455, + 165384, + 148262, + 94783 + ] + }, + { + "label": "void", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 78426, + 105902, + 84373, + 11026, + 122440, + 28368, + 48777, + 111963, + 169719, + 41616, + 17151, + 28455, + 41563, + 14214 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 25.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "area", + "output_checked": true + }, + { + "concept": "several", + "score": 19.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "lost", + "output_checked": true + }, + { + "concept": "during", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "ductility", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "been", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "had", + "output_checked": true + }, + { + "concept": "was", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "cracks", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Small", + "output_checked": true + }, + { + "concept": "became", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "shrinkage", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sectional", + "output_checked": true + }, + { + "concept": "width", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "This", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "together", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "stages", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "before", + "output_checked": true + }, + { + "concept": "atrophy", + "score": 4.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "lost", + "output_checked": true + }, + { + "concept": "examples", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Small", + "output_checked": true + }, + { + "concept": "appeared", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "significantly", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "surviving", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "nuclei", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "nhau", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "whereas", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sections", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "becoming", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "integrity", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "sectional", + "output_checked": true + }, + { + "concept": "strength", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "sectional", + "output_checked": true + }, + { + "concept": "widened", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "fractures", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "sized", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "test", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "subjected", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "due", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "final", + "output_checked": true + }, + { + "concept": "grains", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "across", + "output_checked": true + }, + { + "concept": "salvage", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "much", + "output_checked": true + }, + { + "concept": "alloy", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "debris", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "crossing", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "across", + "output_checked": true + }, + { + "concept": "disintegration", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "diameter", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "enlarging", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "mineralization", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "centre", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "across", + "output_checked": true + }, + { + "concept": "decisive", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "final", + "output_checked": true + }, + { + "concept": "massacre", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "copper", + "output_checked": true + }, + { + "concept": "approximately", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "lost", + "output_checked": true + }, + { + "concept": "when", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "area", + "output_checked": true + }, + { + "concept": "entire", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "specimens", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Small", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "wire", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "copper", + "output_checked": true + }, + { + "concept": "breaking", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "coales", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "testing", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "Verlust", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "lost", + "output_checked": true + }, + { + "concept": "disproportion", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "radial", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "machined", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "suture", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "quantos", + "Hail", + "ervan", + "wand", + "anque", + "Kwa", + "punkte", + "trump", + "NORE", + "undos" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "grac", + "rid", + "Sob", + "opat", + "stir", + "Beg", + "pres", + "Mannes", + "Yuk", + "lev", + "blot", + "Blanch", + "Pres", + "reu", + "Prote", + "olyte", + "dim", + "ago" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ums", + "pres", + "rid", + "blot", + "essional", + "chn", + "nab", + "Sob", + "chum", + "Mannes", + "stir", + "tons", + "Pres", + "olin", + "raz", + "lev", + "Proc", + "Clon" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "chum", + "olyte", + "alk", + "ilers", + "Langer", + "ilj", + "onn", + "essional", + "ums", + "Reis", + "def", + "ofan" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "grac", + "ilers", + "essional", + "Reis", + "ilj", + "ago", + "Langer", + "olyte", + "riv", + "tfrac", + "Mani", + "dim", + "Mannes", + "Hus", + "Beet" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "WOR", + "ilers", + "icot", + "Vo", + "fin", + "idence", + "atus", + "und", + "yn", + "ae", + "Rem", + "sn", + "zd", + "olare", + "hst", + "susp", + "rekken", + "ORS", + "sat", + "oben", + "atu", + "VERE", + "pala", + "Vla", + "IVI" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "demos", + "kick", + "sol", + "Vo", + "HI", + "simple", + "trading", + "remen", + "Kunde", + "Me", + "Vo", + "Green", + "pala", + "formal", + "quire", + "Sol", + "dad", + "inisc", + "con", + "dal", + "common", + "tools", + "mei" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tail", + "tools", + "demos", + "tool", + "blank", + "simple", + "Vo", + "kick", + "record", + "HI", + "Select", + "remen", + "duct", + "select", + "Vo", + "Green", + "sol", + "oplankton", + "mei", + "cares" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "record", + "side", + "select", + "Green", + "Select", + "tool", + "HI", + "linear", + "blank", + "simple", + "demos", + "remen", + "tools", + "duct", + "sol", + "kick", + "cares", + "rem", + "NRC", + "nop", + "isable", + "tail", + "proj", + "inisc", + "oplankton" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "linear", + "record", + "select", + "subject", + "sus", + "OOSE", + "greet", + "fetch", + "proj", + "idyl", + "calls", + "RECE", + "Green", + "fract", + "discussed", + "discuss", + "dedicated", + "data", + "pur", + "cdots", + "locks", + "felt", + "greeting" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "data", + "proj", + "RECE", + "linear", + "fetch", + "subject", + "Resolve", + "greeting", + "credits", + "Greet", + "columns", + "calls", + "CUSTOM", + "trading", + "idyl", + "discord", + "titles", + "discuss", + "capitalize", + "detailed", + "GetData", + "robust", + "record", + "resolve", + "rgb", + "dynamic" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ilj", + "berat", + "odrome", + "assist", + "imilar", + "amounts", + "spar", + "ilien", + "autoref", + "ilis", + "shot", + "erat", + "stek", + "alir", + "widgets", + "bells", + "watches", + "totals", + "dates", + "lb", + "standen" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "pickle", + "lick", + "kulit", + "httpClient", + "launcher", + "cama", + "milion", + "blas", + "golfer", + "slutt", + "diction", + "opoly", + "artoum", + "getName", + "gelegen", + "pla", + "despert" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "deka", + "gor", + "god", + "brus", + "God", + "holz", + "chitz", + "chut", + "blas", + "rotz", + "viol", + "rooftop", + "owes", + "oelect", + "dfs", + "oaths", + "jogar", + "abilecek" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "prong", + "tier", + "ausge", + "logic", + "fect", + "logic", + "twe", + "verme", + "ker", + "Ber", + "Uit", + "ktor", + "lus" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "tier", + "wir", + "prong", + "welt", + "spf", + "ausge", + "edged", + "afect", + "mozz", + "ospel", + "ham", + "wij", + "Stein", + "fear", + "ectors", + "osp", + "fect", + "tti", + "Versions", + "perceived", + "wz", + "tier", + "idium", + "halk", + "kra", + "kernel" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "spf", + "mozz", + "ilm", + "opf", + "flo", + "harm", + "skirts", + "kernel", + "sain", + "harmed" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "vice", + "unders", + "sprawl", + "etc", + "neurotrans", + "extr", + "Subs", + "slit", + "radios", + "blah", + "excl", + "etc", + "terracotta" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "imaging", + "bellows", + "Similarly", + "imaged", + "along", + "Similarly", + "weekly", + "Sympt", + "together", + "Subs", + "thought", + "Imaging", + "mselves", + "other", + "gold", + "themselves", + "biter", + "bill", + "viewing", + "thought", + "theirs", + "territory", + "owing" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "meanwhile", + "Consequently", + "Meanwhile", + "imaged", + "Explain", + "Lf", + "accordingly", + "Symptoms", + "Independent" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "igure", + "tissue", + "Consequently", + "holtz", + "imaged", + "Explain", + "experimentally", + "Whose", + "sheath", + "nThe", + "Meanwhile", + "Tissue" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Conversely", + "Otherwise", + "Consequently", + "txt", + "xlsx", + "Consequently", + "Thickness", + "Errors", + "Observe", + "Subs", + "Likewise", + "THAN", + "Simultaneously", + "ackle", + "sted", + "Similarly", + "Stellen", + "Conversely", + "Thickness", + "Submission", + "igation", + "graphic", + "Meanwhile", + "experimentally", + "ophore" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "Issues", + "endswith", + "Issues", + "Subs", + "Errors", + "plet", + "Say", + "ively", + "ackle", + "THAN", + "versa", + "othesis", + "obian", + "Judging", + "sign", + "Brains", + "Otherwise", + "Result", + "ingly", + "Proof", + "Try", + "ucid" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "ucid", + "othesis", + "ENDING", + "sign", + "THAN", + "Anyone", + "endswith", + "plet", + "ausea", + "ively", + "Issues", + "raction", + "acid", + "versa", + "ructure", + "Try", + "ackle", + "Subs", + "json", + "Salah", + "Results", + "RACT", + "Explain", + "Sign", + "coli", + "Sign" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ENDING", + "sign", + "Sign", + "black", + "igation", + "Judging", + "raction", + "orted", + "ature", + "icular", + "ight", + "hline", + "icularly", + "mselves", + "ausea", + "black", + "RACT", + "issues", + "ensively", + "acid", + "Anyone", + "ively", + "tend", + "Sign", + "urally", + "Issues", + "hair" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "end", + "The", + "This", + "Such", + "ight", + "Under", + "For", + "These", + "No", + "Sign", + "To", + "Copper", + "hline", + "Wait", + "Sub", + "When", + "he", + "ext", + "ending", + "ends", + "black", + "material", + "Tend", + "Soil", + "They", + "Another", + "ons", + "Let", + "sign", + "ajo", + "End", + "It" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "ductility", + "score": 12.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "much", + "output_checked": true + }, + { + "concept": "fracture", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "been", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "had", + "output_checked": true + }, + { + "concept": "cracks", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Small", + "output_checked": true + }, + { + "concept": "grain", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "across", + "output_checked": true + }, + { + "concept": "test", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "appeared", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "together", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "sized", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "during", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "area", + "output_checked": true + }, + { + "concept": "due", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "significantly", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "rele", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "of", + "output_checked": true + }, + { + "concept": "baik", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "become", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "had", + "output_checked": true + }, + { + "concept": "because", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "much", + "output_checked": true + }, + { + "concept": "reaching", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "before", + "output_checked": true + }, + { + "concept": "became", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "after", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "area", + "output_checked": true + }, + { + "concept": "elongated", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "brus", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "area", + "output_checked": true + }, + { + "concept": "dents", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "beat", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "Small", + "output_checked": true + }, + { + "concept": "logique", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "afect", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "lost", + "output_checked": true + }, + { + "concept": "VIOUS", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "datasheet", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "copper", + "output_checked": true + }, + { + "concept": "anyway", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "sebanyak", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "lost", + "output_checked": true + }, + { + "concept": "width", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "sectional", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "thickness", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "sectional", + "output_checked": true + }, + { + "concept": "strength", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "much", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "wang", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Kef", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "its", + "output_checked": true + }, + { + "concept": "consigo", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "area", + "output_checked": true + }, + { + "concept": "Eintrag", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "graders", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "catatan", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "Conspiracy", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "across", + "output_checked": true + }, + { + "concept": "ostat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "ello", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "area", + "output_checked": true + }, + { + "concept": "rage", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "doorstep", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "ResponseEntity", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "had", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "URCH", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "dazu", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "lobe", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "duke", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "final", + "output_checked": true + }, + { + "concept": "tier", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "tensile", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-ductile-03__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-ductile-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-ductile-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-ductile-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-ductile-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-ductile-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Energy-absorbing dimpled separation 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "An impact-tested structural metal absorbed substantial energy and developed broad lateral lips. Its failure surface was covered by rounded microscopic depressions.", + "prompt_tail": "impact-tested structural metal absorbed substantial energy and developed broad lateral lips. Its failure surface was covered by rounded microscopic depressions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-ductile-04", + "carrier_id": null, + "target_family": "ductile", + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "black", + "generated_token_ids": [ + 8916 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 711, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 37475 + }, + { + "label": "nucleation", + "best_rank": 2806, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 9743 + }, + { + "label": "coalescence", + "best_rank": 5944, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 30650 + }, + { + "label": "void", + "best_rank": 3620, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 5118 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "furthermore", + "orry", + "them", + "leness", + "etc", + "persons", + "behalf", + "lle", + "oraz", + "therefor" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "sic", + "etc", + "ie", + "ii", + "ients", + "persons", + "gonna", + "lle", + "eded", + "leness", + "zis", + "d", + "lly", + "t", + "ss", + "ses", + "zes", + "them", + "persons", + "l", + "ort", + "iew", + "ued", + "fty", + "thereof", + "ikel" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "gonna", + "etc", + "sic", + "hence", + "etc", + "ients", + "everybody", + "thereof", + "lle", + "anybody", + "leness", + "probably", + "centre", + "persons", + "zis", + "sebagainya", + "eded", + "ids", + "wards", + "probably", + "centre", + "basically", + "somebody" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "sic", + "persons", + "thereto", + "sebagainya", + "ients", + "thereof", + "alike", + "thereon", + "maupun", + "therewith", + "efectu", + "herewith", + "therein", + "yses", + "satisfactorily", + "therefrom", + "hence", + "lle", + "herein" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "sic", + "alike", + "thereto", + "efectu", + "thereof", + "presently", + "maupun", + "thence", + "inasmuch", + "ients", + "hence", + "yses", + "skall", + "herein", + "eded", + "vorhanden", + "forthwith", + "herewith", + "therefore", + "lle" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "which", + "however", + "therefore", + "thereto", + "sic", + "furthermore", + "alike", + "whereas", + "whilst", + "skall", + "also", + "although", + "nor", + "Also", + "consisted", + "whereby", + "maupun", + "hence", + "thereof", + "afterwards", + "although", + "therefor" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "persons", + "alike", + "thereto", + "furthermore", + "Concerning", + "therefore", + "noted", + "edly", + "sequently", + "indications", + "thereon", + "themselves", + "thereby", + "namely", + "specimens", + "thereafter", + "itherto", + "which", + "respectively", + "accordingly", + "consisted", + "although", + "pertaining", + "adjoining", + "cerning", + "indistinct" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "persons", + "thereto", + "furthermore", + "presently", + "thereby", + "specimens", + "aceous", + "indistinct", + "histologic", + "itory", + "idae", + "specimen", + "hitherto", + "satisfactorily", + "Asiatic", + "neither", + "heretofore", + "Moreover", + "cerning", + "thence", + "therewith", + "isements", + "ought" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "specimens", + "alike", + "specimen", + "micrograph", + "histological", + "histologic", + "aceous", + "coloration", + "mottled", + "indistinct", + "discolor", + "discoloration", + "photograph", + "epidermal", + "micrographs", + "bacter", + "anod", + "atosis", + "thereto", + "cuticle", + "Specimens", + "odorless", + "pall", + "Asiatic", + "acial", + "periodical", + "exfoli", + "assemblages", + "microscopy", + "enamel" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "specimen", + "micrograph", + "specimens", + "histological", + "micrographs", + "bacter", + "microscopy", + "coloration", + "photograph", + "staining", + "metallurgical", + "histologic", + "mottled", + "observed", + "epidermal", + "discoloration", + "laboratory", + "immunohist", + "hydrophilic", + "histology", + "scientific", + "characteristic", + "examined", + "exhibit", + "photographic", + "subsurface", + "radiographic", + "Microscopy", + "striated" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "micrograph", + "micrographs", + "specimen", + "coloration", + "histological", + "observed", + "microscopy", + "discoloration", + "epidermal", + "mottled", + "bacter", + "specimens", + "staining", + "indistinct", + "characteristic", + "satisfactorily", + "cuticle", + "ocular", + "microscopic", + "discolor", + "species", + "metallic", + "osserv", + "ocular", + "metallurgical", + "histologic", + "silice", + "metallic" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "histological", + "micrograph", + "bacter", + "microscopy", + "discoloration", + "specimen", + "micrographs", + "coloration", + "indicating", + "observed", + "Microscopy", + "specimens", + "staining", + "hydrophilic", + "discolor", + "histology", + "indicate", + "characteristic", + "indications", + "cuticle", + "histologic", + "species", + "peculiar", + "osserv", + "indistinct", + "phyt", + "mineralization", + "observations", + "microscopic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "micrograph", + "histological", + "microscopy", + "coloration", + "discoloration", + "bacter", + "micrographs", + "patina", + "indicating", + "Microscopy", + "histology", + "characteristic", + "peculiar", + "uniformity", + "suggestive", + "observed", + "Characteristic", + "histologic", + "indicate", + "fluorescence", + "indications", + "osserv", + "texture", + "specimen", + "microstructure", + "discolor", + "mineralization", + "cuticle" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "micrograph", + "indicating", + "histological", + "observed", + "specimen", + "microscopy", + "indications", + "indicating", + "observaciones", + "characteristic", + "Characteristic", + "osserv", + "Untersuch", + "Observation", + "indiquer", + "histology", + "observado", + "indicate", + "suggesting", + "peculiar", + "indica", + "indicative", + "caracteriza", + "micrographs", + "bacter", + "indicates" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "Furthermore", + "Which", + "whereas", + "who", + "Which", + "Furthermore", + "furthermore", + "whereupon", + "Whom", + "whose", + "whence", + "culminating", + "wherein", + "Meanwhile", + "Finally", + "whilst", + "witnesses", + "Whereas", + "concluding", + "Afterwards", + "where", + "During", + "indicating", + "suggesting", + "Consequently", + "Eventually", + "Ultimately", + "Ultimately", + "Conversely", + "Yet", + "characterized" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Similarly", + "furthermore", + "whereas", + "Similarly", + "Meanwhile", + "Furthermore", + "Also", + "During", + "Conversely", + "Conversely", + "ertain", + "Also", + "During", + "Yet", + "Consequently", + "Yet", + "Ultimately", + "Ultimately", + "Eventually", + "Recently", + "likewise", + "Moreover", + "Recently", + "Likewise", + "Eventually", + "Consequently", + "Whereas", + "whereas", + "Nevertheless", + "Meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Conversely", + "Similarly", + "Meanwhile", + "Similarly", + "Conversely", + "furthermore", + "conversely", + "whereas", + "ertain", + "Likewise", + "Also", + "Yet", + "Afterwards", + "Alongside", + "During", + "During", + "Furthermore", + "requently", + "Simultaneously", + "atrical", + "Also", + "likewise", + "Then", + "Whereas", + "Moreover", + "Otherwise", + "meanwhile", + "priori", + "Subsequently", + "Afterward", + "aneous" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "furthermore", + "Furthermore", + "Whether", + "meanwhile", + "During", + "whereas", + "During", + "conversely", + "Perhaps", + "These", + "Perhaps", + "priori", + "Also", + "Their", + "His", + "Whether", + "Alongside", + "Similarly", + "Simultaneously", + "Finally", + "Likewise", + "Yet", + "Probably", + "Its", + "Furthermore", + "Similarly", + "Moreover", + "Though" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Its", + "Meanwhile", + "Their", + "Its", + "Their", + "His", + "Lately", + "Yet", + "Recent", + "mselves", + "Yet", + "Recent", + "atrical", + "Recently", + "elae", + "Worry", + "Belong", + "Enfin", + "They", + "whereas", + "Conversely", + "theirs", + "Along", + "Conversely", + "andia", + "olerance" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Its", + "Meanwhile", + "His", + "Recent", + "Conversely", + "nThe", + "Furthermore", + "Recently", + "mselves", + "His", + "Recent", + "Their", + "Moreover", + "During", + "Along", + "Lately", + "Within", + "Along", + "Conversely", + "Belong", + "Another", + "During", + "Upon", + "Consequently", + "Likely", + "Whose", + "Shouldn", + "Also", + "Yet" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Recent", + "His", + "His", + "nThe", + "Their", + "Recently", + "Recent", + "Another", + "Conversely", + "Meanwhile", + "Lately", + "Furthermore", + "Yet", + "mselves", + "nPlease", + "Moreover", + "Whose", + "Upon", + "These", + "During", + "Consequently", + "They", + "Welcome", + "And", + "Shouldn", + "Their", + "Also", + "Along" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "nThe", + "Conversely", + "His", + "Its", + "They", + "These", + "ockets", + "Likewise", + "Though", + "endum", + "Its", + "Their", + "ithin", + "Upon", + "Moreover", + "Yet", + "Recent", + "Conversely", + "conversely", + "Hence", + "Secondly", + "Those", + "His", + "Welcome", + "Recently", + "Although", + "Also", + "Another", + "And", + "Similarly" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "oint", + "rive", + "opy", + "ield", + "union", + "iece", + "othesis", + "amers", + "UMENT", + "json", + "balls", + "Aren", + "irst", + "js", + "uments", + "rund", + "ithin", + "Subsection", + "Subsection", + "conversely", + "Yet", + "Its", + "Errors" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "UMENT", + "opy", + "rive", + "union", + "othesis", + "iece", + "uments", + "THAN", + "fler", + "Copy", + "ufs", + "ield", + "ingly", + "plet", + "oint", + "ument", + "ULAR", + "ulls", + "doe", + "Union", + "php", + "Arguments" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "UMENT", + "ument", + "uments", + "Subsection", + "Arguments", + "unction", + "dot", + "Arguments", + "elen", + "union", + "fler", + "osition", + "ingly", + "uj", + "UpperBound", + "subs", + "Subs", + "dehyde", + "Subsection", + "stens", + "doe", + "undes", + "underline", + "upati", + "ector", + "uber" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "black", + "subs", + "bl", + "ument", + "Black", + "blank", + "copy", + "union", + "dot", + "snowflake", + "errors", + "umb", + "bull", + "substrate", + "open", + "Subsection", + "under", + "meet", + "unal", + "substring", + "prints", + "jpg", + "bor", + "pipe", + "deep", + "Subs", + "subsection", + "bye", + "fast", + "skip", + "loads", + "equipment" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 247868, + 178095, + 175779, + 194806, + 198412, + 212291, + 163101, + 80444, + 9336, + 644, + 712, + 4005, + 8232, + 17699, + 179557, + 236972, + 181633, + 178148, + 182351, + 166898, + 144834, + 172183, + 114572, + 150537, + 230852, + 216598 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 203890, + 167540, + 172859, + 216486, + 211644, + 160972, + 45639, + 56498, + 2784, + 1176, + 3735, + 2807, + 8546, + 6997, + 74678, + 63528, + 48974, + 82120, + 50279, + 46231, + 15723, + 27158, + 58471, + 94839, + 135940, + 34889 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 254141, + 251477, + 228849, + 242007, + 232918, + 192574, + 73207, + 93329, + 14817, + 8125, + 5945, + 14759, + 6597, + 32255, + 26705, + 20930, + 10727, + 65464, + 50562, + 62992, + 61028, + 67908, + 90000, + 95816, + 194196, + 70462 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 9203, + 2992, + 4707, + 7067, + 14102, + 12250, + 13246, + 12883, + 17417, + 5903, + 5709, + 4406, + 3621, + 4348, + 15043, + 58115, + 148950, + 71431, + 65341, + 84641, + 103172, + 35573, + 8756, + 4435, + 10578, + 978 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 51490, + 148374, + 168420, + 90763, + 37476, + 118222, + 172609, + 59251, + 78583, + 118451, + 86850, + 169475, + 181202, + 223157 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 225702, + 236645, + 199688, + 230322, + 243306, + 191323, + 185168, + 9744, + 45079, + 66244, + 80444, + 87962, + 94101, + 62920 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 159840, + 259938, + 236009, + 174964, + 235223, + 229607, + 109060, + 30651, + 76427, + 185017, + 115105, + 115130, + 117080, + 80787 + ] + }, + { + "label": "void", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 101959, + 199497, + 104211, + 23637, + 100183, + 20366, + 24626, + 68937, + 113832, + 68235, + 15558, + 18786, + 7024, + 5119 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "demonstrates", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "because", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "An", + "output_checked": true + }, + { + "concept": "deformation", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "during", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "characterized", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "was", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 6.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "several", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "demonstrations", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "fracture", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "by", + "output_checked": true + }, + { + "concept": "ductile", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "tested", + "output_checked": true + }, + { + "concept": "significant", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "numerous", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "which", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "before", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "showed", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "with", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "indicative", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "lateral", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "indicating", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "specimen", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "tested", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "exhibited", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "steel", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "expanse", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "protruding", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "lips", + "output_checked": true + }, + { + "concept": "micrograph", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "became", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "example", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "remained", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "occurred", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "tensile", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "smooth", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rounded", + "output_checked": true + }, + { + "concept": "coloration", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "was", + "output_checked": true + }, + { + "concept": "decoration", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "demonstrable", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "Thermal", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "microscope", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "tracts", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "aircraft", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "tested", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "characteristics", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "impacts", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "contours", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "rounded", + "output_checked": true + }, + { + "concept": "discontinuities", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "component", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "assessment", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cracks", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "excuse", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "An", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "Applications", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "mode", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "alongside", + "score": 2.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "kinetic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "resilient", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "sustained", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "discernible", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "was", + "output_checked": true + }, + { + "concept": "glistening", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "microscopy", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "microscopic", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "quantos", + "nada", + "Hail", + "anque", + "trump", + "Kwa", + "punkte", + "ervan", + "diagonal", + "wand", + "undos", + "groin", + "addRow" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "lev", + "Sob", + "opat", + "stir", + "Rid", + "channel", + "Doyle", + "ago", + "Cann", + "Mannes", + "tons", + "grac", + "Cole", + "Tit", + "Pres", + "Blanch", + "trem", + "exp", + "dim" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "Doyle", + "opat", + "lev", + "rid", + "pris", + "Champ", + "Pres", + "stir", + "ago", + "essional", + "Sob", + "Proc", + "chum", + "ocy", + "Cann", + "Rid", + "grac", + "Kort", + "Cole", + "osus", + "Dorn" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "def", + "champ", + "ilj", + "essional", + "Sesam", + "olyte", + "ilg", + "tfrac", + "ago", + "Ran", + "reu", + "Langer", + "alk", + "Sod", + "onn", + "chum", + "liq", + "grac", + "ran", + "Rey", + "noch" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "grac", + "ilj", + "ago", + "Mani", + "essional", + "dim", + "Cann", + "Reis", + "nguy", + "tfrac", + "olyte", + "Guy", + "tek", + "onn", + "chum", + "Pres", + "Sur", + "Beet", + "Sod", + "Grac", + "amb" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ual", + "rem", + "ilers", + "hst", + "atus", + "Vo", + "WOR", + "susp", + "Green", + "idence", + "det", + "ORS", + "Green", + "sol", + "amb", + "sn", + "oben", + "Su", + "illing", + "fram", + "yn", + "wyst", + "VERE", + "Hs" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "don", + "kick", + "side", + "Green", + "HI", + "tools", + "seq", + "Sol", + "tool", + "dad", + "contr", + "trading", + "bro", + "tail", + "demos", + "MI", + "Ort" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "tool", + "HI", + "side", + "sol", + "tail", + "seq", + "trading", + "dad", + "kick", + "Green", + "ORS", + "yal", + "demos", + "duct", + "select" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "sol", + "tail", + "side", + "Green", + "kick", + "select", + "record", + "duct", + "uct", + "tool", + "tools", + "remen", + "Select", + "Sol", + "rem", + "HI", + "straight", + "mei", + "dad" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "fetch", + "subject", + "sus", + "ettle", + "greet", + "Select", + "felt", + "select", + "common", + "greeting", + "switch", + "listener", + "RECE", + "OOSE", + "discussed", + "cdots", + "scope", + "TAM", + "data", + "Green", + "betre", + "lives", + "Greeting" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greeting", + "greet", + "ettle", + "listener", + "Greeting", + "fetch", + "RECE", + "usel", + "Greet", + "scope", + "felt", + "switch", + "sleeping", + "isselle", + "receive", + "titles", + "racial", + "meetings", + "COUN", + "discussed", + "subject", + "betre" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "cruciate", + "breath", + "enswert", + "ifiably", + "Leng", + "DIF", + "BL", + "bean", + "wij", + "Ama", + "Apa", + "elang", + "shot", + "castellan", + "elli", + "lb", + "backpacks", + "value", + "LAP", + "acorn", + "shot", + "berl", + "Parm", + "DEFGHI" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "bosses", + "despert", + "assol", + "cribable", + "ploy", + "theit", + "bookshelf", + "kilo", + "hnung", + "playlists", + "pelanggan" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ogado", + "deka", + "brus", + "okol", + "grud", + "archery", + "God", + "god", + "bookshelf", + "jogar", + "assol" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Jahres", + "logical", + "Das", + "hra", + "dabei", + "logic", + "ssk", + "logical", + "Poly", + "Apakah", + "erves", + "tier", + "kau", + "welt", + "oun", + "gav", + "routed" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "Verw", + "idic", + "idium", + "Stein", + "ounding", + "wir", + "skips", + "etically", + "wij", + "morally", + "Warr", + "tier", + "wert", + "Engl", + "routing", + "lova", + "Versions", + "ounced", + "verw", + "Rew", + "halk" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "spf", + "sain", + "adn" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "cantilever", + "forward", + "sky", + "radios", + "etzen", + "unders", + "orescence", + "seasoning", + "analytically", + "Peters", + "interiors", + "simultaneously", + "rawValue", + "sleep", + "meteor", + "Ansch", + "Physically", + "synthes", + "slash", + "foreground", + "spoken", + "physically" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "nThe", + "Similarly", + "Meanwhile", + "thought", + "mselves", + "theirs", + "Their", + "Thought", + "thought", + "Character", + "nPlease", + "iknya", + "Thought", + "Summary", + "roar", + "Weekly", + "Indications", + "vice", + "viewing", + "alike", + "originals", + "Subs", + "weekly", + "Yours", + "pleasures", + "Weekly" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Others", + "Consequently", + "Meanwhile", + "nThe", + "Furthermore", + "Compared", + "Moreover", + "Symptoms", + "nPlease", + "Other", + "mselves", + "Conclusion", + "Its", + "SCs", + "Additionally", + "Conversely", + "iknya", + "Moreover", + "meanwhile", + "LessThan", + "nCurrent", + "Simultaneously", + "Other", + "Earlier" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Consequently", + "nThe", + "Others", + "nPlease", + "Appearance", + "mselves", + "Earlier", + "Symptoms", + "Meanwhile", + "Symptoms", + "iknya", + "Moreover", + "ound", + "autres", + "Earlier", + "Its", + "Conversely", + "Furthermore", + "Conclusions", + "Recent", + "Mm" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Otherwise", + "Subs", + "Furthermore", + "Others", + "Consequently", + "Errors", + "Consequently", + "Otherwise", + "Others", + "Ships", + "txt", + "Brief", + "outflows", + "ImagePath", + "imiter", + "ound", + "essages", + "Recently", + "Within", + "ounding", + "Initially", + "conversely", + "Recently", + "Conversely", + "Conclusions", + "ointers", + "Errors", + "versa" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Errors", + "Representation", + "ound", + "Subs", + "ield", + "Proof", + "balls", + "errors", + "endswith", + "oints", + "aterials", + "flake", + "Observers", + "iterrows", + "Otherwise", + "othesis", + "wich", + "NotNull", + "versa", + "Taken", + "Errors", + "Pointing", + "ingly", + "imiter", + "Otherwise", + "Error" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Errors", + "ound", + "othesis", + "Subs", + "begin", + "setType", + "endswith", + "Meanwhile", + "Secondly", + "flake", + "oints", + "iterrows", + "aterials", + "Symptoms", + "Observers", + "During", + "UMENT", + "mselves", + "Set", + "Emission", + "ball", + "errors", + "Otherwise", + "balls", + "miques" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "mselves", + "inations", + "ImagePath", + "wich", + "ATIVES", + "igate", + "Subs", + "aterials", + "anger", + "igator", + "stens", + "unders", + "ound", + "ctors", + "ATER", + "setType", + "ipation", + "oticons", + "atives", + "aints", + "sters", + "ointers", + "ulat", + "Secondly", + "elen" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "union", + "okia", + "errors", + "subs", + "ound", + "meet", + "et", + "end", + "entr", + "embers", + "entry", + "oids", + "iterrows", + "The", + "copy", + "dot", + "deep", + "His", + "begin", + "circ", + "unnumbered", + "ets", + "black", + "igate", + "unction", + "equals", + "erre", + "elen", + "arrows", + "etches", + "underland" + ] + } + ], + "logit_surprising": [ + { + "concept": "fracture", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "deformation", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "ductile", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "indicative", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "characterized", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "was", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "with", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "prong", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "ilm", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "remained", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "showed", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "steel", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "God", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "duke", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "indicating", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "before", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "ausge", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "An", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "spf", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "by", + "output_checked": true + }, + { + "concept": "without", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "lips", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "ductility", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "debido", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "lips", + "output_checked": true + }, + { + "concept": "occurred", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "fractures", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ASTM", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "tested", + "output_checked": true + }, + { + "concept": "specimen", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "tested", + "output_checked": true + }, + { + "concept": "exhibited", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "mode", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "Errors", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "An", + "output_checked": true + }, + { + "concept": "CRED", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rounded", + "output_checked": true + }, + { + "concept": "Viva", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "inilah", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "cruciate", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "threaten", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "golfer", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "by", + "output_checked": true + }, + { + "concept": "rozs", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "rounded", + "output_checked": true + }, + { + "concept": "reim", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "Nonetheless", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "brus", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "lateral", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "sacrific", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "gage", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Stein", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "powered", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "involves", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "cantilever", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "impacts", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "Driven", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "exemplifies", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "remarkably", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "amount", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "substantial", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-ductile-04__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-ductile-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-ductile-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-ductile-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-ductile-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-ductile-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Energy-absorbing dimpled separation 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A pressurized metal tube bulged strongly before opening. The torn wall displayed elongated pits near the surface and deeper equiaxed pits toward the center.", + "prompt_tail": "A pressurized metal tube bulged strongly before opening. The torn wall displayed elongated pits near the surface and deeper equiaxed pits toward the center.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-ductile-05", + "carrier_id": null, + "target_family": "ductile", + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "event", + "generated_token_ids": [ + 5106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 292, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 20836 + }, + { + "label": "nucleation", + "best_rank": 4814, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 14819 + }, + { + "label": "coalescence", + "best_rank": 2595, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 62994 + }, + { + "label": "void", + "best_rank": 15933, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 3425 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "leness", + "orry", + "lle", + "therefor", + "etc", + "persons", + "accordingly", + "hereby", + "them", + "furthermore", + "outh", + "able", + "arl", + "asons", + "oses" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "ited", + "ii", + "ses", + "wie", + "alike", + "eded", + "leness", + "sic", + "lly", + "nto", + "d", + "ie", + "iew", + "ided", + "wards", + "zes", + "dia", + "them", + "wes", + "t", + "ion", + "ued", + "outh", + "ids", + "fty", + "hence", + "thereof", + "etc" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "thereof", + "lle", + "sic", + "wards", + "ients", + "hence", + "etc", + "ions", + "persons", + "gonna", + "wie", + "ieur", + "centre", + "lly", + "d", + "ion", + "iew", + "outh", + "ids", + "ii", + "etc", + "them", + "leness", + "alos" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "ented", + "oides", + "chandise", + "ited", + "ued", + "ided", + "enced", + "thereon", + "udos", + "goers", + "urized", + "thereto", + "arters", + "orable", + "umia", + "zis", + "ses", + "eyer", + "youths", + "opedic", + "akka", + "Miscellaneous", + "oid", + "amera" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ided", + "persons", + "udos", + "ued", + "thereto", + "sic", + "ited", + "arge", + "arters", + "thereafter", + "indications", + "oides", + "thereon", + "yses", + "oid", + "thereof", + "eyer", + "eded", + "maupun", + "stuffs", + "chandise", + "zis", + "rict", + "amera", + "aken", + "persons", + "ow", + "alike", + "enced" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "utilized", + "Additionally", + "consisted", + "photographs", + "indicating", + "afterward", + "resulted", + "regarding", + "thereto", + "also", + "indicated", + "Additionally", + "Util", + "indications", + "towards", + "characteristics", + "exhibited", + "assisted", + "noted", + "personnel", + "thereon", + "goers", + "Characteristics", + "utilizing" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "characteristics", + "respectively", + "noted", + "characterized", + "indications", + "thereto", + "later", + "specimens", + "noticeable", + "Characteristics", + "which", + "their", + "themselves", + "indicating", + "notable", + "coloration", + "concomit", + "characteristic", + "areas", + "toward", + "Approximately", + "spersed", + "Disposition", + "overall", + "latter", + "utilized", + "thereafter", + "exhibiting", + "localities", + "suggestive" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "coloration", + "concomit", + "noted", + "specimens", + "Disposition", + "indistinct", + "characteristics", + "characterized", + "indications", + "noteworthy", + "notable", + "noticeable", + "locality", + "examined", + "suggesting", + "specimen", + "acial", + "suggestive", + "concomitant", + "thus", + "whereas", + "characteristic", + "thereof", + "lacking", + "morphology", + "therefrom", + "toward", + "idae" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "morphology", + "coloration", + "mottled", + "discoloration", + "morphologies", + "histological", + "striated", + "metallurgical", + "concomit", + "Morphology", + "indicative", + "incipient", + "specimens", + "mandibular", + "benthic", + "indistinct", + "acial", + "morphological", + "distal", + "suggestive", + "subsurface", + "proximate", + "bacter", + "characteristic", + "suggesting", + "yellowish", + "delineated", + "facies", + "typology", + "textural", + "characterized", + "substrate" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "coloration", + "striated", + "diagnostic", + "mottled", + "morphology", + "discoloration", + "exhibit", + "histological", + "metallurgical", + "observed", + "specimen", + "specimens", + "exhibiting", + "subsurface", + "staining", + "stratigraphic", + "diagnostic", + "morphologies", + "morphological", + "histology", + "characteristic", + "Diagnostic", + "pigmentation", + "benthic", + "sediment", + "Diagnostic", + "textural", + "vascular", + "microscopy", + "observable", + "distinguishing" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "coloration", + "discoloration", + "observed", + "visible", + "diagnostic", + "staining", + "striated", + "mottled", + "exhibit", + "histological", + "stratigraphic", + "morphology", + "anatomical", + "deform", + "observable", + "exhibiting", + "necro", + "hypertro", + "metallurgical", + "diagnostic", + "specimen", + "carcinoma", + "ocular", + "distinguishing", + "necrosis", + "symptomatic", + "subsurface", + "discolor", + "scarring" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "discoloration", + "coloration", + "diagnostic", + "necrosis", + "excav", + "staining", + "morphology", + "Diagnostic", + "symptomatic", + "histological", + "Diagnostic", + "excavated", + "stratigraphic", + "diagnostic", + "specimen", + "diagnose", + "discolor", + "observed", + "sediment", + "exhibiting", + "reddish", + "striated", + "visible", + "exhibit", + "deform", + "carcinoma", + "distinguishing", + "Sediment" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "distinguishing", + "distinguish", + "differentiated", + "coloration", + "differentiating", + "differentiation", + "differentiate", + "stratified", + "differentiates", + "morphology", + "stratification", + "distinguishable", + "diferenciar", + "diagnostic", + "distinguishes", + "Differentiation", + "observed", + "distinct", + "characteristics", + "differential", + "indicating", + "specimen", + "indicative", + "diagnose", + "contrasting", + "characterizing", + "differentially" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "distinguishing", + "coloration", + "differentiated", + "distinguish", + "differentiating", + "differentiate", + "icolored", + "distinguishes", + "distinguishable", + "ifferentiating", + "differentiates", + "diferenciar", + "contrasting", + "ifferentiated", + "Differentiation", + "morphology", + "Mixed", + "morphologies", + "observed", + "reddish", + "separable", + "differentially", + "stratified", + "diferenci", + "differentiation" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Afterwards", + "subsequently", + "later", + "subsequent", + "commentators", + "testimonies", + "further", + "Eventually", + "photographs", + "During", + "Subsequently", + "Later", + "documentary", + "Subsequently", + "Interestingly", + "various", + "demonstrations", + "Notably", + "commentaries", + "reports", + "During", + "accompanying", + "evidence", + "Furthermore", + "characterized", + "witnesses", + "increasingly", + "publicly", + "Ultimately", + "ensuing", + "questions" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Also", + "Meanwhile", + "Afterwards", + "During", + "Later", + "Furthermore", + "Then", + "Their", + "Also", + "During", + "Similarly", + "Recently", + "Similarly", + "Eventually", + "Subsequently", + "furthermore", + "Conversely", + "Simultaneously", + "Its", + "Their", + "Recently", + "Ultimately", + "Its", + "Later", + "Interestingly", + "Secondly", + "Conversely", + "Previously", + "Afterward", + "Each" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Similarly", + "Similarly", + "Meanwhile", + "Conversely", + "furthermore", + "During", + "Conversely", + "Simultaneously", + "Then", + "Also", + "During", + "Furthermore", + "meanwhile", + "Likewise", + "Secondly", + "Afterwards", + "conversely", + "Subsequently", + "Alongside", + "Afterward", + "Its", + "Recently", + "Moreover", + "whereas", + "Also", + "Later", + "Otherwise", + "Consequently", + "mselves", + "There" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "During", + "They", + "Their", + "Similarly", + "furthermore", + "Simultaneously", + "conversely", + "Similarly", + "Their", + "During", + "Equally", + "Furthermore", + "Likewise", + "Both", + "Finally", + "Alongside", + "Conversely", + "theirs", + "Whether", + "Both", + "Secondly", + "Conversely", + "While", + "They", + "Luckily", + "tandis", + "herum", + "whereas", + "Its" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Meanwhile", + "Yours", + "Its", + "Along", + "Lately", + "Along", + "meanwhile", + "Conversely", + "Conversely", + "Worry", + "Their", + "Contrast", + "Its", + "Their", + "whereas", + "conversely", + "theirs", + "Compared", + "Weekend", + "Rather", + "Simultaneously", + "They", + "Recently", + "Yesterday", + "During", + "Yet", + "Enfin", + "mselves", + "Recent", + "tandis" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "There", + "Moreover", + "Its", + "Compared", + "Its", + "Consequently", + "Along", + "Yours", + "Conversely", + "Furthermore", + "Recent", + "There", + "Lately", + "Recently", + "While", + "Along", + "Moreover", + "They", + "During", + "Regardless", + "nThe", + "Each", + "Within", + "Consequently", + "Conversely", + "Similarly", + "Contrast", + "mselves" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Meanwhile", + "There", + "Recent", + "Consequently", + "Moreover", + "Conversely", + "Yours", + "While", + "Welcome", + "Compared", + "Its", + "Along", + "There", + "Furthermore", + "Its", + "Recently", + "Lately", + "Regardless", + "nThe", + "During", + "Each", + "Both", + "They", + "Yet", + "Moreover", + "Consequently", + "Contrast", + "Similarly", + "Conversely", + "Recent", + "furthermore", + "meanwhile" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Both", + "There", + "While", + "They", + "Likewise", + "Threats", + "Conversely", + "Welcome", + "Meanwhile", + "Each", + "Yet", + "Similarly", + "Alternatively", + "Recently", + "LessThan", + "Unless", + "Although", + "Competition", + "Secondly", + "Moreover", + "Though", + "Consequently", + "Allow", + "Observe", + "Denote", + "ImagePath", + "Needless", + "Its", + "txt", + "Along", + "Except" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "Exceptions", + "Welcome", + "Allow", + "Similarly", + "Weak", + "Yours", + "Repeat", + "UMENT", + "Applications", + "balls", + "Please", + "Dont", + "Furthermore", + "Alternatively", + "Secondly", + "THAN", + "Aren", + "Alien", + "Vet", + "piece", + "ulls", + "exceptions", + "ErrorMessage" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Repeat", + "THAN", + "Meanwhile", + "Please", + "Similarly", + "UMENT", + "Yours", + "Exceptions", + "iece", + "Vet", + "Welcome", + "Whereas", + "Repeat", + "Trailer", + "Alien", + "ument", + "Furthermore", + "Weak", + "Wanna", + "Again", + "Hurricane", + "Acute", + "There" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Applications", + "Anwendungen", + "Allow", + "Applicants", + "APPLICATIONS", + "Applications", + "Welcome", + "Rating", + "Aplikasi", + "TYPES", + "Application", + "Meanwhile", + "Arguments", + "Exceptions", + "Ratings", + "Algorithms", + "SearchResults", + "Equipment", + "hari", + "pb", + "Tanks", + "Arguments", + "applications" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "event", + "full", + "balanced", + "early", + "bullet", + "each", + "plain", + "bullets", + "applied", + "application", + "equipment", + "fair", + "trick", + "black", + "hybrid", + "serious", + "evenly", + "branch", + "distributions", + "section", + "details", + "quick", + "continuous", + "bull", + "open", + "relaxed", + "gri", + "learned", + "highlight", + "ond", + "applications", + "belongs" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 246342, + 178286, + 209215, + 143151, + 175166, + 166059, + 40183, + 18551, + 867, + 138, + 293, + 1416, + 3589, + 34176, + 157220, + 243865, + 221628, + 168178, + 203151, + 182609, + 146248, + 161951, + 117442, + 197743, + 226731, + 106223 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 200828, + 159821, + 185654, + 156022, + 176767, + 158707, + 34084, + 40656, + 1144, + 2520, + 9511, + 4815, + 14120, + 85879, + 151331, + 88686, + 59785, + 20455, + 15748, + 20395, + 11821, + 21338, + 56168, + 93015, + 108269, + 18036 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 254137, + 253926, + 230457, + 209547, + 171282, + 112912, + 7001, + 15477, + 690, + 1334, + 2596, + 3084, + 2662, + 10396, + 21076, + 37203, + 30335, + 84546, + 81996, + 69063, + 63894, + 68173, + 123762, + 114088, + 168841, + 50020 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 13536, + 2674, + 4693, + 8294, + 12812, + 12231, + 12810, + 6084, + 23704, + 24367, + 22877, + 23919, + 15934, + 49615, + 51557, + 37834, + 85852, + 28576, + 67061, + 74097, + 64131, + 58662, + 117651, + 59263, + 52689, + 556 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 21337, + 137892, + 123254, + 20837, + 186868, + 196166, + 187223, + 153816, + 150896, + 182273, + 166862, + 156656, + 176512, + 235056 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 191926, + 159864, + 183729, + 206426, + 243222, + 218344, + 183044, + 14820, + 31648, + 43913, + 53199, + 16762, + 39679, + 27274 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 216069, + 261128, + 240864, + 142279, + 227235, + 222322, + 93460, + 62995, + 110208, + 222279, + 152787, + 134712, + 211250, + 149808 + ] + }, + { + "label": "void", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 34698, + 207338, + 63684, + 24874, + 117072, + 27731, + 41098, + 148664, + 72958, + 49706, + 14293, + 28701, + 9733, + 3426 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "several", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "where", + "score": 11.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "opening", + "output_checked": true + }, + { + "concept": "later", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "nearby", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "near", + "output_checked": true + }, + { + "concept": "was", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "wall", + "output_checked": true + }, + { + "concept": "which", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "becoming", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "before", + "output_checked": true + }, + { + "concept": "became", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "bul", + "output_checked": true + }, + { + "concept": "outwards", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "because", + "score": 5.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "whereas", + "score": 5.0, + "best_rank": 11, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ripping", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "torn", + "output_checked": true + }, + { + "concept": "shallower", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "closer", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "autoclave", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "designed", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "tube", + "output_checked": true + }, + { + "concept": "pressure", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "cavities", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "morphology", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "swelling", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "noticeable", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "bursting", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "nearer", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "near", + "output_checked": true + }, + { + "concept": "quarters", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "during", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "spaceship", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "indicating", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "seams", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "torn", + "output_checked": true + }, + { + "concept": "interior", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "container", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "wrinkles", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "rupture", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "diameter", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "tube", + "output_checked": true + }, + { + "concept": "onlookers", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "protruding", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "facies", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "equ", + "output_checked": true + }, + { + "concept": "startled", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "horrifying", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "revealing", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "cutaneous", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "isotropic", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "iax", + "output_checked": true + }, + { + "concept": "holes", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "distinguishing", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "craters", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "underwent", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "bul", + "output_checked": true + }, + { + "concept": "this", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "further", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "atmosphere", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "began", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "tube", + "output_checked": true + }, + { + "concept": "showed", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "wall", + "output_checked": true + }, + { + "concept": "demonstrations", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "yet", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "torn", + "output_checked": true + }, + { + "concept": "irony", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "chunks", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "clusters", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "quantos", + "Hail", + "wand", + "punkte", + "nada", + "ervan", + "NORE", + "undos", + "Kwa", + "ukun", + "trump", + "nok", + "tantos" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "opat", + "reu", + "trem", + "champ", + "channel", + "grac", + "muut", + "rid", + "stir", + "pres", + "Cann", + "Yuk", + "olyte", + "prof", + "Pres" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "champ", + "opat", + "reu", + "wedge", + "Pres", + "Cham", + "pres", + "rid", + "Proc", + "plo", + "chum", + "Clon", + "channel" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "champ", + "tfrac", + "wedge", + "reu", + "chum", + "Reis", + "olyte", + "Lef", + "ilj", + "sco", + "liq", + "essional", + "ilg" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "tfrac", + "wedge", + "Mani", + "Frem", + "ilj", + "Reis", + "essional", + "Durch", + "tene", + "olyte", + "ago", + "grac", + "Lef" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "ilers", + "amb", + "detached", + "hst", + "det", + "yn", + "aan", + "ual", + "side", + "sn", + "icot", + "WOR", + "VERE", + "illing", + "idence", + "olare", + "sag", + "Sed", + "amba", + "Rem", + "ieden", + "oben" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "bro", + "kick", + "HI", + "Green", + "Sol", + "tools", + "tool", + "trading", + "demos", + "das", + "turbo", + "nial", + "contr", + "Me", + "geme", + "OHC", + "ear", + "mei", + "Ear", + "seq", + "verz" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "tool", + "sol", + "select", + "trading", + "turbo", + "rem", + "Select", + "tail", + "yal", + "kick", + "HI", + "dad", + "demos", + "Zealand", + "truncate", + "tit", + "lives", + "mei", + "remen" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "select", + "side", + "sol", + "Sol", + "Select", + "tail", + "blank", + "Green", + "uct", + "record", + "rem", + "polar", + "polar", + "fitting", + "chal", + "kick", + "tools", + "trading" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "linear", + "fetch", + "ettle", + "switch", + "select", + "subject", + "side", + "listener", + "sus", + "discussed", + "common", + "Green", + "WO", + "RECE", + "Listener", + "tit", + "talk", + "dynamic", + "lives", + "greeting", + "discuss", + "OOSE" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "switch", + "ettle", + "fetch", + "diet", + "discuss", + "greet", + "linear", + "coffee", + "RECE", + "tit", + "listener", + "greeting", + "power", + "discussed", + "data", + "subject", + "dynamic", + "notify", + "native", + "credits", + "trading", + "Greeting", + "common", + "Select", + "Diet", + "calling", + "Listener", + "detail" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "brush", + "dued", + "odeling", + "odora", + "sang", + "meli", + "BAG", + "rion", + "brush", + "robes", + "acclaim", + "nows", + "bag", + "elang", + "restart", + "oders", + "rell" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "kulit", + "restart", + "Restart", + "dictionaries", + "cama", + "iob", + "spielt", + "bali", + "anger", + "ville", + "hnung", + "Critics", + "dicts", + "despert", + "pickle", + "milion", + "pick", + "pressed", + "icules", + "restart", + "lick", + "oyam", + "dusted", + "kik", + "gelegen" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "brus", + "god", + "toch", + "kund", + "dents", + "berj", + "bookshelf", + "rug", + "defer", + "folklore", + "jogar", + "brushless", + "holz", + "viol", + "Yat" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "tier", + "logic", + "father", + "ausge", + "welt", + "tiered", + "edit", + "deniz", + "logical", + "Ber", + "olidated", + "segmented", + "logic", + "largement", + "Tug" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "tier", + "Gut", + "spf", + "dazu", + "ausge", + "altung", + "Versions", + "tti", + "wij", + "ham", + "wir", + "verw", + "discord", + "idic", + "ectors", + "urge", + "iy", + "Verw", + "cev", + "idium", + "mozz", + "duke", + "dill", + "Stein" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "fawn", + "ilm", + "adn", + "mediana", + "szen", + "segment", + "spf", + "parent", + "baik", + "quadrant", + "ior" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "vice", + "riser", + "sprawl", + "spoken", + "boil", + "sav", + "ornament", + "slit", + "seasoning", + "horizontal", + "simultaneously", + "foreground", + "cran", + "alike", + "wearer" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Weekly", + "alike", + "weekly", + "Similarly", + "Meanwhile", + "Yours", + "Subs", + "Thought", + "pleasures", + "Together", + "Weekly", + "Simultaneously", + "Along", + "Thick", + "Thirdly", + "Accent", + "Recorded", + "Together", + "backing", + "rebounding", + "Emp", + "viewing", + "Similarly" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Moreover", + "Consequently", + "Compared", + "Explain", + "Furthermore", + "Meanwhile", + "Simultaneously", + "There", + "Yours", + "Similarly", + "nThe", + "Along", + "Conversely", + "Symptoms", + "Bigger", + "Its", + "Others", + "meanwhile", + "Consequently", + "Thirty", + "Earlier", + "Sound", + "Likewise" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "ImageUrl", + "There", + "Meanwhile", + "Similarly", + "Yours", + "Consequently", + "Moreover", + "Furthermore", + "Angle", + "Compared", + "Likewise", + "Explain", + "Conversely", + "nThe", + "Symptoms", + "Acute", + "There", + "Equally", + "ImagePath", + "Along", + "Moreover", + "Elbow", + "Earlier", + "Simultaneously", + "Recently", + "Bigger" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Similarly", + "html", + "Consequently", + "ImageUrl", + "Recently", + "txt", + "There", + "Unlike", + "Alternatively", + "Likewise", + "Conversely", + "Otherwise", + "Allow", + "Peripheral", + "OfThe", + "ImagePath", + "Both", + "Moreover", + "Simultaneously", + "Repeat", + "Along", + "Historically", + "furthermore", + "htm", + "Except" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "html", + "Similarly", + "Meanwhile", + "Allow", + "Repeat", + "Both", + "json", + "Secondly", + "aspx", + "heading", + "htm", + "Otherwise", + "letas", + "Recently", + "Alien", + "Welcome", + "imiter", + "And", + "conversely", + "Logic", + "Model", + "Angle", + "Exceptions", + "Let", + "Weak", + "Secondly" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Repeat", + "Meanwhile", + "Similarly", + "json", + "Both", + "html", + "Each", + "Recently", + "Secondly", + "Weak", + "Let", + "Welcome", + "Same", + "Otherwise", + "Allow", + "Early", + "This", + "Along", + "Assuming", + "aspx", + "It", + "Equally", + "imiter", + "Model", + "Modern", + "heading", + "Secondly", + "versa", + "By" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Similarly", + "Welcome", + "Secondly", + "Allow", + "Secondly", + "urally", + "versa", + "Repeat", + "json", + "ingly", + "Meanwhile", + "imiter", + "html", + "Please", + "heading", + "htm", + "ppt", + "originally", + "Again", + "ATED", + "Both", + "Application", + "slide", + "oki", + "Assuming" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "section", + "This", + "full", + "bullet", + "It", + "A", + "Let", + "apply", + "Please", + "basin", + "There", + "applied", + "exceptions", + "application", + "again", + "passage", + "bor", + "His", + "fail", + "Diss", + "pdf", + "ated", + "ular", + "When", + "pipe", + "Early", + "bull", + "open", + "They", + "These" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "verw", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "iax", + "output_checked": true + }, + { + "concept": "outwards", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "interior", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "brus", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "rupture", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "jagged", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "where", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "depressions", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "designed", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "tube", + "output_checked": true + }, + { + "concept": "indicative", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "indent", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "opening", + "output_checked": true + }, + { + "concept": "cereal", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "CRED", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "slutt", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "rozs", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "iax", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "before", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "prong", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "tore", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "wall", + "output_checked": true + }, + { + "concept": "indicating", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "center", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "sudden", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "violently", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "opening", + "output_checked": true + }, + { + "concept": "pressure", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "revealed", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "wall", + "output_checked": true + }, + { + "concept": "tear", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "outward", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "fissures", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "radiating", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "voids", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "wechsel", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "credits", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "tread", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "getName", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "incurs", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "opening", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "torn", + "output_checked": true + }, + { + "concept": "milion", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "bola", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "deeper", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "equ", + "output_checked": true + }, + { + "concept": "bookshelf", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "kulit", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "opening", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "logique", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "sebe", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "equ", + "output_checked": true + }, + { + "concept": "tier", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "psih", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "sacrific", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "sparsely", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "tube", + "output_checked": true + }, + { + "concept": "aad", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "before", + "output_checked": true + }, + { + "concept": "Gut", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "center", + "output_checked": true + }, + { + "concept": "engineering", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "pressurized", + "output_checked": true + }, + { + "concept": "rectangle", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "datasheet", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "tube", + "output_checked": true + }, + { + "concept": "horizontally", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ged", + "output_checked": true + }, + { + "concept": "smoothly", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "opening", + "output_checked": true + }, + { + "concept": "pores", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "gas", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "iax", + "output_checked": true + }, + { + "concept": "elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "pits", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-ductile-05__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-ductile-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-ductile-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-ductile-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-ductile-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-boundary-attack-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Chromium-depleted interfacial attack 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A stainless weld spent several hours near 675 degrees Celsius. After nitric-acid exposure, narrow trenches followed the grain edges beside chromium-rich carbide rows.", + "prompt_tail": "nless weld spent several hours near 675 degrees Celsius. After nitric-acid exposure, narrow trenches followed the grain edges beside chromium-rich carbide rows.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-boundary-attack-01", + "carrier_id": null, + "target_family": "boundary-attack", + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "black", + "generated_token_ids": [ + 8916 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 2055, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 8672 + }, + { + "label": "corrosion", + "best_rank": 13, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 883 + }, + { + "label": "sensitization", + "best_rank": 15061, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 35307 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "orry", + "etc", + "ients", + "them", + "leness", + "lle", + "furthermore", + "therefor", + "able", + "arl", + "persons", + "oses", + "oraz", + "iken", + "ependant", + "hereby" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "ie", + "lle", + "etc", + "eded", + "sic", + "d", + "iew", + "ided", + "outh", + "wards", + "ii", + "ses", + "alike", + "dia", + "them", + "leness", + "zis", + "lly", + "nto", + "t", + "ion", + "ited", + "ids", + "ients", + "fty", + "zes", + "vs", + "wie" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "alike", + "etc", + "wards", + "d", + "ie", + "ions", + "iew", + "outh", + "basically", + "lle", + "anybody", + "wie", + "them", + "later", + "lly", + "ar", + "ion", + "ids", + "etc", + "lli", + "eded", + "sic", + "itie", + "alos", + "nto", + "c" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "ions", + "ided", + "ompok", + "ued", + "yses", + "abouts", + "ained", + "ients", + "ses", + "osite", + "thirds", + "maupun", + "oused", + "thence", + "stuffs", + "efectu", + "zis", + "enced", + "lle", + "lli", + "sho", + "eded", + "leness", + "antile", + "mittal", + "ff", + "icol", + "ieder" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "ided", + "centre", + "thence", + "efectu", + "ised", + "centre", + "ued", + "wards", + "toward", + "stuffs", + "apiece", + "whilst", + "adjoining", + "yses", + "maupun", + "nearer", + "centred", + "sited", + "ive", + "osite", + "sowie", + "lli", + "presently", + "eded", + "iew", + "edly" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "goers", + "photographs", + "toward", + "alike", + "featured", + "rons", + "nearby", + "filmed", + "also", + "neath", + "comprised", + "towards", + "beneath", + "leys", + "aided", + "led", + "sembled", + "thereafter", + "spersed", + "flanked", + "whilst", + "apiece", + "Util", + "veled", + "ised", + "later", + "wards", + "mainly", + "assisted", + "notably" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "toward", + "neighboring", + "adjoining", + "beneath", + "flanking", + "nearby", + "burgeoning", + "spersed", + "assemblages", + "abutting", + "nearer", + "apiece", + "whereupon", + "alike", + "amid", + "zijde", + "rons", + "thereto", + "whence", + "nestled", + "elae", + "ensuing", + "clustered", + "punctuated", + "sembled", + "favored" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "apiece", + "thereto", + "thence", + "toward", + "abreast", + "whence", + "whereupon", + "ossos", + "scarcely", + "heed", + "spersed", + "assemblages", + "Toward", + "neither", + "rons", + "midst", + "Toward", + "itory", + "aceous", + "maupun" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "mottled", + "hues", + "burgeoning", + "alike", + "apiece", + "delineated", + "heed", + "etched", + "deline", + "etching", + "coloration", + "effluents", + "striated", + "etch", + "nascent", + "silice", + "beneath", + "punctuated", + "inlets", + "zijde", + "trac", + "riv", + "wrought", + "hydrophilic", + "entlang", + "subterranean" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "mottled", + "subsurface", + "observed", + "deline", + "etching", + "coloration", + "delineated", + "fissures", + "metallurgical", + "staining", + "etched", + "etch", + "subterranean", + "discernible", + "striated", + "delineate", + "sediment", + "excav", + "trac", + "scarring", + "discoloration", + "visible", + "trench", + "remnants", + "thickened", + "penetrating", + "discerned", + "ridge", + "crystalline" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "subsurface", + "delineated", + "deline", + "fissures", + "coloration", + "discoloration", + "mottled", + "observed", + "necrosis", + "Observed", + "delineate", + "staining", + "osserv", + "symptomatic", + "observing", + "observable", + "etching", + "scarring", + "delineation", + "observations", + "penetrating", + "visible", + "Obs", + "observ", + "exposed", + "observation" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "discoloration", + "necrosis", + "symptomatic", + "discolor", + "observed", + "indicating", + "diagnostic", + "staining", + "diagnose", + "coloration", + "diagnostic", + "degradation", + "corrosion", + "lesions", + "disturbed", + "Diagnosis", + "poisoned", + "Corrosion", + "fissures", + "corro", + "diagnosing", + "Diagnosis", + "symptoms", + "morphology", + "diseased", + "exacerbated", + "Observed", + "necrotic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "discoloration", + "suggestive", + "observed", + "necrosis", + "coloration", + "discolor", + "suggesting", + "evidence", + "apparently", + "diagnostic", + "describing", + "corrosion", + "morphology", + "indicative", + "diagnose", + "symptomatic", + "penetrated", + "Observed", + "Corrosion", + "fissures", + "describir", + "indicating", + "sichtbar", + "differentiation", + "indications", + "characterizing", + "Untersuch", + "evidencia", + "indistinct" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "observed", + "indicating", + "suggestive", + "Observed", + "discoloration", + "suggesting", + "describe", + "diagnostic", + "describing", + "interpreted", + "icolored", + "diagnose", + "Observations", + "coloration", + "Diagnosis", + "symptomatic", + "observed", + "discolor", + "inexplicable", + "describir", + "indicating", + "sichtbar", + "Pointing", + "evidence", + "Evidence", + "diagnosing" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Afterwards", + "whereas", + "while", + "simultaneously", + "threatening", + "which", + "suggesting", + "Simultaneously", + "Which", + "whilst", + "reportedly", + "Suddenly", + "Furthermore", + "subsequently", + "During", + "During", + "wondering", + "publicly", + "Meanwhile", + "Eventually", + "Whereas", + "tandis", + "furthermore", + "concurrently", + "criticizing", + "Suddenly", + "protestors", + "accused", + "indicating", + "accompanied", + "Which", + "noticeably" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "ertain", + "Meanwhile", + "furthermore", + "Also", + "whereas", + "Afterwards", + "Similarly", + "Furthermore", + "Similarly", + "Certainly", + "Conversely", + "Conversely", + "Simultaneously", + "Also", + "Yet", + "Apparently", + "Consequently", + "Recently", + "Recently", + "Likewise", + "Consequently", + "whereas", + "Then", + "Again", + "Subsequently", + "During", + "During", + "Meanwhile", + "Its", + "Their", + "cially" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "furthermore", + "Similarly", + "Conversely", + "Also", + "Meanwhile", + "Similarly", + "Simultaneously", + "meanwhile", + "Afterwards", + "conversely", + "Then", + "Likewise", + "Conversely", + "whereas", + "Otherwise", + "Furthermore", + "Shouldn", + "Also", + "Currently", + "Subsequently", + "Equally", + "Afterward", + "Yet", + "There", + "Recently", + "Secondly", + "Moreover", + "Again", + "Unless", + "likewise", + "Certainly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "Similarly", + "conversely", + "Meanwhile", + "Similarly", + "During", + "Simultaneously", + "They", + "Their", + "Furthermore", + "During", + "Though", + "Their", + "Likewise", + "Equally", + "Alongside", + "Within", + "Yet", + "likewise", + "theirs", + "Yet", + "Also", + "They", + "Conversely", + "Alongside", + "Despite", + "Within", + "Lately", + "Another", + "Along", + "lately" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Along", + "Yet", + "Yet", + "meanwhile", + "Lately", + "Their", + "Conversely", + "During", + "Its", + "olerance", + "conversely", + "Meanwhile", + "Along", + "Alongside", + "Their", + "Within", + "They", + "During", + "theirs", + "Unless", + "Worry", + "elae", + "They", + "Those", + "Recently", + "Yours", + "Simultaneously" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Meanwhile", + "During", + "During", + "Lately", + "Along", + "Those", + "meanwhile", + "Along", + "nThe", + "They", + "Its", + "Recent", + "mselves", + "Their", + "Similarly", + "Consequently", + "Within", + "Recently", + "Within", + "Moreover", + "Moreover", + "Their", + "Recent", + "Furthermore", + "Conversely", + "Today", + "Yet", + "They" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "They", + "During", + "During", + "Meanwhile", + "Its", + "nThe", + "Lately", + "Their", + "Recent", + "Along", + "Consequently", + "Their", + "They", + "Yet", + "Recent", + "Recently", + "Along", + "mselves", + "These", + "Its", + "meanwhile", + "Within", + "Similarly", + "Upon", + "nPlease", + "Yet", + "Within", + "Those", + "Tonight" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Yet", + "They", + "Pourtant", + "furthermore", + "Likewise", + "These", + "Upon", + "coli", + "Along", + "Similarly", + "Consequently", + "LessThan", + "Secondly", + "washers", + "Conversely", + "Alternatively", + "trow", + "During", + "THAN", + "jsonData", + "Conversely", + "Stellen", + "Meanwhile", + "ImagePath", + "txt", + "Its", + "Both" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "balls", + "UMENT", + "ImagePath", + "ardini", + "coli", + "Mere", + "arrow", + "ToList", + "endswith", + "WAS", + "WithError", + "Secondly", + "ContextMenu", + "Subs", + "Sick", + "heading", + "Meanwhile", + "Heading", + "ound" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "UMENT", + "THAN", + "ardini", + "balls", + "arrow", + "coli", + "ToList", + "ACKS", + "ILL", + "endif", + "okie", + "Sick", + "ound", + "uite", + "UnitTest", + "ould", + "ball" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "UMENT", + "exceptions", + "okie", + "ARROW", + "ould", + "arrow", + "SearchResults", + "ittle", + "black", + "uga", + "heading", + "pylori", + "bola", + "Heading", + "okay", + "Secondly" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "black", + "grain", + "bull", + "deep", + "This", + "bl", + "closed", + "This", + "excluding", + "snowflake", + "during", + "intrinsic", + "heavy", + "The", + "blank", + "exceptions", + "fail", + "when", + "delim", + "nt", + "substrate", + "separated", + "thick", + "nit", + "stainless", + "chemical", + "blind", + "event", + "dark", + "dent", + "equipment", + "The" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 132701, + 71462, + 29484, + 18460, + 17613, + 40174, + 20366, + 54938, + 4923, + 1912, + 2056, + 5213, + 6584, + 9676, + 53923, + 123247, + 169360, + 49356, + 89108, + 74815, + 54016, + 59474, + 35153, + 57938, + 107105, + 12204 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 103385, + 147499, + 87436, + 136390, + 173705, + 77122, + 49516, + 52815, + 1743, + 77, + 87, + 14, + 14, + 340, + 13101, + 40367, + 24145, + 5660, + 11971, + 3108, + 1523, + 6786, + 23740, + 43080, + 29853, + 3485 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 182570, + 128370, + 171386, + 172885, + 194463, + 226318, + 223923, + 143200, + 167364, + 73001, + 62188, + 15062, + 33230, + 61121, + 51828, + 77553, + 82534, + 35939, + 39631, + 25838, + 24580, + 79490, + 219966, + 192579, + 150127, + 123502 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 67064, + 121967, + 42588, + 144154, + 91470, + 46422, + 13896, + 8673, + 87838, + 29601, + 33852, + 51851, + 20181, + 24193 + ] + }, + { + "label": "corrosion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 224657, + 261630, + 148299, + 165233, + 102662, + 7370, + 87426, + 121388, + 53523, + 3344, + 884, + 18833, + 6727, + 3570 + ] + }, + { + "label": "sensitization", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 210739, + 219821, + 98074, + 98435, + 35308, + 163469, + 221287, + 64701, + 41709, + 57438, + 62797, + 125525, + 187991, + 118246 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 22.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "weld", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "during", + "score": 12.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "hours", + "output_checked": true + }, + { + "concept": "oxide", + "score": 11.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "6", + "output_checked": true + }, + { + "concept": "temperature", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "but", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "welding", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "weld", + "output_checked": true + }, + { + "concept": "years", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "several", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "and", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "nitric", + "output_checked": true + }, + { + "concept": "areas", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "decontamination", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "which", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "weld", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "nitric", + "output_checked": true + }, + { + "concept": "appeared", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "After", + "output_checked": true + }, + { + "concept": "sections", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "During", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "undergoing", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "hours", + "output_checked": true + }, + { + "concept": "cooling", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "After", + "output_checked": true + }, + { + "concept": "across", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "edges", + "output_checked": true + }, + { + "concept": "cleanup", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "spent", + "output_checked": true + }, + { + "concept": "neighbors", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "beside", + "output_checked": true + }, + { + "concept": "nearby", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "near", + "output_checked": true + }, + { + "concept": "temperatura", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "5", + "output_checked": true + }, + { + "concept": "massacre", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "anymore", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "7", + "output_checked": true + }, + { + "concept": "became", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "patches", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "clusters", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "heat", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "near", + "output_checked": true + }, + { + "concept": "cleaning", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "acid", + "output_checked": true + }, + { + "concept": "visible", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "rows", + "output_checked": true + }, + { + "concept": "within", + "score": 3.0, + "best_rank": 2, + "best_depth": 75.6, + "near_token": "rows", + "output_checked": true + }, + { + "concept": "salvage", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "several", + "output_checked": true + }, + { + "concept": "proximity", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "near", + "output_checked": true + }, + { + "concept": "sulfur", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "nitric", + "output_checked": true + }, + { + "concept": "observed", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "excav", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "subsurface", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "months", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "several", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "carbides", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "were", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "surrounding", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "was", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "bodysuit", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "returning", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "After", + "output_checked": true + }, + { + "concept": "today", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "spent", + "output_checked": true + }, + { + "concept": "preparing", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "hours", + "output_checked": true + }, + { + "concept": "another", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "near", + "output_checked": true + }, + { + "concept": "percent", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "7", + "output_checked": true + }, + { + "concept": "contours", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "steel", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "grains", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "precipitates", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "testing", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "chemically", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exposure", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "ervan", + "nada", + "Hail", + "Kwa", + "undos", + "trump", + "anque", + "NORE", + "MOB", + "wand", + "quantos", + "masculin", + "Kwa", + "Herz", + "ties" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "grac", + "blot", + "opat", + "Sob", + "Blanch", + "stir", + "trem", + "lev", + "dim", + "tons", + "Beg", + "reu", + "Mannes", + "Yuk", + "exp", + "fam", + "ago", + "pres", + "channel" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "nab", + "bab", + "reu", + "Dru", + "prof", + "dim", + "Blanch", + "ums", + "phones", + "fam", + "Salv", + "Av", + "grac", + "ago", + "trem", + "Sue", + "Bel", + "dre" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ilj", + "ago", + "tfrac", + "olyte", + "fam", + "Sod", + "pric", + "dim", + "chum", + "def", + "Reis", + "onn", + "Sur", + "reu", + "grac", + "Langer", + "byt", + "impro", + "Lef" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "grac", + "ilj", + "tfrac", + "olyte", + "Sur", + "brink", + "dim", + "Grac", + "Reis", + "fam", + "byt", + "ohn", + "nguy", + "Mani", + "dre", + "essional" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "ilers", + "WOR", + "sn", + "susp", + "side", + "Vo", + "yn", + "idence", + "ORS", + "Vla", + "air", + "und", + "amb", + "sol", + "icot", + "oben", + "zd", + "hst", + "atus", + "sag", + "Su", + "owned" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "tool", + "tools", + "HI", + "trading", + "kick", + "dad", + "Green", + "dal", + "duct", + "DEP", + "tail", + "Sol", + "demos", + "VND", + "ear", + "don", + "dos", + "nial" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tool", + "tools", + "HI", + "tail", + "dad", + "trading", + "dal", + "dos", + "tail", + "kick", + "sol", + "yal", + "NRC", + "DEP", + "cares", + "duct" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "sol", + "side", + "select", + "tail", + "Sol", + "record", + "tail", + "Select", + "kick", + "nop", + "rem", + "blank", + "duct", + "tool", + "Green", + "NRC", + "makan", + "chal", + "serial", + "record", + "HI", + "yal" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "sus", + "linear", + "fetch", + "ettle", + "listener", + "OOSE", + "CRED", + "subject", + "RECE", + "Listener", + "select", + "tter", + "Tos", + "side", + "greeting", + "data", + "locks", + "GRAD", + "greet", + "WO" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "listener", + "Listener", + "speaker", + "Greet", + "greet", + "data", + "RECE", + "CRED", + "ettle", + "Speaker", + "switch", + "greeting", + "SWITCH", + "calls", + "GetData", + "cereal", + "dak", + "cata", + "fetch", + "credits", + "diet", + "LOCK", + "VERT", + "Tos", + "speakers", + "ransom" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "epar", + "bag", + "alee", + "issel", + "carn", + "PAS", + "DAP", + "gestaltung", + "essage", + "hap", + "andel", + "erme", + "odora", + "Apa", + "ladder", + "stein", + "addAll", + "alh", + "bag", + "reason", + "header", + "etag", + "WriteHeader" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "lick", + "dictionaries", + "cama", + "getId", + "httpClient", + "recou", + "irse", + "competencia", + "presse", + "slutt", + "appla", + "pickle", + "clout", + "abilecek", + "getName", + "lobster", + "cranberry", + "fanbase", + "kulit", + "adet", + "bouts", + "haystack", + "httpClient", + "despert" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "brus", + "God", + "deka", + "brushing", + "holz", + "del", + "blas", + "bookshelf", + "dfs", + "owes", + "god", + "berk", + "abilecek", + "assol", + "Violent" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "tier", + "ausge", + "Ber", + "tier", + "widers", + "Jahres", + "ques", + "Gaj", + "should", + "socket", + "logique", + "tiered", + "iph" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "tier", + "Versions", + "wij", + "wir", + "vorher", + "adillo", + "casilla", + "spf", + "OfMonth", + "prong", + "edged", + "idic", + "cev", + "spf", + "ycz", + "afect", + "iy", + "ausge", + "CTV", + "ospel", + "orough" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "fawn", + "baik", + "penj", + "adn", + "contre", + "spf", + "ortaya", + "riguard", + "pearls" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "boil", + "flourish", + "niiden", + "excl", + "ymptoms", + "ympt", + "few", + "symptom", + "slit", + "delirium", + "pone" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Similarly", + "Simultaneously", + "Along", + "nCurrent", + "along", + "besides", + "nThe", + "Meanwhile", + "Besides", + "Afterward", + "Sympt", + "Symptoms", + "Conversely", + "Conversely", + "IsNot", + "Additionally", + "Along", + "Weekly", + "Neither", + "imaged", + "Subs" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "meanwhile", + "Simultaneously", + "Consequently", + "nCurrent", + "Similarly", + "Its", + "Additionally", + "Symptoms", + "nThe", + "During", + "Subsequently", + "Its", + "Moreover", + "Meanwhile", + "Others", + "During", + "Furthermore", + "Conversely", + "Consequently", + "Afterward", + "Other", + "accordingly", + "lately" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Similarly", + "During", + "meanwhile", + "Consequently", + "Additionally", + "Simultaneously", + "nThe", + "Its", + "Meanwhile", + "Consequently", + "nCurrent", + "nPlease", + "During", + "theirs", + "furthermore", + "Symptoms", + "Conversely", + "Neither", + "Yours", + "Lately", + "lately", + "These" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "furthermore", + "During", + "During", + "Similarly", + "Additionally", + "Furthermore", + "Simultaneously", + "Consequently", + "Subsequently", + "Additionally", + "conversely", + "Otherwise", + "Similarly", + "Initially", + "Conversely", + "Consequently", + "meanwhile", + "Thereafter", + "Alternatively", + "These" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Similarly", + "During", + "These", + "Meanwhile", + "Along", + "During", + "Simultaneously", + "Issues", + "Both", + "Thereafter", + "meanwhile", + "unnumbered", + "Errors", + "imiter", + "these", + "preceded", + "Initially", + "conversely", + "Subs", + "Subsequently", + "Secondly", + "Similarly" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "During", + "Similarly", + "Meanwhile", + "Along", + "During", + "This", + "Simultaneously", + "Both", + "Initially", + "alike", + "These", + "Secondly", + "Secondly", + "Same", + "Similarly", + "Initially", + "begin", + "They", + "black", + "Issues", + "othesis", + "endswith", + "Another", + "Assuming", + "Otherwise", + "Diss" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "These", + "During", + "During", + "black", + "Following", + "This", + "These", + "Both", + "Those", + "Along", + "Between", + "Initially", + "Secondly", + "Both", + "ound", + "They", + "Those", + "Similarly", + "Another", + "Secondly", + "Within", + "alike", + "Issues", + "Simultaneously", + "init", + "Their" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "black", + "Grain", + "grain", + "Stainless", + "Black", + "During", + "Diss", + "Chromium", + "His", + "end", + "After", + "When", + "Such", + "stainless", + "chromium", + "diss", + "Carbide", + "They", + "What", + "fail", + "init", + "Upon", + "Its", + "ound", + "inc", + "begin", + "Following", + "adjacent", + "Stainless" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "oxide", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "temperature", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "6", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "nitric", + "output_checked": true + }, + { + "concept": "welding", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "hours", + "output_checked": true + }, + { + "concept": "ilm", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "appeared", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "cooling", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "After", + "output_checked": true + }, + { + "concept": "pitting", + "score": 5.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "hours", + "output_checked": true + }, + { + "concept": "During", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "CRED", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "boo", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "URCH", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "hours", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "years", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "several", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "During", + "score": 3.0, + "best_rank": 1, + "best_depth": 90.2, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "cleaning", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "acid", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "spent", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "followed", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "rele", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "Versions", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "weld", + "output_checked": true + }, + { + "concept": "entlang", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "followed", + "output_checked": true + }, + { + "concept": "contours", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "clusters", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "etching", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "acid", + "output_checked": true + }, + { + "concept": "areas", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "throughout", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "edges", + "output_checked": true + }, + { + "concept": "heat", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "near", + "output_checked": true + }, + { + "concept": "across", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "edges", + "output_checked": true + }, + { + "concept": "carbides", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "steel", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "precipitates", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "visible", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "rows", + "output_checked": true + }, + { + "concept": "testing", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "cat", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cuid", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "hours", + "output_checked": true + }, + { + "concept": "puffs", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "ausger", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "nitric", + "output_checked": true + }, + { + "concept": "PAS", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "followed", + "output_checked": true + }, + { + "concept": "steering", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "fam", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "edges", + "output_checked": true + }, + { + "concept": "mek", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "beside", + "output_checked": true + }, + { + "concept": "samym", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "ello", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "weld", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "hours", + "output_checked": true + }, + { + "concept": "AFP", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "kerap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "trenches", + "output_checked": true + }, + { + "concept": "desempe", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "followed", + "output_checked": true + }, + { + "concept": "goalkeeper", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "beside", + "output_checked": true + }, + { + "concept": "Dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "roar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "rows", + "output_checked": true + }, + { + "concept": "lick", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "iter", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "hours", + "output_checked": true + }, + { + "concept": "toks", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "acid", + "output_checked": true + }, + { + "concept": "brus", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-boundary-attack-01__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-boundary-attack-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-boundary-attack-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-boundary-attack-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-boundary-attack-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-boundary-attack-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Chromium-depleted interfacial attack 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "An austenitic pipe was slowly cooled through an intermediate temperature range. A later chemical test exposed a connected network of material loss outlining individual grains.", + "prompt_tail": "ipe was slowly cooled through an intermediate temperature range. A later chemical test exposed a connected network of material loss outlining individual grains.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-boundary-attack-02", + "carrier_id": null, + "target_family": "boundary-attack", + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 764, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 4296 + }, + { + "label": "corrosion", + "best_rank": 2027, + "best_depth": 75.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 22673 + }, + { + "label": "sensitization", + "best_rank": 5272, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 14477 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "etc", + "orry", + "them", + "lle", + "leness", + "furthermore", + "persons", + "oraz", + "therefor" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "sic", + "d", + "ie", + "ii", + "etc", + "eded", + "lly", + "iew", + "ued", + "outh", + "wards", + "ients", + "fty", + "ses", + "zes", + "alike", + "lk", + "arie", + "them", + "leness", + "wl", + "zis", + "nto", + "t", + "ss", + "ided" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "etc", + "gonna", + "lle", + "sic", + "ie", + "etc", + "ients", + "centre", + "d", + "iew", + "ued", + "ising", + "wards", + "ii", + "persons", + "thereof", + "anybody", + "sowie", + "lli", + "htm", + "eded", + "wl", + "stas", + "dll", + "nig", + "l" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ued", + "ided", + "edly", + "alike", + "whilst", + "thereto", + "thereof", + "persons", + "zes", + "lle", + "herein", + "uded", + "therein", + "thereafter", + "commenced", + "thereon", + "nga", + "eded", + "maupun", + "sic", + "oused", + "thence", + "tracts", + "zis", + "fton", + "aken", + "arters", + "yses", + "persons" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "alike", + "ided", + "Whilst", + "ued", + "ised", + "centre", + "edly", + "unto", + "resultant", + "sic", + "thence", + "environs", + "utilised", + "Whilst", + "forthwith", + "sundry", + "thereto", + "centred", + "stuffs", + "utilising", + "abutting", + "wards", + "persons", + "thereof", + "herein", + "uded", + "commenced", + "eded" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whilst", + "comprised", + "thereafter", + "thereto", + "upon", + "amongst", + "alike", + "commenced", + "utilised", + "ided", + "pertaining", + "Whilst", + "Whilst", + "wherein", + "utilized", + "thereon", + "somit", + "Util", + "maupun", + "ued", + "zes", + "rons", + "penned", + "Upon", + "whereupon", + "edly", + "Upon", + "ised" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "comprised", + "their", + "themselves", + "characterized", + "upon", + "thus", + "notable", + "wrought", + "ided", + "notably", + "hues", + "wherein", + "utilized", + "beneath", + "specimens", + "neighboring", + "thereto", + "discernible", + "individuals", + "edly", + "amongst", + "collectively", + "clustered", + "seeming", + "which", + "toward", + "Upon", + "thereafter", + "midst", + "Upon" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "noteworthy", + "individus", + "notable", + "thereto", + "furthermore", + "wherein", + "coloration", + "individuos", + "upon", + "individuals", + "persons", + "whereas", + "pertaining", + "thus", + "whilst", + "utilized", + "herein", + "unto", + "midst", + "hues", + "textural", + "forth", + "characterized", + "specimens", + "specimen", + "noticeable", + "Upon", + "visage" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "coloration", + "etched", + "microscopic", + "hues", + "etching", + "delineated", + "delineation", + "deline", + "meticulous", + "morphology", + "noteworthy", + "discernible", + "micrograph", + "notable", + "mottled", + "individu", + "anatomical", + "etch", + "individus", + "discerning", + "individuos", + "encased", + "delineate", + "specimens", + "dendritic", + "meticulously", + "luminescence", + "morphologies", + "microscopy", + "remarkable", + "enzymatic" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "etched", + "deline", + "etching", + "delineated", + "delineation", + "micrograph", + "microscopy", + "discernible", + "microscopic", + "coloration", + "delineate", + "etch", + "photograph", + "morphology", + "anatomical", + "dendritic", + "diagram", + "visible", + "forensic", + "demarc", + "mottled", + "staining", + "immunohist", + "micrographs", + "topographical", + "photographed", + "luminescence", + "diagnostic", + "tracing", + "meticulous", + "histological", + "evidence" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "delineation", + "deline", + "delineated", + "microscopic", + "delineate", + "visible", + "revealing", + "microscopy", + "anatomical", + "coloration", + "etched", + "obscured", + "discernible", + "micrograph", + "demarc", + "anatom", + "tracing", + "distinguishing", + "markings", + "forensic", + "etching", + "discoloration", + "mottled", + "visible", + "microsc", + "photograph", + "diagnostic", + "staining", + "illuminated", + "photographed" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "revealing", + "visible", + "microscopy", + "microscopic", + "delineation", + "sichtbar", + "visible", + "coloration", + "visualizing", + "micrograph", + "indicating", + "staining", + "deline", + "markings", + "anatomical", + "dissection", + "demarc", + "delineated", + "testifying", + "discoloration", + "microsc", + "morphology", + "visualized", + "diseased", + "Microscopy", + "displaying", + "stained", + "photographed", + "necrosis", + "dissect", + "delineate" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "revealing", + "testifying", + "indicating", + "microscopy", + "mandible", + "sichtbar", + "micrograph", + "microscopic", + "distinguishing", + "anatomical", + "coloration", + "Microscopy", + "visible", + "distinguish", + "indicative", + "discoloration", + "evidence", + "showing", + "suggesting", + "displaying", + "microscope", + "carcinoma", + "staining", + "morphology", + "anatom", + "illustrating", + "photographed", + "markings", + "necrosis", + "forensic", + "etching" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "revealing", + "sichtbar", + "unmistak", + "unmistakable", + "testifying", + "evidence", + "visible", + "microscopy", + "coloration", + "horrifying", + "suggesting", + "indicative", + "discoloration", + "Microscopy", + "signifying", + "micrograph", + "showing", + "indicates", + "reveal", + "displaying", + "confirming", + "magnification", + "astonishing", + "implying", + "necrosis", + "massacre", + "suggestive", + "evidencia", + "visibly" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "whereas", + "furthermore", + "which", + "Furthermore", + "whilst", + "while", + "simultaneously", + "Consequently", + "consequently", + "Furthermore", + "meanwhile", + "whereupon", + "therefore", + "accompanied", + "Consequently", + "this", + "several", + "among", + "however", + "yet", + "causing", + "Which", + "thereby", + "indicating", + "wherein", + "subsequently", + "suggesting", + "Meanwhile", + "nevertheless", + "whereby", + "likewise", + "demonstrating" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "whereas", + "Furthermore", + "furthermore", + "Consequently", + "Furthermore", + "Consequently", + "Meanwhile", + "meanwhile", + "whereas", + "Also", + "Similarly", + "likewise", + "Similarly", + "Conversely", + "Simultaneously", + "Also", + "During", + "simultaneously", + "accordingly", + "Meanwhile", + "consequently", + "Likewise", + "Conversely", + "Subsequently", + "Whereas", + "whereupon", + "Then", + "therefore", + "Therefore", + "During", + "Which", + "Yet" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "whereas", + "Furthermore", + "Similarly", + "meanwhile", + "conversely", + "Meanwhile", + "Consequently", + "Furthermore", + "Similarly", + "Conversely", + "Conversely", + "afterwards", + "likewise", + "Subsequently", + "Afterwards", + "Consequently", + "Then", + "Yet", + "accordingly", + "consequently", + "thereafter", + "Likewise", + "Simultaneously", + "else", + "Also", + "During", + "Again", + "thereby", + "subsequently", + "similarly", + "Secondly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "whereas", + "conversely", + "while", + "During", + "Furthermore", + "Yet", + "Similarly", + "afterwards", + "Meanwhile", + "Similarly", + "During", + "Yet", + "They", + "Their", + "Simultaneously", + "separately", + "accordingly", + "secondly", + "While", + "Finally", + "Upon", + "Their", + "Conversely", + "afterward", + "tandis", + "during", + "however", + "While", + "lately", + "Conversely" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Yet", + "Yet", + "meanwhile", + "theirs", + "conversely", + "Yours", + "Conversely", + "Their", + "Their", + "lately", + "Lately", + "They", + "whereas", + "Meanwhile", + "mselves", + "Along", + "Conversely", + "furthermore", + "today", + "Today", + "hers", + "Along", + "Its", + "Recently", + "Tonight", + "olerance" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Their", + "mselves", + "Meanwhile", + "Their", + "They", + "Consequently", + "Conversely", + "Similarly", + "meanwhile", + "Conversely", + "Moreover", + "Likewise", + "Yours", + "conversely", + "Furthermore", + "Upon", + "During", + "Today", + "Its", + "Recently", + "Yet", + "Moreover", + "Each", + "whereas", + "furthermore", + "nThe", + "Along", + "Lately", + "During", + "Nevertheless" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Their", + "They", + "Consequently", + "Their", + "Upon", + "Meanwhile", + "Conversely", + "Similarly", + "Likewise", + "mselves", + "During", + "Conversely", + "conversely", + "Yet", + "nThe", + "Each", + "Nevertheless", + "Its", + "Recently", + "meanwhile", + "Moreover", + "Yours", + "Today", + "Consequently", + "They", + "Its", + "Furthermore", + "During", + "Which", + "Along" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Upon", + "Furthermore", + "Their", + "Conversely", + "Likewise", + "Similarly", + "Consequently", + "conversely", + "Yet", + "They", + "Conversely", + "Pourtant", + "Along", + "Each", + "During", + "Another", + "Again", + "Within", + "Nevertheless", + "Meanwhile", + "Upon", + "Secondly", + "THAN", + "Hence", + "Recently", + "This", + "However", + "Alternatively", + "furthermore", + "Therefore", + "Its" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Similarly", + "Meanwhile", + "Therefore", + "ardini", + "Conversely", + "UMENT", + "THAN", + "Another", + "Yet", + "glEnable", + "Their", + "Secondly", + "Consequently", + "mortem", + "conversely", + "bla", + "acionales", + "atae", + "They", + "uments", + "balls", + "WithError", + "Furthermore", + "meanwhile", + "weisen" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "THAN", + "Therefore", + "Similarly", + "UMENT", + "Meanwhile", + "Consequently", + "ULAR", + "ardini", + "ular", + "Tis", + "Yet", + "ularis", + "ually", + "ullary", + "Another", + "LETTER", + "ullin", + "uments", + "Their", + "acionales", + "vika", + "Along", + "ullah", + "ardin", + "glEnable", + "Furthermore", + "Again" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "UMENT", + "ULAR", + "Considering", + "Attention", + "konen", + "Apparently", + "bla", + "UMENTS", + "Among", + "When", + "ILL", + "slide", + "Similarly", + "Upon", + "ullah", + "ular", + "Another", + "Secondly", + "ullin", + "Again", + "Considering", + "Schemes" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "Upon", + "This", + "A", + "ular", + "When", + "graph", + "grain", + "granular", + "chemical", + "graphic", + "kind", + "Bare", + "black", + "carbon", + "Blank", + "blad", + "Una", + "bare", + "Yet", + "In", + "gra", + "internal", + "sphere", + "Grain", + "subs", + "Un", + "bullet", + "blank", + "sub", + "After", + "bla" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 129447, + 48171, + 32882, + 35752, + 18116, + 64576, + 24086, + 7442, + 1996, + 983, + 834, + 765, + 1887, + 11245, + 85112, + 146697, + 161477, + 131171, + 167826, + 166127, + 109332, + 148265, + 100181, + 99185, + 148318, + 64241 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 106793, + 176866, + 153933, + 215735, + 180337, + 53614, + 47919, + 51984, + 4525, + 937, + 5799, + 7186, + 7992, + 7991, + 65376, + 85240, + 65061, + 14974, + 8669, + 2028, + 2340, + 5245, + 9714, + 35317, + 12511, + 7523 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 177297, + 155659, + 105587, + 112173, + 117054, + 115563, + 119262, + 27297, + 66167, + 28142, + 43464, + 36208, + 94376, + 42104, + 61723, + 70103, + 57593, + 23858, + 9857, + 10730, + 5273, + 59050, + 164133, + 162437, + 121361, + 166305 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 32443, + 13862, + 23105, + 174491, + 115858, + 38958, + 4297, + 15578, + 180367, + 124178, + 64742, + 93938, + 65730, + 49428 + ] + }, + { + "label": "corrosion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 222922, + 261564, + 184543, + 161008, + 66314, + 29493, + 94930, + 192099, + 137197, + 39425, + 22674, + 34747, + 26209, + 27381 + ] + }, + { + "label": "sensitization", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 209453, + 128818, + 89191, + 128208, + 14478, + 117490, + 155549, + 38819, + 21948, + 21663, + 22674, + 136645, + 215755, + 191170 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "several", + "score": 23.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "was", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "the", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "through", + "output_checked": true + }, + { + "concept": "where", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "within", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "loss", + "output_checked": true + }, + { + "concept": "phase", + "score": 10.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "during", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "was", + "output_checked": true + }, + { + "concept": "which", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "whereas", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "During", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "alloy", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "showed", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "test", + "output_checked": true + }, + { + "concept": "from", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "revealing", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "outlining", + "output_checked": true + }, + { + "concept": "individuals", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "investigation", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "chemical", + "output_checked": true + }, + { + "concept": "subjected", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "exhibiting", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "material", + "output_checked": true + }, + { + "concept": "cracks", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "oxide", + "score": 4.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "used", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "was", + "output_checked": true + }, + { + "concept": "portion", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "its", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "through", + "output_checked": true + }, + { + "concept": "analysis", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "chemical", + "output_checked": true + }, + { + "concept": "component", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "examination", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "later", + "output_checked": true + }, + { + "concept": "diagnostic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "interconnected", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "network", + "output_checked": true + }, + { + "concept": "subterranean", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "gradually", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "diminution", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "loss", + "output_checked": true + }, + { + "concept": "adiabatically", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "Zwischen", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "intermediate", + "output_checked": true + }, + { + "concept": "observed", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "adjoining", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "nearby", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "topographical", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "outlining", + "output_checked": true + }, + { + "concept": "inhabitants", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "of", + "output_checked": true + }, + { + "concept": "resulted", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "test", + "output_checked": true + }, + { + "concept": "them", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "material", + "output_checked": true + }, + { + "concept": "transitional", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "an", + "output_checked": true + }, + { + "concept": "significant", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "A", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Their", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "localized", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "loss", + "output_checked": true + }, + { + "concept": "excuse", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "An", + "output_checked": true + }, + { + "concept": "treatment", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "chemical", + "output_checked": true + }, + { + "concept": "revealed", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "test", + "output_checked": true + }, + { + "concept": "sample", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "precipitate", + "score": 2.0, + "best_rank": 1, + "best_depth": 90.2, + "near_token": "A", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "metallurgy", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "test", + "output_checked": true + }, + { + "concept": "artery", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "erosion", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "loss", + "output_checked": true + }, + { + "concept": "obscured", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "outlining", + "output_checked": true + }, + { + "concept": "distinct", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "microscopic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "delineation", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "aluminum", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "pipe", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "quantos", + "Hail", + "ervan", + "anque", + "punkte", + "Kwa", + "diagonal", + "trump", + "wand", + "undos", + "NORE" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lev", + "rid", + "Sob", + "trem", + "channel", + "stir", + "opat", + "tons", + "onn", + "grac", + "olyte", + "dim", + "Cole", + "Cann", + "ving", + "Pres", + "blot", + "essional", + "Beg", + "Lav" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "Pres", + "stir", + "pres", + "lev", + "chum", + "Proc", + "Tav", + "Clon", + "Sob", + "nab", + "opat", + "champ", + "mort", + "tun", + "tons", + "invariable", + "trem", + "onn", + "induct", + "mod", + "dre", + "channel" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Pres", + "Reis", + "onn", + "essional", + "champ", + "usan", + "chum", + "fam", + "glob", + "Grac", + "Mani", + "Sob", + "Clon", + "Sesam", + "ilg", + "grac", + "sang", + "Sod" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Mani", + "Pres", + "Reis", + "grac", + "Grac", + "ago", + "champ", + "olyte", + "dim", + "tfrac", + "fam", + "dip", + "essional", + "Cann", + "dre", + "glob", + "onn", + "chum" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Vo", + "Su", + "ilers", + "rem", + "ORS", + "Nagata", + "su", + "ingen", + "fin", + "Ih", + "Vo", + "Sed", + "hely", + "sn", + "oben", + "Rem", + "VERE", + "icot", + "uldig", + "susp", + "yn", + "sag", + "side", + "idence", + "det", + "hst" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "kick", + "tools", + "Green", + "tool", + "HI", + "trading", + "bro", + "Vo", + "Vo", + "serial", + "simple", + "Sol", + "dad", + "truncate", + "remen", + "Werk", + "rem" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "tail", + "remen", + "tool", + "side", + "kick", + "ORS", + "yal", + "sol", + "Vo", + "truncate", + "cares", + "simple", + "Vo", + "HI", + "valued", + "select", + "Green", + "serial", + "rem", + "DEP", + "turbo" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "tail", + "tool", + "sol", + "Green", + "kick", + "select", + "remen", + "tools", + "side", + "serial", + "Select", + "rem", + "yal", + "konto", + "cares", + "tail", + "Vo", + "record" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "ettle", + "sus", + "select", + "linear", + "remen", + "OOSE", + "locks", + "Green", + "cdots", + "lives", + "cat", + "ae", + "listener", + "LOCK", + "traits", + "tattoo", + "common", + "s", + "pur", + "side", + "lock", + "contact" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "ettle", + "sett", + "listener", + "credits", + "CUSTOM", + "CERT", + "common", + "LOCK", + "calls", + "locks", + "notify", + "locks", + "OAuth", + "greet", + "Listener", + "custom", + "RECE", + "tch", + "Select", + "Greet", + "tattoo" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "header", + "epar", + "DAP", + "odora", + "PAS", + "Kita", + "main", + "alh", + "itas", + "pit", + "Bean", + "self", + "aria", + "header", + "templates", + "Produto", + "fewest", + "refresh", + "utet", + "units", + "bean", + "kuna", + "puffs", + "label" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "abilecek", + "getId", + "overlap", + "cour", + "adet", + "rozs", + "cour", + "Adelaide", + "overlapping", + "recou", + "aldo", + "assol", + "bilen", + "abal", + "kulit", + "httpClient", + "theit" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "brus", + "God", + "deka", + "assol", + "god", + "grud", + "Pang", + "ogado", + "solle", + "holz", + "del", + "cour", + "dfs", + "golfer" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ques", + "ausge", + "tier", + "Jahres", + "prong", + "URCH", + "igste", + "ayer", + "smith", + "jah", + "father", + "fier", + "Proj", + "Als", + "rites", + "Als", + "tier", + "logic", + "findest", + "lus", + "logic" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "wir", + "spf", + "spf", + "welt", + "tier", + "Stein", + "afect", + "wij", + "idic", + "ospel", + "ham", + "mozz", + "duke", + "camada", + "hourly", + "morally", + "waard", + "feed", + "discord", + "aad", + "sped", + "tti", + "Roh", + "ausge" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "spf", + "ilm", + "adn" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "diambil", + "unders", + "radios", + "writeInt", + "analytically", + "queuing", + "simultaneously", + "scavenger", + "cured", + "seasoning", + "seeing", + "DL", + "endregion", + "Enumerator", + "addTask", + "Medicaid", + "scheduler" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "weekly", + "Similarly", + "denn", + "Yours", + "mselves", + "Weekly", + "Simultaneously", + "Similarly", + "Weekly", + "Subs", + "alike", + "imaging", + "speak", + "tenders", + "Imaging", + "tender", + "theirs", + "Conversely", + "Stri", + "Meanwhile", + "Analy", + "pleasures", + "biggr", + "Substance" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "meanwhile", + "Simultaneously", + "Meanwhile", + "Consequently", + "mselves", + "Another", + "Similarly", + "Similarly", + "ToJson", + "Additionally", + "Consequently", + "Likewise", + "simultaneously", + "Conversely", + "Compared", + "Subsequently", + "Conversely", + "Few", + "Equally", + "ibin", + "Another", + "Others", + "Symptoms" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Similarly", + "Consequently", + "Consequently", + "mselves", + "Likewise", + "Meanwhile", + "meanwhile", + "Additionally", + "Yours", + "Conversely", + "Simultaneously", + "Equally", + "Another", + "Similarly", + "furthermore", + "Symptoms", + "examiners", + "During", + "Likewise", + "conversely", + "Each", + "ToJson", + "Symptoms" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "furthermore", + "conversely", + "Furthermore", + "Similarly", + "Conversely", + "Simultaneously", + "Likewise", + "Meanwhile", + "ordan", + "Consequently", + "Conversely", + "Additionally", + "Consequently", + "However", + "otine", + "simultaneously", + "Otherwise", + "meanwhile", + "Recently", + "Similarly", + "Secondly", + "Brief", + "Every", + "alternatively", + "ingly", + "versa" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "conversely", + "Secondly", + "Similarly", + "ingly", + "Likewise", + "Secondly", + "mortem", + "ardini", + "another", + "Simultaneously", + "Errors", + "furthermore", + "Another", + "Assuming", + "Subs", + "versa", + "secondly", + "eve", + "compet", + "Welcome", + "letas", + "Conversely" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "begin", + "meanwhile", + "Similarly", + "Secondly", + "ardini", + "Along", + "Therefore", + "Simultaneously", + "Another", + "Assuming", + "Secondly", + "furthermore", + "heading", + "ingly", + "Each", + "Likewise", + "During", + "secondly", + "Welcome", + "During", + "simultaneously", + "hline", + "However", + "mortem", + "paragraph", + "weak" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Secondly", + "Subs", + "originally", + "achen", + "ache", + "kind", + "ock", + "yet", + "Similarly", + "ound", + "ually", + "ingly", + "meanwhile", + "Secondly", + "inations", + "ately", + "tend", + "Assuming", + "Simulation", + "Meanwhile", + "Subs", + "mselves", + "ield" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "kind", + "chem", + "chemical", + "A", + "sub", + "end", + "When", + "Under", + "plain", + "uncle", + "subs", + "poison", + "oint", + "grain", + "under", + "Sick", + "internal", + "Sub", + "evenly", + "ound", + "blank", + "begin", + "This", + "Upon", + "okia", + "To", + "subsection", + "period", + "Such", + "carbon", + "substring" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "An", + "output_checked": true + }, + { + "concept": "subjected", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "was", + "output_checked": true + }, + { + "concept": "cracks", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "phase", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "intermediate", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "A", + "output_checked": true + }, + { + "concept": "alloy", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "ilm", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "from", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "where", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "alloying", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "chemical", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "material", + "output_checked": true + }, + { + "concept": "investigation", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "later", + "output_checked": true + }, + { + "concept": "portion", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "During", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "martens", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "through", + "output_checked": true + }, + { + "concept": "precipitate", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "showed", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "test", + "output_checked": true + }, + { + "concept": "sample", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "within", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "pitting", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "loss", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "rele", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "prong", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "duke", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "was", + "output_checked": true + }, + { + "concept": "cev", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "kih", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "an", + "output_checked": true + }, + { + "concept": "analysis", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "chemical", + "output_checked": true + }, + { + "concept": "showing", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "material", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "metallurgy", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "Areas", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "loss", + "output_checked": true + }, + { + "concept": "austenite", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "intermediate", + "output_checked": true + }, + { + "concept": "between", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "range", + "output_checked": true + }, + { + "concept": "piping", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "revealed", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "test", + "output_checked": true + }, + { + "concept": "exhibiting", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "material", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "An", + "output_checked": true + }, + { + "concept": "feat", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "sunk", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "berk", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "goss", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "loss", + "output_checked": true + }, + { + "concept": "reheat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "outlining", + "output_checked": true + }, + { + "concept": "beat", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "toch", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "test", + "output_checked": true + }, + { + "concept": "olas", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "network", + "output_checked": true + }, + { + "concept": "grud", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "outlining", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Jahres", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "jah", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "through", + "output_checked": true + }, + { + "concept": "Soci", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "URCH", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "chemical", + "output_checked": true + }, + { + "concept": "Bit", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "test", + "output_checked": true + }, + { + "concept": "ques", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "submodule", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "Hov", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "range", + "output_checked": true + }, + { + "concept": "hybrid", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "zone", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "kemudian", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Nearby", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "connected", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-boundary-attack-02__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-boundary-attack-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-boundary-attack-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-boundary-attack-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-boundary-attack-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-boundary-attack-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Chromium-depleted interfacial attack 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Carbide particles decorated the interfaces in heat-affected stainless steel. Immersion testing removed chromium-depleted regions next to those particles while grain interiors remained sound.", + "prompt_tail": "e interfaces in heat-affected stainless steel. Immersion testing removed chromium-depleted regions next to those particles while grain interiors remained sound.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-boundary-attack-03", + "carrier_id": null, + "target_family": "boundary-attack", + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 676, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 395 + }, + { + "label": "corrosion", + "best_rank": 7, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 44 + }, + { + "label": "sensitization", + "best_rank": 3139, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 6309 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "leness", + "ients", + "orry", + "arl", + "persons", + "lle", + "iken", + "them", + "furthermore", + "therefor", + "outh", + "able", + "etc", + "asons", + "asion", + "oses", + "accordingly", + "ikal", + "ammed", + "ependant", + "hereby", + "ossen" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "ii", + "sic", + "d", + "thereof", + "lle", + "t", + "ie", + "gonna", + "wl", + "ff", + "ients", + "zes", + "etc", + "eded", + "l", + "ued", + "wards", + "alike", + "vl", + "centre", + "lly", + "ion", + "ue", + "fty", + "rl", + "ses", + "persons" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "alike", + "etc", + "thru", + "lle", + "sic", + "thru", + "ie", + "etc", + "till", + "anybody", + "ain", + "upto", + "dll", + "btw", + "tambien", + "lly", + "d", + "ients", + "persons", + "thereof", + "anda", + "nth", + "yrs", + "till" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "gonna", + "ided", + "lle", + "thru", + "eded", + "maupun", + "sic", + "zis", + "ewise", + "lli", + "ued", + "edly", + "thereto", + "wl", + "doings", + "ients", + "ses", + "zes", + "udos", + "thru", + "ue", + "ff", + "ited", + "arie", + "pto", + "enal" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "gonna", + "thru", + "eded", + "sic", + "ided", + "forthwith", + "ewise", + "unto", + "lli", + "maupun", + "thence", + "efectu", + "needful", + "bzw", + "mien", + "ue", + "iew", + "plus", + "edly", + "oraz", + "thereto", + "zis", + "selaku", + "ued", + "ients", + "bout" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whilst", + "able", + "gonna", + "alike", + "thru", + "aided", + "assisted", + "ly", + "thereto", + "ided", + "wherein", + "neath", + "thereafter", + "lastly", + "wards", + "towards", + "meanwhile", + "maupun", + "ppo", + "eded", + "Concerning", + "mente", + "zur", + "avel", + "zes", + "lli", + "itta" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "meanwhile", + "thereafter", + "aided", + "likewise", + "maupun", + "however", + "though", + "while", + "midst", + "thereto", + "remained", + "toward", + "maintained", + "further", + "ably", + "noted", + "edly", + "awaiting", + "apiece", + "although", + "continued", + "thence", + "aided", + "able", + "thus", + "hues", + "undisturbed" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "meanwhile", + "likewise", + "furthermore", + "thereto", + "maupun", + "noteworthy", + "midst", + "apiece", + "thus", + "notable", + "Moreover", + "presently", + "toward", + "wherein", + "nor", + "neither", + "moreover", + "thence", + "upon", + "yet", + "edly", + "ewise", + "lacking", + "thereafter", + "purview", + "however" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "maupun", + "noteworthy", + "furthermore", + "bire", + "alike", + "notable", + "thereafter", + "albeit", + "apiece", + "purview", + "employ", + "delineated", + "sowie", + "Moreover", + "meanwhile", + "Moreover", + "hues", + "devoid", + "bolstered", + "Notably", + "preserved", + "employing", + "favored", + "albeit", + "portland", + "withstand", + "Notable" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "isolated", + "bacter", + "preserved", + "dermat", + "undisturbed", + "epidermal", + "delineated", + "specimen", + "epidermis", + "observed", + "substrate", + "intact", + "microscopy", + "subsurface", + "undamaged", + "vasculature", + "dermal", + "isol", + "remarkable", + "distinguished", + "isolate", + "distal", + "egress", + "endothelium", + "dend", + "phyt", + "pristine", + "vitre", + "aseptic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "necrosis", + "surgical", + "selectively", + "vasculature", + "bacter", + "tissue", + "undamaged", + "isolated", + "selective", + "intact", + "resection", + "observed", + "phyt", + "necro", + "undisturbed", + "staining", + "anatomical", + "subsurface", + "epidermal", + "delineated", + "metallurgical", + "surgically", + "histological", + "substrate", + "dermat", + "deline", + "selective", + "surgical" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "necrosis", + "diagnostic", + "damage", + "pathology", + "Damage", + "discoloration", + "isolated", + "bacter", + "diagnosis", + "degradation", + "contamination", + "lesions", + "diagnose", + "undamaged", + "passivation", + "specimen", + "staining", + "dermat", + "lesion", + "diagnostics", + "cytotoxic", + "histological", + "observed", + "tissue", + "exposed", + "laboratory", + "examined", + "tumor", + "damaged" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "necrosis", + "isolated", + "isolate", + "isolating", + "isolates", + "selectively", + "penetrated", + "lesions", + "mitochondrial", + "distinguish", + "danos", + "damage", + "tissue", + "pathology", + "containment", + "Tissue", + "Isolated", + "epidermis", + "epidermal", + "vasculature", + "isolate", + "intact", + "contamination", + "lesion", + "distinguishing", + "Tissue", + "undisturbed" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "isolated", + "isolating", + "undisturbed", + "isolates", + "selectively", + "intact", + "isolate", + "untouched", + "unaffected", + "specimen", + "pathology", + "conclusively", + "confining", + "exoner", + "evidence", + "clinically", + "necrosis", + "metastasis", + "Isolated", + "excised", + "seules", + "isolate", + "unscathed" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Meanwhile", + "whereas", + "Ultimately", + "whilst", + "Consequently", + "Which", + "Furthermore", + "furthermore", + "Nevertheless", + "Meanwhile", + "Whereas", + "which", + "ultimately", + "meanwhile", + "Ultimately", + "whereas", + "neither", + "Afterwards", + "further", + "Neither", + "whereupon", + "Finally", + "Fortunately", + "Conversely", + "both", + "Interestingly", + "while", + "Moreover", + "whence", + "fortunately" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Meanwhile", + "Consequently", + "Furthermore", + "furthermore", + "Conversely", + "Ultimately", + "Also", + "whereas", + "Yet", + "Nevertheless", + "Meanwhile", + "Ultimately", + "Afterwards", + "Consequently", + "Conversely", + "Similarly", + "Because", + "Moreover", + "Moreover", + "Similarly", + "meanwhile", + "Eventually", + "Likewise", + "whereas", + "Finally", + "Likewise", + "Whereas", + "Which", + "Subsequently", + "However", + "Then" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Meanwhile", + "Conversely", + "Similarly", + "Similarly", + "meanwhile", + "furthermore", + "Conversely", + "conversely", + "Also", + "whereas", + "Meanwhile", + "Consequently", + "Afterwards", + "Then", + "Moreover", + "Yet", + "Nevertheless", + "Otherwise", + "likewise", + "Furthermore", + "Likewise", + "Secondly", + "Ultimately", + "Simultaneously", + "Finally", + "Eventually", + "Subsequently", + "Consequently", + "Likewise", + "whereas", + "else" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "conversely", + "Meanwhile", + "meanwhile", + "Finally", + "Conversely", + "They", + "Conversely", + "furthermore", + "Yet", + "Furthermore", + "Finally", + "Similarly", + "whereas", + "Nevertheless", + "Meanwhile", + "tandis", + "Equally", + "However", + "Their", + "consequently", + "secondly", + "Afterwards", + "therefore", + "finally", + "Therefore", + "During", + "Similarly", + "Secondly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "They", + "Meanwhile", + "Their", + "Their", + "They", + "Yet", + "meanwhile", + "Conversely", + "Conversely", + "conversely", + "Yet", + "Meanwhile", + "However", + "Therefore", + "Consequently", + "Consequently", + "theirs", + "Lately", + "whereas", + "Thus", + "Afterwards", + "Hence", + "Finally", + "Nevertheless", + "During" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Consequently", + "Conversely", + "Therefore", + "Their", + "Conversely", + "They", + "Consequently", + "conversely", + "Yet", + "whereas", + "Their", + "Furthermore", + "Hence", + "During", + "accordingly", + "Yet", + "meanwhile", + "While", + "Recently", + "Shouldn", + "therefore", + "Thus", + "During", + "Therefore" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Therefore", + "Consequently", + "Meanwhile", + "Conversely", + "Their", + "conversely", + "They", + "Hence", + "Yet", + "While", + "Consequently", + "therefore", + "During", + "Conversely", + "Furthermore", + "accordingly", + "Their", + "whereas", + "welds", + "Therefore", + "Recent", + "Recently", + "During", + "Findings", + "Similarly" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Conversely", + "Consequently", + "Furthermore", + "conversely", + "etch", + "Therefore", + "Conversely", + "Hence", + "Yet", + "They", + "While", + "Secondly", + "However", + "Consequently", + "Likewise", + "sted", + "Similarly", + "Meanwhile", + "welds", + "Then", + "During", + "Metal", + "Though", + "Afterwards", + "Corrosion", + "Unless", + "Pourtant", + "Yet" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "etch", + "annealing", + "conversely", + "Conversely", + "welds", + "Welding", + "Corrosion", + "weld", + "Conversely", + "grains", + "Therefore", + "heat", + "Mere", + "etch", + "holtz", + "corrosion", + "etching", + "etches", + "ield", + "ingly", + "andet", + "Yet", + "heating", + "heated", + "Streams", + "metallurgical", + "Grain", + "oys" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "etch", + "annealing", + "welds", + "heat", + "Welding", + "ingly", + "uct", + "Yet", + "ufs", + "conversely", + "metal", + "weld", + "steel", + "Therefore", + "surface", + "Corrosion", + "sted", + "Conversely", + "holtz", + "etches", + "ield", + "Yet", + "UMENT", + "Steel", + "heating", + "ould", + "ANDS" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "etch", + "heating", + "sted", + "annealing", + "heat", + "ATHER", + "ingly", + "steel", + "heated", + "haft", + "bm", + "Healthy", + "Secondly", + "ufs", + "Steel", + "Streams", + "ENDING", + "ullah", + "stwa", + "heater", + "ould", + "othing", + "uct", + "Yet", + "ounding", + "melt", + "wich" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Grain", + "end", + "Heat", + "The", + "This", + "Anne", + "Diss", + "he", + "meet", + "Heating", + "Corrosion", + "In", + "steel", + "stand", + "st", + "set", + "Materials", + "Health", + "A", + "Surface", + "Drilling", + "Upon", + "Nan", + "side", + "annealing", + "stm", + "Heavy", + "Welding", + "heat", + "Under", + "heating", + "An" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 106678, + 46521, + 48624, + 88039, + 75678, + 114749, + 36404, + 38254, + 3289, + 2210, + 1177, + 1955, + 677, + 11788, + 36000, + 80681, + 128028, + 95803, + 110871, + 10880, + 3179, + 1563, + 1685, + 1480, + 3432, + 2533 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 107722, + 174598, + 148168, + 212997, + 227754, + 118165, + 34835, + 41835, + 39222, + 917, + 333, + 36, + 619, + 26499, + 48680, + 44610, + 58554, + 14770, + 11068, + 248, + 40, + 27, + 8, + 20, + 254, + 15 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 140286, + 166507, + 126453, + 139117, + 157399, + 146298, + 204492, + 104406, + 155142, + 21221, + 18356, + 3140, + 28078, + 51060, + 120051, + 99064, + 62677, + 45925, + 33226, + 29235, + 16127, + 56608, + 63492, + 70941, + 30963, + 54882 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 125658, + 138615, + 106451, + 180679, + 68654, + 57885, + 4929, + 9869, + 52553, + 5762, + 640, + 396, + 759, + 450 + ] + }, + { + "label": "corrosion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 200034, + 260035, + 250039, + 168233, + 127648, + 81498, + 147230, + 236974, + 87522, + 995, + 223, + 157, + 127, + 45 + ] + }, + { + "label": "sensitization", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 240652, + 241414, + 123561, + 117306, + 56914, + 139437, + 152677, + 6310, + 52972, + 134191, + 103143, + 178405, + 160376, + 148135 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "these", + "score": 18.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ide", + "output_checked": true + }, + { + "concept": "whereas", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "next", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "ersion", + "output_checked": true + }, + { + "concept": "and", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "areas", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "those", + "output_checked": true + }, + { + "concept": "during", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "unaffected", + "score": 8.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "oxide", + "score": 8.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "zones", + "score": 8.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "removal", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "removed", + "output_checked": true + }, + { + "concept": "exposing", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "dep", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 6.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "also", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "was", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "between", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "are", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "treatment", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "seawater", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ersion", + "output_checked": true + }, + { + "concept": "neighbors", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "nearby", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "integrity", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sound", + "output_checked": true + }, + { + "concept": "alike", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "those", + "output_checked": true + }, + { + "concept": "showed", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ersion", + "output_checked": true + }, + { + "concept": "gave", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "testing", + "output_checked": true + }, + { + "concept": "CheckBox", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Car", + "output_checked": true + }, + { + "concept": "These", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "welds", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "to", + "output_checked": true + }, + { + "concept": "nuclei", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "observed", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "necrosis", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "throughout", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "which", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "next", + "output_checked": true + }, + { + "concept": "this", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "testing", + "output_checked": true + }, + { + "concept": "alongside", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "decorated", + "output_checked": true + }, + { + "concept": "sections", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "leted", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "fighters", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ide", + "output_checked": true + }, + { + "concept": "dioxide", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "b", + "output_checked": true + }, + { + "concept": "carbides", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "those", + "output_checked": true + }, + { + "concept": "coatings", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ide", + "output_checked": true + }, + { + "concept": "surface", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "revealed", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "testing", + "output_checked": true + }, + { + "concept": "nanoscale", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "decorated", + "output_checked": true + }, + { + "concept": "micrographs", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "thermal", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "scientific", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Imm", + "output_checked": true + }, + { + "concept": "chemically", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "intact", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "mineralization", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "erosion", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "while", + "output_checked": true + }, + { + "concept": "ornamentation", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "decorated", + "output_checked": true + }, + { + "concept": "damaging", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "while", + "output_checked": true + }, + { + "concept": "numerous", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "contexts", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Imm", + "output_checked": true + }, + { + "concept": "several", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "removed", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "next", + "output_checked": true + }, + { + "concept": "various", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "in", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "undos", + "ervan", + "Kwa", + "anque", + "punkte", + "quantos", + "trump", + "wand", + "Hail", + "addRow", + "cred", + "ratchet" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "Cann", + "trem", + "grac", + "Beg", + "Sob", + "rid", + "prof", + "stir", + "dim", + "lev", + "Tons", + "Mannes", + "pres", + "Cole", + "reu", + "Yuk", + "Prote", + "olyte", + "Pres" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "pres", + "phones", + "prof", + "dim", + "trem", + "lev", + "stir", + "grac", + "ums", + "tons", + "val", + "Pres", + "ins", + "nab", + "inds", + "blot", + "Cann", + "champ", + "Beg", + "jos", + "Dru", + "chum", + "cl" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "def", + "ilj", + "fam", + "dim", + "tun", + "tene", + "chum", + "champ", + "bod", + "ilg", + "ran", + "essional", + "tons", + "tek", + "bits", + "grac", + "ums", + "val", + "trem" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "grac", + "fam", + "dim", + "tene", + "ran", + "tfrac", + "tons", + "essional", + "resc", + "brink", + "ago", + "lev", + "Spot", + "olyte", + "bod", + "chum", + "ilj", + "bog", + "Mani", + "Grac" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "WOR", + "side", + "yn", + "sn", + "amb", + "sulph", + "fin", + "Vo", + "icot", + "susp", + "oben", + "sning", + "s", + "hst", + "atus", + "fields", + "det", + "ORS", + "ilers", + "ling", + "VERE", + "Cv", + "Wor", + "setia" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "kick", + "Sol", + "HI", + "valued", + "bro", + "tool", + "tools", + "trading", + "Green", + "rem", + "sning", + "select", + "mech", + "cares", + "MI", + "NRC" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tool", + "tools", + "Select", + "trading", + "sol", + "kick", + "select", + "Green", + "HI", + "dad", + "rem", + "demos", + "duct", + "valued", + "mech", + "linear", + "OM", + "tail", + "NRC", + "simple", + "Sol" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "Green", + "tools", + "select", + "tool", + "sol", + "kick", + "Sol", + "Select", + "bro", + "HI", + "common", + "record", + "trading", + "mech", + "linear", + "lives", + "nop", + "tail", + "uct" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "linear", + "select", + "sus", + "common", + "trading", + "Green", + "criteria", + "tool", + "GRAD", + "subject", + "fetch", + "tools", + "ettle", + "greeting", + "side", + "OOSE", + "contact", + "switch", + "Common", + "proj", + "locks", + "greet", + "delegate" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "linear", + "Greet", + "trading", + "greet", + "ettle", + "Tos", + "locks", + "Select", + "data", + "Listener", + "tool", + "switch", + "fetch", + "WI", + "listener", + "proj", + "cata", + "TI", + "greeting", + "solver", + "lock", + "tools", + "recht" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "rion", + "BAG", + "erme", + "epar", + "elson", + "bag", + "ME", + "este", + "rimer", + "densely", + "SEED", + "grid", + "sang", + "odora", + "Def", + "bag", + "tech", + "Kle", + "beat", + "dense", + "Beat", + "tread", + "SCF", + "issel" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "lick", + "enem", + "cribable", + "slutt", + "restart", + "pickle", + "adet", + "shake", + "dictionaries", + "milion", + "vender", + "httpClient", + "dicht", + "wdir", + "BackendAuth", + "blas", + "Restart", + "pick", + "boss" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "rivol", + "ayet", + "ogado", + "grud", + "dzie", + "brus", + "golfer", + "grudge", + "Brus", + "deka", + "solle", + "cour", + "bookshelf", + "DEL", + "presse", + "assol", + "rele" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "dabei", + "logique", + "prong", + "logic", + "ausge", + "lli", + "ques", + "verme", + "logical", + "etli", + "erves", + "aisl", + "verw", + "Jahres" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "afect", + "spf", + "lewat", + "spf", + "ham", + "verw", + "osp", + "ounced", + "wir", + "duke", + "argumentation", + "berd", + "lli", + "ectors", + "Stein", + "morally", + "sped", + "lasm", + "opf", + "alyse", + "soil", + "mares", + "argument", + "welt", + "idic", + "adillo" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "spf", + "penj", + "baik", + "ips", + "harmed", + "opf", + "parquet", + "ilm", + "individual" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "Otherwise", + "unders", + "meanwhile", + "vice", + "spurt", + "streetlight", + "fileupload", + "interrog", + "postnatal", + "lewat", + "baliknya", + "justru" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Meanwhile", + "Conversely", + "meanwhile", + "Similarly", + "Secondly", + "Meanwhile", + "Thus", + "Conversely", + "However", + "Therefore", + "Likewise", + "alike", + "Similarly", + "Moreover", + "Simultaneously", + "Consequently", + "Nevertheless", + "Lastly", + "whereas", + "Together", + "Others", + "Conclusion", + "Thankfully", + "Their", + "Furthermore", + "nevertheless", + "Luckily" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Conversely", + "accordingly", + "Meanwhile", + "meanwhile", + "Consequently", + "Conversely", + "Furthermore", + "Moreover", + "Therefore", + "conversely", + "Similarly", + "Others", + "Unless", + "Thus", + "Their", + "Mechanical", + "Additionally" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Conversely", + "accordingly", + "therefore", + "Therefore", + "Consequently", + "conversely", + "metallurgical", + "therefore", + "Furthermore", + "Similarly", + "Moreover", + "Meanwhile", + "Conversely", + "swell", + "Unless", + "Likewise", + "holtz", + "Mechanical", + "meanwhile", + "Thus", + "Moreover", + "Additionally" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Conversely", + "conversely", + "Otherwise", + "Furthermore", + "Consequently", + "Conversely", + "Similarly", + "accordingly", + "Secondly", + "Consequently", + "Likewise", + "sted", + "Therefore", + "etch", + "metallurgical", + "Unless", + "annealing", + "Otherwise", + "ingly", + "Additionally", + "metallurgy", + "furthermore", + "Likewise", + "Additionally", + "Meanwhile", + "Secondly", + "Unless" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "conversely", + "Conversely", + "etch", + "grains", + "Conversely", + "Grain", + "grain", + "annealing", + "Likewise", + "grain", + "Grain", + "secondly", + "ingly", + "ructure", + "Secondly", + "heated", + "ioxide", + "Similarly", + "Subs", + "etching", + "sted", + "Therefore", + "etches", + "Judging", + "Steel", + "heater" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "conversely", + "secondly", + "Grain", + "Conversely", + "sted", + "ingly", + "Secondly", + "Therefore", + "Steel", + "Grain", + "Secondly", + "annealing", + "grain", + "etch", + "Likewise", + "grain", + "urally", + "grains", + "Similarly", + "steel", + "Conversely", + "reheating", + "eding", + "metal", + "Yet", + "THAN", + "Beginning" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "sted", + "Secondly", + "Secondly", + "Of", + "iously", + "secondly", + "ingly", + "Ahead", + "ullah", + "aterials", + "During", + "Conversely", + "conversely", + "Until", + "urally", + "ENDING", + "Therefore", + "ioxide", + "Within", + "ound", + "therefore", + "aneously", + "Consequently", + "huh", + "By" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Grain", + "end", + "The", + "grain", + "grain", + "Heat", + "This", + "When", + "However", + "Grain", + "Upon", + "Lubric", + "In", + "Under", + "Materials", + "Mechanical", + "side", + "annealing", + "Anne", + "Structure", + "Furthermore", + "Nuclear", + "Diss", + "Material", + "Stainless", + "Noise", + "He", + "Such", + "Secondly", + "Welding", + "steel", + "Corrosion" + ] + } + ], + "logit_surprising": [ + { + "concept": "these", + "score": 13.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ausge", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Car", + "output_checked": true + }, + { + "concept": "zones", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "those", + "output_checked": true + }, + { + "concept": "are", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "between", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "surface", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "oxide", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "God", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "in", + "output_checked": true + }, + { + "concept": "ilm", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "decorated", + "output_checked": true + }, + { + "concept": "areas", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "affected", + "output_checked": true + }, + { + "concept": "unaffected", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "treatment", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "during", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "grud", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "spf", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "showed", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "testing", + "output_checked": true + }, + { + "concept": "ScrollView", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Car", + "output_checked": true + }, + { + "concept": "carburetor", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "b", + "output_checked": true + }, + { + "concept": "weld", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "carbides", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "those", + "output_checked": true + }, + { + "concept": "coatings", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ide", + "output_checked": true + }, + { + "concept": "revealed", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "testing", + "output_checked": true + }, + { + "concept": "formed", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "boundary", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "dieu", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "roar", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "next", + "output_checked": true + }, + { + "concept": "clickable", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "afect", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ips", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "while", + "output_checked": true + }, + { + "concept": "swam", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ersion", + "output_checked": true + }, + { + "concept": "various", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "in", + "output_checked": true + }, + { + "concept": "whereas", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "welds", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "exposing", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "while", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "ersion", + "output_checked": true + }, + { + "concept": "leaving", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "while", + "output_checked": true + }, + { + "concept": "nanocom", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "These", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "revealing", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Despite", + "score": 2.0, + "best_rank": 5, + "best_depth": 90.2, + "near_token": "sound", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Car", + "output_checked": true + }, + { + "concept": "kuri", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "decorated", + "output_checked": true + }, + { + "concept": "ord", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "testing", + "output_checked": true + }, + { + "concept": "fam", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "leted", + "output_checked": true + }, + { + "concept": "Kline", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "ello", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "ostat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "decorated", + "output_checked": true + }, + { + "concept": "kik", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "affected", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "golfer", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "while", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "decorated", + "output_checked": true + }, + { + "concept": "viol", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "brus", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "regions", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "OMA", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "b", + "output_checked": true + }, + { + "concept": "dazu", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "stainless", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-boundary-attack-03__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-boundary-attack-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-boundary-attack-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-boundary-attack-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-boundary-attack-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-boundary-attack-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Chromium-depleted interfacial attack 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A stainless vessel received an improper post-weld thermal cycle. In service, fissures traced the polygonal grain-edge network instead of cutting through the crystallites.", + "prompt_tail": "s vessel received an improper post-weld thermal cycle. In service, fissures traced the polygonal grain-edge network instead of cutting through the crystallites.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 32 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-boundary-attack-04", + "carrier_id": null, + "target_family": "boundary-attack", + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 888, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 10201 + }, + { + "label": "corrosion", + "best_rank": 428, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 3134 + }, + { + "label": "sensitization", + "best_rank": 4425, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 44347 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "etc", + "ients", + "orry", + "them", + "lle", + "oraz", + "leness", + "furthermore", + "therefor", + "outh", + "arl", + "likewise", + "nto" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "ie", + "outh", + "ii", + "ses", + "guys", + "basically", + "lle", + "etc", + "them", + "sic", + "lly", + "nto", + "t", + "d", + "wards", + "hence", + "dia", + "nty", + "eded", + "leness", + "zis", + "ids", + "ients", + "fty", + "mann", + "yeah", + "wie" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "guys", + "basically", + "yeah", + "maybe", + "etc", + "wanna", + "till", + "anybody", + "thats", + "gotta", + "maybe", + "upto", + "outh", + "wards", + "etc", + "info", + "guy", + "alike", + "ain", + "them", + "yeah", + "btw", + "Thats", + "wich", + "atleast", + "guys", + "ie" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "gonna", + "ided", + "leness", + "zis", + "outh", + "alike", + "guy", + "ewise", + "olas", + "eyer", + "agy", + "udos", + "dia", + "pto", + "oides", + "woods", + "ogt", + "ued", + "oids", + "fts", + "onis", + "ossen", + "anty", + "udas", + "oths", + "ndo", + "tics", + "abets", + "ions", + "oney", + "ients" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "ided", + "alike", + "wards", + "anybody", + "ised", + "guy", + "hence", + "basically", + "zis", + "till", + "whilst", + "ewise", + "olas", + "regards", + "afterwards", + "dia", + "eded", + "leness", + "organise", + "drauf", + "doings", + "ie", + "iew", + "guys", + "colours", + "lli", + "centre", + "ct", + "arge", + "oney" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whilst", + "afterwards", + "which", + "gonna", + "Yeah", + "anybody", + "they", + "towards", + "hence", + "whereas", + "tyre", + "anyways", + "Whilst", + "basically", + "ppo", + "nowadays", + "judgement", + "ided", + "ised", + "wards", + "Also", + "everybody", + "jes", + "bunch", + "arte", + "assisted", + "meanwhile", + "whoever", + "leigh" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "whilst", + "later", + "rather", + "nearer", + "which", + "they", + "thence", + "wards", + "however", + "although", + "though", + "apparently", + "afterwards", + "theirs", + "Whilst", + "whereupon", + "the", + "themselves", + "merely", + "Whilst", + "apiece", + "ised", + "ising", + "neighbouring", + "favoured", + "surm", + "their", + "favour", + "hence", + "whereas", + "nearby" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whereas", + "hence", + "whilst", + "merely", + "rather", + "altogether", + "furthermore", + "thus", + "thence", + "thereto", + "thereby", + "ought", + "moulded", + "neither", + "alike", + "whereas", + "Moreover", + "belonged", + "meanwhile", + "hitherto", + "Whilst", + "moreover", + "whence", + "whereupon", + "latter", + "regarded", + "utti", + "which", + "therefore", + "itory", + "nor", + "sequently" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "merely", + "rather", + "whilst", + "mould", + "albeit", + "favoured", + "whereas", + "moulded", + "trac", + "realising", + "altogether", + "Colour", + "ised", + "viz", + "Whilst", + "latter", + "hence", + "fibres", + "rather", + "coloured", + "pigmentation", + "resulted", + "realised", + "agglomer", + "neath", + "arty", + "odour", + "delineated", + "albeit", + "wards" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subsurface", + "fungal", + "substrate", + "plast", + "trench", + "trac", + "metallurgical", + "fracturing", + "molecular", + "nematode", + "scarring", + "xylem", + "brittle", + "lith", + "fungus", + "elongated", + "lignin", + "mottled", + "microscopic", + "epidermal", + "deform", + "cartilage", + "hypoxia", + "mortem", + "pigmentation", + "meniscus", + "subterranean", + "characteristic", + "polymer", + "aberr", + "etching", + "laminar" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "structural", + "subsurface", + "merely", + "substrate", + "structurally", + "patterning", + "characteristic", + "deform", + "aberr", + "anatomical", + "necrosis", + "epidermal", + "fracturing", + "molecular", + "morphology", + "trac", + "elongated", + "coloration", + "scarring", + "serpentine", + "failure", + "delineated", + "laminar", + "xylem", + "pendicular", + "staining", + "distal", + "symptomatic", + "cuticle", + "delineation", + "subterranean", + "observed" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "necrosis", + "failure", + "morphology", + "symptomatic", + "subsurface", + "scarring", + "indicating", + "cuticle", + "characteristic", + "substrate", + "staining", + "pathology", + "indicative", + "coloration", + "pathogenesis", + "histological", + "xylem", + "bacter", + "structural", + "diagnose", + "epidermal", + "observed", + "formation", + "defects", + "suggesting", + "deform", + "adhesion", + "metastasis", + "necro", + "mortem", + "surface", + "symptoms" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "distinguishing", + "characteristic", + "indicating", + "suggesting", + "indicative", + "characteristics", + "distinguish", + "morphology", + "characterizing", + "patterning", + "pattern", + "differentiation", + "differentiating", + "characterize", + "microstructure", + "preferentially", + "cuticle", + "intramolecular", + "typology", + "xylem", + "apparently", + "differentiate", + "differentiated", + "implying", + "coloration", + "suggestive", + "fatally", + "epidermal" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "suggesting", + "characteristic", + "indicative", + "distinguishing", + "implying", + "apparently", + "suggestive", + "pattern", + "distinguish", + "specificity", + "phenotype", + "Apparently", + "xylem", + "indicate", + "indicates", + "distinguished", + "type", + "characteristics", + "describe", + "suggests", + "unusual", + "interpreted", + "morphology", + "characterizing", + "intramolecular", + "typology" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "suggesting", + "reportedly", + "which", + "demonstrating", + "during", + "subsequently", + "indicating", + "simultaneously", + "During", + "characterized", + "publicly", + "During", + "showcasing", + "impacting", + "characterizing", + "this", + "notably", + "concurrently", + "causing", + "utilizing", + "significantly", + "successfully", + "evidenced", + "Notably", + "making", + "resulting", + "threatening", + "whereupon", + "necessitating", + "suggests", + "primarily" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "During", + "Furthermore", + "Also", + "During", + "Consequently", + "Similarly", + "Simultaneously", + "Their", + "Ultimately", + "Subsequently", + "furthermore", + "Specifically", + "Similarly", + "Conversely", + "Previously", + "Afterwards", + "This", + "Then", + "Because", + "Meanwhile", + "Recently", + "Furthermore", + "Likewise", + "Therefore", + "Currently", + "Their", + "Consequently", + "They", + "Its", + "Also", + "Upon", + "Its" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Similarly", + "furthermore", + "Also", + "Conversely", + "Simultaneously", + "Then", + "During", + "Meanwhile", + "Similarly", + "Subsequently", + "Afterwards", + "Consequently", + "meanwhile", + "Afterward", + "They", + "whereas", + "During", + "Currently", + "Furthermore", + "Likewise", + "Conversely", + "conversely", + "This", + "Yet", + "Recently", + "Previously", + "Subsequent", + "Its", + "Their", + "Moreover", + "Again" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "During", + "They", + "Their", + "During", + "meanwhile", + "furthermore", + "Their", + "Simultaneously", + "Meanwhile", + "theirs", + "conversely", + "They", + "Equally", + "Afterward", + "Yet", + "lately", + "Lately", + "Similarly", + "they", + "This", + "Furthermore", + "Though", + "Its", + "These", + "Also", + "Such" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "mselves", + "They", + "Their", + "Their", + "During", + "During", + "Its", + "theirs", + "Lately", + "They", + "olerance", + "Yours", + "This", + "Its", + "Today", + "Unless", + "Unless", + "Thus", + "Meanwhile", + "Consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Their", + "This", + "Its", + "They", + "During", + "mselves", + "Its", + "Meanwhile", + "There", + "During", + "Their", + "Consequently", + "Today", + "Within", + "Hence", + "Along", + "Recent", + "Compared", + "Conversely", + "Yours", + "Lately", + "Therefore", + "Furthermore" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Consequently", + "Their", + "They", + "Its", + "Recent", + "There", + "During", + "Lately", + "Its", + "Their", + "Meanwhile", + "Consequently", + "Therefore", + "Hence", + "During", + "Recently", + "Today", + "Within", + "Upon", + "Conversely", + "This", + "Recent", + "theirs", + "mselves" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Consequently", + "Hence", + "They", + "Conversely", + "conversely", + "Its", + "Upon", + "Unless", + "Likewise", + "Therefore", + "Welcome", + "Furthermore", + "Their", + "Needs", + "LessThan", + "Consequently", + "Dieser", + "Dieses", + "Threats", + "txt", + "Historically", + "However", + "Conversely" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "umno", + "Therefore", + "exceptions", + "Exceptions", + "json", + "Welcome", + "LessThan", + "essa", + "This", + "Meanwhile", + "Arguments", + "balls", + "UMENT", + "ipsis" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Exceptions", + "Arguments", + "UMENT", + "othesis", + "Subs", + "Therefore", + "Please", + "This", + "ument", + "coli", + "exceptions", + "ufs", + "THAN", + "umno", + "ular", + "Tumor", + "opy", + "wich", + "kidding", + "orini", + "LessThan", + "ULAR", + "Repeat", + "Detail", + "ocond", + "Copies" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Subs", + "uch", + "exceptions", + "Exceptions", + "Arguments", + "Subs", + "subs", + "Arguments", + "Allow", + "Subsection", + "ivities", + "ipation", + "Assumptions", + "ULAR", + "Welcome", + "UMENT", + "amers", + "ular", + "Diss", + "Repeat", + "Subsection" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "exceptions", + "subs", + "ular", + "when", + "This", + "geom", + "uch", + "substring", + "py", + "itemize", + "union", + "new", + "fs", + "sub", + "substrate", + "jpg", + "Diss", + "size", + "iss", + "unn", + "event", + "approved", + "ioxide", + "When", + "jpeg", + "unsafe", + "internal", + "progress", + "black", + "Sub", + "fail", + "This" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 132917, + 80519, + 53129, + 43447, + 38180, + 93981, + 10959, + 81062, + 2549, + 3597, + 1589, + 889, + 1034, + 4005, + 68146, + 163673, + 182040, + 72465, + 108486, + 86187, + 68004, + 79042, + 80136, + 94439, + 102536, + 42083 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 102140, + 151908, + 79265, + 123010, + 175426, + 15555, + 9735, + 29805, + 20276, + 855, + 1628, + 429, + 2016, + 15977, + 64631, + 40755, + 28531, + 8772, + 3619, + 1222, + 1200, + 4959, + 6495, + 12494, + 13475, + 1268 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 186719, + 139804, + 97302, + 57658, + 104254, + 52023, + 132407, + 37828, + 59665, + 44403, + 34849, + 4426, + 23056, + 17196, + 131819, + 118654, + 74622, + 35350, + 22942, + 15992, + 11423, + 88788, + 218163, + 142045, + 119314, + 148660 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 57440, + 80954, + 48678, + 162163, + 107035, + 48665, + 10202, + 16592, + 55728, + 25718, + 32487, + 16263, + 30168, + 34424 + ] + }, + { + "label": "corrosion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 181624, + 261779, + 236079, + 180772, + 34569, + 22640, + 51508, + 147664, + 15968, + 5229, + 3135, + 24557, + 18022, + 10459 + ] + }, + { + "label": "sensitization", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 236161, + 176205, + 83441, + 162163, + 44348, + 192882, + 226448, + 61754, + 55295, + 55465, + 54496, + 143873, + 230440, + 145864 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "welding", + "score": 18.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "eld", + "output_checked": true + }, + { + "concept": "because", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ",", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 14.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "received", + "output_checked": true + }, + { + "concept": "within", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "traced", + "output_checked": true + }, + { + "concept": "grains", + "score": 8.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "several", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "received", + "output_checked": true + }, + { + "concept": "them", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "through", + "output_checked": true + }, + { + "concept": "cleanup", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "post", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "being", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "During", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "treatment", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "thermal", + "output_checked": true + }, + { + "concept": "themselves", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "traced", + "output_checked": true + }, + { + "concept": "cleaning", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "substandard", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "improperly", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "chemical", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "was", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "vessel", + "output_checked": true + }, + { + "concept": "subsequently", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "In", + "output_checked": true + }, + { + "concept": "contours", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "herbicide", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "an", + "output_checked": true + }, + { + "concept": "causing", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "cycle", + "output_checked": true + }, + { + "concept": "across", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "during", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "received", + "output_checked": true + }, + { + "concept": "became", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "sections", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "began", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "instead", + "output_checked": true + }, + { + "concept": "This", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "contamination", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "received", + "output_checked": true + }, + { + "concept": "parenchyma", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "acidic", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "cracks", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "appeared", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "back", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "traced", + "output_checked": true + }, + { + "concept": "propagating", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "failure", + "score": 3.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "service", + "output_checked": true + }, + { + "concept": "remediation", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "In", + "output_checked": true + }, + { + "concept": "necrosis", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "lattice", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "network", + "output_checked": true + }, + { + "concept": "patterning", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "instead", + "output_checked": true + }, + { + "concept": "blade", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "recovery", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cycle", + "output_checked": true + }, + { + "concept": "investigation", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "traced", + "output_checked": true + }, + { + "concept": "cytoplasm", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "cutter", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "indicating", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "massacre", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "photography", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "this", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "exposure", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "deployment", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "post", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "w", + "output_checked": true + }, + { + "concept": "bodysuit", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "areas", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "edge", + "output_checked": true + }, + { + "concept": "exemplifies", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "vessel", + "output_checked": true + }, + { + "concept": "photoshoot", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "sealant", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "consequence", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "In", + "output_checked": true + }, + { + "concept": "used", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "vessel", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "quantos", + "nada", + "Hail", + "ervan", + "punkte", + "wand", + "Kwa", + "yclerView", + "ynitrite", + "cro", + "trump" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "grac", + "opat", + "rid", + "trem", + "Blanch", + "tons", + "lev", + "Beg", + "Mannes", + "blot", + "Prote", + "Sob", + "dim", + "ment", + "stir", + "Bog", + "ving", + "olyte", + "gr" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "trem", + "Dru", + "grac", + "tun", + "rid", + "bab", + "lev", + "plo", + "Mannes", + "chn", + "prof", + "opat", + "ving", + "reu", + "Blanch", + "tons", + "nab", + "dim", + "Bel", + "blot", + "hush" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Reis", + "reu", + "chum", + "onn", + "tfrac", + "resc", + "grac", + "ilj", + "def", + "tun", + "essional", + "bog", + "dim", + "trem", + "JI", + "nguy" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "grac", + "Reis", + "chum", + "ago", + "nguy", + "yli", + "essional", + "tfrac", + "ilj", + "dim", + "Mani", + "Mannes", + "ilers", + "ingt", + "champ", + "Khud", + "eau", + "Bog", + "resc", + "Cil" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "side", + "WOR", + "ilers", + "rem", + "Vo", + "hst", + "yn", + "ORS", + "sn", + "oben", + "rocin", + "bund", + "susp", + "atus", + "idence", + "icot", + "sag", + "ain", + "ling", + "illing", + "hely" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "trading", + "sol", + "ME", + "Green", + "DEP", + "bro", + "HI", + "duct", + "Er", + "dal", + "seq", + "das", + "Sol", + "serial", + "dad", + "lim", + "kick", + "turbo", + "remen", + "don" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "HI", + "sol", + "tools", + "dal", + "turbo", + "trading", + "bro", + "dad", + "remen", + "Select", + "tool", + "tail", + "das", + "Vo", + "don", + "demos" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "sol", + "Green", + "Select", + "tools", + "HI", + "record", + "Sol", + "rem", + "blank", + "simple", + "duct", + "select", + "nop", + "demos", + "tool", + "proj", + "d" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "linear", + "ettle", + "sus", + "Green", + "select", + "var", + "proj", + "data", + "fetch", + "lives", + "dynamic", + "OOSE", + "subject", + "felt", + "RECE", + "calls", + "Greeting", + "locks", + "greet", + "sol" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "listener", + "RECE", + "data", + "greet", + "tit", + "fetch", + "GetData", + "proj", + "CERT", + "Greet", + "locks", + "calls", + "locks", + "CUSTOM", + "gri", + "SECURITY", + "subject", + "resolve", + "Tos", + "capitalize", + "Resolve", + "greeting", + "credits", + "Listener", + "Select", + "linear" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "yd", + "alh", + "bag", + "lewat", + "scat", + "llan", + "mind", + "hedra", + "rambling", + "erat", + "utam", + "gestaltung", + "podcast" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "kulit", + "akati", + "slutt", + "abilecek", + "dikenal", + "processes", + "grudge", + "cama", + "pick", + "miasta", + "mengenal", + "overlapping", + "ville", + "recou", + "pelanggan" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "brus", + "brushing", + "owes", + "grud", + "assol", + "ogado", + "dikenal", + "God", + "chut", + "Brus", + "brush", + "akir" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "tier", + "ques", + "Jahres", + "Proj", + "prong", + "smith", + "ausge", + "igste", + "ired", + "should", + "jah", + "bitwise", + "logic", + "affection", + "tier", + "Nah", + "Sliced", + "azimuth" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "ospel", + "tier", + "gaard", + "afect", + "ectors", + "casilla", + "welt", + "wir", + "idic", + "wij", + "fection", + "azimuth", + "gpio", + "andolo", + "widers", + "ausge", + "altung", + "ham", + "ycz", + "kata", + "Stein", + "vorher", + "tti", + "halk", + "ques", + "Versions" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "rescences", + "serp", + "spf", + "baik", + "ilm", + "ectors", + "mediana", + "plague" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "boil", + "flourish", + "symptom", + "Symptoms", + "Rosenthal", + "fileupload", + "Sympt", + "cantilever", + "Died", + "indoors", + "Worked", + "unders", + "slash", + "slit", + "troubleshooting", + "meteor" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "mselves", + "Viewing", + "Symptoms", + "Observed", + "Sympt", + "viewing", + "Same", + "Troubles", + "Simultaneously", + "in", + "During", + "Weekly", + "Subs", + "observed", + "Within", + "Subs", + "nThe", + "This", + "during", + "Similarly", + "During", + "Thus" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Its", + "meanwhile", + "Simultaneously", + "mselves", + "This", + "Its", + "Symptoms", + "Observed", + "Decline", + "During", + "Subsequent", + "Subsequently", + "Their" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Consequently", + "Upon", + "Symptoms", + "ipsis", + "Recent", + "therefore", + "During", + "Immediately", + "Findings", + "Its", + "Recently", + "Bunun", + "Its", + "During", + "Historically", + "Yours" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "This", + "conversely", + "During", + "Upon", + "Historically", + "Subs", + "Similarly", + "txt", + "versa", + "Normally", + "Traditionally", + "Mechanism", + "Initially", + "Simultaneously", + "Otherwise", + "Unlike", + "Except", + "Supplies", + "ipsis", + "During", + "htm", + "Likewise" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "json", + "This", + "Allow", + "Meanwhile", + "versa", + "Mechanism", + "Subs", + "conversely", + "letas", + "ingly", + "Secondly", + "Therefore", + "ipynb", + "Exceptions", + "During", + "Repeat", + "Format", + "These", + "Subs", + "ingale" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "During", + "Assuming", + "Subs", + "Meanwhile", + "Diss", + "Therefore", + "These", + "json", + "Repeat", + "Secondly", + "Subs", + "Both", + "During", + "Allow", + "versa", + "Previously", + "They", + "Otherwise", + "Assumptions", + "Except", + "When", + "Welcome", + "othesis", + "Mechanism", + "ioxide", + "Same" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Subs", + "Assumptions", + "Subs", + "This", + "Assuming", + "ioxide", + "Allow", + "When", + "ipation", + "Diss", + "Repeat", + "versa", + "Issues", + "jsp", + "Both", + "subs", + "Secondly", + "rb", + "ingly", + "Welcome", + "Meanwhile", + "Assumption", + "mselves", + "These" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "when", + "Diss", + "diss", + "When", + "Upon", + "The", + "size", + "iss", + "These", + "end", + "subs", + "Wait", + "during", + "In", + "begin", + "black", + "Subs", + "exceptions", + "event", + "are", + "ipation", + "observe", + "append", + "fail", + "geom", + "aut", + "Such", + "sapp", + "They", + "substring", + "freeze" + ] + } + ], + "logit_surprising": [ + { + "concept": "boundaries", + "score": 15.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "ausge", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "cleaning", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "eld", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "grains", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "welding", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ilm", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "In", + "output_checked": true + }, + { + "concept": "rinse", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "treatment", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "thermal", + "output_checked": true + }, + { + "concept": "appeared", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "across", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "themselves", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "traced", + "output_checked": true + }, + { + "concept": "God", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "corrosive", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "received", + "output_checked": true + }, + { + "concept": "acidic", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "an", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "accordance", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "In", + "output_checked": true + }, + { + "concept": "emanating", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "network", + "output_checked": true + }, + { + "concept": "propagating", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "failure", + "score": 3.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "service", + "output_checked": true + }, + { + "concept": "boo", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "rele", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "brus", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "halk", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "eld", + "output_checked": true + }, + { + "concept": "berd", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "After", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "post", + "output_checked": true + }, + { + "concept": "began", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "circumferential", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "cracks", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "steel", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "stainless", + "output_checked": true + }, + { + "concept": "hydrochloric", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "received", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "credits", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "post", + "output_checked": true + }, + { + "concept": "bit", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "received", + "output_checked": true + }, + { + "concept": "flakes", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "traced", + "output_checked": true + }, + { + "concept": "lewat", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "instead", + "output_checked": true + }, + { + "concept": "key", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "through", + "output_checked": true + }, + { + "concept": "afield", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "lak", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "received", + "output_checked": true + }, + { + "concept": "layup", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "an", + "output_checked": true + }, + { + "concept": "reheat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "traced", + "output_checked": true + }, + { + "concept": "gest", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "rozs", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "polygonal", + "output_checked": true + }, + { + "concept": "replay", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "network", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "instead", + "output_checked": true + }, + { + "concept": "desempe", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "ostat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "through", + "output_checked": true + }, + { + "concept": "politischen", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "kulit", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "gods", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "an", + "output_checked": true + }, + { + "concept": "olas", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "service", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Logic", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "dazu", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "received", + "output_checked": true + }, + { + "concept": "Verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "service", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "improper", + "output_checked": true + }, + { + "concept": "swirl", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "thermal", + "output_checked": true + }, + { + "concept": "eignet", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "vessel", + "output_checked": true + }, + { + "concept": "inexplicable", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "an", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-boundary-attack-04__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-boundary-attack-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-boundary-attack-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-boundary-attack-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-boundary-attack-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-boundary-attack-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Chromium-depleted interfacial attack 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Austenitic sheet aged near 650 degrees Celsius showed continuous carbide films around grains. An aggressive liquid subsequently produced narrow grooves along the same paths.", + "prompt_tail": "eet aged near 650 degrees Celsius showed continuous carbide films around grains. An aggressive liquid subsequently produced narrow grooves along the same paths.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-boundary-attack-05", + "carrier_id": null, + "target_family": "boundary-attack", + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "black", + "generated_token_ids": [ + 8916 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 12599, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 739 + }, + { + "label": "corrosion", + "best_rank": 0, + "best_depth": 43.9, + "onset_depth": 43.9, + "reached_top1": true, + "best_pos": 31, + "logit_lens_best_rank": 110 + }, + { + "label": "sensitization", + "best_rank": 8144, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 19506 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "etc", + "ients", + "orry", + "them", + "leness", + "furthermore", + "lle", + "oraz", + "hereby", + "therefor", + "outh", + "arl" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "etc", + "sic", + "ie", + "ii", + "ients", + "ses", + "lle", + "eded", + "leness", + "zis", + "lly", + "t", + "d", + "fty", + "persons", + "thereof", + "dia", + "nto", + "ion", + "ited", + "ued", + "ided", + "ids", + "mann", + "zia", + "zes", + "arie", + "nty" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "etc", + "sic", + "zis", + "etc", + "persons", + "lle", + "ie", + "wards", + "ients", + "till", + "atre", + "hence", + "basically", + "everybody", + "anybody", + "eded", + "leness", + "till", + "nig", + "lly", + "nto", + "d", + "outh", + "ids", + "thereof", + "somebody", + "nth" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "herewith", + "thereto", + "herein", + "therein", + "thereon", + "sic", + "persons", + "hereafter", + "therewith", + "thereof", + "thereby", + "therefrom", + "therefore", + "hence", + "wherein", + "alike", + "mediante", + "hereby", + "commenced", + "presently", + "pertaining" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "sic", + "herewith", + "thereto", + "hence", + "herein", + "thereon", + "efectu", + "forthwith", + "therefore", + "thereof", + "thereby", + "wherein", + "whilst", + "alike", + "hereby", + "whereby", + "presently", + "soever", + "pertaining", + "aforesaid", + "furthermore", + "thence", + "therewith", + "thereupon" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "furthermore", + "wherein", + "whilst", + "whereby", + "which", + "therefore", + "persons", + "whereas", + "Furthermore", + "thereby", + "thereto", + "Whilst", + "thereafter", + "sic", + "Whilst", + "whereupon", + "also", + "pertaining", + "Concerning", + "upon", + "however", + "thereon", + "secondly", + "utilised", + "sequently" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereto", + "thereby", + "subsequently", + "alike", + "thereafter", + "wherein", + "sequently", + "furthermore", + "thence", + "thus", + "Subsequently", + "whereupon", + "itherto", + "thereupon", + "Subsequently", + "therein", + "upon", + "characterized", + "thereon", + "ensuing", + "concomit", + "consequently", + "whereby", + "likewise", + "therewith", + "Upon", + "meanwhile", + "hitherto" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "thereby", + "alike", + "thereto", + "concomit", + "thus", + "wherein", + "thence", + "Furthermore", + "characterized", + "concomitant", + "Moreover", + "presently", + "moreover", + "heretofore", + "thereupon", + "sequently", + "thereafter", + "whereupon", + "subsequently", + "likewise", + "constituted", + "itherto", + "Subsequently", + "hitherto", + "upon", + "Moreover", + "consequently", + "uria" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "subsequently", + "Subsequently", + "concomit", + "thereafter", + "furthermore", + "characterized", + "concomitant", + "Subsequently", + "thereby", + "sequently", + "subsequent", + "Furthermore", + "wiederum", + "alike", + "nascent", + "ddots", + "successivamente", + "thus", + "metallurgical", + "incipient", + "Moreover", + "moreover", + "thence", + "metallurgy", + "Subsequent", + "consequently", + "Moreover", + "burgeoning", + "indistinct" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "etching", + "metallurgical", + "corrosion", + "corro", + "abrasion", + "sediment", + "subsurface", + "metallurgy", + "etch", + "discoloration", + "littoral", + "corrosive", + "benthic", + "decolor", + "coloration", + "geologic", + "scarring", + "metall", + "Corrosion", + "hydrodynamic", + "fluvial", + "plast", + "etched", + "Sediment", + "effluent", + "liquef", + "deform", + "indistinct", + "scav", + "striated", + "excav" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "damage", + "destructive", + "Damage", + "scarring", + "discoloration", + "metallurgical", + "corro", + "etching", + "kerusakan", + "damaged", + "corrosion", + "corrosive", + "subsurface", + "undamaged", + "fluvial", + "inflicted", + "abrasion", + "erosion", + "debris", + "damaging", + "eroded", + "sediment", + "exacerbated", + "hydrodynamic", + "destructive", + "inflict", + "liquef", + "cavitation" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "corrosion", + "destructive", + "damaged", + "damaging", + "damage", + "corro", + "Damage", + "Corrosion", + "kerusakan", + "metallurgical", + "necrosis", + "seawater", + "corrosive", + "discoloration", + "destruction", + "exacerbated", + "destructive", + "scarring", + "degradation", + "drainage", + "hydraulic", + "inflicted", + "injuring", + "discolor", + "undamaged", + "damaged", + "metallurgy", + "decolor" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "corrosion", + "corro", + "Corrosion", + "metallurgical", + "damaged", + "damaging", + "destructive", + "necrosis", + "seawater", + "injuring", + "kerusakan", + "discoloration", + "damage", + "apparently", + "repeatedly", + "suspected", + "ructive", + "Damage", + "chemically", + "exacerbated", + "corrosive", + "inexplicable", + "metallurgy", + "repeated", + "suspect", + "recovered", + "drainage", + "Drainage", + "undamaged", + "offenbar", + "hydraulic", + "deform" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "inexplicable", + "suspect", + "damage", + "suspected", + "damaging", + "destructive", + "blamed", + "inexplic", + "injuring", + "offenbar", + "diduga", + "apparently", + "corrosion", + "corro", + "scav", + "Damage", + "damaged", + "exacerbated", + "poisoned", + "kerusakan", + "mysteriously", + "assailant", + "unexplained", + "fatally", + "worsened", + "angered", + "inflicting", + "apparently", + "subsequently", + "RESULT" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "subsequently", + "likewise", + "Afterwards", + "Furthermore", + "Consequently", + "Similarly", + "Subsequently", + "furthermore", + "Suddenly", + "simultaneously", + "also", + "Also", + "whereas", + "Also", + "reportedly", + "Consequently", + "whereupon", + "which", + "whilst", + "Similarly", + "Later", + "consequently", + "Furthermore", + "Likewise", + "Conversely", + "Subsequently", + "Which", + "afterwards", + "similarly", + "believing", + "meanwhile", + "Conversely" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Similarly", + "Similarly", + "likewise", + "furthermore", + "Conversely", + "Furthermore", + "Conversely", + "Consequently", + "whereas", + "similarly", + "Consequently", + "Furthermore", + "Likewise", + "Subsequently", + "conversely", + "Also", + "Likewise", + "ertain", + "Also", + "Again", + "accordingly", + "Meanwhile", + "meanwhile", + "whereas", + "else", + "Yet", + "sequently", + "Later", + "alike", + "Again", + "thereafter", + "cially" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Similarly", + "Similarly", + "Conversely", + "furthermore", + "conversely", + "Furthermore", + "similarly", + "likewise", + "Conversely", + "whereas", + "Consequently", + "meanwhile", + "Again", + "accordingly", + "thereafter", + "Likewise", + "Subsequently", + "therefore", + "Meanwhile", + "Consequently", + "else", + "Then", + "Also", + "Therefore", + "Yet", + "afterwards", + "Similar", + "consequently", + "Furthermore", + "Afterwards", + "correspondingly", + "Equally" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "Similarly", + "accordingly", + "Similarly", + "meanwhile", + "conversely", + "whereas", + "Meanwhile", + "similarly", + "likewise", + "therefore", + "Conversely", + "Furthermore", + "Again", + "consequently", + "Likewise", + "Similar", + "Equally", + "vice", + "Whether", + "Finally", + "alike", + "secondly", + "Conversely", + "Simultaneously", + "During", + "priori", + "Their", + "Yet", + "elsewhere", + "comparing", + "Consequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "conversely", + "These", + "Yet", + "Meanwhile", + "This", + "Conversely", + "Conversely", + "meanwhile", + "this", + "These", + "accordingly", + "Yet", + "Therefore", + "Consequently", + "Dieser", + "Yours", + "this", + "vice", + "Similarly", + "furthermore", + "denna" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Meanwhile", + "Consequently", + "These", + "This", + "Similarly", + "Conversely", + "nThe", + "Furthermore", + "Along", + "Consequently", + "These", + "Their", + "Which", + "Yet", + "Recently", + "meanwhile", + "Therefore", + "Within", + "Its", + "Likewise", + "Considering", + "Dieser", + "Conversely", + "Moreover", + "Recent", + "There", + "They" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "These", + "This", + "Consequently", + "Meanwhile", + "These", + "Therefore", + "nThe", + "Along", + "Recent", + "Conversely", + "They", + "Their", + "Similarly", + "Consequently", + "Recently", + "Dieser", + "Hence", + "Yet", + "Upon", + "Likewise", + "What", + "Considering", + "Furthermore", + "Which", + "Together", + "Their", + "Whether" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "These", + "Likewise", + "Furthermore", + "They", + "Hence", + "Consequently", + "Similarly", + "Conversely", + "Again", + "Upon", + "Meanwhile", + "This", + "Ditto", + "Finally", + "Dieser", + "Dieses", + "Possible", + "Therefore", + "Considering", + "Finding", + "Consequently", + "Threats", + "However", + "These", + "Repeat", + "Their", + "What", + "Diese" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "Ditto", + "Mere", + "Repeat", + "Penelitian", + "meanwhile", + "Arguments", + "istik", + "Repeat", + "STITUTION", + "Therefore", + "ound", + "Similarly", + "balls", + "CONCLUSION", + "imiter", + "CHECKS" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Ditto", + "Repeat", + "igate", + "Meanwhile", + "Arguments", + "ONENT", + "Repeat", + "THAN", + "Copy", + "Penelitian", + "SCHEMA", + "STITUTION", + "UMENT", + "Sao", + "scrollTo", + "Whe", + "Researchers", + "OUND", + "alike", + "ound", + "Therefore", + "othesis", + "InstanceOf", + "QUESTIONS", + "Researcher", + "ENDING" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Researchers", + "igate", + "GRAPH", + "iculata", + "Meanwhile", + "Researchers", + "Sicherheit", + "Serializer", + "Biological", + "Graphics", + "alike", + "ATER", + "grass", + "Cnt", + "ARROW", + "Investigations", + "Considering", + "angkat", + "Seeking" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "black", + "bl", + "graph", + "unknown", + "length", + "continuous", + "intrinsic", + "This", + "Unknown", + "grass", + "aten", + "blank", + "compare", + "This", + "histogram", + "unn", + "blit", + "biological", + "catch", + "gr", + "undefined", + "blind", + "bull", + "different", + "buy", + "Graph", + "infl", + "below", + "crossed", + "attach", + "Intrinsic", + "diff" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 122445, + 66978, + 36071, + 85746, + 35772, + 39652, + 42801, + 68792, + 62774, + 21239, + 12600, + 30413, + 35612, + 66209, + 129302, + 173922, + 210087, + 132204, + 134818, + 72350, + 44432, + 102414, + 103974, + 120548, + 126195, + 28730 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 104772, + 135001, + 100719, + 106526, + 154277, + 51157, + 21316, + 37163, + 608, + 3, + 13, + 1, + 1, + 13, + 47089, + 95192, + 84751, + 36584, + 24066, + 6891, + 6484, + 32364, + 81644, + 171538, + 147311, + 67863 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 170534, + 104189, + 43690, + 20443, + 43883, + 59706, + 77377, + 20190, + 83118, + 51380, + 37567, + 8145, + 36497, + 58550, + 55953, + 42971, + 41416, + 50353, + 45286, + 29349, + 17311, + 73724, + 195548, + 164839, + 125803, + 108201 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 102356, + 145912, + 87703, + 179584, + 131057, + 57524, + 13691, + 740, + 47313, + 78832, + 93458, + 72173, + 60603, + 37346 + ] + }, + { + "label": "corrosion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 151603, + 239117, + 149563, + 166934, + 61959, + 6774, + 53706, + 144210, + 73730, + 491, + 111, + 706, + 537, + 416 + ] + }, + { + "label": "sensitization", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 201578, + 221715, + 55312, + 104183, + 19507, + 55307, + 108634, + 27652, + 112309, + 41184, + 68289, + 165577, + 195148, + 163081 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "metallurgical", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 12.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "because", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "but", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "several", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "significant", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "for", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "whereas", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "where", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "paths", + "output_checked": true + }, + { + "concept": "during", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "throughout", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "films", + "output_checked": true + }, + { + "concept": "This", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cracks", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "produced", + "output_checked": true + }, + { + "concept": "temperature", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "these", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "along", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grooves", + "output_checked": true + }, + { + "concept": "and", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "which", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "films", + "output_checked": true + }, + { + "concept": "resulted", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "liquid", + "output_checked": true + }, + { + "concept": "anymore", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "0", + "output_checked": true + }, + { + "concept": "became", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "liquid", + "output_checked": true + }, + { + "concept": "within", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "grooves", + "output_checked": true + }, + { + "concept": "surface", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "stainless", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "steel", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "An", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "same", + "output_checked": true + }, + { + "concept": "manufacturing", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "nearby", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "around", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "effluent", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "subsequently", + "output_checked": true + }, + { + "concept": "utilising", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "examples", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "aggressive", + "output_checked": true + }, + { + "concept": "alongside", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "grooves", + "output_checked": true + }, + { + "concept": "halfway", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "near", + "output_checked": true + }, + { + "concept": "room", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "near", + "output_checked": true + }, + { + "concept": "romances", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "en", + "output_checked": true + }, + { + "concept": "mineral", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "0", + "output_checked": true + }, + { + "concept": "temperatura", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "unbroken", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "continuous", + "output_checked": true + }, + { + "concept": "corrosive", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "aggressive", + "output_checked": true + }, + { + "concept": "quiescent", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "proximity", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "near", + "output_checked": true + }, + { + "concept": "patina", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "alike", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "indicating", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "along", + "output_checked": true + }, + { + "concept": "seems", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "en", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "demonstrations", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "continuous", + "output_checked": true + }, + { + "concept": "conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "An", + "output_checked": true + }, + { + "concept": "was", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "analysis", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "An", + "output_checked": true + }, + { + "concept": "areas", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "same", + "output_checked": true + }, + { + "concept": "percent", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "5", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "again", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "en", + "output_checked": true + }, + { + "concept": "steels", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "equilibrium", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "GeV", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "0", + "output_checked": true + }, + { + "concept": "heat", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "6", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "quantos", + "ervan", + "Kwa", + "punkte", + "wand", + "Hail", + "trump", + "undos", + "anque", + "hew", + "resp" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "opat", + "Mannes", + "Sob", + "grac", + "tons", + "lev", + "pres", + "Cole", + "Gay", + "Cann", + "Cana", + "Pres", + "channel", + "trem", + "stir", + "Cron", + "dre", + "prof" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "rid", + "Rid", + "Coul", + "opat", + "Pres", + "pres", + "grac", + "Cann", + "dim", + "reu", + "ums", + "chum", + "alk", + "Cole", + "Gay" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "tfrac", + "ilg", + "Reis", + "Sesam", + "Sod", + "pric", + "grac", + "Trotz", + "def", + "alk", + "champ", + "ago", + "essional", + "tek", + "Erb", + "fam", + "tun" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "grac", + "ago", + "tfrac", + "olyte", + "tek", + "Mani", + "dip", + "Reis", + "Grac", + "Sod", + "lera", + "ran", + "riv", + "essional", + "tene" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "yn", + "rem", + "amb", + "det", + "Sed", + "hst", + "ual", + "side", + "idence", + "cat", + "su", + "ilers", + "Su", + "fan", + "sn", + "VERE", + "ain", + "yp", + "sulph", + "ae", + "s", + "sol" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "Green", + "side", + "kick", + "tools", + "HI", + "dal", + "nop", + "tool", + "bro", + "trading", + "dad", + "top", + "don", + "looking", + "Rim", + "rem", + "turbo", + "Sol" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "trading", + "tool", + "HI", + "side", + "kick", + "Green", + "rem", + "tail", + "nop", + "duct", + "dad", + "dal", + "simple", + "Werk", + "turbo", + "remen", + "Cermak", + "sol", + "dos", + "yal" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "tail", + "Green", + "Select", + "kick", + "Sol", + "chal", + "sol", + "trading", + "select", + "record", + "rem", + "duct", + "NRC", + "uct", + "naden", + "side", + "Er", + "linear", + "kick", + "blank", + "tract" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "Select", + "common", + "OOSE", + "sus", + "subject", + "greeting", + "select", + "fetch", + "Green", + "REST", + "lives", + "data", + "pick", + "ettle", + "greet", + "cat", + "RECE", + "dak", + "discuss", + "trading", + "ae" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Listener", + "credits", + "listener", + "ettle", + "greeting", + "linear", + "credits", + "Greet", + "greet", + "pie", + "fetch", + "reason", + "Tos", + "cat", + "actor", + "switch", + "Resolve", + "diet", + "data", + "REST", + "Fetch", + "dj", + "RECE" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "beads", + "ableness", + "epar", + "actose", + "crowns", + "apy", + "odora", + "radi", + "igraph", + "SCRE", + "beds", + "tread", + "inker", + "hus", + "kepad", + "spread", + "standen", + "stein", + "listeners", + "arct", + "vors", + "events", + "addAll", + "rato", + "events", + "inds" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "flow", + "dictionaries", + "orith", + "trays", + "cama", + "heapq", + "slutt", + "dieu", + "lick", + "pilha", + "crowning", + "reheat", + "ayam", + "orit", + "adet", + "getName", + "flowed", + "abilecek", + "forgetting", + "bowed", + "IK", + "bety", + "viento" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "coals", + "grud", + "okol", + "ogado", + "God", + "holz", + "deka", + "olas", + "god", + "Kharkiv", + "claw", + "archery", + "gow", + "punt", + "pang", + "Forst", + "brus", + "bowls" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "tier", + "ques", + "prong", + "logique", + "sir", + "Jahres" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "spf", + "wij", + "spf", + "sebaik", + "halk", + "dungeons", + "truncated", + "tier", + "wir", + "archi", + "mozz", + "discord", + "Warr", + "morally", + "edged", + "Taban", + "ips", + "ques" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "penj", + "swirl", + "spf", + "ips", + "orchards", + "Trou", + "ilm", + "hor", + "parquet", + "pach", + "kernel", + "flo" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "diambil", + "Meanwhile", + "probes", + "mouseDown", + "Dll", + "transmitted", + "probe", + "probed", + "sleep", + "nevertheless", + "spurt" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Meanwhile", + "alike", + "Similarly", + "Conclusion", + "Conversely", + "Compared", + "nonetheless", + "meanwhile", + "aird", + "Other", + "Simultaneously", + "respectively", + "Moreover", + "accordingly", + "Proceed", + "Similar", + "Together", + "Consequently", + "nevertheless", + "However", + "Mathemat", + "otras", + "etc", + "Subsequently", + "Conclusion" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Simultaneously", + "Consequently", + "Similarly", + "Investigation", + "However", + "Investig", + "Similarly", + "meanwhile", + "Conclusion", + "Subsequently", + "accordingly", + "Conclusions", + "Conclusions", + "Other", + "Observations", + "Findings", + "This", + "Furthermore", + "Subsequent", + "Analyses", + "However" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "investigating", + "Investigation", + "Investig", + "investigation", + "investigates", + "investigations", + "Investigation", + "Meanwhile", + "Investigative", + "This", + "investigated", + "investigate", + "Based", + "These", + "Based", + "Simultaneously", + "Analyzing", + "However", + "Findings", + "Investigations", + "Consequently", + "Conclusions", + "Conclusions", + "investig", + "Analy" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Investig", + "Investigation", + "investigating", + "Furthermore", + "Simultaneously", + "This", + "Similar", + "Investigation", + "investigation", + "Similarly", + "Consequently", + "investigates", + "These", + "Investigations", + "Analyses", + "Investigative", + "investigations", + "Analyzing", + "Experimental", + "Additionally", + "Conclusions", + "However", + "Additionally", + "Researchers", + "Meanwhile", + "Other", + "Analysis", + "investigate" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "These", + "Investigation", + "Investig", + "This", + "These", + "Investigations", + "Simultaneously", + "investigating", + "Similarly", + "Interestingly", + "Analysis", + "Based", + "Analyzing", + "Based", + "Meanwhile", + "Experimental", + "SEM", + "Analyses", + "Furthermore", + "Considering", + "Therefore", + "Similar", + "Experimental", + "investigations", + "experimentally", + "Investigation", + "Similarly", + "Observations" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "These", + "This", + "Investigation", + "These", + "Based", + "Based", + "Investig", + "Considering", + "Analyzing", + "Similarly", + "Consequently", + "Interestingly", + "Simultaneously", + "Meanwhile", + "investigating", + "Therefore", + "Comparing", + "Examining", + "Analysis", + "Investigations", + "Experimental", + "Investigation", + "Similarly", + "Considering", + "Observations", + "Analyses", + "Furthermore", + "Analyzing", + "experimentally" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Based", + "These", + "investigating", + "Investigation", + "This", + "Based", + "Researchers", + "Considering", + "Analyzing", + "Investigations", + "Further", + "Findings", + "These", + "Experimental", + "Researchers", + "Analysis", + "experimentally", + "Considering", + "investigates", + "Interestingly", + "Research", + "Furthermore", + "Preliminary", + "Both", + "Investig" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "Based", + "A", + "In", + "Further", + "Furthermore", + "From", + "While", + "Investigation", + "Analyzing", + "Researchers", + "An", + "Both", + "Micro", + "Carbon", + "Molecular", + "His", + "Through", + "This", + "What", + "High", + "Analysis", + "Experimental", + "Metall", + "Investig", + "Austen", + "It", + "Given", + "Such", + "Upon" + ] + } + ], + "logit_surprising": [ + { + "concept": "corrosion", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "produced", + "output_checked": true + }, + { + "concept": "ausge", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Aust", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "punt", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "0", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "these", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "along", + "output_checked": true + }, + { + "concept": "Heat", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "6", + "output_checked": true + }, + { + "concept": "stainless", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "steel", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "God", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "prong", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "liquid", + "output_checked": true + }, + { + "concept": "ips", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "along", + "output_checked": true + }, + { + "concept": "throughout", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "films", + "output_checked": true + }, + { + "concept": "temperature", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "0", + "output_checked": true + }, + { + "concept": "room", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "near", + "output_checked": true + }, + { + "concept": "hundred", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "6", + "output_checked": true + }, + { + "concept": "isotherm", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "steer", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "ello", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "spf", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "An", + "output_checked": true + }, + { + "concept": "temperatura", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "6", + "output_checked": true + }, + { + "concept": "growth", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "continuous", + "output_checked": true + }, + { + "concept": "investigation", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "aggressive", + "output_checked": true + }, + { + "concept": "whereas", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "underwent", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "liquid", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "edges", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "AISI", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "surface", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "novels", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "en", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "improved", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "direction", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cracks", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "produced", + "output_checked": true + }, + { + "concept": "significant", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "precipitation", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "pitting", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "produced", + "output_checked": true + }, + { + "concept": "crack", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "traced", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "paths", + "output_checked": true + }, + { + "concept": "This", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Aust", + "output_checked": true + }, + { + "concept": "CERT", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "rotation", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "5", + "output_checked": true + }, + { + "concept": "aberto", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "An", + "output_checked": true + }, + { + "concept": "secuencia", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "along", + "output_checked": true + }, + { + "concept": "beads", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "terk", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "AFP", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "lick", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "freshest", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "same", + "output_checked": true + }, + { + "concept": "coucher", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "paths", + "output_checked": true + }, + { + "concept": "iot", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "lengkap", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "brus", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "reopen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "onClick", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "An", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "grooves", + "output_checked": true + }, + { + "concept": "grating", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "same", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-boundary-attack-05__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-boundary-attack-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-boundary-attack-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-boundary-attack-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-boundary-attack-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cyclic-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Progressive damage under repeated loading 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A compressor blade endured millions of small vibration cycles before failing. Curved arrest lines radiated from a surface defect toward a small rough overload region.", + "prompt_tail": "ressor blade endured millions of small vibration cycles before failing. Curved arrest lines radiated from a surface defect toward a small rough overload region.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cyclic-01", + "carrier_id": null, + "target_family": "cyclic", + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 1344, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 6 + }, + { + "label": "crack", + "best_rank": 2283, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 30 + }, + { + "label": "propagation", + "best_rank": 428, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 138 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "leness", + "ients", + "orry", + "them", + "lle", + "iken", + "furthermore", + "therefor", + "able", + "arl", + "etc", + "oses", + "behalf" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "sic", + "ie", + "etc", + "eded", + "leness", + "zis", + "lly", + "nto", + "d", + "ited", + "ii", + "ses", + "thereof", + "arie", + "gement", + "ion", + "iew", + "ided", + "outh", + "ients", + "fty", + "persons", + "zes", + "wie", + "dia", + "wes", + "arh" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "etc", + "persons", + "lle", + "sic", + "etc", + "ie", + "hence", + "thereof", + "eded", + "gement", + "dll", + "zis", + "lly", + "d", + "ion", + "wards", + "ients", + "atre", + "nth", + "arie", + "ieur", + "occured", + "nig", + "nto", + "outh" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thereto", + "maupun", + "persons", + "yses", + "persons", + "sic", + "alike", + "ained", + "herein", + "zis", + "ided", + "thereof", + "pursuant", + "thereon", + "chandise", + "therewith", + "domicili", + "ited", + "ued", + "ients" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "alike", + "thereto", + "maupun", + "sic", + "ided", + "eded", + "efectu", + "thereof", + "presently", + "thence", + "ued", + "unto", + "pertaining", + "yses", + "forthwith", + "ue", + "ited", + "wherein", + "herein", + "pursuant" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereto", + "whereupon", + "consisted", + "wherein", + "comprised", + "whereby", + "which", + "also", + "thereafter", + "commenced", + "adjoining", + "occasioned", + "Concerning", + "persons", + "the", + "and", + "then", + "ued", + "although", + "toward", + "concerning", + "whilst", + "zijde", + "pertaining" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "whereupon", + "zijde", + "toward", + "thence", + "thereto", + "flanking", + "proximate", + "abutting", + "nearby", + "characterized", + "diminished", + "tracts", + "periphery", + "occasioned", + "apiece", + "foodstuffs", + "indistinct", + "tenuous", + "neighboring", + "flank", + "whence", + "nearer", + "infrequently", + "preoccupation", + "assemblages", + "lacking", + "lacked", + "markedly", + "ensuing", + "loci", + "environs" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "toward", + "neither", + "thereto", + "indistinct", + "Toward", + "thence", + "apiece", + "merely", + "whereupon", + "itory", + "alike", + "concomit", + "obliquely", + "scarcely", + "nonexistent", + "characterized", + "whence", + "Toward", + "ossos", + "icolor", + "lacking", + "uria", + "clidean", + "acial", + "icolored", + "favored" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "geometries", + "geometria", + "diodes", + "geometry", + "anisotropic", + "indistinct", + "hues", + "toward", + "azimuth", + "nascent", + "isotropic", + "radiative", + "anisotropy", + "Signaling", + "geometrically", + "obliquely", + "merely", + "spatially", + "radially", + "ossos", + "distal", + "coloration", + "curvil", + "vature", + "proximate", + "Geometry", + "apiece", + "periphery", + "radiative", + "mottled", + "simult" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "geometries", + "diagnostic", + "coloration", + "distal", + "diagnostic", + "visible", + "geometry", + "visualized", + "diagram", + "signaling", + "discontinuities", + "observed", + "spectral", + "radiative", + "electrically", + "schematic", + "obscured", + "proximate", + "visualizations", + "observable", + "geometrically", + "egress", + "radial", + "anomalous", + "spatially", + "Signaling", + "signal", + "visual", + "structural", + "visualization", + "engineered", + "diagnostics" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "diagnostic", + "diagnostic", + "visualized", + "distal", + "symptomatic", + "visible", + "diagnostics", + "prognostic", + "visualizing", + "visual", + "signaling", + "visualization", + "geometries", + "coloration", + "visualization", + "visualizations", + "structural", + "pathologies", + "signal", + "diagram", + "visible", + "analyzing", + "schematic", + "diagnost", + "spatially", + "Diagnostic", + "observed", + "geometry", + "visual" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "visualizing", + "visualized", + "diagnostic", + "visualization", + "visual", + "indicating", + "visualize", + "suggestive", + "diagnostic", + "visibility", + "diagnostics", + "signal", + "diagram", + "visible", + "indicative", + "coloration", + "Diagnostic", + "Visibility", + "Visualization", + "discoloration", + "visible", + "intersecting", + "visualization", + "visualizations", + "indicators", + "signaling", + "displaying", + "discolor", + "evidence", + "observed", + "findings", + "Visual" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "visualizing", + "visualized", + "intersecting", + "evidence", + "diagram", + "indicating", + "diagnostic", + "visualization", + "visualize", + "diagnostics", + "geometries", + "suggestive", + "obscured", + "discoloration", + "visual", + "geometry", + "revealing", + "indicative", + "coloration", + "flanking", + "observed", + "interpret", + "detected", + "analyzed", + "visible", + "pointing", + "interpreted", + "analyzing", + "displaying", + "indications", + "spatially", + "denoting" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "visualizing", + "indicating", + "describing", + "intersecting", + "explained", + "describe", + "diagram", + "interpreted", + "visualized", + "denoting", + "evidence", + "interpret", + "pointing", + "visualization", + "visualize", + "indicative", + "depicting", + "implying", + "suggestive", + "interplay", + "signifying", + "misinterpreted", + "visualise", + "observed", + "explain", + "denote", + "analyzing", + "Interpretation", + "visualisation", + "gesturing" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "while", + "whilst", + "which", + "whereas", + "Furthermore", + "demonstrating", + "showcasing", + "furthermore", + "confronting", + "Meanwhile", + "several", + "although", + "showing", + "indicating", + "suggesting", + "Consequently", + "influencing", + "while", + "telling", + "alongside", + "featuring", + "mientras", + "revealing", + "likewise", + "meanwhile", + "illustrating", + "exposing", + "characterizing", + "whereupon", + "testifying", + "who", + "While" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "whereas", + "Meanwhile", + "Consequently", + "furthermore", + "Yet", + "Similarly", + "Furthermore", + "Likewise", + "Consequently", + "while", + "Also", + "whilst", + "likewise", + "meanwhile", + "Eventually", + "Conversely", + "Conversely", + "whereas", + "While", + "Finally", + "Again", + "Similarly", + "Secondly", + "Suddenly", + "Afterwards", + "Likewise", + "Simultaneously", + "Then", + "Each", + "Because", + "Its" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "whereas", + "Furthermore", + "Similarly", + "Meanwhile", + "Conversely", + "furthermore", + "conversely", + "while", + "whilst", + "similarly", + "Consequently", + "likewise", + "Similarly", + "meanwhile", + "Likewise", + "Conversely", + "Simultaneously", + "whereas", + "While", + "Yet", + "Furthermore", + "Secondly", + "Consequently", + "There", + "Then", + "Also", + "Each", + "Finally", + "Again", + "equally", + "simultaneously", + "Nevertheless" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "furthermore", + "while", + "whereas", + "conversely", + "While", + "Furthermore", + "Similarly", + "consequently", + "likewise", + "tandis", + "secondly", + "During", + "Finally", + "whilst", + "mientras", + "Consequently", + "Likewise", + "They", + "although", + "Yet", + "Though", + "Similarly", + "Conversely", + "Simultaneously", + "These", + "therefore", + "while", + "finally", + "While" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "Yet", + "Meanwhile", + "These", + "Consequently", + "Its", + "Likewise", + "conversely", + "Similarly", + "Along", + "Yet", + "Though", + "Recently", + "Conversely", + "Consequently", + "Lately", + "During", + "Finally", + "furthermore", + "Alongside", + "Simultaneously", + "While", + "Its", + "tandis", + "Tonight", + "Their", + "Another", + "whereas", + "Nevertheless", + "Meanwhile", + "consequently", + "Conversely" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Consequently", + "meanwhile", + "Its", + "Yet", + "Along", + "furthermore", + "Likewise", + "Conversely", + "Furthermore", + "Which", + "Similarly", + "Nevertheless", + "consequently", + "Recently", + "These", + "Though", + "Compared", + "Consequently", + "Simultaneously", + "However", + "Its", + "Another", + "Together", + "conversely", + "Lately", + "While", + "During", + "Within", + "His", + "accordingly", + "Moreover" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Meanwhile", + "Its", + "meanwhile", + "These", + "Yet", + "Conversely", + "Likewise", + "While", + "furthermore", + "Another", + "consequently", + "Together", + "Along", + "Which", + "Consequently", + "However", + "Though", + "Similarly", + "His", + "Recently", + "Furthermore", + "Their", + "Therefore", + "Its", + "conversely", + "During", + "Nevertheless", + "Despite", + "Lately", + "This", + "Each" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Yet", + "These", + "Furthermore", + "Likewise", + "Meanwhile", + "Conversely", + "Consequently", + "Its", + "furthermore", + "conversely", + "Collectively", + "Similarly", + "Conversely", + "Simultaneously", + "consequently", + "Hence", + "Though", + "secondly", + "Streams", + "LessThan", + "Pourtant", + "Unless", + "Secondly", + "Tissue", + "Threats", + "Therefore", + "Each", + "Both", + "Together", + "meanwhile", + "Another" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "Yet", + "Symptoms", + "Another", + "Meanwhile", + "Consequently", + "Therefore", + "Streams", + "Streams", + "Likewise", + "herum", + "Similarly", + "Failing", + "secondly", + "conversely", + "Simultaneously", + "Finally", + "consequently", + "Conversely", + "SelectedItem", + "These", + "Individ", + "Anatom", + "LessThan", + "OUND", + "Abl", + "Tried" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "Yet", + "Symptoms", + "Another", + "Consequently", + "OUND", + "Tumor", + "consequ", + "consequently", + "sativa", + "Similarly", + "herum", + "Sebab", + "ball", + "Meanwhile", + "secondly", + "These", + "Therefore", + "THAN", + "Sick", + "Sick", + "ImageFilter", + "furthermore", + "Machinery" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "ImageFilter", + "Another", + "Yet", + "Tou", + "ball", + "Others", + "Investigators", + "Biological", + "LessThan", + "Considering", + "ball", + "Anatom", + "Determination", + "Scatter", + "Psychological", + "Indicator", + "Residual", + "Hunting", + "Archived", + "Sequences", + "Similarly", + "Archaeological" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "ball", + "catch", + "Blank", + "blade", + "blank", + "blast", + "Tou", + "continuous", + "length", + "residual", + "compare", + "geom", + "encode", + "umb", + "Sick", + "Continuous", + "Residual", + "Another", + "bullet", + "momentum", + "filled", + "A", + "event", + "loads", + "Including", + "Arrows", + "Hemos", + "Yet", + "below", + "Unknown", + "um" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 110634, + 213818, + 201830, + 247554, + 249723, + 190463, + 52042, + 54919, + 49965, + 18779, + 9961, + 11317, + 47598, + 65136, + 190175, + 160026, + 90544, + 26182, + 9453, + 2473, + 1345, + 2477, + 1709, + 1355, + 8062, + 3805 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 134836, + 138088, + 152848, + 123602, + 166864, + 135548, + 15879, + 23302, + 3483, + 789, + 2284, + 10880, + 14132, + 86124, + 36873, + 95312, + 53586, + 66923, + 61080, + 58265, + 65328, + 26714, + 25485, + 29539, + 62130, + 64303 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 17480, + 12885, + 12100, + 81509, + 60794, + 46684, + 29112, + 51494, + 42224, + 13032, + 13765, + 5221, + 3641, + 10600, + 6029, + 7416, + 17008, + 10014, + 11313, + 5005, + 2983, + 2194, + 429, + 4427, + 4705, + 3245 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 166557, + 114113, + 28897, + 66350, + 197309, + 130605, + 31347, + 23834, + 30091, + 176, + 69, + 7, + 7, + 10 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 184457, + 34791, + 15611, + 155827, + 127814, + 111471, + 104266, + 14105, + 14779, + 12658, + 5231, + 150, + 31, + 47 + ] + }, + { + "label": "propagation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 145867, + 246092, + 222082, + 217197, + 109084, + 44199, + 43359, + 18890, + 10350, + 481, + 333, + 139, + 261, + 539 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "the", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "from", + "output_checked": true + }, + { + "concept": "because", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "during", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "several", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "radiating", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "area", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "region", + "output_checked": true + }, + { + "concept": "nearby", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "small", + "output_checked": true + }, + { + "concept": "failure", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "overload", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "helped", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "where", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "which", + "score": 6.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "was", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "due", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "failing", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "arrest", + "output_checked": true + }, + { + "concept": "fracture", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "small", + "output_checked": true + }, + { + "concept": "individuals", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Curved", + "output_checked": true + }, + { + "concept": "alongside", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "intense", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "outwards", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "near", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "overload", + "output_checked": true + }, + { + "concept": "crack", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "small", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "failing", + "output_checked": true + }, + { + "concept": "visualizing", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "countless", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "millions", + "output_checked": true + }, + { + "concept": "coolant", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "years", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "becoming", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "before", + "output_checked": true + }, + { + "concept": "whereas", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "requires", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "central", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Its", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "compresses", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "compressor", + "output_checked": true + }, + { + "concept": "design", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "blades", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Curved", + "output_checked": true + }, + { + "concept": "factory", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "compressor", + "output_checked": true + }, + { + "concept": "aerodynamic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "curvature", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Curved", + "output_checked": true + }, + { + "concept": "stabilization", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "arrest", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "tiny", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "small", + "output_checked": true + }, + { + "concept": "roughness", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rough", + "output_checked": true + }, + { + "concept": "diagram", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "oscillations", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "vibration", + "output_checked": true + }, + { + "concept": "lifetime", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "before", + "output_checked": true + }, + { + "concept": "cutaneous", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "improvement", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "rough", + "output_checked": true + }, + { + "concept": "thousands", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "millions", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "collisions", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "small", + "output_checked": true + }, + { + "concept": "flaw", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rough", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "incidents", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "vibration", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "suffers", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "stressors", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "small", + "output_checked": true + }, + { + "concept": "its", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "geometries", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Curved", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "stress", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "spots", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "rough", + "output_checked": true + }, + { + "concept": "severe", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "vibrations", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "small", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "Kwa", + "nada", + "Hail", + "ervan", + "quantos", + "undos", + "trump", + "maneiras", + "anque", + "punkte", + "Kwa", + "wand" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "stir", + "Cann", + "tons", + "Blanch", + "channel", + "pres", + "grac", + "Pres", + "lev", + "Gay", + "Yuk", + "Mannes", + "exp", + "opat", + "Sur", + "Cole", + "Beg", + "Sob" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "Pres", + "Cann", + "Salv", + "dim", + "came", + "Cole", + "blot", + "champ", + "rock", + "rid", + "Langer", + "stir", + "Cough", + "Clon" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "def", + "Sod", + "champ", + "ilj", + "alk", + "tfrac", + "olyte", + "fam", + "Pres", + "came", + "chum", + "dim", + "ago", + "ilda", + "Langer" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "chap", + "olyte", + "champ", + "dim", + "tfrac", + "Sod", + "ilj", + "glob", + "Reis", + "Sur", + "fam", + "chap", + "Mani", + "chum", + "Pres", + "alk", + "ilers" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "yn", + "rem", + "ae", + "Su", + "WOR", + "hst", + "det", + "Vo", + "cat", + "Sed", + "sn", + "fan", + "top", + "amb", + "act", + "yp", + "side", + "illing", + "terc" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "HI", + "sol", + "tool", + "Green", + "duct", + "dal", + "kick", + "bro", + "trading", + "seq", + "nop", + "remen", + "terj", + "don", + "nas", + "Rim", + "verz", + "das", + "Er", + "dad", + "contr" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tool", + "sol", + "HI", + "side", + "yal", + "tools", + "das", + "OM", + "record", + "dal", + "mei", + "thead", + "Green", + "dad", + "trading", + "Zealand", + "kick", + "blank", + "dos", + "NRC", + "lives", + "select", + "tail" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "Green", + "sol", + "record", + "select", + "tool", + "HI", + "Mau", + "Sol", + "did", + "lives", + "blank", + "serial", + "Select", + "kick", + "isable", + "fract", + "WO", + "yal", + "tools", + "tit" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "sus", + "linear", + "OOSE", + "switch", + "Select", + "lives", + "fract", + "fetch", + "data", + "CIP", + "idyl", + "discuss", + "greet", + "record", + "rac", + "var", + "select", + "CERT", + "subject", + "Green", + "STRACT" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "CIP", + "greet", + "talk", + "CERT", + "CIP", + "ransom", + "greeting", + "sekal", + "Greet", + "listener", + "STRACT", + "NOTES", + "Speaker", + "wechsel", + "wechsel", + "Zoro", + "SECURITY", + "prze", + "WI", + "Tos", + "Einf", + "tit", + "discuss", + "resco", + "data", + "SOAP", + "fetch", + "talks" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "olve", + "branch", + "alh", + "Techn", + "shot", + "eres", + "lb", + "fewest", + "interviewer", + "issel", + "yd", + "Cle", + "beads", + "ONA", + "yht", + "urada", + "Dand", + "agradecer", + "NR", + "Ode", + "trin", + "MessageHandler", + "aments" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "orith", + "trays", + "artoum", + "adet", + "FileOutput", + "lishes", + "orit", + "eyeballs", + "pleases", + "oyam", + "iob", + "kilo", + "chut" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "dzie", + "del", + "deka", + "God", + "holz", + "dfs", + "gressive", + "olas", + "rotz", + "blown", + "Send" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "logique", + "logic", + "prong", + "logic", + "ques", + "undocumented", + "logical", + "Jahres", + "igste", + "logical", + "Jaz", + "Tug", + "urch", + "wij" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "wij", + "ospel", + "welt", + "wir", + "cev", + "afect", + "edged", + "augh", + "osp", + "ausge", + "morally", + "idic", + "prong", + "minor", + "ectors", + "idium", + "Dadurch", + "casilla", + "wodurch", + "minor", + "osphere", + "spf", + "patched", + "spf" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Trou", + "cev", + "contr", + "penj", + "geodes", + "spf" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "Consequently", + "nonetheless", + "nevertheless", + "menyebabkan", + "meanwhile", + "entanto", + "endregion", + "tandis", + "tuttavia", + "causando", + "However", + "finalText", + "eduanya" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Meanwhile", + "However", + "These", + "meanwhile", + "consequently", + "nevertheless", + "Consequently", + "but", + "nonetheless", + "But", + "Similarly", + "therefore", + "however", + "Together", + "Along", + "tandis", + "these", + "although", + "Thus", + "Ultimately", + "Nevertheless", + "mientras", + "thus", + "Although", + "thereby", + "Compared", + "These" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "However", + "Consequently", + "meanwhile", + "consequently", + "These", + "Meanwhile", + "Though", + "Although", + "Subsequent", + "Simultaneously", + "But", + "Symptoms", + "However", + "Ultimately", + "Stress", + "Causes", + "however", + "although", + "Nevertheless", + "Because", + "Failure", + "Subsequently", + "Consequently", + "therefore", + "accordingly", + "Another", + "Similarly" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "However", + "Consequently", + "These", + "consequently", + "Meanwhile", + "Ultimately", + "Though", + "Stress", + "Subsequent", + "Although", + "However", + "therefore", + "Consequently", + "But", + "Another", + "however", + "however", + "Yet", + "This", + "nonetheless", + "Because", + "meanwhile", + "Subsequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Stress", + "Consequently", + "These", + "consequently", + "Consequently", + "Simultaneously", + "Fatigue", + "However", + "Subsequent", + "Strain", + "Stress", + "stresses", + "Finally", + "Failure", + "Eventually", + "Conversely", + "Ultimately", + "Furthermore", + "Although", + "Though", + "Similarly", + "Subsequently", + "Fract", + "stress", + "fracture", + "Cause", + "Repeated", + "Fracture" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "These", + "Stress", + "Consequently", + "Strain", + "Simultaneously", + "consequently", + "Stress", + "Fatigue", + "Failure", + "This", + "Ultimately", + "These", + "Consequently", + "Similarly", + "Likewise", + "Excessive", + "Eventually", + "Finally", + "Though", + "Meanwhile", + "Strain", + "Conversely", + "Thus", + "Fract", + "Despite", + "Damage", + "Subsequent", + "Tens", + "Both", + "Crack" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "Consequently", + "Stress", + "This", + "Simultaneously", + "consequently", + "Consequently", + "Ultimately", + "Excessive", + "These", + "Similarly", + "Strain", + "Fatigue", + "Though", + "Both", + "Likewise", + "Stress", + "Eventually", + "Meanwhile", + "Along", + "Failure", + "Conversely", + "Each", + "Because", + "Despite", + "Thus", + "Finally", + "Those", + "Neither", + "Fract", + "However", + "correspondingly" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "These", + "Stress", + "Consequently", + "This", + "Ultimately", + "Those", + "consequently", + "Excessive", + "Eventually", + "Whether", + "Both", + "Though", + "Repeated", + "Fatigue", + "Simultaneously", + "Yet", + "Fract", + "fractured", + "Strain", + "fatigued", + "stress", + "Consequently", + "Accumulated", + "Further", + "Similarly", + "stresses", + "Along", + "Failure", + "Stress", + "Because", + "Conversely", + "However" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "These", + "Curved", + "Stress", + "A", + "Vibration", + "Vibr", + "In", + "Micro", + "Small", + "Fatigue", + "However", + "Eventually", + "Mechanical", + "Linear", + "Failure", + "Fract", + "Fine", + "Strain", + "High", + "Subsequent", + "Fracture", + "Tiny", + "When", + "Crack", + "Curve", + "Turbulent", + "While", + "Over", + "Rot", + "Internal" + ] + } + ], + "logit_surprising": [ + { + "concept": "area", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "small", + "output_checked": true + }, + { + "concept": "the", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "from", + "output_checked": true + }, + { + "concept": "fracture", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "crack", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "small", + "output_checked": true + }, + { + "concept": "due", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "failing", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "arrest", + "output_checked": true + }, + { + "concept": "ausge", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "helped", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "compresses", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "compressor", + "output_checked": true + }, + { + "concept": "outwards", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "nearby", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "punt", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "vibration", + "output_checked": true + }, + { + "concept": "grud", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "dieu", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "from", + "output_checked": true + }, + { + "concept": "duke", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "millions", + "output_checked": true + }, + { + "concept": "afect", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "before", + "output_checked": true + }, + { + "concept": "intense", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "during", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "design", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "failure", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "Failure", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "blades", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Curved", + "output_checked": true + }, + { + "concept": "spots", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "rough", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "recap", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "vibration", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "URCH", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "millions", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "blade", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "oscillations", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "vibration", + "output_checked": true + }, + { + "concept": "Its", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "However", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "stresses", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "small", + "output_checked": true + }, + { + "concept": "nucleation", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "extreme", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "vibrations", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "small", + "output_checked": true + }, + { + "concept": "exacerbated", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "These", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sekal", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "CIP", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "awake", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "millions", + "output_checked": true + }, + { + "concept": "URA", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "vibration", + "output_checked": true + }, + { + "concept": "bit", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "PAS", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "Connell", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "AFP", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "compressor", + "output_checked": true + }, + { + "concept": "convexo", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "before", + "output_checked": true + }, + { + "concept": "roar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "impactos", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "compressor", + "output_checked": true + }, + { + "concept": "grudge", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "before", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "failing", + "output_checked": true + }, + { + "concept": "iot", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "radiated", + "output_checked": true + }, + { + "concept": "dfs", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Incre", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "jeweils", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "overload", + "output_checked": true + }, + { + "concept": "ips", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "compressor", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "wij", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cyclic-01__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cyclic-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cyclic-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cyclic-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cyclic-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cyclic-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Progressive damage under repeated loading 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A bridge hanger separated although every measured load was below its monotonic capacity. Fine parallel striations recorded incremental front advance from a machining groove.", + "prompt_tail": "er separated although every measured load was below its monotonic capacity. Fine parallel striations recorded incremental front advance from a machining groove.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cyclic-02", + "carrier_id": null, + "target_family": "cyclic", + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 4681, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 442 + }, + { + "label": "crack", + "best_rank": 1871, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2540 + }, + { + "label": "propagation", + "best_rank": 537, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 663 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "orry", + "leness", + "them", + "arl", + "oses", + "lle", + "accordingly", + "iken" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "ie", + "lle", + "etc", + "sic", + "lly", + "d", + "outh", + "thing", + "ii", + "fty", + "guys", + "info", + "guy", + "basically", + "yeah", + "somebody", + "nth", + "dia", + "wl", + "btw", + "zis", + "drauf", + "nto", + "t", + "iew", + "wards", + "ients", + "vs", + "lli" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "etc", + "info", + "thru", + "outta", + "etc", + "anda", + "gotta", + "sic", + "thru", + "onus", + "ie", + "centre", + "yeah", + "bout", + "lle", + "anybody", + "ain", + "gg", + "effected", + "bye", + "organise", + "centre", + "grosse", + "dll", + "selber", + "btw", + "tambien", + "lly" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "whilst", + "centre", + "Whilst", + "persons", + "recognised", + "thence", + "centre", + "Whilst", + "colours", + "defence", + "anda", + "whereby", + "realised", + "effected", + "annum", + "sic", + "enquiries", + "utilised", + "efectu", + "utilising", + "realising", + "skall", + "forthwith", + "ised", + "ising", + "colour", + "programme" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "Whilst", + "centre", + "utilised", + "utilising", + "anda", + "centre", + "Whilst", + "efectu", + "forthwith", + "recognised", + "whereby", + "thru", + "effected", + "utilisation", + "sic", + "endeavour", + "thence", + "skall", + "effecting", + "onus", + "utilises", + "ised", + "persons", + "gonna", + "thereof", + "colours", + "defence" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whilst", + "Whilst", + "utilised", + "Whilst", + "utilising", + "amongst", + "recognised", + "whereby", + "commenced", + "utilisation", + "skall", + "effecting", + "utilises", + "persons", + "wherein", + "thru", + "effected", + "authorised", + "ised", + "thereof", + "sic", + "endeavour", + "furthermore", + "enquiries", + "dimana", + "efectu", + "whereupon", + "forthwith", + "Amongst" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "whilst", + "Whilst", + "utilised", + "Whilst", + "utilising", + "nearby", + "adjoining", + "aided", + "thence", + "whereupon", + "which", + "ised", + "ising", + "noted", + "toward", + "amongst", + "occuring", + "soon", + "although", + "Though", + "comprised", + "neighbouring", + "awhile", + "upon", + "recognised", + "Upon", + "thereto", + "later", + "alike" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whilst", + "thereto", + "thence", + "noted", + "persons", + "acial", + "furthermore", + "whereupon", + "wherein", + "ieur", + "whence", + "which", + "toward", + "thereof", + "bout", + "indication", + "commenced", + "sic", + "skall", + "considerazione", + "nor", + "aneous", + "lle", + "notable", + "noting", + "utilised", + "therefrom", + "upon" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "indicative", + "commenced", + "acial", + "nascent", + "indic", + "noting", + "manufacture", + "notable", + "requisite", + "etching", + "toward", + "aneous", + "indication", + "thereto", + "thence", + "anod", + "nozzle", + "terminus", + "commencing", + "lecz", + "located", + "noted", + "Upon", + "filaments", + "zijde", + "whilst", + "burgeoning", + "forth", + "delineated" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "manufacture", + "observed", + "manufacturing", + "etching", + "microscopy", + "forensic", + "discoloration", + "diagnostic", + "coloration", + "metall", + "laboratory", + "fabrication", + "indicative", + "metallurgy", + "micrograph", + "manufact", + "substrate", + "contamination", + "debris", + "manufact", + "filament", + "filaments", + "subsurface", + "detected", + "documented", + "engineered", + "detectable", + "markings" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "metallurgical", + "discoloration", + "detectable", + "forensic", + "detected", + "indicative", + "observed", + "evidence", + "diagnostic", + "manufacture", + "microscopy", + "observable", + "analysis", + "detection", + "examined", + "documented", + "contamination", + "indications", + "investigation", + "manufacturing", + "observation", + "indicating", + "fabrication", + "diagnostics", + "anomalous", + "subsurface", + "evidentiary" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "investigation", + "indicating", + "indications", + "indicative", + "discoloration", + "detected", + "indication", + "metallurgical", + "evidence", + "observed", + "diagnostic", + "investigations", + "indicators", + "diagnosed", + "contamination", + "detected", + "indicating", + "detection", + "examined", + "investigated", + "investigating", + "corrosion", + "inspected", + "diagnostics", + "detectable", + "symptomatic", + "indic", + "indicate", + "findings", + "inspection", + "suspected" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "metallurgical", + "indicative", + "discoloration", + "observed", + "anomalous", + "metallurgy", + "indicating", + "microscopy", + "detected", + "precision", + "diagnostic", + "indication", + "contamination", + "indications", + "suggestive", + "microstructure", + "micrograph", + "evidence", + "manufacturing", + "manufacture", + "investigating", + "corrosion", + "fabrication", + "diagnostics", + "detectable", + "coloration", + "reproducible", + "traceable", + "investigation", + "investigated", + "analyzed" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "indicative", + "observed", + "suggestive", + "discoloration", + "metallurgical", + "suggesting", + "indication", + "indications", + "evidence", + "microscopy", + "detectable", + "osserv", + "traceable", + "Hinweise", + "metallurgy", + "micrograph", + "indic", + "similar", + "pattern", + "observations", + "detected", + "suspect", + "diagnostic", + "diagnosed", + "investigating", + "corrosion", + "specimen" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "also", + "Also", + "whereas", + "furthermore", + "Also", + "whilst", + "suggesting", + "demonstrating", + "while", + "making", + "although", + "indicating", + "Furthermore", + "Which", + "accompanied", + "showing", + "allowing", + "assisted", + "who", + "where", + "further", + "giving", + "meaning", + "played", + "adding", + "helping", + "causing", + "simultaneously", + "also", + "likewise", + "called" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Also", + "Also", + "furthermore", + "whereas", + "Furthermore", + "also", + "Furthermore", + "Again", + "Similarly", + "also", + "Consequently", + "likewise", + "Similarly", + "meanwhile", + "Likewise", + "Which", + "Yet", + "Meanwhile", + "Secondly", + "Each", + "During", + "Conversely", + "Asked", + "Afterwards", + "Likewise", + "Simultaneously" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Also", + "Furthermore", + "Similarly", + "Similarly", + "furthermore", + "whereas", + "Also", + "Conversely", + "Again", + "likewise", + "Furthermore", + "meanwhile", + "Likewise", + "conversely", + "also", + "During", + "similarly", + "Similar", + "Meanwhile", + "Secondly", + "Conversely", + "Simultaneously", + "They", + "Then", + "Yet", + "Consequently", + "Equally", + "whereas", + "There", + "Each", + "During" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "They", + "meanwhile", + "furthermore", + "During", + "Unless", + "During", + "Unless", + "They", + "Their", + "Equally", + "Similarly", + "Neither", + "whereas", + "Meanwhile", + "Neither", + "conversely", + "Another", + "Along", + "Similarly", + "Likewise", + "Simultaneously", + "therefore", + "although", + "Also", + "Which", + "accordingly", + "Its", + "Their", + "likewise", + "Clearly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Its", + "Unless", + "Similarly", + "Unless", + "cuyo", + "Likewise", + "Its", + "Lately", + "nThe", + "roft", + "Meanwhile", + "Likewise", + "gevolg", + "Seine", + "hers", + "Neither", + "meanwhile", + "olerance", + "mselves", + "During", + "Recently", + "Similarly" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Meanwhile", + "nThe", + "Similarly", + "During", + "mselves", + "Which", + "Recent", + "Hence", + "Recently", + "Likewise", + "Its", + "Same", + "Lately", + "Compared", + "Consequently", + "They", + "Its", + "There", + "During", + "Unless", + "nPlease", + "Please", + "Shouldn", + "Their", + "Furthermore", + "Along", + "Assume", + "Recent", + "Conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "nThe", + "Recent", + "Similarly", + "Meanwhile", + "During", + "Recently", + "Likewise", + "Its", + "Which", + "mselves", + "Lately", + "Hence", + "Unless", + "nPlease", + "Their", + "Its", + "They", + "His", + "Please", + "Assume", + "Same", + "Recent", + "Consequently", + "There", + "Today", + "Compared", + "Welcome", + "Expect", + "Unless", + "While" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Similarly", + "Likewise", + "Hence", + "Consequently", + "Furthermore", + "awn", + "LEM", + "Secondly", + "nThe", + "Unless", + "Meanwhile", + "conversely", + "likewise", + "nPlease", + "Assume", + "Same", + "LessThan", + "OUND", + "Unless", + "Likewise", + "Extractor", + "fordern", + "Please", + "His", + "While", + "Neither", + "Conversely", + "jsonData", + "FAE", + "Again", + "Welcome" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "balls", + "Similarly", + "awn", + "auche", + "Likewise", + "horn", + "UMENT", + "Subs", + "Same", + "Meanwhile", + "meanwhile", + "Secondly", + "endswith", + "ball", + "scrape", + "Another", + "hline", + "handleError", + "aison", + "bla", + "Same", + "ErrorMessage", + "underline", + "glEnable", + "unction", + "Therefore", + "wich" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "awn", + "Similarly", + "UMENT", + "Another", + "itional", + "horn", + "Oka", + "hline", + "Same", + "otide", + "makeSound", + "auche", + "Sick", + "oint", + "mine", + "Mine", + "Makeup", + "ardini", + "whine", + "band", + "cartridge", + "dent", + "scrape", + "Meanwhile", + "likewise", + "bla", + "Sick" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Similarly", + "bla", + "band", + "ecan", + "igate", + "Another", + "UMENT", + "Same", + "evi", + "horn", + "hypertrophy", + "mselves", + "bye", + "dad", + "Einsch", + "Considering", + "auche", + "ardini", + "itional", + "apd", + "Knife", + "unction", + "hit", + "Allow", + "haft", + "underline", + "FILL", + "Please" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "hline", + "Blank", + "Progressive", + "Fine", + "Second", + "ellar", + "Only", + "Under", + "bare", + "No", + "Full", + "When", + "ie", + "band", + "ull", + "Black", + "Sick", + "Secondly", + "It", + "Sch", + "black", + "Another", + "machined", + "ective", + "Wait", + "Including", + "ectomy", + "Linear", + "Ad", + "ulle", + "Below" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 94935, + 206731, + 199204, + 235402, + 218592, + 148558, + 145998, + 199589, + 181908, + 21875, + 10616, + 4682, + 45171, + 29312, + 141487, + 159921, + 126442, + 44024, + 34051, + 7181, + 6162, + 13196, + 60250, + 74801, + 57108, + 7717 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 115765, + 121991, + 145881, + 155379, + 158598, + 116000, + 26789, + 86328, + 4919, + 1393, + 1872, + 4490, + 10204, + 30489, + 53477, + 98931, + 84477, + 15030, + 57354, + 32038, + 53374, + 53805, + 43186, + 26340, + 41809, + 29721 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 20293, + 15745, + 26271, + 38965, + 25197, + 11933, + 50787, + 42783, + 12491, + 2912, + 1886, + 538, + 742, + 2152, + 14895, + 28048, + 57845, + 36303, + 36760, + 26218, + 17240, + 12326, + 5936, + 23964, + 28732, + 19922 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 194626, + 142704, + 33209, + 52810, + 205380, + 163576, + 36031, + 52581, + 96901, + 1351, + 1604, + 443, + 1033, + 1009 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 226969, + 94464, + 38904, + 125534, + 136810, + 119506, + 160430, + 2566, + 5109, + 14793, + 13618, + 15015, + 2597, + 2541 + ] + }, + { + "label": "propagation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 171985, + 216317, + 256136, + 236599, + 194122, + 82653, + 75455, + 74528, + 19971, + 1739, + 1989, + 664, + 2747, + 5484 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "bridge", + "output_checked": true + }, + { + "concept": "indicating", + "score": 8.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "whereas", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "incremental", + "output_checked": true + }, + { + "concept": "failure", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "although", + "output_checked": true + }, + { + "concept": "investigation", + "score": 6.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "which", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "incremental", + "output_checked": true + }, + { + "concept": "nothing", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "was", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "within", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "recorded", + "output_checked": true + }, + { + "concept": "crack", + "score": 5.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "from", + "output_checked": true + }, + { + "concept": "everybody", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "although", + "output_checked": true + }, + { + "concept": "remained", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "several", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "from", + "output_checked": true + }, + { + "concept": "appeared", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "measurement", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "tonnage", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "below", + "output_checked": true + }, + { + "concept": "sequential", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "monotonic", + "output_checked": true + }, + { + "concept": "inexplicable", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stri", + "output_checked": true + }, + { + "concept": "etch", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "defence", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "were", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "recorded", + "output_checked": true + }, + { + "concept": "everything", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "every", + "output_checked": true + }, + { + "concept": "the", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "below", + "output_checked": true + }, + { + "concept": "component", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "every", + "output_checked": true + }, + { + "concept": "connects", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "hanger", + "output_checked": true + }, + { + "concept": "supports", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "hanger", + "output_checked": true + }, + { + "concept": "wires", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "parallel", + "output_checked": true + }, + { + "concept": "curve", + "score": 3.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "capacity", + "output_checked": true + }, + { + "concept": "truss", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hanger", + "output_checked": true + }, + { + "concept": "debris", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "calibration", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "progreso", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "indicative", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "from", + "output_checked": true + }, + { + "concept": "precision", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "satisfactory", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "was", + "output_checked": true + }, + { + "concept": "questions", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "alongside", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "recorded", + "output_checked": true + }, + { + "concept": "standpoint", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "machining", + "output_checked": true + }, + { + "concept": "Also", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "never", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "was", + "output_checked": true + }, + { + "concept": "according", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "below", + "output_checked": true + }, + { + "concept": "nevertheless", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "However", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "fracture", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "deformation", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "incremental", + "output_checked": true + }, + { + "concept": "bolt", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "every", + "output_checked": true + }, + { + "concept": "inspection", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "propagation", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "front", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "slightest", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "every", + "output_checked": true + }, + { + "concept": "calibrated", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "was", + "output_checked": true + }, + { + "concept": "orthogonal", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "parallel", + "output_checked": true + }, + { + "concept": "etching", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "observations", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "recorded", + "output_checked": true + }, + { + "concept": "observed", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pulley", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "hanger", + "output_checked": true + }, + { + "concept": "ruptured", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "although", + "output_checked": true + }, + { + "concept": "alike", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "every", + "output_checked": true + }, + { + "concept": "measurements", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "measured", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "Hail", + "ervan", + "quantos", + "wand", + "Thou", + "maneiras", + "trump", + "Kwa", + "cred", + "resp", + "ynitrite" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "stir", + "lev", + "ago", + "tons", + "Sob", + "Blanch", + "channel", + "dim", + "rock", + "exp", + "hus", + "Gest", + "grac", + "Catt", + "Sur", + "essional", + "Beg", + "Bog" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "stir", + "lev", + "ums", + "def", + "sum", + "Lang", + "rid", + "rock", + "accounts", + "Ehren", + "Bens", + "conf", + "strip", + "plo" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "def", + "ilj", + "dim", + "Sod", + "ums", + "Reis", + "Langer", + "fam", + "tfrac", + "ran", + "essional", + "jel", + "yli", + "ilg", + "ilda", + "sang", + "Cron", + "olyte", + "sinn", + "chum", + "Sur", + "Hus" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ilj", + "grac", + "yli", + "dim", + "Sod", + "Gal", + "tfrac", + "Reis", + "olyte", + "ago", + "tene", + "nguy", + "Beet", + "Bens", + "Pres", + "Langer", + "Mani", + "chum", + "Ven", + "essional", + "Schle" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Vo", + "rem", + "sn", + "Su", + "ilers", + "icot", + "yn", + "side", + "WOR", + "wyst", + "vall", + "patch", + "s", + "sol", + "fin", + "Sed", + "hst", + "Vla", + "terc", + "ae", + "atus", + "verz", + "shell" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "tool", + "trading", + "tools", + "side", + "sol", + "Er", + "dad", + "vib", + "simple", + "HI", + "Vo", + "Sol", + "IVING", + "polar", + "s", + "Vo", + "polar", + "verz", + "kick", + "hybrid", + "ae" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tool", + "trading", + "tools", + "side", + "simple", + "HI", + "tail", + "Vo", + "nas", + "looking", + "thead", + "yal", + "truncate", + "sol", + "tit", + "serial", + "hybrid", + "remen", + "dad", + "duct", + "Green", + "Vo", + "oshi", + "kick" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "tool", + "record", + "select", + "tail", + "sol", + "tools", + "side", + "Green", + "duct", + "chal", + "simple", + "Sol", + "polar", + "nop", + "trading", + "polar", + "blank", + "serial", + "remen", + "rem", + "HI", + "linear" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "fetch", + "subject", + "linear", + "OOSE", + "common", + "Select", + "select", + "locks", + "lives", + "switch", + "cactus", + "data", + "cdots", + "dynamic", + "Tos", + "Datas", + "talk", + "breadcrumb", + "record", + "tools", + "ettle", + "listener", + "felt", + "tails", + "trading", + "remen" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "listener", + "Listener", + "fetch", + "listener", + "capitalize", + "GetData", + "credits", + "greet", + "listeners", + "wechsel", + "Listener", + "cereal", + "discuss", + "waitUntil", + "credits", + "ettle", + "Resolve", + "RECE", + "Accessed", + "CRED", + "talks", + "pillow", + "Names", + "ransom", + "Fetch" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "quil", + "getMessage", + "ladder", + "drawable", + "logro", + "GoalState", + "stit", + "ladder", + "Viva", + "adder", + "tread", + "missions", + "addAll", + "Mif", + "dictionaries", + "ringan" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "abilecek", + "reheat", + "despert", + "toch", + "impactos", + "oyam", + "cama", + "milion", + "kilo" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "grud", + "bilgiler", + "abilecek", + "brus", + "Forst", + "owes", + "grudge", + "holz", + "chut", + "jogar", + "del", + "assol", + "Dlatego" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "prong", + "Jahres", + "conceptos", + "logique", + "annon", + "tier", + "stehen", + "jeweils", + "smith", + "URCH", + "kren", + "concepto", + "ques", + "plusieurs" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "wij", + "welt", + "wir", + "casilla", + "andolo", + "ospel", + "spf", + "ausge", + "lichkeit", + "ectors", + "morally", + "mozz", + "idic", + "vorher", + "gage", + "osp", + "daran", + "widers", + "altung", + "idium", + "camada", + "kata", + "Roh", + "minor", + "concepto" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "spf", + "ilm", + "adn", + "ohist", + "rect", + "contr", + "curled", + "casilla" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "nonetheless", + "nevertheless", + "trotzdem", + "mouseDown", + "Otherwise", + "dismissed", + "tuttavia", + "rechaz", + "accordingly", + "suspended", + "simultaneously" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Same", + "neither", + "Neither", + "Likewise", + "Similarly", + "Trouble", + "although", + "Likewise", + "Neither", + "However", + "Trou", + "Though", + "Other", + "Although", + "Conclusion", + "Troubles", + "Either", + "nThe", + "neither", + "Fellow", + "similarly", + "Similar", + "Except", + "accordingly", + "Sympt", + "Signs", + "although", + "Here", + "Moreover" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Similarly", + "Likewise", + "Though", + "Consequently", + "although", + "Neither", + "Same", + "meanwhile", + "Although", + "However", + "Simultaneously", + "But", + "hence", + "Hence", + "Which", + "Similarly", + "Failure", + "Conclusion", + "Fellow", + "Symptoms", + "Both", + "Bigger", + "Whose", + "nThe", + "Another" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Similarly", + "Neither", + "Likewise", + "Neither", + "Whose", + "Consequently", + "Same", + "Which", + "Another", + "Hence", + "Though", + "However", + "Both", + "hence", + "Fellow", + "Similarly", + "Outside", + "Tens", + "Symptoms", + "But", + "therefore", + "Although", + "Again", + "Failure", + "nThe", + "Simultaneously", + "Therefore", + "Its" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Similarly", + "Likewise", + "Same", + "Similarly", + "clen", + "Cause", + "iggers", + "Neither", + "Consequently", + "Repeat", + "Mechanism", + "ettet", + "Hence", + "Obviously", + "similarly", + "Both", + "fiss", + "setDate", + "ordan", + "Failure", + "Though", + "Statistics", + "correspondingly", + "Another", + "washers", + "etition" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Similarly", + "Likewise", + "Same", + "Both", + "Angle", + "Neither", + "These", + "Was", + "Similarly", + "similarly", + "Again", + "Simultaneously", + "Assume", + "Mechanism", + "Fine", + "Another", + "ettet", + "Hence", + "Despite", + "This", + "Assuming", + "Neither", + "Trigger", + "Welding", + "Model", + "Repeat", + "imiter" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Similarly", + "Same", + "Both", + "Likewise", + "Neither", + "These", + "Another", + "This", + "Those", + "Again", + "similarly", + "Assume", + "Repeat", + "Excessive", + "Simultaneously", + "Similarly", + "Model", + "Assuming", + "Angle", + "Despite", + "Which", + "Along", + "Therefore", + "Was", + "Neither", + "Theory", + "correspondingly", + "Statistical", + "Proper", + "Should" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Another", + "Both", + "Similarly", + "Those", + "Same", + "Angle", + "Again", + "Repeat", + "These", + "Whether", + "similarly", + "ocl", + "Likewise", + "Assuming", + "Another", + "hole", + "esian", + "Excessive", + "This", + "ettle", + "Likely", + "therefore", + "imiter", + "Significant", + "agate", + "oint" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Fine", + "Bridge", + "The", + "This", + "Parallel", + "A", + "Another", + "Mechanical", + "Failure", + "Machine", + "Incre", + "These", + "High", + "No", + "Ins", + "Mach", + "Fast", + "F", + "In", + "Under", + "Secondary", + "Poor", + "Both", + "When", + "Black", + "While", + "Over", + "Below", + "Pure", + "Angle", + "bridge", + "Incident" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "crack", + "score": 9.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "incremental", + "output_checked": true + }, + { + "concept": "indicating", + "score": 8.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "appeared", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "measurement", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "fracture", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "from", + "output_checked": true + }, + { + "concept": "punt", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "bridge", + "output_checked": true + }, + { + "concept": "inspection", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "connects", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "hanger", + "output_checked": true + }, + { + "concept": "CRED", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "grud", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "although", + "output_checked": true + }, + { + "concept": "remained", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "load", + "output_checked": true + }, + { + "concept": "maximum", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "its", + "output_checked": true + }, + { + "concept": "supports", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "hanger", + "output_checked": true + }, + { + "concept": "within", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "was", + "output_checked": true + }, + { + "concept": "design", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "below", + "output_checked": true + }, + { + "concept": "brus", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "monotonic", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "parallel", + "output_checked": true + }, + { + "concept": "ilm", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "recorded", + "output_checked": true + }, + { + "concept": "limits", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "below", + "output_checked": true + }, + { + "concept": "investigation", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "streaks", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "stri", + "output_checked": true + }, + { + "concept": "symbolizes", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "bridge", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "recorded", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "limit", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "monotonic", + "output_checked": true + }, + { + "concept": "However", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "damage", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "incremental", + "output_checked": true + }, + { + "concept": "bolts", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "every", + "output_checked": true + }, + { + "concept": "wire", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "parallel", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "bit", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "hung", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "diff", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "monotonic", + "output_checked": true + }, + { + "concept": "Langer", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "capacity", + "output_checked": true + }, + { + "concept": "gereken", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "SCRE", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "parallel", + "output_checked": true + }, + { + "concept": "inteiro", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "stri", + "output_checked": true + }, + { + "concept": "aquilo", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "sensitive", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "machining", + "output_checked": true + }, + { + "concept": "roar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "although", + "output_checked": true + }, + { + "concept": "ostat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "load", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "monotonic", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "incremental", + "output_checked": true + }, + { + "concept": "enemigos", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "replay", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "machining", + "output_checked": true + }, + { + "concept": "halinde", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "logique", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "from", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "punct", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "hanger", + "output_checked": true + }, + { + "concept": "tier", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Fine", + "output_checked": true + }, + { + "concept": "vorher", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "ations", + "output_checked": true + }, + { + "concept": "Stein", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "wij", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "hanger", + "output_checked": true + }, + { + "concept": "estrut", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "every", + "output_checked": true + }, + { + "concept": "baik", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "capacity", + "output_checked": true + }, + { + "concept": "hone", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "represents", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "bridge", + "output_checked": true + }, + { + "concept": "semuanya", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "measured", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cyclic-02__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cyclic-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cyclic-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cyclic-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cyclic-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cyclic-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Progressive damage under repeated loading 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A wheel axle survived years of repeated bending. The failure face contained thumbnail-shaped beach marks centered on several surface initiation sites.", + "prompt_tail": "A wheel axle survived years of repeated bending. The failure face contained thumbnail-shaped beach marks centered on several surface initiation sites.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cyclic-03", + "carrier_id": null, + "target_family": "cyclic", + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 6965, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 2824 + }, + { + "label": "crack", + "best_rank": 3014, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 2729 + }, + { + "label": "propagation", + "best_rank": 2858, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 836 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "orry", + "them", + "furthermore", + "etc", + "behalf", + "lle", + "oraz", + "arl", + "hereby" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "ii", + "ients", + "ses", + "gonna", + "lle", + "etc", + "them", + "eded", + "leness", + "sic", + "d", + "ie", + "iew", + "wie", + "alike", + "dia", + "zis", + "lly", + "ited", + "ided", + "persons", + "zes", + "thereof", + "wes", + "persons", + "nto", + "t", + "l" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ients", + "sic", + "persons", + "thereof", + "lle", + "etc", + "persons", + "ions", + "alike", + "sebagainya", + "leness", + "ion", + "hence", + "mediante", + "htm", + "ieur", + "eded", + "Persons" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thereto", + "persons", + "denominada", + "yses", + "maupun", + "denominado", + "pursuant", + "Miscellaneous", + "ained", + "therein", + "ompok", + "Thereafter", + "owano", + "iosos", + "therefrom", + "ranial", + "subdirectory", + "UREG", + "memoranda", + "thereafter", + "gments", + "ented" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thereto", + "thence", + "heretofore", + "pursuant", + "yses", + "maupun", + "principally", + "thereafter", + "sic", + "insofar", + "toward", + "thereof", + "pertaining", + "pertinent", + "hereto", + "persons", + "whereupon", + "persons", + "wherein", + "herein", + "thereon", + "Thereafter" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "consisted", + "thereto", + "thereafter", + "Approximately", + "photographs", + "commenced", + "thereon", + "comprised", + "subsequently", + "constituted", + "pertaining", + "yses", + "principally", + "Characteristics", + "whereupon", + "characteristics", + "concerning", + "utilized", + "Miscellaneous", + "Concerning", + "indications", + "occasioned", + "characterized", + "whereby" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereto", + "characterized", + "wherein", + "proximate", + "which", + "whilst", + "notable", + "utilized", + "utilizing", + "vicinity", + "comprised", + "indicative", + "noteworthy", + "exhibiting", + "requisite", + "proximal", + "thence", + "ensuing", + "coloration", + "nomenclature", + "Whilst", + "concomitant", + "heretofore", + "etiology", + "disseminated", + "whereupon", + "discernible", + "concomit", + "contemporaneous", + "prior", + "considerable", + "concerning" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "coloration", + "neither", + "noteworthy", + "heretofore", + "concomit", + "concomitant", + "apiece", + "characterized", + "furthermore", + "occasioned", + "indistinct", + "histologic", + "whence", + "specimens", + "indications", + "acial", + "inasmuch", + "ossos", + "persons", + "wherein", + "notable", + "alike", + "constituted", + "notwithstanding", + "thence", + "ritus" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "coloration", + "histologic", + "mottled", + "geologic", + "subsurface", + "discoloration", + "striated", + "contemporaneous", + "specimens", + "noteworthy", + "clustered", + "histological", + "proximate", + "delineated", + "benthic", + "morphology", + "discernible", + "assemblages", + "indicative", + "coales", + "discolor", + "micrograph", + "ossos", + "specimen", + "acial", + "apiece", + "metallurgical", + "morphologies", + "distal", + "disseminated", + "ASTM", + "concomit" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "coloration", + "discoloration", + "evidence", + "subsurface", + "benthic", + "striated", + "observed", + "evidentiary", + "discernible", + "micrograph", + "exhibit", + "diagnostic", + "sediment", + "specimens", + "specimen", + "stratigraphic", + "visible", + "observable", + "etching", + "metallurgical", + "micrographs", + "indicative", + "spectroscopic", + "mottled", + "staining", + "photographic", + "exhibiting", + "evidencia", + "histological", + "pigmentation", + "scarring" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "evidence", + "discoloration", + "indicating", + "coloration", + "evidencia", + "observed", + "evidentiary", + "discernible", + "visible", + "evid", + "indicative", + "micrograph", + "indicate", + "diagnostic", + "recovered", + "Evidence", + "observable", + "detectable", + "Evidence", + "evidence", + "subsurface", + "discolor", + "micrographs", + "mottled", + "visible", + "indications", + "indicating", + "fluores", + "suggestive", + "symptomatic" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicating", + "evidence", + "indicating", + "indicate", + "diagnostic", + "indicative", + "discoloration", + "Evidence", + "indications", + "Evidence", + "coloration", + "suggestive", + "diagnostic", + "observed", + "suggesting", + "evid", + "symptomatic", + "evidencia", + "discolor", + "visible", + "indicates", + "visible", + "indicators", + "Diagnostic", + "Diagnostic", + "evidence", + "indic", + "recovered", + "indication", + "fluores" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "indicative", + "evidence", + "suggestive", + "indicating", + "observed", + "indicate", + "characteristic", + "indications", + "coloration", + "characterizing", + "evidencia", + "discernible", + "indicates", + "suggesting", + "characterize", + "detectable", + "distinguishing", + "exhibiting", + "discoloration", + "inexplicable", + "diagnostic", + "distinguish", + "peculiar", + "evid", + "Evidence", + "microscopy", + "observable", + "anomalous", + "Evidence" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "indicative", + "indicating", + "coloration", + "suggestive", + "inexplicable", + "evidence", + "indicate", + "suggesting", + "discernible", + "Hinweise", + "observed", + "indicates", + "characteristic", + "indications", + "observable", + "icolored", + "detectable", + "evidencia", + "indiquant", + "apparent", + "apparently", + "indica", + "Evidence", + "characterizing", + "unexplained", + "indicate", + "describe", + "visible", + "unusual", + "visible" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "several", + "threatening", + "reportedly", + "which", + "who", + "simultaneously", + "demonstrating", + "evidence", + "telling", + "demonstrators", + "publicly", + "documentary", + "this", + "recently", + "testimony", + "witnesses", + "investigating", + "accompanying", + "demonstrations", + "Suddenly", + "confronting", + "helping", + "characterized", + "accused", + "revealing", + "believing", + "advertisements", + "proponents", + "Suddenly", + "while", + "both", + "showing" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Furthermore", + "Similarly", + "furthermore", + "Conversely", + "Also", + "Similarly", + "Meanwhile", + "Consequently", + "likewise", + "Conversely", + "Consequently", + "Also", + "whereas", + "meanwhile", + "Likewise", + "Likewise", + "Eventually", + "Eventually", + "Afterwards", + "recently", + "During", + "According", + "Again", + "During", + "Yet", + "simultaneously", + "similarly", + "Later", + "Meanwhile", + "Recently", + "Recently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Similarly", + "Similarly", + "Conversely", + "furthermore", + "Also", + "whereas", + "Meanwhile", + "Conversely", + "conversely", + "likewise", + "meanwhile", + "Likewise", + "Also", + "similarly", + "Consequently", + "Furthermore", + "Simultaneously", + "Then", + "Each", + "During", + "Again", + "Yet", + "Secondly", + "Afterwards", + "Equally", + "Alongside", + "else", + "There", + "Later", + "Subsequently", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "conversely", + "Similarly", + "Meanwhile", + "Similarly", + "likewise", + "Likewise", + "whereas", + "Furthermore", + "Simultaneously", + "Also", + "accordingly", + "Conversely", + "Equally", + "They", + "These", + "Conversely", + "Alongside", + "Whether", + "separately", + "Secondly", + "secondly", + "Alongside", + "therefore", + "During", + "similarly", + "Along", + "tandis", + "Their", + "Meanwhile" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "conversely", + "They", + "These", + "Similarly", + "Likewise", + "Conversely", + "Conversely", + "They", + "These", + "Today", + "Similarly", + "Along", + "whereas", + "Those", + "theirs", + "Yours", + "Along", + "Lately", + "lately", + "Recently", + "Compared", + "furthermore", + "today", + "Their", + "Yet", + "accordingly", + "Their" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "These", + "They", + "Conversely", + "Similarly", + "Consequently", + "Furthermore", + "meanwhile", + "Likewise", + "furthermore", + "Moreover", + "Those", + "Those", + "Along", + "Conversely", + "There", + "Their", + "mselves", + "Also", + "These", + "Today", + "Another", + "Its", + "Compared", + "Consequently", + "conversely", + "They", + "Moreover", + "Along", + "Its" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "They", + "Meanwhile", + "These", + "Conversely", + "Their", + "Consequently", + "There", + "Similarly", + "Furthermore", + "furthermore", + "They", + "Likewise", + "Another", + "This", + "Moreover", + "meanwhile", + "Conversely", + "Also", + "Therefore", + "Each", + "Along", + "Those", + "Recent", + "During", + "Those", + "Today", + "Its", + "Recently", + "Their", + "Compared" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "These", + "Furthermore", + "They", + "Likewise", + "Similarly", + "Secondly", + "furthermore", + "Conversely", + "Another", + "Consequently", + "There", + "These", + "This", + "Those", + "Meanwhile", + "conversely", + "Also", + "Each", + "Though", + "Alternatively", + "His", + "Unless", + "Yet", + "Conversely", + "Although", + "Despite", + "Additionally", + "Upon", + "While", + "Therefore", + "Others" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "These", + "Similarly", + "Another", + "meanwhile", + "balls", + "Secondly", + "Mere", + "Secondly", + "They", + "ield", + "These", + "Otherwise", + "conversely", + "themselves", + "UMENT", + "ular", + "Therefore", + "Another", + "Furthermore", + "Exceptions", + "oint", + "Exceptions", + "opy", + "furthermore", + "rund", + "Alternatively", + "letas" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "UMENT", + "Meanwhile", + "ular", + "THAN", + "uments", + "These", + "Similarly", + "obar", + "ufl", + "UNT", + "ULAR", + "opy", + "Another", + "ball", + "wich", + "doe", + "Therefore", + "bullet", + "Arguments", + "balls", + "ufer", + "copy", + "Furthermore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "UMENT", + "These", + "ular", + "uments", + "doe", + "Applications", + "Those", + "UNT", + "Arguments", + "Anwendungen", + "Those", + "ULAR", + "daten", + "perse", + "UMENTS", + "Aplikasi", + "ature", + "These", + "Application", + "atek" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "These", + "bullet", + "bull", + "ular", + "black", + "thumb", + "This", + "thumbnail", + "ula", + "snowflake", + "itemize", + "applied", + "sun", + "jpg", + "grid", + "jpeg", + "nb", + "end", + "apply", + "When", + "dot", + "Thumb", + "attach", + "subs", + "substring", + "substr", + "subsection", + "union", + "bullets", + "meet", + "square" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 104384, + 200693, + 177655, + 211559, + 236241, + 177724, + 86774, + 75738, + 22073, + 11560, + 6966, + 8540, + 50877, + 61775, + 189833, + 199647, + 176250, + 86233, + 32925, + 17610, + 16746, + 7742, + 25503, + 20433, + 23183, + 9186 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 140928, + 131548, + 147627, + 103044, + 116272, + 107967, + 53061, + 35387, + 14052, + 6070, + 3015, + 17329, + 9677, + 33087, + 26212, + 57450, + 89401, + 41663, + 57656, + 116132, + 130887, + 49892, + 51521, + 59780, + 37475, + 16379 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 19782, + 6518, + 2695, + 80689, + 67130, + 32882, + 6029, + 13460, + 39200, + 9863, + 22101, + 3270, + 2859, + 4797, + 10953, + 28171, + 54208, + 32810, + 44731, + 45392, + 58154, + 10850, + 24212, + 135305, + 108238, + 38645 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 194038, + 71797, + 6589, + 41954, + 123440, + 96734, + 32268, + 30372, + 96530, + 15362, + 58755, + 5124, + 5860, + 2825 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 169038, + 48916, + 11442, + 113986, + 120639, + 98932, + 55148, + 2730, + 30115, + 111680, + 127524, + 35459, + 13552, + 29218 + ] + }, + { + "label": "propagation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 164464, + 164248, + 213556, + 214076, + 53852, + 72507, + 51825, + 11751, + 6921, + 6543, + 7003, + 837, + 4702, + 29665 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "cracks", + "score": 18.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "indicating", + "score": 15.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "was", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "and", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "years", + "output_checked": true + }, + { + "concept": "whereas", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "because", + "score": 8.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "wheel", + "output_checked": true + }, + { + "concept": "around", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "centuries", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "occurred", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "showed", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "face", + "output_checked": true + }, + { + "concept": "sections", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "Its", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "clusters", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "several", + "output_checked": true + }, + { + "concept": "clustered", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sites", + "output_checked": true + }, + { + "concept": "quarters", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "which", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "patches", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "thumbnail", + "output_checked": true + }, + { + "concept": "locations", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "scars", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "beach", + "output_checked": true + }, + { + "concept": "neglect", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "These", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "surviving", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "durability", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tiny", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "thumbnail", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "radial", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "on", + "output_checked": true + }, + { + "concept": "evidence", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "diagnostic", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "miniature", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "individually", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "several", + "output_checked": true + }, + { + "concept": "whilst", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tracts", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "became", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "wheel", + "output_checked": true + }, + { + "concept": "wasn", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "fragments", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "didn", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "wheel", + "output_checked": true + }, + { + "concept": "exposure", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "irony", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "warfare", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "irregularities", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "resilience", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "remnants", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "sized", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "thumbnail", + "output_checked": true + }, + { + "concept": "like", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "collisions", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "fractures", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "sand", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "beach", + "output_checked": true + }, + { + "concept": "supports", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "axle", + "output_checked": true + }, + { + "concept": "pounding", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "stresses", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "bending", + "output_checked": true + }, + { + "concept": "metal", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "enduring", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "years", + "output_checked": true + }, + { + "concept": "lubrication", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "scientific", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "proximate", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "face", + "output_checked": true + }, + { + "concept": "forensic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "manufacture", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "elongated", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "geology", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "beach", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "Hail", + "Kwa", + "nada", + "quantos", + "anque", + "punkte", + "maneiras", + "undos", + "diagonal", + "trump", + "ervan", + "discrim" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "Sob", + "stir", + "opat", + "lev", + "tons", + "Cole", + "channel", + "rid", + "trem", + "Cann", + "Pres", + "Beg", + "blot", + "Mannes", + "Blanch", + "Proc", + "Tit", + "grac", + "pres", + "ment", + "Prote", + "reu" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "Clon", + "Beg", + "stir", + "Pres", + "grac", + "Auff", + "Fig", + "Proc", + "opat", + "plo", + "pres", + "nab", + "cron", + "prof", + "Sob", + "Cun", + "champ" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "usan", + "ilj", + "tfrac", + "champ", + "Sod", + "Pres", + "byt", + "nov", + "onn", + "Hus", + "liq", + "def", + "reu", + "Reis", + "ponym", + "Clon", + "sure", + "ilg", + "prof" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Mani", + "tfrac", + "dim", + "ago", + "grac", + "olyte", + "hus", + "byt", + "ilj", + "Hus", + "Reis", + "Fig", + "onn", + "Cann" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Vo", + "rem", + "Su", + "det", + "Sed", + "ilers", + "hely", + "VERE", + "terc", + "hst", + "side", + "Rem", + "fan", + "Rem", + "orel", + "oben", + "sed", + "tit", + "Hs", + "susp", + "yn" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "side", + "Sol", + "HI", + "tools", + "tool", + "Green", + "kick", + "Rim", + "contr", + "Ort", + "Rim", + "DEP", + "OHC", + "ear", + "trading", + "demos", + "duct", + "contr", + "remen", + "dos" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "side", + "tool", + "tail", + "sol", + "HI", + "dad", + "trading", + "select", + "remen", + "kick", + "DEP", + "Rim", + "rem", + "duct", + "dos", + "yal", + "Werk", + "Cermak" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "tail", + "select", + "record", + "side", + "Green", + "sol", + "rem", + "Sol", + "tail", + "Select", + "fitting", + "blank", + "Vo", + "duct", + "uct", + "Prot", + "kick", + "polar", + "HI", + "Mau" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "fetch", + "select", + "sus", + "subject", + "linear", + "RECE", + "cdots", + "listener", + "record", + "ettle", + "lives", + "discussed", + "switch", + "dynamic", + "delegate", + "data", + "Greeting", + "Listener", + "SELECT", + "greeting", + "greet" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "RECE", + "greeting", + "ettle", + "listener", + "switch", + "fetch", + "sleeping", + "sekal", + "Greeting", + "credits", + "tit", + "Resolve", + "discuss", + "tl", + "RESOL", + "CRED", + "greet", + "linear", + "betre", + "isel", + "meeting", + "RESOL", + "CIP", + "diet", + "dak" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "alh", + "acan", + "quil", + "restart", + "odora", + "emaker", + "epar", + "Mif", + "DAP", + "hound", + "bag", + "law", + "elang", + "onom", + "SA", + "bean", + "avelmente" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "dictionaries", + "pickle", + "cama", + "haystack", + "restart", + "httpClient", + "heapq", + "kulit", + "bout", + "despert", + "Critics", + "milion", + "abilecek", + "lick", + "borderRadius", + "bouts", + "buttonclick", + "anger" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "brus", + "viol", + "deka", + "God", + "rotz", + "ogado", + "abilecek", + "Violent", + "holz" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "prong", + "logical", + "tier", + "logic", + "ausge", + "logic", + "logique", + "logical", + "Jahres", + "muh", + "arg", + "ques", + "Jaz", + "dabei", + "smith", + "ospel", + "undocumented" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "ospel", + "tier", + "spf", + "spf", + "prong", + "mozz", + "Stein", + "wij", + "ham", + "wir", + "ectors", + "daran", + "Warr", + "osp", + "argumentation", + "idic", + "berp", + "dungeons", + "halk", + "skips", + "roh", + "idium" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "hor", + "baik", + "serp", + "penj", + "spf", + "adn", + "Pla", + "whor", + "rescences", + "kernel" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "slit", + "slit", + "OfDeath", + "Meanwhile", + "forward", + "whiskers", + "Peters", + "endregion", + "sch", + "getchar" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "These", + "Meanwhile", + "Along", + "Similarly", + "Along", + "along", + "Together", + "These", + "these", + "Simultaneously", + "Compared", + "nCurrent", + "Additionally", + "meanwhile", + "Secondly", + "retr", + "alike", + "Moreover", + "Likewise", + "nThe", + "Other", + "Furthermore", + "Dedu", + "OfThe", + "clen" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Similarly", + "meanwhile", + "Other", + "Meanwhile", + "These", + "Conversely", + "Consequently", + "Furthermore", + "Simultaneously", + "Another", + "Other", + "Others", + "Compared", + "Likewise", + "Along", + "Similarly", + "Additionally", + "Additionally", + "Secondly", + "Moreover", + "These", + "furthermore", + "Subsequent", + "However", + "accordingly", + "nCurrent", + "Its" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "Similarly", + "Conversely", + "These", + "Meanwhile", + "Another", + "Likewise", + "Consequently", + "Furthermore", + "Other", + "Additionally", + "Upon", + "Additionally", + "Simultaneously", + "Recently", + "Similarly", + "Other", + "meanwhile", + "However", + "Another", + "Consequently", + "Recent", + "Recent", + "Secondly", + "furthermore", + "Compared" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Similarly", + "These", + "Conversely", + "Secondly", + "Simultaneously", + "Furthermore", + "Likewise", + "Consequently", + "Otherwise", + "conversely", + "These", + "Additionally", + "furthermore", + "However", + "Others", + "Similarly", + "Secondly", + "Subs", + "Additionally", + "txt", + "Alternatively", + "Although", + "Another", + "Though", + "Currently", + "Unlike", + "Recently", + "Upon", + "Except" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Similarly", + "These", + "Meanwhile", + "Secondly", + "Simultaneously", + "Likewise", + "conversely", + "Otherwise", + "Conversely", + "Secondly", + "Another", + "meanwhile", + "Similarly", + "These", + "This", + "urally", + "By", + "letas", + "However", + "Conversely", + "Sequences", + "Therefore", + "Another", + "Subs", + "json", + "plet", + "Imaging", + "mortem", + "jpg" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "Similarly", + "Meanwhile", + "Secondly", + "These", + "Another", + "Simultaneously", + "This", + "Secondly", + "Likewise", + "conversely", + "othesis", + "meanwhile", + "Similarly", + "Conversely", + "Otherwise", + "Another", + "Those", + "While", + "Assuming", + "endswith", + "By", + "Both", + "Equally", + "Repeat", + "Therefore", + "Others" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "These", + "Below", + "This", + "Similarly", + "urally", + "tend", + "These", + "Secondly", + "Judging", + "Another", + "igate", + "Those", + "Meanwhile", + "Experts", + "ature", + "Secondly", + "Simultaneously", + "Unt", + "Uns", + "Subs", + "They", + "ATIVES", + "meanwhile", + "ula", + "Other" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "These", + "This", + "Below", + "end", + "ula", + "substring", + "black", + "jpg", + "ubes", + "Arrows", + "It", + "ug", + "Another", + "When", + "Upon", + "Sick", + "sub", + "une", + "subs", + "They", + "Using", + "ubb", + "click", + "compare", + "ub", + "image", + "Sub", + "Black", + "meet", + "A", + "Yet" + ] + } + ], + "logit_surprising": [ + { + "concept": "cracks", + "score": 17.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "ausge", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "indicating", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "showed", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "face", + "output_checked": true + }, + { + "concept": "around", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "Its", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "occurred", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "spots", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "durability", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "God", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "prong", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "verw", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "centuries", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "bending", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "rotates", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "axle", + "output_checked": true + }, + { + "concept": "millennia", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "weathering", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "several", + "output_checked": true + }, + { + "concept": "pounding", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "indicative", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "RECE", + "score": 3.0, + "best_rank": 2, + "best_depth": 39.0, + "near_token": "thumbnail", + "output_checked": true + }, + { + "concept": "dictionaries", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "rele", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "wheel", + "output_checked": true + }, + { + "concept": "Fock", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "face", + "output_checked": true + }, + { + "concept": "brus", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "beach", + "output_checked": true + }, + { + "concept": "duke", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "spf", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "axle", + "output_checked": true + }, + { + "concept": "defects", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "ago", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "years", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "earthquakes", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "fractures", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "These", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "stresses", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "bending", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "supports", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "axle", + "output_checked": true + }, + { + "concept": "neglect", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "CRED", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "several", + "output_checked": true + }, + { + "concept": "tread", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "ROTATE", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "beach", + "output_checked": true + }, + { + "concept": "wang", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "on", + "output_checked": true + }, + { + "concept": "consigo", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "presse", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "wheel", + "output_checked": true + }, + { + "concept": "bong", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "bending", + "output_checked": true + }, + { + "concept": "subject", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "thumbnail", + "output_checked": true + }, + { + "concept": "roar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "przyp", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "getId", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "on", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "jah", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "repeated", + "output_checked": true + }, + { + "concept": "prev", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "punct", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "axle", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "face", + "output_checked": true + }, + { + "concept": "verme", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "parall", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "wheel", + "output_checked": true + }, + { + "concept": "okt", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "bending", + "output_checked": true + }, + { + "concept": "ilm", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Cause", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cyclic-03__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cyclic-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cyclic-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cyclic-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cyclic-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cyclic-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Progressive damage under repeated loading 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A bolted aluminum joint opened after many pressurization cycles. A smooth region with regularly spaced microscopic ridges occupied most of the separated surface.", + "prompt_tail": " bolted aluminum joint opened after many pressurization cycles. A smooth region with regularly spaced microscopic ridges occupied most of the separated surface.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cyclic-04", + "carrier_id": null, + "target_family": "cyclic", + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "scroll", + "generated_token_ids": [ + 16113 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 14275, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 6403 + }, + { + "label": "crack", + "best_rank": 12105, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 2311 + }, + { + "label": "propagation", + "best_rank": 4101, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 10369 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "leness", + "ients", + "orry", + "them", + "furthermore", + "etc", + "oses", + "lle", + "iken", + "therefor", + "persons", + "accordingly", + "hereby" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "ie", + "hence", + "lle", + "etc", + "eded", + "leness", + "sic", + "d", + "ients", + "fty", + "ses", + "thereof", + "arie", + "dia", + "nty", + "gement", + "zis", + "lly", + "nto", + "ion", + "iew", + "ited", + "ided", + "outh", + "wards", + "ii", + "persons", + "wie" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ients", + "lle", + "sic", + "persons", + "hence", + "gonna", + "thereof", + "alike", + "etc", + "leness", + "d", + "eded", + "etc", + "till", + "ieur", + "till", + "ion", + "ie", + "ial", + "yaitu", + "probably" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "persons", + "ients", + "alike", + "thereto", + "leness", + "sic", + "efectu", + "herewith", + "thereof", + "sebagainya", + "hence", + "dioxide", + "mediante", + "thereon", + "maupun", + "Accordingly", + "hearers" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "ients", + "hence", + "alike", + "thereto", + "efectu", + "herewith", + "ided", + "centre", + "everybody", + "thereof", + "mediante", + "obliged", + "solamente", + "leness", + "maupun", + "sic", + "thence", + "centre", + "inasmuch", + "whereby", + "presently", + "vorhanden" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "consisted", + "although", + "whereas", + "thereto", + "persons", + "although", + "maupun", + "which", + "consisting", + "Nevertheless", + "therefore", + "Although", + "solamente", + "Concerning", + "however", + "ients", + "hence", + "regarded", + "alike", + "whereby", + "Moreover", + "everybody" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "although", + "considerable", + "consisted", + "scarcely", + "considerably", + "chiefly", + "thence", + "however", + "regarded", + "alike", + "probably", + "mostly", + "probably", + "largely", + "adjoining", + "principally", + "hitherto", + "satisfactorily", + "insofar", + "appreciably", + "Owing", + "constituted", + "belonged", + "thereto", + "occasioned", + "quite", + "characterized" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "aceous", + "scarcely", + "indistinct", + "probably", + "whereas", + "hitherto", + "satisfactorily", + "considerable", + "consisted", + "thereto", + "furthermore", + "probably", + "neither", + "regarded", + "periodical", + "itory", + "although", + "characteristic", + "characterized", + "consisting", + "satisfactory", + "presently", + "thence", + "retarded", + "constituted" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "indistinct", + "characteristic", + "periodical", + "characterized", + "achromatic", + "silice", + "alike", + "aceous", + "densely", + "mottled", + "constituted", + "coloration", + "gebiet", + "hydrophilic", + "latter", + "neath", + "considerable", + "scarcely", + "hitherto", + "powierzchn", + "spersed", + "uniformly", + "grayish", + "dense", + "although", + "regarded", + "prevailing" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "characteristic", + "visible", + "coloration", + "striated", + "plast", + "hydrophilic", + "discoloration", + "mottled", + "observed", + "dense", + "visible", + "densely", + "sintered", + "benthic", + "sanded", + "characterized", + "discernible", + "micrograph", + "polymeric", + "tampak", + "photograph", + "laminar", + "indistinct", + "silice", + "delineated", + "micrographs", + "staining", + "reproduced", + "distal", + "rectilinear", + "littoral" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "discoloration", + "visible", + "coloration", + "indistinct", + "discernible", + "mottled", + "observed", + "visible", + "undisturbed", + "characteristic", + "delineated", + "micrograph", + "dense", + "laminar", + "plast", + "uniformity", + "littered", + "surface", + "evident", + "distal", + "identifiable", + "elongated", + "tampak", + "micrographs", + "striated", + "unobstructed", + "silice", + "staining", + "evidence", + "indist" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "observed", + "indicating", + "suggestive", + "discoloration", + "observed", + "visible", + "observations", + "characteristic", + "visible", + "diagnostic", + "suggesting", + "reproduced", + "observable", + "coloration", + "reproducible", + "symptomatic", + "microstructure", + "indicating", + "evidence", + "apparently", + "microscopy", + "indications", + "indicative", + "characterizing", + "benthic", + "micrograph", + "surface", + "indicate", + "detected", + "recovered" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "suggestive", + "apparently", + "observed", + "indicating", + "suggesting", + "microstructure", + "characteristic", + "microscopy", + "characterizing", + "apparent", + "describe", + "describing", + "characterize", + "reproduced", + "reproducible", + "superimposed", + "micrographs", + "indistinct", + "apparently", + "micrograph", + "indicative", + "patterned", + "coloration", + "discernible", + "protrusions", + "describir", + "describ", + "pattern", + "surface", + "appears" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "suggestive", + "observed", + "indicating", + "suggesting", + "apparently", + "resembling", + "visible", + "coloration", + "discernible", + "apparent", + "characteristic", + "visible", + "describing", + "appearing", + "noticeable", + "microscopy", + "observable", + "resemblance", + "characterizing", + "whitish", + "micrographs", + "indicating", + "sichtbar", + "apparently", + "micrograph", + "resemble", + "indicative" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "whereas", + "reportedly", + "Afterwards", + "Which", + "Apparently", + "Suddenly", + "During", + "During", + "Whereas", + "Apparently", + "which", + "Which", + "Recently", + "blamed", + "recently", + "apparently", + "allegedly", + "threatening", + "Suddenly", + "According", + "Furthermore", + "Whereas", + "Also", + "accused", + "Recently", + "interviewed", + "Secondly", + "Also", + "comprised", + "photographed", + "whereupon" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "ertain", + "Similarly", + "mselves", + "Furthermore", + "During", + "Recently", + "Meanwhile", + "During", + "Also", + "Recently", + "priori", + "furthermore", + "Conversely", + "else", + "ively", + "whereas", + "Similarly", + "cially", + "requently", + "meanwhile", + "Apparently", + "Certainly", + "Previously", + "Afterwards", + "Then", + "Which", + "Its", + "Alongside", + "ingly", + "Yet", + "elson" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Also", + "Furthermore", + "mselves", + "Conversely", + "Similarly", + "furthermore", + "Also", + "Similarly", + "Then", + "Recently", + "conversely", + "Conversely", + "Otherwise", + "Meanwhile", + "Currently", + "Likewise", + "Afterwards", + "else", + "Simultaneously", + "Alongside", + "There", + "whereas", + "Consequently", + "Shouldn", + "Furthermore", + "Yet", + "Unless", + "Its", + "Recently", + "requently", + "Apparently", + "Secondly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Alongside", + "Worse", + "During", + "Neither", + "They", + "meanwhile", + "mselves", + "During", + "furthermore", + "Neither", + "conversely", + "Along", + "Lors", + "Equally", + "olz", + "Alongside", + "Yet", + "Simultaneously", + "Meanwhile", + "Within", + "theirs", + "Somehow", + "They", + "Again", + "Luckily", + "There" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "mselves", + "Along", + "elae", + "olerance", + "meanwhile", + "Yours", + "ildet", + "itness", + "Meanwhile", + "Yesterday", + "Lately", + "olz", + "uries", + "Its", + "Yet", + "ponym", + "Wasn", + "fter", + "arlier", + "During", + "arette", + "Recently", + "Recently", + "theirs" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "mselves", + "During", + "Meanwhile", + "Its", + "Recently", + "During", + "Within", + "Within", + "Along", + "Yours", + "Recently", + "There", + "Lately", + "Along", + "ects", + "Yesterday", + "TERY" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Recently", + "During", + "During", + "Recently", + "Within", + "Meanwhile", + "Recent", + "Lately", + "mselves", + "Within", + "Its", + "Yours", + "There", + "While", + "While", + "Yesterday", + "Upon" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Upon", + "coli", + "Recently", + "txt", + "xlsx", + "Secondly", + "Though", + "Below", + "Worse", + "Both", + "Furthermore", + "LessThan", + "Historically", + "Tried", + "Again", + "ANDS", + "ImagePath", + "jsonData", + "While", + "Within", + "PECT", + "ViewById", + "Stellen" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "balls", + "arrow", + "Secondly", + "UMENT", + "coli", + "jeta", + "weisen", + "wght", + "MediaType", + "js", + "strip", + "bred", + "TestData", + "json", + "plant", + "Secondly", + "WAS", + "SelectedItem", + "endswith" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "arrow", + "ived", + "UMENT", + "PEAT", + "ball", + "balls", + "coli", + "Repeat", + "Mein", + "bred", + "ument", + "ikte", + "Secondly", + "awn", + "THAN", + "json" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "SearchResults", + "erset", + "jpg", + "UMENT", + "arrow", + "bye", + "UMENTS", + "ball", + "blade", + "removeItem", + "ucus", + "Repeat", + "Secondly", + "bros", + "balls", + "abbat", + "Secondly", + "ived", + "Below", + "teil" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "scroll", + "blank", + "jpg", + "deep", + "below", + "blurred", + "bullet", + "blade", + "plain", + "vec", + "bullets", + "belongs", + "material", + "underline", + "evenly", + "highlight", + "bl", + "bye", + "skip", + "un", + "unt", + "guess", + "black", + "when", + "loads", + "unnumbered", + "quadratic", + "excluding", + "members", + "thick", + "copy" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 111207, + 209116, + 194218, + 231981, + 243771, + 216073, + 179627, + 176798, + 116495, + 43143, + 61732, + 14276, + 62288, + 69049, + 249476, + 173647, + 173505, + 122931, + 105867, + 60178, + 70717, + 109897, + 137641, + 80134, + 40627, + 5948 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 131815, + 151477, + 166853, + 182354, + 206694, + 205676, + 81019, + 138962, + 44616, + 5590, + 12106, + 34467, + 44837, + 65013, + 64590, + 71229, + 118533, + 76002, + 104310, + 43165, + 66880, + 52516, + 29433, + 35242, + 61567, + 10036 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 14283, + 8010, + 7285, + 39401, + 27139, + 22519, + 40980, + 36331, + 56384, + 27696, + 52373, + 4102, + 11197, + 6393, + 146659, + 154759, + 148981, + 171179, + 151887, + 170293, + 181651, + 125782, + 53964, + 119913, + 99566, + 21347 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 199237, + 123224, + 6404, + 54706, + 42713, + 42812, + 17471, + 12659, + 59275, + 47526, + 176718, + 45930, + 30615, + 18747 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 169532, + 84544, + 30793, + 102490, + 110169, + 81093, + 22294, + 2312, + 9185, + 50903, + 37788, + 14446, + 4195, + 4125 + ] + }, + { + "label": "propagation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 193237, + 155526, + 216090, + 234920, + 110382, + 72743, + 118530, + 201544, + 41697, + 22568, + 33000, + 10370, + 27433, + 33895 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "area", + "score": 13.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "was", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "joint", + "output_checked": true + }, + { + "concept": "several", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "appeared", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "years", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "many", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "with", + "output_checked": true + }, + { + "concept": "but", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "smooth", + "output_checked": true + }, + { + "concept": "investigation", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "cracks", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "during", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "periods", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "pressur", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "subjected", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "joint", + "output_checked": true + }, + { + "concept": "flange", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "bolted", + "output_checked": true + }, + { + "concept": "failure", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "after", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "pressur", + "output_checked": true + }, + { + "concept": "testing", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ization", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "protruding", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "erosion", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "quarters", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "whereas", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "They", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "connection", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "bolted", + "output_checked": true + }, + { + "concept": "loading", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "after", + "output_checked": true + }, + { + "concept": "spacing", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "microscopy", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "weld", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "joint", + "output_checked": true + }, + { + "concept": "repair", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "suspected", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "intervalos", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "dwellings", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "occupied", + "output_checked": true + }, + { + "concept": "solenoid", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "suggestive", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "conquest", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "bolted", + "output_checked": true + }, + { + "concept": "scenario", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "became", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "joint", + "output_checked": true + }, + { + "concept": "experiencing", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "after", + "output_checked": true + }, + { + "concept": "months", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "after", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "subjecting", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "after", + "output_checked": true + }, + { + "concept": "discontinuities", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "fuselage", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "alloy", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "machined", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "smooth", + "output_checked": true + }, + { + "concept": "distal", + "score": 2.0, + "best_rank": 2, + "best_depth": 39.0, + "near_token": "region", + "output_checked": true + }, + { + "concept": "nearby", + "score": 2.0, + "best_rank": 2, + "best_depth": 43.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "due", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "welded", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "joint", + "output_checked": true + }, + { + "concept": "decommissioning", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "lubrication", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ruptured", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "assembly", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "bolted", + "output_checked": true + }, + { + "concept": "malfunction", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "periodic", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "observed", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "smarter", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "", + "output_checked": true + }, + { + "concept": "smoothness", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "smooth", + "output_checked": true + }, + { + "concept": "boundary", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "disassembly", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "joint", + "output_checked": true + }, + { + "concept": "Failure", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "after", + "output_checked": true + }, + { + "concept": "investig", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "A", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "Hail", + "quantos", + "ervan", + "wand", + "Kwa", + "undos", + "masculin", + "anque", + "tantos", + "Thou", + "punkte" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "grac", + "opat", + "tons", + "Mannes", + "Sob", + "Beg", + "pres", + "stir", + "lev", + "rock", + "Cann", + "reu", + "ago", + "dre", + "channel", + "trem", + "Pres" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "opat", + "grac", + "lev", + "pres", + "rid", + "stir", + "tons", + "ving", + "Pres", + "reu", + "brink", + "Mannes", + "rock", + "Av", + "rake", + "rakes", + "wedge", + "Sob", + "champ", + "Cough", + "dre", + "bab" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "tfrac", + "ilj", + "ilg", + "reu", + "essional", + "Reis", + "ago", + "Trotz", + "alk", + "def", + "brink", + "usan", + "chum", + "dre", + "grac", + "sco", + "Mani", + "byt", + "glob", + "Kelu", + "Ih" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "essional", + "tfrac", + "Reis", + "ilj", + "ilers", + "grac", + "byt", + "dim", + "dre", + "glob", + "brink", + "Sur", + "curs", + "riv", + "Tit", + "opat", + "sco", + "ving", + "def" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "rem", + "WOR", + "amb", + "Vo", + "oben", + "susp", + "side", + "sn", + "rekken", + "Su", + "hst", + "Sed", + "icot", + "sed", + "detached", + "fin", + "itivity", + "vy", + "olare", + "pala", + "ain" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "Green", + "kick", + "HI", + "Sol", + "ear", + "don", + "nop", + "tool", + "das", + "remen", + "did", + "dal", + "DEP", + "trading", + "sol", + "common", + "serial", + "dad", + "polar" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tool", + "side", + "tools", + "kick", + "Green", + "yal", + "tail", + "HI", + "NRC", + "trading", + "sol", + "select", + "nas", + "duct", + "types", + "dad", + "turbo", + "DEP" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "kick", + "Green", + "record", + "select", + "pipeline", + "side", + "bro", + "did", + "sol", + "tool", + "tail", + "uct", + "duct", + "kick", + "yal", + "nop", + "Select", + "pick", + "locks" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "sus", + "subject", + "Select", + "linear", + "OOSE", + "fetch", + "Greeting", + "scope", + "listener", + "greeting", + "select", + "greet", + "pur", + "record", + "pick", + "switch", + "subject", + "common" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Greet", + "greeting", + "Greeting", + "Gol", + "listener", + "GetData", + "greet", + "fetch", + "Resolve", + "wechsel", + "credits", + "discuss", + "cereal", + "CRED", + "acta", + "gol", + "tit", + "ettle", + "speaker", + "waitUntil", + "greens", + "candy", + "itivity", + "RESOL", + "Speaker", + "RECE", + "credits", + "Tos", + "capitalize", + "sett" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "odora", + "Apa", + "webapp", + "restart", + "itian", + "imitives", + "PAS", + "Iterable", + "brush", + "itas", + "separable", + "entas", + "onha", + "DAP", + "repeater", + "epar", + "brush", + "PLAY", + "avelmente", + "issel", + "bag", + "container" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "cama", + "httpClient", + "kulit", + "dictionaries", + "despert", + "authenticate", + "slutt", + "reheat", + "spielt", + "coucher", + "abilecek", + "httpClient", + "buttonclick", + "drying", + "chut", + "grudge", + "lick", + "almak" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "dfs", + "viol", + "okol", + "deka", + "God", + "brus", + "solle", + "bilgiler", + "zgod", + "toch", + "kund", + "bookshelf", + "Kharkiv", + "owes", + "profes" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "tier", + "landen", + "Sliced", + "spf", + "aisl", + "should", + "logic", + "vorher", + "igste", + "familie", + "ques", + "conver", + "sebe", + "arg", + "Ber", + "aad" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "tier", + "spf", + "ham", + "wir", + "welt", + "halk", + "iy", + "Stein", + "daran", + "vorher", + "spf", + "lova", + "mozz", + "edged", + "patched", + "cev", + "wij", + "berp", + "adillo", + "camada", + "afect", + "ospel" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "baik", + "contre", + "fawn", + "adn", + "spf", + "ilm", + "dedans" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "along", + "dedans", + "excl", + "wearer", + "ilm", + "slit", + "samt", + "rime" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "alike", + "Neither", + "mselves", + "Thought", + "nThe", + "along", + "Similarly", + "imaged", + "Along", + "biggr", + "themselves", + "olit", + "thought", + "Thought", + "Extract" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "nCurrent", + "Simultaneously", + "Its", + "Bigger", + "nThe", + "Each", + "Its", + "Recently", + "meanwhile", + "mselves", + "Recently", + "Meanwhile", + "LessThan", + "Similarly", + "Consequently", + "Brief" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Recently", + "Recently", + "Neither", + "Recent", + "Within", + "Immediately", + "nThe", + "nCurrent", + "Initially", + "Each", + "During", + "Similarly", + "nPlease", + "Immediately", + "IsEmpty", + "Recent", + "clen" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "xlsx", + "html", + "txt", + "php", + "versa", + "Both", + "Recently", + "json", + "Furthermore", + "Recently", + "Similarly", + "Within", + "Initially", + "Historically", + "Within", + "aspx", + "jpeg", + "Allow", + "Secondly", + "Secondly" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "json", + "Secondly", + "ingly", + "arrow", + "html", + "php", + "Secondly", + "jsp", + "xml", + "quote", + "Weak", + "jpg", + "Recently", + "plot", + "Both", + "Repeat", + "unnumbered", + "Allow", + "WAS", + "Previously", + "AppendLine" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "json", + "ingly", + "php", + "Secondly", + "append", + "Weak", + "Secondly", + "arrow", + "Recently", + "ixin", + "setType", + "begin", + "xml", + "weak", + "weak", + "UMENT", + "Repeat", + "Initially", + "Previously" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ingly", + "Secondly", + "Between", + "Secondly", + "Between", + "setType", + "black", + "Initially", + "append", + "arrow", + "black", + "between", + "ioxide", + "Assuming", + "jsp", + "Previously", + "jpg", + "urls", + "imiter", + "originally", + "Recently" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "append", + "below", + "again", + "sub", + "black", + "closed", + "base", + "begin", + "around", + "urls", + "between", + "The", + "fail", + "bordered", + "bas", + "end", + "apply", + "bar", + "jpg", + "exceptions", + "penup", + "plain", + "new", + "proven", + "aut", + "excluding", + "underline", + "broken", + "ated", + "when", + "inside", + "A" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "cracks", + "score": 13.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "appeared", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "investigation", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "A", + "output_checked": true + }, + { + "concept": "area", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "occupied", + "output_checked": true + }, + { + "concept": "machined", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "smooth", + "output_checked": true + }, + { + "concept": "punt", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "ilm", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "with", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "region", + "output_checked": true + }, + { + "concept": "subjected", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "joint", + "output_checked": true + }, + { + "concept": "duke", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "joint", + "output_checked": true + }, + { + "concept": "years", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "many", + "output_checked": true + }, + { + "concept": "was", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "region", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "loading", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "after", + "output_checked": true + }, + { + "concept": "afect", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "freezer", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "bolted", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "weathering", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "after", + "output_checked": true + }, + { + "concept": "flange", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "bolted", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "due", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "This", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Greet", + "score": 2.0, + "best_rank": 2, + "best_depth": 39.0, + "near_token": "with", + "output_checked": true + }, + { + "concept": "Porque", + "score": 2.0, + "best_rank": 3, + "best_depth": 78.0, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "CRED", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "langu", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "pressur", + "output_checked": true + }, + { + "concept": "fam", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "pierwszy", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Viva", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "Lang", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "aquilo", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "ello", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "joint", + "output_checked": true + }, + { + "concept": "terk", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "many", + "output_checked": true + }, + { + "concept": "berk", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "pressur", + "output_checked": true + }, + { + "concept": "getId", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "reim", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "rozs", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "impactos", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dfs", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "onClick", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "A", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "phong", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "most", + "output_checked": true + }, + { + "concept": "Incre", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "aik", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "mengandung", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "pressur", + "output_checked": true + }, + { + "concept": "lobe", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "ization", + "output_checked": true + }, + { + "concept": "vorher", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "spf", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "tier", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "bolted", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "parquet", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "twitch", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "months", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "many", + "output_checked": true + }, + { + "concept": "Meaning", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "cycles", + "output_checked": true + }, + { + "concept": "arranged", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "regularly", + "output_checked": true + }, + { + "concept": "pores", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "discontinuities", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "Both", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "surface", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cyclic-04__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cyclic-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cyclic-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cyclic-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cyclic-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cyclic-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Progressive damage under repeated loading 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A rotating laboratory specimen failed after a long sequence of alternating stresses. Ratchet marks joined multiple surface origins before the remaining ligament broke suddenly.", + "prompt_tail": "atory specimen failed after a long sequence of alternating stresses. Ratchet marks joined multiple surface origins before the remaining ligament broke suddenly.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cyclic-05", + "carrier_id": null, + "target_family": "cyclic", + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 1422, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 458 + }, + { + "label": "crack", + "best_rank": 289, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2238 + }, + { + "label": "propagation", + "best_rank": 408, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 186 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "leness", + "orry", + "ients", + "arl", + "ammed", + "them", + "ossen", + "oses", + "accordingly", + "outh", + "able", + "etc", + "asons", + "asion", + "persons", + "lle" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "d", + "lle", + "sic", + "ie", + "ii", + "etc", + "lly", + "t", + "leness", + "thing", + "fty", + "hence", + "thereof", + "alike", + "eded", + "wl", + "zis", + "l", + "wards", + "ients", + "ses", + "persons", + "zes", + "nty", + "bzw", + "nto", + "ion" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "etc", + "etc", + "lle", + "sic", + "basically", + "alike", + "lly", + "d", + "anybody", + "thru", + "dll", + "t", + "ie", + "wl", + "btw", + "thing", + "fty", + "persons", + "yeah", + "wie", + "lli", + "eded", + "maupun", + "bye", + "till", + "nig" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ued", + "persons", + "alike", + "lle", + "maupun", + "zis", + "Jews", + "hearers", + "fty", + "lli", + "eded", + "sic", + "leness", + "wl", + "persons", + "ue", + "lam", + "lf", + "woods", + "ieth", + "ited", + "ided", + "zes", + "udos", + "oides", + "stas", + "oths" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "anybody", + "alike", + "somebody", + "persons", + "everybody", + "bout", + "sic", + "doings", + "ow", + "ued", + "centre", + "ue", + "sort", + "lli", + "eded", + "maupun", + "awhile", + "aye", + "ided", + "plus", + "thing", + "edly", + "unto", + "thru", + "effected", + "junt", + "efectu" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "everybody", + "somebody", + "afterwards", + "anybody", + "gonna", + "which", + "cause", + "AKA", + "ued", + "death", + "aye", + "then", + "able", + "whilst", + "lli", + "afterward", + "engel", + "according", + "persons", + "consisted", + "thereto", + "shoot", + "lly", + "and", + "wife", + "shooting", + "resulted", + "whereby" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "soon", + "amid", + "afterward", + "shortly", + "then", + "later", + "enough", + "hadn", + "aided", + "spur", + "the", + "veled", + "reportedly", + "relieved", + "spurred", + "apiece", + "aided", + "edly", + "afterwards", + "meanwhile", + "gunfire", + "hastened", + "himself", + "ahead", + "unable", + "nearby", + "shattered", + "thankfully", + "lashed", + "that" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "apiece", + "utter", + "merely", + "veled", + "utterly", + "whereupon", + "scarcely", + "spur", + "riveting", + "furthermore", + "bout", + "meanwhile", + "wrought", + "ppled", + "postwar", + "thole", + "surm", + "soon", + "nearly", + "amid", + "afterward", + "ossos", + "edly", + "thereto", + "stricken", + "bier", + "unto", + "markedly" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "apiece", + "merely", + "ruptured", + "protracted", + "fracturing", + "lashed", + "riveting", + "damning", + "Fract", + "shattered", + "utterly", + "whereupon", + "victim", + "brittle", + "precipit", + "amid", + "spur", + "fractured", + "damned", + "agonizing", + "massive", + "splice", + "catastrophic", + "violently", + "cemented", + "splinter", + "shattering", + "pulverized" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "ruptured", + "catastrophic", + "fracturing", + "shattered", + "disintegr", + "agonizing", + "salvaged", + "victim", + "protracted", + "hemorrhagic", + "rupture", + "brittle", + "rupt", + "fractured", + "shattering", + "splice", + "precipit", + "fracture", + "harrowing", + "wreckage", + "lacer", + "scarred", + "precipitated", + "irrevoc", + "massive", + "precip", + "liquef", + "scarring", + "violently", + "obliterated", + "striking", + "collapse" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "fracturing", + "symptomatic", + "ruptured", + "salvaged", + "catastrophic", + "protracted", + "scarring", + "scarred", + "aberr", + "shattered", + "fractured", + "salvage", + "agonizing", + "evidence", + "victim", + "final", + "scars", + "witnessing", + "culminating", + "disintegr", + "hemorrhagic", + "coales", + "rupt", + "nearing", + "shattering", + "fracture", + "culmin", + "survivors", + "rupture", + "climax", + "wreckage", + "tenacious" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "necrosis", + "symptomatic", + "scarring", + "fracturing", + "victim", + "ruptured", + "evidence", + "survivors", + "catastrophic", + "witnessing", + "salvage", + "rupt", + "disintegration", + "disintegr", + "scav", + "fibrosis", + "salvaged", + "failure", + "collapse", + "aftermath", + "survivor", + "discoloration", + "wreckage", + "final", + "observed", + "fracture", + "diagnose", + "traumatic", + "inexplicable", + "scarred", + "agonizing", + "diagnostic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "evidence", + "indicating", + "indicative", + "observed", + "evident", + "Evidence", + "fragmentation", + "necrosis", + "symptomatic", + "fracturing", + "fragment", + "recovered", + "evid", + "evidenced", + "scav", + "disintegration", + "coalescence", + "salvaged", + "described", + "describe", + "detected", + "fibrosis", + "remnants", + "witnessing", + "fragmented", + "characterizing", + "disintegr", + "scarring", + "fissures", + "carapace", + "apparently" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "evidence", + "indicative", + "scav", + "salvage", + "symptomatic", + "salvaged", + "observed", + "indicating", + "recovered", + "describe", + "Evidence", + "aftermath", + "remnants", + "scarring", + "carapace", + "described", + "evident", + "describing", + "evid", + "fragments", + "debris", + "diagnose", + "evidenced", + "Pathology", + "characterizing", + "observed", + "wreckage", + "symptoms" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "several", + "Suddenly", + "documentary", + "Eventually", + "evidence", + "whilst", + "witnesses", + "threatening", + "this", + "while", + "everybody", + "testimony", + "Consequently", + "demonstrations", + "Afterwards", + "further", + "subjects", + "Later", + "advertisements", + "whence", + "Ultimately", + "Suddenly", + "demonstrators", + "soon", + "political", + "simultaneously", + "dramatically", + "accompanying", + "commentary", + "eventual", + "Ultimately" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Furthermore", + "Consequently", + "Meanwhile", + "Furthermore", + "Eventually", + "Subsequently", + "furthermore", + "Afterwards", + "Again", + "Similarly", + "Later", + "likewise", + "Similarly", + "Likewise", + "Conversely", + "Ultimately", + "Suddenly", + "Yet", + "Recently", + "Ultimately", + "Eventually", + "Conversely", + "Simultaneously", + "Subsequently", + "Then", + "Also", + "During", + "Also", + "Finally", + "During", + "similarly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Again", + "Similarly", + "Conversely", + "Meanwhile", + "Consequently", + "Similarly", + "furthermore", + "Conversely", + "Likewise", + "Consequently", + "conversely", + "Yet", + "similarly", + "Again", + "likewise", + "meanwhile", + "Secondly", + "Subsequently", + "Afterwards", + "Equally", + "Simultaneously", + "There", + "Then", + "Also", + "During", + "whereas", + "Recently", + "Furthermore", + "Alongside", + "Therefore", + "Their" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "During", + "Equally", + "Their", + "Whether", + "Meanwhile", + "During", + "furthermore", + "They", + "Again", + "Compared", + "Comparing", + "whereas", + "Finally", + "Yet", + "Frequently", + "Analyzing", + "Furthermore", + "Similarly", + "There", + "Its", + "Both", + "Analysis", + "Unless", + "Obviously", + "Clearly", + "Neither", + "Secondly", + "Conversely", + "theirs", + "firsthand", + "Simultaneously" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "During", + "Meanwhile", + "They", + "Yet", + "Yet", + "Their", + "theirs", + "During", + "Unless", + "Yours", + "Unless", + "Lately", + "Their", + "Rather", + "Compared", + "Contrast", + "whereas", + "Its", + "mselves", + "Along", + "nThe", + "Frequently", + "Needless", + "Equally", + "They", + "Interviews", + "While", + "Conversely", + "atrical", + "Along", + "Comparison" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "During", + "Their", + "Consequently", + "During", + "nThe", + "Another", + "Consequently", + "They", + "What", + "Its", + "This", + "Its", + "Such", + "Moreover", + "Again", + "Yet", + "Similarly", + "Nevertheless", + "Compared", + "Frequently", + "Shouldn", + "Which", + "Conversely", + "Symptoms", + "Lately", + "While", + "Yet", + "Furthermore", + "Along", + "Considering" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Meanwhile", + "Their", + "During", + "nThe", + "During", + "Consequently", + "Why", + "They", + "What", + "Another", + "Frequently", + "Consequently", + "This", + "Lately", + "While", + "Their", + "Its", + "nPlease", + "Which", + "How", + "Its", + "Again", + "Yet", + "Similarly", + "Ideally", + "mselves", + "Such", + "Nevertheless", + "Compared", + "Symptoms" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "During", + "During", + "Meanwhile", + "Consequently", + "Furthermore", + "Consequently", + "Conversely", + "Frequently", + "They", + "Why", + "Their", + "Again", + "nThe", + "Another", + "Conversely", + "While", + "Unless", + "However", + "Yet", + "Needless", + "nPlease", + "What", + "Nevertheless", + "Pourtant", + "Yet", + "How", + "Welcome", + "Again", + "Obviously", + "Durante", + "Obviously" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Subs", + "Another", + "During", + "Meanwhile", + "Another", + "Mere", + "Atm", + "Extraction", + "aints", + "Streams", + "Prediction", + "Meanwhile", + "Subjects", + "Formatted", + "Unexpected", + "Yet", + "Expected", + "Underwater", + "Painting", + "Patients", + "Extraction", + "Volumes", + "Under", + "Predict", + "Instances", + "Transplantation", + "Investigation", + "During", + "Bye", + "ImageFilter", + "Surface" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "aints", + "Another", + "awn", + "Another", + "Subs", + "During", + "Mere", + "Atm", + "Atr", + "AIN", + "Painting", + "Yet", + "Surface", + "Anyone", + "Symptoms", + "ImageFilter", + "Meanwhile", + "othesis", + "Subjects", + "tankers", + "Trailer", + "Mine", + "aint", + "Instrumentation", + "Yet", + "Bienvenidos", + "Tray" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "aints", + "unders", + "UMENT", + "UNT", + "mselves", + "umber", + "UM", + "awn", + "rimination", + "onate", + "underline", + "Uns", + "inations", + "unts", + "RowCount", + "Another", + "Kinds", + "Mein", + "Instruments", + "yat", + "otrop", + "Uid", + "oun", + "Yet" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "umb", + "um", + "ument", + "It", + "aints", + "ament", + "umber", + "Linear", + "uncle", + "Another", + "Atoms", + "Here", + "This", + "Please", + "No", + "ons", + "Un", + "alam", + "Under", + "Brownian", + "At", + "under", + "uns", + "Unless", + "ulls", + "oun", + "at", + "ASTM", + "Atmospheric", + "Diss", + "attrs" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 101924, + 193323, + 185703, + 224814, + 229558, + 125871, + 53381, + 80903, + 45407, + 6315, + 2130, + 1423, + 6479, + 4106, + 148605, + 142321, + 159839, + 53562, + 13955, + 5384, + 3098, + 7430, + 17559, + 10392, + 3876, + 1341 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 117321, + 140861, + 122069, + 56021, + 63570, + 40648, + 758, + 2203, + 445, + 205, + 290, + 1189, + 5189, + 21226, + 26540, + 105701, + 120669, + 51845, + 36829, + 16069, + 24272, + 21173, + 7665, + 11002, + 57905, + 83038 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 10550, + 8278, + 11215, + 51376, + 84182, + 83257, + 122295, + 82110, + 158391, + 69078, + 64414, + 4688, + 13677, + 24903, + 13511, + 16879, + 39160, + 17457, + 18658, + 5404, + 5026, + 1940, + 409, + 10317, + 7184, + 6121 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 104459, + 41388, + 5191, + 67466, + 130639, + 61183, + 9027, + 18017, + 8183, + 491, + 459, + 599, + 944, + 705 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 199727, + 94537, + 31069, + 146958, + 147202, + 85640, + 81595, + 16795, + 6886, + 6522, + 10135, + 3615, + 2387, + 2239 + ] + }, + { + "label": "propagation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 165381, + 180537, + 240843, + 205040, + 158731, + 75466, + 107110, + 67896, + 7239, + 407, + 721, + 187, + 666, + 1884 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "several", + "score": 19.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "failure", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "because", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "during", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "duration", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "long", + "output_checked": true + }, + { + "concept": "sections", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "became", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "whereas", + "score": 7.0, + "best_rank": 20, + "best_depth": 75.6, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "appeared", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "indicating", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "origins", + "output_checked": true + }, + { + "concept": "fatigue", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "Rat", + "output_checked": true + }, + { + "concept": "cracks", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "between", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "stresses", + "output_checked": true + }, + { + "concept": "together", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "cycles", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "alternating", + "output_checked": true + }, + { + "concept": "becoming", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "before", + "output_checked": true + }, + { + "concept": "During", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "final", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "turntable", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "rotating", + "output_checked": true + }, + { + "concept": "apart", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "rotational", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rotating", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "disparate", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "multiple", + "output_checked": true + }, + { + "concept": "centrifugal", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "rotating", + "output_checked": true + }, + { + "concept": "repetitions", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "sequence", + "output_checked": true + }, + { + "concept": "periods", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "alternating", + "output_checked": true + }, + { + "concept": "alongside", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "prolonged", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "pieces", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "multiple", + "output_checked": true + }, + { + "concept": "subjecting", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "after", + "output_checked": true + }, + { + "concept": "material", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "under", + "score": 3.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "experimental", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "laboratory", + "output_checked": true + }, + { + "concept": "endurance", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "long", + "output_checked": true + }, + { + "concept": "medical", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Rat", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "nhau", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "salvage", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "collapse", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "accumulation", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "chet", + "output_checked": true + }, + { + "concept": "visible", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "coalescence", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "violently", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "evidence", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "showed", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "demonstrations", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Rat", + "output_checked": true + }, + { + "concept": "was", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "occupants", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "spaceship", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rotating", + "output_checked": true + }, + { + "concept": "could", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "laboratory", + "output_checked": true + }, + { + "concept": "often", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "laboratory", + "output_checked": true + }, + { + "concept": "This", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "experiments", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Rat", + "output_checked": true + }, + { + "concept": "breaking", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "time", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "long", + "output_checked": true + }, + { + "concept": "mounted", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "prematurely", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "rotates", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "laboratory", + "output_checked": true + }, + { + "concept": "loads", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "alternating", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "Kwa", + "wand", + "quantos", + "punkte", + "anque", + "ambo", + "aqueles", + "Hail", + "maneiras", + "diagonal", + "embar", + "ervan", + "ties" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "trem", + "prof", + "stir", + "rid", + "Proc", + "grac", + "tens", + "Beg", + "Cann", + "lev", + "Sob", + "Tons", + "Prote", + "Cole", + "opat", + "olas", + "Yuk", + "dim", + "Mannes" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "prof", + "Pres", + "Proc", + "blot", + "stir", + "pres", + "dim", + "nab", + "ums", + "trem", + "rid", + "Dru", + "acid", + "tons", + "tun", + "champ", + "perf", + "induct" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "tfrac", + "Reis", + "ilj", + "champ", + "usan", + "liq", + "grac", + "olyte", + "alk", + "onn", + "ums", + "tun", + "chum", + "prof", + "chal", + "Mani" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "grac", + "dim", + "ago", + "champ", + "ilj", + "Chap", + "chap", + "riv", + "chum", + "fam", + "dip", + "ilers", + "usan", + "ingt", + "tfrac", + "Mani" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "sn", + "yn", + "amb", + "susp", + "det", + "WOR", + "hst", + "rem", + "atus", + "ae", + "fan", + "ilers", + "side", + "hely", + "yp", + "Vo", + "ELD", + "idence", + "oben", + "s", + "ain", + "VERE", + "ual", + "illing" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "side", + "HI", + "DEP", + "dal", + "tools", + "Green", + "kick", + "bro", + "tool", + "six", + "trading", + "Sol", + "terj", + "demos", + "duct", + "rem", + "top", + "older", + "don", + "mei" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "HI", + "tool", + "sol", + "dal", + "tail", + "turbo", + "demos", + "kick", + "simple", + "DEP", + "lives", + "trading", + "Werk", + "Green", + "rem", + "seq", + "serial", + "truncate", + "mei", + "linear" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "record", + "HI", + "sol", + "Sol", + "kick", + "tool", + "tools", + "serial", + "lives", + "tail", + "Green", + "select", + "Select", + "linear", + "scope", + "tract", + "trading", + "d", + "rem", + "blank", + "simple" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "subject", + "side", + "fetch", + "record", + "talk", + "lives", + "discussed", + "Select", + "sus", + "cdots", + "common", + "switch", + "sleeping", + "trading", + "calls", + "pur", + "ettle", + "tattoo", + "OOSE", + "select", + "contact", + "Green", + "rac" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "talk", + "fetch", + "greet", + "Einf", + "borders", + "Meals", + "linear", + "Otto", + "dal", + "sleeping", + "titles", + "greeting", + "diet", + "FEED", + "Common", + "trading", + "meetings", + "salt", + "common", + "subject", + "dog", + "notify", + "talks", + "tit", + "Books", + "proj" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "alh", + "avelmente", + "BL", + "beats", + "tread", + "bean", + "hound", + "ilidade", + "TBL", + "pronged", + "lb", + "scat", + "brush", + "slam", + "beat", + "Plac", + "meli", + "odora", + "Bean", + "cama", + "bit", + "aments" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "blas", + "adet", + "decade", + "trays", + "lick", + "buttonclick", + "vende", + "vender", + "cama", + "despert", + "httpClient", + "tinha", + "getId", + "verkauft", + "haystack", + "SELL", + "bouts", + "tinham" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "deka", + "del", + "dzie", + "rotz", + "viol", + "verl", + "ayet", + "God", + "dfs", + "toch", + "holz", + "blas", + "del", + "profes" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "prong", + "logic", + "undocumented", + "logic", + "logical", + "tier", + "ausge", + "ques", + "logical", + "tiered", + "affection", + "Als", + "logique", + "Gav", + "wij", + "muh", + "widers", + "semantic" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "tier", + "ham", + "ospel", + "afect", + "Stein", + "prong", + "ausge", + "wij", + "welt", + "ectors", + "minor", + "wir", + "spf", + "mares", + "Jaz", + "casilla", + "mozz", + "idic", + "izd", + "tier", + "Versions", + "iy", + "medial", + "ips", + "kernel", + "verw", + "tyr", + "terd" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "penj", + "ilm", + "ips", + "kernel", + "rect", + "mozz", + "spf" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "spurt", + "descans", + "DESC", + "cwnd", + "sputtered", + "ufl", + "strs", + "itl", + "Ext", + "orescence", + "neurotrans", + "dill" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Conclusion", + "Subsequently", + "Then", + "Secondly", + "Statistic", + "Signs", + "Statistical", + "Simultaneously", + "Afterward", + "Afterwards", + "Subsequently", + "interes", + "Conclusions", + "Outcome", + "However", + "Consequently", + "assessors", + "Except", + "Troubles", + "Interviews", + "Equally", + "nThe", + "except", + "theless", + "afterwards", + "Trouble", + "Evidence", + "Subsequent", + "sodass", + "TDs" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Simultaneously", + "Consequently", + "Symptoms", + "Fracture", + "Predict", + "Explain", + "meanwhile", + "bursts", + "nThe", + "Shortly", + "prematurely", + "However", + "untimely", + "Outcome", + "consequently", + "Subsequently", + "Suddenly", + "Afterwards", + "Subsequent", + "Termination", + "Sudden", + "Meanwhile", + "Investigation", + "Compared", + "Conclusion", + "spurt", + "Afterward" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Consequently", + "Simultaneously", + "Suddenly", + "prematurely", + "Immediately", + "Afterwards", + "untimely", + "Explain", + "Investigation", + "Symptoms", + "Shortly", + "bursts", + "Outcome", + "Equally", + "Bunun", + "Suddenly", + "Investigators", + "Afterward", + "nThe", + "sudden", + "Immediately", + "Sudden", + "However", + "consequently", + "abruptly", + "Subsequent", + "Shortly" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Simultaneously", + "However", + "Suddenly", + "Unlike", + "Consequently", + "Recently", + "Alternatively", + "Statistics", + "Cause", + "Again", + "Conversely", + "Although", + "Furthermore", + "Obviously", + "Predict", + "Briefly", + "During", + "Diagnosis", + "Compared", + "Similarly", + "Immediately", + "Afterwards", + "Wie", + "Investigation", + "sudden", + "Regardless", + "Frequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Unexpected", + "Unexpected", + "Suddenly", + "This", + "How", + "Unlike", + "What", + "Simultaneously", + "unexpected", + "Again", + "Consequently", + "Consequently", + "However", + "While", + "Likewise", + "Suddenly", + "Although", + "Why", + "During", + "Despite", + "Evidence", + "Surprisingly", + "During", + "Another", + "Compared", + "Analysis", + "Though", + "Along", + "Weise", + "Hundreds" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Unexpected", + "Suddenly", + "What", + "During", + "Unexpected", + "How", + "Another", + "During", + "These", + "Consequently", + "Again", + "Initially", + "Consequently", + "Simultaneously", + "However", + "Therefore", + "Neither", + "unexpected", + "While", + "Considering", + "The", + "Both", + "Unlike", + "Along", + "Compared", + "Suddenly", + "Why", + "Improper", + "Although", + "Excessive" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Suddenly", + "Whether", + "Another", + "What", + "Again", + "Unexpected", + "These", + "Initially", + "During", + "Those", + "However", + "Consequently", + "Considering", + "The", + "Throughout", + "Therefore", + "How", + "Suddenly", + "Both", + "Improper", + "After", + "sud", + "Faced", + "sudden", + "abruptly", + "Ideally", + "Once", + "Together", + "Unlike" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Rat", + "The", + "This", + "A", + "Remaining", + "After", + "Such", + "While", + "When", + "These", + "In", + "Another", + "However", + "Once", + "What", + "It", + "During", + "Instead", + "Rapid", + "At", + "Lig", + "How", + "Suddenly", + "Unexpected", + "Ins", + "Its", + "An", + "For", + "Let", + "Sudden", + "We", + "Random" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "cycles", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "fracture", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "multiple", + "output_checked": true + }, + { + "concept": "failure", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "indicating", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "origins", + "output_checked": true + }, + { + "concept": "prong", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "long", + "output_checked": true + }, + { + "concept": "duration", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "long", + "output_checked": true + }, + { + "concept": "together", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "fatigue", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Rat", + "output_checked": true + }, + { + "concept": "prematurely", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "subjecting", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "after", + "output_checked": true + }, + { + "concept": "appeared", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "cracks", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "dieu", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "segments", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "prolonged", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "final", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "cyclic", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "apart", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "centrifuge", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "laboratory", + "output_checked": true + }, + { + "concept": "mounted", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "loads", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "alternating", + "output_checked": true + }, + { + "concept": "under", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "laboratory", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "boo", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "duke", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "afect", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "sequence", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "before", + "output_checked": true + }, + { + "concept": "Stein", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "became", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "often", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "laboratory", + "output_checked": true + }, + { + "concept": "episodes", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "This", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "rotates", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "period", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "material", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "CRED", + "score": 2.0, + "best_rank": 3, + "best_depth": 39.0, + "near_token": "long", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "phones", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "long", + "output_checked": true + }, + { + "concept": "flakes", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "sequence", + "output_checked": true + }, + { + "concept": "bag", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "aquilo", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "chet", + "output_checked": true + }, + { + "concept": "PAS", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "ransom", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "origins", + "output_checked": true + }, + { + "concept": "bit", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "lamang", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "pinc", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "joined", + "output_checked": true + }, + { + "concept": "Nonetheless", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "origins", + "output_checked": true + }, + { + "concept": "golf", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "blas", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "beat", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "ques", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "caram", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "tier", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "swam", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "rotating", + "output_checked": true + }, + { + "concept": "spheroid", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rotating", + "output_checked": true + }, + { + "concept": "Horizontal", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "Cur", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "stresses", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cyclic-05__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cyclic-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cyclic-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cyclic-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cyclic-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cleavage-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-plasticity separation 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A ferritic plate separated abruptly during cold weather with almost no macroscopic distortion. Flat facets and converging river markings crossed the grain interiors.", + "prompt_tail": "ritic plate separated abruptly during cold weather with almost no macroscopic distortion. Flat facets and converging river markings crossed the grain interiors.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cleavage-01", + "carrier_id": null, + "target_family": "cleavage", + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "bl", + "generated_token_ids": [ + 1782 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 2861, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 952 + }, + { + "label": "cleavage", + "best_rank": 1795, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 9880 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "orry", + "leness", + "etc", + "them", + "therefor", + "outh", + "arl", + "persons", + "oses", + "lle", + "accordingly", + "ikal", + "furthermore", + "ossen", + "nto" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "sic", + "lle", + "etc", + "eded", + "leness", + "zis", + "lly", + "ients", + "ses", + "persons", + "nto", + "d", + "ie", + "fty", + "basically", + "nty", + "them", + "t", + "ided", + "outh", + "ids", + "ii", + "guys", + "everybody", + "zes", + "somebody", + "yers" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "etc", + "etc", + "sic", + "probably", + "dll", + "wards", + "probably", + "till", + "persons", + "hence", + "basically", + "everybody", + "colours", + "lle", + "anybody", + "alike", + "kalau", + "centre", + "realising", + "ients", + "centre", + "defence", + "eded", + "wl", + "upto", + "till" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thence", + "persons", + "alike", + "maupun", + "persons", + "thereto", + "hearers", + "stuffs", + "Jews", + "sic", + "sebagainya", + "ided", + "ients", + "leness", + "practised", + "arters", + "yses", + "mien", + "zis" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "persons", + "centre", + "alike", + "centre", + "whilst", + "thereto", + "maupun", + "sic", + "forthwith", + "ided", + "ised", + "colours", + "whereby", + "travelled", + "effected", + "centred", + "practised", + "efectu", + "wards", + "gonna", + "unto", + "stuffs", + "herewith" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whilst", + "alike", + "thereto", + "thence", + "persons", + "centre", + "whereby", + "maupun", + "whereupon", + "which", + "colours", + "travelled", + "Whilst", + "also", + "Whilst", + "ised", + "commenced", + "utilised", + "and", + "wherein", + "afterwards", + "travellers", + "sic", + "zijde" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "whereupon", + "chiefly", + "wrought", + "assemblages", + "alike", + "adjoining", + "spersed", + "thereto", + "markedly", + "apiece", + "foodstuffs", + "thereafter", + "whence", + "occasioned", + "abreast", + "toward", + "nearer", + "zijde", + "viz", + "scarcely", + "Messrs", + "Descriptions", + "Occasionally", + "Gesellschaft", + "specimens" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "thence", + "thereto", + "heretofore", + "apiece", + "aceous", + "abreast", + "indistinct", + "whence", + "itory", + "merely", + "foodstuffs", + "whereupon", + "ossos", + "forth", + "specimens", + "hitherto", + "furthermore", + "antile" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "thence", + "indistinct", + "merely", + "apiece", + "assemblages", + "viz", + "zijde", + "coloration", + "striated", + "mottled", + "aceous", + "concomitant", + "thereto", + "delineated", + "heretofore", + "Asiatic", + "ossos", + "periodicals", + "specimens", + "icolored", + "hitherto", + "discernible", + "hydrophilic", + "spersed", + "foodstuffs" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "coloration", + "striated", + "discoloration", + "mottled", + "specimens", + "photographic", + "discernible", + "tampak", + "diagrams", + "staining", + "observed", + "photograph", + "photographs", + "specimen", + "Diagram", + "discolor", + "delineated", + "metallurgical", + "micrograph", + "diagram", + "superimposed", + "Diagrams", + "micrographs", + "indistinct", + "visible", + "characteristic", + "Diagram", + "viz", + "markings", + "assemblages" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "coloration", + "discoloration", + "striated", + "mottled", + "undisturbed", + "discolor", + "discernible", + "observed", + "tampak", + "micrograph", + "deform", + "staining", + "ocular", + "photographic", + "vitre", + "evidence", + "icolored", + "micrographs", + "indistinct", + "visible", + "specimens", + "symptomatic", + "pictorial", + "diagnostic", + "transverse", + "anatomical", + "evidencia", + "delineated" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "symptomatic", + "discoloration", + "diagnostic", + "discolor", + "indicating", + "diagnose", + "coloration", + "Diagnosis", + "symptoms", + "diagnosis", + "diagnosed", + "deform", + "lesions", + "disturbed", + "necrosis", + "diseased", + "disintegration", + "Diagnosis", + "inexplicable", + "diagnostic", + "observed", + "dislocations", + "staining", + "distal", + "pathological", + "suggestive", + "diagnosing", + "etiology", + "fissures", + "Deformation", + "evidence" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "suggestive", + "discoloration", + "microscopy", + "indicative", + "diagnose", + "coloration", + "characteristic", + "diagnostic", + "indications", + "symptomatic", + "superimposed", + "Diagnosis", + "fissures", + "describ", + "pattern", + "observed", + "describe", + "diagram", + "indicate", + "horizontal", + "suggesting", + "describing", + "diagnosed", + "lesions", + "morphology", + "distinguishing", + "anomalous", + "anatomical" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "microscopy", + "indicative", + "diagnose", + "coloration", + "suggestive", + "Diagnosis", + "diagnostic", + "indications", + "Diagnosis", + "symptomatic", + "symptoms", + "diagnosed", + "discoloration", + "segni", + "evidence", + "observed", + "diagram", + "indicate", + "characteristic", + "visible", + "suggesting", + "diagrams", + "specimen", + "lesions", + "indic", + "anatomical", + "characterizing" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "whereas", + "while", + "whilst", + "which", + "who", + "further", + "although", + "notwithstanding", + "while", + "whence", + "several", + "among", + "yet", + "subjects", + "characterized", + "indications", + "whereas", + "evidence", + "concerned", + "According", + "suggesting", + "publicly", + "witnesses", + "nevertheless", + "demonstrating", + "although", + "furthermore", + "confronting", + "according", + "nothing", + "everybody", + "telling" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "whereas", + "Furthermore", + "Meanwhile", + "furthermore", + "Also", + "Also", + "Yet", + "Furthermore", + "Certainly", + "During", + "According", + "During", + "Later", + "Consequently", + "Yet", + "meanwhile", + "Eventually", + "Conversely", + "Eventually", + "Conversely", + "While", + "Similarly", + "Nevertheless", + "Meanwhile", + "Recently", + "Similarly", + "Apparently", + "Asked", + "Ultimately", + "Frequently", + "Ultimately" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "whereas", + "Furthermore", + "Conversely", + "furthermore", + "Also", + "Similarly", + "Meanwhile", + "Furthermore", + "Conversely", + "conversely", + "Also", + "Similarly", + "meanwhile", + "Likewise", + "Simultaneously", + "There", + "During", + "Yet", + "Later", + "Consequently", + "likewise", + "Equally", + "Alongside", + "However", + "Then", + "While", + "Each", + "Again", + "During", + "Whether", + "Despite" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "These", + "meanwhile", + "They", + "During", + "Meanwhile", + "Clearly", + "conversely", + "Alongside", + "There", + "Their", + "whereas", + "Furthermore", + "During", + "Though", + "Along", + "Clearly", + "While", + "Similarly", + "Similarly", + "Equally", + "Simultaneously", + "While", + "These", + "Despite", + "Alongside", + "Along", + "while", + "alongside", + "separately", + "Later" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "These", + "Meanwhile", + "They", + "Yet", + "Its", + "Yet", + "Along", + "conversely", + "Along", + "meanwhile", + "theirs", + "Conversely", + "Their", + "Yours", + "Their", + "wondered", + "They", + "Certainly", + "During", + "Obviously", + "Unless", + "Accordingly", + "Alongside", + "Lately", + "weet", + "Ibid", + "Conversely", + "Tonight" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "These", + "Meanwhile", + "They", + "Consequently", + "Along", + "These", + "Within", + "Its", + "Their", + "Furthermore", + "Along", + "Conversely", + "There", + "During", + "Its", + "Within", + "Each", + "Those", + "Yours", + "Conversely", + "They", + "Those", + "Recently", + "Consequently", + "Hence", + "During", + "meanwhile", + "mselves", + "Beneath", + "Shouldn", + "Their", + "conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "They", + "These", + "Consequently", + "Their", + "Meanwhile", + "Within", + "Along", + "They", + "During", + "There", + "Hence", + "During", + "Their", + "Within", + "Its", + "Conversely", + "Beneath", + "Each", + "Furthermore", + "Its", + "Together", + "Recently", + "Consequently", + "mselves", + "While", + "This", + "Those", + "Likewise", + "conversely", + "Yet" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "These", + "Furthermore", + "Hence", + "These", + "Consequently", + "Likewise", + "They", + "Each", + "txt", + "Within", + "Below", + "Its", + "Similarly", + "Those", + "Consequently", + "Meanwhile", + "Unless", + "Basically", + "conversely", + "LessThan", + "Beneath", + "Needless", + "During", + "Secondly", + "Conversely", + "While", + "Unless", + "However", + "Though" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "balls", + "Meanwhile", + "Above", + "Secondly", + "Subs", + "ball", + "Streams", + "Below", + "meanwhile", + "Secondly", + "endswith", + "auche", + "tributary", + "These", + "Below", + "LessThan", + "setModel", + "blit", + "Above", + "herum", + "Shouldn", + "andet", + "Beneath", + "pyplot", + "Likewise", + "othesis" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "balls", + "othesis", + "blade", + "THAN", + "ball", + "thorn", + "Meanwhile", + "shit", + "Secondly", + "These", + "Above", + "ball", + "meanwhile", + "WITH", + "mares" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "blade", + "ocat", + "These", + "blades", + "blit", + "igate", + "ARROW", + "Blades", + "Secondly", + "Below", + "erci", + "ayer", + "These", + "heading", + "bear", + "blade", + "bl", + "IES" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "bl", + "flat", + "blast", + "blade", + "These", + "The", + "blit", + "Flat", + "itemize", + "bear", + "No", + "bm", + "Bl", + "except", + "emph", + "fail", + "below", + "blad", + "geom", + "bla", + "D", + "square", + "blank", + "bare", + "A", + "black", + "bull", + "Fail", + "residual", + "sb", + "Residual", + "This" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 257994, + 248800, + 219883, + 189344, + 177542, + 121250, + 10157, + 63387, + 14035, + 3875, + 2862, + 3179, + 16379, + 13859, + 80804, + 211226, + 170111, + 185292, + 243646, + 258899, + 255716, + 227756, + 229649, + 249308, + 246332, + 152674 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 141524, + 76661, + 56691, + 118980, + 54563, + 59019, + 90397, + 35518, + 18979, + 12361, + 5636, + 1951, + 1796, + 5466, + 12607, + 12432, + 14360, + 15847, + 17015, + 38496, + 20129, + 8980, + 38228, + 63946, + 127664, + 170885 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 67042, + 126837, + 953, + 8210, + 6961, + 18412, + 176271, + 229232, + 137784, + 241986, + 247049, + 234272, + 143884, + 196315 + ] + }, + { + "label": "cleavage", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 140348, + 9881, + 251061, + 256664, + 55897, + 77447, + 113751, + 103934, + 53466, + 89170, + 31595, + 24854, + 48439, + 44478 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "several", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "during", + "output_checked": true + }, + { + "concept": "because", + "score": 11.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "weather", + "output_checked": true + }, + { + "concept": "discernible", + "score": 8.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "macroscopic", + "output_checked": true + }, + { + "concept": "was", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "whereas", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "appeared", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "from", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "cracks", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "but", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "steel", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "indicating", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "damage", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "macroscopic", + "output_checked": true + }, + { + "concept": "surface", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "winter", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "weather", + "output_checked": true + }, + { + "concept": "negligible", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "nothing", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "no", + "output_checked": true + }, + { + "concept": "quarters", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "noticeable", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "with", + "output_checked": true + }, + { + "concept": "These", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "observed", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "edges", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "testing", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "during", + "output_checked": true + }, + { + "concept": "intersecting", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crossed", + "output_checked": true + }, + { + "concept": "alike", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "were", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "sections", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "photographs", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "subjected", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "electrically", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "ruptured", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "with", + "output_checked": true + }, + { + "concept": "observable", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "macroscopic", + "output_checked": true + }, + { + "concept": "thickness", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "sudden", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "abruptly", + "output_checked": true + }, + { + "concept": "flatness", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "uniformity", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "oxide", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "separation", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "during", + "output_checked": true + }, + { + "concept": "coldest", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "machined", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "compared", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "without", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "macroscopic", + "output_checked": true + }, + { + "concept": "entire", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "furnace", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "remained", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "formations", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "river", + "output_checked": true + }, + { + "concept": "welding", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "during", + "output_checked": true + }, + { + "concept": "iron", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "tensile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "sharp", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 3, + "best_depth": 56.1, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "rupture", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "during", + "output_checked": true + }, + { + "concept": "lubrication", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "no", + "output_checked": true + }, + { + "concept": "geometrically", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "distortion", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "quantos", + "ervan", + "punkte", + "Hail", + "NORE", + "trump", + "Kwa", + "wand", + "undos", + "anque", + "ynitrite", + "ties" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "Sob", + "rid", + "grac", + "Beg", + "opat", + "dim", + "tons", + "Prote", + "trem", + "lev", + "gham", + "Cann", + "Mannes", + "ate", + "champ", + "Bog", + "chuk", + "stir", + "gag", + "Sen", + "Blanch", + "Cole", + "Cana" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "Sob", + "gern", + "rid", + "Salv", + "compact", + "Reis", + "TIN", + "complement", + "Carg", + "Champ", + "champ", + "Lang", + "Dry", + "opat", + "ums", + "stir" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ilj", + "tfrac", + "def", + "Reis", + "Langer", + "ilg", + "came", + "champ", + "chum", + "Sur", + "Sod", + "gern", + "bog", + "fam", + "Pres" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ilj", + "tfrac", + "ago", + "Langer", + "dim", + "Reis", + "Sur", + "resc", + "grac", + "Sod", + "ilers", + "Lef", + "Pres", + "fam", + "Frem", + "Meet" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "hst", + "rem", + "yn", + "WOR", + "sning", + "amb", + "ilers", + "Sed", + "ORS", + "oben", + "epr", + "atus", + "cat", + "Green", + "Vo", + "sn", + "detached", + "setia", + "side", + "det", + "sed" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "side", + "Green", + "HI", + "Sol", + "bro", + "seq", + "trading", + "nial", + "tool", + "kick", + "mech", + "demos", + "Rim", + "VND", + "OM", + "Me", + "don", + "quire" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tool", + "sol", + "tail", + "HI", + "tools", + "trading", + "demos", + "blank", + "Green", + "seq", + "valued", + "multiple", + "tail", + "Stylesheet", + "OM" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "record", + "sol", + "select", + "blank", + "Select", + "Green", + "kick", + "tail", + "Sol", + "HI", + "lives", + "rem", + "bro", + "tool", + "Blank" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "fetch", + "listener", + "linear", + "sus", + "Listener", + "select", + "subject", + "data", + "dynamic", + "greet", + "OOSE", + "switch", + "delegate", + "tter", + "RECE", + "cdots", + "record", + "pick", + "ettle" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "greeting", + "data", + "listener", + "discuss", + "speaker", + "Greet", + "ettle", + "capitalize", + "RECE", + "switch", + "fetch", + "diet", + "podcast", + "discussed", + "felt", + "talk", + "titles", + "lives", + "Listener", + "tools", + "greet", + "microsoft", + "notify", + "credits", + "Greeting", + "Meals" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "lb", + "DAP", + "BPM", + "hardcover", + "Mif", + "PAS", + "bag", + "messaging", + "BAG", + "Messaging", + "LIB", + "header", + "bag", + "focused", + "itian", + "themselves", + "scat", + "cuid", + "nows", + "baguette", + "Def", + "header", + "lata", + "Tia", + "mif" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "cama", + "getId", + "department", + "lick", + "abilecek", + "authenticate", + "buttonclick", + "pelanggan", + "despert", + "oyam", + "restart", + "kulit", + "pick", + "appla", + "haystack", + "embers", + "overlapping" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "viol", + "dfs", + "deka", + "owes", + "ogado", + "holz", + "brus", + "abilecek", + "bilgiler", + "jogar", + "solle", + "Violent" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "prong", + "ausge", + "ques", + "logic", + "logic", + "logique", + "alg", + "skepticism", + "etik", + "Alk", + "arg", + "amid", + "should", + "ethics", + "undocumented", + "logical", + "poste", + "Sliced" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "wij", + "Stein", + "tier", + "idic", + "prong", + "concern", + "afect", + "idium", + "erv", + "wir", + "halk", + "cev", + "ausge", + "tti", + "Roh", + "mozz", + "ques", + "duke", + "Versions", + "verw", + "argumentation", + "skips", + "ham" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "spf" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "transmitted", + "suspended", + "meteor", + "tandis", + "slit" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Along", + "However", + "Meanwhile", + "Stri", + "Along", + "There", + "Other", + "Stri", + "Signs", + "Together", + "Except", + "Neither", + "except", + "Similarly", + "but", + "These", + "neither", + "Neither", + "Sus", + "Simultaneously", + "Other", + "Thick", + "Clearly", + "Secondly", + "But" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "However", + "Simultaneously", + "Other", + "However", + "These", + "Other", + "But", + "Meanwhile", + "Consequently", + "Above", + "Above", + "Importantly", + "Along", + "Neither", + "There", + "These", + "Below", + "Others", + "Its", + "Along", + "Furthermore", + "Its" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "However", + "Neither", + "Neither", + "But", + "These", + "However", + "Below", + "Except", + "Other", + "Another", + "Above", + "Simultaneously", + "Above", + "There", + "Consequently", + "Signs", + "Whose", + "Signs", + "Importantly", + "Other", + "Recently", + "Clearly", + "Conversely", + "Beneath", + "Hence", + "Similarly", + "Meanwhile", + "Between", + "Below", + "Likewise" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "However", + "These", + "Subs", + "But", + "Otherwise", + "txt", + "Similarly", + "Consequently", + "Unless", + "Furthermore", + "Except", + "Simultaneously", + "However", + "Though", + "Unless", + "Neither", + "Additionally", + "Likewise", + "Except", + "Importantly", + "Pou", + "Conversely", + "Basically", + "Consequently", + "Despite", + "Additionally", + "Neither" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Subs", + "Meanwhile", + "However", + "Likewise", + "Yet", + "These", + "Similarly", + "conversely", + "Otherwise", + "Streams", + "Simultaneously", + "Except", + "But", + "plet", + "Issues", + "Subs", + "Underlying", + "Along", + "meanwhile", + "Importantly", + "Below", + "blit", + "Above", + "Secondly", + "Both", + "urally", + "Issues", + "This", + "othesis", + "Specify" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "Subs", + "These", + "Yet", + "Along", + "Similarly", + "Likewise", + "However", + "Both", + "Basic", + "meanwhile", + "othesis", + "Another", + "Despite", + "Simultaneously", + "Assuming", + "Subs", + "This", + "Assuming", + "Secondly", + "Basic", + "Specify", + "Set", + "Another", + "Same", + "Along", + "Except", + "Meanwhile", + "Heavy", + "Below", + "Specifically" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Below", + "urally", + "Subs", + "Along", + "Secondly", + "Yet", + "Between", + "Both", + "Along", + "Say", + "ound", + "However", + "Below", + "ately", + "Other", + "Other", + "Based", + "altro", + "igate", + "Taken", + "This", + "These", + "Another", + "Similarly", + "Secondly", + "ayer", + "along" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "end", + "No", + "These", + "bl", + "black", + "A", + "Yet", + "Int", + "itemize", + "period", + "However", + "along", + "Black", + "et", + "int", + "append", + "Arrows", + "In", + "Below", + "Along", + "fail", + "aut", + "Hard", + "internal", + "Deep", + "Intr", + "deep", + "Heter", + "Sick", + "ending" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "steel", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "from", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "cracks", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "noticeable", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "with", + "output_checked": true + }, + { + "concept": "discernible", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "no", + "output_checked": true + }, + { + "concept": "damage", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "macroscopic", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "edges", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "surface", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "God", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "during", + "output_checked": true + }, + { + "concept": "punt", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "verw", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "welding", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "during", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "appeared", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "bit", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "during", + "output_checked": true + }, + { + "concept": "phong", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "brus", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "macroscopic", + "output_checked": true + }, + { + "concept": "prong", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "Stein", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "halk", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "ilm", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "remained", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "However", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "observed", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "testing", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "during", + "output_checked": true + }, + { + "concept": "Secondly", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tensile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "sharp", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "Other", + "score": 2.0, + "best_rank": 2, + "best_depth": 75.6, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "RECE", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Thankfully", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "rotate", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "tata", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "no", + "output_checked": true + }, + { + "concept": "Plac", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "presse", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "phones", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "abruptly", + "output_checked": true + }, + { + "concept": "replay", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "roar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "olas", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "weather", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Proj", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "weather", + "output_checked": true + }, + { + "concept": "probing", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "lobe", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "orchards", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "Newton", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "samples", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "teenager", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "compared", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "abruptly", + "output_checked": true + }, + { + "concept": "because", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "weather", + "output_checked": true + }, + { + "concept": "surveys", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Flat", + "output_checked": true + }, + { + "concept": "emerged", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "contours", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "converging", + "output_checked": true + }, + { + "concept": "segments", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "river", + "output_checked": true + }, + { + "concept": "were", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "markings", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cleavage-01__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cleavage-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cleavage-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cleavage-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cleavage-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cleavage-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-plasticity separation 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A low-temperature impact specimen absorbed little energy and retained its original cross section. The shiny failure face contained crystallographic steps and feather patterns.", + "prompt_tail": "re impact specimen absorbed little energy and retained its original cross section. The shiny failure face contained crystallographic steps and feather patterns.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cleavage-02", + "carrier_id": null, + "target_family": "cleavage", + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "below", + "generated_token_ids": [ + 60096 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 3387, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 1426 + }, + { + "label": "cleavage", + "best_rank": 2365, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 22008 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "them", + "etc", + "orry", + "oraz", + "leness", + "furthermore", + "lle", + "iken", + "arl", + "oses" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "etc", + "eded", + "sic", + "ie", + "ses", + "lle", + "them", + "leness", + "zis", + "lly", + "nto", + "t", + "d", + "ii", + "ients", + "zes", + "dia", + "ion", + "ss", + "ited", + "ued", + "ided", + "ids", + "basically", + "wie" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "sic", + "etc", + "gonna", + "eded", + "persons", + "atre", + "lle", + "dll", + "zis", + "lly", + "ie", + "wards", + "ients", + "leness", + "nto", + "d", + "ued", + "thereof", + "yaitu", + "ikal", + "nth", + "gg", + "elte" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "sic", + "zis", + "ided", + "atre", + "alike", + "eded", + "yses", + "leness", + "maupun", + "eways", + "ued", + "ised", + "lle", + "Jews", + "oides", + "lly", + "ients", + "gonna", + "enia", + "eyer", + "utti", + "persons" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "sic", + "gonna", + "centre", + "whilst", + "alike", + "ised", + "everybody", + "anda", + "organised", + "maupun", + "ided", + "etc", + "somebody", + "colours", + "organisations", + "anybody", + "etc", + "effected", + "eded", + "organise", + "isto", + "centre", + "stas", + "zis", + "skall" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "also", + "which", + "persons", + "afterwards", + "Also", + "whilst", + "alike", + "maupun", + "sic", + "although", + "however", + "whereas", + "everybody", + "anybody", + "ised", + "also", + "consisted", + "tambien", + "Also", + "gonna", + "somebody", + "colours", + "according", + "organised" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "although", + "also", + "belonged", + "characteristics", + "consisted", + "and", + "persons", + "noted", + "mainly", + "regarded", + "specimens", + "alike", + "indications", + "elingen", + "however", + "mostly", + "characterized", + "varied", + "afterwards", + "illustrations", + "maupun", + "themselves", + "although", + "members", + "upon", + "according", + "which" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "persons", + "which", + "whereas", + "thereto", + "furthermore", + "characterized", + "alike", + "coloration", + "belonged", + "although", + "characteristics", + "regarded", + "consisted", + "characteristic", + "specimens", + "utti", + "specimen", + "maupun", + "however", + "indications", + "reproduced", + "aceous", + "acial", + "leness", + "periodical", + "indistinct" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "coloration", + "metallurgical", + "morphology", + "discolor", + "metallurgy", + "industrial", + "characterized", + "acial", + "pigments", + "characteristic", + "specimens", + "histological", + "necrosis", + "striated", + "morphologies", + "micrograph", + "ossos", + "mottled", + "discoloration", + "lith", + "specimen", + "exhibited", + "Metall", + "exhibiting", + "micrographs", + "assemblages", + "histology", + "morphological", + "Morphology", + "histologic", + "which" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "coloration", + "metallurgical", + "characteristic", + "exhibit", + "photographic", + "exhibiting", + "micrograph", + "microscopy", + "morphology", + "striated", + "observed", + "photograph", + "specimen", + "staining", + "micrographs", + "metallurgy", + "specimens", + "exhibited", + "visible", + "photographs", + "histological", + "mottled", + "indicative", + "morphological", + "spectroscopic", + "etching", + "discoloration", + "sintered", + "histology", + "morphologies", + "textural", + "indicating" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "coloration", + "characteristic", + "indicating", + "microscopy", + "indicative", + "exhibiting", + "evidence", + "visible", + "exhibit", + "suggestive", + "discernible", + "metallurgical", + "striated", + "exhibited", + "morphology", + "observable", + "distinguishing", + "observed", + "indications", + "anatomical", + "micrographs", + "textural", + "micrograph", + "characteristics", + "examined", + "diagnostic", + "discoloration", + "indicating", + "mottled", + "evident" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicating", + "characteristic", + "coloration", + "staining", + "indicative", + "indicating", + "observed", + "characteristics", + "indicate", + "indications", + "morphology", + "exhibiting", + "suggestive", + "discoloration", + "diagnostic", + "microscopy", + "discolor", + "indicates", + "characterized", + "suggesting", + "exhibited", + "characteristics", + "evidence", + "diagnosed", + "distinguishing", + "necrosis", + "anatomical", + "characteristic", + "histological", + "bacter", + "characterize" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "indicating", + "indicative", + "suggestive", + "microscopy", + "characteristics", + "Characteristic", + "coloration", + "characteristic", + "Characteristic", + "Characteristics", + "characteristics", + "indicating", + "distinguishing", + "Characteristics", + "observed", + "suggesting", + "exhibiting", + "metallurgical", + "Indic", + "microstructure", + "Microscopy", + "indicate", + "distinguish", + "exhibited", + "indications", + "morphology", + "anatomical" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "characteristic", + "microscopy", + "indicative", + "characteristics", + "suggesting", + "Characteristics", + "indicate", + "indications", + "Characteristic", + "Indic", + "characteristic", + "Characteristic", + "characteristics", + "Microscopy", + "indicating", + "evidence", + "describe", + "indicates", + "coloration", + "suggestive", + "microstructure", + "Characteristics", + "observed", + "morphology", + "metallurgical", + "micrograph", + "diagnosed" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "who", + "whereas", + "suggesting", + "Which", + "indicating", + "believing", + "demonstrating", + "evidence", + "helping", + "witnesses", + "threatening", + "questions", + "showing", + "whilst", + "where", + "while", + "concerned", + "whose", + "Which", + "reportedly", + "indications", + "symbolizing", + "characterized", + "testimony", + "wondering", + "commentators", + "accused", + "whence", + "according" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "whereas", + "Furthermore", + "ertain", + "Also", + "Also", + "Similarly", + "furthermore", + "Yet", + "Similarly", + "Meanwhile", + "Furthermore", + "whereas", + "Its", + "cially", + "Yet", + "Certainly", + "Conversely", + "uments", + "while", + "During", + "Recently", + "meanwhile", + "Recently", + "likewise", + "Afterwards", + "Whereas", + "During", + "Which", + "elson", + "Likewise" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "whereas", + "Furthermore", + "furthermore", + "Also", + "Conversely", + "Yet", + "conversely", + "Meanwhile", + "Afterwards", + "Also", + "Yet", + "meanwhile", + "Conversely", + "Similarly", + "suggesting", + "Similarly", + "mselves", + "ertain", + "Then", + "Shouldn", + "Furthermore", + "Compared", + "explaining", + "Interestingly", + "Certainly", + "Which", + "Currently", + "Its", + "Recently", + "Likewise" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "During", + "meanwhile", + "While", + "whereas", + "Furthermore", + "Though", + "Meanwhile", + "conversely", + "While", + "During", + "Which", + "Perhaps", + "Finally", + "indicating", + "suggesting", + "Evidence", + "There", + "These", + "Sometimes", + "Upon", + "Probably", + "Perhaps", + "implying", + "while", + "Also", + "Although", + "Whether", + "Similarly", + "Unless", + "Along", + "Clearly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Lately", + "Recently", + "Yet", + "whereas", + "meanwhile", + "Today", + "Yet", + "Meanwhile", + "They", + "itness", + "During", + "Though", + "Its", + "Recent", + "Tonight", + "Feeling", + "conversely", + "andia", + "Worry", + "nThe", + "olerance", + "Shouldn", + "While", + "Currently", + "Within", + "Recent", + "Along" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Its", + "nThe", + "Within", + "During", + "Recently", + "There", + "Upon", + "Conversely", + "While", + "Its", + "meanwhile", + "Lately", + "During", + "Which", + "Within", + "They", + "While", + "Today", + "Furthermore", + "Consequently", + "conversely", + "Their", + "Though", + "Shouldn", + "whereas", + "Recent", + "Conversely", + "Those", + "Compared", + "This" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "nThe", + "Upon", + "Its", + "While", + "Meanwhile", + "Recently", + "This", + "Yet", + "There", + "They", + "Consequently", + "Though", + "His", + "While", + "During", + "Its", + "Their", + "Another", + "Recent", + "Conversely", + "Lately", + "Within", + "conversely", + "His", + "These", + "Which", + "Welcome", + "Furthermore", + "Together", + "nPlease", + "Therefore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "PECT", + "Though", + "Secondly", + "Neither", + "THAN", + "Furthermore", + "Yet", + "OUND", + "Doesn", + "nThe", + "Both", + "His", + "Welcome", + "Upon", + "LEM", + "UNDER", + "They", + "Conversely", + "These", + "Hence", + "Likewise", + "And", + "sted", + "LessThan", + "conversely", + "Consequently", + "Unless" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "balls", + "endswith", + "copying", + "emis", + "SendData", + "ittest", + "Wat", + "pyplot", + "auche", + "Carbon", + "THAN", + "karta", + "ball", + "TaskId", + "CARBON", + "LessThan", + "undes", + "underneath", + "CHECKS" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "THAN", + "ittest", + "balls", + "pyplot", + "endswith", + "karta", + "ball", + "copying", + "pth", + "PEAT", + "auche", + "elsius", + "ococcus", + "ILL", + "ayet", + "SendData", + "emis", + "quist", + "yez", + "mittag" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Heading", + "loads", + "unction", + "LessThan", + "heading", + "volve", + "subsection", + "StringTo", + "bye", + "Secondly", + "OGRAPHIC", + "copy", + "Subsection", + "Heading", + "karta", + "ball", + "heading", + "Meanwhile" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "below", + "when", + "increasing", + "loads", + "under", + "balanced", + "Below", + "catch", + "learned", + "bye", + "toxic", + "each", + "SN", + "ument", + "The", + "except", + "bl", + "eth", + "unn", + "exp", + "meeting", + "binary", + "above", + "Under", + "bull", + "evenly", + "select", + "ococcal", + "meet", + "esgue", + "stuff", + "tl" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 258646, + 255634, + 234944, + 243164, + 232844, + 201073, + 21586, + 58482, + 2005, + 1577, + 3388, + 8350, + 25864, + 31746, + 143205, + 255764, + 230061, + 186950, + 242239, + 258704, + 256439, + 242286, + 203776, + 243319, + 240163, + 204044 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 140963, + 75089, + 54455, + 98713, + 64614, + 42198, + 43568, + 10924, + 5483, + 4018, + 3250, + 2366, + 5428, + 12437, + 33744, + 52753, + 32840, + 25546, + 38943, + 52138, + 33927, + 26128, + 34093, + 39470, + 65608, + 164554 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 76023, + 153461, + 1427, + 14859, + 9883, + 25132, + 218493, + 160096, + 50914, + 229714, + 239309, + 229878, + 178516, + 204769 + ] + }, + { + "label": "cleavage", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 163565, + 24765, + 202615, + 248959, + 108149, + 97807, + 137506, + 130080, + 78939, + 77280, + 44501, + 22009, + 68517, + 68110 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "low", + "output_checked": true + }, + { + "concept": "indicating", + "score": 10.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "several", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "was", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "face", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "after", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "section", + "output_checked": true + }, + { + "concept": "surface", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "shiny", + "output_checked": true + }, + { + "concept": "indicative", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "showed", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "ductility", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "its", + "output_checked": true + }, + { + "concept": "but", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "little", + "output_checked": true + }, + { + "concept": "became", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "characteristics", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "its", + "output_checked": true + }, + { + "concept": "lacked", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "shape", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "original", + "output_checked": true + }, + { + "concept": "fracture", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "retained", + "output_checked": true + }, + { + "concept": "width", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "whereas", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "superconductor", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "when", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "tests", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "undamaged", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "alignment", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "coloration", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "shiny", + "output_checked": true + }, + { + "concept": "occurred", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "few", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "voltage", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "low", + "output_checked": true + }, + { + "concept": "frequency", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "grains", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "which", + "score": 3.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "atmospheric", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "low", + "output_checked": true + }, + { + "concept": "ballistic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "inelastic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "resistive", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "experimental", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "visible", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "petal", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "feather", + "output_checked": true + }, + { + "concept": "suggestive", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "test", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "meager", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "little", + "output_checked": true + }, + { + "concept": "inactivity", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "discontinuities", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "steps", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "arms", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "consequence", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "presence", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "approximately", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 90.2, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "only", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "fragments", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "feather", + "output_checked": true + }, + { + "concept": "superpower", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "numerous", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "budget", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "integrity", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "its", + "output_checked": true + }, + { + "concept": "outcome", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "broke", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "edges", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "feather", + "output_checked": true + }, + { + "concept": "brittle", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "retained", + "output_checked": true + }, + { + "concept": "fractures", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "Thermal", + "score": 2.0, + "best_rank": 2, + "best_depth": 48.8, + "near_token": "energy", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "quantos", + "Kwa", + "nada", + "ervan", + "trump", + "punkte", + "Hail", + "diagonal", + "pend", + "addRow", + "resp", + "wand", + "tantos", + "anque" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "opat", + "rid", + "Tit", + "Sob", + "lev", + "channel", + "stir", + "reu", + "grac", + "dim", + "Cole", + "Cann", + "Mannes", + "ago", + "tons", + "Gay", + "ving", + "trem", + "olyte" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "champ", + "chum", + "nab", + "Champ", + "song", + "dim", + "opat", + "grac", + "ving", + "channel", + "bab", + "Cole", + "ebel", + "Gay", + "Sob", + "Cann" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "chum", + "ilg", + "champ", + "fam", + "ilj", + "essional", + "Sod", + "tfrac", + "onn", + "olyte", + "Rey", + "Sesam", + "tun", + "Reis", + "def", + "Hus", + "Tit", + "Lef", + "ago", + "reu", + "Erb", + "tek" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "grac", + "ilj", + "ago", + "essional", + "dim", + "Mani", + "olyte", + "chum", + "fam", + "tfrac", + "tene", + "champ", + "nguy", + "Cann", + "Bens", + "Lef", + "Tit", + "Sod", + "tun", + "Guy" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "WOR", + "rem", + "Vo", + "detached", + "ilers", + "hst", + "Vla", + "det", + "Sed", + "sn", + "Green", + "ual", + "Su", + "Hs", + "s", + "yn", + "side", + "Green", + "Wor", + "sning", + "dyes", + "amb", + "fan", + "ae" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "side", + "Green", + "Sol", + "HI", + "Me", + "tool", + "bro", + "serial", + "Rim", + "das", + "nop", + "Rim", + "remen", + "tail", + "trading", + "nial", + "tools", + "valued", + "kick" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tool", + "side", + "tail", + "tools", + "serial", + "dad", + "trading", + "valued", + "sol", + "demos", + "select", + "Green", + "HI", + "ORS", + "tail", + "kick", + "ormap" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "select", + "record", + "sol", + "tail", + "serial", + "kick", + "Green", + "valued", + "nop", + "lives", + "uct", + "scope", + "Select", + "linear", + "blank", + "tools", + "Sol", + "fitting", + "ormap" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "switch", + "ettle", + "Select", + "listener", + "fetch", + "sus", + "select", + "delegate", + "RECE", + "TAM", + "greet", + "talk", + "Tos", + "lives", + "calls", + "subject", + "Listener", + "call", + "cdots", + "common", + "OOSE" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "ettle", + "greet", + "switch", + "listener", + "greeting", + "CRED", + "itivity", + "credits", + "common", + "talk", + "sleeping", + "linear", + "Tos", + "wechsel", + "isselle", + "Listener", + "speaker", + "racial", + "sle", + "talks", + "Common", + "automatic", + "Einf", + "capitalize", + "Greet" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "Beat", + "Apa", + "elang", + "eal", + "PLAY", + "Pea", + "Mif", + "bros", + "ladder", + "Bean", + "Leng", + "briefcase", + "beats", + "tread", + "backpacks", + "Taro", + "DAP", + "ackets", + "emphasis", + "ifiably", + "acorn", + "rub", + "ikey", + "clout" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "blas", + "kulit", + "bosses", + "ploy", + "restart", + "vender", + "oyam", + "hnung", + "vende", + "kilo", + "abilecek", + "fanbase", + "pelanggan", + "pilha", + "milion", + "authenticate" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "brus", + "ogado", + "god", + "bilgiler", + "jogar", + "deka", + "assol", + "solle", + "kund", + "delt", + "okol", + "bookshelf", + "blas", + "rotz" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Jahres", + "prong", + "tier", + "tiered", + "Proj", + "logic", + "ker", + "ausge", + "welt", + "should", + "oun", + "skepticism", + "ssk", + "erves", + "alg", + "idium", + "logical", + "arg", + "tab", + "ethics" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Stein", + "welt", + "idium", + "halk", + "idic", + "spf", + "tier", + "wir", + "verw", + "wij", + "adillo", + "spf", + "prong", + "Roh", + "mozz", + "opcode", + "casilla", + "hourly", + "tti", + "ectors", + "opf", + "ausge" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "fawn", + "podej", + "sain", + "spf", + "wat", + "kernel", + "adn" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "tang", + "Css", + "pit", + "sleep", + "forward", + "radios", + "Epp", + "rung", + "tang", + "displayText", + "rainbow", + "pit", + "unders" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "nThe", + "Neither", + "Similarly", + "Together", + "Neither", + "whereas", + "mselves", + "Compared", + "thought", + "Similarly", + "Together", + "clen", + "Meanwhile", + "Conclusion", + "today", + "neither", + "Conclusion", + "iknya", + "nPlease", + "ImageFilter", + "Secondly", + "Which", + "weekly", + "together" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Meanwhile", + "meanwhile", + "Consequently", + "Conversely", + "Similarly", + "Compared", + "nThe", + "Others", + "Similarly", + "conversely", + "Simultaneously", + "Moreover", + "Its", + "Additionally", + "ERG", + "Furthermore", + "Conclusion", + "Compared", + "Conversely", + "Additionally", + "Likewise", + "These" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Conversely", + "Consequently", + "Similarly", + "Meanwhile", + "nThe", + "conversely", + "Likewise", + "Neither", + "Clearly", + "icki", + "nPlease", + "Similarly", + "Additionally", + "Clearly", + "Whose", + "These", + "Recently", + "Within", + "Additionally", + "meanwhile", + "Another", + "Its", + "Aim", + "During", + "Hence", + "Yours", + "accordingly" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Otherwise", + "conversely", + "Consequently", + "Likewise", + "Streams", + "Similarly", + "txt", + "Consequently", + "Ships", + "Unlike", + "Errors", + "Conversely", + "Streams", + "Unless", + "Subs", + "But", + "Ess", + "json", + "versa", + "sted", + "essages", + "Obviously", + "ould", + "obviously", + "Unless", + "Frames", + "OfThe", + "osha", + "Meanwhile", + "preceded", + "Secondly", + "ologically" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "conversely", + "Meanwhile", + "ball", + "endswith", + "balls", + "json", + "Likewise", + "preceded", + "correspondingly", + "Subs", + "Errors", + "similarly", + "meanwhile", + "ound", + "Otherwise", + "otherwise", + "Varieties", + "piece", + "Similarly", + "plant", + "versa", + "Streams", + "Vals", + "Secondly", + "obian" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "begin", + "endswith", + "ball", + "Meanwhile", + "Subs", + "Secondly", + "json", + "Likewise", + "Secondly", + "conversely", + "map", + "Try", + "Varieties", + "slide", + "wise", + "subsection", + "similarly", + "heave", + "Similarly", + "end", + "obviously", + "Plain", + "otherwise", + "Otherwise", + "meanwhile", + "size" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ently", + "Of", + "Meanwhile", + "Secondly", + "Subs", + "heading", + "Say", + "Kinds", + "ately", + "ball", + "tons", + "Initially", + "ILL", + "Under", + "Secondly", + "strated", + "exists", + "undi", + "issu", + "unt", + "plant", + "imming", + "size", + "iber", + "union" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "below", + "size", + "when", + "end", + "exist", + "begin", + "he", + "unn", + "under", + "clearly", + "increasing", + "elen", + "unt", + "plain", + "eth", + "evenly", + "except", + "nt", + "elong", + "choose", + "ently", + "tons", + "ency", + "carbon", + "diss", + "et", + "implies", + "The", + "catch", + "can", + "into", + "deep" + ] + } + ], + "logit_surprising": [ + { + "concept": "fracture", + "score": 10.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "ductility", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "its", + "output_checked": true + }, + { + "concept": "indicative", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "shape", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "original", + "output_checked": true + }, + { + "concept": "surface", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "shiny", + "output_checked": true + }, + { + "concept": "after", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "section", + "output_checked": true + }, + { + "concept": "tests", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "ausge", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "ilm", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "little", + "output_checked": true + }, + { + "concept": "compared", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "little", + "output_checked": true + }, + { + "concept": "grains", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "was", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "superconducting", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "Jahres", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "shiny", + "output_checked": true + }, + { + "concept": "lacked", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "face", + "output_checked": true + }, + { + "concept": "markings", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "but", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "steps", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "Stein", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "intact", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "retained", + "output_checked": true + }, + { + "concept": "indicating", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "only", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "indicates", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "face", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "voltage", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "low", + "output_checked": true + }, + { + "concept": "fractured", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Scoped", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "bit", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "PIR", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "delay", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "poly", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "section", + "output_checked": true + }, + { + "concept": "aquilo", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "sounding", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "retomar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "roar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "original", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Tron", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "seres", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "its", + "output_checked": true + }, + { + "concept": "logique", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "spf", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "baik", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "rendah", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "low", + "output_checked": true + }, + { + "concept": "resistivity", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "engineering", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "peine", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "little", + "output_checked": true + }, + { + "concept": "anyway", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "shiny", + "output_checked": true + }, + { + "concept": "shaped", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "feather", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cleavage-02__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cleavage-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cleavage-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cleavage-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cleavage-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cleavage-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-plasticity separation 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A body-centered metal failed suddenly below its transition temperature. Microscopy revealed broad planar facets connected by sharp ridges through individual crystallites.", + "prompt_tail": "tered metal failed suddenly below its transition temperature. Microscopy revealed broad planar facets connected by sharp ridges through individual crystallites.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cleavage-03", + "carrier_id": null, + "target_family": "cleavage", + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "exceptions", + "generated_token_ids": [ + 64336 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 250, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 5289 + }, + { + "label": "cleavage", + "best_rank": 997, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 21133 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "orry", + "them", + "leness", + "etc", + "lle", + "behalf", + "furthermore", + "outh", + "arl", + "persons", + "oraz", + "likewise" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "sic", + "ii", + "lle", + "etc", + "eded", + "zis", + "d", + "ients", + "ses", + "arie", + "leness", + "lly", + "nto", + "t", + "ie", + "ided", + "persons", + "zes", + "thereof", + "wie", + "alike", + "them", + "ion", + "iew", + "ited", + "ids", + "fty" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "sic", + "etc", + "gonna", + "lle", + "alike", + "ients", + "persons", + "dll", + "thereof", + "d", + "ion", + "ii", + "hence", + "ieur", + "them", + "upto", + "nig", + "zis", + "nto", + "iew", + "ids", + "till", + "sowie", + "wie" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "ided", + "ited", + "alike", + "thereto", + "thereon", + "yses", + "maupun", + "iosos", + "enced", + "sic", + "herewith", + "ions", + "ained", + "itory", + "sembled", + "ued", + "ients", + "aken", + "ented", + "vier", + "udos", + "icolored", + "zis", + "urized" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ided", + "alike", + "yses", + "maupun", + "ited", + "thereto", + "sic", + "persons", + "oraz", + "wherein", + "Util", + "persons", + "thereon", + "somit", + "mien", + "herewith", + "ive", + "ued", + "aken", + "thereof", + "sembled", + "presently", + "udos", + "pertaining", + "zis", + "herein" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "thereto", + "utilized", + "upon", + "Util", + "commenced", + "wherein", + "Upon", + "comprised", + "thereon", + "Upon", + "specimens", + "zijde", + "pertaining", + "yses", + "maupun", + "consisted", + "Additionally", + "goers", + "thus", + "photographs", + "sembled" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "discernible", + "wrought", + "thereto", + "assemblages", + "heretofore", + "delineated", + "burgeoning", + "specimens", + "emanating", + "merely", + "whereupon", + "upon", + "characterized", + "notable", + "sembled", + "beneath", + "viz", + "markedly", + "hitherto", + "proximate", + "nascent", + "abutting", + "adjoining", + "concomitant", + "disseminated", + "abreast", + "discerned", + "wherein", + "employing", + "zijde" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "hitherto", + "alike", + "thence", + "heretofore", + "indistinct", + "characterized", + "aceous", + "concomitant", + "abreast", + "merely", + "wherein", + "acial", + "itherto", + "delineated", + "specimens", + "whence", + "markedly", + "furthermore", + "whereupon", + "concomit", + "itory", + "characteristic", + "thereby", + "specimen", + "coloration", + "therewith", + "assemblages", + "adduced" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "characteristic", + "viz", + "delineated", + "striated", + "silice", + "morphology", + "concomitant", + "elucidated", + "coloration", + "rectilinear", + "assemblages", + "aceous", + "mottled", + "characterized", + "elucid", + "wrought", + "micrograph", + "lith", + "specimens", + "morphological", + "anisotropic", + "curvil", + "indistinct", + "Morphology", + "micrographs", + "textural", + "tubercul", + "elucidate", + "histological", + "morphologies", + "merely" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "striated", + "characteristic", + "metallurgical", + "coloration", + "mottled", + "spectroscopic", + "micrograph", + "observed", + "morphology", + "exhibiting", + "microscopy", + "micrographs", + "textural", + "delineated", + "substrate", + "lith", + "staining", + "crystalline", + "morphological", + "macroscopic", + "histological", + "subsurface", + "discernible", + "sculptural", + "visible", + "crystall", + "photographic", + "hypertro", + "rectilinear", + "anisotropic", + "epidermal", + "dense" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "striated", + "observed", + "characteristic", + "coloration", + "metallurgical", + "micrograph", + "deform", + "anatomical", + "delineated", + "discernible", + "mottled", + "visible", + "morphology", + "exhibiting", + "micrographs", + "distinguishing", + "staining", + "microscopy", + "distal", + "pathological", + "symptomatic", + "delineation", + "textural", + "visible", + "observable", + "deline", + "hypertro", + "sculptural", + "distinct", + "evident", + "dense", + "evid" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "characteristic", + "morphology", + "coloration", + "observed", + "pathological", + "suggestive", + "characterized", + "deform", + "characterize", + "exhibiting", + "necrosis", + "characterizing", + "symptomatic", + "characteristic", + "diagnostic", + "microscopy", + "indicative", + "diseased", + "disintegration", + "Characteristic", + "indicating", + "distinguishing", + "characteristics", + "distinctive", + "distal", + "Characteristic", + "striated", + "micrograph", + "decomposition" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "distinguishing", + "suggestive", + "observed", + "distinguish", + "distinctive", + "characterizing", + "microstructure", + "described", + "distinct", + "characteristics", + "describe", + "characterized", + "suggesting", + "describing", + "microscopy", + "characterize", + "morphology", + "indicative", + "coloration", + "describ", + "pattern", + "unusual", + "peculiar", + "characteristic", + "Characteristic", + "describir", + "apparently", + "indicating" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "observed", + "characteristic", + "coloration", + "suggestive", + "pattern", + "describe", + "distinctive", + "described", + "unusual", + "suggesting", + "describing", + "microscopy", + "morphology", + "indicative", + "distinguishing", + "resembling", + "patterned", + "characterizing", + "describir", + "patterning", + "describ", + "distinct", + "describes", + "characterized", + "indicating", + "Pattern" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Afterwards", + "simultaneously", + "threatening", + "Suddenly", + "During", + "characterized", + "publicly", + "questions", + "whereas", + "witnesses", + "documentary", + "Suddenly", + "which", + "During", + "refugees", + "commentary", + "advertisements", + "confronting", + "Furthermore", + "recently", + "accused", + "tourists", + "furthermore", + "narrated", + "later", + "suggesting", + "photographs", + "concurrently", + "commentators", + "pamphlets", + "unsuccessfully", + "cinematography" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Also", + "Also", + "Furthermore", + "Meanwhile", + "furthermore", + "Afterwards", + "Furthermore", + "Similarly", + "meanwhile", + "During", + "During", + "Similarly", + "Later", + "Meanwhile", + "Recently", + "Recently", + "Conversely", + "Subsequently", + "Conversely", + "Simultaneously", + "Afterward", + "whereas", + "Consequently", + "Likewise", + "Secondly", + "Ultimately", + "Suddenly", + "Eventually", + "Consequently", + "Later", + "Eventually", + "Ultimately" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Meanwhile", + "Similarly", + "Conversely", + "Furthermore", + "meanwhile", + "Similarly", + "furthermore", + "Also", + "During", + "Simultaneously", + "Then", + "Afterwards", + "Conversely", + "During", + "conversely", + "Likewise", + "Subsequently", + "Secondly", + "whereas", + "Afterward", + "else", + "Also", + "Recently", + "Furthermore", + "Later", + "Equally", + "Shouldn", + "elsewhere", + "Meanwhile", + "Ibid" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "Simultaneously", + "During", + "During", + "conversely", + "Though", + "furthermore", + "Equally", + "Alongside", + "Along", + "They", + "separately", + "Within", + "simultaneously", + "Similarly", + "Along", + "Their", + "Later", + "underneath", + "Similarly", + "Their", + "wirelessly", + "Another", + "tonight", + "Recently", + "Personally", + "Alongside", + "dawned", + "Furthermore", + "elsewhere" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Along", + "Meanwhile", + "Its", + "Lately", + "meanwhile", + "colonialism", + "Yet", + "Atm", + "Recently", + "Conversely", + "During", + "conversely", + "Worry", + "Within", + "bibliography", + "Their", + "theirs", + "ToJson", + "Along", + "Yesterday", + "olerance", + "Yet", + "otham", + "Contemporary", + "mselves", + "Belong", + "hers" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Its", + "Consequently", + "Imaging", + "Conversely", + "Moreover", + "Lately", + "Furthermore", + "Moreover", + "Along", + "Conversely", + "Consequently", + "Recent", + "Its", + "meanwhile", + "Microscopy", + "His", + "Along", + "Recently", + "Within", + "Recent", + "Imaging", + "Similarly", + "microscopy", + "Compared", + "Symptoms", + "nThe", + "Physiological" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Meanwhile", + "Its", + "Consequently", + "Recent", + "nThe", + "Conversely", + "Conversely", + "Imaging", + "Its", + "Recent", + "Lately", + "Recently", + "Consequently", + "Furthermore", + "Moreover", + "Imaging", + "Their", + "His", + "Yet", + "Similarly", + "Moreover", + "meanwhile", + "Symptoms", + "During", + "Yet", + "conversely", + "During", + "Likewise" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Conversely", + "ImagePath", + "hydrox", + "Conversely", + "conversely", + "Meanwhile", + "Secondly", + "LEM", + "Pourtant", + "LessThan", + "Its", + "coli", + "nThe", + "Likewise", + "ProductName", + "Consequently", + "Alternatively", + "Its", + "Stellen", + "FAE", + "Simultaneously", + "Welcome", + "OUND", + "txt", + "Both" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Errors", + "WithError", + "Secondly", + "ErrorMessage", + "Secondly", + "Streams", + "ImagePath", + "plant", + "coli", + "balls", + "chnik", + "Sick", + "Subs", + "angles", + "Meanwhile", + "viewModel", + "UMENT", + "arz", + "maxima", + "ocond", + "ImageFilter", + "glEnable", + "Vet", + "Mere", + "Bienvenidos", + "auche" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "UMENT", + "ument", + "ocond", + "Copy", + "maal", + "chnik", + "ImagePath", + "ULAR", + "ILL", + "coli", + "Errors", + "dent", + "ATHER", + "arrows", + "Another", + "angles", + "WithError", + "ACKS", + "opy", + "ector", + "ErrorMessage", + "Secondly", + "UnitTest", + "viewModel", + "ardini", + "Equipment", + "ANGLE" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ImagePath", + "exceptions", + "angle", + "UMENT", + "Subs", + "angles", + "ANGLE", + "ivities", + "ector", + "ILL", + "SearchResults", + "ittle", + "oki", + "dehyde", + "StartDate", + "reticulum", + "arger", + "ument", + "ATHER", + "Secondly", + "ARROW", + "subs", + "arrow", + "ULAR", + "ocht" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "exceptions", + "The", + "ocy", + "fail", + "ument", + "copy", + "ight", + "rystalline", + "ocular", + "subs", + "jpg", + "ococcal", + "The", + "unn", + "union", + "Subs", + "angle", + "cular", + "substrate", + "ceres", + "ector", + "errors", + "underline", + "length", + "center", + "rystals", + "Let", + "exception", + "This", + "Sph", + "umb", + "urrent" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 256943, + 254191, + 238567, + 254985, + 234690, + 198706, + 472, + 6289, + 166, + 126, + 251, + 535, + 4904, + 14413, + 72195, + 213365, + 183058, + 152809, + 230251, + 221273, + 188729, + 211777, + 202734, + 241902, + 232870, + 136705 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 142110, + 79926, + 62214, + 162078, + 77481, + 117278, + 39353, + 6749, + 9072, + 6372, + 3544, + 1588, + 1143, + 998, + 9307, + 13490, + 22636, + 10272, + 58076, + 29320, + 11676, + 7563, + 15110, + 36338, + 75926, + 103981 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 42089, + 214108, + 5290, + 7956, + 9608, + 12904, + 165766, + 82642, + 36809, + 153979, + 177990, + 217699, + 179412, + 196988 + ] + }, + { + "label": "cleavage", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 200418, + 44380, + 251088, + 249665, + 25514, + 43295, + 83049, + 88653, + 38147, + 53007, + 21134, + 24965, + 38535, + 34793 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 19.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "cracks", + "score": 10.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "began", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "which", + "score": 8.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "discontinuities", + "score": 7.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "several", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "expected", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "below", + "output_checked": true + }, + { + "concept": "the", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "through", + "output_checked": true + }, + { + "concept": "whereas", + "score": 7.0, + "best_rank": 3, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "indicating", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "alloy", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "grains", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "bridges", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "by", + "output_checked": true + }, + { + "concept": "failure", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "tracts", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "sections", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "during", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "showed", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "under", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "geometry", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "tensile", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "below", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "inexplicable", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "due", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "that", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "smaller", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "by", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "physics", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "body", + "output_checked": true + }, + { + "concept": "diagnostic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "machined", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "geometries", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "lattice", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "metastable", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "transition", + "output_checked": true + }, + { + "concept": "evidence", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "everybody", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "body", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "surrounded", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "became", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "body", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "rather", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "fragments", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "by", + "output_checked": true + }, + { + "concept": "while", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "patches", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "inconsistencies", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "fractures", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "specimens", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "crystals", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "prematurely", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "accelerates", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "body", + "output_checked": true + }, + { + "concept": "cubic", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "crack", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 2.0, + "best_rank": 2, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "when", + "score": 2.0, + "best_rank": 2, + "best_depth": 75.6, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "across", + "score": 2.0, + "best_rank": 2, + "best_depth": 78.0, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "spanning", + "score": 2.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "symmetry", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "traversing", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "through", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "Hail", + "quantos", + "ervan", + "anque", + "yclerView", + "punkte", + "ynitrite" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "lev", + "trem", + "grac", + "tons", + "Mannes", + "stir", + "Proc", + "Cann", + "prof", + "Sob", + "Blanch", + "opat", + "Pres", + "Beg", + "blot", + "pres", + "channel", + "Cole", + "Lav", + "Tit", + "ment", + "olyte" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "prof", + "Clon", + "Cann", + "Pres", + "lev", + "Proc", + "nab", + "trem", + "stir", + "dim", + "grac", + "reu", + "Sesam", + "pres", + "Cock", + "rid", + "chum", + "plo", + "ums", + "glob" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ilj", + "tfrac", + "def", + "ilg", + "Reis", + "chum", + "usan", + "champ", + "prof", + "alk", + "ebu", + "reu", + "Trotz", + "essional", + "alez", + "noch" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "tfrac", + "ilj", + "ago", + "Mani", + "dim", + "essional", + "grac", + "champ", + "Reis", + "amb", + "Tit", + "tene", + "olyte", + "Pres" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "amb", + "ilers", + "hst", + "Vo", + "Su", + "det", + "WOR", + "sn", + "oben", + "VERE", + "yn", + "fram", + "terc", + "Sed", + "detached", + "ual", + "ingen", + "sol", + "susp", + "Nagata" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "side", + "kick", + "Sol", + "tools", + "Green", + "HI", + "tool", + "remen", + "duct", + "bro", + "serial", + "demos", + "rem", + "don", + "nial", + "seq", + "Me", + "ME", + "trading", + "orel" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "tool", + "sol", + "HI", + "tail", + "duct", + "serial", + "kick", + "remen", + "select", + "demos", + "seq", + "dad", + "turbo", + "trading", + "valued" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "record", + "sol", + "select", + "Sol", + "kick", + "Green", + "tool", + "uct", + "serial", + "nop", + "Select", + "linear", + "tail", + "tools", + "HI", + "did", + "perform", + "tract" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "sus", + "Select", + "fetch", + "OOSE", + "select", + "ettle", + "common", + "subject", + "switch", + "data", + "listener", + "cdots", + "traits", + "greet", + "tattoo", + "dynamic", + "greeting", + "itivity", + "Green", + "cactus" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "greeting", + "Greet", + "switch", + "ettle", + "fetch", + "data", + "linear", + "tools", + "listener", + "credits", + "cuk", + "speaker", + "Greeting", + "candy", + "dynamic", + "cereal", + "capitalize", + "wechsel", + "diet", + "microsoft", + "Tos", + "Einf", + "calls", + "CRED", + "RECE", + "traits", + "Meals" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "Apa", + "alh", + "hus", + "carn", + "PAS", + "itian", + "DAP", + "bag", + "hap", + "lb", + "acclaim", + "bag", + "nows", + "epar", + "formula", + "hound", + "identical", + "ackets", + "berbasis", + "runner", + "BAG", + "Tia" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "kulit", + "cama", + "costing", + "despert", + "lick", + "dictionaries", + "getId", + "department", + "playoffs", + "pickle", + "pelanggan", + "erinner", + "oyam", + "playlists", + "rectum", + "bosses", + "overlap", + "kik", + "gods", + "blas" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "deka", + "berj", + "god", + "dfs", + "zgod", + "brus", + "kund", + "viol", + "assol", + "abilecek", + "rotz", + "God", + "verl", + "toch", + "bilgiler", + "blas", + "owes" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "tier", + "prong", + "logic", + "Jahres", + "afect", + "ausge", + "trilogy", + "wise", + "logic", + "familie", + "segmented", + "poste", + "undocumented", + "logique", + "father", + "toggle", + "ktor" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "afect", + "wij", + "tier", + "wir", + "halk", + "adillo", + "gaard", + "altung", + "idic", + "spf", + "discord", + "ham", + "iy", + "azimuth", + "ques", + "ospel", + "cuad", + "idium", + "Stein", + "ography", + "strokes", + "Versions" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "contre", + "spf", + "fawn", + "penj", + "quadrant" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "radios", + "cantilever", + "simultaneously", + "stripped", + "addTask", + "diambil", + "foreground", + "scheduler", + "Rosenthal", + "fileupload", + "rocket", + "sky", + "slit", + "rainbow", + "schematically" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Simultaneously", + "Meanwhile", + "Similarly", + "alike", + "weekly", + "imaged", + "Weekly", + "imaging", + "blew", + "Imaging", + "Together", + "nThe", + "pits", + "Embry", + "simultaneously", + "Along", + "Together", + "Entered", + "along", + "Weekly", + "Transmission", + "blasts", + "retr", + "Tube", + "Subs" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Simultaneously", + "Consequently", + "Meanwhile", + "meanwhile", + "Consequently", + "Compared", + "Moreover", + "nCurrent", + "Furthermore", + "simultaneously", + "Similarly", + "accordingly", + "Its", + "Embry", + "Explain", + "Symptoms", + "mf", + "consequently", + "SCs", + "Conversely", + "sketches", + "Microscopy", + "nH" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Meanwhile", + "Simultaneously", + "Similarly", + "Consequently", + "meanwhile", + "mf", + "Recently", + "Likewise", + "nThe", + "Explain", + "Observe", + "Equally", + "nPlease", + "Symptoms", + "Embry", + "Furthermore", + "Recent", + "iknya", + "consequently", + "conversely", + "nCurrent" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Subs", + "conversely", + "Simultaneously", + "Consequently", + "Otherwise", + "Furthermore", + "subs", + "txt", + "Meanwhile", + "Conversely", + "Embry", + "Alternatively", + "Repeat", + "furthermore", + "Similarly", + "Errors", + "versa", + "Consequently", + "osha", + "alternatively", + "Unlike", + "Secondly", + "otherwise", + "simultaneously" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Subs", + "Meanwhile", + "Errors", + "conversely", + "Secondly", + "letas", + "Otherwise", + "Simultaneously", + "Secondly", + "secondly", + "Subs", + "subs", + "urally", + "meanwhile", + "json", + "weak", + "Origins", + "othesis", + "createElement", + "ackle", + "Therefore", + "aneously" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Subs", + "Meanwhile", + "othesis", + "Origins", + "secondly", + "Simultaneously", + "Secondly", + "Therefore", + "Secondly", + "simultaneously", + "conversely", + "Another", + "letas", + "Each", + "json", + "Repeat", + "Begin", + "dent", + "Subtract", + "underwent", + "Another", + "Errors", + "meanwhile", + "ively" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "urally", + "Subs", + "ivities", + "Secondly", + "Secondly", + "ctors", + "ately", + "gt", + "ctuation", + "secondly", + "ATIVES", + "Simultaneously", + "aints", + "ight", + "arrow", + "wich", + "simultaneously", + "ImagePath", + "ature" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "Microscopy", + "This", + "It", + "rystalline", + "Sick", + "ight", + "Sub", + "he", + "Let", + "end", + "By", + "exceptions", + "nt", + "They", + "These", + "Morphology", + "For", + "Crystal", + "ency", + "coli", + "Subs", + "When", + "A", + "microscope", + "okia", + "crystalline", + "Microscope", + "B", + "Such", + "Within", + "His" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "crack", + "score": 8.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "expected", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "below", + "output_checked": true + }, + { + "concept": "cracks", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "grains", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "fracture", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "discontinuities", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "broad", + "output_checked": true + }, + { + "concept": "God", + "score": 4.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "reveals", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "tensile", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "under", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "rele", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "transition", + "output_checked": true + }, + { + "concept": "brus", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "prong", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "segments", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "because", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "during", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "Subs", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "duke", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "body", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "through", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "due", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "fractures", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "crystals", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "lattice", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "grain", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "indicating", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "cubic", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Viva", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "input", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "detailed", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "debuted", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "Ama", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "Apa", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Compl", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "getName", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "politischen", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "kulit", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "tier", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "spf", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "planar", + "output_checked": true + }, + { + "concept": "serp", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "weighing", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "body", + "output_checked": true + }, + { + "concept": "driven", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "symmetrically", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "powered", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "analogy", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "memiliki", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "while", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "suddenly", + "output_checked": true + }, + { + "concept": "began", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "transition", + "output_checked": true + }, + { + "concept": "showed", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "that", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "revealed", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cleavage-03__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cleavage-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cleavage-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cleavage-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cleavage-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cleavage-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-plasticity separation 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A thick steel section opened under modest loading after rapid cooling. The separated faces showed flat reflective planes and negligible evidence of local necking.", + "prompt_tail": "thick steel section opened under modest loading after rapid cooling. The separated faces showed flat reflective planes and negligible evidence of local necking.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cleavage-04", + "carrier_id": null, + "target_family": "cleavage", + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "geom", + "generated_token_ids": [ + 79976 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 3733, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 3440 + }, + { + "label": "cleavage", + "best_rank": 28661, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 20686 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "orry", + "them", + "leness", + "arl", + "etc", + "lle", + "outh", + "able", + "oraz", + "iken", + "furthermore", + "therefor" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "d", + "ie", + "sic", + "ion", + "iew", + "ited", + "ued", + "ided", + "outh", + "wards", + "ii", + "ients", + "fty", + "ses", + "persons", + "hence", + "zia", + "zes", + "thereof", + "wie", + "etc", + "arie", + "dia", + "eded", + "leness", + "gement", + "wl", + "arh" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "lle", + "etc", + "sic", + "etc", + "ients", + "persons", + "dll", + "d", + "ie", + "fty", + "till", + "hence", + "thereof", + "alike", + "nth", + "thru", + "wl", + "retarded", + "nig", + "skall", + "tambien", + "lly", + "l" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thereto", + "thereafter", + "thence", + "persons", + "thereof", + "herein", + "pursuant", + "sic", + "therein", + "persons", + "heretofore", + "whereupon", + "ued", + "ided", + "wherein", + "lle", + "commenced", + "thereon", + "hereafter", + "hereto", + "therefrom", + "proximate", + "forthwith", + "abutting" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "thence", + "forthwith", + "thereto", + "heretofore", + "wherein", + "thereafter", + "whereupon", + "persons", + "thereof", + "herein", + "unto", + "resultant", + "Whilst", + "abutting", + "pursuant", + "whereby", + "commenced", + "presently", + "notwithstanding", + "sic", + "requisite", + "hereto", + "environs", + "efectu", + "upon", + "centre" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "commenced", + "thereto", + "whereupon", + "wherein", + "whilst", + "pursuant", + "thence", + "comprised", + "forthwith", + "upon", + "prior", + "whereby", + "presently", + "subsequently", + "utilized", + "herein", + "Whilst", + "pertaining", + "commencing", + "Whilst", + "heretofore", + "lediglich", + "utilizing", + "awaiting", + "notwithstanding", + "adjoining", + "utilised", + "therefrom", + "abreast" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "requisite", + "prior", + "subsequently", + "thence", + "proximate", + "extant", + "insofar", + "thereto", + "heretofore", + "subsequent", + "primarily", + "principally", + "ancillary", + "discernible", + "notwithstanding", + "proximal", + "satisfactorily", + "expedient", + "appreciably", + "predicated", + "marginally", + "amenable", + "necessitating", + "approximately", + "utilized", + "pursuant", + "predominantly", + "occasioned", + "whereupon", + "incipient" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "commenced", + "thereto", + "thence", + "requisite", + "satisfactorily", + "heretofore", + "discernible", + "hitherto", + "ascertained", + "insofar", + "merely", + "presently", + "notwithstanding", + "furthermore", + "extant", + "proximate", + "pertanto", + "sundry", + "wherein", + "thereafter", + "pertaining", + "commencing", + "inasmuch", + "henceforth", + "whereupon", + "forthwith", + "incipient", + "thereof", + "subsequently", + "annum" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "requisite", + "proximate", + "discernible", + "incipient", + "nascent", + "indicative", + "extant", + "necessitating", + "ancillary", + "subsequently", + "proximal", + "amenable", + "delineated", + "predominantly", + "merely", + "utilized", + "effluent", + "burgeoning", + "lediglich", + "egress", + "quiescent", + "subsequent", + "devoid", + "cessation", + "substantial", + "pertinent", + "rectilinear", + "sufficient", + "thereafter", + "negligible" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "observed", + "proximate", + "egress", + "indicative", + "effluent", + "discernible", + "prophylactic", + "quiescent", + "exhibited", + "observational", + "incipient", + "exhibiting", + "proximal", + "uniformly", + "uniformity", + "evidentiary", + "radiographic", + "polyethylene", + "satisfactorily", + "circumferential", + "rectilinear", + "subsequent", + "negligible", + "distal", + "vasculature", + "observable", + "pristine", + "marginally", + "protracted", + "efficacy", + "salient" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "quiescent", + "observed", + "discernible", + "exhibiting", + "indicative", + "exhibited", + "proximate", + "vasculature", + "distal", + "meticulous", + "protracted", + "pristine", + "prophylactic", + "incipient", + "uniformly", + "observable", + "uniformity", + "suggestive", + "effluent", + "delineated", + "metallurgical", + "subsequent", + "striated", + "markedly", + "satisfactorily", + "evidencia", + "conspicuously", + "egress", + "aseptic", + "evid" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicative", + "indicating", + "exhibiting", + "characteristic", + "exhibited", + "uniformly", + "suggestive", + "uniformity", + "indicating", + "observed", + "symptomatic", + "suggesting", + "characterize", + "indications", + "ultrast", + "rectilinear", + "quiescent", + "aseptic", + "spectroscopic", + "identically", + "characteristic", + "histological", + "prophylactic", + "indicate", + "demonstrating", + "indicar", + "striated", + "homozyg" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "uniformly", + "uniformity", + "indicative", + "characteristic", + "devoid", + "uniformly", + "indicating", + "suggestive", + "uniform", + "characteristics", + "exhibiting", + "atypical", + "rectilinear", + "sterility", + "Uniform", + "characterize", + "Characteristics", + "Characteristics", + "suggesting", + "exhibited", + "characterizing", + "characteristic", + "indicating", + "sterile", + "identically" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "uniformly", + "indicative", + "devoid", + "characteristic", + "indicating", + "uniformity", + "uniformly", + "suggestive", + "atypical", + "rectilinear", + "sterile", + "exhibiting", + "decisively", + "consistent", + "conspicuously", + "indicating", + "typical", + "consistent", + "characteristic", + "strikingly", + "cleanly", + "sterility", + "absence", + "suggesting", + "efficiently", + "undisturbed", + "conclusively", + "Absence", + "observed", + "characteristics" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "whereas", + "suggesting", + "demonstrating", + "Furthermore", + "Whereas", + "while", + "During", + "During", + "characterized", + "indicating", + "simultaneously", + "which", + "Conversely", + "Conversely", + "whereupon", + "several", + "evidence", + "neither", + "Which", + "whilst", + "reportedly", + "witnesses", + "whence", + "showcasing", + "during", + "recently", + "although", + "wherein", + "promising", + "Meanwhile", + "accompanying", + "threatening" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "whereas", + "Furthermore", + "Similarly", + "Similarly", + "Conversely", + "furthermore", + "Conversely", + "Yet", + "Meanwhile", + "Furthermore", + "meanwhile", + "During", + "During", + "Consequently", + "Likewise", + "Consequently", + "whereas", + "Also", + "While", + "similarly", + "Meanwhile", + "Recently", + "likewise", + "Recently", + "Certainly", + "Whereas", + "Ultimately", + "Whereas", + "conversely", + "Simultaneously", + "While", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Similarly", + "Similarly", + "Furthermore", + "Conversely", + "furthermore", + "similarly", + "Meanwhile", + "meanwhile", + "Conversely", + "conversely", + "whereas", + "likewise", + "Likewise", + "Also", + "Furthermore", + "Simultaneously", + "Yet", + "Consequently", + "Similar", + "Equally", + "else", + "During", + "Moreover", + "Also", + "Meanwhile", + "Recently", + "Interestingly", + "Whereas", + "Secondly", + "Subsequently", + "Consequently", + "correspondingly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "Similarly", + "meanwhile", + "conversely", + "whereas", + "During", + "Meanwhile", + "Furthermore", + "Similarly", + "Simultaneously", + "Their", + "Conversely", + "While", + "During", + "Equally", + "Finally", + "Though", + "Likewise", + "tandis", + "Within", + "Secondly", + "secondly", + "Alongside", + "mientras", + "Compared", + "Despite", + "likewise", + "Within", + "while", + "Although" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "conversely", + "Its", + "Similarly", + "Conversely", + "Their", + "Meanwhile", + "Their", + "Conversely", + "Yet", + "Yet", + "meanwhile", + "Its", + "theirs", + "Similarly", + "Worry", + "Lately", + "Yours", + "Likewise", + "Along", + "Unless", + "They", + "whereas", + "Together", + "Recently", + "Rather", + "Wasn", + "Yesterday", + "hers", + "wondered", + "Simultaneously" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Meanwhile", + "Its", + "Compared", + "Conversely", + "Their", + "Similarly", + "Conversely", + "Consequently", + "conversely", + "Their", + "whereas", + "nThe", + "Recently", + "Compared", + "Moreover", + "His", + "Lately", + "They", + "During", + "Together", + "His", + "Recent", + "Contrast", + "mselves", + "Furthermore", + "holtz", + "Within", + "Yet", + "During", + "Along", + "Yet" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Their", + "Its", + "Its", + "Similarly", + "Conversely", + "Their", + "Compared", + "Meanwhile", + "Consequently", + "conversely", + "They", + "Conversely", + "Each", + "Recently", + "nThe", + "Together", + "Recent", + "During", + "Yet", + "Previously", + "Lately", + "His", + "Regardless", + "His", + "Yet", + "theirs", + "Contrast", + "During", + "Likewise", + "Unless", + "holtz", + "Consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "conversely", + "Secondly", + "Conversely", + "Conversely", + "THAN", + "Yet", + "Recently", + "Its", + "Similarly", + "Except", + "Alternatively", + "Pourtant", + "acles", + "Historically", + "Unless", + "Furthermore", + "Likewise", + "Than", + "Unless", + "Its", + "Didn", + "secondly", + "Stellen", + "txt", + "Consequently", + "Previously", + "Needless", + "Oder", + "ExceptionHandler", + "LessThan" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "balls", + "conversely", + "plant", + "undes", + "Mere", + "WAS", + "pots", + "heading", + "achts", + "othesis", + "Marken", + "WithError", + "acles", + "Subs", + "pairs", + "Conversely", + "riches", + "ball", + "amers", + "quist", + "THAN" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "othesis", + "balls", + "ball", + "Kart", + "Subs", + "ocond", + "istles", + "THAN", + "plant", + "mares", + "subs", + "oulton", + "heading", + "pots", + "Ships", + "acles", + "union", + "Backspace", + "ittest", + "Kart", + "chew", + "conversely", + "quist", + "achts", + "miques" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "heading", + "Subs", + "east", + "heading", + "undes", + "Heading", + "subs", + "iculata", + "pairs", + "ball", + "IES", + "GRAPH", + "Determination", + "amers", + "Ships", + "pari", + "acular", + "chew", + "iero", + "bullet", + "ARROW", + "ocat" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "geom", + "bull", + "underline", + "ococcal", + "applied", + "bullet", + "points", + "errors", + "past", + "sphere", + "map", + "sph", + "pairs", + "punch", + "event", + "graphic", + "graph", + "paste", + "blank", + "ball", + "pare", + "types", + "increasing", + "bor", + "pipe", + "bar", + "length", + "unted", + "etry", + "black", + "subs", + "pdf" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 255890, + 234131, + 204386, + 175452, + 132145, + 103767, + 5801, + 22416, + 9301, + 5730, + 3734, + 5885, + 24951, + 50708, + 102836, + 232489, + 228559, + 186091, + 236486, + 242539, + 225211, + 231452, + 222862, + 248507, + 244483, + 202359 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 146582, + 65224, + 44693, + 101890, + 79180, + 90021, + 51049, + 84609, + 89574, + 98135, + 42336, + 29742, + 36311, + 100218, + 29034, + 36247, + 52830, + 37711, + 52225, + 65369, + 28662, + 49156, + 86442, + 143184, + 139460, + 169767 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 73196, + 253622, + 3441, + 17303, + 12699, + 21362, + 175120, + 143829, + 47251, + 120200, + 146289, + 210149, + 142934, + 162535 + ] + }, + { + "label": "cleavage", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 136921, + 20687, + 243919, + 256673, + 59689, + 38008, + 85021, + 124218, + 136213, + 149979, + 88402, + 69891, + 105297, + 89379 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "whereas", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "surfaces", + "score": 12.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "reflective", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "several", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "was", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "deformation", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "neck", + "output_checked": true + }, + { + "concept": "because", + "score": 7.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "but", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "pressure", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "modest", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "lacked", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "shimmering", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "reflective", + "output_checked": true + }, + { + "concept": "quarters", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "thickness", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "section", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "failure", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "after", + "output_checked": true + }, + { + "concept": "localized", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "local", + "output_checked": true + }, + { + "concept": "photographs", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "which", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "were", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "chapter", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "sections", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "years", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "after", + "output_checked": true + }, + { + "concept": "Its", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "immense", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "under", + "output_checked": true + }, + { + "concept": "book", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "brittle", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "cracks", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "fatigue", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "collapse", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "under", + "output_checked": true + }, + { + "concept": "discernible", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "ductile", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "neck", + "output_checked": true + }, + { + "concept": "machined", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "ductility", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "neck", + "output_checked": true + }, + { + "concept": "width", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "section", + "output_checked": true + }, + { + "concept": "temperature", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "uniformly", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "inexplicable", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "every", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "under", + "output_checked": true + }, + { + "concept": "relief", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "modest", + "output_checked": true + }, + { + "concept": "this", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "implications", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "negligible", + "output_checked": true + }, + { + "concept": "suddenly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "exposure", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "fortress", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "irony", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "damage", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "negligible", + "output_checked": true + }, + { + "concept": "conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "reminiscent", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "fragmentation", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "acted", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "section", + "output_checked": true + }, + { + "concept": "plate", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "after", + "output_checked": true + }, + { + "concept": "exhibited", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "appeared", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Suddenly", + "score": 2.0, + "best_rank": 2, + "best_depth": 48.8, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "loads", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "caused", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "Hail", + "nada", + "quantos", + "Kwa", + "ervan", + "wand", + "undos", + "NORE", + "anque", + "addRow", + "cred" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "lev", + "grac", + "tons", + "opat", + "Beg", + "channel", + "reu", + "Sob", + "Cann", + "trem", + "Doyle", + "mamy", + "Mannes", + "ago", + "prof", + "dim", + "pres", + "stir", + "Bog", + "Rid", + "Blanch" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "opat", + "lev", + "chum", + "ocy", + "grac", + "prof", + "dim", + "pres", + "reu", + "val", + "rid", + "Beg", + "bog", + "ins", + "ott", + "Pres", + "phones", + "champ", + "gham", + "rum", + "trem", + "ebo", + "Doyle", + "mamy" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "chum", + "Reis", + "ilg", + "dim", + "ilj", + "def", + "brink", + "champ", + "fam", + "bod", + "essional", + "grac", + "bog", + "Pres", + "alk", + "trem", + "tun", + "ri", + "lev", + "Langer" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "dim", + "grac", + "Reis", + "ilj", + "chum", + "lev", + "ago", + "brink", + "essional", + "tfrac", + "byt", + "Mani", + "tene", + "Pres", + "rock", + "Tit", + "Apa", + "Mannes" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "illing", + "side", + "Vo", + "ilers", + "WOR", + "yn", + "VERE", + "orel", + "sag", + "IVI", + "rem", + "ORS", + "OMe", + "s", + "hst", + "vyr", + "setia", + "det", + "Sed", + "ELD", + "ieden", + "icot", + "Hs" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "side", + "Sol", + "trading", + "tools", + "kick", + "HI", + "tool", + "cares", + "select", + "Select", + "seq", + "OHC", + "Er", + "DEP", + "lim", + "Me", + "Sol", + "ME" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "trading", + "HI", + "tool", + "tail", + "sol", + "select", + "Cermak", + "Select", + "kick", + "turbo", + "duct", + "dal", + "truncate", + "demos", + "simple", + "yal", + "DEP", + "remen", + "valued" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "select", + "tools", + "side", + "sol", + "Select", + "konto", + "tool", + "Green", + "kick", + "tail", + "pick", + "Sol", + "record", + "simple", + "duct", + "trading", + "HI", + "tract", + "Prot", + "truncate" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "sus", + "Select", + "select", + "switch", + "OOSE", + "common", + "subject", + "tools", + "holders", + "pick", + "ettle", + "konto", + "trait", + "greet", + "cdots", + "var", + "proj", + "item", + "simple", + "rac", + "Prot" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "linear", + "switch", + "greeting", + "resolve", + "greet", + "RECE", + "holders", + "ettle", + "racial", + "isselle", + "subject", + "detailed", + "reset", + "pepper", + "sus", + "capitalize", + "CERT", + "Greet", + "rase", + "sleeping" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "bag", + "extend", + "refresh", + "elson", + "rami", + "BL", + "itian", + "BAG", + "bag", + "acclaim", + "goal", + "wij", + "wid", + "hun", + "piss", + "hound", + "Bag", + "loaf" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "abilecek", + "kulit", + "boss", + "getId", + "wak", + "BL", + "appla", + "adet", + "httpClient", + "cribable", + "slutt", + "loudest", + "dieu", + "abgeschlossen", + "anger", + "pickle", + "bilen", + "boss", + "buttonclick" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "brus", + "God", + "Brus", + "DEL", + "ogado", + "golfer", + "punt", + "delt", + "del", + "dfs", + "DEL", + "bilgiler", + "gor", + "god" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "logical", + "logical", + "logic", + "logic", + "Jahres", + "prong", + "ausge", + "landen", + "Ber", + "ounced", + "teren", + "logique", + "referendum", + "tier", + "Tug" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Stein", + "halk", + "idic", + "welt", + "wir", + "saut", + "spf", + "skips", + "idium", + "opcode", + "ounced", + "altung", + "tti", + "argumentation", + "ectors", + "solltest", + "endroits", + "Gut" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "adn", + "contr", + "baik", + "spf", + "sain", + "fawn", + "ilm", + "contre" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "schematically", + "DisplayText", + "spatially", + "spoken", + "rime", + "cantilever", + "radios" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Similarly", + "nThe", + "Together", + "Neither", + "Neither", + "Meanwhile", + "Thirdly", + "Secondly", + "Likewise", + "Simultaneously", + "Weekly", + "iknya", + "alike", + "Thought", + "Together", + "imaged", + "Moreover", + "Only", + "neither", + "industry", + "Imaging", + "weekly", + "backing", + "Except", + "Yesterday" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Similarly", + "Its", + "Simultaneously", + "Consequently", + "Compared", + "Similarly", + "Its", + "Moreover", + "Meanwhile", + "meanwhile", + "nThe", + "Consequently", + "Compared", + "Neither", + "Earlier", + "Few", + "ERG", + "iknya", + "compared", + "Earlier" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Similarly", + "Neither", + "Earlier", + "Its", + "nPlease", + "Consequently", + "Neither", + "nThe", + "Earlier", + "Whose", + "Likewise", + "earlier", + "Recently", + "holtz", + "Previously", + "Consequently", + "Shortly", + "Recently", + "recently", + "Bunun", + "conversely", + "Similarly", + "Initially" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "conversely", + "Similarly", + "Unlike", + "Alternatively", + "Subs", + "Conversely", + "Except", + "Secondly", + "Previously", + "flanks", + "unlike", + "Historically", + "Conversely", + "Otherwise", + "Recently", + "Errors", + "Alternatively", + "Neither", + "Neither", + "Simultaneously", + "sted", + "Observe", + "Exceptions", + "Errors", + "alternatively", + "Recently", + "Obviously", + "Likewise" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "conversely", + "Errors", + "Previously", + "piece", + "Except", + "Subs", + "Secondly", + "Errors", + "Varieties", + "previously", + "heading", + "Meanwhile", + "Prediction", + "weak", + "Model", + "ball", + "By", + "Modes", + "balls", + "Exceptions", + "falls", + "miques", + "lessly", + "istles" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "othesis", + "Subs", + "Errors", + "weak", + "pieces", + "By", + "piece", + "heading", + "begin", + "Varieties", + "Previously", + "ball", + "Secondly", + "Already", + "Except", + "conversely", + "Try", + "subheading", + "Errors", + "Simulation", + "Set", + "sure", + "Model", + "weak" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ately", + "originally", + "heading", + "Previously", + "Subs", + "Initially", + "Secondly", + "atures", + "Details", + "heading", + "Initially", + "ature", + "Under", + "meanwhile", + "Of", + "alone", + "Simulation", + "amers", + "Yet", + "Meanwhile", + "ipation", + "Alone", + "Varieties", + "sure", + "Similarly" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "et", + "etting", + "Sick", + "Yet", + "ittle", + "etches", + "Under", + "obs", + "each", + "except", + "item", + "No", + "geom", + "ieves", + "hard", + "ight", + "etian", + "pad", + "subsubsection", + "ies", + "brand", + "black", + "eting", + "ipation", + "oun", + "under", + "only", + "istle", + "union", + "iew", + "als" + ] + } + ], + "logit_surprising": [ + { + "concept": "surfaces", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "deformation", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "neck", + "output_checked": true + }, + { + "concept": "prong", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "ausge", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "fracture", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "bolted", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "section", + "output_checked": true + }, + { + "concept": "fatigue", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "halves", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "pressure", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "under", + "output_checked": true + }, + { + "concept": "damage", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "book", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "plate", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "brittle", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "appeared", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "cama", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "modest", + "output_checked": true + }, + { + "concept": "brus", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "markings", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "reflective", + "output_checked": true + }, + { + "concept": "opening", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "indicative", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "signs", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "seemed", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Stress", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "pieces", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "cracks", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "immense", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "under", + "output_checked": true + }, + { + "concept": "loads", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "extend", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "kres", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "Part", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "reflective", + "output_checked": true + }, + { + "concept": "DAP", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "section", + "output_checked": true + }, + { + "concept": "getId", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ostat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "rozs", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "reflective", + "output_checked": true + }, + { + "concept": "kilo", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "Glor", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "opened", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "dissected", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "evidence", + "output_checked": true + }, + { + "concept": "wij", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "after", + "output_checked": true + }, + { + "concept": "Stein", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "section", + "output_checked": true + }, + { + "concept": "ilm", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "reflective", + "output_checked": true + }, + { + "concept": "multilayer", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "roll", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "indicating", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "anywhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "rope", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "exposure", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "spont", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "resulting", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "The", + "output_checked": true + }, + { + "concept": "portion", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "pronounced", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "showed", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cleavage-04__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cleavage-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cleavage-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cleavage-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cleavage-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-cleavage-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-plasticity separation 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A notched iron alloy snapped during a cold bend test before appreciable permanent curvature developed. River-like markings on the facets converged toward the initiation site.", + "prompt_tail": " alloy snapped during a cold bend test before appreciable permanent curvature developed. River-like markings on the facets converged toward the initiation site.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-cleavage-05", + "carrier_id": null, + "target_family": "cleavage", + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "union", + "generated_token_ids": [ + 29774 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 22188, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 395 + }, + { + "label": "cleavage", + "best_rank": 6817, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 14178 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "leness", + "ients", + "orry", + "oses", + "iken", + "them", + "therefor", + "accordingly", + "ammed", + "hereby", + "furthermore", + "beer", + "outh" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "ie", + "persons", + "lle", + "etc", + "eded", + "leness", + "sic", + "zis", + "lly", + "d", + "hence", + "dia", + "thing", + "ients", + "fty", + "ses", + "basically", + "somebody", + "wie", + "gement", + "wl", + "arh", + "nto", + "t", + "iew", + "ided", + "ii" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "hence", + "gonna", + "etc", + "sic", + "etc", + "lle", + "centre", + "wards", + "ients", + "centre", + "thereof", + "colours", + "thereto", + "persons", + "retarded", + "dll", + "efectu", + "zis", + "skall", + "sebagainya", + "Defence", + "till", + "ieur", + "thereon", + "gement" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thereto", + "herein", + "thence", + "persons", + "thereof", + "wherein", + "therefrom", + "therein", + "commenced", + "hereto", + "heretofore", + "thereupon", + "whereupon", + "forthwith", + "herewith", + "pursuant", + "presently", + "thereon", + "hereafter", + "wherein" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "forthwith", + "wherein", + "thereto", + "thence", + "heretofore", + "whereupon", + "herein", + "commenced", + "presently", + "hereto", + "persons", + "thereof", + "therefrom", + "inasmuch", + "thereupon", + "efectu", + "herewith", + "whereby", + "resultant", + "wherein", + "pertanto", + "sundry" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "wherein", + "thereto", + "whereupon", + "thereafter", + "whereby", + "commenced", + "thence", + "upon", + "Upon", + "forthwith", + "persons", + "whilst", + "herein", + "pursuant", + "Upon", + "presently", + "heretofore", + "Thereafter", + "wherein", + "thereupon", + "therefrom" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "thereto", + "whereupon", + "thereafter", + "heretofore", + "zijde", + "wherein", + "proximate", + "upon", + "toward", + "whence", + "requisite", + "ensuing", + "occasioned", + "whilst", + "subsequently", + "therein", + "resultant", + "concomit", + "herein", + "Upon", + "Upon", + "indications" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "thence", + "heretofore", + "whereupon", + "concomit", + "wherein", + "presently", + "whence", + "toward", + "thereby", + "furthermore", + "concomitant", + "abreast", + "itory", + "thus", + "herein", + "therefrom", + "Presently", + "Toward", + "zijde", + "characterized", + "idae", + "alike" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "coales", + "nascent", + "thence", + "discernible", + "zijde", + "toward", + "indicative", + "coloration", + "proximate", + "concomitant", + "confluence", + "whereupon", + "incipient", + "assemblages", + "Toward", + "delineated", + "Toward", + "indic", + "isot", + "dendritic", + "burgeoning", + "indistinct", + "striated", + "concomit", + "morphologies", + "thereto", + "requisite", + "individuos" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "observed", + "discernible", + "observable", + "coloration", + "indicative", + "evidence", + "observations", + "observational", + "observation", + "indicating", + "distal", + "coales", + "striated", + "diagnostic", + "visible", + "dendritic", + "symptomatic", + "indicating", + "Observations", + "osserv", + "proximate", + "Observations", + "tampak", + "discoloration", + "incipient", + "observaciones", + "spectroscopic", + "observed" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "evidence", + "observed", + "discernible", + "indicating", + "observable", + "indicative", + "coloration", + "discoloration", + "observations", + "diagnostic", + "evidencia", + "evidentiary", + "indicating", + "visible", + "indicators", + "indications", + "observational", + "suggestive", + "symptomatic", + "evident", + "observation", + "observed", + "evid", + "distal", + "osserv", + "Observations", + "tampak" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicating", + "indicating", + "evidence", + "indicate", + "diagnostic", + "indications", + "indicative", + "symptomatic", + "observed", + "indicators", + "suggestive", + "discoloration", + "diagnostic", + "indicates", + "suggesting", + "diagnose", + "indicar", + "discolor", + "indic", + "observations", + "diagnosis", + "visible", + "evid", + "Evidence", + "staining", + "indic", + "observable", + "suggest", + "Evidence" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "indicative", + "suggestive", + "indicating", + "evidence", + "suggesting", + "indications", + "observed", + "indicate", + "indic", + "indicates", + "diagnostic", + "indicators", + "evid", + "Evidence", + "suggest", + "evidencia", + "discernible", + "indication", + "microscopy", + "indic", + "Evidence", + "coloration", + "symptomatic", + "indicar", + "discoloration", + "indicate", + "suggest", + "suggests", + "evident", + "Indic", + "evidence" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "suggesting", + "indicating", + "evidence", + "indications", + "indicative", + "suggestive", + "indicate", + "indicates", + "observed", + "indication", + "Evidence", + "indic", + "Evidence", + "Indic", + "evidencia", + "indicar", + "discernible", + "indic", + "indicators", + "evid", + "suggest", + "coloration", + "evidence", + "Indicates", + "Hinweise", + "indicate", + "indiquant", + "suggest" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "suggesting", + "indicating", + "whereas", + "demonstrating", + "which", + "while", + "accompanying", + "threatening", + "evidence", + "showing", + "simultaneously", + "where", + "helping", + "supporting", + "telling", + "publicly", + "signaling", + "indications", + "confronting", + "who", + "indication", + "witnesses", + "worrying", + "accused", + "whilst", + "indicative", + "demonstrations", + "showcasing", + "culminating", + "questions", + "comparing", + "wondering" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Similarly", + "Also", + "Similarly", + "Meanwhile", + "Furthermore", + "furthermore", + "Also", + "whereas", + "Likewise", + "Conversely", + "Conversely", + "Meanwhile", + "likewise", + "ertain", + "meanwhile", + "Regarding", + "Likewise", + "whereas", + "During", + "Certainly", + "Consequently", + "During", + "Again", + "Yet", + "also", + "cially", + "Whereas", + "Simultaneously", + "Alongside" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Conversely", + "Similarly", + "Meanwhile", + "furthermore", + "conversely", + "Also", + "whereas", + "Furthermore", + "Similarly", + "Likewise", + "Conversely", + "Also", + "meanwhile", + "Simultaneously", + "Shouldn", + "Then", + "likewise", + "Secondly", + "Yet", + "Meanwhile", + "Regarding", + "Equally", + "Alongside", + "Moreover", + "Finally", + "Again", + "Likewise", + "There", + "Whereas", + "Afterwards", + "Whereas" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Furthermore", + "Finally", + "furthermore", + "Perhaps", + "During", + "Meanwhile", + "Similarly", + "Finally", + "meanwhile", + "conversely", + "Whether", + "Though", + "Perhaps", + "Equally", + "Likewise", + "Weitere", + "Beneath", + "They", + "Also", + "Combining", + "Wherever", + "Alongside", + "whereas", + "During", + "Unless", + "Furthermore", + "nPlease" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "conversely", + "whereas", + "Meanwhile", + "meanwhile", + "Conversely", + "Regarding", + "Conversely", + "Similarly", + "Yours", + "Welcome", + "Referring", + "They", + "Meanwhile", + "Similarly", + "Symptoms", + "Enfin", + "Lately", + "Within", + "Likewise", + "tandis", + "AnimationFrame", + "Towards", + "Referred", + "Toward", + "ymptoms", + "Beim", + "Atm", + "Rather" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "They", + "Within", + "Within", + "Upon", + "Conversely", + "Above", + "While", + "Consequently", + "Regarding", + "Shouldn", + "There", + "When", + "Beneath", + "During", + "Furthermore", + "Meanwhile", + "Conversely", + "conversely", + "Regarding", + "Doesn", + "Each", + "While", + "Their", + "Which", + "Similarly", + "Along", + "Its", + "Recent", + "Upon", + "meanwhile", + "Symptoms" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "They", + "While", + "Upon", + "Within", + "Meanwhile", + "Within", + "Conversely", + "While", + "Welcome", + "nPlease", + "There", + "Though", + "nThe", + "Recent", + "Upon", + "Above", + "When", + "Their", + "Consequently", + "Unless", + "They", + "Every", + "Regarding", + "Beneath", + "Conversely", + "conversely", + "Each", + "Shouldn", + "These", + "Furthermore", + "Recently", + "Please" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "They", + "Upon", + "Furthermore", + "Secondly", + "Secondly", + "conversely", + "Conversely", + "THAN", + "Welcome", + "Though", + "Pfe", + "jsonData", + "LessThan", + "Beacon", + "Didn", + "Threats", + "OUND", + "Sonnen", + "Conversely", + "Unless", + "BAT", + "UNDER", + "txt", + "They", + "Once", + "Both" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "js", + "json", + "Secondly", + "balls", + "Tried", + "union", + "auche", + "Pfe", + "WAS", + "Wat", + "endswith", + "Mere", + "THAN", + "arrow", + "uft", + "pylori", + "weak", + "heading", + "jpeg", + "rund", + "pas", + "Weak", + "conversely", + "LessThan", + "Aren", + "hline" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "union", + "js", + "json", + "Pfe", + "arrow", + "rief", + "Secondly", + "uft", + "gif", + "THAN", + "pylori", + "php", + "pas", + "Union", + "Wat", + "pb", + "ufer", + "auche", + "visa", + "eft", + "Sauer" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "union", + "SearchResults", + "grass", + "unction", + "arrow", + "Secondly", + "visa", + "pas", + "Secondly", + "oxin", + "shit", + "sun", + "heading", + "bat", + "gif", + "Please", + "Rating", + "pb", + "pairs", + "Subsection", + "Heading", + "black", + "kit", + "plant", + "heading", + "ivities", + "jsp", + "Subsection" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "union", + "bar", + "under", + "hat", + "black", + "below", + "dot", + "weak", + "when", + "plant", + "sun", + "Under", + "spa", + "Q", + "heavy", + "Rating", + "scroll", + "Secondly", + "Hir", + "at", + "loads", + "underline", + "bullet", + "spinal", + "geom", + "gri", + "errors", + "smaller", + "decoration", + "protocol", + "upper", + "experimental" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 258447, + 246558, + 229321, + 239216, + 208600, + 188690, + 29526, + 92747, + 50888, + 11602, + 23840, + 22189, + 35630, + 41113, + 77075, + 236096, + 212816, + 161048, + 242303, + 259125, + 245440, + 234399, + 231574, + 243265, + 232480, + 211308 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 138571, + 74130, + 54705, + 104145, + 78675, + 85065, + 57539, + 42280, + 45591, + 31140, + 10761, + 12207, + 6818, + 7557, + 7182, + 16706, + 22296, + 11831, + 36498, + 66502, + 33649, + 44574, + 34037, + 54279, + 45085, + 121379 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 52035, + 145974, + 396, + 3283, + 7556, + 16938, + 182517, + 174710, + 139208, + 207593, + 165623, + 207339, + 146529, + 154551 + ] + }, + { + "label": "cleavage", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 221733, + 31434, + 218100, + 250877, + 53070, + 40709, + 102936, + 48626, + 63213, + 90305, + 19323, + 14179, + 28514, + 22750 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 24.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "snapped", + "output_checked": true + }, + { + "concept": "indicating", + "score": 12.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "deformation", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "appreciable", + "output_checked": true + }, + { + "concept": "machining", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "during", + "output_checked": true + }, + { + "concept": "manufacturing", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "bend", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "was", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "appeared", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "failure", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "during", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "appreciable", + "output_checked": true + }, + { + "concept": "reaching", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "before", + "output_checked": true + }, + { + "concept": "protruding", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "fracture", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "snapped", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "imagery", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "like", + "output_checked": true + }, + { + "concept": "became", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "underside", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "occurred", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "curvature", + "output_checked": true + }, + { + "concept": "point", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "surface", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "on", + "output_checked": true + }, + { + "concept": "diameter", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "curvature", + "output_checked": true + }, + { + "concept": "incipient", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "rivers", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "like", + "output_checked": true + }, + { + "concept": "converging", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "converged", + "output_checked": true + }, + { + "concept": "epicenter", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "site", + "output_checked": true + }, + { + "concept": "several", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "on", + "output_checked": true + }, + { + "concept": "nearby", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "on", + "output_checked": true + }, + { + "concept": "showed", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "Recently", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "indicate", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "blade", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "forging", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "operation", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "bend", + "output_checked": true + }, + { + "concept": "cracks", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "like", + "output_checked": true + }, + { + "concept": "metal", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "iron", + "output_checked": true + }, + { + "concept": "investigation", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "brittle", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "snapped", + "output_checked": true + }, + { + "concept": "coldest", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "prematurely", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "before", + "output_checked": true + }, + { + "concept": "headway", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "appreciable", + "output_checked": true + }, + { + "concept": "defense", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "alongside", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "converged", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "exposure", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "appreciable", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "towards", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "converged", + "output_checked": true + }, + { + "concept": "exemplifies", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "photoshoot", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "however", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "center", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "River", + "output_checked": true + }, + { + "concept": "They", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "stocked", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "snapped", + "output_checked": true + }, + { + "concept": "testing", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "test", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "rupt", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "before", + "output_checked": true + }, + { + "concept": "nascent", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "appreciable", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "seawater", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "River", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "Hail", + "ervan", + "Kwa", + "nada", + "wand", + "quantos", + "punkte", + "undos", + "trump", + "anque", + "tantos", + "Kwa" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "grac", + "stir", + "pres", + "tons", + "Sob", + "opat", + "rid", + "reu", + "Cann", + "Pres", + "blot", + "Mannes", + "channel", + "trem", + "Yuk", + "resc", + "Blanch", + "prof", + "lev", + "fic" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "stir", + "prof", + "Pres", + "blot", + "opat", + "ate", + "Sob", + "Schle", + "Av", + "Cann", + "champ", + "rid", + "Champ", + "grac", + "lev", + "ums", + "resc", + "gern", + "pres", + "Fre" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Reis", + "ilj", + "tfrac", + "resc", + "Pres", + "chum", + "Sod", + "prof", + "ums", + "Grac", + "alk", + "ocrine", + "essional", + "ilg", + "ran", + "champ", + "Trotz", + "Sesam", + "def", + "fam" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "ilj", + "tfrac", + "ago", + "dim", + "Gal", + "chap", + "grac", + "champ", + "Tit", + "ocrine", + "Langer", + "fam", + "Pres", + "Sod", + "chum", + "essional" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "WOR", + "amb", + "sol", + "ilers", + "s", + "yn", + "ORS", + "hely", + "sn", + "fan", + "Sed", + "hst", + "Vo", + "ELD", + "pala", + "ual", + "Su", + "oben", + "idence", + "ors", + "det", + "terc" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "HI", + "kick", + "don", + "Green", + "tools", + "trading", + "Er", + "tool", + "multiple", + "demos", + "Sol", + "seq", + "rem", + "tail", + "duct", + "nas", + "Rim", + "pala" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "side", + "tool", + "blank", + "HI", + "trading", + "tail", + "sol", + "demos", + "simple", + "record", + "types", + "lives", + "Green", + "multiple", + "kick" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "select", + "Green", + "record", + "sol", + "tail", + "Sol", + "Select", + "side", + "blank", + "ELD", + "simple", + "HI", + "tools", + "kick", + "duct", + "data", + "Mau", + "makan" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "sus", + "linear", + "subject", + "fetch", + "Select", + "record", + "cdots", + "data", + "delegate", + "select", + "listener", + "contact", + "greet", + "switch", + "lives", + "ettle", + "felt", + "discussed", + "Green", + "common" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "listener", + "greet", + "Greet", + "RECE", + "ettle", + "greeting", + "data", + "fetch", + "talk", + "doa", + "discussed", + "Peter", + "NOTES", + "capitalize", + "CRED", + "ransom", + "felt", + "backed", + "sleeping", + "dak", + "discuss", + "linear", + "Green", + "Gol", + "mute", + "wechsel" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "DAP", + "Mif", + "bag", + "pac", + "lb", + "bros", + "Viva", + "itas", + "acclaim", + "imitives", + "epar", + "ampo", + "financeiros", + "slam", + "restart", + "bag", + "tread", + "bros" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "pelanggan", + "haltens", + "cama", + "despert", + "kulit", + "httpClient", + "httpClient", + "dictionaries", + "abilecek", + "oyam", + "restart", + "lick", + "backlit", + "heapq", + "coastal", + "anyika", + "itoa", + "kik", + "toch" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "deka", + "viol", + "brus", + "solle", + "toch", + "God", + "dfs", + "ogado", + "Violent", + "dzie", + "holz", + "jogar" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "tier", + "logic", + "logical", + "logic", + "logique", + "prong", + "ker", + "logical", + "verme", + "ausge", + "Ber", + "bitwise", + "Sliced", + "Tug", + "dabei" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "wij", + "etically", + "ospel", + "tier", + "ectors", + "wir", + "Warr", + "ausge", + "Versions", + "erv", + "osp", + "tti", + "azimuth", + "slices", + "tributaries", + "halk", + "sped", + "spf", + "hourly", + "adillo", + "kernel", + "patched" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "spf", + "sain", + "hound", + "coordenadas", + "Trou", + "quadrant", + "swirl", + "casilla" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "slit", + "radios", + "meteor", + "unders", + "sleep", + "slit", + "Otherwise", + "Peters", + "endregion", + "tang", + "indent", + "andet", + "anderem", + "cantilever", + "rens", + "diambil", + "pytorch", + "indentation", + "meni", + "Meanwhile", + "sav", + "Cere" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Similarly", + "Meanwhile", + "Neither", + "Other", + "other", + "mselves", + "nThe", + "except", + "toi", + "Simultaneously", + "Neither", + "Dedu", + "neither", + "Together", + "Except", + "others", + "Moreover", + "meanwhile", + "ToInt", + "whereas", + "Other", + "OfThe", + "Likewise" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Simultaneously", + "Consequently", + "Other", + "Meanwhile", + "meanwhile", + "mselves", + "Other", + "Which", + "nThe", + "Similarly", + "Others", + "Conversely", + "Consequently", + "Which", + "Its", + "Similarly", + "Combined", + "OfThe", + "Compared", + "Whose", + "Another", + "Unlike", + "Its", + "Their", + "Both" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "mselves", + "nThe", + "Similarly", + "Consequently", + "Other", + "Neither", + "Other", + "Which", + "Which", + "Conversely", + "Its", + "Another", + "Consequently", + "Whose", + "Similarly", + "conversely", + "Simultaneously", + "Recently", + "Earlier", + "Likewise", + "Meanwhile", + "Others", + "Unlike", + "Above", + "Therefore", + "Another", + "Both" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "conversely", + "Unlike", + "Otherwise", + "Conversely", + "txt", + "Similarly", + "Unlike", + "Simultaneously", + "versa", + "Meanwhile", + "Than", + "Subs", + "Furthermore", + "Recently", + "For", + "Consequently", + "Wie", + "Both", + "Likewise", + "Historically", + "Recently", + "Upon", + "Similarly", + "Streams", + "TAS", + "mselves" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "json", + "conversely", + "Meanwhile", + "versa", + "Simultaneously", + "hand", + "Both", + "During", + "mselves", + "Than", + "At", + "heart", + "Meanwhile", + "Both", + "Combined", + "than", + "Brains", + "black" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "json", + "Meanwhile", + "During", + "Both", + "THAN", + "Along", + "mselves", + "Json", + "At", + "Meanwhile", + "wind", + "Assuming", + "Judging", + "Simultaneously", + "Brains", + "These", + "conversely", + "Both", + "Model", + "During", + "versa", + "Therefore", + "Another", + "Assuming", + "coli", + "Than" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "json", + "Below", + "quarter", + "Between", + "union", + "tend", + "Ahead", + "During", + "Both", + "oxin", + "mselves", + "With", + "Based", + "Judging", + "At", + "black", + "Under", + "Both", + "coli", + "uncle", + "On", + "Under", + "wich", + "Below" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "union", + "enter", + "below", + "black", + "bottom", + "entry", + "Below", + "These", + "under", + "basin", + "Such", + "Under", + "uncle", + "end", + "This", + "Let", + "begin", + "etter", + "entries", + "exceptions", + "For", + "ubber", + "A", + "ber", + "sub", + "Black", + "Assuming", + "poison", + "et", + "Judging", + "brain" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "deformation", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "appeared", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "machining", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "during", + "output_checked": true + }, + { + "concept": "occurred", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "curvature", + "output_checked": true + }, + { + "concept": "reaching", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "before", + "output_checked": true + }, + { + "concept": "fracture", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "surface", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "on", + "output_checked": true + }, + { + "concept": "cev", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "like", + "output_checked": true + }, + { + "concept": "operation", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "bend", + "output_checked": true + }, + { + "concept": "indicating", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "site", + "output_checked": true + }, + { + "concept": "indicate", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "point", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "initiation", + "output_checked": true + }, + { + "concept": "prong", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "site", + "output_checked": true + }, + { + "concept": "underside", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "tensile", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "during", + "output_checked": true + }, + { + "concept": "ASTM", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "test", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "crack", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "like", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "like", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "Makefile", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "airfoil", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "brittle", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "snapped", + "output_checked": true + }, + { + "concept": "was", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "curvature", + "output_checked": true + }, + { + "concept": "metal", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "blade", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "abruptly", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "snapped", + "output_checked": true + }, + { + "concept": "forging", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "Indic", + "score": 2.0, + "best_rank": 25, + "best_depth": 87.8, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Chap", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "bit", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "bend", + "output_checked": true + }, + { + "concept": "amantes", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "beats", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cell", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "flakes", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "Viva", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "on", + "output_checked": true + }, + { + "concept": "aquilo", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "desf", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "launcher", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "during", + "output_checked": true + }, + { + "concept": "convexo", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "before", + "output_checked": true + }, + { + "concept": "ticker", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "converged", + "output_checked": true + }, + { + "concept": "benchmarking", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "toward", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "iron", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "appreciable", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "curvature", + "output_checked": true + }, + { + "concept": "kerat", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "viol", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "reverence", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "appreciable", + "output_checked": true + }, + { + "concept": "tier", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ips", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "Kaz", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "cold", + "output_checked": true + }, + { + "concept": "VIOUS", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "olmad", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "ilm", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "converged", + "output_checked": true + }, + { + "concept": "accordingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "shrinkage", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "appreciable", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cleavage-05__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cleavage-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cleavage-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cleavage-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-cleavage-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Time-dependent deformation under heat 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A steam-pipe alloy elongated gradually during ten years of steady load at 600 degrees Celsius. Rounded pores appeared at triple junctions late in life.", + "prompt_tail": "A steam-pipe alloy elongated gradually during ten years of steady load at 600 degrees Celsius. Rounded pores appeared at triple junctions late in life.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-high-temperature-deformation-01", + "carrier_id": null, + "target_family": "high-temperature-deformation", + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 3171, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 2355 + }, + { + "label": "diffusion", + "best_rank": 2161, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 5177 + }, + { + "label": "cavity", + "best_rank": 1267, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 3088 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "leness", + "orry", + "persons", + "etc", + "asons", + "oses", + "them", + "therefor", + "outh", + "able", + "arl", + "lle", + "accordingly", + "iken", + "ammed", + "hereby", + "ossen" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "etc", + "d", + "ie", + "wards", + "ients", + "persons", + "somebody", + "lle", + "anybody", + "leness", + "sic", + "probably", + "lly", + "l", + "ii", + "fty", + "basically", + "eded", + "wl", + "t", + "ss", + "ses", + "everybody", + "yers", + "alike", + "dia" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "etc", + "etc", + "persons", + "anybody", + "kalau", + "sic", + "probably", + "probably", + "till", + "centre", + "hence", + "basically", + "everybody", + "colours", + "anda", + "ain", + "centre", + "grosse", + "dll", + "wards", + "info", + "somebody", + "programmes", + "upto", + "selber", + "lle" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "hearers", + "colours", + "alike", + "hence", + "sic", + "centre", + "persons", + "Colours", + "ised", + "ients", + "centre", + "everybody", + "anybody", + "Jews", + "neighbours", + "thereto", + "probably", + "thence", + "coloured", + "germs", + "practised", + "avourable", + "zis", + "herewith", + "sebagainya" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "centre", + "colours", + "centre", + "anybody", + "colour", + "everybody", + "whilst", + "alike", + "organised", + "sic", + "organise", + "practised", + "Colours", + "ised", + "hence", + "behaviour", + "gonna", + "somebody", + "organisations", + "programmes", + "centres", + "defence", + "anda", + "recognised", + "realised", + "neighbours", + "Whilst" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "whilst", + "whereby", + "thereto", + "sic", + "Whilst", + "anybody", + "which", + "ised", + "however", + "although", + "centre", + "everybody", + "alike", + "recognised", + "characterised", + "utilised", + "Whilst", + "whereupon", + "skall", + "therefore", + "nor", + "hence", + "somebody", + "colours" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "thereto", + "later", + "alike", + "whereupon", + "themselves", + "sic", + "although", + "indications", + "thereafter", + "adjoining", + "later", + "assemblages", + "persons", + "loci", + "occasioned", + "isements", + "mselves", + "opathies", + "ossos", + "Gesellschaft", + "elles", + "considerable", + "jewellery", + "viz" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "persons", + "neither", + "thereto", + "ossos", + "sequently", + "sic", + "whereas", + "rons", + "aceous", + "acial", + "scarcely", + "thence", + "although", + "regarded", + "hardly", + "indications", + "utti", + "furthermore", + "beitung", + "quite", + "considerable", + "uria", + "belonged", + "hitherto" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "histological", + "ossos", + "bacter", + "gesellschaft", + "morphology", + "beitung", + "morphologies", + "acial", + "viz", + "discoloration", + "ikel", + "lesions", + "aceous", + "sufferers", + "etiology", + "discolor", + "opathies", + "histologic", + "mottled", + "tubercul", + "metallurgical", + "mselves", + "Oss", + "Morphology", + "microscopy", + "coloration", + "neoplas", + "incipient", + "histology" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "diagnostic", + "histological", + "symptomatic", + "discoloration", + "necrosis", + "bacter", + "hydrox", + "microscopy", + "morphology", + "etiology", + "myc", + "metallurgical", + "morphologies", + "incipient", + "corrosion", + "tubercul", + "morphological", + "refractory", + "sintered", + "histology", + "micrograph", + "specimens", + "lesions", + "coloration", + "dendritic", + "epidermal", + "benthic", + "diagnostic", + "observed" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "symptomatic", + "diagnostic", + "etiology", + "discoloration", + "incipient", + "observed", + "necrosis", + "morphology", + "histological", + "metallurgical", + "aberrant", + "symptoms", + "lesions", + "observable", + "diagnose", + "morphological", + "distal", + "fungus", + "diagnost", + "coloration", + "osserv", + "neoplas", + "diseased", + "refractory", + "observed", + "afflicted", + "Symptoms", + "discolor" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "necrosis", + "symptomatic", + "diagnostic", + "discoloration", + "diagnosis", + "diagnose", + "incipient", + "bacter", + "lesions", + "morphology", + "Diagnosis", + "diseased", + "histological", + "Diagnosis", + "diagnostic", + "symptoms", + "diagnosed", + "deterioration", + "pathological", + "fungus", + "neoplas", + "etiology", + "Symptoms", + "discolor", + "necrotic", + "characteristic", + "corrosion", + "Diagnostic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "diagnostic", + "diagnose", + "symptomatic", + "morphology", + "necrosis", + "suggestive", + "Diagnosis", + "incipient", + "lesions", + "microscopy", + "indicative", + "anomalous", + "Diagnosis", + "discoloration", + "diagnostic", + "diagnosis", + "indicating", + "fungus", + "histological", + "metallurgical", + "aberrant", + "suspect", + "diagnosed", + "indications", + "diagnostics", + "diagnosing", + "Diagnostic", + "morphogenesis", + "observed", + "symptoms" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "diagnostic", + "diagnose", + "symptomatic", + "evidence", + "observed", + "indicating", + "indications", + "Symptoms", + "Diagnosis", + "symptoms", + "diagnosis", + "indicative", + "Diagnosis", + "suggestive", + "Observed", + "Hinweise", + "gejala", + "suspect", + "indication", + "suspected", + "microscopy", + "anomalous", + "Symptoms", + "diagnosing", + "observed", + "discoloration", + "hinting" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Afterwards", + "whereas", + "Suddenly", + "threatening", + "later", + "Which", + "Eventually", + "During", + "whilst", + "afterwards", + "Later", + "witnesses", + "whence", + "blamed", + "who", + "evidence", + "During", + "refugees", + "Suddenly", + "testimonies", + "everybody", + "documentary", + "worrying", + "whereupon", + "further", + "soon", + "accused", + "tourists", + "Subsequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Similarly", + "Meanwhile", + "Similarly", + "Eventually", + "Conversely", + "furthermore", + "Conversely", + "Again", + "Eventually", + "Afterwards", + "ertain", + "During", + "Finally", + "During", + "Yet", + "Later", + "Consequently", + "Likewise", + "Certainly", + "Consequently", + "whereas", + "Also", + "Recently", + "Furthermore", + "Recently", + "Ultimately", + "Subsequently", + "Also", + "lately", + "Ultimately", + "Likewise" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Conversely", + "Furthermore", + "Similarly", + "furthermore", + "Also", + "Meanwhile", + "Similarly", + "Conversely", + "During", + "Finally", + "Again", + "Later", + "meanwhile", + "Likewise", + "Eventually", + "conversely", + "Then", + "Subsequently", + "Afterwards", + "else", + "whereas", + "Consequently", + "Furthermore", + "Simultaneously", + "Also", + "Ibid", + "Ultimately", + "Yours", + "There", + "Yet", + "Recently", + "likewise" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "They", + "furthermore", + "Finally", + "Meanwhile", + "Their", + "During", + "Furthermore", + "Similarly", + "These", + "Overall", + "Simultaneously", + "Both", + "Finally", + "Though", + "Another", + "Equally", + "There", + "They", + "Examples", + "Overall", + "Similarly", + "Observed", + "finally", + "Yet", + "Their", + "Likewise", + "Compared", + "Symptoms", + "Along", + "Recently", + "Alongside" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "They", + "Recently", + "Lately", + "Symptoms", + "Recent", + "Enfin", + "Yours", + "mselves", + "During", + "Yet", + "theirs", + "Tonight", + "Conversely", + "Observed", + "atrical", + "These", + "During", + "olerance", + "They", + "Similarly", + "Yet", + "Along", + "Weekend", + "Atm" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Meanwhile", + "meanwhile", + "mselves", + "They", + "During", + "Recent", + "Lately", + "Recently", + "Consequently", + "Yours", + "Its", + "theirs", + "Symptoms", + "These", + "Its", + "Their", + "Compared", + "During", + "nThe", + "Certainly", + "pertoire", + "Hence", + "Conversely", + "nPlease", + "Therefore", + "Similarly" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "They", + "theirs", + "During", + "These", + "Their", + "Meanwhile", + "Lately", + "Its", + "Therefore", + "Recently", + "meanwhile", + "Recent", + "Expect", + "Consequently", + "Yours", + "Symptoms", + "Its", + "nThe", + "Hence", + "During", + "mselves", + "nPlease", + "His", + "They", + "Competition", + "Conversely", + "Daher" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "They", + "Consequently", + "Threats", + "These", + "Hence", + "estas", + "appendices", + "Subject", + "FAE", + "Pourtant", + "Likewise", + "outset", + "pectoral", + "Furthermore", + "Conversely", + "fillText", + "Its", + "Tissue", + "endum", + "LEM", + "Similarly", + "Supplies", + "LessThan", + "However", + "His", + "Treat", + "Competition", + "Needs" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "abbo", + "balls", + "UMENT", + "endswith", + "fillText", + "Ships", + "Tried", + "mselves", + "GetName", + "round", + "Meanwhile", + "othesis", + "Mere", + "ROUND", + "GridView", + "Errors", + "Stellen" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "UMENT", + "Ships", + "abbo", + "othesis", + "balls", + "ICAL", + "ULD", + "endswith", + "THAN", + "apoptotic", + "Tis", + "ball", + "ungk", + "chner", + "ulls", + "Stellen" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "UMENT", + "ungk", + "SearchResults", + "black", + "square", + "ENDED", + "ATHER", + "UNK", + "StartDate", + "ument", + "ATER", + "ULD", + "Symptoms", + "Ships", + "ield", + "Residual", + "UNG", + "Considering", + "ENDING" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "black", + "square", + "This", + "Such", + "Residual", + "Black", + "Starting", + "Tra", + "starting", + "Un", + "These", + "sphere", + "Unknown", + "Square", + "Increased", + "heated", + "A", + "Incre", + "Heavy", + "Koe", + "Explos", + "He", + "Thick", + "Gray", + "His", + "copy", + "Mechanical", + "under", + "pipe", + "Stam", + "An" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 158942, + 92030, + 78216, + 110217, + 88155, + 90392, + 126673, + 164749, + 110844, + 8944, + 3172, + 8470, + 8554, + 7384, + 73895, + 92510, + 27403, + 10585, + 76939, + 78103, + 48420, + 62273, + 93120, + 42648, + 74864, + 7629 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 45769, + 16512, + 21574, + 45263, + 72554, + 41271, + 14881, + 21394, + 6462, + 14338, + 21916, + 21236, + 9998, + 12530, + 51342, + 126471, + 77583, + 6750, + 39138, + 6586, + 4524, + 2162, + 82264, + 86290, + 76092, + 18208 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 206329, + 135048, + 71764, + 84767, + 72062, + 32691, + 18816, + 14805, + 8155, + 1955, + 1559, + 1268, + 4334, + 8537, + 96261, + 182139, + 220307, + 169407, + 172741, + 118178, + 100469, + 98254, + 161278, + 153990, + 109799, + 47795 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 7137, + 168935, + 2356, + 37520, + 212726, + 188315, + 96741, + 67694, + 30982, + 93673, + 37899, + 47952, + 31077, + 54493 + ] + }, + { + "label": "diffusion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 5178, + 41237, + 72072, + 218147, + 115816, + 135076, + 86408, + 32900, + 50077, + 18222, + 39946, + 8713, + 27305, + 22203 + ] + }, + { + "label": "cavity", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 261548, + 248986, + 205245, + 229161, + 79323, + 19667, + 107670, + 13497, + 5332, + 3154, + 3089, + 19737, + 34372, + 20751 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "temperature", + "score": 21.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "6", + "output_checked": true + }, + { + "concept": "because", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "exposure", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "the", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "in", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "several", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "during", + "output_checked": true + }, + { + "concept": "became", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "nearby", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "appeared", + "output_checked": true + }, + { + "concept": "but", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "load", + "output_checked": true + }, + { + "concept": "anymore", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "intersections", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "triple", + "output_checked": true + }, + { + "concept": "where", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "junctions", + "output_checked": true + }, + { + "concept": "whereas", + "score": 5.0, + "best_rank": 2, + "best_depth": 75.6, + "near_token": "load", + "output_checked": true + }, + { + "concept": "thermal", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "necrosis", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "moderate", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "at", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "heating", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "during", + "output_checked": true + }, + { + "concept": "engine", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "steam", + "output_checked": true + }, + { + "concept": "ductility", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "during", + "output_checked": true + }, + { + "concept": "observed", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "0", + "output_checked": true + }, + { + "concept": "temperatura", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "0", + "output_checked": true + }, + { + "concept": "was", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "analysis", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Rounded", + "output_checked": true + }, + { + "concept": "due", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "years", + "output_checked": true + }, + { + "concept": "carrying", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "under", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "operation", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "service", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "stages", + "score": 3.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "life", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 3.0, + "best_rank": 3, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "equilibrium", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "steady", + "output_checked": true + }, + { + "concept": "protracted", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "at", + "output_checked": true + }, + { + "concept": "senescence", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "stationary", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "at", + "output_checked": true + }, + { + "concept": "adiabatic", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "slowly", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "eight", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ten", + "output_checked": true + }, + { + "concept": "compressive", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "load", + "output_checked": true + }, + { + "concept": "holes", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "diagnostic", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "began", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "constantly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "at", + "output_checked": true + }, + { + "concept": "exemplifies", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "percent", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "0", + "output_checked": true + }, + { + "concept": "within", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "appeared", + "output_checked": true + }, + { + "concept": "various", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "at", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "when", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "MPa", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "0", + "output_checked": true + }, + { + "concept": "existed", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "corners", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "Rounded", + "output_checked": true + }, + { + "concept": "intermittently", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "appeared", + "output_checked": true + }, + { + "concept": "surface", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "at", + "output_checked": true + }, + { + "concept": "nowhere", + "score": 2.0, + "best_rank": 3, + "best_depth": 51.2, + "near_token": "at", + "output_checked": true + }, + { + "concept": "before", + "score": 2.0, + "best_rank": 7, + "best_depth": 82.9, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "until", + "score": 2.0, + "best_rank": 20, + "best_depth": 90.2, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "engineering", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "tubes", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "ductile", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "elongated", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "ervan", + "Kwa", + "wand", + "quantos", + "maneiras", + "undos", + "punkte", + "Hail", + "point" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "Mannes", + "rid", + "stir", + "Sob", + "opat", + "pres", + "Prote", + "channel", + "trem", + "Cole", + "snag", + "Yuk", + "grac", + "tons", + "lev", + "Stepan", + "prof", + "Tit", + "pit", + "blot", + "slew", + "reu" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "rid", + "Pres", + "stir", + "pres", + "chum", + "gham", + "Sob", + "prof", + "auss", + "fam", + "opat", + "Mannes", + "bab", + "grac", + "Stol", + "Cole", + "nab", + "lev", + "Sesam" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ilj", + "champ", + "onn", + "essional", + "tfrac", + "fam", + "chum", + "Sesam", + "Mani", + "ago", + "ilda", + "def", + "ilg", + "grac", + "Pres", + "yli", + "ACE", + "Kort", + "Clon", + "dim", + "Eing" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "grac", + "ago", + "ilj", + "essional", + "Mani", + "dim", + "Eing", + "tfrac", + "champ", + "Cann", + "scor", + "nh", + "onn", + "gha", + "Bens", + "fam", + "chap", + "motifs", + "nguy", + "Grac" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "yn", + "Vo", + "WOR", + "hst", + "sning", + "ELD", + "ilers", + "hely", + "ual", + "sn", + "Hs", + "amb", + "side", + "Sed", + "oben", + "Su", + "atus", + "idence", + "susp", + "ORS", + "s", + "illing" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "side", + "Sol", + "HI", + "Rim", + "Green", + "DEP", + "nop", + "trading", + "Rim", + "Vo", + "Vo", + "WO", + "Ged", + "kick", + "contr", + "tool", + "tools", + "Sol", + "mei", + "sol", + "bro", + "turbo" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "sol", + "trading", + "HI", + "tail", + "tools", + "tool", + "kick", + "Sol", + "serial", + "uct", + "nop", + "mei", + "dad", + "turbo", + "demos", + "Vo" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "kick", + "record", + "sol", + "Sol", + "select", + "trading", + "nop", + "tail", + "blank", + "uct", + "Mau", + "chal", + "Green", + "HI", + "serial", + "Select", + "tool", + "tools", + "remen" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "fetch", + "linear", + "lives", + "cdots", + "pick", + "sus", + "subject", + "greet", + "var", + "CRED", + "felt", + "Green", + "idyl", + "DataItem", + "Select", + "cere", + "nanofibers", + "ettle" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "fetch", + "greeting", + "nanofibers", + "BED", + "ettle", + "diet", + "acti", + "Otto", + "pick", + "listener", + "Meals", + "scope", + "switch", + "NOTES", + "lives", + "RECE", + "scoped" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "beads", + "alh", + "mium", + "scratch", + "ackets", + "ierge", + "odrome", + "WriteHeader", + "scratch", + "difficulty", + "ladder", + "emd", + "chung", + "elapse", + "trin", + "berat", + "elang", + "lb", + "emaker", + "ifferentiated", + "overwrite", + "enswert" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "cama", + "adet", + "overlap", + "dictionaries", + "strerror", + "getId", + "httpClient", + "despert", + "tinham", + "lick", + "oyam", + "playlists", + "trays", + "stretcher", + "tinha", + "rectum", + "vender", + "yards", + "competencia", + "streaks" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "deka", + "okol", + "presse", + "berk", + "god", + "ogado", + "God", + "dzie", + "holz", + "rotz", + "assol", + "Pang", + "toch", + "archery", + "focusable", + "brus" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "tier", + "annon", + "Edit", + "logic", + "Warr", + "Sicht", + "Rew", + "Algo", + "prong", + "Ber", + "alg", + "Gaj", + "logic", + "socket", + "kau", + "Algo", + "logique", + "wert", + "edit" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Warr", + "wir", + "welt", + "tier", + "mozz", + "erv", + "wij", + "spf", + "truncated", + "afect", + "halk", + "opf", + "Gaj", + "koa", + "kernel", + "kra", + "wz", + "dj", + "Versions" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "penj", + "contr", + "sint", + "kernel", + "oms", + "Trou", + "riguard", + "spf" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "boil", + "fileupload", + "Meanwhile", + "extr", + "DisplayText", + "lewat", + "slit", + "slit", + "etc", + "Eventually", + "displayText", + "indig", + "Died" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Similarly", + "other", + "Simultaneously", + "Meanwhile", + "Other", + "blew", + "Luckily", + "meanwhile", + "Symptoms", + "Additionally", + "Conclusion", + "nThe", + "Although", + "thought", + "Thankfully", + "Other", + "Troubles", + "concluded", + "Along", + "tuy", + "Additionally", + "Overall", + "Same", + "Afterward", + "latter", + "Follow", + "Styl", + "Subsequently", + "Surv" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Consequently", + "meanwhile", + "Other", + "accordingly", + "Tho", + "Simultaneously", + "During", + "Such", + "Other", + "Increased", + "Symptoms", + "Additionally", + "nThe", + "SCs", + "consequently", + "Others", + "Increased", + "Thirty", + "years", + "Early", + "Early" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Consequently", + "During", + "Other", + "Such", + "Thirty", + "Expect", + "accordingly", + "Additionally", + "toa", + "therefore", + "Expect", + "twentieth", + "These", + "holtz", + "Early", + "Conclusions", + "nPlease", + "Other", + "These" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "versa", + "Consequently", + "Errors", + "Ships", + "EndDate", + "fog", + "Fog", + "wat", + "StartDate", + "Subs", + "Sus", + "Thirty", + "Evalu", + "ELDS", + "Expect", + "began", + "Otherwise", + "Due" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "endswith", + "heated", + "Mechanism", + "Errors", + "Mechanism", + "Such", + "Expect", + "These", + "ield", + "begin", + "Begin", + "versa", + "Prediction", + "round", + "During", + "Repe", + "Simultaneously", + "Ships", + "Model", + "Both", + "Beginning", + "fog", + "Meanwhile", + "substack", + "Beginning", + "Progn", + "Underv", + "Bye", + "Both" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "During", + "Meanwhile", + "These", + "endswith", + "Both", + "Begin", + "Assuming", + "Model", + "During", + "Mechanism", + "Model", + "Both", + "othesis", + "Mechanism", + "Such", + "Beginning", + "Assuming", + "Beginning", + "USING", + "begin", + "Another", + "EndDate", + "Begin", + "UMENT", + "These", + "Errors", + "Nothing", + "Evaluation", + "Subtract", + "Simultaneously", + "ailure" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Under", + "ENDING", + "Another", + "During", + "ENDED", + "Around", + "ature", + "Both", + "ield", + "ATED", + "Kind", + "Black", + "urd", + "Uns", + "around", + "Assuming", + "UNDER", + "Under", + "USING", + "Ahead", + "Both", + "Such", + "Those", + "Along", + "Initially", + "Secondly" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "Such", + "end", + "These", + "This", + "Under", + "Und", + "Black", + "under", + "Starting", + "ended", + "Mechanical", + "Diss", + "It", + "Structural", + "Uns", + "Steam", + "heated", + "ending", + "A", + "No", + "Steel", + "around", + "begin", + "Material", + "Long", + "During", + "Hydro", + "Assuming", + "For", + "Not", + "His" + ] + } + ], + "logit_surprising": [ + { + "concept": "temperature", + "score": 14.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "", + "output_checked": true + }, + { + "concept": "ausge", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "ilm", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "the", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "operation", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "surface", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "appeared", + "output_checked": true + }, + { + "concept": "verw", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "in", + "output_checked": true + }, + { + "concept": "duke", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "steady", + "output_checked": true + }, + { + "concept": "when", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "debido", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "years", + "output_checked": true + }, + { + "concept": "engine", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "steam", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "under", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "heating", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "during", + "output_checked": true + }, + { + "concept": "due", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "years", + "output_checked": true + }, + { + "concept": "until", + "score": 3.0, + "best_rank": 5, + "best_depth": 82.9, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "CERT", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ten", + "output_checked": true + }, + { + "concept": "getId", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "0", + "output_checked": true + }, + { + "concept": "temperatura", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "hundred", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "6", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "carrying", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "pipe", + "output_checked": true + }, + { + "concept": "service", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "loading", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "load", + "output_checked": true + }, + { + "concept": "corners", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "Rounded", + "output_checked": true + }, + { + "concept": "Stages", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "life", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 6, + "best_depth": 70.7, + "near_token": "life", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "aberto", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "phones", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "financeiros", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "years", + "output_checked": true + }, + { + "concept": "repeat", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "steady", + "output_checked": true + }, + { + "concept": "puffs", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "turt", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "triple", + "output_checked": true + }, + { + "concept": "beads", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "years", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "brus", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "toch", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "years", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "Celsius", + "output_checked": true + }, + { + "concept": "Fock", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "iot", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "life", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Ham", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Sauv", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "load", + "output_checked": true + }, + { + "concept": "dazu", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "at", + "output_checked": true + }, + { + "concept": "Ful", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "junctions", + "output_checked": true + }, + { + "concept": "tier", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "gage", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "steam", + "output_checked": true + }, + { + "concept": "Warr", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "steam", + "output_checked": true + }, + { + "concept": "engineering", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "steam", + "output_checked": true + }, + { + "concept": "powerful", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "resist", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "boil", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "analogy", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "steam", + "output_checked": true + }, + { + "concept": "powered", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "exemplifies", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "sebanyak", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "moderate", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "at", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Thermal", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "0", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-high-temperature-deformation-01__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-high-temperature-deformation-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-high-temperature-deformation-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-high-temperature-deformation-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-high-temperature-deformation-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Time-dependent deformation under heat 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A constant-load high-temperature test showed rapid initial strain, a long nearly linear segment, and accelerating extension before rupture.", + "prompt_tail": "A constant-load high-temperature test showed rapid initial strain, a long nearly linear segment, and accelerating extension before rupture.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-high-temperature-deformation-02", + "carrier_id": null, + "target_family": "high-temperature-deformation", + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "he", + "generated_token_ids": [ + 499 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 1543, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 3143 + }, + { + "label": "diffusion", + "best_rank": 1819, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 5972 + }, + { + "label": "cavity", + "best_rank": 6001, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 21141 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "orry", + "furthermore", + "persons", + "oraz", + "leness", + "arl", + "etc", + "hereby", + "them", + "therefor", + "able" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lle", + "d", + "ie", + "ited", + "ii", + "zes", + "alike", + "bzw", + "t", + "ued", + "rl", + "ses", + "gonna", + "nto", + "i", + "l", + "ct", + "ial", + "wards", + "wie", + "lli", + "wl", + "ion", + "ue", + "ng", + "iew", + "thereof", + "lk" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "d", + "lli", + "t", + "ct", + "ie", + "wie", + "i", + "r", + "l", + "c", + "ii", + "oraz", + "sowie", + "nto", + "ion", + "ck", + "rs", + "via", + "thereof", + "etc", + "bzw", + "btw", + "or", + "ve", + "ue", + "ial" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ued", + "ited", + "udos", + "goers", + "coworker", + "zes", + "elled", + "veled", + "oused", + "enced", + "ytes", + "ogt", + "ided", + "pez", + "downtown", + "bia", + "nonprofit", + "filmed", + "inek", + "coworkers", + "tow", + "oid", + "ovid", + "ented", + "edly", + "pto", + "icolored", + "idia", + "inyin", + "pped" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ided", + "ited", + "edly", + "ive", + "oid", + "ued", + "udos", + "dude", + "ow", + "bzw", + "pped", + "zes", + "elled", + "eyer", + "arge", + "sho", + "guy", + "ct", + "aken", + "yk", + "enet", + "ve", + "toward", + "stered", + "ally", + "lement", + "yp", + "bl", + "versus" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "afterward", + "goers", + "reportedly", + "purportedly", + "veled", + "utilized", + "filmed", + "penned", + "ppo", + "Additionally", + "eyeglasses", + "featured", + "subsequently", + "ued", + "utilizing", + "videot", + "characterized", + "presumably", + "depicting", + "otos", + "bia", + "comprised", + "utta", + "brando", + "zes", + "wherein", + "congreg" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "spurred", + "aided", + "toward", + "characterized", + "bolstered", + "later", + "catalyzed", + "notably", + "bolstering", + "utilizing", + "subsequently", + "lauded", + "predicated", + "aided", + "utilized", + "culminated", + "aiding", + "necessitating", + "noted", + "subsequent", + "primarily", + "culminating", + "stered", + "burgeoning", + "gleaned", + "surm", + "ield", + "employing", + "postwar", + "purportedly" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "characterized", + "toward", + "concomit", + "thereto", + "markedly", + "thereafter", + "concomitant", + "Toward", + "characterizing", + "merely", + "antile", + "thus", + "characteristic", + "thereby", + "midst", + "thence", + "concurrently", + "whereupon", + "necessitating", + "characterized", + "surm", + "exhibiting", + "Toward", + "predicated", + "noted", + "acial", + "appellee", + "culminating", + "ively", + "latter", + "subsequently" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "characterized", + "culminating", + "accelerating", + "catalyzed", + "concomit", + "culminated", + "burgeoning", + "curvil", + "culmin", + "spurred", + "concomitant", + "coales", + "nascent", + "intensified", + "necessitating", + "culmination", + "characteristic", + "incipient", + "jectory", + "escalating", + "deceler", + "subsequently", + "markedly", + "exhibiting", + "intensifying", + "toward", + "heightened", + "characterizing", + "protracted", + "subsequent", + "stimulated" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "observed", + "deceler", + "characterized", + "characteristic", + "sustained", + "curvil", + "protracted", + "trajectory", + "exhibiting", + "accelerating", + "jectory", + "subsequent", + "coales", + "resistive", + "sequential", + "observable", + "stabilized", + "viscoelastic", + "characterizing", + "deceleration", + "ductile", + "markedly", + "culminating", + "empirical", + "indicative", + "symptomatic", + "Trajectory", + "observation", + "accelerated", + "progressively", + "hypothesized", + "empirically" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "characteristic", + "characterized", + "deceler", + "sustained", + "culminating", + "observable", + "exhibiting", + "climax", + "protracted", + "culmin", + "observed", + "prolonged", + "sequential", + "accelerating", + "transitioning", + "curvil", + "observation", + "trajectory", + "characterize", + "markedly", + "stabilized", + "characterizing", + "atypical", + "punctuated", + "physiologically", + "hypothesized", + "kinematic", + "Trajectory" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "observed", + "characteristic", + "characterized", + "exhibiting", + "sustained", + "prolonged", + "deceler", + "characteristics", + "exhibited", + "characterize", + "climax", + "characterizing", + "characteristic", + "sequential", + "trajectory", + "Characteristic", + "symptomatic", + "culminating", + "Characteristic", + "physiological", + "accelerating", + "protracted", + "characteristics", + "Trajectory", + "longitudinally", + "morphogenesis", + "longitudinal", + "progression", + "indicative", + "diagnose" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characterized", + "characterizing", + "observed", + "characteristic", + "characterize", + "sequentially", + "sequential", + "characteristics", + "segmented", + "described", + "typical", + "analyzed", + "exhibited", + "indicative", + "progressively", + "exhibiting", + "characteristic", + "characterizes", + "linearity", + "Stages", + "punctuated", + "pattern", + "progression", + "Sequential", + "Characteristic", + "successively", + "climax", + "transitioning", + "typical" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "characterizing", + "characterize", + "sequential", + "sequentially", + "pattern", + "observed", + "Sequence", + "segmented", + "Verlauf", + "Progression", + "sequence", + "characterized", + "transitions", + "progression", + "Sequential", + "Sequence", + "Sequential", + "sequenced", + "Transitions", + "Stages", + "Stages", + "menggambarkan", + "SEQUENCE", + "describe", + "stages", + "characteristic", + "analyzed" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "During", + "characterizing", + "Notably", + "demonstrating", + "showcasing", + "culminating", + "this", + "tonight", + "Notably", + "this", + "lyn", + "publicly", + "Ultimately", + "firsthand", + "whereupon", + "symbolizing", + "during", + "Tonight", + "Ultimately", + "confronting", + "Interestingly", + "suggesting", + "whereby", + "threatening", + "illustrating", + "tragically", + "recently", + "commentary", + "whence", + "itherto" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Recently", + "During", + "Conversely", + "Similarly", + "Certainly", + "Meanwhile", + "Recently", + "Furthermore", + "Furthermore", + "Conversely", + "Ultimately", + "lyn", + "Obviously", + "Ultimately", + "Shouldn", + "oretically", + "During", + "Also", + "Its", + "Afterwards", + "Likewise", + "Simultaneously", + "whereas", + "Notably", + "Secondly", + "furthermore", + "this" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Similarly", + "Similarly", + "Conversely", + "conversely", + "Conversely", + "likewise", + "Likewise", + "mselves", + "else", + "Meanwhile", + "Furthermore", + "Simultaneously", + "whereas", + "Otherwise", + "Likewise", + "Shouldn", + "similarly", + "correspondingly", + "Otherwise", + "Ultimately", + "furthermore", + "Also", + "Again", + "meanwhile", + "Afterwards", + "Secondly", + "priori", + "simultaneously", + "Its", + "Also", + "Similar", + "concurrently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "During", + "Its", + "During", + "conversely", + "Unless", + "whereas", + "Meanwhile", + "Neither", + "Shouldn", + "theirs", + "Ultimately", + "Hopefully", + "Unless", + "Without", + "Hopefully", + "Feeling", + "dawned", + "Ignoring", + "Simultaneously", + "Ultimately", + "Their", + "mselves", + "Finally", + "Combining", + "Its" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "whereas", + "mdash", + "Unless", + "Unless", + "Rather", + "Reve", + "During", + "Meanwhile", + "ToJson", + "Yet", + "Its", + "During", + "Yours", + "bulb", + "tandis", + "Feeling", + "Weekend", + "orith", + "atrical", + "Yet", + "flop", + "Decoding", + "Bias", + "Worry", + "Tend" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "mselves", + "They", + "whereas", + "Their", + "Its", + "nThe", + "Conversely", + "Shouldn", + "Configuring", + "During", + "Their", + "During", + "mdash", + "Yours", + "Atm", + "There", + "Plugging", + "Aim", + "Feeling", + "They", + "Unless", + "Whereas", + "Ours", + "conversely", + "Its", + "Yet" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Meanwhile", + "Conversely", + "nThe", + "Its", + "Unless", + "They", + "Yet", + "conversely", + "Shouldn", + "Looks", + "mdash", + "Welcome", + "Unless", + "Its", + "Their", + "Plugging", + "During", + "Recently", + "Regardless", + "Wasn", + "There", + "orith", + "Again", + "Configuring", + "Therefore", + "Another", + "Recent", + "Yet", + "Aim" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Secondly", + "They", + "txt", + "Otherwise", + "Conversely", + "Unless", + "nThe", + "Though", + "Ships", + "Didn", + "xlsx", + "Again", + "Alternatively", + "Then", + "orith", + "Yet", + "Furthermore", + "Unless", + "ToJson", + "Hence", + "sted", + "endregion", + "Likewise", + "BRI", + "Threats", + "itl" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Secondly", + "endswith", + "UMENT", + "Mere", + "Machinery", + "itl", + "Secondly", + "indd", + "Agents", + "akad", + "js", + "Meanwhile", + "Aren", + "jpg", + "iece", + "WAS", + "json" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "UMENT", + "Secondly", + "Machinery", + "php", + "Meter", + "akad", + "xlsx", + "endswith", + "itl", + "Trailer", + "opy", + "jpg", + "indd", + "Copy", + "Equipment", + "Trailer", + "rive", + "copy" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "heading", + "itl", + "Secondly", + "UMENT", + "viat", + "jsp", + "akad", + "jam", + "Strategies", + "adt", + "jt", + "Heading", + "heading", + "Anwendungen", + "ullen", + "ocht", + "ppt", + "php" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "he", + "each", + "jam", + "increasing", + "meet", + "ument", + "end", + "fit", + "balanced", + "kill", + "etric", + "gend", + "emat", + "rest", + "unit", + "predict", + "parallel", + "nat", + "shit", + "equipment", + "quadratic", + "length", + "em", + "quad", + "grip", + "tri", + "Secondly", + "eat", + "men", + "hat", + "ahi", + "trap" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 178941, + 98556, + 96270, + 131865, + 131929, + 147552, + 79289, + 141163, + 109777, + 42137, + 30945, + 39689, + 90621, + 136575, + 126925, + 145182, + 22760, + 1544, + 6476, + 18185, + 17018, + 121700, + 172690, + 137937, + 102783, + 50555 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 59873, + 34288, + 122221, + 127892, + 91052, + 72330, + 19306, + 29501, + 17296, + 18497, + 60555, + 43100, + 19323, + 39720, + 61841, + 96325, + 126314, + 50741, + 25530, + 15459, + 13437, + 1820, + 89825, + 68420, + 140187, + 130931 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 217931, + 168912, + 162231, + 90062, + 68961, + 25773, + 9857, + 13280, + 16588, + 5671, + 6002, + 14376, + 12859, + 37162, + 162453, + 233754, + 222768, + 217103, + 214437, + 219981, + 171066, + 168805, + 209502, + 198630, + 96277, + 180321 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 14567, + 188305, + 3144, + 36236, + 260137, + 230077, + 204586, + 107783, + 12195, + 48796, + 44966, + 91846, + 122476, + 49964 + ] + }, + { + "label": "diffusion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 24566, + 50833, + 67571, + 235777, + 60426, + 70278, + 59935, + 77143, + 21850, + 23216, + 108918, + 5973, + 92071, + 54297 + ] + }, + { + "label": "cavity", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 261964, + 252511, + 245874, + 243990, + 112909, + 37419, + 149317, + 204067, + 51765, + 61278, + 21142, + 48240, + 69379, + 33488 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "followed", + "score": 25.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ",", + "output_checked": true + }, + { + "concept": "voltage", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "then", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "because", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "constant", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "phase", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "plateau", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "long", + "output_checked": true + }, + { + "concept": "later", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "that", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "degradation", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "unchanging", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "constant", + "output_checked": true + }, + { + "concept": "during", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "capacitor", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "load", + "output_checked": true + }, + { + "concept": "testing", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "test", + "output_checked": true + }, + { + "concept": "failure", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "but", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "which", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "example", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "velocity", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ductility", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "gradually", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "deformation", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "demonstrations", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "thereafter", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "becoming", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "before", + "output_checked": true + }, + { + "concept": "resistor", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "load", + "output_checked": true + }, + { + "concept": "linearity", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "observed", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "stationary", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "load", + "output_checked": true + }, + { + "concept": "termination", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "investigating", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "sequential", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "subsequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "unresponsive", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "nearly", + "output_checked": true + }, + { + "concept": "afterward", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "unchanged", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "nearly", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "test", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "steady", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "speed", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "constant", + "output_checked": true + }, + { + "concept": "power", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "high", + "output_checked": true + }, + { + "concept": "chamber", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "test", + "output_checked": true + }, + { + "concept": "slow", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "culminating", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "occurred", + "score": 2.0, + "best_rank": 2, + "best_depth": 90.2, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "During", + "score": 2.0, + "best_rank": 5, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "ductile", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "indicative", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "protracted", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "tensile", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "endurance", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "diagnostic", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "acceleration", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "smarter", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "", + "output_checked": true + }, + { + "concept": "physicist", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "electronics", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "simulated", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "test", + "output_checked": true + }, + { + "concept": "observational", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "Kwa", + "nada", + "quantos", + "ervan", + "wand", + "anque", + "Hail", + "cred", + "addRow", + "point", + "cro", + "undos", + "discrim" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lev", + "dim", + "tons", + "trem", + "Cann", + "rid", + "opat", + "channel", + "throws", + "blot", + "ebo", + "grac", + "twe", + "Beg", + "zorunda", + "gr", + "reu", + "Prote", + "Bel", + "Pari", + "Carg", + "instrument" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "trem", + "gr", + "intang", + "rock", + "inking", + "glob", + "wedge", + "ebo", + "reu", + "dim", + "twe", + "channel", + "lev", + "throws", + "tons", + "blot", + "Prote", + "grac" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ilj", + "glob", + "ums", + "fam", + "Reis", + "champ", + "ilg", + "tfrac", + "olyte", + "Il", + "tils", + "Wren", + "Mani", + "Clon", + "dre" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ilj", + "ago", + "Reis", + "Mani", + "tfrac", + "glob", + "essional", + "dim", + "rock", + "champ", + "grac", + "fam", + "brink", + "astes", + "byt", + "ingt", + "Lef" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "icot", + "amb", + "illing", + "side", + "VERE", + "sag", + "rem", + "sn", + "susp", + "yn", + "ORS", + "s", + "ling", + "WOR", + "ual", + "oben", + "fin", + "orel", + "sning", + "bund", + "Ih", + "ieden" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "HI", + "sol", + "tools", + "feeding", + "kick", + "bro", + "Werk", + "tool", + "valued", + "DEP", + "Green", + "seq", + "duct", + "rem", + "common", + "Werk", + "s", + "OM", + "trading", + "Me", + "ME", + "MI" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "tool", + "HI", + "kick", + "sol", + "lives", + "Werk", + "turbo", + "demos", + "trading", + "tail", + "Zealand", + "truncate", + "duct" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "sol", + "lives", + "serial", + "select", + "HI", + "tools", + "Sol", + "kick", + "ormap", + "record", + "nop", + "trading", + "rem", + "Select", + "linear", + "Green" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subject", + "linear", + "ettle", + "Select", + "common", + "switch", + "fetch", + "Green", + "sleeping", + "greeting", + "err", + "data", + "criteria", + "lives", + "Greeting", + "var", + "tools", + "talk", + "did", + "trading", + "greet", + "tattoo" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greeting", + "switch", + "Meals", + "linear", + "ettle", + "greet", + "meals", + "racial", + "meetings", + "locker", + "SWITCH", + "axis", + "listener", + "lock", + "fetch", + "Greeting", + "data", + "dietary", + "sleeping", + "diet", + "GetData", + "microsoft", + "meeting", + "cereal" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "epar", + "meals", + "alee", + "PLAY", + "rion", + "fewest", + "iliar", + "refresh", + "brun", + "BAG", + "edy", + "ingan", + "brush", + "PAS", + "restart", + "acar", + "acf", + "Rechnung", + "alh", + "beat", + "Mechanics", + "mechan", + "meli", + "acid", + "aline", + "ampuan", + "locker", + "omata", + "odora" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "kulit", + "kik", + "restart", + "spielt", + "Angeles", + "Restart", + "Restart", + "phospholip", + "httpClient", + "ostat", + "Notify", + "dictionaries", + "pickle", + "hnung", + "abilecek", + "getId", + "Critics", + "Atoi", + "ckie", + "pick", + "dicht", + "ochlorite" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "berj", + "mele", + "kund", + "assol", + "viol", + "defer", + "brus", + "dents", + "bers", + "Besides", + "profes", + "jogar", + "Didn", + "bilgiler", + "gor", + "bedside", + "bookshelf", + "Pang", + "roar", + "hrte" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "tti", + "prong", + "findest", + "Ber", + "ahnya", + "Gaj", + "logical", + "deniz", + "lli", + "hra", + "logique", + "Das", + "trilogy", + "tilde", + "lus", + "femmin", + "smith", + "logic", + "poste", + "teren", + "kren", + "oun", + "father", + "ethics", + "familie", + "Nah" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "tti", + "Stein", + "haz", + "welt", + "Trunc", + "wir", + "Tus", + "afect", + "duke", + "stance", + "andolo", + "kez", + "Gut", + "spf", + "cz", + "ounding", + "Daw", + "Roh", + "sped", + "sta", + "amid", + "Versions", + "twe", + "adil", + "dazu", + "wij" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "adn", + "Trou", + "kernel", + "fawn", + "baik", + "parent", + "roll", + "ilm", + "penj", + "counterpart", + "FY" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "DESC", + "ehl", + "SRM", + "unders", + "sleep", + "spurt", + "POST", + "fileupload", + "Ext" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "nThe", + "Similarly", + "Descent", + "breakup", + "Weekly", + "fell", + "weekly", + "Summary", + "Meanwhile", + "descent", + "workflow", + "Dedu", + "lll", + "makeup", + "endDate", + "ZS", + "nPlease", + "jb", + "Verse", + "Verge", + "Today", + "Surely", + "Similarly", + "alike", + "Responses" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Subsequent", + "nThe", + "During", + "During", + "meanwhile", + "Meanwhile", + "mselves", + "Brief", + "After", + "Others", + "Under", + "Sequence", + "Predict", + "Subsequently", + "Brief", + "Its", + "Consequently", + "Simultaneously", + "Sequences", + "Role", + "Its" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Under", + "nThe", + "During", + "During", + "Subsequent", + "Recently", + "Historically", + "nPlease", + "Nowadays", + "Scheduling", + "Occurrence", + "Sequence", + "Nowadays", + "Neither", + "Under", + "Meanwhile", + "Its", + "Biological", + "Schedules", + "Similarly", + "Whose", + "Each", + "Sequences", + "Immediately" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Schedules", + "Otherwise", + "Secondly", + "Under", + "Ships", + "txt", + "xlsx", + "Mechanism", + "Historically", + "Predict", + "Traditionally", + "Schedule", + "Unless", + "png", + "Unlike", + "Normally", + "Streams", + "php", + "etc", + "Wie", + "Cause", + "Statistics", + "But", + "During", + "Similarly", + "Usually", + "etc", + "Sur" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "jsp", + "Secondly", + "js", + "Meanwhile", + "png", + "php", + "Agents", + "json", + "WAS", + "Strategy", + "endswith", + "Ships", + "Agents", + "Dat", + "htim", + "py", + "Mechanism", + "Under", + "Nature" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Secondly", + "Mine", + "php", + "Meanwhile", + "js", + "json", + "xlsx", + "During", + "Try", + "Assuming", + "jsp", + "Agents", + "Brains", + "png", + "ACH", + "Trap", + "During", + "Strategy", + "east", + "othesis", + "py", + "At", + "Mine" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "jsp", + "Secondly", + "Judging", + "heading", + "py", + "plot", + "etera", + "StartDate", + "Trap", + "ever", + "subsection", + "plet", + "Narrative", + "Under" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "each", + "Building", + "sub", + "under", + "The", + "building", + "inat", + "Under", + "subsection", + "build", + "et", + "predict", + "During", + "Such", + "Subst", + "during", + "Let", + "increasing", + "nat", + "when", + "natural", + "Biological", + "Equipment", + "substrate", + "A", + "hard", + "substring", + "ever", + "bias", + "weather", + "stop", + "hole" + ] + } + ], + "logit_surprising": [ + { + "concept": "followed", + "score": 24.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "degradation", + "score": 11.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "plateau", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "long", + "output_checked": true + }, + { + "concept": "kemudian", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ",", + "output_checked": true + }, + { + "concept": "phase", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "prong", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "God", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "initial", + "output_checked": true + }, + { + "concept": "ausge", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "verw", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "long", + "output_checked": true + }, + { + "concept": "capacitor", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "that", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "resistor", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "load", + "output_checked": true + }, + { + "concept": "speed", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "constant", + "output_checked": true + }, + { + "concept": "fidelity", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "high", + "output_checked": true + }, + { + "concept": "then", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "chamber", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "test", + "output_checked": true + }, + { + "concept": "slow", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "failure", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "halk", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "thereafter", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "long", + "output_checked": true + }, + { + "concept": "unchanged", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "nearly", + "output_checked": true + }, + { + "concept": "final", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "battery", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "load", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "velocity", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "phases", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "Listener", + "score": 2.0, + "best_rank": 3, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "aberto", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cruciate", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "fewest", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "flakes", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "getId", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "milion", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "bookshelf", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "httpClient", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "kulit", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "brus", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "grudge", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "before", + "output_checked": true + }, + { + "concept": "berj", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "OUND", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "ELY", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "cult", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "duke", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "test", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "ips", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "serp", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "accelerating", + "output_checked": true + }, + { + "concept": "PRF", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "load", + "output_checked": true + }, + { + "concept": "multimeter", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "high", + "output_checked": true + }, + { + "concept": "powered", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "inconsistency", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "slowing", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "efficiency", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "high", + "output_checked": true + }, + { + "concept": "frequency", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "barbecue", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "exemplifies", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "test", + "output_checked": true + }, + { + "concept": "satisfactory", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "decline", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "initial", + "output_checked": true + }, + { + "concept": "continued", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "long", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-high-temperature-deformation-02__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-high-temperature-deformation-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-high-temperature-deformation-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-high-temperature-deformation-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-high-temperature-deformation-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Time-dependent deformation under heat 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A turbine component operated under sustained stress near half its melting temperature. Grain-edge pores enlarged and linked even though the applied stress was below the room-temperature yield value.", + "prompt_tail": "tained stress near half its melting temperature. Grain-edge pores enlarged and linked even though the applied stress was below the room-temperature yield value.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-high-temperature-deformation-03", + "carrier_id": null, + "target_family": "high-temperature-deformation", + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 2433, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 1260 + }, + { + "label": "diffusion", + "best_rank": 1498, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 2255 + }, + { + "label": "cavity", + "best_rank": 6852, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 9911 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "orry", + "leness", + "lle", + "them", + "arl", + "etc", + "persons", + "oses", + "accordingly", + "iken", + "hereby", + "furthermore", + "therefor" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "d", + "thereof", + "ited", + "ii", + "ses", + "ie", + "dia", + "eded", + "gement", + "zis", + "lly", + "iew", + "ued", + "ided", + "outh", + "ids", + "wards", + "zes", + "wie", + "leness", + "sic", + "arh", + "ion", + "hy", + "hence", + "eyer", + "nty", + "persons", + "nto" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "wards", + "till", + "hence", + "whilst", + "etc", + "Govt", + "upto", + "govt", + "thereof", + "lle", + "defence", + "ain", + "learnt", + "wanna", + "thru", + "sic", + "gement", + "yrs", + "centre", + "occured", + "till", + "d", + "outh", + "persons", + "gotta", + "Whilst", + "lastly", + "dll", + "btw" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "gonna", + "persons", + "sic", + "zis", + "dioxide", + "thru", + "lly", + "area", + "occured", + "ided", + "guy", + "everybody", + "lle", + "osion", + "etc", + "effected", + "eded", + "retarded", + "ndo", + "Sachen", + "arge", + "hy", + "somebody", + "anybody", + "eyer", + "dia", + "thats" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "thats", + "anybody", + "thru", + "persons", + "guy", + "basically", + "yeah", + "everybody", + "whilst", + "gotta", + "alot", + "Thats", + "somebody", + "sic", + "bye", + "occured", + "upto", + "area", + "centre", + "bout", + "ain", + "wanna", + "cuz", + "ataupun", + "govt", + "btw", + "arge", + "ided" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "gonna", + "whilst", + "thats", + "which", + "alot", + "Yeah", + "although", + "Also", + "yeah", + "thru", + "cuz", + "anyways", + "Thats", + "whereas", + "anybody", + "gotta", + "Whilst", + "occured", + "judgement", + "tambien", + "recieved", + "basically", + "afterwards", + "assisted", + "yeah", + "Whilst", + "wich", + "yep", + "also", + "uh" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "although", + "whilst", + "however", + "Whilst", + "which", + "although", + "Whilst", + "Although", + "persons", + "whereas", + "alike", + "indications", + "thereto", + "furthermore", + "though", + "recognised", + "meanwhile", + "respectively", + "Although", + "considerable", + "indication", + "nevertheless", + "utilised", + "reported", + "latter", + "favour", + "sequently", + "afterwards" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "whereas", + "although", + "neither", + "alike", + "however", + "regarded", + "nevertheless", + "thereto", + "persons", + "considerable", + "whilst", + "meanwhile", + "yet", + "nor", + "Furthermore", + "Moreover", + "moreover", + "considerazione", + "regards", + "Nevertheless", + "altogether", + "constituted", + "although", + "notwithstanding", + "latter", + "apparently", + "indications", + "which", + "probably", + "consideration" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Furthermore", + "furthermore", + "whilst", + "irrespective", + "Despite", + "Moreover", + "moreover", + "Whilst", + "recognised", + "Furthermore", + "analysed", + "Moreover", + "considerable", + "Despite", + "Whilst", + "necessitating", + "although", + "suscept", + "resultant", + "uminium", + "realising", + "unfavourable", + "Owing", + "result", + "Although", + "favour", + "constituted", + "Although", + "sulphate", + "despite", + "intriguing", + "specialised" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "hydrostatic", + "premed", + "stimulated", + "observed", + "transgress", + "inexplicable", + "physiologically", + "chemically", + "hypoxia", + "experimental", + "tensile", + "induced", + "empirical", + "physiological", + "simulated", + "symptomatic", + "inexplic", + "Induced", + "seemingly", + "constitutive", + "osmotic", + "hypoxic", + "thermodynamic", + "anomalous", + "subsurface", + "isolated", + "metallurgical" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "transgress", + "failure", + "aberr", + "symptomatic", + "premed", + "physiological", + "Failure", + "mechanistic", + "inexplicable", + "incipient", + "physiologically", + "Failure", + "anomalous", + "experimental", + "stimulated", + "thrombosis", + "abnormally", + "hypoxic", + "transgression", + "isolated", + "sustained", + "abnormal", + "failure", + "hydrostatic", + "undetectable", + "breaching", + "behavior" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "necrosis", + "inexplicable", + "pathogenesis", + "symptomatic", + "failure", + "symptoms", + "abnormal", + "diagnose", + "necro", + "unexplained", + "abnormally", + "diagnosis", + "metabolic", + "deterioration", + "pathological", + "pathogenic", + "thrombosis", + "Failure", + "anomalous", + "suspect", + "triggered", + "failure", + "Failure", + "exacerbated", + "mechanistic", + "transgress", + "inactivity", + "anormal", + "Induced" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "despite", + "inexplicable", + "Despite", + "anomalous", + "despite", + "defying", + "phenomenon", + "seemingly", + "inexplic", + "abnormally", + "Despite", + "phenomena", + "abnormal", + "anomal", + "necrosis", + "trotz", + "pathogenesis", + "symptomatic", + "exacerbated", + "nonostante", + "apparently", + "persistent", + "violating", + "unexplained", + "anormal", + "sustained", + "aberr" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "inexplicable", + "despite", + "inexplic", + "Despite", + "seemingly", + "anomalous", + "defying", + "unexplained", + "despite", + "nonostante", + "Despite", + "phenomenon", + "defies", + "apparently", + "abnormal", + "anomal", + "unexpectedly", + "spontaneously", + "strangely", + "defy", + "mysteriously", + "surprising", + "unusual", + "somehow", + "phenomena", + "bizarre", + "anomaly" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "simultaneously", + "reportedly", + "Furthermore", + "Ultimately", + "subsequently", + "Conversely", + "despite", + "Ultimately", + "Conversely", + "furthermore", + "worrying", + "concurrently", + "both", + "suggesting", + "ultimately", + "threatening", + "testimonies", + "evidence", + "Meanwhile", + "meanwhile", + "publicly", + "witnesses", + "unexpectedly", + "while", + "during", + "Yet", + "whilst", + "pourtant", + "questions", + "whereas", + "surprising" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Conversely", + "Conversely", + "Meanwhile", + "Yet", + "Similarly", + "Ultimately", + "During", + "Similarly", + "During", + "Why", + "meanwhile", + "Ultimately", + "Afterwards", + "furthermore", + "Simultaneously", + "Also", + "why", + "Consequently", + "Recently", + "Furthermore", + "Certainly", + "Consequently", + "Concerns", + "concerns", + "Meanwhile", + "Likewise", + "This", + "Otherwise", + "Recently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Similarly", + "Conversely", + "conversely", + "Similarly", + "Furthermore", + "Meanwhile", + "meanwhile", + "furthermore", + "Conversely", + "else", + "likewise", + "Afterwards", + "Also", + "Yet", + "similarly", + "Then", + "Otherwise", + "During", + "thereafter", + "Simultaneously", + "Ultimately", + "Subsequently", + "Likewise", + "alternatively", + "Afterward", + "Finally", + "afterwards", + "Consequently", + "Shouldn", + "whereas", + "Again", + "During" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "conversely", + "furthermore", + "During", + "Their", + "theirs", + "Similarly", + "lately", + "Meanwhile", + "anymore", + "They", + "Finally", + "Their", + "During", + "Equally", + "finally", + "Lately", + "vice", + "Similarly", + "likewise", + "consequently", + "Its", + "Observed", + "risking", + "Seeking", + "afterward", + "Simultaneously", + "Afterward", + "Its", + "Need", + "afterwards" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "theirs", + "Its", + "Their", + "vice", + "Yours", + "Lately", + "Their", + "mselves", + "Yet", + "hers", + "holtz", + "Yet", + "Its", + "nPlease", + "They", + "conversely", + "Unless", + "Recently", + "Atm", + "Meanwhile", + "olerance", + "Conversely", + "They" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Meanwhile", + "Their", + "Their", + "Consequently", + "During", + "theirs", + "There", + "Recently", + "They", + "Its", + "During", + "Yours", + "nPlease", + "nThe", + "Lately", + "Consequently", + "There", + "Hence", + "holtz", + "This", + "Unless" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Their", + "Their", + "Its", + "Consequently", + "Recently", + "During", + "Lately", + "They", + "theirs", + "During", + "Hence", + "Yours", + "This", + "Meanwhile", + "nPlease", + "nThe", + "Consequently", + "Expectations", + "holtz", + "Unless", + "Competition", + "Assume", + "There", + "Anyone", + "Compared" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Hence", + "Furthermore", + "This", + "Conversely", + "txt", + "Conversely", + "Unless", + "sted", + "awn", + "Therefore", + "Yet", + "Consequently", + "Unless", + "Its", + "Secondly", + "Dette", + "These", + "ithin", + "Dieser", + "setzung", + "Its", + "Recently", + "glb", + "Mention", + "LEM", + "Similarly" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "js", + "Mere", + "balls", + "Errors", + "Meanwhile", + "Subs", + "glb", + "Secondly", + "bm", + "UnitTest", + "Mine", + "auche", + "unger", + "ardini", + "Such", + "Anyone", + "ihilation", + "WAS", + "json", + "Therefore", + "meanwhile" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Anyone", + "othesis", + "ua", + "auche", + "amba", + "uft", + "Tumor", + "ailable", + "Mere", + "ansky", + "igate", + "Mine", + "bm", + "mine", + "Secondly", + "js" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ua", + "oa", + "amba", + "hypertrophy", + "haft", + "hui", + "igate", + "aints", + "aisi", + "Tricks", + "Anyone", + "SearchResults", + "ature", + "acular", + "UA", + "heading", + "ittle", + "Assumptions" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "material", + "empty", + "Die", + "Such", + "The", + "meet", + "This", + "ua", + "umb", + "eth", + "assume", + "shallow", + "allow", + "alone", + "mult", + "tri", + "continuous", + "small", + "apply", + "Sub", + "nt", + "tr", + "sb", + "These", + "Fail", + "item", + "deep", + "Assumptions", + "aut", + "auth", + "hard" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 163754, + 108766, + 102394, + 88971, + 69004, + 32576, + 171443, + 135269, + 81023, + 6486, + 2757, + 2983, + 3101, + 2434, + 137696, + 91014, + 26618, + 3882, + 26866, + 17613, + 5196, + 11487, + 15686, + 8371, + 29572, + 3549 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 60254, + 16279, + 40243, + 57925, + 76675, + 40223, + 112587, + 128273, + 115573, + 41565, + 29132, + 25307, + 18970, + 25558, + 84890, + 114695, + 117121, + 49780, + 86318, + 10373, + 9232, + 1499, + 49020, + 55477, + 85454, + 19964 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 219261, + 153725, + 113133, + 88941, + 97253, + 33899, + 57820, + 46151, + 33492, + 7326, + 6853, + 9238, + 15465, + 68428, + 94168, + 155233, + 166317, + 135159, + 203687, + 117075, + 70125, + 106903, + 103877, + 100617, + 48570, + 54834 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 1261, + 66086, + 1584, + 17451, + 223019, + 127798, + 111974, + 127953, + 23313, + 3745, + 2296, + 3354, + 4245, + 2470 + ] + }, + { + "label": "diffusion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 12718, + 26611, + 185782, + 236230, + 173372, + 97752, + 59226, + 27353, + 13360, + 7328, + 17618, + 2256, + 13694, + 6788 + ] + }, + { + "label": "cavity", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 260694, + 227960, + 250020, + 252228, + 183309, + 90545, + 153201, + 71316, + 9912, + 23848, + 10974, + 24607, + 31759, + 30189 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "metallurgical", + "score": 18.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "component", + "output_checked": true + }, + { + "concept": "during", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "linked", + "output_checked": true + }, + { + "concept": "threshold", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "below", + "output_checked": true + }, + { + "concept": "became", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "several", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "under", + "output_checked": true + }, + { + "concept": "equivalent", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "maximum", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "its", + "output_checked": true + }, + { + "concept": "remained", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "because", + "score": 8.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "component", + "output_checked": true + }, + { + "concept": "while", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "even", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "under", + "output_checked": true + }, + { + "concept": "tensile", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "grew", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Grain", + "output_checked": true + }, + { + "concept": "capacity", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "they", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "though", + "output_checked": true + }, + { + "concept": "intense", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "under", + "output_checked": true + }, + { + "concept": "began", + "score": 5.0, + "best_rank": 2, + "best_depth": 68.3, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "proximity", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "near", + "output_checked": true + }, + { + "concept": "requires", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "strength", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "its", + "output_checked": true + }, + { + "concept": "subsurface", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "plasticity", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "arms", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "only", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "was", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Grain", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "edge", + "output_checked": true + }, + { + "concept": "rotates", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "slowly", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "but", + "score": 3.0, + "best_rank": 95, + "best_depth": 68.3, + "near_token": "value", + "output_checked": true + }, + { + "concept": "decommissioning", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "operated", + "output_checked": true + }, + { + "concept": "ductile", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "percentage", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "half", + "output_checked": true + }, + { + "concept": "exacerbated", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "necrosis", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "even", + "output_checked": true + }, + { + "concept": "nobody", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "though", + "output_checked": true + }, + { + "concept": "peacetime", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "was", + "output_checked": true + }, + { + "concept": "forming", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "linked", + "output_checked": true + }, + { + "concept": "harbour", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "significant", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "near", + "output_checked": true + }, + { + "concept": "functioned", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Grain", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "were", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "collisions", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "edge", + "output_checked": true + }, + { + "concept": "intensity", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "insufficient", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "was", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "existed", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "due", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "conditions", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "under", + "output_checked": true + }, + { + "concept": "point", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Grain", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "component", + "output_checked": true + }, + { + "concept": "operating", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "operated", + "output_checked": true + }, + { + "concept": "extreme", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "under", + "output_checked": true + }, + { + "concept": "load", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "sustained", + "output_checked": true + }, + { + "concept": "cycles", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "THAN", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "for", + "score": 2.0, + "best_rank": 7, + "best_depth": 82.9, + "near_token": "value", + "output_checked": true + }, + { + "concept": "whereas", + "score": 2.0, + "best_rank": 91, + "best_depth": 75.6, + "near_token": "value", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "halves", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "half", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "wand", + "ervan", + "ynitrite", + "punkte", + "undos", + "quantos", + "Kwa", + "yclerView", + "trump", + "zantine", + "diagonal" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "opat", + "grac", + "Blanch", + "Mannes", + "Cann", + "prof", + "lev", + "tons", + "Cole", + "rid", + "stir", + "Gall", + "reu", + "Reis", + "dim", + "ment" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "stir", + "plo", + "dim", + "rid", + "trem", + "blot", + "grac", + "rock", + "Dru", + "begr", + "vej", + "Auff", + "chum", + "Cann", + "tun", + "Pres", + "glob" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Reis", + "chum", + "tfrac", + "ilj", + "tun", + "alk", + "reu", + "Mani", + "olyte", + "dim", + "Grove", + "jel", + "ilg", + "Coul", + "Ven", + "onn", + "hangs", + "grac", + "Gal", + "ilan" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "dim", + "grac", + "ilj", + "chum", + "nguy", + "tfrac", + "Mani", + "Coul", + "Frem", + "Gal", + "glob", + "champ", + "tun", + "essional", + "Cann", + "Pari", + "Mannes", + "fam" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "side", + "hst", + "yn", + "olare", + "WOR", + "amb", + "ae", + "ilers", + "annen", + "oben", + "ual", + "Su", + "sn", + "hely", + "s", + "fields", + "fan", + "cat", + "icot", + "Vo" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "HI", + "select", + "Sol", + "Green", + "trading", + "Er", + "dad", + "kick", + "fract", + "s", + "NRC", + "turbo", + "susp", + "remen", + "mech", + "lim", + "tool", + "fitting", + "rem" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "sol", + "HI", + "tail", + "select", + "chal", + "Chal", + "remen", + "tool", + "tools", + "simple", + "Sol", + "trading", + "Select", + "ORS", + "Zealand", + "mech", + "duct", + "rem", + "sys", + "Werk" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "sol", + "side", + "select", + "Select", + "Green", + "Sol", + "record", + "HI", + "Chal", + "tail", + "trading", + "tool", + "tools", + "dedicated", + "simple", + "chal", + "serial", + "remen", + "duct", + "body", + "fitting" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "Select", + "sus", + "greeting", + "contact", + "common", + "select", + "cactus", + "tattoo", + "lives", + "s", + "trading", + "var", + "ae", + "subject", + "calls", + "greet", + "Green", + "RECE", + "side", + "pick", + "HI", + "item" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greeting", + "greet", + "calls", + "credits", + "resolve", + "listener", + "RECE", + "self", + "credits", + "lives", + "locker", + "cactus", + "sleeping", + "detailed", + "call", + "subject", + "solver", + "trading", + "lds", + "data", + "too", + "podcast", + "cat", + "contact", + "holders", + "meeting", + "CRED" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "issel", + "SCRE", + "financeiros", + "header", + "reason", + "header", + "kai", + "epar", + "elang", + "edy", + "feather", + "refresh", + "andel", + "cych", + "daya" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "enem", + "cama", + "slutt", + "pickle", + "vender", + "dictionaries", + "despert", + "vendedores", + "recou", + "grudge", + "kulit", + "dusted", + "department", + "eiros", + "restart", + "getId", + "hairdresser", + "getName" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ogado", + "gor", + "grud", + "solle", + "brus", + "holz", + "parquet", + "deka", + "God", + "grudge", + "presse", + "delt", + "assol", + "Forst", + "okol", + "kund", + "verl", + "besteht", + "dzie" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "ker", + "tier", + "urch", + "sebe", + "muh", + "prong", + "Pars", + "idium", + "ques", + "alg", + "affection", + "sir", + "verme", + "Uit", + "logical", + "logical", + "kast", + "skepticism", + "erves" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "wir", + "welt", + "Stein", + "ips", + "idium", + "cev", + "tier", + "tti", + "afect", + "opf", + "halk", + "azimuth", + "concern", + "spf", + "ausge", + "verw", + "Roh", + "trunc", + "sped", + "wert", + "ques", + "ck", + "Jaz", + "truncated", + "ectors", + "trit", + "idic", + "Agu", + "multiple" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "nourr", + "kernel", + "spf", + "parquet", + "ilm", + "fawn", + "baik", + "sini", + "mediana", + "hierv" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "sav", + "radios", + "indoors", + "cantilever", + "horizontal", + "lewat", + "unders", + "highlight", + "glGet", + "fillna", + "spurt", + "starost", + "fastapi", + "allOf", + "blah", + "horizontally", + "sidel" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Meanwhile", + "alike", + "Similarly", + "respectively", + "meanwhile", + "usher", + "manifestation", + "manifests", + "nPlease", + "month", + "weekly", + "outputs", + "Similarly", + "manifestations", + "originals", + "thrived", + "rung", + "decline", + "theirs", + "mselves", + "renewal", + "thrive", + "fielding", + "occurrence" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "meanwhile", + "Consequently", + "Meanwhile", + "Subsequently", + "theirs", + "Its", + "Others", + "eee", + "Consequently", + "nThe", + "nPlease", + "ToJson", + "jpg", + "accordingly", + "js", + "Hence", + "ttf", + "ppt", + "Meanwhile", + "mph", + "Afterward" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Its", + "Recently", + "meanwhile", + "Consequently", + "IntValue", + "Subsequently", + "MPa", + "ibin", + "Hence", + "igure", + "glb", + "newValue", + "png", + "rfloor", + "ibh", + "ittle", + "eee", + "Meanwhile", + "xls" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "txt", + "xlsx", + "php", + "png", + "js", + "xls", + "eee", + "dll", + "conversely", + "Otherwise", + "Similarly", + "Knowing", + "html", + "glb", + "hbs", + "sted", + "Consequently", + "etc", + "Unless", + "Assume", + "htm", + "Simultaneously", + "baliknya", + "known", + "Secondly", + "Hence", + "tested" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "js", + "png", + "php", + "Meanwhile", + "IntValue", + "jsp", + "meanwhile", + "ipynb", + "mine", + "Secondly", + "east", + "xlsx", + "Mine", + "secondly", + "json", + "html", + "Mine" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "js", + "png", + "php", + "ausea", + "Meanwhile", + "meanwhile", + "ielle", + "Mine", + "aille", + "Already", + "mine", + "getElementById", + "amba", + "xlsx", + "viii", + "skii", + "altro", + "ipynb", + "number", + "Number", + "mine", + "ailure", + "Anyone", + "setType", + "Mine", + "Number" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "haft", + "amba", + "html", + "js", + "php", + "hr", + "ielle", + "Secondly", + "Assumptions", + "Secondly", + "htm", + "heimer", + "hausen", + "altro", + "ua", + "png", + "aille", + "hd", + "kia", + "What", + "During", + "edu", + "hai", + "iais" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Such", + "Mult", + "The", + "Alle", + "When", + "For", + "ai", + "These", + "Let", + "Assumptions", + "Thr", + "Material", + "hard", + "This", + "Assuming", + "Thermal", + "mult", + "such", + "Sub", + "Intr", + "Assume", + "Amph", + "If", + "above", + "Thrust", + "Mechanical", + "Materials", + "Multi", + "How", + "Wait", + "Turbine", + "Resistance" + ] + } + ], + "logit_surprising": [ + { + "concept": "threshold", + "score": 15.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ausge", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "verw", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "though", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "grew", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "maximum", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "half", + "output_checked": true + }, + { + "concept": "remained", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "underwent", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Grain", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "edge", + "output_checked": true + }, + { + "concept": "tensile", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "rele", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "its", + "output_checked": true + }, + { + "concept": "duke", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "sustained", + "output_checked": true + }, + { + "concept": "became", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "extreme", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "under", + "output_checked": true + }, + { + "concept": "operating", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "operated", + "output_checked": true + }, + { + "concept": "load", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "sustained", + "output_checked": true + }, + { + "concept": "slowly", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "enlarged", + "output_checked": true + }, + { + "concept": "strength", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "berk", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Grain", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "URCH", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "half", + "output_checked": true + }, + { + "concept": "halk", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "anyway", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "defects", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "edge", + "output_checked": true + }, + { + "concept": "relatively", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "was", + "output_checked": true + }, + { + "concept": "intense", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "under", + "output_checked": true + }, + { + "concept": "while", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "linked", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "rotates", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "insufficient", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "was", + "output_checked": true + }, + { + "concept": "began", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "experienced", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "Characteristic", + "score": 2.0, + "best_rank": 14, + "best_depth": 90.2, + "near_token": "value", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "konum", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "operated", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "under", + "output_checked": true + }, + { + "concept": "restart", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "grudge", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "half", + "output_checked": true + }, + { + "concept": "jogar", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "Incre", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "grud", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Versions", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "morally", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "cult", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "swam", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "operated", + "output_checked": true + }, + { + "concept": "mozz", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "even", + "output_checked": true + }, + { + "concept": "spf", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "though", + "output_checked": true + }, + { + "concept": "kepad", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "stressful", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "under", + "output_checked": true + }, + { + "concept": "loss", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Grain", + "output_checked": true + }, + { + "concept": "happened", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "surroundings", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "unsatisfactory", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "operated", + "output_checked": true + }, + { + "concept": "capacity", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "arose", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "there", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "though", + "output_checked": true + }, + { + "concept": "overall", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-high-temperature-deformation-03__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-high-temperature-deformation-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-high-temperature-deformation-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-high-temperature-deformation-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-high-temperature-deformation-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Time-dependent deformation under heat 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A fine-grained metal slowly changed shape during a prolonged hot hold. Matter moved away from compressed grain faces and accumulated on faces under tension.", + "prompt_tail": "A fine-grained metal slowly changed shape during a prolonged hot hold. Matter moved away from compressed grain faces and accumulated on faces under tension.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-high-temperature-deformation-04", + "carrier_id": null, + "target_family": "high-temperature-deformation", + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " Yet", + "generated_token_ids": [ + 16961 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 2692, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 1720 + }, + { + "label": "diffusion", + "best_rank": 771, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 2411 + }, + { + "label": "cavity", + "best_rank": 11175, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 19966 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "orry", + "leness", + "etc", + "them", + "therefor", + "outh", + "arl", + "persons", + "oses", + "lle", + "accordingly", + "iken", + "hereby", + "furthermore", + "ossen", + "nto" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "sic", + "d", + "ie", + "ii", + "ses", + "alike", + "eded", + "lly", + "t", + "ited", + "ued", + "wards", + "ients", + "zes", + "etc", + "wl", + "zis", + "nto", + "ion", + "ng", + "iew", + "ss", + "ided", + "fty", + "rl", + "persons", + "thereof", + "arie" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "etc", + "lle", + "etc", + "sic", + "d", + "wards", + "alike", + "eded", + "occured", + "btw", + "lly", + "ie", + "outh", + "till", + "persons", + "atre", + "vs", + "wie", + "ikal", + "nth", + "gg", + "arie", + "thats", + "thru", + "later", + "gement", + "wes", + "yrs", + "upto", + "dll" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "eded", + "ided", + "ued", + "alike", + "oides", + "zis", + "lle", + "bia", + "yses", + "sic", + "ses", + "persons", + "ented", + "Jews", + "udos", + "leness", + "maupun", + "akka", + "goers", + "umia", + "ited", + "ained", + "osion", + "hy", + "resulted", + "elled" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ided", + "alike", + "eded", + "ued", + "gonna", + "ited", + "able", + "persons", + "sic", + "ow", + "lle", + "oraz", + "peoples", + "yses", + "maupun", + "resulted", + "consisted", + "lli", + "occured", + "zis", + "arge", + "elled", + "ikal", + "oides", + "lement", + "anded" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "also", + "which", + "and", + "able", + "resulted", + "consisted", + "Also", + "then", + "afterwards", + "ikal", + "eded", + "goers", + "therefore", + "because", + "ided", + "towards", + "began", + "workers", + "AKA", + "ued", + "according", + "cause", + "became" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "toward", + "which", + "ITES", + "then", + "ites", + "Toward", + "ided", + "later", + "members", + "began", + "zu", + "Toward", + "Characteristics", + "itively", + "ied", + "men", + "inander", + "stances", + "hiy", + "arily", + "characterized", + "UIT", + "Areas", + "Gesellschaft" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "toward", + "thereby", + "itory", + "thus", + "uria", + "thence", + "whereas", + "likewise", + "then", + "persons", + "Moreover", + "meanwhile", + "Toward", + "sequently", + "ikel", + "alike", + "Toward", + "ients", + "iments", + "weiler", + "concomit", + "characterized", + "furthermore", + "and", + "neither" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "hydrophilic", + "toward", + "favored", + "agglomer", + "coales", + "Toward", + "dendritic", + "stratified", + "ikel", + "Toward", + "ized", + "aminar", + "Sediment", + "developing", + "nascent", + "idal", + "ide", + "thereby", + "aceous", + "centralized", + "anisotropic", + "centralization", + "sedentary", + "concomit", + "concentration", + "resulting", + "regated", + "assemblages", + "shift" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "hydrophilic", + "anthropogenic", + "Coriolis", + "sediment", + "accretion", + "observed", + "dendritic", + "sedimentation", + "benthic", + "hydrostatic", + "nutrient", + "coales", + "microm", + "accret", + "spatially", + "anisotropic", + "hypertro", + "vegetal", + "agglomer", + "radiative", + "asymmetry", + "denser", + "favored", + "stabilized", + "suction", + "equilibrium" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "favored", + "observable", + "stabilizing", + "stabilized", + "observed", + "observing", + "favoring", + "observation", + "stabilization", + "osserv", + "hydrophilic", + "denser", + "Beob", + "accretion", + "hypertro", + "accumulating", + "visible", + "equilibrium", + "nutrient", + "advantageous", + "microm", + "Observation", + "hydrostatic", + "concentration", + "observations", + "accumulation", + "beob" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "observed", + "redistribute", + "redistributed", + "displacement", + "nutrients", + "plasticity", + "accumulating", + "movement", + "accumulation", + "spatially", + "buoyancy", + "behavior", + "nutrient", + "observable", + "imbalance", + "displacements", + "Redist", + "stabilizing", + "vorticity", + "observed", + "nutrientes", + "Beob", + "observations", + "Movement", + "redistribution", + "deformation", + "displaced" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "observed", + "favoring", + "weighting", + "observed", + "ymmetry", + "favored", + "asymmetry", + "differentiated", + "Observations", + "preferentially", + "Observed", + "redistribute", + "manipulating", + "Conversely", + "imbalance", + "asymmetries", + "redistributed", + "differential", + "spatially", + "resulting", + "excretion", + "beob", + "frictionless", + "beobachten", + "Beob" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "observed", + "favoring", + "Observed", + "beob", + "observed", + "Observations", + "beobachten", + "Beob", + "describe", + "Manipulation", + "weighting", + "Mechanism", + "Behavior", + "Observation", + "Behavior", + "favored", + "asymmetry" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "whereas", + "whereas", + "whilst", + "lyn", + "while", + "whence", + "both", + "tanto", + "where", + "opposed", + "further", + "while", + "who", + "during", + "concerned", + "wend", + "wherever", + "furthermore", + "ValueOf", + "which", + "showing", + "telling", + "vice", + "demonstrators", + "wards", + "rather", + "witness", + "neither", + "confronting", + "Furthermore", + "Meanwhile", + "during" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "whereas", + "Conversely", + "whereas", + "Furthermore", + "Conversely", + "furthermore", + "During", + "Furthermore", + "wards", + "During", + "vice", + "lyn", + "Meanwhile", + "this", + "during", + "further", + "Yet", + "alike", + "lately", + "Likewise", + "during", + "likewise", + "Certainly", + "Consequently", + "Concerning", + "else", + "uments", + "while", + "examples", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Conversely", + "Conversely", + "whereas", + "conversely", + "During", + "Furthermore", + "Similarly", + "Meanwhile", + "Similarly", + "furthermore", + "Alongside", + "whereas", + "During", + "meanwhile", + "while", + "else", + "during", + "Also", + "Again", + "vice", + "equally", + "Yet", + "alike", + "likewise", + "Likewise", + "Simultaneously", + "example", + "Also", + "alongside", + "whilst", + "similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "vice", + "meanwhile", + "During", + "conversely", + "During", + "Meanwhile", + "Conversely", + "Conversely", + "Equally", + "while", + "whereas", + "tandis", + "Alongside", + "during", + "furthermore", + "mientras", + "Neither", + "happening", + "whilst", + "lately", + "theirs", + "secondly", + "Simultaneously", + "opposites", + "Both", + "Yet", + "Both", + "alike", + "likewise" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "vice", + "Yet", + "Yet", + "Conversely", + "conversely", + "meanwhile", + "whereas", + "anymore", + "Conversely", + "theirs", + "Meanwhile", + "lately", + "Lately", + "arlier", + "During", + "WAN", + "Quer", + "andam", + "ueva", + "Compared", + "Atm", + "During", + "Unless", + "Dieser", + "vice", + "Compared" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Conversely", + "Conversely", + "During", + "Meanwhile", + "There", + "whereas", + "Consequently", + "During", + "They", + "Compared", + "Consequently", + "conversely", + "Yet", + "Along", + "Shouldn", + "Within", + "There", + "vice", + "Its", + "Unless", + "Their", + "Hence", + "Unless", + "Yet", + "Within", + "Compared", + "Lately", + "anymore", + "Along", + "Today" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Conversely", + "There", + "Conversely", + "During", + "They", + "Meanwhile", + "Yet", + "Consequently", + "Their", + "Compared", + "During", + "Recent", + "whereas", + "Along", + "Where", + "Shouldn", + "Welcome", + "Unless", + "Its", + "There", + "Hence", + "Unless", + "conversely", + "Its", + "Regardless", + "Lately", + "Another", + "anymore", + "Consequently", + "nThe" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "They", + "Conversely", + "Conversely", + "THAN", + "Welcome", + "Unless", + "UNDER", + "Hence", + "There", + "Unless", + "Again", + "Repeat", + "These", + "txt", + "Please", + "Yet", + "Likewise", + "Both", + "Furthermore", + "Neither", + "Secondly", + "conversely", + "Their", + "Stellen", + "Worse", + "Though", + "Thanks", + "Those", + "ramp" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "UNDER", + "Unless", + "THAN", + "Shouldn", + "Yet", + "Repeat", + "UMENT", + "Meanwhile", + "underline", + "Under", + "Bred", + "Under", + "Unt", + "Unless", + "ardini", + "Strikes", + "Secondly", + "Aren", + "arz", + "Uns", + "Repeat", + "UnitTest", + "WAS", + "Tried", + "json", + "aments", + "Heading", + "Conversely" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "UMENT", + "THAN", + "Yet", + "Bred", + "Repeat", + "Heading", + "ardini", + "othesis", + "ACKS", + "aments", + "Unless", + "ahme", + "Meanwhile", + "Repeat", + "Researchers", + "UNDER", + "Backspace", + "ILL", + "Unt", + "maket", + "Please", + "Pray", + "Spread", + "Barber", + "Secondly" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Unt", + "Uns", + "UMENT", + "apas", + "Panjang", + "adt", + "UNDER", + "pylori", + "Unt", + "Heading", + "UNT", + "Conditions", + "akers", + "underline", + "Unidas", + "Please", + "aan", + "Secondly", + "amers", + "ATION", + "Heading", + "Arrows", + "ature", + "unto", + "Barber", + "Progressive" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Yet", + "under", + "Under", + "Uns", + "Progressive", + "Und", + "exceptions", + "Unt", + "When", + "Un", + "apply", + "These", + "The", + "Let", + "This", + "under", + "Such", + "in", + "length", + "underline", + "They", + "No", + "when", + "across", + "In", + "Arrows", + "bat", + "flat", + "for", + "slide", + "Ions", + "Losing" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 168214, + 97270, + 81450, + 135428, + 133848, + 83140, + 128849, + 143391, + 151157, + 25254, + 9138, + 9805, + 31256, + 80747, + 78861, + 68150, + 29583, + 2693, + 15891, + 19691, + 13277, + 54084, + 175288, + 168680, + 218118, + 54299 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 52695, + 26006, + 59994, + 133801, + 103214, + 38862, + 5437, + 12371, + 3829, + 4537, + 16570, + 6077, + 4621, + 5757, + 58167, + 82796, + 68105, + 56517, + 45539, + 6475, + 4342, + 772, + 41599, + 21956, + 36486, + 14391 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 212096, + 178721, + 148307, + 157599, + 166751, + 99072, + 28362, + 31217, + 31047, + 5061, + 11176, + 13540, + 17706, + 91620, + 97099, + 120329, + 96070, + 85217, + 168897, + 94110, + 120248, + 156749, + 186832, + 132380, + 80568, + 61883 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 1721, + 198803, + 16942, + 23338, + 214608, + 234125, + 161779, + 33384, + 20825, + 42605, + 27259, + 65663, + 56372, + 64743 + ] + }, + { + "label": "diffusion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 21305, + 36941, + 71853, + 220453, + 43067, + 48381, + 25130, + 64501, + 88007, + 6722, + 31177, + 3166, + 10376, + 2412 + ] + }, + { + "label": "cavity", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 262041, + 232333, + 233482, + 193880, + 118886, + 19967, + 80074, + 40460, + 45227, + 22000, + 45351, + 100222, + 150434, + 135453 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 17.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "areas", + "score": 16.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "observed", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "became", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "exposure", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "prolonged", + "output_checked": true + }, + { + "concept": "nearby", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "toward", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "heating", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "during", + "output_checked": true + }, + { + "concept": "heat", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "analysis", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "towards", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "away", + "output_checked": true + }, + { + "concept": "facing", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "alloy", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "deformation", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "compressive", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "tensile", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 4.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "several", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "during", + "output_checked": true + }, + { + "concept": "vice", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "the", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "from", + "output_checked": true + }, + { + "concept": "its", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "changed", + "output_checked": true + }, + { + "concept": "whereas", + "score": 4.0, + "best_rank": 25, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "granular", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "duration", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "radially", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "away", + "output_checked": true + }, + { + "concept": "protrusions", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "on", + "output_checked": true + }, + { + "concept": "geometry", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "both", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "moved", + "output_checked": true + }, + { + "concept": "example", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "began", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "Conversely", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "melts", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "near", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "looser", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "on", + "output_checked": true + }, + { + "concept": "flowed", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "wines", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "powder", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "movement", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "moved", + "output_checked": true + }, + { + "concept": "Earth", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Matter", + "output_checked": true + }, + { + "concept": "nutrients", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "pressure", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "under", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "Movement", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "moved", + "output_checked": true + }, + { + "concept": "regions", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "blevet", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "under", + "output_checked": true + }, + { + "concept": "associated", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "exploration", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "conundrum", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "rather", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "away", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "elsewhere", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "weaker", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "on", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "dataset", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "when", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "underwent", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Matter", + "output_checked": true + }, + { + "concept": "surface", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "on", + "output_checked": true + }, + { + "concept": "Held", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "splendid", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "fanciful", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "timelapse", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "during", + "output_checked": true + }, + { + "concept": "molecules", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Matter", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "quantos", + "ervan", + "wand", + "undos", + "Kwa", + "punkte", + "Hail", + "anque", + "addRow", + "ynitrite", + "cred", + "Thou", + "maneiras" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "grac", + "Cann", + "rid", + "lev", + "tons", + "trem", + "Pres", + "stir", + "Cole", + "Tit", + "reu", + "Pari", + "opat", + "Mannes", + "pres", + "prof", + "channel", + "twe", + "Sob", + "Blanch" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "nab", + "ums", + "sum", + "Bou", + "lev", + "sum", + "Pres", + "stir", + "blot", + "Kort", + "Gast", + "Dul", + "Sesam", + "Cann", + "Bens" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ilj", + "usan", + "champ", + "olyte", + "tfrac", + "def", + "chum", + "tun", + "Sesam", + "Gal", + "Hus", + "Langer", + "Pres", + "Aber", + "Ran", + "Cas", + "essional", + "Rn", + "Guar", + "Cole", + "Reis", + "Bens", + "fam" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Gal", + "ilj", + "ago", + "grac", + "champ", + "dim", + "tfrac", + "olyte", + "Langer", + "Pres", + "glob", + "chap", + "Kam", + "Bens", + "fam", + "Rec", + "Chap", + "Cole", + "Hus", + "Ran", + "Frem" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "det", + "hst", + "rem", + "WOR", + "amb", + "ae", + "yn", + "ilers", + "ual", + "oben", + "cat", + "aik", + "olare", + "bund", + "Green", + "Green", + "detached", + "yp", + "sn", + "atus", + "epr", + "side", + "ORS", + "fan", + "VERE" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "Green", + "demos", + "kick", + "tool", + "bro", + "HI", + "don", + "dal", + "tools", + "trading", + "DEP", + "Me", + "ual", + "seq", + "Him", + "duct", + "rem" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tool", + "tools", + "demos", + "sol", + "kick", + "trading", + "select", + "don", + "serial", + "lives", + "turbo", + "duct", + "tail", + "multiple", + "Green", + "DEP", + "mei", + "NRC", + "seq", + "rem", + "nas", + "dal", + "HI" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "sol", + "select", + "side", + "record", + "blank", + "Select", + "tool", + "kick", + "rem", + "tail", + "Green", + "Vo", + "tools", + "Sol", + "serial", + "remen", + "Me", + "lives", + "nop", + "demos", + "seq", + "WO" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "ettle", + "linear", + "select", + "subject", + "sus", + "var", + "Green", + "remen", + "discussed", + "data", + "talk", + "listener", + "tter", + "lives", + "OOSE", + "switch", + "common", + "fetch", + "tattoo", + "s", + "Resolve", + "tch" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "listener", + "linear", + "ettle", + "data", + "greet", + "scoped", + "scope", + "talk", + "titles", + "usel", + "greeting", + "scopes", + "diet", + "subject", + "too", + "fetch", + "tattoo", + "determine", + "common", + "resolve", + "achievement", + "Listener", + "speaker", + "cereal", + "Tos", + "Einf" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "TableRow", + "brush", + "standen", + "elang", + "tread", + "brushing", + "eal", + "pronged", + "Aufbau", + "reread", + "aline", + "estly", + "fewest", + "essage", + "itur" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "dictionaries", + "restart", + "lick", + "cama", + "oyam", + "kulit", + "iob", + "reheat", + "dusting", + "stretcher", + "Restart", + "spielt", + "odian", + "dicts", + "orith", + "oblastic", + "dieu", + "Restart", + "getId", + "devout", + "shake" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "toch", + "brushing", + "Dlatego", + "God", + "ogado", + "golfer", + "berk", + "brush", + "god", + "deka", + "lopen", + "brus", + "combs", + "dfs", + "jogar", + "punt", + "holz", + "embers", + "owes", + "grud" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "logic", + "logic", + "prong", + "Jahres", + "logique", + "argumento", + "dual", + "verme", + "extent", + "Poly", + "igste", + "arg", + "Logic", + "dabei", + "ricost", + "verw", + "tier" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "afect", + "wir", + "duke", + "welt", + "ausge", + "ricost", + "altung", + "cev", + "wert", + "lobe", + "spf", + "Stein", + "osphere", + "verw", + "ectors", + "stance", + "dual", + "centroid", + "jsr", + "wij", + "sped", + "amid", + "berd", + "skips" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "spf", + "cev", + "ilm", + "unfl", + "kernel", + "contr", + "baik" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "tensor", + "DisplayText", + "dt", + "Collapsed", + "srt", + "localObject", + "ehl", + "ern", + "jets", + "DNN", + "lls", + "boil", + "accordingly", + "happened" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Similarly", + "Meanwhile", + "Trouble", + "Conclusion", + "Conversely", + "Likewise", + "meanwhile", + "Troubles", + "Thus", + "affection", + "vice", + "Conversely", + "whereas", + "gitu", + "Likewise", + "CONCLUSION", + "Other", + "conclusion", + "Secondly", + "Tension", + "accordingly", + "ello", + "Conclusion", + "Sincerely", + "respectively", + "latter" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Conversely", + "Meanwhile", + "Conversely", + "Consequently", + "Similarly", + "Likewise", + "Tension", + "Hence", + "accordingly", + "meanwhile", + "Simultaneously", + "This", + "Along", + "Thus", + "During", + "consequently", + "Tensor", + "hence", + "Similarly", + "Compared", + "Subsequently", + "Other", + "Surface", + "Dieser", + "Explain" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Conversely", + "Consequently", + "Similarly", + "Likewise", + "Meanwhile", + "Consequently", + "Conversely", + "Hence", + "Tensor", + "Likewise", + "This", + "Along", + "Similarly", + "holtz", + "Bunun", + "accordingly", + "Simultaneously", + "FLD", + "Thus", + "Another", + "Tension" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Likewise", + "Conversely", + "Similarly", + "Simultaneously", + "Along", + "During", + "Hence", + "Consequently", + "Also", + "txt", + "This", + "Otherwise", + "Unless", + "Conversely", + "During", + "Again", + "Likewise", + "Therefore", + "Furthermore", + "Thus", + "Though", + "Repeat", + "Then", + "Under" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Likewise", + "Simultaneously", + "Conversely", + "This", + "Along", + "Similarly", + "Consequently", + "Hence", + "Neither", + "Conversely", + "Meanwhile", + "Under", + "Again", + "Therefore", + "Otherwise", + "These", + "Both", + "During", + "Unless", + "Thus", + "By", + "Also", + "But", + "Along", + "And", + "Specifically", + "Same", + "Repeat" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Consequently", + "Likewise", + "These", + "Conversely", + "Neither", + "Simultaneously", + "Similarly", + "Along", + "Therefore", + "Hence", + "During", + "Both", + "Those", + "Meanwhile", + "By", + "Same", + "Again", + "Also", + "Yet", + "Thus", + "Conversely", + "Repeat", + "During", + "THAN", + "Consequently", + "But" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Those", + "Consequently", + "Along", + "These", + "During", + "Likewise", + "Along", + "Conversely", + "Those", + "Both", + "Similarly", + "Simultaneously", + "Under", + "Again", + "Therefore", + "Such", + "Such", + "Whether", + "along", + "During", + "Regardless", + "According" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "Matter", + "The", + "Faces", + "In", + "These", + "A", + "When", + "Under", + "faces", + "For", + "Tension", + "Consequently", + "As", + "Such", + "During", + "Face", + "On", + "It", + "By", + "Another", + "Specifically", + "Across", + "Let", + "respectively", + "Grain", + "To", + "No", + "Wait", + "Along", + "Hot", + "Fine" + ] + } + ], + "logit_surprising": [ + { + "concept": "areas", + "score": 14.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "toward", + "score": 11.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "afect", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "heating", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "prolonged", + "output_checked": true + }, + { + "concept": "ausge", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "facing", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "grud", + "score": 4.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "regions", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "near", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "verw", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "cev", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "underwent", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Matter", + "output_checked": true + }, + { + "concept": "towards", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "wines", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "duke", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "moved", + "output_checked": true + }, + { + "concept": "elsewhere", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "finely", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "analysis", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pressure", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "under", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "annealing", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "surface", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "on", + "output_checked": true + }, + { + "concept": "understanding", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "powder", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "flowed", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "test", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "protruding", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "on", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Listener", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cereal", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "Resolve", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "aberto", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "beats", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "eingesetzt", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "away", + "output_checked": true + }, + { + "concept": "fam", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "moved", + "output_checked": true + }, + { + "concept": "roar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "compressed", + "output_checked": true + }, + { + "concept": "kerap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "httpClient", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "benchmarking", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "on", + "output_checked": true + }, + { + "concept": "dictionaries", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "away", + "output_checked": true + }, + { + "concept": "reopen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "toch", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "changed", + "output_checked": true + }, + { + "concept": "Jahres", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Matter", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "ilm", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "Hov", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "afl", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "changed", + "output_checked": true + }, + { + "concept": "penj", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "consummate", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "dissection", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "engineering", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "changed", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-high-temperature-deformation-04__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-high-temperature-deformation-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-high-temperature-deformation-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-high-temperature-deformation-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-high-temperature-deformation-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-high-temperature-deformation-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Time-dependent deformation under heat 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A heat-resistant alloy accumulated measurable permanent strain with increasing service time. Interfacial pores and wedge-shaped separations were concentrated near the final rupture zone.", + "prompt_tail": "umulated measurable permanent strain with increasing service time. Interfacial pores and wedge-shaped separations were concentrated near the final rupture zone.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-high-temperature-deformation-05", + "carrier_id": null, + "target_family": "high-temperature-deformation", + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 4407, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 5493 + }, + { + "label": "diffusion", + "best_rank": 723, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 1796 + }, + { + "label": "cavity", + "best_rank": 743, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 17650 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "orry", + "leness", + "them", + "lle", + "therefor", + "outh", + "arl", + "etc", + "oses", + "accordingly", + "iken", + "ammed" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "ited", + "lle", + "etc", + "eded", + "sic", + "lly", + "d", + "ie", + "iew", + "ii", + "ses", + "dia", + "leness", + "zis", + "nto", + "ion", + "ued", + "ided", + "ids", + "ients", + "persons", + "zes", + "thereof", + "wie", + "gement", + "wes", + "wl" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "etc", + "sic", + "persons", + "lle", + "etc", + "hence", + "eded", + "ients", + "till", + "atre", + "wie", + "gement", + "centre", + "dll", + "till", + "nig", + "zis", + "lly", + "d", + "ie", + "ids", + "wards", + "thereof", + "nth" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thereto", + "herein", + "sic", + "persons", + "thereof", + "wherein", + "pursuant", + "therein", + "thereon", + "maupun", + "hereafter", + "persons", + "herewith", + "pertanto", + "denominada", + "ued", + "hereinafter" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thereto", + "wherein", + "persons", + "herein", + "pursuant", + "commenced", + "sic", + "efectu", + "thereof", + "thereafter", + "pertaining", + "maupun", + "pertanto", + "utilized", + "resultant", + "thereon", + "thence", + "herewith", + "Util", + "oraz" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "wherein", + "commenced", + "thereto", + "utilized", + "comprised", + "upon", + "whilst", + "utilizing", + "Util", + "Upon", + "Furthermore", + "consisted", + "pertaining", + "Approximately", + "herein", + "pursuant", + "whereby", + "Upon", + "Additionally", + "whereupon", + "zijde" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "thereto", + "thence", + "proximate", + "whereupon", + "discernible", + "zijde", + "adjoining", + "necessitating", + "memoranda", + "subsequently", + "heretofore", + "occasioned", + "noted", + "utilized", + "utilizing", + "comprised", + "markedly", + "concomit", + "considerable", + "characterized", + "employing", + "awaiting" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "noteworthy", + "characterized", + "pertaining", + "concomit", + "notable", + "aceous", + "furthermore", + "vicinity", + "toward", + "considerable", + "concerning", + "pertinent", + "cerning", + "heretofore", + "Concerning", + "Furthermore", + "thereby", + "herein", + "Moreover", + "presently", + "wherein" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "characterized", + "proximate", + "noteworthy", + "delineated", + "concomit", + "discernible", + "necessitating", + "concomitant", + "assemblages", + "incipient", + "periphery", + "etiology", + "notable", + "pertinent", + "exhibiting", + "requisite", + "proximal", + "individus", + "individuos", + "utilized", + "vicinity", + "salient", + "characterized", + "Notably", + "aceous", + "agglomer", + "hinsichtlich" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "observed", + "distal", + "proximate", + "characterized", + "diagnostic", + "observable", + "symptomatic", + "histological", + "etiology", + "subsurface", + "discernible", + "benthic", + "proximal", + "radiographic", + "indicative", + "delineated", + "observations", + "exhibiting", + "salient", + "exacerbated", + "agglomer", + "clustered", + "observational", + "evidentiary", + "characteristic", + "morphology", + "Observations", + "observed", + "egress" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "symptomatic", + "evidence", + "observed", + "diagnostic", + "evidentiary", + "distal", + "exacerbated", + "etiology", + "observable", + "evidencia", + "observed", + "metallurgical", + "lesions", + "indicative", + "proximate", + "examined", + "necrosis", + "evid", + "proximal", + "discernible", + "observations", + "indicating", + "diagnostic", + "characteristic", + "examining", + "spatially", + "histological", + "fissures" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "symptomatic", + "diagnostic", + "necrosis", + "lesions", + "distal", + "exacerbated", + "Diagnostic", + "diagnostic", + "evidence", + "debris", + "etiology", + "disintegration", + "necrotic", + "observed", + "concentration", + "diagnosis", + "indicating", + "deterioration", + "Diagnostic", + "scarring", + "fissures", + "ruptured", + "recovered", + "contamination", + "pathology", + "lesion", + "diagnose", + "diseased", + "deteriorated", + "pathologies", + "Diagnosis" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "evidence", + "indicating", + "diagnostic", + "suggestive", + "symptomatic", + "observed", + "lesions", + "indicative", + "necrosis", + "fissures", + "indicating", + "indicates", + "Evidence", + "exacerbated", + "indicate", + "investigated", + "suggesting", + "indications", + "Evidence", + "Diagnostic", + "characterizing", + "evidencia", + "diagnostic", + "evident", + "recovered", + "evid", + "debris", + "morphology", + "Pathology", + "Concentration", + "Untersuch" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "evidence", + "indicating", + "observed", + "suggesting", + "Evidence", + "indicating", + "Evidence", + "suggestive", + "evidencia", + "indicates", + "indicative", + "symptomatic", + "Observed", + "indicate", + "suggests", + "visible", + "diagnostic", + "recovered", + "evid", + "lesions", + "indications", + "Observations", + "Diagnosis", + "Untersuch", + "observed", + "evidence", + "Diagnosis", + "Indicates", + "Hinweise" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "During", + "During", + "during", + "Furthermore", + "witnesses", + "testimonies", + "demonstrations", + "during", + "supporting", + "accompanying", + "Afterwards", + "several", + "whilst", + "advertisements", + "demonstrators", + "subjects", + "characterized", + "publicly", + "commentators", + "preparatory", + "both", + "evidence", + "subsequently", + "demonstrating", + "proponents", + "Witnesses", + "while", + "participants", + "whereas", + "simultaneously", + "Meanwhile" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "During", + "Furthermore", + "Also", + "During", + "Similarly", + "Meanwhile", + "Similarly", + "Conversely", + "Conversely", + "Consequently", + "Ultimately", + "furthermore", + "Also", + "Yet", + "Ultimately", + "Their", + "whereas", + "Nevertheless", + "Similar", + "Recently", + "Moreover", + "Recently", + "Likewise", + "Eventually", + "Subsequently", + "Previously", + "Frequently", + "Regarding", + "Successfully", + "Initially" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Similarly", + "Conversely", + "Similarly", + "During", + "Meanwhile", + "furthermore", + "Conversely", + "whereas", + "During", + "Furthermore", + "Alongside", + "Yet", + "Likewise", + "conversely", + "Simultaneously", + "There", + "Also", + "Similar", + "Consequently", + "Recently", + "meanwhile", + "Eventually", + "Compared", + "Whereas", + "Subsequently", + "Frequently", + "Subsequent", + "Whereas", + "Moreover", + "Finally" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "During", + "meanwhile", + "conversely", + "Meanwhile", + "During", + "Similarly", + "Similarly", + "whereas", + "They", + "Their", + "lately", + "Compared", + "Finally", + "Furthermore", + "Whether", + "Recently", + "Conversely", + "priori", + "Though", + "Alongside", + "There", + "Likewise", + "Equally", + "Yet", + "Despite", + "likewise", + "These", + "Despite", + "Their" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Recently", + "Lately", + "Its", + "Their", + "Yet", + "Meanwhile", + "Yours", + "Conversely", + "Their", + "conversely", + "They", + "Recent", + "Yet", + "Accordingly", + "lately", + "Recently", + "Conversely", + "Consequently", + "Recent", + "These", + "elae", + "Its", + "Compared", + "olerance", + "atrical", + "Owing", + "During" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Recently", + "Meanwhile", + "Recent", + "Its", + "Consequently", + "Its", + "Compared", + "Lately", + "They", + "Their", + "Moreover", + "Conversely", + "furthermore", + "Furthermore", + "Nevertheless", + "Recently", + "Recent", + "There", + "Hence", + "Moreover", + "Conversely", + "conversely", + "mselves", + "During", + "Their", + "Therefore", + "whereas", + "Yet", + "Hence" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Recently", + "Recent", + "They", + "Consequently", + "Lately", + "Their", + "Meanwhile", + "Recent", + "Compared", + "These", + "Therefore", + "Its", + "Conversely", + "There", + "During", + "Its", + "Recently", + "Nevertheless", + "Yet", + "Nonetheless", + "Hence", + "Furthermore", + "Their", + "nThe", + "furthermore", + "Regardless", + "They", + "Another", + "Moreover", + "Conversely", + "Welcome" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Consequently", + "They", + "Likewise", + "Its", + "Recently", + "These", + "Welcome", + "Hence", + "Moreover", + "Consequently", + "Conversely", + "Threats", + "Similarly", + "Recent", + "Except", + "conversely", + "ExceptionHandler", + "However", + "His", + "Their", + "Meanwhile", + "Another", + "Yet", + "There", + "Therefore", + "Unless", + "furthermore", + "LessThan", + "Secondly" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Secondly", + "UMENT", + "arent", + "WAS", + "opy", + "Aren", + "Tried", + "Arguments", + "Depend", + "Meanwhile", + "Secondly", + "THAN", + "Ships", + "dll", + "Proof", + "ErrorMessage", + "Tis", + "Errors", + "balls" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "UMENT", + "THAN", + "Purpose", + "arent", + "othesis", + "opy", + "Secondly", + "OGRAPHIC", + "Arguments", + "Ships", + "Consequently", + "angkat", + "ukhov", + "Consequently", + "Therefore", + "heave", + "Tis", + "ument", + "ONENT", + "iece", + "ufl", + "dll" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "UMENT", + "subsection", + "ungk", + "hitt", + "ethane", + "Observers", + "angkat", + "perse", + "Subsection", + "Collectors", + "ecer", + "ield", + "Arguments", + "Species" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "Sub", + "Inter", + "His", + "subsection", + "Residual", + "Residual", + "This", + "Sub", + "These", + "Starting", + "Inter", + "The", + "A", + "When", + "Its", + "Diss", + "substrate", + "Incident", + "When", + "sub", + "substring", + "Another", + "Inher", + "Unt", + "His", + "This", + "Det", + "Subsection", + "Starting", + "Thermal", + "Are" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 163015, + 117117, + 101194, + 229705, + 215104, + 202661, + 220710, + 246571, + 219737, + 122288, + 43207, + 49056, + 56534, + 107922, + 168749, + 180600, + 52014, + 16945, + 83861, + 81801, + 52413, + 91683, + 24397, + 4408, + 51456, + 11748 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 65383, + 21824, + 18146, + 105640, + 109883, + 41088, + 52563, + 17859, + 11244, + 19363, + 43188, + 12079, + 6788, + 8227, + 35062, + 104519, + 77635, + 20074, + 33931, + 5607, + 2601, + 724, + 47209, + 20141, + 33580, + 10213 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 218587, + 165372, + 81586, + 122765, + 99221, + 36567, + 15306, + 28781, + 15032, + 2624, + 1009, + 744, + 770, + 1449, + 120685, + 198104, + 195572, + 171150, + 227647, + 182236, + 131033, + 165661, + 226890, + 245569, + 249213, + 196827 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 37312, + 218493, + 14245, + 44908, + 243671, + 239926, + 149957, + 86956, + 87022, + 61934, + 28878, + 11907, + 5494, + 17148 + ] + }, + { + "label": "diffusion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 25382, + 35500, + 35648, + 207298, + 90806, + 113260, + 53100, + 11686, + 11124, + 1797, + 3168, + 3657, + 17544, + 8707 + ] + }, + { + "label": "cavity", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 261844, + 251539, + 240228, + 235595, + 166578, + 66593, + 66125, + 17651, + 30885, + 30858, + 68310, + 104912, + 67414, + 31423 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "during", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "temperature", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "observed", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "were", + "output_checked": true + }, + { + "concept": "cracks", + "score": 9.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "deformation", + "score": 7.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "several", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "location", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "exchanger", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "areas", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "concentrated", + "output_checked": true + }, + { + "concept": "duration", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "time", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "investigations", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Inter", + "output_checked": true + }, + { + "concept": "grew", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "with", + "output_checked": true + }, + { + "concept": "failure", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "quarters", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "measurable", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "facial", + "output_checked": true + }, + { + "concept": "inconsistencies", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "became", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "exposure", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "service", + "output_checked": true + }, + { + "concept": "stages", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "final", + "output_checked": true + }, + { + "concept": "impurities", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "when", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "accumulating", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "time", + "output_checked": true + }, + { + "concept": "subsurface", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "geometry", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "wedge", + "output_checked": true + }, + { + "concept": "deform", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "near", + "output_checked": true + }, + { + "concept": "defects", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "and", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "example", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "resistant", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "near", + "output_checked": true + }, + { + "concept": "within", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "concentrated", + "output_checked": true + }, + { + "concept": "accidents", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "wedge", + "output_checked": true + }, + { + "concept": "This", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cookware", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "resistant", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "heating", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "surface", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "while", + "score": 3.0, + "best_rank": 2, + "best_depth": 78.0, + "near_token": "time", + "output_checked": true + }, + { + "concept": "whereas", + "score": 3.0, + "best_rank": 7, + "best_depth": 75.6, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "porosity", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "voids", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "separations", + "output_checked": true + }, + { + "concept": "proximate", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "symptomatic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Storage", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "quantifiable", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "measurable", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "wedge", + "output_checked": true + }, + { + "concept": "cavities", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "separations", + "output_checked": true + }, + { + "concept": "evidence", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tracts", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "was", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "intersections", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "thermometer", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "wedge", + "output_checked": true + }, + { + "concept": "occurred", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "separations", + "output_checked": true + }, + { + "concept": "used", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "ceramic", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "resistant", + "output_checked": true + }, + { + "concept": "cracking", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "facial", + "output_checked": true + }, + { + "concept": "stress", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "near", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "Hail", + "ervan", + "quantos", + "nada", + "Kwa", + "ynitrite", + "wand", + "punkte", + "maneiras", + "yclerView", + "undos", + "anque" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "rid", + "stir", + "Sob", + "reu", + "grac", + "pres", + "lev", + "Cann", + "opat", + "Mannes", + "blot", + "olyte", + "prof", + "Pres", + "trem", + "essional", + "Beg", + "Yuk", + "gag", + "Blanch" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "tons", + "rid", + "opat", + "champ", + "stir", + "essional", + "ums", + "pres", + "dim", + "blot", + "reu", + "lev", + "Clon", + "Pres", + "Sob", + "fam", + "acid", + "nab", + "grac", + "chum" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ilj", + "tfrac", + "champ", + "def", + "olyte", + "essional", + "reu", + "ums", + "Sod", + "chum", + "alk", + "ebu", + "fam", + "ran", + "ilg", + "resc", + "dim", + "Trotz", + "Pres" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ilj", + "tfrac", + "ago", + "dim", + "olyte", + "Reis", + "essional", + "grac", + "champ", + "chum", + "Mani", + "Pres", + "Sod", + "lera", + "Hus", + "Lef", + "ATG", + "dip", + "brink", + "fam" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "WOR", + "hst", + "idence", + "sn", + "ilers", + "amb", + "sol", + "yn", + "sning", + "side", + "Sed", + "susp", + "olare", + "ual", + "Vo", + "atus", + "icot", + "Su", + "fan", + "s", + "det", + "illing", + "ORS", + "terc" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "HI", + "Green", + "Sol", + "Er", + "tool", + "kick", + "nop", + "tools", + "trading", + "OM", + "Rim", + "seq", + "nial", + "Me", + "subset", + "quire" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "side", + "tool", + "sol", + "HI", + "tail", + "Sol", + "trading", + "OM", + "select", + "nop", + "Green", + "NRC", + "kick", + "duct", + "Select", + "Zealand", + "yal", + "turbo" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "select", + "Green", + "side", + "sol", + "Sol", + "tail", + "nop", + "Select", + "record", + "kick", + "tool", + "tools", + "HI", + "chal", + "Er", + "blank", + "Zealand", + "Green", + "bro", + "serial", + "NRC" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "fetch", + "sus", + "linear", + "switch", + "Tos", + "select", + "ettle", + "cdots", + "greet", + "Select", + "subject", + "var", + "common", + "greeting", + "OOSE", + "listener", + "REST", + "side", + "WO", + "Green", + "Einf" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "fetch", + "greet", + "ettle", + "Tos", + "Einf", + "greeting", + "listener", + "racial", + "Otto", + "Gol", + "rgb", + "Tos", + "switch", + "rac", + "Resolve", + "Greet", + "common", + "resolve", + "REST", + "scoped", + "actor", + "Fetch", + "Peter", + "proj", + "RESOL" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "lb", + "ackets", + "ladder", + "odeling", + "easel", + "occa", + "ladder", + "tash", + "rowset", + "addAll", + "anjian", + "BAG", + "ctree", + "Rechnung", + "FORM", + "riline", + "rion", + "PBC", + "amingo", + "spar" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "cama", + "slutt", + "orit", + "dictionaries", + "milion", + "despert", + "chut", + "getId", + "buttonclick", + "lick", + "dieu", + "chung", + "fanbase", + "butts", + "oyam", + "httpClient", + "bosses" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "assol", + "ogado", + "gor", + "kund", + "rotz", + "chut", + "okol", + "holz", + "bedside", + "deka", + "solle", + "god", + "archery", + "God" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "tier", + "verme", + "ausge", + "logique", + "prong", + "Tug", + "hra", + "logical", + "logic", + "Jahres", + "tiered", + "alg", + "Ber", + "sir", + "logical", + "waard", + "wai", + "smith", + "duke" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "spf", + "tier", + "idium", + "Stein", + "idic", + "tti", + "etically", + "lova", + "Roh", + "tier", + "ausge", + "wir", + "waard", + "ectors", + "Warr", + "alm", + "morally", + "verme", + "casilla", + "osp", + "sir", + "sped", + "skips", + "roh" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "spf", + "penj", + "ips", + "Trou", + "contr", + "sint", + "sain", + "diad", + "emies" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "nontrivial", + "Nearby", + "sche", + "Cur", + "endregion", + "transmitted", + "builtin", + "Meanwhile", + "ffiti", + "Boundaries", + "osch", + "scatterplot", + "entanto", + "andet" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "Compared", + "Meanwhile", + "Together", + "these", + "These", + "Overall", + "Interestingly", + "Similarly", + "alike", + "Responses", + "Klu", + "Stri", + "Compared", + "nCurrent", + "There", + "Calc", + "Responses", + "Interests", + "Sus", + "Between", + "Compare", + "Together", + "However", + "Along", + "Between", + "nonetheless", + "meanwhile", + "Thick", + "Stri", + "Excited" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "These", + "These", + "However", + "Consequently", + "these", + "Furthermore", + "meanwhile", + "Simultaneously", + "however", + "although", + "Compared", + "Symptoms", + "Subsequent", + "Analyses", + "Scanning", + "However", + "Though", + "Stress", + "Failure" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "these", + "These", + "Consequently", + "However", + "Nonetheless", + "Furthermore", + "these", + "Simultaneously", + "micrographs", + "Subsequent", + "microstructure", + "Neither", + "Overall", + "consequently", + "Recently", + "nonetheless", + "Analy", + "Symptoms", + "Consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "These", + "Furthermore", + "Consequently", + "However", + "Failure", + "Simultaneously", + "Stress", + "These", + "Subsequent", + "Consequently", + "Similarly", + "furthermore", + "Additionally", + "conversely", + "Although", + "Moreover", + "these", + "consequently", + "Importantly", + "Additionally" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "These", + "These", + "Failure", + "Similarly", + "Simultaneously", + "Consequently", + "Furthermore", + "Neither", + "Both", + "consequently", + "This", + "Therefore", + "Stress", + "these", + "Excessive", + "Conversely", + "However", + "urally", + "Likewise", + "conversely", + "Mechanism", + "Consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "Consequently", + "These", + "Similarly", + "This", + "consequently", + "Both", + "Neither", + "Excessive", + "Simultaneously", + "Therefore", + "Furthermore", + "Failure", + "Consequently", + "urally", + "constitutive", + "Interestingly", + "Conversely", + "correspondingly", + "However", + "conversely", + "these", + "Examining", + "Interestingly", + "Hence", + "Similarly", + "Initially" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "These", + "Both", + "These", + "This", + "Excessive", + "Throughout", + "Consequently", + "Furthermore", + "Similarly", + "consequently", + "Those", + "Therefore", + "urally", + "Preliminary", + "Significant", + "Specifically", + "Experimental", + "Within", + "Internal", + "Mechanisms", + "Simultaneously" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "These", + "This", + "Inter", + "Surface", + "Internal", + "A", + "Furthermore", + "Analysis", + "Strain", + "Initial", + "Failure", + "Heat", + "Stress", + "Wedge", + "In", + "Mechanical", + "Micro", + "Structural", + "Primary", + "Fatigue", + "Local", + "Experimental", + "Thermal", + "Analyzing", + "Service", + "Such", + "Increasing", + "Tissue", + "Fracture", + "High", + "While" + ] + } + ], + "logit_surprising": [ + { + "concept": "temperature", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "increasing", + "output_checked": true + }, + { + "concept": "ausge", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "defects", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "wedge", + "output_checked": true + }, + { + "concept": "crack", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "facial", + "output_checked": true + }, + { + "concept": "impurities", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "measurable", + "output_checked": true + }, + { + "concept": "observed", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "were", + "output_checked": true + }, + { + "concept": "grew", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "deformation", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "location", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "exchanger", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cracks", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "wedge", + "output_checked": true + }, + { + "concept": "duke", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "measurable", + "output_checked": true + }, + { + "concept": "thermometer", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "These", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "after", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "ilm", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "facial", + "output_checked": true + }, + { + "concept": "arose", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "interface", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ceramic", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "resistant", + "output_checked": true + }, + { + "concept": "This", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "stress", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "near", + "output_checked": true + }, + { + "concept": "surface", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "dieu", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "repeated", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "duration", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "service", + "output_checked": true + }, + { + "concept": "investigation", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Inter", + "output_checked": true + }, + { + "concept": "inconsistencies", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "facial", + "output_checked": true + }, + { + "concept": "when", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "this", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "wedge", + "output_checked": true + }, + { + "concept": "areas", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "near", + "output_checked": true + }, + { + "concept": "stages", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "final", + "output_checked": true + }, + { + "concept": "damage", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "measurable", + "output_checked": true + }, + { + "concept": "heating", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "Temperature", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "time", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "bit", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "fles", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "increasing", + "output_checked": true + }, + { + "concept": "beats", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "mailbox", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "service", + "output_checked": true + }, + { + "concept": "chromedp", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Inter", + "output_checked": true + }, + { + "concept": "relevancia", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "ods", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "shaped", + "output_checked": true + }, + { + "concept": "adet", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "were", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "concentrated", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "rupture", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "final", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "logique", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "Jahres", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Inter", + "output_checked": true + }, + { + "concept": "sende", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "dazu", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "wedge", + "output_checked": true + }, + { + "concept": "Verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-high-temperature-deformation-05__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-high-temperature-deformation-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-high-temperature-deformation-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-high-temperature-deformation-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-high-temperature-deformation-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Nonshearable particle obstacles 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A metal matrix contains closely spaced rigid dispersoids that cannot be cut. Moving lattice lines arc between them and leave closed loops around each obstacle.", + "prompt_tail": "A metal matrix contains closely spaced rigid dispersoids that cannot be cut. Moving lattice lines arc between them and leave closed loops around each obstacle.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-particle-strengthening-01", + "carrier_id": null, + "target_family": "particle-strengthening", + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "belongs", + "generated_token_ids": [ + 173894 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 6820, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 8287 + }, + { + "label": "bowing", + "best_rank": 9982, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 577 + }, + { + "label": "strengthening", + "best_rank": 7227, + "best_depth": 56.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 8745 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "leness", + "ients", + "orry", + "them", + "therefor", + "outh", + "arl", + "oses", + "lle", + "oraz", + "accordingly", + "iken", + "ikal" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "sic", + "lle", + "etc", + "d", + "ie", + "ii", + "ses", + "alike", + "arie", + "eded", + "zis", + "lly", + "nto", + "t", + "ided", + "fty", + "zes", + "thereof", + "wie", + "dia", + "nty", + "them", + "wes", + "ion", + "ng", + "ited", + "ued", + "outh" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "etc", + "etc", + "dll", + "till", + "lle", + "alike", + "sic", + "upto", + "persons", + "wanna", + "thru", + "till", + "Thats", + "lly", + "ie", + "outh", + "wards", + "atre", + "hence", + "yeah", + "thereof", + "whilst", + "wie", + "ain", + "learnt", + "ieur", + "thats", + "them", + "gotta", + "eded" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "gonna", + "alike", + "zis", + "ided", + "persons", + "eded", + "lly", + "atre", + "ilst", + "yers", + "lle", + "etc", + "lf", + "oides", + "onis", + "leness", + "sic", + "centre", + "oum", + "oths", + "till", + "ndo", + "fton", + "atres", + "doings", + "outh", + "lies", + "zz", + "colours", + "wanna", + "gotta" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "alike", + "centre", + "gotta", + "centre", + "ided", + "whilst", + "anybody", + "sic", + "organise", + "doings", + "wards", + "persons", + "etc", + "thats", + "eded", + "zis", + "ow", + "ised", + "till", + "guy", + "atre", + "everybody", + "somebody", + "colours", + "lle", + "lli", + "ain", + "wanna", + "thru", + "bye" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "gonna", + "alike", + "which", + "ided", + "towards", + "persons", + "Also", + "everybody", + "whilst", + "anybody", + "wanna", + "gotta", + "AKA", + "towards", + "wards", + "rs", + "NOW", + "meanwhile", + "thats", + "ircle", + "this", + "afterwards", + "neath", + "cause", + "bye", + "ow", + "able", + "which" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "their", + "rons", + "spersed", + "themselves", + "edly", + "Their", + "members", + "which", + "them", + "nearby", + "Members", + "pieces", + "ided", + "wards", + "They", + "mselves", + "ANTES", + "men", + "periods", + "these", + "their", + "whereupon", + "they", + "which", + "These", + "uries", + "ries", + "members" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "furthermore", + "rons", + "meanwhile", + "thence", + "spersed", + "ossos", + "likewise", + "thereto", + "edly", + "elles", + "neither", + "sic", + "apiece", + "them", + "uate", + "jos", + "whereupon", + "indistinct", + "members", + "maupun", + "neither", + "their", + "itory", + "persons", + "icol", + "painted", + "thereby" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "topologically", + "geometrically", + "geometria", + "encir", + "geometric", + "topological", + "hedron", + "isotropic", + "geometries", + "jectories", + "Topological", + "ossos", + "geometrical", + "thence", + "spatially", + "Topology", + "mathematically", + "neath", + "Topology", + "geometri", + "fractal", + "mathemat", + "geometry", + "geom", + "geomet", + "scopic", + "tessel", + "ledes", + "formed", + "simultaneously" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "topologically", + "vorticity", + "spatially", + "vortices", + "geometrically", + "fractal", + "characteristic", + "encir", + "eddies", + "diagram", + "topological", + "jectories", + "trajectories", + "geometries", + "stylized", + "toroidal", + "Topology", + "discontinuous", + "psilon", + "torus", + "laminar", + "nodos", + "meandering", + "isotropic", + "swirling", + "traversing", + "idiosyncratic", + "spatial", + "cyclic", + "mathematically", + "symb" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "topologically", + "geometrically", + "spatially", + "traversing", + "encir", + "diagram", + "fractal", + "geometries", + "discontinuous", + "analogous", + "vortices", + "vorticity", + "undisturbed", + "symb", + "eddies", + "pattern", + "topological", + "circling", + "circumstellar", + "observed", + "characteristic", + "cyclic", + "Topology", + "laminar", + "toroidal", + "patterning", + "spatial", + "geometry", + "ymptotic" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "diagram", + "spatially", + "topologically", + "traversing", + "diagram", + "Diagram", + "analogous", + "diagrams", + "cyclic", + "spatial", + "spatial", + "vorticity", + "Diagram", + "characteristic", + "topological", + "discontinuous", + "undisturbed", + "geometrically", + "schematically", + "Feynman", + "circumstellar", + "encirc", + "pattern", + "observed" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "diagram", + "spatially", + "homeomorphic", + "topologically", + "pattern", + "toroidal", + "circumstellar", + "Eulerian", + "terminating", + "discontinuous", + "centrifugal", + "schematically", + "characteristic", + "Diagram", + "analogous", + "diagram", + "characterizing", + "topological", + "terminate", + "formalism", + "concentric", + "enclosing", + "distinguish", + "abatic", + "Characteristic", + "Topology", + "vorticity", + "geometrically", + "discontinuities" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "pattern", + "diagram", + "describing", + "formalism", + "describe", + "characteristic", + "diagram", + "characterizing", + "Eulerian", + "Pattern", + "Diagram", + "homeomorphic", + "describes", + "diagrams", + "cursive", + "Characteristic", + "characteristic", + "observed" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "who", + "making", + "whereas", + "telling", + "whilst", + "Consequently", + "whereby", + "Furthermore", + "whence", + "furthermore", + "Consequently", + "where", + "several", + "giving", + "meaning", + "while", + "helping", + "atre", + "Also", + "who", + "featuring", + "likewise", + "wards", + "further", + "nothing", + "therefore", + "showing", + "adding", + "According", + "asking", + "Furthermore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "whereas", + "Furthermore", + "During", + "Consequently", + "Furthermore", + "Similarly", + "furthermore", + "Consequently", + "Conversely", + "whereas", + "wards", + "Also", + "likewise", + "meanwhile", + "Eventually", + "requently", + "Eventually", + "during", + "this", + "else", + "Then", + "Also", + "while", + "During", + "According", + "atre", + "contains", + "lyn", + "wend", + "elson", + "edly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "whereas", + "meanwhile", + "furthermore", + "Furthermore", + "Similarly", + "Conversely", + "whereas", + "while", + "Also", + "Furthermore", + "happening", + "causing", + "During", + "occurring", + "presenting", + "Consequently", + "likewise", + "Consequently", + "conversely", + "while", + "thereby", + "Similarly", + "Meanwhile", + "explaining", + "Meanwhile", + "Conversely", + "Eventually", + "bothering", + "Alongside", + "Also", + "During", + "simultaneously" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "whereas", + "meanwhile", + "furthermore", + "they", + "while", + "therefore", + "They", + "while", + "They", + "theirs", + "secondly", + "During", + "thereby", + "anymore", + "accordingly", + "whereas", + "else", + "thus", + "happening", + "causing", + "alike", + "likewise", + "Secondly", + "tandis", + "which", + "them", + "but", + "although" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "whereas", + "meanwhile", + "tandis", + "whereas", + "therefore", + "While", + "Unless", + "Consequently", + "Conversely", + "conversely", + "They", + "Yet", + "Regarding", + "whereupon", + "while", + "They", + "while", + "uries", + "During", + "mientras", + "Meanwhile", + "Meanwhile", + "Considering", + "hence", + "Whereas" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "meanwhile", + "whereas", + "Consequently", + "furthermore", + "Consequently", + "Furthermore", + "hence", + "Conversely", + "Meanwhile", + "therefore", + "whereas", + "They", + "hence", + "Along", + "Along", + "conversely", + "During", + "Hence", + "Furthermore", + "Therefore", + "They", + "thus", + "Recently", + "Moreover", + "Regarding", + "whereupon", + "During", + "Secondly", + "Secondly" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "They", + "furthermore", + "Consequently", + "therefore", + "meanwhile", + "They", + "Therefore", + "Consequently", + "Furthermore", + "whereas", + "hence", + "While", + "During", + "Below", + "Conversely", + "Therefore", + "Meanwhile", + "Along", + "Hence", + "Recently", + "hence", + "Hence", + "thus", + "While", + "Please", + "Each", + "During", + "Below", + "Furthermore", + "Along", + "Unless" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Secondly", + "furthermore", + "They", + "Hence", + "Each", + "secondly", + "Therefore", + "Though", + "Furthermore", + "Please", + "Consequently", + "Unless", + "While", + "During", + "Unless", + "Secondly", + "During", + "Along", + "Sometimes", + "Likewise", + "Again", + "Below", + "However", + "While", + "meanwhile", + "Obviously", + "Conversely", + "They", + "Similarly", + "Obviously" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Secondly", + "Secondly", + "meanwhile", + "secondly", + "Meanwhile", + "oint", + "They", + "pyplot", + "balls", + "Unless", + "yun", + "Therefore", + "Considering", + "Meanwhile", + "Perhaps", + "furthermore", + "arounds", + "During", + "Perhaps", + "Furthermore", + "Around", + "Below", + "othesis", + "weisen", + "yez", + "etzen", + "herum", + "Please", + "Below" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Secondly", + "Secondly", + "meanwhile", + "Meanwhile", + "Whereas", + "secondly", + "Considering", + "ONENT", + "oint", + "Therefore", + "Please", + "ozer", + "THAN", + "Brief", + "Furthermore", + "Similarly", + "Meanwhile", + "Adding", + "Assuming", + "furthermore", + "Unless", + "etzen", + "SCHEMA", + "They", + "pyplot", + "yun", + "oward" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Secondly", + "Considering", + "Secondly", + "Please", + "ozer", + "arounds", + "oad", + "Meanwhile", + "blade", + "mselves", + "meanwhile", + "Heading", + "secondly", + "Additionally", + "achen", + "Considering", + "heading", + "Between", + "enzie", + "Knowing", + "Visiting", + "Schemes", + "sepen", + "ibir", + "ONENT", + "ellen", + "erta" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "belongs", + "Secondly", + "observe", + "meet", + "Adding", + "below", + "The", + "bar", + "If", + "assume", + "radial", + "oad", + "item", + "load", + "Another", + "set", + "falls", + "discard", + "display", + "skip", + "Please", + "embed", + "experimental", + "loads", + "Secondly", + "members", + "bullet", + "blade", + "falling", + "at", + "larger", + "please" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 109718, + 223205, + 210270, + 179535, + 145248, + 71588, + 42302, + 16029, + 16585, + 6911, + 6821, + 10283, + 9171, + 20106, + 9184, + 49686, + 51221, + 116529, + 83035, + 49267, + 53328, + 52207, + 68589, + 41524, + 44940, + 22088 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 206601, + 190385, + 136555, + 70382, + 40175, + 33163, + 16567, + 60189, + 23584, + 10114, + 9983, + 44735, + 39810, + 53161, + 33619, + 75924, + 52471, + 70588, + 140232, + 84080, + 53241, + 31087, + 38947, + 23280, + 128873, + 142661 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 168281, + 233419, + 221879, + 211458, + 242206, + 147510, + 65019, + 115220, + 190798, + 150351, + 158290, + 145471, + 57908, + 140871, + 7228, + 69457, + 9484, + 32173, + 132561, + 50523, + 55807, + 32460, + 16508, + 24569, + 12802, + 15241 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 31760, + 103724, + 129853, + 118937, + 67979, + 208866, + 234795, + 130394, + 40086, + 56726, + 33362, + 35529, + 15788, + 8288 + ] + }, + { + "label": "bowing", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 137687, + 76127, + 765, + 578, + 197965, + 13705, + 1007, + 11886, + 19506, + 32472, + 24206, + 41116, + 56737, + 71678 + ] + }, + { + "label": "strengthening", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 250759, + 69966, + 92793, + 133601, + 160347, + 73100, + 15003, + 68957, + 25879, + 26561, + 48856, + 8746, + 45450, + 53523 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 21.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "be", + "output_checked": true + }, + { + "concept": "these", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "between", + "output_checked": true + }, + { + "concept": "whereas", + "score": 11.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "which", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "particles", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "several", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "individuals", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "mineral", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "dispers", + "output_checked": true + }, + { + "concept": "alloy", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "numerous", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "closely", + "output_checked": true + }, + { + "concept": "this", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Moving", + "output_checked": true + }, + { + "concept": "became", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "then", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "They", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "causing", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "them", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "geometry", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "clusters", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "immovable", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "rigid", + "output_checked": true + }, + { + "concept": "indestructible", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "impurities", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "began", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "that", + "output_checked": true + }, + { + "concept": "one", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "each", + "output_checked": true + }, + { + "concept": "composites", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "fibers", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "designed", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "oids", + "output_checked": true + }, + { + "concept": "impede", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "that", + "output_checked": true + }, + { + "concept": "through", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "diffract", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "trails", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "leave", + "output_checked": true + }, + { + "concept": "curving", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "arc", + "output_checked": true + }, + { + "concept": "diagram", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "oxides", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "dispers", + "output_checked": true + }, + { + "concept": "cutter", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cut", + "output_checked": true + }, + { + "concept": "individually", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "each", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "closed", + "output_checked": true + }, + { + "concept": "directly", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "would", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "never", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "leave", + "output_checked": true + }, + { + "concept": "replaced", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "be", + "output_checked": true + }, + { + "concept": "members", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "when", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "loops", + "output_checked": true + }, + { + "concept": "removed", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "be", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "electrodes", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "withstand", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "circles", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "closed", + "output_checked": true + }, + { + "concept": "deform", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "particle", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "each", + "output_checked": true + }, + { + "concept": "was", + "score": 2.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "sufficiently", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "obstruction", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "clustered", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "them", + "output_checked": true + }, + { + "concept": "traversing", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "intersecting", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "loops", + "output_checked": true + }, + { + "concept": "encir", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "around", + "output_checked": true + }, + { + "concept": "distinct", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "each", + "output_checked": true + }, + { + "concept": "topologically", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "incapable", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "ripping", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cut", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "nada", + "mull", + "ervan", + "quantos", + "Hail", + "undos", + "punkte", + "Kwa", + "wand", + "trump" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "trem", + "stir", + "grac", + "Mannes", + "tons", + "lev", + "opat", + "Beg", + "reu", + "Sob", + "pres", + "Cole", + "ment", + "Pari", + "Cann", + "Yuk", + "snag", + "Pres" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "rid", + "Auff", + "ums", + "blot", + "stir", + "Sue", + "trem", + "rock", + "alk", + "lev", + "grac", + "Reis", + "byt", + "Mannes", + "tun", + "dre", + "plo", + "dim", + "Humphrey", + "pres", + "ment", + "Dru", + "nguy" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Reis", + "Langer", + "def", + "ago", + "tun", + "tfrac", + "champ", + "sinn", + "chun", + "grac", + "rum", + "Cole", + "usan", + "Mani", + "Sesam", + "alk", + "chum", + "chn", + "plo", + "Trotz", + "Trag" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "ago", + "grac", + "ilers", + "Langer", + "riv", + "dim", + "Mani", + "Cole", + "sinn", + "olyte", + "tfrac", + "Frem", + "Mannes", + "Rec", + "Beet", + "Pov", + "glob" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Su", + "rem", + "ilers", + "Vo", + "yn", + "VERE", + "ual", + "Rem", + "oben", + "det", + "Rem", + "sn", + "atus", + "hst", + "su", + "wyst", + "ae", + "WOR", + "Tr", + "side", + "Sed", + "Vla", + "susp" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "dal", + "duct", + "tools", + "kick", + "tool", + "Sol", + "Green", + "demos", + "ual", + "rem", + "contr", + "HI", + "Werk", + "lim", + "direct", + "boom", + "konto" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "sol", + "dal", + "tool", + "kick", + "Green", + "dad", + "demos", + "remen", + "Stylesheet", + "tail", + "truncate", + "duct", + "rem", + "simple", + "HI", + "OHC", + "Sol", + "Werk" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "sol", + "blank", + "kick", + "tools", + "record", + "Sol", + "serial", + "Green", + "HI", + "rem", + "tool", + "tail", + "MI", + "isable", + "demos", + "simple", + "remen", + "select", + "Select", + "lives" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "linear", + "subject", + "greeting", + "data", + "lives", + "select", + "proj", + "greet", + "tattoo", + "sus", + "MOVIE", + "Greeting", + "remen", + "Green", + "WO", + "ettle", + "VERT", + "OOSE", + "dynamic", + "tter", + "discuss" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Greet", + "greet", + "data", + "subject", + "lives", + "greeting", + "MOVIE", + "Movie", + "Lives", + "RECE", + "Select", + "SERVICE", + "CUSTOM", + "fell", + "CERT", + "true", + "Fetch", + "Quest", + "ettle", + "proj", + "toc", + "peacefully", + "Tos", + "Einf", + "resco", + "usel", + "SUBJECT", + "dire" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "fewest", + "tek", + "tread", + "Rechnung", + "meli", + "ucar", + "stein", + "ei", + "ocap", + "ema", + "ekan", + "alh", + "aware", + "epar", + "uri", + "beats", + "itas", + "tek", + "MISS", + "ecer", + "ozzi", + "ety", + "yd", + "stit", + "Hart", + "PAS" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "shake", + "lick", + "authenticate", + "gelegen", + "cribable", + "playlists", + "kulit", + "restart", + "CHRIST", + "httpClient", + "BL", + "replay", + "buttonclick" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "deka", + "God", + "toch", + "owes", + "kund", + "assol", + "god", + "dzie", + "ogado", + "brus", + "punt", + "rotz", + "chitz", + "grud", + "berk", + "rivol" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "prong", + "Jahres", + "logique", + "ricost", + "muh", + "Dug", + "ques", + "igste", + "tier", + "teren", + "render", + "render", + "libros", + "gav" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "wir", + "afect", + "halk", + "tier", + "spf", + "osp", + "dlatego", + "spf", + "duke", + "jsr", + "weave", + "tti", + "Stein", + "osphere", + "Versions", + "daran", + "berp", + "dazu", + "ectors", + "kast", + "ips", + "gav", + "kah" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "swirl", + "baik", + "casilla", + "tab", + "STRUCT", + "kernel" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "localObject", + "underlying", + "sleep", + "riser", + "bunlar", + "TreeNode" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "while", + "mientras", + "meanwhile", + "enquanto", + "whereas", + "Similarly", + "Similarly", + "illustration", + "Secondly", + "tandis", + "mentre", + "imaged", + "image", + "sedangkan", + "thus", + "Meanwhile", + "secondly", + "aim", + "whilst", + "occurrence", + "impurity", + "eddy" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "meanwhile", + "therefore", + "Consequently", + "while", + "hence", + "thus", + "irken", + "thereby", + "imaged", + "respectively", + "Meanwhile", + "consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "therefore", + "thereby", + "hence", + "Consequently", + "meanwhile", + "nPlease", + "irken", + "while", + "ipsych", + "thus", + "respectively", + "imaged", + "Therefore", + "thanks", + "oyle", + "whose" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "com", + "secondly", + "Secondly", + "xlsx", + "html", + "txt", + "aspx", + "Except", + "thereby", + "Obviously", + "Simultaneously", + "Unless", + "php", + "Furthermore", + "Cause", + "Secondly", + "png", + "assuming", + "exe", + "Consequently", + "preferably", + "But", + "Therefore", + "During", + "furthermore" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Secondly", + "Secondly", + "secondly", + "com", + "Assuming", + "Meanwhile", + "ipynb", + "begin", + "meanwhile", + "shtml", + "Judging", + "Therefore", + "pyplot", + "Repeat", + "aspx", + "setType", + "parte", + "Assuming", + "During", + "Assume", + "html", + "Please", + "Certain", + "Issues" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Secondly", + "Secondly", + "Assuming", + "secondly", + "Meanwhile", + "setType", + "Therefore", + "etera", + "Assuming", + "Each", + "During", + "Otherwise", + "shtml", + "begin", + "Considering", + "Judging", + "com", + "Assume", + "aspx", + "meanwhile", + "etzen", + "Along", + "Judging", + "These", + "But", + "subsection", + "Budget" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Secondly", + "etera", + "Considering", + "Secondly", + "Assuming", + "secondly", + "elen", + "shtml", + "Judging", + "Therefore", + "Please", + "oad", + "Once", + "Otherwise", + "During", + "heading", + "Assuming", + "mselves", + "arrow", + "ilde", + "setType", + "Additionally", + "Considering", + "Below", + "atel", + "ever", + "html" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "If", + "The", + "Based", + "Assuming", + "For", + "When", + "Below", + "These", + "Please", + "Wait", + "Since", + "Another", + "However", + "below", + "Judging", + "But", + "build", + "In", + "Once", + "Given", + "ensure", + "et", + "in", + "building", + "Let", + "Building", + "Going", + "Secondly", + "Therefore", + "During", + "No" + ] + } + ], + "logit_surprising": [ + { + "concept": "particles", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "rigid", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "ausge", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "these", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Moving", + "output_checked": true + }, + { + "concept": "alloy", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "God", + "score": 4.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "because", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "them", + "output_checked": true + }, + { + "concept": "easily", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "be", + "output_checked": true + }, + { + "concept": "therefore", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "deform", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "composite", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "ceramic", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "fibers", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "dispersed", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "oids", + "output_checked": true + }, + { + "concept": "through", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "causing", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "them", + "output_checked": true + }, + { + "concept": "particle", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "each", + "output_checked": true + }, + { + "concept": "tek", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "closed", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "rigid", + "output_checked": true + }, + { + "concept": "boo", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "loops", + "output_checked": true + }, + { + "concept": "cev", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "between", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "ilm", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Moving", + "output_checked": true + }, + { + "concept": "some", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "imparts", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "that", + "output_checked": true + }, + { + "concept": "undergo", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "removed", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "be", + "output_checked": true + }, + { + "concept": "These", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "while", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "oids", + "output_checked": true + }, + { + "concept": "one", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "each", + "output_checked": true + }, + { + "concept": "behind", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "leave", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "impede", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "that", + "output_checked": true + }, + { + "concept": "deformed", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "be", + "output_checked": true + }, + { + "concept": "diffract", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "trails", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "leave", + "output_checked": true + }, + { + "concept": "Secondly", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Similar", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Lef", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "between", + "output_checked": true + }, + { + "concept": "samym", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "them", + "output_checked": true + }, + { + "concept": "roul", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "fewest", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cut", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "desempe", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "przyp", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "arc", + "output_checked": true + }, + { + "concept": "httpClient", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "berk", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "chut", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "arc", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "them", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "rigid", + "output_checked": true + }, + { + "concept": "ques", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "around", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "lobe", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "dispers", + "output_checked": true + }, + { + "concept": "duke", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "closed", + "output_checked": true + }, + { + "concept": "ips", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "each", + "output_checked": true + }, + { + "concept": "kih", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "swirl", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "them", + "output_checked": true + }, + { + "concept": "datasheet", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "metal", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-particle-strengthening-01__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-particle-strengthening-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-particle-strengthening-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-particle-strengthening-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-particle-strengthening-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Nonshearable particle obstacles 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "After aging, a dense population of hard nanoscale particles raises the stress required for plastic flow. Electron microscopy shows rings encircling the particles after deformation.", + "prompt_tail": " population of hard nanoscale particles raises the stress required for plastic flow. Electron microscopy shows rings encircling the particles after deformation.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-particle-strengthening-02", + "carrier_id": null, + "target_family": "particle-strengthening", + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "black", + "generated_token_ids": [ + 8916 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 2493, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 5996 + }, + { + "label": "bowing", + "best_rank": 5958, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 392 + }, + { + "label": "strengthening", + "best_rank": 2258, + "best_depth": 56.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 2390 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "leness", + "orry", + "etc", + "ients", + "them", + "furthermore", + "persons", + "lle", + "oraz", + "therefor", + "arl", + "asion", + "accordingly", + "iken", + "hereby", + "ossen", + "nto" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "sic", + "lle", + "etc", + "persons", + "arie", + "eded", + "zis", + "lly", + "d", + "ie", + "ii", + "zes", + "thereof", + "wes", + "nto", + "t", + "ited", + "ued", + "ids", + "ients", + "fty", + "ses", + "vs", + "bzw", + "leness", + "wl" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "etc", + "etc", + "persons", + "sic", + "lle", + "dll", + "ie", + "outh", + "ients", + "atre", + "thereof", + "vs", + "nth", + "arie", + "ieur", + "nty", + "thru", + "eded", + "gement", + "wes", + "AKA", + "btw", + "nig", + "zis", + "lly", + "nto" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "oides", + "sic", + "persons", + "zis", + "ued", + "ided", + "lle", + "eded", + "ogt", + "gonna", + "yses", + "psis", + "ients", + "zes", + "edly", + "eyer", + "heta", + "leness", + "AKA", + "hiy", + "ited", + "arge", + "alike", + "valueOf", + "udos", + "ydia", + "maupun", + "anty" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "gonna", + "sic", + "ided", + "ients", + "alike", + "eded", + "zis", + "ow", + "lle", + "ued", + "edly", + "etc", + "htm", + "yses", + "maupun", + "aray", + "stas", + "AKA", + "doings", + "ct", + "iew", + "lement", + "oraz", + "anybody", + "thru", + "efectu" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "Also", + "gonna", + "which", + "AKA", + "also", + "sic", + "ided", + "wherein", + "afterwards", + "eyer", + "oides", + "thereon", + "yses", + "eyeglasses", + "ircle", + "Concerning", + "furthermore", + "zis", + "ially", + "website", + "ients", + "towards", + "photograph", + "whilst", + "lle" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "afterward", + "later", + "nearby", + "indications", + "toward", + "afterwards", + "ANTES", + "which", + "also", + "shortly", + "noticeable", + "noted", + "persons", + "suggesting", + "viewer", + "possibly", + "Also", + "rons", + "coworkers", + "members", + "arily", + "eyer", + "oides", + "later", + "noticeably", + "hiy", + "engel", + "notes", + "signs", + "indicating", + "edly" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "persons", + "indications", + "alike", + "Moreover", + "indicating", + "thereto", + "cerning", + "Concerning", + "rons", + "sequently", + "cytometry", + "elingen", + "ircle", + "histologic", + "also", + "idae", + "likewise", + "pertaining", + "acial", + "noteworthy", + "ossos", + "whereas", + "besides", + "indication", + "depict", + "noticeable", + "presently", + "meanwhile", + "afterward", + "coloration" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "photograph", + "micrograph", + "microscopy", + "Moreover", + "coloration", + "discoloration", + "photore", + "histologic", + "indicating", + "morphology", + "morphologies", + "acial", + "micrographs", + "decolor", + "Morphology", + "scientific", + "fotograf", + "depict", + "histological", + "Microscopy", + "indications", + "suggestive", + "bluish", + "ossos", + "discolor", + "indistinct", + "indicating", + "suggesting", + "fluorescence", + "pigments" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "observed", + "visible", + "micrograph", + "evidence", + "photograph", + "indicating", + "microscopy", + "photore", + "micrographs", + "spectrosc", + "exhibiting", + "spectroscopic", + "indicating", + "exhibit", + "suggestive", + "visible", + "photographs", + "photographic", + "observable", + "histological", + "researchers", + "fotograf", + "osserv", + "observations", + "diagram", + "observation", + "diagnostic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "evidence", + "observed", + "visible", + "suggestive", + "indicating", + "unexplained", + "discoloration", + "micrograph", + "observable", + "suggesting", + "evidencia", + "evidence", + "inexplicable", + "micrographs", + "visible", + "spectrosc", + "spectroscopic", + "osserv", + "hypothesized", + "observed", + "indicating", + "observation", + "diagnostic", + "evid", + "microscopy", + "exhibiting" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicating", + "indicating", + "evidence", + "observed", + "suggesting", + "suggestive", + "signifying", + "indicate", + "demonstrating", + "microscopy", + "indications", + "indicative", + "menunjukkan", + "exhibiting", + "visible", + "indicates", + "subsurface", + "discoloration", + "micrograph", + "visible", + "evid", + "evidence", + "testifying", + "visualizing", + "micrographs", + "formation", + "observations", + "morphology", + "Evidence" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "suggesting", + "suggestive", + "indicative", + "signifying", + "indicating", + "evidence", + "indicate", + "indicates", + "microscopy", + "micrograph", + "observed", + "suggests", + "denoting", + "testifying", + "apparently", + "demonstrating", + "indications", + "illustrating", + "distinguishing", + "suggest", + "exhibiting", + "hypothesized", + "evidencia", + "microstructure", + "superimposed", + "intramolecular", + "visualizing", + "micrographs", + "Microscopy", + "morphogenesis", + "sichtbar" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "suggesting", + "signifying", + "indicating", + "suggestive", + "symbolizing", + "hinting", + "indicates", + "suggests", + "indicative", + "signify", + "implying", + "signifies", + "denoting", + "symbolize", + "evidence", + "diagram", + "indicate", + "visible", + "symbols", + "visible", + "indication", + "revealing", + "depicting", + "Formation", + "symbolism", + "symbolizes", + "visualizing", + "Hinweise" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "suggesting", + "therefore", + "whereas", + "indicating", + "furthermore", + "also", + "who", + "hence", + "Also", + "whereby", + "implying", + "secondly", + "Afterwards", + "symbolizing", + "because", + "Also", + "meaning", + "Furthermore", + "whereupon", + "where", + "although", + "showing", + "helping", + "suggests", + "Furthermore", + "therefore", + "whence", + "giving", + "thereby" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Also", + "furthermore", + "Also", + "Furthermore", + "Furthermore", + "whereas", + "meanwhile", + "Meanwhile", + "likewise", + "Similarly", + "Moreover", + "Likewise", + "Afterwards", + "Consequently", + "whereas", + "else", + "Then", + "therefore", + "Therefore", + "sequently", + "Similarly", + "accordingly", + "also", + "Meanwhile", + "Consequently", + "cially", + "Secondly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "Also", + "whereas", + "Also", + "Similarly", + "Similarly", + "conversely", + "meanwhile", + "Conversely", + "Then", + "Meanwhile", + "likewise", + "Furthermore", + "Likewise", + "Secondly", + "Conversely", + "therefore", + "accordingly", + "secondly", + "Afterwards", + "Likewise", + "Yet", + "Consequently", + "Shouldn", + "else", + "Therefore", + "Then", + "Moreover" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "conversely", + "Meanwhile", + "These", + "During", + "These", + "Finally", + "During", + "whereas", + "Finally", + "Though", + "secondly", + "Likewise", + "Perhaps", + "Similarly", + "Perhaps", + "these", + "while", + "Similarly", + "tandis", + "Alongside", + "They", + "Though", + "Furthermore", + "Probably", + "Secondly", + "although" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "These", + "whereas", + "conversely", + "These", + "During", + "During", + "Meanwhile", + "lately", + "Conversely", + "Lately", + "microscopy", + "Compared", + "Yet", + "They", + "Though", + "Considering", + "elae", + "They", + "Though", + "Yet", + "Recent" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "They", + "During", + "During", + "Meanwhile", + "They", + "These", + "Its", + "Imaging", + "Conversely", + "Upon", + "Compared", + "Conversely", + "conversely", + "Their", + "meanwhile", + "These", + "Upon", + "Microscopy", + "Their", + "Shouldn", + "Furthermore", + "microscopy", + "Consequently", + "Recent", + "mselves", + "whereas", + "Consequently", + "Yet", + "Recent", + "Considering", + "Regarding" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "They", + "These", + "They", + "Their", + "During", + "During", + "These", + "Their", + "Conversely", + "Upon", + "Meanwhile", + "Recent", + "Conversely", + "While", + "Though", + "Compared", + "conversely", + "While", + "Consequently", + "Recent", + "Therefore", + "Furthermore", + "Its", + "Upon", + "Both", + "Recently", + "Imaging", + "mselves", + "Lately", + "Shouldn" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "They", + "These", + "Furthermore", + "Secondly", + "Upon", + "Though", + "conversely", + "Conversely", + "View", + "They", + "endum", + "coli", + "Likewise", + "These", + "Observe", + "Viewing", + "Alternatively", + "Didn", + "Brief", + "Both", + "Similarly", + "secondly", + "When", + "ockets", + "Conversely", + "furthermore" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "They", + "These", + "json", + "balls", + "mselves", + "They", + "js", + "pylori", + "These", + "Secondly", + "Secondly", + "plet", + "arz", + "WAS", + "Aren", + "php", + "rive", + "Errors", + "UMENT", + "Mere", + "conversely", + "blit" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "plet", + "UMENT", + "rive", + "blit", + "balls", + "arrow", + "mares", + "fler", + "opy", + "svg", + "mselves", + "These", + "json", + "php", + "pylori", + "js", + "bit", + "rief", + "meter", + "coli", + "Secondly" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "jt", + "blit", + "itl", + "UMENT", + "fler", + "VI", + "icular", + "jsp", + "ector", + "black", + "slide", + "pylori", + "sprites", + "Arguments", + "slide" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "black", + "When", + "when", + "These", + "when", + "bl", + "internal", + "Black", + "subs", + "It", + "blit", + "blas", + "bd", + "During", + "kinetic", + "internally", + "When", + "itl", + "Black", + "Lunar", + "They", + "de", + "Choosing", + "experimental", + "This", + "Aer", + "And", + "black", + "Nature", + "RC", + "Nuclear", + "during" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 103600, + 169837, + 172612, + 116525, + 92800, + 45414, + 17276, + 3757, + 1445, + 3055, + 3028, + 2494, + 10570, + 14291, + 31718, + 136478, + 134021, + 174562, + 66412, + 11049, + 11039, + 30340, + 51262, + 35294, + 43834, + 6711 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 213136, + 207893, + 137392, + 99040, + 48823, + 32194, + 3484, + 20767, + 18280, + 10363, + 5959, + 40704, + 76736, + 68633, + 21989, + 142404, + 164796, + 122066, + 83733, + 75603, + 38390, + 35726, + 26838, + 54826, + 72490, + 122518 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 175882, + 237936, + 238812, + 250799, + 246204, + 193306, + 36638, + 113057, + 64532, + 26049, + 32464, + 11976, + 23896, + 19290, + 2259, + 84470, + 20451, + 13434, + 106100, + 8083, + 7979, + 57115, + 46387, + 38437, + 10821, + 13796 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 22296, + 196127, + 182721, + 208020, + 116744, + 201673, + 205093, + 44061, + 127989, + 16590, + 5997, + 27204, + 9062, + 13104 + ] + }, + { + "label": "bowing", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 136907, + 90248, + 2016, + 393, + 235605, + 70254, + 21593, + 11564, + 1534, + 16157, + 2494, + 29043, + 78069, + 114651 + ] + }, + { + "label": "strengthening", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 227686, + 95340, + 124327, + 87063, + 246873, + 228908, + 112439, + 65642, + 5153, + 4217, + 2391, + 4139, + 17212, + 13988 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "these", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "cling", + "output_checked": true + }, + { + "concept": "indicating", + "score": 11.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "which", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "individuals", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "density", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "raises", + "output_checked": true + }, + { + "concept": "and", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "viscosity", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "reveals", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "neurons", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "scientists", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "became", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "challenges", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "raises", + "output_checked": true + }, + { + "concept": "that", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 5.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "nearby", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "several", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "raises", + "output_checked": true + }, + { + "concept": "They", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "resistive", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "for", + "output_checked": true + }, + { + "concept": "ductile", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "micrograph", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Electron", + "output_checked": true + }, + { + "concept": "anillos", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rings", + "output_checked": true + }, + { + "concept": "circumferential", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "encir", + "output_checked": true + }, + { + "concept": "evidence", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "threshold", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "required", + "output_checked": true + }, + { + "concept": "plasticity", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "for", + "output_checked": true + }, + { + "concept": "isn", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "significantly", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "process", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "accumulates", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "densely", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "population", + "output_checked": true + }, + { + "concept": "stubborn", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "nanoparticles", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "pressure", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "activation", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "for", + "output_checked": true + }, + { + "concept": "adulthood", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "inertia", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "increased", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "photography", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Electron", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "demonstrations", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Electron", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "confronting", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "for", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "difficulty", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "their", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "for", + "output_checked": true + }, + { + "concept": "exponentially", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "spheres", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "questioning", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "After", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "senescence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "nanom", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "nanoscale", + "output_checked": true + }, + { + "concept": "tensile", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "resistance", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "required", + "output_checked": true + }, + { + "concept": "resisting", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "quantos", + "Kwa", + "ervan", + "anque", + "Hail", + "wand", + "cred", + "undos", + "trump", + "cro", + "punkte" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "lev", + "grac", + "stir", + "tons", + "Cann", + "Sob", + "trem", + "Mannes", + "pres", + "channel", + "reu", + "Pres", + "Prote", + "essional", + "snag", + "prof", + "opat", + "ment", + "ago", + "Cole" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "lev", + "Pres", + "chum", + "rid", + "reu", + "mull", + "Reis", + "pres", + "acid", + "Cock", + "grac", + "snag", + "Clon", + "rock", + "blot", + "rust", + "assunto", + "stir", + "ums", + "glob", + "hler", + "Rid" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ago", + "Reis", + "champ", + "def", + "Sesam", + "Pres", + "tfrac", + "alez", + "glob", + "onn", + "chun", + "resc", + "modes", + "chum", + "Mam", + "complement", + "olyte", + "Erb", + "essional", + "Lef" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "dip", + "glob", + "Mani", + "olyte", + "essional", + "grac", + "champ", + "Grac", + "rock", + "onn", + "Reis", + "Erb", + "tfrac", + "Pres" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "Vo", + "ilers", + "Su", + "yn", + "det", + "VERE", + "su", + "sol", + "hst", + "amb", + "ual", + "oben", + "illing", + "terc", + "susp", + "Er", + "sn", + "Ih", + "ORS", + "Rem" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "tools", + "side", + "HI", + "tool", + "kick", + "bro", + "don", + "Werk", + "rem", + "Green", + "Sol", + "remen", + "Er", + "simple", + "contr", + "contr", + "turbo", + "trading", + "Rim", + "verz", + "seq" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "tool", + "HI", + "side", + "kick", + "remen", + "rem", + "sol", + "lives", + "mei", + "tail", + "serial", + "Werk", + "bro", + "ORS", + "Green", + "pipeline", + "demos", + "trading", + "select" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "serial", + "kick", + "sol", + "tail", + "lives", + "record", + "HI", + "select", + "tools", + "Green", + "tool", + "remen", + "Select", + "Sol", + "Prot", + "bro", + "linear", + "uct", + "konto", + "nop" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "subject", + "fetch", + "Select", + "lives", + "listener", + "select", + "sus", + "greet", + "tattoo", + "OOSE", + "cdots", + "data", + "common", + "Tos", + "discussed", + "Listener", + "contact", + "cere", + "greeting", + "CIP", + "switch", + "tools", + "SRS" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "subject", + "greet", + "Greet", + "switch", + "listener", + "lives", + "ettle", + "Tos", + "tts", + "Listener", + "linear", + "itivity", + "speaker", + "cere", + "RECE", + "Otto", + "Tos", + "SRS", + "fetch", + "greeting", + "credits", + "CIP", + "CRED" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ladder", + "step", + "tread", + "hus", + "shot", + "bros", + "pch", + "emphasis", + "restart", + "lb", + "alh", + "elang", + "repeat", + "ladder", + "header", + "repe", + "MAIL", + "lab", + "bag", + "choice", + "zab", + "type" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "playlists", + "pelanggan", + "wales", + "oyam", + "dieu", + "httpClient", + "restart", + "backlit", + "cama", + "Dunes", + "bola", + "getId", + "buttonclick", + "abgeschlossen", + "kulit", + "Dong", + "pickle", + "zhang", + "errichtet", + "verpflichtet", + "theit" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "grud", + "okol", + "toch", + "brus", + "god", + "viol", + "zgod", + "ogado", + "Dlatego", + "focusable", + "defer", + "assol", + "solle" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "lli", + "logic", + "prong", + "dabei", + "Jahres", + "logique", + "logical", + "wise", + "weib", + "Jaz", + "logical", + "afect", + "tier", + "wij", + "Dadurch", + "ausge", + "logic" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "wir", + "tti", + "welt", + "cii", + "lli", + "thereof", + "afect", + "wij", + "etically", + "dum", + "eston", + "ectors", + "spf", + "Jaz", + "ospel", + "ausge" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "arquitet", + "ichel", + "contr", + "contre", + "coordenadas", + "baik", + "arquitectura", + "wake" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "diambil", + "whiskers", + "interiors", + "andet", + "strcpy", + "lewat", + "cantilever", + "probes", + "horizontally", + "radios", + "Peters", + "musical", + "spatially", + "warp", + "acoust" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "imaging", + "Similarly", + "Similarly", + "musically", + "simultaneously", + "nThe", + "latter", + "These", + "deduct", + "Simultaneously", + "these", + "lately", + "imaged", + "audio", + "whereas", + "Meanwhile", + "These", + "Imaging", + "traditionally", + "imaging", + "weekly", + "acoust", + "nowadays", + "Conversely", + "mselves", + "Secondly", + "dee", + "views", + "synthes" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Microscopy", + "microscopy", + "Consequently", + "meanwhile", + "Consequently", + "Simultaneously", + "Meanwhile", + "Imaging", + "imaged", + "imaging", + "Imaging", + "Phot", + "simultaneously", + "Microsc", + "conversely", + "accordingly", + "Phot", + "SetFloat", + "consequently", + "Mic", + "Conversely", + "correspondingly", + "Conversely", + "Subsequently", + "Mechanical", + "latter" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Microscopy", + "Similarly", + "Imaging", + "microscopy", + "Consequently", + "correspondingly", + "conversely", + "Nan", + "These", + "Consequently", + "imaging", + "imaged", + "Historically", + "schematically", + "Imaging", + "Recently", + "nowadays", + "Conversely", + "mselves", + "mpl", + "These", + "During", + "accordingly", + "lately", + "Likewise", + "micrograph" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "conversely", + "Historically", + "traditionally", + "Stat", + "Conversely", + "Subs", + "ingly", + "nowadays", + "Otherwise", + "htm", + "And", + "These", + "unlike", + "microscope", + "historically", + "Microscopy", + "Posters", + "Secondly", + "alternatively", + "Initially", + "correspondingly", + "Embry", + "Traditionally", + "Similarly" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "conversely", + "Meanwhile", + "meanwhile", + "Secondly", + "traditionally", + "And", + "ingly", + "balls", + "json", + "secondly", + "Subs", + "ball", + "Errors", + "Historically", + "These", + "urally", + "correspondingly", + "mselves", + "microscope", + "ibals", + "ihilation", + "ield", + "black" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "ball", + "secondly", + "These", + "During", + "json", + "traditionally", + "Brains", + "wind", + "othesis", + "hline", + "ingly", + "microscope", + "these", + "Secondly", + "mselves", + "Meanwhile", + "htm", + "These", + "Subtract", + "black" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "During", + "ately", + "meanwhile", + "ently", + "During", + "ingly", + "Meanwhile", + "black", + "bm", + "js", + "Initially", + "strated", + "sub", + "urally", + "With", + "mselves", + "forms", + "mind", + "secondly", + "Subs", + "et", + "arrow", + "Bas" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "et", + "Bas", + "end", + "etc", + "sub", + "eth", + "These", + "black", + "ets", + "Sub", + "Black", + "During", + "For", + "The", + "begin", + "Int", + "length", + "bas", + "fontsize", + "when", + "Enlarg", + "membrane", + "applied", + "With", + "It", + "men", + "and", + "Diss", + "subs", + "bm", + "these", + "weak" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "After", + "output_checked": true + }, + { + "concept": "reveals", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "these", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "cling", + "output_checked": true + }, + { + "concept": "indicating", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "exponentially", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "viscosity", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "formed", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "rings", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "punt", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "accumulates", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "process", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "nanoscale", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "for", + "output_checked": true + }, + { + "concept": "prong", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "nanoscale", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "nanoscale", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "anytime", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "After", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "that", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "decrease", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "tissue", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cells", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "mechanical", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "raises", + "output_checked": true + }, + { + "concept": "concentration", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "fracture", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "for", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "After", + "output_checked": true + }, + { + "concept": "fam", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "dip", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "steering", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "rings", + "output_checked": true + }, + { + "concept": "samym", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "terk", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "AFP", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "ello", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "layup", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "lick", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "reheat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "viol", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "rings", + "output_checked": true + }, + { + "concept": "reopen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "tonic", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "aging", + "output_checked": true + }, + { + "concept": "Jahres", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "punct", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ",", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "nanoscale", + "output_checked": true + }, + { + "concept": "dazu", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "ilm", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "encir", + "output_checked": true + }, + { + "concept": "become", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "Increasing", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "resistivity", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Electron", + "output_checked": true + }, + { + "concept": "twitch", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "encir", + "output_checked": true + }, + { + "concept": "complexity", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "achieving", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "for", + "output_checked": true + }, + { + "concept": "increasingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "while", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "analyses", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Electron", + "output_checked": true + }, + { + "concept": "ebenfalls", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "encir", + "output_checked": true + }, + { + "concept": "estos", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "awhile", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "after", + "output_checked": true + }, + { + "concept": "imaging", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "phenotype", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "dense", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-particle-strengthening-02__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-particle-strengthening-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-particle-strengthening-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-particle-strengthening-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-particle-strengthening-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Nonshearable particle obstacles 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Reducing the spacing between stable nonshearable particles increases the yield stress. Flexible line defects must curve strongly to pass through the remaining channels.", + "prompt_tail": " the spacing between stable nonshearable particles increases the yield stress. Flexible line defects must curve strongly to pass through the remaining channels.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-particle-strengthening-03", + "carrier_id": null, + "target_family": "particle-strengthening", + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 1788, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 1064 + }, + { + "label": "bowing", + "best_rank": 10027, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 1043 + }, + { + "label": "strengthening", + "best_rank": 401, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 10 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "etc", + "orry", + "them", + "leness", + "ients", + "furthermore", + "oraz", + "therefor", + "arl", + "lle", + "hereby" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "sic", + "ients", + "lle", + "etc", + "eded", + "leness", + "zis", + "d", + "ii", + "ses", + "persons", + "lly", + "t", + "ie", + "ided", + "ids", + "fty", + "zes", + "arie", + "nto", + "ited", + "ued", + "outh", + "thereof", + "wie", + "dia" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "etc", + "etc", + "sic", + "dll", + "ients", + "lle", + "outh", + "persons", + "anybody", + "alike", + "arie", + "eded", + "leness", + "zis", + "d", + "ie", + "thereof", + "yaitu", + "aray", + "nig" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "sic", + "persons", + "leness", + "zis", + "ued", + "ients", + "lle", + "eded", + "persons", + "ided", + "yses", + "ilities", + "uries", + "dioxide", + "cedures", + "maupun", + "herewith" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "sic", + "persons", + "gonna", + "eded", + "maupun", + "ued", + "etc", + "ided", + "ients", + "oraz", + "solamente", + "anybody", + "thru", + "yses", + "zis", + "ilities", + "etc", + "orney", + "uesto", + "lle", + "cedures" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Also", + "which", + "also", + "gonna", + "furthermore", + "although", + "also", + "alike", + "sic", + "however", + "although", + "persons", + "oppure", + "therefore", + "everybody", + "anybody", + "assisted", + "according", + "Also", + "hm", + "solamente", + "therefor" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "however", + "toward", + "which", + "their", + "to", + "and", + "also", + "although", + "although", + "the", + "they", + "soon", + "lli", + "meanwhile", + "Although", + "rons", + "than", + "ately", + "Toward", + "entes", + "them", + "edes" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "furthermore", + "Moreover", + "meanwhile", + "ossos", + "them", + "Moreover", + "Furthermore", + "also", + "Furthermore", + "however", + "denn", + "leness", + "sic", + "to", + "ately", + "rons", + "jos", + "moreover", + "lastly", + "than", + "ract", + "sure", + "entes", + "sequently", + "eyer", + "uria" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "necessity", + "Furthermore", + "Moreover", + "Necessity", + "Require", + "Furthermore", + "furthermore", + "Moreover", + "Require", + "must", + "require", + "Necess", + "Although", + "jos", + "cing", + "indrical", + "to", + "Must", + "necessitate", + "necessitating", + "ossos", + "oppure", + "The", + "moreover" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "forcing", + "necessity", + "topologically", + "forced", + "requiring", + "Necessity", + "necessary", + "aerodynamic", + "necessitating", + "require", + "necessitate", + "deform", + "demanding", + "constricted", + "cing", + "bottleneck", + "narrow", + "constrained", + "zorunda", + "necessitated", + "requ", + "strain", + "characteristic", + "Require", + "Requires", + "subsonic", + "tunnel", + "Coriolis", + "dense", + "congested", + "forcing" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "forcing", + "forced", + "necessity", + "forcing", + "constrained", + "constricted", + "forced", + "constrained", + "Necessity", + "Forced", + "cing", + "force", + "demanding", + "maneuvering", + "strained", + "necessitated", + "zorunda", + "requiring", + "geometrically", + "topologically", + "necessitating", + "necessary", + "strain", + "geometry", + "necess", + "bottleneck", + "straining", + "narrow", + "maneuver", + "necessitate", + "spatially" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "forcing", + "forcing", + "forced", + "forced", + "constrained", + "Forced", + "constrained", + "constricted", + "force", + "constraining", + "destabil", + "cing", + "necessity", + "constraint", + "deform", + "bottleneck", + "forcer", + "forceful", + "Necessity", + "forces", + "demanding", + "geometria", + "memak", + "intensified", + "Constraint", + "maneuvering", + "intensification" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "forcing", + "forcing", + "forced", + "resulting", + "constraining", + "threatening", + "constrained", + "Consequently", + "intensified", + "constricted", + "forced", + "necessity", + "desperate", + "Forced", + "intensifying", + "force", + "constraint", + "constrain", + "Necessity", + "intensification", + "increasing", + "Consequently", + "constrained", + "forceful", + "Deformation", + "resulting", + "forces", + "consequently" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Consequently", + "forcing", + "forcing", + "Consequently", + "consequently", + "resulting", + "intensified", + "sequently", + "intensifying", + "intensify", + "Increased", + "Deformation", + "resulting", + "furthermore", + "intensification", + "Induced", + "necessitating", + "therefore", + "demanding", + "Furthermore", + "Increased" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Consequently", + "furthermore", + "therefore", + "Furthermore", + "Consequently", + "which", + "Also", + "whereas", + "Also", + "thereby", + "consequently", + "likewise", + "Secondly", + "Conversely", + "secondly", + "Conversely", + "accordingly", + "meanwhile", + "Eventually", + "influencing", + "who", + "necessity", + "Meanwhile", + "Likewise", + "Ultimately", + "Ultimately", + "Likewise", + "conversely", + "weaponry", + "further" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "Furthermore", + "furthermore", + "Consequently", + "Also", + "Also", + "Similarly", + "likewise", + "Similarly", + "Likewise", + "Conversely", + "Conversely", + "Meanwhile", + "Moreover", + "Likewise", + "therefore", + "Moreover", + "whereas", + "meanwhile", + "Secondly", + "conversely", + "accordingly", + "Certainly", + "whereas", + "else", + "Then", + "Therefore", + "Because", + "Again" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Conversely", + "furthermore", + "conversely", + "Similarly", + "Consequently", + "Furthermore", + "Similarly", + "Conversely", + "likewise", + "Likewise", + "Secondly", + "Also", + "whereas", + "similarly", + "Meanwhile", + "meanwhile", + "secondly", + "Consequently", + "else", + "Then", + "Moreover", + "consequently", + "Moreover", + "Likewise", + "Simultaneously", + "therefore", + "Also", + "accordingly", + "correspondingly", + "Therefore", + "Again" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "conversely", + "meanwhile", + "furthermore", + "therefore", + "Furthermore", + "Meanwhile", + "Conversely", + "secondly", + "Conversely", + "Similarly", + "likewise", + "whereas", + "Consequently", + "consequently", + "Similarly", + "Secondly", + "Equally", + "else", + "They", + "accordingly", + "Likewise", + "Therefore", + "Furthermore", + "Consequently", + "Their", + "thereby", + "while", + "Therefore", + "tandis", + "thus", + "During" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "conversely", + "therefore", + "accordingly", + "Consequently", + "meanwhile", + "Conversely", + "Consequently", + "Conversely", + "furthermore", + "Therefore", + "Similarly", + "consequently", + "thus", + "Therefore", + "hence", + "Meanwhile", + "likewise", + "Similarly", + "Likewise", + "Furthermore", + "thereby", + "secondly", + "demikian", + "Likewise", + "zatem", + "Thus" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Consequently", + "therefore", + "accordingly", + "Conversely", + "Therefore", + "Conversely", + "conversely", + "Therefore", + "consequently", + "furthermore", + "Furthermore", + "Similarly", + "Meanwhile", + "Similarly", + "meanwhile", + "They", + "Likewise", + "Their", + "hence", + "Hence", + "Furthermore", + "thus", + "Thus", + "Recently", + "correspondingly" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "therefore", + "Therefore", + "Consequently", + "Conversely", + "accordingly", + "Therefore", + "Similarly", + "consequently", + "conversely", + "furthermore", + "Conversely", + "They", + "Their", + "Furthermore", + "Likewise", + "hence", + "Hence", + "Similarly", + "This", + "thus", + "Meanwhile", + "Together", + "Recently", + "Their" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Conversely", + "Therefore", + "Consequently", + "conversely", + "Furthermore", + "Conversely", + "therefore", + "Likewise", + "Similarly", + "furthermore", + "Hence", + "consequently", + "Secondly", + "Therefore", + "accordingly", + "This", + "hence", + "secondly", + "correspondingly", + "Likewise", + "However", + "They", + "Thus", + "Simultaneously", + "Collectively", + "thus", + "Furthermore", + "These" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Consequently", + "Therefore", + "Consequently", + "Conversely", + "conversely", + "therefore", + "Similarly", + "consequently", + "Likewise", + "Conversely", + "Therefore", + "Such", + "Furthermore", + "Meanwhile", + "meanwhile", + "Secondly", + "furthermore", + "However", + "Should", + "Simultaneously", + "Hence", + "thereby", + "Rigid" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Therefore", + "Consequently", + "therefore", + "conversely", + "Similarly", + "Conversely", + "consequently", + "Such", + "Likewise", + "Conversely", + "Furthermore", + "Should", + "Therefore", + "Meanwhile", + "furthermore", + "Researchers", + "correspondingly", + "However", + "consequ", + "Yet", + "endif", + "Secondly", + "Deformation", + "Rigid" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "Therefore", + "Such", + "consequently", + "Consequently", + "Similarly", + "Larger", + "Smaller", + "Secondly", + "Conversely", + "Longer", + "Such", + "Rigid", + "Furthermore", + "Researchers", + "Variations", + "therefore", + "Increased", + "Deformation", + "Yet", + "Considering", + "Likewise", + "correspondingly", + "conversely", + "These", + "LessThan", + "Locally", + "Barriers" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Flexible", + "Rigid", + "More", + "Such", + "Linear", + "When", + "For", + "Furthermore", + "Solid", + "Strong", + "In", + "These", + "Consequently", + "Increased", + "Nonlinear", + "Deformation", + "High", + "Higher", + "Elastic", + "Therefore", + "Larger", + "Small", + "Longer", + "If", + "Ge", + "Continuous", + "Weak", + "Residual", + "Smaller", + "To" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 97046, + 184247, + 194536, + 146385, + 163594, + 103690, + 92291, + 31755, + 75076, + 34698, + 50293, + 84527, + 43860, + 33682, + 5470, + 22762, + 28096, + 38476, + 43896, + 2039, + 2594, + 1789, + 5386, + 4465, + 3949, + 3304 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 207673, + 218555, + 190580, + 180528, + 122583, + 68618, + 22388, + 81630, + 54700, + 6113, + 19140, + 63473, + 140645, + 204434, + 45951, + 111126, + 137320, + 89108, + 130831, + 64665, + 45182, + 10028, + 20327, + 20888, + 24672, + 91909 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 185336, + 223557, + 222868, + 232987, + 234124, + 162016, + 64889, + 145873, + 89740, + 23261, + 7035, + 894, + 855, + 402, + 825, + 13549, + 4716, + 6820, + 32387, + 5919, + 3943, + 1780, + 1509, + 1235, + 155, + 743 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 39983, + 191474, + 185642, + 166771, + 51495, + 197219, + 237491, + 106099, + 119823, + 2505, + 1511, + 1065, + 3395, + 2859 + ] + }, + { + "label": "bowing", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 141876, + 26682, + 1044, + 1464, + 225446, + 37611, + 12352, + 144089, + 33157, + 3369, + 1167, + 1143, + 2352, + 1263 + ] + }, + { + "label": "strengthening", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 242049, + 165905, + 75612, + 83163, + 160864, + 124137, + 48930, + 26362, + 1106, + 203, + 99, + 11, + 43, + 71 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 25.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "when", + "score": 12.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "density", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "forcing", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "individuals", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "entities", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "able", + "output_checked": true + }, + { + "concept": "gaps", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "around", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 6.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "accommodate", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "to", + "output_checked": true + }, + { + "concept": "interstices", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "tighter", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "between", + "output_checked": true + }, + { + "concept": "these", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "through", + "output_checked": true + }, + { + "concept": "complexity", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "geometries", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Flexible", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hear", + "output_checked": true + }, + { + "concept": "crossing", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "pass", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "hear", + "output_checked": true + }, + { + "concept": "obstruction", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "able", + "output_checked": true + }, + { + "concept": "propagating", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "discontinuities", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "through", + "output_checked": true + }, + { + "concept": "bottleneck", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "channels", + "output_checked": true + }, + { + "concept": "quarters", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "able", + "output_checked": true + }, + { + "concept": "was", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "several", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "structures", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "able", + "output_checked": true + }, + { + "concept": "counterparts", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "hear", + "output_checked": true + }, + { + "concept": "conversely", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "helps", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "costs", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Reducing", + "output_checked": true + }, + { + "concept": "words", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "between", + "output_checked": true + }, + { + "concept": "nodes", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "reduces", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "propagate", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "must", + "output_checked": true + }, + { + "concept": "densely", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "through", + "output_checked": true + }, + { + "concept": "sustainability", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Reducing", + "output_checked": true + }, + { + "concept": "collapse", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "curving", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "decrease", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "neighborhood", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "relevance", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "examples", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "between", + "output_checked": true + }, + { + "concept": "become", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "must", + "output_checked": true + }, + { + "concept": "their", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "intensity", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "allows", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "sentences", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "between", + "output_checked": true + }, + { + "concept": "occur", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "must", + "output_checked": true + }, + { + "concept": "ferromagnetic", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "nons", + "output_checked": true + }, + { + "concept": "objects", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "able", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Flexible", + "output_checked": true + }, + { + "concept": "pressure", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "springs", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "line", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "rhetoric", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "impenetrable", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "able", + "output_checked": true + }, + { + "concept": "geometry", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "resistive", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "superconduct", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "defects", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "quantos", + "ervan", + "punkte", + "nada", + "Hail", + "undos", + "trump", + "Kwa", + "wand", + "anque", + "yclerView" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "tons", + "lev", + "opat", + "Sob", + "Mannes", + "grac", + "Prote", + "trem", + "stir", + "Bog", + "Cann", + "Beg", + "gag", + "Schle", + "gham", + "ker", + "Cole", + "Rid", + "Dorn", + "olyte" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "rid", + "lev", + "tons", + "blot", + "mou", + "stir", + "gham", + "Av", + "Pres", + "Cann", + "Rid", + "dim", + "Proc", + "grac", + "ott", + "chum", + "rake" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "champ", + "stir", + "def", + "olas", + "dim", + "Trotz", + "tun", + "Ham", + "tons", + "alk", + "Sod", + "lev", + "ilj", + "grac", + "ac", + "fam", + "pan", + "rock", + "essional", + "tfrac", + "olyte", + "chum" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "grac", + "lev", + "Grac", + "ago", + "dim", + "tun", + "motifs", + "champ", + "scor", + "Beet", + "pan", + "stir", + "ilers", + "ocrine", + "rid", + "tons", + "brake", + "Lys", + "snag", + "fam", + "chap" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "rem", + "ilers", + "atus", + "WOR", + "hst", + "ORS", + "oben", + "yn", + "idence", + "side", + "Vo", + "Su", + "sn", + "sulph", + "su", + "susp", + "VERE", + "Sed", + "rake", + "ors", + "fin" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "trading", + "don", + "seq", + "tools", + "tool", + "dal", + "remen", + "bro", + "kick", + "owned", + "MI", + "HI", + "six", + "turbo" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "sol", + "tools", + "lives", + "tool", + "tail", + "trading", + "dal", + "NRC", + "demos", + "seq", + "simple", + "mei", + "turbo", + "remen", + "nas", + "HI", + "isable", + "dye", + "Lives", + "rem", + "Zealand" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "sol", + "tools", + "lives", + "record", + "tail", + "nop", + "rem", + "select", + "Select", + "Green", + "HI", + "demos", + "pur", + "linear", + "MI", + "tool", + "Zealand", + "nas", + "seq", + "Sol", + "chef", + "NRC", + "dye" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "Select", + "tattoo", + "discussed", + "OOSE", + "lives", + "select", + "subject", + "olved", + "talk", + "MOVIE", + "tch", + "dba", + "Linear", + "side", + "dynamic", + "scient", + "REST", + "Tos", + "greeting", + "discuss" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "MOVIE", + "CRED", + "Greet", + "talk", + "greet", + "Tos", + "ransom", + "Talk", + "tter", + "greeting", + "tattoo", + "linear", + "dj", + "Nas", + "CUSTOM", + "sas", + "ettle", + "toc", + "Meals", + "Otto", + "SRS", + "Resolve", + "data", + "TC", + "fetch" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "iest", + "bag", + "erste", + "TableRow", + "olve", + "rion", + "athon", + "ladder", + "lacht", + "stress", + "SCRE", + "ilj", + "recovery", + "trin", + "rin", + "ucin", + "Rechnung", + "tread", + "bros", + "pick", + "assi" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "reheat", + "lick", + "blow", + "dictionaries", + "discounting", + "restart", + "buttonclick", + "backdrop", + "orith", + "deck", + "cocks", + "playlists", + "itoa", + "authenticate", + "hnung", + "flashbacks", + "shake", + "demek", + "alerting" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ogado", + "kund", + "jogar", + "god", + "God", + "olone", + "Dlatego", + "chut", + "delt", + "ayet", + "solle", + "deka", + "punt", + "dzie", + "ostante", + "holz", + "golfer", + "hrte", + "gor", + "gressive", + "disclosures" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "fect", + "logic", + "olidated", + "Rew", + "Dadurch", + "ques", + "routed", + "prong", + "ECT", + "logic", + "undocumented", + "Proj", + "syll", + "logical", + "SPC", + "jah" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "wir", + "fq", + "sped", + "igat", + "osp", + "uned", + "welt", + "grond", + "argue", + "tti", + "undocumented", + "harder", + "truncated", + "Verw", + "ospel", + "ough", + "augh", + "tier", + "dum", + "ricost" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "accordingly", + "penj", + "correspondingly", + "emies", + "ilm", + "spf", + "STRUCT" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "builtin", + "meanwhile", + "accordingly", + "correspondingly", + "Otherwise", + "meantime", + "therefore", + "forEach", + "spatially", + "coinChange", + "localObject", + "Meanwhile", + "nonetheless", + "symmetry" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "therefore", + "consequently", + "Consequently", + "accordingly", + "thus", + "However", + "Similarly", + "thereby", + "therefore", + "meanwhile", + "Consequently", + "these", + "These", + "however", + "Therefore", + "Similarly", + "this", + "Secondly", + "Thus" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "consequently", + "Consequently", + "accordingly", + "therefore", + "Therefore", + "thus", + "correspondingly", + "thereby", + "this", + "Furthermore", + "However", + "Thus", + "hence", + "therefore" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "therefore", + "consequently", + "Consequently", + "Therefore", + "accordingly", + "thus", + "this", + "thereby", + "correspondingly", + "therefore", + "Similarly", + "Stress", + "Therefore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "stiff", + "Therefore", + "therefore", + "Conversely", + "Strengthening", + "Furthermore", + "Rigid", + "furthermore", + "correspondingly", + "Stress", + "Similarly", + "stiffer", + "However", + "thicker", + "thereby", + "conversely", + "thus", + "this", + "Simultaneously" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Consequently", + "stiff", + "Therefore", + "Consequently", + "This", + "Rigid", + "consequently", + "These", + "stiffer", + "Stress", + "Furthermore", + "Conversely", + "therefore", + "Similarly", + "correspondingly", + "thicker", + "Thick", + "Therefore", + "viscous", + "tighter", + "thus", + "Thus", + "Likewise", + "Topological" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Rigid", + "Therefore", + "Consequently", + "stiff", + "This", + "consequently", + "These", + "rigid", + "therefore", + "correspondingly", + "Similarly", + "Conversely", + "Therefore", + "stiffer", + "rigid", + "Furthermore", + "viscous", + "Stress", + "Thus", + "This", + "Because", + "Properly", + "Likewise", + "However", + "thus", + "Whether" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "Rigid", + "consequently", + "This", + "stiff", + "therefore", + "Therefore", + "Increasing", + "Consequently", + "Strong", + "correspondingly", + "stiffer", + "Conversely", + "Higher", + "Stress", + "tighter", + "Excessive", + "Strengthening", + "These", + "Furthermore", + "Similarly", + "Tight", + "Increases", + "Locally", + "thicker", + "Increased", + "Significant", + "Longer", + "harder", + "Thick" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "Rigid", + "When", + "The", + "Elastic", + "These", + "Strong", + "In", + "More", + "Consequently", + "High", + "Furthermore", + "Solid", + "To", + "Non", + "Flexible", + "Therefore", + "Mechanical", + "Plastic", + "Shear", + "If", + "Such", + "Hard", + "Higher", + "Stress", + "Increasing", + "Fracture", + "Stable", + "Nonlinear", + "For", + "Increased", + "St" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "between", + "output_checked": true + }, + { + "concept": "around", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "complexity", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "when", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "density", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "membranes", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Flexible", + "output_checked": true + }, + { + "concept": "gaps", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "occur", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "must", + "output_checked": true + }, + { + "concept": "nodes", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "reduces", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "interstices", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ello", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "able", + "output_checked": true + }, + { + "concept": "improves", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "costs", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Reducing", + "output_checked": true + }, + { + "concept": "accommodate", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "words", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "between", + "output_checked": true + }, + { + "concept": "propagate", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "must", + "output_checked": true + }, + { + "concept": "lamang", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "reheat", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "pass", + "output_checked": true + }, + { + "concept": "cev", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "able", + "output_checked": true + }, + { + "concept": "Stein", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "entities", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "able", + "output_checked": true + }, + { + "concept": "overcome", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "entre", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "sentences", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "between", + "output_checked": true + }, + { + "concept": "regions", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "through", + "output_checked": true + }, + { + "concept": "elements", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "able", + "output_checked": true + }, + { + "concept": "Costs", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "Reducing", + "output_checked": true + }, + { + "concept": "compressive", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "pressure", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "proportionally", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "springs", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "line", + "output_checked": true + }, + { + "concept": "densely", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "through", + "output_checked": true + }, + { + "concept": "created", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "channels", + "output_checked": true + }, + { + "concept": "ROTATE", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "able", + "output_checked": true + }, + { + "concept": "heapq", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "must", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "wakeup", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "reopen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "hear", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "able", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "lesquelles", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "Flexible", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "reasoning", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "pass", + "output_checked": true + }, + { + "concept": "sponge", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "okt", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "ilm", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "Downs", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Reducing", + "output_checked": true + }, + { + "concept": "symmetrically", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "isotropic", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "nons", + "output_checked": true + }, + { + "concept": "kapas", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "defenses", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "line", + "output_checked": true + }, + { + "concept": "Increased", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "channels", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "items", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "between", + "output_checked": true + }, + { + "concept": "interfering", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "nons", + "output_checked": true + }, + { + "concept": "examples", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "hear", + "output_checked": true + }, + { + "concept": "Spannung", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "increases", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-particle-strengthening-03__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-particle-strengthening-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-particle-strengthening-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-particle-strengthening-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-particle-strengthening-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Nonshearable particle obstacles 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A dispersion-treated alloy contains hard particles embedded in a softer matrix. Mobile lattice imperfections wrap around the particles rather than passing through them.", + "prompt_tail": "sion-treated alloy contains hard particles embedded in a softer matrix. Mobile lattice imperfections wrap around the particles rather than passing through them.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-particle-strengthening-04", + "carrier_id": null, + "target_family": "particle-strengthening", + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "each", + "generated_token_ids": [ + 17136 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 2396, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 3060 + }, + { + "label": "bowing", + "best_rank": 5381, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 235 + }, + { + "label": "strengthening", + "best_rank": 409, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 203 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "leness", + "ients", + "orry", + "them", + "therefor", + "outh", + "able", + "arl", + "etc", + "accordingly", + "ammed", + "ossen", + "asion", + "oses", + "lle", + "oraz", + "iken", + "wm", + "ikal", + "ependant", + "hereby", + "furthermore" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "thing", + "ses", + "guys", + "basically", + "lle", + "etc", + "leness", + "sic", + "zis", + "lly", + "t", + "d", + "ie", + "hence", + "yeah", + "zes", + "nty", + "eded", + "wes", + "nto", + "ited", + "ided", + "outh", + "ids", + "ii", + "ients", + "fty", + "persons" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "etc", + "etc", + "basically", + "lle", + "sic", + "dll", + "outh", + "guys", + "Also", + "yeah", + "wie", + "ain", + "nty", + "them", + "thru", + "wes", + "btw", + "thru", + "lly", + "nto", + "guys", + "t", + "d", + "anybody", + "alike", + "lli" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "oides", + "gonna", + "eyer", + "udos", + "woods", + "leness", + "zis", + "hy", + "ieurs", + "goers", + "oths", + "hiy", + "ogt", + "persons", + "yers", + "Jews", + "onis", + "persons", + "akka", + "ndo", + "ndon", + "autas", + "lly", + "enka", + "tics", + "hoi", + "arge", + "ued", + "ided" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "everybody", + "anybody", + "persons", + "basically", + "somebody", + "ow", + "arge", + "ided", + "eyer", + "oides", + "zis", + "guy", + "standpoint", + "eded", + "sic", + "oing", + "AKA", + "guy", + "ued", + "eway", + "udos", + "leness", + "ndo", + "lly", + "dude", + "oid" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "everybody", + "which", + "therefore", + "Also", + "anybody", + "Characteristics", + "persons", + "gonna", + "able", + "because", + "somebody", + "basically", + "because", + "eyer", + "secondly", + "also", + "according", + "hy", + "According", + "afterwards", + "although", + "therefore", + "numberOf", + "oides", + "leness" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "therefore", + "which", + "they", + "landers", + "UIT", + "them", + "Approximately", + "Characteristics", + "ially", + "persons", + "characteristics", + "edly", + "arily", + "leness", + "the", + "their", + "wards", + "themselves", + "toward", + "utta", + "therefore", + "Additionally", + "ittet", + "thus", + "ometime" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "therefore", + "furthermore", + "thereby", + "whereas", + "thus", + "persons", + "therefore", + "neither", + "thereto", + "leness", + "itory", + "Furthermore", + "sequently", + "Moreover", + "Furthermore", + "UIT", + "which", + "rather", + "utti", + "therewith", + "Characteristics", + "characteristics", + "hence", + "alike", + "moreover", + "whereupon", + "aceous", + "whereas", + "ients", + "regarded" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "gesellschaft", + "aminar", + "agglomer", + "hydrophilic", + "rather", + "Furthermore", + "thereby", + "Furthermore", + "jac", + "regated", + "furthermore", + "characteristic", + "urally", + "scopic", + "laminar", + "Characteristics", + "Gesellschaft", + "characteristics", + "aceous", + "polyethylene", + "cyclo", + "spatially", + "bire", + "Coriolis", + "olites", + "loid", + "rather", + "whereas", + "Hydro", + "ivorous" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "aminar", + "superconduct", + "agglomer", + "subsurface", + "molecular", + "characteristic", + "laminar", + "olecular", + "hydrophilic", + "permeable", + "impermeable", + "microscopic", + "macroscopic", + "Waals", + "metallurgical", + "bacter", + "hydroxyl", + "transdu", + "acetyl", + "spatially", + "hydrodynamic", + "anthropogenic", + "chemot", + "molecular", + "microm", + "lubric", + "pher", + "polyethylene", + "adsor", + "Induced", + "ascin", + "permeability" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "aminar", + "subsurface", + "molecular", + "impermeable", + "laminar", + "inert", + "characteristic", + "olecular", + "superconduct", + "molecular", + "ohydro", + "nikov", + "transdu", + "spatially", + "impervious", + "observed", + "analogous", + "distal", + "tunneling", + "isotopic", + "supercritical", + "xylem", + "aternary", + "species", + "geom", + "undisturbed", + "microscopic", + "observable", + "permeable", + "ylem", + "metallurgical" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "undisturbed", + "subsurface", + "prevent", + "preventing", + "aminar", + "nuclear", + "spatially", + "inactiv", + "aternary", + "characteristic", + "bacter", + "migrating", + "transmembrane", + "unidirectional", + "transferring", + "containment", + "terminate", + "ceptible", + "induced", + "molecular", + "protect", + "inhibiting", + "Prevent", + "traversing", + "impermeable", + "molecular", + "confined", + "internalized" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "prevent", + "preventing", + "protect", + "protecting", + "undisturbed", + "confining", + "protects", + "prevent", + "inhibiting", + "inactiv", + "protective", + "prevents", + "Prevent", + "preferentially", + "protect", + "inhibitory", + "nuclear", + "separation", + "protection", + "mencegah", + "unidirectional" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "prevent", + "preventing", + "confining", + "distinguish", + "Characteristic", + "protect", + "prevent", + "unlike", + "distinguishes", + "undisturbed", + "diferenci", + "mencegah", + "prevents", + "distinguishing", + "Prevent", + "Induced", + "characteristic", + "characteristic", + "differentiates", + "Consequently" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "characterized", + "demonstrating", + "several", + "Consequently", + "whereby", + "characterizing", + "increasingly", + "Consequently", + "helping", + "During", + "thereby", + "wherein", + "suggesting", + "consequently", + "influencing", + "characterised", + "during", + "making", + "providing", + "significantly", + "whereas", + "ensuring", + "indicating", + "illustrating", + "various", + "simultaneously", + "Furthermore", + "showcasing", + "Ultimately", + "symbolizing", + "therefore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "During", + "Consequently", + "Consequently", + "Furthermore", + "Because", + "During", + "Ultimately", + "Ultimately", + "According", + "Eventually", + "Eventually", + "Subsequently", + "This", + "Subsequently", + "Also", + "Their", + "Because", + "Several", + "Their", + "Similarly", + "Conversely", + "Successfully", + "Conversely", + "because", + "This", + "Therefore", + "Also", + "simultaneously", + "Similarly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "Consequently", + "Furthermore", + "During", + "Similarly", + "Similarly", + "Conversely", + "furthermore", + "During", + "whereas", + "thereby", + "Meanwhile", + "consequently", + "Furthermore", + "meanwhile", + "Conversely", + "Then", + "Also", + "According", + "similarly", + "Secondly", + "Subsequently", + "correspondingly", + "conversely", + "This", + "therefore", + "Because", + "examples", + "According", + "Also", + "accordingly", + "likewise" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "During", + "consequently", + "this", + "They", + "These", + "Their", + "During", + "Consequently", + "meanwhile", + "furthermore", + "Equally", + "these", + "therefore", + "These", + "Their", + "Consequently", + "conversely", + "This", + "accordingly", + "Meanwhile", + "lately", + "Which", + "thereby", + "Compared", + "Simultaneously", + "Therefore", + "Similarly", + "Examples", + "Recently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Their", + "Their", + "They", + "Its", + "theirs", + "mselves", + "Rather", + "Recently", + "Lately", + "They", + "Consequently", + "lately", + "Unless", + "Conversely", + "Yet", + "Recently", + "nThe", + "This", + "Its", + "whereas", + "Recent", + "Along", + "Compared", + "Compared", + "Unless", + "Recent" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Their", + "This", + "Their", + "There", + "They", + "Consequently", + "nThe", + "Compared", + "Furthermore", + "Its", + "Recent", + "Recently", + "Consequently", + "Its", + "Similarly", + "Meanwhile", + "There", + "During", + "Such", + "Along", + "Unless", + "Recent", + "Conversely", + "Compared", + "Each", + "Moreover", + "During", + "Unless", + "mselves", + "Lately", + "Such", + "Conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Their", + "This", + "Their", + "They", + "Recent", + "There", + "Consequently", + "nThe", + "Recently", + "Recent", + "Compared", + "Consequently", + "Such", + "Similarly", + "Unless", + "Lately", + "Unless", + "While", + "Its", + "Its", + "Furthermore", + "Conversely", + "Each", + "Historically", + "There", + "Therefore", + "Today", + "Such", + "Along", + "Assume", + "This", + "They" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "They", + "Their", + "This", + "Consequently", + "Furthermore", + "Hence", + "Recent", + "Unless", + "Consequently", + "Their", + "Likewise", + "Unless", + "Recently", + "There", + "Therefore", + "They", + "Such", + "Welcome", + "Secondly", + "LessThan", + "Conversely", + "Similarly", + "nThe", + "These", + "Threats", + "Yet", + "Dieser", + "Each", + "Recent", + "Recently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Weak", + "Weak", + "weak", + "Errors", + "weak", + "ErrorMessage", + "Exceptions", + "othesis", + "union", + "WithError", + "Learn", + "Biological", + "Certain", + "Their", + "etric", + "dent", + "Birth", + "Fehler", + "achet", + "Streams", + "pray", + "coli", + "Handball", + "ardini" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Weak", + "othesis", + "Weak", + "dent", + "union", + "weak", + "THAN", + "ACH", + "Learn", + "weak", + "Errors", + "chew", + "opath", + "weakness", + "Pray", + "Repeat", + "Subs", + "ball" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ayet", + "ATHER", + "erset", + "OfThe", + "Authentication", + "biggr", + "Learn", + "gel", + "east", + "USING", + "ature", + "Heading", + "strated", + "coli", + "ettle", + "eted", + "Bears", + "rollers", + "etli", + "themselves", + "Unt", + "bye" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "each", + "ument", + "bait", + "bar", + "belongs", + "hat", + "enter", + "continuous", + "band", + "event", + "equipment", + "arthen", + "other", + "Progressive", + "ula", + "here", + "free", + "plus", + "apply", + "Attrition", + "set", + "geom", + "Diss", + "The", + "blank", + "build", + "progressive", + "again", + "size", + "under", + "evenly", + "length" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 108190, + 219669, + 230126, + 149591, + 104129, + 41367, + 20938, + 10309, + 5042, + 3239, + 2397, + 6270, + 7785, + 13527, + 3897, + 10931, + 36161, + 17453, + 24934, + 3092, + 4516, + 6329, + 4155, + 10129, + 30370, + 13033 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 193256, + 204230, + 163080, + 75155, + 34548, + 40689, + 19325, + 77749, + 35909, + 48150, + 51526, + 79523, + 80941, + 93910, + 36664, + 101837, + 141253, + 125244, + 121507, + 78675, + 34278, + 9595, + 5382, + 6461, + 33802, + 120778 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 156935, + 234697, + 238939, + 255396, + 257687, + 170793, + 64700, + 118152, + 68396, + 11463, + 28794, + 71798, + 28059, + 68385, + 522, + 12374, + 6738, + 5424, + 56840, + 7831, + 2769, + 410, + 487, + 1652, + 257, + 2507 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 72804, + 192567, + 173442, + 220381, + 93118, + 189203, + 212258, + 102316, + 150739, + 6245, + 3061, + 4111, + 5888, + 6722 + ] + }, + { + "label": "bowing", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 128394, + 24612, + 236, + 473, + 210241, + 41665, + 12720, + 78149, + 12833, + 30777, + 5640, + 37754, + 17893, + 7447 + ] + }, + { + "label": "strengthening", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 246046, + 47083, + 42259, + 77481, + 197260, + 93060, + 69433, + 78572, + 3054, + 811, + 392, + 204, + 3634, + 1755 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 18.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "dispersion", + "output_checked": true + }, + { + "concept": "these", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "around", + "output_checked": true + }, + { + "concept": "individuals", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Mobile", + "output_checked": true + }, + { + "concept": "which", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "atoms", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "within", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "embedded", + "output_checked": true + }, + { + "concept": "several", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "causing", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "being", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "than", + "output_checked": true + }, + { + "concept": "mineral", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "photography", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "were", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "soil", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "exfol", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "encir", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "around", + "output_checked": true + }, + { + "concept": "toughness", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "instead", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "than", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "refers", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "dispersion", + "output_checked": true + }, + { + "concept": "that", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "diagram", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "dispersion", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "dispersed", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "due", + "score": 3.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "them", + "output_checked": true + }, + { + "concept": "scientific", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "dispersion", + "output_checked": true + }, + { + "concept": "polymers", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "mobility", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Mobile", + "output_checked": true + }, + { + "concept": "microscopic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "crossing", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "passing", + "output_checked": true + }, + { + "concept": "tunnels", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "through", + "output_checked": true + }, + { + "concept": "laboratory", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "mineralization", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "eutectic", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "alike", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "Crossing", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "passing", + "output_checked": true + }, + { + "concept": "became", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "dispersion", + "output_checked": true + }, + { + "concept": "documentary", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "alongside", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "embedded", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "larger", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "backdrop", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "softer", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "exemplifies", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "varying", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "oxides", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "Their", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "They", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "alloying", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "are", + "score": 2.0, + "best_rank": 2, + "best_depth": 78.0, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "torno", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "geometry", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "impervious", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "them", + "output_checked": true + }, + { + "concept": "experimental", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "subterranean", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "embedded", + "output_checked": true + }, + { + "concept": "nearby", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "spatially", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "rather", + "output_checked": true + }, + { + "concept": "resistant", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "them", + "output_checked": true + }, + { + "concept": "undisturbed", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "smarter", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "quantos", + "Kwa", + "ervan", + "trump", + "undos", + "punkte", + "wand", + "anque", + "urnya", + "Hail", + "addRow" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "grac", + "opat", + "tons", + "trem", + "Cole", + "Mannes", + "Sob", + "blot", + "Prote", + "Cann", + "olyte", + "Sen", + "Beg", + "Lamb", + "Dorn", + "Carg" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "blot", + "champ", + "trem", + "Mannes", + "lev", + "opat", + "gham", + "muut", + "pit", + "rum", + "tun", + "rid", + "tons", + "grac", + "nab", + "ott", + "ment", + "codes", + "plo", + "Pres", + "kin", + "ums", + "Blot" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "champ", + "tun", + "chal", + "chn", + "Reis", + "def", + "ilj", + "alk", + "dre", + "Mani", + "rum", + "essional", + "tfrac", + "Ce", + "ilg", + "muut", + "cam", + "glob", + "trem", + "usan", + "instrument" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "Reis", + "champ", + "dim", + "rum", + "Mani", + "def", + "dre", + "chap", + "essional", + "ilers", + "tamp", + "Mannes", + "tun", + "Tit", + "ilj", + "cam", + "dip", + "glob", + "bata", + "Chap", + "olyte" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "sn", + "Vo", + "yn", + "rem", + "side", + "Su", + "hst", + "ual", + "idence", + "WOR", + "VERE", + "yp", + "orel", + "su", + "wyst", + "atus", + "cat", + "illing" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "Er", + "Green", + "tools", + "Werk", + "HI", + "Sol", + "bro", + "kick", + "Vo", + "remen", + "duct", + "seq", + "ual", + "lim", + "Vo" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "sol", + "tool", + "HI", + "remen", + "tail", + "simple", + "don", + "dal", + "bro", + "turbo", + "rem", + "ormap", + "das", + "dad", + "kick" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "sol", + "tool", + "remen", + "tools", + "HI", + "linear", + "record", + "simple", + "demos", + "Green", + "kick", + "bro", + "Sol", + "lives", + "duct", + "serial", + "proj" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "Select", + "data", + "dynamic", + "var", + "subject", + "proj", + "lives", + "fetch", + "tattoo", + "sus", + "select", + "idyl", + "ettle", + "remen", + "OOSE", + "felt", + "Tos", + "betre", + "discuss", + "pur", + "greet", + "HI", + "delegate", + "greeting", + "holder" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "RECE", + "linear", + "greet", + "CUSTOM", + "Greet", + "data", + "Tos", + "lives", + "fetch", + "greeting", + "cuk", + "Lives", + "usel", + "isselle", + "titles", + "listener", + "peacefully", + "Dabei", + "subject", + "sleeping", + "calls", + "dynamic", + "SERVICE" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "tread", + "STE", + "repeat", + "sang", + "bag", + "FLE", + "swing", + "PAS", + "alh", + "rion", + "erat", + "Repeat", + "occas", + "meli", + "rung", + "SPEAK", + "ecer", + "iega", + "tall", + "turt", + "nargs", + "TableRow", + "ANCED", + "Rechnung", + "fewest", + "repeat" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "dictionaries", + "Shake", + "lick", + "shake", + "httpClient", + "diction", + "druck", + "playlists", + "pickle", + "Greet", + "cama", + "despert", + "gelegen", + "cyclopent", + "hnung", + "etak", + "pihak" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "punt", + "Dlatego", + "God", + "grud", + "cour", + "kund", + "bilgiler", + "toch", + "hrte" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "logique", + "Jahres", + "logic", + "aisl", + "prong", + "dabei", + "wise", + "igste", + "verw", + "logic", + "logical", + "Gav", + "Rew", + "ques", + "logit" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "wir", + "afect", + "tti", + "osp", + "Verw", + "verw", + "idium", + "wert", + "archae", + "rape", + "ectors", + "casilla", + "ausge", + "lobe", + "ques", + "duke", + "sped", + "opf", + "dum", + "wij", + "welt", + "strokes" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "Trou", + "arquitet", + "swirl" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "strcpy", + "sleep", + "boil", + "Clos", + "Peters", + "hbox" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "thereby", + "This", + "together", + "hence", + "Explain", + "Consequently", + "Together", + "Consequently", + "except", + "Thus", + "Traditionally", + "These", + "Troubles", + "nThe", + "Similarly", + "thus", + "Therefore", + "Causes", + "Along", + "Together" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Consequently", + "Consequently", + "Their", + "Their", + "This", + "Subsequently", + "Simultaneously", + "Causes", + "nThe", + "Hence", + "Causes", + "Such", + "this", + "Because", + "During", + "Defects", + "Thus", + "Similarly" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Consequently", + "Consequently", + "Bunun", + "This", + "Their", + "Hence", + "Such", + "Similarly", + "Their", + "nThe", + "Therefore", + "During", + "Instead", + "Explain", + "this", + "Causes", + "thereby", + "Observe", + "Dieser" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Consequently", + "During", + "Consequently", + "Otherwise", + "Recently", + "Their", + "This", + "Due", + "Causes", + "Bunun", + "Hosts", + "Therefore", + "Similarly", + "During", + "Este", + "Conversely", + "Simultaneously", + "These", + "Cause", + "Certain", + "Hence", + "Examples", + "Assumptions", + "They", + "However" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "This", + "Passing", + "Both", + "Such", + "During", + "These", + "Passing", + "Consequently", + "During", + "Certain", + "Such", + "Recently", + "Both", + "Simultaneously", + "Therefore", + "Due", + "Transport", + "Examples", + "Issues", + "Hence", + "Passes", + "These", + "Their", + "Assumptions", + "Issues", + "They", + "When" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Consequently", + "Both", + "This", + "Passing", + "These", + "Their", + "During", + "During", + "Passing", + "Such", + "They", + "Consider", + "Therefore", + "Recently", + "Neither", + "When", + "Both", + "Assuming", + "Consequently", + "Simultaneously", + "Traditional", + "These", + "Similarly", + "Certain", + "Due" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Consequently", + "This", + "Such", + "Such", + "During", + "Both", + "These", + "Passing", + "Consequently", + "During", + "Passing", + "Their", + "Both", + "Crossing", + "consequently", + "Representations", + "Typical", + "Initially", + "These", + "Initially", + "They", + "Therefore" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "In", + "These", + "Such", + "For", + "When", + "Dispersion", + "A", + "Mobile", + "Both", + "Hard", + "Instead", + "Passing", + "During", + "Consequently", + "Lattice", + "Dislocations", + "It", + "If", + "As", + "Mobility", + "Discrete", + "Particles", + "and", + "To", + "Dis", + "More", + "Pass", + "An", + "Furthermore", + "to" + ] + } + ], + "logit_surprising": [ + { + "concept": "dislocations", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "This", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "within", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "embedded", + "output_checked": true + }, + { + "concept": "these", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "around", + "output_checked": true + }, + { + "concept": "causing", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "than", + "output_checked": true + }, + { + "concept": "alloying", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "ilm", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "ausge", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "soil", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "debido", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "because", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "them", + "output_checked": true + }, + { + "concept": "dispersed", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "due", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "them", + "output_checked": true + }, + { + "concept": "interstit", + "score": 3.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "beats", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "dictionaries", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "rather", + "output_checked": true + }, + { + "concept": "beat", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "defects", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "diagram", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "dispersion", + "output_checked": true + }, + { + "concept": "spectroscopy", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "credits", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "sekal", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rather", + "output_checked": true + }, + { + "concept": "suscept", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "them", + "output_checked": true + }, + { + "concept": "flakes", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "embedded", + "output_checked": true + }, + { + "concept": "fewest", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Krzy", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Mobile", + "output_checked": true + }, + { + "concept": "steer", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "addition", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "around", + "output_checked": true + }, + { + "concept": "kontak", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "tread", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "unfor", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "softer", + "output_checked": true + }, + { + "concept": "kulit", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "overlapping", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "kilo", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "passing", + "output_checked": true + }, + { + "concept": "Ked", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "matrix", + "output_checked": true + }, + { + "concept": "reopen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "rather", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Fils", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "dazu", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "embedded", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "around", + "output_checked": true + }, + { + "concept": "anyway", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "bas", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "inserted", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "instead", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rather", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "powered", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "versus", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "exemplifies", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "both", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "porque", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "that", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "smooth", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "molecules", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "These", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "wrap", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "lignin", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "treated", + "output_checked": true + }, + { + "concept": "solute", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-particle-strengthening-04__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-particle-strengthening-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-particle-strengthening-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-particle-strengthening-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-particle-strengthening-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-particle-strengthening-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Nonshearable particle obstacles 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Two alloys contain the same particle fraction, but the alloy with finer obstacle spacing requires a larger applied stress to move its line defects.", + "prompt_tail": "Two alloys contain the same particle fraction, but the alloy with finer obstacle spacing requires a larger applied stress to move its line defects.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-particle-strengthening-05", + "carrier_id": null, + "target_family": "particle-strengthening", + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "continuous", + "generated_token_ids": [ + 37077 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 3178, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 5789 + }, + { + "label": "bowing", + "best_rank": 12806, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 191 + }, + { + "label": "strengthening", + "best_rank": 328, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 823 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "orry", + "ients", + "oraz", + "them", + "leness", + "furthermore", + "arl", + "iken", + "outh", + "able", + "etc", + "asion" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "alike", + "ie", + "wards", + "nto", + "d", + "ck", + "iew", + "ued", + "ided", + "outh", + "ii", + "ients", + "fty", + "ses", + "zes", + "ilst", + "thereof", + "wie", + "lli", + "arie", + "ieur", + "them", + "eded", + "sic", + "wes", + "angas", + "lly", + "nse", + "t" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "gonna", + "outh", + "ients", + "lle", + "lli", + "d", + "them", + "ie", + "iew", + "wards", + "wie", + "meanwhile", + "t", + "l", + "ue", + "ck", + "fty", + "thereof", + "etes", + "etc", + "junto", + "ain", + "arie", + "nto", + "ion", + "ort" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "ued", + "ided", + "zes", + "ieurs", + "yers", + "agy", + "sho", + "oused", + "goers", + "ogt", + "woman", + "lli", + "yet", + "thirds", + "woods", + "eyed", + "oths", + "dler", + "outh", + "lam", + "arena", + "yi", + "edly", + "udos", + "nga", + "tow" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ided", + "anybody", + "alike", + "lli", + "sho", + "stuffs", + "ow", + "arge", + "ients", + "edly", + "aid", + "yet", + "tow", + "ued", + "wards", + "arena", + "zes", + "bout", + "somebody", + "yers", + "guy", + "uate", + "zie", + "anes", + "yer", + "gonna", + "bunch", + "anded", + "eyer" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "otos", + "ided", + "ppo", + "lli", + "businesswoman", + "aided", + "vela", + "hes", + "although", + "eyeglasses", + "dler", + "videot", + "jes", + "anybody", + "her", + "aid", + "assisted", + "able", + "toward", + "geb", + "bia", + "consequently", + "otta", + "zik", + "engel", + "hi", + "aan", + "zz" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "than", + "consequently", + "that", + "than", + "toward", + "thereby", + "according", + "therefore", + "thus", + "accordingly", + "this", + "although", + "although", + "which", + "ield", + "while", + "less", + "however", + "compared", + "despite", + "According", + "Consequently", + "otta", + "because", + "during", + "towards", + "respectively", + "Although", + "concerning" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "whereas", + "than", + "thereby", + "consequently", + "thus", + "Moreover", + "therefore", + "Furthermore", + "than", + "Furthermore", + "meanwhile", + "moreover", + "hence", + "Consequently", + "whereas", + "compared", + "altogether", + "this", + "Consequently", + "although", + "Moreover", + "sequently", + "Hence", + "secondly", + "according", + "towards", + "although", + "nowadays", + "acial", + "concomit", + "which" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "than", + "Moreover", + "Furthermore", + "furthermore", + "than", + "Moreover", + "Furthermore", + "moreover", + "Than", + "consequently", + "irrespective", + "requiring", + "necessitating", + "although", + "whereas", + "although", + "magnetores", + "hence", + "towards", + "Hence", + "Consequently", + "Hence", + "thereby", + "Comparative", + "acial", + "thus", + "compared", + "anisotropic", + "apd", + "aceous", + "molar", + "concomit" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "resistive", + "magnetores", + "empirically", + "resistivity", + "tensile", + "experimentally", + "empirical", + "resist", + "qualitatively", + "metall", + "resistant", + "anisotropic", + "resisting", + "metallurgical", + "alloy", + "characteristic", + "experimental", + "torque", + "exhibiting", + "electrically", + "resistance", + "ductile", + "thermally", + "refractory", + "thermodynam", + "sustained", + "retard", + "reinforced", + "uphill", + "physiologically" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "resistive", + "resisting", + "resistant", + "resistance", + "resist", + "resistivity", + "resists", + "magnetores", + "experimentally", + "resistance", + "uphill", + "empirically", + "Resistance", + "torque", + "tensile", + "experimental", + "tested", + "MPa", + "resist", + "resistenza", + "resisted", + "refractory", + "resistances", + "resistencia", + "testing", + "differential", + "distinguishing" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "resisting", + "resistance", + "resist", + "testing", + "experimental", + "experimentally", + "resistive", + "empirically", + "despite", + "tested", + "suggesting", + "Experimental", + "toughness", + "resists", + "perplexing", + "tests", + "indicating", + "resistant", + "distinguishing", + "exhibiting", + "implying", + "resistance", + "uphill", + "magnetores", + "perceiving", + "investigating" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "compared", + "difference", + "differences", + "despite", + "comparison", + "contrary", + "comparing", + "disagree", + "dissimilar", + "contrast", + "comparative", + "disadvantage", + "differing", + "unfavorable", + "Differences", + "empirically", + "comparar", + "perbedaan", + "compar", + "compare", + "differential", + "disadvant", + "spite", + "empirical", + "Comparison", + "Comparison", + "Compared", + "inhibitory" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "despite", + "contrary", + "inhibitory", + "unfavorable", + "contradicts", + "contradicting", + "Despite", + "spite", + "negatively", + "paradox", + "uphill", + "inexplic", + "nonostante", + "despite", + "inexplicable", + "contradict", + "disagree", + "paradoxical", + "contradicted", + "Consequently", + "counteract", + "worsened", + "Conversely", + "INCREASE", + "scientists", + "blaming", + "empirically", + "worsening", + "physicist" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Conversely", + "Conversely", + "whatsoever", + "Consequently", + "oretically", + "Meanwhile", + "else", + "amt", + "furthermore", + "Consequently", + "conversely", + "Furthermore", + "Whereas", + "endum", + "likewise", + "owness", + "Yet", + "Whilst", + "agine", + "denn", + "soever", + "Likewise", + "Ultimately", + "opposed", + "Nevertheless", + "elessly", + "Similarly" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "Consequently", + "Consequently", + "Conversely", + "ertain", + "Furthermore", + "Similarly", + "Conversely", + "Meanwhile", + "accordingly", + "Nevertheless", + "mselves", + "likewise", + "Yet", + "Furthermore", + "Yet", + "Nevertheless", + "Similarly", + "alike", + "Likewise", + "Certainly", + "priori", + "Meanwhile", + "Hence", + "Their", + "soever", + "whatsoever", + "Likewise", + "igel" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Conversely", + "conversely", + "Furthermore", + "Meanwhile", + "meanwhile", + "Conversely", + "Similarly", + "else", + "Similarly", + "accordingly", + "Consequently", + "likewise", + "Consequently", + "Nevertheless", + "Furthermore", + "nonetheless", + "Likewise", + "Yet", + "anymore", + "nevertheless", + "mselves", + "Again", + "similarly", + "wondered", + "Yet", + "whatsoever", + "Subsequently", + "alternatively", + "ertain", + "therefore" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "Meanwhile", + "wondered", + "conversely", + "anymore", + "why", + "Why", + "vice", + "wondering", + "accordingly", + "explaining", + "alike", + "analyse", + "Equally", + "olz", + "discuss", + "explain", + "happening", + "explicando", + "nPlease" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Yours", + "nPlease", + "wondered", + "meanwhile", + "vice", + "ueva", + "Overview", + "olerance", + "ildet", + "mselves", + "Lately", + "Sorry", + "andez", + "ANGAN", + "Please", + "Meanwhile", + "Yet" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Explain", + "What", + "Describe", + "Explain", + "Meanwhile", + "Discuss", + "What", + "Describe", + "Explained", + "nPlease", + "Please", + "Its", + "Yours", + "explain", + "Explained", + "How", + "Why", + "describe", + "Along", + "Along", + "mselves", + "Considering", + "Details", + "Lately", + "AND", + "Recently", + "Regarding" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "What", + "What", + "Explain", + "Why", + "Discuss", + "Yours", + "Explain", + "Welcome", + "Meanwhile", + "Why", + "nPlease", + "How", + "Its", + "Describe", + "Please", + "Describe", + "nThe", + "Explained", + "How", + "explain", + "Their", + "Below", + "Competition", + "Welcome" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "txt", + "ImagePath", + "What", + "jpg", + "Explain", + "Discuss", + "jpeg", + "Welcome", + "coli", + "dll", + "Pics", + "json", + "jpeg", + "Uid", + "Stellen", + "quadratic", + "Steinberg", + "ANGAN", + "Why", + "Secondly", + "LEM", + "OND", + "paragraph", + "unim" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Explain", + "json", + "Explain", + "jpg", + "Meanwhile", + "pyplot", + "UMENT", + "chew", + "explain", + "What", + "Welcome", + "union", + "jel", + "balls", + "Mere", + "umble", + "otre", + "wm", + "OPEN", + "What" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "json", + "UMENT", + "Explain", + "chew", + "union", + "Explain", + "jpg", + "umble", + "OPEN", + "igate", + "jm", + "webm", + "paste", + "coli", + "LETTER", + "ANGAN", + "js", + "explain", + "aison" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "UMENT", + "umen", + "ument", + "igate", + "arrow", + "heading", + "OPEN", + "ARROW", + "Panjang", + "jpg", + "konen", + "bye", + "Explain", + "LETTER", + "webm", + "Meanwhile" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "continuous", + "event", + "union", + "delim", + "straight", + "mixed", + "formula", + "ument", + "part", + "fl", + "memo", + "material", + "scalar", + "flat", + "fine", + "metro", + "maxim", + "guess", + "flap", + "dig", + "balanced", + "intersection", + "elementary", + "user", + "say", + "broken", + "faith", + "query", + "arrow", + "integral", + "formatted", + "first" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 109107, + 235947, + 248791, + 201813, + 125101, + 52727, + 13010, + 3881, + 5424, + 4364, + 3179, + 5757, + 8228, + 26391, + 73743, + 105591, + 72066, + 66340, + 62747, + 36466, + 31053, + 44271, + 55667, + 97558, + 119700, + 24772 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 204269, + 205757, + 194610, + 76059, + 49872, + 26508, + 55505, + 110500, + 46012, + 21418, + 39094, + 58943, + 44914, + 63049, + 100390, + 211017, + 171811, + 132692, + 115871, + 79740, + 44822, + 15443, + 12807, + 16249, + 29396, + 84515 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 166058, + 236294, + 233263, + 254329, + 257442, + 81173, + 40071, + 109709, + 19134, + 2627, + 1001, + 329, + 1329, + 17505, + 84125, + 137413, + 19625, + 24767, + 157184, + 52827, + 34601, + 43547, + 66413, + 63606, + 43615, + 53317 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 55622, + 86415, + 103872, + 208267, + 62581, + 166400, + 163485, + 62152, + 108868, + 66812, + 28118, + 22054, + 5790, + 10905 + ] + }, + { + "label": "bowing", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 132227, + 128319, + 3902, + 192, + 196510, + 49120, + 48798, + 78156, + 3255, + 30201, + 9922, + 3537, + 4437, + 7520 + ] + }, + { + "label": "strengthening", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 197066, + 31612, + 30923, + 61661, + 123150, + 118760, + 54396, + 33915, + 2858, + 4099, + 4260, + 824, + 45710, + 83397 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 14.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "particles", + "score": 14.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "finer", + "output_checked": true + }, + { + "concept": "different", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "but", + "output_checked": true + }, + { + "concept": "more", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "identical", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "same", + "output_checked": true + }, + { + "concept": "compared", + "score": 8.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "was", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "higher", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ratio", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "both", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "contain", + "output_checked": true + }, + { + "concept": "whereas", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "amount", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "same", + "output_checked": true + }, + { + "concept": "differences", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "but", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "heavier", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "with", + "output_checked": true + }, + { + "concept": "for", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "faster", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "line", + "output_checked": true + }, + { + "concept": "obstruction", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "optimal", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "mixtures", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "also", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "each", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "but", + "output_checked": true + }, + { + "concept": "percentage", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "same", + "output_checked": true + }, + { + "concept": "achieve", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "consists", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "compositions", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "overcome", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "size", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "has", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 3.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "contain", + "output_checked": true + }, + { + "concept": "mixture", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "superiority", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "with", + "output_checked": true + }, + { + "concept": "granulation", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "finer", + "output_checked": true + }, + { + "concept": "resistance", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "advancing", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "line", + "output_checked": true + }, + { + "concept": "Maths", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "containing", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "intervalos", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "pressure", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "withstand", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "disadvantage", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "sebagainya", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "line", + "output_checked": true + }, + { + "concept": "were", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "intervention", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "investment", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "occupants", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "its", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "learners", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "possesses", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "Explain", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "are", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "viscosity", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "copper", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "contain", + "output_checked": true + }, + { + "concept": "shear", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "percent", + "score": 2.0, + "best_rank": 2, + "best_depth": 48.8, + "near_token": "fraction", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "maths", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "microbe", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "compensatory", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "inertia", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "move", + "output_checked": true + }, + { + "concept": "optimized", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "its", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "ervan", + "quantos", + "wand", + "trump", + "Hail", + "Kwa", + "undos", + "punkte", + "anque", + "discrim" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "Beg", + "rid", + "trem", + "lev", + "tons", + "stir", + "grac", + "Sob", + "Mannes", + "Reis", + "gr", + "Proc", + "Sen", + "opat", + "Catt", + "Carg", + "Auff", + "fam", + "ment", + "prof", + "brake", + "dim" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "trem", + "dim", + "tons", + "lev", + "Beg", + "ment", + "Auff", + "grac", + "Tons", + "Dru", + "tun", + "gr", + "rid", + "stir", + "reu", + "dim", + "rons", + "Ferr", + "blot", + "opat" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "glob", + "tun", + "usan", + "Reis", + "champ", + "Sob", + "ilj", + "tfrac", + "prof", + "chal", + "grac", + "Mani", + "def", + "fam", + "tend", + "ilg", + "Sod", + "Wren", + "ohn", + "onn" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "glob", + "Reis", + "tons", + "dim", + "ago", + "champ", + "tens", + "induct", + "grac", + "Beet", + "Mani", + "dra", + "astes", + "tend", + "dip", + "usan", + "Bens", + "eres", + "ilers", + "instrument", + "fam", + "prof" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "VERE", + "Su", + "ORS", + "Vys", + "rem", + "side", + "Vo", + "uldig", + "susp", + "yn", + "yp", + "sn", + "idence", + "fields", + "hst", + "Rem", + "oben", + "rocin", + "El" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "tools", + "sol", + "Werk", + "trading", + "tool", + "DEP", + "Er", + "bro", + "nop", + "HI", + "tail", + "turbo", + "feeding", + "cares", + "ual" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "tail", + "lives", + "trading", + "tool", + "turbo", + "dedicated", + "bro", + "HI", + "nop", + "linear", + "Lives", + "remen", + "rem", + "sol", + "dal", + "kick" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "tail", + "lives", + "tools", + "tool", + "nop", + "HI", + "chal", + "dedicated", + "duct", + "sol", + "turbo", + "Stylesheet", + "demos", + "linear", + "select", + "bro", + "dots" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "lives", + "linear", + "subject", + "traits", + "sus", + "var", + "release", + "rac", + "RECE", + "tit", + "tattoo", + "common", + "trading", + "ettle", + "trait", + "side", + "tools", + "ae", + "Select", + "tails", + "nach", + "felt", + "diet" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "lives", + "titles", + "diet", + "tit", + "traits", + "tools", + "footnotes", + "notes", + "breadcrumb", + "tool", + "switch", + "trading", + "dedicated", + "real", + "tl", + "credits", + "lari", + "SWITCH", + "OOSE", + "true", + "ettle", + "greet", + "subject", + "release", + "too" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ick", + "signature", + "messagebox", + "niejsze", + "FORM", + "feature", + "sinc", + "signature", + "Apa", + "reason", + "Hoo", + "instance", + "handed", + "erat", + "biographer", + "exchange", + "law", + "standen", + "chyba", + "ohner", + "sene", + "edy", + "aline", + "acre", + "able", + "tight", + "niejs" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "dictionaries", + "httpClient", + "mselves", + "abilecek", + "politischen", + "orit", + "errichtet", + "selves", + "dicts", + "kulit", + "despert", + "gelegen", + "culminating", + "irse", + "bilen", + "politische", + "DICT", + "religiosa", + "cour", + "diction", + "wichtigsten" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ogado", + "dents", + "grud", + "abilecek", + "gor", + "assol", + "ranked", + "God", + "dictionaries", + "deka", + "obat", + "verl", + "Dieu", + "golfer", + "grudge", + "ocker", + "rug", + "Ranked" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "fect", + "constructor", + "courrier", + "sir", + "edit", + "logical", + "ausge", + "father", + "tier", + "twe", + "logique", + "common" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "wir", + "tti", + "sped", + "wij", + "argument", + "strokes", + "ausge", + "argument", + "spf", + "ohm", + "osp", + "casilla", + "haz", + "Stein", + "irce", + "argue", + "fq", + "exact", + "Verw", + "Gut", + "jah", + "fum", + "irp", + "ire", + "sta" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "parquet", + "opf", + "casilla", + "takt" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "horizontal", + "simultaneously", + "Dirichlet", + "scatterplot", + "UserProg", + "ernel", + "NSS", + "unders", + "midt", + "horizontally", + "sideways", + "getBounding" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "nPlease", + "ZS", + "Explain", + "ungu", + "swell", + "refere", + "biggr", + "along", + "explain", + "wondered", + "Describe", + "What", + "Similarly", + "laterally", + "Substance", + "Please", + "Question", + "Talk", + "Secondly", + "Prove", + "Talk", + "deduct", + "asks", + "Follow" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Explain", + "Explain", + "Subsequently", + "Consequently", + "Unless", + "Meanwhile", + "Others", + "Whose", + "Simultaneously", + "What", + "Secondly", + "nPlease", + "explain", + "How", + "Other", + "Please", + "Along", + "Unless", + "Consequently", + "odt", + "Furthermore", + "explains", + "sdf", + "Equally" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Explain", + "Explain", + "Whose", + "nPlease", + "Subsequently", + "explain", + "Consequently", + "Unless", + "What", + "How", + "Similarly", + "Assume", + "Equally", + "Meanwhile", + "igure", + "Consequently", + "Another", + "Along", + "Unless", + "sdf", + "How", + "htm", + "nThe" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Otherwise", + "Secondly", + "Explain", + "Unless", + "Subsequently", + "Assume", + "Unless", + "Furthermore", + "LessThan", + "htm", + "Subs", + "Consequently", + "Explain", + "xlsx", + "explain", + "Secondly", + "Similarly", + "Assuming", + "txt", + "Simultaneously", + "Along", + "Recently", + "Mechanism", + "essages", + "Others", + "Streams" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Explain", + "Secondly", + "Meanwhile", + "Explain", + "explain", + "Secondly", + "How", + "Otherwise", + "json", + "And", + "rive", + "secondly", + "Try", + "Begin", + "Assume", + "hedron", + "What", + "Allow", + "GENER", + "LessThan", + "arrow", + "Please", + "beeld", + "letas" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Explain", + "Meanwhile", + "Secondly", + "explain", + "Explain", + "How", + "subsection", + "json", + "Try", + "What", + "begin", + "rive", + "union", + "Describe", + "explains", + "slide", + "Similarly", + "Assume", + "arrow", + "Secondly", + "And", + "Begin", + "Otherwise", + "Assuming" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Secondly", + "Meanwhile", + "ound", + "ately", + "arrow", + "types", + "Subs", + "Subs", + "Under", + "igate", + "heading", + "Say", + "Explain", + "Secondly", + "ensively", + "subsection", + "Similarly", + "union", + "Say", + "ature", + "ber", + "versa", + "ATIVES" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "under", + "end", + "begin", + "below", + "assume", + "union", + "foundation", + "ations", + "ound", + "continuous", + "subs", + "energy", + "explain", + "exist", + "subsection", + "inputs", + "belong", + "length", + "family", + "load", + "velocity", + "first", + "detailed", + "exceptions", + "event", + "intersection", + "extra", + "equipment", + "sub", + "basis", + "The", + "application" + ] + } + ], + "logit_surprising": [ + { + "concept": "particles", + "score": 12.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "move", + "output_checked": true + }, + { + "concept": "ausge", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "amount", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "more", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "higher", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "different", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "contain", + "output_checked": true + }, + { + "concept": "heavier", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "overcome", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "consists", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "Explain", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "size", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "ratio", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "has", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "faster", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "line", + "output_checked": true + }, + { + "concept": "force", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "days", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "dieu", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "fraction", + "output_checked": true + }, + { + "concept": "ello", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "Boo", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "rele", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "its", + "output_checked": true + }, + { + "concept": "orchards", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "but", + "output_checked": true + }, + { + "concept": "tetapi", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "fraction", + "output_checked": true + }, + { + "concept": "differ", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "but", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "finer", + "output_checked": true + }, + { + "concept": "suffers", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "achieve", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "to", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "other", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "steeper", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "copper", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "contain", + "output_checked": true + }, + { + "concept": "compositions", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "shear", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "delay", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "alloys", + "output_checked": true + }, + { + "concept": "EventListener", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "reason", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "valu", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "aquilo", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "tash", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "vorm", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "contain", + "output_checked": true + }, + { + "concept": "httpClient", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "dictionaries", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "grud", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "but", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "bagging", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Adj", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "ques", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "okt", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ",", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "harder", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ilm", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "move", + "output_checked": true + }, + { + "concept": "zwar", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "niiden", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "sorption", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "outperforms", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "spacing", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "latter", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ene", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "effort", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "applied", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-particle-strengthening-05__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-particle-strengthening-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-particle-strengthening-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-particle-strengthening-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-particle-strengthening-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Quench-induced coordinated transformation 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A carbon steel quenched too rapidly for long-range solute redistribution develops a hard acicular product with a body-centered cell elongated along one axis.", + "prompt_tail": "A carbon steel quenched too rapidly for long-range solute redistribution develops a hard acicular product with a body-centered cell elongated along one axis.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-rapid-transformation-01", + "carrier_id": null, + "target_family": "rapid-transformation", + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 4429, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 5143 + }, + { + "label": "Bain", + "best_rank": 9977, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 2663 + }, + { + "label": "tetragonal", + "best_rank": 61, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 3368 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "orry", + "leness", + "lle", + "hereby", + "them", + "able", + "arl", + "oses", + "oraz", + "accordingly" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "d", + "ie", + "iew", + "ited", + "outh", + "wards", + "ii", + "ses", + "zes", + "wie", + "bzw", + "lly", + "ued", + "ided", + "thereof", + "alike", + "eded", + "ogt", + "t", + "ion", + "ct", + "fty", + "rl", + "zia", + "lli", + "standpoint", + "wes" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "lle", + "alike", + "wards", + "ients", + "thereof", + "bzw", + "d", + "ie", + "iew", + "lli", + "ue", + "xa", + "wie", + "l", + "le", + "ion", + "ial", + "rian", + "etc", + "junto", + "t", + "c", + "ct", + "ile", + "ally", + "lement", + "ii" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ients", + "persons", + "oid", + "ided", + "persons", + "icol", + "thereof", + "edly", + "oides", + "yses", + "centre", + "efectu", + "ued", + "uate", + "alike", + "ichten", + "animate", + "sho", + "stuffs", + "ogt", + "mente", + "lam", + "ois", + "osite", + "aken" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "centre", + "ients", + "centre", + "efectu", + "ided", + "wards", + "persons", + "whilst", + "resultant", + "centred", + "ive", + "oid", + "lement", + "ised", + "uate", + "osite", + "thereof", + "edly", + "alike", + "whereby", + "animate", + "presently", + "isto", + "Whilst", + "ialah", + "stuffs", + "forthwith", + "betreff" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "wherein", + "whereby", + "subsequently", + "presently", + "Whilst", + "consequently", + "resultant", + "characterized", + "whilst", + "thereafter", + "utta", + "whereupon", + "accompanied", + "natomiast", + "ients", + "towards", + "thereof", + "situated", + "assisted", + "commenced", + "termed", + "characterised", + "exhibiting", + "ENTA", + "Subsequently", + "sequently", + "photographs", + "comprising", + "comprised" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereof", + "thence", + "subsequently", + "thereafter", + "thereto", + "concomitant", + "characterized", + "whereupon", + "latter", + "thereby", + "occurring", + "whereby", + "presently", + "principally", + "hitherto", + "approximately", + "toward", + "wherein", + "therefrom", + "occasioned", + "typical", + "characteristic", + "comprising", + "owing", + "resultant", + "itherto", + "sequent", + "posteriormente", + "commencing", + "heretofore", + "laterally", + "proximate" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereof", + "thereby", + "presently", + "thereto", + "thence", + "thus", + "characterized", + "wherein", + "notable", + "resultant", + "furthermore", + "therefrom", + "concomitant", + "whereupon", + "concomit", + "whereas", + "hitherto", + "laterally", + "latter", + "characteristic", + "distal", + "heretofore", + "upon", + "toward", + "composition", + "hence", + "merely", + "comprising", + "likewise", + "geometrical", + "Presently" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "geometrical", + "anisotropic", + "geometrically", + "rectilinear", + "spheroid", + "morphology", + "radially", + "isotropic", + "isotropic", + "characteristic", + "spatially", + "concomitant", + "delineated", + "geometric", + "laterally", + "resultant", + "anisotropy", + "cylind", + "acial", + "agglomer", + "centroid", + "extruded", + "periodicity", + "globular", + "dissociated", + "typical", + "characterized", + "rotational", + "aceous", + "indicative", + "distal", + "suggestive" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "morphology", + "characteristic", + "anisotropic", + "observed", + "hypertro", + "extruded", + "morphological", + "geometrically", + "spatially", + "spheroid", + "observable", + "radially", + "rectilinear", + "isotropic", + "elongated", + "extrusion", + "agglomer", + "striated", + "exhibiting", + "superimposed", + "discernible", + "lattice", + "indicative", + "geometrical", + "isotropic", + "monoc", + "protrusion", + "distinct", + "characteristics", + "empirical", + "anisotropy" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "morphology", + "characteristic", + "observed", + "morphological", + "anisotropic", + "hypertro", + "geometrically", + "anatomical", + "extruded", + "rectilinear", + "spatially", + "characteristics", + "perpendicular", + "observable", + "empirically", + "spheroid", + "distinct", + "empirical", + "uniformity", + "elongated", + "extrusion", + "discernible", + "protrusion", + "typical", + "pendicular", + "genetically", + "coloration", + "structurally" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "characteristic", + "morphology", + "shape", + "characteristics", + "metabolic", + "morphological", + "anisotropic", + "anatomical", + "rectilinear", + "Morphology", + "formation", + "deform", + "Shape", + "genetically", + "elongated", + "spatially", + "extruded", + "spheroid", + "Characteristic", + "plasticity", + "hybridization", + "geometrically", + "Characteristics", + "characterized" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "morphology", + "characteristics", + "anatomical", + "subtype", + "metabolic", + "phenotype", + "genetically", + "hybridization", + "hybridized", + "shape", + "characterized", + "influenced", + "shaped", + "mitochond", + "Characteristics", + "anisotropic", + "rectilinear", + "spheroid", + "Morphology", + "distinct", + "Shape" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "characteristic", + "characteristics", + "species", + "metabolic", + "mitochond", + "morphology", + "phenotype", + "cytoplasm", + "microstructure", + "subtype", + "prokary", + "Characteristics", + "isoform", + "genetically", + "Characteristic", + "subspecies", + "Eurasia", + "Morphology", + "formation", + "cylindrical", + "resembling", + "hybridization", + "anatomical", + "Characteristic" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "because", + "demonstrating", + "suggesting", + "making", + "wherein", + "implying", + "where", + "showing", + "characterized", + "indicating", + "featuring", + "symbolizing", + "whereas", + "showcasing", + "furthermore", + "characterizing", + "whose", + "involving", + "whereby", + "emphasizing", + "preferring", + "signifying", + "called", + "referred", + "namely", + "because", + "stating", + "utilizing", + "displaying" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "because", + "Specifically", + "furthermore", + "Because", + "whereas", + "Conversely", + "Because", + "Furthermore", + "Specifically", + "Furthermore", + "Consequently", + "involves", + "because", + "Notably", + "amente", + "Recently", + "Rather", + "Featuring", + "ually", + "contains", + "ially", + "osition", + "implies" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "because", + "whereas", + "Secondly", + "Conversely", + "conversely", + "Because", + "Furthermore", + "Conversely", + "Shouldn", + "Specifically", + "presenting", + "However", + "Each", + "Because", + "explaining", + "Usually", + "Often", + "demonstrating", + "Usually", + "Secondly", + "Rather", + "Specifically", + "This", + "else", + "causing", + "Currently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "whereas", + "namely", + "Secondly", + "secondly", + "this", + "therefore", + "meanwhile", + "This", + "They", + "although", + "Therefore", + "conversely", + "Secondly", + "During", + "Furthermore", + "Whether", + "anymore", + "theirs", + "Finally", + "Though", + "Shouldn", + "However", + "unless" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "whereas", + "mdash", + "This", + "Because", + "Unless", + "this", + "Unless", + "meanwhile", + "During", + "Because", + "While" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "During", + "Consequently", + "whereas", + "During", + "Consequently", + "Meanwhile", + "furthermore", + "conversely", + "meanwhile", + "Conversely", + "Regarding", + "This", + "However", + "While", + "While", + "Considering", + "Considering", + "Conversely", + "Shouldn", + "Though", + "Unless", + "Along", + "Along", + "Whether", + "Recently", + "Therefore", + "Because" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Consequently", + "During", + "Therefore", + "While", + "This", + "However", + "whereas", + "During", + "Consequently", + "Another", + "Whether", + "Unless", + "Recently", + "Considering", + "Conversely", + "conversely", + "Shouldn", + "While", + "Though", + "furthermore", + "Along", + "Considering", + "Here", + "Hence", + "Meanwhile", + "Although", + "Yet" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Though", + "Hence", + "However", + "During", + "Furthermore", + "Therefore", + "Upon", + "While", + "Historically", + "Although", + "Conversely", + "conversely", + "Consequently", + "Unless", + "Along", + "Secondly", + "During", + "Similarly", + "furthermore", + "This", + "Dieser", + "Unlike", + "Considering", + "While" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Therefore", + "During", + "During", + "This", + "Historically", + "Hence", + "However", + "Though", + "Secondly", + "Conversely", + "conversely", + "Judging", + "Similarly", + "Along", + "Although", + "Simultaneously", + "Shouldn", + "Recently", + "Considering", + "Meanwhile", + "Unless", + "Assuming", + "Another", + "Yet" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Therefore", + "During", + "Historically", + "Though", + "This", + "Along", + "Secondly", + "During", + "However", + "Considering", + "Similarly", + "Assuming", + "Hence", + "Upon", + "Unless", + "Conversely", + "Simultaneously", + "When", + "Again", + "Recently", + "Along", + "py", + "Another", + "Among", + "Meanwhile", + "experimentally", + "Substituting" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Along", + "Considering", + "This", + "Among", + "Therefore", + "Historically", + "During", + "When", + "bat", + "Upon", + "Secondly", + "Along", + "Given", + "Again", + "Though", + "Considering", + "Containing", + "Because", + "Rather", + "Another", + "During" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "For", + "When", + "In", + "A", + "While", + "Upon", + "It", + "Specifically", + "To", + "Let", + "If", + "However", + "After", + "That", + "Since", + "During", + "Given", + "Due", + "An", + "These", + "Cent", + "body", + "By", + "Long", + "Black", + "Assuming", + "As", + "Body", + "Wait", + "Such" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 194520, + 81304, + 47205, + 44812, + 36771, + 21935, + 36129, + 8035, + 5953, + 7517, + 4430, + 8067, + 35356, + 77754, + 64708, + 105740, + 116569, + 33592, + 98862, + 44465, + 16416, + 20663, + 60122, + 44831, + 44936, + 2015 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 154379, + 87185, + 91769, + 131264, + 111999, + 57876, + 52048, + 66324, + 48079, + 82282, + 112949, + 153801, + 170858, + 80053, + 202655, + 201951, + 172195, + 166756, + 117063, + 103511, + 91038, + 15992, + 14054, + 9978, + 2436, + 2531 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 142516, + 163171, + 147548, + 115647, + 156174, + 102757, + 61392, + 32482, + 902, + 369, + 227, + 177, + 88, + 62, + 164744, + 203513, + 178796, + 216159, + 210865, + 136270, + 91372, + 97908, + 108861, + 91623, + 70012, + 2729 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 31140, + 42955, + 103456, + 14356, + 190567, + 190970, + 92437, + 34286, + 14588, + 5680, + 5144, + 14262, + 19184, + 8724 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 89374, + 2664, + 131884, + 38956, + 184693, + 215757, + 113952, + 248623, + 191042, + 68584, + 82704, + 32069, + 18193, + 21725 + ] + }, + { + "label": "tetragonal", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 210314, + 155815, + 215272, + 71053, + 154387, + 118815, + 45820, + 5568, + 180626, + 4192, + 3369, + 14735, + 44952, + 29914 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 27.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "too", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "and", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 12.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "which", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "structure", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "martens", + "score": 9.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "range", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "with", + "output_checked": true + }, + { + "concept": "dioxide", + "score": 6.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "significant", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "dense", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "was", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "became", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "resulted", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "alloying", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "toughness", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "alloy", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "the", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "along", + "output_checked": true + }, + { + "concept": "brittle", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "due", + "score": 4.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "long", + "output_checked": true + }, + { + "concept": "accelerated", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "worse", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "too", + "output_checked": true + }, + { + "concept": "cytoplasm", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "disproportion", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "numerous", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "with", + "output_checked": true + }, + { + "concept": "during", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "quickly", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "too", + "output_checked": true + }, + { + "concept": "its", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "for", + "output_checked": true + }, + { + "concept": "duration", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "long", + "output_checked": true + }, + { + "concept": "ductility", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "range", + "output_checked": true + }, + { + "concept": "durations", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "long", + "output_checked": true + }, + { + "concept": "molecule", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "Proto", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "adequate", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "for", + "output_checked": true + }, + { + "concept": "metastable", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "polymerization", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "effects", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "Homo", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "body", + "output_checked": true + }, + { + "concept": "massacre", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "arms", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "range", + "output_checked": true + }, + { + "concept": "several", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "intended", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "for", + "output_checked": true + }, + { + "concept": "lacking", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "with", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "harshly", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "too", + "output_checked": true + }, + { + "concept": "may", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "certain", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "for", + "output_checked": true + }, + { + "concept": "dispersal", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "direction", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "consistency", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "range", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "enough", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "long", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "acier", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "like", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "product", + "output_checked": true + }, + { + "concept": "ferrite", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "body", + "output_checked": true + }, + { + "concept": "often", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "austenite", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "suffers", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "tempering", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "for", + "output_checked": true + }, + { + "concept": "Therefore", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "Hail", + "ervan", + "wand", + "nada", + "quantos", + "punkte", + "Kwa", + "trump", + "ynitrite", + "masculin", + "nok" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "lev", + "Proc", + "grac", + "Mannes", + "prof", + "opat", + "pres", + "gr", + "dre", + "Catt", + "Pres", + "stir", + "channel", + "Beg", + "rid", + "Cann", + "mamy", + "twe", + "Tons", + "trem", + "wedge", + "olyte" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "Dru", + "tons", + "grac", + "pres", + "rock", + "gr", + "Pres", + "ums", + "Clon", + "intr", + "dre", + "centrifug", + "stir", + "Proc", + "Catt" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "essional", + "Reis", + "brake", + "grac", + "ilj", + "Ce", + "glob", + "tfrac", + "olyte", + "def", + "alk", + "chal", + "plo", + "intr", + "Bene", + "champ", + "Cil", + "tun" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "glob", + "ago", + "essional", + "dip", + "Kam", + "tfrac", + "grac", + "Bens", + "Gal", + "Hus", + "Cann", + "olyte", + "Rec", + "Mani", + "ilj", + "Khud", + "dre", + "Lys", + "champ", + "Cil", + "Ga", + "gravity", + "brake", + "Durch" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "Su", + "ORS", + "rem", + "VERE", + "Vo", + "wyst", + "yn", + "sag", + "olare", + "hely", + "ual", + "ors", + "Vla", + "sag", + "oben", + "Ih", + "ae", + "det", + "fields", + "Rem", + "Fla", + "susp" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "side", + "tools", + "kick", + "tool", + "HI", + "ORS", + "demos", + "Er", + "Green", + "rem", + "bro", + "Sol", + "dal", + "MI", + "ear", + "Me", + "das", + "dad", + "boom" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "tool", + "kick", + "side", + "rem", + "HI", + "sol", + "ORS", + "tail", + "turbo", + "Green", + "dad", + "trading", + "demos", + "remen" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "rem", + "record", + "sol", + "tools", + "kick", + "lives", + "tool", + "HI", + "uct", + "nop", + "remen", + "duct", + "tail", + "Er", + "Sol", + "select", + "bro", + "Green" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "ettle", + "Select", + "OOSE", + "linear", + "cdots", + "fetch", + "lives", + "tattoo", + "side", + "switch", + "record", + "fract", + "pur", + "Green", + "sus", + "felt", + "lores", + "item", + "subject", + "listener" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "ettle", + "isselle", + "ILIA", + "switch", + "fetch", + "diet", + "titles", + "lives", + "credits", + "Meals", + "RECE", + "data", + "itemize", + "RESOL", + "reports", + "CERT", + "detailed", + "resco", + "toc", + "greeting", + "getItem", + "OOSE", + "cat", + "linear", + "tl" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "erme", + "header", + "bag", + "rion", + "MESS", + "step", + "ackets", + "eal", + "Mec", + "epar", + "bag", + "header", + "oders", + "ucar", + "blas", + "step", + "briefcase", + "chette", + "PAS", + "notebooks", + "elang", + "diff" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "oblastic", + "kulit", + "Compl", + "dieu", + "BL", + "blas", + "Compl", + "backlit", + "replay", + "ville", + "cama", + "kilo", + "abal", + "awatt", + "cribable", + "hnung", + "pick" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "god", + "brus", + "dieu", + "kund", + "deka", + "grudge", + "rotz", + "grud", + "God", + "ogado", + "blas", + "costing", + "assol", + "Forst", + "holz", + "viol" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "muh", + "fect", + "logique", + "ricost", + "analyse", + "Jahres", + "SEG", + "costit", + "ques", + "camada", + "peric", + "largement", + "landen", + "LLC", + "Pars" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "es", + "alyse", + "dzi", + "peric", + "dlatego", + "ausge", + "osp", + "tier", + "itzer", + "iy", + "ectors", + "adillo", + "attaques", + "LLC", + "spf", + "dazu", + "ricost", + "camada" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "baik", + "wound", + "okt", + "kernel", + "whor" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Weib", + "nonetheless", + "whiskers", + "protrusion" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "denn", + "Details", + "Detail", + "Dieser", + "Statistic", + "Similarly", + "This", + "detail" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "While", + "Because", + "Consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Another" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Historically", + "Similarly", + "txt", + "However", + "During", + "Unless", + "Unlike", + "Traditionally", + "Subs", + "Though", + "Normally", + "Simultaneously", + "Otherwise", + "While", + "Recently", + "Secondly" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Therefore", + "Historically", + "During", + "Similarly", + "Neither", + "While", + "Another", + "However", + "Assuming", + "Simultaneously", + "Neither", + "During", + "Examples", + "Unlike", + "Traditionally", + "Because", + "Unless" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Therefore", + "Historically", + "During", + "Similarly", + "Assuming", + "Because", + "Neither", + "Another", + "However", + "While", + "Along", + "Both", + "During", + "Simultaneously", + "This", + "By", + "Unlike", + "These", + "Since", + "Traditionally", + "Let", + "Considering", + "Secondly", + "Initially" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Historically", + "Therefore", + "During", + "Another", + "Because", + "Among", + "Assuming", + "However", + "What", + "Specifically", + "this" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "For", + "In", + "While", + "When", + "Body", + "A", + "Since", + "Let", + "If", + "These", + "Specifically", + "However", + "By", + "During", + "Such", + "Wait", + "Nucle", + "It", + "An", + "To", + "After", + "Upon", + "That", + "Ac", + "Assuming", + "Long", + "Given", + "Another", + "Due", + "Q" + ] + } + ], + "logit_surprising": [ + { + "concept": "microstructure", + "score": 22.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "ausge", + "score": 20.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "martens", + "score": 14.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "body", + "output_checked": true + }, + { + "concept": "structure", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "and", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "tetragonal", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "austenite", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "range", + "output_checked": true + }, + { + "concept": "God", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "long", + "output_checked": true + }, + { + "concept": "verw", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "ilm", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "quickly", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "too", + "output_checked": true + }, + { + "concept": "suffers", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "dazu", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "for", + "output_checked": true + }, + { + "concept": "retention", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "resulted", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "alloy", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "durations", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "long", + "output_checked": true + }, + { + "concept": "fine", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "fam", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "dil", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "too", + "output_checked": true + }, + { + "concept": "baik", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "resemblance", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "body", + "output_checked": true + }, + { + "concept": "may", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "undesirable", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "pronounced", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "brittle", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "lattice", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "tempering", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "for", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "dioxide", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "due", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "cereal", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "long", + "output_checked": true + }, + { + "concept": "Meals", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "IPP", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "long", + "output_checked": true + }, + { + "concept": "PAS", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "rows", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "ostat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "for", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "long", + "output_checked": true + }, + { + "concept": "grud", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "for", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "product", + "output_checked": true + }, + { + "concept": "Yum", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "URCH", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "Kaz", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "spf", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "datasheet", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "whitening", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "quenched", + "output_checked": true + }, + { + "concept": "anyway", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "horizontally", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "barbecue", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "harshly", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "too", + "output_checked": true + }, + { + "concept": "duration", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "long", + "output_checked": true + }, + { + "concept": "sake", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "will", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "feature", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "layer", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "namely", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "product", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-rapid-transformation-01__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-rapid-transformation-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-rapid-transformation-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-rapid-transformation-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-rapid-transformation-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Quench-induced coordinated transformation 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Severe cooling converts the parent face-centered phase into fine laths almost instantaneously. Carbon remains trapped and the product has unequal axial lattice parameters.", + "prompt_tail": "ing converts the parent face-centered phase into fine laths almost instantaneously. Carbon remains trapped and the product has unequal axial lattice parameters.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-rapid-transformation-02", + "carrier_id": null, + "target_family": "rapid-transformation", + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "''", + "generated_token_ids": [ + 10440 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 3383, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 5671 + }, + { + "label": "Bain", + "best_rank": 64251, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 33433 + }, + { + "label": "tetragonal", + "best_rank": 195, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 7372 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "them", + "leness", + "etc", + "ients", + "orry", + "oraz", + "furthermore", + "hereby", + "therefor", + "outh", + "arl", + "asion", + "persons", + "oses", + "lle" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "them", + "eded", + "sic", + "zis", + "lly", + "ses", + "zes", + "etc", + "nto", + "d", + "ie", + "ited", + "ued", + "ids", + "ii", + "ients", + "leness", + "wes", + "t", + "ided", + "fty", + "hy", + "persons", + "arie", + "dia" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "gonna", + "sic", + "ients", + "persons", + "lle", + "leness", + "zis", + "lly", + "eded", + "ids", + "etc", + "hy", + "nty", + "them", + "persons", + "t", + "d", + "wl", + "anty", + "stas", + "tics", + "ort" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "yses", + "persons", + "sic", + "persons", + "zis", + "ients", + "ions", + "udos", + "eded", + "zes", + "oides", + "uiti", + "ued", + "hy", + "osite", + "zia", + "Jews", + "thirds", + "leness", + "psis", + "mittal", + "ited", + "ided", + "orable", + "ieurs" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "yses", + "sic", + "osite", + "ients", + "zis", + "persons", + "sexes", + "ided", + "eded", + "ued", + "ances", + "anybody", + "thereto", + "ions", + "arge", + "uesto", + "edes", + "udos", + "standpoint", + "solamente", + "UIT" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "therefore", + "thereto", + "sic", + "whereby", + "yses", + "therefore", + "furthermore", + "Miscellaneous", + "which", + "persons", + "Characteristics", + "therefor", + "USES", + "ients", + "Also", + "wherein", + "UIT", + "solamente" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "therefore", + "thereto", + "prior", + "persons", + "posteriori", + "thus", + "which", + "accordingly", + "sic", + "therefore", + "later", + "sufficient", + "hence", + "whereas", + "udian", + "characteristics", + "although", + "thereof", + "tendency", + "consequent", + "laterally", + "however", + "concerning", + "thereafter", + "thereon", + "upon", + "respectively", + "Concerning" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "persons", + "whereas", + "furthermore", + "therefore", + "hence", + "thus", + "thereto", + "sic", + "characteristics", + "neither", + "thereby", + "which", + "thereof", + "therefore", + "tendency", + "Furthermore", + "concerning", + "occurrence", + "Moreover", + "ieur", + "secondly", + "Hence", + "likewise", + "presently", + "lain", + "Concerning", + "cular", + "nor", + "eness", + "accordingly" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "hence", + "furthermore", + "whereas", + "Hence", + "geometrical", + "Furthermore", + "Moreover", + "uminium", + "thus", + "Furthermore", + "Hence", + "thereto", + "anisotropic", + "cular", + "characteristics", + "sequently", + "urate", + "Consequently", + "moreover", + "posteriori", + "which", + "vice", + "aceous", + "diameter", + "thereby", + "udian", + "anisot", + "anisotropy", + "consequent" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "anisotropic", + "anisotropy", + "fiss", + "deform", + "alloy", + "empirical", + "characteristics", + "geometry", + "suture", + "posteriori", + "structural", + "constitutive", + "metastable", + "anisot", + "heterozyg", + "isotropic", + "characteristic", + "morphology", + "chemically", + "cular", + "manufacture", + "deformation", + "heterogeneous", + "structurally", + "asymmetrical", + "heterozygous", + "geometrically", + "substituent", + "Deformation", + "Austro", + "geometrical", + "heterogeneity" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "unstable", + "deform", + "fiss", + "chemically", + "anisotropy", + "anisotropic", + "deformation", + "metastable", + "characteristics", + "modified", + "structural", + "empirical", + "instability", + "deformed", + "suture", + "affected", + "structurally", + "fault", + "damaged", + "stabilized", + "heterogeneity", + "discontinuous", + "resulting", + "characteristic", + "modification", + "manufacture", + "altered", + "plasticity", + "metallurgical", + "Deformation", + "stability", + "alloy" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "unstable", + "affected", + "instability", + "deform", + "damaged", + "deformed", + "resultante", + "Deformation", + "resulting", + "deformation", + "destabil", + "unresolved", + "akibat", + "deformity", + "chemically", + "heterozygous", + "characteristics", + "ortion", + "FFECT", + "anisotropy", + "genetically", + "defective", + "Affected", + "Affected", + "forced", + "defects", + "altered", + "heterozyg", + "modified", + "fault", + "reconstruction" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "resultante", + "Deformation", + "heterozyg", + "characteristics", + "anisotropy", + "deformed", + "heterozygous", + "deform", + "deformity", + "resulting", + "deformation", + "unstable", + "genetically", + "ortion", + "Characteristics", + "chemically", + "unique", + "characteristic", + "instability", + "affected", + "anisotropic", + "caratteristiche", + "Characteristics", + "uniaxial", + "modified", + "incompatible", + "discontinuous", + "unresolved" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "resultante", + "sequently", + "heterozyg", + "heterozygous", + "Deformation", + "resulting", + "akibat", + "caracteriza", + "characteristics", + "Consequently", + "deformed", + "Characteristics", + "furthermore", + "posteriori", + "consequently", + "deformation", + "experimentally", + "anisotropy", + "unar", + "iran", + "deformity", + "instability", + "unstable", + "deform", + "consequent", + "Characteristic", + "affected" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Which", + "Eventually", + "Consequently", + "which", + "Furthermore", + "Ultimately", + "Nevertheless", + "furthermore", + "consequently", + "Afterwards", + "whereupon", + "Meanwhile", + "Furthermore", + "Ultimately", + "therefore", + "thereby", + "various", + "ultimately", + "Which", + "Various", + "Subsequently", + "Subsequently", + "making", + "Eventually", + "Thereby", + "resulting", + "hence", + "whereas", + "Whom", + "although" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Consequently", + "Furthermore", + "Eventually", + "Ultimately", + "Meanwhile", + "Conversely", + "Subsequently", + "furthermore", + "Because", + "Yet", + "Later", + "Nevertheless", + "Furthermore", + "Eventually", + "Afterwards", + "Subsequently", + "Several", + "consequently", + "Secondly", + "Frequently", + "Successfully", + "Ultimately", + "Conversely", + "Simultaneously", + "Further", + "During", + "Their", + "Hence", + "Which", + "Subsequent", + "Owing" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "Furthermore", + "Conversely", + "furthermore", + "Consequently", + "whereas", + "Similarly", + "Meanwhile", + "consequently", + "meanwhile", + "Subsequently", + "conversely", + "During", + "Furthermore", + "Similarly", + "Eventually", + "Secondly", + "Afterwards", + "Conversely", + "Simultaneously", + "Then", + "Again", + "Yet", + "subsequently", + "Nevertheless", + "likewise", + "Likewise", + "Ultimately", + "secondly", + "Because", + "Moreover", + "Finally" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "consequently", + "secondly", + "conversely", + "Consequently", + "Finally", + "Similarly", + "Secondly", + "whereas", + "Furthermore", + "accordingly", + "Meanwhile", + "Similarly", + "tandis", + "therefore", + "Consequently", + "Simultaneously", + "They", + "Likewise", + "Conversely", + "finally", + "During", + "thereby", + "namely", + "likewise", + "Their", + "hence", + "Ultimately", + "lastly", + "Therefore" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Consequently", + "meanwhile", + "Consequently", + "conversely", + "They", + "Meanwhile", + "consequently", + "hence", + "Conversely", + "furthermore", + "Their", + "therefore", + "whereas", + "Similarly", + "Conversely", + "Recently", + "Therefore", + "secondly", + "thus", + "Thus", + "Hence", + "Finally", + "Yet", + "Their", + "tandis", + "They", + "Likewise" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Consequently", + "Meanwhile", + "They", + "Therefore", + "consequently", + "Recently", + "Conversely", + "Hence", + "conversely", + "meanwhile", + "Similarly", + "furthermore", + "Their", + "Compared", + "mselves", + "Its", + "Furthermore", + "therefore", + "hence", + "Its", + "Conversely", + "Hence", + "Secondly", + "During", + "Therefore", + "Recent", + "Thus", + "Shouldn" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Consequently", + "Therefore", + "Recently", + "Hence", + "They", + "Meanwhile", + "consequently", + "Conversely", + "Their", + "Similarly", + "conversely", + "therefore", + "furthermore", + "During", + "Recent", + "hence", + "Compared", + "Furthermore", + "Therefore", + "Together", + "nThe", + "Historically", + "Unless", + "Currently", + "Hence", + "meanwhile", + "Secondly", + "Likewise" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Secondly", + "Hence", + "Consequently", + "Furthermore", + "secondly", + "They", + "conversely", + "Therefore", + "Conversely", + "Likewise", + "orith", + "txt", + "furthermore", + "THAN", + "Historically", + "Namely", + "Conversely", + "Recently", + "Similarly", + "Threats", + "Otherwise", + "Secondly", + "Streams", + "These", + "Refer", + "Except", + "Tissue", + "Individ" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Secondly", + "SendData", + "secondly", + "Therefore", + "balls", + "Secondly", + "THAN", + "Aren", + "pylori", + "Poster", + "Hence", + "Consequently", + "Dont", + "Tried", + "Meanwhile", + "Anatom", + "txt", + "SelectedItem", + "js", + "pyplot", + "Aren" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "THAN", + "Therefore", + "uft", + "Secondly", + "secondly", + "pylori", + "Consequently", + "Repeat", + "consequ", + "endregion", + "bred", + "Researchers", + "runde", + "opat", + "SendData" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "THAN", + "Secondly", + "secondly", + "Researchers", + "Tissue", + "Tumor", + "Dependence", + "mselves", + "zda", + "Therefore", + "VI", + "Consequently", + "tiller", + "undes", + "pylori", + "dehyde", + "Selecting", + "eted" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "textbf", + "jpg", + "length", + "The", + "end", + "No", + "set", + "bullet", + "bl", + "es", + "They", + "copy", + "This", + "tag", + "mat", + "types", + "Secondly", + "Unknown", + "dot", + "When", + "The", + "exceptions", + "etc", + "to", + "These", + "Nons", + "Adding", + "obj", + "Unknown", + "No", + "tons", + "tend" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 191474, + 58542, + 60118, + 76032, + 40122, + 28740, + 17159, + 20613, + 11648, + 9634, + 3384, + 7441, + 19341, + 50840, + 77611, + 108096, + 89883, + 50896, + 99982, + 77621, + 42476, + 37085, + 107269, + 62767, + 143263, + 43152 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 117212, + 89674, + 120393, + 88062, + 95700, + 91454, + 78754, + 97975, + 60313, + 138485, + 175347, + 208163, + 213132, + 198967, + 172705, + 170232, + 210369, + 115010, + 101411, + 153123, + 112758, + 64252, + 182329, + 176616, + 131117, + 170625 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 115794, + 123068, + 90694, + 94285, + 138375, + 93597, + 30023, + 15343, + 3255, + 859, + 1263, + 1936, + 410, + 196, + 228869, + 244020, + 219948, + 152510, + 151811, + 209820, + 218844, + 198709, + 194015, + 168766, + 180819, + 120534 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 23143, + 64422, + 77909, + 5672, + 153457, + 112149, + 39641, + 52469, + 32877, + 31054, + 46634, + 40826, + 113042, + 88460 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 98206, + 33434, + 193686, + 59590, + 175884, + 182263, + 62687, + 121305, + 101050, + 90395, + 144515, + 69402, + 164031, + 144768 + ] + }, + { + "label": "tetragonal", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 234121, + 224188, + 204203, + 96013, + 75269, + 135003, + 101679, + 7373, + 126175, + 10973, + 12897, + 15114, + 28597, + 20532 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "whereas", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "aths", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "because", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "within", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "geometry", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "face", + "output_checked": true + }, + { + "concept": "several", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "into", + "output_checked": true + }, + { + "concept": "became", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "product", + "output_checked": true + }, + { + "concept": "occurring", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "dimensions", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "mineral", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "atoms", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Carbon", + "output_checked": true + }, + { + "concept": "atmosphere", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "compared", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "parameters", + "output_checked": true + }, + { + "concept": "Severity", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Severe", + "output_checked": true + }, + { + "concept": "temperature", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "microscopy", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "l", + "output_checked": true + }, + { + "concept": "undergone", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "nutrients", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "which", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "characteristics", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "unequal", + "output_checked": true + }, + { + "concept": "resembling", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "proportions", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "unequal", + "output_checked": true + }, + { + "concept": "considerable", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "has", + "output_checked": true + }, + { + "concept": "heat", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "liquid", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "material", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "upon", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "dissolved", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "product", + "output_checked": true + }, + { + "concept": "spacing", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "unequal", + "output_checked": true + }, + { + "concept": "progenitor", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "dense", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "sulfur", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Carbon", + "output_checked": true + }, + { + "concept": "unstable", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Transform", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "gradually", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "into", + "output_checked": true + }, + { + "concept": "intact", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "survives", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "resultante", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "been", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "has", + "output_checked": true + }, + { + "concept": "arms", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "alike", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "also", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Carbon", + "output_checked": true + }, + { + "concept": "remained", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "occurred", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "them", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "physical", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "population", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "becomes", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Carbon", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "organism", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "isotropic", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "polycrystalline", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "oxides", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "l", + "output_checked": true + }, + { + "concept": "resembles", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "product", + "output_checked": true + }, + { + "concept": "oriented", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cubic", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "grains", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "fine", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "punkte", + "quantos", + "trump", + "nada", + "Hail", + "wand", + "Kwa", + "diagonal", + "ervan", + "undos", + "anque", + "yclerView", + "addRow" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "lev", + "Mannes", + "grac", + "opat", + "Cann", + "trem", + "stir", + "Beg", + "Sob", + "Cole", + "channel", + "tons", + "pres", + "Pres", + "Prote", + "Proc", + "Tit", + "Doyle", + "ving", + "prof", + "dim", + "Sen" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "lev", + "champ", + "ums", + "Auff", + "trem", + "Beg", + "tfrac", + "sum", + "chum", + "Mannes", + "zorunda", + "ohn", + "Proc", + "Pres", + "sis", + "ocy", + "Cann", + "dim" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "champ", + "tfrac", + "Reis", + "def", + "essional", + "Eing", + "ilj", + "alk", + "pric", + "fam", + "tun", + "Cole", + "grac", + "olyte", + "Kam", + "Cem", + "Mani" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "essional", + "grac", + "Reis", + "eres", + "Cole", + "def", + "Cann", + "tfrac", + "champ", + "Mannes", + "olyte", + "alt", + "eau", + "tons", + "Sob", + "Eing", + "lev", + "tens" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "atus", + "yn", + "ual", + "rem", + "ilers", + "hst", + "Su", + "Vo", + "WOR", + "ORS", + "VERE", + "detached", + "wyst", + "oben", + "hely", + "orel", + "ep", + "susp", + "Green", + "icot" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "trading", + "side", + "tool", + "kick", + "remen", + "tools", + "OHC", + "ORS", + "HI", + "ME", + "Sol", + "Green", + "sning", + "ual", + "rem", + "Er", + "bro" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "sol", + "tools", + "tool", + "trading", + "side", + "rem", + "tail", + "remen", + "kick", + "ORS", + "HI", + "dad", + "mei", + "Green", + "lives", + "truncate", + "demos", + "orel", + "Zealand" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "kick", + "sol", + "tail", + "remen", + "tool", + "tools", + "rem", + "Green", + "atus", + "uct", + "duct", + "record", + "select", + "nop", + "trading", + "mei", + "mech", + "ORS" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "OOSE", + "linear", + "fract", + "Select", + "ettle", + "scient", + "common", + "discussed", + "tails", + "sus", + "trading", + "fetch", + "proj", + "felt", + "tails", + "lives", + "side", + "select", + "subject", + "nach" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "titles", + "detailed", + "Meals", + "ettle", + "greet", + "proj", + "achievement", + "linear", + "switch", + "fetch", + "dynamic", + "notify", + "diet", + "greeting", + "detail", + "tit", + "dietary", + "listener", + "scient", + "CERT", + "Greet", + "ILIA" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "header", + "header", + "PK", + "uya", + "enswert", + "tops", + "PK", + "bag", + "flakes", + "fus", + "messagebox", + "beat", + "erme", + "jacket", + "motifs", + "inac", + "emptive", + "ilj", + "HEADER", + "Rechnung", + "ACG" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "slutt", + "orith", + "pelanggan", + "bosses", + "kulit", + "playlists", + "dieu", + "reheat", + "cribable", + "CompliancePolicy", + "flow", + "Notify", + "backlit", + "dicht" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "solle", + "ogado", + "god", + "brus", + "kund", + "jogar", + "del", + "okol", + "punt", + "golfer", + "delt", + "deka", + "dieu", + "DEL", + "grud", + "assol", + "dfs", + "disclosures" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "dabei", + "kta", + "routed", + "Alk", + "SPC", + "Poly", + "Dadurch", + "polys", + "bire", + "erves", + "Pars", + "Rew", + "ktor", + "ques", + "prong", + "fect", + "oly", + "verw" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "wir", + "berd", + "discord", + "afect", + "idium", + "uncut", + "azimuth", + "idic", + "ricost", + "uned", + "ausge", + "amid", + "Stein", + "wake", + "opf", + "spf", + "etically", + "wij", + "Verw", + "sped", + "ospel", + "verw", + "tier" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "contend", + "contr", + "segment", + "wake", + "requer" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Consequently", + "neurotrans", + "extr", + "denn", + "hence", + "resulting", + "consequently", + "riet", + "reheating", + "deacetyl", + "resulting", + "methyl", + "unders", + "writeInt", + "Medicaid", + "RenderTexture" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Consequently", + "consequently", + "Consequently", + "Secondly", + "therefore", + "Similarly", + "Thus", + "Ultimately", + "thus", + "Therefore", + "hence", + "conclude", + "consequ", + "resulting", + "Similarly", + "Conversely", + "Subsequently", + "namely", + "meanwhile", + "owing", + "Specifically", + "secondly", + "Hence" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "therefore", + "hence", + "Therefore", + "thus", + "accordingly", + "Thus", + "Hence", + "resulting", + "Therefore", + "hence", + "resulting", + "Subsequently", + "Thus", + "Hence", + "therefore", + "Conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "therefore", + "Consequently", + "consequently", + "hence", + "thus", + "Hence", + "Therefore", + "accordingly", + "resulting", + "hence", + "resulting", + "Thus", + "thereby", + "Hence", + "Therefore", + "therefore", + "Conversely", + "Subsequently", + "conversely", + "correspondingly", + "Similarly" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "hence", + "Hence", + "thus", + "Secondly", + "Therefore", + "therefore", + "correspondingly", + "conversely", + "Thus", + "resulting", + "thereby", + "Frames", + "Posters", + "Historically", + "uffix", + "Secondary", + "Conversely", + "Currently", + "Traditionally", + "accordingly", + "Subsequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "Secondly", + "Varieties", + "Otherwise", + "Therefore", + "Complexes", + "balls", + "resulting", + "Models", + "ield", + "secondly", + "icals", + "Hence", + "Say", + "correspondingly", + "ihilation", + "therefore", + "Agents", + "Modes" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "resulting", + "meanwhile", + "Varieties", + "Secondly", + "Therefore", + "heta", + "secondly", + "consequently", + "Models", + "therefore", + "Nitrate", + "namely", + "Say", + "Symptoms", + "Consequently", + "Reset", + "correspondingly", + "Model", + "Try", + "thus", + "Wind", + "Likewise", + "icals" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Secondly", + "entially", + "igate", + "originally", + "amba", + "Secondly", + "ight", + "Therefore", + "inations", + "Variations", + "Indicators", + "Among", + "resulting", + "rafo", + "secondly" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "end", + "The", + "eff", + "No", + "This", + "radial", + "If", + "he", + "begin", + "The", + "hard", + "ight", + "No", + "Carbon", + "experimental", + "hat", + "sub", + "quad", + "Carbon", + "ation", + "They", + "Zero", + "Progressive", + "onal", + "entially", + "In", + "heter", + "Heavy", + "heavy", + "Inflation", + "If", + "Quadr" + ] + } + ], + "logit_surprising": [ + { + "concept": "microstructure", + "score": 13.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "l", + "output_checked": true + }, + { + "concept": "ausge", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "into", + "output_checked": true + }, + { + "concept": "ilm", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "into", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "verw", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Carbon", + "output_checked": true + }, + { + "concept": "resulting", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "dimensions", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "while", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "atoms", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Carbon", + "output_checked": true + }, + { + "concept": "interstit", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "lengths", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "material", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "spf", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "within", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "liquid", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "upon", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "dissolved", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "precipitates", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "grains", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "reheat", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Severe", + "output_checked": true + }, + { + "concept": "recap", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "Jahres", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Severe", + "output_checked": true + }, + { + "concept": "prong", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "product", + "output_checked": true + }, + { + "concept": "afect", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "face", + "output_checked": true + }, + { + "concept": "intact", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "embedded", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "become", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "has", + "output_checked": true + }, + { + "concept": "compared", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "parameters", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "thermodynamic", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "insoluble", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "distribution", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "unequal", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "heat", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "cubic", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "oriented", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "crystall", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "unequal", + "output_checked": true + }, + { + "concept": "spacings", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "spacing", + "score": 2.0, + "best_rank": 1, + "best_depth": 90.2, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "Rechnung", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Severe", + "output_checked": true + }, + { + "concept": "messaging", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "steer", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "aths", + "output_checked": true + }, + { + "concept": "MAT", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "costing", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "face", + "output_checked": true + }, + { + "concept": "golfing", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "rumble", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "trapped", + "output_checked": true + }, + { + "concept": "viol", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "product", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "ques", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "face", + "output_checked": true + }, + { + "concept": "gage", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "duke", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "okt", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "kring", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "l", + "output_checked": true + }, + { + "concept": "complex", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "accordingly", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "resultante", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "product", + "output_checked": true + }, + { + "concept": "causes", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "cooling", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-rapid-transformation-02__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-rapid-transformation-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-rapid-transformation-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-rapid-transformation-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-rapid-transformation-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Quench-induced coordinated transformation 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A rapidly cooled steel forms hard plates by coordinated short-distance atomic motion. No composition partitioning is detected across the moving interface.", + "prompt_tail": "A rapidly cooled steel forms hard plates by coordinated short-distance atomic motion. No composition partitioning is detected across the moving interface.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-rapid-transformation-03", + "carrier_id": null, + "target_family": "rapid-transformation", + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " No", + "generated_token_ids": [ + 2301 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 8679, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 506 + }, + { + "label": "Bain", + "best_rank": 20494, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 21112 + }, + { + "label": "tetragonal", + "best_rank": 14282, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 16302 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "them", + "leness", + "etc", + "ients", + "orry", + "furthermore", + "accordingly", + "iken", + "hereby", + "therefor", + "arl", + "oses", + "Also" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "etc", + "leness", + "sic", + "d", + "ients", + "lle", + "eded", + "lly", + "ie", + "ii", + "ses", + "persons", + "dia", + "zis", + "t", + "fty", + "basically", + "thereof", + "nty", + "wl", + "nto", + "ss", + "ited", + "ued", + "outh" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "sic", + "persons", + "etc", + "ients", + "lle", + "gonna", + "thereof", + "persons", + "etc", + "fty", + "yaitu", + "nty", + "dll", + "zis", + "sebagainya", + "nth", + "thereon", + "aray", + "anty", + "retarded", + "meeste" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "herein", + "thereof", + "pursuant", + "thereto", + "persons", + "wherein", + "therein", + "hereafter", + "herewith", + "pertaining", + "thereon", + "sic", + "persons", + "therefrom", + "heretofore", + "forthwith", + "pertanto", + "hereto", + "hereinafter", + "therewith", + "proximate" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "forthwith", + "wherein", + "herein", + "pursuant", + "heretofore", + "thereto", + "thence", + "thereof", + "commenced", + "presently", + "pertaining", + "whereupon", + "herewith", + "pertanto", + "persons", + "whilst", + "thereafter", + "whereby", + "notwithstanding", + "hereafter", + "hereto", + "commencing", + "therefrom" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "wherein", + "whilst", + "pursuant", + "commenced", + "thereto", + "Whilst", + "whereupon", + "forthwith", + "herein", + "whereby", + "Whilst", + "utilising", + "lediglich", + "pertanto", + "upon", + "therefore", + "persons", + "comprised", + "presently", + "pertaining", + "hereafter", + "commencing", + "posiada" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "prior", + "herein", + "thereto", + "wherein", + "whilst", + "whatsoever", + "hereafter", + "heretofore", + "pursuant", + "thence", + "hereinafter", + "proximate", + "lediglich", + "whereupon", + "forthwith", + "therefore", + "regarding", + "concerning", + "thereof", + "subsequently", + "therein", + "pertaining", + "thereon", + "requisite", + "hereto", + "henceforth", + "ascertaining" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "herein", + "whatsoever", + "furthermore", + "heretofore", + "wherein", + "thereto", + "annum", + "hereafter", + "hereinafter", + "henceforth", + "lediglich", + "herewith", + "pertanto", + "thereof", + "presently", + "nor", + "hitherto", + "discernible", + "purview", + "Furthermore", + "likewise", + "ascertained", + "hereto", + "inoltre" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "lediglich", + "discernible", + "requisite", + "individus", + "devoid", + "whatsoever", + "cessation", + "delineated", + "coloration", + "proximate", + "identically", + "individuos", + "homogenous", + "anhydrous", + "henceforth", + "nor", + "utilized", + "empirical", + "aneous", + "egress", + "uniformly", + "indicative", + "hereafter" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "empirical", + "homogen", + "homogeneity", + "effluent", + "observable", + "proximate", + "observed", + "empirically", + "discernible", + "egress", + "cessation", + "exogenous", + "distal", + "isotopic", + "anhydrous", + "detectable", + "observational", + "anomalous", + "hypothesized", + "biosynthetic", + "evidence", + "biosynthesis", + "proximal", + "macroscopic", + "coloration", + "delineated", + "homogenized", + "spectroscopic", + "ethnographic", + "subsurface", + "anthropogenic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "observable", + "homogeneity", + "undetectable", + "isotopic", + "discernible", + "evidence", + "empirical", + "homogen", + "coloration", + "consistent", + "detectable", + "cessation", + "subsurface", + "proximate", + "molecular", + "anomalous", + "effluent", + "empirically", + "exogenous", + "frictionless", + "physiologically", + "sterile", + "chemically", + "distal", + "contiguous", + "hypothesized", + "heretofore", + "evidencia", + "lediglich", + "evidentiary" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "homogeneity", + "homogen", + "uniformity", + "molecular", + "homogeneous", + "physicochemical", + "uniformly", + "continuity", + "isotopic", + "discontinuities", + "homogenization", + "coloration", + "discontinuity", + "homogene", + "consistent", + "seamless", + "rapidity", + "Continuity", + "biosynthetic", + "consistency", + "empirical", + "monomer", + "assimil", + "discontinuous", + "contiguous", + "pigmentation", + "homogenous", + "contemporaneous", + "evidence", + "Molecular", + "polymerization", + "instantaneously" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "uniformly", + "uniformity", + "homogeneity", + "consistent", + "continuity", + "consistency", + "discontinuity", + "uniform", + "seamless", + "molecular", + "consistently", + "homogeneous", + "empirical", + "unaffected", + "colorless", + "isotopic", + "discontinuities", + "frictionless", + "Continuity", + "physicochemical", + "evidence", + "characteristics", + "homogen", + "rapidity", + "contemporaneous", + "continuity", + "homogene", + "conform", + "simultaneous" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "uniformly", + "consistent", + "seamless", + "uniformity", + "devoid", + "frictionless", + "absence", + "neither", + "tampoco", + "identically", + "odorless", + "uniform", + "minimal", + "identical", + "consistency", + "empirical", + "seamlessly", + "unaffected", + "colorless", + "homogeneity", + "consistently", + "homogeneous", + "consistent", + "keiner", + "instantaneously", + "undetectable", + "Consistent", + "zero" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "whereas", + "Furthermore", + "Consequently", + "whilst", + "Nevertheless", + "furthermore", + "while", + "therefore", + "Yet", + "Meanwhile", + "Conversely", + "Ultimately", + "whereupon", + "yet", + "although", + "Also", + "Therefore", + "neither", + "thereby", + "unlike", + "suggesting", + "nevertheless", + "whereby", + "demonstrating", + "Neither", + "whatsoever", + "meanwhile", + "whence", + "Certainly", + "notwithstanding", + "Whereas", + "Secondly" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Meanwhile", + "Also", + "whereas", + "Similarly", + "Consequently", + "Conversely", + "furthermore", + "Furthermore", + "Likewise", + "Ultimately", + "Consequently", + "Therefore", + "Also", + "Yet", + "likewise", + "Similarly", + "meanwhile", + "Eventually", + "Certainly", + "Conversely", + "Because", + "Moreover", + "Secondly", + "Ultimately", + "Simultaneously", + "Then", + "therefore", + "Thus", + "During", + "Finally", + "Whether" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Similarly", + "Conversely", + "furthermore", + "Meanwhile", + "Consequently", + "Similarly", + "meanwhile", + "Likewise", + "conversely", + "therefore", + "Also", + "Therefore", + "whereas", + "likewise", + "Furthermore", + "Conversely", + "Moreover", + "similarly", + "Secondly", + "Consequently", + "Simultaneously", + "Then", + "Thus", + "Also", + "Again", + "Yet", + "Perhaps", + "consequently", + "Ultimately", + "Equally", + "else" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "therefore", + "Similarly", + "furthermore", + "conversely", + "meanwhile", + "Furthermore", + "consequently", + "likewise", + "Likewise", + "thus", + "Therefore", + "Meanwhile", + "Similarly", + "Conversely", + "whereas", + "accordingly", + "similarly", + "secondly", + "thereby", + "Therefore", + "Consequently", + "Thus", + "Finally", + "Furthermore", + "Secondly", + "tandis", + "Conversely", + "Equally", + "Simultaneously", + "During", + "hence", + "Consequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "conversely", + "Similarly", + "Conversely", + "therefore", + "thus", + "Thus", + "Therefore", + "Consequently", + "Likewise", + "Consequently", + "Conversely", + "Thus", + "Meanwhile", + "Yet", + "meanwhile", + "zatem", + "likewise", + "Similarly", + "Therefore", + "accordingly", + "Their", + "hence", + "Hence", + "Recently", + "Accordingly", + "Yet", + "Accordingly", + "Equally", + "They" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Therefore", + "Thus", + "Similarly", + "Meanwhile", + "Conversely", + "Consequently", + "therefore", + "thus", + "Hence", + "Recently", + "consequently", + "Furthermore", + "Nevertheless", + "meanwhile", + "conversely", + "Therefore", + "Thus", + "Likewise", + "Conversely", + "hence", + "furthermore", + "Each", + "They", + "However", + "Moreover", + "accordingly" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Therefore", + "therefore", + "Thus", + "Similarly", + "Consequently", + "thus", + "Recently", + "Hence", + "Conversely", + "consequently", + "Meanwhile", + "Each", + "Therefore", + "Nevertheless", + "Likewise", + "This", + "During", + "They", + "However", + "Furthermore", + "Basically", + "furthermore", + "Essentially", + "conversely", + "hence", + "Regardless", + "accordingly" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Therefore", + "Hence", + "Similarly", + "Thus", + "Likewise", + "Consequently", + "Furthermore", + "Recently", + "Basically", + "Secondly", + "Conversely", + "LessThan", + "conversely", + "This", + "Each", + "furthermore", + "Conversely", + "Unless", + "whatsoever", + "Basically", + "Needless", + "They", + "Except", + "Simultaneously", + "However", + "thus", + "During", + "Certainly", + "secondly" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Therefore", + "meanwhile", + "therefore", + "Secondly", + "Jadi", + "ExceptionHandler", + "LessThan", + "Consequently", + "Secondly", + "Brief", + "Repeat", + "balls", + "Meanwhile", + "bref", + "MACHINERY", + "Hence", + "Similarly", + "similarly", + "Mechanism", + "Dependence", + "Anatom", + "Basically", + "Mechan" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Therefore", + "meanwhile", + "Repeat", + "THAN", + "Consequently", + "Jadi", + "Secondly", + "MACHINERY", + "therefore", + "similarly", + "Dependence", + "Secondly", + "ExceptionHandler", + "miques", + "consequently", + "Repeat", + "bm", + "Machinery", + "Tis", + "Similarly", + "bred", + "Sebab", + "Meanwhile", + "coli", + "Brief", + "secondly" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Therefore", + "LessThan", + "Consequently", + "Basically", + "Dependence", + "Secondly", + "Secondly", + "similarly", + "meanwhile", + "consequently", + "Jadi", + "Mechanism", + "Basically", + "therefore", + "Mechanisms", + "Biological", + "Similarly", + "Repeat", + "Machinery", + "Tissue", + "Apparently", + "Taken", + "ogenen", + "MACHINERY" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "No", + "The", + "blank", + "length", + "geom", + "bl", + "catch", + "Unknown", + "bullet", + "Blank", + "blad", + "stat", + "blade", + "Progressive", + "Hence", + "Secondly", + "This", + "Therefore", + "bm", + "heading", + "bred", + "bla", + "grid", + "push", + "select", + "blit", + "copy", + "square", + "Continuous", + "chem", + "bare", + "Wait" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 202337, + 70983, + 48594, + 91322, + 81360, + 69474, + 78232, + 61213, + 29896, + 24389, + 13758, + 8680, + 27289, + 52607, + 93465, + 169388, + 140950, + 92268, + 115041, + 30259, + 17850, + 15108, + 17501, + 11067, + 55797, + 4012 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 140926, + 108251, + 103317, + 122929, + 99181, + 77117, + 70472, + 77485, + 59492, + 58543, + 61558, + 140175, + 184089, + 203447, + 155303, + 185485, + 187577, + 139668, + 76166, + 145776, + 79378, + 20495, + 73937, + 96111, + 103087, + 167194 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 124742, + 129528, + 96026, + 141398, + 167091, + 138773, + 90786, + 87550, + 87135, + 59410, + 71343, + 40031, + 14283, + 35010, + 189267, + 222766, + 175941, + 127837, + 167416, + 194073, + 209807, + 150732, + 157079, + 170986, + 136078, + 153019 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 71776, + 84809, + 167371, + 28240, + 204406, + 59022, + 43376, + 4206, + 4753, + 566, + 507, + 1316, + 1238, + 897 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 40690, + 57028, + 234601, + 62361, + 190292, + 176711, + 52431, + 228161, + 145139, + 23651, + 69994, + 43600, + 21113, + 26574 + ] + }, + { + "label": "tetragonal", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 207702, + 230303, + 248305, + 179094, + 127787, + 177380, + 116100, + 16303, + 202433, + 18325, + 18637, + 24641, + 111904, + 131425 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 28.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "partitioning", + "output_checked": true + }, + { + "concept": "alloying", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "during", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "martens", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "changes", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "and", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "rearrangement", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "macroscopic", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "No", + "output_checked": true + }, + { + "concept": "occurs", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "partitioning", + "output_checked": true + }, + { + "concept": "toughness", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "evidence", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "detected", + "output_checked": true + }, + { + "concept": "observed", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "expanding", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "thickness", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "plates", + "output_checked": true + }, + { + "concept": "proximity", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "distance", + "output_checked": true + }, + { + "concept": "movement", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "regions", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "across", + "output_checked": true + }, + { + "concept": "boundary", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "sediments", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "partitioning", + "output_checked": true + }, + { + "concept": "became", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "other", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "No", + "output_checked": true + }, + { + "concept": "removing", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "by", + "output_checked": true + }, + { + "concept": "collisions", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "distance", + "output_checked": true + }, + { + "concept": "these", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "across", + "output_checked": true + }, + { + "concept": "called", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "Recent", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "involved", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "brittle", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "metal", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "alloy", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "due", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "plates", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "distance", + "output_checked": true + }, + { + "concept": "which", + "score": 3.0, + "best_rank": 3, + "best_depth": 68.3, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "burgeoning", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "synchronized", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "molecules", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "scientific", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "No", + "output_checked": true + }, + { + "concept": "manufacture", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "by", + "output_checked": true + }, + { + "concept": "kinetic", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "uniformly", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "began", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "several", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "arms", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "distance", + "output_checked": true + }, + { + "concept": "characterized", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "nothing", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "No", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "developments", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "distance", + "output_checked": true + }, + { + "concept": "structures", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "becoming", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "transformations", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "occurred", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "partitioning", + "output_checked": true + }, + { + "concept": "entities", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "spacecraft", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "hardening", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "by", + "output_checked": true + }, + { + "concept": "growing", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "blast", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "quenching", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "by", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "quantos", + "nada", + "Hail", + "punkte", + "Kwa", + "trump", + "undos", + "ynitrite", + "ervan", + "tantos", + "anque", + "Respect" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "tons", + "opat", + "Mannes", + "stir", + "trem", + "grac", + "pres", + "Sob", + "reu", + "Cann", + "olyte", + "Pres", + "Prote", + "channel", + "Beg", + "lev", + "Blanch", + "ago", + "Cole" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "opat", + "Pres", + "lev", + "rum", + "Reis", + "pres", + "chum", + "Mannes", + "rid", + "ate", + "byt", + "Coul", + "ott", + "grac", + "stir", + "ri", + "Sen", + "ums", + "gham", + "dim", + "Ferr" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Reis", + "rum", + "chum", + "def", + "essional", + "alk", + "bod", + "ilj", + "reu", + "Pres", + "dim", + "ago", + "ri", + "pula", + "uf", + "rem", + "Tit", + "alez", + "Tav", + "inde", + "tfrac", + "champ", + "Pov", + "tun", + "trem", + "Sob" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "Reis", + "chum", + "dim", + "Tit", + "essional", + "tfrac", + "opat", + "Mannes", + "rum", + "Tav", + "dip", + "lev", + "eau", + "Apa", + "ilj", + "rock", + "ingt", + "ri", + "tend", + "tons" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "yn", + "Vo", + "side", + "ilers", + "rem", + "Sed", + "ELD", + "WOR", + "orel", + "ual", + "wyst", + "hely", + "IVI", + "VERE", + "s", + "act", + "sed", + "ieden", + "slu", + "amb", + "hst", + "susp" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "side", + "tools", + "Er", + "Vo", + "kick", + "Sol", + "seq", + "HI", + "bro", + "tool", + "Vo", + "trading", + "lim", + "atus", + "Green", + "Ort" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "side", + "tool", + "tail", + "trading", + "HI", + "kick", + "simple", + "sol", + "Vo", + "remen", + "select", + "isable", + "rem", + "don", + "demos", + "Cermak", + "Select", + "seq" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "tools", + "side", + "tool", + "remen", + "select", + "Green", + "pick", + "simple", + "Vo", + "tail", + "HI", + "kick", + "konto", + "Select", + "blank", + "sol", + "nop", + "Er", + "common", + "polar", + "duct", + "don", + "record" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "sus", + "Select", + "tools", + "select", + "common", + "proj", + "konto", + "tter", + "lives", + "subject", + "delegate", + "OOSE", + "trait", + "var", + "holders", + "candy", + "cdots", + "tool", + "pick", + "ansive", + "tattoo", + "HI", + "nanofibers", + "data" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "resolve", + "RECE", + "sus", + "lives", + "greet", + "subject", + "racial", + "Resolve", + "linear", + "calls", + "holders", + "switch", + "pepper", + "proj", + "CUSTOM", + "Lives", + "CERT", + "greeting", + "COUN", + "calling", + "Resolve", + "RESOL", + "detailed", + "Greet", + "greet", + "delegate" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "extend", + "bag", + "ilj", + "extend", + "hand", + "extension", + "erat", + "PLAY", + "extended", + "erap", + "iter", + "extension", + "shot", + "aria", + "step", + "weighted", + "decis", + "POA", + "hdc", + "step", + "edy", + "missions", + "zip" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "cama", + "restart", + "cribable", + "pelanggan", + "kulit", + "oyam", + "buttonclick", + "golfer", + "backlit", + "Dunes", + "iob", + "httpClient", + "itoa", + "replay", + "Dang", + "dieu", + "boss", + "Restart", + "BL", + "pihak" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "brus", + "dfs", + "golfer", + "grud", + "ogado", + "Brus", + "hrte", + "punt", + "Dlatego", + "gor", + "dzie", + "deka", + "viol" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "logic", + "logical", + "logic", + "fect", + "logical", + "sir", + "liberalism", + "logique", + "findest", + "urch", + "syll", + "ausge", + "verw", + "aisl", + "verme", + "undocumented", + "idium", + "erves", + "ktor", + "orphism" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "wir", + "verw", + "afect", + "Stein", + "welt", + "roh", + "spf", + "osp", + "tti", + "Roh", + "etically", + "opnieuw", + "wh", + "halk", + "ricost", + "uncut", + "wok", + "argumentation", + "sir", + "opcode", + "sped", + "skips", + "sacrific", + "argument", + "wij", + "wz", + "kata", + "idium" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "spf", + "contr", + "sint", + "kernel", + "medan", + "kih", + "circon", + "mozz", + "extrem" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "therefore", + "thus", + "meanwhile", + "hence", + "Meanwhile", + "thus", + "nonetheless", + "builtin", + "neurotrans", + "etc", + "accordingly", + "gitu", + "Otherwise", + "writeInt", + "simultaneously", + "tandis" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "therefore", + "thus", + "Thus", + "Therefore", + "therefore", + "Thus", + "hence", + "thereby", + "Consequently", + "consequently", + "Therefore", + "thus", + "Consequently", + "accordingly", + "Similarly", + "zatem", + "daher", + "Hence", + "Furthermore", + "However", + "Moreover", + "whereas", + "Nevertheless", + "hence" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "thus", + "therefore", + "Thus", + "Therefore", + "Consequently", + "consequently", + "hence", + "Thus", + "thus", + "Consequently", + "Hence", + "thereby", + "therefore", + "hence", + "Therefore", + "accordingly", + "meanwhile", + "Furthermore", + "Hence", + "Simultaneously" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "therefore", + "thus", + "Therefore", + "Thus", + "Consequently", + "consequently", + "hence", + "Thus", + "Consequently", + "thus", + "Hence", + "thereby", + "therefore", + "Therefore", + "hence", + "accordingly", + "Similarly", + "Hence", + "daher", + "Furthermore", + "Likewise", + "quindi", + "Simultaneously" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Therefore", + "Consequently", + "thus", + "Thus", + "therefore", + "Consequently", + "consequently", + "Furthermore", + "During", + "Hence", + "Similarly", + "Therefore", + "Conversely", + "hence", + "thereby", + "Simultaneously", + "Thus", + "During", + "Likewise", + "This", + "Essentially", + "conversely", + "accordingly", + "However", + "Unlike", + "correspondingly" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Therefore", + "Thus", + "thus", + "Consequently", + "This", + "therefore", + "Hence", + "Therefore", + "During", + "Furthermore", + "Similarly", + "Simultaneously", + "Likewise", + "consequently", + "Consequently", + "Essentially", + "Conversely", + "Thus", + "Unlike", + "Neither", + "Yet", + "hence", + "However", + "During", + "thereby", + "By", + "Finally", + "Except" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Therefore", + "Consequently", + "Thus", + "This", + "therefore", + "thus", + "During", + "Similarly", + "Therefore", + "consequently", + "Hence", + "Consequently", + "Simultaneously", + "Likewise", + "Furthermore", + "Conversely", + "Neither", + "Yet", + "Thus", + "Essentially", + "However", + "Unlike", + "Both", + "The", + "Each", + "During", + "correspondingly", + "By", + "hence", + "thereby" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "therefore", + "Therefore", + "thus", + "Consequently", + "This", + "consequently", + "Thus", + "Therefore", + "Similarly", + "Consequently", + "Furthermore", + "correspondingly", + "During", + "Hence", + "hence", + "Likewise", + "Simultaneously", + "thereby", + "Essentially", + "therefore", + "The", + "Throughout", + "Conversely", + "conversely", + "Yet", + "Again", + "accordingly", + "Both", + "Among" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "No", + "Therefore", + "Thus", + "Composition", + "Atomic", + "Furthermore", + "In", + "Consequently", + "A", + "Short", + "Such", + "Co", + "Hence", + "Hard", + "Pure", + "Essentially", + "All", + "Local", + "During", + "Nucle", + "Kinetic", + "composition", + "Only", + "At", + "Molecular", + "Rapid", + "Metallic", + "However", + "Mechanical", + "As" + ] + } + ], + "logit_surprising": [ + { + "concept": "martens", + "score": 12.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "rearrangement", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "distance", + "output_checked": true + }, + { + "concept": "occurs", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "partitioning", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "prong", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "ilm", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "growing", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "because", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "alloying", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "during", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "detected", + "output_checked": true + }, + { + "concept": "changes", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "macroscopic", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "No", + "output_checked": true + }, + { + "concept": "punt", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "ausge", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "therefore", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "shortening", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "short", + "output_checked": true + }, + { + "concept": "involved", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "is", + "output_checked": true + }, + { + "concept": "metal", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "alloy", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "distance", + "output_checked": true + }, + { + "concept": "observed", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Therefore", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "grain", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "short", + "output_checked": true + }, + { + "concept": "bit", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "dieu", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "beat", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "Versions", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "these", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "across", + "output_checked": true + }, + { + "concept": "Similar", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "brittle", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "plates", + "output_checked": true + }, + { + "concept": "hardening", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "by", + "output_checked": true + }, + { + "concept": "During", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "change", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "due", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "plates", + "output_checked": true + }, + { + "concept": "akin", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "OOSE", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "dip", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "diff", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "flakes", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "detected", + "output_checked": true + }, + { + "concept": "hung", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "across", + "output_checked": true + }, + { + "concept": "reim", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "short", + "output_checked": true + }, + { + "concept": "Boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "No", + "output_checked": true + }, + { + "concept": "wakeup", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "grud", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "plates", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "kay", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "No", + "output_checked": true + }, + { + "concept": "reopen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Sliced", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "cooled", + "output_checked": true + }, + { + "concept": "dazu", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "undocumented", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "logique", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "logic", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "dungeons", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "plates", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-rapid-transformation-03__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-rapid-transformation-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-rapid-transformation-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-rapid-transformation-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-rapid-transformation-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Quench-induced coordinated transformation 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Quenching suppresses long-range atomic transport and produces packets of highly strained needles. The resulting body-centered unit cell has a c-to-a ratio above one.", + "prompt_tail": "hing suppresses long-range atomic transport and produces packets of highly strained needles. The resulting body-centered unit cell has a c-to-a ratio above one.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 35 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-rapid-transformation-04", + "carrier_id": null, + "target_family": "rapid-transformation", + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 7113, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 2009 + }, + { + "label": "Bain", + "best_rank": 28356, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 41700 + }, + { + "label": "tetragonal", + "best_rank": 229, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 830 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "orry", + "etc", + "them", + "therefor", + "lle", + "hereby", + "leness", + "furthermore", + "outh", + "able", + "arl", + "iture", + "thereof", + "oraz" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "ie", + "wards", + "hence", + "thereof", + "d", + "thing", + "info", + "basically", + "yeah", + "somebody", + "lle", + "alike", + "etc", + "ain", + "gotta", + "sic", + "abouts", + "drauf", + "lly", + "t", + "ii", + "guys", + "wl", + "junt", + "btw", + "outta", + "l", + "ft" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "basically", + "centre", + "somebody", + "etc", + "centre", + "wards", + "probably", + "maybe", + "anybody", + "kalau", + "abouts", + "ie", + "thing", + "etc", + "info", + "behaviour", + "everybody", + "colours", + "anda", + "probably", + "grosse", + "junt", + "selber", + "btw", + "tambien" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "gonna", + "persons", + "somebody", + "awhile", + "ued", + "basically", + "thereof", + "edly", + "lle", + "regards", + "standpoint", + "thru", + "sic", + "stas", + "zis", + "ue", + "ie", + "probably", + "gente", + "everybody", + "bout", + "anybody", + "thereto", + "gotta", + "abouts", + "btw", + "doings", + "ife", + "ety", + "ided", + "sure" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "everybody", + "somebody", + "anybody", + "persons", + "basically", + "thru", + "awhile", + "ie", + "whilst", + "regards", + "standpoint", + "gotta", + "sic", + "plus", + "thing", + "wards", + "sort", + "probably", + "centre", + "thereof", + "bout", + "stas", + "btw", + "betreff", + "doings", + "ow", + "ue" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "gonna", + "probably", + "basically", + "somebody", + "whilst", + "anybody", + "whereas", + "everybody", + "which", + "maybe", + "Also", + "regards", + "afterwards", + "thats", + "therefore", + "although", + "definitely", + "meanwhile", + "also", + "ised", + "able", + "thing", + "however", + "quite", + "persons", + "yeah", + "besides", + "standpoint", + "judgement", + "awhile", + "probably", + "secondly" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "probably", + "therefore", + "although", + "however", + "possibly", + "sometime", + "later", + "generally", + "whereas", + "shortly", + "also", + "whilst", + "afterwards", + "while", + "accordingly", + "thereafter", + "and", + "that", + "than", + "throughout", + "towards", + "respectively", + "definitely", + "toward", + "depending", + "Also", + "subsequently", + "notable", + "noticeable", + "though", + "prior" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "whereas", + "thereto", + "therefore", + "presently", + "however", + "Furthermore", + "thereof", + "considerable", + "than", + "thereby", + "Furthermore", + "stantially", + "thus", + "consideration", + "notable", + "likewise", + "which", + "although", + "regarded", + "considerazione", + "also", + "noteworthy", + "several", + "probably", + "aneous", + "concerning", + "edly", + "considerably", + "regards", + "attained", + "notwithstanding" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Furthermore", + "Furthermore", + "furthermore", + "necessitating", + "concomit", + "Moreover", + "thereby", + "subsequently", + "whereas", + "Additionally", + "irrespective", + "ographically", + "thus", + "acial", + "signifying", + "considerable", + "consequently", + "attained", + "Subsequently", + "although", + "aneous", + "significant", + "than", + "notable", + "constituting", + "concomitant", + "geometrically", + "ieur", + "thereto", + "moreover" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "empirical", + "characteristic", + "geometrically", + "empirically", + "experimentally", + "thermodynam", + "experimental", + "anisotropic", + "characteristics", + "anisotropy", + "ographically", + "spectroscopic", + "necessitating", + "spectrosc", + "thermodynamic", + "chemically", + "engineered", + "aberr", + "subsequent", + "substantially", + "genetically", + "irrespective", + "extruded", + "anthropogenic", + "metallurgical", + "classification", + "scientifically", + "physiologically", + "indicative", + "Experimental", + "qualitatively", + "structurally" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "empirically", + "characteristic", + "empirical", + "geometrically", + "experimentally", + "genetically", + "aberr", + "physiologically", + "structurally", + "thermodynam", + "contralateral", + "mathematically", + "experimental", + "subsequent", + "stabilization", + "stabilized", + "anomalous", + "chemically", + "metastable", + "metallurgical", + "heterozyg", + "characteristics", + "thermodynamic", + "dimensionless", + "measurement", + "manufacture", + "substantially", + "dimensional", + "maximal", + "engineered", + "anisotropic" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "characteristic", + "experimentally", + "anisotropy", + "Characteristic", + "geometrically", + "disequ", + "experimental", + "instability", + "characteristics", + "empirical", + "geometrical", + "anisotropic", + "dimensionless", + "destabil", + "empirically", + "Characteristic", + "deformation", + "genetically", + "characteristic", + "perpendicular", + "dimensional", + "inversion", + "reversal", + "imbalance", + "Experimental", + "abnormally", + "femininity", + "stratigraphic", + "ratio" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "Characteristic", + "Characteristic", + "characteristics", + "empirically", + "experimentally", + "anisotropy", + "typical", + "characterizing", + "geometrically", + "indicative", + "characteristic", + "heterozyg", + "Characteristics", + "femininity", + "empirical", + "favoring", + "abnormally", + "disequ", + "predominance", + "geometrical", + "distinguishing", + "caratteristiche", + "Characteristics" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "characteristic", + "characteristics", + "Characteristic", + "Characteristics", + "Characteristic", + "typical", + "caracteriza", + "whereas", + "experimentally", + "characteristic", + "empirically", + "characterizing", + "Characteristics", + "favoring", + "indicating", + "accordingly", + "indicative", + "anisotropy", + "consequently", + "Typical" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "which", + "whereas", + "Consequently", + "Furthermore", + "furthermore", + "demonstrating", + "showcasing", + "Consequently", + "making", + "whilst", + "showing", + "Which", + "characterized", + "consequently", + "characterised", + "exhibiting", + "whereas", + "because", + "therefore", + "although", + "ensuring", + "thereby", + "indicating", + "featuring", + "displaying", + "notwithstanding", + "illustrating", + "necessitating", + "wherein", + "Which", + "Nevertheless" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "whereas", + "Furthermore", + "furthermore", + "Meanwhile", + "Consequently", + "Consequently", + "Also", + "Similarly", + "Similarly", + "Likewise", + "Conversely", + "whereas", + "Also", + "Conversely", + "Because", + "During", + "During", + "likewise", + "Moreover", + "meanwhile", + "Eventually", + "Certainly", + "Secondly", + "Their", + "Moreover", + "Yet", + "Nevertheless", + "Meanwhile", + "Recently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "whereas", + "Furthermore", + "Similarly", + "Conversely", + "furthermore", + "Meanwhile", + "Furthermore", + "Similarly", + "meanwhile", + "Conversely", + "conversely", + "Also", + "Consequently", + "Likewise", + "Secondly", + "whereas", + "However", + "During", + "Moreover", + "likewise", + "Moreover", + "Consequently", + "Then", + "Because", + "Also", + "Finally", + "similarly", + "consequently", + "Whereas", + "Subsequently", + "alternatively" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "Furthermore", + "whereas", + "meanwhile", + "conversely", + "Similarly", + "while", + "However", + "While", + "although", + "During", + "Though", + "Meanwhile", + "Furthermore", + "Similarly", + "Likewise", + "Conversely", + "Finally", + "however", + "likewise", + "secondly", + "They", + "While", + "consequently", + "tandis", + "Conversely", + "Equally", + "Although", + "Their" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "whereas", + "Meanwhile", + "meanwhile", + "Furthermore", + "Conversely", + "However", + "Yet", + "Similarly", + "furthermore", + "Conversely", + "conversely", + "Recently", + "Likewise", + "However", + "This", + "They", + "While", + "Therefore", + "While", + "During", + "Moreover", + "Though", + "Moreover", + "Yet", + "Furthermore", + "Similarly", + "Owing", + "Their", + "Another", + "During", + "Meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Furthermore", + "meanwhile", + "furthermore", + "Conversely", + "Similarly", + "Moreover", + "whereas", + "conversely", + "However", + "Also", + "Likewise", + "Conversely", + "Furthermore", + "Consequently", + "Recently", + "Meanwhile", + "This", + "During", + "Yet", + "Along", + "Moreover", + "There", + "Also", + "They", + "However", + "Additionally", + "Along", + "Regarding", + "Regarding", + "Consequently", + "Simultaneously" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Furthermore", + "Also", + "Meanwhile", + "meanwhile", + "furthermore", + "Moreover", + "Similarly", + "Conversely", + "However", + "Recently", + "Likewise", + "This", + "Also", + "Furthermore", + "conversely", + "Another", + "Consequently", + "Recent", + "Conversely", + "Yet", + "Additionally", + "Moreover", + "They", + "Therefore", + "whereas", + "Meanwhile", + "There", + "Upon", + "However", + "Hence", + "While", + "During" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Similarly", + "Likewise", + "furthermore", + "Conversely", + "conversely", + "Furthermore", + "Moreover", + "Conversely", + "This", + "However", + "Also", + "Meanwhile", + "Secondly", + "Simultaneously", + "Alternatively", + "meanwhile", + "Another", + "Upon", + "Recently", + "Additionally", + "Similarly", + "alternatively", + "They", + "Additionally", + "Also", + "Moreover", + "secondly", + "Likewise", + "There", + "Hence" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Similarly", + "Furthermore", + "Conversely", + "conversely", + "Meanwhile", + "Similarly", + "Likewise", + "meanwhile", + "Conversely", + "furthermore", + "Another", + "Meanwhile", + "Alternatively", + "Secondly", + "However", + "Furthermore", + "alternatively", + "Therefore", + "Secondly", + "similarly", + "Simultaneously", + "Another", + "Whereas", + "Moreover", + "Alternatively", + "This", + "anymore", + "Repeat" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Similarly", + "Furthermore", + "Conversely", + "Meanwhile", + "conversely", + "Similarly", + "furthermore", + "Another", + "Likewise", + "Conversely", + "Secondly", + "Therefore", + "meanwhile", + "Copies", + "Whereas", + "Secondly", + "Simultaneously", + "ately", + "However", + "moreover", + "Furthermore", + "alternatively", + "similarly", + "Alternatively", + "bred", + "Moreover", + "Another", + "Yet" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Similarly", + "Furthermore", + "Conversely", + "Considering", + "Another", + "Similarly", + "Based", + "Secondly", + "Based", + "Yet", + "Considering", + "Secondly", + "Due", + "furthermore", + "Given", + "Rather", + "conversely", + "Specifically", + "Copies", + "Likewise", + "Replacing", + "Therefore", + "Finding", + "Simultaneously", + "However", + "Below", + "Whereas", + "Conversely", + "Rather", + "UMENT" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Furthermore", + "A", + "For", + "Cent", + "When", + "Due", + "Conversely", + "In", + "Q", + "Another", + "Based", + "However", + "Upon", + "After", + "While", + "There", + "More", + "Using", + "At", + "Additionally", + "An", + "That", + "Similarly", + "By", + "Given", + "These" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 188868, + 58328, + 37968, + 38215, + 33240, + 16574, + 36465, + 18922, + 58554, + 16753, + 8277, + 7114, + 46996, + 72093, + 31406, + 119371, + 92591, + 85332, + 69938, + 37596, + 15821, + 9049, + 31874, + 20400, + 37784, + 3001 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 130225, + 50787, + 54826, + 75836, + 79497, + 57797, + 52027, + 56118, + 80102, + 122031, + 151752, + 183334, + 205688, + 191096, + 107723, + 173818, + 193688, + 163341, + 82593, + 94382, + 54574, + 28357, + 94965, + 82232, + 45178, + 4964 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 145027, + 146090, + 111489, + 124306, + 144186, + 125297, + 144611, + 71617, + 12151, + 4829, + 2749, + 621, + 230, + 411, + 225716, + 253492, + 218040, + 191649, + 234089, + 157838, + 134348, + 173488, + 223778, + 212022, + 163937, + 19087 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 65787, + 90782, + 164121, + 24276, + 166080, + 75928, + 63342, + 21504, + 12955, + 3044, + 2010, + 3012, + 9581, + 7016 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 152190, + 57997, + 202204, + 68705, + 242963, + 235634, + 150463, + 255633, + 111029, + 85224, + 56059, + 41701, + 50986, + 68563 + ] + }, + { + "label": "tetragonal", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 161044, + 118854, + 189525, + 119141, + 127170, + 162398, + 59585, + 3881, + 199343, + 831, + 902, + 7718, + 132265, + 163157 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "whereas", + "score": 14.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "one", + "output_checked": true + }, + { + "concept": "axis", + "score": 12.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "became", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "body", + "output_checked": true + }, + { + "concept": "metastable", + "score": 7.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "long", + "output_checked": true + }, + { + "concept": "atoms", + "score": 7.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "several", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "body", + "output_checked": true + }, + { + "concept": "interactions", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "range", + "output_checked": true + }, + { + "concept": "disordered", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "highly", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "c", + "output_checked": true + }, + { + "concept": "geometry", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 5.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "which", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "significant", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "produces", + "output_checked": true + }, + { + "concept": "rather", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "packets", + "output_checked": true + }, + { + "concept": "disproportion", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "that", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "lattice", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "unit", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "rapid", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "anisotropic", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "movement", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "nuclei", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "fragmentation", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "this", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "exposure", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "suppresses", + "output_checked": true + }, + { + "concept": "threats", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "range", + "output_checked": true + }, + { + "concept": "consequently", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "collisions", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "numerous", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "has", + "output_checked": true + }, + { + "concept": "localized", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "highly", + "output_checked": true + }, + { + "concept": "correlations", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "range", + "output_checked": true + }, + { + "concept": "slows", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "during", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "needles", + "output_checked": true + }, + { + "concept": "mechanism", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "structure", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "body", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "has", + "output_checked": true + }, + { + "concept": "greater", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "unity", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "above", + "output_checked": true + }, + { + "concept": "indicating", + "score": 3.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "neutralization", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "suppresses", + "output_checked": true + }, + { + "concept": "accelerating", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "packets", + "output_checked": true + }, + { + "concept": "intense", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "highly", + "output_checked": true + }, + { + "concept": "fracturing", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "strained", + "output_checked": true + }, + { + "concept": "fractal", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "needles", + "output_checked": true + }, + { + "concept": "geomet", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "manufacturing", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "mathematically", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "one", + "output_checked": true + }, + { + "concept": "vaporization", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ching", + "output_checked": true + }, + { + "concept": "scientists", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "tensile", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "strained", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "undergone", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "has", + "output_checked": true + }, + { + "concept": "elements", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "undertook", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "equivalent", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "while", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ching", + "output_checked": true + }, + { + "concept": "concentrated", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "highly", + "output_checked": true + }, + { + "concept": "accidents", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "range", + "output_checked": true + }, + { + "concept": "smaller", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "individuals", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "strained", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "ervan", + "undos", + "punkte", + "quantos", + "trump", + "Kwa", + "wand", + "Mol", + "NORE", + "ynitrite", + "Hail" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "Mannes", + "Sob", + "channel", + "opat", + "stir", + "olas", + "twe", + "Cole", + "vra", + "Cann", + "ebel", + "Prote", + "olyte", + "wedge", + "grac", + "tons", + "instrument" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "rid", + "opat", + "essional", + "dre", + "wedge", + "champ", + "Schle", + "sum", + "ago", + "chr", + "ilda", + "alk", + "ri", + "ins", + "acid", + "ulse", + "vra", + "rake", + "sat", + "reu", + "bog" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "essional", + "def", + "Reis", + "champ", + "ago", + "Cem", + "alk", + "rakes", + "ri", + "sn", + "bog", + "nguy", + "muut", + "inds", + "rid", + "Sen", + "Proc", + "Cann", + "snag", + "Sesam", + "Pres", + "Schle", + "causes", + "Rid" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "essional", + "ago", + "Sur", + "Cann", + "Reis", + "snag", + "nguy", + "vra", + "Mannes", + "motifs", + "def", + "rid", + "yli", + "Pres", + "riv", + "muut", + "dre", + "myst", + "twe", + "champ", + "fam", + "Sn", + "Sob", + "tenu", + "tfrac", + "grac" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "sn", + "und", + "yn", + "rem", + "rekken", + "atus", + "Rem", + "Vo", + "uldig", + "WOR", + "detached", + "Ih", + "su", + "falls", + "VERE", + "vy", + "undas", + "vac", + "zd", + "Fach", + "susp", + "reh", + "asaki", + "icot", + "hst" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "HI", + "tools", + "sol", + "side", + "tool", + "Green", + "Er", + "konto", + "simple", + "seq", + "bro", + "Ort", + "trading", + "chal", + "Sol", + "Berg", + "Select", + "ilers", + "turbo" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "tool", + "HI", + "side", + "simple", + "demos", + "trading", + "turbo", + "konto", + "rem", + "sol", + "tail", + "verz", + "Green", + "Ort", + "isable", + "Select" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "tail", + "kick", + "blank", + "tools", + "sol", + "Green", + "konto", + "tool", + "record", + "demos", + "Blank", + "remen", + "Er", + "ERT", + "duct", + "select", + "Select" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "linear", + "Green", + "sus", + "tattoo", + "fract", + "fetch", + "dynamic", + "cactus", + "select", + "delegate", + "data", + "cdots", + "ettle", + "ansive", + "switch", + "olved", + "subject", + "awesome", + "proj", + "lives" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "dynamic", + "greet", + "detailed", + "data", + "switch", + "greeting", + "Meals", + "linear", + "delegate", + "titles", + "ettle", + "racial", + "Greet", + "proj", + "CERT", + "usel", + "ilable", + "ILIA", + "cat", + "RECE", + "CRED", + "piet", + "Resolve", + "tattoo" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "bag", + "alh", + "riline", + "acle", + "walled", + "enswert", + "inst", + "standen", + "inac", + "hung", + "ngo", + "Rechnung", + "aware", + "tight", + "bella" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "playlists", + "milion", + "dicts", + "lick", + "kilo", + "cribable", + "theit", + "ygons", + "Dunes", + "flow", + "pickle", + "cocks", + "restart" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "god", + "ogado", + "brus", + "jogar", + "golfer", + "deka", + "rele", + "gor", + "delt", + "holz", + "kund", + "rivol", + "bilgiler", + "owes" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "prong", + "logical", + "tier", + "logic", + "muh", + "fect", + "logique", + "ktor", + "logic", + "Jahres", + "etti", + "erves", + "proiect", + "logical", + "rali" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Verw", + "argue", + "ausge", + "finity", + "verw", + "wir", + "etically", + "omens", + "ectors", + "sped", + "dlatego", + "adillo", + "Warr", + "orough", + "tier", + "welt", + "azimuth", + "fear", + "ructured", + "ounding", + "rozd" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "contend", + "correspondingly", + "ichel", + "kernel", + "wake" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Otherwise", + "postpartum", + "otherwise", + "unders", + "correspondingly", + "reheating", + "simultaneously", + "nonetheless", + "horizontally", + "horizontal", + "probes", + "manifests", + "highlight", + "endregion", + "baliknya", + "slategray", + "deacetyl", + "tab", + "vice", + "readlines" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "However", + "Similarly", + "Meanwhile", + "meanwhile", + "owing", + "Secondly", + "latter", + "Moreover", + "blowing", + "Conversely", + "dee", + "other", + "whereas", + "outputs", + "observation", + "Likewise", + "Furthermore", + "sedangkan", + "Observation", + "nonetheless", + "swell", + "Calculation", + "pleasures", + "copying", + "downloads", + "natomiast", + "nThe", + "opening", + "enthusiasm", + "Recently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "meanwhile", + "Similarly", + "Consequently", + "Furthermore", + "Meanwhile", + "Conversely", + "However", + "Moreover", + "nThe", + "Simultaneously", + "Due", + "Similarly", + "Secondly", + "conversely", + "ength", + "Likewise", + "Consequently", + "simultaneously", + "Because" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Similarly", + "meanwhile", + "Furthermore", + "Consequently", + "Likewise", + "Conversely", + "Moreover", + "nThe", + "However", + "Meanwhile", + "furthermore", + "Simultaneously", + "Consequently", + "conversely", + "Another", + "Due", + "therefore", + "Similarly", + "Recently", + "Secondly", + "Therefore", + "Dit", + "Bunun" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Similarly", + "conversely", + "Furthermore", + "Conversely", + "Alternatively", + "com", + "Similarly", + "Likewise", + "alternatively", + "furthermore", + "txt", + "Simultaneously", + "Due", + "Otherwise", + "Secondly", + "meanwhile", + "similarly", + "However", + "simultaneously", + "Alternatively", + "tetrahedral", + "Additionally", + "png", + "sted", + "Consequently", + "Moreover", + "Recently", + "Coordination" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Similarly", + "conversely", + "Conversely", + "Similarly", + "Likewise", + "Furthermore", + "Meanwhile", + "similarly", + "com", + "urally", + "Certain", + "Simultaneously", + "ipynb", + "Otherwise", + "Secondly", + "Another", + "Alternatively", + "Conversely", + "This", + "Repeat", + "Therefore", + "meanwhile", + "osters", + "However" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Similarly", + "Conversely", + "conversely", + "Similarly", + "Meanwhile", + "Simultaneously", + "Furthermore", + "Likewise", + "com", + "similarly", + "Due", + "Therefore", + "Based", + "urally", + "Another", + "ively", + "simultaneously", + "Secondly", + "ipynb", + "Conversely", + "This", + "However", + "By", + "Given", + "endswith", + "osters", + "Neither", + "meanwhile" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Similarly", + "Conversely", + "Based", + "Based", + "Similarly", + "Another", + "Given", + "Secondly", + "Both", + "Furthermore", + "Therefore", + "When", + "However", + "Due", + "Rather", + "Specifically", + "Historically", + "conversely", + "During", + "Those", + "ively", + "Below", + "urally", + "similarly" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Q", + "Conversely", + "When", + "Furthermore", + "A", + "These", + "Upon", + "Based", + "Another", + "Due", + "In", + "For", + "Cent", + "That", + "Using", + "However", + "By", + "While", + "Its", + "After", + "Given", + "Similarly", + "Nucle", + "At" + ] + } + ], + "logit_surprising": [ + { + "concept": "interactions", + "score": 11.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "atomic", + "output_checked": true + }, + { + "concept": "disordered", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "axis", + "score": 9.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "c", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "body", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "resulting", + "output_checked": true + }, + { + "concept": "prong", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "verw", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "greater", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "c", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "unit", + "output_checked": true + }, + { + "concept": "tetragonal", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "lattice", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "unity", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "above", + "output_checked": true + }, + { + "concept": "indicating", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "structure", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "body", + "output_checked": true + }, + { + "concept": "rele", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "ausge", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "has", + "output_checked": true + }, + { + "concept": "spf", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "highly", + "output_checked": true + }, + { + "concept": "serp", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "long", + "output_checked": true + }, + { + "concept": "whereas", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "localized", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "atoms", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "strained", + "output_checked": true + }, + { + "concept": "fires", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ching", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "metastable", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "produces", + "output_checked": true + }, + { + "concept": "mechanism", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "replay", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "body", + "output_checked": true + }, + { + "concept": "boo", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "strained", + "output_checked": true + }, + { + "concept": "halk", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "body", + "output_checked": true + }, + { + "concept": "Resist", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "long", + "output_checked": true + }, + { + "concept": "undergone", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "has", + "output_checked": true + }, + { + "concept": "anyway", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "thus", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "that", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "infinity", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "above", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "abnormally", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "has", + "output_checked": true + }, + { + "concept": "Question", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "en", + "output_checked": true + }, + { + "concept": "reduces", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "slows", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "clusters", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "strained", + "output_checked": true + }, + { + "concept": "est", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "en", + "output_checked": true + }, + { + "concept": "combustion", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "suppresses", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Qu", + "output_checked": true + }, + { + "concept": "reassure", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "strained", + "output_checked": true + }, + { + "concept": "geg", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "key", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "c", + "output_checked": true + }, + { + "concept": "sweep", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "uman", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "produces", + "output_checked": true + }, + { + "concept": "lick", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "Phong", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "ToServer", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "clocked", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "one", + "output_checked": true + }, + { + "concept": "lopen", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "and", + "output_checked": true + }, + { + "concept": "onClick", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "resulting", + "output_checked": true + }, + { + "concept": "embers", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "above", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "cez", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "ching", + "output_checked": true + }, + { + "concept": "ayr", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "logic", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-rapid-transformation-04__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-rapid-transformation-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-rapid-transformation-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-rapid-transformation-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-rapid-transformation-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-rapid-transformation-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Quench-induced coordinated transformation 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "An austenitic sample undergoes an abrupt, composition-preserving shape change during cooling. The product is hard, plate-like, and internally twinned.", + "prompt_tail": "An austenitic sample undergoes an abrupt, composition-preserving shape change during cooling. The product is hard, plate-like, and internally twinned.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-rapid-transformation-05", + "carrier_id": null, + "target_family": "rapid-transformation", + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 1710, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 10218 + }, + { + "label": "Bain", + "best_rank": 16234, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 14281 + }, + { + "label": "tetragonal", + "best_rank": 42, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 35953 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "orry", + "leness", + "able", + "arl", + "etc", + "lle", + "nya", + "them", + "therefor", + "outh", + "persons", + "oses", + "oraz", + "iken", + "furthermore", + "nto" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "sic", + "d", + "ii", + "lle", + "alike", + "t", + "ct", + "ie", + "ued", + "wards", + "zes", + "thereof", + "lli", + "wl", + "nto", + "l", + "ff", + "iew", + "etc", + "vl", + "eded", + "lly", + "ion", + "ue", + "ss", + "ited", + "ided", + "ients", + "rl" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "sic", + "gonna", + "thereof", + "lle", + "sowie", + "alike", + "anda", + "thru", + "btw", + "t", + "d", + "plus", + "ii", + "etc", + "lli", + "dll", + "ie", + "ients", + "centre", + "samt", + "centre", + "yakni", + "tambien", + "ue", + "wards", + "persons" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "udos", + "hiy", + "ortheast", + "ited", + "ued", + "persons", + "entimes", + "zes", + "eyer", + "oides", + "sic", + "armor", + "antown", + "ff", + "arena", + "edly", + "oid", + "utta", + "thereto", + "UIT", + "yj", + "ypi", + "ided", + "amente", + "aken", + "arters", + "akka" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "sic", + "eyer", + "stuffs", + "ued", + "edly", + "udos", + "hiy", + "ided", + "arters", + "gonna", + "wherein", + "thereto", + "oid", + "ited", + "persons", + "zes", + "standpoint", + "maupun", + "AKA", + "TTY", + "ow", + "ff", + "pursuant", + "eway", + "thru", + "yses", + "entimes", + "via", + "bzw" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "utta", + "ited", + "yy", + "zes", + "comprised", + "thereto", + "also", + "females", + "eyeglasses", + "entimes", + "eyer", + "oides", + "iee", + "ued", + "ided", + "characterized", + "utilized", + "thereon", + "woman", + "rata", + "AKA", + "zz", + "ondo", + "consisted", + "UIT" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "prior", + "urally", + "primarily", + "characterized", + "rotto", + "textural", + "interior", + "characteristics", + "exterior", + "comprised", + "istically", + "patterning", + "assemblages", + "noted", + "largely", + "portions", + "thereto", + "supplemental", + "nomenclature", + "assemblage", + "uiti", + "facies", + "dyads", + "Supplemental", + "toward", + "characteristic", + "ancillary", + "amenable", + "etiology", + "UED" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "characteristic", + "characterized", + "thereto", + "aceous", + "subordinate", + "characteristics", + "specimen", + "cyst", + "neoplas", + "concomit", + "composition", + "facies", + "tubercul", + "morphology", + "secretory", + "interior", + "distal", + "coloration", + "nomenclature", + "concomitant", + "etiology", + "assemblage", + "cuticle", + "Disposition", + "compositional", + "assemblages", + "subordinated", + "ellae", + "disposition", + "suture", + "albumen" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "morphology", + "Metall", + "subsurface", + "mineral", + "crystalline", + "anisotropic", + "characteristic", + "facies", + "crystallography", + "metallurgy", + "substrate", + "microstructure", + "striated", + "microscopy", + "subterranean", + "ellae", + "aceous", + "crystallization", + "industrial", + "lith", + "tubercul", + "intrac", + "hypertro", + "extruded", + "agglomer", + "Morphology", + "micrograph", + "metall", + "spectroscopic", + "sintered", + "silica" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "microstructure", + "crystalline", + "morphology", + "anisotropic", + "subsurface", + "striated", + "characteristic", + "crystallization", + "micrograph", + "spectroscopic", + "crystall", + "hypertro", + "histological", + "birefring", + "lattice", + "substrate", + "lith", + "alloy", + "Metall", + "microscopy", + "morphological", + "weld", + "coloration", + "recrystall", + "agglomer", + "sintered", + "stratigraphic", + "crystallography", + "vasculature", + "birefringence" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "metallurgical", + "characteristic", + "crystalline", + "morphology", + "hypertro", + "crystallization", + "coloration", + "deform", + "recrystall", + "striated", + "weld", + "anisotropic", + "microstructure", + "micrograph", + "extrusion", + "extruded", + "subsurface", + "substrate", + "imping", + "formation", + "crystall", + "morphological", + "rectilinear", + "fracturing", + "birefring", + "birefringence", + "crystalline", + "refractory", + "welds" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "morphology", + "formation", + "characteristic", + "deform", + "crystallization", + "polymerization", + "metallurgical", + "necrosis", + "coloration", + "fibrosis", + "microstructure", + "homozyg", + "defects", + "recrystall", + "fracturing", + "birefringence", + "extrusion", + "refractory", + "subsurface", + "agglomer", + "morphogenesis", + "crystallinity", + "polymerized", + "Morphology", + "induced", + "defective", + "fibrous", + "characteristics", + "Formation", + "disintegration" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "morphology", + "microstructure", + "characteristics", + "metallurgical", + "rectilinear", + "holotype", + "formation", + "deform", + "characterize", + "coloration", + "quartzite", + "dense", + "polymerization", + "refractory", + "cuticle", + "deformity", + "micrograph", + "Characteristic", + "amorphous", + "crystallization", + "extrusion", + "characterizing", + "characteristic", + "Characteristic", + "morphogenesis" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "characteristic", + "characteristics", + "morphology", + "holotype", + "characterize", + "Characteristics", + "quartzite", + "specimen", + "microscopy", + "coloration", + "rectilinear", + "phenotype", + "Characteristic", + "Characteristic", + "caracteriza", + "Appearance", + "characterized", + "characteristic", + "characteristics", + "appearance", + "deform" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "During", + "lyn", + "whence", + "during", + "ingly", + "Recently", + "Owing", + "ertain", + "whilst", + "oping", + "which", + "whereas", + "recently", + "meteorological", + "this", + "ieu", + "reportedly", + "during", + "demonstrators", + "whereupon", + "inally", + "tonight", + "owness", + "ually", + "ieurs", + "witnesses", + "istically", + "threatening", + "ierungs" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "ertain", + "Conversely", + "Recently", + "wards", + "During", + "lyn", + "Consequently", + "whereas", + "whereas", + "ively", + "aneous", + "ually", + "ilities", + "recently", + "cially", + "iquement", + "sequent", + "ytically", + "ingly", + "elson", + "Consequently", + "Similarly", + "during", + "furthermore", + "Subsequently", + "Owing", + "lately", + "itherto", + "lement", + "ories", + "omic" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Conversely", + "correspondingly", + "likewise", + "Conversely", + "conversely", + "ertain", + "Similarly", + "furthermore", + "thereafter", + "whereas", + "Furthermore", + "afterwards", + "similarly", + "During", + "contrasted", + "else", + "simultaneously", + "afterward", + "nonetheless", + "confronting", + "nevertheless", + "Furthermore", + "alternatively", + "concurrently", + "Consequently", + "Alongside", + "according", + "equally", + "accordingly", + "Consequently", + "Recently", + "exhibiting" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "During", + "During", + "during", + "furthermore", + "afterwards", + "during", + "afterward", + "likewise", + "whereas", + "accordingly", + "lately", + "demonstrating", + "nonetheless", + "Alongside", + "meanwhile", + "while", + "today", + "observed", + "while", + "Furthermore", + "explaining", + "underneath", + "Upon", + "Similarly", + "After", + "Once", + "analyzing", + "thereafter", + "Yet", + "tandis", + "witnessing" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "uries", + "ertain", + "Yet", + "mdash", + "lately", + "mselves", + "today", + "During", + "ueva", + "nonetheless", + "olerance", + "ilities", + "augh", + "oday", + "Yet", + "Its", + "meanwhile", + "maal", + "holtz", + "ildet", + "andia", + "ideo", + "weet", + "theirs", + "itness", + "accordingly", + "wel" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "holtz", + "Conversely", + "Meanwhile", + "Regarding", + "ndo", + "Owing", + "mdash", + "During", + "ertain", + "Consequently", + "lately", + "Yet", + "furthermore", + "nonetheless", + "whereas", + "Looking", + "Considering", + "During", + "Yet", + "Looking", + "meanwhile", + "conversely", + "accordingly", + "arette", + "Hence", + "yme", + "Conversely", + "Consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "holtz", + "ndo", + "Its", + "lately", + "mdash", + "ibi", + "Yet", + "Yet", + "His", + "Looking", + "yme", + "Lately", + "Looking", + "Consequently", + "arette", + "accordingly", + "nonetheless", + "Conversely", + "Considering", + "anymore", + "investigating", + "awn", + "furthermore", + "Regarding", + "conversely", + "Recently", + "What", + "During" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "ndo", + "holtz", + "awn", + "Hence", + "Again", + "Facing", + "Yet", + "sted", + "Its", + "Conversely", + "BAT", + "Conversely", + "whor", + "Secondly", + "hood", + "txt", + "Its", + "Unless", + "Again", + "stm", + "Ships", + "During", + "andon", + "Though", + "dll", + "OUND", + "Considering", + "Observe" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Yet", + "awn", + "Secondly", + "Anyone", + "eted", + "UMENT", + "Bred", + "Meanwhile", + "Another", + "Secondly", + "ows", + "Researchers", + "rive", + "Sao", + "oad", + "acking", + "aments", + "bred", + "auche", + "Another", + "afraid", + "Therefore", + "bill", + "Yet", + "otre", + "Unless" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Yet", + "awn", + "Anyone", + "Meanwhile", + "Sao", + "Researchers", + "rive", + "ILL", + "acking", + "bill", + "UMENT", + "Secondly", + "arty", + "oad", + "Researchers", + "Another", + "akers", + "Secondly", + "ively", + "ells", + "afraid", + "IVING", + "Bred", + "ENGTH" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "oad", + "awn", + "Yet", + "UMENT", + "Researchers", + "ILL", + "Researchers", + "eted", + "Considering", + "Secondly", + "een", + "aints", + "ells", + "afraid", + "Secondly", + "SearchResults", + "Please", + "IGATION", + "blit", + "Considering", + "ocht", + "Heading", + "Bone", + "ullin", + "ould", + "engar", + "USING", + "ucin", + "Searching" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "No", + "Yet", + "men", + "These", + "Let", + "sub", + "When", + "bl", + "he", + "A", + "If", + "stand", + "re", + "oc", + "Such", + "In", + "dot", + "nt", + "It", + "nth", + "hat", + "m", + "Another", + "They", + "hen", + "emph", + "Please", + "ies", + "For", + "at" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 191914, + 69091, + 38612, + 55890, + 43502, + 20536, + 29340, + 18590, + 3670, + 3008, + 1711, + 2088, + 7256, + 14394, + 141572, + 129032, + 130178, + 78637, + 113928, + 77354, + 78776, + 23381, + 39397, + 15485, + 48233, + 3167 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 139237, + 79901, + 98426, + 68437, + 72222, + 29034, + 29570, + 29504, + 8737, + 40100, + 75399, + 126653, + 85271, + 54798, + 84532, + 112819, + 107229, + 193959, + 71594, + 58106, + 32073, + 16235, + 68285, + 50331, + 27673, + 23954 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 141251, + 128854, + 114468, + 85260, + 134895, + 115096, + 43409, + 6105, + 348, + 102, + 85, + 83, + 47, + 43, + 211481, + 240324, + 219834, + 246409, + 219671, + 195571, + 196770, + 194166, + 237061, + 247159, + 223760, + 49862 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 33078, + 59245, + 112436, + 35212, + 220098, + 50370, + 45981, + 10219, + 13857, + 12252, + 38120, + 21904, + 124326, + 74584 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 45343, + 38118, + 216840, + 57396, + 104915, + 138379, + 107766, + 253090, + 159846, + 59358, + 65323, + 14282, + 19626, + 28635 + ] + }, + { + "label": "tetragonal", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 225537, + 211264, + 228063, + 134530, + 149310, + 140423, + 72522, + 46312, + 225244, + 35954, + 42540, + 48682, + 79890, + 76691 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "metallurgical", + "score": 24.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "sudden", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "abrupt", + "output_checked": true + }, + { + "concept": "characterized", + "score": 10.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "because", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "An", + "output_checked": true + }, + { + "concept": "several", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "undergoes", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 7.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "tw", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "undergoes", + "output_checked": true + }, + { + "concept": "brittle", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "deformation", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "whereas", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ",", + "output_checked": true + }, + { + "concept": "subjected", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "from", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "change", + "output_checked": true + }, + { + "concept": "alloying", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "alloy", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "toughness", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "but", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "altering", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "instantaneous", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "change", + "output_checked": true + }, + { + "concept": "instantaneously", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "resultante", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "product", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "oxide", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "resulted", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "product", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "undergoes", + "output_checked": true + }, + { + "concept": "lacked", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "abrupt", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "undergoes", + "output_checked": true + }, + { + "concept": "heating", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "during", + "output_checked": true + }, + { + "concept": "below", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "fractured", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "compared", + "score": 3.0, + "best_rank": 2, + "best_depth": 75.6, + "near_token": "inned", + "output_checked": true + }, + { + "concept": "structures", + "score": 3.0, + "best_rank": 12, + "best_depth": 78.0, + "near_token": "like", + "output_checked": true + }, + { + "concept": "scientific", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "elongated", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "like", + "output_checked": true + }, + { + "concept": "specimen", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "admixture", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "identical", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "preserving", + "output_checked": true + }, + { + "concept": "dense", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "intervention", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "abrupt", + "output_checked": true + }, + { + "concept": "yet", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ",", + "output_checked": true + }, + { + "concept": "this", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "The", + "output_checked": true + }, + { + "concept": "changes", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "preserving", + "output_checked": true + }, + { + "concept": "was", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "hydrothermal", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "during", + "output_checked": true + }, + { + "concept": "intensity", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "The", + "output_checked": true + }, + { + "concept": "despite", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "possesses", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "inhomogeneous", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "welded", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "tw", + "output_checked": true + }, + { + "concept": "excuse", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "An", + "output_checked": true + }, + { + "concept": "Yet", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Its", + "score": 2.0, + "best_rank": 2, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 13, + "best_depth": 56.1, + "near_token": "like", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "mineral", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "preserving", + "output_checked": true + }, + { + "concept": "geometrically", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "stabilized", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "is", + "output_checked": true + }, + { + "concept": "crystallization", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "mottled", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "Hail", + "wand", + "Kwa", + "ynitrite", + "ervan", + "boule", + "quantos", + "ties", + "uks", + "punkte", + "cro", + "ambo", + "Kwa" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "Mannes", + "rid", + "stir", + "Sob", + "twe", + "olyte", + "lev", + "reu", + "tons", + "trem", + "lou", + "Cann", + "Schle", + "channel", + "Tit", + "ebo" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "nab", + "lev", + "Pres", + "twe", + "ebo", + "reu", + "wedge", + "brink", + "Bens", + "rid", + "blot", + "unused", + "champ", + "astes", + "impress", + "Carg" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "champ", + "Ce", + "alk", + "Reis", + "glob", + "ilg", + "ago", + "reu", + "Langer", + "def", + "tfrac", + "Mani", + "Sob", + "unused", + "Sod", + "fam" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "ago", + "glob", + "champ", + "Mani", + "dre", + "essional", + "byt", + "fam", + "Pres", + "Rec", + "Durch", + "Frem", + "Bens", + "Tit", + "zd", + "Eing", + "dim", + "dip", + "Ce", + "ilers", + "Sob", + "Apa" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "rem", + "yn", + "atus", + "sn", + "Hs", + "Vo", + "WOR", + "ual", + "sag", + "side", + "idence", + "icot", + "Vla", + "hst", + "ling", + "fin", + "Rem" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "side", + "tools", + "HI", + "Green", + "dal", + "Sol", + "tool", + "kick", + "trading", + "ME", + "ORS", + "six", + "nop", + "remen", + "rem", + "Select", + "Vo", + "Vo" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "side", + "HI", + "tool", + "sol", + "trading", + "turbo", + "dad", + "select", + "rem", + "Select", + "tail", + "Green", + "kick", + "remen", + "simple", + "ORS", + "dal", + "six", + "nop" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "kick", + "select", + "sol", + "HI", + "tools", + "nop", + "tail", + "record", + "rem", + "tool", + "Green", + "pick", + "Select", + "Sol", + "lives", + "remen", + "simple", + "atus", + "blank" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "cdots", + "linear", + "OOSE", + "Select", + "fetch", + "switch", + "ettle", + "sus", + "select", + "felt", + "lives", + "greet", + "greeting", + "listener", + "betre", + "Elsewhere", + "itivity" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "fetch", + "greeting", + "itivity", + "ettle", + "OOSE", + "scoped", + "linear", + "switch", + "lives", + "Greeting", + "Greet", + "discuss", + "betre", + "discussed", + "Lives", + "meetings", + "isselle", + "RECE", + "dog", + "greet" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "law", + "elli", + "MAIL", + "edy", + "erat", + "Apa", + "occa", + "berat", + "uya", + "mouseY", + "bag", + "itas", + "yme", + "rami", + "Gasp", + "ema", + "Lang", + "tagli", + "Play", + "bells", + "mailer", + "epar", + "bag", + "breath" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "kulit", + "getId", + "gqlgen", + "cama", + "cribable", + "bosses", + "dieu", + "adet", + "boss", + "rectum", + "httpClient", + "assol", + "anger", + "bilen" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "brus", + "punt", + "god", + "assol", + "deka", + "dieu", + "ogado", + "abilecek", + "dfs", + "grud", + "labores", + "rele", + "okol", + "blas", + "kole", + "ggen", + "Moser", + "kund" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Jahres", + "tier", + "erves", + "ausge", + "schrift", + "prong", + "Ber", + "poste", + "idio", + "igste", + "peric", + "father" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "halk", + "Stein", + "kast", + "Lutz", + "ham", + "tti", + "idium", + "caram", + "tier", + "wir", + "spf", + "rape", + "organisme", + "afect", + "opcode", + "Gut", + "Jaz", + "adillo", + "daran", + "orges", + "dungeons" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "bl", + "together", + "kavram", + "WHM", + "rung", + "boil", + "auquel" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "nonetheless", + "ImageFilter", + "wonders", + "Weekly", + "Downloads", + "Pics", + "bl", + "biggr", + "Formation", + "today", + "weekly", + "Thought", + "Lately", + "Together", + "Stri", + "pleasures", + "Details", + "blowing", + "Images", + "Subs", + "UserDetails", + "ernel", + "Trou", + "Remarks" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "simultaneously", + "Meanwhile", + "During", + "meanwhile", + "Simultaneously", + "During", + "nonetheless", + "Explain", + "Its", + "Compared", + "Subsequently", + "during", + "Consequently", + "Explain", + "JB", + "ERG", + "Consequently", + "thanks", + "Its", + "coli", + "Compared", + "Subsequently", + "today", + "ellae" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "During", + "Neither", + "During", + "nonetheless", + "Nowadays", + "Its", + "during", + "holtz", + "coli", + "Explain", + "innan", + "mano", + "recently", + "nowadays", + "entin", + "Meanwhile", + "wat", + "Its", + "Recently", + "ellae", + "Within" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "During", + "txt", + "During", + "during", + "xlsx", + "Observe", + "Stellen", + "Ships", + "secondly", + "Secondly", + "Sick", + "Sur", + "sted", + "json", + "coli", + "huh", + "mitochondria", + "Errors", + "nowadays", + "Than", + "simultaneously", + "furthermore", + "Allow", + "screw", + "Observing", + "Secondly", + "Unless", + "Errors" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Secondly", + "ivities", + "secondly", + "Meanwhile", + "pyplot", + "Mind", + "blit", + "Secondly", + "json", + "plant", + "finger", + "meanwhile", + "endswith", + "ENGTH", + "Awards", + "ardini", + "heading", + "Uns", + "Mamm", + "Varieties", + "img", + "amd" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "ivities", + "heading", + "Secondly", + "secondly", + "anthropologists", + "json", + "Secondly", + "js", + "meanwhile", + "subheading", + "hline", + "subsection", + "slide", + "subsection", + "Subs", + "ardini", + "Subs", + "subsubsection", + "members", + "judging", + "heading", + "screw", + "Uns" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Subs", + "sub", + "angle", + "Subs", + "heading", + "Secondly", + "imming", + "subheading", + "Secondly", + "pas", + "Sub", + "subsection", + "meanwhile", + "subs", + "ivities", + "Sub", + "gend", + "simultaneously", + "subsubsection", + "ucking", + "ucus", + "Mind", + "bm" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "sub", + "vec", + "black", + "pas", + "length", + "subsection", + "textbf", + "bl", + "spa", + "int", + "aut", + "bas", + "subkey", + "nt", + "base", + "pawns", + "sort", + "substring", + "Sub", + "left", + "was", + "end", + "spin", + "dot", + "emph", + "he", + "think", + "twinning", + "angle", + "jpg", + "section", + "below" + ] + } + ], + "logit_surprising": [ + { + "concept": "microstructure", + "score": 13.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "ilm", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "product", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "an", + "output_checked": true + }, + { + "concept": "brittle", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "ausge", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "An", + "output_checked": true + }, + { + "concept": "annealing", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "an", + "output_checked": true + }, + { + "concept": "but", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "martens", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "is", + "output_checked": true + }, + { + "concept": "God", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ",", + "output_checked": true + }, + { + "concept": "halk", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "preserving", + "output_checked": true + }, + { + "concept": "resultante", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "alloying", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "preserving", + "output_checked": true + }, + { + "concept": "punt", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "preserving", + "output_checked": true + }, + { + "concept": "alloy", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "sudden", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "below", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "OOSE", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "rele", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "Jahres", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "serp", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "afect", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "change", + "output_checked": true + }, + { + "concept": "segmented", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "while", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "change", + "output_checked": true + }, + { + "concept": "resulting", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "The", + "output_checked": true + }, + { + "concept": "characterized", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "is", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "undergoes", + "output_checked": true + }, + { + "concept": "twinning", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "tw", + "output_checked": true + }, + { + "concept": "isotherm", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "change", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "An", + "output_checked": true + }, + { + "concept": "bit", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "BAG", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "heapq", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Viva", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "fam", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "inned", + "output_checked": true + }, + { + "concept": "replay", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "reheat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "getId", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "beat", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "composition", + "output_checked": true + }, + { + "concept": "foreach", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "boat", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ",", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "rzeczy", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "like", + "output_checked": true + }, + { + "concept": "sebe", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "tw", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "submodule", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "hybrid", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "experiment", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "an", + "output_checked": true + }, + { + "concept": "Driven", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "marked", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "Filled", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "tw", + "output_checked": true + }, + { + "concept": "anytime", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "An", + "output_checked": true + }, + { + "concept": "metallurgy", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "irradiation", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "during", + "output_checked": true + }, + { + "concept": "fibrous", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "tw", + "output_checked": true + }, + { + "concept": "Scan", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "temperature", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "change", + "output_checked": true + }, + { + "concept": "formation", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "product", + "output_checked": true + }, + { + "concept": "stressed", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "internally", + "output_checked": true + }, + { + "concept": "solidification", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "Secondly", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-rapid-transformation-05__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-rapid-transformation-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-rapid-transformation-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-rapid-transformation-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-rapid-transformation-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Motion of linear lattice imperfections 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Plastic flow begins when a linear lattice imperfection travels across a close-packed plane and leaves a permanent surface step.", + "prompt_tail": "Plastic flow begins when a linear lattice imperfection travels across a close-packed plane and leaves a permanent surface step.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 22 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-line-defect-motion-01", + "carrier_id": null, + "target_family": "line-defect-motion", + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 93, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 5261 + }, + { + "label": "glide", + "best_rank": 2804, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 12021 + }, + { + "label": "slip", + "best_rank": 39313, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 11835 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "etc", + "orry", + "ients", + "oraz", + "them", + "furthermore", + "else", + "behalf", + "leness", + "therefor" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "ie", + "ited", + "zes", + "wie", + "alike", + "bzw", + "them", + "lly", + "nto", + "t", + "d", + "iew", + "outh", + "ii", + "ses", + "yeah", + "eded", + "wes", + "nse", + "l", + "ion", + "ng", + "ck", + "hi", + "ued", + "ided" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "oraz", + "lli", + "t", + "etc", + "l", + "d", + "ie", + "wie", + "le", + "ion", + "ck", + "ients", + "gonna", + "tion", + "them", + "r", + "ms", + "hi", + "thereof", + "alos" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "ients", + "lle", + "lli", + "ided", + "lement", + "ued", + "zes", + "zis", + "ieth", + "ie", + "ions", + "ited", + "ately", + "ses", + "thereof", + "sho", + "leness", + "xes", + "ct" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "ided", + "lement", + "ients", + "ie", + "ued", + "thereof", + "ue", + "lli", + "bzw", + "eded", + "sic", + "ally", + "ited", + "ately", + "ilities", + "anybody", + "solamente", + "aray", + "ion", + "able", + "osite", + "zes", + "uesto", + "lle", + "oraz" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "furthermore", + "Furthermore", + "Additionally", + "wherein", + "neath", + "Furthermore", + "Additionally", + "sequently", + "although", + "According", + "Although", + "which", + "able", + "According", + "During", + "Upon", + "Regarding", + "eyeglasses", + "entimes", + "alike", + "regarding", + "wodurch", + "ideo", + "ided" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "whereupon", + "merely", + "wherein", + "thereto", + "whereby", + "thereafter", + "unto", + "thereof", + "notwithstanding", + "thence", + "thereby", + "pursuant", + "upon", + "occurring", + "Upon", + "ordinarily", + "heretofore", + "owing", + "adjoining", + "Owing", + "that", + "ably", + "characterized", + "subsequently", + "sequent", + "ARRY" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "merely", + "whereupon", + "thereto", + "furthermore", + "thereby", + "wherein", + "thence", + "thereof", + "thereafter", + "aneous", + "sequently", + "alike", + "unto", + "notwithstanding", + "wherein", + "apiece", + "Consequently", + "heretofore", + "henceforth", + "customarily", + "Owing", + "upon", + "Miscellaneous", + "occurrence", + "whereby", + "Upon" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "merely", + "whereupon", + "thereafter", + "thence", + "subsequently", + "subsequent", + "thereby", + "discontinuous", + "sequent", + "Thereafter", + "delineated", + "Subsequently", + "ized", + "permanently", + "thereto", + "irrevoc", + "rupt", + "lith", + "Subsequent", + "sequently", + "ritus", + "henceforth", + "aneous", + "approximately", + "wherein", + "Upon" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subsequent", + "merely", + "discontinuous", + "indelible", + "irrevoc", + "incipient", + "nascent", + "rupture", + "subsequently", + "permanently", + "catalyzed", + "fracturing", + "rupt", + "crystall", + "thereafter", + "etching", + "bacterium", + "permanence", + "bacter", + "initiating", + "Subsequent", + "whereupon", + "engineered", + "breakage", + "lith", + "nucleation", + "infinitesimal", + "characteristic", + "acetyl", + "electrically" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "subsequent", + "discontinuous", + "merely", + "initiating", + "indelible", + "irrevoc", + "permanence", + "rupture", + "permanently", + "Subsequent", + "nascent", + "incipient", + "breakage", + "rupt", + "accretion", + "discontinuity", + "altering", + "infinitesimal", + "observed", + "subsequently", + "alteration", + "observable", + "transdu", + "momentary", + "fracturing", + "irrevers", + "accret", + "microscopic", + "instantaneous" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "initiating", + "discontinuous", + "discontinuity", + "propagating", + "subsequent", + "initiate", + "disturbance", + "disturbed", + "findung", + "breakage", + "infinitesimal", + "propagation", + "incipient", + "occurrence", + "initiation", + "thence", + "repeatable", + "rupture", + "triggering", + "nucleation", + "reproducible", + "initiates", + "initiator", + "whereupon", + "subsequently", + "initiated", + "permanently", + "anodic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "discontinuous", + "analogous", + "successive", + "subsequent", + "microscopic", + "discontinuity", + "reproducible", + "infinitesimal", + "repeatable", + "anodic", + "imperfection", + "evolutionary", + "thence", + "propagating", + "rudimentary", + "WindowEvent", + "occurrence", + "permanently", + "initiating", + "discontinuities", + "analogy", + "anomalous", + "successively", + "repeatability", + "findung", + "primitive", + "degenerate", + "momentary", + "incipient" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "analogous", + "successive", + "subsequently", + "thence", + "subsequent", + "successively", + "Subsequent", + "WindowEvent", + "Subsequently", + "reproducible", + "Occurrence", + "Subsequently", + "originating", + "initiating", + "discontinuous", + "analog", + "initiated", + "rudimentary", + "occurrence", + "Propagation", + "fundamental", + "initiated" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Furthermore", + "furthermore", + "which", + "because", + "Because", + "whereas", + "Secondly", + "Conversely", + "secondly", + "Consequently", + "Conversely", + "Furthermore", + "Similarly", + "Likewise", + "whereupon", + "Similarly", + "Upon", + "whereby", + "Subsequently", + "Which", + "simultaneously", + "Eventually", + "Each", + "featuring", + "Meanwhile", + "believing", + "meanwhile", + "Whereas", + "Likewise" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "furthermore", + "Consequently", + "Similarly", + "Furthermore", + "Similarly", + "Likewise", + "Conversely", + "whereas", + "Meanwhile", + "likewise", + "meanwhile", + "Consequently", + "Conversely", + "Because", + "Again", + "Eventually", + "Secondly", + "Subsequently", + "this", + "This", + "else", + "Then", + "Also", + "During", + "Yet", + "similarly", + "Nevertheless", + "Often", + "Certainly", + "Ultimately", + "secondly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "Similarly", + "Conversely", + "conversely", + "likewise", + "Similarly", + "meanwhile", + "Likewise", + "whereas", + "similarly", + "Meanwhile", + "Consequently", + "Conversely", + "Then", + "Subsequently", + "Simultaneously", + "else", + "Also", + "Similar", + "Furthermore", + "Secondly", + "secondly", + "This", + "During", + "Again", + "Yet", + "accordingly", + "consequently", + "thereafter", + "Often", + "Eventually" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "conversely", + "likewise", + "Similarly", + "whereas", + "similarly", + "Meanwhile", + "Similarly", + "Likewise", + "Conversely", + "accordingly", + "secondly", + "consequently", + "Conversely", + "therefore", + "thereby", + "thereafter", + "Equally", + "Simultaneously", + "else", + "Furthermore", + "nonetheless", + "Yet", + "afterwards", + "alike", + "Consequently", + "correspondingly", + "these", + "thus", + "equally" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "conversely", + "Similarly", + "Meanwhile", + "likewise", + "Likewise", + "Conversely", + "Yet", + "accordingly", + "Similarly", + "Conversely", + "furthermore", + "this", + "Consequently", + "Dieser", + "This", + "similarly", + "whereas", + "therefore", + "Yet", + "Likewise", + "thus" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Similarly", + "Meanwhile", + "Consequently", + "Each", + "Conversely", + "This", + "Likewise", + "meanwhile", + "Similarly", + "conversely", + "Recently", + "Conversely", + "Its", + "Yet", + "thereafter", + "Recent", + "accordingly", + "Nevertheless", + "Similar", + "Along", + "Same", + "likewise", + "furthermore", + "Dieser", + "Today", + "Its", + "Dabei", + "Consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Similarly", + "This", + "Each", + "Conversely", + "Consequently", + "Likewise", + "Meanwhile", + "Its", + "Yet", + "Similarly", + "conversely", + "Recently", + "Another", + "Similar", + "meanwhile", + "Same", + "Conversely", + "this", + "Every", + "Recent", + "Dieser", + "This", + "Its", + "furthermore", + "Nonetheless", + "Nevertheless", + "Unless", + "Therefore", + "Hence", + "accordingly" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Each", + "Consequently", + "Similarly", + "Likewise", + "Furthermore", + "Conversely", + "Its", + "Hence", + "Dieser", + "this", + "This", + "Therefore", + "furthermore", + "conversely", + "Similar", + "Every", + "Alternatively", + "Another", + "Dabei", + "Secondly", + "Yet", + "Este", + "Unless", + "Though" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Similarly", + "Therefore", + "Otherwise", + "Consequently", + "Similarly", + "Meanwhile", + "Likewise", + "Another", + "This", + "Same", + "Denne", + "Unless", + "Esse", + "Unless", + "this", + "Another", + "Repeat", + "Subsequent" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Similarly", + "This", + "Therefore", + "Consequently", + "Similarly", + "Repeat", + "Another", + "Same", + "Otherwise", + "This", + "Meanwhile", + "endif", + "Each", + "Subsequent", + "opy", + "Thank", + "Unless", + "Likewise", + "UMENT", + "Repeat", + "UnitTest" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Another", + "Similarly", + "Others", + "Subsequent", + "Each", + "Consequently", + "Otherwise", + "Repeat", + "Naturally", + "Other", + "erset", + "Same", + "Similarly", + "Selecting", + "Secondly", + "Anatom", + "These", + "Allow", + "Experimental", + "Dependence", + "Therefore", + "Every", + "Thank", + "Along" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "A", + "This", + "More", + "Continuous", + "The", + "Subsequent", + "Linear", + "In", + "Physical", + "Random", + "An", + "Another", + "By", + "Sub", + "No", + "Each", + "Same", + "When", + "Line", + "Fine", + "Plastic", + "It", + "Any", + "Once", + "Such", + "Upon", + "Repeat", + "S", + "Open", + "Further" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 86896, + 213049, + 205503, + 202076, + 163081, + 181274, + 7031, + 11087, + 4173, + 517, + 237, + 181, + 94, + 3041, + 3473, + 9007, + 10481, + 36158, + 35212, + 24659, + 25835, + 18474, + 73399, + 71870, + 80817, + 36909 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 222651, + 100799, + 119043, + 103773, + 85802, + 23874, + 21390, + 37166, + 27444, + 25156, + 3875, + 2805, + 13612, + 85777, + 136681, + 157972, + 111851, + 49101, + 43140, + 24395, + 30059, + 17369, + 82529, + 100515, + 71025, + 13472 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 74113, + 178248, + 131573, + 206248, + 196192, + 211554, + 137474, + 117723, + 99493, + 56967, + 54228, + 63083, + 79883, + 233023, + 96258, + 81410, + 81602, + 39314, + 55094, + 100669, + 51118, + 57331, + 77250, + 55483, + 34214, + 2933 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 208091, + 261896, + 130825, + 64635, + 172393, + 174338, + 70200, + 55066, + 119878, + 5262, + 10497, + 7995, + 15332, + 7426 + ] + }, + { + "label": "glide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 12022, + 105274, + 162889, + 18854, + 198199, + 112397, + 80422, + 69721, + 67691, + 62794, + 65553, + 34780, + 51009, + 30942 + ] + }, + { + "label": "slip", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 206409, + 109452, + 131525, + 128961, + 235555, + 162584, + 62250, + 190338, + 148352, + 42154, + 41299, + 13269, + 11836, + 13854 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 20.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "began", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "behind", + "score": 8.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "territory", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "the", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "when", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "step", + "output_checked": true + }, + { + "concept": "disrupts", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "pressure", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "activation", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "when", + "output_checked": true + }, + { + "concept": "discontinuity", + "score": 4.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "several", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "when", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "vacancy", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "initiating", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "manufacturing", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "traveling", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "density", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "close", + "output_checked": true + }, + { + "concept": "every", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "consequence", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "became", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "someone", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "when", + "output_checked": true + }, + { + "concept": "permanently", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "alteration", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "dynamics", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "threshold", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "stress", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "through", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "called", + "score": 3.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "traversing", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "discontinuous", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "micrograph", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "Again", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Plastic", + "output_checked": true + }, + { + "concept": "individuals", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "within", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "representative", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "becomes", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "vacant", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "sufficient", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "deterministic", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "spacing", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "close", + "output_checked": true + }, + { + "concept": "proximity", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "close", + "output_checked": true + }, + { + "concept": "under", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "force", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "strain", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "packing", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "close", + "output_checked": true + }, + { + "concept": "This", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "reaches", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "fractal", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "nascent", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "initiation", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "metaphorical", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "imagery", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "deformation", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "smarter", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "", + "output_checked": true + }, + { + "concept": "underway", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "perpendicularly", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "across", + "output_checked": true + }, + { + "concept": "conceptual", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "ervan", + "quantos", + "Hail", + "nada", + "Kwa", + "wand", + "undos", + "maneiras", + "anque", + "yclerView" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "dim", + "Beg", + "mamy", + "Catt", + "trem", + "stir", + "reu", + "rid", + "twe", + "Proc", + "gr", + "Cann", + "lev", + "grac", + "Auff", + "Tons" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "tons", + "trem", + "stir", + "Beg", + "grac", + "Catt", + "Clon", + "twe", + "Cann", + "intang", + "dim", + "reu", + "rock", + "Salv", + "blot", + "enskap" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "tun", + "glob", + "champ", + "plo", + "motifs", + "ilj", + "olyte", + "stir", + "essional", + "Champ", + "Sod", + "brink", + "Hus", + "Cana", + "ment", + "alk", + "onn", + "Carg", + "brake" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Cann", + "ilj", + "motifs", + "ago", + "glob", + "grac", + "Beet", + "brake", + "Pov", + "dim", + "intr", + "Cole", + "phones", + "olyte", + "ar", + "myst", + "Kid", + "Champ", + "snag", + "brink" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ORS", + "ilers", + "Su", + "WOR", + "sag", + "atus", + "ors", + "Vo", + "oben", + "yn", + "sn", + "fin", + "susp", + "fields", + "proc", + "yp", + "Sed", + "bos", + "uldig", + "und" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "trading", + "side", + "tools", + "HI", + "kick", + "bro", + "contr", + "HPO", + "tool", + "chal", + "Mau", + "boom", + "das", + "Er", + "seq", + "Sol", + "cares", + "simple", + "tit" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "trading", + "simple", + "sol", + "tail", + "tool", + "HI", + "turbo", + "truncate", + "mei", + "remen", + "Werk", + "kick", + "bro", + "Mau", + "rem", + "ORS", + "Green", + "valued" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "sol", + "simple", + "Green", + "rem", + "tool", + "tail", + "record", + "kick", + "remen", + "HI", + "select", + "tools", + "side", + "Sol", + "trading", + "bro", + "blank", + "Er", + "Select", + "linear", + "lives", + "common" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "Select", + "discussed", + "dynamic", + "Green", + "lives", + "remen", + "subject", + "ettle", + "tter", + "discuss", + "greeting", + "fetch", + "common", + "switch", + "RECE", + "tattoo", + "data", + "cdots", + "contact", + "trading", + "asic", + "olved", + "dba" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "usel", + "ettle", + "linear", + "RECE", + "calls", + "sett", + "candy", + "switch", + "titles", + "greet", + "isselle", + "Greet", + "treat", + "greeting", + "calling", + "discuss", + "fetch", + "datasets", + "REST", + "tch", + "Select", + "dynamic", + "chef", + "diet" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "BAG", + "eal", + "Rechnung", + "TableRow", + "ROUT", + "awr", + "rion", + "rin", + "URE", + "quil", + "tread", + "emans", + "libr", + "chette", + "quil", + "oure", + "emd" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "cama", + "vertret", + "Critics", + "iob", + "orith", + "kik", + "kulit", + "authenticate", + "elsk", + "milion", + "teries", + "slutt", + "irlo", + "Datensch", + "erical", + "wakeup" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "kund", + "God", + "ogado", + "deck", + "defer", + "ayet", + "viol", + "oggetti", + "ende", + "god", + "grud", + "ggen", + "verlet" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "ques", + "logique", + "Das", + "logic", + "dazu", + "Jahres", + "kau", + "linalg", + "cosmic", + "check", + "logic", + "innerText", + "teren", + "Dug", + "caught", + "Kau", + "cau" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "afect", + "wert", + "ausge", + "punct", + "ectors", + "berp", + "Jaz", + "whip", + "wir", + "Es", + "wij", + "Dadurch", + "ected", + "argue", + "ospel", + "dazu", + "Cela", + "ricost", + "eci", + "Kaz", + "osp", + "wodurch" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "warp", + "extrem", + "circon", + "spf", + "counterpart", + "penj", + "serp", + "parametr", + "Circ", + "hor" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Ext", + "extr", + "oflu", + "propagating", + "fes", + "Defaults", + "analog", + "Cur", + "excl", + "fileSize", + "slit", + "ormal", + "Boundaries" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "this", + "alike", + "Dieser", + "This", + "Similar", + "inilah", + "Same", + "meanwhile", + "ini", + "these" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "this", + "Similarly", + "This", + "Subsequent", + "thus", + "Consequently", + "consequently", + "Thus", + "Similar", + "Subsequently", + "Simultaneously", + "therefore", + "accordingly", + "Similarly", + "meanwhile", + "Likewise" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "Similarly", + "This", + "therefore", + "thus", + "Subsequent", + "similarly", + "Similar", + "consequently", + "Likewise", + "Another", + "Dieser", + "Consequently", + "Therefore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Similarly", + "this", + "This", + "Similar", + "thus", + "Consequently", + "Repeat", + "Therefore", + "Subsequent", + "therefore", + "accordingly", + "consequently", + "Likewise", + "thereby", + "similarly", + "Unlike", + "conversely", + "Mathemat", + "Similarly", + "Subsequently", + "Otherwise", + "furthermore", + "Thus" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Similarly", + "this", + "Otherwise", + "Likewise", + "Similar", + "Unlike", + "Therefore", + "This", + "unlike", + "Repeat", + "Same", + "similarly", + "Similarly", + "These", + "otherwise", + "conversely", + "therefore", + "Complex", + "thereby", + "Both", + "Specifically", + "Applications", + "consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Similarly", + "This", + "this", + "Therefore", + "Same", + "Repeat", + "Unlike", + "Both", + "Likewise", + "These", + "similarly", + "Similarly", + "Each", + "Consequently", + "thereby", + "Thank", + "Models", + "Otherwise", + "Model", + "Another", + "Meanwhile", + "consequently", + "Similar", + "Options", + "Simultaneously", + "Specifically", + "By", + "therefore", + "Other", + "unlike" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Similarly", + "Likewise", + "similarly", + "Another", + "Unlike", + "Usually", + "Specifically", + "Similarly", + "Other", + "Both", + "this", + "urally", + "These", + "Repeat", + "This", + "Therefore", + "Different", + "Again", + "Any", + "Otherwise", + "Subsequently", + "Same", + "Simultaneously", + "Often", + "Minor", + "Secondly", + "Others", + "Variations", + "Various" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Continuous", + "A", + "In", + "Flow", + "Linear", + "More", + "Plastic", + "Physical", + "By", + "Random", + "Subsequent", + "For", + "Modern", + "Solid", + "Surface", + "Analog", + "Such", + "Carbon", + "These", + "It", + "No", + "Upon", + "To", + "When", + "Think", + "Kinetic", + "An", + "Similarly", + "Advanced", + "Unlike" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "behind", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "pressure", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "when", + "output_checked": true + }, + { + "concept": "boundary", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "vacancy", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "force", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "ilm", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "across", + "output_checked": true + }, + { + "concept": "through", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "God", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "when", + "output_checked": true + }, + { + "concept": "alteration", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "reaches", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "disrupts", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "diad", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "flows", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "ripple", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "equation", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "exceeds", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "threshold", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "induces", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "thereon", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "step", + "output_checked": true + }, + { + "concept": "this", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "packing", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "close", + "output_checked": true + }, + { + "concept": "modeling", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "strain", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "This", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "talks", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "flakes", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "OMI", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "close", + "output_checked": true + }, + { + "concept": "BAG", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "reheat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Plastic", + "output_checked": true + }, + { + "concept": "users", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "across", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "grud", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "berj", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "prze", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "Czar", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "duke", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "lobe", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "Verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "spf", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "homogeneous", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ripples", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "offset", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "step", + "output_checked": true + }, + { + "concept": "Ext", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "Administration", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Plastic", + "output_checked": true + }, + { + "concept": "sufficient", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "onto", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "densely", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "array", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "melewati", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "travels", + "output_checked": true + }, + { + "concept": "viscous", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "arrangement", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "deformation", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "viscosity", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "when", + "output_checked": true + }, + { + "concept": "occurs", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "perpendicularly", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "plane", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-line-defect-motion-01__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-line-defect-motion-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-line-defect-motion-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-line-defect-motion-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-line-defect-motion-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Motion of linear lattice imperfections 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "During loading of a single crystal, etch-pit positions move along selected crystallographic planes and an irreversible offset accumulates.", + "prompt_tail": "During loading of a single crystal, etch-pit positions move along selected crystallographic planes and an irreversible offset accumulates.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-line-defect-motion-02", + "carrier_id": null, + "target_family": "line-defect-motion", + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 188, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 5613 + }, + { + "label": "glide", + "best_rank": 11227, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 16464 + }, + { + "label": "slip", + "best_rank": 16440, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 12081 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "furthermore", + "ients", + "behalf", + "orry", + "oraz", + "lle", + "hereby", + "them", + "leness" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "sic", + "thereof", + "lle", + "etc", + "t", + "d", + "ie", + "ii", + "persons", + "bzw", + "illetve", + "betreff", + "i", + "l", + "ial", + "ients", + "sowie", + "nto", + "ion", + "ct", + "ue", + "namely", + "vs" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "thereof", + "lle", + "etc", + "gonna", + "thru", + "sic", + "t", + "l", + "d", + "ie", + "ients", + "sowie", + "alike", + "tion", + "bzw", + "ue", + "via", + "lli", + "thats", + "r", + "ion", + "ct", + "junto" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ients", + "thereof", + "lle", + "sic", + "persons", + "alike", + "zis", + "ue", + "ided", + "psis", + "ion", + "ct", + "ie", + "ial", + "ited", + "ued", + "amente", + "mente", + "therefore", + "thus", + "uate", + "zia", + "zes", + "yi", + "edly", + "herein", + "lli", + "ieur" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ided", + "bzw", + "sic", + "ients", + "gonna", + "thereof", + "whilst", + "lle", + "alike", + "efectu", + "ion", + "ow", + "ue", + "ie", + "ive", + "ial", + "ally", + "lement", + "ited", + "ued", + "wards", + "mente", + "uate", + "persons", + "hence", + "edly", + "lli", + "whereby", + "presently" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "consequently", + "towards", + "therefore", + "whereby", + "thus", + "although", + "able", + "thereby", + "subsequently", + "which", + "ided", + "although", + "wherein", + "thereafter", + "sequently", + "furthermore", + "ued", + "during", + "this", + "toward", + "ppo", + "presently", + "ow", + "ly", + "ue", + "during", + "MENT", + "aken" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "thereby", + "subsequently", + "thereto", + "thus", + "consequently", + "wherein", + "concomit", + "sequently", + "whereby", + "thence", + "whereupon", + "merely", + "later", + "toward", + "characterized", + "owing", + "concomitant", + "therefore", + "subsequent", + "concerning", + "notwithstanding", + "Subsequently", + "unto", + "lacking", + "UTIL", + "occurring", + "pursuant", + "pertaining", + "markedly", + "consequent", + "henceforth" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "consequently", + "thereafter", + "thereto", + "furthermore", + "concomitant", + "concomit", + "wherein", + "thus", + "subsequently", + "whereupon", + "sequently", + "characterized", + "Consequently", + "pertaining", + "thence", + "henceforth", + "whereas", + "hereafter", + "discontinue", + "merely", + "presently", + "itatively", + "notwithstanding", + "consequent", + "therefrom", + "Subsequently", + "therefore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thereby", + "subsequently", + "concomitant", + "concomit", + "thereafter", + "consequently", + "Subsequently", + "subsequent", + "whereupon", + "resulting", + "merely", + "consequent", + "resultant", + "Subsequently", + "thereto", + "thence", + "wherein", + "Consequently", + "discontinu", + "furthermore", + "discontinuous", + "periodicity", + "henceforth", + "necessitating", + "thus", + "Furthermore", + "result", + "idal", + "characterized" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subsequent", + "cumulative", + "subsequently", + "discontinuous", + "repeated", + "permanently", + "protracted", + "Subsequent", + "deleterious", + "irrevoc", + "successive", + "accret", + "cumulative", + "indelible", + "concomitant", + "irrevers", + "thereby", + "accumulation", + "accumulated", + "transdu", + "recid", + "sustained", + "prolonged", + "stabilization", + "sequential", + "discontinu", + "sedimentation", + "temporally", + "differential", + "merely", + "thereafter", + "accretion" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "subsequent", + "cumulative", + "repeated", + "discontinuous", + "repeatedly", + "permanently", + "accumulated", + "cumulative", + "subsequently", + "accumulation", + "successive", + "repetitive", + "accumulating", + "indelible", + "differential", + "accret", + "sequential", + "irreversible", + "Subsequent", + "deleterious", + "protracted", + "Repeated", + "permanence", + "repeatable", + "irrevers", + "repeatability", + "resulting", + "accum", + "permanent", + "longitudinal", + "prolonged", + "accretion" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "cumulative", + "accumulating", + "accumulation", + "accumulated", + "repeated", + "subsequent", + "repeatedly", + "permanently", + "deterioration", + "repetitive", + "discontinuous", + "cumulative", + "accumulation", + "subsequently", + "persistent", + "accumulate", + "accum", + "irreversible", + "degrading", + "sedimentation", + "persistently", + "contaminating", + "degradation", + "successive", + "discontinuity", + "accumulates", + "repeatable", + "Accum" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "repeatedly", + "repeated", + "repetitive", + "discontinuity", + "discontinuous", + "accumulating", + "continuously", + "successive", + "repeatable", + "procedure", + "permanent", + "accumulation", + "persistent", + "continually", + "permanently", + "accumulated", + "cumulative", + "periodically", + "discontinu", + "deterioration", + "irreversible", + "discontinuities", + "persistently", + "accumulation", + "repeatability", + "contaminating", + "continuous", + "subsequent", + "accumulate", + "recurrent" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "repeatedly", + "FFECT", + "deterioration", + "discontinuity", + "metastable", + "accumulating", + "successive", + "repetitive", + "irreversible", + "persists", + "iteratively", + "contaminating", + "Affected", + "persisting", + "repeated", + "subsequent", + "persistent", + "permanently", + "accumulated", + "mitigation", + "periodically", + "discontinuous", + "characterizing", + "deleter", + "persistently", + "permanence", + "repeatable", + "persistent", + "accumulation" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "which", + "Consequently", + "Furthermore", + "thereby", + "consequently", + "Consequently", + "whereas", + "Furthermore", + "whence", + "whereupon", + "Which", + "making", + "demonstrating", + "ultimately", + "whereby", + "likewise", + "Moreover", + "Ultimately", + "characterizing", + "further", + "therefore", + "whilst", + "accordingly", + "Eventually", + "Ultimately", + "confronting", + "furthering", + "Which", + "Nevertheless", + "nevertheless", + "Conversely" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "furthermore", + "Consequently", + "Furthermore", + "Consequently", + "likewise", + "Moreover", + "Conversely", + "Conversely", + "whereas", + "else", + "Also", + "Likewise", + "Eventually", + "Also", + "Again", + "Meanwhile", + "Similarly", + "Certainly", + "Ultimately", + "Ultimately", + "Eventually", + "Moreover", + "Similarly", + "lately", + "Hence", + "Secondly", + "itherto", + "conversely", + "During" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "conversely", + "whereas", + "Consequently", + "Conversely", + "Similarly", + "likewise", + "Furthermore", + "Conversely", + "Similarly", + "Consequently", + "else", + "Also", + "Meanwhile", + "consequently", + "meanwhile", + "Likewise", + "Eventually", + "Ultimately", + "correspondingly", + "Moreover", + "thereby", + "accordingly", + "Moreover", + "Simultaneously", + "therefore", + "During", + "Again", + "similarly", + "Secondly", + "Subsequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "whereas", + "conversely", + "therefore", + "accordingly", + "consequently", + "likewise", + "this", + "During", + "secondly", + "Meanwhile", + "Furthermore", + "During", + "thereby", + "Consequently", + "nonetheless", + "Likewise", + "thus", + "Similarly", + "theirs", + "lately", + "Similarly", + "moreover", + "Conversely", + "Consequently", + "Equally", + "This", + "Secondly", + "Conversely", + "afterwards" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "accordingly", + "meanwhile", + "conversely", + "lately", + "furthermore", + "therefore", + "During", + "Yet", + "Consequently", + "Conversely", + "thus", + "Consequently", + "Lately", + "hence", + "hence", + "During", + "endl", + "Its", + "Conversely", + "today", + "Yet", + "thereby" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Conversely", + "furthermore", + "Consequently", + "Recently", + "Conversely", + "This", + "Meanwhile", + "thereafter", + "meanwhile", + "Lately", + "lately", + "During", + "hence", + "During", + "Likewise", + "Therefore", + "Hence", + "accordingly", + "consequently", + "Today", + "Moreover", + "Furthermore", + "Its", + "conversely", + "Hence", + "Moreover", + "This" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "This", + "Recently", + "Conversely", + "furthermore", + "Consequently", + "Therefore", + "During", + "Lately", + "Hence", + "Meanwhile", + "thereafter", + "During", + "therefore", + "hence", + "Conversely", + "Yet", + "consequently", + "lately", + "Likewise", + "This", + "Furthermore", + "thereby", + "thus", + "hence", + "Similarly", + "Hence", + "meanwhile" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Hence", + "This", + "Furthermore", + "Likewise", + "Consequently", + "furthermore", + "During", + "Yet", + "Conversely", + "Dieser", + "txt", + "During", + "Conversely", + "Therefore", + "Secondly", + "ExceptionHandler", + "Similarly", + "Dabei", + "therein", + "Moreover", + "secondly", + "Otherwise", + "Recently", + "Pourtant", + "This" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "Therefore", + "Consequently", + "Otherwise", + "Denne", + "This", + "Yet", + "meanwhile", + "ImageUrl", + "thereby", + "UMENT", + "Similarly", + "Secondly", + "therefrom", + "indd", + "dabei", + "bla", + "THAN", + "Consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "THAN", + "Similarly", + "Therefore", + "othesis", + "Meanwhile", + "endif", + "UMENT", + "Consequently", + "Similarly", + "uments", + "This", + "Yet", + "Repeat", + "Repeat", + "Tumor", + "thereby", + "Otherwise", + "furthermore", + "ball", + "alike", + "ULAR" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "UMENT", + "Similarly", + "ated", + "ature", + "Consequently", + "ittle", + "uments", + "Otherwise", + "Consequently", + "ATED", + "Naturally", + "sik", + "etera", + "This", + "Similarly", + "THAN", + "Photograph", + "Selecting", + "shtml", + "ield", + "IES", + "They", + "ilde", + "Considering", + "Determination" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "This", + "The", + "The", + "When", + "when", + "During", + "end", + "If", + "If", + "When", + "For", + "On", + "For", + "during", + "End", + "During", + "when", + "Let", + "length", + "for", + "Wait", + "Repeat", + "ated", + "during", + "We", + "Only", + "Observation", + "et", + "ie", + "Upon", + "in" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 63130, + 146179, + 135594, + 84993, + 78684, + 30937, + 2042, + 4605, + 1375, + 707, + 250, + 455, + 189, + 203, + 1645, + 4773, + 9046, + 26969, + 18952, + 51321, + 59767, + 18586, + 107363, + 91900, + 98767, + 89718 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 231168, + 151485, + 162707, + 151825, + 103494, + 57104, + 85151, + 104653, + 87841, + 51833, + 13067, + 13022, + 31379, + 27533, + 61857, + 126267, + 108944, + 58743, + 54562, + 27755, + 49843, + 11228, + 41123, + 14169, + 5996, + 4100 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 103459, + 180168, + 132932, + 180451, + 111745, + 98116, + 100569, + 95837, + 54757, + 30164, + 16441, + 44891, + 59985, + 63676, + 113558, + 136880, + 103030, + 66024, + 72071, + 117173, + 80854, + 65538, + 62309, + 38364, + 37621, + 7233 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 88942, + 261373, + 116400, + 40080, + 187059, + 85584, + 46318, + 5614, + 7576, + 61040, + 62329, + 29127, + 68393, + 37349 + ] + }, + { + "label": "glide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 16465, + 27342, + 178922, + 22509, + 121704, + 99495, + 113754, + 154611, + 162581, + 119113, + 112751, + 72086, + 102715, + 57459 + ] + }, + { + "label": "slip", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 212017, + 109362, + 129441, + 106404, + 206702, + 168001, + 90316, + 243233, + 132541, + 118366, + 95538, + 12082, + 50867, + 33909 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 17.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "directions", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "selected", + "output_checked": true + }, + { + "concept": "periods", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "During", + "output_checked": true + }, + { + "concept": "which", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "the", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "along", + "output_checked": true + }, + { + "concept": "webpage", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "defence", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "became", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "occurs", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "offset", + "output_checked": true + }, + { + "concept": "orientations", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "selected", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "orientation", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "sections", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "between", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "accumulates", + "output_checked": true + }, + { + "concept": "observed", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "an", + "output_checked": true + }, + { + "concept": "there", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "along", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "are", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "etching", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "equipments", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "cumulative", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "accumulates", + "output_checked": true + }, + { + "concept": "several", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "strategies", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "pit", + "output_checked": true + }, + { + "concept": "documentary", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "movie", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "screens", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "images", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "image", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "single", + "output_checked": true + }, + { + "concept": "thermal", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "laterally", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "move", + "output_checked": true + }, + { + "concept": "deformation", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "firmware", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "scientific", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "crater", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "pit", + "output_checked": true + }, + { + "concept": "location", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "laboratory", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "loader", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "locations", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "morphology", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "repeatedly", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "everybody", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "was", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "subjects", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "selected", + "output_checked": true + }, + { + "concept": "relocation", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "an", + "output_checked": true + }, + { + "concept": "movies", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "they", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "while", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "accumulates", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "techniques", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "microscopy", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "pit", + "output_checked": true + }, + { + "concept": "towards", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "move", + "output_checked": true + }, + { + "concept": "observable", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "an", + "output_checked": true + }, + { + "concept": "axes", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "pits", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "cryogenic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "acid", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "methodologies", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "selected", + "output_checked": true + }, + { + "concept": "anisotropic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "misalignment", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "offset", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "Kwa", + "ervan", + "quantos", + "wand", + "anque", + "discrim", + "punkte" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "reu", + "tons", + "lev", + "Beg", + "blot", + "trem", + "Carg", + "channel", + "tens", + "Cann", + "Mannes", + "Sob", + "stir", + "Tons", + "dim", + "Sen", + "opat", + "olyte" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "lev", + "rid", + "blot", + "trem", + "Beg", + "tons", + "reu", + "tun", + "begr", + "Reis", + "snag", + "ums", + "Proc", + "Alle", + "rock", + "sob", + "Sob", + "plo" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Reis", + "tun", + "olyte", + "ago", + "onn", + "essional", + "Clon", + "ilj", + "ynn", + "fam", + "glob", + "lev", + "yli", + "tfrac", + "Wren", + "Cil", + "grac", + "astes", + "Eing", + "Cun", + "Cem" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "Reis", + "yli", + "olyte", + "grac", + "astes", + "glob", + "Mannes", + "essional", + "sinn", + "Cil", + "blot", + "Beet", + "Langer", + "Blot", + "Khud", + "fam" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ae", + "Vo", + "ilers", + "yn", + "Su", + "yp", + "WOR", + "orel", + "sn", + "tract", + "oben", + "rekken", + "ORS", + "sning", + "susp", + "Vo", + "pala", + "su", + "det", + "bund", + "ual", + "hely", + "asaki", + "sulph", + "tool", + "IVI" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "kick", + "sol", + "tools", + "side", + "bro", + "HI", + "Green", + "Er", + "tool", + "Sol", + "dad", + "sning", + "ual", + "Werk", + "sellers", + "kick", + "reserved", + "turbo", + "ae", + "ORS", + "contr", + "s" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "kick", + "side", + "sol", + "tool", + "dad", + "HI", + "Green", + "trading", + "truncate", + "das", + "Werk", + "rem", + "tail", + "Zealand", + "dating", + "bro", + "ORS", + "kend", + "remen" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Green", + "sol", + "side", + "kick", + "HI", + "record", + "Er", + "Sol", + "rem", + "tools", + "bro", + "tool", + "serial", + "lives", + "mech", + "tail", + "dad", + "remen", + "Select" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subject", + "Select", + "Green", + "greeting", + "data", + "linear", + "VERT", + "proj", + "sus", + "trading", + "discussed", + "var", + "movies", + "switch", + "Movie", + "HI", + "RECE", + "discuss", + "tattoo", + "credits", + "BED" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greeting", + "greet", + "REST", + "Meals", + "subject", + "diet", + "meetings", + "linear", + "RECE", + "lived", + "repos", + "CRED", + "MOVIE", + "fetch", + "detail", + "Movie", + "credits", + "movies", + "isselle", + "data", + "actor", + "ilm", + "titles", + "credits" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "Rechnung", + "yme", + "yd", + "imitives", + "meli", + "epar", + "beat", + "Beat", + "Treat", + "ekte", + "PAS", + "emans", + "alh", + "HttpRequest" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "getId", + "bety", + "playlists", + "bouts", + "slutt", + "ierge", + "pickle", + "oyant", + "abilecek", + "lick", + "cribable", + "nouve", + "bilen", + "deck", + "phospholip", + "clientId", + "cyclopent" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "ayet", + "rele", + "dfs", + "brus", + "gor", + "god", + "brushing", + "Holz", + "bedingt", + "oelect", + "deka", + "rotational", + "Kharkiv", + "bookshelf", + "grudge" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "logique", + "tier", + "ques", + "ausge", + "muh", + "andum", + "logic", + "edit", + "logic", + "afect", + "tier", + "weib", + "logical", + "osp", + "Edit" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "tier", + "wir", + "osp", + "afect", + "welt", + "tier", + "anato", + "ospel", + "halk", + "spf", + "dazu", + "wz", + "ectors", + "duke", + "idium", + "sped", + "spf", + "wij", + "orges", + "sew", + "daran", + "dlatego", + "orbit", + "tti", + "altung", + "edged", + "Stein" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "gue", + "emies", + "kernel", + "orbit", + "quadrant" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "sky", + "co", + "Otherwise", + "starost", + "off", + "sleep", + "erw" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "aim", + "clen", + "Troubles", + "imaged", + "this", + "today", + "alike", + "Similarly", + "imaging", + "nevertheless", + "This", + "lately", + "Trouble", + "nonetheless", + "nowadays", + "Secondly", + "Imaging", + "bx" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Subsequently", + "meanwhile", + "consequently", + "Simultaneously", + "accordingly", + "Similarly", + "This", + "Consequently", + "thereby", + "Therefore", + "Unless", + "Meanwhile", + "Recently", + "During", + "Subsequent", + "nPlease" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Similarly", + "Recently", + "Subsequently", + "During", + "This", + "Therefore", + "Whose", + "nPlease", + "therefore", + "Unless", + "thereby", + "consequently", + "Recently", + "Likewise", + "whose", + "During", + "clen", + "Consequently", + "Today", + "accordingly", + "Lately" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "txt", + "Otherwise", + "Consequently", + "During", + "Furthermore", + "Recently", + "Except", + "furthermore", + "thereby", + "Similarly", + "Likewise", + "Subsequently", + "Observe", + "essages", + "Unless", + "This", + "Recently", + "xlsx", + "php", + "Therefore", + "consequently", + "Causes", + "aspx", + "Signaling", + "igure", + "json", + "During", + "Tokens", + "Posters" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Otherwise", + "json", + "Meanwhile", + "Secondly", + "Asa", + "Varieties", + "Therefore", + "Try", + "dehyde", + "Repeat", + "section", + "otherwise", + "ihilation", + "Errors", + "This", + "Subs", + "versa", + "Subs", + "Mechanism", + "blit", + "Dette", + "Individ", + "indd", + "ield", + "ingly" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Therefore", + "This", + "json", + "Similarly", + "Meanwhile", + "Otherwise", + "Repeat", + "Try", + "Varieties", + "ively", + "thereby", + "ately", + "Set", + "ingly", + "Consequently", + "ihilation", + "php", + "Set", + "Subs", + "Subs", + "heading", + "subsection", + "ausea" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ately", + "Similarly", + "ated", + "This", + "Secondly", + "afraid", + "Please", + "etera", + "urally", + "ature", + "ilde", + "Meanwhile", + "Subs", + "mselves", + "Secondly", + "Therefore", + "ifically", + "ations", + "af", + "ula", + "Subs" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "et", + "This", + "end", + "ated", + "If", + "The", + "eth", + "ula", + "No", + "equation", + "ular", + "ately", + "jpg", + "observe", + "em", + "acl", + "ies", + "black", + "phrase", + "length", + "etter", + "event", + "sub", + "endl", + "es", + "Yet", + "emph", + "They", + "Please", + "ie", + "bullet", + "Let" + ] + } + ], + "logit_surprising": [ + { + "concept": "etching", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "webpage", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "directions", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "selected", + "output_checked": true + }, + { + "concept": "ausge", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "move", + "output_checked": true + }, + { + "concept": "are", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "because", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "occurs", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "offset", + "output_checked": true + }, + { + "concept": "there", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "orientations", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "deformation", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "screens", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "image", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "single", + "output_checked": true + }, + { + "concept": "axes", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "along", + "output_checked": true + }, + { + "concept": "orientation", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "selv", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "along", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "the", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "along", + "output_checked": true + }, + { + "concept": "pathways", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "undergo", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "anisotropic", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "an", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "damage", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "between", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "accumulates", + "output_checked": true + }, + { + "concept": "periods", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "During", + "output_checked": true + }, + { + "concept": "assets", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "thermal", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "laterally", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "move", + "output_checked": true + }, + { + "concept": "reprises", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "steer", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "routing", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "pit", + "output_checked": true + }, + { + "concept": "steering", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "move", + "output_checked": true + }, + { + "concept": "ostat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "along", + "output_checked": true + }, + { + "concept": "beat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "cama", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "bol", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "phong", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "selected", + "output_checked": true + }, + { + "concept": "Nonetheless", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "irreversible", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "offset", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "jah", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "etch", + "output_checked": true + }, + { + "concept": "questioning", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "During", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ",", + "output_checked": true + }, + { + "concept": "mares", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "ips", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "tier", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Hov", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "During", + "output_checked": true + }, + { + "concept": "coaching", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "During", + "output_checked": true + }, + { + "concept": "newData", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "voidaan", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "emb", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "diameter", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "pit", + "output_checked": true + }, + { + "concept": "depre", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "positions", + "output_checked": true + }, + { + "concept": "symmetrically", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "move", + "output_checked": true + }, + { + "concept": "entlang", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "along", + "output_checked": true + }, + { + "concept": "segments", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "interviews", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "During", + "output_checked": true + }, + { + "concept": "some", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "website", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-line-defect-motion-02__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-line-defect-motion-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-line-defect-motion-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-line-defect-motion-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-line-defect-motion-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Motion of linear lattice imperfections 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A one-dimensional defect sweeps through the crystal in the direction of its mismatch vector, displacing the material on opposite sides of its plane.", + "prompt_tail": "A one-dimensional defect sweeps through the crystal in the direction of its mismatch vector, displacing the material on opposite sides of its plane.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-line-defect-motion-03", + "carrier_id": null, + "target_family": "line-defect-motion", + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 206, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 1629 + }, + { + "label": "glide", + "best_rank": 18994, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 9221 + }, + { + "label": "slip", + "best_rank": 1173, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 193 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "orry", + "leness", + "lle", + "oraz", + "hereby", + "furthermore", + "therefor", + "etc", + "iture", + "behalf", + "accordingly" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "alike", + "d", + "ie", + "iew", + "ited", + "ided", + "outh", + "wards", + "ses", + "thereof", + "wie", + "them", + "eded", + "wes", + "lly", + "nse", + "nto", + "t", + "ion", + "ng", + "ii", + "fty", + "hence", + "zes", + "arie", + "bzw", + "ogt" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "lli", + "l", + "d", + "etc", + "thereof", + "oraz", + "junto", + "rien", + "along", + "t", + "r", + "al", + "le", + "ion", + "ial", + "iew", + "ally", + "ients", + "rian", + "wie", + "Its", + "them", + "c", + "ions" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "ided", + "oid", + "ients", + "oused", + "icol", + "edly", + "agy", + "ides", + "aken", + "zes", + "sho", + "oides", + "yses", + "idia", + "zuge", + "ions", + "rear", + "goers", + "utom", + "gne", + "ive", + "ff", + "osite", + "aan", + "udos", + "attam" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ided", + "alike", + "ive", + "wards", + "centre", + "oid", + "ients", + "osite", + "edly", + "lli", + "efectu", + "lement", + "arge", + "forthwith", + "ally", + "ayer", + "yet", + "sho", + "attam", + "stuffs", + "ort", + "udo", + "zes", + "aid", + "animate", + "yses", + "zis", + "ion", + "ve" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "wards", + "otos", + "flanked", + "accompanied", + "consequently", + "ENTA", + "aken", + "ided", + "thereafter", + "Hence", + "ieri", + "although", + "hes", + "thus", + "aan", + "neath", + "utta", + "emon", + "ITES", + "eyeglasses", + "Consequently", + "goers", + "UNITED", + "vela", + "thereby", + "ppo" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "thereby", + "thus", + "itherto", + "Owing", + "thereafter", + "consequently", + "ively", + "sequently", + "thereto", + "thence", + "wards", + "toward", + "nearer", + "Consequently", + "subsequently", + "Consequently", + "Upon", + "respectively", + "edly", + "likewise", + "Amid", + "their", + "ries", + "latter", + "ceedings", + "herein", + "laden", + "tandis", + "ondi" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "alike", + "thus", + "furthermore", + "thereto", + "sequently", + "Moreover", + "thence", + "likewise", + "consequently", + "Consequently", + "meydana", + "Owing", + "regarded", + "Consequently", + "uria", + "jointly", + "utti", + "meanwhile", + "ondi", + "whereupon", + "concomit", + "tandis", + "hence", + "whereas", + "thereof", + "ainsi", + "simultaneously", + "edly", + "Thus" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Conversely", + "thereby", + "Conversely", + "ively", + "toward", + "alike", + "Moreover", + "thence", + "ledes", + "aneity", + "Consequently", + "thus", + "idal", + "symmetrically", + "tandis", + "ymmet", + "merely", + "ainsi", + "hydrophilic", + "simultaneously", + "Hence" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "simultaneously", + "symmetrically", + "ymmet", + "simultaneous", + "symmetry", + "synchronized", + "ymmetry", + "electrically", + "ohydro", + "polarity", + "magnetically", + "Simultaneously", + "centrifugal", + "simult", + "idal", + "ymmetrical", + "concurrently", + "hydraul", + "radially", + "symmetrical", + "Affected", + "asymmetrical", + "geometrically", + "contralateral", + "characteristic", + "polar", + "polarization" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "symmetrically", + "perpendicular", + "ymmet", + "simultaneously", + "simultaneous", + "symmetry", + "force", + "pendicular", + "ymmetry", + "ymmetrical", + "ohydro", + "perpendicularly", + "thrust", + "synchronized", + "flanking", + "contralateral", + "centerline", + "Affected", + "outward", + "centrifugal", + "protruding", + "eastward", + "affected", + "symmetrical", + "asymmetrical", + "forcibly", + "geometrically", + "unilaterally", + "simult" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "simultaneously", + "symmetrically", + "perpendicular", + "simultaneous", + "displacement", + "horizontal", + "pendicular", + "symmetry", + "perpendicularly", + "force", + "movement", + "affected", + "ymmetrical", + "displacing", + "Affected", + "horizontally", + "forcibly", + "instantaneously", + "deformation", + "ymmetry", + "thrust", + "Simultaneously", + "transversely", + "resulting", + "displaced", + "unilaterally", + "characteristic", + "outward" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "simultaneously", + "simultaneous", + "resulting", + "perpendicular", + "symmetrically", + "characteristic", + "jointly", + "whence", + "Simultaneously", + "horizontally", + "horizontal", + "perpendicularly", + "centrifugal", + "forcible", + "unidirectional", + "unilaterally", + "displacing", + "Simultaneous", + "distinct", + "characterized", + "describing", + "deformation", + "pendicular", + "ymmetrical", + "spatially" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "simultaneously", + "characteristic", + "simultaneous", + "Mechanism", + "symmetrically", + "mechanism", + "Simultaneously", + "movement", + "describe", + "thereby", + "describing", + "Movement", + "Description", + "geometry", + "deformation", + "whence", + "Movement", + "Mechanism", + "forcefully", + "creating", + "characteristics", + "describes" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "who", + "wherever", + "whence", + "during", + "whilst", + "every", + "whereby", + "whatsoever", + "confronting", + "whose", + "who", + "Wherever", + "several", + "constantly", + "wend", + "whereupon", + "weaponry", + "where", + "throughout", + "concerned", + "whereas", + "amongst", + "FFECT", + "influencing", + "subjects", + "During", + "wherein", + "dramatically", + "during", + "culminating", + "whatever" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Conversely", + "Consequently", + "During", + "Consequently", + "Furthermore", + "Ultimately", + "Eventually", + "Furthermore", + "Eventually", + "Conversely", + "whereas", + "wards", + "simultaneously", + "furthermore", + "whereas", + "Meanwhile", + "likewise", + "Ultimately", + "during", + "Subsequently", + "during", + "ertain", + "imb", + "riving", + "Meanwhile", + "Similarly", + "Likewise", + "whereupon", + "example", + "whilst", + "Recently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Conversely", + "Conversely", + "whereas", + "simultaneously", + "likewise", + "Similarly", + "furthermore", + "conversely", + "example", + "similarly", + "Simultaneously", + "Alongside", + "Furthermore", + "During", + "equally", + "Similarly", + "Meanwhile", + "concurrently", + "confronting", + "whereas", + "whilst", + "Consequently", + "Likewise", + "contrasted", + "Consequently", + "correspondingly", + "Likewise", + "during", + "During", + "Furthermore", + "whereupon" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "During", + "During", + "furthermore", + "meanwhile", + "secondly", + "thereby", + "whilst", + "wherever", + "Equally", + "while", + "during", + "therefore", + "vice", + "likewise", + "conversely", + "whereas", + "Yet", + "lately", + "Wherever", + "this", + "accordingly", + "consequently", + "thus", + "Meanwhile", + "Conversely", + "whereupon", + "Furthermore", + "nevertheless", + "Simultaneously", + "simultaneously" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "vice", + "Its", + "Its", + "meanwhile", + "Conversely", + "hence", + "conversely", + "furthermore", + "Meanwhile", + "Unless", + "lately", + "Hence", + "Unless", + "Hence", + "accordingly", + "therefore", + "Conversely", + "Lately", + "Owing", + "thereby", + "Consequently", + "Likewise", + "whereupon", + "They", + "Thus", + "Consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Its", + "Its", + "Consequently", + "During", + "meanwhile", + "plane", + "Hence", + "vice", + "furthermore", + "Along", + "Conversely", + "Conversely", + "Shouldn", + "Plane", + "conversely", + "Belong", + "During", + "Unless", + "Hence", + "Consequently", + "Therefore", + "hence", + "Today", + "Recently", + "Unless", + "ToJson", + "Furthermore", + "Along" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Meanwhile", + "Consequently", + "Therefore", + "Hence", + "plane", + "During", + "therefore", + "meanwhile", + "Plane", + "Along", + "Recently", + "While", + "Shouldn", + "Though", + "hence", + "Conversely", + "Where", + "vice", + "furthermore", + "accordingly", + "Unless", + "Hence", + "conversely", + "view", + "During", + "axis", + "Consequently", + "Which" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Hence", + "Though", + "Furthermore", + "Its", + "awn", + "Meanwhile", + "Unless", + "Plane", + "Therefore", + "Likewise", + "Conversely", + "Simultaneously", + "plane", + "Sometimes", + "They", + "View", + "exe", + "Consequently", + "Alternatively", + "Neither", + "riers", + "Upon", + "conversely", + "This", + "His", + "During", + "furthermore", + "Unless", + "While", + "That" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "Therefore", + "Simultaneously", + "They", + "Hence", + "png", + "Though", + "riers", + "endswith", + "Shouldn", + "Neither", + "js", + "Unless", + "This", + "When", + "Conversely", + "Unless", + "exe", + "Such", + "Its", + "Whenever", + "Neither", + "Alternatively", + "During", + "Its", + "Once", + "Both", + "Position" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Therefore", + "Meanwhile", + "Simultaneously", + "png", + "Researchers", + "exe", + "Yet", + "Position", + "js", + "These", + "Its", + "Hence", + "Though", + "Conversely", + "When", + "Whenever", + "ects", + "endswith", + "Those", + "This", + "Both", + "Consequently", + "Considering", + "Roles", + "Passing", + "Shouldn", + "They", + "akers" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Those", + "Simultaneously", + "Those", + "Researchers", + "Secondly", + "When", + "ector", + "akers", + "Such", + "Therefore", + "This", + "That", + "These", + "Whenever", + "Considering", + "Secondly", + "exe", + "Either", + "Specifically", + "Researchers", + "ctors", + "Yet", + "Such", + "Passing", + "They", + "Position", + "Along", + "Its" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "For", + "A", + "When", + "In", + "If", + "Specifically", + "Such", + "While", + "It", + "That", + "As", + "These", + "Here", + "Its", + "Once", + "We", + "To", + "No", + "Only", + "Yet", + "Due", + "An", + "At", + "Let", + "Simultaneously", + "And", + "However", + "Wait", + "Plane", + "One" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 91285, + 219708, + 236535, + 199583, + 92567, + 103535, + 26598, + 19887, + 15934, + 2692, + 449, + 306, + 207, + 627, + 2383, + 3749, + 7917, + 32574, + 18351, + 3503, + 3724, + 3906, + 17757, + 33259, + 163827, + 33555 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 224216, + 87925, + 108455, + 51689, + 25370, + 2700, + 15267, + 25079, + 26736, + 75927, + 18995, + 33703, + 62993, + 34791, + 36380, + 53415, + 76610, + 27098, + 30344, + 33685, + 20314, + 54006, + 44301, + 23081, + 70263, + 18483 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 93386, + 166760, + 81528, + 172139, + 82853, + 97107, + 113069, + 98847, + 67680, + 26841, + 39047, + 67646, + 125798, + 143552, + 114033, + 110807, + 85772, + 30232, + 26071, + 35846, + 11549, + 5277, + 1600, + 1174, + 5230, + 2076 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 155669, + 259295, + 66118, + 26497, + 166691, + 97895, + 64677, + 19901, + 21260, + 3561, + 12994, + 1630, + 9732, + 10700 + ] + }, + { + "label": "glide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 10552, + 125234, + 233948, + 26497, + 129164, + 80076, + 42558, + 9222, + 116962, + 103052, + 108100, + 59828, + 33039, + 22853 + ] + }, + { + "label": "slip", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 162425, + 54183, + 135061, + 168279, + 187054, + 200699, + 16965, + 125732, + 41639, + 21948, + 8858, + 1336, + 194, + 435 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 17.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "atoms", + "score": 10.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "every", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "through", + "output_checked": true + }, + { + "concept": "during", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "which", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "lattice", + "score": 7.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "propagation", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "accelerating", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "through", + "output_checked": true + }, + { + "concept": "acceleration", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "discontinuity", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "simultaneously", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "dimensional", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "vector", + "output_checked": true + }, + { + "concept": "trajectory", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "its", + "output_checked": true + }, + { + "concept": "landscape", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "dimensional", + "output_checked": true + }, + { + "concept": "across", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "hundred", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "one", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "velocity", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "mutation", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "tolerances", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "orientation", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "conquest", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "inhabitants", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "accordingly", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "periodic", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ahead", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "material", + "output_checked": true + }, + { + "concept": "experimental", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "denser", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "material", + "output_checked": true + }, + { + "concept": "whence", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "displacing", + "output_checked": true + }, + { + "concept": "flanking", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "sides", + "output_checked": true + }, + { + "concept": "countable", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "one", + "output_checked": true + }, + { + "concept": "episodic", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "Conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "opposite", + "output_checked": true + }, + { + "concept": "phenomenal", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "example", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "while", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "material", + "output_checked": true + }, + { + "concept": "existed", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "paragraph", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "occurring", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sentence", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "with", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "array", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "dimensional", + "output_checked": true + }, + { + "concept": "hour", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "one", + "output_checked": true + }, + { + "concept": "strain", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "symmetrically", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "folks", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "one", + "output_checked": true + }, + { + "concept": "conversational", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "rotor", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "nascent", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "propulsion", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "symmetry", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "alignment", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "christmas", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "grammatical", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "exploiting", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "displacement", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "on", + "output_checked": true + }, + { + "concept": "crossing", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "incompatibility", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "its", + "output_checked": true + }, + { + "concept": "boundary", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "plane", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "ervan", + "wand", + "Hail", + "nada", + "punkte", + "Kwa", + "quantos", + "ambo", + "trump", + "NORE", + "nokt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "lev", + "grac", + "rid", + "wedge", + "Proc", + "gr", + "trem", + "Mannes", + "Beg", + "Reis", + "opat", + "dim", + "rock", + "stir", + "prof", + "channel", + "Catt", + "Cann" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "tons", + "dim", + "tun", + "trem", + "wedge", + "gr", + "dre", + "Beg", + "grac", + "plo", + "acid", + "Clon", + "reu", + "Pres", + "rock", + "lev", + "duyg" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Reis", + "glob", + "alk", + "essional", + "champ", + "chal", + "tun", + "riv", + "reu", + "Mani", + "tfrac", + "grac", + "plo", + "Langer", + "nab", + "Lef", + "olyte", + "Kef", + "rep" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "glob", + "riv", + "tamp", + "ago", + "Tit", + "Pov", + "Kam", + "Apa", + "Mani", + "dip", + "ilers", + "Langer", + "Mannes", + "dim", + "ment", + "alk" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "rem", + "atus", + "Vo", + "Su", + "yn", + "sn", + "olare", + "oben", + "Rem", + "VERE", + "side", + "ORS", + "Rem", + "idence", + "det", + "rekken" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "Green", + "kick", + "tools", + "bro", + "tool", + "boom", + "dal", + "serial", + "Werk", + "DEP", + "Sol", + "remen", + "ort", + "Er", + "subject", + "demos", + "susp", + "s", + "Me", + "blank" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "side", + "tool", + "tail", + "Green", + "sol", + "dad", + "blank", + "kick", + "rem", + "select", + "simple", + "Me", + "bro", + "common", + "Select", + "shared", + "serial", + "turbo", + "remen" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Green", + "side", + "select", + "rem", + "Select", + "tail", + "blank", + "tools", + "tool", + "remen", + "sol", + "Er", + "kick", + "bro", + "record", + "igu", + "common", + "Me", + "Sol", + "simple", + "geme", + "konto", + "uct" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "select", + "subject", + "ettle", + "Green", + "linear", + "sus", + "felt", + "pur", + "side", + "ae", + "lives", + "tter", + "common", + "BED", + "nach", + "data", + "var", + "fetch", + "tow", + "tch", + "remen" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "subject", + "ettle", + "Resolve", + "resolve", + "Select", + "Greet", + "greet", + "tch", + "felt", + "instant", + "greeting", + "SUBJECT", + "real", + "subject", + "data", + "Modern", + "sus", + "tter", + "BED", + "Re", + "Fetch", + "Tos", + "RESOL", + "Resolve" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "Rechnung", + "meli", + "brush", + "Monte", + "Aufbau", + "faced", + "brush", + "Ama", + "ACCT", + "lb", + "unidad", + "acord", + "avance", + "ocap", + "acle", + "units", + "exchange", + "ampu", + "olecular", + "brushes", + "BAG" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "abilecek", + "overlap", + "restart", + "kulit", + "itoa", + "slutt", + "playlists", + "despert", + "Notify", + "Restart", + "overlapping", + "tsk", + "backlit", + "reheat", + "Nonetheless", + "authenticate", + "hnung", + "lick", + "aholic" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ogado", + "deka", + "hrte", + "kund", + "rotz", + "Dlatego", + "god", + "toch", + "God", + "datatables", + "gor", + "grudge", + "jogar", + "grud", + "ayet", + "brus", + "disclosures", + "Violent", + "defer" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "prong", + "ausge", + "logic", + "Jahres", + "ques", + "lus", + "arg", + "erves", + "logic", + "osp", + "muh", + "Als", + "ktor", + "kung", + "Dadurch", + "logique", + "dabei", + "Constructs", + "humo" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "duke", + "wir", + "osp", + "ectors", + "guts", + "afect", + "hound", + "irce", + "Stein", + "ausge", + "lobe", + "Verw", + "peric", + "Dadurch", + "halk", + "stance", + "fear", + "segi", + "dungeons", + "tier", + "grond", + "gage", + "casilla", + "kw", + "berp" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "medan", + "hound", + "duke", + "okt", + "unfl", + "ilm", + "quadrant", + "serp" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "splits", + "arrondissement", + "ndim", + "subs", + "contemporaries", + "counterparts", + "slice", + "jets", + "discontinuities", + "yeri", + "offsetWidth", + "spline", + "sleep", + "slash" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "peak", + "aim", + "rolling", + "groove", + "Troubles", + "advances", + "antics", + "incurs", + "usher", + "aims", + "accordingly", + "denn", + "Advances", + "Groove", + "nevertheless", + "endeavor", + "along", + "plotting", + "ITS", + "warrant", + "Ninety", + "viewing", + "uffs", + "WIT", + "Trouble", + "porro" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Its", + "Its", + "meanwhile", + "Consequently", + "accordingly", + "imaged", + "Simultaneously", + "Meanwhile", + "ToJson", + "Consequently", + "ctomy", + "Thickness", + "Unless", + "Conversely", + "Thickness", + "Contents", + "ength", + "Returns" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Meanwhile", + "Consequently", + "ctomy", + "imaged", + "meanwhile", + "Consequently", + "Thou", + "nPlease", + "Unless", + "accordingly", + "During", + "ToJson", + "Contents", + "Whose", + "During", + "ipsych", + "sheath", + "Boundaries", + "Bill" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "exe", + "png", + "xlsx", + "Consequently", + "Unless", + "Otherwise", + "Historically", + "flanks", + "com", + "Sur", + "Orientation", + "Spread", + "Furthermore", + "Its", + "Simultaneously", + "Though", + "coli", + "ImagePath", + "view", + "washers", + "Posters", + "json", + "Transfers", + "ToJson", + "aspx", + "Causes", + "Therefore", + "Allow", + "jpg" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "png", + "Meanwhile", + "Assuming", + "Therefore", + "Orientation", + "Both", + "This", + "Position", + "Neither", + "endswith", + "Unless", + "aspx", + "ipynb", + "xlsx", + "Sur", + "Simultaneously", + "Allow", + "svg", + "exe", + "jpg", + "Otherwise", + "Operation", + "Spread", + "Travel", + "Repeat", + "Roles" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Therefore", + "This", + "Meanwhile", + "Assuming", + "Both", + "png", + "These", + "During", + "exe", + "Simultaneously", + "endswith", + "Neither", + "Consequently", + "Role", + "When", + "js", + "svg", + "aspx", + "Spread", + "Its", + "Those", + "Unless", + "ipynb", + "Sur", + "Roles", + "json", + "By", + "ively" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Those", + "During", + "Secondly", + "This", + "Therefore", + "When", + "Both", + "Such", + "Orientation", + "Simultaneously", + "png", + "svg", + "Position", + "js", + "These", + "During", + "Passing", + "Such", + "exe", + "hs", + "Those", + "Assuming", + "csv", + "Specifically" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "For", + "When", + "In", + "Such", + "A", + "Its", + "Yet", + "If", + "These", + "As", + "During", + "It", + "An", + "While", + "tip", + "Plane", + "By", + "To", + "Depending", + "Specifically", + "Position", + "Here", + "His", + "Any", + "Let", + "Wait", + "After", + "Once", + "Due", + "Below" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "atoms", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "lattice", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "symmetrically", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "sides", + "output_checked": true + }, + { + "concept": "propagation", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "accordingly", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "sides", + "output_checked": true + }, + { + "concept": "which", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "duke", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "dimensional", + "output_checked": true + }, + { + "concept": "across", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "magnetization", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "ahead", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "material", + "output_checked": true + }, + { + "concept": "away", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "material", + "output_checked": true + }, + { + "concept": "accordance", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "in", + "output_checked": true + }, + { + "concept": "hundred", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "trajectory", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "its", + "output_checked": true + }, + { + "concept": "periodic", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "strain", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "hour", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "one", + "output_checked": true + }, + { + "concept": "reheat", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "opposite", + "output_checked": true + }, + { + "concept": "ilm", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "in", + "output_checked": true + }, + { + "concept": "along", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "material", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "parabola", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "dimensional", + "output_checked": true + }, + { + "concept": "viscous", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "relative", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "simultaneously", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "sides", + "output_checked": true + }, + { + "concept": "itself", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "sentence", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "array", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "dimensional", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "heading", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "OGO", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "odp", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "vector", + "output_checked": true + }, + { + "concept": "adi", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "opposite", + "output_checked": true + }, + { + "concept": "aquilo", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "sides", + "output_checked": true + }, + { + "concept": "Rechnung", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "recap", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "embal", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "demek", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "material", + "output_checked": true + }, + { + "concept": "onclick", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "sides", + "output_checked": true + }, + { + "concept": "nito", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "toch", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "sozial", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "vector", + "output_checked": true + }, + { + "concept": "verme", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "sponge", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ",", + "output_checked": true + }, + { + "concept": "swam", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "kier", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "on", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "opposite", + "output_checked": true + }, + { + "concept": "ips", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "sides", + "output_checked": true + }, + { + "concept": "escalator", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "equation", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "dimensional", + "output_checked": true + }, + { + "concept": "horizontally", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "sweeps", + "output_checked": true + }, + { + "concept": "orbit", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "its", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "ounce", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "one", + "output_checked": true + }, + { + "concept": "webinar", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "airplane", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "dimensional", + "output_checked": true + }, + { + "concept": "example", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "defect", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-line-defect-motion-03__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-line-defect-motion-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-line-defect-motion-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-line-defect-motion-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-line-defect-motion-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Motion of linear lattice imperfections 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Once the resolved driving stress exceeds a threshold, mobile lattice lines traverse their favored planes and produce permanent strain.", + "prompt_tail": "Once the resolved driving stress exceeds a threshold, mobile lattice lines traverse their favored planes and produce permanent strain.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 21 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-line-defect-motion-04", + "carrier_id": null, + "target_family": "line-defect-motion", + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 525, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 20174 + }, + { + "label": "glide", + "best_rank": 12989, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 9356 + }, + { + "label": "slip", + "best_rank": 23426, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 4748 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "orry", + "leness", + "furthermore", + "oraz", + "arl", + "etc", + "behalf", + "lle", + "iken", + "hereby", + "them" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "d", + "ct", + "ie", + "ited", + "ued", + "ided", + "zes", + "wie", + "arie", + "bzw", + "eded", + "wes", + "lly", + "nto", + "t", + "ion", + "ng", + "outh", + "wards", + "ii", + "ses", + "thereof", + "alike", + "standpoint", + "sic", + "nse", + "gne" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "gonna", + "lle", + "ie", + "wie", + "lli", + "arie", + "d", + "ion", + "hi", + "ients", + "thereof", + "oraz", + "eded", + "nto", + "t", + "ial", + "outh", + "etc", + "ieur", + "sic", + "wes", + "lly", + "ct", + "ue" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "ided", + "wherein", + "herein", + "hereafter", + "ients", + "thereof", + "ued", + "thus", + "therein", + "ive", + "ited", + "forthwith", + "ially", + "edly", + "lle", + "thereafter", + "thereto", + "yses", + "therefrom" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "ided", + "wherein", + "unto", + "presently", + "forthwith", + "ued", + "whereby", + "efectu", + "ive", + "thus", + "hereafter", + "ally", + "lement", + "ited", + "thereof", + "heretofore", + "ients", + "edly", + "herein", + "eded", + "yses" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "wherein", + "humankind", + "thereafter", + "consequently", + "subsequently", + "Additionally", + "Furthermore", + "thereby", + "United", + "Consequently", + "possesses", + "wherein", + "natomiast", + "upon", + "Upon", + "Furthermore", + "Subsequently", + "United", + "utilizing", + "Upon", + "Moreover", + "lediglich" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "wherein", + "upon", + "thereby", + "thereafter", + "thus", + "occurring", + "subsequently", + "therefore", + "merely", + "consequently", + "utilizing", + "thereto", + "throughout", + "Upon", + "Upon", + "util", + "characterized", + "unto", + "concomit", + "whereupon", + "UTIL", + "the", + "approximately", + "toward", + "utilized", + "whereby", + "during" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "wherein", + "furthermore", + "upon", + "thus", + "thereto", + "thereafter", + "Furthermore", + "Upon", + "therefore", + "occurring", + "Moreover", + "merely", + "uria", + "concomit", + "consequently", + "unto", + "Upon", + "laboratory", + "characterized", + "likewise" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thereby", + "thereafter", + "upon", + "merely", + "Furthermore", + "furthermore", + "thus", + "Upon", + "subsequently", + "subsequent", + "Moreover", + "Moreover", + "wherein", + "consequently", + "irrevers", + "resulting", + "Upon", + "Furthermore", + "irrevoc", + "characteristic", + "occurring", + "moreover", + "concomit", + "thereto", + "consequent" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "irrevers", + "subsequent", + "solidification", + "irrevoc", + "indelible", + "irreversible", + "transdu", + "subsequently", + "stabilization", + "metallurgical", + "thereby", + "sustained", + "thereafter", + "permanently", + "permanence", + "Stabilization", + "acetyl", + "deposition", + "liquef", + "sedimentation", + "solidified", + "viscoelastic", + "seism", + "impervious", + "ductile", + "stabilized", + "resistive", + "cessation", + "kinet", + "sediment", + "lith" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "irrevers", + "irreversible", + "subsequent", + "solidification", + "transdu", + "irrevoc", + "permanently", + "indelible", + "stabilization", + "resulting", + "accelerated", + "observed", + "sustained", + "stabilized", + "constitutive", + "metastable", + "catalyzed", + "metallurgical", + "impervious", + "Stabilization", + "Mechanism", + "mechanism", + "subsequently", + "deformation", + "plasm", + "rupture", + "altering", + "cessation" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "irreversible", + "irrevers", + "Mechanism", + "mechanism", + "Mechanism", + "mechanism", + "stabilization", + "transdu", + "solidification", + "consequence", + "deformation", + "accelerating", + "Induced", + "resulting", + "permanently", + "accelerated", + "stimulated", + "Deformation", + "Stabilization", + "activation", + "FFECT", + "initiating", + "causative", + "induced", + "thereby" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "irreversible", + "resulting", + "irrevers", + "Mechanism", + "permanently", + "mechanism", + "subsequent", + "Mechanism", + "occur", + "discontinuous", + "thereby", + "consequence", + "repeatable", + "mechanism", + "permanent", + "ructive", + "occurring", + "lasting", + "consequential", + "solidification", + "Induced", + "activation", + "transdu" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Trigger", + "triggered", + "Mechanism", + "triggered", + "irreversible", + "triggering", + "Trigger", + "TRIGGER", + "thereby", + "trigger", + "decisive", + "Mechanism", + "Happens", + "FAILURE", + "TRIGGER", + "Occurrence", + "ructive", + "Subsequently", + "Activation", + "irrevers", + "Induced", + "trigger", + "Consequently", + "Subsequently", + "occur" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "Consequently", + "whereas", + "whatsoever", + "Conversely", + "Conversely", + "likewise", + "Consequently", + "Furthermore", + "thereby", + "whilst", + "Meanwhile", + "consequently", + "meanwhile", + "Certainly", + "conversely", + "whereupon", + "else", + "Which", + "accordingly", + "Likewise", + "Secondly", + "secondly", + "whereas", + "therefore", + "Nevertheless", + "whereby", + "Furthermore", + "Ultimately", + "Whereas", + "forthwith", + "which" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "Furthermore", + "Consequently", + "Meanwhile", + "Conversely", + "Consequently", + "whereas", + "Furthermore", + "meanwhile", + "Conversely", + "Likewise", + "Certainly", + "else", + "Yet", + "Similarly", + "Nevertheless", + "likewise", + "Similarly", + "Subsequently", + "conversely", + "Simultaneously", + "whereas", + "This", + "ertain", + "Also", + "accordingly", + "Such", + "Moreover", + "Eventually", + "Secondly", + "Ultimately" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "conversely", + "Conversely", + "whereas", + "Furthermore", + "Similarly", + "Meanwhile", + "meanwhile", + "else", + "Likewise", + "Conversely", + "Consequently", + "likewise", + "Similarly", + "This", + "accordingly", + "Furthermore", + "Simultaneously", + "Also", + "Nevertheless", + "Otherwise", + "Eventually", + "Secondly", + "Subsequently", + "Consequently", + "Then", + "During", + "Yet", + "consequently", + "Often", + "Typically" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "conversely", + "meanwhile", + "furthermore", + "Conversely", + "whereas", + "Meanwhile", + "likewise", + "requently", + "Conversely", + "Similarly", + "accordingly", + "Likewise", + "else", + "alike", + "nonetheless", + "Similarly", + "During", + "Furthermore", + "Yet", + "consequently", + "Often", + "Equally", + "Sometimes", + "Certainly", + "Alongside", + "however", + "ometimes", + "During", + "similarly", + "Consequently", + "Along", + "secondly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "conversely", + "Conversely", + "Conversely", + "whereas", + "Meanwhile", + "accordingly", + "Yet", + "furthermore", + "thus", + "Yet", + "Thus", + "thereafter", + "likewise", + "Likewise", + "therefore", + "Sometimes", + "Consequently", + "hence", + "thereby", + "Along", + "else", + "Thus", + "lately", + "yet", + "hence", + "Consequently", + "Lately", + "Similarly", + "consequently", + "Hence" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "conversely", + "meanwhile", + "Conversely", + "Meanwhile", + "Conversely", + "Consequently", + "whereas", + "furthermore", + "thereafter", + "Similarly", + "Likewise", + "This", + "Yet", + "Sometimes", + "Lately", + "Recently", + "Furthermore", + "accordingly", + "Yet", + "They", + "Hence", + "Meanwhile", + "Along", + "likewise", + "Along", + "Whereas", + "Consequently", + "Whereas", + "Moreover", + "lately", + "Moreover" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "conversely", + "meanwhile", + "Conversely", + "Meanwhile", + "This", + "Consequently", + "Conversely", + "whereas", + "Similarly", + "Yet", + "furthermore", + "Likewise", + "thereafter", + "Recently", + "Lately", + "Sometimes", + "They", + "Hence", + "Yet", + "accordingly", + "This", + "These", + "Meanwhile", + "lately", + "Consequently", + "thereby", + "hence", + "Furthermore", + "Upon", + "consequently", + "Along", + "likewise" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "conversely", + "Conversely", + "This", + "Likewise", + "Consequently", + "meanwhile", + "Meanwhile", + "Conversely", + "Furthermore", + "Hence", + "furthermore", + "Similarly", + "Sometimes", + "Once", + "likewise", + "These", + "Alternatively", + "This", + "Again", + "alternatively", + "Simultaneously", + "Though", + "Upon", + "Secondly", + "Consequently", + "They", + "Moreover", + "Thus", + "Each", + "Yet", + "this", + "Moreover" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "This", + "Consequently", + "Similarly", + "Likewise", + "conversely", + "This", + "Therefore", + "Hence", + "Otherwise", + "Meanwhile", + "Conversely", + "Consequently", + "Thus", + "Such", + "thereby", + "Thus", + "Similarly", + "They", + "These", + "Conversely", + "Again", + "thereafter", + "Hence", + "Subsequently", + "Unless", + "Furthermore", + "Such" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "Consequently", + "This", + "Similarly", + "meanwhile", + "Conversely", + "conversely", + "This", + "Therefore", + "Such", + "Likewise", + "Otherwise", + "Consequently", + "Hence", + "Meanwhile", + "Whereas", + "Again", + "Repeat", + "Repeat", + "Once", + "Similarly", + "Unless", + "These", + "Unless", + "Thus", + "Those", + "endif", + "Though", + "THAN", + "Sometimes", + "Thus" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Once", + "Once", + "Until", + "UNT", + "Until", + "This", + "Again", + "Consequently", + "Unless", + "Otherwise", + "Unless", + "Those", + "Similarly", + "Upon", + "meanwhile", + "Repeat", + "Whether", + "Meanwhile", + "During", + "Those", + "Throughout", + "Consequently", + "Likewise", + "Similarly", + "Eventually", + "Simultaneously", + "Along", + "Repeat", + "Conversely", + "THAN", + "Initially", + "This" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "This", + "Once", + "Once", + "The", + "The", + "Upon", + "When", + "In", + "In", + "Upon", + "Such", + "After", + "These", + "For", + "When", + "After", + "Thus", + "Mobile", + "These", + "Finally", + "For", + "If", + "Similarly", + "If", + "On", + "Thus", + "Each", + "During", + "Such", + "Until", + "Repeat" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 67353, + 189440, + 168170, + 209341, + 162081, + 139902, + 8928, + 5912, + 5304, + 869, + 526, + 1262, + 776, + 17894, + 5548, + 18448, + 19949, + 75298, + 89241, + 67475, + 53347, + 26924, + 76587, + 59875, + 97839, + 47030 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 226400, + 92232, + 89324, + 66735, + 70814, + 21990, + 76148, + 98599, + 75633, + 54738, + 29705, + 25604, + 27394, + 78814, + 173638, + 189467, + 160958, + 74675, + 41775, + 32888, + 27063, + 12990, + 24831, + 20292, + 22721, + 3126 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 98563, + 198046, + 181622, + 227662, + 195745, + 224848, + 157914, + 123204, + 103412, + 58490, + 51660, + 99503, + 98277, + 132971, + 148392, + 147403, + 119232, + 65647, + 64225, + 92853, + 40806, + 34956, + 26312, + 23427, + 34709, + 5065 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 172675, + 261598, + 139537, + 83213, + 177725, + 170368, + 64058, + 27697, + 66338, + 24701, + 20175, + 33935, + 117783, + 45892 + ] + }, + { + "label": "glide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 9357, + 39293, + 181519, + 30415, + 167716, + 131191, + 97398, + 113074, + 94382, + 31660, + 74782, + 22297, + 42545, + 51239 + ] + }, + { + "label": "slip", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 134112, + 51816, + 92082, + 83412, + 192207, + 226484, + 49111, + 104469, + 65808, + 35589, + 50890, + 12497, + 14905, + 4749 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "deformation", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "individuals", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "paths", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "became", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "was", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "alterations", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "directions", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "begin", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "alike", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "significant", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "produce", + "output_checked": true + }, + { + "concept": "become", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "conversely", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "deadline", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "because", + "score": 4.0, + "best_rank": 3, + "best_depth": 70.7, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "triggering", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "propagating", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "irreversible", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "whereas", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ",", + "output_checked": true + }, + { + "concept": "counterparts", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "their", + "output_checked": true + }, + { + "concept": "pathways", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "conflict", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "reaches", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "propagate", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 3.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "narr", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Once", + "output_checked": true + }, + { + "concept": "momentous", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "tensile", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "traversing", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "traverse", + "output_checked": true + }, + { + "concept": "motor", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "equilibrium", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "defence", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "weaponry", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Once", + "output_checked": true + }, + { + "concept": "factors", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "sufficient", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "traverse", + "output_checked": true + }, + { + "concept": "strategies", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "certain", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "surroundings", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "their", + "output_checked": true + }, + { + "concept": "anymore", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Once", + "output_checked": true + }, + { + "concept": "formalities", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "atoms", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "Upon", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "Once", + "output_checked": true + }, + { + "concept": "perpendicularly", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "while", + "score": 2.0, + "best_rank": 18, + "best_depth": 68.3, + "near_token": "threshold", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "timeline", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "vehicle", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "transient", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "activated", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "irrevers", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "awaiting", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "calculated", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "migratory", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "movement", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "smarter", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "", + "output_checked": true + }, + { + "concept": "Forever", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Once", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "quantos", + "nada", + "Hail", + "ervan", + "wand", + "Kwa", + "punkte", + "addRow", + "undos", + "trump" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "lev", + "rid", + "grac", + "dim", + "trem", + "stir", + "Beg", + "Sob", + "reu", + "Cann", + "Mannes", + "gr", + "dre", + "opat", + "olyte", + "Proc", + "channel", + "gham", + "Reis" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "tons", + "lev", + "Beg", + "dim", + "stir", + "Sob", + "jos", + "trem", + "rid", + "grac", + "pres", + "Flam", + "plo", + "Pres", + "dre", + "vej", + "Clon", + "Herv", + "Bens", + "fam", + "Proc", + "grupp", + "tun", + "glob", + "blot", + "prof", + "Dru" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "tun", + "essional", + "fam", + "ago", + "alk", + "Reis", + "Sob", + "motifs", + "olyte", + "lev", + "glob", + "grac", + "plo", + "nh", + "Lob", + "Beet", + "muut", + "nab", + "grupp", + "Ham", + "brake", + "Ran" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "fam", + "grac", + "olyte", + "Ham", + "glob", + "Cann", + "motifs", + "Beet", + "essional", + "scor", + "Kam", + "Eing", + "Lob", + "Reis", + "Lys", + "Sur", + "twe" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ORS", + "ual", + "yn", + "sol", + "sning", + "WOR", + "susp", + "ilers", + "arb", + "tract", + "uldig", + "sag", + "ae", + "hst", + "Su", + "VERE", + "oben", + "Vo", + "Sed", + "ors", + "Werk", + "fram", + "und", + "discipl", + "rem" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "Green", + "tools", + "side", + "Werk", + "tract", + "tool", + "ual", + "Er", + "Sol", + "HI", + "trading", + "bro", + "kick", + "nop", + "boom", + "cares", + "sed", + "seq", + "dal", + "valued", + "reserved", + "truncate" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "rem", + "Green", + "tools", + "sol", + "tool", + "truncate", + "demos", + "side", + "Werk", + "remen", + "record", + "tail", + "HI", + "valued", + "kick", + "trading", + "simple", + "dad", + "Wel", + "nop", + "Werk" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Green", + "sol", + "record", + "rem", + "select", + "remen", + "tail", + "tools", + "tool", + "nop", + "side", + "simple", + "Sol", + "demos", + "Select", + "seq", + "HI", + "chal", + "kick" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "greeting", + "fetch", + "Greeting", + "greet", + "data", + "Select", + "Green", + "linear", + "Greet", + "select", + "subject", + "discuss", + "discussed", + "dynamic", + "BED", + "RECE", + "tattoo", + "borders", + "common", + "contact" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "usel", + "greeting", + "greet", + "ettle", + "Greet", + "fetch", + "RECE", + "detail", + "CUSTOM", + "borders", + "switch", + "MOVIE", + "isselle", + "recht", + "movies", + "REST", + "titles", + "kaf", + "linear", + "Tos" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "Rechnung", + "eres", + "ellate", + "onha", + "libr", + "TableRow", + "yme", + "onie", + "eal", + "izarse", + "dater", + "elope", + "arder", + "ucar", + "ever", + "reason", + "bros", + "HttpRequest", + "ROUT", + "olarity" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "orith", + "launcher", + "dieu", + "abilecek", + "getId", + "authenticated", + "httpClient", + "grud", + "authenticate", + "hottest", + "iob", + "Threat" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "god", + "ogado", + "deka", + "grud", + "God", + "deck", + "jogar", + "gor", + "lopen", + "kund", + "ayet", + "punt", + "QUIT", + "golfer" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ques", + "ausge", + "prong", + "Dadurch", + "dabei", + "Jahres", + "olidated", + "tier", + "erves", + "logic", + "Rew", + "reck", + "logique", + "annon" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "wir", + "osp", + "afect", + "Jaz", + "wij", + "tier", + "Afgh", + "virk", + "eci", + "wake", + "ips", + "wh", + "ricost", + "Roh", + "oing", + "halk", + "rapporter", + "ectors", + "Opt", + "ausge", + "izd" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "wake", + "ilm", + "orbit", + "Expl", + "Circ", + "wake", + "warp", + "contr", + "flo", + "ovi" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Otherwise", + "analog", + "Simultaneously", + "simultaneously", + "reet", + "localObject", + "Meanwhile", + "meanwhile", + "sav", + "inputArray", + "dequeue", + "otherwise", + "heus", + "Physically" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Similarly", + "Secondly", + "Troubles", + "conversely", + "Simultaneously", + "alike", + "respectively", + "consequently", + "meanwhile", + "Conversely", + "Likewise", + "secondly", + "along", + "whereas", + "Repe", + "Trouble", + "Signals", + "Afterward", + "This", + "Same", + "Subsequently", + "Secondly", + "Thick", + "Stri", + "this" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Similarly", + "meanwhile", + "Conversely", + "conversely", + "Consequently", + "Simultaneously", + "Subsequently", + "Similarly", + "consequently", + "Likewise", + "This", + "Though", + "accordingly", + "thereafter", + "Symptoms", + "Subsequent", + "Unless", + "While", + "Frequently", + "Historically", + "Conversely", + "Afterward", + "although", + "Meanwhile" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Similarly", + "Conversely", + "conversely", + "Likewise", + "Subsequently", + "This", + "Similarly", + "Recently", + "meanwhile", + "Simultaneously", + "Consequently", + "Unless", + "consequently", + "Historically", + "thereafter", + "Though", + "Hence", + "Symptoms", + "this", + "Specifically", + "Traditionally", + "Subsequent", + "Meanwhile", + "Recent", + "Every", + "similarly", + "furthermore", + "Causes" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Similarly", + "conversely", + "Repeat", + "Conversely", + "Likewise", + "alternatively", + "secondly", + "Simultaneously", + "Subsequently", + "Alternatively", + "Consequently", + "Secondly", + "Repeat", + "Though", + "furthermore", + "This", + "Otherwise", + "consequently", + "Phrases", + "Furthermore", + "similarly", + "Specifically", + "Traditionally", + "thereby", + "Unless", + "meanwhile", + "Historically", + "Repeated", + "Additionally", + "Altern" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Similarly", + "Likewise", + "Repeat", + "Otherwise", + "Secondly", + "Similarly", + "Repeat", + "Simultaneously", + "Meanwhile", + "Certain", + "secondly", + "conversely", + "Though", + "meanwhile", + "Specifically", + "this", + "This", + "Same", + "Every", + "Unless", + "Therefore", + "otherwise", + "Additionally", + "similarly", + "Subsequently", + "Improper", + "Traditionally" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Similarly", + "Repeat", + "Likewise", + "Same", + "This", + "Unless", + "Similarly", + "Though", + "Meanwhile", + "Repeat", + "Therefore", + "Simultaneously", + "similarly", + "Otherwise", + "Specifically", + "Excessive", + "conversely", + "Every", + "Each", + "Improper", + "Consequently", + "Those", + "consequently", + "Again", + "Secondly", + "These", + "Certain", + "secondly", + "THAN" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Similarly", + "Until", + "Once", + "Until", + "Repeat", + "Similarly", + "Those", + "Likewise", + "Secondly", + "Unless", + "Again", + "Once", + "Simultaneously", + "This", + "Repeat", + "Though", + "similarly", + "Unless", + "Secondly", + "Throughout", + "Otherwise", + "Those", + "Excessive", + "During", + "Again", + "conversely", + "Subsequently", + "Meanwhile", + "Specifically" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "This", + "Once", + "Similarly", + "For", + "When", + "While", + "Such", + "If", + "Upon", + "Subsequent", + "After", + "In", + "Over", + "Subsequently", + "These", + "A", + "Once", + "Unless", + "Eventually", + "Simultaneously", + "By", + "During", + "The", + "Un", + "On", + "That", + "Repeat", + "As", + "With", + "More" + ] + } + ], + "logit_surprising": [ + { + "concept": "deformation", + "score": 13.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "ausge", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "paths", + "score": 8.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "their", + "output_checked": true + }, + { + "concept": "perpendicularly", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "traverse", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "irreversible", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "directions", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "begin", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "verw", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "respective", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "their", + "output_checked": true + }, + { + "concept": "undergo", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Upon", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Once", + "output_checked": true + }, + { + "concept": "deadline", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "conflict", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "reaches", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "propagate", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "CRED", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "dieu", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "threshold", + "output_checked": true + }, + { + "concept": "prong", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ilm", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "become", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "pathways", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "traverse", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "macroscopic", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "produce", + "output_checked": true + }, + { + "concept": "This", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ROUT", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "desempe", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "lines", + "output_checked": true + }, + { + "concept": "postage", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "their", + "output_checked": true + }, + { + "concept": "clocked", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "bol", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "threshold", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "traverse", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "recorrer", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Once", + "output_checked": true + }, + { + "concept": "ques", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "swam", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "serp", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "ceases", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "tertentu", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "threshold", + "output_checked": true + }, + { + "concept": "surroundings", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "their", + "output_checked": true + }, + { + "concept": "anymore", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Once", + "output_checked": true + }, + { + "concept": "sometime", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "answer", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "arises", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "then", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "atoms", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "elements", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "thereby", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "increased", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "produce", + "output_checked": true + }, + { + "concept": "alterations", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "more", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Once", + "output_checked": true + }, + { + "concept": "groundwork", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "has", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "adiabatically", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "premises", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "truth", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "direction", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "damage", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "traverse", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-line-defect-motion-04__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-line-defect-motion-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-line-defect-motion-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-line-defect-motion-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-line-defect-motion-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-line-defect-motion-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Motion of linear lattice imperfections 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "High-speed microscopy shows linear imperfections moving across densely packed planes. Each passage creates a small step at the free surface.", + "prompt_tail": "High-speed microscopy shows linear imperfections moving across densely packed planes. Each passage creates a small step at the free surface.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-line-defect-motion-05", + "carrier_id": null, + "target_family": "line-defect-motion", + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "''", + "generated_token_ids": [ + 10440 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 355, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 17156 + }, + { + "label": "glide", + "best_rank": 8479, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 11097 + }, + { + "label": "slip", + "best_rank": 21788, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 5500 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "leness", + "etc", + "ients", + "orry", + "them", + "oses", + "iken", + "furthermore", + "therefor", + "asons", + "Also", + "lle", + "accordingly", + "ammed", + "hereby" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "etc", + "basically", + "leness", + "sic", + "ie", + "outh", + "thing", + "ients", + "fty", + "guys", + "lle", + "arie", + "dia", + "eded", + "gement", + "Basically", + "zis", + "lly", + "nto", + "t", + "d", + "ued", + "ided", + "etc", + "ses" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "etc", + "etc", + "ients", + "basically", + "everybody", + "anybody", + "leness", + "sic", + "probably", + "ie", + "outh", + "probably", + "maybe", + "persons", + "atre", + "called", + "somebody", + "lle", + "kalau", + "eded", + "Basically", + "dll", + "ideas", + "arh", + "zis" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "gonna", + "leness", + "zis", + "ided", + "ients", + "persons", + "atre", + "lle", + "dioxide", + "eway", + "oides", + "eded", + "anty", + "germs", + "ilities", + "eyer", + "sic", + "iderman", + "wia", + "woods", + "onis", + "AKA", + "eways", + "lly" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "everybody", + "persons", + "anybody", + "somebody", + "sic", + "ided", + "ients", + "lle", + "alike", + "etc", + "eded", + "organise", + "stas", + "AKA", + "zis", + "doings", + "atre", + "lli", + "eway", + "aray", + "lement", + "ilities", + "centre" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "everybody", + "gonna", + "which", + "Also", + "somebody", + "anybody", + "afterwards", + "nowadays", + "also", + "probably", + "although", + "basically", + "although", + "therefore", + "persons", + "secondly", + "however", + "About", + "whereas", + "dioxide", + "wards", + "according", + "maybe", + "atre", + "about" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "afterwards", + "thereto", + "Accordingly", + "Characteristics", + "therefore", + "although", + "inander", + "probably", + "everybody", + "thereafter", + "although", + "locality", + "afterward", + "UPA", + "Concerning", + "nearby", + "accordingly", + "occurrence", + "acin", + "whereby", + "Characteristic", + "Regarding", + "owness", + "Occurrence", + "ially", + "characteristics" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "whereupon", + "uate", + "alike", + "furthermore", + "thereby", + "acin", + "Moreover", + "locality", + "thence", + "uria", + "persons", + "occurrence", + "cuticle", + "whereas", + "aneous", + "adjoining", + "Accordingly", + "Characteristics", + "meydana", + "Owing", + "sequently" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "sedimentary", + "discontinuous", + "whereupon", + "thereafter", + "thereby", + "oblong", + "discontinuity", + "incipient", + "ddots", + "Moreover", + "Characteristics", + "aporation", + "thence", + "Consequently", + "polyethylene", + "accumulating", + "hydrophilic", + "ized", + "thereto", + "thole", + "getchar", + "precisely", + "dendritic", + "protruding", + "Aluminum", + "neath", + "successively" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "discontinuous", + "sedimentation", + "sediment", + "accretion", + "polyethylene", + "protrusion", + "subsequent", + "dendritic", + "eject", + "extrusion", + "crete", + "accret", + "nucleation", + "subsurface", + "cumulative", + "cumulative", + "aporation", + "piezoelectric", + "Mechanism", + "accumulating", + "anthropogenic", + "resulting", + "thereby", + "runoff", + "sedimentary", + "mechanism", + "plast", + "microscopic", + "effluent", + "reproducible", + "microp" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "discontinuous", + "repeatable", + "accretion", + "reproducible", + "accumulating", + "protrusion", + "repetitive", + "eject", + "protruding", + "cumulative", + "byproduct", + "Mechanism", + "mechanism", + "repeated", + "accret", + "repeatability", + "resulting", + "subsequent", + "cumulative", + "accumulation", + "observed", + "accumulated", + "observable", + "runoff", + "infinitesimal", + "aporation", + "observation", + "polyethylene" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "accumulating", + "propagating", + "accumulation", + "cumulative", + "accumulate", + "cumulative", + "accumulation", + "resulting", + "accumulated", + "discontinuous", + "reproducible", + "repeatable", + "thereby", + "consequence", + "propagation", + "continuous", + "repetitive", + "Mechanism", + "mechanism", + "successive", + "incremental", + "aporation", + "continuous", + "repeated", + "accum", + "byproduct", + "Cumulative", + "akum" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "successive", + "successively", + "resulting", + "repeated", + "continuous", + "repetitive", + "discontinuous", + "accumulating", + "repeatable", + "aporation", + "consequence", + "repeatedly", + "Consequently", + "reproducible", + "continuous", + "cumulative", + "accumulate", + "propagating", + "Mechanism", + "increasing", + "incremental", + "consequent", + "cumulative", + "accumulation", + "resulting", + "thereby", + "continuously", + "consequently" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Consequently", + "aporation", + "consequently", + "successive", + "successively", + "accumulating", + "accumulate", + "Consequently", + "continuous", + "accumulation", + "consequent", + "accumulates", + "repeated", + "thence", + "getchar", + "therefore", + "continuous", + "resulting", + "thereby", + "consequence", + "Observation", + "repeatable", + "iteratively", + "Mechanism", + "accumulation", + "NumberOf" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "several", + "subsequently", + "which", + "culminating", + "increasingly", + "commanding", + "supporting", + "characterized", + "whence", + "who", + "neighboring", + "surviving", + "Eventually", + "migrating", + "various", + "subsequent", + "contributing", + "whereupon", + "punctuated", + "Subsequently", + "Several", + "accompanying", + "ensuing", + "meticulously", + "proponents", + "subjects", + "Later", + "Consequently", + "demonstrations", + "Frequently", + "ancillary", + "escalating" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Later", + "Consequently", + "Furthermore", + "Eventually", + "Consequently", + "Later", + "Similarly", + "Subsequently", + "furthermore", + "Frequently", + "Eventually", + "Conversely", + "Subsequently", + "Each", + "Several", + "Ultimately", + "Afterwards", + "Each", + "During", + "Similarly", + "Conversely", + "Suddenly", + "several", + "Meanwhile", + "Several", + "Likewise", + "During", + "Which", + "Likewise", + "Secondly", + "Ultimately" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Similarly", + "Similarly", + "Conversely", + "furthermore", + "Conversely", + "conversely", + "Each", + "similarly", + "Meanwhile", + "Consequently", + "Furthermore", + "meanwhile", + "Eventually", + "Frequently", + "Simultaneously", + "Every", + "examples", + "During", + "whereas", + "Later", + "likewise", + "Likewise", + "Secondly", + "Subsequently", + "Consequently", + "Each", + "simultaneously", + "consequently", + "Whenever", + "influencing", + "Ultimately" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "conversely", + "furthermore", + "these", + "secondly", + "These", + "Similarly", + "combining", + "Meanwhile", + "Similarly", + "Combining", + "Simultaneously", + "while", + "although", + "whereas", + "Though", + "consequently", + "During", + "comparing", + "Secondly", + "Conversely", + "Conversely", + "They", + "finally", + "despite", + "Whether", + "simultaneously", + "mientras", + "analyzing", + "likewise", + "tandis" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "conversely", + "Meanwhile", + "Conversely", + "furthermore", + "investigators", + "Conversely", + "Consequently", + "These", + "Compared", + "Tonight", + "Simultaneously", + "Collectively", + "consequently", + "Its", + "finalText", + "Investigators", + "therefore", + "Its", + "Today", + "tonight", + "Similarly", + "analysts", + "Similarly", + "alternatively", + "Contrast", + "Hosts" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "furthermore", + "Meanwhile", + "conversely", + "Conversely", + "Furthermore", + "meanwhile", + "Consequently", + "nThe", + "Recently", + "consequently", + "Conversely", + "Similarly", + "Historically", + "They", + "Its", + "Its", + "Recent", + "Unless", + "Therefore", + "Moreover", + "secondly", + "Moreover", + "Similarly", + "Unless", + "forKey", + "Each", + "alternatively" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Recently", + "nThe", + "They", + "Consequently", + "Historically", + "Conversely", + "Recent", + "furthermore", + "Meanwhile", + "Conversely", + "Each", + "Furthermore", + "conversely", + "Its", + "Similarly", + "Therefore", + "Though", + "Its", + "Whose", + "They", + "Competition", + "meanwhile", + "Lately", + "While", + "Their", + "Previously", + "Historically", + "However", + "His", + "Every" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Each", + "Historically", + "Secondly", + "nThe", + "They", + "secondly", + "Every", + "Histor", + "furthermore", + "Recently", + "Likewise", + "conversely", + "Its", + "Similarly", + "Upon", + "ExceptionHandler", + "Though", + "Conversely", + "Collectors", + "His", + "Please", + "Unless", + "coli", + "Competition", + "Conversely", + "Welcome", + "Consequently", + "Recent", + "Researchers", + "Historically", + "Threats" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Exceptions", + "ExceptionHandler", + "Secondly", + "Mere", + "dll", + "Secondly", + "Histor", + "Agents", + "ched", + "agents", + "endswith", + "secondly", + "Exceptions", + "kit", + "Collectors", + "hline", + "Recently", + "balls", + "Researchers", + "They", + "quote", + "pas", + "coli", + "endregion" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "nThe", + "Researchers", + "ukhov", + "rief", + "ships", + "agons", + "KIT", + "Arguments", + "ExceptionHandler", + "pas", + "dll", + "ched", + "Secondly", + "Secondly", + "Exceptions", + "endregion" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Researchers", + "Experimental", + "Algorithms", + "Arguments", + "ctors", + "Investigations", + "Exceptions", + "Secondly", + "amers", + "Investigation", + "SearchResults", + "ukhov", + "TYPES", + "Arguments", + "Origins", + "OfThe", + "Observers", + "beh", + "Please", + "kit", + "dll", + "Others", + "Arrows", + "Viruses", + "Considering", + "Experiments" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "brand", + "He", + "The", + "end", + "Researchers", + "ctors", + "exe", + "obs", + "kill", + "jpeg", + "He", + "His", + "experimental", + "decode", + "A", + "When", + "css", + "Experimental", + "dot", + "nThe", + "encode", + "pdf", + "algorithm", + "ula", + "copy", + "n", + "kit", + "sub", + "What", + "textbf" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 96059, + 150501, + 45305, + 81104, + 59894, + 22730, + 1026, + 2516, + 1236, + 656, + 356, + 633, + 792, + 5779, + 10080, + 6769, + 11048, + 41463, + 47750, + 67538, + 72282, + 60505, + 199579, + 156887, + 195441, + 205818 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 221556, + 112792, + 62899, + 140965, + 78212, + 68593, + 54140, + 63372, + 32124, + 26612, + 8480, + 25122, + 55359, + 66376, + 53191, + 85165, + 96517, + 33541, + 63363, + 50796, + 54339, + 84165, + 51027, + 52215, + 9586, + 12268 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 101622, + 174926, + 145696, + 204896, + 115291, + 118181, + 152822, + 101799, + 71208, + 22019, + 21789, + 39972, + 75579, + 109258, + 92761, + 89269, + 74597, + 28321, + 60064, + 73707, + 53333, + 57698, + 124520, + 130810, + 164995, + 39062 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 161631, + 261771, + 71839, + 40571, + 191963, + 136996, + 47055, + 17157, + 103902, + 102976, + 108669, + 53247, + 198435, + 120325 + ] + }, + { + "label": "glide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 21519, + 34758, + 208770, + 11098, + 124458, + 44096, + 41220, + 27148, + 110633, + 77012, + 115759, + 72874, + 63989, + 81395 + ] + }, + { + "label": "slip", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 196978, + 5501, + 87968, + 126505, + 222059, + 193948, + 49417, + 195408, + 169100, + 110574, + 123308, + 31520, + 61626, + 70075 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "meticulously", + "score": 8.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Each", + "output_checked": true + }, + { + "concept": "requires", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "ripple", + "score": 6.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "during", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "subtle", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "intersections", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "at", + "output_checked": true + }, + { + "concept": "nearby", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "at", + "output_checked": true + }, + { + "concept": "because", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "landscapes", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "intersection", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "free", + "output_checked": true + }, + { + "concept": "These", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "faster", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "momentary", + "score": 4.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "populated", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "alike", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "where", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "step", + "output_checked": true + }, + { + "concept": "samples", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "across", + "output_checked": true + }, + { + "concept": "edge", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "free", + "output_checked": true + }, + { + "concept": "traversing", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "ripples", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "horizontal", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "step", + "output_checked": true + }, + { + "concept": "clusters", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "observed", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "examples", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "speed", + "output_checked": true + }, + { + "concept": "several", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "every", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "at", + "output_checked": true + }, + { + "concept": "burgeoning", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "Conversely", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "demonstrations", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "conversely", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "professionalism", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "that", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "resembles", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "computing", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "speed", + "output_checked": true + }, + { + "concept": "discontinuity", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "step", + "output_checked": true + }, + { + "concept": "layer", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 3.0, + "best_rank": 22, + "best_depth": 56.1, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "cybersecurity", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "High", + "output_checked": true + }, + { + "concept": "synchronized", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "visualizations", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "across", + "output_checked": true + }, + { + "concept": "indelible", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "termination", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "free", + "output_checked": true + }, + { + "concept": "During", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "High", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "free", + "output_checked": true + }, + { + "concept": "throughout", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "skirm", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "small", + "output_checked": true + }, + { + "concept": "affecting", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "alongside", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "warfare", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "speed", + "output_checked": true + }, + { + "concept": "patterns", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "small", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "wealth", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "High", + "output_checked": true + }, + { + "concept": "photography", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "speed", + "output_checked": true + }, + { + "concept": "trajectories", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pixels", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "across", + "output_checked": true + }, + { + "concept": "imaged", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "cellular", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "diffraction", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "linear", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "Hail", + "ervan", + "nada", + "quantos", + "wand", + "Thou", + "undos", + "Kwa", + "punkte", + "NORE", + "ukun", + "anque" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "Mannes", + "grac", + "opat", + "Sob", + "tons", + "stir", + "channel", + "lev", + "pres", + "reu", + "ago", + "rock", + "Prote", + "trem", + "fic", + "gag", + "gham" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "rid", + "grac", + "rock", + "stir", + "pres", + "opat", + "essional", + "Pres", + "osus", + "Mannes", + "tons", + "lev", + "Sob", + "Rid", + "kin", + "ott", + "tens", + "Sen", + "Lang", + "impres" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "champ", + "ago", + "grac", + "Reis", + "Ham", + "tfrac", + "Sesam", + "alk", + "onn", + "noch", + "Cem", + "rock", + "essional", + "Mani", + "def", + "riv", + "Grac", + "Mannes", + "bab", + "Chap", + "Sob", + "modes" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "riv", + "grac", + "Beet", + "Mannes", + "Mani", + "dim", + "Reis", + "chap", + "onn", + "alk", + "Rec", + "essional", + "ilers", + "olyte", + "rid", + "Eing", + "opat" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Su", + "rem", + "Vo", + "Green", + "ilers", + "idence", + "VERE", + "su", + "det", + "Green", + "ual", + "Rem", + "yn", + "Sed", + "fan", + "Er", + "Mi", + "cat", + "sn", + "WOR", + "hst", + "yp", + "Brun", + "side" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "tools", + "kick", + "Green", + "side", + "bro", + "demos", + "Sol", + "trading", + "tool", + "HI", + "nas", + "Me", + "don", + "Mau", + "dental", + "Er", + "Ort" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "tail", + "sol", + "trading", + "kick", + "side", + "tool", + "Green", + "turbo", + "remen", + "simple", + "HI", + "bro", + "ormap", + "truncate", + "duct", + "blank", + "multiple", + "demos", + "tail", + "nas", + "Sol" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Green", + "remen", + "kick", + "sol", + "tail", + "rem", + "blank", + "serial", + "konto", + "Er", + "select", + "bro", + "ORS", + "Prot", + "cuest", + "linear", + "simple", + "lives", + "side", + "tail", + "tool", + "tools", + "Sol", + "HI" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "lives", + "common", + "discussed", + "cdots", + "discuss", + "olved", + "fetch", + "tter", + "Select", + "subject", + "pur", + "detail", + "scient", + "greeting", + "Green", + "Resolve", + "RECE", + "OOSE", + "data", + "Quest" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "lived", + "Resolve", + "greeting", + "Greet", + "discuss", + "Otto", + "ettle", + "felt", + "fetch", + "RECE", + "resolve", + "titles", + "CUSTOM", + "linear", + "diet", + "detail", + "Quest", + "usel", + "Meals", + "MOVIE", + "Tos" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "BAG", + "bag", + "messagebox", + "stev", + "Rechnung", + "blog", + "bla", + "late", + "TableRow", + "reason", + "tracked", + "nab", + "chette", + "step", + "DEAD", + "scored", + "BAG", + "hap", + "bells", + "libr", + "ucar", + "major", + "tread", + "ebo" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "lick", + "buttonclick", + "cribable", + "cama", + "preserving", + "dictionaries", + "streaks", + "backlit", + "semer", + "heat", + "overlap", + "reheat", + "bouts", + "Dunes", + "itoa", + "Notify", + "boomerang", + "preservar" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "grud", + "ogado", + "dfs", + "disclosures", + "delt", + "bookshelf", + "oelect", + "kund", + "claws", + "punt", + "defer", + "brus", + "God", + "deck", + "ostante", + "dents", + "deka", + "okol" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "muh", + "Dadurch", + "tier", + "prong", + "ausge", + "Roh", + "urch", + "Rew", + "ricost", + "segi", + "wodurch", + "ETA", + "wij", + "sir" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "afect", + "welt", + "berd", + "halk", + "spf", + "tier", + "Stein", + "wij", + "wir", + "wh", + "patched", + "wodurch", + "Roh", + "osp", + "cah", + "berp", + "edged", + "sped", + "irp", + "ricost", + "webhook" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "individual", + "contr", + "kernel", + "spf", + "wake", + "adn", + "perfe" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "andet", + "analog", + "narr", + "horizontal", + "fy", + "outstretched", + "sch", + "simultaneously", + "Otherwise", + "oscillation", + "analytically" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "imaged", + "Similarly", + "imaging", + "compares", + "Simultaneously", + "Imaging", + "along", + "today", + "acknowled", + "Observ", + "networking", + "consequ", + "Similarly", + "Styl", + "flowed", + "consequently", + "tributaries", + "Instinct", + "these", + "industry", + "simultaneously", + "together", + "Together", + "reflections", + "conclude", + "flows", + "visits", + "Illustrations", + "Ascent" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "meanwhile", + "consequently", + "Consequently", + "Simultaneously", + "sketches", + "Furthermore", + "simultaneously", + "nCurrent", + "Meanwhile", + "Consequently", + "imaged", + "conversely", + "furthermore", + "therefore", + "nThe", + "Additionally", + "respectively", + "uff", + "Similarly", + "Increased", + "Microscopy" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "consequently", + "meanwhile", + "Consequently", + "nThe", + "respectively", + "thought", + "therefore", + "Recently", + "Thought", + "Historically", + "Consequently", + "Thought", + "furthermore", + "Lesser", + "Additionally", + "Traditionally", + "Similarly", + "Meanwhile", + "footnote", + "Neither", + "nonetheless", + "Each", + "Furthermore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "com", + "furthermore", + "Historically", + "aspx", + "Furthermore", + "Collectors", + "txt", + "Induction", + "shedding", + "Every", + "secondly", + "html", + "php", + "dll", + "Recently", + "Researchers", + "gada", + "Due", + "Previously", + "Islands", + "Repeat", + "Secondly", + "Phrases", + "coli", + "historians", + "wat", + "Normally" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Repeat", + "Secondly", + "Secondly", + "Previously", + "Individ", + "endswith", + "hline", + "Historically", + "com", + "Histor", + "aspx", + "These", + "Certain", + "urally", + "Meanwhile", + "secondly", + "Roles", + "Recently", + "gif", + "coli", + "js", + "Repeat", + "Certain" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "js", + "Secondly", + "endswith", + "Repeat", + "ausea", + "Histor", + "Role", + "Secondly", + "Roles", + "Previously", + "ships", + "com", + "hline", + "Role", + "Therefore", + "secondly", + "By", + "Try", + "Subsection", + "Copies", + "ctors", + "Historically", + "json", + "subsection" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ctors", + "js", + "amers", + "Secondly", + "Researchers", + "Arguments", + "mselves", + "Investigation", + "Secondly", + "ausea", + "bat", + "Between", + "Among", + "Between", + "Repeat", + "ATIVES", + "Blowing", + "dll", + "nb", + "Arguments", + "json" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "jpg", + "jpeg", + "ctors", + "exe", + "end", + "His", + "pdf", + "bin", + "brand", + "n", + "When", + "Hyper", + "Researchers", + "Once", + "This", + "He", + "Observation", + "Blowing", + "By", + "em", + "nb", + "base", + "tip", + "meet", + "et", + "js", + "These", + "est", + "dot" + ] + } + ], + "logit_surprising": [ + { + "concept": "requires", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "edge", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "free", + "output_checked": true + }, + { + "concept": "faint", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "prong", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "speed", + "output_checked": true + }, + { + "concept": "halk", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "ripple", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "fluorescence", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "intersections", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "afect", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "alike", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "resembles", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "discontinuity", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "step", + "output_checked": true + }, + { + "concept": "These", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "computing", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "speed", + "output_checked": true + }, + { + "concept": "cellular", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "sample", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "across", + "output_checked": true + }, + { + "concept": "layer", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "across", + "output_checked": true + }, + { + "concept": "ausge", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "ilm", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "ripples", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "intersection", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "microscopic", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "subtle", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "momentary", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "terminus", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "disturbance", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "small", + "output_checked": true + }, + { + "concept": "Low", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "High", + "output_checked": true + }, + { + "concept": "height", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "step", + "output_checked": true + }, + { + "concept": "arrays", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "leaves", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "Scoped", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "representations", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "High", + "output_checked": true + }, + { + "concept": "Aman", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "Connell", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "BAG", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "presse", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "dictionaries", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "terk", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Each", + "output_checked": true + }, + { + "concept": "weten", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "doorstep", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "free", + "output_checked": true + }, + { + "concept": "Boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "dhad", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "step", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "questioning", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "High", + "output_checked": true + }, + { + "concept": "Verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "packed", + "output_checked": true + }, + { + "concept": "contrasts", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "High", + "output_checked": true + }, + { + "concept": "multifaceted", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "prototyping", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "speed", + "output_checked": true + }, + { + "concept": "trained", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "densely", + "output_checked": true + }, + { + "concept": "inconsistency", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Each", + "output_checked": true + }, + { + "concept": "cambiamento", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "step", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "free", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "excellence", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "High", + "output_checked": true + }, + { + "concept": "priority", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "photography", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "speed", + "output_checked": true + }, + { + "concept": "growth", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "when", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "imperfections", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-line-defect-motion-05__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-line-defect-motion-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-line-defect-motion-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-line-defect-motion-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-line-defect-motion-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-notch-resistance-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to unstable flaw extension 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Two steels have comparable yield stress, yet one pre-notched plate absorbs several times more energy before sudden separation and survives a much larger flaw.", + "prompt_tail": "Two steels have comparable yield stress, yet one pre-notched plate absorbs several times more energy before sudden separation and survives a much larger flaw.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-notch-resistance-01", + "carrier_id": null, + "target_family": "notch-resistance", + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": ".", + "generated_token_ids": [ + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 10, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 12062 + }, + { + "label": "crack", + "best_rank": 8571, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 2660 + }, + { + "label": "fracture", + "best_rank": 1243, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 9462 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "orry", + "ients", + "leness", + "etc", + "them", + "able", + "ammed", + "arl", + "lle", + "oraz", + "accordingly", + "iken", + "hereby", + "furthermore", + "therefor", + "ossen" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "d", + "ie", + "ii", + "lle", + "alike", + "t", + "l", + "wie", + "bzw", + "ial", + "iew", + "ited", + "wards", + "thereof", + "lli", + "i", + "ion", + "ct", + "ue", + "outh", + "ients", + "fty", + "them", + "wl", + "nto", + "c", + "ort", + "ck" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lli", + "l", + "d", + "lle", + "t", + "ie", + "thereof", + "r", + "junto", + "le", + "ients", + "ue", + "ii", + "bout", + "capaz", + "ialah", + "i", + "c", + "ct", + "iew", + "its", + "outh", + "sowie", + "wie", + "Its" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "yet", + "edly", + "lli", + "agy", + "sho", + "udos", + "nga", + "woods", + "oths", + "stuffs", + "ogt", + "bl", + "ued", + "ided", + "outh", + "fty", + "oi", + "mates", + "yers", + "animate", + "lf", + "rue", + "clothes", + "zis", + "ue", + "ie", + "ff" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "edly", + "alike", + "ided", + "guy", + "bunch", + "somebody", + "anybody", + "yet", + "sho", + "stuffs", + "guy", + "bloke", + "gente", + "nobody", + "sorts", + "spite", + "lli", + "ive", + "oid", + "bl", + "wards", + "booze", + "doings", + "ve", + "stuff", + "osite", + "everybody", + "gonna", + "bout" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "bunch", + "alike", + "lli", + "ain", + "meanwhile", + "penned", + "crammed", + "stuffs", + "amid", + "yet", + "Yeah", + "dubbed", + "ppo", + "yeah", + "bloke", + "ided", + "kids", + "sho", + "aided", + "critters", + "bl", + "plenty", + "lets", + "nobody", + "boasts", + "ga", + "folks", + "whilst" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "than", + "than", + "bigger", + "that", + "aided", + "later", + "exploited", + "nearer", + "exploiting", + "gonna", + "whilst", + "conceived", + "gotta", + "lesser", + "needing", + "hugely", + "heft", + "benefitting", + "probably", + "leveraged", + "massive", + "suited", + "notably", + "aka", + "lauded", + "lessened", + "bigger", + "bolstered", + "rarer", + "this", + "even", + "huge" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "than", + "alike", + "whereas", + "than", + "whilst", + "meanwhile", + "comparative", + "conceived", + "compared", + "considerably", + "latter", + "acial", + "Than", + "Than", + "result", + "probably", + "thereof", + "comparable", + "hedron", + "exploited", + "furthermore", + "caliber", + "compare", + "altogether", + "Dont", + "concomit", + "compar", + "typical", + "bigger", + "notable", + "blem" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "than", + "massive", + "carcass", + "polymeric", + "Massive", + "comparable", + "alike", + "than", + "Than", + "Than", + "CFRP", + "typology", + "compar", + "latter", + "considerably", + "albeit", + "anisotropic", + "comparative", + "colossal", + "opportunistic", + "shrink", + "hedron", + "exploiting", + "diversify", + "cemented", + "its", + "Aluminium", + "shard", + "BMD", + "aluminium", + "bolstered" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "robust", + "resilient", + "robustness", + "ductile", + "bolstered", + "bolstering", + "significantly", + "optimized", + "CFRP", + "Robust", + "massive", + "impressive", + "buoy", + "Robust", + "substantially", + "withstand", + "tensile", + "stabilized", + "geotechnical", + "substantial", + "enhanced", + "engineered", + "reinforced", + "maximized", + "sustained", + "resilience", + "anisotropic", + "protracted", + "advantageous", + "sizable", + "opportunistic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "resilience", + "resilient", + "robustness", + "withstand", + "robust", + "bolstered", + "withstood", + "bolstering", + "protected", + "protective", + "surviv", + "advantageous", + "toughness", + "resiliency", + "tenacity", + "impressively", + "unscathed", + "stability", + "impressive", + "protecting", + "resil", + "longevity", + "mitigating", + "stabilizing", + "ilience", + "Robust", + "robust", + "undamaged", + "tenacious", + "protection", + "defensive", + "stabilized" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "resilience", + "withstand", + "resilient", + "robustness", + "protecting", + "safeguarding", + "withstood", + "protection", + "protected", + "tested", + "toughness", + "Resilience", + "resiliency", + "protect", + "stability", + "protective", + "capability", + "surviv", + "protects", + "durability", + "ilience", + "undamaged", + "demonstrated", + "safegu", + "safer", + "tested", + "confidence" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "protecting", + "withstand", + "protection", + "capability", + "protects", + "withstood", + "protect", + "protections", + "robustness", + "demonstrated", + "protective", + "resilience", + "demonstrating", + "protect", + "safeguarding", + "protected", + "tested", + "Protection", + "resilient", + "dimost", + "protection", + "Protection", + "resiliency", + "demostrado", + "Protecting" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "protection", + "capability", + "protecting", + "protections", + "protects", + "protect", + "protected", + "demonstrated", + "robustness", + "ability", + "Protection", + "demonstrating", + "withstand", + "capabilities", + "protective", + "dimost", + "Protection", + "safeguarding", + "PROTECTION", + "protezione", + "Protecting", + "Demonstrated", + "Capability" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "oretically", + "ably", + "whatsoever", + "furthermore", + "ertain", + "alike", + "whereas", + "aneous", + "edly", + "soever", + "whence", + "else", + "etheless", + "likewise", + "demikian", + "Ultimately", + "amt", + "Consequently", + "inal", + "wards", + "imately", + "ultimately", + "whilst", + "ewise", + "endum", + "Ultimately", + "asmuch", + "Conversely", + "ually", + "ldots", + "thereof" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "ertain", + "whereas", + "alike", + "furthermore", + "Conversely", + "Consequently", + "According", + "During", + "Consequently", + "lately", + "Yet", + "Ultimately", + "whereas", + "Furthermore", + "during", + "nevertheless", + "undertook", + "seems", + "concerning", + "questioned", + "Compared", + "concerned", + "Nevertheless", + "Suppose", + "Owing", + "this", + "wards", + "demonstrates", + "wondered", + "Nevertheless", + "Concerning", + "during" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "whereas", + "Conversely", + "compared", + "whereas", + "furthermore", + "compared", + "ertain", + "alike", + "likewise", + "demonstrating", + "Similarly", + "contrasted", + "Compared", + "conversely", + "according", + "comparing", + "Conversely", + "nevertheless", + "correspondingly", + "According", + "During", + "equally", + "simultaneously", + "similarly", + "Furthermore", + "contrasting", + "alternatively", + "undertook", + "versus", + "demonstrates", + "lately", + "illustrating" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "whereas", + "alike", + "ertain", + "comparing", + "lately", + "likewise", + "meanwhile", + "tandis", + "furthermore", + "respectively", + "vice", + "Yet", + "conversely", + "although", + "depending", + "alongside", + "nevertheless", + "theirs", + "Equally", + "whereas", + "while", + "while", + "demonstrating", + "nonetheless", + "Conversely", + "despite", + "equally", + "according", + "compared", + "ometimes", + "determining" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Yet", + "vice", + "ertain", + "whereas", + "theirs", + "Compared", + "hers", + "lately", + "Yet", + "mdash", + "orry", + "Conversely", + "Depends", + "ilities", + "Unless", + "olerance", + "comparative", + "Compared", + "bbene", + "nbsp", + "accordingly", + "Depend", + "comparer", + "yet", + "whereas", + "compared", + "comparison", + "asmuch", + "Comparative" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "whereas", + "Compared", + "compared", + "Compared", + "ertain", + "than", + "Unless", + "compared", + "vice", + "Yet", + "Conversely", + "quanto", + "Its", + "Recently", + "Unless", + "hence", + "whereas", + "lately", + "Hence", + "hence", + "Consequently", + "ength", + "Which", + "His", + "depender", + "mdash", + "unless", + "furthermore", + "Among" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "compared", + "Compared", + "Yet", + "Unless", + "Compared", + "than", + "whereas", + "Unless", + "quanto", + "Conversely", + "ertain", + "Recently", + "vice", + "ength", + "Which", + "His", + "than", + "Yet", + "Its", + "Than", + "Having", + "compared", + "His", + "THAN", + "unless", + "Having", + "depender", + "Depend", + "cuja" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Than", + "THAN", + "than", + "secondly", + "Secondly", + "Secondly", + "costit", + "Though", + "Despite", + "Conversely", + "Thou", + "ength", + "Depend", + "Unless", + "LessThan", + "anteced", + "Notwithstanding", + "constitution", + "txt", + "Unless", + "THAN", + "Compared", + "notwithstanding", + "IndexOf", + "depender", + "LETTER" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Secondly", + "Secondly", + "Than", + "THAN", + "secondly", + "Stor", + "Schemes", + "Tried", + "UMENT", + "Unless", + "DEPENDENCIA", + "endswith", + "ound", + "pecies", + "Yet", + "enche", + "Than", + "Tried", + "Wie", + "UNDER", + "pth", + "Prueba", + "hitt", + "Among" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "THAN", + "Secondly", + "Than", + "Secondly", + "DEPENDENCIA", + "Yet", + "pecies", + "ONENT", + "pth", + "UMENT", + "Stor", + "Whereas", + "IES", + "UMIN", + "ounds", + "Unless", + "ound", + "secondly", + "Schemes", + "enche", + "Considering", + "othesis", + "THAN", + "unction", + "ength", + "UIView" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ound", + "Secondly", + "Schemes", + "Secondly", + "echen", + "eber", + "THAN", + "Dependence", + "Considering", + "UNDER", + "OUND", + "esian", + "unction", + "UNT", + "UMENT", + "undert", + "ies", + "ounds", + "yun", + "uen", + "opp", + "Yet", + "ULD", + "nun" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "ie", + "e", + "es", + "underline", + "ies", + "kill", + "eth", + "under", + "loads", + "unto", + "ound", + "exp", + "load", + "emph", + "subtract", + "ight", + "in", + "textbf", + "Secondly", + "compare", + "The", + "nt", + "besides", + "not", + "un", + "skip", + "Secondly", + "is", + "unt", + "hs", + "different" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 187494, + 225146, + 227278, + 144698, + 131778, + 65819, + 52256, + 137564, + 6517, + 219, + 13, + 11, + 70, + 227, + 247920, + 182502, + 151242, + 106002, + 110094, + 63012, + 37072, + 61092, + 153057, + 146648, + 109946, + 40667 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 125217, + 137445, + 117809, + 63110, + 22011, + 11360, + 26737, + 8142, + 431, + 1739, + 8572, + 64751, + 86347, + 184033, + 120797, + 50579, + 48053, + 30929, + 82421, + 87834, + 135357, + 121406, + 158506, + 164263, + 208571, + 154260 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 233359, + 241478, + 217912, + 225841, + 182921, + 112556, + 5828, + 19880, + 940, + 466, + 1244, + 2864, + 2270, + 17132, + 155812, + 103916, + 128587, + 94900, + 176975, + 103572, + 90939, + 137219, + 162468, + 152163, + 163181, + 51488 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 112914, + 68499, + 229025, + 46129, + 105449, + 39578, + 56378, + 12063, + 23154, + 47400, + 25639, + 19097, + 185798, + 189529 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 222456, + 151920, + 129030, + 199510, + 169740, + 87626, + 104669, + 2661, + 14066, + 204399, + 142543, + 79816, + 57988, + 35390 + ] + }, + { + "label": "fracture", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 163169, + 252177, + 255774, + 232261, + 47771, + 22921, + 107349, + 58210, + 9463, + 19879, + 25223, + 33194, + 97236, + 42063 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "but", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "comparable", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "compared", + "score": 12.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "times", + "output_checked": true + }, + { + "concept": "longer", + "score": 12.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "failure", + "score": 9.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "separation", + "output_checked": true + }, + { + "concept": "been", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "have", + "output_checked": true + }, + { + "concept": "during", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "survives", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "have", + "output_checked": true + }, + { + "concept": "became", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "one", + "output_checked": true + }, + { + "concept": "significantly", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "absorbs", + "output_checked": true + }, + { + "concept": "possesses", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "one", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "strength", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "tensile", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "absorbs", + "output_checked": true + }, + { + "concept": "was", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "are", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "steels", + "output_checked": true + }, + { + "concept": "similit", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "comparable", + "output_checked": true + }, + { + "concept": "becoming", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "before", + "output_checked": true + }, + { + "concept": "harsher", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "much", + "output_checked": true + }, + { + "concept": "another", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "deformation", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "specimen", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "ched", + "output_checked": true + }, + { + "concept": "than", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "toughness", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "differing", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "have", + "output_checked": true + }, + { + "concept": "subjected", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "sacrificial", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "absorbs", + "output_checked": true + }, + { + "concept": "underwent", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "pre", + "output_checked": true + }, + { + "concept": "whereas", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "characteristics", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "comparable", + "output_checked": true + }, + { + "concept": "welded", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "not", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "rupture", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "separation", + "output_checked": true + }, + { + "concept": "resilience", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "fuselage", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ched", + "output_checked": true + }, + { + "concept": "sustained", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "ductility", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "dozens", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "several", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "intact", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "survives", + "output_checked": true + }, + { + "concept": "undertook", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "exposure", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "further", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "firepower", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "more", + "output_checked": true + }, + { + "concept": "abandonment", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "capacities", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "version", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ched", + "output_checked": true + }, + { + "concept": "when", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "learners", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "their", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "yet", + "output_checked": true + }, + { + "concept": "vice", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "test", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "higher", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "much", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "alloy", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "steels", + "output_checked": true + }, + { + "concept": "contender", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "one", + "output_checked": true + }, + { + "concept": "manufacture", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "hugely", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "times", + "output_checked": true + }, + { + "concept": "resistive", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "prolong", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "before", + "output_checked": true + }, + { + "concept": "protracted", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "incipient", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "flaw", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "quantos", + "nada", + "ervan", + "undos", + "wand", + "ynitrite", + "Hail", + "diagonal", + "punkte", + "addRow", + "Kwa", + "cred", + "yclerView", + "NORE" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "lev", + "opat", + "trem", + "Beg", + "dim", + "rid", + "grac", + "Mannes", + "gr", + "pres", + "prof", + "stir", + "Proc", + "twe", + "Pres", + "Catt", + "mamy", + "reu", + "Bel", + "Tons", + "rons", + "Stepan", + "fam" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "tons", + "trem", + "dim", + "Beg", + "lev", + "rons", + "tun", + "stir", + "Tons", + "pres", + "prof", + "sum", + "rock", + "Flam", + "Mannes", + "acid", + "grac", + "Bens", + "Pres", + "rid", + "blot", + "sum", + "twe", + "Clon" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "glob", + "Reis", + "champ", + "tun", + "ilj", + "alk", + "Mani", + "liq", + "olyte", + "Sod", + "usan", + "ilg", + "tfrac", + "grac", + "Wren", + "ums", + "def", + "fam" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "glob", + "Reis", + "grac", + "dim", + "tun", + "ago", + "tons", + "Lys", + "dre", + "essional", + "Durch", + "Mani", + "olyte", + "byt", + "Lef", + "dig", + "Pres", + "dra", + "inex", + "tfrac" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "susp", + "side", + "ilers", + "VERE", + "yn", + "fields", + "rem", + "Su", + "sn", + "yp", + "hst", + "oben", + "su", + "Vo", + "ORS", + "sning", + "ling", + "idence", + "olare", + "weni", + "ae", + "Rem", + "uldig" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "bro", + "DEP", + "rem", + "tools", + "sed", + "ae", + "nop", + "Ged", + "tail", + "Zealand", + "rac", + "valued", + "ual", + "HI", + "rue", + "trading", + "remen" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "tail", + "rem", + "remen", + "trading", + "sol", + "HI", + "Zealand", + "fitting", + "lives", + "bro", + "MI", + "simple", + "less", + "rac", + "kick", + "nop", + "ae", + "tool" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "tools", + "HI", + "sol", + "select", + "tail", + "Green", + "record", + "rem", + "nop", + "Select", + "kick", + "tool", + "lives", + "dedicated", + "remen", + "bro", + "serial", + "duct", + "fitting", + "var", + "Sol" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "OOSE", + "sus", + "linear", + "lives", + "var", + "system", + "tools", + "ettle", + "side", + "Select", + "subject", + "select", + "common", + "item", + "record", + "listener", + "fract", + "dedicated", + "ae", + "trading", + "Green", + "susp", + "pick", + "power", + "switch", + "felt" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "greeting", + "switch", + "auto", + "release", + "resolve", + "common", + "catch", + "lives", + "item", + "cookies", + "credits", + "diet", + "side", + "subject", + "ettle", + "salt", + "Resolve", + "Greet", + "dedicated", + "system", + "dog", + "SERVICE", + "linear", + "RECE", + "Greeting", + "traits", + "OOSE", + "actor" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ohn", + "ick", + "itch", + "aco", + "spike", + "financeiros", + "setMaximum", + "Langer", + "acca", + "leda", + "utada", + "ild", + "deal", + "flakes", + "ilj", + "vw", + "ceme", + "apie", + "aket", + "soph", + "edy", + "apy", + "girdle", + "ecer", + "spread" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "pickle", + "boss", + "isticated", + "plectic", + "iob", + "adet", + "iegend", + "hend", + "bilen", + "wake", + "oblastic", + "pelanggan", + "abhas", + "awatt", + "ville", + "ocat" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ogado", + "deka", + "god", + "bedingt", + "ogie", + "kund", + "rele", + "ostante", + "God", + "gor", + "abets", + "jogar", + "grud", + "iot", + "okol", + "NSLog", + "delt", + "ogados", + "dieu", + "costing", + "assol", + "focusable", + "cour" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "Kur", + "prong", + "ques", + "Jug", + "logical", + "Donc", + "Kur", + "Ill", + "logic", + "Atlantic", + "wise", + "Mor", + "hra", + "hooks", + "endorsement", + "logical", + "Dug", + "Logical", + "Principles" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "duke", + "tti", + "Stein", + "Gut", + "wir", + "ausge", + "sta", + "gaard", + "wert", + "spf", + "spf", + "welt", + "integral", + "Jug", + "argument", + "Someone", + "halk", + "okt", + "afect", + "ework", + "idic" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "parquet", + "okt", + "bericht", + "cev", + "wound" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "DisplayText", + "ssch", + "spurt", + "Cur", + "cured", + "unders", + "highlight", + "orally", + "vmax" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Compared", + "nevertheless", + "compared", + "Compared", + "nonetheless", + "Equally", + "Trouble", + "compara", + "Proof", + "compares", + "proofs", + "apolog", + "comparative", + "Investigator", + "vice", + "Thought", + "Comparative", + "opro", + "Observ", + "illustration", + "intrig", + "Comparative", + "observed", + "Summary", + "delegation", + "observes", + "Proofs", + "DPP", + "other" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Compared", + "compared", + "uff", + "Compared", + "ufs", + "sdf", + "Consequently", + "Than", + "than", + "footnote", + "LessThan", + "compared", + "Meanwhile", + "Its", + "ength", + "andra", + "uffs", + "THAN", + "owler", + "imaged", + "Its", + "nbsp" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Compared", + "compared", + "Than", + "uff", + "sdf", + "ijn", + "Compared", + "Than", + "Neither", + "Whose", + "altro", + "Which", + "andra", + "THAN", + "LessThan", + "than", + "whose", + "Unless", + "imaged", + "huh", + "thought", + "ival" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Than", + "secondly", + "THAN", + "Secondly", + "Secondly", + "Compared", + "txt", + "aspx", + "compared", + "com", + "than", + "Unless", + "wat", + "xlsx", + "notwithstanding", + "Certain", + "ength", + "Both", + "Few", + "unless", + "despite", + "Neither", + "png", + "Cause", + "Unless", + "Stellen", + "Despite", + "Though", + "ordan", + "onerror" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Than", + "Secondly", + "Secondly", + "secondly", + "com", + "ipynb", + "endswith", + "othesis", + "Asa", + "Certain", + "hour", + "png", + "Issues", + "THAN", + "enzie", + "veis", + "setType", + "ibraries", + "Second", + "Varieties" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Than", + "othesis", + "Secondly", + "Varieties", + "setType", + "Yet", + "Secondly", + "endswith", + "secondly", + "Certain", + "subsection", + "Both", + "Try", + "etera", + "subsubsection", + "ihilation", + "THAN", + "Tumor", + "Judging", + "ived", + "heading", + "Tested", + "ponent", + "enzie", + "startswith", + "estate", + "LETTER" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Secondly", + "heading", + "Secondly", + "loads", + "secondly", + "hs", + "Judging", + "setType", + "arounds", + "etera", + "coup", + "arrow", + "huh", + "gt", + "Between", + "Between", + "Considering", + "igate", + "Yet" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "load", + "kill", + "loads", + "ind", + "subtract", + "extract", + "int", + "excluding", + "Yet", + "under", + "in", + "The", + "abstract", + "end", + "only", + "check", + "choose", + "underline", + "compare", + "when", + "ever", + "antal", + "em", + "how", + "black", + "hint", + "el", + "nt", + "es", + "Such", + "skip", + "eth" + ] + } + ], + "logit_surprising": [ + { + "concept": "fracture", + "score": 19.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "but", + "score": 14.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "than", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "ausge", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "strength", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "longer", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "survives", + "output_checked": true + }, + { + "concept": "been", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "have", + "output_checked": true + }, + { + "concept": "compared", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "more", + "output_checked": true + }, + { + "concept": "specimen", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ched", + "output_checked": true + }, + { + "concept": "failure", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "differ", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "yet", + "output_checked": true + }, + { + "concept": "strain", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "deformation", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "days", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "are", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "steels", + "output_checked": true + }, + { + "concept": "significantly", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "absorbs", + "output_checked": true + }, + { + "concept": "higher", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "much", + "output_checked": true + }, + { + "concept": "Than", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Compared", + "score": 3.0, + "best_rank": 2, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "have", + "output_checked": true + }, + { + "concept": "rele", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "boo", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "widers", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "more", + "output_checked": true + }, + { + "concept": "version", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ched", + "output_checked": true + }, + { + "concept": "collapse", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "densities", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "not", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "pepper", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "fam", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "Alber", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "PSW", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "beat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "Fock", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "pre", + "output_checked": true + }, + { + "concept": "Dump", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "flows", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "not", + "output_checked": true + }, + { + "concept": "dictionaries", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "absorbs", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "times", + "output_checked": true + }, + { + "concept": "lightest", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "convexo", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "grud", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "yet", + "output_checked": true + }, + { + "concept": "olas", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "one", + "output_checked": true + }, + { + "concept": "brus", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "not", + "output_checked": true + }, + { + "concept": "viol", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "ched", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "BAH", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "times", + "output_checked": true + }, + { + "concept": "Spencer", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "Fet", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "dazu", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "survives", + "output_checked": true + }, + { + "concept": "stab", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "steels", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "times", + "output_checked": true + }, + { + "concept": "duke", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "kernel", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "steels", + "output_checked": true + }, + { + "concept": "resistivity", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "outperformed", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Chongqing", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "sintering", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "not", + "output_checked": true + }, + { + "concept": "memiliki", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "Compared", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "separation", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-notch-resistance-01__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-notch-resistance-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-notch-resistance-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-notch-resistance-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-notch-resistance-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-notch-resistance-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to unstable flaw extension 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A sharp starter notch blunts as a plastic zone develops, allowing the specimen to carry additional load before rapid extension occurs.", + "prompt_tail": "A sharp starter notch blunts as a plastic zone develops, allowing the specimen to carry additional load before rapid extension occurs.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-notch-resistance-02", + "carrier_id": null, + "target_family": "notch-resistance", + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "exceptions", + "generated_token_ids": [ + 64336 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 7116, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 11853 + }, + { + "label": "crack", + "best_rank": 8350, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 4654 + }, + { + "label": "fracture", + "best_rank": 151, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 2959 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "orry", + "them", + "furthermore", + "etc", + "behalf", + "oraz", + "leness", + "arl", + "asion", + "persons" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lle", + "d", + "ie", + "ients", + "gonna", + "thereof", + "alike", + "bzw", + "t", + "l", + "ii", + "ion", + "ial", + "ited", + "rl", + "ses", + "zes", + "wie", + "lli", + "wl", + "lly", + "i", + "ct", + "ort", + "ue", + "ued", + "outh" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "thereof", + "lle", + "ients", + "lli", + "bzw", + "l", + "d", + "oraz", + "junto", + "t", + "ion", + "ct", + "ie", + "ial", + "sowie", + "wie", + "etc", + "efectu", + "r", + "c", + "le", + "ue", + "ck" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "pursuant", + "herein", + "denominada", + "util", + "toward", + "thereof", + "wherein", + "thereafter", + "sequent", + "tow", + "heretofore", + "textit", + "presently", + "demikian", + "wherein", + "empl", + "atop", + "ensuremath", + "amente", + "ledes" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "wherein", + "toward", + "ided", + "alike", + "heretofore", + "util", + "presently", + "efectu", + "pursuant", + "resultant", + "ensuing", + "lement", + "ients", + "thereof", + "ive", + "herein", + "atop", + "uate", + "Util", + "atop", + "tow", + "environs", + "wherein", + "bzw" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "wherein", + "utilizing", + "thereafter", + "utilized", + "subsequently", + "Util", + "util", + "Additionally", + "utilizes", + "comprised", + "notably", + "UTIL", + "possesses", + "employing", + "Upon", + "primarily", + "wherein", + "aken", + "utilize", + "attempting", + "Notably", + "lediglich", + "upon", + "Furthermore", + "characterized", + "anean", + "humankind", + "Utilizing" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "subsequently", + "thereafter", + "subsequent", + "utilizing", + "employing", + "thereby", + "thence", + "necessitating", + "aided", + "whereupon", + "concomit", + "ensuing", + "further", + "toward", + "utilized", + "markedly", + "util", + "notably", + "concomitant", + "concurrently", + "proximate", + "protracted", + "wherein", + "thus", + "Subsequently", + "Util", + "notable", + "thereto", + "therefrom", + "bolstered" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "thereof", + "thereby", + "whilst", + "whereupon", + "thence", + "wherein", + "subsequently", + "therefrom", + "concomit", + "thus", + "thereafter", + "thereto", + "annum", + "commencing", + "Furthermore", + "resultant", + "Whilst", + "concomitant", + "necessitating", + "upon", + "further", + "latter", + "likewise", + "employing", + "Upon", + "presently", + "henceforth", + "notable", + "utilizing", + "commenced" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "necessitating", + "subsequently", + "concomit", + "concomitant", + "resultant", + "thereby", + "utilizing", + "whereupon", + "further", + "requisite", + "burgeoning", + "proximate", + "subsequent", + "employing", + "cessation", + "latter", + "Furthermore", + "utilized", + "markedly", + "terminus", + "impetus", + "nascent", + "Subsequently", + "thereafter", + "resistive", + "bolstering", + "facilitated", + "protracted", + "necessitate", + "distal", + "necessitates" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "resistive", + "ductile", + "stabilized", + "viscoelastic", + "stabilization", + "tensile", + "stabilizing", + "sustained", + "engineered", + "egress", + "structurally", + "protracted", + "bolstering", + "characteristic", + "fracturing", + "subsequent", + "proximate", + "markedly", + "structural", + "enhanced", + "buoy", + "salient", + "increased", + "utilizing", + "heightened", + "curvil", + "accelerated", + "accelerating", + "facilitated", + "hydrostatic", + "Stabil" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "stabilized", + "stabilization", + "stabilizing", + "ductile", + "enhanced", + "slowing", + "increased", + "structural", + "sustained", + "advantageous", + "structurally", + "resistive", + "accelerated", + "heightened", + "transitioning", + "analogous", + "accelerating", + "protracted", + "fracturing", + "increasing", + "optimized", + "tensile", + "maneuver", + "stabilize", + "destabil", + "subsequent", + "characteristic", + "characterized", + "transitional", + "stabil", + "deceler", + "viscoelastic" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "stabilization", + "stabilizing", + "stabilized", + "Stabilization", + "stability", + "stabilize", + "stabil", + "increasing", + "gradual", + "slowing", + "plasticity", + "delaying", + "Stabil", + "buffering", + "stabil", + "experiencing", + "instability", + "initiating", + "destabil", + "metastable", + "developing", + "experimentation", + "sustaining", + "stabilisation", + "stabilizes", + "transition", + "structural", + "prolong", + "emergence", + "transitioning", + "ductile" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "gradual", + "stabilization", + "stabilizing", + "transitional", + "gradually", + "stabilized", + "Stabilization", + "beneficial", + "slowing", + "stabilize", + "stabil", + "Stabil", + "buffering", + "stabilizes", + "heterozyg", + "metastable", + "buffered", + "stabil", + "transitioning", + "delaying", + "Zwischen", + "benevolent", + "cushioning", + "fortuit", + "aminar", + "sustain", + "adaptive", + "benign" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "gradual", + "stabilizing", + "stabilization", + "transitional", + "stabilized", + "metastable", + "buffered", + "stabilisation", + "buffering", + "Stabilization", + "stabilise", + "beneficial", + "stabilize", + "stabil", + "Initially", + "Stabil", + "cushioning", + "During", + "gradually", + "mitigating", + "benefiting", + "delaying", + "Zwischen" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "Furthermore", + "whereas", + "Meanwhile", + "Consequently", + "meanwhile", + "Eventually", + "Conversely", + "Ultimately", + "whereupon", + "whilst", + "Furthermore", + "Conversely", + "Also", + "ultimately", + "simultaneously", + "subsequently", + "consequently", + "likewise", + "Likewise", + "Secondly", + "Suddenly", + "further", + "although", + "During", + "Which", + "thereby", + "wherein", + "Later", + "whereby", + "demonstrating", + "showcasing" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Meanwhile", + "furthermore", + "Also", + "Furthermore", + "meanwhile", + "Conversely", + "Ultimately", + "Then", + "whereas", + "Similarly", + "Consequently", + "Furthermore", + "Likewise", + "Eventually", + "Simultaneously", + "likewise", + "Similarly", + "Secondly", + "Conversely", + "During", + "Also", + "Yet", + "Later", + "Meanwhile", + "Recently", + "Certainly", + "Subsequently", + "Eventually", + "Afterwards", + "Consequently", + "Because", + "Finally" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Similarly", + "Conversely", + "furthermore", + "Also", + "Furthermore", + "Meanwhile", + "Similarly", + "meanwhile", + "Likewise", + "conversely", + "likewise", + "Conversely", + "Simultaneously", + "Then", + "whereas", + "similarly", + "Secondly", + "Equally", + "Also", + "Consequently", + "Furthermore", + "Again", + "Ultimately", + "Subsequently", + "Afterwards", + "correspondingly", + "This", + "else", + "However", + "During", + "accordingly", + "Meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "conversely", + "Similarly", + "Meanwhile", + "furthermore", + "Similarly", + "Likewise", + "likewise", + "Equally", + "whereas", + "Simultaneously", + "accordingly", + "similarly", + "Conversely", + "Secondly", + "Conversely", + "however", + "During", + "consequently", + "secondly", + "However", + "Furthermore", + "simultaneously", + "Meanwhile", + "tandis", + "Alongside", + "They", + "therefore", + "Finally" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Meanwhile", + "conversely", + "meanwhile", + "Similarly", + "Yet", + "Yet", + "Likewise", + "Conversely", + "mdash", + "Conversely", + "Lately", + "Equally", + "Recently", + "whereas", + "Its", + "mselves", + "Rather", + "Simultaneously", + "Unless", + "Similarly", + "Contrast", + "Its", + "lately", + "likewise", + "Likewise", + "Certainly", + "tandis", + "Meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Lately", + "Recently", + "Similarly", + "Recent", + "Likewise", + "Conversely", + "meanwhile", + "conversely", + "mselves", + "whereas", + "Consequently", + "Unless", + "Its", + "Nevertheless", + "lately", + "Along", + "Tonight", + "Contrast", + "Conversely", + "Moreover", + "nThe", + "Shouldn", + "Its", + "Yet", + "Their", + "Unlike", + "Nonetheless", + "mdash", + "Simultaneously" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Meanwhile", + "Lately", + "Recently", + "Recent", + "Similarly", + "Likewise", + "Conversely", + "Unless", + "lately", + "conversely", + "Hopefully", + "meanwhile", + "This", + "Its", + "Tonight", + "Yet", + "Consequently", + "nThe", + "Nevertheless", + "Regardless", + "Its", + "Their", + "Welcome", + "Along", + "Nonetheless", + "furthermore", + "Conversely", + "Moreover", + "Unless", + "Simultaneously", + "During", + "They" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Likewise", + "Meanwhile", + "Alternatively", + "Welcome", + "Similarly", + "Recently", + "Secondly", + "Though", + "Unless", + "Conversely", + "Equally", + "Simultaneously", + "Needless", + "This", + "Threats", + "They", + "Otherwise", + "conversely", + "Yet", + "furthermore", + "Exceptions", + "Conversely", + "Moreover", + "LessThan", + "Consequently", + "Needs", + "Lately", + "Observe", + "alternatively", + "Dabei" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "Exceptions", + "Similarly", + "exceptions", + "Backspace", + "meanwhile", + "Secondly", + "Meanwhile", + "Welcome", + "Similarly", + "Likewise", + "exceptions", + "UMENT", + "Another", + "Otherwise", + "pyplot", + "WITH", + "Yet", + "Maybe", + "Secondly" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "Similarly", + "Backspace", + "Thank", + "THAN", + "Exceptions", + "UMENT", + "Welcome", + "WITH", + "Makeup", + "Here", + "aints", + "Cancell", + "ument", + "Another", + "meanwhile", + "Repeat", + "Handball", + "Keyword", + "Wanna", + "Please", + "exceptions", + "Meanwhile", + "Mein", + "Similarly", + "othesis" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Meanwhile", + "UMENT", + "OfThe", + "Thank", + "Welcome", + "exceptions", + "Arguments", + "Dont", + "Otherwise", + "TYPES", + "Unt", + "Arguments", + "Exceptions", + "Keyword", + "Dont", + "Please", + "Similarly", + "Considering", + "Anatomy", + "Applications", + "stens", + "Panjang", + "Unde", + "Determination" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "exceptions", + "plastic", + "The", + "when", + "exception", + "bullet", + "fit", + "length", + "Of", + "empty", + "fail", + "of", + "union", + "end", + "push", + "unit", + "This", + "meet", + "The", + "catch", + "undefined", + "This", + "allow", + "kill", + "guess", + "event", + "blank", + "keyword", + "A", + "except", + "hyper" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 225724, + 237323, + 244592, + 260975, + 261029, + 260876, + 258731, + 261715, + 227722, + 42283, + 22747, + 7117, + 123558, + 50313, + 196645, + 181517, + 122101, + 88154, + 100554, + 92389, + 52027, + 76265, + 194730, + 150331, + 125399, + 75003 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 149319, + 165999, + 172130, + 173594, + 145967, + 133809, + 102345, + 105698, + 23896, + 9452, + 8351, + 31792, + 54158, + 87950, + 99392, + 69763, + 107317, + 81307, + 94112, + 63978, + 93157, + 61310, + 27948, + 16655, + 27595, + 28366 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 225455, + 240486, + 212302, + 138795, + 121898, + 69061, + 13724, + 40464, + 650, + 195, + 152, + 371, + 4344, + 5324, + 88711, + 83667, + 88953, + 68668, + 76932, + 14936, + 13344, + 19572, + 58630, + 26217, + 22387, + 3423 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 135268, + 60566, + 99292, + 11854, + 102125, + 37992, + 39351, + 70720, + 35051, + 99741, + 60629, + 43548, + 170268, + 156392 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 235066, + 224856, + 32187, + 57517, + 164722, + 62056, + 132052, + 35777, + 109209, + 155816, + 151264, + 41287, + 8901, + 4655 + ] + }, + { + "label": "fracture", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 110950, + 220195, + 214759, + 226858, + 119018, + 147135, + 196907, + 151282, + 17884, + 2960, + 8237, + 3116, + 11815, + 3014 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "further", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "allowing", + "output_checked": true + }, + { + "concept": "began", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "bl", + "output_checked": true + }, + { + "concept": "helps", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "gradually", + "score": 7.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "as", + "output_checked": true + }, + { + "concept": "because", + "score": 7.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "cutter", + "score": 6.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "bl", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "failure", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "softening", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "unts", + "output_checked": true + }, + { + "concept": "tensile", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "gradual", + "score": 4.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "becoming", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "before", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "smoother", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "indicating", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "deformation", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "incipient", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "endurance", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "eventual", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "whilst", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "as", + "output_checked": true + }, + { + "concept": "whereas", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ",", + "output_checked": true + }, + { + "concept": "beneath", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "knife", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "blade", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "bl", + "output_checked": true + }, + { + "concept": "around", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "along", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "occurs", + "output_checked": true + }, + { + "concept": "sharper", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "metastable", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "nascent", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "resistive", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "laboratory", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "sharpen", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "width", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "occurs", + "output_checked": true + }, + { + "concept": "and", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "unts", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ",", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "alongside", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "easier", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "until", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "load", + "output_checked": true + }, + { + "concept": "emerges", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "more", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "weight", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "slider", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "slipping", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "grows", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "pistol", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "starter", + "output_checked": true + }, + { + "concept": "dull", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "deform", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "protruding", + "score": 2.0, + "best_rank": 2, + "best_depth": 39.0, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "thereafter", + "score": 2.0, + "best_rank": 2, + "best_depth": 75.6, + "near_token": "occurs", + "output_checked": true + }, + { + "concept": "when", + "score": 2.0, + "best_rank": 8, + "best_depth": 68.3, + "near_token": "occurs", + "output_checked": true + }, + { + "concept": "while", + "score": 2.0, + "best_rank": 15, + "best_depth": 58.5, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "bevel", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "bl", + "output_checked": true + }, + { + "concept": "battered", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "stabilizing", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "permeability", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "allowing", + "output_checked": true + }, + { + "concept": "capacity", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "sustained", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "before", + "output_checked": true + }, + { + "concept": "stabilized", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "scarring", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "Kwa", + "quantos", + "wand", + "undos", + "anque", + "maneiras", + "diagonal", + "ervan", + "punkte", + "discrim", + "untary" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gr", + "tons", + "Beg", + "trem", + "lev", + "prof", + "wedge", + "Cann", + "rid", + "Proc", + "Tons", + "grac", + "dim", + "mamy", + "Mannes", + "rock", + "ebo", + "Flam", + "opat" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "tons", + "gr", + "Beg", + "prof", + "trem", + "wedge", + "acid", + "blot", + "rock", + "stir", + "reu", + "dim", + "tun", + "lev", + "Tons", + "grac", + "ebo", + "Dru", + "begr", + "Flam", + "Mani", + "Pres" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Reis", + "olyte", + "ilj", + "tun", + "Sod", + "liq", + "alk", + "champ", + "intr", + "glob", + "ohn", + "reu", + "brink", + "ums", + "essional", + "ilg", + "strip", + "Sav", + "Sob" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "ago", + "dim", + "glob", + "ilj", + "grac", + "brink", + "olyte", + "essional", + "Lys", + "Mani", + "dip", + "tons", + "tfrac", + "champ", + "fam", + "ohn", + "intr", + "dre", + "Pell" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "ae", + "ORS", + "VERE", + "rem", + "ual", + "Su", + "susp", + "sag", + "yn", + "ors", + "oben", + "sning", + "side", + "orel", + "det", + "sag", + "WOR", + "illing", + "Sed", + "Vo" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "tools", + "rem", + "sol", + "terj", + "Werk", + "s", + "Er", + "bro", + "seq", + "kick", + "lim", + "remen", + "duct", + "tool", + "tail", + "HI", + "nop", + "ual" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "rem", + "tool", + "tail", + "HI", + "lives", + "sol", + "dal", + "kick", + "linear", + "bro", + "seq", + "record", + "das", + "Werk", + "Werk", + "demos" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "rem", + "side", + "sol", + "linear", + "record", + "HI", + "simple", + "kick", + "blank", + "nop", + "select", + "tail", + "NRC", + "tools", + "dal", + "Select", + "don", + "terj", + "NRC" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "subject", + "Select", + "fetch", + "ettle", + "switch", + "pur", + "lives", + "OOSE", + "common", + "select", + "Green", + "idyl", + "calls", + "CIP", + "ae", + "did", + "discussed", + "Movie", + "talk", + "dynamic", + "Greens", + "ansive" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "isselle", + "sekal", + "diet", + "Meals", + "Einf", + "linear", + "meals", + "switch", + "dietary", + "ettle", + "actor", + "listener", + "traits", + "MOVIE", + "fetch", + "Eds", + "greeting", + "movies", + "usel", + "SWITCH", + "ractors", + "aceut" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "odora", + "step", + "eal", + "step", + "rel", + "gods", + "Rechnung", + "course", + "STE", + "Gods", + "occas", + "hauser", + "utada", + "cruciate", + "rass", + "oyant", + "riline", + "rion", + "wheel", + "dia", + "ligen", + "TableRow", + "sacc" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "restart", + "kulit", + "gelegen", + "iyat", + "delicacy", + "abilecek", + "Critics", + "grudge", + "reheat", + "eyelid", + "isticated", + "despert", + "replay", + "adio", + "restarting", + "cyclopent" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "grud", + "ogado", + "deka", + "grudge", + "hrte", + "viol", + "ayet", + "gor", + "kund", + "jogar", + "brar", + "brus", + "rotz" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "prong", + "aisl", + "lus", + "ausge", + "logical", + "Jahres", + "poste", + "logique", + "stance", + "logical", + "smith", + "eci", + "Poly", + "ularity", + "SPC", + "dabei" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "tti", + "sped", + "welt", + "Stein", + "afect", + "ospel", + "edged", + "osp", + "oing", + "casilla", + "altung", + "idium", + "spf", + "idic", + "tier", + "whip", + "wir", + "agog", + "opf", + "kaj", + "laag", + "eci", + "halk", + "sta", + "invis", + "minor", + "ectors" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "parent", + "STRUCT", + "opf", + "adn", + "penj", + "spf", + "ilm", + "kernel", + "whor" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "simultaneously", + "unders", + "pone", + "salt", + "seasoning", + "Simultaneously", + "radios", + "analog", + "auquel", + "similarly", + "horizontally", + "spatially", + "fertil", + "andet", + "autrement", + "sprawl", + "reet", + "simultaneous", + "Otherwise" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Similarly", + "alike", + "similarly", + "Likewise", + "Simultaneously", + "Likewise", + "Equally", + "ensues", + "manifests", + "Meanwhile", + "likewise", + "analogous", + "abstraction", + "concludes", + "manifestations", + "flows", + "similar", + "simultaneously", + "pleasures", + "abstract", + "illustrates", + "retr", + "unfolding", + "refus", + "restarts", + "analog" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Similarly", + "Similarly", + "Simultaneously", + "Likewise", + "Meanwhile", + "meanwhile", + "Consequently", + "correspondingly", + "simultaneously", + "Consequently", + "Other", + "Explain", + "Moreover", + "Symptoms", + "Equally", + "Other", + "consecutively", + "Compared", + "accordingly", + "similarly", + "Meanwhile", + "Subsequently", + "Along", + "Likewise", + "Unlike", + "Recently", + "likewise", + "Conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Similarly", + "Similarly", + "Likewise", + "Meanwhile", + "Simultaneously", + "Consequently", + "similarly", + "Consequently", + "Equally", + "Symptoms", + "Likewise", + "Conversely", + "correspondingly", + "simultaneously", + "Explain", + "Unlike", + "Recently", + "meanwhile", + "Other", + "Along", + "Bunun", + "likewise", + "Similar", + "Furthermore", + "ERG", + "Meanwhile", + "Yours", + "conversely", + "Moreover" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Similarly", + "Similarly", + "Likewise", + "Simultaneously", + "Furthermore", + "Unlike", + "Consequently", + "Otherwise", + "correspondingly", + "Conversely", + "similarly", + "Alternatively", + "alternatively", + "Consequently", + "conversely", + "furthermore", + "Meanwhile", + "Recently", + "Equally", + "Similar", + "Repeat", + "Alternate", + "Likewise", + "Additionally", + "simultaneously", + "Additionally", + "Symptoms" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Similarly", + "Similarly", + "similarly", + "Details", + "Detail", + "Simultaneously", + "Meanwhile", + "conversely", + "Otherwise", + "Likewise", + "Secondly", + "Otherwise", + "Detail", + "simultaneously", + "Errors", + "imiter", + "Unlike", + "Secondly", + "correspondingly", + "alternatively", + "Subs", + "Details", + "EndDate" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Similarly", + "similarly", + "Similarly", + "Meanwhile", + "This", + "conversely", + "Secondly", + "aints", + "simultaneously", + "Simultaneously", + "END", + "Otherwise", + "Meanwhile", + "Likewise", + "Detail", + "Model", + "end", + "Repeat", + "EndDate", + "Details", + "Secondly", + "Silent", + "Detail" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Similarly", + "similarly", + "Similarly", + "aints", + "This", + "UNT", + "Meanwhile", + "Simulation", + "Secondly", + "entially", + "Indicator", + "IGATION", + "Secondly", + "Until", + "imiter", + "correspondingly", + "Indicators", + "ENDING", + "Details", + "Simulation", + "Simultaneously", + "ately", + "unt", + "simultaneously", + "END" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "end", + "The", + "plastic", + "This", + "A", + "allow", + "union", + "Similarly", + "Plastic", + "ension", + "alive", + "exceptions", + "ended", + "undefined", + "Let", + "Such", + "Simulation", + "It", + "applied", + "For", + "board", + "If", + "ending", + "ula", + "unt", + "paste", + "punct", + "ont", + "plastic", + "Alternatively", + "His", + "allowed" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "fracture", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "crack", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "allowing", + "output_checked": true + }, + { + "concept": "prong", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "strain", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "helps", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "grud", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "failure", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "punt", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "starter", + "output_checked": true + }, + { + "concept": "grows", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "sharpness", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "blade", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "pistol", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "starter", + "output_checked": true + }, + { + "concept": "around", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "indicating", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "dieu", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "rele", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "afect", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "smoothly", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "beginners", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "unts", + "output_checked": true + }, + { + "concept": "emerges", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "beneath", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "further", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "deform", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "grinding", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "as", + "output_checked": true + }, + { + "concept": "slip", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "to", + "output_checked": true + }, + { + "concept": "along", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "occurs", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "knife", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "shavings", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "as", + "output_checked": true + }, + { + "concept": "dull", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "thereafter", + "score": 2.0, + "best_rank": 2, + "best_depth": 78.0, + "near_token": "occurs", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "kuri", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "starter", + "output_checked": true + }, + { + "concept": "flakes", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "feather", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "dip", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "load", + "output_checked": true + }, + { + "concept": "golfer", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "as", + "output_checked": true + }, + { + "concept": "milion", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "selain", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "logique", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "bhar", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "softened", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "as", + "output_checked": true + }, + { + "concept": "kemudian", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "espresso", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "inspires", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "starter", + "output_checked": true + }, + { + "concept": "Enabled", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "overlay", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "nearby", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "until", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "load", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "misconception", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "began", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "starter", + "output_checked": true + }, + { + "concept": "atop", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "bl", + "output_checked": true + }, + { + "concept": "fingers", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "as", + "output_checked": true + }, + { + "concept": "steadily", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "slider", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "thus", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "latter", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "undergo", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "to", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-notch-resistance-02__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-notch-resistance-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-notch-resistance-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-notch-resistance-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-notch-resistance-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-notch-resistance-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to unstable flaw extension 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A compact-tension sample requires substantial work to advance its sharp flaw. Instability begins only at an unusually large stress-intensity value.", + "prompt_tail": "A compact-tension sample requires substantial work to advance its sharp flaw. Instability begins only at an unusually large stress-intensity value.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-notch-resistance-03", + "carrier_id": null, + "target_family": "notch-resistance", + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 627, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2102 + }, + { + "label": "crack", + "best_rank": 211, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 512 + }, + { + "label": "fracture", + "best_rank": 518, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 177 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "etc", + "orry", + "them", + "leness", + "lle", + "accordingly", + "hereby", + "furthermore", + "therefor", + "arl", + "persons", + "oses" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "ients", + "lle", + "leness", + "sic", + "d", + "etc", + "zis", + "ie", + "ited", + "ii", + "thereof", + "eded", + "lly", + "t", + "ids", + "ses", + "persons", + "zes", + "dia", + "wl", + "persons", + "ion", + "ort", + "iew", + "ss", + "ided", + "fty", + "zia" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "etc", + "sic", + "lle", + "ients", + "d", + "t", + "basically", + "yaitu", + "leness", + "Basically", + "lly", + "ion", + "etc", + "persons", + "zis", + "ie", + "ids", + "thereof", + "anybody", + "wie" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "thereto", + "persons", + "thereof", + "herewith", + "denominado", + "automobile", + "denominada", + "pursuant", + "Miscellaneous", + "herein", + "thereon", + "maupun", + "sic", + "Accordingly", + "sebagainya", + "therein", + "pertanto", + "ients", + "cedures", + "yses", + "solamente" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "thereto", + "thereof", + "solamente", + "sic", + "persons", + "whereupon", + "wherein", + "pursuant", + "presently", + "maupun", + "heretofore", + "forthwith", + "herewith", + "thereon", + "hereto", + "inasmuch", + "vorhanden", + "ients", + "therefore", + "herein" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "furthermore", + "which", + "although", + "therefore", + "although", + "Furthermore", + "persons", + "wherein", + "Furthermore", + "thereto", + "Characteristics", + "whereupon", + "Concerning", + "according", + "Although", + "whereby", + "According", + "characteristics", + "Also", + "Nevertheless", + "Consequently", + "consequently", + "Moreover", + "presently", + "thereby", + "sic" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "according", + "According", + "therefore", + "edly", + "furthermore", + "whereupon", + "thereto", + "although", + "According", + "namely", + "spite", + "although", + "that", + "whereas", + "gonna", + "UIT", + "RESULT", + "shortly", + "leness", + "Adolf", + "Concerning", + "thus", + "concerning", + "alike", + "ermo", + "asar", + "IMUM" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "alike", + "Moreover", + "thereto", + "whereas", + "Furthermore", + "Furthermore", + "whereupon", + "therefore", + "Moreover", + "thereby", + "altogether", + "nevertheless", + "annum", + "Concerning", + "moreover", + "itherto", + "hitherto", + "persons", + "edly", + "presently", + "thus", + "beginning", + "Nevertheless", + "denn", + "ue", + "according" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "furthermore", + "Furthermore", + "Moreover", + "Furthermore", + "whereupon", + "itherto", + "merely", + "hitherto", + "annum", + "Concerning", + "Moreover", + "arithmic", + "aneous", + "rous", + "examination", + "acial", + "moreover", + "beginning", + "considerable", + "peculiar", + "considerably", + "begun", + "altogether", + "occur", + "detection", + "onset", + "termed", + "Onset", + "lation" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "threshold", + "merely", + "Threshold", + "incipient", + "threshold", + "protracted", + "observation", + "Threshold", + "whereupon", + "peculiar", + "onset", + "hitherto", + "failure", + "qualitatively", + "itherto", + "psilon", + "scarcely", + "perceptible", + "THRESHOLD", + "Onset", + "preliminary", + "beginning", + "experimental", + "trigger", + "prolonged", + "initiation", + "initiating", + "detection", + "criterion" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "threshold", + "threshold", + "Threshold", + "Threshold", + "merely", + "THRESHOLD", + "thresholds", + "failure", + "protracted", + "precautionary", + "incipient", + "peculiar", + "metastability", + "Failure", + "slightest", + "metastable", + "abnormally", + "testing", + "preliminary", + "onset", + "prolonged", + "Onset", + "test", + "detection", + "Preliminary", + "sufficiently", + "omaly", + "whereupon" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "threshold", + "threshold", + "testing", + "detection", + "Threshold", + "test", + "Threshold", + "precautionary", + "detection", + "abnormally", + "criticality", + "testing", + "thresholds", + "tested", + "complacency", + "metastability", + "failure", + "abnormal", + "prolonged", + "test", + "tests", + "tested", + "Failure", + "triggering", + "THRESHOLD", + "stability", + "Testing", + "severity" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "negligible", + "complacency", + "unlike", + "merely", + "insignificant", + "abnormally", + "inactivity", + "only", + "failure", + "threshold", + "scarcely", + "infrequent", + "peacetime", + "abnormal", + "fail", + "precautionary", + "infrequently", + "compared", + "lack", + "sufficient", + "Unlike", + "rarity", + "tolerable", + "complacent", + "unlike", + "quiescent", + "metastability", + "rare" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "negligible", + "complacency", + "hardly", + "scarcely", + "insignificant", + "infrequent", + "only", + "neither", + "merely", + "rarely", + "unlike", + "undetectable", + "infrequently", + "peacetime", + "seldom", + "Unlike", + "rare", + "rarity", + "undisturbed", + "Rare", + "inactivity", + "complacent", + "unscathed", + "Hardly", + "minimal", + "barely", + "indifference", + "conservatism" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Consequently", + "Ultimately", + "consequently", + "Ultimately", + "whereas", + "Furthermore", + "necessity", + "disappointing", + "whence", + "Owing", + "rather", + "significantly", + "neither", + "ultimately", + "undoubtedly", + "notwithstanding", + "furthermore", + "thankfully", + "quite", + "demonstrating", + "predicated", + "whereupon", + "necessitating", + "therefore", + "considerable", + "considerably", + "reportedly", + "profoundly", + "fortunately", + "argumentation", + "several" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "Consequently", + "Furthermore", + "furthermore", + "likewise", + "Conversely", + "Similarly", + "Meanwhile", + "Similarly", + "Likewise", + "Conversely", + "considerations", + "Certainly", + "Ultimately", + "Ultimately", + "Considerations", + "Moreover", + "Frequently", + "Likewise", + "Owing", + "Moreover", + "similarly", + "Subsequently", + "further", + "Further", + "circumstances", + "whereas", + "propositions", + "Because", + "Again", + "Yet" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Conversely", + "Conversely", + "conversely", + "whereas", + "Furthermore", + "Similarly", + "similarly", + "likewise", + "Similarly", + "furthermore", + "Meanwhile", + "Consequently", + "Furthermore", + "meanwhile", + "Likewise", + "Consequently", + "Whereas", + "alternatively", + "contrasts", + "correspondingly", + "Whereas", + "Moreover", + "Again", + "unlike", + "Moreover", + "Likewise", + "whereas", + "other", + "else", + "elsewhere", + "consequently", + "Unlike" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "conversely", + "meanwhile", + "Furthermore", + "whereas", + "Similarly", + "Meanwhile", + "likewise", + "Conversely", + "therefore", + "Consequently", + "consequently", + "Similarly", + "Conversely", + "other", + "Therefore", + "Other", + "During", + "accordingly", + "similarly", + "Furthermore", + "Likewise", + "Consequently", + "Equally", + "comparative", + "Compared", + "Compared", + "Other", + "elsewhere", + "comparisons", + "Traditional", + "moreover" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "Unlike", + "conversely", + "Unlike", + "Consequently", + "Meanwhile", + "Consequently", + "accordingly", + "Conversely", + "therefore", + "Therefore", + "Similarly", + "Therefore", + "Meanwhile", + "consequently", + "furthermore", + "whereas", + "Instead", + "Similarly", + "Conversely", + "Unless", + "Initially", + "Initially", + "Rather", + "Compared", + "Other", + "similarly", + "Compared" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "conversely", + "Consequently", + "Conversely", + "consequently", + "meanwhile", + "Meanwhile", + "Conversely", + "Therefore", + "therefore", + "furthermore", + "whereas", + "Therefore", + "accordingly", + "Hence", + "Similarly", + "Meanwhile", + "Compared", + "Unless", + "Unlike", + "Unlike", + "Whereas", + "Hence", + "Subsequently", + "nThe", + "Recently", + "Whereas", + "Initially" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "conversely", + "Consequently", + "Therefore", + "Conversely", + "meanwhile", + "consequently", + "Conversely", + "therefore", + "Meanwhile", + "Until", + "Hence", + "Unless", + "Therefore", + "Initially", + "accordingly", + "Meanwhile", + "Unlike", + "Recently", + "furthermore", + "Initially", + "nThe", + "Previously", + "Similarly", + "Compared", + "Unless", + "Unlike", + "Hence" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "conversely", + "Consequently", + "Conversely", + "Conversely", + "Hence", + "Consequently", + "Furthermore", + "Therefore", + "furthermore", + "meanwhile", + "Historically", + "Meanwhile", + "Until", + "Similarly", + "consequently", + "However", + "Likewise", + "Unless", + "Unlike", + "Traditionally", + "Researchers", + "Recently", + "Failure", + "Unless", + "alternatively", + "Thus", + "Alternatively", + "Scar", + "Despite", + "Material" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "conversely", + "Conversely", + "Conversely", + "Meanwhile", + "meanwhile", + "Consequently", + "Therefore", + "However", + "Failure", + "Consequently", + "Similarly", + "Unless", + "Researchers", + "Meanwhile", + "Alternatively", + "Researchers", + "Hence", + "Recently", + "Traditionally", + "Furthermore", + "Unless" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "conversely", + "Conversely", + "Conversely", + "Consequently", + "Meanwhile", + "Similarly", + "Therefore", + "Researchers", + "Consequently", + "meanwhile", + "However", + "Failure", + "Unless", + "Unless", + "Historically", + "Theoretically", + "Furthermore", + "Researchers", + "Once", + "Recently", + "Meanwhile", + "Secondly", + "ingly", + "researchers", + "furthermore", + "Traditionally" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Conversely", + "Consequently", + "Researchers", + "conversely", + "Similarly", + "Conversely", + "Therefore", + "Consequently", + "Researchers", + "Until", + "Considering", + "Once", + "Unlike", + "Initially", + "Meanwhile", + "Until", + "ittle", + "ingly", + "Furthermore", + "Significant", + "Unless", + "Secondly", + "Historically", + "Traditionally", + "Theoretically", + "However", + "Once", + "Yet", + "Recently" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "For", + "A", + "This", + "To", + "In", + "Material", + "Small", + "Compact", + "Furthermore", + "Conversely", + "However", + "Inst", + "Once", + "Failure", + "High", + "If", + "Materials", + "Increasing", + "Initial", + "When", + "Consequently", + "An", + "Stable", + "More", + "Such", + "Moreover", + "Linear", + "Sharp", + "Conventional", + "Therefore", + "Advanced" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 225014, + 202173, + 133361, + 248723, + 254433, + 242266, + 179221, + 258337, + 229053, + 65072, + 8002, + 628, + 4149, + 2906, + 75988, + 87804, + 32157, + 77585, + 78932, + 40899, + 17544, + 4874, + 4475, + 4131, + 4176, + 7676 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 121585, + 138182, + 135158, + 118308, + 110163, + 74682, + 36834, + 79053, + 9275, + 2034, + 2306, + 8310, + 37227, + 74160, + 63969, + 113226, + 114260, + 58207, + 47429, + 27259, + 19291, + 532, + 311, + 212, + 636, + 167 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 238732, + 233827, + 222152, + 232394, + 221512, + 184198, + 55172, + 137194, + 48929, + 3145, + 3077, + 5270, + 4821, + 13145, + 40732, + 80365, + 81617, + 50264, + 62367, + 5920, + 2006, + 538, + 596, + 519, + 1548, + 67 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 91756, + 90381, + 201544, + 50635, + 194643, + 68577, + 85242, + 52669, + 85103, + 4549, + 2103, + 3548, + 22708, + 26169 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 238947, + 146941, + 101326, + 105160, + 100788, + 101934, + 167306, + 40541, + 9348, + 3181, + 2837, + 526, + 513, + 710 + ] + }, + { + "label": "fracture", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 136909, + 125833, + 171241, + 222820, + 52955, + 74994, + 173198, + 127957, + 11461, + 203, + 289, + 178, + 436, + 393 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 29.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "when", + "score": 18.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "threshold", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "at", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "careful", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Inst", + "output_checked": true + }, + { + "concept": "capabilities", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "conversely", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Inst", + "output_checked": true + }, + { + "concept": "research", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "several", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "specimen", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "labor", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "work", + "output_checked": true + }, + { + "concept": "painstaking", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "necessity", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "whereas", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "achieve", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "considerable", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "very", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "computational", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "concentration", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "peculiar", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "unusually", + "output_checked": true + }, + { + "concept": "pressure", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "while", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "dataset", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "for", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "work", + "output_checked": true + }, + { + "concept": "compared", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "value", + "output_checked": true + }, + { + "concept": "arises", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "factor", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "intensity", + "output_checked": true + }, + { + "concept": "asymptotic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "expenditure", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "buoyancy", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "protracted", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Inst", + "output_checked": true + }, + { + "concept": "destabil", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "cavitation", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "intensity", + "output_checked": true + }, + { + "concept": "equilibria", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "undertakings", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "progress", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "discontinuity", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "negligible", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "weaponry", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "harbour", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "an", + "output_checked": true + }, + { + "concept": "considerations", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "significant", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "unusually", + "output_checked": true + }, + { + "concept": "higher", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "unusually", + "output_checked": true + }, + { + "concept": "distance", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "large", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "hypersurface", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "beyond", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "occurs", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "Hilbert", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "preparation", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "work", + "output_checked": true + }, + { + "concept": "edge", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "fabricate", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "ahead", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "critical", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "an", + "output_checked": true + }, + { + "concept": "crack", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "large", + "output_checked": true + }, + { + "concept": "territory", + "score": 2.0, + "best_rank": 6, + "best_depth": 56.1, + "near_token": "large", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "optimized", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "protruding", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "fracture", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "flaw", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "punkte", + "nada", + "ynitrite", + "quantos", + "ervan", + "undos", + "Kwa", + "wand", + "trump", + "NORE", + "Hail" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "opat", + "rid", + "Mannes", + "Sob", + "grac", + "lev", + "stir", + "pres", + "tons", + "Cole", + "Cann", + "prof", + "reu", + "Gay", + "Pres", + "Blanch", + "Doyle", + "Sen", + "Cron" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "opat", + "rid", + "Cann", + "byt", + "prof", + "essional", + "grac", + "Auff", + "lapangan", + "lev", + "Pres", + "stir", + "stor", + "ott", + "rock", + "ago", + "Sen", + "Lang", + "ocy", + "hus" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "essional", + "reu", + "champ", + "ago", + "ilj", + "Reis", + "Eing", + "Cann", + "Champ", + "Sen", + "chap", + "tfrac", + "Sure", + "chal", + "grac", + "jean", + "chap", + "onn", + "Pres", + "Hus" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "Cann", + "grac", + "chap", + "ilj", + "ago", + "ingt", + "Beet", + "dim", + "essional", + "glob", + "hus", + "myst", + "Hus", + "chap", + "opat" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Vo", + "Su", + "ilers", + "su", + "side", + "olare", + "oben", + "rem", + "hely", + "idence", + "Vo", + "Kranken", + "yn", + "sn", + "VERE", + "ual", + "atus", + "rekken", + "wyst", + "Su", + "ORS", + "ELD", + "Zy" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "bro", + "sol", + "tools", + "trading", + "HI", + "s", + "Green", + "kick", + "th", + "tool", + "don", + "Er", + "ORS", + "demos", + "tz", + "illing", + "sed" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "trading", + "sol", + "tool", + "Select", + "select", + "simple", + "kick", + "demos", + "HI", + "turbo", + "ORS", + "nas", + "chal", + "rem", + "seq", + "das", + "lives", + "atus", + "Green" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "select", + "trading", + "tools", + "Select", + "chal", + "tool", + "lives", + "dedicated", + "tail", + "blank", + "uct", + "demos", + "Green", + "simple", + "sol", + "record", + "HI", + "Er", + "NRC", + "verz" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "common", + "trading", + "subject", + "sus", + "linear", + "ettle", + "discussed", + "var", + "select", + "Green", + "lives", + "olved", + "nach", + "pur", + "felt" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "common", + "subject", + "misc", + "titles", + "greeting", + "isselle", + "borders", + "talk", + "ettle", + "nach", + "tou", + "passwd", + "discuss", + "trading", + "garbage", + "discussed", + "switch", + "tit", + "subjects", + "Tos", + "greet", + "kais", + "axis", + "rz" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "elh", + "feather", + "conmigo", + "acle", + "alh", + "RestClient", + "elang", + "missions", + "treatment", + "treet", + "fortiter", + "elijk", + "ecycle", + "header", + "refresh", + "tratt", + "saver" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "grudge", + "vendedores", + "resent", + "enem", + "overlap", + "pickle", + "dieu", + "restart", + "lick", + "angun", + "authenticate", + "reheat", + "abilecek", + "resent", + "quant", + "pick", + "bookshelf", + "oyam" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ogado", + "grud", + "brus", + "God", + "deka", + "punt", + "hrte", + "grudge", + "jogar", + "biet", + "berk", + "dzie", + "ostante" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "teren", + "prong", + "superclass", + "hra", + "Agu", + "aisl", + "logical", + "verme", + "logique", + "logic", + "skepticism", + "etli", + "Berk", + "Sliced", + "Poly", + "Pyr", + "ORK", + "Das" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "idic", + "lewat", + "armor", + "uncut", + "halk", + "tti", + "undocumented", + "Roh", + "Agu", + "osp", + "Roh", + "multiple", + "casilla", + "ectors", + "Stein", + "onda", + "wir", + "morally", + "sped", + "conditional", + "opf", + "azimuth", + "aad", + "Gut", + "blk", + "fq", + "gaard", + "ourier" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "spf", + "geodes", + "sanded", + "contend", + "xong", + "curled", + "contr", + "vier", + "penj" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "therefore", + "glGet", + "nonetheless", + "Meanwhile", + "ichlet", + "entanto", + "radios", + "ormal", + "builtin", + "Consequently", + "elsewhere", + "tensor", + "mouseDown", + "prior", + "correspondingly", + "stringValue", + "scatterplot", + "Cur", + "modelVersion" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "thus", + "therefore", + "consequently", + "whereas", + "Consequently", + "meanwhile", + "Thus", + "Therefore", + "Consequently", + "hence", + "Similarly", + "fortunately", + "unlike", + "unlike", + "Meanwhile", + "Unlike", + "accordingly", + "Similarly", + "whereas", + "thereby", + "Thus", + "conversely", + "Therefore", + "Meanwhile", + "Unlike", + "thus", + "therefore" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "therefore", + "Consequently", + "consequently", + "thus", + "Consequently", + "accordingly", + "Therefore", + "meanwhile", + "conversely", + "Conversely", + "hence", + "Thus", + "correspondingly", + "conventionally", + "fortunately", + "Therefore", + "Thus", + "thus", + "Unlike", + "unlike", + "thereby", + "Meanwhile", + "Conversely", + "hence" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "therefore", + "Consequently", + "consequently", + "Therefore", + "Consequently", + "thus", + "conversely", + "conventionally", + "Conversely", + "accordingly", + "correspondingly", + "Thus", + "hence", + "Therefore", + "theoretically", + "meanwhile", + "Unlike", + "nonetheless", + "Hence", + "traditionally", + "normally", + "Similarly", + "Normally", + "fortunately", + "Meanwhile" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "conversely", + "Conversely", + "conventionally", + "Therefore", + "traditionally", + "consequently", + "Traditionally", + "Unlike", + "Consequently", + "Historically", + "Similarly", + "Normally", + "Traditional", + "therefore", + "Thus", + "correspondingly", + "Otherwise", + "However", + "Furthermore", + "Subsequently", + "Simultaneously", + "Hence", + "Alternatively", + "Conventional", + "Traditionally", + "Unless", + "Conversely" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "conversely", + "Therefore", + "Conversely", + "Consequently", + "However", + "consequently", + "Traditional", + "Traditionally", + "Similarly", + "Unlike", + "traditionally", + "This", + "Thus", + "conventionally", + "Historically", + "Both", + "Meanwhile", + "Generally", + "Conversely", + "Simultaneously", + "Consequently", + "correspondingly", + "urally", + "Unless", + "Theoretically", + "Likewise" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Therefore", + "Conversely", + "conversely", + "consequently", + "However", + "Similarly", + "Traditional", + "This", + "Consequently", + "correspondingly", + "Thus", + "Generally", + "Both", + "Historically", + "traditionally", + "Traditionally", + "Unlike", + "theoretically", + "therefore", + "Meanwhile", + "Conversely", + "Theoretically", + "Simultaneously", + "conventionally", + "urally", + "Initially", + "Therefore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "Therefore", + "Conversely", + "Historically", + "consequently", + "conversely", + "traditionally", + "therefore", + "Consequently", + "Similarly", + "Unlike", + "Initially", + "However", + "Until", + "Traditionally", + "For", + "Both", + "Generally", + "Traditional", + "Typically", + "theoretically", + "This", + "Therefore", + "Until", + "correspondingly", + "Conversely" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "For", + "This", + "In", + "Therefore", + "Compact", + "Consequently", + "A", + "Inst", + "However", + "Conversely", + "Conventional", + "Furthermore", + "If", + "When", + "Advanced", + "While", + "To", + "Standard", + "Traditional", + "Stable", + "By", + "Typically", + "Unlike", + "High", + "Such", + "Thus", + "Once", + "Small", + "Large", + "Generally", + "Initially" + ] + } + ], + "logit_surprising": [ + { + "concept": "when", + "score": 14.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "only", + "output_checked": true + }, + { + "concept": "very", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "at", + "output_checked": true + }, + { + "concept": "careful", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "compared", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "value", + "output_checked": true + }, + { + "concept": "research", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "arises", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "ausge", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "threshold", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "an", + "output_checked": true + }, + { + "concept": "computational", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "concentration", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "grud", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "progress", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "its", + "output_checked": true + }, + { + "concept": "achieve", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "to", + "output_checked": true + }, + { + "concept": "However", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ratio", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "magnitude", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "large", + "output_checked": true + }, + { + "concept": "preparation", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "work", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "critical", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "factor", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "intensity", + "output_checked": true + }, + { + "concept": "prong", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "work", + "output_checked": true + }, + { + "concept": "kaz", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "an", + "output_checked": true + }, + { + "concept": "Stein", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "ilm", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "kemudian", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "at", + "output_checked": true + }, + { + "concept": "effort", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Inst", + "output_checked": true + }, + { + "concept": "occurs", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Riemannian", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "beyond", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "edge", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "therefore", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Lagrangian", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "strain", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "set", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "fabricate", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "tip", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "ahead", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "crack", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "large", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "pie", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "wechsel", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "work", + "output_checked": true + }, + { + "concept": "MAF", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "ervoor", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "Poke", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "ello", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "pihak", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "work", + "output_checked": true + }, + { + "concept": "lick", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "Inst", + "output_checked": true + }, + { + "concept": "pinc", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "only", + "output_checked": true + }, + { + "concept": "grudge", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "dents", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "advance", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "beat", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "large", + "output_checked": true + }, + { + "concept": "brus", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "value", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "guts", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "integer", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "MRI", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "preprocessing", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "work", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-notch-resistance-03__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-notch-resistance-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-notch-resistance-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-notch-resistance-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-notch-resistance-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-notch-resistance-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to unstable flaw extension 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A structural alloy containing a long defect remains stable at loads that immediately separate a comparison alloy of similar strength.", + "prompt_tail": "A structural alloy containing a long defect remains stable at loads that immediately separate a comparison alloy of similar strength.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 21 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-notch-resistance-04", + "carrier_id": null, + "target_family": "notch-resistance", + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 796, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 1534 + }, + { + "label": "crack", + "best_rank": 2853, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 7076 + }, + { + "label": "fracture", + "best_rank": 20, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 800 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "orry", + "furthermore", + "oraz", + "them", + "leness", + "etc", + "lle", + "accordingly", + "hereby", + "therefor" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "thereof", + "d", + "ie", + "ued", + "ided", + "nto", + "ct", + "ue", + "ng", + "iew", + "ited", + "outh", + "wards", + "ii", + "ients", + "fty", + "rl", + "ses", + "zia", + "zes", + "wie", + "alike", + "lli", + "arie", + "standpoint", + "vl", + "eded", + "sic" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "thereof", + "lle", + "lli", + "d", + "ie", + "ients", + "l", + "ct", + "ue", + "ial", + "t", + "c", + "le", + "ion", + "iew", + "lement", + "ued", + "ewise", + "arie", + "onus", + "ar", + "ally", + "ga", + "zes" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ients", + "mittal", + "ued", + "stuffs", + "zes", + "uiti", + "hearers", + "lement", + "thereof", + "ieurs", + "udian", + "udos", + "yses", + "oused", + "inasmuch", + "dler", + "ga", + "uing", + "lle", + "irie", + "thereto", + "thirds", + "jde", + "persons", + "antile", + "stas", + "outlay" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ients", + "stuffs", + "abutting", + "inasmuch", + "forthwith", + "presently", + "heretofore", + "thence", + "lement", + "uate", + "osite", + "toward", + "whereby", + "irie", + "resultant", + "nearer", + "efectu", + "whereupon", + "aloft", + "ued", + "ided", + "wherein", + "lli", + "adjoining", + "principally", + "insofar", + "ally", + "ably", + "standpoint" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "wherein", + "whereby", + "presently", + "owing", + "comprised", + "employing", + "whereupon", + "thereby", + "thereafter", + "aided", + "wherein", + "thus", + "resultant", + "principally", + "therefore", + "toward", + "aken", + "regarded", + "utilized", + "utilizing", + "employed", + "termed", + "ued", + "able", + "among", + "otos", + "Util", + "subsequently" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "later", + "toward", + "alike", + "wherein", + "upon", + "thus", + "thereafter", + "latter", + "edly", + "whereby", + "likewise", + "thereto", + "aided", + "noted", + "thereby", + "shortly", + "occurring", + "whereupon", + "which", + "ided", + "prior", + "whilst", + "meanwhile", + "standpoint", + "nearer", + "awhile", + "ely", + "able", + "soon", + "herein", + "later" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "wherein", + "alike", + "thereby", + "upon", + "thus", + "likewise", + "thereto", + "whereupon", + "regarded", + "toward", + "whereas", + "notable", + "jointly", + "persons", + "namely", + "Upon", + "presently", + "meanwhile", + "standpoint", + "thereof", + "edly", + "occurring", + "herein", + "unto", + "midst", + "ertain", + "ued", + "occur", + "ibly" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "whereupon", + "wherein", + "upon", + "alike", + "merely", + "populace", + "notable", + "Upon", + "resultant", + "Upon", + "markedly", + "whilst", + "akin", + "furthermore", + "thereby", + "thereafter", + "individus", + "momentary", + "moment", + "thus", + "proximate", + "amid", + "noteworthy", + "reliant", + "toward", + "comprising", + "ibly", + "mere", + "aneous", + "subsequently" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "rupture", + "rupt", + "casualty", + "fracturing", + "instantaneous", + "catastrophic", + "momentary", + "ruptured", + "shatter", + "brittle", + "failure", + "shattering", + "eject", + "irrevoc", + "whereupon", + "immediate", + "resultant", + "merely", + "bris", + "cease", + "withstand", + "violently", + "breakage", + "momentarily", + "rapid", + "fracture", + "simultaneous", + "instantaneously", + "evidence", + "subsequent", + "cessation", + "protracted" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "failure", + "rupture", + "catastrophic", + "violently", + "rupt", + "fracturing", + "lethal", + "violent", + "withstand", + "rage", + "Failure", + "instantaneous", + "casualty", + "Failure", + "ruptured", + "rapid", + "fragility", + "shattering", + "extreme", + "collapse", + "fracture", + "shatter", + "failure", + "brittle", + "breakage", + "fatality", + "enraged", + "fragile", + "momentary", + "Rage" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "failure", + "Failure", + "rupture", + "catastrophic", + "collapse", + "rupt", + "Failure", + "withstand", + "testing", + "failure", + "lethal", + "Collapse", + "tested", + "failing", + "failures", + "premature", + "cessation", + "violently", + "suicidal", + "casualty", + "fatality", + "intolerable", + "fragility", + "test", + "fail", + "precip", + "Testing", + "catast", + "rage", + "FAILURE" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "failure", + "Failure", + "fail", + "intolerable", + "fails", + "collapse", + "failing", + "Failure", + "withstand", + "catastrophic", + "violently", + "failures", + "inability", + "lethal", + "rupture", + "suicidal", + "fatally", + "unprotected", + "FAILURE", + "ultimatum", + "precip", + "fail", + "catast", + "threatening", + "simultaneous", + "competitor", + "refusal", + "failure", + "rage", + "FAILURE", + "rupt" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "failure", + "fatally", + "withstand", + "fail", + "fails", + "competitor", + "lethal", + "suicidal", + "unprotected", + "survive", + "collapse", + "competitors", + "failing", + "surviv", + "Failure", + "attacker", + "catastrophic", + "violently", + "suic", + "pourtant", + "dangerously", + "fatality", + "intolerable", + "unharmed", + "withstood", + "fatal", + "catast", + "insurers", + "FAILURE", + "suicide" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "Furthermore", + "whereas", + "Also", + "Conversely", + "also", + "nevertheless", + "Consequently", + "Conversely", + "however", + "consequently", + "Also", + "simultaneously", + "Furthermore", + "Ultimately", + "Ultimately", + "However", + "Meanwhile", + "nonetheless", + "whilst", + "reportedly", + "likewise", + "therefore", + "subsequently", + "notably", + "Consequently", + "conversely", + "also", + "Nevertheless", + "meanwhile", + "Whereas", + "pourtant" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "whereas", + "furthermore", + "Furthermore", + "Meanwhile", + "Conversely", + "Conversely", + "else", + "Yet", + "meanwhile", + "Consequently", + "likewise", + "Yet", + "Furthermore", + "Likewise", + "Consequently", + "conversely", + "whereas", + "Meanwhile", + "Also", + "Similarly", + "nevertheless", + "Similarly", + "Also", + "etheless", + "yet", + "why", + "Nevertheless", + "Afterwards", + "However", + "nonetheless", + "Whereas", + "therefore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Conversely", + "conversely", + "furthermore", + "Conversely", + "else", + "whereas", + "Furthermore", + "Yet", + "likewise", + "meanwhile", + "Similarly", + "Meanwhile", + "nevertheless", + "Similarly", + "Likewise", + "However", + "nonetheless", + "Also", + "Again", + "similarly", + "Nevertheless", + "Yet", + "alternatively", + "also", + "yet", + "However", + "Also", + "Furthermore", + "Afterwards", + "whereas", + "therefore" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "whereas", + "theirs", + "furthermore", + "conversely", + "nevertheless", + "nonetheless", + "Yet", + "However", + "however", + "therefore", + "Meanwhile", + "likewise", + "secondly", + "yet", + "thus", + "Furthermore", + "Yet", + "Likewise", + "Conversely", + "else", + "accordingly", + "Nevertheless", + "Conversely", + "they", + "while" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Yet", + "meanwhile", + "theirs", + "conversely", + "Yet", + "therefore", + "Conversely", + "They", + "thus", + "Therefore", + "Meanwhile", + "Conversely", + "else", + "However", + "Thus", + "hence", + "whereas", + "hers", + "vice", + "Recently", + "nonetheless", + "They", + "expectancy", + "Lately", + "however" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "Yet", + "whereas", + "Consequently", + "conversely", + "Moreover", + "Furthermore", + "theirs", + "They", + "Therefore", + "Conversely", + "However", + "Recently", + "therefore", + "Nonetheless", + "Consequently", + "thus", + "Their", + "nonetheless", + "furthermore", + "Their", + "Nevertheless", + "Yet", + "Such", + "Conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Yet", + "Meanwhile", + "meanwhile", + "Therefore", + "However", + "strength", + "Recently", + "therefore", + "Consequently", + "Their", + "theirs", + "While", + "Nonetheless", + "This", + "They", + "Why", + "Their", + "Furthermore", + "Moreover", + "whereas", + "nonetheless", + "Strength", + "conversely", + "While", + "Another", + "Nevertheless", + "Conversely", + "Such" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Consequently", + "Recently", + "However", + "Therefore", + "conversely", + "Yet", + "Moreover", + "Conversely", + "Meanwhile", + "They", + "furthermore", + "Consequently", + "While", + "meanwhile", + "Likewise", + "Hence", + "Nevertheless", + "Nonetheless", + "This", + "Their", + "Despite", + "Why", + "nonetheless", + "Recently", + "Its", + "Finding", + "Lately", + "Another" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "Therefore", + "Furthermore", + "Yet", + "Such", + "Another", + "meanwhile", + "However", + "Consequently", + "Conversely", + "Recently", + "Their", + "They", + "Simultaneously", + "This", + "Another", + "Determination", + "Such", + "conversely", + "Their", + "Hence", + "Finding", + "Moreover", + "Certain", + "Similarly", + "Recently", + "Researchers" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "Yet", + "Therefore", + "Consequently", + "Such", + "Another", + "Furthermore", + "Their", + "Conversely", + "However", + "Recently", + "Determination", + "Simultaneously", + "They", + "Another", + "Similarly", + "Such", + "This", + "Each", + "meanwhile", + "Determining", + "Finding", + "Along", + "Researchers", + "ingly", + "Their", + "Comparing", + "conversely", + "Nevertheless" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Yet", + "Therefore", + "Another", + "Meanwhile", + "Such", + "Determination", + "Furthermore", + "Consequently", + "They", + "Their", + "Such", + "Similarly", + "Another", + "Considering", + "Finding", + "Researchers", + "Simultaneously", + "However", + "Among", + "Others", + "Comparing", + "Determining", + "This", + "Here", + "Those", + "Comparison", + "Whatever", + "Conversely", + "These", + "Both", + "Recently" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Such", + "In", + "However", + "For", + "Furthermore", + "While", + "A", + "Another", + "Strength", + "It", + "These", + "Structural", + "When", + "Comparison", + "They", + "Here", + "We", + "Their", + "An", + "Alloy", + "If", + "Using", + "To", + "Let", + "and", + "Therefore", + "Yet", + "alloy", + "By", + "alloy" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 217410, + 233502, + 245660, + 230136, + 255606, + 259810, + 226658, + 260446, + 221900, + 27268, + 3200, + 1412, + 1964, + 797, + 223645, + 183235, + 94226, + 23720, + 16504, + 3561, + 1351, + 14210, + 80313, + 98273, + 121484, + 30729 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 138036, + 146667, + 191143, + 173536, + 169036, + 202267, + 120236, + 93792, + 14999, + 1763, + 2854, + 13942, + 20322, + 23330, + 71677, + 118985, + 129482, + 64917, + 68737, + 40666, + 48322, + 61496, + 39544, + 38707, + 76444, + 32599 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 225934, + 235551, + 204149, + 219450, + 146484, + 95722, + 34782, + 37680, + 1290, + 26, + 21, + 80, + 67, + 185, + 117756, + 180207, + 202182, + 121338, + 173022, + 28682, + 15030, + 12095, + 18414, + 11913, + 16397, + 4974 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 188778, + 132158, + 220482, + 66115, + 121143, + 18794, + 19031, + 1535, + 4004, + 26482, + 9398, + 17493, + 128639, + 141916 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 215385, + 165435, + 31187, + 112975, + 100138, + 104992, + 97023, + 7077, + 67724, + 70368, + 53332, + 18502, + 30879, + 15333 + ] + }, + { + "label": "fracture", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 97939, + 159594, + 231365, + 209813, + 63880, + 94792, + 100551, + 35113, + 39123, + 801, + 1052, + 996, + 11157, + 2331 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "but", + "score": 24.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "similar", + "output_checked": true + }, + { + "concept": "because", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "at", + "output_checked": true + }, + { + "concept": "several", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "without", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "would", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "that", + "output_checked": true + }, + { + "concept": "both", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "instantaneous", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "toughness", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "failure", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "whereas", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "designed", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "titanium", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "composition", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "similar", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "longitudinal", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "stability", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "was", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "despite", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "at", + "output_checked": true + }, + { + "concept": "them", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "separate", + "output_checked": true + }, + { + "concept": "significant", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "precede", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "exceeding", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "loads", + "output_checked": true + }, + { + "concept": "percentage", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "brittle", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "under", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "induce", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "fracture", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "sample", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "separate", + "output_checked": true + }, + { + "concept": "threshold", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "that", + "output_checked": true + }, + { + "concept": "temperature", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "at", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "loads", + "output_checked": true + }, + { + "concept": "indefinitely", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "exceed", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "that", + "output_checked": true + }, + { + "concept": "dissimilar", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "engineering", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "existed", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "that", + "output_checked": true + }, + { + "concept": "controversy", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "other", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "that", + "output_checked": true + }, + { + "concept": "smaller", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "same", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "incapable", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "Yet", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "hydrocarbon", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "long", + "output_checked": true + }, + { + "concept": "weaker", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "chain", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "long", + "output_checked": true + }, + { + "concept": "engineer", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "simultaneously", + "score": 2.0, + "best_rank": 7, + "best_depth": 58.5, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "mineral", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "panjang", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "long", + "output_checked": true + }, + { + "concept": "suhu", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "at", + "output_checked": true + }, + { + "concept": "tensile", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "loads", + "output_checked": true + }, + { + "concept": "assayed", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "comparable", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "similar", + "output_checked": true + }, + { + "concept": "similit", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "similar", + "output_checked": true + }, + { + "concept": "smarter", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "", + "output_checked": true + }, + { + "concept": "architectural", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "discontinuity", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "defect", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "ervan", + "quantos", + "wand", + "Kwa", + "ynitrite", + "Hail", + "undos", + "yclerView", + "punkte", + "trump", + "addRow" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "rid", + "lev", + "tons", + "Beg", + "dre", + "Cann", + "Mannes", + "grac", + "pres", + "Sob", + "gr", + "prof", + "wedge", + "dim", + "trem", + "opat", + "Catt", + "stir", + "brake", + "channel", + "rock", + "Reis", + "Proc" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "rock", + "tons", + "pres", + "rid", + "dre", + "gr", + "lev", + "dim", + "Beg", + "grac", + "Tav", + "prof", + "Pres", + "trem", + "essional", + "sum", + "twe", + "wedge", + "jos", + "plo", + "Mannes" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "essional", + "glob", + "chal", + "grac", + "champ", + "Reis", + "Tom", + "Mani", + "olyte", + "ilj", + "perf", + "ago", + "tfrac", + "alk", + "tun", + "dre", + "Ce", + "Kam", + "ilg", + "Tav", + "tamp", + "brink", + "poly", + "rem" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "essional", + "dip", + "Mani", + "ago", + "dre", + "glob", + "myst", + "Cann", + "olyte", + "dim", + "gravity", + "brink", + "Apa", + "legg", + "champ", + "rid", + "inex", + "tene", + "Kam", + "Chap", + "byt", + "Bens", + "Ce", + "alk", + "strip" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Vo", + "yn", + "ilers", + "idence", + "VERE", + "sag", + "s", + "oben", + "side", + "Su", + "sag", + "iges", + "rem", + "proc", + "zd", + "wyst", + "ae", + "sning", + "chu" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "tools", + "kick", + "s", + "trading", + "Er", + "DEP", + "tool", + "HI", + "dad", + "formal", + "rem", + "bro", + "Vo", + "Werk", + "common", + "Sol", + "simple", + "chal" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "tool", + "tail", + "trading", + "simple", + "HI", + "rem", + "kick", + "sol", + "dad", + "Green", + "turbo", + "common", + "Werk", + "select", + "tract", + "remen", + "model" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "record", + "tools", + "Green", + "crow", + "tool", + "HI", + "select", + "tail", + "Prot", + "trading", + "demos", + "Ort", + "fract", + "konto", + "record", + "blank", + "sys", + "serial", + "kick" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subject", + "side", + "linear", + "sys", + "common", + "tch", + "idyl", + "record", + "felt", + "Green", + "s", + "fetch", + "sus", + "cat", + "feat", + "tools", + "locks", + "trading", + "item", + "system", + "tool", + "candy", + "OOSE", + "data" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "cat", + "idyl", + "Meals", + "fetch", + "dog", + "GetData", + "getItem", + "first", + "subject", + "Books", + "Meals", + "isselle", + "meals", + "tch", + "linear", + "BOOKS", + "breadcrumb", + "Belt", + "cookies", + "cereal", + "subjects", + "discuss", + "green", + "cat" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "berhubungan", + "wont", + "dip", + "rap", + "flakes", + "epar", + "libero", + "deal", + "Davey", + "tow" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "abilecek", + "sempat", + "lick", + "milion", + "send", + "rozs", + "pickle", + "department", + "grud", + "luoromethyl", + "dictionaries", + "adet", + "fences", + "borderRadius", + "despert", + "ayam", + "heapq", + "bulb", + "newsc", + "biet" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "grud", + "punt", + "rele", + "biet", + "presse", + "olone", + "brus", + "cour", + "hesh", + "Pang", + "dents", + "God", + "blas", + "jogar", + "deka", + "kund" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "prong", + "ques", + "logic", + "urch", + "pericard", + "igste", + "segi", + "Dadurch", + "Postfix", + "logic", + "ausge", + "Proj", + "Muh", + "Donc", + "undocumented", + "smith", + "Deve", + "tier", + "Poly" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "tier", + "sped", + "irce", + "ectors", + "Dur", + "Stein", + "spf", + "treb", + "Versions", + "Afgh", + "Jug", + "Roh", + "Whereas", + "wok", + "duke", + "idium", + "casilla", + "sacrific", + "ques" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "kernel", + "STRUCT", + "counterpart", + "ilm", + "parquet", + "flo", + "baik", + "spf", + "dj", + "azi", + "azimuth", + "wearer", + "sawdust", + "adn", + "counterparts" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "nonetheless", + "nevertheless", + "Meanwhile", + "sedangkan", + "meanwhile", + "Ghat", + "interl", + "ModInt", + "excl", + "spurt", + "but", + "demands", + "scrubs", + "unders", + "dued", + "ndim", + "tab", + "highlight", + "extr", + "hingegen" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "However", + "However", + "Similarly", + "Meanwhile", + "Conversely", + "entanto", + "nevertheless", + "Namun", + "Conversely", + "however", + "namun", + "Simultaneously", + "nonetheless", + "whereas", + "Similarly", + "meanwhile", + "Nevertheless", + "Likewise", + "hingegen", + "nThe", + "Moreover", + "Meanwhile", + "Nonetheless" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Conversely", + "However", + "Meanwhile", + "However", + "meanwhile", + "Conversely", + "however", + "Consequently", + "Simultaneously", + "Similarly", + "nonetheless", + "Nevertheless", + "Moreover", + "nevertheless", + "ingly", + "conversely", + "Another", + "Nonetheless" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Conversely", + "However", + "nonetheless", + "nevertheless", + "however", + "However", + "Recently", + "Meanwhile", + "Strength", + "Consequently", + "Recently", + "conversely", + "Strength", + "therefore", + "Conversely", + "yet", + "Another", + "Consequently", + "tuttavia", + "ingly", + "Equally" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Recently", + "Conversely", + "conversely", + "ingly", + "Recently", + "However", + "Ships", + "Consequently", + "Conversely", + "Similarly", + "Strength", + "Furthermore", + "Meanwhile", + "imd", + "hts", + "Therefore", + "igate", + "apkan", + "Likewise", + "Historically", + "Strain", + "Simultaneously", + "Repeat", + "Consequently", + "sted" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "evaluate", + "endswith", + "ingly", + "ield", + "meanwhile", + "Evaluate", + "Ships", + "imd", + "Recently", + "apkan", + "htim", + "Evaluation", + "Meanwhile", + "balls", + "loads", + "conversely" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "END", + "imd", + "meanwhile", + "end", + "Metadata", + "osal", + "Evaluate", + "ingly", + "othesis", + "ield", + "gend", + "ound", + "endswith", + "undi", + "evaluate", + "endorf", + "ends", + "Rand", + "ndarray", + "Meanwhile", + "Rend" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "END", + "Meanwhile", + "undi", + "Dependence", + "inds", + "meanwhile", + "ends", + "aints", + "ound", + "ould", + "Sub", + "Sub", + "ield", + "aggia", + "ONENT", + "Standardization", + "inder", + "imdi", + "igate", + "stands", + "Of", + "brand" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "end", + "The", + "sub", + "stands", + "Sub", + "However", + "under", + "It", + "brand", + "This", + "load", + "Such", + "subkey", + "stands", + "Standardization", + "Substance", + "ind", + "info", + "Meanwhile", + "Structural", + "depends", + "We", + "not", + "strand", + "Dependence", + "In", + "beforeend", + "Standard", + "metal", + "structural", + "substantially", + "substrate" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "but", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "would", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "that", + "output_checked": true + }, + { + "concept": "fracture", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "without", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "brittle", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "prong", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "sample", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "at", + "output_checked": true + }, + { + "concept": "induce", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "grud", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "exceeding", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "loads", + "output_checked": true + }, + { + "concept": "engineer", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "nickel", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "under", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "composition", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "similar", + "output_checked": true + }, + { + "concept": "dip", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "loads", + "output_checked": true + }, + { + "concept": "ques", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "ilm", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "stably", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "mixture", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "compared", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "separate", + "output_checked": true + }, + { + "concept": "same", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "of", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "alloying", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "significant", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "percentage", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "chain", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "long", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "cat", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "diff", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "convexo", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "that", + "output_checked": true + }, + { + "concept": "punt", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "olas", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "that", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "of", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Jahres", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "Stein", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "spf", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "okt", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "expertise", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "structural", + "output_checked": true + }, + { + "concept": "datasheet", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "isotropic", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "long", + "output_checked": true + }, + { + "concept": "boyunca", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "hoher", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "at", + "output_checked": true + }, + { + "concept": "otros", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "that", + "output_checked": true + }, + { + "concept": "nearby", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Nearby", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "nonetheless", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "both", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "longitudinal", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "long", + "output_checked": true + }, + { + "concept": "namely", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "precede", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "immediately", + "output_checked": true + }, + { + "concept": "portion", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "whereas", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "However", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-notch-resistance-04__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-notch-resistance-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-notch-resistance-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-notch-resistance-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-notch-resistance-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-notch-resistance-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to unstable flaw extension 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "An instrumented impact test on a notched bar records high absorbed energy and extensive local deformation before the remaining ligament opens.", + "prompt_tail": "An instrumented impact test on a notched bar records high absorbed energy and extensive local deformation before the remaining ligament opens.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-notch-resistance-05", + "carrier_id": null, + "target_family": "notch-resistance", + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 1439, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 14763 + }, + { + "label": "crack", + "best_rank": 8464, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 2604 + }, + { + "label": "fracture", + "best_rank": 90, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 517 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "orry", + "oraz", + "leness", + "furthermore", + "lle", + "hereby", + "them", + "therefor", + "able", + "arl" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lle", + "alike", + "bzw", + "d", + "ie", + "ii", + "gonna", + "thereof", + "lli", + "t", + "i", + "l", + "ial", + "iew", + "ients", + "oraz", + "wie", + "etc", + "sic", + "nto", + "ion", + "ct", + "ue", + "rl", + "rs", + "zes" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "lle", + "alike", + "etc", + "lli", + "t", + "l", + "d", + "oraz", + "bzw", + "r", + "le", + "ue", + "ie", + "via", + "thereof", + "IK", + "sowie", + "lk", + "i", + "c", + "ct", + "ck", + "ients" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ogt", + "ued", + "ndon", + "oi", + "zes", + "lli", + "sho", + "nga", + "coworker", + "oid", + "ois", + "yi", + "lk", + "rue", + "oused", + "gne", + "lement", + "ided", + "lam", + "edly", + "LER", + "coworkers", + "xsl", + "bl", + "ideo", + "via" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ided", + "sho", + "oid", + "lement", + "edly", + "ve", + "ow", + "ued", + "lli", + "ive", + "ally", + "via", + "alike", + "bzw", + "bout", + "yet", + "tow", + "arge", + "ened", + "toward", + "zes", + "rue", + "guy", + "dude", + "ie", + "ited", + "bl", + "ideo", + "pped" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "filmed", + "ITES", + "videot", + "ued", + "otos", + "aken", + "comprised", + "yre", + "filmmaker", + "anea", + "zes", + "Luz", + "afterward", + "goers", + "UTIL", + "thereafter", + "textit", + "utta", + "sho", + "eyeglasses", + "asca", + "wherein", + "aided", + "brando" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "later", + "toward", + "subsequently", + "shortly", + "notably", + "aided", + "subsequent", + "largely", + "prior", + "spurred", + "primarily", + "beneath", + "protracted", + "nearly", + "awaiting", + "nearing", + "preceding", + "ensuing", + "amid", + "Shortly", + "aided", + "ably", + "utilizing", + "midst", + "predominantly", + "afterward", + "flanking", + "heralded", + "circa", + "aken", + "nearer" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "subsequently", + "thereafter", + "notable", + "notably", + "midst", + "markedly", + "whereupon", + "concomit", + "subsequent", + "necessitating", + "characterized", + "Subsequently", + "Notably", + "later", + "thus", + "toward", + "shortly", + "aneous", + "simultaneously", + "consequently", + "ively", + "merely", + "thereby", + "whilst", + "sequently", + "commenced", + "aken", + "furthermore", + "thence" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "subsequent", + "subsequently", + "thereafter", + "pivotal", + "protracted", + "fracturing", + "shattering", + "transitioning", + "rupt", + "precipit", + "shatter", + "rupture", + "ruptured", + "later", + "shortly", + "aftermath", + "culminating", + "cemented", + "establishing", + "predominantly", + "catastrophic", + "nearing", + "culmination", + "disintegr", + "necessitating", + "cementing", + "amid", + "brutal", + "Subsequent", + "sustained" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subsequent", + "protracted", + "sustained", + "resistive", + "subsequently", + "fracturing", + "ductile", + "egress", + "rupture", + "precipit", + "deceler", + "ruptured", + "pivotal", + "jectory", + "thereafter", + "catastrophic", + "nearing", + "rupt", + "disintegr", + "preceding", + "trajectory", + "cessation", + "breaching", + "climax", + "significantly", + "pressur", + "shattering", + "nearly", + "simultaneous", + "Subsequent", + "shatter", + "precip" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "protracted", + "sustained", + "subsequent", + "structurally", + "structural", + "resistive", + "characteristic", + "prolonged", + "demonstrating", + "jectory", + "ductile", + "rupture", + "climax", + "cessation", + "egress", + "simultaneous", + "nearing", + "deceler", + "fracturing", + "observed", + "trajectory", + "catastrophic", + "symptomatic", + "preceding", + "subsequently", + "striking", + "maneuver", + "progressively", + "sustaining", + "rupt", + "culminating", + "significantly" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "sustained", + "terminal", + "subsequent", + "sustaining", + "structural", + "protracted", + "characteristic", + "climax", + "final", + "trajectory", + "prolonged", + "jectory", + "structurally", + "resistive", + "collapse", + "decisive", + "disintegr", + "subsequently", + "termination", + "distal", + "catastrophic", + "disintegration", + "decisively", + "sustain", + "progressively", + "sequentially", + "rupt", + "symptomatic", + "fuselage" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "concluding", + "sustaining", + "terminal", + "subsequent", + "structural", + "termination", + "simultaneous", + "demonstrating", + "decisive", + "characterizing", + "final", + "phase", + "sequence", + "procedure", + "conclusion", + "conclude", + "sustained", + "defining", + "withstand", + "terminate", + "fragmentation", + "distinguishing", + "sequentially", + "terminating", + "sheath", + "climax", + "occlusion", + "disintegration", + "fuselage", + "decisively" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "despite", + "subsequent", + "Despite", + "characterizing", + "prematurely", + "simultaneous", + "preparatory", + "decisively", + "phase", + "decisive", + "concluding", + "nonostante", + "During", + "preceding", + "demonstrating", + "sequentially", + "climax", + "delaying", + "despite", + "penultimate", + "posteriorly", + "significantly", + "procedure", + "conclude", + "intermediate", + "Despite", + "premature" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "whereas", + "Consequently", + "Ultimately", + "furthermore", + "thereby", + "consequently", + "demonstrating", + "Ultimately", + "Consequently", + "which", + "therefore", + "During", + "Furthermore", + "this", + "Therefore", + "According", + "According", + "During", + "Which", + "ultimately", + "whilst", + "subsequently", + "suggesting", + "Nevertheless", + "Upon", + "Meanwhile", + "nevertheless", + "Furthermore", + "meanwhile", + "Eventually", + "illustrating", + "Subsequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "furthermore", + "Consequently", + "Therefore", + "whereas", + "Furthermore", + "This", + "Therefore", + "Meanwhile", + "Furthermore", + "Ultimately", + "Subsequently", + "this", + "However", + "therefore", + "Also", + "Thus", + "According", + "According", + "Yet", + "accordingly", + "Nevertheless", + "consequently", + "nevertheless", + "meanwhile", + "Certainly", + "Conversely", + "Ultimately", + "This", + "During", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "Similarly", + "Conversely", + "conversely", + "Also", + "Consequently", + "consequently", + "Similarly", + "Subsequently", + "This", + "However", + "whereas", + "Yet", + "subsequently", + "similarly", + "nevertheless", + "likewise", + "meanwhile", + "Likewise", + "Afterwards", + "Consequently", + "Conversely", + "this", + "therefore", + "Therefore", + "According", + "accordingly", + "afterwards", + "Later", + "Nevertheless", + "Meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "conversely", + "They", + "however", + "afterwards", + "this", + "However", + "During", + "consequently", + "they", + "whereas", + "During", + "Yet", + "Similarly", + "accordingly", + "Later", + "nevertheless", + "afterward", + "secondly", + "This", + "therefore", + "They", + "According", + "Their", + "Furthermore", + "Upon", + "Meanwhile", + "Consequently", + "likewise", + "Yet" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "conversely", + "Yet", + "Conversely", + "They", + "Yet", + "meanwhile", + "Conversely", + "Lately", + "Recently", + "Its", + "Yours", + "They", + "According", + "Their", + "Today", + "Recent", + "Their", + "Criticism", + "According", + "Meanwhile", + "Recently", + "Tonight", + "Afterward", + "Certainly", + "theirs", + "hers", + "Similarly" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "They", + "Their", + "Meanwhile", + "Conversely", + "During", + "Similarly", + "Another", + "Nevertheless", + "Considering", + "Compared", + "Conversely", + "However", + "Their", + "meanwhile", + "Its", + "Recent", + "Recently", + "Consequently", + "Simultaneously", + "nThe", + "There", + "Its", + "Such", + "conversely", + "This", + "Moreover", + "Upon", + "Together", + "Explain" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "They", + "During", + "Their", + "Consequently", + "However", + "Nevertheless", + "Conversely", + "This", + "Recent", + "Another", + "During", + "Compared", + "nThe", + "According", + "Its", + "Recently", + "Their", + "Considering", + "Similarly", + "Lately", + "Its", + "Meanwhile", + "Conversely", + "Upon", + "Nonetheless", + "There", + "While", + "Together", + "Consequently", + "Another", + "Unless" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Conversely", + "Conversely", + "Recently", + "conversely", + "They", + "However", + "Their", + "Consequently", + "Another", + "ExceptionHandler", + "Upon", + "Recent", + "Unless", + "Secondly", + "This", + "Alternatively", + "refrain", + "Needless", + "Observe", + "Though", + "Simultaneously", + "nThe", + "During", + "Yet", + "Similarly", + "Assume" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "UMENT", + "Another", + "Examining", + "Such", + "ExceptionHandler", + "Meanwhile", + "Another", + "Such", + "Machinery", + "Consequently", + "Therefore", + "Similarly", + "WithError", + "achen", + "toEqual", + "Conversely", + "Choosing", + "Unhandled", + "Examine" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "bm", + "Another", + "Choosing", + "bill", + "Meanwhile", + "Machinery", + "sb", + "Similarly", + "Conversely", + "Examining", + "ball", + "Treatment", + "achen", + "Beit", + "Please", + "bullet", + "Tumor", + "Another", + "Yet", + "ExceptionHandler" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Chemical", + "Simulation", + "Considering", + "Known", + "Determination", + "Choosing", + "Corruption", + "Statistic", + "Calculations", + "bye", + "Unknown", + "Copies", + "Please", + "Welcome", + "achen", + "bla", + "Schemes", + "Chaplain", + "Microscope", + "Meanwhile", + "Considering", + "Machinery", + "Another", + "Investigation", + "Syndrome", + "ball", + "bm" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "bullet", + "blank", + "An", + "when", + "chemical", + "unknown", + "internal", + "geom", + "This", + "compound", + "increasing", + "Such", + "No", + "empty", + "Simulation", + "It", + "fail", + "Fail", + "chamber", + "Unknown", + "examine", + "Due", + "When", + "chosen", + "chip", + "compare", + "visited", + "bin", + "second", + "Another", + "ball" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 216333, + 245400, + 228901, + 226199, + 241454, + 254228, + 237554, + 259399, + 92825, + 11589, + 10085, + 1440, + 7891, + 17010, + 205503, + 176284, + 125733, + 120208, + 137976, + 70349, + 31518, + 19960, + 75653, + 51716, + 85915, + 49605 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 142388, + 177347, + 161083, + 148749, + 105836, + 132316, + 31558, + 96587, + 18761, + 5441, + 14209, + 75245, + 91719, + 160948, + 41996, + 54617, + 106283, + 52180, + 46461, + 50995, + 49661, + 73600, + 8465, + 10050, + 41281, + 61283 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 225376, + 236931, + 188558, + 158392, + 136436, + 66536, + 3753, + 7600, + 130, + 39, + 118, + 91, + 369, + 2334, + 107364, + 146076, + 144486, + 130134, + 150400, + 33455, + 24719, + 38466, + 17111, + 7539, + 13588, + 1201 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 165022, + 77117, + 216552, + 77599, + 79892, + 70493, + 103935, + 133219, + 43315, + 15327, + 14764, + 26798, + 56008, + 39127 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 182697, + 154050, + 57459, + 110713, + 156695, + 110708, + 150280, + 18438, + 28041, + 81806, + 77157, + 27512, + 2605, + 4249 + ] + }, + { + "label": "fracture", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 125781, + 205855, + 226843, + 213190, + 128008, + 147801, + 175778, + 187228, + 33154, + 518, + 2979, + 5832, + 9644, + 1596 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "was", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "instrument", + "output_checked": true + }, + { + "concept": "specimen", + "score": 8.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "because", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "An", + "output_checked": true + }, + { + "concept": "several", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "on", + "output_checked": true + }, + { + "concept": "during", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "on", + "output_checked": true + }, + { + "concept": "damage", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "strain", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "high", + "output_checked": true + }, + { + "concept": "telemetry", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "demonstrations", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "high", + "output_checked": true + }, + { + "concept": "became", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "used", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "instrument", + "output_checked": true + }, + { + "concept": "allows", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "test", + "output_checked": true + }, + { + "concept": "fracture", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "steel", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "on", + "output_checked": true + }, + { + "concept": "failure", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "investigating", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "on", + "output_checked": true + }, + { + "concept": "tensile", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "becoming", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "before", + "output_checked": true + }, + { + "concept": "both", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "records", + "output_checked": true + }, + { + "concept": "testing", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "test", + "output_checked": true + }, + { + "concept": "intensity", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "high", + "output_checked": true + }, + { + "concept": "ductile", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "localized", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "local", + "output_checked": true + }, + { + "concept": "violently", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "documentary", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "subjected", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "values", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "around", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "which", + "score": 3.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "projectile", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "protracted", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "before", + "output_checked": true + }, + { + "concept": "surviving", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "plasticity", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "high", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "airplane", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "significant", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "local", + "output_checked": true + }, + { + "concept": "spacecraft", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "compared", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "disappears", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "excuse", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "An", + "output_checked": true + }, + { + "concept": "device", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "toward", + "score": 2.0, + "best_rank": 2, + "best_depth": 68.3, + "near_token": "opens", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "kinetic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "favorable", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "symptomatic", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "collapse", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "mechanically", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "opens", + "output_checked": true + }, + { + "concept": "instrumentation", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ductility", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "Thermal", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "indicative", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "subsurface", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "prolonged", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "suction", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "opens", + "output_checked": true + }, + { + "concept": "sustained", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "smarter", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "ervan", + "quantos", + "wand", + "Kwa", + "Hail", + "anque", + "groin", + "maneiras", + "cze", + "discrim" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "Beg", + "blot", + "gr", + "trem", + "Cann", + "rid", + "lev", + "Proc", + "dim", + "stir", + "Prote", + "wedge", + "Tons", + "channel", + "grac", + "prof", + "reu", + "Catt", + "olyte", + "Mannes" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "Beg", + "blot", + "tons", + "gr", + "trem", + "rock", + "tun", + "prof", + "acid", + "Proc", + "sum", + "dim", + "lev", + "stir", + "Flam", + "Dru", + "channel", + "pres", + "lam", + "reu", + "intang", + "rid", + "glob", + "fam" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ilj", + "tun", + "Reis", + "olyte", + "glob", + "ilg", + "champ", + "Mani", + "alk", + "def", + "onn", + "grac", + "Clon", + "fam", + "ohn", + "Il", + "essional", + "reu", + "Cil", + "prof", + "dre", + "aug", + "Eing", + "ago" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "ago", + "Mani", + "glob", + "Kam", + "grac", + "champ", + "Cil", + "ilj", + "fam", + "dre", + "stor", + "Cann", + "Hus", + "olyte", + "Eing", + "aug", + "dim", + "rock", + "leit", + "tun", + "essional", + "nond" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ORS", + "ilers", + "VERE", + "Su", + "ae", + "Vo", + "wyst", + "sag", + "side", + "susp", + "yn", + "atus", + "idence", + "fin", + "ual", + "fields", + "WOR", + "sn", + "yp", + "rem", + "oben", + "illing", + "ors", + "amb" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "kick", + "side", + "Sol", + "tools", + "HI", + "DEP", + "Er", + "oben", + "demos", + "tool", + "bro", + "trading", + "rem", + "Err", + "dal", + "crow", + "simple", + "cat" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "side", + "demos", + "tool", + "tail", + "HI", + "kick", + "sol", + "Select", + "Sol", + "dal", + "turbo", + "trading", + "select", + "truncate", + "Er", + "Green", + "simple", + "dad" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "select", + "tools", + "demos", + "Select", + "Green", + "side", + "sol", + "tool", + "trading", + "HI", + "linear", + "Sol", + "kick", + "tail", + "makan", + "godic" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "Select", + "fetch", + "subject", + "select", + "Green", + "common", + "felt", + "sus", + "soft", + "discussed", + "OOSE", + "calls", + "ITAS", + "tools", + "lives", + "greeting", + "otras", + "tattoo", + "borders", + "err" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "fetch", + "actor", + "replaced", + "common", + "Meals", + "tit", + "subject", + "ettle", + "sleeping", + "discuss", + "meetings", + "err", + "first", + "linear", + "movies", + "titles", + "retrieve", + "Resolve", + "Sergio", + "calls", + "Otto", + "borders" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "shot", + "eal", + "BAG", + "erat", + "DST", + "Partei", + "BCH", + "claw", + "ran", + "cushion", + "epin", + "Perf", + "Peck", + "step", + "hit", + "brush", + "essional", + "rikt", + "financeiros", + "tread", + "mom", + "ickey", + "irr" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "enem", + "golfer", + "cribable", + "boss", + "ierge", + "launcher", + "bety", + "politischen", + "commendable", + "angun", + "pickle", + "orith", + "odian", + "pick", + "department", + "butts", + "derd", + "abulary", + "iob", + "crowning", + "politische", + "theit", + "launcher", + "tsk", + "diosa" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "grud", + "ogado", + "punt", + "God", + "brus", + "bedingt", + "Holz", + "del", + "god", + "komp", + "rug", + "bedside", + "hrte", + "preservar", + "deka", + "ogie", + "ggen" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "prong", + "logical", + "logical", + "ques", + "logic", + "aisl", + "lus", + "logique", + "Als", + "Sliced", + "poste", + "Jug", + "wise", + "render", + "Das", + "Jahres", + "Donc", + "logic" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Stein", + "tti", + "wir", + "wz", + "knot", + "eci", + "spf", + "afect", + "tier", + "idium", + "podej", + "osp", + "Roh", + "Tus", + "duke", + "idic", + "rape", + "etically", + "Pfl", + "keer", + "centroid", + "bz", + "Jaz", + "Roh", + "dbg" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Trou", + "ilm", + "penj", + "contr" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "tensor", + "whiskers", + "andet", + "jets", + "Otherwise", + "Ext", + "slit", + "diketahui", + "diambil", + "tell", + "Peters", + "devtools", + "xii", + "sleep" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "However", + "Together", + "Extracts", + "Simultaneously", + "Similarly", + "Secondly", + "Conversely", + "Subsequently", + "latter", + "Afterward", + "Statistic", + "Other", + "extracts", + "meanwhile", + "nThe", + "This", + "Together", + "assessors", + "Yours", + "together", + "Details", + "Meanwhile", + "Except", + "Viewing", + "other", + "Indications", + "Extract" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Simultaneously", + "Consequently", + "However", + "meanwhile", + "Similarly", + "Other", + "Conversely", + "Consequently", + "Explain", + "This", + "Meanwhile", + "Compared", + "Subsequently", + "consequently", + "Others", + "Symptoms", + "However", + "Such", + "Few", + "simultaneously", + "Subsequent", + "Another", + "Other", + "Nevertheless", + "Simultaneous" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "However", + "Simultaneously", + "Consequently", + "Similarly", + "Consequently", + "This", + "During", + "Other", + "Another", + "Conversely", + "During", + "Observing", + "According", + "However", + "Observe", + "simultaneously", + "Explain", + "meanwhile", + "Examining", + "Other", + "Others", + "Bunun", + "Yours", + "Therefore", + "Except", + "Recently", + "Symptoms", + "Such", + "Another", + "consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Similarly", + "Consequently", + "Simultaneously", + "However", + "Conversely", + "conversely", + "During", + "Otherwise", + "This", + "Consequently", + "Recently", + "During", + "Likewise", + "Few", + "Observing", + "txt", + "Observe", + "Other", + "Alternatively", + "Therefore", + "Traditionally", + "Viewing", + "Examining", + "random", + "Recently", + "Secondly", + "Uh" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Meanwhile", + "Simultaneously", + "another", + "Similarly", + "Another", + "By", + "Such", + "conversely", + "Likewise", + "During", + "Therefore", + "meanwhile", + "Conversely", + "Few", + "Examining", + "Samples", + "mortem", + "During", + "othesis", + "Model", + "Other", + "Certain", + "versa", + "The", + "At", + "json", + "random", + "Equally", + "Another" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "This", + "Similarly", + "Another", + "meanwhile", + "During", + "Simultaneously", + "another", + "random", + "During", + "Likewise", + "Other", + "Another", + "mortem", + "Simulation", + "Conversely", + "members", + "Others", + "By", + "However", + "Equally", + "other", + "Therefore", + "Samples", + "othesis", + "Examining", + "bers", + "json" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Meanwhile", + "Similarly", + "Simulation", + "This", + "Another", + "Among", + "meanwhile", + "During", + "Other", + "achen", + "Simultaneously", + "IGATION", + "sb", + "Others", + "Secondly", + "Another", + "Imaging", + "ache", + "mortem", + "bers", + "During", + "enberg", + "imov", + "Information", + "imiter", + "Likewise" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Such", + "Instrument", + "Another", + "event", + "A", + "meet", + "Instruments", + "An", + "enter", + "It", + "empty", + "During", + "mortem", + "In", + "begin", + "ache", + "Simulation", + "ament", + "sub", + "imb", + "elementary", + "Based", + "For", + "random", + "open", + "black", + "exceptions", + "instrument", + "band", + "Standard" + ] + } + ], + "logit_surprising": [ + { + "concept": "fracture", + "score": 17.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "prong", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "on", + "output_checked": true + }, + { + "concept": "strain", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "high", + "output_checked": true + }, + { + "concept": "specimen", + "score": 8.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "ausge", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "An", + "output_checked": true + }, + { + "concept": "STRUCT", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "steel", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "on", + "output_checked": true + }, + { + "concept": "failure", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "ASTM", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "damage", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "CFRP", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "collapse", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "instrumento", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "instrument", + "output_checked": true + }, + { + "concept": "allows", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "test", + "output_checked": true + }, + { + "concept": "used", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "instrument", + "output_checked": true + }, + { + "concept": "around", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "ostat", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "on", + "output_checked": true + }, + { + "concept": "rele", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "onset", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "both", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "records", + "output_checked": true + }, + { + "concept": "compared", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "tests", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "test", + "output_checked": true + }, + { + "concept": "ASTM", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "An", + "output_checked": true + }, + { + "concept": "rat", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "regulation", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "ATTLE", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "local", + "output_checked": true + }, + { + "concept": "ROUT", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "Ked", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "viol", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "beat", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "high", + "output_checked": true + }, + { + "concept": "Boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "Yum", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "dissected", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "Deve", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "ips", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "Stein", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "came", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "webcam", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "test", + "output_checked": true + }, + { + "concept": "dilakukan", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "losses", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "localizada", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "portion", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "remaining", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "simulates", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "sample", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "rectangular", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "was", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "incidence", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "high", + "output_checked": true + }, + { + "concept": "impressive", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "kerusakan", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "necrosis", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "local", + "output_checked": true + }, + { + "concept": "disappears", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ligament", + "output_checked": true + }, + { + "concept": "anytime", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "An", + "output_checked": true + }, + { + "concept": "thermocouple", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ed", + "output_checked": true + }, + { + "concept": "brittle", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "ductile", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-notch-resistance-05__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-notch-resistance-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-notch-resistance-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-notch-resistance-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-notch-resistance-05__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Oxygen-rich high-temperature surface film 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A superalloy held in oxygen-bearing gas gains mass while developing a dense ceramic surface film whose thickness follows an approximately parabolic time dependence.", + "prompt_tail": "peralloy held in oxygen-bearing gas gains mass while developing a dense ceramic surface film whose thickness follows an approximately parabolic time dependence.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-hot-air-surface-layer-01", + "carrier_id": null, + "target_family": "hot-air-surface-layer", + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 2608, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 223 + }, + { + "label": "oxide", + "best_rank": 2016, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 1478 + }, + { + "label": "scale", + "best_rank": 3032, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 393 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "orry", + "furthermore", + "etc", + "ients", + "oraz", + "behalf", + "them", + "leness", + "asion", + "lle", + "hereby", + "therefor" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lle", + "d", + "ie", + "ial", + "iew", + "ii", + "thereof", + "wie", + "alike", + "bzw", + "standpoint", + "t", + "l", + "ion", + "ited", + "ients", + "zes", + "gonna", + "lli", + "them", + "wes", + "nto", + "ct", + "ue", + "ued", + "outh", + "ses", + "arie" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ients", + "thereof", + "lle", + "alike", + "bzw", + "d", + "ally", + "sowie", + "lli", + "al", + "ial", + "t", + "l", + "ue", + "iew", + "oraz", + "junto", + "efectu", + "ion", + "ct", + "ile", + "inal", + "via" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ients", + "thereof", + "herein", + "uate", + "wherein", + "pursuant", + "therein", + "thereto", + "heretofore", + "denominada", + "therefrom", + "demikian", + "presently", + "persons", + "wherein", + "proximate", + "ued", + "amente", + "concomitant", + "therewith", + "ledes", + "denominado", + "hereafter", + "abutting", + "ially", + "thereby" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "wherein", + "heretofore", + "forthwith", + "ients", + "uate", + "thereof", + "herein", + "resultant", + "presently", + "thereto", + "thence", + "therefrom", + "concomitant", + "extant", + "proximate", + "abutting", + "toward", + "util", + "pursuant", + "hitherto", + "appreciably", + "inasmuch", + "efectu", + "whereupon", + "stantially", + "oriented" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "wherein", + "characterized", + "concomit", + "presently", + "util", + "utilizing", + "employing", + "thereof", + "Util", + "utilized", + "consequently", + "thereafter", + "exhibiting", + "therefrom", + "demikian", + "wherein", + "thus", + "thereby", + "possesses", + "thereto", + "concomitant", + "ledes", + "toward", + "possessing", + "Concerning", + "concerning", + "subsequently", + "Nevertheless" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "concomit", + "characterized", + "concomitant", + "wherein", + "subsequently", + "util", + "employing", + "inhabiting", + "occurring", + "markedly", + "concurrently", + "thus", + "approximately", + "utilizing", + "Upon", + "heretofore", + "proximate", + "Approximately", + "discernible", + "necessitating", + "primarily", + "thereafter", + "exhibiting", + "emanating", + "primarily", + "circa", + "notable", + "predominantly", + "thereto", + "protracted", + "characteristic" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "concomit", + "concomitant", + "thus", + "thereby", + "characterized", + "characteristic", + "occurring", + "hitherto", + "thereof", + "thereto", + "wherein", + "concurrently", + "commencing", + "heretofore", + "whereupon", + "compositional", + "toward", + "markedly", + "coloration", + "resultant", + "therefrom", + "extant", + "considerable", + "likewise", + "presently", + "itatively", + "annum", + "furthermore", + "thence", + "occasioned", + "indistinct", + "observed" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "nascent", + "concomit", + "concomitant", + "characteristic", + "periodicity", + "emerging", + "culminating", + "burgeoning", + "incipient", + "irrespective", + "commencing", + "subsequently", + "viscoelastic", + "precisely", + "asymptotic", + "invariably", + "asymptotically", + "quiescent", + "subsequent", + "accelerating", + "rectilinear", + "observed", + "characterized", + "successive", + "resultant", + "indicative", + "coales", + "necessitating", + "oscillating", + "oscillatory", + "coalescence", + "Subsequently" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "observed", + "observable", + "asymptotic", + "asymptotically", + "observational", + "viscoelastic", + "empirical", + "spectroscopic", + "empirically", + "observed", + "deceler", + "periodicity", + "nascent", + "characteristic", + "observation", + "spectrosc", + "accret", + "accretion", + "concomitant", + "incipient", + "observable", + "cumulative", + "radiative", + "accelerating", + "osserv", + "qualitatively", + "ymptotic", + "observ", + "observations", + "successive" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "observable", + "empirical", + "asymptotic", + "observational", + "logarithmic", + "asymptotically", + "empirically", + "observed", + "deceler", + "observable", + "observation", + "accelerating", + "quantitatively", + "osserv", + "periodicity", + "viscoelastic", + "ymptotic", + "sinusoid", + "characteristic", + "accretion", + "accret", + "sinusoidal", + "curvil", + "geometrically", + "incrementally", + "quantifiable", + "observ", + "analogous" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "observed", + "accelerating", + "observable", + "asymptotic", + "asymptotically", + "metastable", + "observed", + "periodicity", + "deceler", + "sinusoid", + "stabilization", + "sinusoidal", + "osserv", + "oscillatory", + "sustained", + "cyclic", + "logarithmic", + "accumulating", + "observable", + "viscoelastic", + "senescence", + "correl", + "observations", + "longitudinal", + "empirical", + "successive", + "physiological", + "accelerated", + "observational" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "observed", + "observed", + "periodicity", + "sinusoid", + "observable", + "anomalous", + "empirically", + "iteratively", + "characteristic", + "accelerating", + "sinusoidal", + "asymptotically", + "hypothesized", + "characteristics", + "peculiar", + "empirical", + "fractal", + "sequentially", + "quantitatively", + "metastable", + "characterizing", + "larval", + "microstructure", + "superimposed", + "monotonically", + "oscillatory", + "deceler", + "rectilinear", + "hypothesize", + "characterized", + "continuously", + "linearly" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "observed", + "observed", + "observable", + "noticeable", + "anomalous", + "metastable", + "Observation", + "periodicity", + "sinusoid", + "characteristic", + "peculiar", + "detectable", + "sinusoidal", + "osserv", + "empirically", + "Observed", + "rectilinear", + "characteristics", + "specimen", + "exhibiting", + "differentiable", + "asymptotically", + "characterizing", + "hypothesized", + "microstructure", + "conjectured" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "reportedly", + "photographs", + "publicly", + "commentators", + "documentary", + "subsequently", + "advertisements", + "Suddenly", + "simultaneously", + "primarily", + "Eventually", + "Suddenly", + "During", + "Ultimately", + "several", + "Eventually", + "Subsequently", + "Ultimately", + "eventually", + "allegedly", + "notably", + "proponents", + "commentaries", + "ultimately", + "photographic", + "cinematography", + "supposedly", + "demonstrations", + "purportedly" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "During", + "simultaneously", + "Furthermore", + "During", + "Eventually", + "Simultaneously", + "Subsequently", + "this", + "reportedly", + "Recently", + "Eventually", + "Suddenly", + "Afterwards", + "Conversely", + "Ultimately", + "concurrently", + "According", + "Furthermore", + "Suddenly", + "questions", + "commentary", + "Subsequently", + "propositions", + "Ultimately", + "reports", + "statements", + "representations", + "Later", + "Recently", + "this", + "recently", + "publicly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "this", + "During", + "Furthermore", + "During", + "simultaneously", + "Simultaneously", + "Conversely", + "Initially", + "Conversely", + "Similarly", + "Eventually", + "concurrently", + "Initially", + "initially", + "Similarly", + "Afterwards", + "This", + "begins", + "examples", + "furthermore", + "conversely", + "According", + "Furthermore", + "Subsequently", + "Suddenly", + "Eventually", + "this", + "during", + "According", + "Meanwhile", + "Ultimately", + "They" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "this", + "During", + "During", + "this", + "meanwhile", + "This", + "these", + "furthermore", + "Initially", + "conversely", + "This", + "Initially", + "Simultaneously", + "lately", + "When", + "When", + "Meanwhile", + "Dieser", + "Afterwards", + "the", + "These", + "initially", + "Its", + "Eventually", + "theirs", + "during" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "this", + "This", + "this", + "This", + "During", + "During", + "Its", + "meanwhile", + "Its", + "Initially", + "Lately", + "Meanwhile", + "lately", + "how", + "Their", + "Their", + "Afterwards", + "Recently", + "Details", + "Details", + "Initially" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "During", + "During", + "This", + "What", + "Meanwhile", + "Consequently", + "Recently", + "Initially", + "When", + "Initially", + "Consequently", + "What", + "Lately", + "Therefore", + "Its", + "Compared", + "Its", + "There", + "How", + "Along", + "Conversely", + "Conversely", + "nThe", + "The", + "This", + "Here", + "Their", + "Hence", + "Furthermore", + "Upon", + "Recently", + "Recent" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "During", + "What", + "During", + "Initially", + "When", + "Recently", + "Consequently", + "What", + "Therefore", + "Its", + "Meanwhile", + "Its", + "Initially", + "How", + "Why", + "The", + "This", + "Consequently", + "Lately", + "Upon", + "nThe", + "When", + "Recently", + "Historically", + "Hence", + "Compared", + "Their", + "Recent", + "After", + "Specifically", + "Both" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "During", + "This", + "During", + "Consequently", + "Furthermore", + "Specifically", + "Therefore", + "Hence", + "Below", + "Historically", + "Upon", + "Consequently", + "What", + "When", + "Conversely", + "Recently", + "Initially", + "Both", + "Similarly", + "Initially", + "Simultaneously", + "The", + "Meanwhile", + "Determine", + "Conversely", + "Historically", + "Again", + "Secondly", + "nThe", + "However", + "Here", + "Unless" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "During", + "During", + "Specifically", + "Initially", + "Therefore", + "Both", + "Recently", + "This", + "Upon", + "Below", + "Simultaneously", + "Both", + "Specifically", + "Given", + "Meanwhile", + "Consequently", + "Assuming", + "When", + "Recently", + "Hence", + "Determine", + "experimentally", + "Initially", + "Disp", + "Considering", + "Historically", + "What", + "Consequently", + "Lately", + "Previously" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "During", + "Therefore", + "During", + "Specifically", + "Consequently", + "Upon", + "Recently", + "Below", + "Both", + "This", + "Assuming", + "Simultaneously", + "When", + "Initially", + "What", + "experimentally", + "Considering", + "Given", + "Hence", + "Meanwhile", + "Both", + "THAN", + "Consequently", + "Determine", + "Historically", + "Specifically", + "Lately", + "Initially", + "Acting", + "Recently", + "Analyzing" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Specifically", + "Initially", + "Initially", + "Simultaneously", + "Below", + "Considering", + "Analyzing", + "During", + "Upon", + "Given", + "Both", + "Acting", + "What", + "Consequently", + "Researchers", + "Observing", + "When", + "ackle", + "This", + "Determine", + "Experimental", + "Thermodynamics", + "Secondly", + "Specifically", + "During", + "Recently", + "The", + "Therefore", + "Until", + "Along", + "experimentally" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Specifically", + "When", + "In", + "Initially", + "For", + "During", + "Upon", + "By", + "Given", + "Starting", + "At", + "Under", + "Below", + "Gas", + "Assuming", + "As", + "Initial", + "What", + "Consider", + "Let", + "To", + "After", + "Both", + "Thickness", + "Think", + "Since", + "Assume", + "Simultaneously", + "Oxygen", + "A" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 127736, + 88417, + 84504, + 25301, + 38532, + 77294, + 39345, + 55380, + 47691, + 10572, + 10466, + 5477, + 13871, + 10839, + 15037, + 18163, + 47283, + 52139, + 80185, + 6582, + 6396, + 2609, + 5282, + 5090, + 1370, + 109 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 12303, + 13431, + 26881, + 27211, + 26175, + 41667, + 70028, + 20205, + 17834, + 2997, + 4935, + 10549, + 28589, + 41065, + 132429, + 143912, + 172588, + 132118, + 29585, + 4112, + 2017, + 3355, + 8815, + 5805, + 317, + 398 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 81676, + 13353, + 27933, + 145968, + 74799, + 93161, + 47977, + 23643, + 11475, + 23031, + 9865, + 8478, + 12916, + 29063, + 130369, + 107662, + 49274, + 24745, + 13817, + 16261, + 18935, + 13675, + 3033, + 3119, + 3092, + 2751 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 132820, + 169776, + 195556, + 77820, + 65941, + 206754, + 165902, + 204538, + 115673, + 224, + 690, + 730, + 3751, + 4278 + ] + }, + { + "label": "oxide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 95547, + 111587, + 154417, + 201502, + 1561, + 10189, + 112828, + 161619, + 23926, + 1479, + 3819, + 14562, + 63730, + 41745 + ] + }, + { + "label": "scale", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 7002, + 83246, + 85847, + 124200, + 201877, + 236456, + 203429, + 137013, + 20272, + 8455, + 63569, + 14784, + 454, + 394 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 16.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "super", + "output_checked": true + }, + { + "concept": "during", + "score": 14.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "dependence", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "became", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "exponential", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "an", + "output_checked": true + }, + { + "concept": "layer", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "atmosphere", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "bearing", + "output_checked": true + }, + { + "concept": "observed", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 7.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "oxide", + "score": 6.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "several", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "gains", + "output_checked": true + }, + { + "concept": "designed", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "undergoing", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "while", + "output_checked": true + }, + { + "concept": "was", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "characteristics", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "temperature", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "accret", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "quadratic", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "duration", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "time", + "output_checked": true + }, + { + "concept": "progression", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "time", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "composition", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "oxidizing", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "concomitant", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "stationary", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "quarters", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "bearing", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "simultaneously", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "while", + "output_checked": true + }, + { + "concept": "increased", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "this", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "environments", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "bearing", + "output_checked": true + }, + { + "concept": "significant", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "grows", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "thickness", + "output_checked": true + }, + { + "concept": "During", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "shape", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "held", + "output_checked": true + }, + { + "concept": "rich", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "rapidly", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "under", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "film", + "output_checked": true + }, + { + "concept": "law", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "follows", + "output_checked": true + }, + { + "concept": "linear", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "nascent", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "mineral", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "impervious", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "asymptotic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "follows", + "output_checked": true + }, + { + "concept": "metal", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "coating", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "polymeric", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "film", + "output_checked": true + }, + { + "concept": "amazing", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "super", + "output_checked": true + }, + { + "concept": "During", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "underwent", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "increasingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "gains", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "super", + "output_checked": true + }, + { + "concept": "trajectory", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "pattern", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "time", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "superstructure", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "logarithmic", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "hostage", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "held", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "growth", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "increases", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "thickness", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "Kwa", + "ervan", + "quantos", + "Hail", + "wand", + "undos", + "anque", + "diagonal", + "punkte", + "yclerView", + "ynitrite" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "Catt", + "tons", + "trem", + "gr", + "lev", + "Beg", + "rid", + "Mannes", + "grac", + "Reis", + "pres", + "Proc", + "Cann", + "opat", + "Gall", + "mamy", + "Tons", + "blot", + "ebo", + "Pres" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "Beg", + "trem", + "grac", + "gr", + "tons", + "Catt", + "Pres", + "acid", + "rock", + "Cann", + "throws", + "intang", + "tfrac", + "lev" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "tfrac", + "essional", + "chal", + "dre", + "glob", + "Beg", + "alk", + "reu", + "Hus", + "Reis", + "byt", + "ilg", + "ilj", + "Gal", + "Fam", + "olyte", + "zd", + "Sure" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "essional", + "tfrac", + "Reis", + "tene", + "ago", + "dre", + "dip", + "Mani", + "byt", + "tons", + "Gal", + "glob", + "blot", + "inex", + "Fig", + "Beet", + "Durch", + "dim", + "yli" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "Vo", + "VERE", + "Su", + "illing", + "hely", + "yn", + "rem", + "idence", + "oben", + "olare", + "orel", + "Zy", + "Gesetz", + "Rem", + "Sed", + "ORS", + "ingen", + "icot" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "kick", + "tools", + "side", + "sol", + "tool", + "Green", + "HI", + "duct", + "Sol", + "remen", + "kick", + "Er", + "dal", + "nop", + "ual", + "rem", + "ORS", + "dad", + "demos", + "Mau", + "cares" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "kick", + "tools", + "tool", + "side", + "Green", + "tail", + "simple", + "demos", + "dad", + "Zealand", + "HI", + "rem", + "duct", + "model", + "sol", + "dal", + "remen", + "kick", + "pipeline", + "nop", + "truncate" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "Green", + "kick", + "nop", + "sol", + "record", + "remen", + "uct", + "tools", + "demos", + "tool", + "Sol", + "mech", + "tail", + "serial", + "rem", + "Select" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "sus", + "common", + "Green", + "cdots", + "lives", + "greet", + "switch", + "idyl", + "remen", + "OOSE", + "linear", + "greeting", + "ae", + "dynamic", + "ettle", + "Greeting", + "tattoo", + "fetch" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "greeting", + "switch", + "greet", + "Greet", + "detail", + "traits", + "ettle", + "cereal", + "Otto", + "common", + "trait", + "diet", + "snooze", + "idyl", + "Listener", + "meetings", + "phospholipid" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "beats", + "Beat", + "beats", + "backpacks", + "anders", + "step", + "PAS", + "wij", + "argaan", + "odora", + "eres", + "rion", + "oders", + "BAG", + "stit" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "iob", + "kulit", + "playlists", + "phospholip", + "backlit", + "reheat", + "cribable", + "cama", + "buyout", + "nouve", + "httpClient", + "httpClient" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "assol", + "gor", + "god", + "biet", + "rotz", + "outdoor", + "blas", + "brus", + "oggetti", + "grudge", + "labores", + "datar", + "owes" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "segi", + "weib", + "Rew", + "ausge", + "Ber", + "pebb", + "largement", + "Mam", + "kec", + "tier", + "recor", + "prong", + "semestre", + "Sul", + "Als", + "Roh", + "poste" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "ectors", + "halk", + "afect", + "ospel", + "berp", + "Roh", + "welt", + "argument", + "idium", + "argumentation", + "sped", + "azimuth", + "segi", + "argue", + "tti", + "tier", + "Versions", + "osp", + "wir", + "argument", + "kata", + "Roh", + "Agu" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "parametr", + "kernel", + "oms", + "baik", + "okt", + "parquet", + "flo", + "parall", + "mediana", + "halk", + "paramet", + "ectors" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "pytorch", + "Ext", + "unsplash", + "tensor", + "whiskers", + "Meanwhile", + "diambil" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "this", + "This", + "Simultaneously", + "What", + "Meanwhile", + "Along", + "Lately", + "Initially", + "Compared", + "Estimate", + "clen", + "Initially", + "Troubles", + "What", + "Details", + "Calculate", + "alike", + "Assume", + "Other", + "Finally", + "Here", + "During", + "Please" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Initially", + "Simultaneously", + "During", + "Initially", + "Subsequently", + "During", + "Consequently", + "Explain", + "Meanwhile", + "What", + "Similarly", + "Assume", + "Compared", + "Afterward", + "Early", + "Subsequent", + "Lately", + "This", + "Its", + "Estimate", + "Initial", + "Early", + "Observe", + "Explain", + "Allow" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Initially", + "Initially", + "Similarly", + "During", + "During", + "This", + "Subsequently", + "What", + "Recently", + "Historically", + "Lately", + "Whose", + "What", + "Assume", + "Specifically", + "Explain", + "Simultaneously", + "Its", + "Meanwhile", + "Recently", + "Observe", + "Initial", + "Consequently", + "Its", + "Analyze", + "Both", + "clen", + "Subsequent" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "During", + "During", + "Initially", + "Similarly", + "Initially", + "Specifically", + "Simultaneously", + "Historically", + "This", + "Specifically", + "Previously", + "Upon", + "Consequently", + "Otherwise", + "Along", + "Furthermore", + "Similar", + "Originally", + "Subsequently", + "Both", + "Conversely", + "Therefore", + "clen", + "Unlike", + "Recently", + "Normally", + "Historically", + "Repeat", + "Traditionally", + "Assume", + "Under" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Specifically", + "This", + "During", + "Simultaneously", + "Initially", + "During", + "Both", + "Along", + "Initially", + "Assuming", + "Specifically", + "Meanwhile", + "Consider", + "Historically", + "Therefore", + "Otherwise", + "Unlike", + "Imagine", + "What", + "Upon", + "Assume", + "Repeat", + "When", + "Again", + "Both", + "Certain", + "Previously", + "Similar", + "Recently", + "Judging", + "Unless", + "Only" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "During", + "Both", + "Specifically", + "Assuming", + "Consider", + "What", + "During", + "Along", + "Simultaneously", + "Initially", + "Therefore", + "Initially", + "Meanwhile", + "When", + "The", + "Upon", + "Assume", + "Similarly", + "This", + "Below", + "Historically", + "Imagine", + "Otherwise", + "Unlike", + "Repeat", + "By", + "Like", + "Before", + "Both", + "Consequently", + "Unless" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Specifically", + "Initially", + "During", + "Initially", + "What", + "Below", + "Both", + "Consider", + "Assuming", + "Historically", + "Simultaneously", + "When", + "Like", + "During", + "Along", + "Therefore", + "Until", + "Considering", + "The", + "Throughout", + "Recently", + "ackle", + "Specifically", + "Again", + "Given", + "Until", + "Previously", + "Following", + "Upon", + "Consequently", + "Those" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Specifically", + "When", + "During", + "Initially", + "In", + "What", + "For", + "Consider", + "Starting", + "As", + "Below", + "Think", + "Let", + "Since", + "Such", + "At", + "Assume", + "Assuming", + "Like", + "Both", + "Along", + "By", + "Upon", + "These", + "Early", + "While", + "How", + "His", + "After", + "Under" + ] + } + ], + "logit_surprising": [ + { + "concept": "exponential", + "score": 11.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "follows", + "output_checked": true + }, + { + "concept": "atmosphere", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "bearing", + "output_checked": true + }, + { + "concept": "layer", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "gains", + "output_checked": true + }, + { + "concept": "ausge", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "oxide", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "rapidly", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "coating", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "increases", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "thickness", + "output_checked": true + }, + { + "concept": "grows", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "thickness", + "output_checked": true + }, + { + "concept": "linear", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "progression", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "designed", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "shape", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "held", + "output_checked": true + }, + { + "concept": "heating", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "while", + "output_checked": true + }, + { + "concept": "under", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "film", + "output_checked": true + }, + { + "concept": "composition", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "law", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "follows", + "output_checked": true + }, + { + "concept": "growth", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "dieu", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "duke", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "Stein", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "serp", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "time", + "output_checked": true + }, + { + "concept": "contents", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "undergoing", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "while", + "output_checked": true + }, + { + "concept": "patina", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "rich", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "during", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "dependence", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "dietary", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "while", + "output_checked": true + }, + { + "concept": "dra", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "klad", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "PAS", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "beats", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "HTTPException", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "super", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "replay", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "rage", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "gains", + "output_checked": true + }, + { + "concept": "ricost", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "rozs", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "lengkap", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "held", + "output_checked": true + }, + { + "concept": "beat", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "parabolic", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "sebe", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "gains", + "output_checked": true + }, + { + "concept": "selv", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "developing", + "output_checked": true + }, + { + "concept": "Dunk", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "thickness", + "output_checked": true + }, + { + "concept": "Kaz", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "reverence", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "cev", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "gains", + "output_checked": true + }, + { + "concept": "espon", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "film", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "thickness", + "output_checked": true + }, + { + "concept": "baik", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "vier", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "an", + "output_checked": true + }, + { + "concept": "CAF", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "super", + "output_checked": true + }, + { + "concept": "datasheet", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "withstand", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "gas", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-hot-air-surface-layer-01__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-hot-air-surface-layer-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-hot-air-surface-layer-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-hot-air-surface-layer-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-hot-air-surface-layer-01__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Oxygen-rich high-temperature surface film 2", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Long furnace exposure covers a steel coupon with several brittle oxygen-rich layers. Continued growth requires ions to cross the existing reaction product.", + "prompt_tail": "Long furnace exposure covers a steel coupon with several brittle oxygen-rich layers. Continued growth requires ions to cross the existing reaction product.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-hot-air-surface-layer-02", + "carrier_id": null, + "target_family": "hot-air-surface-layer", + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 1739, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 12 + }, + { + "label": "oxide", + "best_rank": 604, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 351 + }, + { + "label": "scale", + "best_rank": 24559, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 2340 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "leness", + "them", + "orry", + "lle", + "iken", + "furthermore", + "arl", + "oses", + "accordingly", + "ammed", + "hereby", + "therefor", + "ossen" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "sic", + "ients", + "lle", + "etc", + "arie", + "eded", + "leness", + "zis", + "lly", + "d", + "ie", + "ued", + "thereof", + "nto", + "t", + "ited", + "ided", + "outh", + "ii", + "fty", + "ses", + "persons", + "dia", + "nty", + "standpoint", + "gement", + "wes" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "etc", + "sic", + "etc", + "ients", + "lle", + "persons", + "dll", + "ie", + "outh", + "atre", + "hence", + "basically", + "thereof", + "anybody", + "wie", + "yaitu", + "arie", + "ieur", + "nty", + "eded", + "leness", + "gement", + "aray", + "anty", + "nig", + "zis", + "lly" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "herein", + "thereto", + "sic", + "ued", + "thereof", + "pursuant", + "persons", + "psis", + "ients", + "persons", + "therein", + "thereon", + "hereto", + "uate", + "lle", + "maupun", + "hereafter", + "heretofore", + "therewith", + "zis" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "sic", + "herein", + "thereto", + "persons", + "hereto", + "heretofore", + "forthwith", + "ided", + "ients", + "therefore", + "uate", + "thereof", + "wherein", + "pursuant", + "whereby", + "presently", + "thence", + "whereupon", + "ued", + "unto", + "herewith", + "occur", + "thus", + "thereby", + "resultant" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "therefore", + "wherein", + "whereby", + "thereto", + "furthermore", + "whereupon", + "upon", + "persons", + "Furthermore", + "thereby", + "whilst", + "presently", + "which", + "Upon", + "therefore", + "sic", + "Concerning", + "Upon", + "Furthermore", + "thus" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "whilst", + "thereto", + "upon", + "however", + "therefore", + "toward", + "gonna", + "unto", + "whereby", + "whereupon", + "persons", + "thereof", + "wherein", + "that", + "where", + "thus", + "although", + "herein", + "presently", + "standpoint", + "thru", + "sic", + "awhile", + "while", + "thereby", + "sometime" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "gonna", + "presently", + "furthermore", + "thereto", + "Presently", + "meanwhile", + "sometime", + "lastly", + "aneous", + "thereby", + "alike", + "standpoint", + "sic", + "which", + "whereas", + "eway", + "ieur", + "gotta", + "thus", + "persons", + "namely", + "somebody", + "lle", + "acin", + "lately", + "lli" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "gotta", + "gonna", + "neath", + "Presently", + "ain", + "furthermore", + "chemist", + "yeah", + "lastly", + "layer", + "wat", + "olite", + "umo", + "enite", + "ium", + "barrier", + "Osm", + "aminar", + "nor", + "thereby", + "namely", + "oxide", + "herm", + "presently", + "ANIUM", + "liet", + "ion" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "barrier", + "penetrating", + "tunneling", + "layer", + "Barrier", + "permeable", + "blockage", + "barrier", + "impermeable", + "permeability", + "porous", + "substrate", + "penetrate", + "imperme", + "subsurface", + "chemically", + "boundary", + "surface", + "distal", + "porosity", + "impervious", + "perpendicularly", + "Barrier", + "tunnel", + "breakthrough", + "crossing", + "plast", + "interlayer" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "barrier", + "blockage", + "penetrating", + "Barrier", + "barrier", + "layer", + "permeable", + "tunneling", + "impermeable", + "impervious", + "penetrate", + "perpendicularly", + "permeability", + "boundary", + "porous", + "chemically", + "Barrier", + "perpendicular", + "obstacle", + "imperme", + "subsurface", + "substrate", + "barriers", + "advancing", + "layer", + "surface", + "Layer", + "crossing", + "breakthrough", + "obstruction" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "barrier", + "blockage", + "Barrier", + "obstacles", + "penetrating", + "obstacle", + "advancing", + "barrier", + "overcome", + "overcoming", + "subsurface", + "tunneling", + "Barrier", + "perpendicularly", + "challenge", + "challenge", + "layer", + "breakthrough", + "permeability", + "penetrate", + "sfida", + "impermeable", + "Challeng" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "successive", + "advancing", + "necessity", + "successively", + "increasing", + "advances", + "necessarily", + "barrier", + "blockage", + "layer", + "challenge", + "overcome", + "obstacles", + "obstacle", + "continually", + "Necess", + "interlayer", + "Advances", + "necess", + "forcing" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "obstacles", + "Crossing", + "itherto", + "Crossing", + "crossing", + "Incoming", + "obstacle", + "overcome", + "PROBLEM", + "sfida", + "impasse" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "necessitating", + "further", + "necessity", + "several", + "increasingly", + "culminating", + "Consequently", + "needing", + "various", + "significantly", + "ultimately", + "ensuring", + "requiring", + "influencing", + "Ultimately", + "Ultimately", + "confronting", + "escalating", + "demonstrating", + "Consequently", + "furthering", + "supporting", + "showcasing", + "necessary", + "Furthermore", + "contributing", + "impacting", + "necessities", + "significant", + "experimentation", + "navigating", + "ensuing" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "Furthermore", + "furthermore", + "Consequently", + "whereas", + "Meanwhile", + "Conversely", + "Ultimately", + "Ultimately", + "Conversely", + "further", + "therefore", + "Similarly", + "consequently", + "Eventually", + "Subsequently", + "This", + "Therefore", + "Further", + "During", + "ultimately", + "Therefore", + "Later", + "likewise", + "Moreover", + "Similarly", + "meanwhile", + "Likewise", + "Certainly", + "Eventually" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "conversely", + "whereas", + "Furthermore", + "Similarly", + "Consequently", + "Similarly", + "meanwhile", + "Conversely", + "Conversely", + "similarly", + "Meanwhile", + "consequently", + "likewise", + "Furthermore", + "Consequently", + "while", + "therefore", + "Likewise", + "Subsequently", + "During", + "thereby", + "subsequently", + "accordingly", + "Eventually", + "Secondly", + "Ultimately", + "correspondingly", + "This", + "further", + "Therefore", + "examples" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "conversely", + "meanwhile", + "furthermore", + "therefore", + "Conversely", + "Conversely", + "while", + "whereas", + "Similarly", + "Meanwhile", + "consequently", + "Furthermore", + "accordingly", + "similarly", + "likewise", + "Similarly", + "tandis", + "While", + "mientras", + "Furthermore", + "Likewise", + "secondly", + "Equally", + "thus", + "While", + "During", + "whilst", + "Consequently", + "Therefore", + "During", + "Therefore" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "conversely", + "Meanwhile", + "Conversely", + "Conversely", + "therefore", + "Meanwhile", + "Consequently", + "tandis", + "furthermore", + "Consequently", + "thus", + "Yet", + "Thus", + "Similarly", + "accordingly", + "mientras", + "consequently", + "Yet", + "Likewise", + "enquanto", + "Thus", + "hence", + "whereas", + "Similarly", + "While", + "Therefore", + "While", + "Therefore" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Consequently", + "meanwhile", + "Conversely", + "conversely", + "Conversely", + "Consequently", + "Similarly", + "furthermore", + "Furthermore", + "accordingly", + "Meanwhile", + "consequently", + "Likewise", + "Therefore", + "During", + "Similarly", + "This", + "While", + "Moreover", + "therefore", + "lately", + "Recent", + "Moreover", + "Their", + "whereas", + "During", + "Nevertheless", + "Furthermore", + "Nonetheless" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Meanwhile", + "Consequently", + "Conversely", + "meanwhile", + "conversely", + "Similarly", + "Consequently", + "Conversely", + "furthermore", + "This", + "Furthermore", + "Therefore", + "While", + "accordingly", + "Recent", + "Likewise", + "Meanwhile", + "During", + "Each", + "therefore", + "Similarly", + "consequently", + "Recently", + "Their", + "During", + "Moreover", + "lately", + "Its", + "Yet", + "Unless", + "Regardless" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Furthermore", + "Consequently", + "Conversely", + "conversely", + "Likewise", + "Conversely", + "Meanwhile", + "Consequently", + "Similarly", + "furthermore", + "This", + "Therefore", + "Secondly", + "However", + "Each", + "Hence", + "Furthermore", + "While", + "Dieser", + "LessThan", + "Unless", + "sequent", + "Thus", + "During", + "Moreover", + "Sometimes", + "Whether", + "Alternatively", + "Its", + "Likewise" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "Therefore", + "meanwhile", + "Consequently", + "Secondly", + "balls", + "Similarly", + "Another", + "Meanwhile", + "Consequently", + "Furthermore", + "This", + "Therefore", + "Conversely", + "Mere", + "Abl", + "conversely", + "Subs", + "Another", + "Likewise", + "Unless", + "Streams", + "Secondly", + "therefore", + "Such" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Therefore", + "Consequently", + "Meanwhile", + "Another", + "Secondly", + "meanwhile", + "Furthermore", + "Similarly", + "Perhaps", + "balls", + "Whereas", + "Unless", + "Consequently", + "ENDING", + "ICAL", + "furthermore", + "This", + "Another", + "Naturally", + "Unless", + "THAN", + "Subs", + "therefore", + "consequ", + "Repeat", + "Subsequent" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "Secondly", + "Seeking", + "Another", + "Determination", + "Therefore", + "Considering", + "Meanwhile", + "meanwhile", + "GENER", + "Allow", + "Naturally", + "Dependence", + "Selecting", + "Furthermore", + "ILL", + "balls", + "MORE", + "UMENT", + "ATHER", + "ARDS", + "THAN", + "IMUM", + "GENER", + "POE" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "This", + "For", + "Continuous", + "Continuous", + "bl", + "Abl", + "The", + "For", + "More", + "Furthermore", + "More", + "A", + "Unknown", + "In", + "Long", + "Unknown", + "When", + "It", + "Another", + "blank", + "Thermal", + "Long", + "end", + "Such", + "To", + "By", + "Thermal", + "In", + "black" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 90651, + 31330, + 23201, + 10827, + 28327, + 14476, + 9727, + 16132, + 1801, + 1541, + 1740, + 2116, + 5493, + 68101, + 44386, + 74141, + 51358, + 37420, + 72657, + 19378, + 18314, + 15428, + 25123, + 18159, + 3048, + 1069 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 15351, + 7742, + 4484, + 15147, + 22803, + 12514, + 1471, + 1458, + 31, + 212, + 605, + 1956, + 7193, + 76465, + 185121, + 192632, + 150205, + 78370, + 48910, + 3892, + 4073, + 2091, + 54584, + 34815, + 3735, + 4096 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 79009, + 14762, + 15724, + 137154, + 121743, + 99910, + 32887, + 70844, + 70008, + 85796, + 84736, + 71827, + 71232, + 161671, + 35911, + 44639, + 33551, + 41000, + 58735, + 58195, + 68858, + 93750, + 42996, + 24560, + 63731, + 11083 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 159720, + 200169, + 196998, + 144621, + 140175, + 157397, + 124715, + 124374, + 28309, + 16, + 13, + 17, + 33, + 22 + ] + }, + { + "label": "oxide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 175834, + 169411, + 164486, + 145346, + 8224, + 22871, + 157627, + 152034, + 86532, + 352, + 579, + 405, + 1121, + 738 + ] + }, + { + "label": "scale", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 4783, + 2341, + 44934, + 115080, + 104698, + 193383, + 160645, + 63523, + 20329, + 7103, + 13325, + 5673, + 2671, + 2718 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "oxide", + "score": 9.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "product", + "output_checked": true + }, + { + "concept": "elements", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "because", + "score": 8.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "which", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "furnace", + "output_checked": true + }, + { + "concept": "further", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "growth", + "output_checked": true + }, + { + "concept": "barriers", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "various", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "during", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "These", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "heat", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "barrier", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "oxides", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "specimen", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "exposed", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "arms", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "began", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "furnace", + "output_checked": true + }, + { + "concept": "these", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "dioxide", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "nutrients", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "coverage", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "chemical", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "resulted", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "growth", + "output_checked": true + }, + { + "concept": "penetrate", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "to", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "heating", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "wide", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "alloys", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "deposited", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "layers", + "output_checked": true + }, + { + "concept": "diffusing", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ions", + "output_checked": true + }, + { + "concept": "migrate", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "to", + "output_checked": true + }, + { + "concept": "accelerates", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "carcinogenic", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "permeable", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "chemically", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "product", + "output_checked": true + }, + { + "concept": "photographed", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "specimens", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "several", + "output_checked": true + }, + { + "concept": "minerals", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "expansion", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "growth", + "output_checked": true + }, + { + "concept": "interlayer", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "territory", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Continued", + "output_checked": true + }, + { + "concept": "Again", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Long", + "output_checked": true + }, + { + "concept": "examples", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "conversely", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "additional", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "requires", + "output_checked": true + }, + { + "concept": "capable", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ions", + "output_checked": true + }, + { + "concept": "timeframe", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "continues", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "growth", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "that", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "layers", + "output_checked": true + }, + { + "concept": "from", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ions", + "output_checked": true + }, + { + "concept": "longest", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "Long", + "output_checked": true + }, + { + "concept": "longer", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "alloy", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "coatings", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "areas", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "assayed", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "uniform", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "with", + "output_checked": true + }, + { + "concept": "youngsters", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "several", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "ervan", + "trump", + "Hail", + "ynitrite", + "quantos", + "yclerView", + "wand", + "undos", + "punkte", + "Kwa", + "addRow" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "lev", + "rid", + "Sob", + "stir", + "grac", + "trem", + "opat", + "dim", + "Beg", + "pres", + "Prote", + "Bog", + "gham", + "dre", + "Cann", + "reu", + "snag", + "Blanch", + "ago", + "Yuk", + "resc" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "lev", + "rid", + "tons", + "reu", + "Reis", + "gham", + "Pres", + "stir", + "Av", + "mou", + "Lang", + "Rid", + "ums", + "bab", + "pres", + "tens", + "Sob", + "opat", + "Sue", + "Beg", + "Stol" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "champ", + "lev", + "Reis", + "alk", + "noch", + "ago", + "tun", + "onn", + "Sob", + "ilda", + "chal", + "tfrac", + "olas", + "ilj", + "dim", + "dim", + "essional", + "ilg", + "reu", + "Sod", + "def", + "Kam" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "chap", + "lev", + "grac", + "dim", + "champ", + "ilers", + "ago", + "rid", + "chap", + "chal", + "riv", + "olyte", + "hler", + "muut", + "Bens", + "Tit", + "ilj" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "Su", + "WOR", + "idence", + "rem", + "Sed", + "hst", + "Vo", + "yn", + "atus", + "VERE", + "su", + "ORS", + "oben", + "sn", + "susp", + "wyst", + "side", + "ae", + "CV", + "tit", + "sning" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "trading", + "side", + "sol", + "kick", + "HI", + "tools", + "tool", + "dad", + "Green", + "multiple", + "don", + "Vo", + "Vo", + "demos", + "simple", + "bro", + "tail", + "Kunde", + "atus", + "hint", + "dental", + "Er" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "sol", + "tool", + "side", + "trading", + "kick", + "tail", + "HI", + "das", + "Vo", + "rem", + "MI", + "Green", + "nas", + "simple", + "dess", + "multiple", + "lives", + "Sol", + "Vo", + "oplankton", + "remen", + "cares", + "Me", + "demos", + "time" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "sol", + "side", + "Sol", + "tool", + "tools", + "remen", + "kick", + "rem", + "atus", + "Green", + "record", + "HI", + "trading", + "tail", + "tract", + "lives", + "cares", + "Select", + "simple", + "Me", + "select", + "scope", + "fract", + "demos", + "MI", + "isex", + "Automat", + "nas" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "linear", + "discussed", + "lives", + "Green", + "data", + "common", + "Select", + "subject", + "scient", + "speakers", + "felt", + "tter", + "osci", + "tattoo", + "OOSE", + "var", + "seq", + "discuss", + "dba", + "scope", + "remen", + "side", + "HI", + "cere" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "titles", + "Listener", + "scope", + "linear", + "GI", + "listener", + "nach", + "ractors", + "holders", + "tit", + "scopes", + "ettle", + "toc", + "RECE", + "CRED", + "Hans", + "Scoped" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "JsonObject", + "ilj", + "aw", + "dre", + "Bray", + "imitives", + "dfrac", + "yme", + "Makefile", + "ativistic", + "ocap", + "libr", + "ucin", + "messagebox", + "shot", + "shot", + "yd", + "soundtrack", + "TableRow", + "Bray", + "ListComponent", + "scorer" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "slutt", + "playlists", + "blic", + "bakan", + "enem", + "launcher", + "ygons", + "angun", + "ayam", + "getId", + "orit", + "dictionaries", + "vendedores", + "cama", + "abilecek", + "launcher", + "pickle", + "pilha", + "politischen", + "grudge" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ogado", + "god", + "gressive", + "ayet", + "abets", + "olone", + "grud", + "jogar", + "kund", + "ostante", + "delt", + "brus", + "God", + "defer", + "gor", + "rivol", + "focusable" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "logic", + "Jahres", + "logique", + "ques", + "arg", + "Raw", + "idium", + "SPC", + "igste", + "jah", + "Rew", + "ohm", + "Roca", + "logic", + "Das", + "Raw", + "lli" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "orough", + "osp", + "argue", + "welt", + "sped", + "ework", + "idium", + "archi", + "arg", + "ospel", + "wert", + "archae", + "xyl", + "eci", + "afect", + "lli", + "wok", + "opnieuw", + "ricost", + "argued", + "ectors", + "addon", + "edged" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "contr", + "parametr", + "accordingly", + "penj", + "flo", + "emies", + "contend", + "kernel", + "STRUCT", + "tab" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "Cur", + "tandis", + "Ext", + "Diss", + "newValue", + "perturb", + "builtin", + "complej", + "Enc", + "indag", + "suspended", + "therefore", + "meantime", + "gitu" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "therefore", + "thus", + "mientras", + "consequently", + "tandis", + "while", + "Meanwhile", + "enquanto", + "Thus", + "natomiast", + "Therefore", + "hingegen", + "Thus", + "Similarly", + "furthermore", + "conversely", + "Similarly", + "however", + "Furthermore", + "Consequently", + "Conversely", + "while", + "thereby", + "moreover", + "accordingly", + "Continued", + "continued" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "Consequently", + "therefore", + "Conversely", + "Subsequent", + "Therefore", + "consequently", + "Oxid", + "Thus", + "thermodynamic", + "Consequently", + "Similarly", + "Temperature", + "Oxidation", + "Thermodynamic", + "thermally", + "thus", + "During", + "Such", + "During", + "Unless", + "Simultaneously", + "accordingly", + "Temperature", + "Thickness", + "Furthermore", + "Thermal", + "Conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "therefore", + "Meanwhile", + "Therefore", + "Temperature", + "Subsequent", + "thermally", + "Oxid", + "Consequently", + "thermodynamic", + "Heating", + "meanwhile", + "Thermal", + "Conversely", + "oxidizing", + "Oxidation", + "Thermodynamic", + "Temperature", + "ZrO", + "Hydrogen", + "metallurgical", + "Similarly", + "Thus", + "consequently", + "Hydrogen", + "Temperatures", + "During", + "During" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Temperature", + "Thermal", + "Heating", + "thermally", + "Thermal", + "thermal", + "Heat", + "Temperature", + "temperature", + "heating", + "Heating", + "heat", + "thermal", + "Heat", + "Temperatures", + "Oxidation", + "Hydrogen", + "Subsequent", + "Thermodynamic", + "Consequently", + "Oxid", + "heated", + "temperature", + "Conversely", + "othermal", + "thermodynamic" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Temperature", + "Thermal", + "Heating", + "thermally", + "Thermal", + "Temperature", + "Heat", + "thermal", + "Temperatures", + "heating", + "Heating", + "heated", + "Hot", + "Heat", + "temperature", + "thermal", + "heated", + "heat", + "Subsequent", + "Heated", + "Therefore", + "Hot", + "This", + "hotter", + "Accelerated" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Thermal", + "thermally", + "Temperature", + "Thermal", + "Heating", + "thermal", + "Temperature", + "Heat", + "heated", + "Temperatures", + "Heating", + "Consequently", + "Heated", + "thermal", + "This", + "heating", + "Therefore", + "Accelerated", + "Heat", + "Oxid", + "Oxidation", + "Electrochemical", + "Similarly", + "Subsequent", + "temperature", + "heated", + "Excessive" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Thermal", + "thermally", + "Heating", + "Thermal", + "thermal", + "Temperature", + "Longer", + "heated", + "heating", + "Prolong", + "thermal", + "hotter", + "Heat", + "Accelerated", + "Temperatures", + "Elevated", + "Heated", + "heat", + "Cyclic", + "Heating", + "temperature", + "High", + "heated", + "Excessive", + "prolonged", + "Temperature" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "High", + "Thermal", + "The", + "Heating", + "In", + "Long", + "For", + "Heat", + "Furnace", + "Hot", + "Temperature", + "Short", + "Ion", + "Accelerated", + "Prolong", + "Extended", + "Longer", + "Anne", + "Elevated", + "Subsequent", + "Slow", + "Hydrogen", + "Rapid", + "A", + "These", + "Chemical", + "Eventually", + "Continuous", + "Diffusion", + "Controlled", + "Such" + ] + } + ], + "logit_surprising": [ + { + "concept": "oxide", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "ilm", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "with", + "output_checked": true + }, + { + "concept": "barrier", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "existing", + "output_checked": true + }, + { + "concept": "These", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "heat", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "deposited", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "layers", + "output_checked": true + }, + { + "concept": "ausge", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "spf", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "continues", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "growth", + "output_checked": true + }, + { + "concept": "oxides", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "alloys", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "duke", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "wound", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "several", + "output_checked": true + }, + { + "concept": "various", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "covers", + "output_checked": true + }, + { + "concept": "penetrate", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "to", + "output_checked": true + }, + { + "concept": "these", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "exposed", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "soot", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "migrate", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "to", + "output_checked": true + }, + { + "concept": "barriers", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "cross", + "output_checked": true + }, + { + "concept": "accelerates", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "kuri", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "furnace", + "output_checked": true + }, + { + "concept": "ostat", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "furnace", + "output_checked": true + }, + { + "concept": "slutt", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "with", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "dents", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "Jahres", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "furnace", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "longest", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Long", + "output_checked": true + }, + { + "concept": "causes", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "deposition", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ions", + "output_checked": true + }, + { + "concept": "wide", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "alloy", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "coatings", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "fewest", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Long", + "output_checked": true + }, + { + "concept": "capping", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "gour", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "JsonObject", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Phong", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "several", + "output_checked": true + }, + { + "concept": "beat", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "ions", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "logic", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "CHAT", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "growth", + "output_checked": true + }, + { + "concept": "Stein", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Long", + "output_checked": true + }, + { + "concept": "guts", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "furnace", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "Hov", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "okt", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ions", + "output_checked": true + }, + { + "concept": "fonctionnement", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "furnace", + "output_checked": true + }, + { + "concept": "boyunca", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "coupon", + "output_checked": true + }, + { + "concept": "related", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "scrutiny", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Continued", + "output_checked": true + }, + { + "concept": "menyebabkan", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "growth", + "output_checked": true + }, + { + "concept": "replenish", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "longer", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Long", + "output_checked": true + }, + { + "concept": "began", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "furnace", + "output_checked": true + }, + { + "concept": "affects", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "Zeitraum", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "steel", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-hot-air-surface-layer-02__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-hot-air-surface-layer-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-hot-air-surface-layer-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-hot-air-surface-layer-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-hot-air-surface-layer-02__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Oxygen-rich high-temperature surface film 3", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A chromium-containing alloy forms a compact adherent surface film in hot air, sharply slowing additional inward oxygen transport.", + "prompt_tail": "A chromium-containing alloy forms a compact adherent surface film in hot air, sharply slowing additional inward oxygen transport.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 22 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-hot-air-surface-layer-03", + "carrier_id": null, + "target_family": "hot-air-surface-layer", + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 350, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 117 + }, + { + "label": "oxide", + "best_rank": 415, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 594 + }, + { + "label": "scale", + "best_rank": 26226, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 7149 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "orry", + "furthermore", + "etc", + "behalf", + "oraz", + "hereby", + "them", + "leness", + "arl", + "persons", + "lle" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lle", + "d", + "ie", + "bzw", + "ct", + "ue", + "iew", + "ited", + "ued", + "ii", + "rl", + "via", + "gonna", + "vs", + "alike", + "lli", + "arie", + "standpoint", + "nto", + "ogt", + "t", + "l", + "ion", + "ial", + "ck", + "ided", + "outh", + "ients", + "wi", + "zia" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "via", + "sowie", + "lli", + "d", + "junto", + "bzw", + "lle", + "c", + "bout", + "t", + "l", + "iew", + "ally", + "thereof", + "al", + "ion", + "ct", + "ue", + "ie", + "via", + "ients", + "wi", + "nbsp", + "oraz", + "rien", + "meanwhile" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "via", + "tfrac", + "atop", + "oused", + "psis", + "elae", + "figcaption", + "sequester", + "atop", + "abutting", + "ff", + "tow", + "zes", + "sho", + "ivist", + "proximate", + "ogt", + "via", + "toward", + "woman", + "bl", + "zuge", + "flanked", + "ued", + "edly", + "amid", + "pursuant", + "eward" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "via", + "via", + "resultant", + "forthwith", + "tfrac", + "abutting", + "ive", + "ided", + "toward", + "ensuing", + "flanking", + "sho", + "flank", + "atop", + "requisite", + "atop", + "onus", + "amid", + "alike", + "ff", + "ally", + "terminus", + "environs", + "extant", + "edly", + "stuffs", + "populace", + "proximate", + "bislang", + "midst" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "bolstered", + "toward", + "protracted", + "burgeoning", + "notably", + "populace", + "amid", + "markedly", + "aided", + "thereafter", + "resultant", + "employing", + "penned", + "bolstering", + "tfrac", + "environs", + "proximate", + "flanking", + "merely", + "predicated", + "whilst", + "chiefly", + "principally", + "comprised", + "buoy", + "ensuing", + "flanked", + "replete", + "proffered", + "alongside", + "spurred" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "toward", + "thereafter", + "markedly", + "proximate", + "protracted", + "thence", + "concomitant", + "concomit", + "subsequently", + "notably", + "aided", + "predicated", + "bolstered", + "requisite", + "ensuing", + "utilizing", + "proximal", + "prior", + "thus", + "heretofore", + "bolstering", + "employing", + "nearer", + "ancillary", + "burgeoning", + "largely", + "utilized", + "resultant", + "nascent", + "whereupon", + "necessitating", + "subsequent" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thus", + "toward", + "concomitant", + "thence", + "thereby", + "markedly", + "concomit", + "thereafter", + "furthermore", + "whereupon", + "presently", + "Toward", + "latter", + "merely", + "subsequently", + "hitherto", + "nearer", + "further", + "characterized", + "farther", + "thereto", + "itherto", + "heretofore", + "proximate", + "wherein", + "retarded", + "abreast", + "edly", + "alike", + "notwithstanding", + "occasioned", + "henceforth" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "cessation", + "halt", + "protracted", + "slowing", + "slowdown", + "curtail", + "resistive", + "stagn", + "concomitant", + "nascent", + "further", + "thereafter", + "burgeoning", + "deceler", + "sequester", + "incipient", + "effluent", + "stagnation", + "impeded", + "quiescent", + "slower", + "slowed", + "sluggish", + "subsequently", + "requisite", + "intensified", + "intensifying", + "retard", + "increasingly", + "thence", + "ensuing", + "halting" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "impermeable", + "resistive", + "slowing", + "blockade", + "cessation", + "blockage", + "imperme", + "slowdown", + "impeding", + "protracted", + "impervious", + "insulating", + "deceler", + "sustained", + "stabilization", + "slowed", + "containment", + "effluent", + "sequester", + "halt", + "stabilized", + "bottleneck", + "stabilizing", + "stagnation", + "prophylactic", + "impeded", + "retard", + "chemically", + "reentry", + "efficacy" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "slowing", + "blockage", + "impermeable", + "slowed", + "slowdown", + "resistive", + "slows", + "blockade", + "cessation", + "impeding", + "imperme", + "impervious", + "stabilization", + "stabilized", + "containment", + "bottleneck", + "stabilizing", + "deceler", + "hindering", + "inhibitory", + "insulating", + "chemically", + "impeded", + "barrier", + "limiting", + "preventing", + "inhibiting", + "deterrent", + "stoppage", + "slower" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "slowing", + "reducing", + "preventing", + "slowed", + "slowdown", + "blockage", + "effectiveness", + "limiting", + "slows", + "resistance", + "stabilization", + "impermeable", + "impeding", + "effective", + "gradually", + "decreasing", + "prevent", + "resistant", + "protecting", + "gradual", + "deterioration", + "stabilized", + "containment", + "inhibitory" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "reducing", + "preventing", + "limiting", + "slowing", + "deterrent", + "thereby", + "effectiveness", + "protecting", + "inhibitory", + "inhibiting", + "reduced", + "effectively", + "containment", + "insulating", + "slowdown", + "effective", + "gradually", + "prevention", + "decreasing", + "prevent", + "prevented" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "limiting", + "preventing", + "effectively", + "thereby", + "inhibitory", + "deterrent", + "reducing", + "effectiveness", + "prevent", + "protecting", + "slowing", + "insulating", + "Contain", + "eficaz", + "Prevent", + "mencegah", + "effectively", + "Preventing", + "Effect", + "containment", + "efficace", + "inhibiting" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "simultaneously", + "subsequently", + "Consequently", + "Secondly", + "Conversely", + "furthermore", + "likewise", + "Conversely", + "Furthermore", + "Suddenly", + "whereupon", + "consequently", + "notably", + "Likewise", + "concurrently", + "Consequently", + "further", + "therefore", + "accompanying", + "secondly", + "Likewise", + "whereas", + "ultimately", + "Subsequently", + "radically", + "Simultaneously", + "Significantly", + "Subsequently", + "nearby", + "equally", + "thereby" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Conversely", + "furthermore", + "Consequently", + "Furthermore", + "Consequently", + "Conversely", + "likewise", + "Likewise", + "Subsequently", + "Similarly", + "Meanwhile", + "Similarly", + "Secondly", + "further", + "Later", + "consequently", + "Likewise", + "conversely", + "Subsequently", + "Then", + "therefore", + "Also", + "Further", + "whereas", + "Also", + "Again", + "Yet", + "thereby", + "simultaneously", + "sequently", + "subsequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Conversely", + "furthermore", + "conversely", + "Similarly", + "Consequently", + "likewise", + "Furthermore", + "Similarly", + "meanwhile", + "Secondly", + "Subsequently", + "Consequently", + "Conversely", + "Then", + "subsequently", + "similarly", + "Meanwhile", + "consequently", + "Likewise", + "secondly", + "Afterwards", + "Simultaneously", + "further", + "therefore", + "Also", + "whereas", + "Again", + "simultaneously", + "afterwards", + "Later", + "thereafter" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "conversely", + "consequently", + "likewise", + "Conversely", + "secondly", + "Conversely", + "therefore", + "Furthermore", + "Similarly", + "Meanwhile", + "Consequently", + "Similarly", + "Likewise", + "Secondly", + "whereas", + "sequently", + "accordingly", + "Furthermore", + "thus", + "thereby", + "afterwards", + "similarly", + "lately", + "Subsequently", + "Consequently", + "Equally", + "Simultaneously", + "this", + "else", + "Yet" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "conversely", + "meanwhile", + "Conversely", + "Conversely", + "Similarly", + "Consequently", + "furthermore", + "Consequently", + "Meanwhile", + "consequently", + "likewise", + "Similarly", + "Likewise", + "this", + "This", + "therefore", + "thus", + "Yet", + "sequently", + "accordingly", + "similarly", + "Recently", + "Yet", + "Secondly", + "Simultaneously", + "else", + "This", + "Furthermore", + "thereby", + "Meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "This", + "Conversely", + "conversely", + "Similarly", + "meanwhile", + "Simultaneously", + "Meanwhile", + "Conversely", + "Recently", + "Consequently", + "Similarly", + "Likewise", + "consequently", + "Subsequently", + "furthermore", + "This", + "Another", + "Furthermore", + "this", + "Others", + "Later", + "Meanwhile", + "Along", + "Secondly", + "thus", + "Thus", + "Therefore", + "Yet", + "thereafter" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Consequently", + "Similarly", + "Conversely", + "Simultaneously", + "this", + "Recently", + "conversely", + "Consequently", + "This", + "Likewise", + "consequently", + "Meanwhile", + "meanwhile", + "Similarly", + "Conversely", + "Subsequently", + "Another", + "similarly", + "Therefore", + "Furthermore", + "Recently", + "furthermore", + "therefore", + "Hence", + "Yet", + "Secondly" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Similarly", + "This", + "Simultaneously", + "Likewise", + "Secondly", + "Furthermore", + "Conversely", + "conversely", + "Consequently", + "this", + "Hence", + "Similarly", + "Conversely", + "similarly", + "Recently", + "Likewise", + "Thus", + "Subsequently", + "This", + "Therefore", + "secondly", + "consequently", + "furthermore", + "Similar", + "Meanwhile", + "Yet" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Similarly", + "meanwhile", + "Simultaneously", + "Consequently", + "Secondly", + "Similarly", + "Meanwhile", + "This", + "Likewise", + "Another", + "Meanwhile", + "similarly", + "Subsequently", + "Another", + "Recently", + "conversely", + "Therefore", + "consequently", + "Additionally", + "Consequently", + "Studying", + "Additionally", + "Conversely", + "secondly", + "another", + "Secondly" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Similarly", + "Consequently", + "Simultaneously", + "Another", + "Similarly", + "meanwhile", + "Meanwhile", + "This", + "similarly", + "Secondly", + "Another", + "Likewise", + "Meanwhile", + "conversely", + "Recently", + "Consequently", + "Therefore", + "THAN", + "Studying", + "Additionally", + "consequently", + "Conversely", + "Additionally", + "Finally", + "Furthermore", + "Subsequently", + "Yet" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Simultaneously", + "Similarly", + "Consequently", + "This", + "Another", + "Finally", + "Secondly", + "Meanwhile", + "Mechanism", + "Naturally", + "Mechanisms", + "consequently", + "Others", + "Similarly", + "Additionally", + "similarly", + "Allow", + "meanwhile", + "simultaneously", + "Recently", + "Likewise", + "Considering", + "Studying", + "Details", + "Consequently", + "Anatom" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "In", + "The", + "Pure", + "Simultaneously", + "Recovery", + "Secondly", + "Increasing", + "Full", + "Continuous", + "A", + "Allow", + "Another", + "Additionally", + "More", + "Black", + "For", + "Mineral", + "Soil", + "Intr", + "Here", + "No", + "Adding", + "Including", + "Below", + "in", + "Heavy", + "Variations", + "Let", + "To", + "Similarly", + "Inorganic" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 126499, + 76676, + 95927, + 46961, + 73193, + 88304, + 50107, + 41647, + 6310, + 1614, + 1691, + 1232, + 1388, + 2587, + 7290, + 53439, + 51081, + 35043, + 30702, + 2560, + 1639, + 351, + 1027, + 737, + 301, + 113 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 9760, + 16556, + 28857, + 24037, + 30523, + 85137, + 35125, + 15992, + 2421, + 1061, + 1690, + 755, + 799, + 416, + 98541, + 171815, + 142103, + 80259, + 59486, + 7870, + 2347, + 532, + 10865, + 9216, + 1294, + 659 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 76985, + 10597, + 29945, + 106207, + 65455, + 122668, + 130738, + 128511, + 85507, + 43366, + 49868, + 38233, + 39700, + 103466, + 45680, + 55951, + 33402, + 49510, + 69630, + 26949, + 26227, + 40384, + 31669, + 44275, + 38336, + 4518 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 145338, + 79431, + 177598, + 111748, + 106207, + 70224, + 83936, + 126250, + 49308, + 197, + 276, + 118, + 444, + 351 + ] + }, + { + "label": "oxide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 125113, + 60765, + 146794, + 160665, + 49851, + 54959, + 194924, + 204580, + 56240, + 2194, + 1062, + 595, + 2676, + 1766 + ] + }, + { + "label": "scale", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 7431, + 67640, + 111960, + 159327, + 190265, + 236435, + 166681, + 100772, + 43222, + 17715, + 48502, + 20703, + 7150, + 7345 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "oxide", + "score": 15.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "which", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 13.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "slowing", + "output_checked": true + }, + { + "concept": "during", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "exposure", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "inward", + "output_checked": true + }, + { + "concept": "protective", + "score": 9.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "because", + "score": 9.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "layer", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "inward", + "output_checked": true + }, + { + "concept": "whereas", + "score": 6.0, + "best_rank": 2, + "best_depth": 75.6, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "dioxide", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "environments", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "when", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "several", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "the", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "slowing", + "output_checked": true + }, + { + "concept": "was", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "exposing", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "furnace", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "air", + "output_checked": true + }, + { + "concept": "became", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "and", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "Furthermore", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "controversy", + "score": 3.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "but", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "slowing", + "output_checked": true + }, + { + "concept": "weaponry", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "preventing", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "protecting", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "rate", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "oxidizing", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "in", + "output_checked": true + }, + { + "concept": "polymeric", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "film", + "output_checked": true + }, + { + "concept": "abrupt", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "temperature", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "air", + "output_checked": true + }, + { + "concept": "thereto", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "bottleneck", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "reducing", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "arms", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "environment", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "activities", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "inward", + "output_checked": true + }, + { + "concept": "significant", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "atmosphere", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "compound", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "mineral", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "effluent", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "chemically", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "yield", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "permeability", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "sulfur", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "minerals", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "adhesive", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "protection", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "favourable", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "chemical", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "expansion", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "leakage", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "smarter", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "ervan", + "nada", + "Hail", + "quantos", + "Kwa", + "ynitrite", + "punkte", + "wand", + "trump", + "anque", + "maneiras" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lev", + "trem", + "Beg", + "rid", + "tons", + "Catt", + "Cann", + "Reis", + "wedge", + "gr", + "dim", + "Gal", + "channel", + "Bou", + "pres", + "Sob", + "blot", + "Mannes", + "Pres", + "stir", + "Proc", + "Gall", + "opat" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "Beg", + "lev", + "trem", + "tons", + "Pres", + "blot", + "ohn", + "dim", + "inking", + "pit", + "Catt", + "pres", + "ums", + "gr", + "tun", + "wedge", + "acid", + "Bel", + "reu", + "grac" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Reis", + "tun", + "essional", + "ilj", + "Sob", + "olyte", + "ago", + "ums", + "chal", + "tfrac", + "ohn", + "Beg", + "ynn", + "muut", + "brink", + "Mani", + "Pres", + "usan" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "ago", + "grac", + "ohn", + "olyte", + "dip", + "essional", + "Apa", + "muut", + "Bens", + "yli", + "astes", + "glob", + "brink", + "dim", + "tons", + "Pres", + "tfrac" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "rem", + "Su", + "yn", + "WOR", + "Vo", + "sag", + "ORS", + "oben", + "ual", + "atus", + "su", + "ae", + "VERE", + "orel", + "icot", + "fields", + "susp", + "side", + "terc", + "ors", + "ELD", + "rocin" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "sol", + "tools", + "bro", + "cares", + "tool", + "seq", + "kick", + "DEP", + "trading", + "OHC", + "rem", + "Er", + "ual", + "dal", + "s" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "side", + "tools", + "trading", + "sol", + "rem", + "tail", + "tool", + "turbo", + "kick", + "isable", + "OM", + "remen", + "duct", + "Select", + "HI", + "das", + "nop" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "tail", + "sol", + "tract", + "isable", + "bro", + "dy", + "Green", + "simple", + "HI", + "isex", + "serial", + "dos", + "traits", + "Automat", + "lives", + "rem", + "NRC", + "nop" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "var", + "ansive", + "tch", + "tattoo", + "linear", + "pur", + "Green", + "lives", + "ettle", + "greens", + "inox", + "data", + "fetch", + "s", + "idyl", + "side", + "green", + "cdots", + "common", + "hyp", + "trait" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "tch", + "transition", + "RECE", + "Belt", + "recht", + "CERT", + "racial", + "TC", + "diet", + "switch", + "Gol", + "listener", + "greens", + "Dabei", + "borders", + "detail" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "datasource", + "rel", + "emans", + "RIN", + "resistance", + "spin", + "ona", + "scoring", + "TableRow", + "exc", + "dsb", + "iste", + "day", + "rin", + "PR", + "major", + "HEA", + "scored", + "TAB", + "ListComponent", + "erap" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "abilecek", + "dieu", + "dicts", + "angun", + "orith", + "lick", + "httpClient", + "dictionaries", + "cribable", + "inguishable", + "playlists", + "overlap", + "backlit", + "iob", + "buttonclick", + "bosses", + "bilen", + "ygons", + "granular", + "pickle" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "ogado", + "brus", + "god", + "assol", + "dfs", + "deka", + "abilecek", + "hrte", + "dieu", + "punt", + "golfer", + "Moser", + "gor", + "jogar", + "grudge" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "prong", + "Rew", + "welt", + "Jahres", + "rali", + "logique", + "Dadurch", + "Raw", + "ques", + "erv", + "Alk", + "ospel", + "logic", + "lus", + "largement", + "afect", + "logic" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "halk", + "afect", + "Dadurch", + "casilla", + "tti", + "wir", + "edged", + "azimuth", + "spf", + "barbarian", + "duke", + "ospel", + "pitched", + "gage", + "wij", + "spf", + "irp", + "dungeons", + "osp", + "perceived", + "hourly", + "wodurch", + "Versions", + "reasoning" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "casilla", + "flo", + "baik", + "spf", + "swirl", + "serp", + "tad", + "gage", + "parametr", + "tab", + "okt", + "afect", + "constituent", + "NRI", + "harmed" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "sall", + "Simultaneously", + "samtidigt", + "Meanwhile", + "simultaneously", + "Similarly", + "drin", + "Subsequently", + "Otherwise", + "NSF", + "fairy", + "superfluid", + "reciproc", + "proportionally", + "co", + "erate", + "landfill", + "Frankly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Similarly", + "Simultaneously", + "meanwhile", + "while", + "Secondly", + "similarly", + "ello", + "tandis", + "simultaneously", + "whereas", + "Conversely", + "This", + "consequently", + "Subsequently", + "this", + "latter", + "thus", + "conversely", + "Similar", + "secondly", + "Meanwhile", + "however", + "thereby", + "However", + "alike" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Similarly", + "Similarly", + "Simultaneously", + "Subsequently", + "meanwhile", + "Consequently", + "Conversely", + "This", + "Likewise", + "consequently", + "Secondly", + "Subsequent", + "Subsequently", + "subsequently", + "this", + "Others", + "similarly", + "Other", + "Furthermore", + "Later", + "conversely", + "Additionally", + "Afterward", + "Another", + "Recently", + "simultaneously", + "However" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Similarly", + "Similarly", + "Simultaneously", + "Likewise", + "Subsequently", + "This", + "Recently", + "Conversely", + "this", + "similarly", + "Consequently", + "consequently", + "conversely", + "subsequently", + "Secondly", + "Subsequent", + "Additionally", + "simultaneously", + "Recently", + "Additionally", + "Subsequently", + "Another", + "Furthermore", + "meanwhile", + "recently", + "However", + "Similar" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Similarly", + "Simultaneously", + "Similarly", + "Conversely", + "Furthermore", + "Likewise", + "Consequently", + "Secondly", + "Subsequently", + "similarly", + "Similar", + "Recently", + "This", + "conversely", + "Additionally", + "Finally", + "Additionally", + "Consequently", + "Likewise", + "Otherwise", + "For", + "Similar", + "Subsequent", + "Conversely", + "During", + "consequently", + "Unlike", + "this", + "Upon", + "Alternatively" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Similarly", + "Similarly", + "Simultaneously", + "This", + "Likewise", + "similarly", + "Consequently", + "Conversely", + "Furthermore", + "Secondly", + "Recently", + "Subsequently", + "Finally", + "Similar", + "conversely", + "this", + "Additionally", + "Likewise", + "Meanwhile", + "consequently", + "For", + "This", + "Additionally", + "Initially", + "Consequently", + "Unlike", + "Similar", + "Historically", + "During", + "Another", + "subsequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Similarly", + "Simultaneously", + "This", + "Similarly", + "Likewise", + "Consequently", + "similarly", + "Conversely", + "Recently", + "Furthermore", + "Secondly", + "conversely", + "Meanwhile", + "this", + "Finally", + "Similar", + "Subsequently", + "This", + "Initially", + "Historically", + "consequently", + "Consequently", + "For", + "Additionally", + "Likewise", + "During", + "Another", + "Therefore", + "Later", + "Conversely", + "By", + "Thus" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Similarly", + "Simultaneously", + "This", + "Similarly", + "similarly", + "Conversely", + "Consequently", + "Likewise", + "Secondly", + "Recently", + "Finally", + "Initially", + "Historically", + "consequently", + "Subsequently", + "this", + "In", + "Furthermore", + "For", + "ingly", + "Similar", + "Throughout", + "conversely", + "Among", + "Additionally", + "Again", + "Consequently", + "This", + "Additionally", + "Initially", + "Specifically" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "In", + "The", + "Chromium", + "A", + "For", + "Similarly", + "When", + "Furthermore", + "chromium", + "Simultaneously", + "Additionally", + "Such", + "Finally", + "Similar", + "While", + "Another", + "in", + "this", + "Subsequent", + "Subsequently", + "On", + "Secondly", + "Conversely", + "Initially", + "To", + "Once", + "Here", + "Over", + "Upon", + "Chrom", + "Below" + ] + } + ], + "logit_surprising": [ + { + "concept": "oxidation", + "score": 22.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "slowing", + "output_checked": true + }, + { + "concept": "oxide", + "score": 15.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "oxidizing", + "score": 12.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "inward", + "output_checked": true + }, + { + "concept": "God", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "ausge", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "when", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "layer", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "prong", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "swirl", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "protective", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "protecting", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "rate", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "dieu", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "punt", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "air", + "output_checked": true + }, + { + "concept": "afect", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ",", + "output_checked": true + }, + { + "concept": "environments", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "intrusion", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "but", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "coating", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ",", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "compound", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Viva", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "cuid", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "PAS", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "replay", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "air", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "URCH", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "Reasoning", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "verme", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "duke", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "wound", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "baik", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ",", + "output_checked": true + }, + { + "concept": "serp", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "slowing", + "output_checked": true + }, + { + "concept": "expertise", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "enabling", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "improving", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "growth", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "additional", + "output_checked": true + }, + { + "concept": "strain", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "inward", + "output_checked": true + }, + { + "concept": "Clr", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "BECAUSE", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "aluminum", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "-", + "output_checked": true + }, + { + "concept": "thick", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "and", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "sheath", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "enhancing", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "sharply", + "output_checked": true + }, + { + "concept": "erosion", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "inward", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "kinetics", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "compounds", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "preventing", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "doped", + "score": 1.0, + "best_rank": 1, + "best_depth": 90.2, + "near_token": "-", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-hot-air-surface-layer-03__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-hot-air-surface-layer-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-hot-air-surface-layer-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-hot-air-surface-layer-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-hot-air-surface-layer-03__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Oxygen-rich high-temperature surface film 4", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "Repeated heating in air creates an external metal-oxygen reaction layer that thickens during each hold and sheds flakes during cooling.", + "prompt_tail": "Repeated heating in air creates an external metal-oxygen reaction layer that thickens during each hold and sheds flakes during cooling.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-hot-air-surface-layer-04", + "carrier_id": null, + "target_family": "hot-air-surface-layer", + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "This", + "generated_token_ids": [ + 2094 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 739, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 1907 + }, + { + "label": "oxide", + "best_rank": 2607, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 5680 + }, + { + "label": "scale", + "best_rank": 33887, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 480 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "leness", + "orry", + "oraz", + "furthermore", + "able", + "arl", + "persons", + "lle", + "iken", + "hereby", + "them", + "therefor", + "outh", + "asion" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "d", + "lle", + "ie", + "iew", + "ited", + "ii", + "gonna", + "alike", + "lli", + "bzw", + "t", + "l", + "ued", + "wards", + "rl", + "thereof", + "wie", + "sic", + "lly", + "nto", + "ion", + "ct", + "ue", + "ial", + "ng", + "outh", + "ients", + "fty", + "ses", + "zes" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "lli", + "l", + "d", + "etc", + "t", + "ie", + "ck", + "wie", + "c", + "le", + "ue", + "iew", + "ients", + "thereof", + "oraz", + "rien", + "bzw", + "r", + "ion", + "ct", + "ally", + "ued" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ited", + "ideo", + "ided", + "coworkers", + "zes", + "odor", + "coworker", + "coons", + "ike", + "ued", + "ytes", + "eyer", + "edes", + "agy", + "oides", + "airplane", + "gy", + "ief", + "izes", + "aan", + "olas", + "alike", + "website", + "oque", + "attes", + "pto", + "webpage", + "tow", + "akka", + "goers" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ided", + "ited", + "arge", + "alike", + "eyer", + "ued", + "oney", + "zes", + "edes", + "ow", + "ideo", + "lli", + "standpoint", + "ie", + "ally", + "ower", + "lement", + "gy", + "ients", + "sho", + "bzw", + "eded", + "ik", + "ike", + "hes", + "mente", + "aan", + "atre", + "gonna" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ppo", + "afterward", + "aan", + "Additionally", + "zik", + "ITES", + "eyeglasses", + "otos", + "ites", + "bia", + "gy", + "ided", + "During", + "akka", + "akk", + "aken", + "kel", + "VES", + "filmmaker", + "goers", + "ideo", + "eyer", + "assisted", + "ipa", + "oides", + "businesswoman", + "Laos", + "landers", + "ves", + "during" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "later", + "thereafter", + "aided", + "while", + "toward", + "notably", + "afterward", + "UPA", + "meanwhile", + "ively", + "noticeable", + "during", + "notable", + "retta", + "aided", + "ield", + "arily", + "Notably", + "southeastern", + "aiding", + "characterized", + "edly", + "alike", + "assisted", + "Notably", + "while", + "wal", + "subsequently", + "ppo" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "meanwhile", + "alike", + "noticeable", + "notable", + "likewise", + "acial", + "thus", + "characterized", + "noteworthy", + "wearer", + "later", + "overall", + "whereas", + "thereof", + "concurrently", + "UED", + "odorless", + "ively", + "simultaneously", + "ppo", + "veled", + "uria", + "thereto", + "ularis", + "cuticle", + "also", + "vice", + "Meanwhile", + "eyer", + "oid", + "ided", + "typical" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "mesmerizing", + "lith", + "shedding", + "pigments", + "ized", + "hydrophilic", + "pigment", + "biofilm", + "pigmentation", + "kel", + "meticulous", + "characteristic", + "ceramic", + "molded", + "solidified", + "Cyan", + "idal", + "coating", + "molten", + "encased", + "rupt", + "alike", + "exfol", + "abrasion", + "droplet", + "cyan", + "etching", + "solidification", + "Pyro", + "substrate", + "monoc", + "sintered" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "debris", + "eject", + "polymer", + "biofilm", + "liquef", + "cuticle", + "uninstall", + "piezoelectric", + "ejected", + "droplet", + "resin", + "stabilized", + "pigmentation", + "fluidized", + "necrosis", + "aerosol", + "crystallization", + "pigments", + "hydrophilic", + "necro", + "keratin", + "manufacturing", + "substrate", + "coating", + "pigment", + "nucleation", + "disintegr", + "characteristic", + "shedding", + "pyro", + "solidification", + "resilient" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "engineered", + "stabilized", + "chemically", + "debris", + "eject", + "cyclical", + "cuticle", + "ejected", + "byproduct", + "manufactured", + "stabilization", + "necro", + "metastable", + "breakage", + "piezoelectric", + "mechanism", + "phenomenon", + "molded", + "crystallization", + "keratin", + "pyro", + "manufacturing", + "coating", + "melt", + "cyclic", + "triggered", + "oscillating", + "perfected", + "engineered", + "transient", + "genetically", + "stabilize" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "instability", + "repeatedly", + "unstable", + "repetitive", + "failure", + "destabil", + "disintegration", + "cyclical", + "repeated", + "failures", + "cyclic", + "damaging", + "necrosis", + "eject", + "instabilities", + "ejected", + "repeatable", + "discoloration", + "cuticle", + "cycle", + "successive", + "destructive", + "mismanagement", + "mechanism", + "defects", + "defective", + "failure", + "Failure", + "malfunction", + "metastable", + "symptomatic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "repeatedly", + "repetitive", + "continuously", + "repeatable", + "repeated", + "ripet", + "intermittently", + "repeated", + "intermittent", + "repeatability", + "continuous", + "characteristic", + "constantly", + "consistently", + "instability", + "successive", + "continually", + "continuous", + "repeating", + "periodically", + "recurring", + "recurrent", + "cyclical", + "discontinuities", + "Repeated" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "repeatedly", + "continuously", + "intermittent", + "intermittently", + "alternating", + "repeatable", + "continuous", + "repeated", + "continuous", + "repeating", + "periodically", + "repetitive", + "consistent", + "interfering", + "observed", + "ripet", + "cuticle", + "infestations", + "frequent", + "periodic", + "successive", + "intermitt", + "Repeated" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "ultimately", + "subsequently", + "Ultimately", + "thereby", + "Consequently", + "Ultimately", + "therefore", + "Consequently", + "later", + "further", + "eventually", + "whereas", + "consequently", + "Eventually", + "thus", + "sequently", + "Eventually", + "whilst", + "whence", + "influencing", + "Afterwards", + "Subsequently", + "subsequent", + "During", + "afterwards", + "thereafter", + "therefore", + "furthermore", + "culminating", + "furthering", + "during" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Conversely", + "whereas", + "During", + "Consequently", + "furthermore", + "Furthermore", + "Furthermore", + "Conversely", + "Ultimately", + "Eventually", + "whereas", + "this", + "else", + "ertain", + "ecause", + "During", + "sequently", + "Later", + "Eventually", + "Ultimately", + "Subsequently", + "Afterwards", + "Subsequently", + "lately", + "meanwhile", + "this", + "because", + "later", + "Because", + "Because" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Conversely", + "furthermore", + "conversely", + "whereas", + "Furthermore", + "Conversely", + "During", + "During", + "Similarly", + "likewise", + "Similarly", + "meanwhile", + "Eventually", + "else", + "Meanwhile", + "Consequently", + "Furthermore", + "Secondly", + "Ultimately", + "Eventually", + "Afterwards", + "Consequently", + "Subsequently", + "whereas", + "this", + "This", + "during", + "Then", + "Finally", + "Again", + "sequently", + "afterwards" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "conversely", + "During", + "this", + "During", + "Meanwhile", + "Conversely", + "whereas", + "Secondly", + "theirs", + "Ultimately", + "secondly", + "Conversely", + "Similarly", + "tandis", + "Simultaneously", + "Finally", + "afterwards", + "Similarly", + "Eventually", + "This", + "likewise", + "Likewise", + "Ultimately", + "Afterwards", + "Equally", + "They", + "therefore", + "thus", + "Their" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Lately", + "Conversely", + "Conversely", + "During", + "conversely", + "During", + "lately", + "Its", + "This", + "Recently", + "hers", + "accordingly", + "Meanwhile", + "Yet", + "theirs", + "Consequently", + "Today", + "meanwhile", + "This", + "Thus", + "Consequently", + "else", + "Therefore", + "whereas", + "Hence" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Consequently", + "During", + "Lately", + "During", + "Meanwhile", + "Recently", + "Consequently", + "Conversely", + "This", + "Therefore", + "Today", + "Its", + "Conversely", + "lately", + "Hence", + "His", + "Similarly", + "meanwhile", + "conversely", + "Recent", + "Hence", + "Recently", + "mselves", + "They" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Consequently", + "Lately", + "During", + "Recently", + "Therefore", + "This", + "During", + "Consequently", + "Hence", + "Recent", + "lately", + "Conversely", + "Meanwhile", + "Its", + "Today", + "Recent", + "nThe", + "Therefore", + "Recently", + "Conversely", + "His", + "this", + "They", + "Having", + "Hence" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Hence", + "Likewise", + "Secondly", + "They", + "Therefore", + "Conversely", + "Consequently", + "Dieser", + "Furthermore", + "These", + "Similarly", + "This", + "Alternatively", + "Welcome", + "Recently", + "Conversely", + "Unless", + "However", + "Consequently", + "During", + "Yet", + "Though", + "Meanwhile", + "Dette", + "secondly" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "balls", + "Therefore", + "Meanwhile", + "Exceptions", + "endswith", + "Depend", + "pyplot", + "meanwhile", + "WAS", + "ield", + "Errors", + "exceptions", + "Ships", + "wat", + "Streams", + "Subs", + "Similarly", + "Secondly" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Sick", + "Sic", + "ACKS", + "Mine", + "Subs", + "Therefore", + "balls", + "UMENT", + "Meanwhile", + "Sick", + "Eso", + "USING", + "Ships", + "ength", + "Similarly", + "ikte", + "Secondly", + "othesis", + "Fleisch", + "falling", + "Yet", + "Exceptions", + "iket" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Meanwhile", + "efe", + "oki", + "ould", + "eted", + "Secondly", + "exceptions", + "heading", + "Similarly", + "east", + "Exceptions", + "iket", + "Seeking", + "They", + "Subs", + "bye", + "iek", + "ikal", + "Diss", + "UMENT", + "ArgumentParser", + "ibers", + "Equally" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "black", + "falls", + "eth", + "blank", + "The", + "This", + "end", + "The", + "ie", + "bl", + "It", + "circ", + "length", + "when", + "evenly", + "evenly", + "event", + "brand", + "falling", + "de", + "It", + "balanced", + "exp", + "heat", + "meet", + "deep", + "when", + "during", + "except", + "chip", + "ons" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 102052, + 73486, + 103807, + 17322, + 34076, + 44152, + 27045, + 39538, + 45240, + 6507, + 2849, + 740, + 2359, + 1730, + 29610, + 38578, + 60756, + 24408, + 41409, + 17997, + 27541, + 12684, + 91556, + 68372, + 11548, + 8189 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 14601, + 14313, + 21086, + 8721, + 19543, + 53199, + 36940, + 21604, + 5914, + 2487, + 2608, + 4895, + 12467, + 15159, + 153103, + 182600, + 164116, + 116178, + 47525, + 22148, + 21236, + 39463, + 16757, + 25002, + 3030, + 5495 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 64778, + 13007, + 29277, + 118989, + 94053, + 154752, + 103233, + 93764, + 86164, + 100863, + 87451, + 83251, + 106961, + 136348, + 78196, + 64000, + 56857, + 84097, + 33888, + 56075, + 52722, + 121736, + 65269, + 47266, + 140971, + 17447 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 148657, + 222538, + 203287, + 94849, + 24174, + 52712, + 101766, + 174771, + 79616, + 1908, + 9430, + 3377, + 26579, + 15866 + ] + }, + { + "label": "oxide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 76111, + 152221, + 163393, + 151473, + 5681, + 14484, + 172264, + 167520, + 18450, + 6488, + 28344, + 20919, + 26162, + 26532 + ] + }, + { + "label": "scale", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 481, + 8993, + 52514, + 107882, + 95413, + 232221, + 209283, + 212245, + 66489, + 45291, + 142882, + 100650, + 8938, + 7980 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 21.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "air", + "output_checked": true + }, + { + "concept": "which", + "score": 19.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "oxide", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "became", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "that", + "output_checked": true + }, + { + "concept": "thickness", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "external", + "output_checked": true + }, + { + "concept": "cycles", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "periods", + "score": 6.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "during", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "heating", + "output_checked": true + }, + { + "concept": "debris", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sheds", + "output_checked": true + }, + { + "concept": "weakens", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "cookware", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "causes", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "air", + "output_checked": true + }, + { + "concept": "protects", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "that", + "output_checked": true + }, + { + "concept": "chemically", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "duration", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "increasing", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "every", + "score": 3.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "during", + "output_checked": true + }, + { + "concept": "questions", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "atmosphere", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "an", + "output_checked": true + }, + { + "concept": "repetition", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "external", + "output_checked": true + }, + { + "concept": "successive", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "each", + "output_checked": true + }, + { + "concept": "This", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "over", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "time", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "off", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "sheds", + "output_checked": true + }, + { + "concept": "combustion", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "air", + "output_checked": true + }, + { + "concept": "stabilized", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "that", + "output_checked": true + }, + { + "concept": "accumulating", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "during", + "output_checked": true + }, + { + "concept": "release", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "during", + "output_checked": true + }, + { + "concept": "chemical", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "an", + "output_checked": true + }, + { + "concept": "impurities", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "an", + "output_checked": true + }, + { + "concept": "increasingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "disintegration", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "flakes", + "output_checked": true + }, + { + "concept": "repeatedly", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "gradually", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "while", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "air", + "output_checked": true + }, + { + "concept": "significant", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "each", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "CheckBox", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Repe", + "output_checked": true + }, + { + "concept": "period", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "some", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "sheds", + "output_checked": true + }, + { + "concept": "oxidative", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "coating", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "layer", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "jurisprudence", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Repe", + "output_checked": true + }, + { + "concept": "repetitions", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "impermeable", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "layer", + "output_checked": true + }, + { + "concept": "thicker", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "cumulative", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "engineered", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "contaminated", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "distal", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "external", + "output_checked": true + }, + { + "concept": "growth", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "during", + "output_checked": true + }, + { + "concept": "instability", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "smarter", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "", + "output_checked": true + }, + { + "concept": "temperature", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "air", + "output_checked": true + }, + { + "concept": "standardised", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "alloying", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "result", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "developing", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "that", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "ervan", + "nada", + "quantos", + "Kwa", + "wand", + "punkte", + "addRow", + "Hail", + "diagonal", + "ynitrite", + "ukun", + "point" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "tons", + "trem", + "lev", + "Beg", + "Proc", + "rid", + "ment", + "mamy", + "Catt", + "twe", + "stir", + "Bou", + "Tons", + "tens", + "Cann", + "Schle", + "olas", + "prof", + "grac", + "opat", + "Mannes", + "gr", + "channel" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "tons", + "trem", + "ment", + "Tons", + "dim", + "twe", + "stir", + "Beg", + "Dru", + "lev", + "blot", + "Schle", + "ums", + "pres", + "channel", + "Proc", + "Fool", + "phones", + "grac", + "gr", + "Mani" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "champ", + "ilj", + "fam", + "tun", + "Sod", + "reu", + "instrument", + "Reis", + "olyte", + "def", + "Ra", + "Wren", + "glob", + "Chand", + "tamp", + "Champ", + "tfrac", + "pan", + "ago" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "fam", + "grac", + "astes", + "Beet", + "Reis", + "Sur", + "dre", + "dra", + "Cann", + "Pres", + "essional", + "tfrac", + "intr", + "Grac", + "Techn", + "Meet" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "WOR", + "Su", + "hst", + "det", + "ORS", + "rem", + "VERE", + "orel", + "Vo", + "ual", + "oben", + "ling", + "sning", + "ae", + "susp", + "sag", + "fields", + "rekken", + "idence", + "sn", + "icot" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "kick", + "side", + "HI", + "sol", + "tools", + "bro", + "demos", + "tool", + "Green", + "turbo", + "Er", + "Sol", + "remen", + "Me", + "ME", + "rem", + "Select" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "side", + "HI", + "tool", + "remen", + "sol", + "kick", + "turbo", + "demos", + "rem", + "dal", + "bro", + "Select", + "tail", + "trading", + "select", + "Werk", + "dad", + "nop", + "OM", + "pipeline", + "simple" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "sol", + "kick", + "HI", + "serial", + "side", + "select", + "lives", + "remen", + "nop", + "demos", + "Select", + "rem", + "tool", + "record", + "turbo", + "Green", + "tools", + "perform", + "mech", + "cares", + "blank", + "isable" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Select", + "subject", + "ettle", + "select", + "greeting", + "linear", + "var", + "lives", + "Green", + "err", + "Greeting", + "greet", + "ae", + "fetch", + "sus", + "common", + "RECE", + "discussed", + "tattoo", + "switch", + "rac", + "getItem", + "trading", + "item" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "switch", + "ettle", + "greet", + "greeting", + "Otto", + "listener", + "linear", + "fetch", + "crypto", + "Tos", + "sleeping", + "idyl", + "racial", + "omol", + "coffee", + "titles", + "Greet", + "NDC", + "dog", + "RECE", + "diet", + "usel", + "SWITCH", + "err", + "false", + "nach", + "dic" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "edy", + "epar", + "ilis", + "bells", + "recovery", + "worth", + "Recover", + "bag", + "step", + "recovery", + "itas", + "repeat", + "URA", + "owed", + "clam", + "oggia", + "essage", + "amount", + "tread", + "PAS", + "Recovery", + "BAG", + "Bella" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "playlists", + "kulit", + "erdem", + "lick", + "cribable", + "recollection", + "shake", + "isticated", + "chung", + "abilecek", + "slutt", + "oblastic", + "abulary", + "odian" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ogado", + "gor", + "god", + "deka", + "brus", + "God", + "assol", + "chitz", + "gressive", + "okol", + "bedingt", + "kund", + "grudge", + "hrte", + "toch", + "preservar" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "logique", + "prong", + "aisl", + "logic", + "ectic", + "Dadurch", + "landet", + "logical", + "muh", + "rapporter", + "etti", + "logical", + "rendered", + "fect", + "erves", + "jed", + "Atlantic", + "ques", + "segi", + "dabei", + "Jahres" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "halk", + "afect", + "Verw", + "stanow", + "ectors", + "OfMonth", + "tier", + "camada", + "idic", + "wir", + "tti", + "sezione", + "ricost", + "sped", + "osp", + "lobe", + "azimuth", + "ques", + "strokes", + "Stein", + "fundamento" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "sleep", + "Meanwhile", + "starost", + "Otherwise", + "Simultaneously", + "fileupload", + "slash", + "sav", + "boil" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "Secondly", + "Similarly", + "nThe", + "Simultaneously", + "flows", + "Subs", + "Subs", + "Lately", + "discharges", + "clen", + "descent", + "uffs", + "Troubles", + "Conversely", + "weekly", + "blowing", + "blows", + "transfers", + "Weekly", + "Signals", + "renewals", + "restarts", + "Returns", + "fillers", + "Transfers", + "Equally", + "During" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Simultaneously", + "Similarly", + "nThe", + "Others", + "Subsequently", + "Subsequent", + "During", + "Historically", + "Returns", + "This", + "Today", + "Recently", + "Explain", + "Therefore", + "Conversely", + "During", + "accordingly", + "uffs", + "Meanwhile", + "Secondly", + "Consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Similarly", + "Consequently", + "Historically", + "Recently", + "nThe", + "Lately", + "Therefore", + "accordingly", + "Conversely", + "This", + "Subsequently", + "Nowadays", + "Traditionally", + "Others", + "Subsequent", + "Historically", + "Recently", + "Likewise", + "Secondly", + "Simultaneously", + "During", + "Explain", + "holtz", + "Consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Similarly", + "Otherwise", + "During", + "Conversely", + "Consequently", + "txt", + "During", + "Subs", + "Nowadays", + "Likewise", + "Simultaneously", + "Ships", + "Secondly", + "Mechanism", + "Therefore", + "Under", + "Furthermore", + "Traditionally", + "Historically", + "For", + "This", + "Alternatively", + "sted", + "accordingly", + "Subsequently", + "Agents", + "conversely", + "Unless" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Subs", + "Similarly", + "Errors", + "Otherwise", + "mortem", + "Meanwhile", + "endswith", + "conversely", + "Repeat", + "Secondly", + "Agents", + "json", + "balls", + "Mechanism", + "Therefore", + "ingly", + "Likewise", + "Equally", + "Modes", + "ogs", + "etera", + "This", + "othesis" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "mortem", + "This", + "Subs", + "During", + "Repeat", + "othesis", + "Similarly", + "Meanwhile", + "Therefore", + "etera", + "Otherwise", + "UMENT", + "During", + "json", + "Secondly", + "Equally", + "ENDING", + "ensively", + "heave", + "Errors", + "Wind", + "endswith" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "oki", + "ound", + "Subs", + "etera", + "During", + "black", + "This", + "During", + "Similarly", + "Secondly", + "Subs", + "dehyde", + "black", + "similarly", + "Throughout", + "Diss", + "ogs", + "Black", + "Black", + "ioxide", + "Strateg" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Diss", + "end", + "et", + "black", + "diss", + "During", + "eth", + "Subs", + "It", + "length", + "Under", + "For", + "Black", + "exp", + "Let", + "heat", + "akes", + "As", + "By", + "This", + "To", + "Such", + "by", + "Sub", + "nt", + "o", + "Another", + "ogs", + "A", + "In" + ] + } + ], + "logit_surprising": [ + { + "concept": "oxide", + "score": 13.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 11.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "an", + "output_checked": true + }, + { + "concept": "coating", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "oxidized", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "protects", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "that", + "output_checked": true + }, + { + "concept": "cycles", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "heating", + "output_checked": true + }, + { + "concept": "punt", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "external", + "output_checked": true + }, + { + "concept": "episode", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "each", + "output_checked": true + }, + { + "concept": "some", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "sheds", + "output_checked": true + }, + { + "concept": "Similarly", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cookware", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "causes", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "air", + "output_checked": true + }, + { + "concept": "over", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "dieu", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "viol", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "ilm", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "whereas", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "repetition", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "layer", + "output_checked": true + }, + { + "concept": "duration", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "external", + "output_checked": true + }, + { + "concept": "time", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "off", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "sheds", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Repe", + "output_checked": true + }, + { + "concept": "constraint", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "air", + "output_checked": true + }, + { + "concept": "rat", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "Rechnung", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "replay", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "air", + "output_checked": true + }, + { + "concept": "retomar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "lick", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "that", + "output_checked": true + }, + { + "concept": "milion", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "grud", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "rele", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "-", + "output_checked": true + }, + { + "concept": "God", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "during", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "ausge", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "each", + "output_checked": true + }, + { + "concept": "peric", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "hourly", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "an", + "output_checked": true + }, + { + "concept": "afect", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "ricost", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "during", + "output_checked": true + }, + { + "concept": "Circ", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "creates", + "output_checked": true + }, + { + "concept": "swirl", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "-", + "output_checked": true + }, + { + "concept": "OnOff", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "in", + "output_checked": true + }, + { + "concept": "atmosphere", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "an", + "output_checked": true + }, + { + "concept": "increasing", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "Duration", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "unloading", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "during", + "output_checked": true + }, + { + "concept": "verw", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "Statistik", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Repe", + "output_checked": true + }, + { + "concept": "induces", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "air", + "output_checked": true + }, + { + "concept": "mixture", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "resembles", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "that", + "output_checked": true + }, + { + "concept": "grows", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "improves", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "ScrollView", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Repe", + "output_checked": true + }, + { + "concept": "facilitates", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "that", + "output_checked": true + }, + { + "concept": "accumulates", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "thick", + "output_checked": true + }, + { + "concept": "increases", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "during", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cooking", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "period", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "hold", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-hot-air-surface-layer-04__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-hot-air-surface-layer-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-hot-air-surface-layer-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-hot-air-surface-layer-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-hot-air-surface-layer-04__heatmap.png" + } + }, + { + "slug": "heldout-v1-assoc-hot-air-surface-layer-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Oxygen-rich high-temperature surface film 5", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A turbine component exposed to hot combustion gas develops a multilayer surface product containing metal cations and oxygen anions.", + "prompt_tail": "A turbine component exposed to hot combustion gas develops a multilayer surface product containing metal cations and oxygen anions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 20 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-hot-air-surface-layer-05", + "carrier_id": null, + "target_family": "hot-air-surface-layer", + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 19, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 194 + }, + { + "label": "oxide", + "best_rank": 222, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 5700 + }, + { + "label": "scale", + "best_rank": 21201, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 8772 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients", + "orry", + "furthermore", + "lle", + "oraz", + "them", + "leness", + "arl", + "asion", + "persons", + "behalf", + "iken", + "hereby", + "therefor" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "ie", + "ited", + "ided", + "outh", + "wards", + "ses", + "yy", + "zes", + "wie", + "them", + "eded", + "wes", + "lly", + "nse", + "nto", + "d", + "ng", + "iew", + "ii", + "hy", + "vs", + "alike", + "ieur", + "bzw", + "onis", + "ossen" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "lle", + "ients", + "thereof", + "alike", + "ial", + "wie", + "bzw", + "wes", + "nto", + "d", + "ion", + "iew", + "ited", + "zes", + "oraz", + "lli", + "ieur", + "ie", + "ile", + "ike", + "via", + "them", + "furthermore", + "ct", + "ue" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "denominado", + "denominada", + "ients", + "yses", + "automobile", + "herein", + "veh", + "ichten", + "thereon", + "ENTA", + "ided", + "amente", + "aan", + "aken", + "itarian", + "oides", + "iliated", + "ostomy", + "meydana", + "ited", + "ially", + "oriented" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ients", + "persons", + "yses", + "ided", + "herein", + "oriented", + "presently", + "ENTA", + "efectu", + "uate", + "wherein", + "situated", + "thereon", + "denominado", + "denominada", + "oid", + "lement", + "util", + "ially", + "osite", + "persons", + "aken", + "iate", + "pursuant", + "whereby", + "resultant", + "pertaining" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "characterized", + "possesses", + "microorganisms", + "Characteristics", + "consequently", + "Subsequently", + "wherein", + "ximately", + "undergoes", + "accompanied", + "Additionally", + "characteristics", + "underwent", + "ENTA", + "microorganism", + "UTIL", + "subsequently", + "natomiast", + "concomit", + "characterized", + "exhibiting", + "During", + "otrophic", + "disseminated", + "util", + "perteneciente", + "biotechn" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "subsequently", + "characterized", + "concomit", + "emanating", + "Approximately", + "wherein", + "approximately", + "Subsequently", + "concomitant", + "util", + "primarily", + "thereby", + "sequently", + "consequently", + "utilizing", + "Upon", + "pertaining", + "exhibiting", + "herein", + "disseminated", + "Subsequently", + "thereof", + "predominantly", + "thereto", + "therefrom", + "characterized" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "concomitant", + "concomit", + "thereby", + "characterized", + "wherein", + "thereto", + "hitherto", + "therefrom", + "thereof", + "herein", + "furthermore", + "Subsequently", + "sequently", + "presently", + "aceous", + "pertaining", + "consequently", + "Moreover", + "subsequently", + "Consequently", + "itherto", + "Subsequently", + "constituting", + "demikian" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "physicochemical", + "concomit", + "Subsequently", + "concomitant", + "hydrophilic", + "anhydrous", + "thereby", + "laboratory", + "chemically", + "elucidated", + "photocatal", + "sequently", + "denominado", + "subsequently", + "electrochemical", + "Subsequently", + "hitherto", + "constituting", + "metallurgical", + "hydroxyl", + "denominada", + "physico", + "elucidate", + "polymeric", + "henceforth", + "aceous", + "microorganism", + "geochemical" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "chemically", + "physicochemical", + "electrochemical", + "laboratory", + "anhydrous", + "chemical", + "molecular", + "polymeric", + "metallurgy", + "hydrophilic", + "stoichiometric", + "superconduct", + "Molecular", + "geochemical", + "mineral", + "molecular", + "elucidated", + "photocatal", + "senyawa", + "biochemical", + "sintered", + "chemical", + "rystalline", + "metall", + "extrater", + "olfactory", + "luminescence", + "impermeable", + "microorganism" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "metallurgical", + "physicochemical", + "chemically", + "electrochemical", + "chemical", + "polymeric", + "metallurgy", + "molecular", + "chemical", + "superconduct", + "biochemical", + "stoichiometric", + "pharmaceutical", + "seawater", + "oxidizing", + "anhydrous", + "laboratory", + "mineral", + "rystalline", + "molecular", + "Molecular", + "extrater", + "elucidated", + "thermodynam", + "intramolecular", + "senyawa", + "oxidation", + "accret", + "oxidized", + "hydrocarbon" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "physicochemical", + "chemically", + "chemical", + "biochemical", + "metallurgical", + "oxidizing", + "chemists", + "chemical", + "polymeric", + "intramolecular", + "physico", + "bacter", + "seawater", + "calcareous", + "electrochemical", + "Chemical", + "senyawa", + "Chemical", + "oxidation", + "pharmaceutical", + "intermolecular", + "phytochemical", + "laboratory", + "ochemical", + "hydrocarbons", + "phyt", + "molecular", + "metabolic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "physicochemical", + "describing", + "describ", + "chemically", + "polymeric", + "characterizing", + "oxidizing", + "describes", + "Characteristics", + "metallurgical", + "intramolecular", + "describir", + "chemical", + "describe", + "metabolic", + "constituting", + "described", + "characteristic", + "intermolecular", + "Describes", + "characterized", + "characterize", + "biochemical", + "excretion", + "excreted", + "transmembrane", + "pharmaceutical", + "polymers", + "resembling" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "describing", + "describir", + "describ", + "describes", + "characterizing", + "describe", + "physicochemical", + "described", + "description", + "metabolic", + "resembling", + "Describes", + "characteristic", + "characterized", + "polymeric", + "characterized", + "pharmaceutical", + "characterize", + "biochemical", + "intermolecular", + "DESCRIPTION", + "chemically", + "colorless", + "caracteriza", + "Characteristics", + "characteristics", + "descriptive" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "subsequently", + "characterized", + "reportedly", + "impacting", + "exacerbated", + "During", + "influencing", + "contributing", + "Subsequently", + "which", + "several", + "publicly", + "utilizing", + "impacted", + "increasingly", + "attributed", + "transitioning", + "following", + "primarily", + "comprised", + "suggesting", + "notably", + "influenced", + "demonstrating", + "showcasing", + "this", + "threatening", + "characterised", + "supporting", + "documented", + "reflecting" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "During", + "Consequently", + "Consequently", + "Subsequently", + "this", + "Recently", + "Subsequently", + "Furthermore", + "subsequently", + "Specifically", + "this", + "recently", + "Furthermore", + "during", + "furthermore", + "During", + "consequently", + "Conversely", + "This", + "ertain", + "further", + "concurrently", + "Ultimately", + "Previously", + "Recently", + "correspondingly", + "Notably", + "Owing", + "during", + "characterized", + "simultaneously" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "During", + "During", + "furthermore", + "Furthermore", + "conversely", + "during", + "Consequently", + "Similarly", + "Conversely", + "Subsequently", + "Consequently", + "Conversely", + "subsequently", + "consequently", + "whereas", + "Similarly", + "Furthermore", + "meanwhile", + "correspondingly", + "thereafter", + "Recently", + "Recently", + "during", + "Simultaneously", + "Alongside", + "Subsequently", + "recently", + "Afterwards", + "Specifically", + "This", + "afterwards", + "Its" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "During", + "During", + "this", + "during", + "meanwhile", + "furthermore", + "This", + "Simultaneously", + "today", + "lately", + "conversely", + "Lately", + "during", + "tandis", + "Recently", + "Secondly", + "Alongside", + "Their", + "tonight", + "Meanwhile", + "consequently", + "Durante", + "Durante", + "Tijdens", + "This", + "These", + "Its", + "Their", + "Currently", + "Tonight" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "During", + "This", + "Its", + "Lately", + "This", + "During", + "Their", + "lately", + "Yet", + "According", + "Recently", + "Their", + "Conversely", + "this", + "Owing", + "Atm", + "Analysis", + "analysts", + "Details", + "Aim", + "Investigators", + "this", + "According", + "Its", + "His" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "During", + "During", + "Its", + "This", + "Consequently", + "Its", + "Recently", + "According", + "According", + "Consequently", + "Lately", + "His", + "Recent", + "nThe", + "Along", + "This", + "Along", + "Considering", + "Regarding", + "holtz", + "Conversely", + "Recently", + "Recent", + "Exposure", + "Historically", + "There", + "Which", + "lately" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "During", + "During", + "According", + "This", + "Its", + "According", + "Consequently", + "Its", + "Recently", + "Recent", + "This", + "Consequently", + "nThe", + "Lately", + "His", + "Unless", + "Considering", + "Recent", + "Therefore", + "Historically", + "Which", + "Unless", + "Considering", + "Recently", + "according", + "His", + "Based", + "holtz" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "During", + "During", + "According", + "Though", + "Historically", + "This", + "Despite", + "Unless", + "Tijdens", + "Upon", + "Although", + "Unless", + "At", + "Therefore", + "Under", + "Furthermore", + "According", + "Consequently", + "Assuming", + "Despite", + "Depending", + "Yet", + "Within", + "Recent", + "Recently", + "jsonData", + "When", + "While", + "Depending", + "Historically", + "Having" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "During", + "During", + "Judging", + "othesis", + "ardini", + "Streams", + "Dalam", + "Items", + "Researchers", + "itzel", + "boli", + "Researchers", + "Brief", + "otre", + "Uns", + "Pada", + "Therefore", + "According", + "Items", + "Subs", + "Around", + "Dif", + "Unless", + "Dif", + "gels", + "volve" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "othesis", + "During", + "During", + "Dif", + "Pada", + "Dif", + "Judging", + "ahme", + "Assuming", + "Researchers", + "viewModel", + "ardini", + "Makeup", + "itzel", + "According", + "Researchers", + "uclease", + "MEL", + "Unless", + "coli", + "ULD", + "Unless", + "blower", + "Subjects" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ofs", + "bola", + "During", + "Dependence", + "Judging", + "mselves", + "aufge", + "During", + "unta", + "coli", + "USING", + "ayet", + "ocer", + "Depending", + "bat", + "Biological", + "othesis", + "doe" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "black", + "bin", + "During", + "underline", + "itemize", + "Depending", + "dot", + "ons", + "blower", + "The", + "This", + "jpg", + "ofs", + "ula", + "Black", + "stand", + "plot", + "For", + "brown", + "element", + "bat", + "Under", + "deep", + "bla", + "increasing", + "As", + "To", + "In", + "exceptions", + "volving", + "bare", + "A" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 119373, + 76087, + 110993, + 15845, + 15911, + 41733, + 16025, + 12989, + 557, + 108, + 30, + 20, + 58, + 542, + 52233, + 58774, + 93327, + 44530, + 44353, + 4546, + 7944, + 2556, + 6963, + 6779, + 253, + 143 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 14444, + 16600, + 30624, + 38651, + 31824, + 23973, + 11089, + 3115, + 497, + 233, + 223, + 616, + 1608, + 19987, + 210032, + 202078, + 233873, + 146101, + 25039, + 4671, + 2156, + 2449, + 2452, + 1363, + 38, + 52 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 56992, + 12029, + 15633, + 147434, + 148265, + 178619, + 186363, + 174400, + 119346, + 197034, + 141511, + 174450, + 177819, + 213379, + 116640, + 95127, + 72191, + 79140, + 48313, + 48987, + 47649, + 70905, + 21202, + 24084, + 144433, + 28339 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 143261, + 193455, + 211364, + 131892, + 160827, + 198620, + 117530, + 115877, + 89195, + 195, + 1281, + 1251, + 3996, + 4935 + ] + }, + { + "label": "oxide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 135867, + 155057, + 195522, + 142550, + 5701, + 19066, + 132130, + 117845, + 21049, + 5854, + 10747, + 18598, + 23262, + 18774 + ] + }, + { + "label": "scale", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 8773, + 57901, + 158773, + 142181, + 181218, + 234240, + 241865, + 229368, + 113866, + 33038, + 126528, + 112557, + 11923, + 17287 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "corrosion", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "oxides", + "score": 17.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "several", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "component", + "output_checked": true + }, + { + "concept": "was", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "during", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "consisting", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "product", + "output_checked": true + }, + { + "concept": "because", + "score": 7.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "component", + "output_checked": true + }, + { + "concept": "elements", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "During", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cracks", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "significant", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "alongside", + "score": 5.0, + "best_rank": 2, + "best_depth": 68.3, + "near_token": "anions", + "output_checked": true + }, + { + "concept": "hydrocarbons", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "requires", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "alloy", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "mineral", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cations", + "output_checked": true + }, + { + "concept": "intense", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "to", + "output_checked": true + }, + { + "concept": "various", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "rotates", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "gases", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "chemically", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "product", + "output_checked": true + }, + { + "concept": "accret", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "oxide", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "minerals", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "physicochemical", + "score": 2.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "thermal", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "became", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "characterized", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "exemplifies", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "component", + "output_checked": true + }, + { + "concept": "During", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "environments", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "underwent", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "from", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "cations", + "output_checked": true + }, + { + "concept": "coating", + "score": 2.0, + "best_rank": 1, + "best_depth": 90.2, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "deposited", + "score": 2.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "anions", + "output_checked": true + }, + { + "concept": "which", + "score": 2.0, + "best_rank": 3, + "best_depth": 56.1, + "near_token": "product", + "output_checked": true + }, + { + "concept": "savior", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "hotter", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "oxidizing", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "smarter", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "", + "output_checked": true + }, + { + "concept": "airfoil", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "component", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "product", + "output_checked": true + }, + { + "concept": "dermal", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "Symptoms", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "superimposed", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "nutrients", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "and", + "output_checked": true + }, + { + "concept": "describing", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "numerous", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "photography", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "subsequently", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "characteristics", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "turbulence", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "exposes", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "superstructure", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "atmospheres", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "remnants", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "often", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "inconsistencies", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "relies", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "turbine", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "nada", + "ervan", + "addRow", + "punkte", + "Kwa", + "quantos", + "wand", + "diagnostic", + "ynitrite", + "diagonal", + "trump", + "Hail" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lev", + "opat", + "ebo", + "zorunda", + "dim", + "tons", + "stir", + "blot", + "gr", + "rid", + "trem", + "twe", + "wedge", + "Cann", + "champ", + "mamy", + "Catt", + "Mannes" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "tons", + "stir", + "blot", + "gr", + "ebo", + "sum", + "Beg", + "rock", + "glob", + "intang", + "Clon", + "zorunda", + "lam", + "Dru", + "viva", + "Bens", + "dim", + "acid", + "lev", + "wedge" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "champ", + "chal", + "ilj", + "glob", + "tfrac", + "nab", + "usan", + "alez", + "Reis", + "def", + "alk", + "essional", + "ilg", + "fam", + "ebu", + "Smyth", + "Bab", + "mede", + "Mani", + "Chand", + "Wren", + "Beg", + "viva" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "Reis", + "Mani", + "ago", + "dre", + "dip", + "Gal", + "tfrac", + "champ", + "essional", + "glob", + "ebu", + "Cret", + "Monte", + "Chap", + "Tit", + "tene", + "Chand", + "Durch", + "Frem", + "opat", + "chenk", + "brink" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Su", + "ilers", + "ORS", + "det", + "sn", + "Vo", + "VERE", + "sag", + "rem", + "yn", + "su", + "oben", + "ual", + "Vla", + "sag", + "ILERS", + "atus" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "sol", + "kick", + "side", + "tool", + "Green", + "Sol", + "das", + "tools", + "demos", + "HI", + "dos", + "sellers", + "ual", + "ORT", + "Ear", + "kick", + "cares", + "don", + "dad", + "DEP" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tool", + "tools", + "side", + "das", + "kick", + "dad", + "dos", + "tail", + "sol", + "dal", + "HI", + "demos", + "nop", + "turbo", + "remen", + "cares", + "don", + "Green", + "Cermak", + "rem", + "ORS" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "sol", + "kick", + "side", + "HI", + "Green", + "Sol", + "tail", + "das", + "cuest", + "Select", + "tool", + "dal", + "serial", + "did", + "atus", + "cdots", + "dad", + "isable" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "lives", + "Select", + "ettle", + "linear", + "proj", + "locks", + "fetch", + "common", + "locks", + "cdots", + "switch", + "Pur", + "listener", + "CERT", + "discuss", + "OOSE", + "contact", + "hyp", + "greeting", + "cactus", + "GRAD", + "cat", + "sus" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "CERT", + "institut", + "ettle", + "listener", + "dat", + "cat", + "cac", + "Listener", + "greet", + "resolve", + "proj", + "titles", + "kaf", + "greeting", + "diet", + "CIM", + "linear", + "cereal", + "trait", + "VERT", + "Bitte", + "EventListener", + "usel", + "Chase", + "GetData" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "fewest", + "Finally", + "Finale", + "spin", + "finally", + "semp", + "finally", + "ifiably", + "Finally", + "weit", + "ativistic", + "ocap", + "eres", + "Finale", + "uencia", + "HttpRequest", + "hap", + "bag", + "Spin", + "avelmente", + "gug", + "well" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "kulit", + "getId", + "overlapping", + "dictionaries", + "restart", + "phospholip", + "replay", + "kik", + "iob", + "overlap", + "coulomb", + "blas", + "kilo", + "aciju", + "overlapped", + "restarted", + "libr", + "httpClient", + "cyclopent" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "God", + "kund", + "blas", + "gor", + "ggen", + "biet", + "rotz", + "god", + "owes", + "Klopp", + "ayet", + "Incre", + "libr" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ausge", + "familie", + "logique", + "tier", + "dabei", + "sebe", + "idio", + "jij", + "igste", + "idium", + "muh", + "ricost", + "Jij", + "aisl", + "costit", + "liced", + "Dadurch", + "kultur", + "fect", + "dazu", + "afect", + "ounding" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "welt", + "halk", + "ospel", + "ectors", + "sped", + "tier", + "wz", + "afect", + "Tus", + "wir", + "Jaz", + "osp", + "Teil", + "spf", + "kultur", + "roh", + "osphere", + "itzer", + "cuad", + "queryString", + "kata", + "duke", + "Versions", + "sezione" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "ilm", + "baik", + "wound", + "swirl", + "STRUCT", + "hound", + "serp", + "harm", + "dl" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "boil", + "cantilever", + "lewat", + "ilab", + "tensor", + "Css", + "Ext", + "dill", + "fileupload" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Simultaneously", + "Subs", + "simultaneously", + "Lately", + "Subsequently", + "Details", + "Similarly", + "Subs", + "Downloads", + "nPlease", + "Secondly", + "elsen", + "Illustration", + "usher", + "aim", + "Responses", + "Illustration" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Subsequently", + "Consequently", + "During", + "Simultaneously", + "During", + "Subsequent", + "Consequently", + "Its", + "Historically", + "Subsequently", + "Recently", + "Its", + "lately", + "Previously", + "According", + "Afterward", + "Compared", + "Recently", + "Secondly", + "Lately", + "SCs", + "Additionally" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "During", + "Subsequently", + "According", + "Consequently", + "Historically", + "Recently", + "During", + "According", + "accordingly", + "Recently", + "Whose", + "Its", + "Historically", + "Subsequent", + "Subsequently", + "Initially", + "Which", + "Previously", + "Traditionally", + "Lately", + "Its" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "During", + "Historically", + "During", + "Traditionally", + "According", + "Under", + "Consequently", + "Simultaneously", + "Assuming", + "Historically", + "Traditionally", + "Due", + "Subsequently", + "Besides", + "Unless", + "Although", + "Previously", + "Tijdens", + "Among", + "Recently", + "Despite", + "Judging", + "Subs", + "Furthermore", + "Though", + "Unless", + "Consequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "During", + "Judging", + "During", + "Assuming", + "Items", + "Previously", + "Due", + "Historically", + "For", + "Simultaneously", + "Under", + "Otherwise", + "According", + "Modes", + "Traditionally", + "Subs", + "Therefore", + "Repeat", + "By", + "Subsequently", + "Plot", + "Brief", + "After", + "Items", + "Pada", + "Around", + "Bodies" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "During", + "During", + "Assuming", + "For", + "By", + "Judging", + "According", + "Repeat", + "Given", + "Simultaneously", + "Meanwhile", + "Historically", + "Unless", + "Pada", + "Bodies", + "This", + "Therefore", + "Based", + "Previously", + "othesis", + "Despite", + "Try", + "Otherwise", + "With", + "After", + "Recently", + "Assuming", + "Excluding", + "Subs" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "During", + "During", + "mselves", + "Throughout", + "ATED", + "For", + "Under", + "According", + "body", + "Based", + "Simultaneously", + "Based", + "Assuming", + "Previously", + "At", + "Pada", + "mina", + "Dalam", + "Judging", + "Given", + "dad" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "During", + "For", + "jpg", + "body", + "Depending", + "Black", + "black", + "Under", + "According", + "In", + "As", + "Such", + "To", + "When", + "ated", + "Based", + "abatic", + "By", + "A", + "acl", + "Atoms", + "It", + "Pada", + "At", + "After", + "Geological", + "Sub", + "Ano", + "Using", + "How" + ] + } + ], + "logit_surprising": [ + { + "concept": "oxides", + "score": 20.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 11.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "consisting", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "product", + "output_checked": true + }, + { + "concept": "ausge", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "coating", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "cracks", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "God", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "During", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "grud", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "verw", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "ilm", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "product", + "output_checked": true + }, + { + "concept": "fumes", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "rotates", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "corrosive", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "to", + "output_checked": true + }, + { + "concept": "adsorbed", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "anions", + "output_checked": true + }, + { + "concept": "crack", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "interspersed", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "anions", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "gases", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "Unusual", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cations", + "output_checked": true + }, + { + "concept": "fewest", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "slutt", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "ricost", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "ostat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "kulit", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "boo", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "clickable", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Constructs", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "sebe", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "Versions", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "halk", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "spf", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "swirl", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "wound", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "develops", + "output_checked": true + }, + { + "concept": "kih", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "residues", + "score": 1.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "both", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "to", + "output_checked": true + }, + { + "concept": "volatile", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "has", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "pronounced", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "kerusakan", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "multilayer", + "output_checked": true + }, + { + "concept": "marked", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "several", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "various", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "elements", + "score": 1.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "Subsequently", + "score": 1.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "atoms", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 1.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "subjected", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "component", + "output_checked": true + }, + { + "concept": "deposited", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "anions", + "output_checked": true + }, + { + "concept": "REST", + "score": 1.0, + "best_rank": 2, + "best_depth": 39.0, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "presse", + "score": 1.0, + "best_rank": 2, + "best_depth": 48.8, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "jah", + "score": 1.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "combustion", + "output_checked": true + }, + { + "concept": "CERT", + "score": 1.0, + "best_rank": 3, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Lorem", + "score": 1.0, + "best_rank": 18, + "best_depth": 70.7, + "near_token": "anions", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-hot-air-surface-layer-05__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-hot-air-surface-layer-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-hot-air-surface-layer-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-hot-air-surface-layer-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-seed2/materials/heldout-v1-assoc-hot-air-surface-layer-05__heatmap.png" + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-e4b-it-heldout-v1-smoke-seed0.json b/jlens_materials/runs/gemma4-e4b-it-heldout-v1-smoke-seed0.json new file mode 100644 index 0000000000000000000000000000000000000000..ca4d3ab380e8a6d862b50e7109ca2a8f33d98a2a --- /dev/null +++ b/jlens_materials/runs/gemma4-e4b-it-heldout-v1-smoke-seed0.json @@ -0,0 +1,3539 @@ +{ + "format_version": 2, + "created_at": "2026-07-15T00:32:28.839707+00:00", + "model": "google/gemma-4-E4B-it", + "model_identity": { + "requested_id": "google/gemma-4-E4B-it", + "requested_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "model_class": "Gemma4ForConditionalGeneration", + "config_name_or_path": "google/gemma-4-E4B-it", + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-E4B-it", + "vocab_size": 262144, + "n_layers": 42, + "d_model": 2560, + "dtype": "bfloat16" + }, + "tag": "gemma4-e4b-it-heldout-v1-smoke-seed0", + "n_layers": 42, + "d_model": 2560, + "lens_n_prompts": 1000, + "lens_provenance": { + "corpus": { + "dataset": "Salesforce/wikitext", + "kind": "huggingface", + "min_chars": 600, + "records": 1000, + "requested_records": 1000, + "revision": "main", + "seed": 0, + "sha256": "a4b31b0673b21a932e33494c8471fb53577bd39b041f0799431c912876f5681e", + "split": "train", + "subset": "wikitext-103-raw-v1", + "text_field": "text", + "unique_records": 1000 + }, + "created_at": "2026-07-11T10:46:06.374107+00:00", + "dim_batch": 16, + "format_version": 1, + "hub": { + "path_in_repo": "gemma4-e4b-it/paper/seed0.pt", + "repo_id": "lamm-mit/gemma4-jacobian-lenses", + "repo_type": "model", + "revision": "main", + "uploaded_at": "2026-07-11T21:52:28.279960+00:00" + }, + "model": { + "config_name_or_path": "google/gemma-4-E4B-it", + "d_model": 2560, + "dtype": "bfloat16", + "model_class": "Gemma4ForConditionalGeneration", + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "n_layers": 42, + "requested_id": "google/gemma-4-E4B-it", + "requested_revision": null, + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-E4B-it", + "vocab_size": 262144 + }, + "paper_reference": "https://transformer-circuits.pub/2026/workspace/index.html", + "recipe": { + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers.", + "max_seq_len": 128, + "n_fit": 1000, + "name": "paper", + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "target_layer": -2 + }, + "source_layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39 + ], + "target_layer": 40, + "upstream_reference": "lamm-mit/jacobian-lens@581d398613e5602a5af361e1c34d3a92ea82ba8e" + }, + "methodology": { + "recipe": { + "name": "demo", + "n_fit": 12, + "max_seq_len": 64, + "target_layer": null, + "report_layer_count": null, + "skip_first": 16, + "strict_corpus": false, + "description": "Fast exploratory fit. Results from this profile are not a quantitative replication of the paper." + }, + "claims_level": "exploratory demo", + "paper_protocol_complete": false, + "strict_protocol": true, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 1, + "evaluation_max_seq_len": 512, + "generation_max_new_tokens": 1, + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "dtype": "bfloat16", + "layer_stride": 1, + "prompt_source": "prompts/materials-heldout-v1-smoke.json", + "swaps_enabled": false, + "swap_alpha": 1.0 + }, + "shapes": [ + "ASSOCIATION" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": { + "ASSOCIATION": { + "n_items": 1, + "minimum_required": 1, + "sufficient_sample": true, + "ks": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "jacobian_lens": { + "pass_at_k": [ + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0 + ], + "auc_log_k": 0.0, + "bootstrap_95": { + "1": { + "mean": 0.0, + "low": 0.0, + "high": 0.0 + }, + "2": { + "mean": 0.0, + "low": 0.0, + "high": 0.0 + }, + "5": { + "mean": 0.0, + "low": 0.0, + "high": 0.0 + }, + "10": { + "mean": 0.0, + "low": 0.0, + "high": 0.0 + }, + "20": { + "mean": 0.0, + "low": 0.0, + "high": 0.0 + }, + "50": { + "mean": 0.0, + "low": 0.0, + "high": 0.0 + }, + "100": { + "mean": 0.0, + "low": 0.0, + "high": 0.0 + } + } + }, + "logit_lens": { + "pass_at_k": [ + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0 + ], + "auc_log_k": 0.0 + } + } + }, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 0, + "n_graded": 0, + "minimum_required": 1, + "sufficient_sample": false, + "protocol_success_rate": null, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [], + "prompts": [ + { + "slug": "heldout-v1-assoc-ductile-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Energy-absorbing dimpled separation 1", + "description": "Held-out unnamed materials description; compare predetermined full-vocabulary ranks and target-free discovery under matched lenses.", + "note": "Frozen held-out item. Predetermined terms are used only for the rank endpoint; open-vocabulary generation and ranking cannot use them.", + "prompt_text": "A round aluminum bar stretched into a pronounced waist before separating. The mating faces contained hemispherical pits centered on inclusions and a slanted tearing rim.", + "prompt_tail": "luminum bar stretched into a pronounced waist before separating. The mating faces contained hemispherical pits centered on inclusions and a slanted tearing rim.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": "heldout-ductile-01", + "carrier_id": null, + "target_family": "ductile", + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "end", + "generated_token_ids": [ + 643 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "open_vocabulary_config": { + "layer_readout_top": 32, + "surprising_top": 64, + "candidate_generation_uses_tracked_terms": false, + "matched_logit_open_vocabulary_stored": true + }, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 533, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 25566 + }, + { + "label": "nucleation", + "best_rank": 1285, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 19938 + }, + { + "label": "coalescence", + "best_rank": 267, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 51516 + }, + { + "label": "void", + "best_rank": 147, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 5317 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "orry", + "accordingly", + "hereby", + "leness", + "ients", + "hence", + "ogether", + "oba", + "iken", + "ammed", + "isses", + "according", + "therefore", + "eles", + "ices", + "ilities", + "asons", + "anyak", + "cen", + "hence", + "eces" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "info", + "lle", + "wanna", + "lly", + "ie", + "ited", + "ided", + "thing", + "guys", + "guy", + "yy", + "yeah", + "wie", + "lli", + "arie", + "dia", + "eded", + "leness", + "witch", + "ndo", + "tics", + "nto", + "d", + "ion", + "ng", + "outh", + "wards", + "ii", + "basically" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "lle", + "thing", + "etc", + "info", + "basically", + "alike", + "lly", + "wards", + "etc", + "stuff", + "xd", + "ILD", + "afterwards", + "onus", + "d", + "ii", + "mente", + "persons", + "atre", + "dia", + "ie", + "plus", + "centre", + "guy", + "aska", + "aid", + "dz" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thereafter", + "hiy", + "pursuant", + "ained", + "ortheast", + "orial", + "arters", + "vier", + "thereto", + "ued", + "oides", + "oid", + "ited", + "toward", + "aken", + "ented", + "edly", + "udos", + "thereon", + "eded", + "yses", + "oused", + "urized", + "veh", + "maupun" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thereafter", + "pursuant", + "thereto", + "thence", + "toward", + "ued", + "resultant", + "yses", + "extant", + "eded", + "abutting", + "arters", + "thereof", + "Util", + "edly", + "sowie", + "sic", + "heretofore", + "insofar", + "hiy", + "ained", + "unto", + "CTED", + "ct", + "lement" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "also", + "utilized", + "comprised", + "beneath", + "consisted", + "upon", + "toward", + "concerning", + "surfaced", + "filmed", + "afterward", + "Util", + "commenced", + "personnel", + "composed", + "thereto", + "zur", + "resulted", + "located", + "arters", + "subsequently", + "aided", + "underwent", + "characterized", + "occupied", + "utilizing" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "adjoining", + "thence", + "toward", + "employed", + "aided", + "abutting", + "noted", + "commenced", + "apiece", + "later", + "thereto", + "ensuing", + "preparatory", + "subsequently", + "beneath", + "notably", + "notable", + "viz", + "punctuated", + "upon", + "ield", + "flanking", + "further", + "varied", + "preceding", + "employing", + "preceded", + "wrought", + "occasioned", + "edly" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "commenced", + "indistinct", + "thereto", + "obliquely", + "characterized", + "constituted", + "merely", + "coloration", + "concomitant", + "apiece", + "characteristic", + "alike", + "apparently", + "also", + "toward", + "considerable", + "furthermore", + "examined", + "preoccupation", + "concomit", + "composition", + "employed", + "concerning", + "cuticle", + "evidently", + "notwithstanding", + "adjoining", + "thence", + "suggestive", + "complexion", + "occasioned", + "noted" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "obliquely", + "abutting", + "abrasive", + "delineated", + "abut", + "commenced", + "abrasion", + "protruding", + "necessitating", + "mottled", + "idal", + "fiss", + "excised", + "coloration", + "discontinuity", + "indistinct", + "imping", + "characterized", + "anisotropic", + "azimuth", + "purview", + "flanks", + "delineation", + "protrusion", + "contour", + "oblique", + "terminus", + "concomitant", + "incipient", + "mouth", + "ridge", + "topography" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "protruding", + "protrusion", + "debris", + "delineated", + "curving", + "perpendicular", + "emplacement", + "suture", + "affixed", + "lacer", + "scarred", + "etching", + "abutting", + "etched", + "demarc", + "delineation", + "angled", + "abrasion", + "scarring", + "protrusions", + "curved", + "deline", + "shoreline", + "etch", + "starboard", + "subsurface", + "littoral", + "scar", + "markings", + "azimuth", + "flanking" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "debris", + "protruding", + "perpendicular", + "suture", + "lacer", + "scarred", + "scarring", + "obliquely", + "curving", + "protrusion", + "abutting", + "deform", + "distal", + "angled", + "ruptured", + "delineated", + "flanking", + "protrusions", + "resection", + "emplacement", + "delineation", + "damaged", + "rupture", + "elongated", + "azimuth", + "jagged", + "excised", + "adjacent", + "geometry", + "flank", + "anatomical" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "scarring", + "damaged", + "debris", + "ruptured", + "necrotic", + "necrosis", + "scarred", + "disintegration", + "deform", + "discoloration", + "lacer", + "damaged", + "salvaged", + "scar", + "rupture", + "diseased", + "cicat", + "wounding", + "Deformation", + "debris", + "damage", + "deformation", + "disintegr", + "protruding", + "indicating", + "degradation", + "Damage", + "discontinuity", + "excision", + "excised", + "wreckage", + "abutting" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "necrotic", + "necrosis", + "debris", + "inconclusive", + "disintegration", + "scarring", + "artifact", + "artifacts", + "forensic", + "anatomical", + "discontinuity", + "diseased", + "cicat", + "resection", + "disintegr", + "discoloration", + "excised", + "Deformation", + "ruptured", + "deformation", + "decomposition", + "degradation", + "deform", + "deteriorated", + "protrusions", + "fissures", + "deformity", + "decay", + "indicating", + "damaged", + "betray" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "necrosis", + "necrotic", + "diseased", + "specimen", + "fail", + "holotype", + "decay", + "damaged", + "degradation", + "artifact", + "artifacts", + "pathology", + "diagnose", + "characterizing", + "deteriorated", + "resection", + "inconclusive", + "scarring", + "irreparable", + "deformity", + "failure", + "recovered", + "debris", + "deterioration", + "anomalous", + "corrupted", + "salvage", + "haunt" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "Ultimately", + "showcasing", + "culminating", + "whereupon", + "Which", + "ultimately", + "whence", + "Ultimately", + "characterized", + "demonstrating", + "which", + "featuring", + "tasked", + "Yet", + "Eventually", + "Featuring", + "simultaneously", + "comprised", + "punctuated", + "Notably", + "culminated", + "Conversely", + "necessitating", + "wherein", + "Eventually", + "whereas", + "meanwhile" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "Furthermore", + "Ultimately", + "Also", + "Yet", + "Meanwhile", + "Each", + "Their", + "whereas", + "Its", + "Yet", + "Furthermore", + "Eventually", + "Conversely", + "Ultimately", + "Eventually", + "Featuring", + "Conversely", + "Simultaneously", + "Their", + "Likewise", + "Its", + "Also", + "Finally", + "Again", + "Consequently", + "Similarly", + "meanwhile", + "Afterwards", + "Likewise", + "Each" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "whereas", + "Furthermore", + "Similarly", + "Conversely", + "furthermore", + "Also", + "Each", + "Meanwhile", + "Similarly", + "Simultaneously", + "Then", + "Finally", + "meanwhile", + "Likewise", + "Afterwards", + "Conversely", + "likewise", + "Secondly", + "Ultimately", + "conversely", + "Equally", + "Yet", + "Furthermore", + "Alongside", + "Each", + "Its", + "Also", + "Again", + "Which", + "simultaneously", + "Otherwise", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "whereas", + "Finally", + "Meanwhile", + "Secondly", + "secondly", + "Secondly", + "conversely", + "Furthermore", + "Its", + "tandis", + "Simultaneously", + "Equally", + "Alongside", + "Whether", + "Finally", + "Similarly", + "Beneath", + "Their", + "underneath", + "theirs", + "respectively", + "finally", + "Which", + "mselves", + "During", + "Similarly", + "Either", + "Neither", + "Within", + "Lastly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "Yet", + "mselves", + "whereas", + "Yours", + "Yet", + "accordingly", + "Its", + "furthermore", + "conversely", + "Meanwhile", + "Accordingly", + "Conversely", + "Lately", + "Nevertheless", + "Together", + "Accordingly", + "Conversely", + "wobei", + "Today", + "Recently", + "tandis", + "Consequently", + "Referred", + "anymore", + "lately", + "Along", + "Yesterday" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "furthermore", + "mselves", + "Consequently", + "Furthermore", + "Its", + "Conversely", + "whereas", + "Each", + "Along", + "conversely", + "They", + "Moreover", + "Within", + "Nevertheless", + "Together", + "Its", + "Meanwhile", + "Recently", + "Consequently", + "Yours", + "Today", + "Moreover", + "Along", + "Secondly", + "Conversely", + "Beneath", + "Regardless", + "Within", + "Their" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Meanwhile", + "furthermore", + "meanwhile", + "Consequently", + "Furthermore", + "Each", + "They", + "Yet", + "Recently", + "Regardless", + "Conversely", + "Together", + "Beneath", + "Secondly", + "Its", + "Welcome", + "Therefore", + "Its", + "Hence", + "conversely", + "Moreover", + "Within", + "Below", + "Along", + "nonetheless", + "Today", + "Nevertheless", + "Lately", + "Additionally", + "Meanwhile", + "Nonetheless" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Secondly", + "secondly", + "Furthermore", + "furthermore", + "Secondly", + "Welcome", + "Consequently", + "Needless", + "Except", + "Needless", + "Each", + "conversely", + "Conversely", + "Additionally", + "Hence", + "Alternatively", + "Likewise", + "jsonData", + "Ships", + "Meanwhile", + "unim", + "Terror", + "Notwithstanding", + "Another", + "Though", + "Unless", + "txt", + "Yet", + "Tissue" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "secondly", + "Secondly", + "plant", + "Secondly", + "ield", + "Meanwhile", + "indd", + "opy", + "Tis", + "acks", + "bred", + "balls", + "pots", + "conversely", + "Aren", + "ular", + "jpeg", + "endswith", + "THAN", + "endregion", + "quist" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "UMENT", + "secondly", + "opy", + "ular", + "plant", + "ument", + "ately", + "THAN", + "Secondly", + "ahme", + "ULAR", + "endregion", + "quist", + "ledes", + "heave", + "omatic", + "emat", + "ufer", + "nitrate", + "ufs" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "emat", + "secondly", + "igate", + "Secondly", + "UMENT", + "imiter", + "declare", + "volve", + "etera", + "ittle", + "ingly", + "ayet", + "heave", + "paginate", + "heading", + "ipation", + "ogloss" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "meet", + "The", + "he", + "sun", + "second", + "end", + "past", + "copy", + "pair", + "emat", + "length", + "evenly", + "tl", + "mat", + "Secondly", + "le", + "The", + "line", + "black", + "kill", + "union", + "meat", + "more", + "around", + "april", + "em", + "hat", + "rest", + "parts", + "jpg", + "fit", + "top" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 256316, + 171301, + 139408, + 84849, + 99229, + 82148, + 10620, + 8521, + 1959, + 298, + 534, + 4682, + 9473, + 14323, + 158567, + 212285, + 162096, + 160490, + 133216, + 139270, + 111642, + 155637, + 93445, + 177539, + 253726, + 244858 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 224278, + 84474, + 137534, + 178111, + 164212, + 83026, + 92351, + 35917, + 7030, + 990, + 1838, + 1286, + 3302, + 3901, + 120243, + 85137, + 60456, + 61023, + 22839, + 26759, + 24993, + 26973, + 71489, + 76639, + 140111, + 115093 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 239934, + 234062, + 219132, + 180225, + 109383, + 78187, + 14082, + 4937, + 534, + 815, + 419, + 642, + 268, + 569, + 22513, + 29390, + 17972, + 59447, + 26433, + 39967, + 61572, + 92224, + 137098, + 78300, + 87054, + 112142 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 26025, + 8302, + 19072, + 10166, + 12960, + 3573, + 5758, + 3384, + 1286, + 2331, + 2190, + 592, + 340, + 148, + 23517, + 42384, + 74521, + 25264, + 49320, + 32484, + 25978, + 44286, + 76196, + 41870, + 14516, + 406 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 25567, + 214305, + 184927, + 98554, + 60740, + 83752, + 145639, + 111954, + 78348, + 133736, + 110212, + 149809, + 145253, + 196788 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 206682, + 243741, + 232732, + 220665, + 179243, + 205910, + 201209, + 59957, + 19939, + 55563, + 101388, + 30097, + 71361, + 69633 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 159088, + 255710, + 214045, + 189202, + 139079, + 196479, + 105957, + 51517, + 69565, + 207110, + 170738, + 113673, + 212919, + 136476 + ] + }, + { + "label": "void", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 64936, + 232577, + 181473, + 46102, + 150609, + 14076, + 27396, + 130475, + 63049, + 45443, + 6367, + 27682, + 14965, + 5318 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "which", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "because", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "round", + "output_checked": true + }, + { + "concept": "each", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "cylindrical", + "score": 8.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "was", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "became", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "remained", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "within", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "lengthwise", + "score": 7.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "into", + "output_checked": true + }, + { + "concept": "halves", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "several", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "pattern", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "tearing", + "output_checked": true + }, + { + "concept": "where", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "shape", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "into", + "output_checked": true + }, + { + "concept": "cavity", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "intricate", + "score": 4.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "protrusions", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "circumference", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "round", + "output_checked": true + }, + { + "concept": "diameter", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "tensile", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "cinematic", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ripping", + "score": 3.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "tearing", + "output_checked": true + }, + { + "concept": "flanked", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "abutting", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "example", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "round", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "sections", + "score": 3.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "lacked", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "depressions", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "table", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "round", + "output_checked": true + }, + { + "concept": "shaped", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "tapering", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "ends", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "groove", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "slanted", + "output_checked": true + }, + { + "concept": "whereas", + "score": 3.0, + "best_rank": 3, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "visually", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "requisite", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 2.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "on", + "output_checked": true + }, + { + "concept": "spouses", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "berupa", + "score": 2.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "depicting", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "quarters", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "arms", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "into", + "output_checked": true + }, + { + "concept": "portion", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "becoming", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "before", + "output_checked": true + }, + { + "concept": "then", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "The", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "representations", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "hemisph", + "output_checked": true + }, + { + "concept": "rectangular", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "vertical", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "pronounced", + "output_checked": true + }, + { + "concept": "larger", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ImageUrl", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "pizza", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "round", + "output_checked": true + }, + { + "concept": "used", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "being", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "Meanwhile", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cookware", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "smooth", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "grooves", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "tray", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "designed", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "extending", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "rim", + "output_checked": true + }, + { + "concept": "eject", + "score": 2.0, + "best_rank": 2, + "best_depth": 48.8, + "near_token": "rim", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "logit_layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "mull", + "Hail", + "nada", + "ervan", + "wand", + "quantos", + "undos", + "ynitrite", + "addRow", + "NORE", + "Kwa", + "maneiras", + "punkte", + "ties" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "ago", + "channel", + "rid", + "tons", + "opat", + "stir", + "dim", + "grac", + "Blanch", + "Mannes", + "lev", + "Sob", + "reu", + "pres", + "twe", + "trem", + "mamy", + "zorunda" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "Clon", + "dim", + "plo", + "reu", + "champ", + "Blanch", + "mamy", + "hus", + "Salv", + "ums", + "hush" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Sod", + "tfrac", + "champ", + "Hus", + "fam", + "essional", + "ilg", + "Langer", + "olyte", + "byt", + "alk", + "tene", + "Pres", + "reu" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ago", + "tene", + "Hus", + "Sod", + "ilj", + "olyte", + "Slave", + "byt", + "essional", + "tfrac", + "Reis", + "Langer", + "fam", + "Pres", + "lev", + "wedge" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "ilers", + "rem", + "icot", + "wyst", + "Vo", + "WOR", + "oben", + "rekken", + "setia", + "kuasa", + "hst", + "hely", + "IVI", + "susp", + "yn", + "ae", + "falls", + "Vla", + "atus", + "illing", + "sn", + "vy", + "tit", + "VERE" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "side", + "trading", + "tool", + "tools", + "HI", + "bro", + "das", + "sol", + "quire", + "Rim", + "truncate", + "contr", + "Me", + "Green", + "dal", + "formal", + "IVING", + "Wakefield", + "MI", + "serial", + "crow", + "Ged", + "hybrid" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "tools", + "side", + "tool", + "HI", + "trading", + "truncate", + "tail", + "yal", + "lives", + "select", + "mei", + "Zealand", + "Green", + "tit", + "turbo", + "demos", + "serial", + "dad", + "valued", + "sol" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "side", + "select", + "blank", + "kick", + "sol", + "HI", + "tool", + "Green", + "Select", + "tools", + "record", + "remen", + "rem", + "Me", + "bro", + "Blank", + "lives", + "simple" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "ettle", + "fetch", + "linear", + "switch", + "Select", + "greeting", + "OOSE", + "olved", + "greet", + "cdots", + "subject", + "sus", + "REST", + "select", + "Green", + "notify", + "lives", + "tch", + "var", + "talk", + "discussed", + "deafness" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "greet", + "fetch", + "Greet", + "greeting", + "switch", + "ettle", + "notify", + "olved", + "wechsel", + "greet", + "Fetch", + "RESOL", + "discuss", + "tit", + "titles", + "resolve", + "GetData", + "data", + "tch", + "SWITCH", + "discussed", + "isselle", + "scope", + "isel", + "Greeting", + "NDC" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "essage", + "BOSS", + "dash", + "erat", + "boss", + "anners", + "Dash", + "handset", + "press", + "lain", + "SANT", + "extend", + "CAL", + "epar", + "BL", + "rion", + "MAIL", + "riends", + "messaging", + "owed", + "PRESS", + "Spacer" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "restart", + "golfer", + "Restart", + "bosses", + "Restart", + "adet", + "staffers", + "cribable", + "department", + "rectum", + "restarting", + "sempat", + "decade", + "unched", + "playlists", + "buttonclick", + "assol" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "golfer", + "deka", + "God", + "punt", + "viol", + "brus", + "del", + "bedingt", + "preservar", + "solle", + "assol" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "logique", + "prong", + "logical", + "undocumented", + "toggle", + "fect", + "jeweils", + "logic", + "Prong", + "individu", + "ausge", + "logical", + "ssk", + "segmented", + "landen" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "idium", + "patched", + "tier", + "prong", + "ausge", + "spf", + "opnieuw", + "welt", + "opcode", + "morally", + "thereof", + "afect", + "ign", + "osp", + "sacrific", + "wir", + "halk", + "ham", + "wij", + "Tus", + "spf", + "fect", + "Versions", + "truncated", + "discord", + "branching", + "sped" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "adn", + "ovi", + "individual", + "awn", + "Pla", + "szen", + "contr", + "contre", + "parent" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "cantilever", + "forward", + "bl", + "keduanya", + "extr", + "simultaneously", + "forward" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "alike", + "Secondly", + "Secondly", + "Thirdly", + "industry", + "Lastly", + "weekly", + "Weekly", + "rebounding", + "Weekly", + "bellows", + "flows", + "Subs", + "workflow", + "descent", + "ForThe", + "Together", + "Lastly", + "themselves", + "backing", + "Subs", + "mselves", + "unfolding", + "Epit", + "Sound", + "Document", + "sheath", + "along" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "mselves", + "Consequently", + "meanwhile", + "Secondly", + "Secondly", + "Meanwhile", + "Additionally", + "Additionally", + "Furthermore", + "Yours", + "Secondary", + "Consequently", + "Early", + "Stem", + "EndOf", + "Increased", + "Bill", + "Its", + "Moreover", + "Document", + "Conversely", + "Lastly", + "Thirdly", + "Simultaneously", + "nThe", + "Independent" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Secondly", + "Secondly", + "Additionally", + "nThe", + "Additionally", + "Consequently", + "meanwhile", + "mselves", + "Yours", + "furthermore", + "Meanwhile", + "Secondary", + "Consequently", + "Lesser", + "sheath", + "Early", + "Moreover", + "Biological", + "Steinberg", + "Tragedy", + "Furthermore", + "Within" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Secondly", + "secondly", + "furthermore", + "Secondly", + "ingly", + "Consequently", + "Allow", + "heave", + "heading", + "Ships", + "paragraph", + "unim", + "conversely", + "Bid", + "subheading", + "Morton", + "Posters", + "Otherwise", + "StringTo", + "framing", + "Sick", + "Furthermore", + "Consequently", + "Peripheral", + "consequently", + "sted", + "Except" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "endswith", + "Secondly", + "chapter", + "heading", + "secondly", + "Allow", + "piece", + "paragraph", + "heading", + "versa", + "plant", + "sure", + "Havre", + "Otherwise", + "Secondly", + "Early", + "Border", + "Meanwhile", + "Survival", + "conversely", + "Second", + "subheading", + "heave" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "paragraph", + "heading", + "secondly", + "Secondly", + "sure", + "Early", + "endswith", + "heading", + "Exercise", + "chapter", + "weak", + "heave", + "wind", + "Meanwhile", + "Allow", + "subheading", + "Begin", + "Border", + "Havre", + "plant", + "border", + "subsection", + "piece", + "part", + "begin" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Secondly", + "heading", + "secondly", + "heading", + "hole", + "black", + "sure", + "Border", + "imiter", + "hline", + "Border", + "border", + "Secondly", + "heave", + "alone", + "paragraph", + "closed", + "chapter", + "ingly", + "ently", + "igator", + "igate", + "versa" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "end", + "The", + "he", + "black", + "hole", + "parts", + "meet", + "Secondly", + "tip", + "padding", + "bordered", + "closed", + "part", + "hline", + "Sb", + "hd", + "ond", + "append", + "to", + "catch", + "em", + "here", + "Stand", + "filled", + "et", + "caption", + "second", + "more", + "eth", + "apply", + "meat", + "angle" + ] + } + ], + "logit_surprising": [ + { + "concept": "ausge", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "shape", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "into", + "output_checked": true + }, + { + "concept": "cylindrical", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "symmetrically", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "halves", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "The", + "output_checked": true + }, + { + "concept": "lengthwise", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "protrusions", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "pattern", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "tearing", + "output_checked": true + }, + { + "concept": "tapering", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "before", + "output_checked": true + }, + { + "concept": "groove", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "slanted", + "output_checked": true + }, + { + "concept": "ends", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "verw", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "remained", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "ostat", + "score": 3.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "punt", + "score": 3.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "each", + "score": 3.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "on", + "output_checked": true + }, + { + "concept": "elongated", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "pronounced", + "output_checked": true + }, + { + "concept": "intricate", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "embedded", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "inclusions", + "output_checked": true + }, + { + "concept": "smooth", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "table", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "round", + "output_checked": true + }, + { + "concept": "boo", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "God", + "score": 2.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "before", + "output_checked": true + }, + { + "concept": "dazu", + "score": 2.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "halk", + "score": 2.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "slanted", + "output_checked": true + }, + { + "concept": "datasheet", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "entrambi", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "shaped", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "hemisph", + "output_checked": true + }, + { + "concept": "Each", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rim", + "output_checked": true + }, + { + "concept": "rectangular", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "a", + "output_checked": true + }, + { + "concept": "were", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "axis", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "slanted", + "output_checked": true + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Yours", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "around", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "machined", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "plate", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "tubing", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "engraved", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "perfectly", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "encir", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "rim", + "output_checked": true + }, + { + "concept": "priori", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "A", + "output_checked": true + }, + { + "concept": "depressions", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "opposing", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "on", + "output_checked": true + }, + { + "concept": "within", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "inclusions", + "output_checked": true + }, + { + "concept": "Elsewhere", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "CRED", + "score": 1.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "on", + "output_checked": true + }, + { + "concept": "kuri", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "bit", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "combined", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "tread", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "erical", + "output_checked": true + }, + { + "concept": "sest", + "score": 1.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ello", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "aluminum", + "output_checked": true + }, + { + "concept": "heat", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "The", + "output_checked": true + }, + { + "concept": "dieu", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "hemisph", + "output_checked": true + }, + { + "concept": "ticker", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "retomar", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "tearing", + "output_checked": true + }, + { + "concept": "restart", + "score": 1.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "del", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "brus", + "score": 1.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "kau", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "prong", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "dabei", + "score": 1.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Jaz", + "score": 1.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "aluminum", + "output_checked": true + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it-heldout-v1-smoke-seed0/materials/heldout-v1-assoc-ductile-01__grid.png", + "stream": "figures/gemma4-e4b-it-heldout-v1-smoke-seed0/materials/heldout-v1-assoc-ductile-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-heldout-v1-smoke-seed0/materials/heldout-v1-assoc-ductile-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-heldout-v1-smoke-seed0/materials/heldout-v1-assoc-ductile-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-heldout-v1-smoke-seed0/materials/heldout-v1-assoc-ductile-01__heatmap.png" + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-e4b-it-paper-seed0.json b/jlens_materials/runs/gemma4-e4b-it-paper-seed0.json new file mode 100644 index 0000000000000000000000000000000000000000..89449743d200d30a43a9ec12571c957b0a8c7bf2 --- /dev/null +++ b/jlens_materials/runs/gemma4-e4b-it-paper-seed0.json @@ -0,0 +1,48982 @@ +{ + "format_version": 2, + "created_at": "2026-07-11T21:56:02.988647+00:00", + "model": "google/gemma-4-E4B-it", + "model_identity": { + "requested_id": "google/gemma-4-E4B-it", + "requested_revision": null, + "model_class": "Gemma4ForConditionalGeneration", + "config_name_or_path": "google/gemma-4-E4B-it", + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-E4B-it", + "vocab_size": 262144, + "n_layers": 42, + "d_model": 2560, + "dtype": "bfloat16" + }, + "tag": "gemma4-e4b-it-paper-seed0", + "n_layers": 42, + "d_model": 2560, + "lens_n_prompts": 1000, + "lens_provenance": { + "corpus": { + "dataset": "Salesforce/wikitext", + "kind": "huggingface", + "min_chars": 600, + "records": 1000, + "requested_records": 1000, + "revision": "main", + "seed": 0, + "sha256": "a4b31b0673b21a932e33494c8471fb53577bd39b041f0799431c912876f5681e", + "split": "train", + "subset": "wikitext-103-raw-v1", + "text_field": "text", + "unique_records": 1000 + }, + "created_at": "2026-07-11T10:46:06.374107+00:00", + "dim_batch": 16, + "format_version": 1, + "hub": { + "path_in_repo": "gemma4-e4b-it/paper/seed0.pt", + "repo_id": "lamm-mit/gemma4-jacobian-lenses", + "repo_type": "model", + "revision": "main", + "uploaded_at": "2026-07-11T21:52:28.279960+00:00" + }, + "model": { + "config_name_or_path": "google/gemma-4-E4B-it", + "d_model": 2560, + "dtype": "bfloat16", + "model_class": "Gemma4ForConditionalGeneration", + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "n_layers": 42, + "requested_id": "google/gemma-4-E4B-it", + "requested_revision": null, + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-E4B-it", + "vocab_size": 262144 + }, + "paper_reference": "https://transformer-circuits.pub/2026/workspace/index.html", + "recipe": { + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers.", + "max_seq_len": 128, + "n_fit": 1000, + "name": "paper", + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "target_layer": -2 + }, + "source_layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39 + ], + "target_layer": 40, + "upstream_reference": "lamm-mit/jacobian-lens@581d398613e5602a5af361e1c34d3a92ea82ba8e" + }, + "methodology": { + "recipe": { + "name": "paper", + "n_fit": 1000, + "max_seq_len": 128, + "target_layer": -2, + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers." + }, + "claims_level": "paper-protocol quantitative", + "paper_protocol_complete": true, + "strict_protocol": true, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 50, + "evaluation_max_seq_len": 512, + "generation_max_new_tokens": 1, + "model_revision": null, + "dtype": "bfloat16", + "layer_stride": 1, + "prompt_source": "prompts/materials-paper-v2-preregistered.json", + "swaps_enabled": false, + "swap_alpha": 1.0 + }, + "shapes": [ + "ASSOCIATION" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": { + "ASSOCIATION": { + "n_items": 50, + "minimum_required": 50, + "sufficient_sample": true, + "ks": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "jacobian_lens": { + "pass_at_k": [ + 0.006666666666666666, + 0.02, + 0.025, + 0.03166666666666666, + 0.05, + 0.09666666666666664, + 0.15999999999999998 + ], + "auc_log_k": 0.050801537458446476, + "bootstrap_95": { + "1": { + "mean": 0.006666666666666666, + "low": 0.0, + "high": 0.02 + }, + "2": { + "mean": 0.02, + "low": 0.0, + "high": 0.04666666666666666 + }, + "5": { + "mean": 0.025, + "low": 0.005, + "high": 0.05166666666666666 + }, + "10": { + "mean": 0.03166666666666666, + "low": 0.006666666666666666, + "high": 0.06 + }, + "20": { + "mean": 0.05, + "low": 0.02, + "high": 0.08333333333333331 + }, + "50": { + "mean": 0.09666666666666664, + "low": 0.05833333333333333, + "high": 0.1383333333333333 + }, + "100": { + "mean": 0.15999999999999998, + "low": 0.10833333333333332, + "high": 0.21333333333333332 + } + } + }, + "logit_lens": { + "pass_at_k": [ + 0.006666666666666666, + 0.006666666666666666, + 0.02, + 0.026666666666666665, + 0.06, + 0.09333333333333332, + 0.13333333333333333 + ], + "auc_log_k": 0.04600343331887995 + } + } + }, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 0, + "n_graded": 0, + "minimum_required": 50, + "sufficient_sample": false, + "protocol_success_rate": null, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [], + "prompts": [ + { + "slug": "paper-v2-assoc-ductile-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Dimpled tensile failure 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A tensile coupon developed pronounced necking before separation. Its failure face contained rounded dimples centered on inclusions, with a cup-shaped center and a surrounding slanted lip.", + "prompt_tail": "pronounced necking before separation. Its failure face contained rounded dimples centered on inclusions, with a cup-shaped center and a surrounding slanted lip.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 402, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 566 + }, + { + "label": "nucleation", + "best_rank": 2725, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 3958 + }, + { + "label": "coalescence", + "best_rank": 361, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 22478 + }, + { + "label": "void", + "best_rank": 6234, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 2075 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "accordingly", + "orry" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "d", + "wards", + "info", + "ise", + "ited", + "iew" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "gonna", + "lle", + "whilst", + "wards", + "centre", + "defence" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "edly", + "oid", + "oides", + "vier", + "alike", + "udos", + "goers" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "edly", + "alike", + "zis", + "oid", + "ct", + "lle", + "udos" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "also", + "towards", + "thereafter", + "neath", + "ppo", + "respectively", + "depicting" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereto", + "respectively", + "notable", + "characterized", + "commenced", + "thereafter", + "adjoining", + "indistinct" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "indistinct", + "composed", + "characterized", + "thereto", + "whereas", + "characteristic", + "noteworthy", + "constituted" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "curved", + "indistinct", + "radially", + "indrical", + "coloration", + "elongated", + "delineated", + "topography" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "curved", + "coloration", + "photograph", + "contoured", + "anatomical", + "curving", + "characteristic", + "diagram" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "contoured", + "coloration", + "anatomical", + "characteristic", + "curved", + "observed", + "anatom", + "elongated" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "coloration", + "characteristic", + "morphology", + "distinctive", + "diagram", + "characteristics", + "anatomical", + "indicating" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "distinguishing", + "distinctive", + "distinguish", + "holotype", + "coloration", + "distinct", + "distinguished" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "coloration", + "distinguishing", + "diagram", + "distinctive" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Also", + "furthermore", + "Furthermore", + "whereas", + "Eventually", + "Furthermore", + "Ultimately", + "Additionally" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Also", + "furthermore", + "Furthermore", + "Furthermore", + "Also", + "also", + "Similarly", + "Similarly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "Furthermore", + "Similarly", + "Similarly", + "Simultaneously", + "Also", + "Conversely" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "Similarly", + "likewise", + "similarly", + "these", + "Similarly", + "whereas" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "This", + "These", + "Overall", + "this", + "Recently", + "Overall" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "These", + "Consequently", + "Recently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "These", + "Such", + "Its" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "These", + "Hence", + "Such", + "Consequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Such", + "Such", + "Hence" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Such", + "Notably", + "This", + "Consequently", + "Hence", + "Such" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Characteristic", + "Notably", + "These", + "Characteristics", + "Typical", + "Its", + "Such" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "It", + "Such", + "A", + "Its", + "In" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 257560, + 179132, + 169863, + 122802, + 133958, + 129483, + 23742, + 25662, + 2932, + 206, + 403, + 3332, + 8127, + 13211, + 210127, + 227793, + 191935, + 210660, + 189801, + 23021, + 18293, + 9492, + 8105, + 16120, + 71686, + 12843 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 217696, + 120343, + 192167, + 195243, + 179253, + 108518, + 54405, + 38832, + 2116, + 1190, + 3433, + 2726, + 2969, + 4870, + 121104, + 105200, + 128654, + 214778, + 112140, + 20481, + 23812, + 6483, + 47856, + 69587, + 171719, + 63477 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 230774, + 238964, + 236544, + 230564, + 166032, + 103467, + 9126, + 11099, + 295, + 1332, + 515, + 647, + 362, + 607, + 25443, + 18012, + 19796, + 81253, + 37156, + 17542, + 36150, + 10334, + 17057, + 31323, + 41459, + 18724 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 33766, + 5605, + 12260, + 2637, + 10247, + 3414, + 5296, + 5478, + 9077, + 13333, + 17304, + 18502, + 6235, + 10679, + 13021, + 35755, + 73157, + 55949, + 62430, + 84207, + 63500, + 22149, + 8304, + 7693, + 3036, + 844 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 10902, + 102811, + 97255, + 62115, + 157122, + 149038, + 160102, + 144667, + 113807, + 567, + 1180, + 6872, + 8405, + 14167 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 215448, + 205723, + 208288, + 234215, + 213375, + 237786, + 190579, + 165536, + 110281, + 3959, + 19127, + 10097, + 36309, + 39626 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 194370, + 261714, + 213878, + 137586, + 201892, + 230310, + 136979, + 218830, + 150609, + 94135, + 65979, + 22479, + 36909, + 32846 + ] + }, + { + "label": "void", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 51916, + 188347, + 87715, + 11256, + 168306, + 24397, + 28999, + 59363, + 30154, + 2729, + 2367, + 6872, + 2500, + 2076 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "several", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "pronounced", + "output_checked": true + }, + { + "concept": "whereas", + "score": 13.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "A", + "output_checked": true + }, + { + "concept": "was", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "indicating", + "score": 10.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ples", + "output_checked": true + }, + { + "concept": "ductile", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "which", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "during", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "because", + "score": 8.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 7.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "occurred", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "fracture", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "This", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-ductile-01__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-ductile-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-ductile-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-ductile-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-ductile-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-ductile-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Dimpled tensile failure 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "After substantial plastic elongation, a metal bar separated along a surface filled with microscopic pits around second-phase particles. Neighboring pits had joined into larger depressions.", + "prompt_tail": "ongation, a metal bar separated along a surface filled with microscopic pits around second-phase particles. Neighboring pits had joined into larger depressions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 3183, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 14879 + }, + { + "label": "nucleation", + "best_rank": 268, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 3400 + }, + { + "label": "coalescence", + "best_rank": 12, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 5572 + }, + { + "label": "void", + "best_rank": 20724, + "best_depth": 56.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 9915 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "hereby", + "accordingly" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "persons", + "leness", + "lle", + "gonna", + "eded", + "persons" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "centre", + "centre", + "sebagainya", + "programmes", + "organisations" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "hitherto", + "sebagainya", + "centre", + "thence" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "centre", + "centre", + "persons", + "hitherto" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "centre", + "centre", + "hence", + "organised" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "nearer", + "hitherto", + "itherto", + "thereto", + "therefore", + "occasioned", + "probably" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "hitherto", + "itherto", + "thence", + "thereto", + "meanwhile", + "furthermore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "thence", + "nearer", + "apiece", + "Moreover", + "moreover", + "hitherto", + "itherto" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "agglomer", + "incipient", + "coales", + "coalescence", + "swollen", + "crowding" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "incipient", + "agglomer", + "coales", + "swollen", + "enlarging", + "intensification", + "enlarged", + "clustering" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "enlarging", + "intensification", + "enlargement", + "intensifying", + "enlarg", + "forming", + "enlarged" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "increasing", + "intensification", + "intensifying", + "Increasing", + "increasing", + "growing", + "intensified", + "accumulating" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "growing", + "increasing", + "accumulating", + "intensifying", + "intensification", + "deepening", + "urbanization", + "increasing" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Consequently", + "Furthermore", + "furthermore", + "whereas", + "Also", + "Also", + "Meanwhile" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Similarly", + "Furthermore", + "Furthermore", + "furthermore", + "Meanwhile", + "Consequently", + "likewise", + "Similarly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "whereas", + "Similarly", + "Similarly", + "meanwhile", + "Furthermore", + "likewise" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "whereas", + "conversely", + "meanwhile", + "furthermore", + "Furthermore", + "while", + "Meanwhile", + "Similarly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "furthermore", + "Meanwhile", + "Furthermore", + "Simultaneously", + "Similar", + "Similarly", + "Consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "meanwhile", + "Consequently", + "Meanwhile", + "furthermore", + "consequently", + "conversely", + "Despite", + "similarly" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "meanwhile", + "Consequently", + "Meanwhile", + "consequently", + "Similarly", + "Despite", + "Similar", + "Recently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Simultaneously", + "Consequently", + "meanwhile", + "Similarly", + "Despite", + "Meanwhile", + "Alongside", + "Furthermore" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Simultaneously", + "Consequently", + "Similarly", + "Meanwhile", + "Despite", + "meanwhile", + "Similarly", + "Consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Simultaneously", + "Similarly", + "Despite", + "Meanwhile", + "Similarly", + "Recently", + "Consequently" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Simultaneously", + "Consequently", + "Following", + "Along", + "Alongside", + "Similarly", + "Considering", + "Despite" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "A", + "Metal", + "In", + "Following", + "After", + "Simultaneously" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 255155, + 173043, + 160011, + 197874, + 204445, + 235994, + 190170, + 133699, + 111930, + 2848, + 3184, + 11842, + 34991, + 19518, + 229531, + 239807, + 207130, + 201015, + 160523, + 56297, + 44658, + 41068, + 59392, + 80389, + 133366, + 12115 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 212252, + 131696, + 178315, + 223076, + 201547, + 168785, + 89080, + 91464, + 11594, + 96, + 436, + 269, + 866, + 538, + 126816, + 94689, + 74215, + 101272, + 40667, + 9113, + 9722, + 11199, + 48061, + 65389, + 150930, + 84447 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 225034, + 245964, + 197958, + 217882, + 200492, + 149028, + 38228, + 24410, + 946, + 6, + 14, + 14, + 13, + 27, + 19547, + 12324, + 7060, + 33346, + 5355, + 2846, + 4405, + 8518, + 9624, + 6158, + 19643, + 19588 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 26624, + 4336, + 9932, + 8156, + 19676, + 17282, + 30765, + 31229, + 86927, + 51400, + 63191, + 49758, + 44905, + 56340, + 20725, + 70234, + 83950, + 67006, + 41481, + 41291, + 38644, + 24475, + 65877, + 40177, + 10850, + 2001 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 39077, + 132931, + 154357, + 117767, + 127580, + 157731, + 80417, + 121660, + 107370, + 18318, + 14880, + 68550, + 121148, + 103719 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 193925, + 234717, + 164878, + 228611, + 240471, + 212819, + 128917, + 37927, + 60177, + 3401, + 7744, + 34238, + 66099, + 51069 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 137232, + 261581, + 172644, + 152808, + 211304, + 169670, + 66015, + 111316, + 43752, + 10575, + 5573, + 22980, + 28738, + 12841 + ] + }, + { + "label": "void", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 112542, + 174492, + 152347, + 36831, + 105637, + 9916, + 20597, + 47660, + 30214, + 18318, + 14070, + 37434, + 38662, + 28136 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "several", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "whereas", + "score": 14.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "the", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "because", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "After", + "output_checked": true + }, + { + "concept": "neighbors", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "coales", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "into", + "output_checked": true + }, + { + "concept": "occurred", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "alloy", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "underwent", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "This", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tensile", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "impurities", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "with", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-ductile-02__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-ductile-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-ductile-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-ductile-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-ductile-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-ductile-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Dimpled tensile failure 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A pulled specimen narrowed strongly in its gauge section. Electron microscopy of the separated faces showed deep equiaxed dimples around particles and elongated dimples near the outer rim.", + "prompt_tail": "trongly in its gauge section. Electron microscopy of the separated faces showed deep equiaxed dimples around particles and elongated dimples near the outer rim.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 1221, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 1410 + }, + { + "label": "nucleation", + "best_rank": 877, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 202 + }, + { + "label": "coalescence", + "best_rank": 425, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 3779 + }, + { + "label": "void", + "best_rank": 5322, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 1122 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "accordingly", + "ammed", + "hereby", + "orry" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "ii", + "wards", + "persons", + "leness", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "alike", + "persons", + "lle", + "xd", + "thereof" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "oides", + "lle", + "persons", + "alike", + "ided", + "thereon", + "persons" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "alike", + "oraz", + "lle", + "assisted" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "towards", + "thereafter", + "assisted", + "utilized", + "commenced", + "Util" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "noticeable", + "spersed", + "respectively", + "characterized", + "toward", + "noted" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "Moreover", + "characterized", + "noticeable", + "noteworthy", + "thereto", + "characteristics", + "suggesting", + "indications" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Moreover", + "characteristic", + "suggestive", + "elongated", + "characterized", + "suggesting", + "noteworthy", + "bluish" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "observed", + "characteristic", + "striated", + "observations", + "coloration", + "exhibiting" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "suggestive", + "distinguishing", + "visible", + "characteristic", + "coloration", + "observed" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicating", + "characteristic", + "discoloration", + "suggestive", + "coloration", + "necrosis", + "distinguishing", + "symptomatic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "distinguishing", + "distinguish", + "differentiated", + "differentiating", + "differentiation", + "differentiate", + "contrasting", + "indicative" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "distinguishing", + "differentiated", + "distinguish", + "differentiating", + "coloration", + "specificity", + "differentiation", + "Overall" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Afterwards", + "furthermore", + "Later", + "later", + "further", + "Furthermore", + "whereas", + "meanwhile" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "Furthermore", + "Afterwards", + "Consequently", + "Meanwhile", + "Later", + "Furthermore", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "Similarly", + "Later", + "Conversely", + "Afterwards", + "meanwhile", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "Meanwhile", + "conversely", + "Similarly", + "similarly", + "Similarly", + "Furthermore" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "furthermore", + "These", + "Later", + "these", + "Consequently", + "Recently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "meanwhile", + "Meanwhile", + "furthermore", + "accordingly", + "This", + "Recently", + "conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "This", + "Recently", + "Meanwhile", + "Conversely", + "meanwhile", + "conversely", + "consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Hence", + "Consequently", + "Likewise", + "this", + "Furthermore", + "These", + "micrograph" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "SEM", + "Hence", + "Consequently", + "This", + "Consequently", + "Thus", + "Scanning" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "SEM", + "Consequently", + "Hence", + "Scanning", + "Photograph", + "Comparative", + "Comparing" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Scanning", + "Characteristic", + "This", + "Photograph", + "SEM", + "Comparison", + "Further", + "Cyclic" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Electron", + "Mechanical", + "A", + "These", + "Metall", + "Stress" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 255044, + 170824, + 151104, + 179441, + 202314, + 180925, + 73000, + 55904, + 13863, + 463, + 1222, + 1678, + 8352, + 71245, + 202593, + 227115, + 223963, + 238399, + 205716, + 57874, + 28565, + 11484, + 18636, + 42680, + 64048, + 13143 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 217941, + 133352, + 185359, + 184022, + 207535, + 171460, + 96091, + 61673, + 11021, + 6461, + 8776, + 2344, + 3539, + 9316, + 136460, + 89687, + 98017, + 138038, + 56436, + 4045, + 1548, + 878, + 7304, + 9933, + 54132, + 25377 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 226638, + 238491, + 220560, + 239644, + 212343, + 149269, + 51790, + 28378, + 2424, + 3737, + 2680, + 486, + 426, + 3081, + 50247, + 29123, + 19917, + 44585, + 17599, + 2830, + 3650, + 3776, + 7403, + 6123, + 13049, + 7024 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 32815, + 5462, + 10667, + 3122, + 10585, + 13468, + 31038, + 12146, + 31272, + 13602, + 16553, + 7902, + 5323, + 8374, + 25961, + 50684, + 87718, + 65810, + 56360, + 40589, + 25591, + 12296, + 8913, + 6601, + 7670, + 855 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 21433, + 151431, + 172947, + 93192, + 86715, + 149757, + 135438, + 161360, + 145576, + 2683, + 1411, + 9207, + 20575, + 30029 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 221052, + 189429, + 200250, + 231568, + 244902, + 214177, + 158904, + 79983, + 36537, + 417, + 203, + 1158, + 5710, + 7013 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 226605, + 260422, + 214432, + 176858, + 209367, + 214663, + 94806, + 142345, + 66622, + 14771, + 3780, + 6518, + 22544, + 12052 + ] + }, + { + "label": "void", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 43163, + 229253, + 97141, + 14997, + 84941, + 12244, + 19697, + 19551, + 26500, + 1123, + 2219, + 10669, + 3068, + 2913 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "whereas", + "score": 17.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "indicating", + "score": 14.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "because", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "pulled", + "output_checked": true + }, + { + "concept": "several", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "which", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "quarters", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "thickness", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "section", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "dim", + "output_checked": true + }, + { + "concept": "middle", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "its", + "output_checked": true + }, + { + "concept": "This", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "edges", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "grains", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "dim", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-ductile-03__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-ductile-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-ductile-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-ductile-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-ductile-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-ductile-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Dimpled tensile failure 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "The load-displacement curve showed extensive post-yield deformation before final separation. The mating surfaces displayed many rounded depressions that had linked across the section.", + "prompt_tail": "urve showed extensive post-yield deformation before final separation. The mating surfaces displayed many rounded depressions that had linked across the section.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 535, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 488 + }, + { + "label": "nucleation", + "best_rank": 708, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 1079 + }, + { + "label": "coalescence", + "best_rank": 3, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 6730 + }, + { + "label": "void", + "best_rank": 13741, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 9105 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "accordingly", + "alike", + "hereby", + "behalf", + "orry", + "hence" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "persons", + "hence", + "eded", + "gement", + "etc" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "persons", + "centre", + "centre", + "etc", + "wards" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "centre", + "persons", + "centre", + "everybody", + "alike", + "whilst", + "anybody", + "organisations" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "centre", + "centre", + "whilst", + "organised", + "organise", + "organisations" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "gonna", + "afterwards", + "which", + "organised", + "whilst", + "organisations", + "anybody", + "organisation" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "whilst", + "quite", + "alike", + "Whilst", + "although", + "which", + "probably", + "afterwards" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "quite", + "thereto", + "whilst", + "thence", + "lately", + "Whilst", + "itherto" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "whilst", + "quite", + "fibres", + "thereto", + "apiece", + "Whilst", + "peoples" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "interlocking", + "fibres", + "interconnected", + "interconnect", + "nodos", + "criss", + "interwoven" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "nodos", + "anastom", + "criss", + "diseased", + "distal", + "symptomatic", + "mottled", + "interconnected" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "forming", + "disintegration", + "deform", + "Deformation", + "necrosis", + "deformation", + "fragmentation", + "formation" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Deformation", + "penetrated", + "disintegration", + "fragmentation", + "necrosis", + "diseased", + "deformation" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "forming", + "coalescence", + "formando", + "confluent" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Furthermore", + "which", + "this", + "whereas", + "This", + "furthermore", + "During" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Furthermore", + "Furthermore", + "furthermore", + "whereas", + "Also", + "Similarly", + "Meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Similarly", + "Furthermore", + "whereas", + "Meanwhile", + "furthermore", + "conversely", + "Conversely", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "Meanwhile", + "Similarly", + "Furthermore", + "meanwhile", + "conversely", + "whereas", + "These" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "these", + "this", + "This", + "Meanwhile", + "Similarly", + "These", + "Compared" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "This", + "These", + "this", + "Similarly", + "Meanwhile", + "Conversely", + "Despite" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "These", + "Consequently", + "these", + "Despite", + "Similarly", + "There" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "these", + "These", + "Consequently", + "Similarly", + "Furthermore", + "Likewise" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Similarly", + "Consequently", + "Conversely", + "this", + "Despite", + "These", + "Likewise" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Similarly", + "Consequently", + "Conversely", + "Despite", + "These", + "this", + "Simultaneously" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "These", + "Similarly", + "The", + "Consequently", + "Conversely", + "Despite", + "Characteristic" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "These", + "In", + "A", + "Load", + "It", + "Stress" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 253288, + 177561, + 177127, + 210878, + 208992, + 237973, + 189299, + 125220, + 77380, + 1500, + 677, + 536, + 2340, + 4354, + 245606, + 247129, + 218619, + 229169, + 170815, + 16568, + 9924, + 5688, + 6258, + 11096, + 50074, + 16458 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 196214, + 106099, + 173268, + 169073, + 175817, + 144327, + 150816, + 152190, + 33616, + 1208, + 2980, + 1160, + 3742, + 709, + 99101, + 67542, + 49383, + 77948, + 26355, + 5678, + 4568, + 3039, + 11196, + 15104, + 82371, + 36311 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 216451, + 250577, + 227751, + 245068, + 229051, + 219453, + 115879, + 48218, + 2280, + 31, + 49, + 30, + 12, + 4, + 17828, + 9364, + 8318, + 36351, + 20501, + 5503, + 7239, + 4569, + 10331, + 5923, + 17151, + 21983 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 29909, + 4241, + 11048, + 10657, + 27515, + 22068, + 45635, + 41501, + 68719, + 23846, + 36512, + 49572, + 16205, + 43376, + 32584, + 36543, + 64276, + 60313, + 38816, + 49021, + 40121, + 13742, + 34214, + 30792, + 4632, + 688 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 22250, + 155292, + 100778, + 124553, + 111086, + 65924, + 93230, + 175582, + 86547, + 585, + 489, + 3765, + 12744, + 11574 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 197679, + 211284, + 191355, + 219496, + 227270, + 186482, + 129914, + 153083, + 20143, + 1080, + 1791, + 5371, + 7180, + 7496 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 135626, + 259500, + 221333, + 152864, + 197102, + 184568, + 80788, + 159129, + 27213, + 16249, + 6731, + 7643, + 25666, + 8817 + ] + }, + { + "label": "void", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 69200, + 208973, + 148339, + 13966, + 76158, + 9106, + 30123, + 88343, + 25531, + 11247, + 12959, + 17895, + 10149, + 13388 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "several", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "ductility", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "because", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "demonstrations", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "This", + "score": 8.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "indicative", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "indicating", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "been", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "had", + "output_checked": true + }, + { + "concept": "whereas", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "section", + "output_checked": true + }, + { + "concept": "significant", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "failure", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "protracted", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "extensive", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-ductile-04__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-ductile-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-ductile-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-ductile-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-ductile-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-ductile-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Dimpled tensile failure 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A structural alloy absorbed considerable energy and formed a visible waist before failure. Its cup-and-cone surface was covered by particle-centered microscopic pits.", + "prompt_tail": "ctural alloy absorbed considerable energy and formed a visible waist before failure. Its cup-and-cone surface was covered by particle-centered microscopic pits.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 680, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 232 + }, + { + "label": "nucleation", + "best_rank": 956, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 142 + }, + { + "label": "coalescence", + "best_rank": 2256, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 2655 + }, + { + "label": "void", + "best_rank": 2967, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 718 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "accordingly" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "persons", + "leness", + "gonna", + "lle", + "ients", + "alike", + "ii" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "centre", + "alike", + "centre", + "organised" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "thereto", + "therein", + "thereon", + "satisfactorily" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "thence", + "thereto", + "alike" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "whereas", + "alike", + "which", + "thereto" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereto", + "hitherto", + "specimens", + "persons", + "thence", + "themselves" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "thereto", + "persons", + "hitherto" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "micrograph", + "mottled", + "aceous", + "histological", + "epidermal", + "micrographs", + "specimens", + "discolor" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "micrograph", + "micrographs", + "metallurgical", + "histological", + "specimen", + "specimens", + "bacter", + "mottled" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "micrograph", + "micrographs", + "discoloration", + "ocular", + "mottled", + "histological", + "observed", + "microscopic" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "discoloration", + "defective", + "bacter", + "micrograph", + "ulcer", + "lesions", + "defects", + "micrographs" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "micrograph", + "Corrosion", + "corrosion", + "micrographs", + "impurities", + "defective", + "workmanship", + "bacter" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "micrograph", + "histological", + "Untersuch", + "specimen", + "defective", + "uscular", + "microstructure" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "Which", + "Furthermore", + "furthermore", + "whereas", + "Eventually", + "Consequently", + "Afterwards" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "furthermore", + "Later", + "whereas", + "Furthermore", + "Also", + "Meanwhile", + "Eventually" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "furthermore", + "whereas", + "Eventually", + "During", + "During", + "Meanwhile", + "meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "whereas", + "furthermore", + "During", + "while", + "During", + "While" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "During", + "During", + "Recently", + "Overall", + "Compared", + "meanwhile", + "Its", + "Despite" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Its", + "What", + "What", + "This", + "Which", + "Recently", + "During" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "This", + "What", + "During", + "its", + "Recently", + "These" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Its", + "Its", + "This", + "its", + "Hence", + "Consequently", + "These", + "Collectively" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Its", + "Its", + "This", + "Hence", + "Hence", + "Characteristic", + "Consequently", + "Notably" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Its", + "Its", + "This", + "Hence", + "Consequently", + "Hence", + "Despite", + "Exhibits" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Its", + "Characteristic", + "This", + "Identifying", + "Its", + "Exhibits", + "Judging", + "Measures" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Its", + "It", + "What", + "A", + "Upon", + "These" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 254911, + 193855, + 161096, + 160009, + 185168, + 219389, + 68334, + 26659, + 3119, + 352, + 681, + 2885, + 4418, + 1422, + 180505, + 233727, + 206919, + 212359, + 188909, + 26362, + 24574, + 8784, + 4521, + 6539, + 16789, + 4448 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 213745, + 138247, + 196223, + 228692, + 227570, + 142357, + 56767, + 73485, + 4890, + 1462, + 3079, + 1049, + 2880, + 1074, + 88489, + 67028, + 66397, + 132594, + 37430, + 3122, + 3591, + 957, + 7787, + 9671, + 55074, + 25296 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 228053, + 242951, + 222300, + 229468, + 201481, + 147383, + 24214, + 31708, + 5668, + 3321, + 4902, + 6625, + 5420, + 13968, + 31089, + 18152, + 11209, + 38171, + 19244, + 7651, + 9875, + 2257, + 7608, + 9520, + 46564, + 18569 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 31522, + 4969, + 9041, + 6671, + 16288, + 13261, + 11069, + 18395, + 18603, + 8935, + 6340, + 3237, + 2968, + 4275, + 9892, + 43239, + 87882, + 83163, + 77767, + 98435, + 57485, + 26448, + 3968, + 3957, + 1591, + 1756 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 59401, + 123340, + 180780, + 101257, + 90831, + 177523, + 137843, + 103201, + 80943, + 233, + 629, + 3157, + 4216, + 4832 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 253003, + 242301, + 239977, + 237591, + 214902, + 214980, + 177978, + 133775, + 21337, + 143, + 457, + 854, + 2979, + 3766 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 161928, + 261084, + 227359, + 199113, + 251229, + 247351, + 124797, + 174146, + 109627, + 41405, + 15483, + 2656, + 13153, + 9940 + ] + }, + { + "label": "void", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 55087, + 101265, + 70746, + 9989, + 74186, + 8102, + 17357, + 56761, + 31029, + 9833, + 15483, + 9366, + 719, + 1037 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "metallurgical", + "score": 18.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "fracture", + "score": 17.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "during", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "indicative", + "score": 12.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "saucer", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cup", + "output_checked": true + }, + { + "concept": "because", + "score": 10.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "several", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "deformation", + "score": 8.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "characteristics", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "cracks", + "score": 8.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "by", + "output_checked": true + }, + { + "concept": "which", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ductile", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-ductile-05__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-ductile-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-ductile-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-ductile-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-ductile-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-boundary-attack-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Interface-localized stainless-steel attack 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "An austenitic stainless component remained near 650 degrees Celsius long enough for chromium-rich carbides to decorate grain interfaces. Chloride exposure then produced connected grooves along those interfaces while the interiors stayed intact.", + "prompt_tail": "chromium-rich carbides to decorate grain interfaces. Chloride exposure then produced connected grooves along those interfaces while the interiors stayed intact.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 39 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 1647, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 39, + "logit_lens_best_rank": 5063 + }, + { + "label": "corrosion", + "best_rank": 1, + "best_depth": 43.9, + "onset_depth": 39.0, + "reached_top1": false, + "best_pos": 39, + "logit_lens_best_rank": 3 + }, + { + "label": "sensitization", + "best_rank": 2214, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 39, + "logit_lens_best_rank": 5007 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "accordingly", + "ammed", + "behalf", + "ogether", + "orry", + "iken" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "persons", + "leness", + "d", + "lle", + "gonna", + "ii", + "alike" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "gonna", + "centre", + "lle", + "alike" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "maupun", + "leness", + "oides", + "alike", + "sebagainya" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "everybody", + "somebody", + "alike", + "anybody", + "solamente" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "afterwards", + "everybody", + "therefore", + "which", + "somebody", + "gonna", + "consisted" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "afterwards", + "meanwhile", + "basically", + "then", + "thereafter", + "probably", + "thereto", + "afterward" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "meanwhile", + "likewise", + "furthermore", + "thereto", + "alike", + "then", + "afterward", + "whatever" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "then", + "chemically", + "afterward", + "thereafter", + "meanwhile", + "furthermore", + "likewise" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "chemically", + "corrosion", + "bacter", + "hypoxia", + "necrosis", + "Corrosion", + "contamination", + "vesicle" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "necrosis", + "chemically", + "discoloration", + "vasculature", + "staining", + "corrosion", + "distal", + "subsurface" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "necrosis", + "corrosion", + "diseased", + "contamination", + "damage", + "lesions", + "damaging" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "isolated", + "spatially", + "isolate", + "isolating", + "described", + "Isolated", + "penetrated" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "isolated", + "spatially", + "seemingly", + "selectively", + "isolating", + "inexplic" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "whereas", + "Furthermore", + "however", + "ultimately", + "Afterwards", + "subsequently", + "furthermore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Later", + "Afterwards", + "Ultimately", + "furthermore", + "Consequently", + "Furthermore", + "Eventually", + "subsequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "meanwhile", + "later", + "Conversely", + "conversely", + "furthermore", + "subsequently", + "Similarly", + "Furthermore" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "Later", + "afterward", + "afterwards", + "furthermore", + "later", + "conversely", + "subsequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "Later", + "thereafter", + "later", + "Later", + "Afterwards", + "Eventually", + "Afterward" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Later", + "Consequently", + "Subsequent", + "thereafter", + "Afterward", + "later", + "Later", + "Afterwards" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Subsequent", + "Later", + "Afterwards", + "Eventually", + "thereafter", + "Afterward", + "therefore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Subsequent", + "Consequently", + "Hence", + "Afterwards", + "Later", + "Conversely", + "Subsequently", + "Eventually" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Subsequent", + "Subsequently", + "Consequently", + "Hence", + "Finally", + "Consequently", + "This", + "Afterwards" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Subsequent", + "Consequently", + "This", + "Subsequently", + "Ultimately", + "Consequently", + "Finally", + "Hence" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Subsequent", + "This", + "Consequently", + "Finally", + "Subsequently", + "Ultimately", + "Corrosion" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Subsequent", + "Grain", + "In", + "Heat", + "Chromium", + "Upon" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 79353, + 56752, + 48473, + 74529, + 61743, + 56053, + 19762, + 41718, + 9822, + 17406, + 5806, + 8021, + 1648, + 3971, + 48194, + 61968, + 83453, + 93214, + 42504, + 18740, + 9475, + 17630, + 28978, + 31813, + 7472, + 1850 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 162026, + 76738, + 30563, + 52468, + 68455, + 9604, + 1829, + 12448, + 129, + 2, + 4, + 2, + 49, + 7376, + 41538, + 57735, + 60990, + 35631, + 18360, + 463, + 146, + 32, + 10, + 21, + 9, + 41 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 137393, + 72134, + 67888, + 64229, + 76261, + 40019, + 47302, + 43061, + 61366, + 11209, + 8686, + 8686, + 84670, + 213244, + 100132, + 54885, + 45739, + 42849, + 54471, + 8575, + 6357, + 2215, + 3880, + 3626, + 2079, + 2983 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 113460, + 102583, + 79412, + 180351, + 135065, + 100175, + 7249, + 12091, + 9959, + 5064, + 9604, + 14439, + 15961, + 13484 + ] + }, + { + "label": "corrosion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 209014, + 260779, + 184921, + 94991, + 13181, + 5748, + 108810, + 76808, + 47475, + 50, + 10, + 10, + 4, + 14 + ] + }, + { + "label": "sensitization", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 239738, + 201427, + 14190, + 135666, + 37044, + 128309, + 208762, + 44903, + 102009, + 14879, + 40833, + 22316, + 15349, + 5008 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "corrosion", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "because", + "score": 18.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "0", + "output_checked": true + }, + { + "concept": "during", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "long", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "component", + "output_checked": true + }, + { + "concept": "several", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "and", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "percent", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "6", + "output_checked": true + }, + { + "concept": "subsequently", + "score": 7.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "then", + "output_checked": true + }, + { + "concept": "which", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "enough", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "temperature", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "this", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-boundary-attack-01__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-boundary-attack-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-boundary-attack-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-boundary-attack-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-boundary-attack-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-boundary-attack-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Interface-localized stainless-steel attack 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A welded stainless plate experienced a prolonged intermediate-temperature dwell. Subsequent acid testing revealed narrow continuous attack paths around each grain and chromium-depleted zones beside carbide particles.", + "prompt_tail": "diate-temperature dwell. Subsequent acid testing revealed narrow continuous attack paths around each grain and chromium-depleted zones beside carbide particles.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 11198, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 7630 + }, + { + "label": "corrosion", + "best_rank": 50, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 109 + }, + { + "label": "sensitization", + "best_rank": 5451, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 12249 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "hereby", + "accordingly" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "d", + "leness", + "alike", + "persons", + "ii", + "gonna", + "lle" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "persons", + "lle", + "thereof" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thereon", + "herein", + "herewith", + "persons", + "thereafter", + "persons" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thereafter", + "herewith", + "herein", + "thereon", + "wherein" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "utilized", + "commenced", + "utilizing", + "Util", + "utilised" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "hitherto", + "thereto", + "burgeoning", + "concomitant", + "viz", + "incipient", + "proximate" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "furthermore", + "Moreover", + "noteworthy", + "wherein", + "concomit", + "hitherto" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "noteworthy", + "coloration", + "Findings", + "delineated", + "characterized", + "findings", + "burgeoning", + "elucidated" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "diagnostic", + "coloration", + "symptomatic", + "metallurgical", + "staining", + "observed", + "discoloration", + "exhibiting" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "symptomatic", + "diagnostic", + "observed", + "evidence", + "coloration", + "discoloration", + "observed" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "symptomatic", + "necrosis", + "diagnose", + "diagnostic", + "Diagnosis", + "indicating", + "diagnosing", + "discoloration" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "indicative", + "Diagnosis", + "diagnose", + "symptomatic", + "diagnostic", + "diagnosing", + "distinguish" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "observed", + "diagnosed", + "symptomatic", + "evidence", + "indicates", + "diagnose" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "Afterwards", + "subsequently", + "Furthermore", + "Consequently", + "Subsequently", + "Interestingly", + "Ultimately" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "Consequently", + "Consequently", + "subsequently", + "Afterwards", + "Furthermore", + "Ultimately", + "Subsequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Subsequently", + "Furthermore", + "subsequently", + "meanwhile", + "Furthermore", + "Afterwards", + "conversely" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "these", + "furthermore", + "meanwhile", + "These", + "this", + "These", + "lately", + "Meanwhile" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "These", + "these", + "this", + "This", + "This", + "Recently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "These", + "This", + "these", + "These", + "this", + "This" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "This", + "these", + "These", + "this", + "This" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "These", + "these", + "This", + "this", + "These", + "This" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "These", + "These", + "This", + "this", + "these" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "This", + "These", + "This", + "these", + "this", + "Consequently" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "These", + "This", + "Considering", + "Given", + "These", + "Experts", + "Analyzing", + "Characteristic" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "These", + "The", + "Heat", + "Oxid", + "Given", + "In", + "Analysis" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 108438, + 66197, + 72975, + 96649, + 42039, + 101905, + 60229, + 62695, + 21491, + 20768, + 11199, + 30842, + 27674, + 55587, + 94328, + 117634, + 163055, + 130804, + 91218, + 70440, + 49110, + 75405, + 98966, + 79727, + 22084, + 8634 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 156833, + 75623, + 15600, + 93612, + 95759, + 7410, + 4338, + 5935, + 561, + 56, + 114, + 53, + 51, + 511, + 48601, + 46440, + 30848, + 19029, + 13324, + 596, + 511, + 343, + 162, + 343, + 124, + 43 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 163505, + 54057, + 45552, + 19132, + 38191, + 31159, + 42479, + 5809, + 18857, + 2453, + 5589, + 5452, + 31379, + 49953, + 53518, + 30581, + 42244, + 35713, + 52268, + 14558, + 14291, + 6621, + 20519, + 11646, + 5527, + 8120 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 82630, + 94725, + 23364, + 85416, + 65287, + 57353, + 22935, + 7631, + 38281, + 29014, + 56207, + 91861, + 73770, + 49319 + ] + }, + { + "label": "corrosion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 185616, + 261228, + 155944, + 134332, + 24100, + 5702, + 53520, + 37377, + 65935, + 138, + 110, + 140, + 198, + 283 + ] + }, + { + "label": "sensitization", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 230899, + 257740, + 128532, + 157008, + 107457, + 190050, + 227960, + 107013, + 108045, + 12250, + 33588, + 27202, + 42759, + 14062 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "corrosion", + "score": 30.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "attack", + "output_checked": true + }, + { + "concept": "exposure", + "score": 22.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "experienced", + "output_checked": true + }, + { + "concept": "during", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "dwell", + "output_checked": true + }, + { + "concept": "because", + "score": 9.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "oxide", + "score": 8.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "along", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "attack", + "output_checked": true + }, + { + "concept": "several", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "experienced", + "output_checked": true + }, + { + "concept": "within", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "paths", + "output_checked": true + }, + { + "concept": "inconsistencies", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "experienced", + "output_checked": true + }, + { + "concept": "neighbors", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "beside", + "output_checked": true + }, + { + "concept": "resulted", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "testing", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-boundary-attack-02__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-boundary-attack-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-boundary-attack-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-boundary-attack-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-boundary-attack-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-boundary-attack-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Interface-localized stainless-steel attack 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Metallography of heat-affected stainless steel showed carbide films at crystallite edges. After immersion in an aggressive aqueous solution, material loss followed those edges rather than crossing the grain interiors.", + "prompt_tail": "bide films at crystallite edges. After immersion in an aggressive aqueous solution, material loss followed those edges rather than crossing the grain interiors.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 36 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 302, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 36, + "logit_lens_best_rank": 1915 + }, + { + "label": "corrosion", + "best_rank": 232, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 36, + "logit_lens_best_rank": 313 + }, + { + "label": "sensitization", + "best_rank": 2237, + "best_depth": 75.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 36, + "logit_lens_best_rank": 2864 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "accordingly", + "alike", + "behalf", + "anyak", + "orry", + "ogether" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "leness", + "gonna", + "persons", + "lle", + "zes", + "tics", + "ses" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "alike", + "persons", + "till", + "lle", + "wards" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "leness", + "alike", + "persons", + "hearers", + "oides", + "ided" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "alike", + "leness", + "persons", + "zis", + "everybody" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "towards", + "afterwards", + "owness", + "leness", + "furthermore", + "Concerning", + "although" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thus", + "thereafter", + "which", + "toward", + "latter", + "towards", + "hence", + "thereto" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whereas", + "furthermore", + "thereto", + "hence", + "whereas", + "thus", + "neither", + "thereby" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "whereas", + "rather", + "thereby", + "thus", + "Furthermore", + "latter", + "situated", + "which" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subsurface", + "delineated", + "mucous", + "egress", + "characteristic", + "observed", + "agglomer", + "benthic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "characteristic", + "necrosis", + "subsurface", + "coloration", + "isolated", + "delineated" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "necrosis", + "symptomatic", + "characteristic", + "characteristics", + "exploiting", + "inability", + "poisoning", + "pathogen" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "preferentially", + "exploiting", + "fatally", + "consequently", + "characteristic", + "exploited", + "discriminating" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "consequently", + "favoring", + "subsequently" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "consequently", + "Furthermore", + "Subsequently", + "subsequently", + "furthermore", + "Afterwards", + "Ultimately" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Consequently", + "Furthermore", + "subsequently", + "furthermore", + "Conversely", + "Subsequently", + "Ultimately" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Conversely", + "Consequently", + "Subsequently", + "furthermore", + "Similarly", + "subsequently", + "consequently", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Consequently", + "furthermore", + "consequently", + "This", + "conversely", + "this", + "accordingly", + "meanwhile" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "this", + "This", + "Consequently", + "This", + "Later" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "this", + "This", + "Consequently", + "This", + "therefore", + "this" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "This", + "this", + "Consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "This", + "this", + "questo" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "this", + "This", + "This", + "Consequently", + "Hence", + "this" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "this", + "This", + "This", + "this", + "Consequently" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "This", + "Consequently", + "Further" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "Metall", + "The", + "Heat", + "Further", + "Stainless", + "Analysis", + "This" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 102131, + 84847, + 71186, + 41155, + 10915, + 28752, + 1749, + 32930, + 416, + 192, + 303, + 4213, + 6380, + 63743, + 112492, + 82238, + 103548, + 109819, + 54291, + 28825, + 12857, + 19221, + 28955, + 34743, + 9536, + 4603 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 146921, + 75499, + 23598, + 60525, + 78237, + 4416, + 11200, + 20447, + 11712, + 1005, + 1093, + 233, + 358, + 22564, + 25871, + 33914, + 26843, + 18669, + 16361, + 1245, + 872, + 599, + 457, + 419, + 127, + 58 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 142770, + 75703, + 36154, + 31439, + 39099, + 19625, + 65165, + 20137, + 28646, + 22079, + 16095, + 3963, + 52458, + 46418, + 64584, + 22080, + 21629, + 13171, + 7396, + 2238, + 3038, + 2708, + 5921, + 4393, + 3726, + 10497 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 66082, + 159763, + 33054, + 121880, + 154802, + 71507, + 3580, + 1916, + 31123, + 28098, + 28866, + 21488, + 18277, + 19560 + ] + }, + { + "label": "corrosion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 205239, + 262094, + 174629, + 119729, + 12686, + 5066, + 27683, + 77993, + 58907, + 420, + 314, + 477, + 671, + 497 + ] + }, + { + "label": "sensitization", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 209049, + 211058, + 20803, + 56555, + 40075, + 136132, + 192628, + 19370, + 10952, + 2865, + 10812, + 23008, + 29697, + 14039 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 19.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "edges", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 12.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 11.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "films", + "output_checked": true + }, + { + "concept": "defence", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "seawater", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "immersion", + "output_checked": true + }, + { + "concept": "this", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "which", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "films", + "output_checked": true + }, + { + "concept": "them", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "crossing", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "autoclave", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "aggressive", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-boundary-attack-03__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-boundary-attack-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-boundary-attack-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-boundary-attack-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-boundary-attack-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-boundary-attack-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Interface-localized stainless-steel attack 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A stainless tube cooled slowly through the carbide-forming temperature range. Service in chloride brine later produced a network of fissures and grooves tracing the outlines of individual grains.", + "prompt_tail": "ugh the carbide-forming temperature range. Service in chloride brine later produced a network of fissures and grooves tracing the outlines of individual grains.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 32 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 13157, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 1765 + }, + { + "label": "corrosion", + "best_rank": 0, + "best_depth": 87.8, + "onset_depth": 43.9, + "reached_top1": true, + "best_pos": 32, + "logit_lens_best_rank": 0 + }, + { + "label": "sensitization", + "best_rank": 1131, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 1876 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "behalf", + "alike", + "hereby", + "accordingly", + "orry" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "leness", + "persons", + "lle", + "gonna", + "ii", + "alike", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "persons", + "lle", + "ising", + "thereof", + "centre", + "ii" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thence", + "therefrom", + "thereafter", + "Thereafter", + "thereto", + "alike" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "forthwith", + "alike", + "whereupon", + "ensuing", + "heretofore", + "thereto", + "thereafter" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "commenced", + "wherein", + "whereupon", + "subsequently", + "photographs" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "merely", + "whereupon", + "Upon", + "wherein", + "wrought", + "discernible" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "thence", + "whereupon", + "thereto", + "merely", + "heretofore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "mottled", + "etched", + "micrograph", + "burgeoning", + "thence", + "striated", + "merely" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "micrograph", + "etched", + "etching", + "metallurgical", + "photographic", + "photograph", + "coloration", + "etch" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "discoloration", + "etching", + "observed", + "coloration", + "micrograph", + "mottled", + "metallurgical", + "scarring" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "discoloration", + "discolor", + "Corrosion", + "corrosion", + "necrosis", + "coloration", + "symptomatic", + "corro" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "inexplicable", + "discoloration", + "Corrosion", + "discolor", + "evid", + "corrosion", + "coloration", + "diagnose" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "inexplicable", + "inexplic", + "unexplained", + "discoloration", + "symptoms", + "horrifying", + "sufferers", + "diagnose" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Afterwards", + "Suddenly", + "Eventually", + "Later", + "Which", + "However", + "Finally", + "Several" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Later", + "Afterwards", + "Eventually", + "Ultimately", + "Similarly", + "Furthermore", + "During", + "Recently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Afterwards", + "Eventually", + "Later", + "Afterward", + "Similarly", + "later", + "Similarly", + "Conversely" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "Afterwards", + "During", + "Afterward", + "afterwards", + "afterward", + "furthermore", + "Similarly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "Afterwards", + "Initially", + "Initially", + "Recently", + "During", + "Eventually", + "Afterward" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Subsequent", + "Consequently", + "Initially", + "Recently", + "Afterwards", + "Despite" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Subsequent", + "Afterwards", + "Corrosion", + "Initially", + "Consequently", + "Afterward" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Corrosion", + "corrosion", + "Afterwards", + "Consequently", + "Subsequent", + "Hence", + "Stress" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Corrosion", + "corrosion", + "This", + "Stress", + "Electrochem", + "Hence", + "Erosion", + "Consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Corrosion", + "Stress", + "Consequently", + "Electrochem", + "Initially", + "corrosion" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Corrosion", + "Stress", + "Erosion", + "Initially", + "Consequently", + "Physically" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Grain", + "Stress", + "Micro", + "Carbide", + "No", + "High" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 113421, + 59886, + 50702, + 61157, + 29566, + 47446, + 49568, + 54125, + 20676, + 26374, + 15012, + 13158, + 16535, + 64309, + 79686, + 75944, + 96997, + 97810, + 66636, + 46673, + 20789, + 48721, + 58285, + 56697, + 17208, + 4836 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 163798, + 76340, + 22863, + 114094, + 94154, + 9950, + 18768, + 11543, + 465, + 52, + 21, + 2, + 3, + 22, + 6541, + 13368, + 4867, + 2694, + 2050, + 33, + 8, + 2, + 1, + 3, + 2, + 18 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 154265, + 63408, + 55720, + 119531, + 142252, + 111377, + 150726, + 70653, + 122705, + 36520, + 28335, + 4380, + 19175, + 37487, + 65199, + 26889, + 28386, + 21825, + 19747, + 2401, + 1513, + 1132, + 1857, + 1353, + 1579, + 7993 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 88100, + 177955, + 37304, + 127735, + 53653, + 39646, + 5051, + 1766, + 14346, + 21152, + 29212, + 73357, + 54457, + 37265 + ] + }, + { + "label": "corrosion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 219145, + 261563, + 174864, + 157268, + 25457, + 1093, + 9115, + 735, + 4827, + 3, + 1, + 1, + 1, + 1 + ] + }, + { + "label": "sensitization", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 237201, + 247273, + 72931, + 114458, + 80150, + 95283, + 171249, + 12403, + 28375, + 2427, + 6239, + 12054, + 7090, + 1877 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "corrosion", + "score": 25.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "because", + "score": 22.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "several", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "produced", + "output_checked": true + }, + { + "concept": "environments", + "score": 14.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "chloride", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "within", + "score": 11.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "became", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "began", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Service", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "along", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "tubing", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "tube", + "output_checked": true + }, + { + "concept": "This", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-boundary-attack-04__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-boundary-attack-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-boundary-attack-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-boundary-attack-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-boundary-attack-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-boundary-attack-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Interface-localized stainless-steel attack 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Following an intermediate-temperature heat treatment, austenitic steel contained chromium-rich particles at grain interfaces. Chemical exposure preferentially removed narrow regions next to those particles.", + "prompt_tail": "atment, austenitic steel contained chromium-rich particles at grain interfaces. Chemical exposure preferentially removed narrow regions next to those particles.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 239, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 736 + }, + { + "label": "corrosion", + "best_rank": 33, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 52 + }, + { + "label": "sensitization", + "best_rank": 8866, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 23079 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "hereby", + "accordingly", + "orry" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "persons", + "lle", + "zis", + "somebody", + "eded" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "lle", + "alike" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "persons" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "yses" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "therefore", + "persons", + "which", + "whereby", + "Characteristics" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "toward", + "nearer", + "later", + "thereto", + "nearby", + "thus", + "thence", + "farther" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "toward", + "thereto", + "furthermore", + "meanwhile", + "alike", + "Toward", + "thus" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "toward", + "farther", + "hydrophilic", + "Toward", + "entially", + "acial" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subsurface", + "scav", + "sediment", + "littoral", + "shoreline", + "ophage" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "scav", + "subsurface", + "erosion", + "raref", + "preferentially", + "littoral" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "erosion", + "spatially", + "subsurface", + "affected", + "littoral", + "necrosis", + "extractive", + "preferentially" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "preferentially", + "anomalous", + "spatially", + "erosion", + "rosion", + "differential", + "anomal", + "weakening" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "preferentially", + "differentially", + "affected", + "scav", + "atrophy", + "anomalous", + "effet" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Consequently", + "Suddenly", + "Consequently", + "Furthermore", + "furthermore", + "Later", + "subsequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Furthermore", + "Furthermore", + "Consequently", + "furthermore", + "Meanwhile", + "meanwhile", + "Later" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "conversely", + "Consequently", + "consequently", + "furthermore", + "Furthermore", + "whereas", + "subsequently", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "consequently", + "afterwards", + "Consequently", + "therefore", + "while", + "whereas", + "subsequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "therefore", + "consequently", + "Consequently", + "Consequently", + "thereby", + "thus", + "subsequently", + "meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "consequently", + "therefore", + "Consequently", + "thus", + "thereby", + "subsequently", + "meanwhile" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "consequently", + "Consequently", + "therefore", + "this", + "thus", + "This", + "Therefore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "this", + "Consequently", + "consequently", + "This", + "these", + "These", + "therefore" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "This", + "Therefore", + "Subsequently", + "Subsequent", + "alloying" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "This", + "alloying", + "Subsequently", + "Subsequent", + "Therefore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "This", + "Consequently", + "Subsequent", + "These", + "Simultaneously", + "Oxidation", + "Subsequently" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "These", + "Grain", + "A", + "Austen", + "Subsequent", + "Consequently" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 100243, + 72116, + 47120, + 61631, + 34808, + 47609, + 17152, + 66443, + 6144, + 1782, + 861, + 240, + 730, + 5519, + 27528, + 63216, + 46632, + 43141, + 34605, + 9822, + 6324, + 3374, + 4054, + 4261, + 4068, + 1015 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 151474, + 53723, + 29075, + 61341, + 97031, + 19438, + 6727, + 27418, + 2452, + 37, + 71, + 34, + 57, + 431, + 11415, + 41222, + 20981, + 22636, + 53082, + 2978, + 973, + 66, + 42, + 60, + 20, + 44 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 166195, + 51150, + 25093, + 32441, + 45927, + 33884, + 67459, + 33831, + 143888, + 104933, + 66657, + 13782, + 27480, + 56776, + 38087, + 38814, + 38043, + 58286, + 75302, + 29059, + 18185, + 8867, + 11440, + 10911, + 5606, + 16567 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 68789, + 93618, + 70280, + 101070, + 126861, + 51114, + 3036, + 737, + 9653, + 4491, + 9837, + 3314, + 2082, + 1858 + ] + }, + { + "label": "corrosion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 203670, + 254639, + 154202, + 85733, + 44945, + 9181, + 63965, + 51924, + 168975, + 616, + 199, + 57, + 53, + 60 + ] + }, + { + "label": "sensitization", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 173445, + 171420, + 134235, + 96165, + 23080, + 150882, + 214236, + 100724, + 169169, + 78737, + 80363, + 64767, + 45154, + 26151 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "these", + "score": 18.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "to", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "treatment", + "output_checked": true + }, + { + "concept": "because", + "score": 14.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Following", + "output_checked": true + }, + { + "concept": "which", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "and", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "resulted", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "carbides", + "score": 8.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "those", + "output_checked": true + }, + { + "concept": "several", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "alloying", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Chemical", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-boundary-attack-05__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-boundary-attack-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-boundary-attack-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-boundary-attack-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-boundary-attack-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cyclic-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Cyclic loading and beach-mark morphology 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A rotating shaft survived many thousands of alternating load cycles before sudden separation. Concentric beach marks spread from a surface notch, and fine parallel ridges covered the smooth region.", + "prompt_tail": "nds of alternating load cycles before sudden separation. Concentric beach marks spread from a surface notch, and fine parallel ridges covered the smooth region.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 52, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 13 + }, + { + "label": "crack", + "best_rank": 238, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 85 + }, + { + "label": "propagation", + "best_rank": 552, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 1453 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "accordingly", + "behalf", + "ammed", + "hereby", + "according" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "persons", + "leness", + "d", + "arie", + "eded" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "gonna", + "lle", + "leness", + "persons", + "needful" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "leness", + "downtown", + "ewise", + "edly", + "oides", + "mittal" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "doings", + "edly", + "thence", + "persons", + "maupun" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "afterward", + "afterwards", + "photographs", + "thereafter", + "everybody", + "goers" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "scarcely", + "apiece", + "thereto", + "merely", + "wrought", + "thence", + "specimens" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "scarcely", + "thereto", + "thence" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "mottled", + "merely", + "thence", + "scarcely", + "indistinct", + "apiece" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "visible", + "mottled", + "micrograph", + "discoloration", + "observed", + "striated", + "specimen", + "coloration" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "visible", + "discoloration", + "micrograph", + "observable", + "osserv", + "observations", + "mottled" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "observed", + "discoloration", + "indicating", + "coloration", + "observations", + "visible", + "observation" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "distinguishing", + "describing", + "characteristic", + "observed", + "describe", + "description", + "indicating", + "distinguish" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "describe", + "describing", + "observed", + "characteristic", + "distinguishing", + "coloration" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Eventually", + "Afterwards", + "Furthermore", + "Ultimately", + "Which", + "furthermore", + "demonstrating" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Later", + "Furthermore", + "Consequently", + "Afterwards", + "Eventually", + "Ultimately", + "furthermore", + "Meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Eventually", + "During", + "Later", + "furthermore", + "Eventually", + "later", + "Furthermore", + "Subsequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "lately", + "furthermore", + "meanwhile", + "whereas", + "Afterwards", + "During", + "afterwards", + "afterward" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Recently", + "Later", + "During", + "lately", + "These", + "Afterward", + "Eventually", + "During" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Recently", + "What", + "Afterward", + "This", + "Eventually", + "meanwhile", + "Afterwards" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Investigation", + "investigators", + "Recently", + "investigating", + "investigation", + "investigate", + "Consequently", + "This" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "analysis", + "Investigation", + "investigating", + "analyses", + "Analysis", + "investigation", + "Failure", + "investigators" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Failure", + "ANAL", + "Failure", + "Investigation", + "Analyzing", + "Analysis", + "ANALYSIS", + "investigating" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "ANAL", + "Failure", + "Analyzing", + "Failure", + "Analysis", + "ANALYSIS", + "Investigation", + "failure" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Analyzing", + "Analysis", + "Investigation", + "ANAL", + "Failure", + "Eventually", + "ANALYSIS" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Failure", + "A", + "Analysis", + "Fatigue", + "Investigation", + "Analyzing" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 147440, + 208886, + 205456, + 219017, + 233671, + 201502, + 169517, + 155251, + 69686, + 21023, + 24492, + 17052, + 85184, + 133797, + 181470, + 147105, + 115269, + 61177, + 11039, + 740, + 500, + 169, + 57, + 53, + 16, + 8 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 34787, + 111318, + 157082, + 172015, + 133445, + 56360, + 14697, + 90621, + 10430, + 4380, + 4261, + 30247, + 27981, + 53939, + 47489, + 65699, + 82563, + 56588, + 41712, + 17540, + 8581, + 2468, + 239, + 351, + 318, + 164 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 34867, + 14839, + 21518, + 119538, + 100654, + 66479, + 51790, + 21299, + 8994, + 8259, + 4855, + 553, + 906, + 1247, + 37840, + 24048, + 74941, + 95459, + 79838, + 6726, + 3569, + 2126, + 4798, + 7424, + 4299, + 2736 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 167038, + 37854, + 3672, + 64364, + 119828, + 102631, + 59077, + 35633, + 57002, + 57, + 203, + 70, + 15, + 14 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 216625, + 102943, + 33544, + 93136, + 205214, + 124459, + 54174, + 8787, + 152, + 1307, + 1702, + 189, + 86, + 128 + ] + }, + { + "label": "propagation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 130532, + 198780, + 238608, + 237624, + 124686, + 18400, + 29290, + 42131, + 92223, + 21393, + 10228, + 1454, + 5290, + 5791 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "several", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "years", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "many", + "output_checked": true + }, + { + "concept": "appeared", + "score": 11.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "because", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "failure", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "indicating", + "score": 8.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ",", + "output_checked": true + }, + { + "concept": "cracks", + "score": 8.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "during", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "where", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "across", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "spread", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cyclic-01__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cyclic-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cyclic-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cyclic-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cyclic-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cyclic-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Cyclic loading and beach-mark morphology 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A component failed after repeated stress reversals far below its monotonic strength. The separated surface contained a smooth semicircular region advancing from a machining mark and a rough final overload zone.", + "prompt_tail": " far below its monotonic strength. The separated surface contained a smooth semicircular region advancing from a machining mark and a rough final overload zone.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 35 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 996, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 712 + }, + { + "label": "crack", + "best_rank": 41862, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 1327 + }, + { + "label": "propagation", + "best_rank": 5537, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 2279 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "accordingly", + "ammed", + "orry", + "iken" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "lle", + "ie", + "alike", + "wards", + "wie", + "ii" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "centre", + "lle", + "persons", + "gonna", + "defence", + "centre" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thereto", + "thereon", + "therefrom", + "therein" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "thereto", + "thereafter", + "persons" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "commenced", + "consisted", + "concerning", + "characterized", + "also", + "situated" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "characterized", + "concomitant", + "thereto", + "concomit", + "thereafter", + "commenced", + "constituted", + "thence" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "characterized", + "thereto", + "indistinct", + "constituted", + "concomit", + "Miscellaneous", + "concomitant" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "characterized", + "delineated", + "constituted", + "delineation", + "indistinct", + "littoral", + "striated", + "salient" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "striated", + "metallurgical", + "observed", + "photograph", + "photographic", + "delineated", + "suture" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "evidence", + "indicating", + "observed", + "discoloration", + "distal", + "identifiable", + "visible", + "delineation" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicating", + "diagnostic", + "indicating", + "indications", + "evidence", + "indicate", + "discoloration", + "diagnostic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "distinguishing", + "superimposed", + "indicating", + "transitional", + "distinguish", + "diagnostic", + "discontinuity" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "distinguishing", + "Evidence", + "evidence", + "indicating", + "indicates" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Afterwards", + "Furthermore", + "During", + "Consequently", + "Subsequently", + "Eventually", + "Ultimately", + "Successfully" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Ultimately", + "Subsequently", + "Consequently", + "furthermore", + "Also", + "Afterwards", + "Eventually" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "furthermore", + "Subsequently", + "During", + "Eventually", + "meanwhile", + "Conversely", + "Ultimately" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "this", + "today", + "similarly", + "Recently", + "accordingly", + "Furthermore" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "Recently", + "recently", + "This", + "These" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "This", + "Recently", + "this" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "This", + "Investigation", + "Diagnosis", + "this" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Investigation", + "This", + "investigating", + "investigation" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "Investigation", + "Diagnosis", + "investigating", + "investigation", + "This", + "Diagnosis" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "Investigation", + "Diagnosis", + "This", + "investigating", + "investigate", + "investigation" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Investigation", + "Diagnosis", + "Identifying", + "Analysis", + "Characteristic", + "Investigators", + "Diagnostics" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Investigation", + "Analysis", + "A", + "Diagnosis", + "We", + "Based" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 142808, + 216761, + 209201, + 214706, + 223548, + 141842, + 112546, + 75057, + 48355, + 11329, + 5447, + 5963, + 43062, + 45802, + 137390, + 95372, + 93013, + 80268, + 20228, + 8826, + 5459, + 3419, + 997, + 1769, + 853, + 364 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 31711, + 84159, + 170863, + 168555, + 145909, + 120049, + 51735, + 107551, + 57596, + 30510, + 50886, + 90627, + 56785, + 85969, + 78924, + 81050, + 106091, + 85619, + 70247, + 75001, + 58659, + 64129, + 41863, + 57967, + 8173, + 1133 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 40129, + 17596, + 23121, + 127092, + 90122, + 66379, + 12436, + 59175, + 174266, + 123743, + 176693, + 61788, + 136739, + 134419, + 71802, + 35933, + 78720, + 105029, + 94810, + 21923, + 22505, + 5538, + 26795, + 42144, + 7602, + 2706 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 206886, + 28450, + 2147, + 13901, + 85248, + 107674, + 76732, + 40237, + 55454, + 3889, + 11671, + 2128, + 713, + 1053 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 172554, + 28844, + 6195, + 32042, + 149266, + 45622, + 59273, + 6572, + 1328, + 34198, + 44360, + 8850, + 12809, + 13053 + ] + }, + { + "label": "propagation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 145172, + 210223, + 234797, + 236293, + 48290, + 16304, + 23984, + 21232, + 23619, + 39835, + 43560, + 2280, + 12316, + 22224 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "fracture", + "score": 28.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "because", + "score": 27.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "whereas", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "far", + "output_checked": true + }, + { + "concept": "several", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "this", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "This", + "score": 9.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "testing", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "area", + "score": 7.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "nearby", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "mark", + "output_checked": true + }, + { + "concept": "alongside", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "advancing", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cyclic-02__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cyclic-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cyclic-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cyclic-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cyclic-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cyclic-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Cyclic loading and beach-mark morphology 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "An aircraft bracket endured a long sequence of takeoff and landing loads. Microscopy showed evenly spaced ridges marking incremental advance from a bolt-hole corner.", + "prompt_tail": "rcraft bracket endured a long sequence of takeoff and landing loads. Microscopy showed evenly spaced ridges marking incremental advance from a bolt-hole corner.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " These", + "generated_token_ids": [ + 3143 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 31, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 13 + }, + { + "label": "crack", + "best_rank": 280, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 63 + }, + { + "label": "propagation", + "best_rank": 1508, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 1083 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "accordingly", + "behalf", + "hereby", + "orry" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "lle", + "ie", + "somebody", + "ii", + "persons", + "info" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "centre", + "centre", + "alike", + "lle", + "gonna", + "persons", + "defence" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "whilst", + "alike", + "persons", + "centre", + "centre", + "forthwith", + "thence", + "Whilst" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "Whilst", + "centre", + "Whilst", + "centre", + "thence" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whilst", + "Whilst", + "Whilst", + "utilised", + "commenced", + "amongst", + "utilising" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "whilst", + "thereto", + "abutting", + "utilised", + "vicinity", + "whereupon", + "commenced" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thence", + "whilst", + "thereto", + "whereupon", + "commenced", + "whence", + "forth", + "alike" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "whilst", + "thence", + "radially", + "markings", + "commenced", + "etched", + "anod" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "markings", + "etched", + "visible", + "radial", + "circumferential", + "etching", + "curving", + "deline" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "markings", + "visible", + "visible", + "markers", + "documenting", + "observed", + "observable", + "discernible" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicating", + "indicating", + "visible", + "indicative", + "indications", + "visible", + "observable", + "markings" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "indicative", + "indicating", + "observed", + "indicates", + "visible", + "indication", + "indications" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "observed", + "indicating", + "visible", + "observable", + "suggestive", + "discernible", + "indicative" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "this", + "subsequently", + "suggesting", + "Furthermore", + "Afterwards", + "Consequently", + "This", + "Suddenly" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "this", + "furthermore", + "Furthermore", + "Consequently", + "Consequently", + "This", + "Furthermore", + "meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "this", + "This", + "Subsequently", + "conversely", + "meanwhile", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "these", + "These", + "these", + "These", + "meanwhile", + "this", + "furthermore", + "While" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "these", + "these", + "These", + "These", + "this" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "These", + "These", + "these", + "these" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "these", + "These", + "These", + "these", + "this" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "these", + "These", + "these", + "These" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "These", + "these", + "These", + "these", + "Failure", + "Analyzing", + "Analysis" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "these", + "These", + "these", + "Failure", + "Analyzing" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "These", + "These", + "these", + "Analyzing", + "these", + "This", + "Failure", + "Analysis" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "These", + "This", + "The", + "Failure", + "Analysis", + "Fatigue", + "Fracture", + "Stress" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 139473, + 209327, + 196804, + 221769, + 221304, + 183901, + 146663, + 179556, + 161216, + 40893, + 18656, + 8177, + 28253, + 35104, + 188460, + 132259, + 72657, + 30426, + 6270, + 2041, + 984, + 213, + 37, + 32, + 17, + 7 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 31906, + 94476, + 156029, + 122310, + 69176, + 20811, + 36049, + 79255, + 3813, + 3074, + 4799, + 27336, + 19723, + 50611, + 46217, + 73575, + 60337, + 48489, + 38198, + 21846, + 12263, + 1864, + 281, + 301, + 142, + 112 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 40154, + 15543, + 20463, + 105326, + 73768, + 39970, + 38053, + 50225, + 28696, + 2675, + 2986, + 1509, + 4322, + 7780, + 18880, + 16908, + 39752, + 26845, + 30248, + 16467, + 10636, + 6577, + 4100, + 3570, + 1667, + 2328 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 198110, + 69924, + 8066, + 45130, + 107024, + 79810, + 30721, + 3397, + 9468, + 339, + 323, + 76, + 15, + 14 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 126758, + 63397, + 5760, + 60338, + 102979, + 34150, + 47664, + 1048, + 370, + 1927, + 1173, + 134, + 64, + 86 + ] + }, + { + "label": "propagation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 222771, + 242796, + 254149, + 234080, + 39596, + 19830, + 28281, + 1084, + 2765, + 9250, + 5400, + 2134, + 3614, + 3229 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "during", + "score": 19.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "each", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "from", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "several", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "cycles", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "deployments", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "intense", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "fatigue", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "because", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "An", + "output_checked": true + }, + { + "concept": "one", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "from", + "output_checked": true + }, + { + "concept": "but", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cyclic-03__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cyclic-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cyclic-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cyclic-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cyclic-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cyclic-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Cyclic loading and beach-mark morphology 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A steel axle broke after millions of modest load cycles. Ratchet marks identified several surface origins, while curved arrest bands recorded successive stages of front advance.", + "prompt_tail": "e after millions of modest load cycles. Ratchet marks identified several surface origins, while curved arrest bands recorded successive stages of front advance.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 12, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 2 + }, + { + "label": "crack", + "best_rank": 77, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 21 + }, + { + "label": "propagation", + "best_rank": 2053, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 1922 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "hereby", + "accordingly" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "persons", + "lle", + "d", + "thereof", + "alike", + "hence" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "persons", + "thereof", + "thence" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thence", + "forthwith", + "hitherto", + "thereto", + "herein", + "therein" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "forthwith", + "hitherto", + "requisite", + "thereto" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thence", + "commenced", + "wherein", + "thereafter", + "thereto", + "commencing", + "forthwith" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "requisite", + "alike", + "heretofore", + "thereto", + "ensuing" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "thence", + "hitherto", + "thereto", + "commenced", + "itherto", + "Moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "hitherto", + "culmin", + "thence", + "culminating", + "commenced" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "documenting", + "etched", + "successive" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "documenting", + "evidence", + "etched", + "markers" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "documenting", + "indicating", + "revealing", + "evidence", + "indicative", + "chronological", + "indicating" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "indicative", + "evidence", + "indicating", + "evidencia", + "documenting", + "chronological", + "indicators" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "revealing", + "evidence", + "indicative", + "indicators", + "markings", + "documenting", + "evidencia" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Consequently", + "Nevertheless", + "this", + "furthermore", + "demonstrating", + "Ultimately", + "Eventually" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "This", + "Ultimately", + "Ultimately", + "Furthermore", + "this", + "Consequently", + "furthermore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "whereas", + "Despite", + "meanwhile", + "Eventually", + "this", + "Furthermore", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "these", + "this", + "furthermore", + "meanwhile", + "These", + "whereas", + "Despite", + "despite" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "these", + "These", + "this", + "These", + "This", + "these", + "Consequently", + "meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "this", + "these", + "This", + "These", + "Collectively" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "these", + "This", + "investigators", + "These", + "Investigation", + "investigation", + "investigating" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "analysis", + "this", + "analyzing", + "analyses", + "Analysis", + "investigators", + "investigating", + "Failure" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Failure", + "Failure", + "investigators", + "failure", + "forensic", + "ANAL", + "analysis", + "Analyzing" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Failure", + "Failure", + "failure", + "Analyzing", + "failure", + "investigators", + "forensic", + "ANAL" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Failure", + "Analyzing", + "Metall", + "Investigators", + "This", + "Fatigue", + "Fracture", + "Analysts" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "Failure", + "Metall", + "Micro", + "Fatigue", + "Fracture" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 148089, + 220605, + 212750, + 219350, + 220182, + 153313, + 138557, + 147946, + 121251, + 37195, + 28280, + 45958, + 60780, + 73130, + 221599, + 197558, + 134377, + 56117, + 16927, + 1273, + 625, + 75, + 17, + 13, + 7, + 8 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 40110, + 118422, + 171941, + 169166, + 175427, + 110341, + 57468, + 122554, + 48594, + 37562, + 24427, + 67984, + 62643, + 91185, + 63929, + 67897, + 57410, + 71513, + 70361, + 28153, + 13143, + 609, + 78, + 80, + 87, + 83 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 37581, + 8994, + 11204, + 47284, + 31988, + 21373, + 17820, + 10721, + 11153, + 8766, + 12035, + 6470, + 3745, + 9586, + 51219, + 31425, + 44660, + 45673, + 76490, + 14355, + 6641, + 2054, + 2487, + 3279, + 2877, + 1582 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 180810, + 87349, + 8003, + 45759, + 62560, + 127318, + 54422, + 5841, + 24140, + 47, + 68, + 19, + 3, + 3 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 179032, + 26629, + 45513, + 56733, + 135893, + 78892, + 98532, + 47584, + 1489, + 1679, + 498, + 104, + 22, + 35 + ] + }, + { + "label": "propagation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 236731, + 211793, + 243114, + 231463, + 201335, + 60222, + 65768, + 54775, + 77321, + 16342, + 5272, + 1923, + 2573, + 2432 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "indicating", + "score": 10.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "cracks", + "score": 9.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "several", + "output_checked": true + }, + { + "concept": "but", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "years", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "during", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "fatigue", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "Rat", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "identified", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "crack", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "several", + "output_checked": true + }, + { + "concept": "clustered", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cyclic-04__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cyclic-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cyclic-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cyclic-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cyclic-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cyclic-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Cyclic loading and beach-mark morphology 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A notched specimen was subjected to a sinusoidal load until separation. Most of the surface was smooth and striated, followed by a small rough region formed during the final overload.", + "prompt_tail": "subjected to a sinusoidal load until separation. Most of the surface was smooth and striated, followed by a small rough region formed during the final overload.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 518, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 213 + }, + { + "label": "crack", + "best_rank": 770, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 155 + }, + { + "label": "propagation", + "best_rank": 4093, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 2775 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "accordingly", + "hereby", + "behalf", + "orry", + "eles" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "iew", + "ii", + "alike", + "leness", + "lle", + "thereof" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "centre", + "lle", + "persons", + "meanwhile", + "gonna", + "defence" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "oides", + "yy", + "lle", + "nowadays", + "ided", + "owo", + "leness", + "ppo" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "afterwards", + "ided", + "oides", + "yy", + "towards", + "nowadays", + "eded" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "nowadays", + "towards", + "afterwards", + "although", + "ppo", + "hence", + "Although", + "meanwhile" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "later", + "whilst", + "subsequently", + "thereafter", + "latter", + "shortly", + "although", + "sometime" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whereas", + "Moreover", + "sometime", + "furthermore", + "meanwhile", + "noticeable", + "although", + "altogether" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "characterized", + "latter", + "noticeable", + "Subsequently", + "Subsequently", + "Moreover", + "necessitating", + "although" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subsequent", + "observed", + "observation", + "salvage", + "plast", + "debris", + "specimen", + "ogenic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "subsequent", + "noticeable", + "distinguishing", + "characteristic", + "salvage", + "observed", + "later" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "observed", + "later", + "discoloration", + "afterwards", + "observation", + "characteristic", + "subsequent", + "afterward" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "afterward", + "afterwards", + "distinguish", + "afterthought", + "later", + "observation", + "distinguishing", + "mostly" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "afterward", + "afterwards", + "later", + "observed", + "distinguish", + "observed", + "Afterwards", + "isolated" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Several", + "Furthermore", + "several", + "Afterwards", + "whereas", + "Consequently", + "Eventually", + "Later" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Later", + "Furthermore", + "Consequently", + "furthermore", + "Eventually", + "Similarly", + "Furthermore", + "whereas" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "Furthermore", + "Eventually", + "furthermore", + "Subsequently", + "During", + "whereas", + "Then" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "these", + "this", + "Consequently", + "furthermore", + "meanwhile", + "Furthermore", + "Similarly", + "whereas" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "this", + "This", + "Consequently", + "During", + "There", + "Some", + "During" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Consequently", + "consequently", + "There", + "This", + "During", + "Consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "Consequently", + "Recently", + "During", + "This", + "Therefore", + "therefore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Consequently", + "This", + "Despite", + "Occasionally", + "Interestingly", + "Hence" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Consequently", + "Interestingly", + "Typical", + "Few", + "Despite", + "Occasionally", + "Some" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Consequently", + "Interestingly", + "Occasionally", + "Despite", + "Typical", + "Recently", + "This" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Characteristic", + "Typical", + "The", + "Throughout", + "Notably", + "Typical", + "Remarkably" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "A", + "Typical", + "In", + "No", + "Analysis", + "Minimal" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 140483, + 191885, + 169323, + 161960, + 179191, + 93755, + 51295, + 62616, + 24474, + 15134, + 5884, + 3656, + 8096, + 4889, + 80612, + 88234, + 87185, + 75590, + 25133, + 5323, + 2767, + 1105, + 648, + 519, + 303, + 147 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 32111, + 108952, + 142385, + 155277, + 135681, + 72954, + 26250, + 112790, + 22054, + 44197, + 35833, + 48858, + 40620, + 113126, + 23238, + 83792, + 105209, + 71105, + 40405, + 21190, + 19840, + 7412, + 1127, + 771, + 341, + 78 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 32183, + 14039, + 18450, + 51740, + 45864, + 44850, + 71855, + 64677, + 118622, + 81930, + 216883, + 109907, + 141613, + 179024, + 64713, + 34795, + 82139, + 74202, + 82312, + 13281, + 7252, + 4094, + 14768, + 12990, + 3972, + 3030 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 157754, + 82063, + 4276, + 21682, + 25187, + 61446, + 44655, + 10403, + 99436, + 1290, + 2137, + 277, + 315, + 214 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 206145, + 106607, + 23912, + 75933, + 192416, + 124608, + 148894, + 8910, + 156, + 519, + 2616, + 428, + 786, + 639 + ] + }, + { + "label": "propagation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 153580, + 177332, + 256670, + 245798, + 78871, + 21782, + 58726, + 28559, + 76207, + 27164, + 24178, + 2776, + 21556, + 12134 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "fracture", + "score": 19.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "several", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "was", + "output_checked": true + }, + { + "concept": "tensile", + "score": 13.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "to", + "output_checked": true + }, + { + "concept": "because", + "score": 13.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "area", + "score": 10.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "region", + "output_checked": true + }, + { + "concept": "indicating", + "score": 10.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "occurred", + "score": 8.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "separation", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "remained", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "ductile", + "score": 5.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "consisted", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "surface", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cyclic-05__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cyclic-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cyclic-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cyclic-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cyclic-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cleavage-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-temperature failure 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A body-centered alloy separated at low temperature with negligible necking. The failure face consisted of flat crystallographic facets connected by river-like markings.", + "prompt_tail": "entered alloy separated at low temperature with negligible necking. The failure face consisted of flat crystallographic facets connected by river-like markings.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 835, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 798 + }, + { + "label": "cleavage", + "best_rank": 90, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 187 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "accordingly", + "orry" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "leness", + "lle", + "gonna", + "ort", + "alike", + "ii", + "orie", + "persons" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "centre", + "persons", + "alike", + "organisations", + "lle", + "centre" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "persons", + "thereon", + "yses", + "herewith" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "centre", + "organised", + "centre", + "persons", + "whilst", + "organisational", + "organisations" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "organised", + "hence", + "characterised", + "whilst", + "alike", + "consisted", + "afterwards" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "thence", + "thereto", + "coloured", + "specimens", + "hitherto", + "neighbouring", + "colours" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "thereto", + "indistinct", + "persons", + "thence", + "periodical", + "constituted" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "coloration", + "indistinct", + "alike", + "hues", + "mottled", + "pall", + "periodical", + "delineated" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "coloration", + "characteristic", + "exhibiting", + "mottled", + "observed", + "indistinct", + "striated", + "exhibited" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "characteristic", + "coloration", + "observed", + "indistinct", + "indicative", + "discernible", + "exhibiting", + "indicating" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "characteristic", + "coloration", + "indicating", + "observed", + "characteristics", + "Characteristic", + "exhibiting", + "characteristic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "Characteristic", + "characteristics", + "Characteristic", + "Characteristics", + "characteristic" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "characteristic", + "observed", + "Characteristic", + "Characteristic" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "Which", + "whereas", + "Furthermore", + "Also", + "which", + "Whereas", + "Suddenly" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "furthermore", + "Also", + "During", + "Afterwards", + "Meanwhile", + "Furthermore", + "Consequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "During", + "Also", + "whereas", + "Afterwards", + "Similarly", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "whereas", + "Furthermore", + "meanwhile", + "During", + "Similar", + "Meanwhile", + "During" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "furthermore", + "Consequently", + "Furthermore", + "Compared", + "During", + "whereas", + "Recently", + "These" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "furthermore", + "Consequently", + "Furthermore", + "Recently", + "whereas", + "This", + "Similar", + "Along" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "This", + "Recently", + "Similar", + "Therefore", + "furthermore", + "These", + "Characteristic" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Analyses", + "Stress", + "Hence", + "Consequently", + "experimentally", + "analyses", + "Furthermore", + "This" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "experimentally", + "Hence", + "Stress", + "stresses", + "Consequently", + "Analyses", + "Experimental", + "SEM" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "experimentally", + "Consequently", + "Hence", + "Experimental", + "This", + "Stress", + "Therefore", + "Characteristic" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "experimentally", + "Characteristic", + "Experimental", + "This", + "Stress", + "Further", + "Characteristics", + "Identifying" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "A", + "Mechanical", + "Stress", + "In", + "These", + "Failure" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 226283, + 240924, + 220150, + 236770, + 214957, + 167481, + 8883, + 28697, + 784, + 426, + 836, + 2727, + 13649, + 6225, + 135240, + 184665, + 158682, + 178699, + 174438, + 97438, + 46711, + 11697, + 29323, + 33260, + 36444, + 11252 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 159237, + 88776, + 87202, + 144406, + 64083, + 50819, + 27802, + 11810, + 4381, + 3684, + 2028, + 4171, + 3491, + 2910, + 12600, + 14661, + 22810, + 22533, + 18489, + 1584, + 1480, + 91, + 1087, + 414, + 1967, + 3938 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 67774, + 225842, + 799, + 5422, + 36489, + 37518, + 173099, + 210058, + 139939, + 48912, + 39184, + 24131, + 28135, + 17382 + ] + }, + { + "label": "cleavage", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 186554, + 9123, + 210512, + 248279, + 25113, + 99106, + 140778, + 167323, + 116575, + 3990, + 3306, + 188, + 2689, + 918 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 10.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "began", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "several", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "consisted", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "The", + "output_checked": true + }, + { + "concept": "was", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "indicating", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "low", + "output_checked": true + }, + { + "concept": "quarters", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "sections", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "fracture", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cleavage-01__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cleavage-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cleavage-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cleavage-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cleavage-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cleavage-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-temperature failure 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "During impact testing below the transition temperature, a ferritic specimen absorbed little energy. Its separated surface was shiny and faceted, with steps running through individual grains.", + "prompt_tail": "e transition temperature, a ferritic specimen absorbed little energy. Its separated surface was shiny and faceted, with steps running through individual grains.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 180, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 2225 + }, + { + "label": "cleavage", + "best_rank": 178, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 3312 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "accordingly", + "hereby", + "orry" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "persons", + "lle", + "alike", + "etc", + "ients" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "alike", + "defence", + "whilst", + "realising", + "persons", + "organised" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "abouts", + "carers", + "edly", + "mum", + "ised", + "Mum" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "edly", + "ised", + "centre", + "abouts", + "mum", + "carers", + "whilst" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "alike", + "filming", + "filmed", + "goers", + "rons", + "neath", + "photographs" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "beneath", + "neath", + "nearby", + "carved", + "spersed" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "neath", + "notable", + "spersed", + "midst", + "ossos", + "noteworthy", + "edly" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "mottled", + "deform", + "striated", + "microscopic", + "neath", + "etched" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subsurface", + "striated", + "etched", + "microscopic", + "fracturing", + "etching", + "microstructure" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "microscopic", + "striated", + "visible", + "traversing", + "subsurface", + "fracturing", + "transverse", + "micrograph" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "visible", + "microscopic", + "striated", + "micrograph", + "microscopy", + "traversing", + "morphology" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "penetrated", + "micrograph", + "microscopy", + "characteristic", + "pattern", + "striated" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Beschreibung", + "microtubules", + "characteristic", + "pattern" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "whereas", + "Also", + "Furthermore", + "which", + "Which", + "Consequently", + "furthermore", + "Eventually" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "whereas", + "Also", + "Furthermore", + "furthermore", + "Meanwhile", + "Consequently", + "Furthermore", + "Similarly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Conversely", + "whereas", + "Also", + "Conversely", + "Meanwhile", + "meanwhile", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "whereas", + "Similarly", + "Similarly", + "furthermore", + "Meanwhile", + "this", + "conversely", + "Conversely" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "Meanwhile", + "whereas", + "This", + "During", + "Similarly", + "meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "this", + "This", + "Conversely", + "conversely", + "This", + "whereas" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "Conversely", + "conversely", + "This", + "this", + "Meanwhile" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Conversely", + "This", + "conversely" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "Conversely", + "This", + "Consequently", + "Similarly", + "During", + "Meanwhile" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "Conversely", + "During", + "Similarly", + "Meanwhile", + "Consequently" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "During", + "This", + "During", + "Conversely", + "Between", + "Similarly", + "Either", + "Along" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "During", + "The", + "This", + "In", + "It", + "A", + "When" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 223387, + 236432, + 207101, + 130175, + 179018, + 115333, + 46, + 1877, + 14, + 88, + 181, + 3071, + 18019, + 15328, + 112377, + 154103, + 101434, + 149228, + 133955, + 148366, + 107091, + 105859, + 138175, + 164023, + 132682, + 49420 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 166339, + 71691, + 71089, + 185165, + 89635, + 191275, + 106316, + 27364, + 7983, + 1813, + 1090, + 534, + 179, + 194, + 17439, + 29819, + 42167, + 36336, + 18935, + 7569, + 7021, + 1727, + 12150, + 9998, + 12891, + 21851 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 68433, + 236407, + 2226, + 7487, + 34467, + 64001, + 179157, + 198050, + 134385, + 113946, + 98917, + 148617, + 115527, + 143678 + ] + }, + { + "label": "cleavage", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 193811, + 56725, + 242490, + 243563, + 68307, + 151408, + 123638, + 121960, + 159485, + 26191, + 12548, + 3313, + 15781, + 16148 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "whereas", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "because", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "little", + "output_checked": true + }, + { + "concept": "indicating", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "brittle", + "score": 9.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "threshold", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "steel", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "several", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "showed", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "across", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "running", + "output_checked": true + }, + { + "concept": "sections", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "describes", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "below", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cleavage-02__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cleavage-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cleavage-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cleavage-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cleavage-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cleavage-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-temperature failure 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A thick steel plate failed suddenly in cold service without visible plastic distortion. Microscopy revealed flat planes and converging river patterns cutting across grain interiors.", + "prompt_tail": "ailed suddenly in cold service without visible plastic distortion. Microscopy revealed flat planes and converging river patterns cutting across grain interiors.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 645, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2241 + }, + { + "label": "cleavage", + "best_rank": 258, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 372 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "accordingly", + "behalf", + "eles", + "iken", + "ammed" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "leness", + "gonna", + "lle", + "zes", + "persons", + "zis" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "persons", + "lle", + "etc" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "thence", + "alike", + "thereto", + "thereon", + "persons", + "forthwith" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "forthwith", + "persons", + "alike", + "heretofore" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "commenced", + "upon", + "thereto", + "wherein", + "specimens", + "thence" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "burgeoning", + "wrought", + "nascent", + "discernible", + "heretofore", + "assemblages", + "whereupon" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "heretofore", + "coloration", + "thence", + "indistinct", + "furthermore", + "concomit" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "specimens", + "coloration", + "striated", + "lith", + "geologic", + "micrograph", + "silice" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "micrograph", + "metallurgical", + "coloration", + "striated", + "specimens", + "staining", + "micrographs", + "lith" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "evidence", + "coloration", + "metallurgical", + "micrograph", + "staining", + "diagnostic", + "indicative", + "discernible" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicative", + "indicating", + "suggestive", + "coloration", + "symptomatic", + "characteristic", + "evidence", + "diagnostic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicative", + "indicating", + "characteristic", + "diagnose", + "suggestive", + "diagnostic" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "Diagnosis", + "indicative", + "diagnostic", + "suggestive", + "indicates", + "diagnose", + "diagnosing" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "suggesting", + "Suddenly", + "Eventually", + "Afterwards", + "whereas", + "indicating", + "Ultimately", + "Which" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Furthermore", + "Afterwards", + "Consequently", + "Ultimately", + "Eventually", + "Subsequently", + "furthermore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Afterwards", + "furthermore", + "meanwhile", + "Simultaneously", + "Similarly", + "Conversely", + "Subsequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "these", + "conversely", + "Simultaneously", + "furthermore", + "this", + "whereas", + "Similarly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "These", + "These", + "this", + "meanwhile", + "Recently", + "Simultaneously" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "This", + "These", + "Despite" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "These", + "This", + "these" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "These", + "This", + "these" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "Diagnosis", + "Diagnosis", + "This", + "Such" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "experimentally", + "This", + "Diagnosis", + "Characteristic" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Characteristic", + "Identifying", + "Diagnosis", + "Experts", + "Judging", + "Considering" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "A", + "In", + "It", + "Such", + "Metall" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 222704, + 242059, + 218091, + 175756, + 187672, + 89752, + 894, + 18805, + 741, + 502, + 646, + 1061, + 9204, + 27046, + 48358, + 110366, + 62330, + 87721, + 118927, + 99157, + 74865, + 28569, + 87031, + 73283, + 92640, + 22238 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 159939, + 96004, + 78628, + 95160, + 31977, + 60317, + 43657, + 8356, + 4512, + 6604, + 3635, + 2315, + 3307, + 5156, + 14902, + 17214, + 25848, + 14754, + 15074, + 3933, + 2019, + 259, + 1531, + 810, + 4955, + 8002 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 64186, + 222966, + 2242, + 12308, + 64659, + 48835, + 126907, + 128854, + 51772, + 66061, + 84675, + 74208, + 87282, + 53293 + ] + }, + { + "label": "cleavage", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 190326, + 87728, + 249643, + 259904, + 33664, + 61358, + 101508, + 92951, + 83204, + 9365, + 3007, + 373, + 2656, + 1124 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 16.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "fracture", + "score": 13.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "several", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "without", + "output_checked": true + }, + { + "concept": "during", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "in", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "This", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ductility", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "indicating", + "score": 7.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "the", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "across", + "output_checked": true + }, + { + "concept": "was", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "within", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "patterns", + "output_checked": true + }, + { + "concept": "inexplicable", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cleavage-03__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cleavage-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cleavage-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cleavage-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cleavage-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cleavage-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-temperature failure 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A low-temperature bend test produced abrupt separation after almost no permanent curvature. The mating faces displayed large flat facets and feather-like markings.", + "prompt_tail": "ow-temperature bend test produced abrupt separation after almost no permanent curvature. The mating faces displayed large flat facets and feather-like markings.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 1097, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 756 + }, + { + "label": "cleavage", + "best_rank": 970, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 9436 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "accordingly", + "orry", + "hereby" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "leness", + "gonna", + "lle", + "ided", + "lly", + "eded", + "zis", + "nti" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "centre", + "centre", + "lle", + "defence" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "persons", + "yses" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "indications", + "yses" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "indications", + "also", + "which", + "consisted", + "photographs" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "characteristics", + "Characteristics", + "photographs", + "indications", + "characterized", + "specimens", + "illustrations", + "persons" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "indistinct", + "thereto", + "persons", + "characterized", + "indications", + "characteristics" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "assemblages", + "indistinct", + "coloration", + "characterized", + "concomit", + "concomitant", + "noteworthy", + "morphologies" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "photographic", + "photographs", + "metallurgical", + "specimens", + "photograph", + "coloration", + "discoloration", + "specimen" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "discoloration", + "observed", + "coloration", + "metallurgical", + "exhibiting", + "photographic", + "specimens", + "debris" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "discoloration", + "recovered", + "indicating", + "discolor", + "salvage", + "damaged", + "exhibiting", + "symptomatic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "suggestive", + "distinguishing", + "describe", + "discoloration", + "describing", + "exhibiting", + "indicative" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "describing", + "suggesting", + "describe", + "suggestive", + "artifacts" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "whereas", + "although", + "several", + "which", + "evidence", + "furthermore", + "Furthermore", + "Eventually" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "furthermore", + "whereas", + "Later", + "Eventually", + "Consequently", + "Furthermore", + "Ultimately" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "furthermore", + "whereas", + "Furthermore", + "Despite", + "Meanwhile", + "Consequently", + "Nevertheless" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "whereas", + "Furthermore", + "These", + "these", + "this", + "Similar" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "these", + "This", + "These", + "this", + "meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "These", + "this", + "these", + "These", + "This" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "This", + "this", + "these", + "These", + "This" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "These", + "This", + "this", + "these", + "These", + "This" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "These", + "Investigation", + "This", + "These" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "These", + "This", + "Considering", + "Interestingly", + "Analyzing", + "Indicates" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "These", + "Considering", + "Possible", + "Further", + "Analyzing", + "Investigation", + "Characteristic" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "A", + "Further", + "It", + "Suggest", + "Analysis" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 225885, + 241264, + 226637, + 251016, + 254751, + 189333, + 34139, + 92886, + 30420, + 966, + 1098, + 2155, + 11664, + 15681, + 40476, + 94609, + 76984, + 88736, + 99076, + 135797, + 117489, + 163959, + 198562, + 201768, + 217166, + 43700 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 156616, + 92469, + 55068, + 149678, + 56572, + 64699, + 39718, + 21331, + 20505, + 13577, + 6740, + 2877, + 1430, + 971, + 19203, + 15153, + 28373, + 21889, + 17248, + 8272, + 7179, + 2880, + 15340, + 15190, + 18360, + 17033 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 58271, + 176520, + 757, + 6823, + 26443, + 19838, + 137523, + 115979, + 78708, + 125996, + 143776, + 230351, + 197654, + 171848 + ] + }, + { + "label": "cleavage", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 200494, + 19348, + 221688, + 237424, + 62746, + 57613, + 89972, + 132476, + 161435, + 25581, + 12650, + 9437, + 28328, + 25192 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "several", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "produced", + "output_checked": true + }, + { + "concept": "deformation", + "score": 12.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "large", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "low", + "output_checked": true + }, + { + "concept": "cracks", + "score": 9.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "large", + "output_checked": true + }, + { + "concept": "remained", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "was", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "bend", + "output_checked": true + }, + { + "concept": "lacked", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "where", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "indicating", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "this", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cleavage-04__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cleavage-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cleavage-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cleavage-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cleavage-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cleavage-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-temperature failure 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A notched ferritic bar showed low impact energy and a bright granular-looking failure face. Microscopic steps passed directly through crystallites rather than around their edges.", + "prompt_tail": " bar showed low impact energy and a bright granular-looking failure face. Microscopic steps passed directly through crystallites rather than around their edges.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 32 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 723, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 269 + }, + { + "label": "cleavage", + "best_rank": 612, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 1237 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "accordingly", + "behalf", + "hereby", + "orry", + "ammed" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "persons", + "leness", + "gonna", + "lle", + "hence", + "persons", + "ii" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "alike", + "gonna", + "lle" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "persons", + "oides", + "maupun", + "leness" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "maupun", + "solamente", + "alike" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "photographs", + "which", + "thereafter", + "also" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "edly", + "thereafter", + "afterward", + "later", + "noted", + "thereto" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "thereto", + "Additionally", + "whereas", + "veled", + "toward" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "bire", + "acial", + "scopic", + "Additionally", + "notable", + "olites" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "observed", + "observable", + "observational", + "visible", + "characteristic", + "microscopy", + "discernible" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "observable", + "characteristic", + "subsurface", + "coloration" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "characteristic", + "microscopy", + "cuticle", + "subsurface", + "indicative", + "indicating", + "coloration", + "microscopic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "indicative", + "characteristic", + "favoring", + "suggesting", + "indicating", + "microscopy" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "indicative", + "characteristic", + "favoring", + "Characteristic", + "evidence" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Which", + "whereas", + "Consequently", + "Also", + "furthermore", + "Furthermore", + "Consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Furthermore", + "Also", + "Consequently", + "Consequently", + "Similarly", + "Meanwhile", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Similarly", + "Consequently", + "whereas", + "Conversely", + "Also", + "furthermore", + "Meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "accordingly", + "this", + "meanwhile", + "furthermore", + "whereas", + "These", + "Furthermore", + "Similarly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "This", + "this", + "these", + "These", + "This", + "Therefore", + "Compared" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Consequently", + "accordingly", + "Therefore", + "therefore", + "This" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "These", + "This", + "these", + "Therefore", + "Consequently", + "therefore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "these", + "These", + "This", + "Hence" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "Hence", + "This", + "Consequently", + "Therefore", + "Consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "Based", + "Based", + "This", + "Hence", + "Consequently", + "Therefore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Based", + "Considering", + "Based", + "Given", + "Compared", + "Judging", + "Identifying" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "Based", + "It", + "Suggest", + "In", + "Further" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 218910, + 234459, + 220257, + 240208, + 246288, + 197797, + 8928, + 53999, + 4803, + 641, + 724, + 2510, + 38554, + 79567, + 156560, + 202801, + 133928, + 100156, + 127117, + 112738, + 49596, + 36284, + 88761, + 104422, + 106711, + 13549 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 148600, + 84188, + 73431, + 153166, + 67830, + 110692, + 81835, + 60172, + 80234, + 27470, + 5007, + 2733, + 3652, + 2970, + 14009, + 22700, + 39609, + 15767, + 19071, + 4093, + 2917, + 613, + 3797, + 4484, + 19862, + 15798 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 53895, + 112169, + 270, + 2727, + 93310, + 68997, + 204977, + 237113, + 158906, + 129185, + 69720, + 103346, + 109344, + 92205 + ] + }, + { + "label": "cleavage", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 194530, + 52797, + 247411, + 253616, + 18960, + 37351, + 88293, + 79331, + 124851, + 13962, + 5734, + 1238, + 8554, + 9054 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "metallurgical", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "because", + "score": 10.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "ductility", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "low", + "output_checked": true + }, + { + "concept": "toughness", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "fracture", + "score": 8.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "bright", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 8.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "them", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "around", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "edges", + "output_checked": true + }, + { + "concept": "brittle", + "score": 8.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "but", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "significant", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "when", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "failure", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cleavage-05__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cleavage-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cleavage-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cleavage-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-cleavage-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-high-temperature-deformation-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Slow high-temperature deformation 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A component held for months near half its melting temperature elongated slowly under a constant load well below its room-temperature yield strength. Small rounded holes accumulated at grain interfaces before rupture.", + "prompt_tail": "ature elongated slowly under a constant load well below its room-temperature yield strength. Small rounded holes accumulated at grain interfaces before rupture.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 35 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 8162, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 3435 + }, + { + "label": "diffusion", + "best_rank": 1055, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 3301 + }, + { + "label": "cavity", + "best_rank": 1291, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 12309 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "hereby", + "behalf", + "accordingly", + "orry", + "ogether" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "persons", + "etc", + "lle", + "leness", + "sic", + "eded" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "centre", + "etc", + "etc", + "centre" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "persons", + "yses", + "thence" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "thence", + "whilst" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "whilst", + "Whilst", + "utilised" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "thereafter", + "whereupon", + "thereto", + "subsequently", + "whilst" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "thence", + "whereupon", + "alike", + "furthermore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "incipient", + "thence", + "concomitant", + "histological", + "carcinomas", + "proximate" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "symptomatic", + "sintered", + "necrosis", + "histological", + "carcinoma", + "diseased", + "etiology" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "symptomatic", + "metallurgical", + "necrosis", + "diseased", + "diagnostic", + "observed", + "histological", + "fouling" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "symptomatic", + "necrosis", + "diseased", + "symptoms", + "disintegration", + "corrosion", + "diagnose", + "deterioration" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "symptomatic", + "necrosis", + "metallurgical", + "Corrosion", + "diagnose", + "characteristic", + "fissures", + "suppuration" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "symptomatic", + "Diagnosis", + "diagnose", + "Symptoms", + "microscopy", + "pathology", + "lesions" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Eventually", + "Afterwards", + "later", + "Suddenly", + "Later", + "eventual", + "eventually" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Later", + "Eventually", + "Afterwards", + "Eventually", + "Ultimately", + "Later", + "Ultimately", + "lately" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Eventually", + "Eventually", + "Afterwards", + "Later", + "Ultimately", + "Ultimately", + "Seems", + "Similar" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "lately", + "furthermore", + "Similar", + "whereas", + "During", + "During", + "tonight" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Recently", + "lately", + "These", + "During", + "Today", + "Initially", + "Compared" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Recently", + "This", + "Recent", + "lately", + "Consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Recently", + "These", + "Investigation", + "Hence", + "Recent", + "Investig", + "Here" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Investigation", + "investigating", + "Investig", + "investigate", + "investigation", + "Hence", + "investigations" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Investigation", + "Investig", + "Investigation", + "Investigations", + "investigating", + "investigations", + "investigates" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Investigation", + "This", + "Seeking", + "ANALYSIS", + "Seeking", + "investigates" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Investigation", + "Characteristic", + "investigating", + "Analyzing", + "Typical", + "investigates", + "Investig" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Analysis", + "Investigation", + "Investig", + "It", + "Stress", + "Analyzing" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 49238, + 98722, + 102071, + 190220, + 156138, + 124591, + 125817, + 198378, + 109997, + 18321, + 10108, + 13705, + 14390, + 15479, + 38974, + 43979, + 31483, + 21748, + 33627, + 15744, + 16068, + 20590, + 9155, + 8163, + 23343, + 3849 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 106228, + 19950, + 13472, + 42816, + 60110, + 8124, + 12480, + 32534, + 22895, + 33285, + 51265, + 21359, + 9245, + 5708, + 27763, + 30130, + 41662, + 35770, + 11109, + 3307, + 1634, + 1056, + 5999, + 3502, + 4194, + 747 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 108736, + 124419, + 95775, + 123969, + 120887, + 46830, + 8065, + 13491, + 6321, + 2307, + 1292, + 1741, + 2968, + 9695, + 78032, + 121780, + 156158, + 200650, + 201884, + 183898, + 169956, + 69755, + 179529, + 158125, + 88959, + 26092 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 14610, + 116338, + 10610, + 53107, + 256794, + 241179, + 112502, + 81643, + 7182, + 10617, + 12317, + 3436, + 5497, + 11497 + ] + }, + { + "label": "diffusion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 17763, + 35261, + 89261, + 223202, + 114728, + 46272, + 24144, + 60254, + 31528, + 4242, + 21155, + 7648, + 11208, + 3302 + ] + }, + { + "label": "cavity", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 261736, + 254007, + 223237, + 205755, + 109295, + 46972, + 109292, + 12310, + 25036, + 20155, + 46764, + 41223, + 157708, + 81755 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "whereas", + "score": 13.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "A", + "output_checked": true + }, + { + "concept": "because", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "half", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 8.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "its", + "output_checked": true + }, + { + "concept": "threshold", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "below", + "output_checked": true + }, + { + "concept": "several", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "near", + "output_checked": true + }, + { + "concept": "until", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "protrusions", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rounded", + "output_checked": true + }, + { + "concept": "symptomatic", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "capacity", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "within", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "held", + "output_checked": true + }, + { + "concept": "appeared", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "occurred", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "rupture", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-high-temperature-deformation-01__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-high-temperature-deformation-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-high-temperature-deformation-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-high-temperature-deformation-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-high-temperature-deformation-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-high-temperature-deformation-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Slow high-temperature deformation 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Under steady tensile load at elevated temperature, a polycrystal first deformed rapidly, then at an almost constant slow rate, and finally accelerated as microscopic holes linked along grain edges.", + "prompt_tail": " temperature, a polycrystal first deformed rapidly, then at an almost constant slow rate, and finally accelerated as microscopic holes linked along grain edges.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 2567, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 581 + }, + { + "label": "diffusion", + "best_rank": 3572, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 3241 + }, + { + "label": "cavity", + "best_rank": 1851, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 25855 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "accordingly", + "ogether", + "anyak", + "nbsp" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lle", + "gonna", + "ion", + "persons", + "wards", + "rs", + "ii" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "thereof", + "whilst", + "lle", + "ii", + "aid", + "d", + "ILD" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "edly", + "oused", + "ided", + "artworks", + "meanwhile" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "wards", + "edly", + "ided", + "meanwhile", + "aid" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "alike", + "aided", + "thereafter", + "filmed", + "photographs", + "filmmaking", + "afterward" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "burgeoning", + "Upon", + "beneath", + "sembled", + "Upon", + "aided" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "furthermore", + "thereby", + "thence", + "sembled", + "thereto" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "burgeoning", + "nascent", + "alike", + "thence", + "catalyzed", + "resultant", + "cataly" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "nascent", + "burgeoning", + "coales", + "coalescence", + "emerging", + "accelerating", + "incipient", + "fracturing" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "fracturing", + "accelerating", + "nascent", + "coales", + "destabil", + "coalescence", + "accelerated", + "progressively" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "destabil", + "fracturing", + "accelerating", + "coalescence", + "disintegration", + "fragmentation", + "progressively", + "deterioration" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "disintegration", + "disintegr", + "catastrophic", + "collapse", + "cannibal", + "fracturing", + "Eventually", + "Collapse" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "climax", + "Eventually", + "Eventually", + "scav", + "collapse", + "fatally", + "catastrophic" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Ultimately", + "Eventually", + "During", + "Afterwards", + "furthermore", + "Subsequently", + "Suddenly" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "furthermore", + "Consequently", + "This", + "Ultimately", + "Eventually", + "Ultimately", + "Nevertheless" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Conversely", + "Consequently", + "meanwhile", + "Furthermore", + "whereas", + "During", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "During", + "furthermore", + "During", + "whereas", + "accordingly", + "lately" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "What", + "What", + "what", + "how", + "During", + "meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "what", + "What", + "What", + "what", + "Describe", + "how" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "What", + "what", + "What", + "what", + "Describe", + "Describe" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "what", + "What", + "Describe", + "What", + "describe", + "Describe", + "what", + "describing" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Describe", + "Describe", + "describe", + "what", + "describe", + "What", + "What" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Describe", + "Describe", + "describe", + "describe", + "What", + "What", + "describing" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Describe", + "Considering", + "What", + "Describe", + "Analyzing", + "describe" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "What", + "The", + "Describe", + "How", + "Analyzing", + "During", + "Analyze" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 37850, + 65977, + 138066, + 134083, + 119270, + 162882, + 139704, + 224169, + 59514, + 5620, + 2568, + 3758, + 3121, + 3552, + 111181, + 77922, + 48318, + 24654, + 56527, + 31022, + 31500, + 31265, + 5848, + 3006, + 6830, + 2194 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 125008, + 28282, + 71614, + 64957, + 34645, + 7580, + 40218, + 39563, + 6420, + 4315, + 8553, + 8724, + 10331, + 18863, + 59319, + 70230, + 72472, + 76987, + 34608, + 21384, + 14567, + 3573, + 16025, + 8892, + 7259, + 467 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 108527, + 130324, + 195615, + 171775, + 154566, + 53430, + 40479, + 36480, + 32621, + 5136, + 3312, + 2140, + 1852, + 5475, + 161996, + 196656, + 206042, + 232468, + 217318, + 225694, + 230774, + 126968, + 227016, + 218127, + 139970, + 25195 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 582, + 85979, + 5959, + 41253, + 228576, + 165722, + 72392, + 28828, + 15793, + 46503, + 36944, + 8133, + 3975, + 2850 + ] + }, + { + "label": "diffusion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 24363, + 31740, + 43167, + 191361, + 77489, + 93993, + 66057, + 65891, + 53496, + 33766, + 58346, + 11692, + 9530, + 3242 + ] + }, + { + "label": "cavity", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 261745, + 256473, + 177262, + 202704, + 81724, + 25856, + 131664, + 51887, + 37923, + 79869, + 105526, + 74956, + 182779, + 134912 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "slower", + "score": 16.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "at", + "output_checked": true + }, + { + "concept": "until", + "score": 15.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rate", + "output_checked": true + }, + { + "concept": "followed", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "again", + "score": 14.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "accelerated", + "output_checked": true + }, + { + "concept": "began", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "first", + "output_checked": true + }, + { + "concept": "because", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Under", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 10.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "equilibrium", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "steady", + "output_checked": true + }, + { + "concept": "gradually", + "score": 8.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "then", + "output_checked": true + }, + { + "concept": "slowed", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "finally", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystal", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-high-temperature-deformation-02__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-high-temperature-deformation-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-high-temperature-deformation-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-high-temperature-deformation-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-high-temperature-deformation-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-high-temperature-deformation-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Slow high-temperature deformation 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A turbine alloy exposed to sustained stress and heat developed time-dependent strain. Late in life, isolated pores at triple junctions enlarged and joined into an interfacial failure path.", + "prompt_tail": "ustained stress and heat developed time-dependent strain. Late in life, isolated pores at triple junctions enlarged and joined into an interfacial failure path.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 286, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 98 + }, + { + "label": "diffusion", + "best_rank": 895, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 2687 + }, + { + "label": "cavity", + "best_rank": 958, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 41233 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "accordingly", + "behalf", + "orry", + "ammed" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "persons", + "leness", + "ii", + "d", + "ided" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "persons", + "centre", + "defence", + "whilst", + "lle", + "realising" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "thereon", + "thereto", + "zis", + "alike" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "whilst", + "gonna", + "sic", + "alike" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "wherein", + "persons", + "whilst", + "which", + "resulted", + "commenced", + "furthermore" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "whereupon", + "thence", + "thereto", + "wherein", + "whereby", + "ensuing", + "whence" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "heretofore", + "thence", + "whereupon", + "thereto", + "concomit" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "histologic", + "etiology", + "coales", + "fracturing", + "proximate", + "geologic" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "geologic", + "necrosis", + "fracturing", + "benthic", + "corrosion", + "histologic", + "distal" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "necrosis", + "metallurgical", + "distal", + "fracturing", + "symptomatic", + "etiology", + "necrotic", + "exacerbated" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "deterioration", + "necrosis", + "disintegration", + "degradation", + "failure", + "pathology", + "diseased", + "defects" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "microstructure", + "necrosis", + "deterioration", + "fatally", + "disintegration", + "defects", + "diagnosed", + "diagnosis" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "fatally", + "failure", + "symptomatic", + "etiology", + "malfunction", + "pathology", + "victim", + "fatal" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Eventually", + "subsequently", + "ultimately", + "Ultimately", + "Subsequently", + "Consequently", + "Afterwards", + "culminating" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Later", + "Furthermore", + "Ultimately", + "Subsequently", + "Consequently", + "Eventually", + "Consequently", + "Afterwards" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Similarly", + "conversely", + "Subsequently", + "furthermore", + "Eventually", + "Furthermore", + "Conversely", + "During" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "During", + "During", + "conversely", + "furthermore", + "Simultaneously", + "whereas" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "Simultaneously", + "During", + "this", + "Initially", + "Meanwhile", + "Recently", + "Consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "This", + "meanwhile", + "Recently", + "this", + "consequently", + "Meanwhile" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Consequently", + "Recently", + "this", + "consequently", + "Despite", + "meanwhile" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "Consequently", + "Simultaneously", + "Hence", + "consequently", + "Failure", + "Despite" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Consequently", + "This", + "Failure", + "Consequently", + "Simultaneously", + "Failure", + "Recently", + "Initially" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "This", + "Consequently", + "Failure", + "Simultaneously", + "Initially", + "Initially", + "Ultimately" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "This", + "Characteristic", + "Stress", + "Ultimately", + "Eventually", + "Fatigue", + "Analyzing" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Stress", + "Mechanical", + "Strain", + "Time", + "Late", + "Failure" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 33381, + 123191, + 120176, + 189301, + 123937, + 127188, + 147231, + 200065, + 146080, + 20697, + 6408, + 11860, + 12236, + 23427, + 65015, + 73189, + 30992, + 16742, + 43741, + 8168, + 4133, + 1465, + 424, + 287, + 1097, + 1217 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 124437, + 24694, + 13664, + 22286, + 30679, + 15143, + 8736, + 22605, + 6610, + 11209, + 20332, + 11834, + 3488, + 4001, + 29878, + 28014, + 23556, + 16116, + 8855, + 2058, + 896, + 921, + 6723, + 4466, + 1974, + 740 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 117710, + 163216, + 139619, + 138187, + 118316, + 35790, + 2082, + 6723, + 3126, + 1742, + 959, + 2875, + 2586, + 5463, + 98586, + 123200, + 140807, + 200905, + 202984, + 166205, + 126016, + 42240, + 115074, + 66920, + 59518, + 24456 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 17262, + 147097, + 2228, + 28165, + 230365, + 228963, + 98984, + 48628, + 25247, + 1734, + 1970, + 250, + 99, + 149 + ] + }, + { + "label": "diffusion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 10640, + 55817, + 21161, + 203958, + 120501, + 44950, + 22106, + 18274, + 29516, + 2688, + 16853, + 5900, + 12508, + 6180 + ] + }, + { + "label": "cavity", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 262061, + 259289, + 238607, + 231904, + 181433, + 44337, + 105302, + 41576, + 60661, + 54632, + 48682, + 41234, + 131120, + 51139 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "metallurgical", + "score": 18.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "became", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "this", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cracks", + "score": 11.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "during", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 9.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "dependent", + "output_checked": true + }, + { + "concept": "because", + "score": 9.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "was", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "began", + "score": 8.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "junctions", + "output_checked": true + }, + { + "concept": "requires", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "larger", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "into", + "output_checked": true + }, + { + "concept": "the", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "in", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-high-temperature-deformation-03__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-high-temperature-deformation-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-high-temperature-deformation-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-high-temperature-deformation-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-high-temperature-deformation-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-high-temperature-deformation-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Slow high-temperature deformation 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A fine-grained metal changed shape gradually during a long low-stress hold close to its melting point. Atoms moved from compressed interfaces toward tensile ones and the specimen elongated.", + "prompt_tail": "shape gradually during a long low-stress hold close to its melting point. Atoms moved from compressed interfaces toward tensile ones and the specimen elongated.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 2275, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 974 + }, + { + "label": "diffusion", + "best_rank": 528, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 536 + }, + { + "label": "cavity", + "best_rank": 4988, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 38575 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "hereby", + "behalf", + "accordingly", + "orry" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "persons", + "sic", + "thereof", + "lle", + "thru" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "thru", + "gonna", + "alike", + "thats", + "etc", + "awhile", + "lle" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "gonna", + "thru", + "lle", + "persons", + "edly", + "ewise" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "thru", + "gonna", + "lle", + "lli", + "bout" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "towards", + "afterwards", + "gonna", + "toward", + "furthermore", + "thus", + "soon" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "thence", + "later", + "then", + "thus", + "toward", + "subsequently", + "afterwards" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "toward", + "thereby", + "thence", + "thus", + "concomit", + "furthermore", + "thereto", + "concomitant" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "toward", + "concomitant", + "thereby", + "concomit", + "thus", + "lengthening", + "thence", + "Toward" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "lengthening", + "ductile", + "elongation", + "concomitant", + "curvil", + "viscoelastic", + "concomit", + "characteristic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "lengthening", + "displacement", + "movement", + "concomitant", + "characteristic", + "anisotropic", + "contralateral", + "maneuver" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "movement", + "Movement", + "displacement", + "lengthening", + "Movement", + "characteristic", + "deform", + "bewegung" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Mechanism", + "movement", + "Movement", + "bewegung", + "Movement", + "characteristic" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "movement", + "bewegung", + "Movement", + "Movement", + "northward", + "motion", + "Bewegung", + "Mechanism" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "this", + "Consequently", + "Furthermore", + "furthermore", + "This", + "Eventually", + "Ultimately", + "whereas" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "this", + "Consequently", + "Eventually", + "This", + "whereas", + "Ultimately", + "Furthermore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "this", + "This", + "Eventually", + "whereas", + "Furthermore", + "Similarly", + "meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "this", + "This", + "meanwhile", + "furthermore", + "Similar", + "whereas" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "This", + "this" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "this", + "This", + "This", + "What", + "this", + "what" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "This", + "this" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "This", + "this", + "questo" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "this", + "This", + "This", + "this" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "this", + "This", + "This", + "this" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "What", + "This", + "this" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "What", + "The", + "Metal", + "It", + "This", + "Heat", + "How" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 45529, + 114962, + 78358, + 72169, + 103419, + 68350, + 87934, + 154954, + 119124, + 21594, + 19774, + 37584, + 44583, + 25763, + 101470, + 65505, + 30052, + 20556, + 22796, + 10842, + 6254, + 8607, + 2276, + 5152, + 23028, + 4971 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 120569, + 39673, + 46098, + 101112, + 78316, + 16128, + 1657, + 6775, + 4256, + 7165, + 6607, + 3181, + 2855, + 778, + 28020, + 37144, + 26684, + 24213, + 6906, + 1631, + 920, + 529, + 738, + 541, + 1126, + 206 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 121702, + 128658, + 144561, + 155753, + 172952, + 74859, + 12100, + 25673, + 15401, + 5531, + 4989, + 6821, + 6154, + 21587, + 112157, + 127772, + 134166, + 202053, + 175718, + 183056, + 189334, + 124064, + 217778, + 158851, + 89814, + 39532 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 1937, + 126909, + 1351, + 6653, + 241948, + 223943, + 136326, + 75290, + 9631, + 19896, + 14142, + 3374, + 975, + 4105 + ] + }, + { + "label": "diffusion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 28410, + 9987, + 63682, + 217315, + 27714, + 26127, + 13756, + 4705, + 4552, + 537, + 836, + 598, + 975, + 642 + ] + }, + { + "label": "cavity", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 261982, + 242009, + 230097, + 227703, + 208591, + 41527, + 131450, + 49526, + 38576, + 59104, + 92179, + 118421, + 228592, + 142042 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 21.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "temperature", + "score": 15.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "point", + "output_checked": true + }, + { + "concept": "slowly", + "score": 14.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "vice", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "alloy", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "this", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 8.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "several", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "during", + "output_checked": true + }, + { + "concept": "exposure", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "low", + "output_checked": true + }, + { + "concept": "whereas", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "A", + "output_checked": true + }, + { + "concept": "prolonged", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "duration", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hold", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-high-temperature-deformation-04__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-high-temperature-deformation-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-high-temperature-deformation-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-high-temperature-deformation-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-high-temperature-deformation-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-high-temperature-deformation-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Slow high-temperature deformation 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Long-duration testing at high temperature produced a nearly linear strain-versus-time segment followed by rapid extension. Microscopy found linked pores along grain interfaces.", + "prompt_tail": "sting at high temperature produced a nearly linear strain-versus-time segment followed by rapid extension. Microscopy found linked pores along grain interfaces.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 3388, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 486 + }, + { + "label": "diffusion", + "best_rank": 147, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 303 + }, + { + "label": "cavity", + "best_rank": 615, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 12692 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "hereby", + "accordingly" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "persons", + "leness", + "eded", + "etc", + "sic", + "persons" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "centre", + "etc", + "etc" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "thereto", + "herein", + "sic", + "herewith" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "whilst", + "sic" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "whilst", + "furthermore", + "sic" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereto", + "persons", + "indications", + "sic", + "thereafter", + "later", + "prior" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "persons", + "thereto", + "acial", + "sic" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "histologic", + "histological", + "morphology", + "acial", + "etiology", + "furthermore" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "histological", + "evidence", + "microscopy", + "microstructure", + "metallurgy", + "subsurface", + "sintered" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "evidence", + "metallurgical", + "etiology", + "observed", + "fissures", + "symptomatic", + "subsurface", + "histological" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "diagnostic", + "symptomatic", + "diagnosed", + "contamination", + "evidence", + "diagnosis", + "etiology" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "suspected", + "investigated", + "evidence", + "implicated", + "suspect", + "exacerbated", + "suggestive" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "exacerbated", + "suspected", + "suspect", + "symptoms", + "diagnosed", + "etiology", + "symptomatic", + "Diagnosis" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Afterwards", + "Later", + "suggesting", + "whereas", + "Which", + "Eventually", + "Ultimately", + "Consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Afterwards", + "furthermore", + "Consequently", + "meanwhile", + "Furthermore", + "Also", + "Later", + "Meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Similarly", + "Similarly", + "meanwhile", + "conversely", + "furthermore", + "Conversely", + "Afterwards", + "Furthermore" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "conversely", + "while", + "Though", + "lately", + "likewise", + "Meanwhile", + "Similar" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "Similar", + "Similar", + "Findings", + "Meanwhile", + "Similarly", + "lately", + "Yet" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Yet", + "Similar", + "Likely", + "Experts" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Likely", + "Similar", + "Investigators", + "Experts", + "Yet", + "Hence", + "Consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "hypotheses", + "Analyses", + "Hence", + "hypothesis", + "Hypothesis", + "Stress" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Analyses", + "Stress", + "Stress", + "Proposed", + "This", + "SEM", + "Hence" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Analyses", + "Proposed", + "Stress", + "Stress", + "This", + "Fracture" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Theories", + "Proposed", + "Possible", + "Stress", + "Experimental", + "Fracture", + "Considering", + "This" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Grain", + "Stress", + "High", + "Strain", + "Micro", + "Fracture" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 46925, + 104537, + 118791, + 186500, + 155418, + 140261, + 155078, + 225859, + 163988, + 77321, + 35247, + 83125, + 74246, + 81767, + 85229, + 66706, + 29137, + 32716, + 71485, + 25885, + 22378, + 7061, + 4237, + 3389, + 17326, + 5243 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 142446, + 15122, + 7386, + 38541, + 47748, + 14095, + 4265, + 19158, + 4178, + 4266, + 7081, + 8662, + 6417, + 8796, + 43293, + 49055, + 37989, + 15508, + 9508, + 840, + 351, + 148, + 986, + 416, + 297, + 163 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 122994, + 114180, + 87944, + 134439, + 142336, + 57473, + 5997, + 9952, + 4617, + 1489, + 616, + 710, + 1429, + 7745, + 122906, + 146551, + 145682, + 213943, + 176736, + 152319, + 149955, + 48194, + 90352, + 71968, + 46944, + 16096 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 5330, + 58817, + 2421, + 24776, + 247135, + 241851, + 114330, + 65386, + 38012, + 2232, + 3930, + 487, + 887, + 2455 + ] + }, + { + "label": "diffusion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 20768, + 13735, + 63467, + 213498, + 130038, + 74390, + 24354, + 3184, + 13557, + 304, + 987, + 845, + 1605, + 604 + ] + }, + { + "label": "cavity", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 261876, + 221354, + 218202, + 190867, + 36251, + 19230, + 60188, + 12693, + 40805, + 38168, + 57831, + 76917, + 107472, + 45599 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "during", + "score": 14.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "segment", + "output_checked": true + }, + { + "concept": "several", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "produced", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "high", + "output_checked": true + }, + { + "concept": "which", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "significant", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "the", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "along", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "flawless", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "nearly", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "increase", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "exhibiting", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "pores", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-high-temperature-deformation-05__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-high-temperature-deformation-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-high-temperature-deformation-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-high-temperature-deformation-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-high-temperature-deformation-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-particle-strengthening-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Hard-particle obstacle strengthening 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A metal contains a dense dispersion of hard nonshearable nanoscale particles. Lattice line imperfections curve between neighboring particles and leave loops around them as load increases.", + "prompt_tail": "spersion of hard nonshearable nanoscale particles. Lattice line imperfections curve between neighboring particles and leave loops around them as load increases.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 1442, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 2670 + }, + { + "label": "bowing", + "best_rank": 1083, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 650 + }, + { + "label": "strengthening", + "best_rank": 173, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 37 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "hereby", + "accordingly", + "orry" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "persons", + "gonna", + "lle", + "ii", + "alike", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "persons", + "afield", + "gonna", + "etc", + "thru" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "gonna", + "alike", + "kids", + "afuera", + "oides", + "guy", + "stuff", + "doings" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "everybody", + "stuff", + "alike", + "guy", + "thru", + "gotta", + "guy" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "gonna", + "everybody", + "afterwards", + "able", + "cause", + "somebody", + "assisted" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "nearby", + "toward", + "soon", + "them", + "their", + "they", + "edly" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "toward", + "apiece", + "Toward", + "rons", + "ossos", + "Toward", + "meanwhile" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "Colored", + "ossos", + "subl", + "apiece", + "spersed", + "incipient", + "sufferers" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "incipient", + "deform", + "subsurface", + "microm", + "subl", + "metastable", + "fissures", + "viscoelastic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "incipient", + "observable", + "metastable", + "visible", + "observed", + "deform", + "microm" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "visualizing", + "visualized", + "visible", + "metastable", + "Deformation", + "visible", + "deform", + "deformation" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "formations", + "fissures", + "metastability", + "manifestations", + "these" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "observations", + "Eventually", + "observed", + "observable" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Eventually", + "Furthermore", + "Later", + "Afterwards", + "subsequently", + "Suddenly", + "Which" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Later", + "Furthermore", + "Eventually", + "furthermore", + "Consequently", + "Furthermore", + "Then", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "conversely", + "Eventually", + "Eventually", + "furthermore", + "Furthermore", + "later", + "Later", + "meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "these", + "Eventually", + "conversely", + "furthermore", + "whereas", + "Furthermore", + "eventually" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "these", + "These", + "this", + "Eventually", + "meanwhile", + "Consequently", + "furthermore", + "This" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Eventually", + "these", + "This", + "this", + "These", + "meanwhile", + "Consequently", + "Eventually" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Eventually", + "these", + "this", + "These", + "This", + "Consequently", + "meanwhile", + "Eventually" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "these", + "this", + "These", + "Eventually", + "This", + "Consequently", + "These" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Eventually", + "These", + "deformation", + "elastic", + "Consequently", + "Eventually", + "Finally", + "Deformation" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Eventually", + "These", + "Consequently", + "This", + "elastic", + "dislocations", + "Deformation", + "Recently" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Eventually", + "These", + "This", + "Dislocations", + "Consequently", + "Finally", + "Deformation", + "Fracture" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "When", + "At", + "Eventually", + "Dislocations", + "Mechanical" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 97516, + 209996, + 227163, + 197056, + 150769, + 29667, + 6301, + 9388, + 1293, + 2570, + 1443, + 2069, + 4219, + 5217, + 17615, + 26404, + 20359, + 19692, + 21273, + 3411, + 2217, + 2065, + 4284, + 3723, + 1273, + 1498 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 163007, + 213619, + 175816, + 91518, + 39157, + 14025, + 19043, + 50732, + 28809, + 5336, + 8415, + 28125, + 53137, + 62268, + 34374, + 39695, + 49051, + 70133, + 74955, + 34510, + 9506, + 3375, + 1084, + 1647, + 3586, + 11361 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 117435, + 217284, + 211133, + 240426, + 242195, + 122867, + 11923, + 87313, + 128146, + 27287, + 44985, + 38838, + 33243, + 46809, + 1780, + 7115, + 2476, + 6534, + 8854, + 7148, + 1426, + 273, + 174, + 286, + 123, + 396 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 54183, + 200826, + 143146, + 200152, + 86684, + 176271, + 138266, + 39352, + 119619, + 17801, + 5533, + 5322, + 3854, + 2671 + ] + }, + { + "label": "bowing", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 112522, + 125129, + 869, + 817, + 240327, + 27634, + 9979, + 121189, + 52648, + 11608, + 1528, + 3097, + 976, + 651 + ] + }, + { + "label": "strengthening", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 240682, + 113065, + 86395, + 108492, + 212360, + 88164, + 27341, + 74342, + 2393, + 998, + 206, + 38, + 69, + 129 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 16.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "several", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "these", + "score": 11.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "between", + "output_checked": true + }, + { + "concept": "mixture", + "score": 11.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "which", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "line", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "whereas", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "they", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "as", + "output_checked": true + }, + { + "concept": "alloy", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "quarters", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "able", + "output_checked": true + }, + { + "concept": "individuals", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "hard", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-particle-strengthening-01__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-particle-strengthening-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-particle-strengthening-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-particle-strengthening-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-particle-strengthening-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-particle-strengthening-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Hard-particle obstacle strengthening 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Heat treatment creates many fine second-phase particles that resist cutting. Moving line defects must arc between the particles, and reducing their spacing raises the required stress.", + "prompt_tail": "many fine second-phase particles that resist cutting. Moving line defects must arc between the particles, and reducing their spacing raises the required stress.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 257, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 136 + }, + { + "label": "bowing", + "best_rank": 1960, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 205 + }, + { + "label": "strengthening", + "best_rank": 51, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 18 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "accordingly", + "According", + "which", + "anyak" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "lle", + "ie", + "d", + "arie", + "lli" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "alike", + "ain", + "needful", + "persons", + "till", + "lle", + "anybody" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "leness", + "doings", + "lli", + "downtown", + "edly", + "gonna", + "bly" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "gonna", + "doings", + "leness", + "lli", + "edly", + "toward", + "eded" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "toward", + "owness", + "leness", + "grounds", + "gonna", + "able", + "cause" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "toward", + "thus", + "concerning", + "lately", + "dependence", + "against", + "alike", + "although" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "Moreover", + "thereby", + "thus", + "meanwhile", + "alike", + "toward" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "furthermore", + "requiring", + "Moreover", + "necessitating", + "demanding", + "increased", + "increase" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "demanding", + "straining", + "strain", + "tensile", + "requiring", + "forcing", + "strained", + "resistive" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "demanding", + "forcing", + "increase", + "requiring", + "strain", + "resistive" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "forcing", + "intensification", + "intensified", + "intensifying", + "intensify", + "increasing", + "weakening", + "increased" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "increasing", + "increase", + "increases", + "Increasing", + "intensified", + "intensify", + "intensification" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "consequently", + "increases", + "Increasing", + "increasing", + "Increasing", + "therefore" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Eventually", + "Ultimately", + "ultimately", + "furthermore", + "Furthermore", + "consequently", + "Consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "Consequently", + "Eventually", + "Furthermore", + "Furthermore", + "Also", + "Ultimately", + "ultimately" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Ultimately", + "Conversely", + "meanwhile", + "Eventually", + "Similarly", + "Furthermore", + "similarly", + "likewise" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "conversely", + "furthermore", + "Similarly", + "meanwhile", + "accordingly", + "Similarly", + "similarly", + "likewise" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Therefore", + "thus", + "therefore", + "Thus", + "meanwhile", + "accordingly", + "Finally", + "Consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "therefore", + "thus", + "Consequently", + "Therefore", + "accordingly", + "Thus", + "consequently", + "this" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "therefore", + "Therefore", + "thus", + "Consequently", + "this", + "This", + "hence", + "Hence" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "therefore", + "This", + "Therefore", + "thus", + "Consequently", + "Hence", + "hence" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Therefore", + "Consequently", + "therefore", + "Conversely", + "Similarly", + "thus", + "Therefore" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Therefore", + "Consequently", + "Similarly", + "Conversely", + "This", + "therefore", + "harder" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "Therefore", + "Conversely", + "This", + "Similarly", + "Dislocations", + "Increasing", + "Reducing" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "Therefore", + "Hard", + "Heat", + "In", + "Grain", + "Thus", + "Cold" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 106728, + 205852, + 222504, + 152019, + 151266, + 14822, + 12914, + 12617, + 10623, + 2627, + 15899, + 7243, + 8869, + 23375, + 20707, + 32320, + 34840, + 34996, + 13402, + 2132, + 949, + 481, + 340, + 258, + 73, + 141 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 154017, + 192255, + 140555, + 70602, + 61224, + 13209, + 44603, + 94386, + 44914, + 8017, + 12820, + 56370, + 49823, + 58050, + 33177, + 50295, + 53128, + 45472, + 72947, + 51040, + 26097, + 3931, + 1961, + 2230, + 2853, + 30377 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 108839, + 200068, + 190392, + 226127, + 229233, + 69575, + 6415, + 43464, + 4292, + 382, + 251, + 185, + 113, + 190, + 927, + 2215, + 2234, + 5177, + 3318, + 1782, + 471, + 81, + 52, + 66, + 13, + 62 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 31771, + 144513, + 198071, + 163410, + 94807, + 144838, + 161340, + 19833, + 52146, + 1985, + 545, + 728, + 231, + 137 + ] + }, + { + "label": "bowing", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 146169, + 14012, + 206, + 825, + 183440, + 21648, + 12176, + 118496, + 47203, + 56309, + 24079, + 6067, + 4359, + 2077 + ] + }, + { + "label": "strengthening", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 247081, + 128844, + 37383, + 44479, + 119610, + 66612, + 68273, + 126880, + 5777, + 446, + 109, + 19, + 19, + 32 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 22.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "these", + "score": 18.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "that", + "output_checked": true + }, + { + "concept": "which", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "that", + "output_checked": true + }, + { + "concept": "resistance", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "resist", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "treatment", + "output_checked": true + }, + { + "concept": "cutters", + "score": 8.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 8.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "this", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "overcome", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "must", + "output_checked": true + }, + { + "concept": "toughness", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "therefore", + "score": 6.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "must", + "output_checked": true + }, + { + "concept": "discontinuities", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "defects", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-particle-strengthening-02__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-particle-strengthening-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-particle-strengthening-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-particle-strengthening-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-particle-strengthening-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-particle-strengthening-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Hard-particle obstacle strengthening 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Electron microscopy after deformation shows loops encircling rigid particles within a metal matrix. The particles were too hard for moving lattice imperfections to pass through directly.", + "prompt_tail": "deformation shows loops encircling rigid particles within a metal matrix. The particles were too hard for moving lattice imperfections to pass through directly.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 1409, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 528 + }, + { + "label": "bowing", + "best_rank": 261, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 152 + }, + { + "label": "strengthening", + "best_rank": 1331, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 225 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "accordingly", + "alike", + "ammed", + "hereby" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "persons", + "everybody", + "basically", + "somebody", + "lle" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "basically", + "etc", + "anybody", + "persons", + "stuff" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "downtown", + "Oklahoma", + "drywall", + "afterward", + "maupun", + "enough" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "maupun", + "thru", + "eded", + "AKA", + "awhile" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "because", + "which", + "gonna", + "able", + "also", + "Also" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "enough", + "basically", + "they", + "which", + "however", + "mostly", + "probably", + "whoever" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "whereas", + "however", + "which", + "whoever", + "probably", + "alike", + "although" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "hence", + "probably", + "bakal", + "although", + "bent", + "gotta", + "furthermore", + "olites" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "geology", + "geologic", + "shielded", + "deflect", + "geological", + "resistant", + "barrier" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "resistant", + "circumvent", + "forced", + "forcing", + "deflect", + "shielded", + "blockage" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "forcing", + "blockage", + "forced", + "blocking", + "preventing", + "forcing", + "resistant" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "forced", + "forcing", + "preventing", + "resisted", + "blockage", + "resisting" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "forced", + "forcing", + "preventing", + "therefore", + "deshalb" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Consequently", + "Because", + "furthermore", + "However", + "Although", + "therefore", + "Consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "furthermore", + "Consequently", + "Consequently", + "Furthermore", + "Because", + "Also", + "therefore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "consequently", + "Consequently", + "instead", + "therefore", + "Consequently", + "conversely", + "furthermore", + "meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "therefore", + "Therefore", + "Consequently", + "Consequently", + "hence", + "thus", + "conversely", + "meanwhile" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "thus", + "therefore", + "Consequently", + "consequently", + "Therefore", + "hence", + "meanwhile", + "Consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "therefore", + "consequently", + "Consequently", + "thus", + "instead", + "hence", + "accordingly" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "therefore", + "consequently", + "Consequently", + "instead", + "thus", + "Instead", + "Therefore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "consequently", + "therefore", + "Consequently", + "thus", + "hence", + "Therefore", + "Instead" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "therefore", + "thus", + "Therefore", + "Thus", + "Instead" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "Instead", + "therefore", + "Therefore", + "thus", + "Thus" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "Instead", + "Consequently", + "These", + "Therefore", + "Dislocations", + "consequently", + "Thus" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "Instead", + "Consequently", + "These", + "Therefore", + "Thus", + "This", + "Dislocations" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 97290, + 177847, + 213735, + 168950, + 134171, + 52606, + 44536, + 27937, + 44325, + 10491, + 18765, + 22261, + 63346, + 26765, + 32224, + 68905, + 51880, + 74990, + 11204, + 2466, + 1432, + 1410, + 2310, + 1412, + 395, + 835 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 135161, + 198968, + 193248, + 122229, + 102239, + 61454, + 59139, + 128884, + 71602, + 24897, + 54427, + 144113, + 159158, + 148641, + 62889, + 77990, + 38407, + 28604, + 29077, + 16106, + 4642, + 847, + 305, + 262, + 338, + 6653 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 103563, + 207707, + 199182, + 222908, + 233445, + 168158, + 76430, + 188423, + 160369, + 127943, + 99265, + 136947, + 111323, + 71565, + 2657, + 12316, + 6315, + 16384, + 14085, + 14574, + 6359, + 3377, + 1332, + 1897, + 612, + 1949 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 28228, + 130079, + 218590, + 200270, + 129200, + 170699, + 184803, + 141596, + 97152, + 8820, + 1893, + 1989, + 981, + 529 + ] + }, + { + "label": "bowing", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 133222, + 50685, + 1553, + 875, + 248336, + 90416, + 27865, + 134492, + 75046, + 11232, + 1893, + 652, + 369, + 153 + ] + }, + { + "label": "strengthening", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 246787, + 165019, + 95687, + 119891, + 186895, + 63258, + 97815, + 81990, + 7487, + 2969, + 1236, + 275, + 226, + 385 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "too", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 12.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "cling", + "output_checked": true + }, + { + "concept": "and", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "loops", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "was", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "them", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "for", + "output_checked": true + }, + { + "concept": "alloy", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "easily", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "to", + "output_checked": true + }, + { + "concept": "involves", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "during", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "through", + "output_checked": true + }, + { + "concept": "exhibiting", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "matrix", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-particle-strengthening-03__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-particle-strengthening-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-particle-strengthening-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-particle-strengthening-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-particle-strengthening-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-particle-strengthening-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Hard-particle obstacle strengthening 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "An aged alloy gains yield strength from closely spaced stable particles. Under load, flexible line imperfections bend around each obstacle rather than slicing it.", + "prompt_tail": " aged alloy gains yield strength from closely spaced stable particles. Under load, flexible line imperfections bend around each obstacle rather than slicing it.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 1097, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 597 + }, + { + "label": "bowing", + "best_rank": 4905, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 1983 + }, + { + "label": "strengthening", + "best_rank": 36, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 13 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "accordingly", + "ammed", + "behalf", + "hereby", + "leness" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "thing", + "guys", + "leness", + "stuff", + "somebody", + "nobody" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "gotta", + "stuff", + "guys", + "nobody", + "yeah", + "ain", + "thats" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "gonna", + "guy", + "gotta", + "leness", + "guys", + "kids", + "yeah", + "lets" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "guy", + "gotta", + "guys", + "oing", + "stuff", + "basically", + "guy" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "gonna", + "afterwards", + "everybody", + "anybody", + "which", + "nobody", + "somebody", + "owness" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "bunch", + "toward", + "nearby", + "arily", + "that", + "thus", + "edly", + "which" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "furthermore", + "meanwhile", + "thus", + "whereas", + "rather", + "edly", + "likewise" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "laminar", + "aminar", + "albeit", + "rather", + "ively", + "albeit", + "meniscus", + "oidal" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "laminar", + "frictionless", + "hydrodynamic", + "subsonic", + "subsurface", + "viscoelastic", + "slowing", + "agglomer" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "frictionless", + "resistive", + "slowing", + "laminar", + "ductile", + "subsonic", + "resilient", + "analogous" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "slowing", + "subsonic", + "slows", + "toughness", + "analogous", + "resisting", + "resistive" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "slowing", + "slows", + "protecting", + "analogy", + "protect", + "protects", + "protective" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "slowing", + "slows", + "analogy", + "slower", + "slow", + "slowed", + "slowdown" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Consequently", + "Consequently", + "consequently", + "Eventually", + "Which", + "Successfully", + "furthermore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "Ultimately", + "Eventually", + "Consequently", + "furthermore", + "Then", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "whereas", + "consequently", + "Consequently", + "Eventually", + "thereby", + "Similarly", + "Furthermore" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Eventually", + "consequently", + "accordingly", + "Consequently", + "therefore", + "this", + "thus", + "thereby" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "Consequently", + "this", + "these", + "These", + "therefore", + "thereby" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "this", + "thus", + "This", + "consequently", + "therefore", + "accordingly" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "Consequently", + "thus", + "therefore", + "hence", + "consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Consequently", + "This", + "this" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Consequently", + "this", + "Thus", + "thus", + "Therefore", + "Hence" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "Consequently", + "This", + "Therefore", + "Thus" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Consequently", + "this", + "Increasing", + "Therefore", + "Result", + "Dislocations" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "Thus", + "As", + "Result", + "Consequently", + "Grain" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 97866, + 211806, + 223042, + 176384, + 172591, + 42228, + 24314, + 48738, + 45598, + 7489, + 11244, + 11996, + 26728, + 42298, + 25483, + 45043, + 41509, + 77027, + 27219, + 4268, + 1987, + 1098, + 1143, + 1159, + 642, + 283 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 153873, + 183687, + 87727, + 18933, + 9004, + 12241, + 1673, + 27901, + 3051, + 1982, + 4906, + 54293, + 41885, + 20149, + 38992, + 46837, + 43016, + 58741, + 60566, + 50862, + 34258, + 5272, + 6026, + 6245, + 9993, + 25613 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 81144, + 216713, + 231877, + 254859, + 256989, + 100379, + 57652, + 113113, + 99242, + 34372, + 18048, + 4352, + 4524, + 16265, + 941, + 3603, + 835, + 660, + 1487, + 736, + 479, + 128, + 37, + 47, + 12, + 49 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 43210, + 202312, + 196891, + 175650, + 72710, + 186618, + 201468, + 139707, + 173472, + 13401, + 1677, + 1467, + 738, + 598 + ] + }, + { + "label": "bowing", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 151149, + 121919, + 1984, + 6339, + 217063, + 33337, + 9255, + 119149, + 32844, + 33513, + 28556, + 8412, + 7110, + 3938 + ] + }, + { + "label": "strengthening", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 234801, + 178430, + 82586, + 113742, + 196635, + 97967, + 34723, + 7003, + 759, + 180, + 128, + 26, + 14, + 26 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 20.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "these", + "score": 19.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "around", + "output_checked": true + }, + { + "concept": "alloying", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "closely", + "output_checked": true + }, + { + "concept": "this", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Under", + "output_checked": true + }, + { + "concept": "them", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "around", + "output_checked": true + }, + { + "concept": "causing", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "individuals", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "flexible", + "output_checked": true + }, + { + "concept": "other", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "each", + "output_checked": true + }, + { + "concept": "through", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "gains", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "and", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "flexible", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-particle-strengthening-04__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-particle-strengthening-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-particle-strengthening-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-particle-strengthening-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-particle-strengthening-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-particle-strengthening-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Hard-particle obstacle strengthening 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A fixed particle volume fraction is refined into a larger number of smaller nonshearable obstacles. The free span available to a moving line imperfection decreases markedly.", + "prompt_tail": "cle volume fraction is refined into a larger number of smaller nonshearable obstacles. The free span available to a moving line imperfection decreases markedly.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 3432, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 2850 + }, + { + "label": "bowing", + "best_rank": 12481, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 77 + }, + { + "label": "strengthening", + "best_rank": 336, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 180 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "accordingly", + "hereby" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "persons", + "leness", + "lle", + "hence", + "everybody", + "somebody" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "gonna", + "sebagainya", + "lle" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "sebagainya", + "persons", + "thence" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "hitherto", + "persons", + "thence" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "characterised", + "persons", + "hitherto" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "concomitant", + "markedly", + "consequent", + "hitherto", + "consequently", + "diminution", + "concomit" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "Moreover", + "Consequently", + "Furthermore", + "whereas", + "consequently" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Furthermore", + "Moreover", + "Consequently", + "Furthermore", + "consequently", + "necessitating", + "resultant", + "Consequently" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "agglomer", + "constrained", + "spatially", + "constricted", + "density", + "anthropogenic", + "geometrically", + "intensified" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "intensification", + "density", + "constricted", + "intensified", + "constrained", + "forcing", + "spatially" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "intensification", + "intensified", + "Consequently", + "increased", + "forcing", + "intensify", + "intensifying" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Consequently", + "Consequently", + "intensification", + "Increased", + "intensified", + "Increasing" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Consequently", + "Consequently", + "constricted", + "constriction", + "Increased", + "intensified", + "forcing" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Consequently", + "Consequently", + "whereas", + "Furthermore", + "Several", + "Nevertheless", + "whilst" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Furthermore", + "Consequently", + "Furthermore", + "furthermore", + "Meanwhile", + "whereas", + "Similarly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "conversely", + "Consequently", + "Furthermore", + "furthermore", + "Furthermore", + "whereas", + "Consequently", + "consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "consequently", + "Consequently", + "Similarly", + "Meanwhile", + "therefore", + "while", + "whereas", + "Furthermore" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "furthermore", + "therefore", + "meanwhile", + "Similarly", + "Furthermore" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "therefore", + "accordingly", + "correspondingly", + "conversely", + "furthermore" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "therefore", + "accordingly", + "conversely", + "meanwhile", + "correspondingly" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "correspondingly", + "Simultaneously", + "Conversely", + "conversely", + "Similarly" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "Simultaneously", + "Similarly", + "correspondingly", + "Conversely", + "Therefore" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "Simultaneously", + "Similarly", + "Conversely", + "correspondingly", + "The" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "The", + "Consequently", + "Simultaneously", + "Similarly", + "This", + "Conversely", + "correspondingly" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Consequently", + "In", + "A", + "Therefore", + "The", + "If" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 91833, + 151885, + 157185, + 84748, + 79418, + 21482, + 2685, + 1241, + 1438, + 704, + 5570, + 7578, + 22183, + 19945, + 7673, + 19974, + 21520, + 40913, + 24960, + 10593, + 7641, + 3433, + 6175, + 6172, + 2510, + 2650 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 170513, + 220730, + 197546, + 209751, + 170557, + 161246, + 117780, + 167855, + 106241, + 63171, + 128920, + 160144, + 176573, + 145122, + 49465, + 65906, + 35398, + 36473, + 50696, + 42795, + 35004, + 15952, + 12482, + 17452, + 24875, + 38477 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 95524, + 194891, + 185552, + 187206, + 180910, + 67998, + 4982, + 22045, + 9083, + 3280, + 1145, + 337, + 351, + 455, + 2746, + 5238, + 1966, + 2046, + 3343, + 7631, + 2530, + 1035, + 1125, + 1724, + 724, + 1757 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 36545, + 206835, + 167069, + 210216, + 70119, + 202902, + 193937, + 101382, + 141853, + 24451, + 11147, + 6170, + 3282, + 2851 + ] + }, + { + "label": "bowing", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 123210, + 45219, + 78, + 310, + 241801, + 66724, + 21595, + 64502, + 52670, + 66523, + 64182, + 35271, + 18167, + 11623 + ] + }, + { + "label": "strengthening", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 222126, + 61760, + 50762, + 50984, + 214971, + 120277, + 59013, + 90252, + 740, + 1379, + 536, + 181, + 223, + 392 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 17.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "markedly", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 12.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "between", + "score": 12.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "span", + "output_checked": true + }, + { + "concept": "stationary", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "whereas", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "A", + "output_checked": true + }, + { + "concept": "became", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "volume", + "output_checked": true + }, + { + "concept": "particles", + "score": 8.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "able", + "output_checked": true + }, + { + "concept": "density", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "is", + "output_checked": true + }, + { + "concept": "several", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "into", + "output_checked": true + }, + { + "concept": "proportionally", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "decreases", + "output_checked": true + }, + { + "concept": "within", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "refined", + "output_checked": true + }, + { + "concept": "was", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "imperfection", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-particle-strengthening-05__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-particle-strengthening-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-particle-strengthening-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-particle-strengthening-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-particle-strengthening-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-rapid-transformation-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Rapid diffusionless steel transformation 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Austenitic steel is cooled so quickly that long-range atomic redistribution cannot occur. A hard needle-like product forms by coordinated lattice motion, and its body-centered cell is elongated along one axis.", + "prompt_tail": "ange atomic redistribution cannot occur. A hard needle-like product forms by coordinated lattice motion, and its body-centered cell is elongated along one axis.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 41 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 5325, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 41, + "logit_lens_best_rank": 703 + }, + { + "label": "Bain", + "best_rank": 42441, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 41, + "logit_lens_best_rank": 8624 + }, + { + "label": "tetragonal", + "best_rank": 154, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 41, + "logit_lens_best_rank": 6877 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "accordingly", + "behalf", + "hereby", + "ammed", + "orry" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "lle", + "persons", + "ii", + "wards", + "zes", + "eded" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "gonna", + "lle", + "persons", + "thing", + "dz", + "leness" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "leness", + "oides", + "persons", + "yses", + "edly", + "UIT", + "osite", + "gments" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "leness", + "osite", + "yses", + "persons", + "edly", + "mente" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Characteristics", + "Although", + "Concerning", + "although", + "Moreover", + "Miscellaneous", + "consisting" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "although", + "although", + "thereby", + "consequently", + "characteristic", + "subsequently", + "Miscellaneous", + "Although" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "thus", + "furthermore", + "Moreover", + "thereto", + "whereas", + "moreover", + "likewise" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "anisotropic", + "characteristic", + "geometrical", + "thereby", + "Moreover", + "elongated", + "isotropic", + "spatially" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "characteristic", + "anisotropic", + "isotropic", + "hypertro", + "geometrically", + "elongated", + "characteristics", + "isotropic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "characteristic", + "anisotropic", + "geometrically", + "perpendicular", + "spatially", + "anatomical", + "hypertro", + "morphology" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "characteristic", + "shape", + "deform", + "characteristics", + "deformation", + "anisotropic", + "Shape" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "characteristics", + "deform", + "genetically", + "deformed", + "Characteristics" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "deformed", + "characteristics", + "characteristic", + "deform", + "genetically", + "deformation" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Eventually", + "Consequently", + "which", + "although", + "furthermore", + "Suddenly", + "Nevertheless", + "Which" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "furthermore", + "Meanwhile", + "whereas", + "Eventually", + "Afterwards" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "whereas", + "this", + "Consequently", + "Perhaps", + "Meanwhile", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "whereas", + "furthermore", + "meanwhile", + "Furthermore", + "conversely", + "this", + "Similarly", + "Consequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "meanwhile", + "furthermore", + "This", + "whereas", + "Consequently", + "Compared" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Consequently", + "This", + "meanwhile", + "What", + "Which", + "furthermore" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "Consequently", + "This", + "Therefore", + "What", + "Hence", + "Its" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "Consequently", + "Hence", + "This", + "Furthermore", + "Therefore" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Hence", + "Therefore", + "this", + "Consequently", + "This", + "Similarly", + "Consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Consequently", + "Hence", + "Similarly", + "Therefore", + "This", + "this", + "Meanwhile" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "Similarly", + "Compared", + "What", + "Which", + "Hence" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "It", + "What", + "A", + "In", + "Such", + "Here" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 95353, + 89525, + 41805, + 141273, + 102490, + 58394, + 86963, + 34015, + 15847, + 9259, + 5326, + 6256, + 25771, + 44998, + 92084, + 98239, + 90558, + 53388, + 43535, + 37709, + 18365, + 14894, + 15792, + 5987, + 2698, + 89 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 66710, + 64090, + 92155, + 128941, + 116092, + 73036, + 82784, + 91656, + 54392, + 36025, + 89474, + 122372, + 127719, + 74254, + 110043, + 131796, + 168073, + 150573, + 101001, + 72407, + 69501, + 42442, + 54351, + 46576, + 11748, + 1788 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 139392, + 142341, + 204120, + 88550, + 102020, + 93288, + 31376, + 19180, + 1341, + 641, + 346, + 263, + 155, + 273, + 210027, + 238891, + 232098, + 213688, + 198237, + 132189, + 105501, + 55745, + 54760, + 63670, + 49820, + 29529 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 27271, + 52523, + 102599, + 11061, + 179168, + 117542, + 106454, + 19986, + 4312, + 704, + 2088, + 4251, + 8360, + 3802 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 147399, + 22250, + 187804, + 35801, + 148842, + 139733, + 65871, + 222963, + 32851, + 8625, + 64250, + 63668, + 53223, + 81669 + ] + }, + { + "label": "tetragonal", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 226382, + 142083, + 200870, + 89113, + 115627, + 132359, + 80879, + 44907, + 111065, + 10006, + 6878, + 18077, + 38952, + 48206 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 39.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "quickly", + "output_checked": true + }, + { + "concept": "became", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "body", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 12.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "like", + "output_checked": true + }, + { + "concept": "martens", + "score": 11.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "which", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "is", + "output_checked": true + }, + { + "concept": "therefore", + "score": 8.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "characterized", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "is", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "needle", + "output_checked": true + }, + { + "concept": "nucleation", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "while", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "elongated", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-rapid-transformation-01__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-rapid-transformation-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-rapid-transformation-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-rapid-transformation-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-rapid-transformation-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-rapid-transformation-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Rapid diffusionless steel transformation 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Rapid quenching produces thin laths without allowing carbon to redistribute over long distances. The product lattice is body-centered but has unequal axial dimensions.", + "prompt_tail": "uenching produces thin laths without allowing carbon to redistribute over long distances. The product lattice is body-centered but has unequal axial dimensions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 2182, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 884 + }, + { + "label": "Bain", + "best_rank": 3721, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 4820 + }, + { + "label": "tetragonal", + "best_rank": 214, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 740 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "accordingly", + "hereby", + "behalf", + "eles" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "leness", + "zis", + "gonna", + "eded", + "lle", + "zes", + "persons" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "leness", + "persons", + "sebagainya" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "persons", + "yses", + "oides", + "leness" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "yses", + "osite", + "zis", + "sic" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "therefore", + "which", + "leness", + "owness", + "yses" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "therefore", + "thereto", + "characteristics", + "subordinated", + "persons", + "respectively", + "Characteristics" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "persons", + "thereto", + "furthermore", + "characteristics", + "whereas", + "Miscellaneous", + "Moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "geometrical", + "anisotropic", + "Moreover", + "geometrically", + "characteristics", + "geometria", + "isotropic" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "anisotropic", + "geometrically", + "asymmetrical", + "isotropic", + "anisotropy", + "characteristic", + "geometrical", + "geometri" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "anisotropic", + "geometrically", + "characteristic", + "asymmetrical", + "isotropic", + "deform", + "anisotropy", + "geometry" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "characteristic", + "anisotropic", + "characteristics", + "deform", + "anisotropy", + "Characteristic", + "Characteristics" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "anisotropic", + "characteristics", + "Characteristics", + "Characteristic" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "characteristic", + "Characteristics", + "characteristics", + "resultante" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "whereas", + "Furthermore", + "which", + "although", + "Eventually", + "furthermore", + "demonstrating" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "whereas", + "Because", + "Furthermore", + "Eventually", + "Consequently", + "furthermore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Consequently", + "whereas", + "Furthermore", + "because", + "this", + "Furthermore", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "these", + "this", + "whereas", + "furthermore", + "Consequently", + "therefore", + "Furthermore", + "These" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "Consequently", + "this", + "therefore", + "these", + "Because", + "whereas", + "Therefore" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "this", + "This", + "therefore", + "Therefore", + "whereas", + "Hence" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "Consequently", + "Therefore", + "therefore", + "hence", + "thus" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Consequently", + "Hence", + "these", + "Therefore", + "These" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "Therefore", + "Consequently", + "Hence", + "Thus", + "therefore" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "Hence", + "Thus" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Consequently", + "Rapid", + "Therefore", + "Such", + "Because", + "Compared", + "Typical" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Rapid", + "These", + "Such", + "A", + "It", + "In" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 103745, + 77978, + 44730, + 91943, + 64193, + 26126, + 40097, + 35761, + 19548, + 16205, + 6012, + 7104, + 52616, + 79706, + 36103, + 73696, + 56184, + 25832, + 24560, + 36567, + 15140, + 4223, + 4875, + 2183, + 1898, + 802 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 65000, + 77618, + 118233, + 123360, + 110832, + 97535, + 67912, + 69615, + 60771, + 67567, + 117603, + 123572, + 129988, + 79274, + 95097, + 132075, + 175939, + 117123, + 71859, + 39861, + 25065, + 6983, + 5342, + 3722, + 1290, + 555 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 126331, + 115757, + 96864, + 50941, + 88234, + 66649, + 35977, + 24905, + 1612, + 532, + 540, + 502, + 215, + 276, + 237831, + 244714, + 234399, + 211379, + 202708, + 77124, + 40547, + 19667, + 6219, + 5145, + 6365, + 16833 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 37618, + 61775, + 86387, + 5548, + 176816, + 83372, + 64660, + 26818, + 1701, + 1157, + 972, + 1312, + 1694, + 885 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 165430, + 22744, + 133096, + 19322, + 155053, + 141503, + 100585, + 65158, + 35051, + 6385, + 18549, + 5451, + 4821, + 5601 + ] + }, + { + "label": "tetragonal", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 224007, + 211158, + 209975, + 165867, + 108495, + 155963, + 120297, + 2669, + 42018, + 1235, + 741, + 2379, + 3926, + 3573 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "retains", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "product", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "whereas", + "score": 8.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "distances", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "l", + "output_checked": true + }, + { + "concept": "further", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "allowing", + "output_checked": true + }, + { + "concept": "longer", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "over", + "output_checked": true + }, + { + "concept": "films", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "thin", + "output_checked": true + }, + { + "concept": "nucleation", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "without", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "sexes", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "unequal", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "has", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-rapid-transformation-02__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-rapid-transformation-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-rapid-transformation-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-rapid-transformation-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-rapid-transformation-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-rapid-transformation-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Rapid diffusionless steel transformation 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A steel sample transforms almost instantaneously during severe cooling. Atoms move cooperatively over short distances, producing a hard plate-like phase with one stretched unit-cell axis.", + "prompt_tail": "lmost instantaneously during severe cooling. Atoms move cooperatively over short distances, producing a hard plate-like phase with one stretched unit-cell axis.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 1679, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 2289 + }, + { + "label": "Bain", + "best_rank": 2702, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 1185 + }, + { + "label": "tetragonal", + "best_rank": 78, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 3026 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "accordingly", + "orry", + "ammed", + "hereby" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "wards", + "d", + "ii", + "ided", + "alike", + "ited" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "thereof", + "ii", + "wards", + "whilst", + "centre" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "oid", + "uum", + "ivist", + "goers", + "oused", + "filmed", + "amid", + "alike" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "mente", + "CTED", + "ensuing", + "oid", + "toward", + "amid", + "midst" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "filmed", + "photographs", + "filmmaking", + "subsequently", + "filming", + "grounds" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "notable", + "later", + "thence", + "preparatory", + "prior", + "subsequent", + "wards" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "presently", + "notable", + "composition", + "commenced", + "peculiar", + "edly", + "hence", + "suggesting" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "anisotropic", + "anisotropy", + "perpendicular", + "perpendicularly", + "pendicular", + "uniaxial", + "radially", + "cylind" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "anisotropic", + "anisotropy", + "perpendicular", + "characteristic", + "genetically", + "horizontal", + "geometrically", + "engineered" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "perpendicular", + "anisotropic", + "horizontal", + "genetically", + "characteristic", + "parallel", + "modification", + "anisotropy" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "genetically", + "anisotropic", + "characteristic", + "perpendicular", + "formation", + "axial", + "orientation", + "deformation" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "genetically", + "uniaxial", + "characteristic", + "anisotropic", + "anisotropy", + "deformation", + "perpendicular", + "protrusion" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "genetically", + "characteristic", + "specialization", + "haplotype" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "This", + "this", + "Ultimately", + "Furthermore", + "furthermore", + "Consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Consequently", + "Consequently", + "furthermore", + "Furthermore", + "this", + "Eventually", + "Ultimately" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "This", + "Consequently", + "Consequently", + "During", + "this", + "conversely", + "Conversely" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "this", + "This", + "meanwhile", + "furthermore", + "During", + "whereas", + "Meanwhile", + "conversely" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "This", + "this" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "this", + "This", + "This", + "this", + "Consequently", + "meanwhile" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "This", + "this" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "This", + "this", + "questo" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "this" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "this", + "This", + "This", + "this" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "This", + "Simultaneously", + "Characteristic" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Understanding", + "In", + "Cooling", + "Nucle", + "A", + "Hard" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 103348, + 66410, + 40391, + 79832, + 57309, + 40731, + 27344, + 23946, + 4687, + 2604, + 1680, + 1975, + 9089, + 16556, + 94025, + 111429, + 92675, + 58016, + 68128, + 30372, + 13003, + 7446, + 12123, + 5096, + 3466, + 177 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 78104, + 57215, + 66827, + 66723, + 42335, + 18323, + 46456, + 61244, + 32677, + 58361, + 98534, + 184484, + 197951, + 111435, + 91563, + 104252, + 145979, + 94470, + 39604, + 21505, + 14776, + 6792, + 4521, + 2703, + 735, + 2605 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 153975, + 198281, + 232475, + 218603, + 236846, + 179210, + 61273, + 19228, + 308, + 456, + 298, + 266, + 171, + 79, + 259333, + 260952, + 258038, + 228629, + 212954, + 115907, + 80815, + 49358, + 42565, + 50795, + 36792, + 26262 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 29842, + 72621, + 115366, + 40100, + 207048, + 76995, + 81794, + 70374, + 49278, + 2932, + 4655, + 5715, + 5804, + 2290 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 70344, + 1186, + 214776, + 73355, + 176972, + 143106, + 64203, + 126321, + 14917, + 6311, + 15238, + 8289, + 5231, + 6119 + ] + }, + { + "label": "tetragonal", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 159725, + 141626, + 157684, + 75777, + 174542, + 141886, + 106366, + 61132, + 139268, + 4986, + 3027, + 11543, + 28073, + 32154 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 18.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "and", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "several", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "during", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 9.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "this", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "rapidly", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "move", + "output_checked": true + }, + { + "concept": "into", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "transforms", + "output_checked": true + }, + { + "concept": "from", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "dimension", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "significant", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "structure", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "like", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-rapid-transformation-03__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-rapid-transformation-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-rapid-transformation-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-rapid-transformation-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-rapid-transformation-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-rapid-transformation-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Rapid diffusionless steel transformation 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Suppressing atomic redistribution during cooling converts the parent face-centered phase into a hard acicular product. The new body-centered cell has a c-to-a ratio different from one.", + "prompt_tail": "tribution during cooling converts the parent face-centered phase into a hard acicular product. The new body-centered cell has a c-to-a ratio different from one.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 38 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 10243, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 38, + "logit_lens_best_rank": 1782 + }, + { + "label": "Bain", + "best_rank": 46229, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 38, + "logit_lens_best_rank": 23584 + }, + { + "label": "tetragonal", + "best_rank": 908, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 38, + "logit_lens_best_rank": 12130 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "accordingly", + "hereby", + "hence", + "behalf", + "which" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "thing", + "stuff", + "somebody", + "thinks", + "guys", + "info" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "centre", + "stuff", + "gonna", + "probably", + "somebody", + "thing", + "centre", + "everybody" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "gonna", + "everybody", + "probably", + "maybe", + "nobody", + "thinks", + "nowadays", + "leness" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "everybody", + "basically", + "maybe", + "somebody", + "nobody", + "probably", + "thinks" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "gonna", + "basically", + "maybe", + "probably", + "everybody", + "nowadays", + "somebody", + "guys" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "gonna", + "maybe", + "probably", + "anymore", + "basically", + "nowadays", + "secondly", + "anybody" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "gonna", + "anymore", + "whereas", + "meanwhile", + "nowadays", + "probably", + "namely" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "hence", + "gonna", + "whereas", + "furthermore", + "namely", + "probably", + "anymore", + "maybe" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "hence", + "whereas", + "probably", + "geometrical", + "empirical", + "different", + "different", + "namely" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "furthermore", + "geometrical", + "deviation", + "different", + "different", + "dimensional", + "empirical", + "peculiar" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "geometrical", + "deviation", + "peculiar", + "difference", + "deviate", + "different", + "experimentally", + "furthermore" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "deviate", + "furthermore", + "deviation", + "unlike", + "differences", + "difference", + "hence" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "unlike", + "discontinuity", + "furthermore", + "inary", + "peculiarity", + "deviate", + "distinguishing" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "Furthermore", + "Consequently", + "Furthermore", + "whereas", + "which", + "Which", + "Consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "furthermore", + "Consequently", + "Consequently", + "Furthermore", + "Nevertheless", + "whereas", + "Therefore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "whereas", + "furthermore", + "Consequently", + "Consequently", + "Furthermore", + "Nevertheless", + "Meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "Consequently", + "Furthermore", + "this", + "consequently", + "whereas", + "Meanwhile", + "accordingly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "furthermore", + "Consequently", + "Consequently", + "meanwhile", + "Therefore", + "whereas" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "this", + "Consequently", + "furthermore", + "therefore", + "This", + "consequently", + "accordingly" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "Consequently", + "This", + "Consequently", + "consequently", + "therefore", + "Therefore", + "furthermore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Consequently", + "This", + "Consequently", + "consequently", + "this" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Consequently", + "this", + "This", + "Consequently", + "therefore", + "Therefore", + "This", + "thus" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "This", + "this", + "Consequently", + "This", + "Therefore", + "therefore", + "consequently" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Consequently", + "this", + "Consequently", + "Therefore", + "This", + "Thus" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "This", + "Therefore", + "Thus", + "A", + "Consequently", + "In" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 89373, + 71696, + 51856, + 76337, + 64697, + 38208, + 37556, + 43899, + 44233, + 28268, + 31449, + 51486, + 92615, + 110927, + 39362, + 74959, + 59642, + 29002, + 20053, + 33448, + 26469, + 26682, + 24910, + 10244, + 5851, + 895 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 49299, + 23628, + 55135, + 31114, + 33922, + 30244, + 25740, + 13121, + 9211, + 14642, + 46230, + 111208, + 142805, + 143398, + 80850, + 94768, + 141290, + 107456, + 64141, + 59830, + 49104, + 74633, + 152775, + 136477, + 49067, + 20951 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 161031, + 164434, + 132919, + 92759, + 122702, + 117412, + 64921, + 34259, + 13763, + 1508, + 2452, + 909, + 2779, + 5426, + 233625, + 240334, + 235812, + 239906, + 243383, + 228411, + 221006, + 172300, + 96151, + 116131, + 130225, + 61217 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 47155, + 65239, + 52065, + 6835, + 113907, + 48484, + 28458, + 14378, + 1783, + 2259, + 6431, + 8669, + 7848, + 3391 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 23585, + 25136, + 111309, + 26878, + 145070, + 84494, + 80851, + 117059, + 35022, + 45200, + 113632, + 151818, + 182790, + 170920 + ] + }, + { + "label": "tetragonal", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 120725, + 199042, + 126502, + 110771, + 12131, + 80856, + 67417, + 31231, + 210093, + 86225, + 74560, + 79382, + 65494, + 73217 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 16.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 11.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "that", + "score": 11.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "several", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "axis", + "score": 10.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "c", + "output_checked": true + }, + { + "concept": "whereas", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "geometry", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "face", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "c", + "output_checked": true + }, + { + "concept": "became", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "structure", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "body", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-rapid-transformation-04__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-rapid-transformation-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-rapid-transformation-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-rapid-transformation-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-rapid-transformation-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-rapid-transformation-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Rapid diffusionless steel transformation 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A quenched carbon steel contains packets of fine laths and high internal strain. Formation required a coordinated shape change rather than long-range solute transport.", + "prompt_tail": "hed carbon steel contains packets of fine laths and high internal strain. Formation required a coordinated shape change rather than long-range solute transport.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 501, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 165 + }, + { + "label": "Bain", + "best_rank": 1204, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 1183 + }, + { + "label": "tetragonal", + "best_rank": 5093, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 1132 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "accordingly", + "hereby", + "behalf", + "orry", + "anyak" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "d", + "leness", + "persons", + "ii", + "alike" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "persons" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "pursuant", + "herein", + "heretofore" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "unto", + "heretofore", + "herein", + "wherein", + "resultant" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "upon", + "utilized", + "aided", + "Util", + "wherein" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "utilized", + "thence", + "prior", + "necessitating", + "thereafter", + "whilst", + "employed", + "utilizing" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "employed", + "thereof", + "thus", + "employ", + "acial", + "thence" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "requisite", + "necessitating", + "necessity", + "resultant", + "nascent", + "reliance", + "purview", + "utilized" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "empirical", + "anthropogenic", + "substrate", + "feedstock", + "nascent", + "progenitor", + "requisite", + "structural" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "evolutionary", + "genetically", + "empirical", + "impetus", + "structural", + "molecular", + "genetic", + "progenitor" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "evolutionary", + "kinetic", + "impetus", + "molecular", + "kinematic", + "empirical", + "spatially", + "endogenous" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "empirical", + "kinetic", + "primarily", + "necessity", + "impetus", + "primacy", + "spatially", + "reliance" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "empirical", + "kinetic", + "focused", + "emphasis", + "primacy", + "focus", + "frictionless" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Consequently", + "demonstrating", + "Ultimately", + "whereas", + "suggesting", + "furthermore", + "several" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "furthermore", + "Consequently", + "Ultimately", + "Consequently", + "whereas", + "Several", + "Its" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "whereas", + "Consequently", + "furthermore", + "meanwhile", + "Furthermore", + "Conversely", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "therefore", + "these", + "Consequently", + "consequently", + "hence", + "thus", + "whereas", + "thereby" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "therefore", + "Consequently", + "Therefore", + "Consequently", + "hence", + "Thus", + "thus", + "Hence" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "therefore", + "hence", + "thus", + "Therefore", + "consequently", + "Hence", + "Consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "therefore", + "Consequently", + "hence", + "thus", + "Hence", + "Therefore", + "consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "hence", + "Consequently", + "Hence", + "thus", + "therefore", + "these", + "Therefore", + "These" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Therefore", + "Consequently", + "therefore", + "thus", + "Hence", + "hence", + "Thus" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Therefore", + "Hence", + "Thus", + "therefore", + "hence", + "thus" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "Therefore", + "These", + "Hence", + "Thus", + "This", + "Characteristic", + "Typical" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "Therefore", + "Thus", + "High", + "Its", + "Mechanical" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 105783, + 70261, + 37341, + 89840, + 108317, + 93648, + 65583, + 43683, + 23285, + 10367, + 2080, + 1162, + 11500, + 17179, + 33395, + 50418, + 52893, + 40386, + 35680, + 16700, + 5119, + 502, + 665, + 566, + 549, + 168 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 67307, + 75358, + 78768, + 99678, + 86941, + 53579, + 63547, + 70860, + 69817, + 57338, + 53654, + 152122, + 143812, + 116118, + 86098, + 119734, + 152927, + 107206, + 43697, + 28270, + 16008, + 3109, + 2051, + 1205, + 508, + 224 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 145607, + 176309, + 172747, + 94614, + 132151, + 147502, + 135330, + 157034, + 169983, + 115984, + 50647, + 103933, + 55747, + 48467, + 258765, + 252794, + 244793, + 222326, + 234501, + 88171, + 48882, + 8800, + 5094, + 5224, + 7932, + 18875 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 27548, + 131451, + 149657, + 34691, + 76831, + 18437, + 25098, + 3622, + 2622, + 238, + 166, + 190, + 243, + 206 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 60004, + 109171, + 195022, + 47976, + 164403, + 154549, + 45107, + 70932, + 4139, + 1868, + 5302, + 1560, + 1225, + 1184 + ] + }, + { + "label": "tetragonal", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 214325, + 229576, + 203003, + 120549, + 169010, + 191330, + 168056, + 59407, + 153752, + 3337, + 1133, + 1668, + 3183, + 3328 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "metallurgical", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 11.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "range", + "output_checked": true + }, + { + "concept": "because", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "required", + "output_checked": true + }, + { + "concept": "several", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "ferrite", + "score": 9.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "deformation", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 6.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "l", + "output_checked": true + }, + { + "concept": "whereas", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "rather", + "output_checked": true + }, + { + "concept": "involving", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "change", + "output_checked": true + }, + { + "concept": "density", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "high", + "output_checked": true + }, + { + "concept": "necessity", + "score": 5.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "required", + "output_checked": true + }, + { + "concept": "tracts", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "fine", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-rapid-transformation-05__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-rapid-transformation-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-rapid-transformation-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-rapid-transformation-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-rapid-transformation-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-line-defect-motion-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Crystal line-imperfection motion 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Under resolved loading, a line imperfection moves across a close-packed plane in the direction of its mismatch vector, leaving a permanent offset at the free surface.", + "prompt_tail": "resolved loading, a line imperfection moves across a close-packed plane in the direction of its mismatch vector, leaving a permanent offset at the free surface.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 98, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 18283 + }, + { + "label": "glide", + "best_rank": 4665, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 7955 + }, + { + "label": "slip", + "best_rank": 20003, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 36413 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "accordingly", + "behalf", + "hereby", + "orry" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "wards", + "ie", + "d", + "alike", + "leness", + "lli" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "lli", + "ii", + "mente", + "aid", + "thereof" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "thereafter", + "enos", + "yses", + "gments", + "utom", + "aken", + "osite" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thereafter", + "osite", + "alike", + "forthwith", + "efectu" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "subsequently", + "consequently", + "owing", + "photographs", + "wherein", + "Owing" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "whereupon", + "subsequently", + "thence", + "thereto", + "merely", + "Subsequently", + "Owing" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whereupon", + "thereafter", + "thence", + "furthermore", + "thereto", + "merely", + "thereby", + "henceforth" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thereafter", + "subsequently", + "merely", + "Subsequently", + "thence", + "whereupon", + "terminus", + "Consequently" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subsequent", + "subsequently", + "indelible", + "terminus", + "Subsequent", + "permanently", + "rupture" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "permanently", + "subsequent", + "indelible", + "distal", + "terminus", + "permanence", + "discontinuous" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "permanently", + "subsequent", + "permanent", + "sediment", + "subsequently", + "deposition", + "irreversible" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "permanently", + "consequence", + "permanent", + "resulting", + "terminating", + "subsequently" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "terminating", + "termination", + "ejected", + "Consequently", + "consequence", + "subsequently" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ultimately", + "furthermore", + "Consequently", + "Ultimately", + "subsequently", + "Eventually", + "consequently", + "Subsequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "Consequently", + "Later", + "Furthermore", + "Eventually", + "Subsequently", + "Ultimately", + "Consequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Conversely", + "Similarly", + "Similarly", + "Consequently", + "similarly", + "likewise", + "meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "likewise", + "similarly", + "this", + "conversely", + "furthermore", + "Meanwhile", + "Similarly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "meanwhile", + "this", + "Meanwhile", + "Similarly", + "Simultaneously", + "Conversely" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Conversely", + "meanwhile", + "Similarly", + "Meanwhile", + "Consequently", + "conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "Similarly", + "Conversely", + "Meanwhile", + "Similar", + "meanwhile", + "conversely" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Similarly", + "Likewise", + "Conversely", + "Simultaneously", + "Similar" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Similarly", + "Conversely", + "Likewise", + "this", + "Similarly", + "Meanwhile", + "Simultaneously" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Similarly", + "Conversely", + "Similarly", + "this", + "This", + "Meanwhile", + "Simultaneously" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Similarly", + "Conversely", + "Simultaneously", + "Considering", + "Throughout", + "Along", + "Meanwhile" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "In", + "The", + "Resolved", + "When", + "If", + "Resol", + "For" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 53375, + 160831, + 184450, + 135973, + 115004, + 71827, + 12900, + 10777, + 16303, + 627, + 177, + 99, + 121, + 475, + 11506, + 9284, + 13166, + 52205, + 73220, + 65254, + 62989, + 12553, + 70881, + 88838, + 71507, + 9053 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 168692, + 115259, + 93791, + 128414, + 127661, + 31156, + 33803, + 34153, + 18149, + 31568, + 11086, + 13940, + 25785, + 37661, + 54334, + 58206, + 101913, + 41868, + 23389, + 6807, + 4666, + 7301, + 11867, + 14225, + 26292, + 3181 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 133882, + 97488, + 59805, + 151464, + 108323, + 144437, + 96958, + 89646, + 59907, + 28837, + 21383, + 34603, + 73963, + 54604, + 115428, + 115226, + 103960, + 75300, + 83755, + 109486, + 52865, + 71978, + 43815, + 20004, + 6374, + 1555 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 166589, + 261228, + 129265, + 42464, + 74516, + 67105, + 20201, + 28406, + 192429, + 21742, + 59036, + 18284, + 73248, + 56192 + ] + }, + { + "label": "glide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 20424, + 97555, + 216893, + 20879, + 125345, + 142181, + 105291, + 42735, + 33538, + 9767, + 26022, + 7956, + 21933, + 28711 + ] + }, + { + "label": "slip", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 198794, + 160653, + 156490, + 135573, + 210273, + 210403, + 105556, + 183187, + 90866, + 107953, + 110460, + 59048, + 45646, + 36414 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 25.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Under", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 18.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "line", + "output_checked": true + }, + { + "concept": "which", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "behind", + "score": 8.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "close", + "output_checked": true + }, + { + "concept": "causing", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "spacing", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "close", + "output_checked": true + }, + { + "concept": "traversing", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "across", + "output_checked": true + }, + { + "concept": "permanently", + "score": 6.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "propagation", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "terminus", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "free", + "output_checked": true + }, + { + "concept": "each", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "at", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-line-defect-motion-01__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-line-defect-motion-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-line-defect-motion-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-line-defect-motion-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-line-defect-motion-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-line-defect-motion-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Crystal line-imperfection motion 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Plastic strain begins when mobile line imperfections sweep across selected crystallographic planes and create small surface steps.", + "prompt_tail": "Plastic strain begins when mobile line imperfections sweep across selected crystallographic planes and create small surface steps.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 19 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 761, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 19, + "logit_lens_best_rank": 3768 + }, + { + "label": "glide", + "best_rank": 5117, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 19, + "logit_lens_best_rank": 7254 + }, + { + "label": "slip", + "best_rank": 1141, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 19, + "logit_lens_best_rank": 1197 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lle", + "gonna", + "ited", + "ided", + "alike", + "zes", + "rs" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "dz", + "gonna", + "mente", + "ILD" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "ided", + "edes", + "ircle", + "aan", + "enos", + "yi" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "ided", + "enos", + "oraz", + "ients", + "lement", + "eded", + "ircle" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Additionally", + "During", + "Additionally", + "undergoes", + "towards", + "functionalities", + "Although", + "ppo" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "Characteristics", + "Approximately", + "noticeable", + "southeastern", + "filmmaking" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "Furthermore", + "Furthermore", + "Characteristics", + "wherein", + "characterized", + "ProductID" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "rudimentary", + "nascent", + "initiating", + "Beginning", + "burgeoning", + "arithmic", + "microorganisms" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "nascent", + "incipient", + "rudimentary", + "embryonic", + "microorganisms", + "initiating", + "anthropogenic", + "nucleation" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "nascent", + "incipient", + "rudimentary", + "initiating", + "microorganisms", + "microscopic", + "embryonic", + "initiates" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "initiating", + "initiation", + "initiates", + "incipient", + "initiate", + "awakening", + "nascent" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "gradually", + "evolutionary", + "Characteristics", + "microscopic", + "microorganisms", + "micrograph" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "microorganisms", + "Characteristics", + "Occurrence", + "anthropogenic", + "evolutionary", + "analogous" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "Consequently", + "Furthermore", + "whereas", + "Although", + "Also", + "Which", + "Furthermore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "furthermore", + "Consequently", + "Also", + "Furthermore", + "meanwhile", + "Consequently", + "whereas" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "whereas", + "Similarly", + "Conversely", + "Furthermore", + "meanwhile", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "these", + "conversely", + "likewise", + "accordingly", + "whereas", + "similarly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "these", + "These", + "furthermore", + "Consequently", + "These", + "Meanwhile", + "Similarly" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "meanwhile", + "Consequently", + "These", + "conversely", + "Meanwhile", + "accordingly", + "these", + "Conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "Consequently", + "these", + "meanwhile", + "therefore", + "accordingly", + "Similarly", + "These" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "These", + "these", + "Consequently", + "conversely", + "Likewise", + "Similarly", + "Conversely", + "accordingly" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "These", + "Similarly", + "Consequently", + "These", + "these", + "This", + "Likewise", + "conversely" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "Similarly", + "These", + "Consequently", + "This", + "these", + "Similarly", + "Conversely" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "These", + "Similarly", + "Consequently", + "This", + "Similar", + "Therefore", + "Physically", + "Simultaneously" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Plastic", + "This", + "These", + "The", + "Plastic", + "Small", + "It", + "Surface" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 58548, + 164001, + 150050, + 226355, + 212319, + 197326, + 6537, + 20179, + 10447, + 2778, + 1727, + 2460, + 762, + 3820, + 8598, + 9497, + 6526, + 17336, + 30845, + 13214, + 11186, + 1948, + 5171, + 5226, + 20200, + 9132 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 165666, + 135495, + 120663, + 111531, + 98074, + 32572, + 22244, + 36743, + 66611, + 66623, + 11914, + 5118, + 18402, + 36751, + 149884, + 124862, + 109435, + 17756, + 13261, + 15039, + 8184, + 5830, + 15525, + 12957, + 4375, + 1158 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 100619, + 136090, + 95521, + 193313, + 158576, + 203592, + 149702, + 165319, + 171731, + 103878, + 144560, + 154819, + 182461, + 224001, + 102190, + 107142, + 102221, + 64821, + 45079, + 54589, + 13980, + 6094, + 1142, + 1999, + 527, + 228 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 199217, + 258442, + 104217, + 57461, + 168983, + 174566, + 78445, + 74599, + 157827, + 9113, + 26414, + 3769, + 8175, + 3845 + ] + }, + { + "label": "glide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 26596, + 86428, + 197096, + 26051, + 132225, + 76919, + 86000, + 7255, + 13290, + 23204, + 35954, + 9493, + 33291, + 29035 + ] + }, + { + "label": "slip", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 168095, + 128685, + 125527, + 88140, + 252292, + 163021, + 64301, + 112183, + 85454, + 26358, + 29521, + 1964, + 1198, + 2655 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "began", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "line", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "line", + "output_checked": true + }, + { + "concept": "alterations", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "small", + "output_checked": true + }, + { + "concept": "whereas", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "steps", + "output_checked": true + }, + { + "concept": "displacements", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "small", + "output_checked": true + }, + { + "concept": "equals", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "grains", + "score": 5.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "across", + "output_checked": true + }, + { + "concept": "deformation", + "score": 4.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "individuals", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "the", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "across", + "output_checked": true + }, + { + "concept": "areas", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "selected", + "output_checked": true + }, + { + "concept": "These", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-line-defect-motion-02__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-line-defect-motion-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-line-defect-motion-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-line-defect-motion-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-line-defect-motion-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-line-defect-motion-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Crystal line-imperfection motion 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A single crystal deforms by the passage of linear lattice imperfections along densely packed planes. Their motion produces an irreversible relative displacement of the crystal halves.", + "prompt_tail": "s by the passage of linear lattice imperfections along densely packed planes. Their motion produces an irreversible relative displacement of the crystal halves.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 350, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 468 + }, + { + "label": "glide", + "best_rank": 1820, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 1868 + }, + { + "label": "slip", + "best_rank": 706, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 339 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "hereby", + "accordingly" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "persons", + "lle", + "centre", + "alike" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "lle", + "leness" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "persons", + "sebagainya" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "thence", + "whereby" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "whereby", + "hence", + "consequent", + "therefore", + "Moreover", + "characterised" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereby", + "thereafter", + "subsequently", + "wherein", + "concomitant", + "thereto", + "whereby", + "whereupon" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "thence", + "therefrom", + "whereupon", + "concomitant", + "thereto" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thereby", + "thence", + "Subsequently", + "concomitant", + "subsequently", + "whereupon", + "concomit" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "irrevoc", + "thereby", + "irrevers", + "concomitant", + "subsequently", + "thence", + "transdu", + "subsequent" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "irrevoc", + "irrevers", + "thereby", + "concomitant", + "irreversible", + "subsequent", + "transdu", + "forcibly" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "thereby", + "constituting", + "irrevers", + "forcible", + "thence", + "discontinuous", + "intravascular" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "thereby", + "therefore", + "whereby", + "constituting", + "therefore", + "conceived" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "thereby", + "hereby", + "constituting", + "therefore", + "culmination", + "thus" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "furthermore", + "which", + "Furthermore", + "Eventually", + "Nevertheless", + "Ultimately", + "Consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "furthermore", + "Consequently", + "Consequently", + "Furthermore", + "this", + "Eventually", + "Ultimately" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "this", + "furthermore", + "whereas", + "therefore", + "Consequently", + "Eventually", + "This", + "thereby" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "these", + "this", + "whereas", + "These", + "therefore", + "These", + "thereby" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "these", + "These", + "this", + "This", + "These", + "whereas" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "these", + "this", + "These", + "This", + "These", + "these" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "these", + "These", + "This", + "These", + "these", + "this" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "these", + "this", + "These", + "This", + "These", + "these" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "These", + "these", + "this", + "This", + "These", + "Hence" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "These", + "this", + "these", + "These", + "This" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "These", + "Collectively", + "this", + "These", + "Therefore", + "Hence" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "These", + "The", + "We", + "In", + "A", + "When", + "For" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 61626, + 114964, + 47267, + 27832, + 25959, + 4785, + 1375, + 2999, + 3621, + 696, + 744, + 351, + 1219, + 5870, + 6199, + 8712, + 13745, + 18677, + 32294, + 5559, + 2314, + 525, + 557, + 1037, + 2160, + 3740 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 169594, + 160312, + 160755, + 196574, + 145346, + 134713, + 77155, + 65649, + 56921, + 19664, + 6276, + 17774, + 36432, + 55347, + 105044, + 94708, + 125658, + 100785, + 84338, + 26724, + 6774, + 3660, + 2807, + 1821, + 1845, + 608 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 119525, + 113521, + 82161, + 160004, + 94593, + 111956, + 150273, + 110792, + 74091, + 47794, + 51962, + 86033, + 105777, + 60859, + 137647, + 144040, + 126132, + 74767, + 54866, + 64787, + 17277, + 4299, + 707, + 1321, + 614, + 216 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 189971, + 261767, + 107266, + 76370, + 55787, + 84764, + 102872, + 29724, + 167251, + 2866, + 1250, + 469, + 907, + 1077 + ] + }, + { + "label": "glide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 24430, + 107530, + 206868, + 9421, + 39765, + 56200, + 74472, + 47038, + 95510, + 23534, + 7686, + 1869, + 3157, + 2943 + ] + }, + { + "label": "slip", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 166751, + 168182, + 128860, + 158727, + 243531, + 188164, + 94001, + 93581, + 48319, + 12670, + 5145, + 882, + 340, + 828 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 20.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "deformation", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "by", + "output_checked": true + }, + { + "concept": "these", + "score": 12.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "atoms", + "score": 12.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "called", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "movement", + "score": 8.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "individuals", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "between", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "displacement", + "output_checked": true + }, + { + "concept": "defects", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "ductile", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-line-defect-motion-03__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-line-defect-motion-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-line-defect-motion-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-line-defect-motion-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-line-defect-motion-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-line-defect-motion-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Crystal line-imperfection motion 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Etch pits tracing mobile line imperfections shift across a crystal during loading. Each passage leaves a step whose direction follows the mismatch vector.", + "prompt_tail": "Etch pits tracing mobile line imperfections shift across a crystal during loading. Each passage leaves a step whose direction follows the mismatch vector.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 261, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 2369 + }, + { + "label": "glide", + "best_rank": 804, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 2841 + }, + { + "label": "slip", + "best_rank": 5483, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 1745 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "accordingly", + "hereby", + "behalf" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "lle", + "ie", + "somebody", + "persons", + "everybody", + "basically" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "leness", + "persons", + "lle", + "thereof", + "somebody", + "etc" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "herewith", + "therein", + "herein", + "thereto", + "leness" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "forthwith", + "thence", + "centre", + "gonna", + "edly", + "forth" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "hence", + "towards", + "persons", + "concerning", + "Concerning", + "therefore", + "which", + "whilst" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thus", + "accordingly", + "hence", + "thereto", + "however", + "which", + "towards", + "wards" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "furthermore", + "towards", + "Moreover", + "neither", + "thus", + "whereas" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "towards", + "toward", + "alike", + "direction", + "irrespective", + "Towards", + "perpendicularly" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "trajectory", + "traversing", + "traject", + "pendicular", + "geometrically", + "characteristic", + "spatially", + "trajectories" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "pendicular", + "trajectory", + "observed", + "kinematic", + "perpendicular", + "geometrically", + "alignment", + "directional" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "formation", + "trajectory", + "propagating", + "displacement", + "pendicular", + "movement", + "kinematic", + "geometry" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "geometry", + "perpendicular", + "pendicular", + "mechanism", + "geom", + "unidirectional", + "geometrically", + "propagating" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Geometry", + "geom", + "geometry", + "mechanism", + "Trajectory", + "propagating", + "unidirectional" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Which", + "which", + "Eventually", + "Furthermore", + "Although", + "Finally", + "although" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Later", + "Furthermore", + "whereas", + "furthermore", + "Eventually", + "Ultimately", + "Consequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "meanwhile", + "Conversely", + "Later", + "whereas", + "conversely", + "Eventually" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "these", + "this", + "consequently", + "whereas", + "Consequently", + "Meanwhile" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "these", + "meanwhile", + "Consequently", + "Each", + "Meanwhile", + "During", + "Similarly" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "These", + "these", + "meanwhile", + "Conversely", + "Meanwhile", + "thus", + "Thus" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "Consequently", + "these", + "meanwhile", + "thus", + "Meanwhile", + "This", + "this" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "these", + "These", + "Consequently", + "this", + "these", + "These", + "Conversely", + "This" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "These", + "Consequently", + "Conversely", + "These", + "Simultaneously", + "Similarly", + "these", + "Analyzing" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "Consequently", + "Conversely", + "These", + "Analyzing", + "Similarly", + "these", + "these" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "These", + "Consequently", + "Analyzing", + "Identifying", + "Conversely", + "Similarly", + "Detecting", + "This" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "These", + "This", + "Mobile", + "Imper", + "A", + "When", + "As" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 52359, + 118053, + 46058, + 65039, + 102512, + 36404, + 12940, + 27252, + 44515, + 2814, + 999, + 373, + 262, + 305, + 16160, + 15127, + 18918, + 31796, + 45863, + 9852, + 5502, + 1358, + 981, + 1392, + 2437, + 13044 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 178981, + 132847, + 91932, + 141088, + 84106, + 82133, + 96020, + 23091, + 1642, + 1823, + 805, + 1356, + 4024, + 17770, + 108611, + 60818, + 80898, + 61257, + 44905, + 27525, + 21451, + 28145, + 12496, + 7013, + 2536, + 701 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 108403, + 129529, + 68432, + 118576, + 86301, + 101472, + 65835, + 41405, + 19643, + 13571, + 7786, + 16771, + 26904, + 22356, + 61363, + 68111, + 73018, + 56671, + 29801, + 56097, + 18491, + 27872, + 5484, + 7333, + 2962, + 1601 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 120672, + 250304, + 52703, + 25229, + 110412, + 168134, + 101966, + 121963, + 225387, + 11704, + 20220, + 5530, + 3726, + 2370 + ] + }, + { + "label": "glide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 15221, + 35457, + 165417, + 2842, + 47822, + 37488, + 71290, + 38573, + 42590, + 31538, + 38444, + 28079, + 16182, + 11072 + ] + }, + { + "label": "slip", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 145565, + 93343, + 100432, + 119275, + 242977, + 220086, + 73253, + 132372, + 44691, + 31154, + 14394, + 7822, + 1746, + 2856 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "line", + "output_checked": true + }, + { + "concept": "reflects", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "between", + "score": 12.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "indelible", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "These", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "exposing", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "whereas", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Et", + "output_checked": true + }, + { + "concept": "and", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "which", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "tracing", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "faint", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "leaves", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-line-defect-motion-04__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-line-defect-motion-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-line-defect-motion-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-line-defect-motion-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-line-defect-motion-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-line-defect-motion-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Crystal line-imperfection motion 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Once the resolved driving force exceeds a critical value, a linear lattice defect travels on its favored plane and the specimen acquires permanent deformation.", + "prompt_tail": "Once the resolved driving force exceeds a critical value, a linear lattice defect travels on its favored plane and the specimen acquires permanent deformation.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 645, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 21225 + }, + { + "label": "glide", + "best_rank": 5981, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 10854 + }, + { + "label": "slip", + "best_rank": 8698, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 12062 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "hereby", + "accordingly" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "ited", + "leness", + "lle", + "d", + "lli", + "arie", + "ion" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "thereof", + "mente" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "edly", + "wherein", + "therefrom", + "herein", + "alike", + "therein", + "forthwith" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "wherein", + "forthwith", + "unto", + "alike", + "therefrom" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "wherein", + "thereafter", + "humankind", + "henceforth", + "consequently", + "thereby", + "presently", + "hereafter" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereby", + "thereafter", + "wherein", + "consequently", + "thus", + "henceforth", + "furthermore", + "upon" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "furthermore", + "wherein", + "henceforth", + "thereafter", + "thereto", + "thence", + "Moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thereby", + "henceforth", + "thereafter", + "furthermore", + "consequent", + "merely", + "wherein", + "Moreover" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "irrevers", + "irrevoc", + "irreversible", + "rupture", + "thereby", + "catastrophic", + "metastable", + "merely" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "irreversible", + "irrevers", + "rupture", + "irrevoc", + "catastrophic", + "failure", + "cessation", + "metastable" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "irreversible", + "irrevers", + "rupture", + "triggering", + "initiating", + "catastrophic", + "failure", + "disintegration" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "irreversible", + "irrevers", + "triggered", + "whereby", + "triggered", + "triggering" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Trigger", + "triggering", + "Failure", + "trigger", + "FAILURE", + "Trigger", + "failure" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "Consequently", + "whereas", + "which", + "Furthermore", + "accordingly", + "Nevertheless", + "thereby" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "Consequently", + "Furthermore", + "Consequently", + "whereas", + "Furthermore", + "meanwhile", + "Nevertheless" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Conversely", + "meanwhile", + "conversely", + "whereas", + "Furthermore", + "Consequently", + "Unless" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "conversely", + "likewise", + "accordingly", + "whereas", + "this", + "Conversely" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "furthermore", + "this", + "This", + "Consequently", + "hence", + "Meanwhile", + "accordingly" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "meanwhile", + "this", + "conversely", + "thereafter", + "Conversely", + "furthermore", + "Consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "meanwhile", + "Conversely", + "thereafter", + "conversely", + "Otherwise", + "henceforth" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Conversely", + "conversely", + "Likewise", + "Hence", + "meanwhile", + "henceforth" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Otherwise", + "This", + "this", + "Likewise", + "thereafter", + "Similarly", + "Hence", + "This" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Otherwise", + "This", + "Similarly", + "this", + "Hence", + "Likewise", + "thereafter", + "This" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Otherwise", + "This", + "Until", + "Once", + "Consequently", + "Similarly", + "Throughout", + "Subsequently" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "Once", + "The", + "This", + "Otherwise", + "If", + "Until", + "Upon" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 48441, + 139030, + 89381, + 75918, + 74562, + 27966, + 4094, + 5271, + 5768, + 678, + 646, + 1096, + 1141, + 21095, + 19670, + 11842, + 13114, + 22207, + 39241, + 53441, + 68013, + 30154, + 102911, + 121760, + 111848, + 55549 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 185401, + 147331, + 114512, + 129649, + 105668, + 58720, + 109928, + 79922, + 105277, + 67033, + 31825, + 29965, + 43874, + 63782, + 65154, + 77992, + 105200, + 46018, + 15816, + 8247, + 5982, + 8077, + 17394, + 23926, + 44145, + 8235 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 131136, + 158099, + 81284, + 158807, + 110936, + 120931, + 137160, + 88612, + 33490, + 26496, + 23460, + 42390, + 59278, + 71523, + 106995, + 95957, + 68718, + 34266, + 42258, + 46001, + 17786, + 14645, + 12975, + 8699, + 10811, + 2236 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 160909, + 261328, + 141349, + 153976, + 211782, + 130210, + 62379, + 40991, + 109607, + 21226, + 63611, + 46353, + 103811, + 66418 + ] + }, + { + "label": "glide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 10855, + 31139, + 182682, + 57485, + 152362, + 144193, + 93646, + 22308, + 16276, + 15038, + 40710, + 27900, + 51973, + 64488 + ] + }, + { + "label": "slip", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 145939, + 110658, + 104193, + 74116, + 240994, + 220112, + 81967, + 91012, + 45762, + 37889, + 46045, + 17176, + 14839, + 12063 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "threshold", + "score": 26.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "began", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "whereas", + "score": 9.0, + "best_rank": 10, + "best_depth": 68.3, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "became", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 5.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "and", + "output_checked": true + }, + { + "concept": "trajectory", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "directions", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "because", + "score": 5.0, + "best_rank": 3, + "best_depth": 70.7, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "exerted", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "force", + "output_checked": true + }, + { + "concept": "ductility", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "acquires", + "output_checked": true + }, + { + "concept": "several", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-line-defect-motion-05__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-line-defect-motion-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-line-defect-motion-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-line-defect-motion-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-line-defect-motion-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-notch-resistance-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to notch-driven failure 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Two alloys have similar yield strength, but one notched specimen absorbs far more energy before unstable separation and tolerates a much larger flaw under the same remote load.", + "prompt_tail": "similar yield strength, but one notched specimen absorbs far more energy before unstable separation and tolerates a much larger flaw under the same remote load.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 1, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 1275 + }, + { + "label": "crack", + "best_rank": 16248, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 3554 + }, + { + "label": "fracture", + "best_rank": 5059, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 4430 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "hereby", + "accordingly", + "orry", + "ammed" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "centre", + "alike", + "ie", + "lli", + "gonna", + "lle" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "afield", + "onus", + "ialah", + "mente", + "lli", + "centre" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "edly", + "stuffs", + "ably", + "abouts", + "hearers", + "awhile" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "edly", + "lli", + "stuffs", + "yet", + "ably", + "alike", + "videot", + "arena" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "aided", + "filmed", + "lli", + "aid", + "filmmaker", + "soon", + "able", + "velt" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "nearer", + "than", + "that", + "toward", + "perhaps", + "less", + "probably", + "mediated" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "than", + "whereas", + "furthermore", + "alike", + "than", + "thereof", + "whilst", + "meanwhile" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "than", + "ificantly", + "than", + "considerably", + "latter", + "Than", + "substantially", + "compar" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "optimized", + "bolstered", + "advantageous", + "maximized", + "enhanced", + "bolstering", + "improved", + "robust" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "advantageous", + "robustness", + "bolstering", + "bolstered", + "advantage", + "enhanced", + "improved" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "robustness", + "toughness", + "capability", + "abilitas", + "ductility" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "furthermore", + "Vergleich", + "advantages", + "advantageous" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "benefiting", + "superior", + "advantages", + "superiority", + "implications", + "furthermore", + "outperform" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Suddenly", + "Which", + "furthermore", + "Consequently", + "This", + "this", + "Ultimately" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "this", + "Furthermore", + "furthermore", + "Consequently", + "Consequently", + "These", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "Conversely", + "This", + "Similarly", + "Furthermore", + "Similarly", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "These", + "these", + "whereas", + "furthermore", + "Consequently", + "alike", + "Similarly", + "meanwhile" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "These", + "these", + "What", + "what", + "Compared", + "these", + "This" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "These", + "Which", + "these", + "These", + "Which", + "what", + "Consequently", + "What" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "these", + "Comparing", + "comparing", + "Which", + "This", + "These", + "Compared" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "these", + "These", + "These", + "comparing", + "these", + "this", + "This", + "Comparing" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "These", + "these", + "Comparing", + "These", + "Consequently", + "Comparing", + "This", + "comparing" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "Comparing", + "Comparing", + "This", + "Differences", + "These", + "Consequently", + "comparing" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "These", + "Comparing", + "This", + "Compare", + "Differences", + "Which", + "Compared", + "Consequently" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "These", + "The", + "What", + "Which", + "How", + "Both", + "Describe" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 109850, + 201621, + 241164, + 171903, + 141884, + 119280, + 92151, + 197127, + 30780, + 953, + 84, + 2, + 465, + 1803, + 176869, + 184014, + 117420, + 150114, + 36075, + 15530, + 8080, + 6306, + 9589, + 17956, + 32638, + 4933 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 34948, + 86321, + 151719, + 83107, + 28097, + 17952, + 32386, + 56894, + 7172, + 28179, + 23261, + 138765, + 146356, + 182325, + 50327, + 71905, + 112409, + 93402, + 54862, + 91443, + 91633, + 80045, + 16249, + 24333, + 8231, + 1240 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 196553, + 201509, + 160588, + 208453, + 159938, + 77633, + 9004, + 42604, + 7313, + 5100, + 5793, + 5060, + 12481, + 36142, + 22382, + 63411, + 114336, + 173892, + 94637, + 60735, + 50822, + 29360, + 14222, + 15705, + 8593, + 1077 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 134950, + 152584, + 216538, + 32217, + 41864, + 26403, + 71221, + 127119, + 26651, + 2875, + 1276, + 2254, + 5758, + 14255 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 225269, + 124455, + 73117, + 66738, + 188017, + 154417, + 158362, + 78178, + 3555, + 55054, + 56204, + 26133, + 6062, + 6022 + ] + }, + { + "label": "fracture", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 160356, + 248186, + 236883, + 221096, + 95634, + 73223, + 155378, + 147272, + 7795, + 5463, + 8229, + 23134, + 5511, + 4431 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "compared", + "score": 15.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "more", + "output_checked": true + }, + { + "concept": "because", + "score": 14.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "deformation", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "unstable", + "output_checked": true + }, + { + "concept": "failure", + "score": 8.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "unstable", + "output_checked": true + }, + { + "concept": "different", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "but", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "similarities", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "similar", + "output_checked": true + }, + { + "concept": "ductility", + "score": 6.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "absorbs", + "output_checked": true + }, + { + "concept": "These", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "when", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "comparable", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-notch-resistance-01__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-notch-resistance-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-notch-resistance-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-notch-resistance-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-notch-resistance-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-notch-resistance-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to notch-driven failure 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A pre-notched plate continues to carry increasing load while a local damaged zone blunts the notch tip. Considerable work is required before rapid extension begins.", + "prompt_tail": "e-notched plate continues to carry increasing load while a local damaged zone blunts the notch tip. Considerable work is required before rapid extension begins.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 234, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 4130 + }, + { + "label": "crack", + "best_rank": 2372, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 490 + }, + { + "label": "fracture", + "best_rank": 354, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 286 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "accordingly" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "persons", + "leness", + "etc" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "sebagainya" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "sebagainya" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "thereto", + "whereby", + "furthermore" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "whereupon", + "thereafter", + "thereto", + "thence", + "considerably", + "considerable" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "whereupon", + "considerable", + "thereto", + "Owing", + "moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "considerable", + "necessitating", + "considerably", + "requisite", + "protracted", + "preparatory", + "necessitate", + "whereupon" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "protracted", + "resistive", + "considerable", + "preparatory", + "substantial", + "considerably", + "inelastic", + "substantially" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "protracted", + "resistive", + "substantial", + "preparatory", + "deceler", + "delaying", + "considerable", + "metastable" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "protracted", + "delaying", + "deceler", + "inertia", + "resistive", + "quies", + "stabilization", + "preparatory" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "delaying", + "slow", + "protracted", + "preparatory", + "stabilization", + "substantial", + "quies" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "preparatory", + "slow", + "slowly", + "delaying", + "patience", + "slow", + "slowing" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Eventually", + "several", + "although", + "whereas", + "Furthermore", + "furthermore", + "whilst", + "Several" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "furthermore", + "Eventually", + "Consequently", + "Eventually", + "Later", + "Furthermore", + "Ultimately" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "meanwhile", + "Similarly", + "likewise", + "Furthermore", + "Furthermore", + "whereas", + "Similarly", + "similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "likewise", + "Similarly", + "Similarly", + "whereas", + "similarly", + "Meanwhile" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "conversely", + "furthermore", + "however", + "Similarly", + "Meanwhile", + "nevertheless", + "Consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "meanwhile", + "conversely", + "Consequently", + "furthermore", + "Eventually", + "Meanwhile", + "Conversely", + "Consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "meanwhile", + "Consequently", + "Meanwhile", + "conversely", + "Eventually", + "furthermore", + "consequently", + "Conversely" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "meanwhile", + "Consequently", + "conversely", + "furthermore", + "Similarly", + "Meanwhile", + "Conversely", + "Simultaneously" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "Consequently", + "Similarly", + "conversely", + "Conversely", + "Simultaneously", + "Eventually" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Meanwhile", + "Similarly", + "Conversely", + "Eventually", + "Simultaneously", + "meanwhile", + "Despite" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Eventually", + "Consequently", + "Meanwhile", + "Simultaneously", + "Similarly", + "Increasing", + "Throughout", + "Conversely" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "A", + "In", + "If", + "Eventually", + "For", + "Local" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 166833, + 186407, + 190088, + 255675, + 258374, + 254131, + 223163, + 258103, + 62594, + 3182, + 446, + 235, + 789, + 258, + 127813, + 104005, + 66444, + 88569, + 73960, + 21388, + 11423, + 8386, + 9553, + 11472, + 14210, + 12532 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 49437, + 119060, + 172959, + 170990, + 155459, + 150143, + 95615, + 137493, + 56847, + 6437, + 6223, + 30345, + 26155, + 64673, + 36332, + 71214, + 95675, + 50867, + 32510, + 21807, + 26958, + 13700, + 2373, + 2899, + 1392, + 358 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 198005, + 137805, + 148986, + 144042, + 130718, + 104056, + 41586, + 154654, + 19553, + 461, + 355, + 953, + 2570, + 8008, + 42376, + 37038, + 62901, + 85134, + 81523, + 33902, + 17271, + 1946, + 1387, + 1502, + 694, + 116 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 103880, + 52871, + 106648, + 20509, + 147349, + 153975, + 171646, + 173271, + 135319, + 5494, + 4131, + 6503, + 13412, + 16046 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 218103, + 203170, + 12498, + 80212, + 180768, + 137292, + 119204, + 4041, + 559, + 1345, + 3745, + 860, + 491, + 739 + ] + }, + { + "label": "fracture", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 181264, + 240650, + 130954, + 189613, + 119540, + 64903, + 150291, + 40345, + 22792, + 287, + 826, + 587, + 560, + 599 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 13.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Considerable", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "occurs", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "work", + "output_checked": true + }, + { + "concept": "further", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "damaged", + "output_checked": true + }, + { + "concept": "pandemic", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "done", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "is", + "output_checked": true + }, + { + "concept": "and", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "unts", + "output_checked": true + }, + { + "concept": "significant", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "became", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "bl", + "output_checked": true + }, + { + "concept": "but", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "unts", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-notch-resistance-02__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-notch-resistance-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-notch-resistance-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-notch-resistance-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-notch-resistance-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-notch-resistance-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to notch-driven failure 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "An alloy with a sharp starter notch resists sudden extension under increasing tensile load. The critical stress-intensity value measured at instability is unusually high.", + "prompt_tail": "ith a sharp starter notch resists sudden extension under increasing tensile load. The critical stress-intensity value measured at instability is unusually high.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 891, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 269 + }, + { + "label": "crack", + "best_rank": 2233, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 705 + }, + { + "label": "fracture", + "best_rank": 531, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 157 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "accordingly", + "orry", + "behalf" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "leness", + "persons", + "everybody", + "lle", + "ients", + "sebagainya", + "gonna" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "sebagainya", + "persons", + "leness" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "persons", + "sebagainya" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "sebagainya", + "persons" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "which", + "furthermore", + "everybody", + "therefore", + "probably", + "Nevertheless" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "probably", + "apparently", + "possibly", + "indications", + "therefore", + "which", + "concerning", + "indication" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "indications", + "probably", + "apparently", + "considerable", + "possibly", + "indication", + "moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "necessitating", + "Furthermore", + "considerable", + "indicative", + "indicating", + "suggestive", + "furthermore", + "concomit" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "experimental", + "experimentally", + "characteristic", + "hypothesized", + "atypical", + "empirically", + "abnormally" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "experimentally", + "abnormally", + "atypical", + "experimental", + "anomal", + "empirical", + "markedly", + "unusually" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "abnormally", + "abnormal", + "anomalous", + "indicating", + "experimentally", + "suggesting", + "characterizing" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "anomalous", + "abnormally", + "indicating", + "suggesting", + "indicative", + "despite", + "unusually", + "characterizing" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "despite", + "anomalous", + "inexplicable", + "suggesting", + "abnormally", + "Despite", + "empirical", + "indicating" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "several", + "demonstrating", + "Consequently", + "Furthermore", + "Suddenly", + "Several", + "Nevertheless" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "Consequently", + "Furthermore", + "Frequently", + "Nevertheless", + "furthermore", + "Suddenly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "whereas", + "During", + "Consequently", + "Similarly", + "Nevertheless", + "Despite" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "whereas", + "why", + "Consequently", + "conversely", + "furthermore", + "Why", + "During", + "therefore" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "What", + "What", + "what", + "Compared", + "how", + "whereas", + "what", + "therefore" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "what", + "What", + "What", + "Consequently", + "what", + "Which", + "therefore", + "Which" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "What", + "what", + "What", + "Consequently", + "what", + "why", + "therefore", + "Which" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "what", + "What", + "What", + "what", + "Consequently", + "how", + "why", + "Considering" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "What", + "What", + "what", + "Considering", + "Therefore", + "Consequently", + "Therefore", + "Considering" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "What", + "What", + "Considering", + "what", + "Consequently", + "Therefore", + "Which", + "Compared" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "What", + "Compared", + "Considering", + "Which", + "Consequently", + "Therefore", + "This", + "What" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "What", + "How", + "If", + "A", + "Which", + "When" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 90340, + 157372, + 138666, + 237223, + 242680, + 190007, + 105605, + 211532, + 101882, + 8161, + 3567, + 1106, + 11016, + 13451, + 113479, + 94719, + 55896, + 116686, + 78708, + 11376, + 4812, + 1112, + 892, + 1324, + 4060, + 4959 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 37207, + 111704, + 178262, + 168143, + 134730, + 86109, + 31090, + 79163, + 17597, + 14130, + 13630, + 58930, + 90337, + 100454, + 44010, + 66996, + 103066, + 85228, + 57823, + 47382, + 37002, + 14282, + 2234, + 2686, + 1179, + 189 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 191315, + 173104, + 141061, + 205334, + 185473, + 132525, + 36982, + 98815, + 45482, + 4382, + 2592, + 5318, + 17770, + 31902, + 31643, + 60950, + 102450, + 146884, + 138847, + 28897, + 14805, + 1654, + 587, + 532, + 333, + 63 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 106201, + 168688, + 183898, + 53415, + 28000, + 44390, + 110250, + 112239, + 120326, + 1658, + 757, + 270, + 450, + 758 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 198158, + 199765, + 25549, + 95165, + 123522, + 121935, + 178036, + 136638, + 8991, + 6176, + 18025, + 1385, + 706, + 1043 + ] + }, + { + "label": "fracture", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 110400, + 243488, + 213723, + 229370, + 29460, + 42957, + 171821, + 84428, + 38746, + 324, + 477, + 289, + 167, + 158 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 23.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "for", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "was", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "instability", + "output_checked": true + }, + { + "concept": "this", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "began", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "starter", + "output_checked": true + }, + { + "concept": "during", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "percentage", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "steadily", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "increasing", + "output_checked": true + }, + { + "concept": "Threshold", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "value", + "output_checked": true + }, + { + "concept": "ductility", + "score": 5.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "compared", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "high", + "output_checked": true + }, + { + "concept": "consists", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "alloy", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-notch-resistance-03__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-notch-resistance-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-notch-resistance-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-notch-resistance-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-notch-resistance-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-notch-resistance-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to notch-driven failure 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "During a compact-tension test, substantial energy is dissipated near the notch tip before the specimen separates. The material tolerates larger defects than a comparison alloy.", + "prompt_tail": "-tension test, substantial energy is dissipated near the notch tip before the specimen separates. The material tolerates larger defects than a comparison alloy.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 7, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 8900 + }, + { + "label": "crack", + "best_rank": 32050, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 8570 + }, + { + "label": "fracture", + "best_rank": 4509, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 1140 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "hereby", + "accordingly", + "orry", + "ogether" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "lle", + "somebody", + "persons", + "info" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "centre", + "centre" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "leness", + "ients" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "stuffs", + "everybody", + "centre", + "somebody" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "also", + "although", + "furthermore", + "secondly", + "which", + "therefore", + "everybody" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "although", + "whereas", + "which", + "Also", + "also", + "sometime", + "secondly", + "although" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "whereas", + "Moreover", + "Furthermore", + "persons", + "meanwhile" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "furthermore", + "Furthermore", + "than", + "Moreover", + "whereas", + "although", + "Furthermore", + "Than" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "MPa", + "strength", + "metallurgical", + "alloy", + "withstand", + "vantagem" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "advantageous", + "advantage", + "favorably", + "vantagem", + "comparable", + "strength", + "favorable" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "withstand", + "capability", + "ability", + "strength", + "RENGTH", + "toughness", + "genetically" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "advantageous", + "advantages", + "phenotype", + "favorably", + "traits", + "characteristics", + "RENGTH" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "advantages", + "advantageous", + "favorably", + "favorable", + "advantage", + "vantagem" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Consequently", + "although", + "several", + "However", + "Furthermore", + "Nevertheless", + "Consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Furthermore", + "Furthermore", + "furthermore", + "Consequently", + "consequently", + "Conversely", + "Nevertheless" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "meanwhile", + "Similarly", + "consequently", + "Furthermore", + "Furthermore", + "whereas", + "Similarly", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "consequently", + "therefore", + "Furthermore", + "meanwhile", + "furthermore", + "why", + "whereas", + "Consequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "consequently", + "Consequently", + "therefore", + "Consequently", + "furthermore", + "Therefore", + "accordingly", + "thus" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "therefore", + "Consequently", + "consequently", + "what", + "accordingly", + "What", + "Therefore" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "consequently", + "therefore", + "Consequently", + "What", + "what", + "Therefore", + "accordingly" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "What", + "how", + "explain", + "Explain", + "what" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "explain", + "Explain", + "Therefore", + "therefore", + "Considering" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "Explain", + "explain", + "Considering", + "Therefore", + "Considering" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "Considering", + "Explain", + "What", + "Therefore", + "Consequently", + "Describe", + "quantify" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "How", + "The", + "What", + "Consequently", + "Describe", + "Therefore", + "Quant" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 148101, + 135284, + 144379, + 198513, + 198223, + 177871, + 89522, + 240852, + 45697, + 587, + 251, + 8, + 76, + 3369, + 150332, + 123672, + 97372, + 163362, + 108692, + 39052, + 24208, + 20011, + 17676, + 26950, + 29674, + 6528 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 40437, + 111098, + 178791, + 193731, + 136824, + 133301, + 167687, + 144185, + 38070, + 55937, + 65286, + 156505, + 203833, + 243419, + 57648, + 119634, + 137276, + 112820, + 97564, + 110148, + 117587, + 108916, + 32051, + 45129, + 13504, + 1640 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 197202, + 160508, + 152423, + 200137, + 176551, + 140096, + 66052, + 129190, + 48331, + 13635, + 11294, + 19373, + 23694, + 173941, + 56534, + 65958, + 94209, + 156936, + 138186, + 67236, + 41101, + 12869, + 4510, + 5200, + 2163, + 245 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 157669, + 99026, + 104406, + 12706, + 49330, + 58611, + 125235, + 164673, + 116058, + 22025, + 12469, + 8901, + 9466, + 17306 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 245076, + 45908, + 68742, + 71929, + 61418, + 82388, + 168687, + 143180, + 18749, + 40991, + 55221, + 13451, + 8571, + 14304 + ] + }, + { + "label": "fracture", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 53946, + 179272, + 198637, + 186680, + 26219, + 14274, + 152043, + 81166, + 45445, + 1691, + 1869, + 2273, + 1141, + 1380 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 28.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "dissipated", + "output_checked": true + }, + { + "concept": "this", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "The", + "output_checked": true + }, + { + "concept": "fracture", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "tensile", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "test", + "output_checked": true + }, + { + "concept": "several", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "dissipation", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "dissipated", + "output_checked": true + }, + { + "concept": "deformation", + "score": 7.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ductility", + "score": 6.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "photoshoot", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "due", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "tip", + "output_checked": true + }, + { + "concept": "underwent", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "energy", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-notch-resistance-04__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-notch-resistance-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-notch-resistance-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-notch-resistance-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-notch-resistance-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-notch-resistance-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to notch-driven failure 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A structural steel containing a sharp flaw remains stable under loads that cause immediate separation in a less damage-resistant steel. Its critical intensity threshold is larger.", + "prompt_tail": "containing a sharp flaw remains stable under loads that cause immediate separation in a less damage-resistant steel. Its critical intensity threshold is larger.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 54, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 1091 + }, + { + "label": "crack", + "best_rank": 12112, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 2477 + }, + { + "label": "fracture", + "best_rank": 6127, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 1025 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "accordingly", + "behalf", + "orry", + "hereby" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "persons", + "leness", + "somebody", + "everybody", + "thing", + "lle" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "sebagainya", + "everybody", + "probably" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "leness", + "therefore", + "thereto", + "zis", + "thereon" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "Concerning", + "therefore", + "sic" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "therefore", + "furthermore", + "also", + "Concerning", + "concerning", + "towards", + "which", + "Also" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "towards", + "than", + "also", + "therefore", + "than", + "compared", + "hence", + "Also" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "than", + "whereas", + "compared", + "also", + "furthermore", + "towards", + "Also", + "than" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "than", + "compared", + "towards", + "whereas", + "also", + "comparative", + "than", + "Than" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "compared", + "comparative", + "significantly", + "comparable", + "characteristics", + "qualitatively", + "than", + "compar" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "comparable", + "compared", + "comparative", + "comparison", + "significantly", + "compar", + "compare", + "advantageous" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "compared", + "comparable", + "comparative", + "comparison", + "Compared", + "Compared", + "advantageous", + "comparing" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "compared", + "comparative", + "comparison", + "comparable", + "advantageous", + "comparing", + "Compared", + "Compared" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "compared", + "Compared", + "comparative", + "Comparing", + "comparison", + "characteristics", + "Comparison", + "Compared" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "Furthermore", + "Consequently", + "Furthermore", + "Nevertheless", + "whereas", + "notwithstanding", + "whereas" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "Furthermore", + "furthermore", + "whereas", + "Also", + "Similarly", + "Consequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "Similarly", + "whereas", + "Consequently", + "Similarly", + "Furthermore", + "Conversely" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "Furthermore", + "whereas", + "Similarly", + "conversely", + "likewise", + "meanwhile", + "Furthermore" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Therefore", + "therefore", + "whereas", + "furthermore", + "Consequently", + "meanwhile", + "Compared", + "accordingly" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "therefore", + "Therefore", + "furthermore", + "accordingly", + "thus", + "consequently", + "Consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "therefore", + "Therefore", + "Its", + "Its", + "thus", + "Hence", + "hence" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Hence", + "Its", + "Therefore", + "Furthermore", + "therefore", + "hence", + "Consequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Consequently", + "Therefore", + "Hence", + "Consequently", + "Its", + "Its", + "therefore", + "Hence" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Therefore", + "Hence", + "Consequently", + "Its", + "Its", + "Similarly", + "Hence" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "Therefore", + "Its", + "Compared", + "Similarly", + "This", + "Hence", + "Furthermore" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "It", + "Its", + "In", + "Therefore", + "A", + "Describe" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 121335, + 149190, + 140801, + 231737, + 247557, + 224719, + 150505, + 208743, + 74458, + 1471, + 213, + 55, + 242, + 459, + 138953, + 107458, + 56169, + 62144, + 32787, + 9522, + 5618, + 5731, + 21096, + 23003, + 24961, + 10481 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 32210, + 120022, + 181575, + 171248, + 119810, + 120017, + 114687, + 169266, + 92377, + 41461, + 91392, + 112846, + 156793, + 154335, + 51697, + 79785, + 98950, + 84791, + 59029, + 80891, + 89859, + 68488, + 12113, + 19135, + 6859, + 1206 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 188684, + 119089, + 105729, + 175629, + 151595, + 73656, + 76261, + 151590, + 118561, + 15686, + 11589, + 63373, + 74980, + 93741, + 78882, + 91331, + 101467, + 146099, + 111651, + 45204, + 44197, + 12430, + 6128, + 8980, + 2471, + 315 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 130606, + 40421, + 136751, + 27037, + 107957, + 119890, + 128546, + 161948, + 26828, + 1092, + 1301, + 2752, + 20670, + 17556 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 237136, + 74260, + 26025, + 151151, + 134492, + 104757, + 148985, + 46543, + 2478, + 5173, + 63730, + 11643, + 2689, + 4026 + ] + }, + { + "label": "fracture", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 179797, + 224252, + 164720, + 196182, + 40585, + 53699, + 118043, + 102547, + 20645, + 1026, + 9887, + 3122, + 2562, + 3650 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 21.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "less", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "was", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "threshold", + "output_checked": true + }, + { + "concept": "but", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "separation", + "output_checked": true + }, + { + "concept": "until", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "tolerant", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "would", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "that", + "output_checked": true + }, + { + "concept": "undamaged", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "remains", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "alloy", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "compared", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-notch-resistance-05__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-notch-resistance-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-notch-resistance-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-notch-resistance-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-notch-resistance-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-hot-air-surface-layer-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "High-temperature environmental surface layer 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A nickel alloy held in hot air develops an adherent multilayer surface film as metal atoms react with oxygen. Continued exposure thickens the film according to an approximately parabolic time law.", + "prompt_tail": "ops an adherent multilayer surface film as metal atoms react with oxygen. Continued exposure thickens the film according to an approximately parabolic time law.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 29, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 13 + }, + { + "label": "oxide", + "best_rank": 634, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 176 + }, + { + "label": "scale", + "best_rank": 5195, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 2183 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "hereby", + "behalf", + "accordingly", + "ammed", + "leness", + "orry" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "ii", + "ie", + "persons", + "leness", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "sebagainya", + "afield" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thereto" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "heretofore", + "thence", + "thereto" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "wherein", + "Concerning", + "thereafter", + "Nevertheless" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thus", + "wherein", + "concomitant", + "concomit", + "thereby", + "thereto", + "whereby", + "whereupon" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "concomit", + "thus", + "concomitant", + "whereupon", + "itatively", + "thereto" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "concomit", + "concomitant", + "thus", + "increasing", + "progressively", + "characteristic", + "increasingly", + "asymptotically" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "asymptotically", + "observed", + "empirical", + "empirically", + "asymptotic", + "observable", + "characteristic", + "deceler" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "asymptotically", + "logarithmic", + "observed", + "empirically", + "asymptotic", + "exponential", + "quantitatively", + "incrementally" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "asymptotically", + "quantitatively", + "characteristic", + "observed", + "asymptotic", + "exponential", + "experimentally", + "sinusoid" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "Characteristic", + "continuously", + "Characteristics", + "successively", + "progressively", + "characteristics", + "linearly" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Characteristic", + "characteristic", + "characteristics", + "Characteristics", + "Characteristics", + "Characteristic", + "successively", + "characteristics" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "several", + "subsequently", + "Several", + "Subsequently", + "Furthermore", + "Eventually", + "Consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "Consequently", + "furthermore", + "Eventually", + "Furthermore", + "Later", + "Several" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "Furthermore", + "Similarly", + "furthermore", + "Similarly", + "During", + "similarly", + "consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "this", + "During", + "initially", + "consequently", + "meanwhile", + "later", + "During", + "Consequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Initially", + "Initially", + "this", + "meanwhile", + "Eventually", + "Consequently", + "This", + "consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Eventually", + "Initially", + "this", + "Eventually", + "Consequently", + "This", + "meanwhile", + "consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Eventually", + "this", + "Initially", + "Eventually", + "Consequently", + "Initially", + "meanwhile" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Eventually", + "Initially", + "Initially", + "Consequently", + "Simultaneously", + "This" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Initially", + "Initially", + "Eventually", + "Eventually", + "This", + "experimentally", + "Consequently", + "Simultaneously" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Initially", + "Initially", + "Eventually", + "This", + "Eventually", + "experimentally", + "Simultaneously", + "Consequently" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Initially", + "Eventually", + "Initially", + "This", + "Simultaneously", + "Consequently", + "Eventually", + "Diffusion" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Initially", + "Eventually", + "At", + "In", + "When", + "Initial" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 103383, + 89022, + 36078, + 19122, + 27806, + 37960, + 14452, + 33835, + 22636, + 15303, + 8921, + 15347, + 30033, + 28648, + 32589, + 44516, + 42228, + 16035, + 13351, + 623, + 352, + 76, + 30, + 45, + 18, + 36 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 29844, + 8651, + 707, + 3143, + 12944, + 13304, + 16953, + 9700, + 6097, + 3628, + 6124, + 17832, + 55690, + 68295, + 99373, + 119958, + 109929, + 82823, + 16678, + 1099, + 808, + 635, + 1175, + 793, + 74, + 180 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 93250, + 14624, + 11821, + 130114, + 133419, + 74409, + 29327, + 34726, + 5187, + 13465, + 5196, + 6939, + 23046, + 101956, + 108239, + 90008, + 87995, + 47918, + 29684, + 32496, + 14033, + 14589, + 10321, + 16559, + 5103, + 1788 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 139113, + 90208, + 231559, + 73177, + 11402, + 96051, + 130360, + 19328, + 13410, + 15, + 22, + 14, + 16, + 24 + ] + }, + { + "label": "oxide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 62996, + 103702, + 210964, + 190766, + 2808, + 12524, + 144360, + 61646, + 12373, + 177, + 346, + 380, + 818, + 836 + ] + }, + { + "label": "scale", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 2184, + 84493, + 105823, + 58919, + 200517, + 234761, + 213182, + 48917, + 21938, + 53124, + 40705, + 11919, + 3973, + 6299 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "this", + "score": 20.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Continued", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "held", + "output_checked": true + }, + { + "concept": "because", + "score": 18.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "oxide", + "score": 15.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 12.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "during", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "as", + "output_checked": true + }, + { + "concept": "became", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "atoms", + "output_checked": true + }, + { + "concept": "exponential", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "several", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "and", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "empirical", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "furnace", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "hot", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-hot-air-surface-layer-01__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-hot-air-surface-layer-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-hot-air-surface-layer-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-hot-air-surface-layer-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-hot-air-surface-layer-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-hot-air-surface-layer-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "High-temperature environmental surface layer 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "During prolonged furnace exposure, a metal component gains mass and forms a dark brittle surface layer rich in oxygen and metal cations.", + "prompt_tail": "During prolonged furnace exposure, a metal component gains mass and forms a dark brittle surface layer rich in oxygen and metal cations.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 30, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 28 + }, + { + "label": "oxide", + "best_rank": 607, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 480 + }, + { + "label": "scale", + "best_rank": 20684, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 4428 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "accordingly", + "ammed", + "hereby", + "ients" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "wards", + "lle", + "leness", + "ii", + "ided", + "d", + "alike" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "idd", + "ILD", + "gy", + "mente", + "dz" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ided", + "ieno", + "idia", + "itarian", + "aan", + "thereafter", + "yy" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ided", + "whilst", + "yy", + "CTED", + "itarian", + "ertain", + "aken", + "lement" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "undergoes", + "microorganisms", + "Additionally", + "During", + "possesses", + "natomiast", + "undergoing", + "portraying" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "characterized", + "subsequently", + "wherein", + "concomit", + "concomitant", + "merely", + "Subsequently", + "employing" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "concomit", + "concomitant", + "characterized", + "thereby", + "Moreover", + "distinguished" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "concomitant", + "concomit", + "characterized", + "pigmentation", + "undergoing", + "luminescence", + "Subsequently", + "physicochemical" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "luminescence", + "pigmentation", + "chemically", + "polymeric", + "epidermal", + "anthropogenic", + "characterized" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "metallurgical", + "chemically", + "accret", + "carapace", + "necrosis", + "metallic", + "characterized", + "hypertro" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "characterized", + "necrosis", + "characteristic", + "necrotic", + "symptomatic", + "discoloration", + "resembling", + "incipient" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characterized", + "characterize", + "describes", + "characterizing", + "described", + "describing", + "characterized" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "describing", + "describes", + "describir", + "describe", + "description" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "subsequently", + "Subsequently", + "which", + "Consequently", + "Furthermore", + "several", + "characterized", + "Subsequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "furthermore", + "Consequently", + "Subsequently", + "subsequently", + "Furthermore", + "Eventually" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "later", + "Eventually", + "furthermore", + "During", + "subsequently", + "Conversely", + "Subsequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "this", + "This", + "these", + "subsequently", + "afterwards", + "During", + "During" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "this", + "This", + "This", + "this", + "meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "this", + "This", + "This", + "Which", + "What", + "this", + "what" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "This", + "this" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "This", + "this" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "Simultaneously", + "this", + "Subsequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "Simultaneously", + "this" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "Simultaneously", + "Eventually", + "During", + "Which", + "What", + "This" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "What", + "During", + "If", + "This", + "Heat", + "Subsequently" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 113291, + 115560, + 112060, + 38340, + 31648, + 46176, + 13795, + 11970, + 1041, + 363, + 170, + 194, + 1165, + 12460, + 92286, + 81692, + 42536, + 19498, + 6561, + 452, + 521, + 138, + 40, + 31, + 18, + 23 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 23656, + 18870, + 15172, + 40575, + 42182, + 33307, + 4627, + 2435, + 858, + 719, + 1606, + 4042, + 7005, + 83329, + 200403, + 208471, + 183522, + 108104, + 20233, + 1637, + 1253, + 608, + 1452, + 927, + 235, + 187 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 96709, + 15949, + 15114, + 147307, + 182197, + 197238, + 168497, + 151846, + 135194, + 157937, + 72301, + 93729, + 190368, + 208534, + 152644, + 120395, + 110261, + 64621, + 42611, + 50233, + 33725, + 34382, + 20685, + 23744, + 5258, + 1402 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 147001, + 186262, + 180117, + 72248, + 95617, + 145258, + 72944, + 34401, + 14004, + 50, + 73, + 47, + 33, + 29 + ] + }, + { + "label": "oxide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 59316, + 131179, + 142711, + 132371, + 8949, + 8109, + 104576, + 30969, + 40535, + 955, + 618, + 481, + 2154, + 1674 + ] + }, + { + "label": "scale", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 4429, + 45501, + 137440, + 157852, + 243677, + 252338, + 240007, + 79322, + 31469, + 60491, + 84264, + 45590, + 6960, + 8256 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "metallurgical", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "oxides", + "score": 19.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "because", + "score": 18.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "several", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "periods", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "prolonged", + "output_checked": true + }, + { + "concept": "due", + "score": 13.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "alloy", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "oxide", + "score": 10.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 10.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "elements", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "in", + "output_checked": true + }, + { + "concept": "coating", + "score": 5.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "which", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "brittle", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-hot-air-surface-layer-02__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-hot-air-surface-layer-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-hot-air-surface-layer-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-hot-air-surface-layer-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-hot-air-surface-layer-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-hot-air-surface-layer-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "High-temperature environmental surface layer 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A hot steel coupon exposed to air becomes covered by several ceramic-like surface layers. Growth slows as ions must travel through the existing film.", + "prompt_tail": "A hot steel coupon exposed to air becomes covered by several ceramic-like surface layers. Growth slows as ions must travel through the existing film.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 11, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 7 + }, + { + "label": "oxide", + "best_rank": 87, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 78 + }, + { + "label": "scale", + "best_rank": 2263, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 367 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "accordingly", + "which", + "iken", + "orry", + "ammed", + "behalf" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "persons", + "everybody", + "lle", + "thing", + "somebody" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "gonna", + "lle", + "alike", + "etc" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "toward", + "alike", + "edly", + "Toward", + "roadway", + "mittal" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "toward", + "alike", + "thru", + "tow" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "toward", + "upon", + "Upon", + "which", + "wherein", + "furthermore" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "toward", + "aided", + "whilst", + "nearer", + "later", + "however", + "thus", + "upon" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "toward", + "meanwhile", + "alike", + "furthermore", + "Toward", + "Toward" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "slower", + "slowing", + "slows", + "ddots", + "lengthening", + "slowed", + "slow", + "slowdown" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "slowing", + "slowed", + "bottleneck", + "slower", + "slows", + "slow", + "slowdown" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "slowing", + "slows", + "bottleneck", + "slowed", + "slower", + "slowdown", + "resistive" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "slowing", + "slowed", + "slows", + "slowdown", + "slower", + "bottleneck", + "slow", + "impeding" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "slowing", + "slows", + "increasing", + "slower", + "weakening", + "slowed", + "slowdown", + "bottleneck" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "bottleneck", + "slowing", + "slows", + "slowdown", + "slowed", + "slower", + "impeding" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Eventually", + "Consequently", + "Consequently", + "Furthermore", + "Secondly", + "furthermore", + "Later" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Eventually", + "Consequently", + "Furthermore", + "Consequently", + "Later", + "Ultimately", + "Eventually" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Conversely", + "Furthermore", + "Eventually", + "Furthermore", + "whereas", + "Later", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Eventually", + "furthermore", + "meanwhile", + "Eventually", + "whereas", + "eventually", + "Consequently", + "consequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Eventually", + "meanwhile", + "these", + "These", + "Eventually", + "Consequently", + "furthermore", + "consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Eventually", + "meanwhile", + "Consequently", + "consequently", + "Eventually", + "furthermore", + "conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Eventually", + "Eventually", + "Consequently", + "These", + "meanwhile", + "these", + "eventually", + "consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Eventually", + "these", + "Consequently", + "These", + "Eventually", + "Consequently", + "consequently", + "this" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Eventually", + "Eventually", + "Consequently", + "Consequently", + "Ultimately", + "These", + "Simultaneously", + "Finally" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Eventually", + "Eventually", + "Consequently", + "These", + "Consequently", + "Ultimately", + "These", + "Simultaneously" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Eventually", + "These", + "Eventually", + "Consequently", + "Ultimately", + "Simultaneously", + "Finally", + "Oxidation" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "These", + "This", + "Eventually", + "In", + "A", + "What", + "At" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 109242, + 56278, + 35033, + 26557, + 42922, + 28630, + 26089, + 39918, + 18321, + 4862, + 2943, + 5896, + 5945, + 24364, + 10989, + 28518, + 26741, + 17929, + 11845, + 994, + 402, + 31, + 12, + 13, + 8, + 18 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 26295, + 5449, + 2046, + 34424, + 59202, + 30521, + 24901, + 8029, + 687, + 1790, + 3600, + 12433, + 11262, + 28406, + 71795, + 101435, + 91115, + 56973, + 25782, + 1286, + 591, + 88, + 165, + 116, + 30, + 57 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 81302, + 16450, + 9923, + 169686, + 165550, + 109716, + 67616, + 67855, + 32778, + 23515, + 16283, + 7423, + 7568, + 19112, + 36863, + 44857, + 54881, + 41870, + 25851, + 23988, + 12448, + 8008, + 2264, + 2492, + 942, + 647 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 202693, + 200414, + 211540, + 133718, + 47537, + 104637, + 93199, + 33543, + 9630, + 27, + 33, + 10, + 8, + 9 + ] + }, + { + "label": "oxide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 170866, + 123701, + 145714, + 123639, + 6896, + 21938, + 159323, + 70754, + 27054, + 277, + 197, + 79, + 204, + 189 + ] + }, + { + "label": "scale", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 4989, + 368, + 19424, + 108140, + 204346, + 230944, + 171183, + 30720, + 5086, + 12698, + 15889, + 4935, + 786, + 1070 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "oxides", + "score": 13.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "slowing", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "slows", + "output_checked": true + }, + { + "concept": "became", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "these", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Growth", + "output_checked": true + }, + { + "concept": "oxide", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "by", + "output_checked": true + }, + { + "concept": "hotter", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "during", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "with", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "this", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "elements", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "ceramic", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-hot-air-surface-layer-03__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-hot-air-surface-layer-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-hot-air-surface-layer-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-hot-air-surface-layer-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-hot-air-surface-layer-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-hot-air-surface-layer-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "High-temperature environmental surface layer 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Elevated-temperature air exposure produces a compact protective film on a chromium-containing alloy. The film limits further oxygen ingress by solid-state transport.", + "prompt_tail": "ted-temperature air exposure produces a compact protective film on a chromium-containing alloy. The film limits further oxygen ingress by solid-state transport.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 42, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 31 + }, + { + "label": "oxide", + "best_rank": 203, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 1668 + }, + { + "label": "scale", + "best_rank": 6603, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 3052 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "hereby", + "accordingly", + "orry", + "ogether" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "persons", + "lle", + "ii", + "ients", + "ie" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "thereof" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "herein", + "persons", + "thereto", + "therefrom" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "whereby", + "herein" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "therefore", + "persons", + "whereby", + "wherein" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereby", + "thereto", + "thus", + "thence", + "therein", + "thereafter", + "thereon", + "concomitant" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "Moreover", + "furthermore", + "thereto", + "thus", + "thereof" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Moreover", + "thereby", + "concomitant", + "thus", + "Moreover", + "concomit", + "further" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "imperme", + "impermeable", + "substrate", + "stabilization", + "barrier", + "refractory", + "chemically", + "stabilized" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "impermeable", + "imperme", + "stabilization", + "limiting", + "chemically", + "stabilized", + "insulating", + "cessation" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "stabilization", + "inactiv", + "mechanism", + "chemically", + "gradually", + "gradual", + "stabilized" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "limiting", + "mechanism", + "gradually", + "Mechanism", + "continuously", + "dioxide" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "intramolecular", + "thence", + "confining", + "mechanism", + "therefore", + "limiting", + "dioxide" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Subsequently", + "Furthermore", + "Consequently", + "furthermore", + "Furthermore", + "Subsequently", + "subsequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Furthermore", + "furthermore", + "Consequently", + "Consequently", + "Later", + "Subsequently", + "consequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "Furthermore", + "Furthermore", + "furthermore", + "consequently", + "similarly", + "Similarly", + "Eventually" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "this", + "Consequently", + "consequently", + "Furthermore", + "conversely", + "meanwhile", + "Consequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "this", + "Consequently", + "meanwhile", + "consequently", + "Consequently", + "furthermore", + "This" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "this", + "Consequently", + "This", + "consequently", + "Consequently", + "furthermore", + "meanwhile" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "Consequently", + "This", + "consequently", + "Consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Consequently", + "This", + "this" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "Consequently", + "Consequently", + "This", + "consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "this", + "This", + "Consequently", + "This", + "Consequently", + "this" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Consequently", + "this", + "The", + "This", + "Simultaneously", + "Researchers" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "This", + "In", + "A", + "Chemical", + "Chromium", + "Thermal" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 125275, + 62924, + 26121, + 21685, + 24865, + 16360, + 8746, + 22379, + 3189, + 784, + 475, + 182, + 631, + 1282, + 71208, + 53706, + 36726, + 26220, + 10154, + 1066, + 781, + 197, + 62, + 43, + 24, + 41 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 22073, + 6685, + 857, + 3342, + 7441, + 4892, + 4611, + 2222, + 179, + 81, + 216, + 204, + 498, + 608, + 142730, + 166352, + 128430, + 89351, + 39282, + 3012, + 2168, + 938, + 1295, + 731, + 189, + 400 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 93437, + 10415, + 8672, + 123982, + 132207, + 94276, + 34218, + 39587, + 51575, + 44928, + 35410, + 42949, + 26408, + 78368, + 50200, + 61411, + 47696, + 42066, + 19360, + 20117, + 12566, + 11986, + 6604, + 7586, + 1901, + 1239 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 128898, + 150007, + 189657, + 112542, + 19442, + 55621, + 30266, + 15042, + 11513, + 52, + 111, + 55, + 43, + 32 + ] + }, + { + "label": "oxide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 106703, + 119567, + 140615, + 73469, + 5228, + 38233, + 130961, + 107190, + 49782, + 2863, + 3230, + 2465, + 3566, + 1669 + ] + }, + { + "label": "scale", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 9255, + 16018, + 26509, + 99818, + 208922, + 219283, + 140552, + 57595, + 6509, + 11910, + 19396, + 9929, + 3053, + 3885 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "and", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "this", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "surface", + "score": 13.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "film", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 11.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "state", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "further", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "several", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "produces", + "output_checked": true + }, + { + "concept": "while", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ingress", + "output_checked": true + }, + { + "concept": "awareness", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "oxidative", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "produces", + "output_checked": true + }, + { + "concept": "significant", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-hot-air-surface-layer-04__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-hot-air-surface-layer-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-hot-air-surface-layer-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-hot-air-surface-layer-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-hot-air-surface-layer-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-hot-air-surface-layer-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "High-temperature environmental surface layer 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A turbine component operated in oxygen-bearing gas develops a thick external reaction product that can spall during thermal cycling.", + "prompt_tail": "A turbine component operated in oxygen-bearing gas develops a thick external reaction product that can spall during thermal cycling.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 42, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 26 + }, + { + "label": "oxide", + "best_rank": 645, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 511 + }, + { + "label": "scale", + "best_rank": 11246, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 2040 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "behalf", + "accordingly", + "ammed", + "hereby", + "orry" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "ie", + "lle", + "d", + "lli", + "lement", + "ited", + "iew" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "mente", + "ients", + "dz", + "ILD", + "aid", + "wi" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "businesswoman", + "oides", + "persons", + "automobile", + "videot", + "denominada", + "itarian" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "lement", + "oriented", + "osite", + "ients", + "CTED", + "whereby" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "subsequently", + "UTIL", + "Additionally", + "consequently", + "although", + "During", + "Util", + "Although" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "utilizing", + "notably", + "necessitating", + "potentially", + "exhibiting", + "concomit", + "util", + "protracted" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "concomit", + "exhibiting", + "noteworthy", + "concurrently", + "thereby", + "aceous", + "thereto", + "necessitating" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "abrasive", + "metallurgical", + "polymeric", + "elastomer", + "Aluminum", + "ductile", + "viscoelastic", + "abrasion" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "brittle", + "metallurgical", + "polymeric", + "polymer", + "corrosion", + "geotechnical", + "necrosis", + "stabilized" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "metastable", + "stabilized", + "stabilization", + "metallurgical", + "necrosis", + "brittle", + "destabil", + "unstable" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "instability", + "unstable", + "destabil", + "exacerbated", + "damaging", + "necrosis", + "symptomatic", + "corrosive" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "prone", + "threatening", + "exacerbated", + "instability", + "threatening", + "mitigation", + "destabil", + "damaging" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "prone", + "instability", + "preventable", + "threatening", + "rischio", + "risk", + "problematic", + "metastable" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "subsequently", + "this", + "Consequently", + "Subsequently", + "Furthermore", + "later", + "This", + "Afterwards" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "this", + "furthermore", + "Furthermore", + "Consequently", + "Consequently", + "Furthermore", + "Subsequently", + "This" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "Furthermore", + "this", + "meanwhile", + "Similarly", + "Similarly", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "this", + "This", + "Consequently", + "whereas", + "Meanwhile", + "Furthermore" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "meanwhile", + "this", + "This", + "Consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Consequently", + "This", + "furthermore", + "meanwhile", + "therefore" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "This", + "Consequently", + "Its" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "This", + "Furthermore", + "Consequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "Consequently", + "This", + "Furthermore", + "Consequently", + "corrosion", + "Corrosion" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "Consequently", + "This", + "Furthermore", + "Consequently", + "Simultaneously" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "Measures", + "Maintaining", + "Causes", + "Considering", + "Engineers" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "What", + "Its", + "Maintenance", + "To", + "Furthermore", + "If" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 124220, + 96070, + 98747, + 10269, + 17020, + 16731, + 5531, + 9121, + 4784, + 1423, + 1143, + 1604, + 2214, + 3431, + 64325, + 63932, + 33908, + 17082, + 6804, + 965, + 827, + 154, + 52, + 43, + 31, + 37 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 30379, + 16816, + 9577, + 13594, + 36004, + 49367, + 29655, + 17159, + 1762, + 510, + 720, + 2085, + 3888, + 4999, + 93237, + 158551, + 127902, + 94295, + 16338, + 3123, + 2438, + 646, + 925, + 689, + 413, + 163 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 96482, + 14627, + 21220, + 170024, + 210967, + 206426, + 169960, + 169682, + 133260, + 115513, + 56700, + 77979, + 149694, + 206612, + 159907, + 132045, + 104337, + 76851, + 48179, + 67932, + 37761, + 31927, + 11288, + 11247, + 3582, + 673 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 120755, + 218498, + 214540, + 126559, + 48423, + 104122, + 89403, + 52321, + 32282, + 87, + 64, + 34, + 29, + 27 + ] + }, + { + "label": "oxide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 110259, + 77283, + 106651, + 94807, + 720, + 8049, + 106744, + 45577, + 35649, + 2070, + 1387, + 512, + 1357, + 918 + ] + }, + { + "label": "scale", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 2041, + 10099, + 64350, + 58564, + 216914, + 250027, + 238625, + 69722, + 12263, + 57191, + 74197, + 40785, + 3802, + 3612 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "corrosion", + "score": 20.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "because", + "score": 20.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "external", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "component", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "external", + "output_checked": true + }, + { + "concept": "layer", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "and", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "atmosphere", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "several", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "became", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "that", + "output_checked": true + }, + { + "concept": "methane", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "fouling", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "sp", + "output_checked": true + }, + { + "concept": "periods", + "score": 4.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "cycling", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-hot-air-surface-layer-05__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-hot-air-surface-layer-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-hot-air-surface-layer-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-hot-air-surface-layer-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed0/materials/paper-v2-assoc-hot-air-surface-layer-05__heatmap.png" + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-e4b-it-paper-seed1.json b/jlens_materials/runs/gemma4-e4b-it-paper-seed1.json new file mode 100644 index 0000000000000000000000000000000000000000..e68eb234239ec7c0d312e5144a33465d0a49d763 --- /dev/null +++ b/jlens_materials/runs/gemma4-e4b-it-paper-seed1.json @@ -0,0 +1,48844 @@ +{ + "format_version": 2, + "created_at": "2026-07-12T09:13:50.590172+00:00", + "model": "google/gemma-4-E4B-it", + "model_identity": { + "requested_id": "google/gemma-4-E4B-it", + "requested_revision": null, + "model_class": "Gemma4ForConditionalGeneration", + "config_name_or_path": "google/gemma-4-E4B-it", + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-E4B-it", + "vocab_size": 262144, + "n_layers": 42, + "d_model": 2560, + "dtype": "bfloat16" + }, + "tag": "gemma4-e4b-it-paper-seed1", + "n_layers": 42, + "d_model": 2560, + "lens_n_prompts": 1000, + "lens_provenance": { + "corpus": { + "dataset": "Salesforce/wikitext", + "kind": "huggingface", + "min_chars": 600, + "records": 1000, + "requested_records": 1000, + "revision": "main", + "seed": 1, + "sha256": "339321308896ebec0e2f4e77c3c911f240e11677a92fd46c9e7e978e8df61065", + "split": "train", + "subset": "wikitext-103-raw-v1", + "text_field": "text", + "unique_records": 1000 + }, + "created_at": "2026-07-11T21:56:25.701311+00:00", + "dim_batch": 16, + "format_version": 1, + "hub": { + "path_in_repo": "gemma4-e4b-it/paper/seed1.pt", + "repo_id": "lamm-mit/gemma4-jacobian-lenses", + "repo_type": "model", + "revision": "main", + "uploaded_at": "2026-07-12T09:10:17.379812+00:00" + }, + "model": { + "config_name_or_path": "google/gemma-4-E4B-it", + "d_model": 2560, + "dtype": "bfloat16", + "model_class": "Gemma4ForConditionalGeneration", + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "n_layers": 42, + "requested_id": "google/gemma-4-E4B-it", + "requested_revision": null, + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-E4B-it", + "vocab_size": 262144 + }, + "paper_reference": "https://transformer-circuits.pub/2026/workspace/index.html", + "recipe": { + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers.", + "max_seq_len": 128, + "n_fit": 1000, + "name": "paper", + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "target_layer": -2 + }, + "source_layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39 + ], + "target_layer": 40, + "upstream_reference": "lamm-mit/jacobian-lens@581d398613e5602a5af361e1c34d3a92ea82ba8e" + }, + "methodology": { + "recipe": { + "name": "paper", + "n_fit": 1000, + "max_seq_len": 128, + "target_layer": -2, + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers." + }, + "claims_level": "paper-protocol quantitative", + "paper_protocol_complete": true, + "strict_protocol": true, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 50, + "evaluation_max_seq_len": 512, + "generation_max_new_tokens": 1, + "model_revision": null, + "dtype": "bfloat16", + "layer_stride": 1, + "prompt_source": "prompts/materials-paper-v2-preregistered.json", + "swaps_enabled": false, + "swap_alpha": 1.0 + }, + "shapes": [ + "ASSOCIATION" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": { + "ASSOCIATION": { + "n_items": 50, + "minimum_required": 50, + "sufficient_sample": true, + "ks": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "jacobian_lens": { + "pass_at_k": [ + 0.006666666666666666, + 0.02, + 0.025, + 0.025, + 0.05, + 0.10333333333333332, + 0.1533333333333333 + ], + "auc_log_k": 0.050461337487353285, + "bootstrap_95": { + "1": { + "mean": 0.006666666666666666, + "low": 0.0, + "high": 0.02 + }, + "2": { + "mean": 0.02, + "low": 0.0, + "high": 0.04666666666666666 + }, + "5": { + "mean": 0.025, + "low": 0.005, + "high": 0.05166666666666666 + }, + "10": { + "mean": 0.025, + "low": 0.005, + "high": 0.05166666666666666 + }, + "20": { + "mean": 0.05, + "low": 0.02, + "high": 0.08333333333333331 + }, + "50": { + "mean": 0.10333333333333332, + "low": 0.06333333333333334, + "high": 0.145 + }, + "100": { + "mean": 0.1533333333333333, + "low": 0.10333333333333332, + "high": 0.20833333333333331 + } + } + }, + "logit_lens": { + "pass_at_k": [ + 0.006666666666666666, + 0.006666666666666666, + 0.02, + 0.026666666666666665, + 0.06, + 0.09333333333333332, + 0.13333333333333333 + ], + "auc_log_k": 0.04600343331887995 + } + } + }, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 0, + "n_graded": 0, + "minimum_required": 50, + "sufficient_sample": false, + "protocol_success_rate": null, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [], + "prompts": [ + { + "slug": "paper-v2-assoc-ductile-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Dimpled tensile failure 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A tensile coupon developed pronounced necking before separation. Its failure face contained rounded dimples centered on inclusions, with a cup-shaped center and a surrounding slanted lip.", + "prompt_tail": "pronounced necking before separation. Its failure face contained rounded dimples centered on inclusions, with a cup-shaped center and a surrounding slanted lip.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 452, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 566 + }, + { + "label": "nucleation", + "best_rank": 2681, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 3958 + }, + { + "label": "coalescence", + "best_rank": 347, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 22478 + }, + { + "label": "void", + "best_rank": 6316, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 2075 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "alike", + "d", + "ii", + "wards", + "info", + "atre" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "gonna", + "whilst", + "lle", + "wards", + "etc", + "defence" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "oides", + "edly", + "goers", + "alike", + "vier", + "yses", + "lle" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "edly", + "alike", + "bzw", + "ued", + "oid", + "whilst", + "maupun" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "also", + "neath", + "reportedly", + "towards", + "thereafter", + "depicting", + "ppo" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "adjoining", + "characterized", + "commenced", + "thereto", + "thereafter", + "whilst", + "respectively", + "Whilst" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "indistinct", + "thereto", + "characterized", + "composed", + "whereas", + "constituted", + "noteworthy", + "commenced" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "indistinct", + "coloration", + "curved", + "indrical", + "radially", + "elongated", + "delineated", + "spheroid" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "photograph", + "coloration", + "curved", + "anatomical", + "contoured", + "curving", + "diagram", + "characteristic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "contoured", + "coloration", + "anatomical", + "observed", + "characteristic", + "morphology", + "elongated", + "diagram" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "coloration", + "characteristic", + "morphology", + "distinctive", + "diagram", + "anatomical", + "indicating", + "characteristics" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "distinguishing", + "distinctive", + "distinguish", + "distinct", + "coloration", + "distinguished" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "diagram", + "coloration", + "distinctive" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Also", + "furthermore", + "Furthermore", + "whereas", + "Eventually", + "Ultimately", + "Furthermore", + "Afterwards" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Also", + "furthermore", + "Furthermore", + "Furthermore", + "Also", + "also", + "Similarly", + "Simultaneously" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "Similarly", + "Simultaneously", + "Similarly", + "Also", + "meanwhile", + "Conversely" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "Similarly", + "likewise", + "similarly", + "these", + "Similarly", + "These" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "This", + "These", + "Overall", + "Recently", + "this", + "Overall" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "These", + "this", + "Consequently", + "Recently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "These", + "Such", + "Its" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "These", + "Hence", + "Such", + "Consequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Such", + "Such", + "Hence" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Such", + "Notably", + "This", + "Consequently", + "Hence", + "Such" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Characteristic", + "Notably", + "These", + "Characteristics", + "Typical", + "Its", + "Such" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "It", + "Such", + "A", + "Its", + "In" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 260733, + 173101, + 182090, + 121202, + 135782, + 119140, + 26731, + 28109, + 2988, + 205, + 453, + 3457, + 8697, + 13843, + 206891, + 227019, + 193254, + 216392, + 193061, + 24204, + 19830, + 9521, + 8580, + 15458, + 71022, + 12843 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 214870, + 180135, + 221004, + 218344, + 214116, + 143030, + 57935, + 40691, + 2246, + 1213, + 3411, + 2682, + 3115, + 5178, + 120337, + 103590, + 130879, + 216264, + 109432, + 20189, + 23857, + 6517, + 48022, + 70756, + 172327, + 63477 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 247657, + 237756, + 237007, + 233061, + 186078, + 112016, + 6945, + 10251, + 228, + 1294, + 545, + 693, + 348, + 560, + 25226, + 18015, + 19306, + 76111, + 36102, + 17153, + 37519, + 10391, + 16870, + 31812, + 41921, + 18724 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 32809, + 6171, + 14331, + 4545, + 11832, + 2282, + 5874, + 6250, + 9061, + 13306, + 18192, + 20093, + 6317, + 10897, + 14782, + 37191, + 76793, + 56302, + 63674, + 83321, + 62938, + 22406, + 8181, + 7582, + 3035, + 844 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 10902, + 102811, + 97255, + 62115, + 157122, + 149038, + 160102, + 144667, + 113807, + 567, + 1180, + 6872, + 8405, + 14167 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 215448, + 205723, + 208288, + 234215, + 213375, + 237786, + 190579, + 165536, + 110281, + 3959, + 19127, + 10097, + 36309, + 39626 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 194370, + 261714, + 213878, + 137586, + 201892, + 230310, + 136979, + 218830, + 150609, + 94135, + 65979, + 22479, + 36909, + 32846 + ] + }, + { + "label": "void", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 51916, + 188347, + 87715, + 11256, + 168306, + 24397, + 28999, + 59363, + 30154, + 2729, + 2367, + 6872, + 2500, + 2076 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "several", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "pronounced", + "output_checked": true + }, + { + "concept": "whereas", + "score": 13.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "A", + "output_checked": true + }, + { + "concept": "during", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "which", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "was", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "indicating", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ples", + "output_checked": true + }, + { + "concept": "ductile", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 8.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "because", + "score": 8.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "This", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "occurred", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "fracture", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "contained", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-ductile-01__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-ductile-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-ductile-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-ductile-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-ductile-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-ductile-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Dimpled tensile failure 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "After substantial plastic elongation, a metal bar separated along a surface filled with microscopic pits around second-phase particles. Neighboring pits had joined into larger depressions.", + "prompt_tail": "ongation, a metal bar separated along a surface filled with microscopic pits around second-phase particles. Neighboring pits had joined into larger depressions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 3517, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 14879 + }, + { + "label": "nucleation", + "best_rank": 301, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 3400 + }, + { + "label": "coalescence", + "best_rank": 13, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 5572 + }, + { + "label": "void", + "best_rank": 23589, + "best_depth": 56.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 9915 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "leness", + "persons", + "ii", + "lle", + "etc", + "alike" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "sebagainya", + "persons", + "centre", + "centre", + "programmes" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "hitherto", + "sebagainya", + "thence" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "centre", + "centre", + "persons", + "hitherto" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "centre", + "recognised", + "whereby", + "organised" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "nearer", + "itherto", + "thereto", + "therefore", + "probably", + "persons", + "occasioned" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "thence", + "thereto", + "hitherto", + "itherto", + "presently", + "meanwhile" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "thence", + "nearer", + "apiece", + "Moreover", + "incipient", + "moreover", + "itherto" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "agglomer", + "incipient", + "coales", + "crowding", + "swollen", + "coalescence" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "incipient", + "agglomer", + "enlarging", + "enlarg", + "coales", + "crowding", + "intensification", + "swollen" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "enlarging", + "intensification", + "enlargement", + "intensifying", + "enlarg", + "enlarged", + "deepening" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "increasing", + "intensifying", + "intensification", + "Increasing", + "increasing", + "Increasing", + "growing", + "deepening" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "growing", + "increasing", + "intensification", + "intensifying", + "accumulating", + "increasing", + "deepening", + "urbanization" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Consequently", + "Furthermore", + "furthermore", + "whereas", + "Also", + "Also", + "Meanwhile" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Similarly", + "Furthermore", + "Furthermore", + "furthermore", + "Meanwhile", + "Consequently", + "likewise", + "Similarly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "whereas", + "Similarly", + "Similarly", + "meanwhile", + "Furthermore", + "likewise" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "whereas", + "conversely", + "meanwhile", + "furthermore", + "Furthermore", + "while", + "Meanwhile", + "Similarly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "furthermore", + "Meanwhile", + "Furthermore", + "Simultaneously", + "Similar", + "Similarly", + "Consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "meanwhile", + "Consequently", + "Meanwhile", + "furthermore", + "similarly", + "Despite", + "Similar", + "consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "meanwhile", + "Consequently", + "Meanwhile", + "consequently", + "Despite", + "Similarly", + "Recently", + "conversely" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Simultaneously", + "Consequently", + "meanwhile", + "Despite", + "Similarly", + "Meanwhile", + "Alongside", + "Furthermore" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Simultaneously", + "Consequently", + "Similarly", + "Meanwhile", + "Despite", + "meanwhile", + "Similarly", + "Consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Simultaneously", + "Similarly", + "Despite", + "Meanwhile", + "Similarly", + "Recently", + "Consequently" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Simultaneously", + "Following", + "Consequently", + "Along", + "Alongside", + "Similarly", + "Considering", + "Despite" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "A", + "Metal", + "In", + "Following", + "After", + "Simultaneously" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 260353, + 170707, + 163825, + 201552, + 206435, + 223469, + 193472, + 142380, + 112973, + 2846, + 3518, + 12542, + 36575, + 19369, + 224946, + 238936, + 209251, + 203915, + 163862, + 57696, + 46390, + 41140, + 59755, + 81062, + 133289, + 12115 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 205032, + 194387, + 205973, + 237863, + 222646, + 186458, + 85044, + 91003, + 10563, + 100, + 510, + 302, + 970, + 624, + 125691, + 96644, + 77339, + 99906, + 42423, + 9052, + 10187, + 11204, + 48323, + 66886, + 151729, + 84447 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 241870, + 250386, + 204568, + 226395, + 211044, + 146854, + 33018, + 24807, + 923, + 7, + 14, + 16, + 17, + 27, + 19149, + 12133, + 6826, + 31275, + 5189, + 2798, + 4659, + 8330, + 9442, + 6247, + 18955, + 19588 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 22190, + 3834, + 11420, + 11007, + 22048, + 15417, + 35293, + 38861, + 89332, + 51495, + 62356, + 50390, + 46207, + 55189, + 23590, + 67072, + 85039, + 68723, + 42220, + 43386, + 39458, + 24875, + 66231, + 39597, + 10820, + 2001 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 39077, + 132931, + 154357, + 117767, + 127580, + 157731, + 80417, + 121660, + 107370, + 18318, + 14880, + 68550, + 121148, + 103719 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 193925, + 234717, + 164878, + 228611, + 240471, + 212819, + 128917, + 37927, + 60177, + 3401, + 7744, + 34238, + 66099, + 51069 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 137232, + 261581, + 172644, + 152808, + 211304, + 169670, + 66015, + 111316, + 43752, + 10575, + 5573, + 22980, + 28738, + 12841 + ] + }, + { + "label": "void", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 112542, + 174492, + 152347, + 36831, + 105637, + 9916, + 20597, + 47660, + 30214, + 18318, + 14070, + 37434, + 38662, + 28136 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "several", + "score": 20.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "whereas", + "score": 14.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "the", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "because", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "After", + "output_checked": true + }, + { + "concept": "occurred", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "alloy", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "ductility", + "score": 7.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "coales", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "nearby", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "around", + "output_checked": true + }, + { + "concept": "neighbors", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "This", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "together", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "joined", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-ductile-02__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-ductile-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-ductile-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-ductile-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-ductile-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-ductile-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Dimpled tensile failure 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A pulled specimen narrowed strongly in its gauge section. Electron microscopy of the separated faces showed deep equiaxed dimples around particles and elongated dimples near the outer rim.", + "prompt_tail": "trongly in its gauge section. Electron microscopy of the separated faces showed deep equiaxed dimples around particles and elongated dimples near the outer rim.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 1332, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 1410 + }, + { + "label": "nucleation", + "best_rank": 842, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 202 + }, + { + "label": "coalescence", + "best_rank": 402, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 3779 + }, + { + "label": "void", + "best_rank": 5298, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 1122 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "alike", + "lle", + "wards", + "d", + "leness", + "dia" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "alike", + "lle", + "persons", + "xd", + "etc" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "oides", + "yses", + "alike", + "youths", + "lle", + "persons" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "maupun", + "alike", + "persons", + "oraz", + "ided", + "gonna" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "towards", + "thereafter", + "Additionally", + "utilized", + "whilst" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "characterized", + "noticeable", + "spersed", + "respectively", + "later", + "toward", + "suggesting" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "Moreover", + "noticeable", + "characterized", + "noteworthy", + "characteristics", + "thereto", + "suggesting", + "notable" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "suggestive", + "Moreover", + "characteristic", + "bluish", + "elongated", + "noteworthy", + "characterized", + "suggesting" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "observed", + "characteristic", + "observations", + "striated", + "coloration", + "exhibiting" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "suggestive", + "distinguishing", + "characteristic", + "visible", + "coloration", + "observed" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "suggestive", + "coloration", + "indicating", + "discoloration", + "characteristic", + "necrosis", + "corrosion", + "distinguishing" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "distinguishing", + "differentiation", + "distinguish", + "differentiating", + "contrasting", + "differentiate", + "differentiated", + "uniformity" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "distinguishing", + "distinguish", + "differentiated", + "coloration", + "differentiation", + "observed", + "Overall", + "differentiating" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Afterwards", + "furthermore", + "Later", + "later", + "further", + "Furthermore", + "whereas", + "Suddenly" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "Furthermore", + "Afterwards", + "Later", + "Furthermore", + "Also", + "Meanwhile", + "Consequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "Similarly", + "Later", + "Conversely", + "Afterwards", + "meanwhile", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "Meanwhile", + "conversely", + "Similarly", + "similarly", + "Similarly", + "Furthermore" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "furthermore", + "These", + "Consequently", + "Later", + "Recently", + "Simultaneously" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "meanwhile", + "Meanwhile", + "furthermore", + "Recently", + "accordingly", + "Conversely", + "conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "This", + "Meanwhile", + "Recently", + "Therefore", + "These", + "Conversely", + "conversely" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Hence", + "Consequently", + "this", + "Furthermore", + "Likewise", + "These", + "micrograph" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "SEM", + "Hence", + "Consequently", + "This", + "Consequently", + "Thus", + "Scanning" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "SEM", + "Consequently", + "Hence", + "Scanning", + "Photograph", + "Comparative", + "Comparing" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Scanning", + "Characteristic", + "This", + "Photograph", + "SEM", + "Comparison", + "Further", + "Cyclic" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Electron", + "Mechanical", + "A", + "These", + "Metall", + "Stress" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 260024, + 161934, + 161785, + 180796, + 204537, + 164240, + 69611, + 58556, + 13371, + 474, + 1333, + 1704, + 7962, + 68577, + 194537, + 224573, + 224042, + 239477, + 207198, + 58539, + 28866, + 11591, + 18491, + 40621, + 64196, + 13143 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 210046, + 197583, + 216220, + 220642, + 235617, + 198403, + 95111, + 63965, + 11995, + 6655, + 8925, + 2289, + 3823, + 10034, + 133193, + 86010, + 99929, + 137329, + 55593, + 4018, + 1539, + 843, + 7232, + 10073, + 55337, + 25377 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 244147, + 237854, + 221475, + 239466, + 221420, + 157608, + 40345, + 26175, + 2112, + 3866, + 2911, + 528, + 403, + 3055, + 47234, + 26893, + 18576, + 42263, + 15885, + 2767, + 4075, + 3834, + 7344, + 6466, + 12723, + 7024 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 32152, + 7035, + 13856, + 5621, + 15711, + 11713, + 37802, + 15577, + 34500, + 14265, + 18128, + 8794, + 5299, + 8646, + 28977, + 53670, + 91782, + 67796, + 58071, + 39884, + 26306, + 12752, + 8822, + 6501, + 7700, + 855 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 21433, + 151431, + 172947, + 93192, + 86715, + 149757, + 135438, + 161360, + 145576, + 2683, + 1411, + 9207, + 20575, + 30029 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 221052, + 189429, + 200250, + 231568, + 244902, + 214177, + 158904, + 79983, + 36537, + 417, + 203, + 1158, + 5710, + 7013 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 226605, + 260422, + 214432, + 176858, + 209367, + 214663, + 94806, + 142345, + 66622, + 14771, + 3780, + 6518, + 22544, + 12052 + ] + }, + { + "label": "void", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 43163, + 229253, + 97141, + 14997, + 84941, + 12244, + 19697, + 19551, + 26500, + 1123, + 2219, + 10669, + 3068, + 2913 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "whereas", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "indicating", + "score": 14.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "because", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "pulled", + "output_checked": true + }, + { + "concept": "several", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "edges", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "dim", + "output_checked": true + }, + { + "concept": "which", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "thickness", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "outer", + "output_checked": true + }, + { + "concept": "nearby", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "around", + "output_checked": true + }, + { + "concept": "quarters", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "middle", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "its", + "output_checked": true + }, + { + "concept": "This", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-ductile-03__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-ductile-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-ductile-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-ductile-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-ductile-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-ductile-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Dimpled tensile failure 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "The load-displacement curve showed extensive post-yield deformation before final separation. The mating surfaces displayed many rounded depressions that had linked across the section.", + "prompt_tail": "urve showed extensive post-yield deformation before final separation. The mating surfaces displayed many rounded depressions that had linked across the section.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 582, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 488 + }, + { + "label": "nucleation", + "best_rank": 736, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 1079 + }, + { + "label": "coalescence", + "best_rank": 3, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 6730 + }, + { + "label": "void", + "best_rank": 13921, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 9105 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "asion", + "orry", + "oba", + "ilst" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "etc", + "persons", + "ients", + "atre", + "hence" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "persons", + "alike", + "etc", + "basically", + "somebody" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "centre", + "centre", + "alike", + "gonna", + "whilst", + "anybody", + "abouts" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "whilst", + "centre", + "centre", + "alike", + "organised", + "organise" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "gonna", + "whilst", + "afterwards", + "everybody", + "organised", + "which", + "anybody", + "Whilst" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "quite", + "whilst", + "Whilst", + "alike", + "although", + "which", + "afterwards", + "Whilst" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "quite", + "thereto", + "whilst", + "lately", + "thence", + "Whilst", + "presently" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "whilst", + "quite", + "fibres", + "thereto", + "apiece", + "Whilst", + "nhau" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "interlocking", + "interconnected", + "fibres", + "interconnect", + "nodos", + "criss", + "interwoven" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "nodos", + "anastom", + "diseased", + "distal", + "fibres", + "mottled", + "interlocking", + "criss" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "disintegration", + "deform", + "forming", + "Deformation", + "necrosis", + "deformation", + "fragmentation", + "formation" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Deformation", + "penetrated", + "disintegration", + "fragmentation", + "necrosis", + "diseased", + "deformation" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "forming", + "coalescence", + "formando", + "confluent" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "Consequently", + "Furthermore", + "furthermore", + "whereas", + "This", + "this", + "Which" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Furthermore", + "Furthermore", + "furthermore", + "whereas", + "Also", + "Similarly", + "Meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Similarly", + "Furthermore", + "whereas", + "Meanwhile", + "furthermore", + "conversely", + "Conversely", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "Meanwhile", + "Similarly", + "Furthermore", + "meanwhile", + "conversely", + "whereas", + "These" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "these", + "This", + "this", + "Compared", + "Similarly", + "These", + "Meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Consequently", + "These", + "this", + "There", + "Meanwhile", + "Furthermore", + "Conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "These", + "this", + "these", + "Consequently", + "Despite", + "Similarly", + "There" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "these", + "These", + "Consequently", + "Similarly", + "Furthermore", + "Likewise" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Similarly", + "Consequently", + "Conversely", + "Despite", + "this", + "Likewise", + "These" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Similarly", + "Consequently", + "Conversely", + "Despite", + "These", + "this", + "Simultaneously" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "These", + "Similarly", + "The", + "Consequently", + "Conversely", + "Despite", + "Characteristic" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "These", + "In", + "A", + "Load", + "It", + "Stress" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 259504, + 168359, + 178896, + 214124, + 210627, + 232847, + 192605, + 138478, + 76719, + 1519, + 715, + 583, + 2310, + 3997, + 244002, + 246872, + 220046, + 231158, + 173698, + 16641, + 10385, + 5400, + 6355, + 10915, + 50007, + 16458 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 192801, + 165323, + 205074, + 204302, + 208111, + 158781, + 146342, + 153980, + 33775, + 1250, + 3349, + 1136, + 4066, + 737, + 99579, + 67888, + 51106, + 79707, + 25836, + 5912, + 4822, + 3310, + 10723, + 15733, + 82206, + 36311 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 234860, + 244136, + 225864, + 244956, + 233200, + 219700, + 106839, + 52832, + 2312, + 27, + 54, + 37, + 12, + 4, + 17471, + 9361, + 8050, + 33062, + 19162, + 5342, + 7287, + 4551, + 10186, + 5837, + 17098, + 21983 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 22513, + 3648, + 10511, + 12631, + 31661, + 18453, + 50639, + 49443, + 73446, + 26502, + 40679, + 55350, + 18732, + 45042, + 36275, + 35171, + 65377, + 65612, + 41159, + 49461, + 41203, + 13922, + 33951, + 30392, + 4617, + 688 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 22250, + 155292, + 100778, + 124553, + 111086, + 65924, + 93230, + 175582, + 86547, + 585, + 489, + 3765, + 12744, + 11574 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 197679, + 211284, + 191355, + 219496, + 227270, + 186482, + 129914, + 153083, + 20143, + 1080, + 1791, + 5371, + 7180, + 7496 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 135626, + 259500, + 221333, + 152864, + 197102, + 184568, + 80788, + 159129, + 27213, + 16249, + 6731, + 7643, + 25666, + 8817 + ] + }, + { + "label": "void", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 69200, + 208973, + 148339, + 13966, + 76158, + 9106, + 30123, + 88343, + 25531, + 11247, + 12959, + 17895, + 10149, + 13388 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "several", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "ductility", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "because", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "load", + "output_checked": true + }, + { + "concept": "demonstrations", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "indicative", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "This", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "indicating", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "resembled", + "score": 6.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "that", + "output_checked": true + }, + { + "concept": "been", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "had", + "output_checked": true + }, + { + "concept": "failure", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "protracted", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "ductile", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "yield", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-ductile-04__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-ductile-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-ductile-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-ductile-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-ductile-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-ductile-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Dimpled tensile failure 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A structural alloy absorbed considerable energy and formed a visible waist before failure. Its cup-and-cone surface was covered by particle-centered microscopic pits.", + "prompt_tail": "ctural alloy absorbed considerable energy and formed a visible waist before failure. Its cup-and-cone surface was covered by particle-centered microscopic pits.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 785, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 232 + }, + { + "label": "nucleation", + "best_rank": 911, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 142 + }, + { + "label": "coalescence", + "best_rank": 2388, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 2655 + }, + { + "label": "void", + "best_rank": 3179, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 718 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lle", + "persons", + "alike", + "d", + "gonna", + "ii", + "leness" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "persons", + "organised", + "centre", + "centre" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thereto", + "persons", + "persons", + "alike", + "yses" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "thereto", + "alike", + "thence" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "alike", + "thereto", + "which", + "whilst" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereto", + "persons", + "hitherto", + "themselves", + "adjoining", + "thence", + "specimens" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "thereto", + "persons", + "aceous" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "mottled", + "micrograph", + "discoloration", + "aceous", + "histological", + "epidermal", + "discolor", + "micrographs" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "micrograph", + "micrographs", + "histological", + "metallurgical", + "specimens", + "specimen", + "bacter", + "mottled" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "micrograph", + "micrographs", + "discoloration", + "microscopic", + "mottled", + "observed", + "ocular", + "histological" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "discoloration", + "micrograph", + "defective", + "lesions", + "defects", + "bacter", + "diseased", + "micrographs" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "micrograph", + "Corrosion", + "micrographs", + "workmanship", + "impurities", + "corrosion", + "defective", + "discoloration" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "micrograph", + "Untersuch", + "defective", + "specimen", + "microstructure", + "histological" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "Furthermore", + "Which", + "furthermore", + "whereas", + "although", + "Eventually", + "Afterwards" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Later", + "Meanwhile", + "furthermore", + "whereas", + "Also", + "Furthermore", + "Eventually" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "During", + "whereas", + "meanwhile", + "Eventually", + "Similarly", + "Meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "whereas", + "furthermore", + "During", + "while", + "During", + "While" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "During", + "During", + "Recently", + "Compared", + "meanwhile", + "Overall", + "Its", + "Despite" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Its", + "What", + "This", + "What", + "During", + "Recently", + "Which" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "This", + "What", + "During", + "its", + "Recently", + "These" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Its", + "Its", + "This", + "its", + "Hence", + "Consequently", + "These", + "Collectively" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Its", + "Its", + "This", + "Hence", + "Hence", + "Characteristic", + "Consequently", + "ANAL" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Its", + "Its", + "This", + "Hence", + "Consequently", + "Hence", + "Despite", + "Characteristic" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Its", + "Characteristic", + "This", + "Its", + "Identifying", + "Exhibits", + "Judging", + "Measures" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Its", + "It", + "What", + "A", + "Upon", + "These" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 260118, + 193147, + 167343, + 164894, + 185632, + 209322, + 78153, + 31630, + 3324, + 384, + 786, + 3144, + 4672, + 1601, + 172740, + 231656, + 207016, + 213955, + 191060, + 27929, + 25340, + 8860, + 4454, + 6504, + 16335, + 4448 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 206289, + 201381, + 223655, + 246558, + 247036, + 172893, + 59956, + 80162, + 5079, + 1554, + 3294, + 983, + 3049, + 1194, + 85673, + 67890, + 67128, + 131837, + 36845, + 3068, + 3600, + 912, + 7949, + 9904, + 55081, + 25296 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 246021, + 246199, + 223883, + 236417, + 213277, + 153009, + 22665, + 35143, + 6014, + 3625, + 5664, + 7400, + 5680, + 13984, + 29201, + 16722, + 10873, + 33702, + 18864, + 8132, + 9776, + 2389, + 7499, + 9759, + 46568, + 18569 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 29391, + 4780, + 11462, + 10468, + 20997, + 10717, + 12691, + 19970, + 18999, + 9279, + 7001, + 3499, + 3180, + 4712, + 11653, + 45823, + 95424, + 85394, + 79826, + 99268, + 58229, + 27286, + 4061, + 3785, + 1599, + 1756 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 59401, + 123340, + 180780, + 101257, + 90831, + 177523, + 137843, + 103201, + 80943, + 233, + 629, + 3157, + 4216, + 4832 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 253003, + 242301, + 239977, + 237591, + 214902, + 214980, + 177978, + 133775, + 21337, + 143, + 457, + 854, + 2979, + 3766 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 161928, + 261084, + 227359, + 199113, + 251229, + 247351, + 124797, + 174146, + 109627, + 41405, + 15483, + 2656, + 13153, + 9940 + ] + }, + { + "label": "void", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 55087, + 101265, + 70746, + 9989, + 74186, + 8102, + 17357, + 56761, + 31029, + 9833, + 15483, + 9366, + 719, + 1037 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "metallurgical", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "fracture", + "score": 17.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "during", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "indicative", + "score": 12.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "saucer", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cup", + "output_checked": true + }, + { + "concept": "because", + "score": 10.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "several", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "characteristics", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "cracks", + "score": 8.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "by", + "output_checked": true + }, + { + "concept": "deformation", + "score": 7.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "which", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ductile", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-ductile-05__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-ductile-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-ductile-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-ductile-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-ductile-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-boundary-attack-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Interface-localized stainless-steel attack 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "An austenitic stainless component remained near 650 degrees Celsius long enough for chromium-rich carbides to decorate grain interfaces. Chloride exposure then produced connected grooves along those interfaces while the interiors stayed intact.", + "prompt_tail": "chromium-rich carbides to decorate grain interfaces. Chloride exposure then produced connected grooves along those interfaces while the interiors stayed intact.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 39 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 1819, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 39, + "logit_lens_best_rank": 5063 + }, + { + "label": "corrosion", + "best_rank": 1, + "best_depth": 43.9, + "onset_depth": 39.0, + "reached_top1": false, + "best_pos": 39, + "logit_lens_best_rank": 3 + }, + { + "label": "sensitization", + "best_rank": 2384, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 39, + "logit_lens_best_rank": 5007 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "asion", + "alike", + "ammed", + "oba" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "leness", + "persons", + "gonna", + "lle", + "ii", + "d", + "alike" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "alike", + "gonna", + "lle", + "centre" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "maupun", + "oides", + "alike", + "yses", + "leness" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "maupun", + "persons", + "anybody", + "gonna", + "everybody", + "alike" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "afterwards", + "everybody", + "which", + "also", + "persons", + "somebody", + "gonna" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "afterwards", + "meanwhile", + "later", + "afterward", + "then", + "thereafter", + "thereto", + "basically" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "meanwhile", + "likewise", + "furthermore", + "thereto", + "afterward", + "alike", + "then", + "afterwards" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "then", + "afterward", + "thereafter", + "chemically", + "likewise", + "bacter", + "ued", + "meanwhile" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "corrosion", + "chemically", + "bacter", + "hypoxia", + "Corrosion", + "necrosis", + "Bacter", + "biofilms" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "necrosis", + "chemically", + "discoloration", + "corrosion", + "staining", + "vasculature", + "subsurface", + "scarring" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "necrosis", + "corrosion", + "diseased", + "damage", + "contamination", + "Damage", + "inflicted", + "damaging" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "isolated", + "isolate", + "described", + "spatially", + "isolating", + "Isolated", + "penetrated" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "seemingly", + "isolated", + "selectively", + "spatially", + "isolating", + "inexplic" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "whereas", + "ultimately", + "Consequently", + "furthermore", + "subsequently", + "however", + "Afterwards", + "Eventually" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Afterwards", + "furthermore", + "Ultimately", + "Subsequently", + "Later", + "Furthermore", + "Consequently", + "Eventually" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Meanwhile", + "later", + "furthermore", + "conversely", + "meanwhile", + "Conversely", + "Furthermore", + "subsequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "Later", + "afterward", + "afterwards", + "furthermore", + "later", + "conversely", + "subsequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Later", + "meanwhile", + "Eventually", + "Later", + "Afterward", + "Afterwards", + "later", + "Finally" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Later", + "Subsequent", + "Consequently", + "thereafter", + "Afterward", + "later", + "Later", + "Afterwards" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Later", + "Subsequent", + "Consequently", + "Eventually", + "Afterwards", + "thus", + "Afterward", + "therefore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Subsequent", + "Consequently", + "Hence", + "Afterwards", + "Later", + "Subsequently", + "Eventually", + "Conversely" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Subsequent", + "Subsequently", + "Consequently", + "Hence", + "Finally", + "Afterwards", + "Consequently", + "This" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Subsequent", + "Consequently", + "This", + "Subsequently", + "Ultimately", + "Finally", + "Consequently", + "Hence" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Subsequent", + "This", + "Consequently", + "Finally", + "Subsequently", + "Ultimately", + "Corrosion" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Subsequent", + "Grain", + "In", + "Heat", + "Chromium", + "Upon" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 76702, + 54368, + 46033, + 76355, + 58385, + 61873, + 17279, + 46513, + 13812, + 19605, + 6741, + 9157, + 1820, + 4415, + 51438, + 67027, + 94175, + 94600, + 43820, + 19505, + 10861, + 18832, + 30100, + 34799, + 7453, + 1850 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 167659, + 109513, + 55705, + 100007, + 126364, + 21785, + 2542, + 11222, + 123, + 1, + 3, + 2, + 47, + 7406, + 40373, + 54856, + 59963, + 35243, + 17960, + 420, + 134, + 32, + 10, + 20, + 9, + 41 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 179065, + 104511, + 87800, + 67666, + 89511, + 49343, + 45578, + 40476, + 53107, + 10578, + 8585, + 9957, + 92284, + 217667, + 104425, + 58519, + 46635, + 40643, + 53520, + 9022, + 6486, + 2385, + 3828, + 3373, + 2075, + 2983 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 113460, + 102583, + 79412, + 180351, + 135065, + 100175, + 7249, + 12091, + 9959, + 5064, + 9604, + 14439, + 15961, + 13484 + ] + }, + { + "label": "corrosion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 209014, + 260779, + 184921, + 94991, + 13181, + 5748, + 108810, + 76808, + 47475, + 50, + 10, + 10, + 4, + 14 + ] + }, + { + "label": "sensitization", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 239738, + 201427, + 14190, + 135666, + 37044, + 128309, + 208762, + 44903, + 102009, + 14879, + 40833, + 22316, + 15349, + 5008 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "corrosion", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 18.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "component", + "output_checked": true + }, + { + "concept": "because", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "during", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "long", + "output_checked": true + }, + { + "concept": "several", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "and", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "percent", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "6", + "output_checked": true + }, + { + "concept": "subsequently", + "score": 7.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "then", + "output_checked": true + }, + { + "concept": "which", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "enough", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "whereas", + "score": 7.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "duration", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "long", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-boundary-attack-01__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-boundary-attack-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-boundary-attack-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-boundary-attack-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-boundary-attack-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-boundary-attack-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Interface-localized stainless-steel attack 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A welded stainless plate experienced a prolonged intermediate-temperature dwell. Subsequent acid testing revealed narrow continuous attack paths around each grain and chromium-depleted zones beside carbide particles.", + "prompt_tail": "diate-temperature dwell. Subsequent acid testing revealed narrow continuous attack paths around each grain and chromium-depleted zones beside carbide particles.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 11539, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 7630 + }, + { + "label": "corrosion", + "best_rank": 49, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 109 + }, + { + "label": "sensitization", + "best_rank": 5163, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 12249 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "alike", + "lle", + "leness", + "ii", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "persons", + "lle" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "herein", + "persons", + "thereon", + "yses", + "herewith", + "persons" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thereafter", + "efectu", + "herein", + "whilst", + "maupun" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "utilized", + "utilizing", + "Util", + "whilst", + "commenced" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "burgeoning", + "thereto", + "employing", + "assemblages", + "concomitant", + "spersed", + "nascent" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "Moreover", + "furthermore", + "concomit", + "noteworthy", + "wherein", + "sequently" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "noteworthy", + "coloration", + "Findings", + "characterized", + "delineated", + "findings", + "burgeoning", + "concomit" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "diagnostic", + "coloration", + "staining", + "symptomatic", + "metallurgical", + "observed", + "morphology", + "discoloration" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "symptomatic", + "diagnostic", + "observed", + "discoloration", + "staining", + "observed", + "coloration" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "necrosis", + "symptomatic", + "discoloration", + "diagnostic", + "diagnose", + "diagnosing", + "Diagnosis", + "Diagnosis" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "diagnose", + "indicative", + "Diagnosis", + "symptomatic", + "diagnostic", + "diagnosing", + "distinguish" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "observed", + "diagnosed", + "symptomatic", + "evidence", + "indicates", + "diagnose" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "subsequently", + "Afterwards", + "Consequently", + "Ultimately", + "Furthermore", + "Subsequently", + "Interestingly" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "Consequently", + "Consequently", + "subsequently", + "Afterwards", + "Furthermore", + "Ultimately", + "Subsequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "subsequently", + "Subsequently", + "thereafter", + "this", + "meanwhile", + "conversely" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "these", + "furthermore", + "meanwhile", + "These", + "this", + "These", + "lately", + "Meanwhile" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "These", + "these", + "this", + "This", + "This", + "Recently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "These", + "These", + "This", + "these", + "this", + "Recently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "This", + "these", + "These", + "this", + "This", + "Recently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "These", + "these", + "This", + "this", + "These", + "This" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "These", + "These", + "This", + "this", + "these" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "This", + "These", + "This", + "these", + "this", + "Consequently" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "These", + "This", + "Considering", + "Given", + "These", + "Experts", + "Characteristic", + "Analyzing" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "These", + "The", + "Heat", + "Oxid", + "Given", + "In", + "Analysis" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 96331, + 61768, + 67100, + 88019, + 53563, + 104712, + 49904, + 65987, + 25383, + 22415, + 11540, + 32922, + 29644, + 59331, + 96604, + 121944, + 170235, + 134764, + 95544, + 73152, + 52562, + 77852, + 103213, + 82014, + 22075, + 8634 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 162715, + 110040, + 29452, + 150894, + 159700, + 20668, + 5408, + 5623, + 439, + 47, + 113, + 53, + 50, + 503, + 49574, + 45349, + 29794, + 19552, + 13053, + 554, + 487, + 342, + 160, + 338, + 126, + 43 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 210261, + 79652, + 67965, + 21518, + 49206, + 39230, + 42440, + 4756, + 15858, + 2188, + 5164, + 5597, + 32847, + 51815, + 54527, + 31531, + 44117, + 35077, + 51181, + 15127, + 14354, + 6699, + 20815, + 11931, + 5516, + 8120 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 82630, + 94725, + 23364, + 85416, + 65287, + 57353, + 22935, + 7631, + 38281, + 29014, + 56207, + 91861, + 73770, + 49319 + ] + }, + { + "label": "corrosion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 185616, + 261228, + 155944, + 134332, + 24100, + 5702, + 53520, + 37377, + 65935, + 138, + 110, + 140, + 198, + 283 + ] + }, + { + "label": "sensitization", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 230899, + 257740, + 128532, + 157008, + 107457, + 190050, + 227960, + 107013, + 108045, + 12250, + 33588, + 27202, + 42759, + 14062 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "corrosion", + "score": 30.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "exposure", + "score": 22.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "experienced", + "output_checked": true + }, + { + "concept": "because", + "score": 9.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "oxide", + "score": 8.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "several", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "experienced", + "output_checked": true + }, + { + "concept": "during", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "intermediate", + "output_checked": true + }, + { + "concept": "along", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "attack", + "output_checked": true + }, + { + "concept": "resulted", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "testing", + "output_checked": true + }, + { + "concept": "within", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "paths", + "output_checked": true + }, + { + "concept": "neighbors", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "beside", + "output_checked": true + }, + { + "concept": "but", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "narrow", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-boundary-attack-02__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-boundary-attack-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-boundary-attack-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-boundary-attack-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-boundary-attack-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-boundary-attack-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Interface-localized stainless-steel attack 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Metallography of heat-affected stainless steel showed carbide films at crystallite edges. After immersion in an aggressive aqueous solution, material loss followed those edges rather than crossing the grain interiors.", + "prompt_tail": "bide films at crystallite edges. After immersion in an aggressive aqueous solution, material loss followed those edges rather than crossing the grain interiors.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 36 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 351, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 36, + "logit_lens_best_rank": 1915 + }, + { + "label": "corrosion", + "best_rank": 223, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 36, + "logit_lens_best_rank": 313 + }, + { + "label": "sensitization", + "best_rank": 2353, + "best_depth": 75.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 36, + "logit_lens_best_rank": 2864 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "orry", + "ammed" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "leness", + "lle", + "gonna", + "alike", + "ses", + "ii", + "zes" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "alike", + "lle", + "persons", + "ain", + "atre" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "leness", + "persons", + "thereto", + "hearers", + "sic" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "leness", + "alike", + "persons", + "ided", + "maupun", + "sic" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "towards", + "afterwards", + "owness", + "also", + "Concerning", + "although", + "leness" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "thus", + "later", + "toward", + "which", + "thence", + "latter", + "thereto" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whereas", + "furthermore", + "thereto", + "whereas", + "thus", + "hence", + "neither", + "which" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "whereas", + "rather", + "thereby", + "thus", + "latter", + "situated", + "Furthermore", + "subsequently" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subsurface", + "delineated", + "mucous", + "characteristic", + "benthic", + "observed", + "egress", + "agglomer" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "characteristic", + "necrosis", + "subsurface", + "isolated", + "coloration", + "delineated" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "necrosis", + "symptomatic", + "symptoms", + "characteristic", + "diseased", + "necrotic", + "exploiting", + "poisoning" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "preferentially", + "exploiting", + "fatally", + "consequently", + "characteristic", + "subsequently", + "exploited" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "consequently", + "favoring", + "subsequently" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "consequently", + "Subsequently", + "subsequently", + "Afterwards", + "Furthermore", + "Consequently", + "Ultimately" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Furthermore", + "Subsequently", + "Consequently", + "Conversely", + "consequently", + "Ultimately", + "furthermore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Subsequently", + "Consequently", + "whereas", + "conversely", + "Similarly", + "Consequently", + "Conversely" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Consequently", + "furthermore", + "consequently", + "This", + "conversely", + "this", + "accordingly", + "meanwhile" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "this", + "This", + "Consequently", + "This", + "Later", + "Therefore" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "this", + "This", + "Consequently", + "This", + "therefore", + "this" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "This", + "this" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "This", + "this", + "questo" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "this", + "This", + "This", + "Consequently", + "Hence", + "this" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "this", + "This", + "This", + "this", + "Consequently" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "This", + "Consequently", + "Further" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "Metall", + "The", + "Heat", + "Further", + "Stainless", + "Analysis", + "This" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 97857, + 70205, + 63722, + 41303, + 16704, + 31906, + 1863, + 40873, + 578, + 223, + 352, + 4725, + 6488, + 66279, + 114970, + 89500, + 114560, + 112030, + 55813, + 30594, + 14254, + 20247, + 30444, + 36419, + 9837, + 4603 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 156648, + 112540, + 55013, + 140422, + 162810, + 14456, + 15542, + 19212, + 11964, + 874, + 1029, + 224, + 371, + 24547, + 25781, + 32723, + 26117, + 18542, + 16106, + 1175, + 879, + 579, + 449, + 412, + 128, + 58 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 196213, + 117224, + 55317, + 42511, + 64991, + 28934, + 70229, + 18920, + 23733, + 21074, + 16532, + 4428, + 56340, + 51161, + 67902, + 23553, + 21777, + 13108, + 7302, + 2354, + 3055, + 2717, + 5958, + 4304, + 3613, + 10497 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 66082, + 159763, + 33054, + 121880, + 154802, + 71507, + 3580, + 1916, + 31123, + 28098, + 28866, + 21488, + 18277, + 19560 + ] + }, + { + "label": "corrosion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 205239, + 262094, + 174629, + 119729, + 12686, + 5066, + 27683, + 77993, + 58907, + 420, + 314, + 477, + 671, + 497 + ] + }, + { + "label": "sensitization", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 209049, + 211058, + 20803, + 56555, + 40075, + 136132, + 192628, + 19370, + 10952, + 2865, + 10812, + 23008, + 29697, + 14039 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 21.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "edges", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 13.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "films", + "output_checked": true + }, + { + "concept": "defence", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 10.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "seawater", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "immersion", + "output_checked": true + }, + { + "concept": "them", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "crossing", + "output_checked": true + }, + { + "concept": "this", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "during", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "immersion", + "output_checked": true + }, + { + "concept": "which", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "films", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "showed", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-boundary-attack-03__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-boundary-attack-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-boundary-attack-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-boundary-attack-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-boundary-attack-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-boundary-attack-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Interface-localized stainless-steel attack 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A stainless tube cooled slowly through the carbide-forming temperature range. Service in chloride brine later produced a network of fissures and grooves tracing the outlines of individual grains.", + "prompt_tail": "ugh the carbide-forming temperature range. Service in chloride brine later produced a network of fissures and grooves tracing the outlines of individual grains.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 32 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 14645, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 1765 + }, + { + "label": "corrosion", + "best_rank": 0, + "best_depth": 87.8, + "onset_depth": 43.9, + "reached_top1": true, + "best_pos": 32, + "logit_lens_best_rank": 0 + }, + { + "label": "sensitization", + "best_rank": 1177, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 1876 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "alike", + "leness", + "lle", + "ii", + "zes", + "gonna", + "atre" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "ii", + "ising", + "persons", + "aid", + "lle" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thence", + "alike", + "thereto", + "thereafter", + "foodstuffs" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "alike", + "forthwith", + "heretofore", + "chiefly", + "thereto", + "thereafter", + "whereupon" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "wherein", + "whereupon", + "commenced", + "subsequently", + "upon" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "whereupon", + "thereafter", + "merely", + "subsequently", + "burgeoning", + "wherein" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thence", + "alike", + "whereupon", + "thereto", + "merely", + "Upon" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "mottled", + "etched", + "micrograph", + "burgeoning", + "thence", + "striated", + "coloration" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "micrograph", + "etched", + "etching", + "metallurgical", + "etch", + "photographic", + "discoloration", + "photograph" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "discoloration", + "etching", + "observed", + "metallurgical", + "micrograph", + "scarring" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "discoloration", + "Corrosion", + "corrosion", + "discolor", + "necrosis", + "staining", + "corro", + "diagnostic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "inexplicable", + "discoloration", + "Corrosion", + "discolor", + "corrosion", + "evid", + "coloration", + "diagnose" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "inexplicable", + "unexplained", + "inexplic", + "discoloration", + "horrifying", + "symptoms", + "diagnose", + "sufferers" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Afterwards", + "Suddenly", + "Eventually", + "Later", + "Several", + "Which", + "However", + "Finally" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Afterwards", + "Ultimately", + "Eventually", + "Later", + "Similarly", + "Furthermore", + "During", + "Similar" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Afterwards", + "Eventually", + "Later", + "Afterward", + "Similarly", + "later", + "Similarly", + "Conversely" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "Afterwards", + "Afterward", + "During", + "afterwards", + "Initially", + "afterward", + "Similarly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "Afterwards", + "Initially", + "Initially", + "Recently", + "During", + "Eventually", + "Afterward" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Subsequent", + "Consequently", + "Initially", + "Despite", + "Recently", + "Yet" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Subsequent", + "Afterwards", + "Corrosion", + "Initially", + "Consequently", + "Afterward" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Corrosion", + "corrosion", + "Consequently", + "Afterwards", + "Subsequent", + "Hence", + "Stress" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Corrosion", + "corrosion", + "This", + "Stress", + "Initially", + "Hence", + "Electrochem", + "Erosion" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Corrosion", + "Stress", + "Consequently", + "Electrochem", + "Initially", + "corrosion" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Corrosion", + "Stress", + "Erosion", + "Initially", + "Consequently", + "Physically" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Grain", + "Stress", + "Micro", + "Carbide", + "No", + "High" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 103194, + 51484, + 43171, + 56382, + 35538, + 32922, + 41887, + 57843, + 23796, + 28787, + 16357, + 14646, + 17055, + 67290, + 77140, + 78988, + 106407, + 100576, + 68463, + 49063, + 22329, + 52063, + 59884, + 59678, + 18300, + 4836 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 171341, + 111811, + 43527, + 165444, + 157746, + 27797, + 22455, + 11728, + 351, + 41, + 22, + 2, + 3, + 22, + 6304, + 12658, + 4508, + 2506, + 1860, + 31, + 6, + 2, + 1, + 3, + 2, + 18 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 206549, + 92814, + 85450, + 118942, + 151722, + 121554, + 146852, + 64264, + 111442, + 33927, + 27524, + 4593, + 20282, + 39259, + 68358, + 28318, + 29063, + 21796, + 19386, + 2542, + 1497, + 1178, + 1908, + 1436, + 1574, + 7993 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 88100, + 177955, + 37304, + 127735, + 53653, + 39646, + 5051, + 1766, + 14346, + 21152, + 29212, + 73357, + 54457, + 37265 + ] + }, + { + "label": "corrosion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 219145, + 261563, + 174864, + 157268, + 25457, + 1093, + 9115, + 735, + 4827, + 3, + 1, + 1, + 1, + 1 + ] + }, + { + "label": "sensitization", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 237201, + 247273, + 72931, + 114458, + 80150, + 95283, + 171249, + 12403, + 28375, + 2427, + 6239, + 12054, + 7090, + 1877 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "corrosion", + "score": 26.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "because", + "score": 22.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "environments", + "score": 15.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "chloride", + "output_checked": true + }, + { + "concept": "several", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "produced", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "within", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "grooves", + "output_checked": true + }, + { + "concept": "began", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "became", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Service", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tubing", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "tube", + "output_checked": true + }, + { + "concept": "This", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-boundary-attack-04__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-boundary-attack-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-boundary-attack-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-boundary-attack-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-boundary-attack-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-boundary-attack-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Interface-localized stainless-steel attack 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Following an intermediate-temperature heat treatment, austenitic steel contained chromium-rich particles at grain interfaces. Chemical exposure preferentially removed narrow regions next to those particles.", + "prompt_tail": "atment, austenitic steel contained chromium-rich particles at grain interfaces. Chemical exposure preferentially removed narrow regions next to those particles.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 278, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 736 + }, + { + "label": "corrosion", + "best_rank": 28, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 52 + }, + { + "label": "sensitization", + "best_rank": 8465, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 23079 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ammed" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "persons", + "etc", + "lle", + "sic", + "zis" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "gonna", + "lle", + "alike" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "yses", + "thereto", + "persons" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "maupun", + "insofar", + "inasmuch" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "therefore", + "persons", + "whereby", + "which", + "Characteristics" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "later", + "toward", + "nearer", + "nearby", + "thereto", + "thus", + "subsequently", + "thence" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "toward", + "thereto", + "meanwhile", + "alike", + "thus", + "Toward", + "furthermore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "toward", + "hydrophilic", + "farther", + "Toward", + "acial", + "osphate", + "entially" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subsurface", + "scav", + "sediment", + "littoral", + "shoreline", + "benthic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "scav", + "subsurface", + "eroded", + "thinning", + "erosion", + "littoral", + "raref" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "erosion", + "spatially", + "subsurface", + "affected", + "littoral", + "extractive", + "preferentially" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "preferentially", + "anomalous", + "erosion", + "affected", + "weakening", + "rosion", + "spatially", + "anomal" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "preferentially", + "differentially", + "affected", + "scav", + "effet", + "atrophy" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Consequently", + "Suddenly", + "Later", + "Furthermore", + "Consequently", + "furthermore", + "subsequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Furthermore", + "Furthermore", + "Consequently", + "furthermore", + "Meanwhile", + "meanwhile", + "Later" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "conversely", + "Consequently", + "consequently", + "furthermore", + "Furthermore", + "whereas", + "subsequently", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "consequently", + "afterwards", + "Consequently", + "therefore", + "while", + "whereas", + "subsequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "therefore", + "consequently", + "Consequently", + "Consequently", + "thereby", + "thus", + "subsequently", + "meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "consequently", + "therefore", + "Consequently", + "thus", + "Therefore", + "subsequently", + "thereby" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "consequently", + "Consequently", + "therefore", + "this", + "This", + "thus", + "subsequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "this", + "Consequently", + "consequently", + "This", + "these", + "These", + "therefore" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "This", + "Therefore", + "Subsequently", + "Subsequent", + "alloying" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "This", + "alloying", + "Subsequently", + "Subsequent", + "Therefore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "This", + "Consequently", + "Subsequent", + "These", + "Simultaneously", + "Oxidation", + "Subsequently" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "These", + "Grain", + "A", + "Austen", + "Subsequent", + "Consequently" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 96850, + 62946, + 44490, + 55079, + 36342, + 44356, + 14280, + 71592, + 6588, + 2085, + 946, + 279, + 802, + 6154, + 28719, + 68981, + 51818, + 46228, + 35595, + 9870, + 6454, + 3603, + 3952, + 4372, + 4042, + 1015 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 156045, + 82951, + 56877, + 120530, + 161790, + 43964, + 8791, + 26262, + 1858, + 27, + 60, + 29, + 69, + 414, + 11977, + 42051, + 20997, + 22440, + 50711, + 2766, + 921, + 64, + 42, + 54, + 20, + 44 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 207739, + 81129, + 40370, + 39252, + 56045, + 39242, + 65149, + 30590, + 129279, + 103128, + 68180, + 14709, + 30444, + 62359, + 38116, + 41216, + 38070, + 55604, + 74031, + 30088, + 19042, + 8466, + 11119, + 10899, + 5566, + 16567 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 68789, + 93618, + 70280, + 101070, + 126861, + 51114, + 3036, + 737, + 9653, + 4491, + 9837, + 3314, + 2082, + 1858 + ] + }, + { + "label": "corrosion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 203670, + 254639, + 154202, + 85733, + 44945, + 9181, + 63965, + 51924, + 168975, + 616, + 199, + 57, + 53, + 60 + ] + }, + { + "label": "sensitization", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 173445, + 171420, + 134235, + 96165, + 23080, + 150882, + 214236, + 100724, + 169169, + 78737, + 80363, + 64767, + 45154, + 26151 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "metallurgical", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "treatment", + "output_checked": true + }, + { + "concept": "these", + "score": 17.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "to", + "output_checked": true + }, + { + "concept": "because", + "score": 14.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Following", + "output_checked": true + }, + { + "concept": "which", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "resulted", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "and", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "next", + "output_checked": true + }, + { + "concept": "carbides", + "score": 8.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "those", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "nearby", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "several", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "contained", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-boundary-attack-05__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-boundary-attack-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-boundary-attack-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-boundary-attack-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-boundary-attack-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cyclic-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Cyclic loading and beach-mark morphology 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A rotating shaft survived many thousands of alternating load cycles before sudden separation. Concentric beach marks spread from a surface notch, and fine parallel ridges covered the smooth region.", + "prompt_tail": "nds of alternating load cycles before sudden separation. Concentric beach marks spread from a surface notch, and fine parallel ridges covered the smooth region.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 50, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 13 + }, + { + "label": "crack", + "best_rank": 236, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 85 + }, + { + "label": "propagation", + "best_rank": 577, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 1453 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ammed", + "orry" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "lle", + "alike", + "d", + "persons", + "etc" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "gonna", + "lle", + "leness", + "persons", + "aid", + "needful" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "leness", + "maupun", + "ented", + "oides", + "mittal", + "doings" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "doings", + "maupun", + "persons", + "ided", + "edly", + "thence", + "gonna" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "afterward", + "afterwards", + "goers", + "alike", + "also", + "thereafter", + "Miscellaneous" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "scarcely", + "apiece", + "afterward", + "thereto", + "merely", + "adjoining", + "wrought" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "scarcely", + "thereto", + "thence" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "mottled", + "merely", + "scarcely", + "indistinct", + "thence", + "apiece" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "visible", + "mottled", + "micrograph", + "discoloration", + "observed", + "specimen", + "striated", + "coloration" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "discoloration", + "visible", + "micrograph", + "osserv", + "observable", + "observations" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "observed", + "discoloration", + "indicating", + "coloration", + "observations", + "visible" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "distinguishing", + "describing", + "characteristic", + "observed", + "describe", + "description", + "indicating", + "distinguish" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "describe", + "describing", + "characteristic", + "observed", + "distinguishing", + "coloration", + "characterizing" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Eventually", + "Ultimately", + "Afterwards", + "Which", + "Furthermore", + "demonstrating", + "furthermore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Later", + "Furthermore", + "Consequently", + "Afterwards", + "Eventually", + "Ultimately", + "furthermore", + "Meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Eventually", + "During", + "Later", + "furthermore", + "Eventually", + "later", + "Furthermore", + "Subsequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "lately", + "furthermore", + "meanwhile", + "whereas", + "Afterwards", + "During", + "afterwards", + "afterward" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Recently", + "Later", + "lately", + "These", + "During", + "Afterward", + "Eventually", + "During" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Recently", + "Consequently", + "What", + "Afterward", + "Eventually", + "This", + "meanwhile", + "Afterwards" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Investigation", + "investigators", + "investigation", + "Recently", + "investigate", + "This", + "investigating", + "Consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "analysis", + "Investigation", + "investigating", + "analyses", + "Analysis", + "investigation", + "Failure", + "investigators" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Failure", + "ANAL", + "Failure", + "Investigation", + "Analyzing", + "Analysis", + "ANALYSIS", + "investigating" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "ANAL", + "Failure", + "Analyzing", + "Failure", + "Analysis", + "ANALYSIS", + "Investigation", + "failure" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Analyzing", + "Analysis", + "Investigation", + "ANAL", + "Failure", + "Eventually", + "ANALYSIS" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Failure", + "A", + "Analysis", + "Fatigue", + "Investigation", + "Analyzing" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 171190, + 227238, + 221894, + 244624, + 244974, + 211737, + 169462, + 163266, + 70754, + 18803, + 24450, + 15631, + 80072, + 130314, + 176954, + 139593, + 111328, + 60669, + 10712, + 682, + 497, + 161, + 57, + 51, + 16, + 8 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 80400, + 151172, + 192095, + 181199, + 188667, + 126264, + 15102, + 73039, + 9845, + 5177, + 5014, + 33846, + 28813, + 58194, + 48010, + 66624, + 83508, + 56049, + 40593, + 17459, + 8966, + 2561, + 237, + 356, + 317, + 164 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 20175, + 11091, + 21293, + 126492, + 117136, + 53838, + 49336, + 18413, + 8640, + 8337, + 4796, + 578, + 1009, + 1298, + 38631, + 25724, + 79546, + 98519, + 81830, + 6091, + 3562, + 2166, + 4978, + 7751, + 4300, + 2736 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 167038, + 37854, + 3672, + 64364, + 119828, + 102631, + 59077, + 35633, + 57002, + 57, + 203, + 70, + 15, + 14 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 216625, + 102943, + 33544, + 93136, + 205214, + 124459, + 54174, + 8787, + 152, + 1307, + 1702, + 189, + 86, + 128 + ] + }, + { + "label": "propagation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 130532, + 198780, + 238608, + 237624, + 124686, + 18400, + 29290, + 42131, + 92223, + 21393, + 10228, + 1454, + 5290, + 5791 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "several", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "years", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "many", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "appeared", + "score": 11.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "indicating", + "score": 10.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "during", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "failure", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cracks", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "across", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "spread", + "output_checked": true + }, + { + "concept": "occurred", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "separation", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cyclic-01__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cyclic-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cyclic-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cyclic-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cyclic-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cyclic-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Cyclic loading and beach-mark morphology 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A component failed after repeated stress reversals far below its monotonic strength. The separated surface contained a smooth semicircular region advancing from a machining mark and a rough final overload zone.", + "prompt_tail": " far below its monotonic strength. The separated surface contained a smooth semicircular region advancing from a machining mark and a rough final overload zone.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 35 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 984, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 712 + }, + { + "label": "crack", + "best_rank": 42793, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 1327 + }, + { + "label": "propagation", + "best_rank": 5535, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 2279 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ammed", + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "alike", + "lle", + "gonna", + "leness", + "atre", + "outh", + "wards", + "ued" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "gonna", + "persons", + "defence" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thereto", + "yses", + "thereon", + "alike" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "maupun", + "thence", + "thereto", + "persons", + "alike" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "consisted", + "also", + "thereto", + "commenced", + "thereon", + "occupied" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "characterized", + "thereafter", + "concomit", + "concomitant", + "thereto", + "commenced", + "constituted", + "thence" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "characterized", + "thereto", + "indistinct", + "constituted", + "concomit", + "Miscellaneous", + "consisted", + "satisfactorily" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "characterized", + "delineated", + "constituted", + "delineation", + "indistinct", + "littoral", + "coloration", + "salient" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "observed", + "striated", + "metallurgical", + "suture", + "photograph", + "photographic", + "littoral" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "evidence", + "indicating", + "observed", + "discoloration", + "distal", + "delineation", + "identifiable", + "indicative" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicating", + "diagnostic", + "indicating", + "indications", + "evidence", + "indicate", + "superimposed", + "diagnostic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "distinguishing", + "superimposed", + "indicating", + "transitional", + "distinguish", + "diagnostic", + "discontinuity" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "distinguishing", + "Evidence", + "evidence", + "indicating", + "indicates" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Afterwards", + "Furthermore", + "During", + "Ultimately", + "Eventually", + "Subsequently", + "Successfully", + "Consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Ultimately", + "Subsequently", + "Consequently", + "furthermore", + "Also", + "Afterwards", + "Eventually" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "furthermore", + "Subsequently", + "During", + "Eventually", + "meanwhile", + "Conversely", + "Ultimately" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "this", + "today", + "similarly", + "Recently", + "accordingly", + "Furthermore" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "Recently", + "this", + "recently", + "This", + "These" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "This", + "Recently", + "this" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "This", + "Investigation", + "Diagnosis", + "this" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Investigation", + "This", + "investigating", + "investigation" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "Investigation", + "Diagnosis", + "investigating", + "investigation", + "This", + "Diagnosis" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "Investigation", + "Diagnosis", + "This", + "investigating", + "investigate", + "investigation" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Investigation", + "Diagnosis", + "Identifying", + "Analysis", + "Characteristic", + "Investigators", + "Diagnostics" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Investigation", + "Analysis", + "A", + "Diagnosis", + "We", + "Based" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 158150, + 227697, + 222420, + 242856, + 241594, + 172855, + 120800, + 83623, + 53183, + 10758, + 5338, + 5754, + 44294, + 46338, + 129571, + 90517, + 89240, + 78182, + 19298, + 8982, + 5170, + 3332, + 985, + 1751, + 852, + 364 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 65254, + 120865, + 194222, + 175569, + 180159, + 159867, + 56348, + 86667, + 47901, + 31328, + 52634, + 91472, + 58095, + 91726, + 81562, + 83694, + 106104, + 85709, + 69887, + 75613, + 58287, + 65321, + 42794, + 57571, + 8416, + 1133 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 24629, + 17568, + 27101, + 141194, + 109499, + 61245, + 14937, + 55127, + 172967, + 125403, + 176646, + 64501, + 140526, + 141333, + 78633, + 40427, + 76180, + 106137, + 93553, + 21354, + 22619, + 5536, + 27173, + 42913, + 7577, + 2706 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 206886, + 28450, + 2147, + 13901, + 85248, + 107674, + 76732, + 40237, + 55454, + 3889, + 11671, + 2128, + 713, + 1053 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 172554, + 28844, + 6195, + 32042, + 149266, + 45622, + 59273, + 6572, + 1328, + 34198, + 44360, + 8850, + 12809, + 13053 + ] + }, + { + "label": "propagation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 145172, + 210223, + 234797, + 236293, + 48290, + 16304, + 23984, + 21232, + 23619, + 39835, + 43560, + 2280, + 12316, + 22224 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 28.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "fracture", + "score": 27.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "whereas", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "far", + "output_checked": true + }, + { + "concept": "this", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "several", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "nearby", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "failure", + "score": 8.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "This", + "score": 8.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "testing", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "area", + "score": 6.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "alongside", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "advancing", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cyclic-02__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cyclic-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cyclic-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cyclic-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cyclic-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cyclic-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Cyclic loading and beach-mark morphology 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "An aircraft bracket endured a long sequence of takeoff and landing loads. Microscopy showed evenly spaced ridges marking incremental advance from a bolt-hole corner.", + "prompt_tail": "rcraft bracket endured a long sequence of takeoff and landing loads. Microscopy showed evenly spaced ridges marking incremental advance from a bolt-hole corner.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " These", + "generated_token_ids": [ + 3143 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 32, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 13 + }, + { + "label": "crack", + "best_rank": 276, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 63 + }, + { + "label": "propagation", + "best_rank": 1577, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 1083 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ammed", + "oba" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "leness", + "d", + "ii", + "wards", + "persons", + "atre" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "alike", + "centre", + "lle", + "centre", + "persons", + "aid" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "whilst", + "alike", + "persons", + "lle", + "herewith", + "Whilst", + "forthwith", + "thence" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "Whilst", + "Whilst", + "centre", + "alike", + "centre" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whilst", + "Whilst", + "Whilst", + "utilised", + "utilising", + "amongst", + "commenced" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "whilst", + "thereto", + "vicinity", + "commenced", + "abutting", + "utilised", + "whereupon" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thence", + "thereto", + "whilst", + "whereupon", + "commenced", + "alike", + "whence", + "vicinity" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "whilst", + "markings", + "thence", + "commenced", + "radially", + "anod", + "deline" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "markings", + "etched", + "visible", + "radial", + "circumferential", + "etching", + "curving", + "radially" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "markings", + "visible", + "observed", + "documenting", + "visible", + "markers", + "observable", + "discernible" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicating", + "indicating", + "visible", + "indicative", + "indications", + "visible", + "observable", + "markings" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "indicative", + "indicating", + "observed", + "indicates", + "indications", + "observable", + "visible" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "observed", + "indicating", + "visible", + "observable", + "suggestive", + "Observation", + "indicative" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "this", + "Afterwards", + "subsequently", + "Consequently", + "suggesting", + "Furthermore", + "This", + "demonstrating" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "this", + "furthermore", + "Furthermore", + "Consequently", + "Consequently", + "This", + "Furthermore", + "meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "this", + "This", + "meanwhile", + "Subsequently", + "Consequently", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "these", + "These", + "these", + "These", + "furthermore", + "meanwhile", + "this", + "While" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "these", + "these", + "These", + "These", + "this" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "These", + "These", + "these", + "these" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "these", + "These", + "These", + "these", + "this" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "these", + "These", + "these", + "These" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "These", + "these", + "These", + "these", + "Failure", + "Analyzing", + "Analysis" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "these", + "These", + "these", + "Failure", + "Analyzing" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "These", + "These", + "these", + "these", + "Analyzing", + "This", + "Failure", + "Analysis" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "These", + "This", + "The", + "Failure", + "Analysis", + "Fatigue", + "Fracture", + "Stress" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 160012, + 224020, + 212798, + 243366, + 238745, + 206862, + 140087, + 181663, + 162742, + 35540, + 17682, + 7530, + 26636, + 32125, + 186615, + 128442, + 75298, + 29098, + 6103, + 2182, + 980, + 215, + 39, + 33, + 17, + 7 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 73563, + 119822, + 182502, + 139486, + 122231, + 73104, + 35283, + 56462, + 3275, + 3210, + 5200, + 26147, + 18813, + 51502, + 48232, + 75732, + 59883, + 47806, + 37204, + 21955, + 12850, + 1903, + 277, + 321, + 155, + 112 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 25354, + 15856, + 22934, + 121209, + 101669, + 44573, + 43784, + 46566, + 27617, + 2512, + 2616, + 1578, + 5136, + 8583, + 20327, + 17696, + 40877, + 27785, + 30054, + 15689, + 9996, + 6532, + 4000, + 3938, + 1653, + 2328 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 198110, + 69924, + 8066, + 45130, + 107024, + 79810, + 30721, + 3397, + 9468, + 339, + 323, + 76, + 15, + 14 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 126758, + 63397, + 5760, + 60338, + 102979, + 34150, + 47664, + 1048, + 370, + 1927, + 1173, + 134, + 64, + 86 + ] + }, + { + "label": "propagation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 222771, + 242796, + 254149, + 234080, + 39596, + 19830, + 28281, + 1084, + 2765, + 9250, + 5400, + 2134, + 3614, + 3229 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "during", + "score": 19.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "each", + "score": 13.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "marking", + "output_checked": true + }, + { + "concept": "several", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "cycles", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "because", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "An", + "output_checked": true + }, + { + "concept": "deployments", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "intense", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "one", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "from", + "output_checked": true + }, + { + "concept": "fatigue", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "but", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cyclic-03__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cyclic-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cyclic-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cyclic-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cyclic-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cyclic-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Cyclic loading and beach-mark morphology 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A steel axle broke after millions of modest load cycles. Ratchet marks identified several surface origins, while curved arrest bands recorded successive stages of front advance.", + "prompt_tail": "e after millions of modest load cycles. Ratchet marks identified several surface origins, while curved arrest bands recorded successive stages of front advance.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 12, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 2 + }, + { + "label": "crack", + "best_rank": 75, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 21 + }, + { + "label": "propagation", + "best_rank": 1960, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 1922 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "orry" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lle", + "gonna", + "persons", + "alike", + "d", + "wards", + "ii" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "persons", + "thence", + "thereof" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thence", + "forthwith", + "thereto", + "alike", + "herein", + "hitherto" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "forthwith", + "hitherto", + "sundry", + "alike", + "thereto" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thence", + "thereto", + "commenced", + "thereafter", + "wherein", + "whereupon" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "requisite", + "alike", + "heretofore", + "thereto", + "thereafter" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "thereto", + "hitherto", + "thence", + "commenced", + "Moreover", + "itherto" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "hitherto", + "culmin", + "thence", + "commenced", + "latter" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "documenting", + "etched", + "successive" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "documenting", + "observations", + "evidence", + "markers" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "documenting", + "indicating", + "indicative", + "indicating", + "revealing", + "evidence", + "chronological" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "indicative", + "evidence", + "revealing", + "evidencia", + "chronological", + "documenting", + "indicating" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "revealing", + "evidence", + "indicative", + "indicators", + "evidencia", + "documenting", + "indications" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Consequently", + "Nevertheless", + "demonstrating", + "Ultimately", + "indicating", + "Eventually", + "furthermore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "This", + "Ultimately", + "Ultimately", + "Furthermore", + "this", + "Consequently", + "furthermore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "whereas", + "Despite", + "Consequently", + "meanwhile", + "this", + "Furthermore", + "Nevertheless" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "these", + "this", + "furthermore", + "meanwhile", + "These", + "whereas", + "Despite", + "despite" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "these", + "These", + "this", + "These", + "This", + "these", + "meanwhile", + "Ultimately" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "this", + "these", + "This", + "These", + "investigators" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "these", + "This", + "investigators", + "investigation", + "investigating", + "Investigation", + "These" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "analysis", + "this", + "analyses", + "analyzing", + "Analysis", + "investigators", + "investigating", + "Failure" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Failure", + "Failure", + "failure", + "forensic", + "investigators", + "Analyzing", + "ANAL", + "analysis" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Failure", + "Failure", + "failure", + "failure", + "Analyzing", + "investigators", + "forensic", + "ANAL" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Failure", + "Analyzing", + "Metall", + "Investigators", + "This", + "Fatigue", + "Fracture", + "Analysts" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "Failure", + "Metall", + "Micro", + "Fatigue", + "Fracture" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 171320, + 235426, + 225059, + 245095, + 238550, + 178478, + 142692, + 149810, + 118305, + 32486, + 28299, + 45974, + 60102, + 72098, + 218909, + 193402, + 135214, + 56162, + 15726, + 1251, + 584, + 73, + 22, + 13, + 7, + 8 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 76725, + 145538, + 201133, + 194656, + 196170, + 168552, + 59205, + 111579, + 43716, + 39004, + 25317, + 66497, + 62004, + 95133, + 64554, + 68066, + 59017, + 71526, + 69264, + 27714, + 12397, + 586, + 76, + 79, + 91, + 83 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 23434, + 7892, + 10806, + 65884, + 46059, + 22241, + 21073, + 9987, + 10562, + 8721, + 11666, + 7244, + 4013, + 9363, + 53950, + 33038, + 46643, + 50218, + 77256, + 13086, + 6618, + 1961, + 2415, + 3217, + 2858, + 1582 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 180810, + 87349, + 8003, + 45759, + 62560, + 127318, + 54422, + 5841, + 24140, + 47, + 68, + 19, + 3, + 3 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 179032, + 26629, + 45513, + 56733, + 135893, + 78892, + 98532, + 47584, + 1489, + 1679, + 498, + 104, + 22, + 35 + ] + }, + { + "label": "propagation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 236731, + 211793, + 243114, + 231463, + 201335, + 60222, + 65768, + 54775, + 77321, + 16342, + 5272, + 1923, + 2573, + 2432 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "indicating", + "score": 11.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "cracks", + "score": 9.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "several", + "output_checked": true + }, + { + "concept": "years", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "during", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "but", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "identified", + "output_checked": true + }, + { + "concept": "fatigue", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "Rat", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "appeared", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "crack", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "several", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cyclic-04__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cyclic-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cyclic-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cyclic-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cyclic-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cyclic-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Cyclic loading and beach-mark morphology 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A notched specimen was subjected to a sinusoidal load until separation. Most of the surface was smooth and striated, followed by a small rough region formed during the final overload.", + "prompt_tail": "subjected to a sinusoidal load until separation. Most of the surface was smooth and striated, followed by a small rough region formed during the final overload.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 510, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 213 + }, + { + "label": "crack", + "best_rank": 755, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 155 + }, + { + "label": "propagation", + "best_rank": 3975, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 2775 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "asion", + "alike", + "ammed" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "alike", + "lle", + "gonna", + "ii", + "d", + "wards", + "persons" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "gonna", + "defence", + "realising", + "persons", + "centre" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "oides", + "yy", + "dia", + "leness", + "lle", + "nowadays", + "ppo", + "ided" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "bzw", + "ided", + "oides", + "dia", + "eness", + "afterwards", + "yy" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "towards", + "nowadays", + "although", + "afterwards", + "ppo", + "mainly", + "yy", + "meanwhile" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "later", + "thereafter", + "subsequently", + "whilst", + "latter", + "shortly", + "subsequent", + "later" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whereas", + "Moreover", + "sometime", + "furthermore", + "meanwhile", + "noticeable", + "consequently", + "characterized" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "latter", + "characterized", + "Subsequently", + "noticeable", + "later", + "Subsequently", + "subdued", + "although" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subsequent", + "observed", + "observation", + "salvage", + "later", + "ogenic", + "histological", + "specimen" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "subsequent", + "noticeable", + "salvage", + "distinguishing", + "characteristic", + "observed", + "later" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "observed", + "later", + "discoloration", + "afterwards", + "observation", + "characteristic", + "afterward", + "subsequent" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "afterward", + "afterwards", + "later", + "afterthought", + "distinguish", + "mostly", + "separate", + "observed" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "afterward", + "afterwards", + "later", + "observed", + "Afterwards", + "observed", + "distinguish", + "afterthought" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "several", + "Afterwards", + "Several", + "Eventually", + "Furthermore", + "whereas", + "However", + "Later" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Later", + "Furthermore", + "Consequently", + "furthermore", + "Eventually", + "whereas", + "Similarly", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "Furthermore", + "Eventually", + "furthermore", + "Subsequently", + "During", + "whereas", + "Then" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "these", + "this", + "meanwhile", + "furthermore", + "Furthermore", + "whereas", + "Similarly", + "Later" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "this", + "This", + "Consequently", + "During", + "There", + "furthermore", + "During" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Consequently", + "this", + "There", + "consequently", + "This", + "During", + "meanwhile" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "Consequently", + "Recently", + "During", + "Therefore", + "This", + "therefore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Consequently", + "This", + "Despite", + "Occasionally", + "Hence", + "Interestingly" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Consequently", + "Interestingly", + "Occasionally", + "This", + "Few", + "Typical", + "Some" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Consequently", + "Interestingly", + "Occasionally", + "Typical", + "Despite", + "Recently", + "This" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Characteristic", + "Typical", + "The", + "Throughout", + "Notably", + "Typical", + "Remarkably" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "A", + "Typical", + "In", + "No", + "Analysis", + "Minimal" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 162121, + 214192, + 197602, + 207393, + 217480, + 129116, + 62263, + 70323, + 25566, + 15637, + 6384, + 3688, + 8348, + 4878, + 76499, + 82958, + 84774, + 73195, + 23468, + 4834, + 2807, + 1081, + 662, + 511, + 304, + 147 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 78355, + 138431, + 181429, + 171364, + 139920, + 87226, + 29791, + 97897, + 17872, + 47874, + 39875, + 50683, + 40562, + 120241, + 24609, + 85421, + 108117, + 70751, + 39696, + 21542, + 19411, + 7605, + 1104, + 756, + 342, + 78 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 17896, + 11277, + 19939, + 67955, + 60456, + 41257, + 77235, + 56817, + 117017, + 87412, + 216145, + 118569, + 148094, + 182787, + 71829, + 37973, + 82166, + 76345, + 81155, + 13041, + 7017, + 3976, + 14976, + 12765, + 3958, + 3030 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 157754, + 82063, + 4276, + 21682, + 25187, + 61446, + 44655, + 10403, + 99436, + 1290, + 2137, + 277, + 315, + 214 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 206145, + 106607, + 23912, + 75933, + 192416, + 124608, + 148894, + 8910, + 156, + 519, + 2616, + 428, + 786, + 639 + ] + }, + { + "label": "propagation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 153580, + 177332, + 256670, + 245798, + 78871, + 21782, + 58726, + 28559, + 76207, + 27164, + 24178, + 2776, + 21556, + 12134 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "fracture", + "score": 20.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "several", + "score": 19.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "was", + "output_checked": true + }, + { + "concept": "tensile", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "because", + "score": 14.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "indicating", + "score": 10.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "area", + "score": 9.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "region", + "output_checked": true + }, + { + "concept": "occurred", + "score": 8.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "separation", + "output_checked": true + }, + { + "concept": "undamaged", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "consisted", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "except", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "smooth", + "output_checked": true + }, + { + "concept": "ductile", + "score": 4.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cyclic-05__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cyclic-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cyclic-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cyclic-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cyclic-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cleavage-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-temperature failure 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A body-centered alloy separated at low temperature with negligible necking. The failure face consisted of flat crystallographic facets connected by river-like markings.", + "prompt_tail": "entered alloy separated at low temperature with negligible necking. The failure face consisted of flat crystallographic facets connected by river-like markings.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 813, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 798 + }, + { + "label": "cleavage", + "best_rank": 87, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 187 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "alike", + "leness", + "lle", + "d", + "gonna", + "ii", + "wards", + "ie" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "persons", + "lle", + "aid", + "organised", + "leness" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "persons", + "thereon", + "yses", + "oides", + "alike" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "organised", + "centre", + "centre", + "whilst", + "organisational" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "whilst", + "organised", + "ised", + "alike", + "afterwards", + "consisted", + "characterised" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "thence", + "neighbouring", + "thereto", + "characterised", + "colours", + "adjoining", + "coloured" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "alike", + "persons", + "indistinct", + "thence", + "periodical", + "constituted" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "coloration", + "indistinct", + "hues", + "alike", + "mottled", + "pall", + "periodical", + "pigments" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "coloration", + "characteristic", + "observed", + "mottled", + "exhibiting", + "indistinct", + "striated", + "exhibited" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "characteristic", + "coloration", + "observed", + "indistinct", + "discernible", + "indicative", + "indicating", + "exhibiting" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "characteristic", + "coloration", + "indicating", + "observed", + "exhibiting", + "characteristics", + "Characteristic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "Characteristic", + "characteristics", + "indicating", + "Characteristic", + "distinguish" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "characteristic", + "observed", + "Characteristic", + "Characteristic" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "Which", + "whereas", + "Furthermore", + "Also", + "which", + "Whereas", + "Suddenly" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "furthermore", + "Also", + "During", + "Afterwards", + "Meanwhile", + "Furthermore", + "Consequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "During", + "Also", + "whereas", + "Afterwards", + "Similarly", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "whereas", + "Furthermore", + "meanwhile", + "During", + "Similar", + "Meanwhile", + "During" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "furthermore", + "Consequently", + "During", + "Furthermore", + "whereas", + "These", + "Recently", + "Compared" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "furthermore", + "Consequently", + "Recently", + "Furthermore", + "whereas", + "This", + "There", + "Meanwhile" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "This", + "Recently", + "Similar", + "Therefore", + "Characteristic", + "furthermore", + "Furthermore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Stress", + "Analyses", + "Hence", + "Consequently", + "analyses", + "experimentally", + "This", + "Furthermore" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "experimentally", + "Hence", + "Stress", + "stresses", + "Consequently", + "SEM", + "Analyses", + "Experimental" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "experimentally", + "Hence", + "Consequently", + "Experimental", + "This", + "Therefore", + "Stress", + "Characteristic" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "experimentally", + "Characteristic", + "Experimental", + "This", + "Stress", + "Further", + "Characteristics", + "Identifying" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "A", + "Mechanical", + "Stress", + "In", + "These", + "Failure" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 252598, + 243329, + 231089, + 245336, + 216588, + 186653, + 11560, + 28305, + 769, + 410, + 814, + 2627, + 13315, + 6274, + 134093, + 183835, + 159068, + 180767, + 175612, + 95544, + 46604, + 11934, + 28939, + 33743, + 36563, + 11252 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 120436, + 91238, + 98719, + 145305, + 74691, + 51969, + 22468, + 9945, + 3836, + 3740, + 2367, + 4352, + 3332, + 3059, + 11334, + 14844, + 22473, + 22531, + 19332, + 1571, + 1506, + 88, + 1013, + 453, + 1963, + 3938 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 67774, + 225842, + 799, + 5422, + 36489, + 37518, + 173099, + 210058, + 139939, + 48912, + 39184, + 24131, + 28135, + 17382 + ] + }, + { + "label": "cleavage", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 186554, + 9123, + 210512, + 248279, + 25113, + 99106, + 140778, + 167323, + 116575, + 3990, + 3306, + 188, + 2689, + 918 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 10.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "The", + "output_checked": true + }, + { + "concept": "indicating", + "score": 8.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "began", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "several", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "was", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "low", + "output_checked": true + }, + { + "concept": "occurred", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "but", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "neck", + "output_checked": true + }, + { + "concept": "quarters", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "ographic", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cleavage-01__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cleavage-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cleavage-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cleavage-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cleavage-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cleavage-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-temperature failure 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "During impact testing below the transition temperature, a ferritic specimen absorbed little energy. Its separated surface was shiny and faceted, with steps running through individual grains.", + "prompt_tail": "e transition temperature, a ferritic specimen absorbed little energy. Its separated surface was shiny and faceted, with steps running through individual grains.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 175, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 2225 + }, + { + "label": "cleavage", + "best_rank": 189, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 3312 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "asion" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "leness", + "gonna", + "lle", + "alike", + "ii", + "d", + "etc" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "alike", + "realising", + "whilst", + "defence", + "realised", + "persons" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "abouts", + "eways", + "edly", + "ised", + "carers", + "iosos", + "sufferers" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "ised", + "edly", + "whilst", + "abouts", + "centre", + "centre", + "maupun" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "alike", + "goers", + "filming", + "rons", + "neath", + "filmed", + "led" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "beneath", + "nearby", + "nestled", + "burgeoning", + "neath", + "spersed" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "notable", + "spersed", + "ossos", + "neath", + "midst", + "inlaid", + "edly" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "mottled", + "microscopic", + "striated", + "neath", + "fracturing", + "Fract", + "deform" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subsurface", + "striated", + "microscopic", + "etched", + "fracturing", + "etching", + "etch" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "microscopic", + "striated", + "visible", + "traversing", + "subsurface", + "fracturing", + "micrograph", + "visible" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "visible", + "microscopic", + "microscopy", + "micrograph", + "striated", + "traversing", + "morphology" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "penetrated", + "characteristic", + "microscopy", + "micrograph", + "striated", + "patterning" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Beschreibung", + "microtubules", + "characteristic", + "pattern" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "whereas", + "Also", + "Furthermore", + "which", + "Which", + "furthermore", + "Eventually", + "Consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "whereas", + "Also", + "Furthermore", + "furthermore", + "Meanwhile", + "Consequently", + "Furthermore", + "Similarly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Conversely", + "whereas", + "Also", + "meanwhile", + "Similarly", + "Similarly", + "Meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "whereas", + "Similarly", + "Similarly", + "furthermore", + "Meanwhile", + "this", + "conversely", + "Conversely" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "Meanwhile", + "whereas", + "This", + "During", + "Similarly", + "meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "this", + "This", + "Conversely", + "conversely", + "This", + "whereas", + "Meanwhile" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "Conversely", + "conversely", + "This", + "this", + "Meanwhile" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Conversely", + "This", + "conversely", + "this", + "During" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "Conversely", + "This", + "Consequently", + "Similarly", + "During", + "Meanwhile" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "Conversely", + "During", + "Similarly", + "Meanwhile", + "Consequently" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "During", + "This", + "During", + "Conversely", + "Between", + "Similarly", + "Either", + "Along" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "During", + "The", + "This", + "In", + "It", + "A", + "When" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 251844, + 239613, + 216387, + 180239, + 182750, + 141417, + 78, + 2200, + 17, + 86, + 176, + 2890, + 16784, + 15169, + 108225, + 150653, + 100833, + 153686, + 136835, + 149344, + 109015, + 106126, + 138219, + 164264, + 133379, + 49420 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 120401, + 74580, + 70553, + 171996, + 89347, + 183949, + 88486, + 20963, + 7599, + 1792, + 1220, + 582, + 190, + 197, + 16337, + 28572, + 41738, + 36143, + 19612, + 7604, + 7020, + 1712, + 11972, + 9862, + 12824, + 21851 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 68433, + 236407, + 2226, + 7487, + 34467, + 64001, + 179157, + 198050, + 134385, + 113946, + 98917, + 148617, + 115527, + 143678 + ] + }, + { + "label": "cleavage", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 193811, + 56725, + 242490, + 243563, + 68307, + 151408, + 123638, + 121960, + 159485, + 26191, + 12548, + 3313, + 15781, + 16148 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "little", + "output_checked": true + }, + { + "concept": "whereas", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "indicating", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "brittle", + "score": 9.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "threshold", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "steel", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "several", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "showed", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "lacked", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "across", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "running", + "output_checked": true + }, + { + "concept": "describes", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "below", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cleavage-02__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cleavage-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cleavage-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cleavage-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cleavage-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cleavage-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-temperature failure 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A thick steel plate failed suddenly in cold service without visible plastic distortion. Microscopy revealed flat planes and converging river patterns cutting across grain interiors.", + "prompt_tail": "ailed suddenly in cold service without visible plastic distortion. Microscopy revealed flat planes and converging river patterns cutting across grain interiors.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 653, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2241 + }, + { + "label": "cleavage", + "best_rank": 252, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 372 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "orry", + "ammed" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "leness", + "lle", + "gonna", + "ii", + "sic", + "zes", + "alike" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "persons", + "lle", + "sic", + "etc" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "yses", + "persons", + "alike", + "thereto", + "sic", + "thence", + "thereon", + "persons" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "whilst", + "persons", + "alike", + "sic", + "forthwith" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "thereto", + "commenced", + "whilst", + "wherein", + "upon" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "burgeoning", + "nascent", + "wrought", + "assemblages", + "discernible", + "heretofore", + "whereupon" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "heretofore", + "thence", + "coloration", + "indistinct", + "concomit" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "coloration", + "specimens", + "striated", + "lith", + "geologic", + "micrograph", + "silice" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "micrograph", + "coloration", + "metallurgical", + "striated", + "micrographs", + "staining", + "specimens", + "microscopy" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "evidence", + "coloration", + "staining", + "micrograph", + "metallurgical", + "indicative", + "discernible", + "diagnostic" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicating", + "suggestive", + "indicative", + "coloration", + "evidence", + "symptomatic", + "diagnostic", + "characteristic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicative", + "indicating", + "characteristic", + "suggestive", + "diagnose", + "diagnostic" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "indicative", + "diagnose", + "Diagnosis", + "diagnostic", + "indicates", + "suggestive", + "diagnosing" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "suggesting", + "Suddenly", + "Eventually", + "Afterwards", + "whereas", + "indicating", + "Which", + "evidence" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Furthermore", + "Ultimately", + "Consequently", + "Afterwards", + "Subsequently", + "furthermore", + "Eventually" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Afterwards", + "Conversely", + "furthermore", + "meanwhile", + "Subsequently", + "Furthermore", + "Simultaneously", + "Despite" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "these", + "Simultaneously", + "this", + "furthermore", + "whereas", + "Similarly", + "These" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "These", + "These", + "this", + "meanwhile", + "Recently", + "Simultaneously" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "This", + "These", + "Meanwhile" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "These", + "This", + "these" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "These", + "This", + "these" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "Diagnosis", + "This", + "Diagnosis", + "Such" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "experimentally", + "This", + "Diagnosis", + "Characteristic" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Characteristic", + "Identifying", + "Diagnosis", + "Experts", + "Judging", + "Considering" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "A", + "In", + "It", + "Such", + "Metall" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 252488, + 241210, + 225048, + 206225, + 194769, + 101811, + 1242, + 17723, + 778, + 473, + 654, + 1050, + 8906, + 28421, + 45326, + 111866, + 64552, + 89944, + 119993, + 99467, + 74310, + 29207, + 88317, + 74521, + 92720, + 22238 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 114100, + 91772, + 84381, + 99423, + 42917, + 64310, + 39288, + 7588, + 4673, + 7051, + 3926, + 2400, + 3470, + 5430, + 13353, + 16747, + 26317, + 13815, + 14707, + 4187, + 2102, + 253, + 1492, + 807, + 4955, + 8002 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 64186, + 222966, + 2242, + 12308, + 64659, + 48835, + 126907, + 128854, + 51772, + 66061, + 84675, + 74208, + 87282, + 53293 + ] + }, + { + "label": "cleavage", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 190326, + 87728, + 249643, + 259904, + 33664, + 61358, + 101508, + 92951, + 83204, + 9365, + 3007, + 373, + 2656, + 1124 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 16.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "fracture", + "score": 12.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "during", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "in", + "output_checked": true + }, + { + "concept": "several", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "without", + "output_checked": true + }, + { + "concept": "This", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "indicating", + "score": 8.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 8.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "and", + "output_checked": true + }, + { + "concept": "ductility", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "the", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "across", + "output_checked": true + }, + { + "concept": "inexplicable", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "was", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "this", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cleavage-03__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cleavage-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cleavage-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cleavage-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cleavage-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cleavage-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-temperature failure 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A low-temperature bend test produced abrupt separation after almost no permanent curvature. The mating faces displayed large flat facets and feather-like markings.", + "prompt_tail": "ow-temperature bend test produced abrupt separation after almost no permanent curvature. The mating faces displayed large flat facets and feather-like markings.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 1108, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 756 + }, + { + "label": "cleavage", + "best_rank": 978, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 9436 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "leness", + "lle", + "gonna", + "wards", + "eries", + "ses", + "zes", + "atre" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "etc", + "sic", + "sebagainya", + "leness" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "yses", + "maupun", + "persons" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "maupun", + "sic", + "yses" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "indications", + "persons", + "also", + "consisted", + "thereafter" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "characteristics", + "characterized", + "photographs", + "persons", + "illustrations", + "Characteristics", + "indications", + "indistinct" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "persons", + "indistinct", + "thereto", + "characterized", + "indications", + "coloration" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "indistinct", + "coloration", + "assemblages", + "concomit", + "characterized", + "concomitant", + "noteworthy", + "morphologies" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "photographs", + "specimens", + "photograph", + "coloration", + "metallurgical", + "photographic", + "discoloration", + "observed" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "discoloration", + "observed", + "coloration", + "metallurgical", + "exhibiting", + "photographic", + "debris", + "microscopy" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "discoloration", + "damaged", + "recovered", + "discolor", + "indicating", + "salvage", + "exhibiting", + "symptomatic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "suggestive", + "distinguishing", + "suggesting", + "indicative", + "describing", + "exhibiting", + "discoloration" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "describing", + "suggesting", + "describe", + "suggestive", + "artifacts" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "whereas", + "although", + "several", + "evidence", + "furthermore", + "which", + "Furthermore", + "Eventually" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "furthermore", + "whereas", + "Later", + "Afterwards", + "Consequently", + "Furthermore", + "Ultimately" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "furthermore", + "whereas", + "Furthermore", + "Despite", + "Meanwhile", + "Consequently", + "Nevertheless" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "whereas", + "Furthermore", + "These", + "these", + "this", + "Similar" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "These", + "these", + "This", + "this", + "meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "These", + "This", + "this", + "these", + "These", + "This" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "This", + "this", + "these", + "These", + "This" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "These", + "This", + "this", + "these", + "This", + "These" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "These", + "Investigation", + "This", + "These", + "Indicates" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "These", + "This", + "Interestingly", + "Considering", + "Analyzing", + "These" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "These", + "Considering", + "Possible", + "Further", + "Analyzing", + "Investigation", + "Characteristic" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "A", + "Further", + "It", + "Suggest", + "Analysis" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 251774, + 245285, + 240701, + 254668, + 253621, + 195395, + 37699, + 87630, + 31036, + 998, + 1109, + 2089, + 11221, + 16350, + 39031, + 92596, + 79441, + 90918, + 100161, + 136136, + 117220, + 164054, + 198721, + 202405, + 217449, + 43700 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 116743, + 95204, + 68901, + 146291, + 68513, + 63895, + 30933, + 18799, + 20392, + 14621, + 7358, + 3052, + 1457, + 979, + 17568, + 13734, + 27128, + 23880, + 17757, + 8798, + 7331, + 2862, + 15074, + 14964, + 18882, + 17033 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 58271, + 176520, + 757, + 6823, + 26443, + 19838, + 137523, + 115979, + 78708, + 125996, + 143776, + 230351, + 197654, + 171848 + ] + }, + { + "label": "cleavage", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 200494, + 19348, + 221688, + 237424, + 62746, + 57613, + 89972, + 132476, + 161435, + 25581, + 12650, + 9437, + 28328, + 25192 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "several", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "produced", + "output_checked": true + }, + { + "concept": "deformation", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "large", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "low", + "output_checked": true + }, + { + "concept": "remained", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "cracks", + "score": 8.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "large", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "bend", + "output_checked": true + }, + { + "concept": "was", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "lacked", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "where", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "indicating", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "this", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cleavage-04__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cleavage-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cleavage-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cleavage-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cleavage-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cleavage-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-temperature failure 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A notched ferritic bar showed low impact energy and a bright granular-looking failure face. Microscopic steps passed directly through crystallites rather than around their edges.", + "prompt_tail": " bar showed low impact energy and a bright granular-looking failure face. Microscopic steps passed directly through crystallites rather than around their edges.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 32 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 713, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 269 + }, + { + "label": "cleavage", + "best_rank": 624, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 1237 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "asion", + "alike", + "ammed", + "oba" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "leness", + "gonna", + "persons", + "lle", + "ients", + "ii", + "alike", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "persons", + "gonna" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "persons", + "maupun", + "yses", + "oides", + "leness", + "iosos" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "maupun", + "persons", + "alike", + "solamente", + "thereto" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "also", + "thereafter", + "which", + "afterward" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "later", + "afterward", + "thereafter", + "edly", + "which", + "thereto", + "noted", + "utta" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "thereto", + "Additionally", + "veled", + "toward" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "bire", + "acial", + "Additionally", + "notable", + "coloration", + "scopic" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "observed", + "observational", + "observable", + "microscopy", + "observation", + "characteristic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "observable", + "characteristic", + "subsurface" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "microscopy", + "cuticle", + "characteristic", + "subsurface", + "microscopic", + "indicating", + "coloration", + "indicative" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "indicative", + "characteristic", + "favoring", + "suggesting", + "indicating", + "microscopy" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "indicative", + "characteristic", + "favoring", + "Characteristic", + "evidence" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Consequently", + "Which", + "furthermore", + "whereas", + "Also", + "Furthermore", + "Consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Furthermore", + "Also", + "Consequently", + "Consequently", + "Also", + "Similarly", + "whereas" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Similarly", + "Consequently", + "whereas", + "Conversely", + "Also", + "furthermore", + "Meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "accordingly", + "this", + "meanwhile", + "furthermore", + "whereas", + "These", + "Furthermore", + "Similarly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "These", + "this", + "Compared", + "Therefore", + "these", + "These", + "meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Consequently", + "accordingly", + "Therefore", + "therefore", + "This" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "These", + "This", + "Therefore", + "therefore", + "Consequently", + "these" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "these", + "These", + "This", + "Hence", + "Consequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "Hence", + "This", + "Therefore", + "Consequently", + "Consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "Based", + "This", + "Based", + "Hence", + "Consequently", + "Therefore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Based", + "Considering", + "Based", + "Given", + "Compared", + "Judging", + "Identifying" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "Based", + "It", + "Suggest", + "In", + "Further" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 249312, + 234629, + 230127, + 248427, + 243327, + 200589, + 11885, + 55836, + 5109, + 600, + 714, + 2443, + 36489, + 80539, + 152663, + 203128, + 136827, + 103483, + 127240, + 111445, + 49476, + 36430, + 88644, + 105735, + 106617, + 13549 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 100635, + 86578, + 86624, + 152454, + 81588, + 110464, + 80811, + 58109, + 80486, + 29129, + 6010, + 2884, + 3718, + 3316, + 13714, + 23062, + 39809, + 15888, + 19789, + 4052, + 3045, + 625, + 3718, + 4499, + 19849, + 15798 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 53895, + 112169, + 270, + 2727, + 93310, + 68997, + 204977, + 237113, + 158906, + 129185, + 69720, + 103346, + 109344, + 92205 + ] + }, + { + "label": "cleavage", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 194530, + 52797, + 247411, + 253616, + 18960, + 37351, + 88293, + 79331, + 124851, + 13962, + 5734, + 1238, + 8554, + 9054 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "metallurgical", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "looking", + "output_checked": true + }, + { + "concept": "ductility", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "low", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "toughness", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "fracture", + "score": 8.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "bright", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 8.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "them", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "around", + "output_checked": true + }, + { + "concept": "brittle", + "score": 8.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "indicating", + "score": 7.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "but", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "when", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "failure", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cleavage-05__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cleavage-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cleavage-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cleavage-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-cleavage-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-high-temperature-deformation-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Slow high-temperature deformation 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A component held for months near half its melting temperature elongated slowly under a constant load well below its room-temperature yield strength. Small rounded holes accumulated at grain interfaces before rupture.", + "prompt_tail": "ature elongated slowly under a constant load well below its room-temperature yield strength. Small rounded holes accumulated at grain interfaces before rupture.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 35 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 8876, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 3435 + }, + { + "label": "diffusion", + "best_rank": 1097, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 3301 + }, + { + "label": "cavity", + "best_rank": 1402, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 12309 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "asion", + "ammed", + "together" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "persons", + "etc", + "lle", + "sic", + "etc" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "etc", + "centre", + "gonna", + "etc" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "sic", + "yses", + "persons" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "thence", + "sic", + "maupun" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whilst", + "persons", + "sic", + "Whilst" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "thereafter", + "whereupon", + "thereto", + "subsequently", + "whilst", + "persons", + "Thereafter" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "thence", + "whereupon", + "persons", + "alike", + "furthermore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "incipient", + "histological", + "thence", + "concomitant", + "proximate", + "sintered" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "symptomatic", + "sintered", + "histological", + "necrosis", + "corrosion", + "carcinoma", + "etiology" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "symptomatic", + "metallurgical", + "diseased", + "fouling", + "necrosis", + "diagnostic", + "failures", + "observed" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "symptomatic", + "necrosis", + "diseased", + "symptoms", + "Corrosion", + "corrosion", + "disintegration", + "diagnose" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "symptomatic", + "metallurgical", + "necrosis", + "Corrosion", + "diseased", + "diagnose", + "characteristic" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "symptomatic", + "diagnose", + "Diagnosis", + "Symptoms", + "lesions", + "microscopy", + "diagnostic" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Afterwards", + "Eventually", + "Later", + "Suddenly", + "later", + "eventual", + "Eventually" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Eventually", + "Later", + "Ultimately", + "Afterwards", + "Eventually", + "lately", + "Later", + "Finally" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Eventually", + "Eventually", + "Ultimately", + "Afterwards", + "Later", + "Similar", + "Ultimately", + "During" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "lately", + "furthermore", + "During", + "whereas", + "tonight", + "afterwards", + "During" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Recently", + "lately", + "These", + "During", + "Today", + "Initially", + "Compared" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Recently", + "This", + "Recent", + "lately", + "Consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Recently", + "These", + "Investigation", + "Investig", + "Recent", + "Hence", + "Here" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Investigation", + "This", + "investigating", + "Investig", + "investigations", + "investigate", + "investigation", + "investigates" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Investigation", + "Investig", + "Investigations", + "investigating", + "investigates", + "Investigation", + "investigations" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Investigation", + "This", + "Seeking", + "ANALYSIS", + "Seeking", + "investigates" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Investigation", + "Characteristic", + "investigating", + "Analyzing", + "Typical", + "Investig", + "investigates" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Analysis", + "Investigation", + "Investig", + "It", + "Stress", + "Analyzing" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 49573, + 99303, + 115612, + 181734, + 164278, + 128357, + 128117, + 199110, + 110448, + 17013, + 9650, + 13674, + 13341, + 14506, + 38707, + 44273, + 29911, + 21569, + 34638, + 14671, + 15064, + 19890, + 9863, + 8877, + 24034, + 3849 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 86961, + 17001, + 20616, + 47989, + 79902, + 13833, + 10901, + 26416, + 21207, + 34166, + 52707, + 23020, + 9987, + 6301, + 31136, + 33069, + 41747, + 35549, + 10864, + 3275, + 1739, + 1098, + 6037, + 3465, + 4191, + 747 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 111259, + 125636, + 98768, + 127359, + 134015, + 78911, + 13998, + 15185, + 6147, + 2405, + 1403, + 1834, + 3055, + 10275, + 75847, + 127019, + 163431, + 205420, + 205669, + 185605, + 172039, + 69328, + 180574, + 157801, + 89080, + 26092 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 14610, + 116338, + 10610, + 53107, + 256794, + 241179, + 112502, + 81643, + 7182, + 10617, + 12317, + 3436, + 5497, + 11497 + ] + }, + { + "label": "diffusion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 17763, + 35261, + 89261, + 223202, + 114728, + 46272, + 24144, + 60254, + 31528, + 4242, + 21155, + 7648, + 11208, + 3302 + ] + }, + { + "label": "cavity", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 261736, + 254007, + 223237, + 205755, + 109295, + 46972, + 109292, + 12310, + 25036, + 20155, + 46764, + 41223, + 157708, + 81755 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "whereas", + "score": 13.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "A", + "output_checked": true + }, + { + "concept": "because", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "half", + "output_checked": true + }, + { + "concept": "several", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "near", + "output_checked": true + }, + { + "concept": "threshold", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "below", + "output_checked": true + }, + { + "concept": "symptomatic", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "during", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "until", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "capacity", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "under", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 6.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "protrusions", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rounded", + "output_checked": true + }, + { + "concept": "within", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "held", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-high-temperature-deformation-01__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-high-temperature-deformation-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-high-temperature-deformation-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-high-temperature-deformation-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-high-temperature-deformation-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-high-temperature-deformation-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Slow high-temperature deformation 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Under steady tensile load at elevated temperature, a polycrystal first deformed rapidly, then at an almost constant slow rate, and finally accelerated as microscopic holes linked along grain edges.", + "prompt_tail": " temperature, a polycrystal first deformed rapidly, then at an almost constant slow rate, and finally accelerated as microscopic holes linked along grain edges.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 2283, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 581 + }, + { + "label": "diffusion", + "best_rank": 3732, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 3241 + }, + { + "label": "cavity", + "best_rank": 1867, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 25855 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "asion" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "alike", + "lle", + "gonna", + "d", + "atre", + "ii", + "wards", + "persons" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "whilst", + "aid", + "ii", + "thereof", + "xd", + "wards" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "edly", + "oused", + "gy", + "ided", + "aid", + "youths" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "edly", + "ided", + "wards", + "bzw", + "meanwhile", + "aid", + "stuffs" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "alike", + "aided", + "humankind", + "filmed", + "thereafter", + "filmmaking", + "led" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "burgeoning", + "beneath", + "aided", + "Upon", + "sembled", + "Upon" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "furthermore", + "thence", + "sembled", + "thereto", + "thereby" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "burgeoning", + "nascent", + "alike", + "thence", + "catalyzed", + "whereupon", + "spurred" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "nascent", + "burgeoning", + "coales", + "emerging", + "accelerating", + "coalescence", + "fracturing", + "incipient" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "fracturing", + "accelerating", + "coales", + "progressively", + "destabil", + "nascent", + "accelerated", + "coalescence" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "destabil", + "fracturing", + "disintegration", + "coalescence", + "accelerating", + "collapse", + "fragmentation", + "progressively" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "disintegr", + "disintegration", + "collapse", + "Collapse", + "fracturing", + "catastrophic", + "cannibal", + "abandonment" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "climax", + "Eventually", + "Eventually", + "fatally", + "scav", + "collapse", + "deterioration" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Ultimately", + "Eventually", + "Afterwards", + "During", + "Nevertheless", + "Subsequently", + "Suddenly" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "furthermore", + "Ultimately", + "Consequently", + "This", + "Nevertheless", + "Eventually", + "Furthermore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Conversely", + "Consequently", + "meanwhile", + "Furthermore", + "During", + "During", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "During", + "During", + "furthermore", + "Meanwhile", + "whereas", + "accordingly", + "lately" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "What", + "What", + "what", + "how", + "During", + "meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "what", + "What", + "What", + "what", + "Describe", + "how" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "What", + "what", + "What", + "what", + "Describe", + "Describe" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "what", + "What", + "Describe", + "What", + "describe", + "Describe", + "what", + "describing" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Describe", + "Describe", + "describe", + "what", + "describe", + "What", + "What" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Describe", + "Describe", + "describe", + "What", + "describe", + "What", + "describing" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Describe", + "Considering", + "What", + "Describe", + "Analyzing", + "describe" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "What", + "The", + "Describe", + "How", + "Analyzing", + "During", + "Analyze" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 37453, + 67464, + 139249, + 101479, + 102143, + 150773, + 141559, + 221649, + 56228, + 5056, + 2284, + 3722, + 2695, + 3091, + 108319, + 80130, + 47291, + 25175, + 57784, + 30506, + 29474, + 30926, + 5954, + 3099, + 7053, + 2194 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 100101, + 20861, + 64029, + 60303, + 41093, + 8182, + 40740, + 34828, + 6770, + 4601, + 8823, + 9413, + 11362, + 20552, + 61007, + 70272, + 71127, + 76385, + 33861, + 21000, + 15248, + 3733, + 16562, + 8769, + 7493, + 467 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 111482, + 139692, + 211251, + 188521, + 173188, + 84321, + 60243, + 39266, + 31631, + 5429, + 3653, + 2202, + 1868, + 5751, + 158504, + 198680, + 208443, + 234818, + 220484, + 226937, + 231739, + 127017, + 226706, + 217714, + 140223, + 25195 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 582, + 85979, + 5959, + 41253, + 228576, + 165722, + 72392, + 28828, + 15793, + 46503, + 36944, + 8133, + 3975, + 2850 + ] + }, + { + "label": "diffusion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 24363, + 31740, + 43167, + 191361, + 77489, + 93993, + 66057, + 65891, + 53496, + 33766, + 58346, + 11692, + 9530, + 3242 + ] + }, + { + "label": "cavity", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 261745, + 256473, + 177262, + 202704, + 81724, + 25856, + 131664, + 51887, + 37923, + 79869, + 105526, + 74956, + 182779, + 134912 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "slower", + "score": 16.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "followed", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "began", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "first", + "output_checked": true + }, + { + "concept": "until", + "score": 15.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rate", + "output_checked": true + }, + { + "concept": "again", + "score": 14.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "accelerated", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 12.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "because", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Under", + "output_checked": true + }, + { + "concept": "equilibrium", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "steady", + "output_checked": true + }, + { + "concept": "gradually", + "score": 8.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "then", + "output_checked": true + }, + { + "concept": "slowly", + "score": 7.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ",", + "output_checked": true + }, + { + "concept": "slowed", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "finally", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-high-temperature-deformation-02__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-high-temperature-deformation-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-high-temperature-deformation-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-high-temperature-deformation-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-high-temperature-deformation-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-high-temperature-deformation-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Slow high-temperature deformation 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A turbine alloy exposed to sustained stress and heat developed time-dependent strain. Late in life, isolated pores at triple junctions enlarged and joined into an interfacial failure path.", + "prompt_tail": "ustained stress and heat developed time-dependent strain. Late in life, isolated pores at triple junctions enlarged and joined into an interfacial failure path.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 283, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 98 + }, + { + "label": "diffusion", + "best_rank": 889, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 2687 + }, + { + "label": "cavity", + "best_rank": 1042, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 41233 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "orry", + "ammed" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "leness", + "ie", + "dia", + "atre", + "alike", + "zes" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "persons", + "alike", + "defence", + "whilst", + "lle" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "thereon", + "thereto", + "sic", + "persons" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "whilst", + "gonna", + "sic", + "alike", + "thereto" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whilst", + "wherein", + "persons", + "upon", + "thereto", + "furthermore" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "whereupon", + "wherein", + "thereto", + "whereby", + "thereafter", + "utilizing", + "comprised" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whereupon", + "thereto", + "concomit", + "thence", + "histologic" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "histologic", + "fracturing", + "etiology", + "coales", + "proximate", + "concomit" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "geologic", + "necrosis", + "fracturing", + "corrosion", + "benthic", + "histologic", + "distal" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "necrosis", + "metallurgical", + "distal", + "symptomatic", + "exacerbated", + "diseased", + "etiology", + "fracturing" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "necrosis", + "deterioration", + "failure", + "disintegration", + "degradation", + "defects", + "pathology", + "diagnosis" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "microstructure", + "necrosis", + "deterioration", + "disintegration", + "pathology", + "fatally", + "diagnosis", + "defects" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "fatally", + "failure", + "symptomatic", + "etiology", + "malfunction", + "pathology", + "victim", + "fatal" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "subsequently", + "Eventually", + "Ultimately", + "ultimately", + "Subsequently", + "Consequently", + "Afterwards", + "Later" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Later", + "Furthermore", + "Ultimately", + "Subsequently", + "Consequently", + "Eventually", + "Consequently", + "Simultaneously" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "conversely", + "furthermore", + "Conversely", + "Subsequently", + "Similarly", + "Furthermore", + "Later", + "Eventually" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "During", + "During", + "conversely", + "furthermore", + "Simultaneously", + "Similarly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "Simultaneously", + "During", + "This", + "During", + "Consequently", + "Recently", + "Initially" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Consequently", + "meanwhile", + "Recently", + "this", + "Meanwhile", + "consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Recently", + "Consequently", + "this", + "consequently", + "meanwhile", + "Therefore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "Consequently", + "Hence", + "Simultaneously", + "consequently", + "Failure", + "Despite" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Consequently", + "This", + "Failure", + "Consequently", + "Failure", + "Simultaneously", + "Recently", + "Initially" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "This", + "Consequently", + "Failure", + "Simultaneously", + "Initially", + "Initially", + "This" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "This", + "Characteristic", + "Stress", + "Ultimately", + "Eventually", + "Fatigue", + "Analyzing" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Stress", + "Mechanical", + "Strain", + "Time", + "Late", + "Failure" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 36865, + 116207, + 125648, + 173630, + 121336, + 128644, + 151773, + 199366, + 143784, + 19340, + 5899, + 12200, + 11409, + 22763, + 66665, + 77173, + 30524, + 17435, + 43167, + 7457, + 3823, + 1384, + 449, + 284, + 1165, + 1217 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 104763, + 21499, + 22190, + 30681, + 45213, + 23821, + 8089, + 21761, + 7016, + 12066, + 21358, + 13349, + 3712, + 4032, + 32022, + 31319, + 24117, + 16436, + 8724, + 2025, + 890, + 1017, + 6839, + 4608, + 2034, + 740 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 122850, + 163874, + 135412, + 124926, + 126078, + 65208, + 4210, + 7689, + 3107, + 1684, + 1043, + 3064, + 2659, + 5509, + 92897, + 126072, + 148688, + 206596, + 207133, + 168252, + 127030, + 42721, + 115243, + 66582, + 59459, + 24456 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 17262, + 147097, + 2228, + 28165, + 230365, + 228963, + 98984, + 48628, + 25247, + 1734, + 1970, + 250, + 99, + 149 + ] + }, + { + "label": "diffusion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 10640, + 55817, + 21161, + 203958, + 120501, + 44950, + 22106, + 18274, + 29516, + 2688, + 16853, + 5900, + 12508, + 6180 + ] + }, + { + "label": "cavity", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 262061, + 259289, + 238607, + 231904, + 181433, + 44337, + 105302, + 41576, + 60661, + 54632, + 48682, + 41234, + 131120, + 51139 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "metallurgical", + "score": 18.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "became", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "during", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "this", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cracks", + "score": 11.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 8.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "was", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "began", + "score": 8.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "junctions", + "output_checked": true + }, + { + "concept": "because", + "score": 8.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "larger", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "into", + "output_checked": true + }, + { + "concept": "requires", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "the", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "in", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-high-temperature-deformation-03__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-high-temperature-deformation-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-high-temperature-deformation-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-high-temperature-deformation-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-high-temperature-deformation-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-high-temperature-deformation-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Slow high-temperature deformation 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A fine-grained metal changed shape gradually during a long low-stress hold close to its melting point. Atoms moved from compressed interfaces toward tensile ones and the specimen elongated.", + "prompt_tail": "shape gradually during a long low-stress hold close to its melting point. Atoms moved from compressed interfaces toward tensile ones and the specimen elongated.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 2430, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 974 + }, + { + "label": "diffusion", + "best_rank": 525, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 536 + }, + { + "label": "cavity", + "best_rank": 5232, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 38575 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "asion", + "ammed" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "persons", + "lle", + "alike", + "etc", + "sic" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "thru", + "gonna", + "alike", + "awhile", + "etc", + "whilst", + "lle" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "gonna", + "maupun", + "thru", + "lle", + "persons", + "awhile" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "thru", + "maupun", + "gonna", + "persons", + "awhile" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "towards", + "afterwards", + "gonna", + "which", + "furthermore", + "avel", + "alike" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "thence", + "later", + "then", + "toward", + "subsequently", + "afterwards", + "thus" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "toward", + "thereby", + "thence", + "concomit", + "thus", + "thereto", + "furthermore", + "thereafter" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "toward", + "concomit", + "concomitant", + "thereby", + "thus", + "lengthening", + "thence", + "Toward" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "lengthening", + "ductile", + "concomitant", + "elongation", + "curvil", + "viscoelastic", + "concomit", + "characteristic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "lengthening", + "displacement", + "movement", + "concomitant", + "maneuver", + "characteristic", + "anisotropic", + "contralateral" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "movement", + "Movement", + "displacement", + "Movement", + "lengthening", + "characteristic", + "deform", + "bewegung" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Mechanism", + "movement", + "Movement", + "bewegung", + "Movement", + "characteristic" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "movement", + "bewegung", + "Movement", + "Movement", + "Bewegung", + "motion", + "Mechanism", + "northward" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "this", + "Eventually", + "furthermore", + "This", + "whereas", + "Ultimately", + "Furthermore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "this", + "Consequently", + "Eventually", + "This", + "whereas", + "Ultimately", + "Furthermore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "This", + "this", + "Eventually", + "meanwhile", + "whereas", + "Furthermore", + "Conversely" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "this", + "This", + "meanwhile", + "furthermore", + "whereas" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "This", + "this" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "this", + "This", + "This", + "What", + "this", + "what" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "This", + "this" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "This", + "this", + "questo" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "this", + "This", + "This", + "this" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "this", + "This", + "This", + "this" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "What", + "This", + "this" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "What", + "The", + "Metal", + "It", + "This", + "Heat", + "How" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 43725, + 127813, + 100949, + 72762, + 104875, + 70326, + 86008, + 149127, + 116105, + 20442, + 18315, + 39603, + 44108, + 25865, + 101573, + 67973, + 29165, + 21136, + 22115, + 10225, + 5871, + 8426, + 2431, + 5278, + 23286, + 4971 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 105702, + 40822, + 68416, + 118955, + 106170, + 28739, + 1411, + 5809, + 4331, + 7338, + 6936, + 3271, + 3072, + 877, + 27358, + 38831, + 25824, + 25002, + 7120, + 1634, + 933, + 526, + 727, + 536, + 1146, + 206 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 130942, + 129285, + 155333, + 157293, + 185318, + 113786, + 18848, + 25086, + 13909, + 5829, + 5233, + 6108, + 5666, + 21652, + 108952, + 131059, + 140452, + 205957, + 180025, + 184256, + 190782, + 124318, + 217842, + 157429, + 89231, + 39532 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 1937, + 126909, + 1351, + 6653, + 241948, + 223943, + 136326, + 75290, + 9631, + 19896, + 14142, + 3374, + 975, + 4105 + ] + }, + { + "label": "diffusion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 28410, + 9987, + 63682, + 217315, + 27714, + 26127, + 13756, + 4705, + 4552, + 537, + 836, + 598, + 975, + 642 + ] + }, + { + "label": "cavity", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 261982, + 242009, + 230097, + 227703, + 208591, + 41527, + 131450, + 49526, + 38576, + 59104, + 92179, + 118421, + 228592, + 142042 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 24.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "temperature", + "score": 15.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "point", + "output_checked": true + }, + { + "concept": "slowly", + "score": 13.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "vice", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "alloy", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "several", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "during", + "output_checked": true + }, + { + "concept": "areas", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "exposure", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "low", + "output_checked": true + }, + { + "concept": "whereas", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "A", + "output_checked": true + }, + { + "concept": "prolonged", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "this", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 6.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-high-temperature-deformation-04__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-high-temperature-deformation-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-high-temperature-deformation-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-high-temperature-deformation-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-high-temperature-deformation-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-high-temperature-deformation-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Slow high-temperature deformation 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Long-duration testing at high temperature produced a nearly linear strain-versus-time segment followed by rapid extension. Microscopy found linked pores along grain interfaces.", + "prompt_tail": "sting at high temperature produced a nearly linear strain-versus-time segment followed by rapid extension. Microscopy found linked pores along grain interfaces.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 3549, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 486 + }, + { + "label": "diffusion", + "best_rank": 155, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 303 + }, + { + "label": "cavity", + "best_rank": 661, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 12692 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "asion" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "persons", + "leness", + "etc", + "lle", + "sic", + "atre" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "etc", + "etc", + "sic" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "sic", + "maupun" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "whilst", + "sic", + "gonna" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "whilst", + "furthermore", + "sic", + "thereto" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereto", + "persons", + "sic", + "indications", + "thereafter", + "later", + "prior" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "persons", + "furthermore", + "thereto", + "sic" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "histologic", + "histological", + "acial", + "morphology", + "etiology", + "furthermore" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "histological", + "evidence", + "microscopy", + "microstructure", + "metallurgy", + "sintered" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "evidence", + "metallurgical", + "etiology", + "microscopy", + "evidencia", + "symptomatic", + "histological", + "subsurface" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "diagnostic", + "diagnosed", + "symptomatic", + "contamination", + "evidence", + "diagnosis", + "etiology" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "investigated", + "suspected", + "implicated", + "evidence", + "suspect", + "exacerbated", + "suggestive" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "exacerbated", + "suspected", + "suspect", + "symptoms", + "diagnosed", + "etiology", + "symptomatic", + "Diagnosis" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Afterwards", + "Later", + "suggesting", + "Eventually", + "Which", + "whereas", + "Consequently", + "Ultimately" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Afterwards", + "furthermore", + "Consequently", + "meanwhile", + "Furthermore", + "Also", + "Later", + "Meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Similarly", + "Similarly", + "meanwhile", + "furthermore", + "Conversely", + "Furthermore", + "Afterwards", + "conversely" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "conversely", + "Though", + "Similarly", + "Similarly", + "furthermore", + "likewise", + "lately" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "Similar", + "Similar", + "lately", + "Meanwhile", + "Similarly", + "Similarly", + "Findings" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Yet", + "Similar", + "Likely", + "Experts" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Likely", + "Investigators", + "Similar", + "Experts", + "Consequently", + "Yet", + "Possible" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "hypotheses", + "Analyses", + "Hence", + "hypothesis", + "Hypothesis", + "Consequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Analyses", + "Stress", + "Stress", + "Proposed", + "This", + "SEM", + "Hence" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Analyses", + "Proposed", + "Stress", + "This", + "Stress", + "Fracture" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Stress", + "Possible", + "Proposed", + "Theories", + "Fracture", + "Experimental", + "Considering", + "This" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Grain", + "Stress", + "High", + "Strain", + "Micro", + "Fracture" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 47863, + 111632, + 122902, + 190990, + 161779, + 140742, + 153382, + 221524, + 162038, + 74820, + 33988, + 85092, + 70655, + 79598, + 86527, + 69470, + 28708, + 32487, + 71378, + 25491, + 21376, + 7065, + 4472, + 3550, + 17862, + 5243 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 125830, + 15000, + 11012, + 50181, + 67073, + 21453, + 3025, + 15200, + 4003, + 4179, + 7220, + 9331, + 6756, + 9425, + 47520, + 50296, + 37348, + 15389, + 9857, + 812, + 333, + 156, + 964, + 411, + 309, + 163 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 125177, + 116655, + 88513, + 140395, + 151582, + 91920, + 11331, + 11671, + 4654, + 1712, + 662, + 757, + 1454, + 8258, + 117231, + 145534, + 152938, + 219499, + 181557, + 154403, + 151881, + 47621, + 89465, + 71415, + 46274, + 16096 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 5330, + 58817, + 2421, + 24776, + 247135, + 241851, + 114330, + 65386, + 38012, + 2232, + 3930, + 487, + 887, + 2455 + ] + }, + { + "label": "diffusion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 20768, + 13735, + 63467, + 213498, + 130038, + 74390, + 24354, + 3184, + 13557, + 304, + 987, + 845, + 1605, + 604 + ] + }, + { + "label": "cavity", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 261876, + 221354, + 218202, + 190867, + 36251, + 19230, + 60188, + 12693, + 40805, + 38168, + 57831, + 76917, + 107472, + 45599 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "during", + "score": 15.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "segment", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "high", + "output_checked": true + }, + { + "concept": "several", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "produced", + "output_checked": true + }, + { + "concept": "which", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "significant", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "flawless", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "nearly", + "output_checked": true + }, + { + "concept": "the", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "along", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "increase", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "exhibiting", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "cracks", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "found", + "output_checked": true + }, + { + "concept": "evidence", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-high-temperature-deformation-05__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-high-temperature-deformation-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-high-temperature-deformation-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-high-temperature-deformation-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-high-temperature-deformation-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-particle-strengthening-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Hard-particle obstacle strengthening 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A metal contains a dense dispersion of hard nonshearable nanoscale particles. Lattice line imperfections curve between neighboring particles and leave loops around them as load increases.", + "prompt_tail": "spersion of hard nonshearable nanoscale particles. Lattice line imperfections curve between neighboring particles and leave loops around them as load increases.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 1474, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 2670 + }, + { + "label": "bowing", + "best_rank": 1123, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 650 + }, + { + "label": "strengthening", + "best_rank": 166, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 37 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "asion", + "ammed" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "alike", + "lle", + "ii", + "persons", + "leness", + "sic", + "etc" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "gonna", + "persons", + "thru", + "etc", + "etc", + "afield" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "gonna", + "alike", + "kids", + "lle", + "goalie", + "persons", + "oides", + "afuera" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "stuff", + "alike", + "gotta", + "everybody", + "guy", + "anybody", + "doings" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "gonna", + "everybody", + "AKA", + "afterwards", + "able", + "oides", + "landers" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "toward", + "they", + "nearby", + "their", + "soon", + "them", + "landers" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "toward", + "apiece", + "Toward", + "rons", + "ossos", + "Toward", + "meanwhile" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "Colored", + "ossos", + "incipient", + "spur", + "subl", + "apiece", + "sufferers" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "deform", + "incipient", + "subsurface", + "microm", + "subl", + "metastable", + "fissures", + "piezoelectric" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "incipient", + "observable", + "metastable", + "visible", + "observed", + "microm", + "subsurface" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "visualizing", + "deform", + "visualized", + "visible", + "metastable", + "visible", + "Deformation" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "fissures", + "formations", + "metastability", + "visible", + "deformations" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "observations", + "Eventually", + "observed", + "observable" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Eventually", + "Furthermore", + "Later", + "Afterwards", + "subsequently", + "Suddenly", + "Which" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Eventually", + "Consequently", + "Later", + "Furthermore", + "Furthermore", + "furthermore", + "Then", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "conversely", + "Eventually", + "Eventually", + "furthermore", + "Furthermore", + "later", + "Later", + "meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "these", + "Eventually", + "conversely", + "furthermore", + "eventually", + "whereas", + "During" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "these", + "These", + "this", + "Eventually", + "meanwhile", + "Consequently", + "furthermore", + "This" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Eventually", + "these", + "These", + "This", + "Consequently", + "meanwhile", + "this", + "Eventually" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Eventually", + "these", + "These", + "this", + "This", + "Consequently", + "meanwhile", + "Eventually" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "these", + "this", + "These", + "Eventually", + "This", + "Consequently", + "These" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Eventually", + "These", + "deformation", + "elastic", + "Consequently", + "Finally", + "Eventually", + "Deformation" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Eventually", + "These", + "Consequently", + "elastic", + "This", + "Deformation", + "dislocations", + "Recently" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Eventually", + "These", + "This", + "Dislocations", + "Consequently", + "Finally", + "Deformation", + "Fracture" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "When", + "At", + "Eventually", + "Dislocations", + "Mechanical" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 77914, + 207735, + 229888, + 189051, + 150851, + 56282, + 6882, + 10805, + 948, + 2603, + 1475, + 2055, + 3771, + 4924, + 18369, + 25115, + 20555, + 19719, + 21108, + 3364, + 2103, + 1960, + 4183, + 3728, + 1271, + 1498 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 230561, + 231730, + 193600, + 111769, + 46050, + 17009, + 22235, + 50260, + 31071, + 5734, + 9387, + 28851, + 55215, + 65487, + 35632, + 40772, + 49630, + 75459, + 77142, + 35296, + 10012, + 3722, + 1124, + 1555, + 3575, + 11361 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 188826, + 217495, + 215479, + 236653, + 239784, + 131343, + 10822, + 92055, + 122435, + 24584, + 45967, + 37589, + 32001, + 47069, + 2467, + 7303, + 2494, + 6535, + 8813, + 7092, + 1329, + 256, + 167, + 296, + 121, + 396 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 54183, + 200826, + 143146, + 200152, + 86684, + 176271, + 138266, + 39352, + 119619, + 17801, + 5533, + 5322, + 3854, + 2671 + ] + }, + { + "label": "bowing", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 112522, + 125129, + 869, + 817, + 240327, + 27634, + 9979, + 121189, + 52648, + 11608, + 1528, + 3097, + 976, + 651 + ] + }, + { + "label": "strengthening", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 240682, + 113065, + 86395, + 108492, + 212360, + 88164, + 27341, + 74342, + 2393, + 998, + 206, + 38, + 69, + 129 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 17.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "several", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "these", + "score": 11.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "between", + "output_checked": true + }, + { + "concept": "mixture", + "score": 11.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "which", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "line", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "whereas", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "A", + "output_checked": true + }, + { + "concept": "they", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "as", + "output_checked": true + }, + { + "concept": "alloy", + "score": 6.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "quarters", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "able", + "output_checked": true + }, + { + "concept": "Eventually", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-particle-strengthening-01__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-particle-strengthening-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-particle-strengthening-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-particle-strengthening-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-particle-strengthening-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-particle-strengthening-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Hard-particle obstacle strengthening 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Heat treatment creates many fine second-phase particles that resist cutting. Moving line defects must arc between the particles, and reducing their spacing raises the required stress.", + "prompt_tail": "many fine second-phase particles that resist cutting. Moving line defects must arc between the particles, and reducing their spacing raises the required stress.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 255, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 136 + }, + { + "label": "bowing", + "best_rank": 2126, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 205 + }, + { + "label": "strengthening", + "best_rank": 51, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 18 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "asion", + "also", + "ammed", + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "lle", + "alike", + "ients", + "ii", + "persons", + "atre" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "alike", + "ain", + "lle", + "needful", + "till", + "persons" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "leness", + "doings", + "germs", + "gonna", + "bly", + "oides" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "gonna", + "doings", + "ioso", + "edly", + "leness", + "sic", + "toward" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "toward", + "also", + "lessening", + "leness", + "fires", + "hes" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "toward", + "thus", + "concerning", + "lately", + "dependence", + "against", + "tendency", + "alike" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "Moreover", + "thereby", + "meanwhile", + "toward", + "thus", + "alike" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "furthermore", + "requiring", + "Moreover", + "necessitating", + "demanding", + "increased", + "increase", + "demand" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "demanding", + "straining", + "tensile", + "strain", + "requiring", + "increase", + "forcing", + "resistive" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "demanding", + "forcing", + "increase", + "increased", + "requiring", + "intensification" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "forcing", + "intensification", + "intensified", + "intensifying", + "increased", + "increase", + "increasing", + "weakening" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "increased", + "Increasing", + "increasing", + "increase", + "increases", + "intensification" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "consequently", + "increases", + "increasing", + "Increasing", + "thus", + "thereby" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Eventually", + "Ultimately", + "furthermore", + "consequently", + "ultimately", + "Furthermore", + "subsequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "Consequently", + "Eventually", + "Furthermore", + "Furthermore", + "Also", + "Ultimately", + "Similarly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Ultimately", + "Conversely", + "meanwhile", + "Eventually", + "Similarly", + "Furthermore", + "similarly", + "likewise" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "conversely", + "furthermore", + "Similarly", + "meanwhile", + "accordingly", + "Similarly", + "similarly", + "likewise" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Therefore", + "therefore", + "thus", + "Thus", + "meanwhile", + "furthermore", + "Consequently", + "accordingly" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "therefore", + "thus", + "Consequently", + "Therefore", + "accordingly", + "Thus", + "consequently", + "this" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "therefore", + "Therefore", + "thus", + "Consequently", + "This", + "this", + "hence", + "Hence" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "therefore", + "This", + "Therefore", + "Consequently", + "thus", + "Hence", + "hence" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Therefore", + "therefore", + "Conversely", + "Consequently", + "Similarly", + "thus", + "Therefore" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Therefore", + "Consequently", + "Similarly", + "Conversely", + "This", + "therefore", + "harder" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "Therefore", + "Conversely", + "This", + "Similarly", + "Dislocations", + "Increasing", + "Reducing" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "Therefore", + "Hard", + "Heat", + "In", + "Grain", + "Thus", + "Cold" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 95970, + 209699, + 227247, + 152679, + 153214, + 32677, + 8987, + 10899, + 10145, + 2322, + 16328, + 6967, + 8472, + 21436, + 20803, + 32154, + 34154, + 34604, + 12523, + 2221, + 896, + 471, + 346, + 256, + 73, + 141 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 228297, + 215354, + 161649, + 112563, + 69933, + 17770, + 42329, + 90502, + 42637, + 8915, + 14084, + 56665, + 49369, + 56535, + 34308, + 51109, + 53320, + 46898, + 72206, + 52686, + 27369, + 4023, + 2127, + 2242, + 2856, + 30377 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 177451, + 204974, + 201577, + 223526, + 226142, + 86669, + 6567, + 47865, + 4041, + 336, + 262, + 195, + 108, + 186, + 1012, + 2199, + 2373, + 5119, + 3562, + 1706, + 451, + 80, + 52, + 67, + 12, + 62 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 31771, + 144513, + 198071, + 163410, + 94807, + 144838, + 161340, + 19833, + 52146, + 1985, + 545, + 728, + 231, + 137 + ] + }, + { + "label": "bowing", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 146169, + 14012, + 206, + 825, + 183440, + 21648, + 12176, + 118496, + 47203, + 56309, + 24079, + 6067, + 4359, + 2077 + ] + }, + { + "label": "strengthening", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 247081, + 128844, + 37383, + 44479, + 119610, + 66612, + 68273, + 126880, + 5777, + 446, + 109, + 19, + 19, + 32 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 22.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "these", + "score": 19.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "that", + "output_checked": true + }, + { + "concept": "which", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "that", + "output_checked": true + }, + { + "concept": "resistance", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "resist", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 9.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "this", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Moving", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "treatment", + "output_checked": true + }, + { + "concept": "cutters", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Moving", + "output_checked": true + }, + { + "concept": "overcome", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "must", + "output_checked": true + }, + { + "concept": "toughness", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "therefore", + "score": 6.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "must", + "output_checked": true + }, + { + "concept": "examples", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "fine", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-particle-strengthening-02__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-particle-strengthening-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-particle-strengthening-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-particle-strengthening-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-particle-strengthening-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-particle-strengthening-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Hard-particle obstacle strengthening 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Electron microscopy after deformation shows loops encircling rigid particles within a metal matrix. The particles were too hard for moving lattice imperfections to pass through directly.", + "prompt_tail": "deformation shows loops encircling rigid particles within a metal matrix. The particles were too hard for moving lattice imperfections to pass through directly.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 1366, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 528 + }, + { + "label": "bowing", + "best_rank": 257, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 152 + }, + { + "label": "strengthening", + "best_rank": 1299, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 225 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "asion", + "ammed" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "etc", + "lle", + "basically", + "persons", + "somebody" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "basically", + "etc", + "etc", + "anybody", + "alike" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "maupun", + "afterward", + "downtown", + "awhile", + "Oklahoma", + "mittal", + "drywall" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "maupun", + "gonna", + "thru", + "AKA", + "thru", + "thats", + "basically" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "because", + "which", + "Also", + "also", + "gonna", + "awhile", + "thats", + "afterward" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "enough", + "basically", + "they", + "which", + "because", + "mostly", + "however", + "whoever" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "whereas", + "they", + "although", + "also", + "which", + "enough", + "however" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "hence", + "probably", + "although", + "enough", + "olites", + "sometime", + "bakal", + "furthermore" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "geology", + "geologic", + "shielded", + "deflect", + "geological", + "resistant", + "circumvent" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "resistant", + "forced", + "deflect", + "shielded", + "forcing", + "circumvent", + "geologic" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "forcing", + "blockage", + "forced", + "blocking", + "preventing", + "forcing", + "resistant" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "forced", + "forcing", + "preventing", + "resisted", + "blockage", + "resisting" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "forced", + "forcing", + "preventing", + "therefore", + "deshalb" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Furthermore", + "Because", + "furthermore", + "Although", + "However", + "Consequently", + "because" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "furthermore", + "Consequently", + "Consequently", + "Furthermore", + "Also", + "Because", + "consequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "consequently", + "Consequently", + "instead", + "conversely", + "Furthermore", + "furthermore", + "meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "therefore", + "Therefore", + "Consequently", + "Consequently", + "hence", + "thus", + "conversely", + "meanwhile" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "thus", + "therefore", + "Consequently", + "consequently", + "Therefore", + "hence", + "meanwhile", + "Consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "therefore", + "consequently", + "Consequently", + "thus", + "instead", + "hence", + "accordingly" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "therefore", + "consequently", + "Consequently", + "thus", + "instead", + "Instead", + "hence" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "consequently", + "therefore", + "Consequently", + "thus", + "hence", + "Therefore", + "Instead" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Consequently", + "Consequently", + "therefore", + "consequently", + "thus", + "Therefore", + "Thus", + "Instead" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "Instead", + "therefore", + "Therefore", + "thus", + "Thus" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "Instead", + "Consequently", + "These", + "Therefore", + "Dislocations", + "consequently", + "Thus" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "Instead", + "Consequently", + "These", + "Therefore", + "Thus", + "This", + "Dislocations" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 67812, + 175968, + 215617, + 171001, + 135245, + 81792, + 49049, + 31113, + 48341, + 10158, + 20311, + 23230, + 65456, + 26815, + 30371, + 65498, + 51022, + 73482, + 10691, + 2268, + 1367, + 1405, + 2347, + 1419, + 392, + 835 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 210916, + 223697, + 215839, + 152410, + 112183, + 64368, + 58920, + 119335, + 69023, + 27045, + 59770, + 147073, + 158733, + 147763, + 63050, + 79457, + 39308, + 27918, + 29476, + 16604, + 4911, + 874, + 309, + 258, + 339, + 6653 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 173279, + 206633, + 192431, + 217375, + 228139, + 177628, + 78837, + 194346, + 157052, + 121838, + 103893, + 142664, + 115429, + 75407, + 3137, + 13292, + 6849, + 16016, + 13932, + 14447, + 6239, + 3368, + 1300, + 1922, + 640, + 1949 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 28228, + 130079, + 218590, + 200270, + 129200, + 170699, + 184803, + 141596, + 97152, + 8820, + 1893, + 1989, + 981, + 529 + ] + }, + { + "label": "bowing", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 133222, + 50685, + 1553, + 875, + 248336, + 90416, + 27865, + 134492, + 75046, + 11232, + 1893, + 652, + 369, + 153 + ] + }, + { + "label": "strengthening", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 246787, + 165019, + 95687, + 119891, + 186895, + 63258, + 97815, + 81990, + 7487, + 2969, + 1236, + 275, + 226, + 385 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "too", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 12.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "cling", + "output_checked": true + }, + { + "concept": "was", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "and", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "loops", + "output_checked": true + }, + { + "concept": "whereas", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 7.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "loops", + "output_checked": true + }, + { + "concept": "them", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "for", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "alloy", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "sections", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "rigid", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-particle-strengthening-03__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-particle-strengthening-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-particle-strengthening-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-particle-strengthening-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-particle-strengthening-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-particle-strengthening-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Hard-particle obstacle strengthening 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "An aged alloy gains yield strength from closely spaced stable particles. Under load, flexible line imperfections bend around each obstacle rather than slicing it.", + "prompt_tail": " aged alloy gains yield strength from closely spaced stable particles. Under load, flexible line imperfections bend around each obstacle rather than slicing it.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 1041, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 597 + }, + { + "label": "bowing", + "best_rank": 5413, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 1983 + }, + { + "label": "strengthening", + "best_rank": 37, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 13 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Also" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "thing", + "lle", + "basically", + "guys", + "stuff", + "atre" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "gotta", + "basically", + "stuff", + "guys", + "thing", + "yeah", + "thats" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "gonna", + "guy", + "kids", + "oides", + "guys", + "leness", + "gotta", + "AKA" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "gotta", + "guy", + "nobody", + "basically", + "guys", + "stuff", + "somebody" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "gonna", + "afterwards", + "everybody", + "anybody", + "wala", + "basically", + "which", + "AKA" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "toward", + "bunch", + "nearby", + "thus", + "blades", + "later", + "arily", + "mostly" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "meanwhile", + "furthermore", + "rons", + "thus", + "midst", + "leness", + "whereas" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "laminar", + "aminar", + "rather", + "albeit", + "ively", + "meniscus", + "oidal", + "albeit" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "laminar", + "hydrodynamic", + "frictionless", + "subsonic", + "subsurface", + "viscoelastic", + "piezoelectric", + "slowing" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "slowing", + "resistive", + "laminar", + "subsonic", + "frictionless", + "ductile", + "resilient", + "analogous" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "slowing", + "subsonic", + "slows", + "toughness", + "analogous", + "resisting", + "resistive" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "slowing", + "slows", + "protecting", + "analogy", + "protect", + "protects", + "protective" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "slowing", + "slows", + "analogy", + "slower", + "slow", + "slowed", + "slowdown" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Consequently", + "Consequently", + "consequently", + "Eventually", + "Which", + "Successfully", + "furthermore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "Ultimately", + "Eventually", + "Consequently", + "furthermore", + "Then", + "Therefore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "consequently", + "Consequently", + "Eventually", + "Consequently", + "Furthermore", + "whereas", + "thereby", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Eventually", + "consequently", + "accordingly", + "Consequently", + "therefore", + "this", + "thus", + "thereby" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Consequently", + "this", + "these", + "This", + "These", + "therefore", + "thereby" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "this", + "thus", + "consequently", + "therefore", + "This", + "Consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "Consequently", + "thus", + "therefore", + "hence", + "consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Consequently", + "This", + "this" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Consequently", + "this", + "Therefore", + "thus", + "Thus", + "Hence" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "Consequently", + "This", + "Therefore", + "Thus" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Consequently", + "this", + "Increasing", + "Therefore", + "Result", + "Dislocations" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "Thus", + "As", + "Result", + "Consequently", + "Grain" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 70019, + 214463, + 224318, + 169835, + 166875, + 66491, + 26355, + 57847, + 48906, + 7292, + 11520, + 12374, + 26219, + 42876, + 23652, + 42823, + 41274, + 76538, + 26578, + 4197, + 1957, + 1042, + 1159, + 1141, + 642, + 283 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 225127, + 211091, + 116951, + 34100, + 11452, + 14593, + 1798, + 24535, + 2710, + 2066, + 5414, + 55432, + 40799, + 20458, + 39860, + 47183, + 42757, + 62030, + 63253, + 51879, + 34983, + 5482, + 6096, + 6343, + 9979, + 25613 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 156969, + 219761, + 232934, + 252040, + 254988, + 106253, + 51962, + 128291, + 98955, + 32668, + 19276, + 4704, + 4623, + 16514, + 1212, + 3920, + 838, + 655, + 1456, + 759, + 458, + 130, + 38, + 46, + 13, + 49 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 43210, + 202312, + 196891, + 175650, + 72710, + 186618, + 201468, + 139707, + 173472, + 13401, + 1677, + 1467, + 738, + 598 + ] + }, + { + "label": "bowing", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 151149, + 121919, + 1984, + 6339, + 217063, + 33337, + 9255, + 119149, + 32844, + 33513, + 28556, + 8412, + 7110, + 3938 + ] + }, + { + "label": "strengthening", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 234801, + 178430, + 82586, + 113742, + 196635, + 97967, + 34723, + 7003, + 759, + 180, + 128, + 26, + 14, + 26 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "these", + "score": 20.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "around", + "output_checked": true + }, + { + "concept": "because", + "score": 19.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "alloying", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "closely", + "output_checked": true + }, + { + "concept": "them", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "around", + "output_checked": true + }, + { + "concept": "this", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Under", + "output_checked": true + }, + { + "concept": "causing", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "other", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "each", + "output_checked": true + }, + { + "concept": "through", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "gains", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "and", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "flexible", + "output_checked": true + }, + { + "concept": "individuals", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "flexible", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-particle-strengthening-04__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-particle-strengthening-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-particle-strengthening-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-particle-strengthening-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-particle-strengthening-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-particle-strengthening-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Hard-particle obstacle strengthening 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A fixed particle volume fraction is refined into a larger number of smaller nonshearable obstacles. The free span available to a moving line imperfection decreases markedly.", + "prompt_tail": "cle volume fraction is refined into a larger number of smaller nonshearable obstacles. The free span available to a moving line imperfection decreases markedly.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 3263, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 2850 + }, + { + "label": "bowing", + "best_rank": 13022, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 77 + }, + { + "label": "strengthening", + "best_rank": 345, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 180 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "asion" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "lle", + "persons", + "zis" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "persons", + "sebagainya", + "lle" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "sebagainya", + "persons", + "thence" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "persons", + "inasmuch" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "characterised", + "inasmuch" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "concomitant", + "markedly", + "consequent", + "concomit", + "consequently", + "diminution", + "considerably" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "Moreover", + "Consequently", + "Furthermore", + "whereas", + "consequently" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Furthermore", + "Moreover", + "Consequently", + "consequently", + "Furthermore", + "necessitating", + "furthermore", + "concomitant" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "agglomer", + "constricted", + "density", + "spatially", + "intensified", + "constrained", + "anthropogenic", + "geometrically" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "intensification", + "density", + "intensified", + "constricted", + "spatially", + "constrained", + "agglomer" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "intensification", + "intensified", + "Consequently", + "increased", + "forcing", + "Increased", + "intensifying" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Consequently", + "Consequently", + "intensification", + "Increased", + "intensified", + "Increasing" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Consequently", + "Consequently", + "constricted", + "Increased", + "intensified", + "forcing", + "constriction" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Consequently", + "Consequently", + "whereas", + "Furthermore", + "Several", + "Nevertheless", + "whilst" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Furthermore", + "Consequently", + "Consequently", + "furthermore", + "Similarly", + "Meanwhile", + "whereas" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "conversely", + "Consequently", + "Furthermore", + "furthermore", + "Furthermore", + "whereas", + "Consequently", + "consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "consequently", + "Consequently", + "Similarly", + "Meanwhile", + "therefore", + "while", + "whereas", + "Furthermore" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "furthermore", + "therefore", + "meanwhile", + "Similarly", + "Furthermore" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "therefore", + "accordingly", + "correspondingly", + "conversely", + "furthermore" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "therefore", + "accordingly", + "conversely", + "meanwhile", + "Similarly" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "Simultaneously", + "correspondingly", + "Conversely", + "conversely", + "Similarly" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "Simultaneously", + "Similarly", + "correspondingly", + "Conversely", + "Therefore" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "Simultaneously", + "Similarly", + "Conversely", + "correspondingly", + "The" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "Consequently", + "The", + "Simultaneously", + "Similarly", + "This", + "Conversely", + "correspondingly" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Consequently", + "In", + "A", + "Therefore", + "The", + "If" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 66155, + 154065, + 170015, + 80265, + 86900, + 31288, + 2586, + 1322, + 1568, + 665, + 5916, + 8132, + 21512, + 19769, + 7993, + 20172, + 21309, + 40598, + 24309, + 10471, + 7720, + 3264, + 6007, + 6431, + 2656, + 2650 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 236393, + 238681, + 214802, + 224786, + 179440, + 159381, + 117756, + 166446, + 103174, + 70199, + 132408, + 159730, + 175127, + 146855, + 51022, + 66479, + 36555, + 36192, + 51726, + 44038, + 35693, + 16744, + 13023, + 18077, + 24822, + 38477 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 167328, + 191205, + 192919, + 186683, + 180638, + 72798, + 4964, + 23259, + 8520, + 2807, + 1261, + 359, + 346, + 446, + 2850, + 6117, + 2239, + 2027, + 3472, + 7088, + 2533, + 1070, + 1152, + 1685, + 724, + 1757 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 36545, + 206835, + 167069, + 210216, + 70119, + 202902, + 193937, + 101382, + 141853, + 24451, + 11147, + 6170, + 3282, + 2851 + ] + }, + { + "label": "bowing", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 123210, + 45219, + 78, + 310, + 241801, + 66724, + 21595, + 64502, + 52670, + 66523, + 64182, + 35271, + 18167, + 11623 + ] + }, + { + "label": "strengthening", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 222126, + 61760, + 50762, + 50984, + 214971, + 120277, + 59013, + 90252, + 740, + 1379, + 536, + 181, + 223, + 392 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 17.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "fixed", + "output_checked": true + }, + { + "concept": "between", + "score": 12.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "span", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 10.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "stationary", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "several", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "into", + "output_checked": true + }, + { + "concept": "whereas", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "into", + "output_checked": true + }, + { + "concept": "density", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "volume", + "output_checked": true + }, + { + "concept": "became", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "available", + "output_checked": true + }, + { + "concept": "particles", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "existed", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "this", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "was", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "imperfection", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-particle-strengthening-05__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-particle-strengthening-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-particle-strengthening-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-particle-strengthening-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-particle-strengthening-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-rapid-transformation-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Rapid diffusionless steel transformation 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Austenitic steel is cooled so quickly that long-range atomic redistribution cannot occur. A hard needle-like product forms by coordinated lattice motion, and its body-centered cell is elongated along one axis.", + "prompt_tail": "ange atomic redistribution cannot occur. A hard needle-like product forms by coordinated lattice motion, and its body-centered cell is elongated along one axis.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 41 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 5192, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 41, + "logit_lens_best_rank": 703 + }, + { + "label": "Bain", + "best_rank": 41226, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 41, + "logit_lens_best_rank": 8624 + }, + { + "label": "tetragonal", + "best_rank": 154, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 41, + "logit_lens_best_rank": 6877 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "asion", + "ammed" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "leness", + "gonna", + "atre", + "ii", + "zes", + "alike", + "lle" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "gonna", + "lle", + "xd", + "persons", + "leness", + "mente" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "yses", + "oides", + "leness", + "persons", + "edly", + "iosos", + "Miscellaneous", + "ioso" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "yses", + "leness", + "persons", + "edly", + "oides", + "osite" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "although", + "Characteristics", + "Miscellaneous", + "Moreover", + "Although", + "Concerning", + "yses" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereby", + "although", + "although", + "Miscellaneous", + "subsequently", + "consequently", + "characteristics", + "therefore" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "Moreover", + "thus", + "furthermore", + "thereto", + "whereas", + "moreover", + "likewise" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "anisotropic", + "characteristic", + "geometrical", + "thereby", + "Moreover", + "elongated", + "isotropic", + "spatially" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "anisotropic", + "characteristic", + "hypertro", + "isotropic", + "geometrically", + "elongated", + "characteristics", + "isotropic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "characteristic", + "anisotropic", + "geometrically", + "perpendicular", + "spatially", + "morphology", + "hypertro", + "anatomical" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "characteristic", + "characteristics", + "shape", + "deform", + "deformation", + "anisotropic", + "Shape" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "characteristics", + "deformed", + "deform", + "Characteristics", + "genetically" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "deformed", + "characteristics", + "characteristic", + "deform", + "genetically", + "deformation" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Eventually", + "Consequently", + "which", + "although", + "furthermore", + "Suddenly", + "Nevertheless", + "Which" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "Consequently", + "Furthermore", + "This", + "Afterwards", + "Later", + "Eventually", + "Meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "whereas", + "this", + "Consequently", + "Perhaps", + "Meanwhile", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "whereas", + "furthermore", + "meanwhile", + "Furthermore", + "conversely", + "this", + "Similarly", + "Consequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "meanwhile", + "furthermore", + "This", + "whereas", + "Consequently", + "Compared" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Consequently", + "This", + "furthermore", + "What", + "Which", + "meanwhile" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "This", + "Consequently", + "What", + "Therefore", + "Hence", + "Which" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "Consequently", + "Hence", + "This", + "Furthermore", + "Therefore" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Hence", + "Therefore", + "this", + "Consequently", + "This", + "Similarly", + "Hence" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Consequently", + "Hence", + "Similarly", + "Therefore", + "This", + "this", + "Meanwhile" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "Similarly", + "Compared", + "Hence", + "Which", + "What" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "It", + "What", + "A", + "In", + "Such", + "Here" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 129067, + 68732, + 57770, + 144432, + 104544, + 74969, + 88424, + 31992, + 17267, + 8977, + 5193, + 6737, + 25681, + 45047, + 95252, + 100325, + 93674, + 55113, + 42352, + 35729, + 18124, + 14290, + 15036, + 5613, + 2686, + 89 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 102083, + 85299, + 109219, + 162216, + 136797, + 90348, + 80233, + 82694, + 51176, + 33607, + 84965, + 121235, + 130666, + 72291, + 117997, + 136868, + 170639, + 148534, + 99060, + 72511, + 69164, + 41227, + 53717, + 48555, + 11698, + 1788 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 126805, + 154249, + 215627, + 105739, + 106976, + 77646, + 30523, + 19160, + 1133, + 634, + 339, + 268, + 155, + 271, + 211390, + 238147, + 232329, + 213724, + 199223, + 132794, + 106250, + 55350, + 52837, + 61777, + 48582, + 29529 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 27271, + 52523, + 102599, + 11061, + 179168, + 117542, + 106454, + 19986, + 4312, + 704, + 2088, + 4251, + 8360, + 3802 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 147399, + 22250, + 187804, + 35801, + 148842, + 139733, + 65871, + 222963, + 32851, + 8625, + 64250, + 63668, + 53223, + 81669 + ] + }, + { + "label": "tetragonal", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 226382, + 142083, + 200870, + 89113, + 115627, + 132359, + 80879, + 44907, + 111065, + 10006, + 6878, + 18077, + 38952, + 48206 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 41.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "quickly", + "output_checked": true + }, + { + "concept": "became", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "body", + "output_checked": true + }, + { + "concept": "martens", + "score": 12.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "is", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "like", + "output_checked": true + }, + { + "concept": "which", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "therefore", + "score": 8.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "characterized", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "is", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "needle", + "output_checked": true + }, + { + "concept": "nucleation", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "while", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "elongated", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-rapid-transformation-01__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-rapid-transformation-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-rapid-transformation-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-rapid-transformation-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-rapid-transformation-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-rapid-transformation-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Rapid diffusionless steel transformation 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Rapid quenching produces thin laths without allowing carbon to redistribute over long distances. The product lattice is body-centered but has unequal axial dimensions.", + "prompt_tail": "uenching produces thin laths without allowing carbon to redistribute over long distances. The product lattice is body-centered but has unequal axial dimensions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 2181, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 884 + }, + { + "label": "Bain", + "best_rank": 3737, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 4820 + }, + { + "label": "tetragonal", + "best_rank": 225, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 740 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Also", + "ammed", + "asion", + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "leness", + "gonna", + "lle", + "zes", + "eded", + "zis" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "leness", + "sebagainya", + "gonna", + "ients" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "oides", + "yses", + "persons", + "leness", + "cedures" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "sic", + "yses", + "udian", + "maupun" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "therefore", + "also", + "which", + "Also", + "yses", + "Characteristics" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "therefore", + "characteristics", + "thereto", + "persons", + "subordinated", + "characterized", + "Characteristics" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "persons", + "thereto", + "characteristics", + "furthermore", + "whereas", + "Miscellaneous" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "geometrical", + "anisotropic", + "Moreover", + "geometrically", + "geometria", + "characteristics", + "isotropic" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "anisotropic", + "geometrically", + "asymmetrical", + "isotropic", + "anisotropy", + "geometrical", + "characteristic", + "anisot" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "anisotropic", + "geometrically", + "characteristic", + "asymmetrical", + "isotropic", + "geometrical", + "deform", + "anisotropy" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "anisotropic", + "characteristic", + "characteristics", + "deform", + "anisotropy", + "deformation", + "geometri" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "anisotropic", + "characteristics", + "Characteristics", + "Characteristic" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "characteristic", + "characteristics", + "Characteristics", + "Characteristics", + "resultante" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "whereas", + "Furthermore", + "which", + "although", + "Eventually", + "furthermore", + "demonstrating" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "whereas", + "Because", + "Furthermore", + "Eventually", + "Consequently", + "furthermore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "whereas", + "furthermore", + "Consequently", + "because", + "Consequently", + "this", + "Furthermore", + "Furthermore" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "these", + "this", + "whereas", + "furthermore", + "Consequently", + "therefore", + "Furthermore", + "These" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "Consequently", + "this", + "therefore", + "these", + "Because", + "whereas", + "Therefore" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "this", + "This", + "therefore", + "Therefore", + "whereas", + "Hence" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "Consequently", + "therefore", + "Therefore", + "hence", + "thus" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Consequently", + "Hence", + "these", + "Therefore" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "Therefore", + "Consequently", + "Hence", + "Thus", + "therefore" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "Hence", + "Thus" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Consequently", + "Rapid", + "Therefore", + "Such", + "Because", + "Compared", + "this" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Rapid", + "These", + "Such", + "A", + "It", + "In" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 138909, + 56213, + 65319, + 115614, + 62728, + 37110, + 44290, + 32644, + 21369, + 16910, + 6210, + 8181, + 52685, + 79749, + 36484, + 74194, + 59826, + 28180, + 25544, + 34477, + 14951, + 4255, + 4644, + 2182, + 1908, + 802 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 99491, + 103889, + 135387, + 143221, + 118888, + 108960, + 60410, + 61492, + 53854, + 64888, + 113170, + 126427, + 134965, + 79326, + 102122, + 137520, + 180708, + 116727, + 71235, + 40133, + 24874, + 6672, + 5453, + 3738, + 1290, + 555 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 106643, + 124464, + 101395, + 62990, + 86472, + 49799, + 31836, + 24233, + 1374, + 509, + 566, + 523, + 226, + 295, + 238488, + 244228, + 234984, + 212670, + 204559, + 77746, + 41138, + 19800, + 6133, + 4902, + 6211, + 16833 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 37618, + 61775, + 86387, + 5548, + 176816, + 83372, + 64660, + 26818, + 1701, + 1157, + 972, + 1312, + 1694, + 885 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 165430, + 22744, + 133096, + 19322, + 155053, + 141503, + 100585, + 65158, + 35051, + 6385, + 18549, + 5451, + 4821, + 5601 + ] + }, + { + "label": "tetragonal", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 224007, + 211158, + 209975, + 165867, + 108495, + 155963, + 120297, + 2669, + 42018, + 1235, + 741, + 2379, + 3926, + 3573 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "whereas", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "retains", + "score": 8.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "product", + "output_checked": true + }, + { + "concept": "several", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "produces", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "l", + "output_checked": true + }, + { + "concept": "further", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "allowing", + "output_checked": true + }, + { + "concept": "longer", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "over", + "output_checked": true + }, + { + "concept": "films", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "thin", + "output_checked": true + }, + { + "concept": "nucleation", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "without", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "sexes", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "unequal", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-rapid-transformation-02__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-rapid-transformation-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-rapid-transformation-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-rapid-transformation-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-rapid-transformation-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-rapid-transformation-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Rapid diffusionless steel transformation 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A steel sample transforms almost instantaneously during severe cooling. Atoms move cooperatively over short distances, producing a hard plate-like phase with one stretched unit-cell axis.", + "prompt_tail": "lmost instantaneously during severe cooling. Atoms move cooperatively over short distances, producing a hard plate-like phase with one stretched unit-cell axis.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 1625, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 2289 + }, + { + "label": "Bain", + "best_rank": 2665, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 1185 + }, + { + "label": "tetragonal", + "best_rank": 78, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 3026 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "orry", + "oba" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "alike", + "gonna", + "wards", + "lle", + "atre", + "ii", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "aid", + "whilst", + "ii", + "wards", + "thereof" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "goers", + "yses", + "alike", + "oused", + "ifold", + "aken", + "uum", + "sprites" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "edly", + "aken", + "mente", + "aid", + "CTED", + "oid", + "toward" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "filmed", + "CTED", + "filmmaking", + "goers", + "filming", + "otrophic" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "later", + "notable", + "thence", + "preparatory", + "subsequently", + "subsequent", + "wards" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "presently", + "notable", + "edly", + "hence", + "comprising", + "commenced", + "composition", + "sometime" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "anisotropic", + "anisotropy", + "perpendicular", + "perpendicularly", + "pendicular", + "uniaxial", + "cylind", + "orientation" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "anisotropic", + "anisotropy", + "perpendicular", + "stabilized", + "characteristic", + "horizontal", + "genetically", + "geometrically" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "perpendicular", + "anisotropic", + "horizontal", + "genetically", + "modification", + "characteristic", + "anisotropy", + "stabilized" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "genetically", + "anisotropic", + "perpendicular", + "characteristic", + "formation", + "orientation", + "axial", + "deformation" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "genetically", + "uniaxial", + "characteristic", + "anisotropic", + "anisotropy", + "deformation", + "perpendicular", + "protrusion" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "genetically", + "characteristic", + "specialization", + "haplotype" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "This", + "this", + "furthermore", + "Ultimately", + "Eventually", + "Consequently", + "Furthermore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Consequently", + "Consequently", + "Furthermore", + "furthermore", + "Eventually", + "Ultimately", + "Later" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "This", + "Consequently", + "Consequently", + "During", + "this", + "conversely", + "Conversely" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "this", + "This", + "meanwhile", + "furthermore", + "During", + "whereas", + "Meanwhile", + "conversely" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "This", + "this" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "this", + "This", + "This", + "this", + "Consequently", + "meanwhile" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "This", + "this" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "This", + "this", + "questo" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "this" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "this", + "This", + "This", + "this" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "This", + "Simultaneously" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Understanding", + "In", + "Cooling", + "Nucle", + "A", + "Hard" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 130541, + 57783, + 48781, + 84093, + 58824, + 56581, + 24934, + 18110, + 4737, + 2534, + 1626, + 2078, + 8998, + 15836, + 94613, + 113109, + 97725, + 61638, + 68229, + 28604, + 12347, + 7228, + 11967, + 5032, + 3470, + 177 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 117158, + 72900, + 91238, + 105031, + 66507, + 28598, + 39997, + 49547, + 29827, + 55084, + 95667, + 184762, + 198393, + 109878, + 99073, + 106631, + 148802, + 92202, + 37107, + 21686, + 14824, + 6612, + 4277, + 2666, + 735, + 2605 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 149291, + 205436, + 238211, + 220637, + 230607, + 156902, + 59242, + 19887, + 217, + 410, + 286, + 265, + 173, + 79, + 259518, + 260896, + 258164, + 232756, + 213791, + 116526, + 80631, + 48796, + 42342, + 49012, + 36790, + 26262 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 29842, + 72621, + 115366, + 40100, + 207048, + 76995, + 81794, + 70374, + 49278, + 2932, + 4655, + 5715, + 5804, + 2290 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 70344, + 1186, + 214776, + 73355, + 176972, + 143106, + 64203, + 126321, + 14917, + 6311, + 15238, + 8289, + 5231, + 6119 + ] + }, + { + "label": "tetragonal", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 159725, + 141626, + 157684, + 75777, + 174542, + 141886, + 106366, + 61132, + 139268, + 4986, + 3027, + 11543, + 28073, + 32154 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 19.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "several", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "during", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "and", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "this", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "rapidly", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "move", + "output_checked": true + }, + { + "concept": "into", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "transforms", + "output_checked": true + }, + { + "concept": "from", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "dimension", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "significant", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sample", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-rapid-transformation-03__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-rapid-transformation-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-rapid-transformation-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-rapid-transformation-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-rapid-transformation-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-rapid-transformation-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Rapid diffusionless steel transformation 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Suppressing atomic redistribution during cooling converts the parent face-centered phase into a hard acicular product. The new body-centered cell has a c-to-a ratio different from one.", + "prompt_tail": "tribution during cooling converts the parent face-centered phase into a hard acicular product. The new body-centered cell has a c-to-a ratio different from one.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 38 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 9824, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 38, + "logit_lens_best_rank": 1782 + }, + { + "label": "Bain", + "best_rank": 46155, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 38, + "logit_lens_best_rank": 23584 + }, + { + "label": "tetragonal", + "best_rank": 909, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 38, + "logit_lens_best_rank": 12130 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ammed" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "thing", + "basically", + "ie", + "gotta", + "somebody", + "etc", + "lle" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "centre", + "basically", + "gonna", + "probably", + "thing", + "stuff", + "centre" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "gonna", + "everybody", + "probably", + "basically", + "nobody", + "thinks", + "nowadays", + "leness" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "everybody", + "somebody", + "nobody", + "basically", + "probably", + "anybody", + "nowadays" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "gonna", + "maybe", + "probably", + "everybody", + "nowadays", + "basically", + "somebody", + "stuff" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "probably", + "gonna", + "anymore", + "maybe", + "basically", + "nowadays", + "secondly", + "anybody" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "gonna", + "anymore", + "whereas", + "meanwhile", + "nowadays", + "probably", + "namely" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "hence", + "gonna", + "whereas", + "anymore", + "probably", + "furthermore", + "namely", + "Moreover" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "hence", + "whereas", + "probably", + "geometrical", + "different", + "empirical", + "namely", + "different" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "furthermore", + "geometrical", + "deviation", + "different", + "different", + "dimensional", + "empirical", + "peculiar" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "geometrical", + "deviation", + "peculiar", + "deviate", + "difference", + "Characteristic", + "furthermore", + "experimentally" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "deviate", + "furthermore", + "deviation", + "unlike", + "differences", + "difference", + "hence" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "unlike", + "furthermore", + "discontinuity", + "peculiarity", + "inary" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "Furthermore", + "Consequently", + "Furthermore", + "whereas", + "Which", + "Consequently", + "which" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "furthermore", + "Consequently", + "Consequently", + "Furthermore", + "Nevertheless", + "whereas", + "Therefore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "whereas", + "furthermore", + "Consequently", + "Consequently", + "Furthermore", + "Nevertheless", + "Meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "Consequently", + "Furthermore", + "this", + "consequently", + "whereas", + "Meanwhile", + "accordingly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "furthermore", + "Consequently", + "Consequently", + "meanwhile", + "Therefore", + "whereas" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "this", + "Consequently", + "This", + "therefore", + "furthermore", + "consequently", + "accordingly" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "Consequently", + "consequently", + "therefore", + "Therefore", + "Consequently", + "furthermore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Consequently", + "This", + "Consequently", + "consequently", + "furthermore", + "this" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Consequently", + "this", + "This", + "Consequently", + "Therefore", + "therefore", + "This", + "thus" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "this", + "This", + "Consequently", + "This", + "Therefore", + "therefore", + "consequently" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Consequently", + "this", + "Consequently", + "Therefore", + "This", + "Thus" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "This", + "Therefore", + "Thus", + "A", + "Consequently", + "In" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 119071, + 54897, + 72446, + 89459, + 75505, + 51011, + 36213, + 39759, + 43266, + 28822, + 30191, + 54294, + 93329, + 110242, + 37886, + 79848, + 63124, + 30030, + 19480, + 32893, + 26009, + 26202, + 23893, + 9825, + 5851, + 895 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 81630, + 39650, + 68391, + 37492, + 39968, + 38797, + 23313, + 12481, + 8994, + 14417, + 46156, + 113484, + 147115, + 144986, + 84144, + 96799, + 144378, + 106597, + 65583, + 59845, + 49542, + 73506, + 152720, + 136546, + 49084, + 20951 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 141699, + 162388, + 139624, + 97569, + 110356, + 94901, + 63227, + 37589, + 12160, + 1427, + 2597, + 910, + 2744, + 5327, + 233777, + 239797, + 236355, + 240439, + 244046, + 229567, + 222252, + 171371, + 95254, + 114520, + 129407, + 61217 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 47155, + 65239, + 52065, + 6835, + 113907, + 48484, + 28458, + 14378, + 1783, + 2259, + 6431, + 8669, + 7848, + 3391 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 23585, + 25136, + 111309, + 26878, + 145070, + 84494, + 80851, + 117059, + 35022, + 45200, + 113632, + 151818, + 182790, + 170920 + ] + }, + { + "label": "tetragonal", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 120725, + 199042, + 126502, + 110771, + 12131, + 80856, + 67417, + 31231, + 210093, + 86225, + 74560, + 79382, + 65494, + 73217 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 18.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "that", + "score": 11.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "axis", + "score": 10.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "c", + "output_checked": true + }, + { + "concept": "geometry", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "face", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "several", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "c", + "output_checked": true + }, + { + "concept": "whereas", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "morphology", + "score": 7.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "became", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "cell", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-rapid-transformation-04__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-rapid-transformation-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-rapid-transformation-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-rapid-transformation-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-rapid-transformation-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-rapid-transformation-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Rapid diffusionless steel transformation 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A quenched carbon steel contains packets of fine laths and high internal strain. Formation required a coordinated shape change rather than long-range solute transport.", + "prompt_tail": "hed carbon steel contains packets of fine laths and high internal strain. Formation required a coordinated shape change rather than long-range solute transport.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 490, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 165 + }, + { + "label": "Bain", + "best_rank": 1281, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 1183 + }, + { + "label": "tetragonal", + "best_rank": 5018, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 1132 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "orry", + "ammed" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "alike", + "ii", + "leness", + "etc", + "sic" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "etc" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "herein", + "heretofore", + "thereto" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "maupun", + "heretofore", + "unto", + "herein", + "toward" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "aided", + "upon", + "Util", + "utilizing" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "thence", + "utilized", + "necessitating", + "whilst", + "prior", + "utilizing", + "resultant" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "employed", + "furthermore", + "acial", + "thereof", + "thence", + "purview", + "thus", + "utilized" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "requisite", + "necessitating", + "necessity", + "nascent", + "reliance", + "purview", + "resultant", + "primarily" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "empirical", + "anthropogenic", + "feedstock", + "nascent", + "substrate", + "impetus", + "progenitor", + "catalyzed" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "evolutionary", + "genetically", + "empirical", + "impetus", + "structural", + "molecular", + "genetic", + "progenitor" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "evolutionary", + "kinetic", + "impetus", + "molecular", + "kinematic", + "empirical", + "spatially", + "endogenous" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "empirical", + "kinetic", + "primarily", + "necessity", + "impetus", + "primacy", + "spatially", + "reliance" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "kinetic", + "empirical", + "focused", + "emphasis", + "primacy", + "physicality", + "frictionless" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Consequently", + "demonstrating", + "Ultimately", + "whereas", + "suggesting", + "furthermore", + "several" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "Ultimately", + "furthermore", + "whereas", + "During", + "Furthermore", + "Consequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "whereas", + "Consequently", + "furthermore", + "meanwhile", + "Furthermore", + "Conversely", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "therefore", + "these", + "Consequently", + "consequently", + "hence", + "thus", + "whereas", + "thereby" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "therefore", + "Consequently", + "Therefore", + "Consequently", + "hence", + "Thus", + "thus", + "Hence" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "therefore", + "hence", + "thus", + "Therefore", + "consequently", + "Hence", + "Consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "therefore", + "Consequently", + "hence", + "thus", + "Therefore", + "consequently", + "Hence" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "hence", + "Consequently", + "Hence", + "thus", + "therefore", + "these", + "Therefore", + "These" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Therefore", + "Consequently", + "therefore", + "thus", + "Hence", + "hence", + "Thus" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Therefore", + "Hence", + "Thus", + "therefore", + "thus", + "hence" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "Therefore", + "These", + "Hence", + "Thus", + "This", + "Characteristic", + "Typical" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "Therefore", + "Thus", + "High", + "Its", + "Mechanical" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 141468, + 55824, + 59684, + 117876, + 107342, + 104410, + 70144, + 40259, + 28962, + 11297, + 2157, + 1274, + 11511, + 17541, + 35643, + 53391, + 56971, + 43871, + 36913, + 16590, + 5090, + 491, + 649, + 555, + 554, + 168 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 101633, + 97543, + 106693, + 118522, + 90291, + 70556, + 58246, + 66176, + 69506, + 53671, + 49886, + 147578, + 145651, + 115578, + 89654, + 120942, + 153082, + 104203, + 41018, + 26520, + 15985, + 3033, + 2014, + 1282, + 507, + 224 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 134543, + 178208, + 157298, + 109528, + 139906, + 129909, + 131138, + 152975, + 162726, + 113241, + 50019, + 108222, + 56820, + 49574, + 258889, + 252770, + 244781, + 222622, + 236015, + 89559, + 48396, + 8964, + 5019, + 5148, + 7697, + 18875 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 27548, + 131451, + 149657, + 34691, + 76831, + 18437, + 25098, + 3622, + 2622, + 238, + 166, + 190, + 243, + 206 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 60004, + 109171, + 195022, + 47976, + 164403, + 154549, + 45107, + 70932, + 4139, + 1868, + 5302, + 1560, + 1225, + 1184 + ] + }, + { + "label": "tetragonal", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 214325, + 229576, + 203003, + 120549, + 169010, + 191330, + 168056, + 59407, + 153752, + 3337, + 1133, + 1668, + 3183, + 3328 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "metallurgical", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "required", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 11.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "range", + "output_checked": true + }, + { + "concept": "ferrite", + "score": 9.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "several", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "whereas", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "rather", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 6.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "l", + "output_checked": true + }, + { + "concept": "necessity", + "score": 6.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "required", + "output_checked": true + }, + { + "concept": "tracts", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "high", + "output_checked": true + }, + { + "concept": "involving", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "change", + "output_checked": true + }, + { + "concept": "deformation", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "nucleation", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-rapid-transformation-05__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-rapid-transformation-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-rapid-transformation-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-rapid-transformation-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-rapid-transformation-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-line-defect-motion-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Crystal line-imperfection motion 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Under resolved loading, a line imperfection moves across a close-packed plane in the direction of its mismatch vector, leaving a permanent offset at the free surface.", + "prompt_tail": "resolved loading, a line imperfection moves across a close-packed plane in the direction of its mismatch vector, leaving a permanent offset at the free surface.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 106, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 18283 + }, + { + "label": "glide", + "best_rank": 4658, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 7955 + }, + { + "label": "slip", + "best_rank": 19841, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 36413 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "orry", + "ammed" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "alike", + "lle", + "wards", + "atre", + "ii", + "zes", + "outh" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "aid", + "ii", + "mente", + "thereof" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "yses", + "aken", + "iosos", + "edes", + "elae", + "psis" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "aken", + "thereafter", + "efectu", + "edly", + "ided" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "subsequently", + "Whilst", + "Owing", + "owing", + "consequently", + "accompanied" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "subsequently", + "whereupon", + "thence", + "Subsequently", + "thereto", + "merely", + "Owing" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whereupon", + "thereafter", + "thence", + "thereto", + "Consequently", + "merely", + "furthermore", + "henceforth" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thereafter", + "subsequently", + "Subsequently", + "thence", + "merely", + "whereupon", + "Consequently", + "consequently" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subsequent", + "subsequently", + "indelible", + "terminus", + "thereafter", + "Subsequent", + "permanently" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "permanently", + "subsequent", + "distal", + "indelible", + "permanence", + "terminus", + "subsequently" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "permanently", + "subsequent", + "permanent", + "sediment", + "subsequently", + "deposition", + "irreversible" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "permanently", + "consequence", + "permanent", + "resulting", + "termination", + "terminating" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "terminating", + "termination", + "ejected", + "Consequently", + "consequence", + "subsequently" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ultimately", + "Ultimately", + "subsequently", + "furthermore", + "Consequently", + "Eventually", + "Subsequently", + "consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "Consequently", + "Eventually", + "Later", + "Subsequently", + "Furthermore", + "Ultimately", + "Consequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Conversely", + "Similarly", + "Similarly", + "Consequently", + "similarly", + "likewise", + "meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "likewise", + "similarly", + "this", + "conversely", + "furthermore", + "Meanwhile", + "Similarly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "meanwhile", + "this", + "Meanwhile", + "Similarly", + "Simultaneously", + "Conversely" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Conversely", + "meanwhile", + "Similarly", + "Meanwhile", + "Consequently", + "conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "Conversely", + "Meanwhile", + "Similarly", + "Similar", + "meanwhile", + "conversely" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Similarly", + "Likewise", + "Conversely", + "Simultaneously", + "Similar", + "Consequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Similarly", + "Conversely", + "this", + "Likewise", + "Similarly", + "Meanwhile", + "Simultaneously" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Similarly", + "Conversely", + "Similarly", + "this", + "This", + "Meanwhile", + "Simultaneously" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Similarly", + "Conversely", + "Simultaneously", + "Considering", + "Throughout", + "Along", + "Meanwhile" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "In", + "The", + "Resolved", + "When", + "If", + "Resol", + "For" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 52777, + 154087, + 185712, + 187092, + 146570, + 102302, + 14234, + 10158, + 17847, + 771, + 242, + 107, + 124, + 479, + 10227, + 8562, + 12754, + 54912, + 75503, + 62471, + 61141, + 12095, + 70844, + 87591, + 71578, + 9053 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 179424, + 132007, + 104472, + 124068, + 83606, + 30040, + 38360, + 37163, + 17535, + 28687, + 11084, + 13561, + 27189, + 37805, + 51429, + 60479, + 102249, + 43745, + 22849, + 6691, + 4659, + 7441, + 11622, + 14600, + 26305, + 3181 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 48098, + 86324, + 53066, + 142890, + 96417, + 144555, + 106573, + 91336, + 61234, + 31467, + 23818, + 33709, + 71893, + 57626, + 117196, + 118092, + 106672, + 79322, + 86242, + 109749, + 52425, + 71565, + 44330, + 19842, + 6174, + 1555 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 166589, + 261228, + 129265, + 42464, + 74516, + 67105, + 20201, + 28406, + 192429, + 21742, + 59036, + 18284, + 73248, + 56192 + ] + }, + { + "label": "glide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 20424, + 97555, + 216893, + 20879, + 125345, + 142181, + 105291, + 42735, + 33538, + 9767, + 26022, + 7956, + 21933, + 28711 + ] + }, + { + "label": "slip", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 198794, + 160653, + 156490, + 135573, + 210273, + 210403, + 105556, + 183187, + 90866, + 107953, + 110460, + 59048, + 45646, + 36414 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 26.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "close", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "line", + "output_checked": true + }, + { + "concept": "which", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "behind", + "score": 8.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "close", + "output_checked": true + }, + { + "concept": "causing", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "traversing", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "across", + "output_checked": true + }, + { + "concept": "spacing", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "propagation", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "Dislocations", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "permanently", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "each", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "at", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-line-defect-motion-01__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-line-defect-motion-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-line-defect-motion-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-line-defect-motion-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-line-defect-motion-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-line-defect-motion-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Crystal line-imperfection motion 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Plastic strain begins when mobile line imperfections sweep across selected crystallographic planes and create small surface steps.", + "prompt_tail": "Plastic strain begins when mobile line imperfections sweep across selected crystallographic planes and create small surface steps.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 19 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 816, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 19, + "logit_lens_best_rank": 3768 + }, + { + "label": "glide", + "best_rank": 4460, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 19, + "logit_lens_best_rank": 7254 + }, + { + "label": "slip", + "best_rank": 1132, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 19, + "logit_lens_best_rank": 1197 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "asion" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lle", + "alike", + "gonna", + "d", + "ii", + "ients", + "ided" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "dz", + "gonna", + "aid", + "etc", + "xd" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "edes", + "ided", + "psis", + "oides", + "goers" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "ided", + "oraz", + "bzw", + "edes", + "ially", + "edly" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Additionally", + "During", + "Additionally", + "although", + "yy", + "functionalities", + "towards" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "Characteristics", + "Approximately", + "filmmaking", + "southeastern", + "characterized", + "microorganisms" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "wherein", + "Furthermore", + "Characteristics", + "ProductID", + "furthermore", + "Furthermore", + "characterized" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "rudimentary", + "initiating", + "nascent", + "arithmic", + "Beginning", + "burgeoning", + "microorganisms" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "nascent", + "incipient", + "rudimentary", + "embryonic", + "microorganisms", + "initiating", + "anthropogenic", + "bacter" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "nascent", + "incipient", + "rudimentary", + "initiating", + "microscopic", + "microorganisms" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "initiating", + "incipient", + "initiation", + "initiates", + "initiate", + "awakening", + "nascent" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "gradually", + "evolutionary", + "Characteristics", + "microscopic", + "microorganisms", + "micrograph" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "microorganisms", + "Characteristics", + "analogous", + "Occurrence", + "According", + "evolutionary", + "anthropogenic" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "Consequently", + "Furthermore", + "whereas", + "Although", + "Also", + "Which", + "Furthermore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "Consequently", + "Furthermore", + "Also", + "Furthermore", + "meanwhile", + "Consequently", + "whereas" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "whereas", + "Similarly", + "conversely", + "Similarly", + "Conversely", + "meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "these", + "conversely", + "likewise", + "accordingly", + "whereas", + "similarly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "these", + "These", + "furthermore", + "Consequently", + "These", + "Meanwhile", + "Similarly" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "meanwhile", + "Consequently", + "These", + "Meanwhile", + "accordingly", + "these", + "conversely", + "Conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "these", + "Consequently", + "meanwhile", + "therefore", + "accordingly", + "Meanwhile", + "Conversely" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "These", + "these", + "Consequently", + "conversely", + "Likewise", + "Similarly", + "Conversely", + "accordingly" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "These", + "Similarly", + "Consequently", + "These", + "these", + "This", + "Likewise", + "conversely" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "Similarly", + "These", + "Consequently", + "This", + "these", + "Similarly", + "Conversely" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "These", + "Similarly", + "Consequently", + "This", + "Similar", + "Therefore", + "Physically", + "Simultaneously" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Plastic", + "This", + "These", + "The", + "Plastic", + "Small", + "It", + "Surface" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 62364, + 161658, + 157901, + 247852, + 227741, + 222537, + 7597, + 21668, + 9592, + 3524, + 2069, + 2793, + 817, + 4009, + 6861, + 8783, + 6385, + 18098, + 30306, + 12750, + 11092, + 1894, + 4849, + 5336, + 20265, + 9132 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 203900, + 141031, + 108995, + 107608, + 101180, + 34606, + 28694, + 39239, + 60075, + 62071, + 10679, + 4461, + 15754, + 32931, + 148281, + 125275, + 109922, + 17559, + 13012, + 14796, + 8087, + 5999, + 16024, + 12784, + 4382, + 1158 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 34498, + 125871, + 77646, + 161749, + 131230, + 202018, + 164500, + 168198, + 173586, + 103823, + 139070, + 161101, + 181321, + 225507, + 99883, + 105285, + 101156, + 64313, + 46351, + 56253, + 13770, + 6250, + 1133, + 1961, + 528, + 228 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 199217, + 258442, + 104217, + 57461, + 168983, + 174566, + 78445, + 74599, + 157827, + 9113, + 26414, + 3769, + 8175, + 3845 + ] + }, + { + "label": "glide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 26596, + 86428, + 197096, + 26051, + 132225, + 76919, + 86000, + 7255, + 13290, + 23204, + 35954, + 9493, + 33291, + 29035 + ] + }, + { + "label": "slip", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 168095, + 128685, + 125527, + 88140, + 252292, + 163021, + 64301, + 112183, + 85454, + 26358, + 29521, + 1964, + 1198, + 2655 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "began", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "line", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "line", + "output_checked": true + }, + { + "concept": "whereas", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "steps", + "output_checked": true + }, + { + "concept": "alterations", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "small", + "output_checked": true + }, + { + "concept": "displacements", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "small", + "output_checked": true + }, + { + "concept": "grains", + "score": 5.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "across", + "output_checked": true + }, + { + "concept": "because", + "score": 5.0, + "best_rank": 11, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "deformation", + "score": 4.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "individuals", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "the", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "across", + "output_checked": true + }, + { + "concept": "equals", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "These", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-line-defect-motion-02__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-line-defect-motion-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-line-defect-motion-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-line-defect-motion-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-line-defect-motion-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-line-defect-motion-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Crystal line-imperfection motion 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A single crystal deforms by the passage of linear lattice imperfections along densely packed planes. Their motion produces an irreversible relative displacement of the crystal halves.", + "prompt_tail": "s by the passage of linear lattice imperfections along densely packed planes. Their motion produces an irreversible relative displacement of the crystal halves.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 380, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 468 + }, + { + "label": "glide", + "best_rank": 1849, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 1868 + }, + { + "label": "slip", + "best_rank": 699, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 339 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "alike", + "leness", + "lle", + "persons", + "ients", + "atre" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "alike", + "lle", + "sebagainya", + "leness" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "sebagainya", + "persons" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "thence", + "inasmuch" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "whereby", + "therefore", + "Whilst", + "thereto", + "characterised", + "consequent" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereby", + "thereafter", + "thereto", + "subsequently", + "concomitant", + "wherein", + "Subsequently", + "Consequently" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "thence", + "therefrom", + "whereupon", + "concomitant", + "thereto", + "hitherto" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thereby", + "thence", + "Subsequently", + "subsequently", + "concomitant", + "whereupon", + "concomit" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "irrevoc", + "thereby", + "subsequently", + "irrevers", + "concomitant", + "thence", + "subsequent" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "irrevoc", + "irrevers", + "thereby", + "conclusively", + "concomitant", + "subsequent", + "forcibly", + "unidirectional" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "thereby", + "constituting", + "forcible", + "irrevers", + "thence", + "discontinuous", + "irreversible" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "thereby", + "therefore", + "whereby", + "constituting", + "whence", + "therefore" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "thereby", + "hereby", + "therefore", + "thus", + "culmination", + "constituting" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Eventually", + "Furthermore", + "which", + "furthermore", + "Ultimately", + "Nevertheless", + "Ultimately" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "Consequently", + "Furthermore", + "Furthermore", + "Ultimately", + "Consequently", + "this", + "Eventually" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "this", + "furthermore", + "whereas", + "therefore", + "Consequently", + "Eventually", + "This", + "thereby" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "these", + "this", + "whereas", + "These", + "therefore", + "These", + "thereby" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "these", + "These", + "this", + "This", + "These", + "whereas" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "this", + "these", + "These", + "This", + "These", + "these", + "this" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "these", + "These", + "This", + "These", + "these", + "this" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "these", + "this", + "These", + "This", + "these", + "These" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "These", + "these", + "this", + "This", + "These", + "Hence" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "These", + "this", + "these", + "These", + "This" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "These", + "Collectively", + "this", + "These", + "Therefore", + "Hence" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "These", + "The", + "We", + "In", + "A", + "When", + "For" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 70473, + 121336, + 42100, + 45402, + 30120, + 7154, + 1663, + 3000, + 3493, + 938, + 808, + 381, + 1235, + 5993, + 6278, + 8617, + 14937, + 19920, + 33022, + 5228, + 2235, + 514, + 553, + 1025, + 2090, + 3740 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 188052, + 151626, + 153880, + 154701, + 105724, + 110783, + 74337, + 66236, + 50045, + 17125, + 5450, + 15654, + 34182, + 51985, + 108427, + 98874, + 127753, + 101768, + 84833, + 26100, + 6799, + 3563, + 2764, + 1850, + 1909, + 608 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 37020, + 109461, + 67327, + 154142, + 82163, + 121312, + 154813, + 115515, + 71793, + 48556, + 51885, + 85141, + 101681, + 60085, + 139364, + 143741, + 125258, + 76979, + 56359, + 65098, + 16683, + 4382, + 700, + 1227, + 616, + 216 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 189971, + 261767, + 107266, + 76370, + 55787, + 84764, + 102872, + 29724, + 167251, + 2866, + 1250, + 469, + 907, + 1077 + ] + }, + { + "label": "glide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 24430, + 107530, + 206868, + 9421, + 39765, + 56200, + 74472, + 47038, + 95510, + 23534, + 7686, + 1869, + 3157, + 2943 + ] + }, + { + "label": "slip", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 166751, + 168182, + 128860, + 158727, + 243531, + 188164, + 94001, + 93581, + 48319, + 12670, + 5145, + 882, + 340, + 828 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "deformation", + "score": 20.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "by", + "output_checked": true + }, + { + "concept": "because", + "score": 20.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "atoms", + "score": 12.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "these", + "score": 11.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "called", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "defects", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "movement", + "score": 6.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "individuals", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "between", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "displacement", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "linear", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-line-defect-motion-03__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-line-defect-motion-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-line-defect-motion-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-line-defect-motion-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-line-defect-motion-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-line-defect-motion-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Crystal line-imperfection motion 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Etch pits tracing mobile line imperfections shift across a crystal during loading. Each passage leaves a step whose direction follows the mismatch vector.", + "prompt_tail": "Etch pits tracing mobile line imperfections shift across a crystal during loading. Each passage leaves a step whose direction follows the mismatch vector.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 256, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 2369 + }, + { + "label": "glide", + "best_rank": 727, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 2841 + }, + { + "label": "slip", + "best_rank": 5488, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 1745 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Also" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "lle", + "etc", + "atre", + "basically", + "persons" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "leness", + "lle", + "persons", + "ients", + "thereof", + "alike" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thereof", + "persons", + "thereto", + "leness", + "herewith", + "alike" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "forthwith", + "thence", + "inasmuch", + "gonna", + "whilst", + "edly", + "centre" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "towards", + "whilst", + "Whilst", + "Concerning", + "persons", + "wards", + "concerning", + "hence" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "accordingly", + "thereto", + "thus", + "hence", + "wards", + "thereafter", + "towards", + "however" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "furthermore", + "towards", + "Moreover", + "neither", + "thus", + "whereas" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "towards", + "alike", + "toward", + "direction", + "perpendicularly", + "irrespective" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "trajectory", + "traversing", + "pendicular", + "traject", + "geometrically", + "spatially", + "meandering", + "characteristic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "kinematic", + "observed", + "pendicular", + "trajectory", + "perpendicular", + "geometrically", + "migratory", + "traversing" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "pendicular", + "trajectory", + "movement", + "propagating", + "formation", + "geometry", + "kinematic", + "displacement" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "geometry", + "perpendicular", + "pendicular", + "mechanism", + "geom", + "propagating", + "unidirectional", + "geometrically" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Geometry", + "geom", + "geometry", + "propagating", + "Trajectory", + "unidirectional", + "vectorial" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Which", + "which", + "Eventually", + "Furthermore", + "Although", + "Finally", + "although" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Later", + "Furthermore", + "whereas", + "furthermore", + "Eventually", + "Ultimately", + "Consequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "meanwhile", + "Conversely", + "Later", + "whereas", + "conversely", + "Eventually" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "these", + "this", + "conversely", + "whereas", + "consequently", + "Consequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "these", + "meanwhile", + "Consequently", + "Each", + "Meanwhile", + "During", + "Similarly" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "These", + "meanwhile", + "Meanwhile", + "thus", + "these", + "Conversely", + "consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "Consequently", + "these", + "meanwhile", + "thus", + "Meanwhile", + "This", + "this" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "these", + "These", + "Consequently", + "these", + "this", + "These", + "Conversely", + "This" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "These", + "Consequently", + "Conversely", + "These", + "Similarly", + "these", + "Simultaneously", + "Analyzing" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "Consequently", + "Conversely", + "These", + "Analyzing", + "Similarly", + "these", + "these" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "These", + "Consequently", + "Analyzing", + "Identifying", + "Conversely", + "Similarly", + "Detecting", + "This" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "These", + "This", + "Mobile", + "Imper", + "A", + "When", + "As" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 55394, + 110172, + 46764, + 109401, + 118779, + 51542, + 14728, + 23225, + 42656, + 3275, + 1138, + 435, + 257, + 346, + 15201, + 14463, + 19577, + 32915, + 45894, + 9681, + 5215, + 1261, + 922, + 1363, + 2420, + 13044 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 197749, + 129077, + 89998, + 102193, + 61267, + 74072, + 90839, + 21834, + 1193, + 1440, + 728, + 1235, + 3587, + 16907, + 108891, + 61117, + 84755, + 63016, + 45376, + 26786, + 21628, + 27746, + 12482, + 7278, + 2521, + 701 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 47401, + 119783, + 67063, + 115073, + 75317, + 113210, + 68750, + 40107, + 18518, + 12795, + 7484, + 17072, + 27157, + 23676, + 58970, + 68400, + 72540, + 57867, + 31227, + 56523, + 19041, + 28152, + 5489, + 6759, + 2943, + 1601 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 120672, + 250304, + 52703, + 25229, + 110412, + 168134, + 101966, + 121963, + 225387, + 11704, + 20220, + 5530, + 3726, + 2370 + ] + }, + { + "label": "glide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 15221, + 35457, + 165417, + 2842, + 47822, + 37488, + 71290, + 38573, + 42590, + 31538, + 38444, + 28079, + 16182, + 11072 + ] + }, + { + "label": "slip", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 145565, + 93343, + 100432, + 119275, + 242977, + 220086, + 73253, + 132372, + 44691, + 31154, + 14394, + 7822, + 1746, + 2856 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "line", + "output_checked": true + }, + { + "concept": "between", + "score": 12.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "reflects", + "score": 11.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "indelible", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "These", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "exposing", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "which", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "tracing", + "output_checked": true + }, + { + "concept": "whilst", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "shift", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "faint", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "whereas", + "score": 5.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "imperfections", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-line-defect-motion-04__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-line-defect-motion-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-line-defect-motion-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-line-defect-motion-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-line-defect-motion-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-line-defect-motion-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Crystal line-imperfection motion 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Once the resolved driving force exceeds a critical value, a linear lattice defect travels on its favored plane and the specimen acquires permanent deformation.", + "prompt_tail": "Once the resolved driving force exceeds a critical value, a linear lattice defect travels on its favored plane and the specimen acquires permanent deformation.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 711, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 21225 + }, + { + "label": "glide", + "best_rank": 5904, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 10854 + }, + { + "label": "slip", + "best_rank": 8297, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 12062 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lle", + "alike", + "d", + "l", + "leness", + "ial" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "thereof", + "mente", + "xd" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "hereafter", + "edly", + "herein", + "wherein", + "ients" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "wherein", + "alike", + "forthwith", + "edly", + "ided" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "wherein", + "thereafter", + "humankind", + "thereby", + "henceforth", + "hereafter", + "Moreover", + "presently" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "thereby", + "wherein", + "consequently", + "thus", + "upon", + "subsequently", + "henceforth" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "furthermore", + "henceforth", + "wherein", + "thereafter", + "thereto", + "thence", + "Moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thereby", + "henceforth", + "thereafter", + "furthermore", + "consequent", + "merely", + "Moreover", + "whereupon" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "irrevers", + "irrevoc", + "irreversible", + "rupture", + "thereby", + "catastrophic", + "henceforth", + "merely" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "irreversible", + "irrevers", + "rupture", + "irrevoc", + "catastrophic", + "failure", + "metastable", + "cessation" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "irreversible", + "irrevers", + "rupture", + "triggering", + "catastrophic", + "failure", + "initiating", + "disintegration" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "irreversible", + "irrevers", + "triggered", + "whereby", + "triggered", + "triggering" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Trigger", + "triggering", + "Failure", + "trigger", + "FAILURE", + "Trigger", + "failure" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "Consequently", + "whereas", + "which", + "Furthermore", + "consequently", + "Ultimately", + "Nevertheless" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "Consequently", + "Furthermore", + "Consequently", + "whereas", + "Furthermore", + "meanwhile", + "Nevertheless" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Conversely", + "meanwhile", + "conversely", + "whereas", + "Furthermore", + "Consequently", + "Unless" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "conversely", + "likewise", + "accordingly", + "whereas", + "this", + "Conversely" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "furthermore", + "this", + "This", + "Consequently", + "hence", + "Meanwhile", + "accordingly" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "meanwhile", + "this", + "conversely", + "thereafter", + "Conversely", + "furthermore", + "Consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "meanwhile", + "Conversely", + "thereafter", + "conversely", + "Otherwise", + "Hence" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Conversely", + "conversely", + "Likewise", + "Hence", + "meanwhile", + "henceforth" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Otherwise", + "This", + "this", + "Likewise", + "thereafter", + "Hence", + "Similarly", + "This" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Otherwise", + "This", + "Similarly", + "this", + "Hence", + "Likewise", + "thereafter", + "This" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Otherwise", + "This", + "Until", + "Once", + "Consequently", + "Similarly", + "Conversely", + "Subsequently" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "Once", + "The", + "This", + "Otherwise", + "If", + "Until", + "Upon" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 50369, + 130988, + 92951, + 115427, + 95197, + 46072, + 4519, + 5295, + 5853, + 867, + 712, + 1203, + 1163, + 22957, + 17745, + 11716, + 13329, + 23616, + 38375, + 51224, + 67965, + 30465, + 103740, + 122458, + 110933, + 55549 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 193396, + 147096, + 118581, + 82959, + 64627, + 64330, + 107310, + 80771, + 95166, + 61962, + 29067, + 27670, + 40355, + 59782, + 65118, + 78851, + 104973, + 45491, + 15506, + 7717, + 5905, + 7951, + 17934, + 23744, + 45802, + 8235 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 51828, + 136532, + 65208, + 159178, + 100397, + 134294, + 139025, + 88114, + 31628, + 25388, + 22089, + 40593, + 55782, + 68471, + 106934, + 96954, + 68481, + 33878, + 44413, + 46537, + 17791, + 14799, + 13076, + 8298, + 10815, + 2236 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 160909, + 261328, + 141349, + 153976, + 211782, + 130210, + 62379, + 40991, + 109607, + 21226, + 63611, + 46353, + 103811, + 66418 + ] + }, + { + "label": "glide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 10855, + 31139, + 182682, + 57485, + 152362, + 144193, + 93646, + 22308, + 16276, + 15038, + 40710, + 27900, + 51973, + 64488 + ] + }, + { + "label": "slip", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 145939, + 110658, + 104193, + 74116, + 240994, + 220112, + 81967, + 91012, + 45762, + 37889, + 46045, + 17176, + 14839, + 12063 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "threshold", + "score": 25.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "whereas", + "score": 9.0, + "best_rank": 10, + "best_depth": 68.3, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "became", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "began", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "consequences", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "trajectory", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "directions", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "because", + "score": 5.0, + "best_rank": 3, + "best_depth": 70.7, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "exerted", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "force", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "weaponry", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "linear", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-line-defect-motion-05__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-line-defect-motion-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-line-defect-motion-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-line-defect-motion-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-line-defect-motion-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-notch-resistance-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to notch-driven failure 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Two alloys have similar yield strength, but one notched specimen absorbs far more energy before unstable separation and tolerates a much larger flaw under the same remote load.", + "prompt_tail": "similar yield strength, but one notched specimen absorbs far more energy before unstable separation and tolerates a much larger flaw under the same remote load.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 1, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 1275 + }, + { + "label": "crack", + "best_rank": 17213, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 3554 + }, + { + "label": "fracture", + "best_rank": 4787, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 4430 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ammed" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "alike", + "lle", + "wards", + "d", + "ii", + "aal", + "gonna" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "afield", + "lle", + "ld", + "ii", + "mente", + "aid", + "thereof" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "stuffs", + "ably", + "edly", + "oused", + "rue", + "awhile", + "sufferers" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "stuffs", + "alike", + "ably", + "edly", + "irie", + "ided", + "arena", + "apiece" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "filmed", + "aided", + "lli", + "aided", + "aid", + "alike", + "able", + "filmmaker" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "nearer", + "than", + "less", + "toward", + "that", + "perhaps", + "aided", + "probably" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "than", + "whereas", + "furthermore", + "alike", + "than", + "thereof", + "considerably", + "meanwhile" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "than", + "ificantly", + "considerably", + "than", + "latter", + "compar", + "substantially", + "Than" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "optimized", + "bolstered", + "advantageous", + "maximized", + "bolstering", + "enhanced", + "improved", + "synergistic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "advantageous", + "bolstering", + "bolstered", + "robustness", + "improved", + "advantage", + "enhanced" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "robustness", + "toughness", + "capability", + "abilitas", + "ductility" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "furthermore", + "advantages", + "Vergleich" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "benefiting", + "advantages", + "these", + "outperform", + "implications", + "furthermore", + "superiority" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Suddenly", + "Which", + "furthermore", + "This", + "this", + "Consequently", + "Ultimately" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "this", + "Furthermore", + "furthermore", + "Consequently", + "Furthermore", + "Ultimately", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "furthermore", + "Conversely", + "This", + "Consequently", + "Similarly", + "Furthermore", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "These", + "these", + "whereas", + "furthermore", + "These", + "Similarly", + "alike", + "meanwhile" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "these", + "These", + "These", + "What", + "what", + "Compared", + "these", + "This" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "These", + "Which", + "these", + "Which", + "These", + "Consequently", + "This", + "What" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "these", + "Comparing", + "comparing", + "Which", + "This", + "These", + "Compared" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "these", + "These", + "These", + "comparing", + "this", + "This", + "these", + "Comparing" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "These", + "these", + "Comparing", + "These", + "Consequently", + "Comparing", + "This", + "comparing" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "Comparing", + "This", + "Comparing", + "Differences", + "These", + "Consequently", + "Compare" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "These", + "Comparing", + "This", + "Compare", + "Differences", + "Which", + "Compared", + "Consequently" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "These", + "The", + "What", + "Which", + "How", + "Both", + "Describe" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 172464, + 221779, + 245367, + 158089, + 125159, + 126994, + 92661, + 195282, + 32489, + 924, + 78, + 2, + 522, + 1855, + 177739, + 187611, + 120939, + 152725, + 35050, + 15789, + 8012, + 6041, + 9401, + 17682, + 32535, + 4933 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 66719, + 114516, + 176245, + 78917, + 27527, + 22533, + 27337, + 45934, + 5440, + 29322, + 23659, + 137673, + 141501, + 184608, + 52742, + 75239, + 112187, + 90095, + 55127, + 91064, + 90902, + 80534, + 17214, + 24015, + 8195, + 1240 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 197724, + 229661, + 198526, + 222190, + 173677, + 116812, + 7460, + 35541, + 6706, + 4918, + 6271, + 4788, + 11777, + 36896, + 21561, + 59197, + 117981, + 174121, + 92837, + 59864, + 48644, + 28803, + 14344, + 15898, + 8576, + 1077 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 134950, + 152584, + 216538, + 32217, + 41864, + 26403, + 71221, + 127119, + 26651, + 2875, + 1276, + 2254, + 5758, + 14255 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 225269, + 124455, + 73117, + 66738, + 188017, + 154417, + 158362, + 78178, + 3555, + 55054, + 56204, + 26133, + 6062, + 6022 + ] + }, + { + "label": "fracture", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 160356, + 248186, + 236883, + 221096, + 95634, + 73223, + 155378, + 147272, + 7795, + 5463, + 8229, + 23134, + 5511, + 4431 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "compared", + "score": 15.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "more", + "output_checked": true + }, + { + "concept": "because", + "score": 14.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "deformation", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "unstable", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "comparable", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "tolerances", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "toler", + "output_checked": true + }, + { + "concept": "ductility", + "score": 6.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "absorbs", + "output_checked": true + }, + { + "concept": "different", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "but", + "output_checked": true + }, + { + "concept": "when", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "similarities", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "similar", + "output_checked": true + }, + { + "concept": "failure", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-notch-resistance-01__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-notch-resistance-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-notch-resistance-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-notch-resistance-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-notch-resistance-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-notch-resistance-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to notch-driven failure 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A pre-notched plate continues to carry increasing load while a local damaged zone blunts the notch tip. Considerable work is required before rapid extension begins.", + "prompt_tail": "e-notched plate continues to carry increasing load while a local damaged zone blunts the notch tip. Considerable work is required before rapid extension begins.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 237, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 4130 + }, + { + "label": "crack", + "best_rank": 2567, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 490 + }, + { + "label": "fracture", + "best_rank": 372, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 286 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "orry" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "etc", + "lle", + "persons", + "leness" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "sebagainya", + "persons" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "sebagainya" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "thereto", + "furthermore", + "whereby" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "whereupon", + "thereafter", + "thereto", + "thence", + "considerably", + "considerable", + "whilst" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "whereupon", + "considerable", + "thereto", + "Owing", + "commenced", + "moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "considerable", + "necessitating", + "considerably", + "requisite", + "protracted", + "preparatory", + "necessitate", + "whereupon" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "protracted", + "resistive", + "considerable", + "preparatory", + "substantial", + "inelastic", + "considerably", + "arduous" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "protracted", + "resistive", + "substantial", + "preparatory", + "inelastic", + "considerable", + "delaying", + "arduous" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "protracted", + "delaying", + "resistive", + "quies", + "preparatory", + "stabilization", + "inertia", + "deceler" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "delaying", + "slow", + "protracted", + "preparatory", + "stabilization", + "substantial", + "quies" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "preparatory", + "slow", + "slowly", + "delaying", + "patience", + "slow", + "slowing" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Eventually", + "several", + "although", + "whereas", + "Furthermore", + "furthermore", + "whilst", + "Several" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "furthermore", + "Eventually", + "Consequently", + "Eventually", + "Later", + "Furthermore", + "Ultimately" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "meanwhile", + "Similarly", + "likewise", + "Furthermore", + "Furthermore", + "whereas", + "Similarly", + "similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "likewise", + "Similarly", + "Similarly", + "whereas", + "similarly", + "Meanwhile" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "conversely", + "furthermore", + "however", + "Similarly", + "Meanwhile", + "nevertheless", + "Consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "meanwhile", + "Consequently", + "furthermore", + "conversely", + "Meanwhile", + "Eventually", + "Conversely", + "consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "meanwhile", + "Consequently", + "Meanwhile", + "conversely", + "Eventually", + "furthermore", + "consequently", + "Conversely" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "meanwhile", + "Consequently", + "conversely", + "furthermore", + "Similarly", + "Meanwhile", + "Conversely", + "Simultaneously" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "meanwhile", + "Consequently", + "Meanwhile", + "Similarly", + "Conversely", + "Simultaneously", + "conversely", + "Eventually" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Meanwhile", + "Similarly", + "Conversely", + "Eventually", + "meanwhile", + "Simultaneously", + "Despite" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Eventually", + "Consequently", + "Meanwhile", + "Simultaneously", + "Similarly", + "Increasing", + "Throughout", + "Conversely" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "A", + "In", + "If", + "Eventually", + "For", + "Local" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 205753, + 213636, + 210918, + 255345, + 257964, + 255073, + 225922, + 257866, + 62899, + 3360, + 495, + 238, + 737, + 266, + 129705, + 105844, + 70212, + 91133, + 75349, + 20426, + 10809, + 8227, + 9180, + 11997, + 14180, + 12532 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 93828, + 156968, + 190061, + 179622, + 177386, + 175246, + 94682, + 127888, + 48891, + 6942, + 6369, + 28855, + 24172, + 63069, + 36696, + 72921, + 98652, + 50741, + 31773, + 22461, + 27153, + 14343, + 2568, + 3129, + 1378, + 358 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 196102, + 182392, + 173332, + 167450, + 144893, + 141895, + 40681, + 147956, + 19328, + 480, + 373, + 961, + 2644, + 8449, + 42791, + 36676, + 63109, + 84908, + 80096, + 31613, + 16310, + 1908, + 1402, + 1473, + 693, + 116 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 103880, + 52871, + 106648, + 20509, + 147349, + 153975, + 171646, + 173271, + 135319, + 5494, + 4131, + 6503, + 13412, + 16046 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 218103, + 203170, + 12498, + 80212, + 180768, + 137292, + 119204, + 4041, + 559, + 1345, + 3745, + 860, + 491, + 739 + ] + }, + { + "label": "fracture", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 181264, + 240650, + 130954, + 189613, + 119540, + 64903, + 150291, + 40345, + 22792, + 287, + 826, + 587, + 560, + 599 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 11.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Considerable", + "output_checked": true + }, + { + "concept": "further", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "occurs", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "work", + "output_checked": true + }, + { + "concept": "also", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "pandemic", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "done", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "is", + "output_checked": true + }, + { + "concept": "and", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "unts", + "output_checked": true + }, + { + "concept": "significant", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "local", + "output_checked": true + }, + { + "concept": "became", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "bl", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-notch-resistance-02__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-notch-resistance-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-notch-resistance-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-notch-resistance-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-notch-resistance-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-notch-resistance-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to notch-driven failure 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "An alloy with a sharp starter notch resists sudden extension under increasing tensile load. The critical stress-intensity value measured at instability is unusually high.", + "prompt_tail": "ith a sharp starter notch resists sudden extension under increasing tensile load. The critical stress-intensity value measured at instability is unusually high.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 898, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 269 + }, + { + "label": "crack", + "best_rank": 2251, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 705 + }, + { + "label": "fracture", + "best_rank": 545, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 157 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "Also", + "asion" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "leness", + "gonna", + "sebagainya", + "persons", + "lle", + "ients" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "sebagainya", + "persons", + "leness" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "persons", + "sebagainya" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "sic", + "sebagainya" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "therefore", + "which", + "furthermore", + "everybody", + "probably", + "whereas" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "probably", + "possibly", + "apparently", + "indications", + "therefore", + "concerning", + "tendency", + "which" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "indications", + "probably", + "apparently", + "moreover", + "considerable", + "indication", + "whereas" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "necessitating", + "Furthermore", + "considerable", + "suggestive", + "indicative", + "concomit", + "indicating", + "suggesting" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "experimental", + "experimentally", + "characteristic", + "abnormally", + "atypical", + "empirically", + "hypothesized" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "abnormally", + "experimentally", + "experimental", + "atypical", + "markedly", + "empirical", + "unusually", + "aberr" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "abnormally", + "abnormal", + "indicating", + "experimentally", + "anomalous", + "characterizing", + "abnormality" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "anomalous", + "abnormally", + "indicating", + "suggesting", + "indicative", + "despite", + "unusually", + "characterizing" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "despite", + "anomalous", + "inexplicable", + "suggesting", + "abnormally", + "Despite", + "empirical", + "indicating" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "several", + "Consequently", + "demonstrating", + "Nevertheless", + "Consequently", + "Suddenly", + "Furthermore", + "Frequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "Consequently", + "Furthermore", + "Frequently", + "Nevertheless", + "furthermore", + "Suddenly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "whereas", + "During", + "Furthermore", + "Despite", + "Consequently", + "Nevertheless" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "whereas", + "why", + "Consequently", + "conversely", + "furthermore", + "Why", + "During", + "therefore" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "What", + "What", + "what", + "Compared", + "how", + "what", + "Which", + "whereas" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "what", + "What", + "What", + "what", + "Which", + "Consequently", + "therefore", + "Which" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "What", + "what", + "What", + "Consequently", + "what", + "why", + "therefore", + "Which" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "what", + "What", + "What", + "what", + "Consequently", + "how", + "why", + "Considering" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "What", + "What", + "what", + "Considering", + "Therefore", + "Consequently", + "experimentally", + "Considering" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "What", + "What", + "Considering", + "what", + "Consequently", + "Therefore", + "Which", + "Compared" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "What", + "Compared", + "Considering", + "Which", + "Consequently", + "Therefore", + "This", + "What" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "What", + "How", + "If", + "A", + "Which", + "When" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 146951, + 194401, + 157759, + 227030, + 235032, + 195019, + 107901, + 215066, + 108419, + 9060, + 3814, + 1214, + 12450, + 13584, + 116508, + 98951, + 58940, + 119292, + 80141, + 11188, + 4853, + 1090, + 899, + 1291, + 4052, + 4959 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 82582, + 154366, + 188758, + 160812, + 122305, + 83788, + 32658, + 59777, + 15284, + 14480, + 13692, + 60994, + 89439, + 106046, + 46069, + 67480, + 107929, + 84609, + 56772, + 46676, + 37531, + 15062, + 2252, + 2889, + 1176, + 189 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 192109, + 209665, + 153644, + 205592, + 187302, + 161784, + 35767, + 89894, + 47131, + 4896, + 2947, + 5546, + 17681, + 33539, + 30386, + 63719, + 106996, + 150548, + 137277, + 28476, + 14350, + 1606, + 546, + 573, + 332, + 63 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 106201, + 168688, + 183898, + 53415, + 28000, + 44390, + 110250, + 112239, + 120326, + 1658, + 757, + 270, + 450, + 758 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 198158, + 199765, + 25549, + 95165, + 123522, + 121935, + 178036, + 136638, + 8991, + 6176, + 18025, + 1385, + 706, + 1043 + ] + }, + { + "label": "fracture", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 110400, + 243488, + 213723, + 229370, + 29460, + 42957, + 171821, + 84428, + 38746, + 324, + 477, + 289, + 167, + 158 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 21.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "for", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "was", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "instability", + "output_checked": true + }, + { + "concept": "steadily", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "increasing", + "output_checked": true + }, + { + "concept": "during", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "percentage", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "with", + "output_checked": true + }, + { + "concept": "several", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "resists", + "output_checked": true + }, + { + "concept": "this", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "began", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "starter", + "output_checked": true + }, + { + "concept": "compared", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "high", + "output_checked": true + }, + { + "concept": "consists", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "alloy", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-notch-resistance-03__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-notch-resistance-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-notch-resistance-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-notch-resistance-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-notch-resistance-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-notch-resistance-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to notch-driven failure 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "During a compact-tension test, substantial energy is dissipated near the notch tip before the specimen separates. The material tolerates larger defects than a comparison alloy.", + "prompt_tail": "-tension test, substantial energy is dissipated near the notch tip before the specimen separates. The material tolerates larger defects than a comparison alloy.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 11, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 8900 + }, + { + "label": "crack", + "best_rank": 33037, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 8570 + }, + { + "label": "fracture", + "best_rank": 4738, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 1140 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "leness", + "lly", + "etc", + "atre", + "ii" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "sebagainya" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "leness", + "ients", + "sic", + "inasmuch" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "stuffs", + "edly", + "udian", + "gonna" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Also", + "also", + "whilst", + "furthermore", + "although", + "which", + "secondly", + "although" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "although", + "Also", + "which", + "also", + "whereas", + "persons", + "whilst", + "although" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "whereas", + "Moreover", + "Furthermore", + "meanwhile", + "Furthermore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "furthermore", + "Furthermore", + "than", + "whereas", + "Moreover", + "although", + "acial", + "Moreover" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "MPa", + "metallurgical", + "strength", + "alloy", + "withstand", + "vantagem" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "advantageous", + "advantage", + "vantagem", + "comparable", + "favorably", + "favorable", + "advantages" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "withstand", + "capability", + "ability", + "strength", + "RENGTH", + "genetically" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "advantageous", + "traits", + "favorably", + "advantages", + "phenotype", + "characteristics", + "RENGTH" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "advantages", + "favorably", + "advantageous", + "favorable", + "advantage", + "vantagem", + "RENGTH" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Consequently", + "several", + "Nevertheless", + "although", + "However", + "Consequently", + "Furthermore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Furthermore", + "Furthermore", + "furthermore", + "Consequently", + "consequently", + "nevertheless", + "Nevertheless" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "meanwhile", + "Similarly", + "consequently", + "Furthermore", + "Furthermore", + "whereas", + "Similarly", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "consequently", + "therefore", + "Furthermore", + "meanwhile", + "furthermore", + "why", + "whereas", + "Consequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "consequently", + "Consequently", + "therefore", + "Consequently", + "furthermore", + "Therefore", + "accordingly", + "thus" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "therefore", + "Consequently", + "consequently", + "what", + "accordingly", + "What", + "Therefore" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "consequently", + "therefore", + "Consequently", + "What", + "what", + "Therefore", + "accordingly" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "how", + "What", + "explain", + "Explain", + "what" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "explain", + "Explain", + "Therefore", + "therefore", + "Considering" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Consequently", + "Explain", + "consequently", + "explain", + "Considering", + "Therefore", + "describe" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "Considering", + "Explain", + "What", + "Therefore", + "Consequently", + "Describe", + "quantify" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "How", + "The", + "What", + "Consequently", + "Describe", + "Therefore", + "Quant" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 204405, + 163609, + 168314, + 194935, + 195318, + 187088, + 91538, + 240271, + 44229, + 496, + 287, + 12, + 84, + 3331, + 153364, + 130409, + 102265, + 167347, + 112032, + 39992, + 25300, + 19877, + 17692, + 27274, + 31349, + 6528 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 76331, + 139799, + 205724, + 199230, + 147619, + 154437, + 172308, + 135661, + 32874, + 56254, + 70763, + 157274, + 203464, + 244535, + 62956, + 126792, + 138830, + 111769, + 97524, + 108667, + 118804, + 110440, + 33038, + 44487, + 13804, + 1640 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 201976, + 194930, + 181330, + 224138, + 194674, + 179782, + 65448, + 116959, + 44721, + 13131, + 11092, + 19390, + 23020, + 173272, + 56761, + 65753, + 95165, + 157454, + 136282, + 64107, + 39315, + 12320, + 4739, + 5108, + 2232, + 245 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 157669, + 99026, + 104406, + 12706, + 49330, + 58611, + 125235, + 164673, + 116058, + 22025, + 12469, + 8901, + 9466, + 17306 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 245076, + 45908, + 68742, + 71929, + 61418, + 82388, + 168687, + 143180, + 18749, + 40991, + 55221, + 13451, + 8571, + 14304 + ] + }, + { + "label": "fracture", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 53946, + 179272, + 198637, + 186680, + 26219, + 14274, + 152043, + 81166, + 45445, + 1691, + 1869, + 2273, + 1141, + 1380 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 29.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "dissipated", + "output_checked": true + }, + { + "concept": "this", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "The", + "output_checked": true + }, + { + "concept": "fracture", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "tensile", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "deformation", + "score": 7.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "is", + "output_checked": true + }, + { + "concept": "several", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ductility", + "score": 6.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "dissipation", + "score": 6.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "dissipated", + "output_checked": true + }, + { + "concept": "due", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "tip", + "output_checked": true + }, + { + "concept": "underwent", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "photoshoot", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "compact", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-notch-resistance-04__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-notch-resistance-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-notch-resistance-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-notch-resistance-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-notch-resistance-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-notch-resistance-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to notch-driven failure 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A structural steel containing a sharp flaw remains stable under loads that cause immediate separation in a less damage-resistant steel. Its critical intensity threshold is larger.", + "prompt_tail": "containing a sharp flaw remains stable under loads that cause immediate separation in a less damage-resistant steel. Its critical intensity threshold is larger.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 51, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 1091 + }, + { + "label": "crack", + "best_rank": 11905, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 2477 + }, + { + "label": "fracture", + "best_rank": 6017, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 1025 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "leness", + "gonna", + "lle", + "persons", + "etc", + "ients", + "somebody" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "sebagainya", + "persons", + "everybody" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "leness", + "therefore", + "sic", + "zis", + "persons" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "inasmuch", + "persons", + "therefore", + "insofar" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "therefore", + "also", + "furthermore", + "Also", + "towards", + "whilst", + "Concerning", + "concerning" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "also", + "towards", + "therefore", + "than", + "Also", + "whereas", + "than", + "whilst" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "than", + "compared", + "also", + "whereas", + "towards", + "than", + "Also", + "furthermore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "than", + "compared", + "towards", + "whereas", + "also", + "than", + "comparative", + "Than" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "compared", + "comparative", + "significantly", + "comparable", + "qualitatively", + "characteristics", + "compar", + "comparator" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "compared", + "comparable", + "comparative", + "comparison", + "significantly", + "compar", + "compare", + "advantageous" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "compared", + "comparable", + "comparative", + "comparison", + "advantageous", + "Compared", + "Compared", + "Comparison" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "compared", + "comparison", + "comparative", + "Compared", + "advantageous", + "comparable", + "comparing", + "compare" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "compared", + "Compared", + "comparative", + "characteristics", + "comparison", + "Compared", + "Comparison" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "Furthermore", + "Consequently", + "Furthermore", + "Nevertheless", + "whereas", + "notwithstanding", + "whereas" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Nevertheless", + "Furthermore", + "furthermore", + "Consequently", + "Similarly", + "Consequently", + "whereas" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "Similarly", + "whereas", + "Consequently", + "Similarly", + "Furthermore", + "Conversely" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "Furthermore", + "whereas", + "Similarly", + "conversely", + "likewise", + "meanwhile", + "Furthermore" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Therefore", + "therefore", + "whereas", + "furthermore", + "Consequently", + "meanwhile", + "Compared", + "accordingly" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "therefore", + "Therefore", + "furthermore", + "Consequently", + "accordingly", + "thus", + "whereas" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "therefore", + "Therefore", + "Its", + "Its", + "thus", + "Hence", + "hence" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Hence", + "Its", + "Therefore", + "Furthermore", + "therefore", + "hence", + "Consequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Consequently", + "Therefore", + "Hence", + "Consequently", + "Its", + "Its", + "therefore", + "Hence" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Therefore", + "Hence", + "Its", + "Consequently", + "Its", + "Similarly", + "Hence" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "Therefore", + "Its", + "Compared", + "Similarly", + "This", + "Hence", + "Furthermore" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "It", + "Its", + "In", + "Therefore", + "A", + "Describe" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 170158, + 186491, + 165562, + 215636, + 242603, + 228558, + 155339, + 208728, + 76591, + 1501, + 236, + 52, + 250, + 445, + 142012, + 113154, + 56997, + 64504, + 34075, + 9495, + 5841, + 5639, + 20781, + 23229, + 25046, + 10481 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 76077, + 160220, + 189224, + 164422, + 105703, + 127626, + 117354, + 160221, + 84152, + 42916, + 94652, + 111992, + 155807, + 156321, + 55376, + 82863, + 98626, + 83806, + 60159, + 81122, + 89358, + 69625, + 11906, + 18877, + 6887, + 1206 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 186419, + 161207, + 121412, + 179933, + 152357, + 104527, + 73602, + 142106, + 119090, + 16189, + 12237, + 64153, + 74891, + 94955, + 78856, + 90811, + 102629, + 144910, + 107688, + 43026, + 42684, + 11630, + 6018, + 9364, + 2483, + 315 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 130606, + 40421, + 136751, + 27037, + 107957, + 119890, + 128546, + 161948, + 26828, + 1092, + 1301, + 2752, + 20670, + 17556 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 237136, + 74260, + 26025, + 151151, + 134492, + 104757, + 148985, + 46543, + 2478, + 5173, + 63730, + 11643, + 2689, + 4026 + ] + }, + { + "label": "fracture", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 179797, + 224252, + 164720, + 196182, + 40585, + 53699, + 118043, + 102547, + 20645, + 1026, + 9887, + 3122, + 2562, + 3650 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 21.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "was", + "score": 12.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "threshold", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "less", + "output_checked": true + }, + { + "concept": "until", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "tolerant", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "but", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "separation", + "output_checked": true + }, + { + "concept": "this", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "other", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "cause", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "compared", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "failure", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "in", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-notch-resistance-05__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-notch-resistance-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-notch-resistance-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-notch-resistance-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-notch-resistance-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-hot-air-surface-layer-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "High-temperature environmental surface layer 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A nickel alloy held in hot air develops an adherent multilayer surface film as metal atoms react with oxygen. Continued exposure thickens the film according to an approximately parabolic time law.", + "prompt_tail": "ops an adherent multilayer surface film as metal atoms react with oxygen. Continued exposure thickens the film according to an approximately parabolic time law.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 29, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 13 + }, + { + "label": "oxide", + "best_rank": 601, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 176 + }, + { + "label": "scale", + "best_rank": 4928, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 2183 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "orry", + "oba", + "Also" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lle", + "gonna", + "leness", + "ie", + "alike", + "ients", + "atre", + "persons" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "sebagainya", + "alike", + "persons", + "afield" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "persons", + "yses" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "inasmuch", + "thereto", + "thence", + "insofar" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "wherein", + "Concerning", + "whereupon", + "thereto" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thus", + "wherein", + "concomit", + "thereto", + "thereby", + "concomitant", + "characterized" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thus", + "concomit", + "thereby", + "concomitant", + "whereupon", + "thereto", + "wherein", + "characterized" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "concomit", + "concomitant", + "thus", + "increasing", + "progressively", + "periodicity", + "Subsequently", + "thereafter" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "asymptotically", + "observed", + "empirical", + "empirically", + "asymptotic", + "observable", + "characteristic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "asymptotically", + "logarithmic", + "observed", + "asymptotic", + "empirically", + "exponential", + "observable", + "incrementally" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "asymptotically", + "observed", + "asymptotic", + "quantitatively", + "exponential", + "experimentally", + "characteristic", + "accelerating" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "Characteristic", + "continuously", + "Characteristics", + "successively", + "progressively", + "characteristics", + "continuous" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Characteristic", + "characteristic", + "characteristics", + "Characteristics", + "Characteristics", + "Characteristic", + "successively", + "characteristic" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "several", + "Consequently", + "Eventually", + "subsequently", + "Several", + "Subsequently", + "Subsequently", + "Consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Consequently", + "Furthermore", + "Furthermore", + "Subsequently", + "Later", + "Eventually", + "furthermore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "Furthermore", + "Similarly", + "furthermore", + "Similarly", + "During", + "similarly", + "consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "this", + "During", + "During", + "Consequently", + "consequently", + "later", + "eventually", + "afterwards" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Initially", + "Initially", + "this", + "meanwhile", + "Eventually", + "Consequently", + "This", + "consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Eventually", + "Initially", + "meanwhile", + "this", + "This", + "Eventually", + "Consequently", + "consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Eventually", + "this", + "This", + "Initially", + "Eventually", + "Initially", + "Consequently", + "meanwhile" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Eventually", + "Initially", + "Initially", + "Consequently", + "Simultaneously", + "This" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Initially", + "Initially", + "Eventually", + "Eventually", + "This", + "experimentally", + "initially", + "Simultaneously" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Initially", + "Initially", + "Eventually", + "This", + "Eventually", + "experimentally", + "Consequently", + "Simultaneously" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Initially", + "Eventually", + "Initially", + "This", + "Simultaneously", + "Consequently", + "Eventually", + "Diffusion" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Initially", + "Eventually", + "At", + "In", + "When", + "Initial" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 76451, + 69383, + 43187, + 17294, + 29977, + 38555, + 18935, + 38983, + 19557, + 14317, + 8841, + 14548, + 28350, + 29485, + 32266, + 43627, + 42261, + 16063, + 12339, + 563, + 346, + 72, + 30, + 43, + 17, + 36 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 55271, + 6858, + 606, + 5038, + 16231, + 18935, + 19635, + 10712, + 6102, + 3464, + 5830, + 17743, + 53724, + 65882, + 93302, + 116851, + 112674, + 82804, + 15529, + 1086, + 847, + 602, + 1106, + 785, + 74, + 180 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 111289, + 5528, + 7426, + 99097, + 66359, + 69981, + 31596, + 37638, + 5395, + 13063, + 4929, + 7659, + 23364, + 106338, + 112236, + 91623, + 88047, + 44174, + 27815, + 31987, + 13590, + 13986, + 10334, + 16340, + 5062, + 1788 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 139113, + 90208, + 231559, + 73177, + 11402, + 96051, + 130360, + 19328, + 13410, + 15, + 22, + 14, + 16, + 24 + ] + }, + { + "label": "oxide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 62996, + 103702, + 210964, + 190766, + 2808, + 12524, + 144360, + 61646, + 12373, + 177, + 346, + 380, + 818, + 836 + ] + }, + { + "label": "scale", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 2184, + 84493, + 105823, + 58919, + 200517, + 234761, + 213182, + 48917, + 21938, + 53124, + 40705, + 11919, + 3973, + 6299 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "this", + "score": 19.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Continued", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 18.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "held", + "output_checked": true + }, + { + "concept": "because", + "score": 18.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "oxide", + "score": 15.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 13.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "during", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "as", + "output_checked": true + }, + { + "concept": "several", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "became", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "exponential", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "empirical", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "and", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "adherent", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-hot-air-surface-layer-01__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-hot-air-surface-layer-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-hot-air-surface-layer-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-hot-air-surface-layer-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-hot-air-surface-layer-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-hot-air-surface-layer-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "High-temperature environmental surface layer 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "During prolonged furnace exposure, a metal component gains mass and forms a dark brittle surface layer rich in oxygen and metal cations.", + "prompt_tail": "During prolonged furnace exposure, a metal component gains mass and forms a dark brittle surface layer rich in oxygen and metal cations.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 29, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 28 + }, + { + "label": "oxide", + "best_rank": 590, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 480 + }, + { + "label": "scale", + "best_rank": 20274, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 4428 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "asion" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "alike", + "lle", + "gonna", + "ion", + "weg", + "ii", + "zes", + "atre" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "aid", + "xd", + "mente", + "weg", + "dz" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "idia", + "aken", + "ided", + "oides", + "oused", + "aan", + "iths" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ided", + "whilst", + "yy", + "aken", + "udian", + "towards", + "aan", + "ients" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Additionally", + "microorganisms", + "During", + "portraying", + "showcasing", + "undergoes", + "amidst" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "characterized", + "subsequently", + "concomit", + "wherein", + "concomitant", + "Subsequently", + "merely", + "employing" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "concomit", + "characterized", + "concomitant", + "thereby", + "Moreover", + "Subsequently" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "concomit", + "concomitant", + "characterized", + "pigmentation", + "Subsequently", + "intensified", + "undergoing", + "luminescence" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "luminescence", + "pigmentation", + "chemically", + "polymeric", + "epidermal", + "anthropogenic", + "characterized" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "metallurgical", + "accret", + "chemically", + "carapace", + "metallic", + "characterized", + "necrosis", + "polymeric" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "characterized", + "necrosis", + "necrotic", + "discoloration", + "characteristic", + "symptomatic", + "incipient", + "resembling" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characterized", + "characterize", + "describes", + "characterized", + "described", + "describing", + "characterizing" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "describing", + "describes", + "describir", + "describe", + "description" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "subsequently", + "Subsequently", + "several", + "Consequently", + "Furthermore", + "which", + "Frequently", + "Subsequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "furthermore", + "Consequently", + "Subsequently", + "subsequently", + "Furthermore", + "Eventually" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Subsequently", + "subsequently", + "Eventually", + "During", + "later", + "Furthermore", + "During" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "afterwards", + "this", + "This", + "subsequently", + "later", + "During", + "During" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "this", + "This", + "this", + "This", + "meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "this", + "This", + "This", + "Which", + "this", + "What", + "what" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "This", + "this" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "This", + "this" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "Simultaneously", + "this" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "Simultaneously", + "this" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "Simultaneously", + "During", + "Which", + "Eventually", + "What", + "This" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "What", + "During", + "If", + "This", + "Heat", + "Subsequently" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 90574, + 86387, + 107972, + 28741, + 21337, + 35495, + 17535, + 13321, + 816, + 305, + 155, + 193, + 1084, + 11714, + 90183, + 82508, + 41030, + 19293, + 5983, + 446, + 492, + 135, + 40, + 30, + 18, + 23 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 49352, + 14917, + 13264, + 38970, + 42718, + 39375, + 4801, + 2703, + 829, + 629, + 1475, + 3850, + 5986, + 81055, + 198891, + 208692, + 187403, + 110062, + 19677, + 1598, + 1268, + 591, + 1419, + 911, + 246, + 187 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 103952, + 6595, + 7799, + 104413, + 95790, + 181842, + 174482, + 149360, + 139622, + 157722, + 70170, + 96934, + 193879, + 212791, + 155913, + 122061, + 110921, + 61521, + 40624, + 46171, + 32223, + 33554, + 20275, + 24068, + 5250, + 1402 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 147001, + 186262, + 180117, + 72248, + 95617, + 145258, + 72944, + 34401, + 14004, + 50, + 73, + 47, + 33, + 29 + ] + }, + { + "label": "oxide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 59316, + 131179, + 142711, + 132371, + 8949, + 8109, + 104576, + 30969, + 40535, + 955, + 618, + 481, + 2154, + 1674 + ] + }, + { + "label": "scale", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 4429, + 45501, + 137440, + 157852, + 243677, + 252338, + 240007, + 79322, + 31469, + 60491, + 84264, + 45590, + 6960, + 8256 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "metallurgical", + "score": 20.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "because", + "score": 19.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "oxides", + "score": 18.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "several", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "periods", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "prolonged", + "output_checked": true + }, + { + "concept": "due", + "score": 13.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 11.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "alloy", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "oxide", + "score": 10.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "elements", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "in", + "output_checked": true + }, + { + "concept": "accret", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "coating", + "score": 5.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "surface", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-hot-air-surface-layer-02__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-hot-air-surface-layer-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-hot-air-surface-layer-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-hot-air-surface-layer-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-hot-air-surface-layer-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-hot-air-surface-layer-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "High-temperature environmental surface layer 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A hot steel coupon exposed to air becomes covered by several ceramic-like surface layers. Growth slows as ions must travel through the existing film.", + "prompt_tail": "A hot steel coupon exposed to air becomes covered by several ceramic-like surface layers. Growth slows as ions must travel through the existing film.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 11, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 7 + }, + { + "label": "oxide", + "best_rank": 82, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 78 + }, + { + "label": "scale", + "best_rank": 2183, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 367 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "asion", + "orry", + "oba" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "lle", + "persons", + "ients" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "persons", + "alike", + "lle", + "etc" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "Toward", + "maupun", + "mittal", + "toward", + "tow" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "toward", + "maupun", + "tow", + "thru", + "sic" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "toward", + "upon", + "Upon", + "whereupon", + "Toward" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "toward", + "later", + "aided", + "whilst", + "nearer", + "however", + "lessened", + "upon" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "toward", + "meanwhile", + "alike", + "Toward", + "furthermore", + "Toward" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "slower", + "slowing", + "slows", + "ddots", + "lengthening", + "slowed", + "slow", + "sluggish" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "slowing", + "slowed", + "slower", + "bottleneck", + "slows", + "slow", + "slowdown" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "slowing", + "slows", + "bottleneck", + "slowed", + "slower", + "slowdown", + "resistive" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "slowing", + "slowed", + "slows", + "slowdown", + "slower", + "bottleneck", + "slow", + "impeding" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "slowing", + "slows", + "increasing", + "slower", + "weakening", + "slowed", + "slowdown", + "bottleneck" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "bottleneck", + "slowing", + "slows", + "slowdown", + "slower", + "impeding", + "slowed" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Eventually", + "Consequently", + "Consequently", + "Furthermore", + "Later", + "Secondly", + "furthermore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Eventually", + "Furthermore", + "Consequently", + "Furthermore", + "Later", + "Eventually", + "Ultimately", + "Consequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Conversely", + "Furthermore", + "Eventually", + "Furthermore", + "whereas", + "Later", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Eventually", + "furthermore", + "meanwhile", + "Eventually", + "whereas", + "eventually", + "Consequently", + "consequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Eventually", + "meanwhile", + "these", + "These", + "Eventually", + "Consequently", + "furthermore", + "consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Eventually", + "meanwhile", + "Consequently", + "Consequently", + "consequently", + "Eventually", + "furthermore", + "Ultimately" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Eventually", + "Consequently", + "meanwhile", + "Eventually", + "These", + "these", + "eventually", + "consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Eventually", + "these", + "Consequently", + "These", + "Eventually", + "Consequently", + "consequently", + "this" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Eventually", + "Eventually", + "Consequently", + "Consequently", + "These", + "Simultaneously", + "Ultimately", + "Finally" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Eventually", + "Eventually", + "Consequently", + "These", + "Ultimately", + "Consequently", + "These", + "Ultimately" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Eventually", + "These", + "Eventually", + "Consequently", + "Ultimately", + "Simultaneously", + "Finally", + "Oxidation" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "These", + "This", + "Eventually", + "In", + "A", + "What", + "At" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 71948, + 51276, + 42594, + 18909, + 40836, + 33961, + 37268, + 51758, + 15759, + 4381, + 2721, + 5895, + 6036, + 26032, + 11511, + 29291, + 26941, + 17978, + 10829, + 924, + 422, + 32, + 12, + 13, + 8, + 18 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 49793, + 4823, + 1807, + 45273, + 65747, + 42127, + 27489, + 9016, + 779, + 1774, + 3541, + 12426, + 10978, + 29170, + 67560, + 103038, + 91539, + 56974, + 24408, + 1382, + 551, + 83, + 161, + 126, + 30, + 57 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 101129, + 7824, + 5869, + 127316, + 87242, + 94500, + 72521, + 68235, + 33646, + 21473, + 15463, + 7407, + 7671, + 20469, + 38400, + 45939, + 55199, + 41920, + 25620, + 23474, + 11672, + 7634, + 2184, + 2442, + 936, + 647 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 202693, + 200414, + 211540, + 133718, + 47537, + 104637, + 93199, + 33543, + 9630, + 27, + 33, + 10, + 8, + 9 + ] + }, + { + "label": "oxide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 170866, + 123701, + 145714, + 123639, + 6896, + 21938, + 159323, + 70754, + 27054, + 277, + 197, + 79, + 204, + 189 + ] + }, + { + "label": "scale", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 4989, + 368, + 19424, + 108140, + 204346, + 230944, + 171183, + 30720, + 5086, + 12698, + 15889, + 4935, + 786, + 1070 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "by", + "output_checked": true + }, + { + "concept": "oxides", + "score": 12.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "slowing", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "slows", + "output_checked": true + }, + { + "concept": "became", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "these", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Growth", + "output_checked": true + }, + { + "concept": "Eventually", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "oxide", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "by", + "output_checked": true + }, + { + "concept": "hotter", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "during", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "this", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "with", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "covered", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-hot-air-surface-layer-03__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-hot-air-surface-layer-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-hot-air-surface-layer-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-hot-air-surface-layer-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-hot-air-surface-layer-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-hot-air-surface-layer-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "High-temperature environmental surface layer 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Elevated-temperature air exposure produces a compact protective film on a chromium-containing alloy. The film limits further oxygen ingress by solid-state transport.", + "prompt_tail": "ted-temperature air exposure produces a compact protective film on a chromium-containing alloy. The film limits further oxygen ingress by solid-state transport.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 41, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 31 + }, + { + "label": "oxide", + "best_rank": 203, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 1668 + }, + { + "label": "scale", + "best_rank": 6447, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 3052 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ammed" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "lle", + "persons", + "d", + "ients" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "persons", + "etc" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thereto", + "herein", + "persons", + "sic" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "sic", + "persons", + "thereto", + "thence" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whereby", + "persons", + "therefore", + "thereto", + "whereupon" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereto", + "thereby", + "thereafter", + "thence", + "therein", + "thus", + "thereon", + "concomitant" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "Moreover", + "furthermore", + "thereto", + "thus", + "thereof" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Moreover", + "thereby", + "concomitant", + "thus", + "acial", + "concomit", + "Moreover" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "impermeable", + "imperme", + "stabilization", + "substrate", + "barrier", + "stabilized", + "refractory", + "chemically" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "impermeable", + "imperme", + "stabilization", + "limiting", + "chemically", + "stabilized", + "insulating", + "cessation" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "stabilization", + "inactiv", + "mechanism", + "stabilized", + "chemically", + "gradually" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "limiting", + "mechanism", + "Mechanism", + "gradually", + "dioxide", + "controlled" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "intramolecular", + "confining", + "dioxide", + "thence", + "mechanism", + "therefore", + "thereby", + "limiting" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Subsequently", + "Furthermore", + "furthermore", + "Furthermore", + "Consequently", + "Ultimately", + "Subsequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Furthermore", + "furthermore", + "Consequently", + "Consequently", + "Later", + "Subsequently", + "consequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "Furthermore", + "Furthermore", + "furthermore", + "consequently", + "similarly", + "Similarly", + "Eventually" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "this", + "Consequently", + "consequently", + "Furthermore", + "conversely", + "meanwhile", + "Consequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "this", + "Consequently", + "meanwhile", + "consequently", + "Consequently", + "furthermore", + "This" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "this", + "Consequently", + "This", + "furthermore", + "consequently", + "Consequently", + "meanwhile", + "conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "Consequently", + "This", + "consequently", + "Consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Consequently", + "This", + "this" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "Consequently", + "This", + "Consequently", + "consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "this", + "This", + "Consequently", + "This", + "Consequently" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Consequently", + "this", + "The", + "This", + "Simultaneously", + "Researchers" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "This", + "In", + "A", + "Chemical", + "Chromium", + "Thermal" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 90247, + 42324, + 26475, + 17907, + 28586, + 17377, + 10214, + 25831, + 3130, + 672, + 456, + 181, + 603, + 1323, + 69380, + 52154, + 36762, + 26013, + 9994, + 979, + 788, + 188, + 62, + 42, + 24, + 41 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 37475, + 6552, + 820, + 4936, + 10722, + 7156, + 5356, + 2478, + 217, + 77, + 219, + 204, + 522, + 628, + 137149, + 166729, + 132590, + 94424, + 38723, + 2953, + 2195, + 968, + 1343, + 751, + 188, + 400 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 112513, + 4517, + 5227, + 94814, + 101788, + 80581, + 36194, + 42073, + 55333, + 42818, + 34449, + 42223, + 26393, + 80087, + 52751, + 64533, + 47704, + 41759, + 19024, + 19785, + 11905, + 11319, + 6448, + 7453, + 1895, + 1239 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 128898, + 150007, + 189657, + 112542, + 19442, + 55621, + 30266, + 15042, + 11513, + 52, + 111, + 55, + 43, + 32 + ] + }, + { + "label": "oxide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 106703, + 119567, + 140615, + 73469, + 5228, + 38233, + 130961, + 107190, + 49782, + 2863, + 3230, + 2465, + 3566, + 1669 + ] + }, + { + "label": "scale", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 9255, + 16018, + 26509, + 99818, + 208922, + 219283, + 140552, + 57595, + 6509, + 11910, + 19396, + 9929, + 3053, + 3885 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "and", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "this", + "score": 13.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "The", + "output_checked": true + }, + { + "concept": "surface", + "score": 13.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "because", + "score": 11.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 11.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "state", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "further", + "output_checked": true + }, + { + "concept": "several", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "produces", + "output_checked": true + }, + { + "concept": "awareness", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "oxidative", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "produces", + "output_checked": true + }, + { + "concept": "significant", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "while", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ingress", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-hot-air-surface-layer-04__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-hot-air-surface-layer-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-hot-air-surface-layer-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-hot-air-surface-layer-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-hot-air-surface-layer-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-hot-air-surface-layer-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "High-temperature environmental surface layer 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A turbine component operated in oxygen-bearing gas develops a thick external reaction product that can spall during thermal cycling.", + "prompt_tail": "A turbine component operated in oxygen-bearing gas develops a thick external reaction product that can spall during thermal cycling.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 42, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 26 + }, + { + "label": "oxide", + "best_rank": 645, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 511 + }, + { + "label": "scale", + "best_rank": 10820, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 2040 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ammed", + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lle", + "alike", + "d", + "l", + "gonna", + "ie", + "ct" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "mente", + "aid", + "wi", + "ct", + "xd" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "arena", + "businesswoman", + "yses", + "automobile", + "oides", + "aken", + "persons" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ided", + "aken", + "efectu", + "oriented", + "osite", + "osed" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Additionally", + "although", + "subsequently", + "UTIL", + "During", + "consequently", + "aan" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "utilizing", + "necessitating", + "notably", + "concomit", + "exhibiting", + "potentially", + "protracted", + "concurrently" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "concomit", + "exhibiting", + "concurrently", + "noteworthy", + "thereby", + "aceous", + "necessitating", + "thereto" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "abrasive", + "metallurgical", + "elastomer", + "concomit", + "Aluminum", + "abrasion", + "ductile", + "viscoelastic" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "brittle", + "metallurgical", + "corrosion", + "stabilized", + "geotechnical", + "polymer", + "necrosis", + "polymeric" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "metastable", + "stabilized", + "stabilization", + "metallurgical", + "necrosis", + "brittle", + "destabil", + "unstable" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "instability", + "unstable", + "destabil", + "exacerbated", + "damaging", + "necrosis", + "prone", + "carcinogenic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "prone", + "instability", + "exacerbated", + "threatening", + "threatening", + "damaging", + "mitigation", + "problematic" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "prone", + "instability", + "preventable", + "risk", + "problematic", + "rischio", + "metastable" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "subsequently", + "this", + "Consequently", + "later", + "Subsequently", + "This", + "Furthermore", + "Afterwards" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "this", + "Consequently", + "furthermore", + "Subsequently", + "Consequently", + "This", + "Furthermore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "Furthermore", + "this", + "meanwhile", + "Similarly", + "Similarly", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "this", + "This", + "Consequently", + "whereas", + "Meanwhile", + "Furthermore" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "meanwhile", + "this", + "This", + "Consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Consequently", + "This", + "furthermore", + "meanwhile", + "Furthermore" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "This", + "Consequently", + "Its", + "Recently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "This", + "Furthermore", + "Consequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "Consequently", + "This", + "Furthermore", + "corrosion", + "Consequently", + "Corrosion" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "Consequently", + "This", + "Furthermore", + "Consequently", + "Simultaneously" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "Maintaining", + "Measures", + "Causes", + "Considering", + "Manufacturers" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "What", + "Its", + "Maintenance", + "To", + "Furthermore", + "If" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 98688, + 72342, + 100558, + 9110, + 13787, + 11815, + 7282, + 11937, + 3932, + 1254, + 1066, + 1568, + 2019, + 3429, + 60484, + 60787, + 32275, + 16907, + 6108, + 1035, + 777, + 161, + 52, + 43, + 27, + 37 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 55889, + 13687, + 9170, + 18208, + 49060, + 51871, + 39407, + 17637, + 1430, + 421, + 646, + 1947, + 3908, + 5023, + 88001, + 158356, + 129964, + 97438, + 15912, + 3286, + 2456, + 667, + 916, + 684, + 421, + 163 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 107129, + 5812, + 10929, + 129417, + 120895, + 177548, + 174733, + 161349, + 129885, + 112676, + 55147, + 80558, + 154074, + 208785, + 161752, + 133669, + 103718, + 76014, + 47177, + 64376, + 36271, + 29796, + 11114, + 10821, + 3476, + 673 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 120755, + 218498, + 214540, + 126559, + 48423, + 104122, + 89403, + 52321, + 32282, + 87, + 64, + 34, + 29, + 27 + ] + }, + { + "label": "oxide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 110259, + 77283, + 106651, + 94807, + 720, + 8049, + 106744, + 45577, + 35649, + 2070, + 1387, + 512, + 1357, + 918 + ] + }, + { + "label": "scale", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 2041, + 10099, + 64350, + 58564, + 216914, + 250027, + 238625, + 69722, + 12263, + 57191, + 74197, + 40785, + 3802, + 3612 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "corrosion", + "score": 19.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "because", + "score": 18.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "external", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "component", + "output_checked": true + }, + { + "concept": "atmosphere", + "score": 8.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "and", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "external", + "output_checked": true + }, + { + "concept": "layer", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "several", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "became", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "methane", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "fouling", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "sp", + "output_checked": true + }, + { + "concept": "instability", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "during", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-hot-air-surface-layer-05__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-hot-air-surface-layer-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-hot-air-surface-layer-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-hot-air-surface-layer-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed1/materials/paper-v2-assoc-hot-air-surface-layer-05__heatmap.png" + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-e4b-it-paper-seed2.json b/jlens_materials/runs/gemma4-e4b-it-paper-seed2.json new file mode 100644 index 0000000000000000000000000000000000000000..2728e98c98eceae7754e348f3833756cdb33255c --- /dev/null +++ b/jlens_materials/runs/gemma4-e4b-it-paper-seed2.json @@ -0,0 +1,48818 @@ +{ + "format_version": 2, + "created_at": "2026-07-12T20:32:36.703174+00:00", + "model": "google/gemma-4-E4B-it", + "model_identity": { + "requested_id": "google/gemma-4-E4B-it", + "requested_revision": null, + "model_class": "Gemma4ForConditionalGeneration", + "config_name_or_path": "google/gemma-4-E4B-it", + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-E4B-it", + "vocab_size": 262144, + "n_layers": 42, + "d_model": 2560, + "dtype": "bfloat16" + }, + "tag": "gemma4-e4b-it-paper-seed2", + "n_layers": 42, + "d_model": 2560, + "lens_n_prompts": 1000, + "lens_provenance": { + "corpus": { + "dataset": "Salesforce/wikitext", + "kind": "huggingface", + "min_chars": 600, + "records": 1000, + "requested_records": 1000, + "revision": "main", + "seed": 2, + "sha256": "1770390b93f2a5a137069ef2387414152bc2123908b38a0baf2db75316b10b7d", + "split": "train", + "subset": "wikitext-103-raw-v1", + "text_field": "text", + "unique_records": 1000 + }, + "created_at": "2026-07-12T09:14:12.858370+00:00", + "dim_batch": 16, + "format_version": 1, + "hub": { + "path_in_repo": "gemma4-e4b-it/paper/seed2.pt", + "repo_id": "lamm-mit/gemma4-jacobian-lenses", + "repo_type": "model", + "revision": "main", + "uploaded_at": "2026-07-12T20:29:00.920656+00:00" + }, + "model": { + "config_name_or_path": "google/gemma-4-E4B-it", + "d_model": 2560, + "dtype": "bfloat16", + "model_class": "Gemma4ForConditionalGeneration", + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "n_layers": 42, + "requested_id": "google/gemma-4-E4B-it", + "requested_revision": null, + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-E4B-it", + "vocab_size": 262144 + }, + "paper_reference": "https://transformer-circuits.pub/2026/workspace/index.html", + "recipe": { + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers.", + "max_seq_len": 128, + "n_fit": 1000, + "name": "paper", + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "target_layer": -2 + }, + "source_layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39 + ], + "target_layer": 40, + "upstream_reference": "lamm-mit/jacobian-lens@581d398613e5602a5af361e1c34d3a92ea82ba8e" + }, + "methodology": { + "recipe": { + "name": "paper", + "n_fit": 1000, + "max_seq_len": 128, + "target_layer": -2, + "report_layer_count": 25, + "skip_first": 16, + "strict_corpus": true, + "description": "Paper-scale estimator: 1000 independent 128-token sequences, penultimate target layer, and 25 evenly spaced reported layers." + }, + "claims_level": "paper-protocol quantitative", + "paper_protocol_complete": true, + "strict_protocol": true, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 50, + "evaluation_max_seq_len": 512, + "generation_max_new_tokens": 1, + "model_revision": null, + "dtype": "bfloat16", + "layer_stride": 1, + "prompt_source": "prompts/materials-paper-v2-preregistered.json", + "swaps_enabled": false, + "swap_alpha": 1.0 + }, + "shapes": [ + "ASSOCIATION" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": { + "ASSOCIATION": { + "n_items": 50, + "minimum_required": 50, + "sufficient_sample": true, + "ks": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "jacobian_lens": { + "pass_at_k": [ + 0.006666666666666666, + 0.02, + 0.025, + 0.03166666666666666, + 0.05, + 0.10999999999999999, + 0.1533333333333333 + ], + "auc_log_k": 0.05262972081345991, + "bootstrap_95": { + "1": { + "mean": 0.006666666666666666, + "low": 0.0, + "high": 0.02 + }, + "2": { + "mean": 0.02, + "low": 0.0, + "high": 0.04666666666666666 + }, + "5": { + "mean": 0.025, + "low": 0.005, + "high": 0.051666666666666666 + }, + "10": { + "mean": 0.03166666666666666, + "low": 0.006666666666666666, + "high": 0.06 + }, + "20": { + "mean": 0.05, + "low": 0.02, + "high": 0.08337499999999975 + }, + "50": { + "mean": 0.10999999999999999, + "low": 0.06999999999999999, + "high": 0.15333333333333332 + }, + "100": { + "mean": 0.1533333333333333, + "low": 0.10166666666666664, + "high": 0.21 + } + } + }, + "logit_lens": { + "pass_at_k": [ + 0.006666666666666666, + 0.006666666666666666, + 0.02, + 0.026666666666666665, + 0.06, + 0.09333333333333332, + 0.13333333333333333 + ], + "auc_log_k": 0.04600343331887995 + } + } + }, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 0, + "n_graded": 0, + "minimum_required": 50, + "sufficient_sample": false, + "protocol_success_rate": null, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [], + "prompts": [ + { + "slug": "paper-v2-assoc-ductile-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Dimpled tensile failure 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A tensile coupon developed pronounced necking before separation. Its failure face contained rounded dimples centered on inclusions, with a cup-shaped center and a surrounding slanted lip.", + "prompt_tail": "pronounced necking before separation. Its failure face contained rounded dimples centered on inclusions, with a cup-shaped center and a surrounding slanted lip.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 458, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 566 + }, + { + "label": "nucleation", + "best_rank": 2611, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 3958 + }, + { + "label": "coalescence", + "best_rank": 331, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 22478 + }, + { + "label": "void", + "best_rank": 6012, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 2075 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "them" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "wards", + "ie", + "yeah", + "nto", + "lly", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "whilst", + "centre", + "etc", + "wards", + "lle", + "alike" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "akka", + "edly", + "udos", + "ited", + "oid", + "zis", + "oides", + "goers" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "edly", + "ided", + "bzw", + "zis", + "alike", + "udos", + "oid" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "also", + "neath", + "towards", + "featured", + "goers", + "respectively" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereto", + "characterized", + "whilst", + "indistinct", + "adjoining", + "notable", + "commenced", + "thereafter" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "indistinct", + "characterized", + "composed", + "thereto", + "constituted", + "whereas", + "coloration", + "wearer" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "curved", + "indistinct", + "coloration", + "radially", + "indrical", + "delineated", + "elongated", + "topography" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "photograph", + "coloration", + "curved", + "contoured", + "anatomical", + "curving", + "diagram", + "characteristic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "contoured", + "coloration", + "anatomical", + "characteristic", + "observed", + "elongated", + "curving", + "diagram" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "coloration", + "characteristic", + "morphology", + "distinctive", + "diagram", + "anatomical", + "indicating", + "characteristics" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "distinguishing", + "distinctive", + "distinguish", + "holotype", + "distinct", + "distinguished" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "coloration", + "distinguishing", + "diagram", + "distinctive" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Also", + "furthermore", + "Furthermore", + "whereas", + "Eventually", + "Ultimately", + "Afterwards", + "Furthermore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Also", + "furthermore", + "Furthermore", + "Furthermore", + "Also", + "also", + "Similarly", + "Simultaneously" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "Furthermore", + "Similarly", + "Similarly", + "Simultaneously", + "Also", + "Conversely" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "Similarly", + "likewise", + "similarly", + "these", + "Similarly", + "whereas" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "This", + "These", + "Overall", + "this", + "Recently", + "Overall" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "These", + "Consequently", + "Recently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "These", + "Such", + "Its" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "These", + "Hence", + "Such", + "Consequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Such", + "Hence", + "Such", + "this" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Such", + "Notably", + "This", + "Consequently", + "Hence", + "Such" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Characteristic", + "Notably", + "These", + "Characteristics", + "Typical", + "Its", + "Such" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "It", + "Such", + "A", + "Its", + "In" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 249472, + 161478, + 201520, + 143352, + 148299, + 137229, + 34008, + 36069, + 2845, + 228, + 459, + 3385, + 8415, + 13846, + 208080, + 227227, + 193729, + 210457, + 191521, + 23804, + 19613, + 9375, + 8539, + 15996, + 72081, + 12843 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 206073, + 154803, + 186870, + 187270, + 178095, + 127255, + 52764, + 30975, + 1476, + 997, + 2941, + 2612, + 2960, + 4889, + 122523, + 103470, + 127867, + 215956, + 111140, + 19548, + 23819, + 6419, + 48332, + 69978, + 171703, + 63477 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 252581, + 239718, + 237432, + 215588, + 155842, + 122621, + 7333, + 11028, + 191, + 1116, + 502, + 648, + 332, + 591, + 23704, + 17634, + 19696, + 75804, + 36064, + 17128, + 36603, + 10774, + 17305, + 31909, + 42085, + 18724 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 14142, + 3392, + 7086, + 2809, + 5692, + 1804, + 5404, + 5443, + 8947, + 13221, + 19602, + 19999, + 6013, + 10751, + 13444, + 35048, + 76131, + 54865, + 64771, + 81539, + 59084, + 21810, + 8156, + 7887, + 3164, + 844 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 10902, + 102811, + 97255, + 62115, + 157122, + 149038, + 160102, + 144667, + 113807, + 567, + 1180, + 6872, + 8405, + 14167 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 215448, + 205723, + 208288, + 234215, + 213375, + 237786, + 190579, + 165536, + 110281, + 3959, + 19127, + 10097, + 36309, + 39626 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 194370, + 261714, + 213878, + 137586, + 201892, + 230310, + 136979, + 218830, + 150609, + 94135, + 65979, + 22479, + 36909, + 32846 + ] + }, + { + "label": "void", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 51916, + 188347, + 87715, + 11256, + 168306, + 24397, + 28999, + 59363, + 30154, + 2729, + 2367, + 6872, + 2500, + 2076 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "several", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "pronounced", + "output_checked": true + }, + { + "concept": "whereas", + "score": 12.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "A", + "output_checked": true + }, + { + "concept": "ductile", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 9.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "during", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "indicating", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ples", + "output_checked": true + }, + { + "concept": "was", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "face", + "output_checked": true + }, + { + "concept": "which", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "This", + "score": 8.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "with", + "output_checked": true + }, + { + "concept": "occurred", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "fracture", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "contained", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-ductile-01__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-ductile-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-ductile-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-ductile-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-ductile-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-ductile-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Dimpled tensile failure 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "After substantial plastic elongation, a metal bar separated along a surface filled with microscopic pits around second-phase particles. Neighboring pits had joined into larger depressions.", + "prompt_tail": "ongation, a metal bar separated along a surface filled with microscopic pits around second-phase particles. Neighboring pits had joined into larger depressions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 3596, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 14879 + }, + { + "label": "nucleation", + "best_rank": 271, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 3400 + }, + { + "label": "coalescence", + "best_rank": 10, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 5572 + }, + { + "label": "void", + "best_rank": 21975, + "best_depth": 56.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 9915 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "them" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "etc", + "sic", + "persons", + "ients", + "lle", + "eded" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "programmes", + "centre", + "centre", + "persons", + "sebagainya" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "hitherto", + "thence", + "centre" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "centre", + "centre", + "persons", + "hitherto", + "practised" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "centre", + "whereby", + "centre", + "colours" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "nearer", + "hitherto", + "itherto", + "thereto", + "therefore", + "occasioned", + "probably" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "thence", + "itherto", + "hitherto", + "thereto", + "presently", + "meanwhile" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "thence", + "apiece", + "nearer", + "Moreover", + "itherto", + "hitherto", + "incipient" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "agglomer", + "incipient", + "coales", + "coalescence", + "swollen", + "enlarged" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "incipient", + "agglomer", + "coales", + "enlarg", + "enlarging", + "intensification", + "swollen", + "crowding" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "enlarging", + "intensification", + "enlargement", + "intensifying", + "enlarg", + "growing", + "enlarged", + "enlarge" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "increasing", + "intensifying", + "intensification", + "Increasing", + "increasing", + "Increasing", + "growing", + "deepening" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "growing", + "increasing", + "accumulating", + "intensifying", + "intensification", + "deepening", + "urbanization", + "increasing" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Consequently", + "Furthermore", + "furthermore", + "whereas", + "Also", + "Also", + "Meanwhile" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Similarly", + "Furthermore", + "Furthermore", + "furthermore", + "Meanwhile", + "Consequently", + "likewise", + "Similarly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "whereas", + "Similarly", + "Similarly", + "meanwhile", + "Furthermore", + "likewise" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "whereas", + "conversely", + "meanwhile", + "furthermore", + "Furthermore", + "while", + "Meanwhile", + "Similarly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "furthermore", + "Meanwhile", + "Similarly", + "Simultaneously", + "Furthermore", + "Similar", + "Consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "meanwhile", + "Consequently", + "Meanwhile", + "furthermore", + "consequently", + "similarly", + "conversely", + "Simultaneously" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "meanwhile", + "Consequently", + "Meanwhile", + "consequently", + "Despite", + "Similarly", + "Recently", + "conversely" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Simultaneously", + "Consequently", + "Despite", + "meanwhile", + "Similarly", + "Meanwhile", + "Alongside", + "Furthermore" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Simultaneously", + "Consequently", + "Similarly", + "Meanwhile", + "Despite", + "meanwhile", + "Similarly", + "Consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Simultaneously", + "Similarly", + "Despite", + "Meanwhile", + "Similarly", + "Recently", + "Consequently" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Simultaneously", + "Following", + "Consequently", + "Along", + "Alongside", + "Similarly", + "Considering", + "Despite" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "A", + "Metal", + "In", + "Following", + "After", + "Simultaneously" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 245499, + 165607, + 179784, + 217630, + 211893, + 234706, + 196834, + 147560, + 107877, + 2884, + 3597, + 12298, + 35868, + 19971, + 228406, + 239957, + 209446, + 199824, + 161172, + 57990, + 45525, + 40560, + 59829, + 81055, + 133446, + 12115 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 200781, + 167735, + 180900, + 222207, + 200595, + 172627, + 84509, + 78318, + 8680, + 74, + 398, + 272, + 900, + 551, + 132956, + 96802, + 72854, + 100337, + 40604, + 8818, + 10367, + 11033, + 48366, + 64571, + 151051, + 84447 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 249748, + 252035, + 206465, + 224014, + 203676, + 157403, + 35090, + 26485, + 781, + 4, + 11, + 14, + 12, + 27, + 18793, + 12206, + 6893, + 30056, + 5719, + 2931, + 4576, + 8623, + 9606, + 6432, + 19681, + 19588 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 10476, + 2303, + 6447, + 11143, + 18614, + 16755, + 36882, + 35153, + 87681, + 52072, + 67692, + 52265, + 45452, + 54739, + 21976, + 67096, + 85392, + 66249, + 41589, + 42530, + 38754, + 23587, + 64957, + 39599, + 10323, + 2001 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 39077, + 132931, + 154357, + 117767, + 127580, + 157731, + 80417, + 121660, + 107370, + 18318, + 14880, + 68550, + 121148, + 103719 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 193925, + 234717, + 164878, + 228611, + 240471, + 212819, + 128917, + 37927, + 60177, + 3401, + 7744, + 34238, + 66099, + 51069 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 137232, + 261581, + 172644, + 152808, + 211304, + 169670, + 66015, + 111316, + 43752, + 10575, + 5573, + 22980, + 28738, + 12841 + ] + }, + { + "label": "void", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 112542, + 174492, + 152347, + 36831, + 105637, + 9916, + 20597, + 47660, + 30214, + 18318, + 14070, + 37434, + 38662, + 28136 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "several", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "whereas", + "score": 14.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "the", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "coales", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "into", + "output_checked": true + }, + { + "concept": "because", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "After", + "output_checked": true + }, + { + "concept": "occurred", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "alloy", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "ductility", + "score": 6.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "impurities", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "with", + "output_checked": true + }, + { + "concept": "nearby", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "around", + "output_checked": true + }, + { + "concept": "neighbors", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "which", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-ductile-02__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-ductile-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-ductile-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-ductile-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-ductile-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-ductile-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Dimpled tensile failure 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A pulled specimen narrowed strongly in its gauge section. Electron microscopy of the separated faces showed deep equiaxed dimples around particles and elongated dimples near the outer rim.", + "prompt_tail": "trongly in its gauge section. Electron microscopy of the separated faces showed deep equiaxed dimples around particles and elongated dimples near the outer rim.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 1344, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 1410 + }, + { + "label": "nucleation", + "best_rank": 831, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 202 + }, + { + "label": "coalescence", + "best_rank": 384, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 3779 + }, + { + "label": "void", + "best_rank": 5091, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 1122 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "ses", + "ii", + "alike", + "d", + "nto", + "gement" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "etc", + "alike", + "lle", + "dll", + "d", + "etc" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ided", + "ited", + "persons", + "lle", + "youths", + "sic", + "oides" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ided", + "alike", + "persons", + "ited", + "gonna", + "sic" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "towards", + "Additionally", + "utilized", + "Also" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "spersed", + "noticeable", + "characterized", + "toward", + "respectively", + "noted", + "notable" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "noticeable", + "characterized", + "Moreover", + "noteworthy", + "thereto", + "characteristics", + "notable", + "respectively" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Moreover", + "characteristic", + "suggestive", + "characterized", + "noteworthy", + "elongated", + "bluish", + "suggesting" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "observed", + "characteristic", + "striated", + "observations", + "coloration", + "distinguishing" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "suggestive", + "observed", + "distinguishing", + "characteristic", + "visible", + "indicating", + "coloration" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicating", + "coloration", + "suggestive", + "characteristic", + "necrosis", + "discoloration", + "distinguishing", + "corrosion" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "distinguishing", + "differentiated", + "distinguish", + "differentiating", + "differentiation", + "differentiate", + "contrasting", + "indicative" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "distinguishing", + "distinguish", + "differentiated", + "coloration", + "Overall", + "differentiation", + "specificity", + "differentiating" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Afterwards", + "furthermore", + "further", + "Later", + "later", + "whereas", + "Furthermore", + "Consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "Furthermore", + "Afterwards", + "Later", + "Furthermore", + "Also", + "Meanwhile", + "Consequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "Similarly", + "Later", + "Conversely", + "Afterwards", + "meanwhile", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "Meanwhile", + "conversely", + "Similarly", + "similarly", + "Similarly", + "Furthermore" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "furthermore", + "These", + "Later", + "these", + "Consequently", + "Recently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Meanwhile", + "meanwhile", + "furthermore", + "Recently", + "accordingly", + "Conversely", + "conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "This", + "Meanwhile", + "Recently", + "Therefore", + "These", + "Conversely", + "conversely" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Hence", + "Consequently", + "this", + "Likewise", + "Furthermore", + "These", + "micrograph" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "SEM", + "Hence", + "Consequently", + "This", + "Scanning", + "Consequently", + "Meanwhile" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "SEM", + "Consequently", + "Hence", + "Photograph", + "Scanning", + "Comparative", + "Comparing" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Scanning", + "Characteristic", + "This", + "Photograph", + "Comparison", + "Further", + "SEM", + "Cyclic" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Electron", + "Mechanical", + "A", + "These", + "Metall", + "Stress" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 236646, + 155962, + 193934, + 202428, + 214172, + 197075, + 91729, + 73554, + 14437, + 511, + 1345, + 1655, + 8019, + 71237, + 201972, + 227798, + 225913, + 238121, + 206641, + 59229, + 28177, + 11347, + 18366, + 42139, + 65234, + 13143 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 204209, + 165407, + 175031, + 171822, + 209340, + 189564, + 95055, + 54910, + 8046, + 5606, + 8396, + 2213, + 3904, + 9891, + 143279, + 89726, + 99330, + 136389, + 55617, + 3897, + 1596, + 832, + 7220, + 10329, + 54093, + 25377 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 250551, + 243499, + 226500, + 230652, + 209246, + 176669, + 44533, + 32677, + 1999, + 3175, + 2698, + 495, + 385, + 3124, + 48306, + 27812, + 18362, + 41504, + 16798, + 2683, + 3978, + 3756, + 7860, + 6456, + 13038, + 7024 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 13811, + 3105, + 6412, + 4052, + 6557, + 11239, + 36360, + 14923, + 32820, + 14165, + 19605, + 8692, + 5092, + 8078, + 26986, + 53010, + 86707, + 66865, + 59254, + 38984, + 25267, + 12481, + 8709, + 6698, + 7682, + 855 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 21433, + 151431, + 172947, + 93192, + 86715, + 149757, + 135438, + 161360, + 145576, + 2683, + 1411, + 9207, + 20575, + 30029 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 221052, + 189429, + 200250, + 231568, + 244902, + 214177, + 158904, + 79983, + 36537, + 417, + 203, + 1158, + 5710, + 7013 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 226605, + 260422, + 214432, + 176858, + 209367, + 214663, + 94806, + 142345, + 66622, + 14771, + 3780, + 6518, + 22544, + 12052 + ] + }, + { + "label": "void", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 43163, + 229253, + 97141, + 14997, + 84941, + 12244, + 19697, + 19551, + 26500, + 1123, + 2219, + 10669, + 3068, + 2913 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "whereas", + "score": 18.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "indicating", + "score": 14.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "pulled", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "dim", + "output_checked": true + }, + { + "concept": "several", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "edges", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "thickness", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "gauge", + "output_checked": true + }, + { + "concept": "nearby", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "around", + "output_checked": true + }, + { + "concept": "which", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "quarters", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "middle", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "its", + "output_checked": true + }, + { + "concept": "This", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-ductile-03__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-ductile-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-ductile-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-ductile-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-ductile-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-ductile-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Dimpled tensile failure 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "The load-displacement curve showed extensive post-yield deformation before final separation. The mating surfaces displayed many rounded depressions that had linked across the section.", + "prompt_tail": "urve showed extensive post-yield deformation before final separation. The mating surfaces displayed many rounded depressions that had linked across the section.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 556, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 488 + }, + { + "label": "nucleation", + "best_rank": 600, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 1079 + }, + { + "label": "coalescence", + "best_rank": 3, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 6730 + }, + { + "label": "void", + "best_rank": 12947, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 9105 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "Also", + "orry" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "etc", + "ie", + "eded", + "persons", + "lle", + "hence" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "etc", + "centre", + "centre", + "etc", + "anybody" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "centre", + "centre", + "persons", + "everybody", + "colours", + "gonna", + "somebody", + "anybody" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "centre", + "organised", + "whilst", + "centre", + "organise", + "anybody", + "somebody" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "anybody", + "whilst", + "everybody", + "gonna", + "probably", + "which", + "afterwards", + "organised" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "whilst", + "quite", + "although", + "Whilst", + "which", + "alike", + "afterwards", + "probably" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "quite", + "thereto", + "whilst", + "hitherto", + "itherto", + "thence", + "Whilst" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "quite", + "fibres", + "whilst", + "apiece", + "thereto", + "peoples", + "Whilst" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "interlocking", + "fibres", + "interconnect", + "interconnected", + "criss", + "nodos", + "interwoven" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "nodos", + "anastom", + "diseased", + "distal", + "interconnected", + "mottled", + "interlocking", + "criss" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "forming", + "disintegration", + "deform", + "Deformation", + "diseased", + "necrosis", + "deformation", + "rupt" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "penetrated", + "Deformation", + "disintegration", + "fragmentation", + "necrosis", + "diseased", + "deformation" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "forming", + "coalescence", + "formando" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Furthermore", + "which", + "this", + "This", + "whereas", + "furthermore", + "Which" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Furthermore", + "Furthermore", + "furthermore", + "whereas", + "Also", + "Similarly", + "Meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Similarly", + "Meanwhile", + "whereas", + "Furthermore", + "conversely", + "furthermore", + "Conversely" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "Meanwhile", + "Similarly", + "Furthermore", + "meanwhile", + "conversely", + "whereas", + "These" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "these", + "This", + "this", + "Furthermore", + "Similarly", + "These", + "Meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "These", + "this", + "Consequently", + "There", + "Meanwhile", + "Furthermore", + "Conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "These", + "this", + "these", + "Consequently", + "Despite", + "Similarly", + "There" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "these", + "These", + "Consequently", + "Similarly", + "Furthermore", + "Likewise" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Similarly", + "Consequently", + "Conversely", + "Despite", + "this", + "Likewise", + "These" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Similarly", + "Consequently", + "Conversely", + "Despite", + "These", + "this", + "Simultaneously" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "These", + "Similarly", + "The", + "Consequently", + "Conversely", + "Despite", + "Characteristic" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "These", + "In", + "A", + "Load", + "It", + "Stress" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 235110, + 171413, + 202281, + 225555, + 218484, + 236361, + 203947, + 148328, + 73918, + 1643, + 709, + 557, + 2453, + 4619, + 245221, + 247417, + 219995, + 227845, + 171612, + 17262, + 10159, + 5295, + 6179, + 11275, + 49867, + 16458 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 178597, + 145238, + 181824, + 176159, + 180553, + 157769, + 148744, + 136859, + 27750, + 958, + 2726, + 1113, + 3994, + 601, + 102613, + 67499, + 48841, + 78217, + 26349, + 5778, + 4713, + 3046, + 10712, + 15284, + 82004, + 36311 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 242965, + 248098, + 229631, + 240943, + 226508, + 225853, + 109641, + 52827, + 1964, + 17, + 51, + 32, + 12, + 4, + 16272, + 9312, + 7843, + 33511, + 19603, + 5612, + 7886, + 4670, + 10443, + 6337, + 17533, + 21983 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 11731, + 2485, + 7639, + 11251, + 23637, + 18325, + 51278, + 45092, + 78077, + 25924, + 38705, + 51141, + 16491, + 43311, + 33850, + 34894, + 64109, + 61186, + 40223, + 46528, + 39782, + 12948, + 33848, + 31107, + 4609, + 688 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 22250, + 155292, + 100778, + 124553, + 111086, + 65924, + 93230, + 175582, + 86547, + 585, + 489, + 3765, + 12744, + 11574 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 197679, + 211284, + 191355, + 219496, + 227270, + 186482, + 129914, + 153083, + 20143, + 1080, + 1791, + 5371, + 7180, + 7496 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 135626, + 259500, + 221333, + 152864, + 197102, + 184568, + 80788, + 159129, + 27213, + 16249, + 6731, + 7643, + 25666, + 8817 + ] + }, + { + "label": "void", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 69200, + 208973, + 148339, + 13966, + 76158, + 9106, + 30123, + 88343, + 25531, + 11247, + 12959, + 17895, + 10149, + 13388 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "several", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "ductility", + "score": 11.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "because", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "load", + "output_checked": true + }, + { + "concept": "indicating", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "demonstrations", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "This", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "indicative", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "showed", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "been", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "had", + "output_checked": true + }, + { + "concept": "failure", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "before", + "output_checked": true + }, + { + "concept": "protracted", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "ductile", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "yield", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-ductile-04__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-ductile-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-ductile-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-ductile-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-ductile-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-ductile-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Dimpled tensile failure 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A structural alloy absorbed considerable energy and formed a visible waist before failure. Its cup-and-cone surface was covered by particle-centered microscopic pits.", + "prompt_tail": "ctural alloy absorbed considerable energy and formed a visible waist before failure. Its cup-and-cone surface was covered by particle-centered microscopic pits.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 757, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 232 + }, + { + "label": "nucleation", + "best_rank": 955, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 142 + }, + { + "label": "coalescence", + "best_rank": 2359, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 2655 + }, + { + "label": "void", + "best_rank": 3161, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 718 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "d", + "sic", + "eded", + "ii", + "ie", + "gonna", + "etc" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "centre", + "centre", + "ients", + "programmes", + "sic" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "thereto", + "persons" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "alike", + "persons", + "thereto" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "thereto", + "which", + "therefore", + "whereby" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereto", + "hitherto", + "persons", + "themselves", + "thence", + "adjoining" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "persons", + "hitherto", + "alike" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "micrograph", + "mottled", + "aceous", + "histological", + "epidermal", + "discoloration", + "micrographs", + "specimens" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "micrograph", + "micrographs", + "metallurgical", + "histological", + "specimen", + "specimens", + "bacter", + "mottled" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "micrograph", + "micrographs", + "discoloration", + "ocular", + "microscopic", + "observed", + "histological", + "mottled" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "discoloration", + "micrograph", + "bacter", + "defective", + "ulcer", + "lesions", + "defects", + "micrographs" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "micrograph", + "Corrosion", + "workmanship", + "micrographs", + "corrosion", + "impurities", + "defective", + "bacter" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "micrograph", + "histological", + "Untersuch", + "specimen", + "defective", + "uscular", + "microstructure" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "whereas", + "Furthermore", + "furthermore", + "Which", + "Eventually", + "although", + "Afterwards" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Meanwhile", + "Furthermore", + "furthermore", + "Later", + "whereas", + "Eventually", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "During", + "whereas", + "meanwhile", + "Eventually", + "Similarly", + "Furthermore" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "whereas", + "furthermore", + "During", + "while", + "During", + "While" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "During", + "During", + "meanwhile", + "Compared", + "Overall", + "Recently", + "Its", + "Despite" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Its", + "What", + "This", + "What", + "During", + "Recently", + "Which" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "This", + "What", + "During", + "its", + "Recently", + "These" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Its", + "Its", + "This", + "its", + "Hence", + "Consequently", + "These", + "Collectively" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Its", + "Its", + "This", + "Hence", + "Hence", + "Consequently", + "Characteristic", + "Despite" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Its", + "Its", + "This", + "Hence", + "Consequently", + "Hence", + "Despite", + "Characteristic" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Its", + "Characteristic", + "This", + "Identifying", + "Its", + "Exhibits", + "Judging", + "Measures" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Its", + "It", + "What", + "A", + "Upon", + "These" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 238549, + 187000, + 187490, + 171169, + 189864, + 215849, + 81711, + 35870, + 2936, + 386, + 758, + 3080, + 4487, + 1507, + 176679, + 232710, + 207691, + 210388, + 189342, + 28698, + 25310, + 8666, + 4340, + 6461, + 16741, + 4448 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 203477, + 174420, + 202561, + 233878, + 228874, + 168741, + 54731, + 67779, + 3731, + 1213, + 2842, + 956, + 2906, + 1135, + 90896, + 68923, + 64503, + 132516, + 37755, + 3244, + 3697, + 967, + 8159, + 10131, + 54959, + 25296 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 251958, + 253262, + 234475, + 235687, + 210624, + 172156, + 26026, + 39706, + 5390, + 3200, + 5331, + 7516, + 5610, + 15387, + 29025, + 17131, + 10721, + 35324, + 18403, + 7896, + 9499, + 2360, + 7932, + 9683, + 46430, + 18569 + ] + }, + { + "label": "void", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 12486, + 2635, + 6152, + 8813, + 15324, + 11675, + 13442, + 20593, + 21115, + 9327, + 6639, + 3472, + 3162, + 4508, + 10904, + 44811, + 94916, + 83050, + 81038, + 96997, + 57042, + 26268, + 3847, + 3891, + 1697, + 1756 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 59401, + 123340, + 180780, + 101257, + 90831, + 177523, + 137843, + 103201, + 80943, + 233, + 629, + 3157, + 4216, + 4832 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 253003, + 242301, + 239977, + 237591, + 214902, + 214980, + 177978, + 133775, + 21337, + 143, + 457, + 854, + 2979, + 3766 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 161928, + 261084, + 227359, + 199113, + 251229, + 247351, + 124797, + 174146, + 109627, + 41405, + 15483, + 2656, + 13153, + 9940 + ] + }, + { + "label": "void", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 55087, + 101265, + 70746, + 9989, + 74186, + 8102, + 17357, + 56761, + 31029, + 9833, + 15483, + 9366, + 719, + 1037 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "metallurgical", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "formed", + "output_checked": true + }, + { + "concept": "during", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "fracture", + "score": 17.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "indicative", + "score": 11.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "saucer", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cup", + "output_checked": true + }, + { + "concept": "several", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "because", + "score": 9.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "deformation", + "score": 8.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "characteristics", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "cracks", + "score": 8.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "by", + "output_checked": true + }, + { + "concept": "ductile", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "numerous", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "considerable", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-ductile-05__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-ductile-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-ductile-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-ductile-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-ductile-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-boundary-attack-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Interface-localized stainless-steel attack 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "An austenitic stainless component remained near 650 degrees Celsius long enough for chromium-rich carbides to decorate grain interfaces. Chloride exposure then produced connected grooves along those interfaces while the interiors stayed intact.", + "prompt_tail": "chromium-rich carbides to decorate grain interfaces. Chloride exposure then produced connected grooves along those interfaces while the interiors stayed intact.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 39 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 1614, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 39, + "logit_lens_best_rank": 5063 + }, + { + "label": "corrosion", + "best_rank": 1, + "best_depth": 43.9, + "onset_depth": 39.0, + "reached_top1": false, + "best_pos": 39, + "logit_lens_best_rank": 3 + }, + { + "label": "sensitization", + "best_rank": 2341, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 39, + "logit_lens_best_rank": 5007 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "them" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "persons", + "t", + "d", + "ii", + "lle" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "centre", + "gonna", + "lle", + "persons", + "wards" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "maupun", + "everybody", + "ued", + "oides", + "leness" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "everybody", + "somebody", + "persons", + "anybody", + "gonna", + "maupun", + "basically" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "afterwards", + "everybody", + "therefore", + "which", + "anybody", + "somebody", + "according" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "afterwards", + "meanwhile", + "later", + "which", + "then", + "sometime", + "thereto", + "thereafter" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "meanwhile", + "likewise", + "furthermore", + "thereto", + "alike", + "then", + "those", + "thus" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "then", + "thereafter", + "afterward", + "chemically", + "bacter", + "likewise", + "meanwhile", + "ued" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "corrosion", + "chemically", + "bacter", + "hypoxia", + "necrosis", + "Corrosion", + "vesicle", + "Bacter" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "necrosis", + "chemically", + "discoloration", + "vasculature", + "staining", + "corrosion", + "subsurface", + "scarring" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "necrosis", + "corrosion", + "diseased", + "Corrosion", + "contamination", + "damage", + "Damage" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "isolated", + "spatially", + "isolate", + "penetrated", + "described", + "necrosis", + "Isolated" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "seemingly", + "isolated", + "selectively", + "spatially", + "isolating", + "seeming" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "whereas", + "Furthermore", + "however", + "ultimately", + "Afterwards", + "subsequently", + "furthermore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Eventually", + "Ultimately", + "Later", + "furthermore", + "Furthermore", + "Afterwards", + "subsequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Meanwhile", + "later", + "furthermore", + "conversely", + "meanwhile", + "Conversely", + "Furthermore", + "subsequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "Later", + "afterward", + "afterwards", + "furthermore", + "later", + "conversely", + "similarly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Later", + "meanwhile", + "Eventually", + "Later", + "Afterward", + "Afterwards", + "later", + "Finally" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Later", + "Subsequent", + "Consequently", + "thereafter", + "Afterwards", + "Later", + "Eventually", + "Afterward" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Later", + "Subsequent", + "Consequently", + "Eventually", + "Afterwards", + "thus", + "Afterward", + "therefore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Subsequent", + "Consequently", + "Hence", + "Afterwards", + "Later", + "Subsequently", + "Eventually", + "Conversely" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Subsequent", + "Subsequently", + "Consequently", + "Hence", + "Finally", + "Afterwards", + "Consequently", + "This" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Subsequent", + "Consequently", + "This", + "Subsequently", + "Ultimately", + "Finally", + "Consequently", + "Hence" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Subsequent", + "This", + "Consequently", + "Finally", + "Subsequently", + "Ultimately", + "Corrosion" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Subsequent", + "Grain", + "In", + "Heat", + "Chromium", + "Upon" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 114527, + 52675, + 17483, + 49025, + 50577, + 82213, + 20518, + 43319, + 11873, + 15554, + 5471, + 8475, + 1615, + 3906, + 48219, + 62986, + 88288, + 91916, + 41404, + 19121, + 9624, + 17478, + 29232, + 34807, + 7430, + 1850 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 105722, + 139248, + 124000, + 121765, + 148977, + 39799, + 4450, + 25472, + 243, + 1, + 4, + 2, + 51, + 7592, + 41504, + 59883, + 63174, + 36244, + 18794, + 424, + 149, + 32, + 10, + 19, + 9, + 41 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 147310, + 128317, + 119761, + 79576, + 87416, + 62931, + 51287, + 47537, + 60165, + 10240, + 9078, + 10082, + 89720, + 215253, + 99989, + 56109, + 46204, + 39964, + 55093, + 9412, + 6290, + 2342, + 4027, + 3383, + 1998, + 2983 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 113460, + 102583, + 79412, + 180351, + 135065, + 100175, + 7249, + 12091, + 9959, + 5064, + 9604, + 14439, + 15961, + 13484 + ] + }, + { + "label": "corrosion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 209014, + 260779, + 184921, + 94991, + 13181, + 5748, + 108810, + 76808, + 47475, + 50, + 10, + 10, + 4, + 14 + ] + }, + { + "label": "sensitization", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 239738, + 201427, + 14190, + 135666, + 37044, + 128309, + 208762, + 44903, + 102009, + 14879, + 40833, + 22316, + 15349, + 5008 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "corrosion", + "score": 20.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "component", + "output_checked": true + }, + { + "concept": "because", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "during", + "score": 16.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "near", + "output_checked": true + }, + { + "concept": "several", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "and", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "percent", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "6", + "output_checked": true + }, + { + "concept": "subsequently", + "score": 7.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "then", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "temperature", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "which", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "enough", + "output_checked": true + }, + { + "concept": "same", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "those", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-boundary-attack-01__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-boundary-attack-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-boundary-attack-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-boundary-attack-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-boundary-attack-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-boundary-attack-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Interface-localized stainless-steel attack 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A welded stainless plate experienced a prolonged intermediate-temperature dwell. Subsequent acid testing revealed narrow continuous attack paths around each grain and chromium-depleted zones beside carbide particles.", + "prompt_tail": "diate-temperature dwell. Subsequent acid testing revealed narrow continuous attack paths around each grain and chromium-depleted zones beside carbide particles.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 10861, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 7630 + }, + { + "label": "corrosion", + "best_rank": 41, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 109 + }, + { + "label": "sensitization", + "best_rank": 5670, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 12249 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "them", + "furthermore" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "sic", + "ses", + "thereof", + "d", + "ii", + "gonna", + "alike" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "etc", + "thereof", + "lle", + "sic" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "thereon", + "herewith", + "herein", + "ided" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "wherein", + "utilised", + "efectu", + "ided", + "whilst" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "utilized", + "whilst", + "commenced", + "utilised", + "Whilst" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "thereto", + "burgeoning", + "hitherto", + "itherto", + "spersed", + "concomitant", + "incipient" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "furthermore", + "concomit", + "Moreover", + "noteworthy", + "hitherto", + "wherein" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "noteworthy", + "coloration", + "delineated", + "characterized", + "Findings", + "burgeoning", + "concomit", + "elucidated" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "diagnostic", + "coloration", + "symptomatic", + "staining", + "observed", + "metallurgical", + "discoloration", + "diagnostic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "symptomatic", + "diagnostic", + "discoloration", + "evidence", + "observed", + "coloration" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "necrosis", + "symptomatic", + "discoloration", + "diagnostic", + "diagnose", + "Diagnosis", + "diagnosing", + "indicating" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "diagnose", + "indicative", + "indicating", + "Diagnosis", + "symptomatic", + "diagnostic", + "diagnosing", + "distinguish" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "indicates", + "indicative", + "symptomatic", + "diagnosing", + "evidence", + "diagnosed" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "Afterwards", + "subsequently", + "Furthermore", + "Consequently", + "Subsequently", + "Interestingly", + "Ultimately" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "Consequently", + "Consequently", + "subsequently", + "Afterwards", + "Furthermore", + "Ultimately", + "Subsequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "subsequently", + "Subsequently", + "thereafter", + "this", + "meanwhile", + "conversely" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "these", + "furthermore", + "meanwhile", + "These", + "this", + "These", + "Meanwhile", + "lately" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "These", + "these", + "this", + "This", + "This", + "Recently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "These", + "This", + "These", + "these", + "this", + "Recently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "This", + "these", + "These", + "this", + "Recently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "These", + "these", + "This", + "this", + "These", + "This" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "These", + "These", + "This", + "this", + "these" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "This", + "These", + "This", + "these", + "this", + "Consequently" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "These", + "This", + "Considering", + "Given", + "These", + "Experts", + "Analyzing", + "Characteristic" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "These", + "The", + "Heat", + "Oxid", + "Given", + "In", + "Analysis" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 135943, + 62814, + 44732, + 63138, + 45990, + 132355, + 43602, + 62219, + 22179, + 18976, + 10862, + 31576, + 27752, + 53437, + 86375, + 116691, + 164747, + 130831, + 93790, + 69793, + 48845, + 74999, + 103355, + 83391, + 22007, + 8634 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 93663, + 141869, + 81680, + 177864, + 177621, + 49133, + 12477, + 13844, + 700, + 54, + 118, + 42, + 52, + 522, + 48799, + 48575, + 31706, + 19722, + 14131, + 579, + 479, + 339, + 160, + 334, + 115, + 43 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 182557, + 104565, + 94628, + 30363, + 50825, + 59673, + 52092, + 7129, + 18541, + 2262, + 5671, + 6109, + 34207, + 51131, + 55603, + 31645, + 44034, + 34245, + 52465, + 14822, + 14916, + 7104, + 20929, + 11520, + 5508, + 8120 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 82630, + 94725, + 23364, + 85416, + 65287, + 57353, + 22935, + 7631, + 38281, + 29014, + 56207, + 91861, + 73770, + 49319 + ] + }, + { + "label": "corrosion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 185616, + 261228, + 155944, + 134332, + 24100, + 5702, + 53520, + 37377, + 65935, + 138, + 110, + 140, + 198, + 283 + ] + }, + { + "label": "sensitization", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 230899, + 257740, + 128532, + 157008, + 107457, + 190050, + 227960, + 107013, + 108045, + 12250, + 33588, + 27202, + 42759, + 14062 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "corrosion", + "score": 29.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "exposure", + "score": 22.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "experienced", + "output_checked": true + }, + { + "concept": "oxide", + "score": 8.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "during", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "intermediate", + "output_checked": true + }, + { + "concept": "resulted", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "testing", + "output_checked": true + }, + { + "concept": "along", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "attack", + "output_checked": true + }, + { + "concept": "because", + "score": 8.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "several", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "experienced", + "output_checked": true + }, + { + "concept": "within", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "paths", + "output_checked": true + }, + { + "concept": "cracks", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "narrow", + "output_checked": true + }, + { + "concept": "neighbors", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "beside", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-boundary-attack-02__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-boundary-attack-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-boundary-attack-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-boundary-attack-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-boundary-attack-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-boundary-attack-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Interface-localized stainless-steel attack 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Metallography of heat-affected stainless steel showed carbide films at crystallite edges. After immersion in an aggressive aqueous solution, material loss followed those edges rather than crossing the grain interiors.", + "prompt_tail": "bide films at crystallite edges. After immersion in an aggressive aqueous solution, material loss followed those edges rather than crossing the grain interiors.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 36 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 297, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 36, + "logit_lens_best_rank": 1915 + }, + { + "label": "corrosion", + "best_rank": 237, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 36, + "logit_lens_best_rank": 313 + }, + { + "label": "sensitization", + "best_rank": 2452, + "best_depth": 75.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 36, + "logit_lens_best_rank": 2864 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "leness" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "sic", + "d", + "ses", + "leness", + "t" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "alike", + "lle", + "etc", + "till", + "sic", + "atre" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "leness", + "persons", + "ided", + "sic", + "hearers" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "anybody", + "everybody", + "ided", + "leness", + "alike", + "sic", + "centre" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "towards", + "afterwards", + "owness", + "although", + "therefore", + "although", + "anybody" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thus", + "toward", + "thereafter", + "towards", + "which", + "thence", + "later", + "thereto" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whereas", + "furthermore", + "thereto", + "thus", + "hence", + "therefore", + "neither", + "which" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "whereas", + "thereby", + "rather", + "thus", + "latter", + "situated", + "subsequently", + "delineated" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subsurface", + "delineated", + "mucous", + "egress", + "characteristic", + "observed", + "benthic", + "littoral" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "characteristic", + "necrosis", + "subsurface", + "coloration", + "isolated", + "delineated", + "deline" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "necrosis", + "symptomatic", + "symptoms", + "characteristic", + "exploiting", + "diseased", + "poisoning", + "pathogen" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "preferentially", + "exploiting", + "fatally", + "consequently", + "characteristic", + "exploited", + "inhibited" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "consequently", + "favoring", + "subsequently" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "consequently", + "subsequently", + "Furthermore", + "Consequently", + "Subsequently", + "Eventually", + "Ultimately" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Consequently", + "Furthermore", + "subsequently", + "furthermore", + "Conversely", + "Subsequently", + "Ultimately" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Conversely", + "Consequently", + "Subsequently", + "furthermore", + "Similarly", + "subsequently", + "Consequently", + "conversely" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Consequently", + "furthermore", + "consequently", + "conversely", + "meanwhile", + "accordingly", + "this", + "Similarly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "this", + "This", + "Consequently", + "This", + "Later" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "this", + "This", + "Consequently", + "This", + "therefore", + "this" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "This", + "this" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "This", + "this", + "questo" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "this", + "This", + "This", + "Consequently", + "Hence", + "this" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "this", + "This", + "This", + "this", + "Consequently" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "This", + "Consequently", + "Further" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "Metall", + "The", + "Heat", + "Further", + "Stainless", + "Analysis", + "This" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 132934, + 80075, + 34655, + 32003, + 19977, + 55634, + 2288, + 36673, + 466, + 167, + 298, + 4618, + 6255, + 65100, + 105779, + 84656, + 109033, + 109682, + 53629, + 28955, + 12453, + 19155, + 29766, + 34617, + 9554, + 4603 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 100608, + 148926, + 113369, + 135830, + 158556, + 38417, + 25591, + 41612, + 17399, + 998, + 1210, + 238, + 351, + 24393, + 25622, + 34288, + 27634, + 18907, + 16549, + 1220, + 875, + 620, + 449, + 438, + 130, + 58 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 158582, + 141440, + 83640, + 46650, + 58038, + 43207, + 75086, + 25327, + 29260, + 21301, + 18048, + 4482, + 57173, + 50253, + 66200, + 22581, + 22250, + 12707, + 7081, + 2453, + 3300, + 2842, + 6318, + 4329, + 3621, + 10497 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 66082, + 159763, + 33054, + 121880, + 154802, + 71507, + 3580, + 1916, + 31123, + 28098, + 28866, + 21488, + 18277, + 19560 + ] + }, + { + "label": "corrosion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 205239, + 262094, + 174629, + 119729, + 12686, + 5066, + 27683, + 77993, + 58907, + 420, + 314, + 477, + 671, + 497 + ] + }, + { + "label": "sensitization", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 209049, + 211058, + 20803, + 56555, + 40075, + 136132, + 192628, + 19370, + 10952, + 2865, + 10812, + 23008, + 29697, + 14039 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 19.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "edges", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 12.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "films", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 12.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "seawater", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "immersion", + "output_checked": true + }, + { + "concept": "them", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "crossing", + "output_checked": true + }, + { + "concept": "this", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "defence", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "which", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "films", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "during", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "immersion", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "showed", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-boundary-attack-03__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-boundary-attack-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-boundary-attack-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-boundary-attack-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-boundary-attack-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-boundary-attack-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Interface-localized stainless-steel attack 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A stainless tube cooled slowly through the carbide-forming temperature range. Service in chloride brine later produced a network of fissures and grooves tracing the outlines of individual grains.", + "prompt_tail": "ugh the carbide-forming temperature range. Service in chloride brine later produced a network of fissures and grooves tracing the outlines of individual grains.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 32 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 14246, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 1765 + }, + { + "label": "corrosion", + "best_rank": 0, + "best_depth": 87.8, + "onset_depth": 43.9, + "reached_top1": true, + "best_pos": 32, + "logit_lens_best_rank": 0 + }, + { + "label": "sensitization", + "best_rank": 1255, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 1876 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "sic", + "d", + "ii", + "lle", + "zes", + "gonna", + "ses" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "etc", + "thereof", + "ients", + "sic", + "centre" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thence", + "thereto", + "alike", + "Thereafter", + "thereafter" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "alike", + "forthwith", + "heretofore", + "whereupon", + "thereto", + "chiefly", + "wherein" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "commenced", + "whereupon", + "wherein", + "photographs", + "whilst" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "whereupon", + "thereafter", + "Upon", + "wherein", + "merely", + "burgeoning" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thence", + "alike", + "thereto", + "whereupon", + "heretofore", + "merely" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "etched", + "thence", + "micrograph", + "mottled", + "burgeoning", + "striated", + "merely" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "micrograph", + "etched", + "etching", + "metallurgical", + "etch", + "photographic", + "coloration", + "photograph" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "discoloration", + "etching", + "evidence", + "observed", + "metallurgical", + "micrograph", + "scarring" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "discoloration", + "corrosion", + "discolor", + "Corrosion", + "necrosis", + "staining", + "symptomatic", + "scarring" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "inexplicable", + "discoloration", + "discolor", + "Corrosion", + "corrosion", + "coloration", + "evid", + "corro" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "inexplicable", + "unexplained", + "inexplic", + "horrifying", + "symptoms", + "discoloration", + "sufferers", + "diagnose" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Afterwards", + "Suddenly", + "Eventually", + "Later", + "Which", + "However", + "Several", + "Finally" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Afterwards", + "Ultimately", + "Eventually", + "Later", + "Similarly", + "Furthermore", + "During", + "Consequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Afterwards", + "Eventually", + "Later", + "Afterward", + "Similarly", + "later", + "Similarly", + "Conversely" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "Afterwards", + "During", + "afterwards", + "afterward", + "Similarly", + "furthermore", + "Afterward" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "Afterwards", + "Initially", + "Recently", + "Initially", + "Eventually", + "Afterward", + "Later" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Consequently", + "Subsequent", + "Initially", + "Despite", + "Recently", + "Yet" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Subsequent", + "Afterwards", + "Corrosion", + "Consequently", + "Initially", + "Afterward" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Corrosion", + "corrosion", + "Consequently", + "Subsequent", + "Afterwards", + "Hence", + "Stress" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Corrosion", + "corrosion", + "This", + "Stress", + "Electrochem", + "Erosion", + "Hence", + "Consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Corrosion", + "Stress", + "Consequently", + "Electrochem", + "Initially", + "corrosion" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Corrosion", + "Stress", + "Erosion", + "Initially", + "Consequently", + "Physically" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Grain", + "Stress", + "Micro", + "Carbide", + "No", + "High" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 133982, + 53964, + 23194, + 42976, + 28734, + 53186, + 42799, + 51663, + 21198, + 25931, + 14958, + 14247, + 16049, + 65156, + 72768, + 75822, + 100556, + 97749, + 66100, + 45730, + 20545, + 49197, + 58375, + 58457, + 17169, + 4836 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 105385, + 151810, + 111125, + 185758, + 181390, + 53085, + 33524, + 20319, + 562, + 52, + 21, + 2, + 3, + 22, + 6272, + 13412, + 5076, + 2775, + 1974, + 34, + 6, + 2, + 1, + 3, + 2, + 18 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 173456, + 119961, + 129072, + 155554, + 160309, + 153956, + 158399, + 77201, + 120149, + 35531, + 30030, + 4966, + 20556, + 39412, + 67830, + 26939, + 28812, + 21272, + 20603, + 2500, + 1602, + 1256, + 1899, + 1448, + 1585, + 7993 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 88100, + 177955, + 37304, + 127735, + 53653, + 39646, + 5051, + 1766, + 14346, + 21152, + 29212, + 73357, + 54457, + 37265 + ] + }, + { + "label": "corrosion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 219145, + 261563, + 174864, + 157268, + 25457, + 1093, + 9115, + 735, + 4827, + 3, + 1, + 1, + 1, + 1 + ] + }, + { + "label": "sensitization", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 237201, + 247273, + 72931, + 114458, + 80150, + 95283, + 171249, + 12403, + 28375, + 2427, + 6239, + 12054, + 7090, + 1877 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "corrosion", + "score": 27.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "because", + "score": 21.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "several", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "produced", + "output_checked": true + }, + { + "concept": "environments", + "score": 14.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "chloride", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "within", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "fissures", + "output_checked": true + }, + { + "concept": "began", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "became", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tubing", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "tube", + "output_checked": true + }, + { + "concept": "This", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "peacetime", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Service", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-boundary-attack-04__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-boundary-attack-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-boundary-attack-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-boundary-attack-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-boundary-attack-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-boundary-attack-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Interface-localized stainless-steel attack 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Following an intermediate-temperature heat treatment, austenitic steel contained chromium-rich particles at grain interfaces. Chemical exposure preferentially removed narrow regions next to those particles.", + "prompt_tail": "atment, austenitic steel contained chromium-rich particles at grain interfaces. Chemical exposure preferentially removed narrow regions next to those particles.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 243, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 736 + }, + { + "label": "corrosion", + "best_rank": 33, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 52 + }, + { + "label": "sensitization", + "best_rank": 8833, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 23079 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "them" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "sic", + "persons", + "lle", + "zis", + "leness", + "eded" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "sic", + "etc", + "gonna", + "persons" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "thereto", + "sic" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "sic" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "therefore", + "whereby", + "which", + "Characteristics", + "persons" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "toward", + "nearer", + "later", + "thereto", + "thus", + "nearby", + "thence", + "Toward" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "toward", + "thereto", + "thus", + "Toward", + "meanwhile", + "furthermore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "toward", + "hydrophilic", + "farther", + "Toward", + "acial", + "entially", + "favored" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subsurface", + "littoral", + "scav", + "sediment", + "shoreline", + "ophage" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "scav", + "subsurface", + "erosion", + "eroded", + "littoral", + "raref" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "erosion", + "spatially", + "subsurface", + "affected", + "littoral", + "necrosis", + "extractive" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "preferentially", + "anomalous", + "erosion", + "affected", + "weakening", + "rosion", + "spatially", + "anomal" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "preferentially", + "scav", + "differentially", + "affected", + "effet" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Furthermore", + "Consequently", + "Consequently", + "furthermore", + "Suddenly", + "Later", + "subsequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Furthermore", + "Furthermore", + "Consequently", + "furthermore", + "Meanwhile", + "meanwhile", + "Later" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "furthermore", + "consequently", + "Furthermore", + "Furthermore", + "whereas", + "subsequently", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "consequently", + "afterwards", + "Consequently", + "therefore", + "while", + "whereas", + "subsequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "therefore", + "consequently", + "Consequently", + "Consequently", + "thereby", + "thus", + "subsequently", + "meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "consequently", + "therefore", + "Consequently", + "thus", + "Therefore", + "subsequently", + "thereby" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "consequently", + "Consequently", + "therefore", + "this", + "This", + "thus", + "subsequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "this", + "consequently", + "Consequently", + "This", + "these", + "These", + "therefore" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "This", + "Therefore", + "Subsequently", + "Subsequent", + "alloying" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "This", + "alloying", + "Therefore", + "Subsequently", + "Subsequent" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "This", + "Consequently", + "Subsequent", + "These", + "Simultaneously", + "Oxidation", + "Subsequently" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "These", + "Grain", + "A", + "Austen", + "Subsequent", + "Consequently" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 135016, + 62219, + 22634, + 45118, + 35682, + 62534, + 14486, + 58268, + 5826, + 1529, + 823, + 244, + 727, + 5916, + 27877, + 63901, + 48010, + 42869, + 33672, + 9683, + 6413, + 3391, + 3982, + 4012, + 4073, + 1015 + ] + }, + { + "label": "corrosion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 93057, + 125686, + 114539, + 128215, + 177497, + 76550, + 16297, + 54851, + 3766, + 38, + 77, + 34, + 81, + 434, + 13202, + 44966, + 22380, + 22500, + 51865, + 2907, + 912, + 61, + 42, + 54, + 20, + 44 + ] + }, + { + "label": "sensitization", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 180031, + 98055, + 55844, + 49511, + 56637, + 59155, + 74764, + 41151, + 143077, + 102510, + 70476, + 15363, + 31683, + 63361, + 42652, + 39308, + 37781, + 55902, + 73771, + 31159, + 18834, + 8834, + 11509, + 10937, + 5595, + 16567 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 68789, + 93618, + 70280, + 101070, + 126861, + 51114, + 3036, + 737, + 9653, + 4491, + 9837, + 3314, + 2082, + 1858 + ] + }, + { + "label": "corrosion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 203670, + 254639, + 154202, + 85733, + 44945, + 9181, + 63965, + 51924, + 168975, + 616, + 199, + 57, + 53, + 60 + ] + }, + { + "label": "sensitization", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 173445, + 171420, + 134235, + 96165, + 23080, + 150882, + 214236, + 100724, + 169169, + 78737, + 80363, + 64767, + 45154, + 26151 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "metallurgical", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "treatment", + "output_checked": true + }, + { + "concept": "these", + "score": 17.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "to", + "output_checked": true + }, + { + "concept": "which", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "because", + "score": 13.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Following", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "and", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "resulted", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "adjacent", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "next", + "output_checked": true + }, + { + "concept": "carbides", + "score": 8.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "those", + "output_checked": true + }, + { + "concept": "alloying", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "steel", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-boundary-attack-05__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-boundary-attack-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-boundary-attack-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-boundary-attack-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-boundary-attack-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cyclic-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Cyclic loading and beach-mark morphology 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A rotating shaft survived many thousands of alternating load cycles before sudden separation. Concentric beach marks spread from a surface notch, and fine parallel ridges covered the smooth region.", + "prompt_tail": "nds of alternating load cycles before sudden separation. Concentric beach marks spread from a surface notch, and fine parallel ridges covered the smooth region.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 50, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 13 + }, + { + "label": "crack", + "best_rank": 239, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 85 + }, + { + "label": "propagation", + "best_rank": 533, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 1453 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "sic", + "lle", + "ie", + "t", + "leness", + "nto", + "zis" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "gonna", + "etc", + "hence", + "ients", + "till" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "leness", + "zis", + "maupun", + "ided", + "mittal", + "germs", + "ented" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "doings", + "ided", + "maupun", + "anybody", + "everybody", + "eded", + "adjoining" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "afterward", + "afterwards", + "goers", + "everybody", + "consisted", + "photographs" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "apiece", + "scarcely", + "thereto", + "merely", + "thence", + "adjoining", + "wrought" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "scarcely", + "thereto", + "thence" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "merely", + "mottled", + "thence", + "scarcely", + "icolored", + "indistinct" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "visible", + "mottled", + "micrograph", + "discoloration", + "observed", + "striated", + "specimen", + "coloration" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "visible", + "micrograph", + "discoloration", + "osserv", + "coloration", + "observable", + "observations" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "observed", + "discoloration", + "indicating", + "coloration", + "observations", + "visible", + "observation" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "distinguishing", + "describing", + "characteristic", + "descriptive", + "describe", + "observed", + "description", + "indicating" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "describe", + "describing", + "characteristic", + "observed", + "distinguishing" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Eventually", + "Furthermore", + "Afterwards", + "Which", + "Ultimately", + "furthermore", + "subsequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Later", + "Furthermore", + "Consequently", + "Afterwards", + "Eventually", + "Ultimately", + "furthermore", + "Meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Eventually", + "Furthermore", + "Conversely", + "Eventually", + "Later", + "During", + "Afterwards", + "furthermore" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "lately", + "meanwhile", + "furthermore", + "Afterwards", + "afterwards", + "whereas", + "During", + "During" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Recently", + "Later", + "lately", + "These", + "During", + "Afterward", + "Eventually", + "Later" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Recently", + "Consequently", + "What", + "Eventually", + "This", + "Afterward", + "meanwhile" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Investigation", + "investigators", + "investigation", + "Recently", + "investigate", + "This", + "investigating", + "Consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "analysis", + "Investigation", + "investigating", + "analyses", + "Analysis", + "investigation", + "Failure", + "investigators" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Failure", + "ANAL", + "Failure", + "Investigation", + "Analyzing", + "Analysis", + "ANALYSIS", + "investigating" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "ANAL", + "Analyzing", + "Failure", + "Failure", + "Analysis", + "ANALYSIS", + "Investigation", + "failure" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Analyzing", + "Analysis", + "Investigation", + "ANAL", + "Failure", + "Eventually", + "ANALYSIS" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Failure", + "A", + "Analysis", + "Fatigue", + "Investigation", + "Analyzing" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 101412, + 213233, + 208852, + 247247, + 248256, + 214628, + 168948, + 164548, + 77415, + 21146, + 26199, + 17632, + 85080, + 129121, + 180519, + 146929, + 114363, + 62963, + 10540, + 663, + 506, + 164, + 57, + 51, + 16, + 8 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 135878, + 149951, + 142819, + 136971, + 162817, + 131538, + 20376, + 89571, + 12659, + 5058, + 5432, + 31795, + 27371, + 53606, + 49976, + 65796, + 83679, + 57549, + 42792, + 17141, + 8505, + 2524, + 240, + 364, + 318, + 164 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 25352, + 9776, + 12378, + 85931, + 75003, + 64567, + 41943, + 18567, + 8320, + 7719, + 4282, + 534, + 943, + 1191, + 38861, + 25292, + 77093, + 93773, + 79603, + 6440, + 3560, + 2138, + 4969, + 7401, + 4305, + 2736 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 167038, + 37854, + 3672, + 64364, + 119828, + 102631, + 59077, + 35633, + 57002, + 57, + 203, + 70, + 15, + 14 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 216625, + 102943, + 33544, + 93136, + 205214, + 124459, + 54174, + 8787, + 152, + 1307, + 1702, + 189, + 86, + 128 + ] + }, + { + "label": "propagation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 130532, + 198780, + 238608, + 237624, + 124686, + 18400, + 29290, + 42131, + 92223, + 21393, + 10228, + 1454, + 5290, + 5791 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "several", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "years", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "many", + "output_checked": true + }, + { + "concept": "appeared", + "score": 11.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "because", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "indicating", + "score": 9.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "cracks", + "score": 9.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "failure", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "during", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "where", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "across", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "spread", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cyclic-01__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cyclic-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cyclic-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cyclic-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cyclic-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cyclic-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Cyclic loading and beach-mark morphology 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A component failed after repeated stress reversals far below its monotonic strength. The separated surface contained a smooth semicircular region advancing from a machining mark and a rough final overload zone.", + "prompt_tail": " far below its monotonic strength. The separated surface contained a smooth semicircular region advancing from a machining mark and a rough final overload zone.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 35 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 976, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 712 + }, + { + "label": "crack", + "best_rank": 42248, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 1327 + }, + { + "label": "propagation", + "best_rank": 5678, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 2279 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "d", + "lle", + "ie", + "ii", + "ued", + "wards", + "outh" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "centre", + "etc", + "sic", + "lle", + "hence", + "centre", + "gonna" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thereto", + "sic", + "ued", + "thereon" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "presently", + "thence", + "thereto", + "sic", + "alike" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "consisted", + "thereafter", + "thereto", + "commenced", + "also", + "occupied" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "characterized", + "thereafter", + "thereto", + "commenced", + "concomit", + "constituted", + "thence", + "concomitant" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "characterized", + "thereto", + "constituted", + "indistinct", + "concomit", + "consisted", + "Miscellaneous" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "characterized", + "delineated", + "constituted", + "delineation", + "indistinct", + "littoral", + "striated", + "salient" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "striated", + "observed", + "metallurgical", + "photograph", + "suture", + "delineated", + "coloration" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "evidence", + "indicating", + "discoloration", + "distal", + "identifiable", + "delineation", + "visible" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicating", + "evidence", + "indications", + "indicating", + "diagnostic", + "indicate", + "superimposed", + "discoloration" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "distinguishing", + "superimposed", + "indicating", + "transitional", + "distinguish", + "diagnostic", + "indicative" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "distinguishing", + "indicating", + "Evidence", + "evidence", + "indicates" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Afterwards", + "Eventually", + "Successfully", + "During", + "Ultimately", + "Subsequently", + "Consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Ultimately", + "Subsequently", + "Consequently", + "furthermore", + "Also", + "Afterwards", + "Eventually" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "furthermore", + "Subsequently", + "During", + "Eventually", + "meanwhile", + "Conversely", + "Ultimately" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "this", + "today", + "Recently", + "likewise", + "similarly", + "accordingly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "Recently", + "this", + "recently", + "This", + "These" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "This", + "this", + "Recently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "This", + "Investigation", + "Diagnosis", + "this" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Investigation", + "This", + "investigating", + "diagnostics", + "investigation" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "Investigation", + "Diagnosis", + "investigating", + "investigation", + "This", + "Diagnosis" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "Investigation", + "Diagnosis", + "This", + "investigating", + "investigate", + "investigation" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Investigation", + "Diagnosis", + "Identifying", + "Analysis", + "Given", + "Characteristic", + "Further" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Investigation", + "Analysis", + "A", + "Diagnosis", + "We", + "Based" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 93509, + 213366, + 206757, + 240194, + 243505, + 163502, + 118627, + 85390, + 58559, + 11974, + 5711, + 6561, + 45994, + 46091, + 135641, + 97657, + 91416, + 79607, + 19319, + 8703, + 5077, + 3259, + 977, + 1748, + 871, + 364 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 119063, + 115384, + 150205, + 143008, + 146438, + 142762, + 67800, + 104039, + 49180, + 32109, + 56652, + 88584, + 53394, + 86489, + 76226, + 78109, + 103917, + 87240, + 70675, + 74009, + 57310, + 66311, + 42249, + 57547, + 8190, + 1133 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 30396, + 16052, + 15925, + 110694, + 73741, + 63054, + 11791, + 49890, + 173308, + 118271, + 174874, + 62758, + 137708, + 135929, + 73968, + 38821, + 77249, + 102670, + 92116, + 21877, + 22103, + 5679, + 27329, + 41850, + 7609, + 2706 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 206886, + 28450, + 2147, + 13901, + 85248, + 107674, + 76732, + 40237, + 55454, + 3889, + 11671, + 2128, + 713, + 1053 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 172554, + 28844, + 6195, + 32042, + 149266, + 45622, + 59273, + 6572, + 1328, + 34198, + 44360, + 8850, + 12809, + 13053 + ] + }, + { + "label": "propagation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 145172, + 210223, + 234797, + 236293, + 48290, + 16304, + 23984, + 21232, + 23619, + 39835, + 43560, + 2280, + 12316, + 22224 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "fracture", + "score": 26.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "because", + "score": 26.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "whereas", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "far", + "output_checked": true + }, + { + "concept": "this", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "several", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "contained", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "nearby", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "This", + "score": 8.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "testing", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "area", + "score": 7.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "failure", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "final", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cyclic-02__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cyclic-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cyclic-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cyclic-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cyclic-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cyclic-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Cyclic loading and beach-mark morphology 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "An aircraft bracket endured a long sequence of takeoff and landing loads. Microscopy showed evenly spaced ridges marking incremental advance from a bolt-hole corner.", + "prompt_tail": "rcraft bracket endured a long sequence of takeoff and landing loads. Microscopy showed evenly spaced ridges marking incremental advance from a bolt-hole corner.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " These", + "generated_token_ids": [ + 3143 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 32, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 13 + }, + { + "label": "crack", + "best_rank": 284, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 63 + }, + { + "label": "propagation", + "best_rank": 1550, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 1083 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "lle", + "them" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "d", + "lly", + "ie", + "lle", + "ii", + "fty", + "wards" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "centre", + "gonna", + "etc", + "centre", + "wards", + "d" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "whilst", + "alike", + "centre", + "Whilst", + "persons", + "centre", + "ised" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "Whilst", + "Whilst", + "centre", + "centre", + "utilised" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whilst", + "Whilst", + "Whilst", + "utilised", + "amongst", + "utilising", + "commenced" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "whilst", + "thereto", + "commenced", + "abutting", + "vicinity", + "environs", + "whereupon" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thence", + "thereto", + "whilst", + "whereupon", + "commenced", + "whence", + "forth" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thence", + "markings", + "whilst", + "commenced", + "radially", + "anod", + "delineated" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "markings", + "etched", + "visible", + "radial", + "circumferential", + "etching", + "curving", + "etch" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "markings", + "visible", + "visible", + "observed", + "markers", + "documenting", + "observable", + "discernible" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicating", + "indicating", + "visible", + "indicative", + "indicators", + "visible", + "indications", + "observable" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "indicative", + "indicating", + "observed", + "indicates", + "indication", + "indications", + "visible" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "observed", + "indicating", + "visible", + "observable", + "suggestive", + "discernible", + "indicative" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "this", + "subsequently", + "Consequently", + "Furthermore", + "suggesting", + "Afterwards", + "This", + "indicating" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "this", + "Consequently", + "Furthermore", + "furthermore", + "Furthermore", + "This", + "Consequently", + "meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "this", + "This", + "Subsequently", + "conversely", + "meanwhile", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "these", + "These", + "these", + "These", + "meanwhile", + "this", + "furthermore", + "While" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "these", + "these", + "These", + "These", + "this" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "These", + "These", + "these", + "these" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "these", + "These", + "These", + "these", + "this" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "these", + "These", + "these", + "These" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "These", + "these", + "These", + "these", + "Failure", + "Analyzing", + "Analysis" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "these", + "These", + "these", + "Failure", + "Analyzing" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "These", + "These", + "these", + "Analyzing", + "these", + "This", + "Failure", + "Analysis" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "These", + "This", + "The", + "Failure", + "Analysis", + "Fatigue", + "Fracture", + "Stress" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 96999, + 211020, + 199613, + 241661, + 240395, + 204032, + 148511, + 186115, + 173435, + 40972, + 19661, + 8691, + 28627, + 34399, + 191277, + 135456, + 75616, + 30248, + 5989, + 2157, + 979, + 206, + 40, + 33, + 17, + 7 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 119474, + 115553, + 141916, + 111162, + 103460, + 71703, + 49522, + 73183, + 4168, + 3288, + 5460, + 25513, + 17916, + 50066, + 47231, + 73760, + 60690, + 49657, + 36597, + 21570, + 12135, + 1769, + 285, + 326, + 144, + 112 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 31779, + 13394, + 11761, + 82757, + 52995, + 41188, + 39607, + 42588, + 27022, + 2178, + 2600, + 1551, + 4661, + 7905, + 19763, + 17685, + 40267, + 26087, + 28897, + 16264, + 9868, + 6481, + 4060, + 3655, + 1666, + 2328 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 198110, + 69924, + 8066, + 45130, + 107024, + 79810, + 30721, + 3397, + 9468, + 339, + 323, + 76, + 15, + 14 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 126758, + 63397, + 5760, + 60338, + 102979, + 34150, + 47664, + 1048, + 370, + 1927, + 1173, + 134, + 64, + 86 + ] + }, + { + "label": "propagation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 222771, + 242796, + 254149, + 234080, + 39596, + 19830, + 28281, + 1084, + 2765, + 9250, + 5400, + 2134, + 3614, + 3229 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "during", + "score": 19.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "each", + "score": 13.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "marking", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "several", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "cycles", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "intense", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "deployments", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "one", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "from", + "output_checked": true + }, + { + "concept": "fatigue", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "because", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "An", + "output_checked": true + }, + { + "concept": "but", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "distributed", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "evenly", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cyclic-03__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cyclic-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cyclic-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cyclic-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cyclic-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cyclic-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Cyclic loading and beach-mark morphology 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A steel axle broke after millions of modest load cycles. Ratchet marks identified several surface origins, while curved arrest bands recorded successive stages of front advance.", + "prompt_tail": "e after millions of modest load cycles. Ratchet marks identified several surface origins, while curved arrest bands recorded successive stages of front advance.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 12, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 2 + }, + { + "label": "crack", + "best_rank": 76, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 21 + }, + { + "label": "propagation", + "best_rank": 2104, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 1922 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "ients" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "d", + "persons", + "sic", + "ie", + "thereof", + "lle" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "thereof", + "thence" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thence", + "forthwith", + "thereto", + "hitherto", + "herein", + "alike" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "forthwith", + "thence", + "hitherto", + "thereto", + "sundry" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "commenced", + "thence", + "thereto", + "wherein", + "thereafter", + "whereupon" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "heretofore", + "alike", + "thereto", + "requisite", + "hitherto" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "hitherto", + "thence", + "thereto", + "commenced", + "Moreover", + "itherto" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "hitherto", + "culmin", + "thence", + "commenced", + "latter" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "documenting", + "etched", + "remarkable" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "documenting", + "observations", + "evidence", + "markers" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "documenting", + "indicating", + "revealing", + "evidence", + "indicative", + "chronological", + "indicating" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "indicative", + "evidence", + "revealing", + "evidencia", + "chronological", + "documenting", + "indicating" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "revealing", + "evidence", + "indicative", + "indicators", + "markings", + "documenting", + "evidencia" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Consequently", + "Nevertheless", + "this", + "furthermore", + "demonstrating", + "Ultimately", + "Eventually" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "This", + "Ultimately", + "Ultimately", + "Furthermore", + "this", + "Consequently", + "furthermore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "whereas", + "Despite", + "Consequently", + "meanwhile", + "this", + "Furthermore", + "Nevertheless" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "these", + "this", + "furthermore", + "meanwhile", + "These", + "whereas", + "Despite", + "despite" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "these", + "These", + "this", + "These", + "This", + "these", + "meanwhile", + "Ultimately" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "this", + "these", + "This", + "These", + "investigators" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "these", + "This", + "investigators", + "investigating", + "investigation", + "Investigation" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "analysis", + "this", + "analyses", + "analyzing", + "Analysis", + "investigators", + "investigating", + "Failure" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Failure", + "Failure", + "investigators", + "failure", + "forensic", + "Analyzing", + "ANAL", + "analysis" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Failure", + "Failure", + "failure", + "Analyzing", + "failure", + "investigators", + "forensic", + "ANAL" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Failure", + "Analyzing", + "Metall", + "Investigators", + "This", + "Fatigue", + "Fracture", + "Analysts" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "Failure", + "Metall", + "Micro", + "Fatigue", + "Fracture" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 89418, + 224794, + 212070, + 243628, + 239460, + 174032, + 134485, + 150563, + 125312, + 36909, + 29371, + 47972, + 59998, + 71897, + 219781, + 197003, + 134218, + 56014, + 16256, + 1242, + 588, + 73, + 17, + 13, + 7, + 8 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 127401, + 147921, + 175320, + 172045, + 191192, + 181041, + 74954, + 117548, + 53830, + 41931, + 27714, + 67044, + 61855, + 92336, + 67135, + 68602, + 60459, + 73801, + 71588, + 27504, + 12267, + 584, + 77, + 78, + 87, + 83 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 27608, + 8512, + 7562, + 42153, + 25764, + 25693, + 15319, + 8928, + 9274, + 7679, + 11251, + 6735, + 3806, + 8848, + 51778, + 31887, + 46163, + 45548, + 74170, + 13647, + 6542, + 2105, + 2411, + 3226, + 2601, + 1582 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 180810, + 87349, + 8003, + 45759, + 62560, + 127318, + 54422, + 5841, + 24140, + 47, + 68, + 19, + 3, + 3 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 179032, + 26629, + 45513, + 56733, + 135893, + 78892, + 98532, + 47584, + 1489, + 1679, + 498, + 104, + 22, + 35 + ] + }, + { + "label": "propagation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 236731, + 211793, + 243114, + 231463, + 201335, + 60222, + 65768, + 54775, + 77321, + 16342, + 5272, + 1923, + 2573, + 2432 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "indicating", + "score": 11.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "cracks", + "score": 9.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "several", + "output_checked": true + }, + { + "concept": "years", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "but", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "identified", + "output_checked": true + }, + { + "concept": "during", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "fatigue", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "Rat", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "of", + "output_checked": true + }, + { + "concept": "inconsistencies", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "several", + "output_checked": true + }, + { + "concept": "crack", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "evidence", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "identified", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cyclic-04__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cyclic-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cyclic-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cyclic-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cyclic-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cyclic-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Cyclic loading and beach-mark morphology 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A notched specimen was subjected to a sinusoidal load until separation. Most of the surface was smooth and striated, followed by a small rough region formed during the final overload.", + "prompt_tail": "subjected to a sinusoidal load until separation. Most of the surface was smooth and striated, followed by a small rough region formed during the final overload.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 509, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 213 + }, + { + "label": "crack", + "best_rank": 756, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 155 + }, + { + "label": "propagation", + "best_rank": 4207, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 2775 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "them" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "d", + "ie", + "iew", + "etc", + "alike", + "lle" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "centre", + "hence", + "wards", + "till", + "realising", + "alike", + "lle" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ided", + "oides", + "ited", + "ppo", + "lle", + "ieno", + "nowadays", + "chetta" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ided", + "gonna", + "bzw", + "eded", + "hence", + "ited", + "mainly", + "nowadays" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "nowadays", + "although", + "towards", + "mainly", + "afterwards", + "ppo", + "Yeah", + "Although" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "later", + "subsequently", + "thereafter", + "latter", + "whilst", + "shortly", + "afterwards", + "sometime" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whereas", + "Moreover", + "noticeable", + "furthermore", + "altogether", + "consequently", + "sometime", + "meanwhile" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "latter", + "characterized", + "noticeable", + "Subsequently", + "later", + "although", + "Subsequently", + "Moreover" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subsequent", + "observed", + "observation", + "salvage", + "later", + "specimen", + "ogenic", + "metallurgical" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "subsequent", + "salvage", + "noticeable", + "distinguishing", + "characteristic", + "observed", + "discoloration" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "observed", + "later", + "discoloration", + "afterwards", + "observation", + "characteristic", + "afterward", + "salvage" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "afterwards", + "afterward", + "distinguish", + "later", + "afterthought", + "observation", + "distinguishing", + "mostly" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "afterward", + "afterwards", + "later", + "observed", + "distinguish", + "observed", + "afterthought", + "isolated" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Several", + "Afterwards", + "whereas", + "Furthermore", + "However", + "several", + "Consequently", + "Eventually" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Later", + "Furthermore", + "furthermore", + "Afterwards", + "Consequently", + "Eventually", + "Also", + "whereas" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "Furthermore", + "Eventually", + "furthermore", + "Subsequently", + "During", + "whereas", + "Then" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "these", + "this", + "meanwhile", + "furthermore", + "Furthermore", + "whereas", + "Later", + "Consequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "this", + "This", + "During", + "Consequently", + "Later", + "During", + "furthermore" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Consequently", + "consequently", + "There", + "This", + "During", + "meanwhile" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "Consequently", + "Recently", + "During", + "Therefore", + "This", + "therefore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Consequently", + "This", + "Despite", + "Occasionally", + "Interestingly", + "Hence" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Consequently", + "Interestingly", + "Occasionally", + "Few", + "This", + "Typical", + "Several" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Consequently", + "Interestingly", + "Occasionally", + "Typical", + "Despite", + "Recently", + "This" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Characteristic", + "Typical", + "The", + "Throughout", + "Several", + "Notably", + "Remarkably" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "A", + "Typical", + "In", + "No", + "Analysis", + "Minimal" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "fatigue", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 92893, + 202169, + 178994, + 200360, + 217195, + 117511, + 61539, + 69893, + 27797, + 16405, + 6702, + 3995, + 8675, + 4955, + 80865, + 86778, + 87809, + 74338, + 24056, + 4763, + 2630, + 1130, + 668, + 510, + 305, + 147 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 136632, + 136252, + 124879, + 145514, + 132429, + 102327, + 31770, + 99683, + 17940, + 45901, + 39707, + 45737, + 36450, + 116503, + 23395, + 87888, + 107196, + 74158, + 41568, + 22504, + 19195, + 7688, + 1105, + 757, + 345, + 78 + ] + }, + { + "label": "propagation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 22585, + 11523, + 13957, + 37310, + 31533, + 42314, + 62454, + 50240, + 110188, + 80578, + 215463, + 112990, + 147735, + 177729, + 69266, + 37860, + 81281, + 72991, + 77969, + 12817, + 6983, + 4208, + 14392, + 12749, + 3949, + 3030 + ] + } + ], + "logit_lens": [ + { + "label": "fatigue", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 157754, + 82063, + 4276, + 21682, + 25187, + 61446, + 44655, + 10403, + 99436, + 1290, + 2137, + 277, + 315, + 214 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 206145, + 106607, + 23912, + 75933, + 192416, + 124608, + 148894, + 8910, + 156, + 519, + 2616, + 428, + 786, + 639 + ] + }, + { + "label": "propagation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 153580, + 177332, + 256670, + 245798, + 78871, + 21782, + 58726, + 28559, + 76207, + 27164, + 24178, + 2776, + 21556, + 12134 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "fracture", + "score": 19.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "several", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "was", + "output_checked": true + }, + { + "concept": "tensile", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "because", + "score": 13.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "indicating", + "score": 10.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "area", + "score": 9.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "region", + "output_checked": true + }, + { + "concept": "occurred", + "score": 8.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "separation", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "remained", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "undamaged", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "consisted", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "except", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "smooth", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cyclic-05__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cyclic-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cyclic-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cyclic-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cyclic-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cleavage-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-temperature failure 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A body-centered alloy separated at low temperature with negligible necking. The failure face consisted of flat crystallographic facets connected by river-like markings.", + "prompt_tail": "entered alloy separated at low temperature with negligible necking. The failure face consisted of flat crystallographic facets connected by river-like markings.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 1084, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 798 + }, + { + "label": "cleavage", + "best_rank": 92, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 187 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "them", + "oraz" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "d", + "wards", + "leness", + "ii", + "ie", + "lle", + "eded" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "centre", + "alike", + "wards", + "etc", + "ients" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "persons", + "yses", + "thereon" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "centre", + "colours", + "organised", + "centre", + "whilst", + "persons" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whilst", + "persons", + "ised", + "colours", + "consisted", + "organised", + "alike", + "Whilst" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "thence", + "thereto", + "coloured", + "neighbouring", + "colours", + "characterised", + "hitherto" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "alike", + "persons", + "indistinct", + "constituted", + "thence", + "consisted" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "coloration", + "indistinct", + "hues", + "alike", + "mottled", + "periodical", + "delineated", + "pigments" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "coloration", + "characteristic", + "observed", + "mottled", + "exhibiting", + "exhibited", + "striated", + "etch" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "coloration", + "observed", + "characteristic", + "indistinct", + "discernible", + "indicating", + "indicative", + "delineated" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "characteristic", + "coloration", + "indicating", + "observed", + "characteristics", + "Characteristic", + "exhibiting", + "characteristic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "Characteristic", + "characteristics", + "Characteristics", + "Characteristic", + "indicative" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "characteristic", + "observed", + "Characteristic", + "Characteristic" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "Which", + "whereas", + "Furthermore", + "Also", + "which", + "Whereas", + "Secondly" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "furthermore", + "Also", + "During", + "Afterwards", + "Meanwhile", + "Furthermore", + "Consequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "During", + "Also", + "whereas", + "Afterwards", + "Similarly", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "whereas", + "Furthermore", + "meanwhile", + "During", + "Similar", + "Meanwhile", + "There" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "furthermore", + "During", + "Furthermore", + "Consequently", + "whereas", + "These", + "Recently", + "Compared" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "furthermore", + "Consequently", + "Recently", + "Furthermore", + "whereas", + "This", + "There", + "Meanwhile" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "This", + "Recently", + "Similar", + "Therefore", + "Characteristic", + "furthermore", + "These" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Stress", + "Analyses", + "Hence", + "Consequently", + "analyses", + "experimentally", + "Furthermore", + "This" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "experimentally", + "Hence", + "Stress", + "stresses", + "Consequently", + "Analyses", + "SEM", + "Experimental" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "experimentally", + "Consequently", + "Hence", + "Experimental", + "This", + "Stress", + "Therefore", + "Characteristic" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "experimentally", + "Characteristic", + "Experimental", + "This", + "Stress", + "Further", + "Characteristics", + "Identifying" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "A", + "Mechanical", + "Stress", + "In", + "These", + "Failure" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 258624, + 246426, + 225515, + 238527, + 202548, + 172413, + 9063, + 30441, + 1020, + 532, + 1085, + 2646, + 12922, + 6455, + 135662, + 186841, + 160652, + 182025, + 177333, + 101627, + 49742, + 12034, + 29643, + 32944, + 36473, + 11252 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 133458, + 79601, + 78086, + 131492, + 67974, + 54701, + 26927, + 13442, + 4672, + 3770, + 2084, + 3899, + 3350, + 3012, + 12713, + 14839, + 22325, + 23266, + 19841, + 1543, + 1580, + 93, + 1061, + 451, + 1966, + 3938 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 67774, + 225842, + 799, + 5422, + 36489, + 37518, + 173099, + 210058, + 139939, + 48912, + 39184, + 24131, + 28135, + 17382 + ] + }, + { + "label": "cleavage", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 186554, + 9123, + 210512, + 248279, + 25113, + 99106, + 140778, + 167323, + 116575, + 3990, + 3306, + 188, + 2689, + 918 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 10.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "began", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "several", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "was", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "indicating", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "sections", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "low", + "output_checked": true + }, + { + "concept": "but", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "neck", + "output_checked": true + }, + { + "concept": "which", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "connected", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cleavage-01__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cleavage-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cleavage-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cleavage-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cleavage-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cleavage-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-temperature failure 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "During impact testing below the transition temperature, a ferritic specimen absorbed little energy. Its separated surface was shiny and faceted, with steps running through individual grains.", + "prompt_tail": "e transition temperature, a ferritic specimen absorbed little energy. Its separated surface was shiny and faceted, with steps running through individual grains.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 211, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 2225 + }, + { + "label": "cleavage", + "best_rank": 202, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 3312 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "sic", + "etc", + "d", + "lle", + "ients", + "ses", + "ii" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "wards", + "whilst", + "alike", + "etc", + "realising", + "centre" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "abouts", + "carers", + "ised", + "edly", + "oused", + "mum", + "ided" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "ised", + "centre", + "centre", + "whilst", + "wards", + "carers", + "ided" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "alike", + "goers", + "neath", + "rons", + "filming", + "photographs", + "ised" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "beneath", + "nearby", + "carved", + "neath", + "nestled", + "spersed" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "neath", + "spersed", + "ossos", + "notable", + "apiece", + "inlaid", + "noteworthy" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "mottled", + "microscopic", + "neath", + "striated", + "deform", + "carved" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subsurface", + "striated", + "etched", + "microscopic", + "etching", + "fracturing", + "etch" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "microscopic", + "striated", + "visible", + "traversing", + "subsurface", + "transverse", + "micrograph", + "visible" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "visible", + "microscopic", + "micrograph", + "striated", + "microscopy", + "patterning", + "traversing" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "penetrated", + "characteristic", + "microscopy", + "micrograph", + "striated", + "patterning" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Beschreibung", + "microtubules", + "characteristic", + "pattern" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "whereas", + "Also", + "Which", + "Eventually", + "Furthermore", + "which", + "furthermore", + "Consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "whereas", + "Also", + "Furthermore", + "furthermore", + "Furthermore", + "Meanwhile", + "Similarly", + "Consequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Conversely", + "whereas", + "Also", + "Conversely", + "Meanwhile", + "meanwhile", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "whereas", + "Similarly", + "Similarly", + "furthermore", + "Meanwhile", + "this", + "conversely", + "Conversely" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "Meanwhile", + "whereas", + "This", + "During", + "Similarly", + "meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "this", + "This", + "Conversely", + "conversely", + "This", + "whereas", + "Meanwhile" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "Conversely", + "conversely", + "This", + "this", + "Meanwhile" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Conversely", + "This", + "conversely", + "During", + "this" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "Conversely", + "This", + "Consequently", + "Similarly", + "During", + "Meanwhile" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "Conversely", + "During", + "Consequently", + "Similarly", + "During" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "During", + "This", + "During", + "Conversely", + "Between", + "Similarly", + "Either", + "Along" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "During", + "The", + "This", + "In", + "It", + "A", + "When" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 258075, + 242154, + 214559, + 148613, + 156943, + 142682, + 58, + 2358, + 23, + 111, + 212, + 3067, + 16938, + 16054, + 112649, + 156750, + 104759, + 154082, + 137093, + 152463, + 111007, + 106565, + 139044, + 165129, + 133131, + 49420 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 136779, + 70010, + 62886, + 167913, + 89619, + 193689, + 98653, + 30814, + 9123, + 1893, + 1023, + 514, + 203, + 211, + 16764, + 29798, + 42392, + 35168, + 20059, + 7282, + 6832, + 1731, + 12316, + 10413, + 12875, + 21851 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 68433, + 236407, + 2226, + 7487, + 34467, + 64001, + 179157, + 198050, + 134385, + 113946, + 98917, + 148617, + 115527, + 143678 + ] + }, + { + "label": "cleavage", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 193811, + 56725, + 242490, + 243563, + 68307, + 151408, + 123638, + 121960, + 159485, + 26191, + 12548, + 3313, + 15781, + 16148 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "whereas", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "because", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "little", + "output_checked": true + }, + { + "concept": "indicating", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "brittle", + "score": 9.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "threshold", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "steel", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "several", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "showed", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "across", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "running", + "output_checked": true + }, + { + "concept": "sections", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "describes", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "below", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cleavage-02__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cleavage-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cleavage-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cleavage-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cleavage-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cleavage-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-temperature failure 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A thick steel plate failed suddenly in cold service without visible plastic distortion. Microscopy revealed flat planes and converging river patterns cutting across grain interiors.", + "prompt_tail": "ailed suddenly in cold service without visible plastic distortion. Microscopy revealed flat planes and converging river patterns cutting across grain interiors.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 813, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2241 + }, + { + "label": "cleavage", + "best_rank": 242, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 372 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "them" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "sic", + "gonna", + "ii", + "zes", + "leness", + "zis", + "eded", + "etc" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "sic", + "alike", + "thereof", + "etc", + "lle" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "sic", + "ided", + "persons", + "zis", + "persons", + "thence" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "sic", + "forthwith", + "alike", + "whilst" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "thereto", + "commenced", + "whilst", + "wherein", + "upon", + "comprised" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "burgeoning", + "wrought", + "assemblages", + "heretofore", + "nascent", + "discernible", + "hitherto" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "heretofore", + "thence", + "coloration", + "concomit", + "indistinct", + "specimens" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "coloration", + "specimens", + "striated", + "geologic", + "lith", + "micrograph", + "silice" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "micrograph", + "coloration", + "metallurgical", + "striated", + "staining", + "specimens", + "micrographs", + "lith" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "evidence", + "coloration", + "metallurgical", + "micrograph", + "staining", + "diagnostic", + "indicative", + "discernible" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicating", + "suggestive", + "indicative", + "coloration", + "evidence", + "symptomatic", + "diagnostic", + "characteristic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicative", + "indicating", + "characteristic", + "suggestive", + "diagnose", + "Characteristic", + "metallurgical" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "indicative", + "diagnose", + "Diagnosis", + "diagnostic", + "indicates", + "suggestive", + "diagnosing" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "suggesting", + "Suddenly", + "Eventually", + "Afterwards", + "whereas", + "Which", + "indicating", + "Furthermore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Furthermore", + "Ultimately", + "Consequently", + "Afterwards", + "Furthermore", + "Eventually", + "Meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Afterwards", + "Subsequently", + "Conversely", + "Furthermore", + "furthermore", + "Simultaneously", + "Despite", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "these", + "this", + "This", + "similarly", + "Similarly", + "afterwards", + "accordingly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "These", + "These", + "this", + "meanwhile", + "Recently", + "Simultaneously" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "This", + "These", + "Recently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "These", + "This", + "these" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "These", + "these", + "This" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "Diagnosis", + "This", + "Diagnosis", + "Such" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "experimentally", + "This", + "Diagnosis", + "Characteristic" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Characteristic", + "Identifying", + "Diagnosis", + "Experts", + "Judging", + "Considering" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "A", + "In", + "It", + "Such", + "Metall" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 257530, + 250720, + 221833, + 179025, + 149247, + 102179, + 955, + 21370, + 994, + 627, + 814, + 1073, + 8599, + 27616, + 47331, + 115046, + 64946, + 90395, + 120425, + 103574, + 76222, + 28553, + 89066, + 73619, + 91910, + 22238 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 130611, + 87219, + 67120, + 79992, + 34655, + 68497, + 39841, + 9295, + 5260, + 6618, + 3376, + 2278, + 3148, + 5527, + 15157, + 17917, + 26482, + 14179, + 15274, + 4058, + 1867, + 243, + 1491, + 825, + 4829, + 8002 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 64186, + 222966, + 2242, + 12308, + 64659, + 48835, + 126907, + 128854, + 51772, + 66061, + 84675, + 74208, + 87282, + 53293 + ] + }, + { + "label": "cleavage", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 190326, + 87728, + 249643, + 259904, + 33664, + 61358, + 101508, + 92951, + 83204, + 9365, + 3007, + 373, + 2656, + 1124 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "fracture", + "score": 13.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "during", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "in", + "output_checked": true + }, + { + "concept": "several", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "without", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "indicating", + "score": 8.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "This", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "ductility", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "distortion", + "output_checked": true + }, + { + "concept": "the", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "across", + "output_checked": true + }, + { + "concept": "inexplicable", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "this", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "whereas", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "service", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cleavage-03__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cleavage-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cleavage-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cleavage-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cleavage-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cleavage-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-temperature failure 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A low-temperature bend test produced abrupt separation after almost no permanent curvature. The mating faces displayed large flat facets and feather-like markings.", + "prompt_tail": "ow-temperature bend test produced abrupt separation after almost no permanent curvature. The mating faces displayed large flat facets and feather-like markings.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 1212, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 756 + }, + { + "label": "cleavage", + "best_rank": 1007, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 9436 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "them", + "etc" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "lly", + "lle", + "eded", + "ii", + "ients", + "ided" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "sic", + "persons", + "etc", + "centre", + "centre" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "persons", + "maupun" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "sic", + "yses", + "indications" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "consisted", + "also", + "which", + "indications", + "persons", + "photographs" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "characteristics", + "photographs", + "characterized", + "Characteristics", + "persons", + "specimens", + "illustrations", + "indistinct" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "characterized", + "persons", + "indistinct", + "coloration", + "aceous" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "assemblages", + "indistinct", + "coloration", + "characterized", + "concomit", + "concomitant", + "noteworthy", + "specimens" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "photographs", + "metallurgical", + "specimens", + "coloration", + "photograph", + "photographic", + "discoloration", + "specimen" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "discoloration", + "observed", + "coloration", + "metallurgical", + "exhibiting", + "photographic", + "discolor", + "discernible" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "discoloration", + "indicating", + "recovered", + "discolor", + "salvage", + "damaged", + "exhibiting", + "symptomatic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "suggestive", + "distinguishing", + "suggesting", + "indicative", + "describing", + "exhibiting", + "discoloration" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "describing", + "suggesting", + "describe", + "suggestive", + "artifacts" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "whereas", + "although", + "several", + "which", + "evidence", + "furthermore", + "Furthermore", + "Eventually" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "furthermore", + "whereas", + "Later", + "Afterwards", + "Consequently", + "Furthermore", + "Ultimately" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "furthermore", + "whereas", + "Furthermore", + "Despite", + "Meanwhile", + "Consequently", + "Nevertheless" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "whereas", + "Furthermore", + "These", + "these", + "this", + "Similar" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "these", + "This", + "These", + "this", + "meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "These", + "This", + "this", + "these", + "These", + "This" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "This", + "this", + "these", + "These", + "This" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "These", + "This", + "this", + "these", + "This", + "These" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "These", + "Investigation", + "This", + "These", + "Indicates" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "These", + "This", + "Considering", + "Interestingly", + "Analyzing", + "Consequently" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "These", + "Considering", + "Possible", + "Further", + "Analyzing", + "Investigation", + "Characteristic" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "A", + "Further", + "It", + "Suggest", + "Analysis" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 258169, + 252160, + 233536, + 249928, + 248153, + 195904, + 34665, + 96254, + 35862, + 1141, + 1213, + 2134, + 10854, + 17059, + 38932, + 98028, + 78976, + 92156, + 100787, + 139259, + 120644, + 164275, + 199231, + 201358, + 217364, + 43700 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 130556, + 80206, + 46671, + 126354, + 57918, + 64966, + 34536, + 24093, + 21982, + 14827, + 6993, + 2995, + 1399, + 1008, + 18381, + 13696, + 28009, + 24404, + 17477, + 8576, + 7178, + 2854, + 15093, + 15021, + 18383, + 17033 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 58271, + 176520, + 757, + 6823, + 26443, + 19838, + 137523, + 115979, + 78708, + 125996, + 143776, + 230351, + 197654, + 171848 + ] + }, + { + "label": "cleavage", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 200494, + 19348, + 221688, + 237424, + 62746, + 57613, + 89972, + 132476, + 161435, + 25581, + 12650, + 9437, + 28328, + 25192 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "several", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "produced", + "output_checked": true + }, + { + "concept": "deformation", + "score": 12.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "large", + "output_checked": true + }, + { + "concept": "because", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "low", + "output_checked": true + }, + { + "concept": "cracks", + "score": 9.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "large", + "output_checked": true + }, + { + "concept": "remained", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "was", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "bend", + "output_checked": true + }, + { + "concept": "lacked", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "where", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "facets", + "output_checked": true + }, + { + "concept": "indicating", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "this", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cleavage-04__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cleavage-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cleavage-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cleavage-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cleavage-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cleavage-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-temperature failure 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A notched ferritic bar showed low impact energy and a bright granular-looking failure face. Microscopic steps passed directly through crystallites rather than around their edges.", + "prompt_tail": " bar showed low impact energy and a bright granular-looking failure face. Microscopic steps passed directly through crystallites rather than around their edges.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 32 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 964, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 269 + }, + { + "label": "cleavage", + "best_rank": 641, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 1237 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "sic", + "ii", + "ients", + "etc", + "leness", + "lle" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "sic", + "gonna", + "persons", + "alike" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "persons", + "maupun", + "leness" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "maupun", + "solamente", + "alike", + "ided" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "consisted", + "photographs", + "persons" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "afterward", + "edly", + "thereafter", + "noted", + "later", + "thereto" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "thereto", + "veled", + "toward", + "Additionally", + "therefore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "bire", + "acial", + "scopic", + "Additionally", + "notable", + "coloration", + "ellae" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "observed", + "observable", + "observational", + "visible", + "microscopy", + "coloration" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "observable", + "characteristic", + "coloration" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "characteristic", + "cuticle", + "microscopy", + "subsurface", + "coloration", + "microscopic", + "indicating", + "indicative" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "indicative", + "characteristic", + "favoring", + "indicating", + "evidence" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "indicative", + "characteristic", + "favoring", + "Characteristic", + "evidence" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Which", + "whereas", + "Consequently", + "Also", + "furthermore", + "Furthermore", + "Consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Furthermore", + "Also", + "Consequently", + "Consequently", + "Also", + "Similarly", + "whereas" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Consequently", + "Similarly", + "whereas", + "furthermore", + "Conversely", + "During", + "Meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "accordingly", + "this", + "meanwhile", + "furthermore", + "whereas", + "These", + "Furthermore", + "Similarly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "These", + "this", + "Compared", + "Therefore", + "these", + "These", + "meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Consequently", + "accordingly", + "Therefore", + "therefore", + "This" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "These", + "This", + "Therefore", + "therefore", + "Consequently", + "these" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "these", + "These", + "This", + "Hence", + "Consequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "Hence", + "This", + "Therefore", + "Consequently", + "Consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "Based", + "This", + "Based", + "Hence", + "Consequently", + "Therefore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Based", + "Considering", + "Based", + "Given", + "Compared", + "Judging", + "Identifying" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "Based", + "It", + "Suggest", + "In", + "Further" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 256501, + 239655, + 228270, + 238778, + 230502, + 206921, + 11951, + 59320, + 7148, + 837, + 965, + 2661, + 37931, + 85148, + 155049, + 204553, + 138090, + 102845, + 128700, + 114266, + 51218, + 36811, + 89313, + 104113, + 106423, + 13549 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 114124, + 80846, + 65832, + 119353, + 69370, + 116911, + 78058, + 68081, + 86845, + 29363, + 4981, + 2490, + 3387, + 3055, + 14360, + 22680, + 40733, + 15595, + 20535, + 3998, + 3015, + 642, + 3890, + 4495, + 19770, + 15798 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 53895, + 112169, + 270, + 2727, + 93310, + 68997, + 204977, + 237113, + 158906, + 129185, + 69720, + 103346, + 109344, + 92205 + ] + }, + { + "label": "cleavage", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 194530, + 52797, + 247411, + 253616, + 18960, + 37351, + 88293, + 79331, + 124851, + 13962, + 5734, + 1238, + 8554, + 9054 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "metallurgical", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "ductility", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "low", + "output_checked": true + }, + { + "concept": "because", + "score": 10.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "passed", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "them", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "around", + "output_checked": true + }, + { + "concept": "toughness", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "impact", + "output_checked": true + }, + { + "concept": "fracture", + "score": 8.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "bright", + "output_checked": true + }, + { + "concept": "brittle", + "score": 8.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 7.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "-", + "output_checked": true + }, + { + "concept": "when", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "indicating", + "score": 6.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "was", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "bar", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cleavage-05__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cleavage-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cleavage-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cleavage-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-cleavage-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-high-temperature-deformation-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Slow high-temperature deformation 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A component held for months near half its melting temperature elongated slowly under a constant load well below its room-temperature yield strength. Small rounded holes accumulated at grain interfaces before rupture.", + "prompt_tail": "ature elongated slowly under a constant load well below its room-temperature yield strength. Small rounded holes accumulated at grain interfaces before rupture.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 35 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 8515, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 3435 + }, + { + "label": "diffusion", + "best_rank": 1076, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 3301 + }, + { + "label": "cavity", + "best_rank": 1500, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 12309 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "oraz" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "sic", + "etc", + "persons", + "lle", + "d", + "ii" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "centre", + "persons", + "etc", + "sic", + "centre" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "sic", + "persons" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "thence", + "sic" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whilst", + "persons", + "whereby", + "Whilst", + "thereto" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "thereafter", + "thereto", + "whereupon", + "whilst", + "subsequently" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "thence", + "alike", + "persons", + "whereupon" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "incipient", + "thence", + "histologic", + "bacter", + "concomitant", + "histological" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "symptomatic", + "sintered", + "necrosis", + "histological", + "carcinoma", + "etiology", + "diseased" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "symptomatic", + "metallurgical", + "diseased", + "fouling", + "necrosis", + "observed", + "failures", + "histological" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "symptomatic", + "necrosis", + "diseased", + "metallurgical", + "disintegration", + "corrosion", + "lesions", + "defects" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "symptomatic", + "metallurgical", + "necrosis", + "diagnose", + "suppuration", + "characteristic", + "diseased", + "Corrosion" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "symptomatic", + "Diagnosis", + "diagnose", + "Symptoms", + "microscopy", + "pathology", + "lesions" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Eventually", + "Afterwards", + "Suddenly", + "Later", + "later", + "eventual", + "Eventually", + "eventually" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Later", + "Eventually", + "Afterwards", + "Eventually", + "Ultimately", + "Later", + "Ultimately", + "lately" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Eventually", + "Eventually", + "Ultimately", + "Afterwards", + "Later", + "Similar", + "Ultimately", + "During" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "lately", + "whereas", + "During", + "During", + "tonight", + "afterwards" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Recently", + "lately", + "These", + "During", + "Today", + "Initially", + "Compared" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Recently", + "This", + "Recent", + "lately", + "Consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Recently", + "These", + "Investigation", + "Investig", + "Recent", + "Hence", + "Here" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Investigation", + "This", + "investigating", + "Investig", + "investigations", + "investigate", + "investigation", + "investigates" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Investigation", + "Investig", + "Investigation", + "investigating", + "Investigations", + "investigations", + "Investigators" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Investigation", + "This", + "Seeking", + "ANALYSIS", + "Seeking" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Investigation", + "Characteristic", + "investigating", + "Analyzing", + "Typical", + "investigates", + "Investig" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Analysis", + "Investigation", + "Investig", + "It", + "Stress", + "Analyzing" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 185477, + 95019, + 94422, + 175306, + 173283, + 137087, + 129085, + 201670, + 116017, + 16814, + 9348, + 12234, + 13440, + 14759, + 38839, + 45560, + 30748, + 22375, + 35832, + 15332, + 15841, + 21343, + 9485, + 8516, + 23388, + 3849 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 54099, + 19002, + 15889, + 41768, + 88499, + 23140, + 12776, + 32723, + 21010, + 32716, + 50845, + 22172, + 9572, + 5921, + 28987, + 31270, + 41045, + 33024, + 10746, + 3441, + 1702, + 1077, + 5998, + 3494, + 4255, + 747 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 212685, + 142710, + 68396, + 107087, + 104537, + 55358, + 12170, + 12871, + 6785, + 2543, + 1501, + 1870, + 3362, + 10462, + 76285, + 127533, + 160211, + 202306, + 205161, + 183935, + 170332, + 69618, + 181119, + 159400, + 88797, + 26092 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 14610, + 116338, + 10610, + 53107, + 256794, + 241179, + 112502, + 81643, + 7182, + 10617, + 12317, + 3436, + 5497, + 11497 + ] + }, + { + "label": "diffusion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 17763, + 35261, + 89261, + 223202, + 114728, + 46272, + 24144, + 60254, + 31528, + 4242, + 21155, + 7648, + 11208, + 3302 + ] + }, + { + "label": "cavity", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 261736, + 254007, + 223237, + 205755, + 109295, + 46972, + 109292, + 12310, + 25036, + 20155, + 46764, + 41223, + 157708, + 81755 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "whereas", + "score": 13.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "A", + "output_checked": true + }, + { + "concept": "because", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "half", + "output_checked": true + }, + { + "concept": "several", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "near", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "until", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "protrusions", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rounded", + "output_checked": true + }, + { + "concept": "symptomatic", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "capacity", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "threshold", + "score": 6.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "within", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "held", + "output_checked": true + }, + { + "concept": "appeared", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "occurred", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "rupture", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-high-temperature-deformation-01__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-high-temperature-deformation-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-high-temperature-deformation-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-high-temperature-deformation-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-high-temperature-deformation-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-high-temperature-deformation-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Slow high-temperature deformation 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Under steady tensile load at elevated temperature, a polycrystal first deformed rapidly, then at an almost constant slow rate, and finally accelerated as microscopic holes linked along grain edges.", + "prompt_tail": " temperature, a polycrystal first deformed rapidly, then at an almost constant slow rate, and finally accelerated as microscopic holes linked along grain edges.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 2388, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 581 + }, + { + "label": "diffusion", + "best_rank": 3573, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 3241 + }, + { + "label": "cavity", + "best_rank": 1980, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 25855 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lle", + "alike", + "ii", + "d", + "gonna", + "ited", + "ued", + "iew" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "thereof", + "d", + "wards", + "whilst", + "lle", + "lli" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "sho", + "ided", + "icol", + "oused", + "ited", + "gy" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "ided", + "wards", + "sho", + "ised", + "ited", + "meanwhile", + "centre" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "alike", + "humankind", + "wards", + "led", + "photographs", + "sembled" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "burgeoning", + "beneath", + "Upon", + "sembled", + "wrought", + "Upon" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "furthermore", + "sembled", + "thereby", + "thence", + "thereto" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "burgeoning", + "nascent", + "alike", + "thence", + "catalyzed", + "whereupon", + "incipient" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "nascent", + "burgeoning", + "emerging", + "coales", + "coalescence", + "fracturing", + "incipient", + "emergent" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "fracturing", + "accelerating", + "progressively", + "accelerated", + "coales", + "nascent", + "destabil", + "coalescence" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "fracturing", + "destabil", + "accelerating", + "coalescence", + "disintegration", + "collapse", + "fragmentation", + "progressively" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "disintegr", + "disintegration", + "collapse", + "Collapse", + "fracturing", + "catastrophic", + "cannibal", + "necrosis" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "climax", + "Eventually", + "Eventually", + "fatally", + "scav", + "collapse", + "deterioration" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Ultimately", + "Eventually", + "Afterwards", + "During", + "furthermore", + "Subsequently", + "Nevertheless" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "furthermore", + "Consequently", + "This", + "Ultimately", + "Nevertheless", + "Eventually", + "Furthermore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Conversely", + "Consequently", + "meanwhile", + "During", + "Furthermore", + "Similarly", + "Meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "During", + "During", + "furthermore", + "Meanwhile", + "whereas", + "accordingly", + "lately" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "What", + "What", + "what", + "how", + "During", + "meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "what", + "What", + "What", + "what", + "how", + "Describe" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "What", + "what", + "What", + "what", + "Describe", + "Describe" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "what", + "What", + "Describe", + "What", + "describe", + "Describe", + "what", + "describing" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Describe", + "Describe", + "what", + "describe", + "describe", + "What", + "What" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Describe", + "Describe", + "describe", + "What", + "describe", + "What", + "describing" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Describe", + "Considering", + "What", + "Describe", + "describe", + "Analyzing" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "What", + "The", + "Describe", + "How", + "Analyzing", + "During", + "Analyze" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 178974, + 74786, + 120797, + 120605, + 132769, + 152983, + 129090, + 220931, + 62355, + 5311, + 2389, + 3536, + 2666, + 3296, + 107448, + 81725, + 47014, + 25884, + 58540, + 31335, + 31125, + 31345, + 5897, + 2978, + 6775, + 2194 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 57385, + 29438, + 83911, + 84559, + 42865, + 16925, + 42539, + 40036, + 5195, + 4113, + 7956, + 8570, + 10331, + 19208, + 61073, + 71719, + 70840, + 73292, + 32142, + 21678, + 14906, + 3574, + 16389, + 9109, + 7464, + 467 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 219830, + 152843, + 168191, + 158021, + 146552, + 60665, + 59822, + 33691, + 34192, + 5680, + 3657, + 2123, + 1981, + 5816, + 159016, + 198670, + 207145, + 233805, + 220874, + 226387, + 231112, + 126005, + 228499, + 219117, + 140517, + 25195 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 582, + 85979, + 5959, + 41253, + 228576, + 165722, + 72392, + 28828, + 15793, + 46503, + 36944, + 8133, + 3975, + 2850 + ] + }, + { + "label": "diffusion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 24363, + 31740, + 43167, + 191361, + 77489, + 93993, + 66057, + 65891, + 53496, + 33766, + 58346, + 11692, + 9530, + 3242 + ] + }, + { + "label": "cavity", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 261745, + 256473, + 177262, + 202704, + 81724, + 25856, + 131664, + 51887, + 37923, + 79869, + 105526, + 74956, + 182779, + 134912 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "slower", + "score": 16.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "almost", + "output_checked": true + }, + { + "concept": "until", + "score": 15.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rate", + "output_checked": true + }, + { + "concept": "again", + "score": 14.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "accelerated", + "output_checked": true + }, + { + "concept": "followed", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "began", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "first", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 11.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "equilibrium", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "steady", + "output_checked": true + }, + { + "concept": "because", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Under", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "gradually", + "score": 7.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "then", + "output_checked": true + }, + { + "concept": "quarters", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "slow", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystal", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-high-temperature-deformation-02__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-high-temperature-deformation-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-high-temperature-deformation-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-high-temperature-deformation-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-high-temperature-deformation-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-high-temperature-deformation-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Slow high-temperature deformation 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A turbine alloy exposed to sustained stress and heat developed time-dependent strain. Late in life, isolated pores at triple junctions enlarged and joined into an interfacial failure path.", + "prompt_tail": "ustained stress and heat developed time-dependent strain. Late in life, isolated pores at triple junctions enlarged and joined into an interfacial failure path.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 284, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 98 + }, + { + "label": "diffusion", + "best_rank": 935, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 2687 + }, + { + "label": "cavity", + "best_rank": 1183, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 41233 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "d", + "lle", + "ie", + "gement", + "etc", + "sic", + "eded" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "sic", + "centre", + "etc", + "wards", + "whilst", + "lle" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "sic", + "zis", + "thereto", + "lle" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "sic", + "persons", + "whilst", + "gonna", + "alike" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whilst", + "wherein", + "which", + "also", + "whereby", + "furthermore" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "whereupon", + "thence", + "thereto", + "wherein", + "whereby", + "resultant", + "whence", + "comprised" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "thence", + "heretofore", + "whereupon", + "concomit" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "histologic", + "etiology", + "geologic", + "coales", + "proximate", + "contemporaneous" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "geologic", + "necrosis", + "histologic", + "fracturing", + "corrosion", + "benthic", + "distal" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "necrosis", + "metallurgical", + "distal", + "symptomatic", + "diseased", + "necro", + "exacerbated", + "etiology" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "necrosis", + "deterioration", + "degradation", + "disintegration", + "failure", + "defects", + "diseased", + "collapse" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "microstructure", + "necrosis", + "deterioration", + "disintegration", + "pathology", + "fatally", + "diagnosis", + "defects" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "fatally", + "failure", + "symptomatic", + "etiology", + "malfunction", + "pathology", + "victim", + "fatal" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "subsequently", + "ultimately", + "Ultimately", + "Eventually", + "Subsequently", + "Consequently", + "Later", + "culminating" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Later", + "Furthermore", + "Ultimately", + "Subsequently", + "Consequently", + "Eventually", + "Consequently", + "Simultaneously" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Similarly", + "conversely", + "Subsequently", + "furthermore", + "Eventually", + "Furthermore", + "Conversely", + "During" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "conversely", + "furthermore", + "During", + "During", + "Simultaneously", + "similarly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "Simultaneously", + "this", + "This", + "Recently", + "Initially", + "Consequently", + "Meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Consequently", + "meanwhile", + "Recently", + "this", + "Meanwhile", + "consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Recently", + "Consequently", + "this", + "consequently", + "meanwhile", + "Therefore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "Consequently", + "Hence", + "Simultaneously", + "consequently", + "Failure", + "Despite" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Consequently", + "This", + "Failure", + "Simultaneously", + "Consequently", + "Failure", + "Recently", + "Finally" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "This", + "Consequently", + "Failure", + "Simultaneously", + "Initially", + "Initially", + "This" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "This", + "Characteristic", + "Stress", + "Eventually", + "Fatigue", + "Ultimately", + "Analyzing" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Stress", + "Mechanical", + "Strain", + "Time", + "Late", + "Failure" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 164534, + 118484, + 97341, + 198585, + 140858, + 132118, + 150336, + 195023, + 150233, + 19579, + 6160, + 11409, + 11726, + 22737, + 66662, + 76908, + 31567, + 17068, + 42640, + 7958, + 3795, + 1362, + 422, + 285, + 1121, + 1217 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 68838, + 24771, + 23289, + 47281, + 61773, + 37509, + 10079, + 25141, + 5541, + 11003, + 19391, + 12558, + 3368, + 3695, + 30353, + 29796, + 24043, + 15587, + 8605, + 2154, + 936, + 1008, + 6811, + 4589, + 2038, + 740 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 223665, + 181515, + 96323, + 104777, + 87515, + 40620, + 4503, + 5027, + 3275, + 1784, + 1184, + 3014, + 2839, + 5729, + 93031, + 125797, + 144088, + 203297, + 205750, + 167403, + 126261, + 42262, + 116688, + 67796, + 59363, + 24456 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 17262, + 147097, + 2228, + 28165, + 230365, + 228963, + 98984, + 48628, + 25247, + 1734, + 1970, + 250, + 99, + 149 + ] + }, + { + "label": "diffusion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 10640, + 55817, + 21161, + 203958, + 120501, + 44950, + 22106, + 18274, + 29516, + 2688, + 16853, + 5900, + 12508, + 6180 + ] + }, + { + "label": "cavity", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 262061, + 259289, + 238607, + 231904, + 181433, + 44337, + 105302, + 41576, + 60661, + 54632, + 48682, + 41234, + 131120, + 51139 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "metallurgical", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "became", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "this", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cracks", + "score": 11.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "during", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 9.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "dependent", + "output_checked": true + }, + { + "concept": "was", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "heat", + "output_checked": true + }, + { + "concept": "began", + "score": 8.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "junctions", + "output_checked": true + }, + { + "concept": "requires", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "larger", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "into", + "output_checked": true + }, + { + "concept": "because", + "score": 7.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "the", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "in", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-high-temperature-deformation-03__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-high-temperature-deformation-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-high-temperature-deformation-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-high-temperature-deformation-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-high-temperature-deformation-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-high-temperature-deformation-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Slow high-temperature deformation 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A fine-grained metal changed shape gradually during a long low-stress hold close to its melting point. Atoms moved from compressed interfaces toward tensile ones and the specimen elongated.", + "prompt_tail": "shape gradually during a long low-stress hold close to its melting point. Atoms moved from compressed interfaces toward tensile ones and the specimen elongated.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 2319, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 974 + }, + { + "label": "diffusion", + "best_rank": 530, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 536 + }, + { + "label": "cavity", + "best_rank": 5618, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 38575 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "sic", + "etc", + "thereof", + "lle", + "alike" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "thru", + "etc", + "awhile", + "sic", + "btw" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "thru", + "gonna", + "lle", + "awhile", + "ued", + "maupun" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "thru", + "gonna", + "maupun", + "awhile", + "furthermore" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "towards", + "gonna", + "afterwards", + "furthermore", + "thus", + "therefore" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "thence", + "later", + "toward", + "then", + "thus", + "subsequently", + "afterwards" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thus", + "thereby", + "toward", + "concomit", + "thence", + "thereto", + "furthermore", + "concomitant" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "toward", + "concomitant", + "concomit", + "thereby", + "thus", + "lengthening", + "thence", + "Toward" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "lengthening", + "concomitant", + "elongation", + "ductile", + "curvil", + "concomit", + "viscoelastic", + "geometrically" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "lengthening", + "displacement", + "movement", + "concomitant", + "characteristic", + "anisotropic", + "contralateral", + "maneuver" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "Movement", + "movement", + "displacement", + "lengthening", + "Movement", + "deform", + "bewegung", + "characteristic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Mechanism", + "Movement", + "movement", + "bewegung", + "characteristic", + "Movement", + "westward" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "movement", + "Movement", + "bewegung", + "Movement", + "Bewegung", + "motion", + "Mechanism", + "northward" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "this", + "Consequently", + "Furthermore", + "furthermore", + "This", + "Eventually", + "Ultimately", + "whereas" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "this", + "Consequently", + "Eventually", + "Furthermore", + "This", + "whereas", + "Ultimately" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "This", + "this", + "Eventually", + "meanwhile", + "whereas", + "Furthermore", + "Conversely" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "this", + "This", + "meanwhile", + "furthermore", + "This", + "whereas" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "This", + "this" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "this", + "This", + "This", + "What", + "this", + "what" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "This", + "this" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "This", + "this", + "questo" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "this", + "This", + "This", + "this" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "this", + "This", + "This", + "this" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "What", + "This", + "this" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "What", + "The", + "Metal", + "It", + "This", + "Heat", + "How" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 180470, + 139726, + 99356, + 90508, + 115455, + 71148, + 95212, + 162084, + 125316, + 20767, + 19411, + 37975, + 43404, + 27175, + 102986, + 68682, + 29995, + 21792, + 22880, + 10605, + 6568, + 8601, + 2320, + 5286, + 22570, + 4971 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 57356, + 55591, + 87205, + 150857, + 125131, + 43018, + 1498, + 6085, + 3706, + 7096, + 6525, + 3157, + 2755, + 699, + 27526, + 37762, + 25631, + 23198, + 6565, + 1676, + 943, + 531, + 758, + 568, + 1148, + 206 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 222094, + 152340, + 125709, + 146709, + 165485, + 86125, + 21701, + 24684, + 16709, + 5888, + 5619, + 6537, + 6300, + 22753, + 105942, + 130256, + 136180, + 203095, + 179084, + 183475, + 189682, + 124276, + 219131, + 159632, + 90002, + 39532 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 1937, + 126909, + 1351, + 6653, + 241948, + 223943, + 136326, + 75290, + 9631, + 19896, + 14142, + 3374, + 975, + 4105 + ] + }, + { + "label": "diffusion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 28410, + 9987, + 63682, + 217315, + 27714, + 26127, + 13756, + 4705, + 4552, + 537, + 836, + 598, + 975, + 642 + ] + }, + { + "label": "cavity", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 261982, + 242009, + 230097, + 227703, + 208591, + 41527, + 131450, + 49526, + 38576, + 59104, + 92179, + 118421, + 228592, + 142042 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 22.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "temperature", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "point", + "output_checked": true + }, + { + "concept": "slowly", + "score": 13.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "vice", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "alloy", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "this", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 7.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "several", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "during", + "output_checked": true + }, + { + "concept": "whereas", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "A", + "output_checked": true + }, + { + "concept": "prolonged", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "duration", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hold", + "output_checked": true + }, + { + "concept": "areas", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "compressed", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-high-temperature-deformation-04__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-high-temperature-deformation-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-high-temperature-deformation-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-high-temperature-deformation-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-high-temperature-deformation-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-high-temperature-deformation-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Slow high-temperature deformation 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Long-duration testing at high temperature produced a nearly linear strain-versus-time segment followed by rapid extension. Microscopy found linked pores along grain interfaces.", + "prompt_tail": "sting at high temperature produced a nearly linear strain-versus-time segment followed by rapid extension. Microscopy found linked pores along grain interfaces.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 3350, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 486 + }, + { + "label": "diffusion", + "best_rank": 158, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 303 + }, + { + "label": "cavity", + "best_rank": 728, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 12692 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "sic", + "etc", + "persons", + "zis", + "ients", + "lle" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "sic", + "persons", + "etc", + "centre" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "sic", + "thereto" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "sic", + "whilst" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "whilst", + "sic", + "thereto", + "furthermore" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereto", + "persons", + "sic", + "prior", + "later", + "thereafter", + "indications" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "persons", + "thereto", + "sic", + "acial" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "histologic", + "histological", + "acial", + "morphology", + "etiology", + "furthermore" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "histological", + "evidence", + "microscopy", + "etiology", + "microstructure", + "metallurgy", + "sintered" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "evidence", + "metallurgical", + "etiology", + "observed", + "subsurface", + "symptomatic", + "histological", + "evidencia" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "symptomatic", + "diagnostic", + "contamination", + "diagnosed", + "evidence", + "diagnosis", + "etiology" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "suspected", + "investigated", + "evidence", + "implicated", + "suspect", + "exacerbated", + "suggestive" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "exacerbated", + "suspected", + "suspect", + "symptoms", + "diagnosed", + "etiology", + "symptomatic", + "Diagnosis" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Afterwards", + "Later", + "Which", + "whereas", + "suggesting", + "Furthermore", + "Consequently", + "Ultimately" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Afterwards", + "furthermore", + "Consequently", + "meanwhile", + "Furthermore", + "Also", + "Later", + "Meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Similarly", + "Similarly", + "During", + "conversely", + "meanwhile", + "Afterwards", + "Conversely" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "conversely", + "Though", + "Similarly", + "Similarly", + "furthermore", + "likewise", + "lately" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "Similar", + "Similar", + "Meanwhile", + "Similarly", + "lately", + "Findings", + "Yet" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Yet", + "Similar", + "Likely", + "Experts" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Likely", + "Similar", + "Investigators", + "Experts", + "Consequently", + "Yet", + "Possible" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "hypotheses", + "Analyses", + "Hence", + "hypothesis", + "Hypothesis", + "Consequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Analyses", + "Stress", + "Stress", + "Proposed", + "This", + "SEM", + "Hence" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Analyses", + "Proposed", + "Stress", + "Stress", + "This", + "Fracture" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Stress", + "Possible", + "Proposed", + "Theories", + "Fracture", + "Experimental", + "Considering", + "This" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Grain", + "Stress", + "High", + "Strain", + "Micro", + "Fracture" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "creep", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 187931, + 104447, + 103248, + 203622, + 172129, + 146977, + 154308, + 225348, + 170098, + 76165, + 34933, + 82817, + 71581, + 78622, + 87814, + 71855, + 29685, + 31880, + 73196, + 27202, + 21341, + 6984, + 4135, + 3351, + 17326, + 5243 + ] + }, + { + "label": "diffusion", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 67659, + 14041, + 8002, + 74926, + 85393, + 32601, + 5146, + 23957, + 3806, + 4113, + 6701, + 8708, + 6283, + 8828, + 47139, + 51464, + 37983, + 14159, + 9659, + 896, + 360, + 159, + 968, + 419, + 309, + 163 + ] + }, + { + "label": "cavity", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 224253, + 132664, + 63085, + 125213, + 127675, + 73101, + 10725, + 9007, + 5150, + 1626, + 748, + 729, + 1526, + 8465, + 118700, + 148090, + 149727, + 217529, + 180654, + 153014, + 150062, + 47188, + 90918, + 73165, + 46167, + 16096 + ] + } + ], + "logit_lens": [ + { + "label": "creep", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 5330, + 58817, + 2421, + 24776, + 247135, + 241851, + 114330, + 65386, + 38012, + 2232, + 3930, + 487, + 887, + 2455 + ] + }, + { + "label": "diffusion", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 20768, + 13735, + 63467, + 213498, + 130038, + 74390, + 24354, + 3184, + 13557, + 304, + 987, + 845, + 1605, + 604 + ] + }, + { + "label": "cavity", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 261876, + 221354, + 218202, + 190867, + 36251, + 19230, + 60188, + 12693, + 40805, + 38168, + 57831, + 76917, + 107472, + 45599 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "during", + "score": 14.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "segment", + "output_checked": true + }, + { + "concept": "several", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "produced", + "output_checked": true + }, + { + "concept": "which", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 9.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "high", + "output_checked": true + }, + { + "concept": "significant", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "the", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "along", + "output_checked": true + }, + { + "concept": "flawless", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "nearly", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "exhibiting", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "cracks", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "found", + "output_checked": true + }, + { + "concept": "evidence", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "found", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "grain", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-high-temperature-deformation-05__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-high-temperature-deformation-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-high-temperature-deformation-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-high-temperature-deformation-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-high-temperature-deformation-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-particle-strengthening-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Hard-particle obstacle strengthening 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A metal contains a dense dispersion of hard nonshearable nanoscale particles. Lattice line imperfections curve between neighboring particles and leave loops around them as load increases.", + "prompt_tail": "spersion of hard nonshearable nanoscale particles. Lattice line imperfections curve between neighboring particles and leave loops around them as load increases.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 1305, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 2670 + }, + { + "label": "bowing", + "best_rank": 1189, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 650 + }, + { + "label": "strengthening", + "best_rank": 173, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 37 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "sic", + "lle", + "d", + "etc", + "persons", + "alike", + "ients" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "gonna", + "alike", + "thru", + "sic", + "lle", + "sowie" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "gonna", + "alike", + "kids", + "guy", + "goalie", + "heta", + "woods", + "boro" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "everybody", + "anybody", + "somebody", + "guy", + "stuff", + "thru", + "gotta" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "gonna", + "everybody", + "able", + "AKA", + "somebody", + "anybody", + "arge" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "toward", + "they", + "them", + "nearby", + "their", + "edly", + "Toward" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "toward", + "Toward", + "apiece", + "rons", + "ossos", + "Toward", + "meanwhile" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "Colored", + "ossos", + "subl", + "incipient", + "apiece", + "spur", + "spersed" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "incipient", + "microm", + "deform", + "subsurface", + "subl", + "metastable", + "fissures", + "striated" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "incipient", + "metastable", + "observable", + "visible", + "observed", + "microm", + "subsurface" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "visualizing", + "visualized", + "visible", + "metastable", + "Deformation", + "visible", + "deform", + "deformation" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "fissures", + "formations", + "metastability", + "patterning", + "these", + "visible", + "deformations" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Eventually", + "observations", + "observed", + "Observation" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Eventually", + "Furthermore", + "Later", + "Afterwards", + "subsequently", + "Suddenly", + "Which" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Eventually", + "Consequently", + "furthermore", + "Later", + "Furthermore", + "Furthermore", + "Consequently", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Later", + "conversely", + "furthermore", + "Eventually", + "meanwhile", + "Furthermore", + "Eventually", + "further" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "these", + "Eventually", + "conversely", + "furthermore", + "whereas", + "Furthermore", + "eventually" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "these", + "These", + "this", + "Eventually", + "meanwhile", + "Consequently", + "furthermore", + "This" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Eventually", + "these", + "These", + "This", + "Consequently", + "meanwhile", + "this", + "Eventually" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Eventually", + "these", + "These", + "this", + "This", + "Consequently", + "meanwhile", + "Eventually" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "these", + "this", + "These", + "Eventually", + "This", + "Consequently", + "These" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Eventually", + "These", + "elastic", + "This", + "Deformation", + "deformation", + "Eventually", + "Consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Eventually", + "These", + "Consequently", + "elastic", + "This", + "Deformation", + "dislocations", + "Dislocations" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Eventually", + "These", + "This", + "Dislocations", + "Consequently", + "Finally", + "Deformation", + "Stress" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "When", + "At", + "Eventually", + "Dislocations", + "Mechanical" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 102376, + 223762, + 232359, + 199045, + 133775, + 50734, + 8406, + 9597, + 1102, + 2186, + 1306, + 2244, + 3983, + 5118, + 18834, + 26736, + 20148, + 19535, + 20742, + 3304, + 2201, + 2101, + 4287, + 3740, + 1274, + 1498 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 206975, + 217332, + 175866, + 88154, + 39230, + 11919, + 21382, + 49902, + 33926, + 5409, + 9241, + 27554, + 52634, + 64378, + 34769, + 42076, + 52618, + 75175, + 77827, + 33663, + 9844, + 3447, + 1190, + 1571, + 3579, + 11361 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 155032, + 236410, + 232993, + 254798, + 249804, + 155289, + 17127, + 112674, + 132148, + 27400, + 47252, + 39298, + 33240, + 46775, + 2406, + 7202, + 2474, + 6438, + 9131, + 6976, + 1323, + 274, + 174, + 269, + 124, + 396 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 54183, + 200826, + 143146, + 200152, + 86684, + 176271, + 138266, + 39352, + 119619, + 17801, + 5533, + 5322, + 3854, + 2671 + ] + }, + { + "label": "bowing", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 112522, + 125129, + 869, + 817, + 240327, + 27634, + 9979, + 121189, + 52648, + 11608, + 1528, + 3097, + 976, + 651 + ] + }, + { + "label": "strengthening", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 240682, + 113065, + 86395, + 108492, + 212360, + 88164, + 27341, + 74342, + 2393, + 998, + 206, + 38, + 69, + 129 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 16.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "dense", + "output_checked": true + }, + { + "concept": "several", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "these", + "score": 11.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "between", + "output_checked": true + }, + { + "concept": "mixture", + "score": 11.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "which", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "line", + "output_checked": true + }, + { + "concept": "they", + "score": 8.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "them", + "output_checked": true + }, + { + "concept": "whereas", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "alloy", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "Eventually", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "this", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-particle-strengthening-01__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-particle-strengthening-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-particle-strengthening-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-particle-strengthening-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-particle-strengthening-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-particle-strengthening-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Hard-particle obstacle strengthening 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Heat treatment creates many fine second-phase particles that resist cutting. Moving line defects must arc between the particles, and reducing their spacing raises the required stress.", + "prompt_tail": "many fine second-phase particles that resist cutting. Moving line defects must arc between the particles, and reducing their spacing raises the required stress.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 254, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 136 + }, + { + "label": "bowing", + "best_rank": 2135, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 205 + }, + { + "label": "strengthening", + "best_rank": 51, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 18 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "them" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "sic", + "lle", + "ie", + "ii", + "fty", + "ients" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "alike", + "till", + "etc", + "ain", + "hence", + "ients", + "etc" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "leness", + "lli", + "germs", + "ients", + "ieth", + "zes" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "gonna", + "sic", + "anybody", + "ients", + "ided", + "zes", + "leness" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "toward", + "hes", + "zes", + "because", + "entimes", + "also" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "toward", + "thus", + "dependence", + "concerning", + "tendency", + "thereby", + "lately", + "against" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "thus", + "thereby", + "Moreover", + "alike", + "toward", + "meanwhile" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "furthermore", + "requiring", + "Moreover", + "increased", + "necessitating", + "increase", + "demanding", + "merely" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "demanding", + "strain", + "tensile", + "straining", + "requiring", + "forcing", + "resistive", + "increase" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "forcing", + "demanding", + "increase", + "increased", + "requiring", + "resistive" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "forcing", + "intensification", + "intensified", + "intensifying", + "intensify", + "increased", + "increasing", + "increase" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "increased", + "Increasing", + "increasing", + "increase", + "increases", + "intensify" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "consequently", + "increases", + "increasing", + "Increasing", + "therefore", + "thus" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Eventually", + "Ultimately", + "ultimately", + "furthermore", + "Furthermore", + "consequently", + "Consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "Consequently", + "Eventually", + "Furthermore", + "Furthermore", + "Also", + "Ultimately", + "ultimately" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Ultimately", + "Conversely", + "meanwhile", + "Eventually", + "Similarly", + "Furthermore", + "similarly", + "likewise" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "conversely", + "furthermore", + "Similarly", + "meanwhile", + "accordingly", + "Similarly", + "similarly", + "likewise" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Therefore", + "thus", + "therefore", + "Thus", + "meanwhile", + "accordingly", + "Finally", + "Consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "therefore", + "thus", + "Consequently", + "Therefore", + "accordingly", + "Thus", + "consequently", + "this" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "therefore", + "Therefore", + "thus", + "this", + "This", + "Consequently", + "hence", + "consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "therefore", + "This", + "Therefore", + "Consequently", + "thus", + "Hence", + "hence" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Therefore", + "therefore", + "Conversely", + "Consequently", + "Similarly", + "thus", + "Therefore" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Therefore", + "Consequently", + "Similarly", + "Conversely", + "This", + "therefore", + "harder", + "this" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "Therefore", + "Conversely", + "Similarly", + "This", + "Dislocations", + "Reducing", + "Increasing" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "Therefore", + "Hard", + "Heat", + "In", + "Grain", + "Thus", + "Cold" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 115125, + 221567, + 236507, + 188961, + 176703, + 44606, + 14758, + 11189, + 11001, + 2227, + 15461, + 7129, + 8171, + 21733, + 22724, + 32146, + 34067, + 36454, + 13068, + 2202, + 886, + 513, + 352, + 255, + 74, + 141 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 201219, + 202122, + 139218, + 96161, + 77763, + 17859, + 38829, + 87672, + 45469, + 8707, + 14507, + 56877, + 48600, + 55319, + 33338, + 51013, + 54860, + 46411, + 73336, + 50903, + 26257, + 3979, + 2136, + 2258, + 2768, + 30377 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 142731, + 230347, + 229448, + 246812, + 248155, + 104901, + 7725, + 56395, + 4854, + 365, + 262, + 206, + 117, + 196, + 1032, + 2224, + 2372, + 5026, + 3542, + 1793, + 447, + 79, + 52, + 68, + 15, + 62 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 31771, + 144513, + 198071, + 163410, + 94807, + 144838, + 161340, + 19833, + 52146, + 1985, + 545, + 728, + 231, + 137 + ] + }, + { + "label": "bowing", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 146169, + 14012, + 206, + 825, + 183440, + 21648, + 12176, + 118496, + 47203, + 56309, + 24079, + 6067, + 4359, + 2077 + ] + }, + { + "label": "strengthening", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 247081, + 128844, + 37383, + 44479, + 119610, + 66612, + 68273, + 126880, + 5777, + 446, + 109, + 19, + 19, + 32 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 20.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "these", + "score": 18.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "that", + "output_checked": true + }, + { + "concept": "resistance", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "resist", + "output_checked": true + }, + { + "concept": "this", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "treatment", + "output_checked": true + }, + { + "concept": "which", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "that", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "treatment", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 8.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "overcome", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "must", + "output_checked": true + }, + { + "concept": "toughness", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "therefore", + "score": 6.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "must", + "output_checked": true + }, + { + "concept": "examples", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "cutters", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "Moving", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-particle-strengthening-02__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-particle-strengthening-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-particle-strengthening-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-particle-strengthening-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-particle-strengthening-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-particle-strengthening-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Hard-particle obstacle strengthening 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Electron microscopy after deformation shows loops encircling rigid particles within a metal matrix. The particles were too hard for moving lattice imperfections to pass through directly.", + "prompt_tail": "deformation shows loops encircling rigid particles within a metal matrix. The particles were too hard for moving lattice imperfections to pass through directly.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 1431, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 528 + }, + { + "label": "bowing", + "best_rank": 259, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 152 + }, + { + "label": "strengthening", + "best_rank": 1275, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 225 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "them" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "etc", + "basically", + "ie", + "sic", + "lle", + "leness" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "etc", + "basically", + "anybody", + "etc", + "Basically" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "Oklahoma", + "tow", + "maupun", + "downtown", + "drywall", + "totaled", + "Oklahoma" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "thru", + "maupun", + "basically", + "awhile", + "thats", + "sic", + "eded" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "because", + "which", + "because", + "Also", + "gonna", + "enough" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "enough", + "they", + "which", + "basically", + "probably", + "although", + "mostly", + "however" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "they", + "whereas", + "probably", + "however", + "which", + "them", + "enough" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "hence", + "probably", + "although", + "sometime", + "bent", + "furthermore", + "arily", + "mostly" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "geology", + "geologic", + "shielded", + "geological", + "resistant", + "deflect", + "barrier" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "resistant", + "circumvent", + "forced", + "forcing", + "deflect", + "shielded", + "geologic" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "forcing", + "blockage", + "forced", + "blocking", + "preventing", + "forcing", + "resistant" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "forced", + "forcing", + "preventing", + "resisted", + "blockage", + "resisting" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "forced", + "forcing", + "preventing", + "therefore", + "deshalb" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Furthermore", + "Because", + "furthermore", + "However", + "Although", + "therefore", + "Consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "furthermore", + "Consequently", + "Consequently", + "Furthermore", + "Because", + "consequently", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "consequently", + "Consequently", + "instead", + "conversely", + "Furthermore", + "furthermore", + "meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "therefore", + "Therefore", + "Consequently", + "Consequently", + "hence", + "thus", + "conversely", + "meanwhile" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "thus", + "therefore", + "Consequently", + "consequently", + "Therefore", + "hence", + "meanwhile", + "Consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "therefore", + "consequently", + "Consequently", + "thus", + "instead", + "hence", + "accordingly" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "therefore", + "consequently", + "Consequently", + "thus", + "instead", + "Instead", + "hence" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "consequently", + "therefore", + "Consequently", + "thus", + "hence", + "Therefore", + "Instead" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Consequently", + "Consequently", + "therefore", + "consequently", + "thus", + "Therefore", + "Thus", + "Instead" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "Instead", + "therefore", + "Therefore", + "thus", + "Thus" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "Instead", + "Consequently", + "These", + "Therefore", + "Dislocations", + "consequently", + "Thus" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "Instead", + "Consequently", + "These", + "Therefore", + "Thus", + "This", + "Dislocations" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 98450, + 179577, + 209441, + 168446, + 118001, + 80767, + 56093, + 28277, + 50500, + 9800, + 18456, + 23332, + 64310, + 27252, + 34459, + 68325, + 50595, + 71682, + 11281, + 2465, + 1437, + 1452, + 2367, + 1432, + 397, + 835 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 179756, + 208757, + 198934, + 124481, + 96496, + 51848, + 59817, + 119294, + 74433, + 25932, + 57198, + 146210, + 157522, + 145612, + 58236, + 78007, + 38908, + 28296, + 29303, + 16275, + 4818, + 824, + 314, + 260, + 343, + 6653 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 139316, + 229723, + 224620, + 234860, + 244582, + 198844, + 95305, + 207663, + 164288, + 129641, + 106417, + 146674, + 118253, + 75744, + 3045, + 13350, + 6783, + 17409, + 14254, + 14144, + 6081, + 3332, + 1276, + 1865, + 612, + 1949 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 28228, + 130079, + 218590, + 200270, + 129200, + 170699, + 184803, + 141596, + 97152, + 8820, + 1893, + 1989, + 981, + 529 + ] + }, + { + "label": "bowing", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 133222, + 50685, + 1553, + 875, + 248336, + 90416, + 27865, + 134492, + 75046, + 11232, + 1893, + 652, + 369, + 153 + ] + }, + { + "label": "strengthening", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 246787, + 165019, + 95687, + 119891, + 186895, + 63258, + 97815, + 81990, + 7487, + 2969, + 1236, + 275, + 226, + 385 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "dislocations", + "score": 12.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "cling", + "output_checked": true + }, + { + "concept": "because", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "too", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "shows", + "output_checked": true + }, + { + "concept": "and", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "loops", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "was", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "them", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "for", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "whereas", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "alloy", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 5.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-particle-strengthening-03__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-particle-strengthening-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-particle-strengthening-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-particle-strengthening-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-particle-strengthening-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-particle-strengthening-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Hard-particle obstacle strengthening 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "An aged alloy gains yield strength from closely spaced stable particles. Under load, flexible line imperfections bend around each obstacle rather than slicing it.", + "prompt_tail": " aged alloy gains yield strength from closely spaced stable particles. Under load, flexible line imperfections bend around each obstacle rather than slicing it.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 1035, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 597 + }, + { + "label": "bowing", + "best_rank": 5433, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 1983 + }, + { + "label": "strengthening", + "best_rank": 38, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 13 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "leness" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "basically", + "thing", + "guys", + "lly", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "yeah", + "guys", + "gotta", + "basically", + "ain", + "btw", + "thats" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "gonna", + "woods", + "guy", + "zis", + "udos", + "gotta", + "guys", + "eyer" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "guy", + "gotta", + "basically", + "anybody", + "yeah", + "bunch", + "guys" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "gonna", + "anybody", + "everybody", + "afterwards", + "which", + "basically", + "somebody", + "nobody" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "toward", + "arily", + "which", + "bunch", + "thus", + "nearby", + "edly", + "though" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "thus", + "meanwhile", + "furthermore", + "rons", + "neither", + "rather", + "toward" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "laminar", + "aminar", + "ively", + "rather", + "albeit", + "meniscus", + "oidal", + "albeit" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "laminar", + "hydrodynamic", + "frictionless", + "subsonic", + "subsurface", + "slowing", + "piezoelectric", + "viscoelastic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "frictionless", + "resistive", + "slowing", + "laminar", + "ductile", + "subsonic", + "resilient", + "analogous" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "slowing", + "subsonic", + "analogous", + "subsurface", + "defensive", + "slows", + "toughness" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "slowing", + "slows", + "protecting", + "analogy", + "protect", + "protects" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "slowing", + "slows", + "slowdown", + "analogy", + "slowed", + "avoiding" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Consequently", + "Consequently", + "consequently", + "Eventually", + "Which", + "Successfully", + "furthermore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "Also", + "Then", + "Furthermore", + "Consequently", + "furthermore", + "Ultimately" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "whereas", + "Conversely", + "Consequently", + "consequently", + "Eventually", + "Furthermore", + "thereby" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Eventually", + "consequently", + "accordingly", + "Consequently", + "therefore", + "this", + "thus", + "thereby" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Consequently", + "this", + "these", + "This", + "These", + "therefore", + "thereby" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "this", + "thus", + "consequently", + "therefore", + "This", + "Consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "Consequently", + "thus", + "therefore", + "hence", + "consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Consequently", + "This", + "this" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Consequently", + "this", + "thus", + "Thus", + "Therefore", + "Hence" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "Consequently", + "This", + "Therefore", + "Thus" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Consequently", + "this", + "Dislocations", + "Increasing", + "Therefore", + "Result" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "Thus", + "As", + "Result", + "Consequently", + "Grain" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 101939, + 224046, + 229611, + 180062, + 157965, + 62428, + 31694, + 48815, + 46401, + 6086, + 9552, + 12580, + 27006, + 42110, + 25969, + 45799, + 40696, + 76902, + 26361, + 4158, + 2056, + 1036, + 1178, + 1167, + 644, + 283 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 207564, + 196326, + 96751, + 20653, + 11087, + 11524, + 1576, + 23450, + 3445, + 1877, + 5434, + 55021, + 39745, + 20378, + 37289, + 47643, + 42704, + 60913, + 62728, + 50195, + 34460, + 5462, + 6121, + 6156, + 9953, + 25613 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 124452, + 238416, + 246421, + 259210, + 260308, + 134655, + 74521, + 156237, + 115353, + 35273, + 19052, + 4992, + 5176, + 18099, + 1208, + 4000, + 853, + 653, + 1458, + 757, + 473, + 129, + 39, + 48, + 13, + 49 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 43210, + 202312, + 196891, + 175650, + 72710, + 186618, + 201468, + 139707, + 173472, + 13401, + 1677, + 1467, + 738, + 598 + ] + }, + { + "label": "bowing", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 151149, + 121919, + 1984, + 6339, + 217063, + 33337, + 9255, + 119149, + 32844, + 33513, + 28556, + 8412, + 7110, + 3938 + ] + }, + { + "label": "strengthening", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 234801, + 178430, + 82586, + 113742, + 196635, + 97967, + 34723, + 7003, + 759, + 180, + 128, + 26, + 14, + 26 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "these", + "score": 19.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "around", + "output_checked": true + }, + { + "concept": "because", + "score": 17.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "alloying", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "from", + "output_checked": true + }, + { + "concept": "this", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "them", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "around", + "output_checked": true + }, + { + "concept": "causing", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "obstacle", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "gains", + "output_checked": true + }, + { + "concept": "and", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "aged", + "output_checked": true + }, + { + "concept": "individuals", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "flexible", + "output_checked": true + }, + { + "concept": "other", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "each", + "output_checked": true + }, + { + "concept": "through", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "whereas", + "score": 6.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "rather", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-particle-strengthening-04__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-particle-strengthening-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-particle-strengthening-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-particle-strengthening-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-particle-strengthening-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-particle-strengthening-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Hard-particle obstacle strengthening 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A fixed particle volume fraction is refined into a larger number of smaller nonshearable obstacles. The free span available to a moving line imperfection decreases markedly.", + "prompt_tail": "cle volume fraction is refined into a larger number of smaller nonshearable obstacles. The free span available to a moving line imperfection decreases markedly.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 3381, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 2850 + }, + { + "label": "bowing", + "best_rank": 13046, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 77 + }, + { + "label": "strengthening", + "best_rank": 338, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 180 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "them" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "etc", + "lle", + "ie", + "leness", + "hence", + "yaitu" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "persons", + "everybody" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "sebagainya", + "persons", + "inasmuch" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "thence" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "characterised", + "persons", + "whereby" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "consequent", + "concomitant", + "consequently", + "markedly", + "Concerning", + "concomit", + "diminution" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "Consequently", + "consequently", + "Moreover", + "Furthermore", + "whereas" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Furthermore", + "Moreover", + "Consequently", + "consequently", + "Furthermore", + "furthermore", + "consequent", + "Consequently" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "agglomer", + "density", + "constricted", + "spatially", + "intensified", + "constrained", + "anthropogenic", + "geometrically" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "intensification", + "constricted", + "density", + "intensified", + "spatially", + "densidad", + "agglomer" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "intensification", + "intensified", + "forcing", + "Consequently", + "intensify", + "Increased", + "intensifying" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Consequently", + "Consequently", + "intensification", + "Increased", + "intensified", + "Increasing" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Consequently", + "Consequently", + "constricted", + "constriction", + "Increased", + "intensified", + "forcing" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Consequently", + "Consequently", + "whereas", + "Furthermore", + "Several", + "Nevertheless", + "whilst" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Furthermore", + "Consequently", + "Consequently", + "furthermore", + "Similarly", + "Meanwhile", + "whereas" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "conversely", + "Consequently", + "Furthermore", + "furthermore", + "Furthermore", + "whereas", + "Consequently", + "consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "consequently", + "Consequently", + "Similarly", + "Meanwhile", + "therefore", + "while", + "whereas", + "Furthermore" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "furthermore", + "therefore", + "meanwhile", + "Similarly", + "Furthermore" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "therefore", + "accordingly", + "correspondingly", + "conversely", + "furthermore" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "therefore", + "accordingly", + "conversely", + "meanwhile", + "Similarly" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "Simultaneously", + "correspondingly", + "Conversely", + "conversely", + "Similarly" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "Simultaneously", + "Similarly", + "correspondingly", + "Conversely", + "Therefore" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "Simultaneously", + "Similarly", + "Conversely", + "correspondingly", + "The" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "Consequently", + "The", + "Simultaneously", + "Similarly", + "This", + "Conversely", + "correspondingly" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Consequently", + "In", + "A", + "Therefore", + "The", + "If" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "precipitation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 89080, + 152580, + 168773, + 89868, + 76166, + 29601, + 3354, + 1181, + 1408, + 605, + 5439, + 8305, + 22213, + 20382, + 8714, + 20197, + 21261, + 40501, + 25367, + 10298, + 7582, + 3382, + 6029, + 6416, + 2661, + 2650 + ] + }, + { + "label": "bowing", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 212422, + 227525, + 201530, + 213335, + 173102, + 156376, + 112356, + 161569, + 106571, + 67725, + 132610, + 159101, + 173479, + 143192, + 49482, + 66537, + 36457, + 36106, + 51151, + 42240, + 35193, + 15638, + 13047, + 18007, + 24788, + 38477 + ] + }, + { + "label": "strengthening", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 124648, + 211572, + 217542, + 206128, + 202252, + 81650, + 6107, + 27691, + 9957, + 3009, + 1180, + 339, + 357, + 456, + 2729, + 5348, + 2229, + 2022, + 3434, + 7596, + 2496, + 1063, + 1159, + 1695, + 728, + 1757 + ] + } + ], + "logit_lens": [ + { + "label": "precipitation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 36545, + 206835, + 167069, + 210216, + 70119, + 202902, + 193937, + 101382, + 141853, + 24451, + 11147, + 6170, + 3282, + 2851 + ] + }, + { + "label": "bowing", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 123210, + 45219, + 78, + 310, + 241801, + 66724, + 21595, + 64502, + 52670, + 66523, + 64182, + 35271, + 18167, + 11623 + ] + }, + { + "label": "strengthening", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 222126, + 61760, + 50762, + 50984, + 214971, + 120277, + 59013, + 90252, + 740, + 1379, + 536, + 181, + 223, + 392 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 16.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "markedly", + "output_checked": true + }, + { + "concept": "between", + "score": 12.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "span", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 11.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "markedly", + "output_checked": true + }, + { + "concept": "whereas", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "into", + "output_checked": true + }, + { + "concept": "stationary", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particle", + "output_checked": true + }, + { + "concept": "several", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "into", + "output_checked": true + }, + { + "concept": "became", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "volume", + "output_checked": true + }, + { + "concept": "particles", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "density", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "is", + "output_checked": true + }, + { + "concept": "proportionally", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "decreases", + "output_checked": true + }, + { + "concept": "subdivisions", + "score": 5.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "this", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-particle-strengthening-05__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-particle-strengthening-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-particle-strengthening-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-particle-strengthening-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-particle-strengthening-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-rapid-transformation-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Rapid diffusionless steel transformation 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Austenitic steel is cooled so quickly that long-range atomic redistribution cannot occur. A hard needle-like product forms by coordinated lattice motion, and its body-centered cell is elongated along one axis.", + "prompt_tail": "ange atomic redistribution cannot occur. A hard needle-like product forms by coordinated lattice motion, and its body-centered cell is elongated along one axis.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 41 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 5275, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 41, + "logit_lens_best_rank": 703 + }, + { + "label": "Bain", + "best_rank": 40640, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 41, + "logit_lens_best_rank": 8624 + }, + { + "label": "tetragonal", + "best_rank": 159, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 41, + "logit_lens_best_rank": 6877 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "ii", + "lle", + "lly", + "d", + "ited", + "ses", + "leness" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "etc", + "alike", + "ients", + "lle", + "thereof", + "leness", + "atre" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "leness", + "persons", + "yses", + "oides", + "Miscellaneous", + "edly", + "zes" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ients", + "yses", + "leness", + "osite", + "sic" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "although", + "Characteristics", + "Although", + "Miscellaneous", + "thereby", + "Moreover", + "Additionally" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "although", + "although", + "thereby", + "consequently", + "Miscellaneous", + "characteristic", + "therefore", + "characteristics" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "thus", + "Moreover", + "furthermore", + "thereto", + "presently", + "moreover", + "consequently" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "anisotropic", + "characteristic", + "thereby", + "geometrical", + "Moreover", + "isotropic", + "elongated", + "aceous" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "anisotropic", + "characteristic", + "isotropic", + "hypertro", + "elongated", + "geometrically", + "characteristics", + "isotropic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "characteristic", + "anisotropic", + "geometrically", + "perpendicular", + "spatially", + "morphology", + "geometrical", + "anatomical" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "characteristic", + "deform", + "shape", + "characteristics", + "deformation", + "anisotropic", + "Shape" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "characteristics", + "deform", + "genetically", + "deformed" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "deformed", + "characteristics", + "characteristic", + "deform", + "genetically", + "deformation" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Eventually", + "Consequently", + "which", + "although", + "furthermore", + "Suddenly", + "Nevertheless", + "Which" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "furthermore", + "Eventually", + "Meanwhile", + "Afterwards", + "Consequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "whereas", + "this", + "Consequently", + "Perhaps", + "Meanwhile", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "whereas", + "furthermore", + "meanwhile", + "Furthermore", + "conversely", + "this", + "Similarly", + "Consequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "meanwhile", + "furthermore", + "This", + "whereas", + "Consequently", + "Compared" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Consequently", + "This", + "furthermore", + "What", + "Which", + "meanwhile" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "This", + "Consequently", + "What", + "Therefore", + "Hence", + "Which" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "Consequently", + "Hence", + "This", + "Furthermore", + "Therefore" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Hence", + "Therefore", + "this", + "Consequently", + "This", + "Similarly", + "Hence" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Hence", + "Therefore", + "This", + "Similarly", + "Consequently", + "this", + "Meanwhile" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "Similarly", + "Compared", + "What", + "Which", + "Hence" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "It", + "What", + "A", + "In", + "Such", + "Here" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 195425, + 70765, + 55322, + 108729, + 99386, + 62970, + 88593, + 33591, + 18559, + 8513, + 5276, + 6082, + 26376, + 45040, + 88855, + 93144, + 86711, + 50297, + 41931, + 33806, + 17595, + 14776, + 15401, + 5654, + 2689, + 89 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 158359, + 98008, + 93066, + 132275, + 134470, + 83505, + 69810, + 81960, + 49118, + 35119, + 88439, + 121781, + 128377, + 72310, + 114491, + 136766, + 166797, + 150343, + 95472, + 69606, + 66906, + 40641, + 53487, + 47413, + 11672, + 1788 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 146529, + 127737, + 162427, + 94668, + 111650, + 92075, + 31272, + 18467, + 1305, + 713, + 393, + 287, + 160, + 288, + 214388, + 239846, + 232936, + 214962, + 202106, + 135574, + 108425, + 56654, + 53854, + 64589, + 49572, + 29529 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 27271, + 52523, + 102599, + 11061, + 179168, + 117542, + 106454, + 19986, + 4312, + 704, + 2088, + 4251, + 8360, + 3802 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 147399, + 22250, + 187804, + 35801, + 148842, + 139733, + 65871, + 222963, + 32851, + 8625, + 64250, + 63668, + 53223, + 81669 + ] + }, + { + "label": "tetragonal", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 226382, + 142083, + 200870, + 89113, + 115627, + 132359, + 80879, + 44907, + 111065, + 10006, + 6878, + 18077, + 38952, + 48206 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 37.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "quickly", + "output_checked": true + }, + { + "concept": "became", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "body", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "like", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "is", + "output_checked": true + }, + { + "concept": "which", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "needle", + "output_checked": true + }, + { + "concept": "therefore", + "score": 9.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cannot", + "output_checked": true + }, + { + "concept": "martens", + "score": 9.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "that", + "output_checked": true + }, + { + "concept": "characterized", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "is", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "needle", + "output_checked": true + }, + { + "concept": "structure", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "like", + "output_checked": true + }, + { + "concept": "nucleation", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-rapid-transformation-01__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-rapid-transformation-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-rapid-transformation-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-rapid-transformation-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-rapid-transformation-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-rapid-transformation-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Rapid diffusionless steel transformation 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Rapid quenching produces thin laths without allowing carbon to redistribute over long distances. The product lattice is body-centered but has unequal axial dimensions.", + "prompt_tail": "uenching produces thin laths without allowing carbon to redistribute over long distances. The product lattice is body-centered but has unequal axial dimensions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 2193, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 884 + }, + { + "label": "Bain", + "best_rank": 3762, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 4820 + }, + { + "label": "tetragonal", + "best_rank": 240, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 740 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "them" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "etc", + "leness", + "lly", + "eded", + "lle", + "zis" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "sic", + "persons", + "ients", + "gonna", + "leness" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "persons", + "sic", + "yses", + "oides" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "sic", + "yses", + "therefore" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "therefore", + "persons", + "which", + "Also", + "Characteristics", + "therefore" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "therefore", + "thereto", + "characteristics", + "persons", + "characterized", + "subordinated", + "Characteristics" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "persons", + "thereto", + "furthermore", + "Moreover", + "characteristics", + "Miscellaneous" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "geometrical", + "anisotropic", + "Moreover", + "isotropic", + "geometrically", + "heterogeneous", + "characteristics" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "anisotropic", + "geometrically", + "isotropic", + "asymmetrical", + "anisotropy", + "characteristic", + "geometrical", + "geometri" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "anisotropic", + "geometrically", + "characteristic", + "asymmetrical", + "geometrical", + "isotropic", + "anisotropy", + "geometry" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "anisotropic", + "characteristic", + "deform", + "characteristics", + "anisotropy", + "geomet", + "geometri" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "anisotropic", + "characteristics", + "Characteristics", + "Characteristic" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "characteristic", + "characteristics", + "Characteristics", + "resultante", + "Characteristics" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "although", + "whereas", + "Furthermore", + "which", + "Nevertheless", + "Consequently", + "this" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "whereas", + "Because", + "Furthermore", + "Eventually", + "Consequently", + "furthermore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Consequently", + "whereas", + "Furthermore", + "because", + "this", + "Furthermore", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "these", + "this", + "whereas", + "furthermore", + "Consequently", + "therefore", + "Furthermore", + "These" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "Consequently", + "this", + "therefore", + "these", + "Because", + "whereas", + "Therefore" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "this", + "This", + "therefore", + "Therefore", + "whereas", + "Hence" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "Consequently", + "therefore", + "Therefore", + "hence", + "thus" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Consequently", + "Hence", + "these", + "Therefore" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "Therefore", + "Consequently", + "Hence", + "Thus", + "therefore" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "Hence", + "Conversely" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Consequently", + "Rapid", + "Therefore", + "Such", + "Because", + "Compared", + "this" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Rapid", + "These", + "Such", + "A", + "It", + "In" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 207997, + 60905, + 60877, + 88474, + 52098, + 28655, + 43785, + 35872, + 23856, + 16235, + 6470, + 7487, + 55010, + 80775, + 35513, + 71728, + 54226, + 23670, + 23736, + 33965, + 14708, + 4210, + 4778, + 2194, + 1909, + 802 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 153225, + 108127, + 117139, + 113265, + 114793, + 106315, + 55443, + 62046, + 52263, + 65818, + 117341, + 127331, + 133873, + 79472, + 100608, + 137662, + 175820, + 117000, + 70024, + 39568, + 23729, + 6620, + 5313, + 3763, + 1299, + 555 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 129148, + 105190, + 63583, + 51398, + 90975, + 70839, + 35343, + 23388, + 1602, + 569, + 608, + 560, + 241, + 317, + 240318, + 245254, + 235630, + 213830, + 205279, + 78210, + 41253, + 20026, + 6157, + 4927, + 6233, + 16833 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 37618, + 61775, + 86387, + 5548, + 176816, + 83372, + 64660, + 26818, + 1701, + 1157, + 972, + 1312, + 1694, + 885 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 165430, + 22744, + 133096, + 19322, + 155053, + 141503, + 100585, + 65158, + 35051, + 6385, + 18549, + 5451, + 4821, + 5601 + ] + }, + { + "label": "tetragonal", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 224007, + 211158, + 209975, + 165867, + 108495, + 155963, + 120297, + 2669, + 42018, + 1235, + 741, + 2379, + 3926, + 3573 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "retains", + "score": 8.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "product", + "output_checked": true + }, + { + "concept": "whereas", + "score": 7.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "distances", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "l", + "output_checked": true + }, + { + "concept": "several", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "produces", + "output_checked": true + }, + { + "concept": "longer", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "over", + "output_checked": true + }, + { + "concept": "films", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "thin", + "output_checked": true + }, + { + "concept": "nucleation", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "without", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "sexes", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "unequal", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "axial", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-rapid-transformation-02__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-rapid-transformation-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-rapid-transformation-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-rapid-transformation-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-rapid-transformation-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-rapid-transformation-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Rapid diffusionless steel transformation 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A steel sample transforms almost instantaneously during severe cooling. Atoms move cooperatively over short distances, producing a hard plate-like phase with one stretched unit-cell axis.", + "prompt_tail": "lmost instantaneously during severe cooling. Atoms move cooperatively over short distances, producing a hard plate-like phase with one stretched unit-cell axis.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 1691, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 2289 + }, + { + "label": "Bain", + "best_rank": 2658, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 1185 + }, + { + "label": "tetragonal", + "best_rank": 84, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 3026 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "them", + "lle" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "d", + "ie", + "iew", + "lle", + "alike", + "thereof", + "ii" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "wards", + "centre", + "lle", + "thereof", + "etc", + "iew" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "zuge", + "goers", + "oused", + "sprites", + "uum", + "ff", + "folk", + "elae" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "ided", + "wards", + "toward", + "via", + "oid" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "goers", + "photographs", + "otrophic", + "viewer", + "filmed" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "later", + "notable", + "thence", + "prior", + "wards", + "adjoining", + "preparatory" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "presently", + "hence", + "notable", + "thereto", + "comprising", + "considerable", + "composition", + "appearing" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "anisotropic", + "anisotropy", + "perpendicular", + "uniaxial", + "perpendicularly", + "pendicular", + "cylind", + "radially" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "anisotropic", + "anisotropy", + "perpendicular", + "geometrically", + "genetically", + "characteristic", + "horizontal", + "stabilized" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "perpendicular", + "anisotropic", + "horizontal", + "genetically", + "modification", + "characteristic", + "anisotropy", + "stabilized" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "genetically", + "anisotropic", + "perpendicular", + "axial", + "characteristic", + "formation", + "orientation", + "deformation" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "genetically", + "uniaxial", + "characteristic", + "anisotropic", + "anisotropy", + "deformation", + "perpendicular", + "protrusion" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "genetically", + "characteristic", + "specialization", + "haplotype" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Consequently", + "this", + "furthermore", + "Furthermore", + "Ultimately", + "Consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Consequently", + "Consequently", + "furthermore", + "Furthermore", + "this", + "Eventually", + "Ultimately" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "This", + "During", + "this", + "Furthermore", + "conversely", + "Consequently", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "this", + "This", + "meanwhile", + "furthermore", + "During", + "whereas", + "Meanwhile", + "conversely" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "This", + "this" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "this", + "This", + "This", + "this", + "Consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "This", + "this" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "This", + "this", + "questo" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "this" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "this", + "This", + "This", + "this" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "This", + "Simultaneously", + "Characteristic" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Understanding", + "In", + "Cooling", + "Nucle", + "A", + "Hard" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 197689, + 56573, + 38198, + 53225, + 57303, + 42230, + 27964, + 23176, + 5702, + 2493, + 1692, + 1910, + 9569, + 16855, + 89936, + 108760, + 92155, + 56640, + 66853, + 27734, + 12933, + 7395, + 11978, + 5278, + 3455, + 177 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 171100, + 82821, + 75412, + 74627, + 63296, + 21600, + 31720, + 49340, + 32430, + 56675, + 102965, + 187091, + 197997, + 113570, + 97056, + 104972, + 144591, + 91193, + 36245, + 21033, + 13749, + 6319, + 4291, + 2659, + 735, + 2605 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 165649, + 172539, + 196938, + 210721, + 235008, + 167542, + 60915, + 16138, + 243, + 462, + 323, + 288, + 180, + 85, + 259890, + 261051, + 258408, + 234733, + 217177, + 117751, + 82085, + 50281, + 43353, + 50145, + 36650, + 26262 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 29842, + 72621, + 115366, + 40100, + 207048, + 76995, + 81794, + 70374, + 49278, + 2932, + 4655, + 5715, + 5804, + 2290 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 70344, + 1186, + 214776, + 73355, + 176972, + 143106, + 64203, + 126321, + 14917, + 6311, + 15238, + 8289, + 5231, + 6119 + ] + }, + { + "label": "tetragonal", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 159725, + 141626, + 157684, + 75777, + 174542, + 141886, + 106366, + 61132, + 139268, + 4986, + 3027, + 11543, + 28073, + 32154 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 15.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "several", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "during", + "output_checked": true + }, + { + "concept": "and", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 9.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "this", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "rapidly", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "move", + "output_checked": true + }, + { + "concept": "from", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "dimension", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "into", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "suddenly", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "almost", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-rapid-transformation-03__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-rapid-transformation-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-rapid-transformation-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-rapid-transformation-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-rapid-transformation-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-rapid-transformation-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Rapid diffusionless steel transformation 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Suppressing atomic redistribution during cooling converts the parent face-centered phase into a hard acicular product. The new body-centered cell has a c-to-a ratio different from one.", + "prompt_tail": "tribution during cooling converts the parent face-centered phase into a hard acicular product. The new body-centered cell has a c-to-a ratio different from one.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 38 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 9903, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 38, + "logit_lens_best_rank": 1782 + }, + { + "label": "Bain", + "best_rank": 47584, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 38, + "logit_lens_best_rank": 23584 + }, + { + "label": "tetragonal", + "best_rank": 939, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 38, + "logit_lens_best_rank": 12130 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "them" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "gotta", + "thing", + "basically", + "maybe", + "stuff", + "guys", + "info" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "centre", + "centre", + "kalau", + "colours", + "probably", + "gonna", + "somebody" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "gonna", + "everybody", + "probably", + "basically", + "leness", + "maybe", + "somebody", + "probably" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "everybody", + "basically", + "maybe", + "somebody", + "anybody", + "probably", + "probably" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "gonna", + "basically", + "maybe", + "probably", + "everybody", + "nowadays", + "somebody", + "anybody" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "gonna", + "probably", + "basically", + "anymore", + "maybe", + "anybody", + "nowadays", + "thing" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "gonna", + "whereas", + "probably", + "namely", + "meanwhile", + "anymore", + "nowadays" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "hence", + "gonna", + "probably", + "namely", + "whereas", + "furthermore", + "anymore", + "maybe" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "hence", + "whereas", + "probably", + "geometrical", + "different", + "different", + "namely", + "empirical" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "furthermore", + "geometrical", + "deviation", + "different", + "empirical", + "neither", + "peculiar", + "dimensional" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "geometrical", + "deviation", + "peculiar", + "difference", + "deviate", + "Characteristic", + "furthermore", + "experimentally" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "deviate", + "furthermore", + "deviation", + "unlike", + "differences", + "difference", + "hence" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "unlike", + "discontinuity", + "furthermore", + "inary", + "peculiarity", + "deviate", + "uniqueness", + "distinguishing" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "Furthermore", + "Consequently", + "Furthermore", + "whereas", + "Which", + "Consequently", + "which" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "furthermore", + "Consequently", + "whereas", + "Consequently", + "Therefore", + "Nevertheless", + "Furthermore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "whereas", + "furthermore", + "Consequently", + "Consequently", + "Furthermore", + "Nevertheless", + "Meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "Consequently", + "Furthermore", + "this", + "consequently", + "whereas", + "Meanwhile", + "accordingly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "furthermore", + "Consequently", + "Consequently", + "meanwhile", + "Therefore", + "whereas" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "this", + "Consequently", + "This", + "therefore", + "furthermore", + "consequently", + "accordingly" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "Consequently", + "consequently", + "therefore", + "Therefore", + "Consequently", + "This" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Consequently", + "This", + "Consequently", + "consequently", + "furthermore", + "this" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Consequently", + "this", + "This", + "Consequently", + "therefore", + "Therefore", + "This", + "thus" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "this", + "This", + "Consequently", + "This", + "Therefore", + "therefore", + "consequently" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Consequently", + "this", + "Consequently", + "Therefore", + "This", + "Conversely" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "This", + "Therefore", + "Thus", + "A", + "Consequently", + "In" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 190698, + 64230, + 87144, + 103140, + 75441, + 41278, + 39403, + 43102, + 46090, + 28791, + 30831, + 50409, + 93781, + 110404, + 36154, + 76020, + 56512, + 27374, + 18092, + 30680, + 25244, + 26031, + 23946, + 9904, + 5705, + 895 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 140998, + 43819, + 61823, + 34759, + 46327, + 41620, + 24084, + 11443, + 8885, + 15044, + 49578, + 115388, + 149586, + 147352, + 81190, + 95935, + 139799, + 106500, + 62157, + 58612, + 47585, + 71905, + 150599, + 134380, + 48479, + 20951 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 148188, + 140693, + 87958, + 93789, + 120396, + 114378, + 67776, + 37057, + 13881, + 1762, + 2999, + 940, + 2986, + 5392, + 235234, + 240751, + 236488, + 241314, + 244531, + 229846, + 222508, + 173142, + 96227, + 116677, + 129814, + 61217 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 47155, + 65239, + 52065, + 6835, + 113907, + 48484, + 28458, + 14378, + 1783, + 2259, + 6431, + 8669, + 7848, + 3391 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 23585, + 25136, + 111309, + 26878, + 145070, + 84494, + 80851, + 117059, + 35022, + 45200, + 113632, + 151818, + 182790, + 170920 + ] + }, + { + "label": "tetragonal", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 120725, + 199042, + 126502, + 110771, + 12131, + 80856, + 67417, + 31231, + 210093, + 86225, + 74560, + 79382, + 65494, + 73217 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "redistribution", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "that", + "score": 11.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "axis", + "score": 10.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "c", + "output_checked": true + }, + { + "concept": "geometry", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "face", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "c", + "output_checked": true + }, + { + "concept": "whereas", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "several", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "became", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "structure", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "body", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-rapid-transformation-04__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-rapid-transformation-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-rapid-transformation-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-rapid-transformation-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-rapid-transformation-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-rapid-transformation-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Rapid diffusionless steel transformation 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A quenched carbon steel contains packets of fine laths and high internal strain. Formation required a coordinated shape change rather than long-range solute transport.", + "prompt_tail": "hed carbon steel contains packets of fine laths and high internal strain. Formation required a coordinated shape change rather than long-range solute transport.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 508, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 165 + }, + { + "label": "Bain", + "best_rank": 1193, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 1183 + }, + { + "label": "tetragonal", + "best_rank": 5013, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 1132 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "them" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "sic", + "gonna", + "etc", + "d", + "lle", + "ii", + "ients" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "sic", + "lle", + "htm" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ued", + "thereto", + "sic" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "unto", + "wherein", + "ided", + "heretofore" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "therefore", + "thereafter", + "comprised", + "utilized" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "thereafter", + "prior", + "utilized", + "resultant", + "whilst", + "necessitating", + "employed" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "employed", + "thus", + "acial", + "furthermore", + "thereof", + "thereto", + "purview", + "utilized" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "requisite", + "nascent", + "necessity", + "necessitating", + "resultant", + "purview", + "acial", + "extant" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "empirical", + "anthropogenic", + "substrate", + "feedstock", + "nascent", + "impetus", + "catalyzed", + "structural" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "evolutionary", + "genetically", + "empirical", + "impetus", + "structural", + "molecular", + "genetic", + "progenitor" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "kinetic", + "evolutionary", + "anthropogenic", + "structural", + "impetus", + "endogenous", + "spatially", + "empirical" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "empirical", + "kinetic", + "primarily", + "emphasis", + "reliance", + "spatially", + "evolutionary", + "inherent" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "empirical", + "kinetic", + "focused", + "emphasis", + "frictionless", + "primacy", + "focus" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Consequently", + "whereas", + "furthermore", + "demonstrating", + "several", + "Ultimately", + "making" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "Ultimately", + "furthermore", + "whereas", + "Because", + "Furthermore", + "Consequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "whereas", + "Consequently", + "furthermore", + "meanwhile", + "Furthermore", + "Conversely", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "therefore", + "these", + "Consequently", + "consequently", + "hence", + "thus", + "whereas", + "thereby" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "therefore", + "Consequently", + "Therefore", + "Consequently", + "hence", + "Thus", + "thus", + "Hence" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "therefore", + "hence", + "thus", + "Therefore", + "consequently", + "Hence", + "Consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "therefore", + "Consequently", + "hence", + "thus", + "Therefore", + "consequently", + "Hence" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "hence", + "Consequently", + "Hence", + "thus", + "therefore", + "these", + "Therefore", + "These" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Therefore", + "Consequently", + "therefore", + "thus", + "Hence", + "hence", + "Thus" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Therefore", + "Hence", + "Thus", + "therefore", + "hence", + "thus" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "Therefore", + "These", + "Hence", + "Thus", + "This", + "Characteristic", + "Typical" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "Therefore", + "Thus", + "High", + "Its", + "Mechanical" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 203667, + 51553, + 44167, + 91122, + 90401, + 88437, + 76304, + 50238, + 30579, + 10731, + 2221, + 1142, + 12548, + 18229, + 32511, + 50625, + 53900, + 39847, + 34605, + 16339, + 5023, + 509, + 680, + 634, + 568, + 168 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 151838, + 110643, + 93014, + 98688, + 98070, + 58369, + 51515, + 64345, + 61868, + 54367, + 50422, + 149220, + 145565, + 115543, + 91611, + 119776, + 151340, + 104920, + 40473, + 26064, + 15754, + 2936, + 2015, + 1194, + 528, + 224 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 155176, + 152370, + 117214, + 127659, + 168885, + 140475, + 135082, + 150471, + 165113, + 118797, + 54782, + 106642, + 55560, + 47310, + 259265, + 253091, + 245466, + 223560, + 237973, + 88483, + 49238, + 9080, + 5014, + 5159, + 7943, + 18875 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 27548, + 131451, + 149657, + 34691, + 76831, + 18437, + 25098, + 3622, + 2622, + 238, + 166, + 190, + 243, + 206 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 60004, + 109171, + 195022, + 47976, + 164403, + 154549, + 45107, + 70932, + 4139, + 1868, + 5302, + 1560, + 1225, + 1184 + ] + }, + { + "label": "tetragonal", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 214325, + 229576, + 203003, + 120549, + 169010, + 191330, + 168056, + 59407, + 153752, + 3337, + 1133, + 1668, + 3183, + 3328 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "metallurgical", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 12.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "range", + "output_checked": true + }, + { + "concept": "because", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "required", + "output_checked": true + }, + { + "concept": "ferrite", + "score": 9.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "several", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "tracts", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "whereas", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "rather", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 6.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "l", + "output_checked": true + }, + { + "concept": "necessity", + "score": 6.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "required", + "output_checked": true + }, + { + "concept": "involving", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "change", + "output_checked": true + }, + { + "concept": "deformation", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "conquest", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "range", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-rapid-transformation-05__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-rapid-transformation-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-rapid-transformation-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-rapid-transformation-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-rapid-transformation-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-line-defect-motion-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Crystal line-imperfection motion 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Under resolved loading, a line imperfection moves across a close-packed plane in the direction of its mismatch vector, leaving a permanent offset at the free surface.", + "prompt_tail": "resolved loading, a line imperfection moves across a close-packed plane in the direction of its mismatch vector, leaving a permanent offset at the free surface.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 114, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 18283 + }, + { + "label": "glide", + "best_rank": 4338, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 7955 + }, + { + "label": "slip", + "best_rank": 19812, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 36413 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "lle", + "d", + "ie", + "wards", + "ii", + "ses", + "outh" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lli", + "lle", + "thereof", + "d" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "thereof", + "yses", + "elae", + "zuge" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "efectu", + "alike", + "forthwith", + "ided", + "thereafter", + "osite" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "owing", + "subsequently", + "Whilst", + "consequently", + "Owing", + "natomiast" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "subsequently", + "whereupon", + "thence", + "thereto", + "Owing", + "merely", + "consequently" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereafter", + "whereupon", + "thence", + "thereto", + "furthermore", + "thereby", + "merely", + "henceforth" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thereafter", + "subsequently", + "thence", + "merely", + "Subsequently", + "whereupon", + "terminus", + "thereby" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subsequent", + "subsequently", + "indelible", + "terminus", + "permanently", + "rupture", + "thereafter" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "permanently", + "subsequent", + "indelible", + "permanence", + "distal", + "terminus", + "discontinuous" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "permanently", + "subsequent", + "permanent", + "sediment", + "subsequently", + "deposition", + "irreversible" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "permanently", + "permanent", + "terminating", + "consequence", + "resulting", + "termination" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "consequence", + "termination", + "terminating", + "terminate", + "Consequently", + "subsequently" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ultimately", + "furthermore", + "Consequently", + "Ultimately", + "subsequently", + "Eventually", + "consequently", + "Subsequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "Consequently", + "Later", + "Furthermore", + "Eventually", + "Subsequently", + "Ultimately", + "Consequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Conversely", + "Similarly", + "Similarly", + "Consequently", + "similarly", + "likewise", + "meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "likewise", + "similarly", + "this", + "conversely", + "furthermore", + "Meanwhile", + "Similarly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "meanwhile", + "this", + "Meanwhile", + "Similarly", + "Simultaneously", + "Conversely" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Conversely", + "meanwhile", + "Similarly", + "Meanwhile", + "Consequently", + "conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "Conversely", + "Meanwhile", + "Similarly", + "Similar", + "meanwhile", + "conversely" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Similarly", + "Likewise", + "Conversely", + "Simultaneously", + "Similar", + "Consequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Similarly", + "Conversely", + "Likewise", + "this", + "Similarly", + "Meanwhile", + "Simultaneously" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Similarly", + "Conversely", + "Similarly", + "this", + "This", + "Meanwhile", + "Simultaneously" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Conversely", + "Similarly", + "Simultaneously", + "Considering", + "Throughout", + "Along", + "Meanwhile" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "In", + "The", + "Resolved", + "When", + "If", + "Resol", + "For" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 87847, + 199305, + 219544, + 207458, + 146107, + 121217, + 15799, + 10815, + 13398, + 586, + 172, + 115, + 128, + 497, + 10462, + 8537, + 12698, + 51155, + 73843, + 64592, + 62814, + 11869, + 69889, + 85827, + 70508, + 9053 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 210748, + 89712, + 94234, + 88723, + 56197, + 12395, + 28151, + 31836, + 19306, + 29620, + 11793, + 13464, + 26062, + 37796, + 50360, + 58463, + 100259, + 40976, + 22473, + 6160, + 4339, + 6879, + 11228, + 14110, + 25684, + 3181 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 97205, + 152953, + 79830, + 175721, + 170412, + 149630, + 99754, + 88248, + 61985, + 28289, + 22539, + 32793, + 71567, + 55809, + 113576, + 116711, + 105341, + 78997, + 83017, + 108470, + 50307, + 71408, + 43527, + 19813, + 6167, + 1555 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 166589, + 261228, + 129265, + 42464, + 74516, + 67105, + 20201, + 28406, + 192429, + 21742, + 59036, + 18284, + 73248, + 56192 + ] + }, + { + "label": "glide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 20424, + 97555, + 216893, + 20879, + 125345, + 142181, + 105291, + 42735, + 33538, + 9767, + 26022, + 7956, + 21933, + 28711 + ] + }, + { + "label": "slip", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 198794, + 160653, + 156490, + 135573, + 210273, + 210403, + 105556, + 183187, + 90866, + 107953, + 110460, + 59048, + 45646, + 36414 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 23.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Under", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 18.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "line", + "output_checked": true + }, + { + "concept": "which", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "close", + "output_checked": true + }, + { + "concept": "behind", + "score": 8.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "causing", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "spacing", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "close", + "output_checked": true + }, + { + "concept": "traversing", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "across", + "output_checked": true + }, + { + "concept": "propagation", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "terminus", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "free", + "output_checked": true + }, + { + "concept": "permanently", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "each", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "at", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-line-defect-motion-01__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-line-defect-motion-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-line-defect-motion-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-line-defect-motion-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-line-defect-motion-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-line-defect-motion-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Crystal line-imperfection motion 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Plastic strain begins when mobile line imperfections sweep across selected crystallographic planes and create small surface steps.", + "prompt_tail": "Plastic strain begins when mobile line imperfections sweep across selected crystallographic planes and create small surface steps.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 19 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 917, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 19, + "logit_lens_best_rank": 3768 + }, + { + "label": "glide", + "best_rank": 4719, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 19, + "logit_lens_best_rank": 7254 + }, + { + "label": "slip", + "best_rank": 1129, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 19, + "logit_lens_best_rank": 1197 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "d", + "lle", + "ii", + "gonna", + "t", + "nto" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "etc", + "lle", + "ients", + "outh", + "etc" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "ided", + "zes", + "ients", + "ircle" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "alike", + "ided", + "ients", + "oraz", + "zes", + "eded", + "lement" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Additionally", + "Additionally", + "During", + "although", + "ulates", + "Although", + "eyeglasses", + "during" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "Approximately", + "Characteristics", + "characterized", + "noticeable", + "photographs", + "microorganisms" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "wherein", + "Furthermore", + "Furthermore", + "characterized", + "Characteristics" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "rudimentary", + "nascent", + "initiating", + "Beginning", + "arithmic", + "burgeoning", + "microorganisms" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "nascent", + "incipient", + "rudimentary", + "embryonic", + "initiating", + "microorganisms", + "anthropogenic", + "nucleation" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "incipient", + "nascent", + "rudimentary", + "initiating", + "embryonic", + "microorganisms", + "initiates" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "initiating", + "initiates", + "incipient", + "initiation", + "initiate", + "awakening", + "nascent" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "gradually", + "evolutionary", + "Characteristics", + "microscopic", + "microorganisms" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "microorganisms", + "Characteristics", + "analogous", + "Occurrence", + "According", + "evolutionary", + "anthropogenic" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "Consequently", + "Furthermore", + "whereas", + "Although", + "Also", + "Which", + "Furthermore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "Consequently", + "Furthermore", + "Also", + "Furthermore", + "meanwhile", + "Consequently", + "whereas" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "whereas", + "Similarly", + "Conversely", + "Furthermore", + "meanwhile", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "furthermore", + "these", + "conversely", + "likewise", + "accordingly", + "whereas", + "similarly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "these", + "These", + "furthermore", + "Consequently", + "These", + "Meanwhile", + "Similarly" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "meanwhile", + "Consequently", + "These", + "Meanwhile", + "accordingly", + "these", + "conversely", + "Conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "Consequently", + "these", + "meanwhile", + "therefore", + "accordingly", + "Meanwhile", + "Conversely" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "These", + "these", + "Consequently", + "conversely", + "Conversely", + "Likewise", + "Similarly", + "accordingly" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "These", + "Consequently", + "Similarly", + "These", + "these", + "This", + "Likewise", + "conversely" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "Similarly", + "These", + "Consequently", + "This", + "these", + "Similarly", + "Conversely" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "These", + "Similarly", + "Consequently", + "This", + "Therefore", + "Similar", + "Physically", + "Simultaneously" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Plastic", + "This", + "These", + "The", + "Plastic", + "Small", + "It", + "Surface" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 84105, + 201312, + 198460, + 255569, + 236462, + 244390, + 9989, + 21449, + 8713, + 2717, + 1872, + 2966, + 918, + 4671, + 7616, + 8831, + 6361, + 16828, + 30081, + 12620, + 10871, + 1813, + 4812, + 5144, + 19768, + 9132 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 214447, + 106195, + 102693, + 78771, + 68114, + 16560, + 16381, + 30888, + 64714, + 64608, + 11381, + 4720, + 16292, + 34584, + 145785, + 124935, + 108106, + 17256, + 12883, + 13810, + 7932, + 5438, + 15929, + 12369, + 4235, + 1158 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 76291, + 176297, + 142676, + 217140, + 192956, + 207238, + 153007, + 170342, + 180862, + 101903, + 141147, + 157759, + 178950, + 224727, + 100638, + 104912, + 100952, + 63627, + 46040, + 55724, + 13446, + 6005, + 1130, + 2037, + 544, + 228 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 199217, + 258442, + 104217, + 57461, + 168983, + 174566, + 78445, + 74599, + 157827, + 9113, + 26414, + 3769, + 8175, + 3845 + ] + }, + { + "label": "glide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 26596, + 86428, + 197096, + 26051, + 132225, + 76919, + 86000, + 7255, + 13290, + 23204, + 35954, + 9493, + 33291, + 29035 + ] + }, + { + "label": "slip", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 168095, + 128685, + 125527, + 88140, + 252292, + 163021, + 64301, + 112183, + 85454, + 26358, + 29521, + 1964, + 1198, + 2655 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "began", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "line", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "line", + "output_checked": true + }, + { + "concept": "whereas", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "steps", + "output_checked": true + }, + { + "concept": "alterations", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "small", + "output_checked": true + }, + { + "concept": "displacements", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "small", + "output_checked": true + }, + { + "concept": "individuals", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "areas", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "selected", + "output_checked": true + }, + { + "concept": "grains", + "score": 5.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "across", + "output_checked": true + }, + { + "concept": "deformation", + "score": 4.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "the", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "across", + "output_checked": true + }, + { + "concept": "equals", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "These", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-line-defect-motion-02__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-line-defect-motion-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-line-defect-motion-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-line-defect-motion-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-line-defect-motion-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-line-defect-motion-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Crystal line-imperfection motion 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A single crystal deforms by the passage of linear lattice imperfections along densely packed planes. Their motion produces an irreversible relative displacement of the crystal halves.", + "prompt_tail": "s by the passage of linear lattice imperfections along densely packed planes. Their motion produces an irreversible relative displacement of the crystal halves.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 354, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 468 + }, + { + "label": "glide", + "best_rank": 1739, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 1868 + }, + { + "label": "slip", + "best_rank": 680, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 339 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "leness", + "sic", + "etc", + "ients", + "persons", + "ii" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "sic", + "persons", + "lle", + "alike", + "thereof" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "sebagainya", + "thereto" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "whereby", + "thence" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "whereby", + "therefore", + "thereby", + "consequent", + "Whilst", + "characterised" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereby", + "thereafter", + "subsequently", + "wherein", + "concomitant", + "thereto", + "whereby", + "itherto" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "thence", + "itherto", + "thereto", + "hitherto", + "therefrom", + "whereupon" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thereby", + "thence", + "concomitant", + "Subsequently", + "subsequently", + "consequent" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "irrevoc", + "thereby", + "irrevers", + "concomitant", + "subsequently", + "transdu", + "thence" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "irrevers", + "irrevoc", + "thereby", + "concomitant", + "irreversible", + "transdu", + "conclusively", + "subsequent" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "thereby", + "constituting", + "irrevers", + "forcible", + "thence", + "discontinuous", + "intravascular", + "effected" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "thereby", + "therefore", + "whereby", + "whence", + "constituting", + "therefore" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "thereby", + "hereby", + "constituting", + "therefore", + "Consequently", + "thus" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Ultimately", + "which", + "furthermore", + "Furthermore", + "Eventually", + "Consequently", + "Nevertheless" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "furthermore", + "Consequently", + "Consequently", + "Ultimately", + "Furthermore", + "this", + "whereas" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "this", + "furthermore", + "whereas", + "therefore", + "Consequently", + "Eventually", + "This", + "thereby" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "these", + "this", + "whereas", + "These", + "therefore", + "These", + "thereby" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "these", + "These", + "this", + "This", + "These", + "whereas" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "this", + "these", + "These", + "This", + "These", + "these", + "this" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "these", + "These", + "This", + "These", + "these", + "this" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "these", + "this", + "These", + "This", + "these", + "These" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "These", + "these", + "this", + "This", + "These", + "Hence" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "These", + "this", + "these", + "These", + "This" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "These", + "Collectively", + "this", + "These", + "Therefore", + "Hence" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "These", + "The", + "We", + "In", + "A", + "When", + "For" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 109426, + 158136, + 63934, + 48656, + 30137, + 10514, + 1803, + 3073, + 3001, + 714, + 663, + 355, + 1278, + 5790, + 5582, + 7852, + 13503, + 18531, + 32762, + 5667, + 2241, + 507, + 535, + 1041, + 2099, + 3740 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 217597, + 118390, + 95398, + 122766, + 71837, + 75494, + 52482, + 51798, + 49616, + 17726, + 5304, + 15358, + 34653, + 51377, + 102324, + 94918, + 124756, + 99031, + 81395, + 24924, + 6313, + 3451, + 2686, + 1740, + 1862, + 608 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 86926, + 163487, + 142560, + 201939, + 112448, + 130519, + 155324, + 115932, + 75055, + 47184, + 52288, + 86237, + 103744, + 59644, + 138830, + 141375, + 125237, + 77146, + 57119, + 66022, + 16830, + 4259, + 681, + 1261, + 615, + 216 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 189971, + 261767, + 107266, + 76370, + 55787, + 84764, + 102872, + 29724, + 167251, + 2866, + 1250, + 469, + 907, + 1077 + ] + }, + { + "label": "glide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 24430, + 107530, + 206868, + 9421, + 39765, + 56200, + 74472, + 47038, + 95510, + 23534, + 7686, + 1869, + 3157, + 2943 + ] + }, + { + "label": "slip", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 166751, + 168182, + 128860, + 158727, + 243531, + 188164, + 94001, + 93581, + 48319, + 12670, + 5145, + 882, + 340, + 828 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "deformation", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "by", + "output_checked": true + }, + { + "concept": "because", + "score": 19.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "atoms", + "score": 12.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "these", + "score": 11.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "called", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "movement", + "score": 9.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "between", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "displacement", + "output_checked": true + }, + { + "concept": "defects", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "this", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "individuals", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "of", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-line-defect-motion-03__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-line-defect-motion-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-line-defect-motion-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-line-defect-motion-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-line-defect-motion-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-line-defect-motion-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Crystal line-imperfection motion 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Etch pits tracing mobile line imperfections shift across a crystal during loading. Each passage leaves a step whose direction follows the mismatch vector.", + "prompt_tail": "Etch pits tracing mobile line imperfections shift across a crystal during loading. Each passage leaves a step whose direction follows the mismatch vector.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 269, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 2369 + }, + { + "label": "glide", + "best_rank": 797, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 2841 + }, + { + "label": "slip", + "best_rank": 5236, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 1745 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "etc", + "basically", + "ie", + "standpoint", + "yeah", + "dia", + "lle" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "gonna", + "leness", + "wards", + "sic" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thereof", + "thereto", + "leness", + "persons", + "sic", + "herewith" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "forthwith", + "gonna", + "thence", + "centre", + "inasmuch" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "hence", + "wards", + "therefore", + "towards", + "thus", + "Whilst", + "Concerning", + "thereto" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "accordingly", + "thus", + "hence", + "thereto", + "towards", + "wards", + "which", + "however" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "towards", + "thus", + "furthermore", + "neither", + "Moreover", + "whereas" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "towards", + "toward", + "alike", + "direction", + "henceforth", + "irrespective", + "zig" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "trajectory", + "traversing", + "traject", + "pendicular", + "geometrically", + "spatially", + "dendritic", + "characteristic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "pendicular", + "observed", + "perpendicular", + "kinematic", + "trajectory", + "geometrically", + "directional", + "traversing" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "kinematic", + "propagating", + "pendicular", + "trajectory", + "formation", + "movement", + "geometry", + "displacement" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "geometry", + "perpendicular", + "formation", + "mechanism", + "propagating", + "geometrically", + "geometries", + "spatially" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Geometry", + "geom", + "geometry", + "vectorial", + "Geometry", + "unidirectional", + "propagating" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Which", + "which", + "Eventually", + "Furthermore", + "Although", + "Finally", + "although" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Furthermore", + "Eventually", + "Consequently", + "Later", + "whereas", + "Meanwhile", + "furthermore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "Eventually", + "conversely", + "Consequently", + "whereas", + "meanwhile", + "Conversely" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "these", + "this", + "conversely", + "whereas", + "consequently", + "Consequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "these", + "meanwhile", + "Consequently", + "Each", + "Meanwhile", + "Similarly", + "lately" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "These", + "meanwhile", + "Meanwhile", + "thus", + "these", + "Conversely", + "consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "Consequently", + "these", + "meanwhile", + "thus", + "Meanwhile", + "This", + "this" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "these", + "These", + "Consequently", + "this", + "these", + "These", + "Conversely", + "This" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "These", + "Consequently", + "Conversely", + "These", + "Similarly", + "Simultaneously", + "Analyzing", + "these" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "Consequently", + "Conversely", + "These", + "Analyzing", + "Similarly", + "these", + "these" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "These", + "Consequently", + "Analyzing", + "Identifying", + "Conversely", + "Similarly", + "Detecting", + "This" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "These", + "This", + "Mobile", + "Imper", + "A", + "When", + "As" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 89987, + 152303, + 84879, + 116543, + 109943, + 61931, + 14815, + 23908, + 35864, + 2404, + 1006, + 414, + 270, + 316, + 14135, + 13379, + 18514, + 29925, + 41795, + 9858, + 5130, + 1269, + 928, + 1371, + 2439, + 13044 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 209646, + 96875, + 46621, + 75785, + 30083, + 35345, + 87703, + 20790, + 1635, + 1688, + 798, + 1298, + 3727, + 16374, + 107962, + 61163, + 82119, + 60400, + 43453, + 25255, + 20631, + 26938, + 11966, + 6901, + 2362, + 701 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 96243, + 194786, + 145028, + 183015, + 114050, + 123082, + 88888, + 51886, + 25466, + 13691, + 7743, + 16851, + 27253, + 25016, + 62762, + 68437, + 71862, + 60243, + 30816, + 55726, + 18744, + 26657, + 5237, + 6792, + 2964, + 1601 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 120672, + 250304, + 52703, + 25229, + 110412, + 168134, + 101966, + 121963, + 225387, + 11704, + 20220, + 5530, + 3726, + 2370 + ] + }, + { + "label": "glide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 15221, + 35457, + 165417, + 2842, + 47822, + 37488, + 71290, + 38573, + 42590, + 31538, + 38444, + 28079, + 16182, + 11072 + ] + }, + { + "label": "slip", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 145565, + 93343, + 100432, + 119275, + 242977, + 220086, + 73253, + 132372, + 44691, + 31154, + 14394, + 7822, + 1746, + 2856 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "line", + "output_checked": true + }, + { + "concept": "reflects", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "passage", + "output_checked": true + }, + { + "concept": "between", + "score": 12.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "indelible", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "These", + "score": 10.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "whereas", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "shift", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "which", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "tracing", + "output_checked": true + }, + { + "concept": "whilst", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "shift", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "faint", + "score": 5.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "exposing", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-line-defect-motion-04__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-line-defect-motion-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-line-defect-motion-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-line-defect-motion-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-line-defect-motion-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-line-defect-motion-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Crystal line-imperfection motion 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Once the resolved driving force exceeds a critical value, a linear lattice defect travels on its favored plane and the specimen acquires permanent deformation.", + "prompt_tail": "Once the resolved driving force exceeds a critical value, a linear lattice defect travels on its favored plane and the specimen acquires permanent deformation.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 674, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 21225 + }, + { + "label": "glide", + "best_rank": 5570, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 10854 + }, + { + "label": "slip", + "best_rank": 8637, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 12062 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "oraz" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lle", + "ited", + "d", + "ie" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "lle", + "thereof", + "alike", + "lli", + "d" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "herein", + "wherein", + "therein", + "hereafter" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "wherein", + "alike", + "forthwith", + "unto", + "whereby", + "ided" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "wherein", + "thereafter", + "humankind", + "thereby", + "consequently", + "mankind", + "whereby", + "henceforth" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereby", + "thereafter", + "wherein", + "consequently", + "thus", + "henceforth", + "subsequently", + "upon" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "furthermore", + "henceforth", + "wherein", + "thereafter", + "thereto", + "thence", + "Moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thereby", + "henceforth", + "thereafter", + "furthermore", + "consequent", + "merely", + "wherein", + "whereupon" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "irrevers", + "irrevoc", + "irreversible", + "rupture", + "thereby", + "henceforth", + "catastrophic", + "metastable" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "irrevers", + "irreversible", + "rupture", + "irrevoc", + "catastrophic", + "failure", + "metastable", + "cessation" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "irreversible", + "irrevers", + "rupture", + "triggering", + "failure", + "catastrophic", + "initiating", + "disintegration" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "irreversible", + "irrevers", + "triggered", + "whereby", + "triggered", + "triggering" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Trigger", + "triggering", + "Failure", + "trigger", + "FAILURE", + "Trigger", + "failure" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "Consequently", + "whereas", + "which", + "Furthermore", + "consequently", + "Ultimately", + "Nevertheless" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "furthermore", + "Consequently", + "Furthermore", + "whereas", + "Furthermore", + "Consequently", + "meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Conversely", + "meanwhile", + "conversely", + "whereas", + "Furthermore", + "Consequently", + "Unless" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "conversely", + "likewise", + "accordingly", + "whereas", + "this", + "Conversely" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "furthermore", + "this", + "This", + "Consequently", + "hence", + "Meanwhile", + "accordingly" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "meanwhile", + "this", + "conversely", + "thereafter", + "Conversely", + "furthermore", + "Consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "meanwhile", + "thereafter", + "Conversely", + "conversely", + "Otherwise", + "Hence" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Conversely", + "conversely", + "Likewise", + "Hence", + "henceforth" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Otherwise", + "This", + "this", + "Likewise", + "thereafter", + "Hence", + "Similarly", + "This" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Otherwise", + "This", + "Similarly", + "this", + "Hence", + "Likewise", + "thereafter", + "This" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Otherwise", + "This", + "Until", + "Once", + "Consequently", + "Similarly", + "Conversely", + "Subsequently" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "Once", + "The", + "This", + "Otherwise", + "If", + "Until", + "Upon" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 66838, + 169987, + 129918, + 121944, + 96033, + 58701, + 4727, + 5464, + 4871, + 699, + 675, + 1252, + 1201, + 23151, + 16931, + 10798, + 12803, + 21833, + 37942, + 52288, + 67080, + 29348, + 100901, + 119386, + 110150, + 55549 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 221253, + 106053, + 76512, + 61615, + 45126, + 29803, + 84879, + 67146, + 95199, + 61249, + 28619, + 26486, + 39628, + 59028, + 61604, + 77914, + 103922, + 41183, + 14589, + 7513, + 5571, + 7811, + 17331, + 23793, + 43750, + 8235 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 107289, + 197575, + 163510, + 199604, + 162990, + 134215, + 145146, + 99466, + 37886, + 24405, + 22247, + 41650, + 55920, + 68927, + 103983, + 95841, + 67693, + 33775, + 43944, + 46940, + 17369, + 14199, + 12637, + 8638, + 10511, + 2236 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 160909, + 261328, + 141349, + 153976, + 211782, + 130210, + 62379, + 40991, + 109607, + 21226, + 63611, + 46353, + 103811, + 66418 + ] + }, + { + "label": "glide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 10855, + 31139, + 182682, + 57485, + 152362, + 144193, + 93646, + 22308, + 16276, + 15038, + 40710, + 27900, + 51973, + 64488 + ] + }, + { + "label": "slip", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 145939, + 110658, + 104193, + 74116, + 240994, + 220112, + 81967, + 91012, + 45762, + 37889, + 46045, + 17176, + 14839, + 12063 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "threshold", + "score": 26.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "whereas", + "score": 9.0, + "best_rank": 9, + "best_depth": 75.6, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "began", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "became", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "trajectory", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "directions", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "furthermore", + "score": 5.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "exerted", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "force", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "transformative", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "until", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "travels", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-line-defect-motion-05__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-line-defect-motion-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-line-defect-motion-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-line-defect-motion-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-line-defect-motion-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-notch-resistance-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to notch-driven failure 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Two alloys have similar yield strength, but one notched specimen absorbs far more energy before unstable separation and tolerates a much larger flaw under the same remote load.", + "prompt_tail": "similar yield strength, but one notched specimen absorbs far more energy before unstable separation and tolerates a much larger flaw under the same remote load.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 1, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 1275 + }, + { + "label": "crack", + "best_rank": 17153, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 3554 + }, + { + "label": "fracture", + "best_rank": 5137, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 4430 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "d", + "wards", + "alike", + "centre", + "lle", + "ii", + "gonna", + "thereof" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lli", + "d", + "l", + "lle", + "thereof", + "ialah" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "sho", + "yet", + "stuffs", + "ogt", + "lli", + "ued" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "yet", + "anybody", + "ided", + "ably", + "spite", + "lli", + "alike", + "edly" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "aided", + "filmed", + "lli", + "yet", + "able", + "videot", + "filmmaker" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "nearer", + "toward", + "than", + "that", + "less", + "mediated", + "probably" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "than", + "than", + "furthermore", + "alike", + "whereas", + "thereof", + "considerably", + "neither" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "than", + "than", + "ificantly", + "Than", + "considerably", + "latter", + "acial", + "comparative" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "optimized", + "bolstered", + "advantageous", + "maximized", + "enhanced", + "bolstering", + "synergistic", + "improved" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "advantageous", + "robustness", + "bolstering", + "bolstered", + "enhanced", + "advantage", + "improved" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "robustness", + "toughness", + "capability", + "abilitas", + "ductility" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "furthermore", + "advantages", + "Vergleich" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "benefiting", + "advantages", + "these", + "outperform", + "implications", + "furthermore", + "superiority" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Which", + "Consequently", + "This", + "Suddenly", + "furthermore", + "this", + "Ultimately" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "this", + "Furthermore", + "furthermore", + "Consequently", + "Consequently", + "These", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "furthermore", + "Conversely", + "This", + "Consequently", + "Similarly", + "Furthermore", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "These", + "these", + "whereas", + "furthermore", + "These", + "Similarly", + "alike", + "meanwhile" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "These", + "these", + "What", + "what", + "Compared", + "these", + "This" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "These", + "Which", + "these", + "Which", + "These", + "Consequently", + "This", + "What" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "these", + "comparing", + "Comparing", + "Which", + "These", + "This", + "this" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "these", + "These", + "These", + "comparing", + "this", + "This", + "these", + "Comparing" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "These", + "these", + "Comparing", + "These", + "Consequently", + "Comparing", + "This", + "comparing" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "Comparing", + "Comparing", + "Differences", + "This", + "These", + "Consequently", + "Compare" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "These", + "Comparing", + "This", + "Compare", + "Differences", + "Which", + "Compared", + "Consequently" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "These", + "The", + "What", + "Which", + "How", + "Both", + "Describe" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 184908, + 239726, + 244458, + 164166, + 157301, + 105774, + 97040, + 195329, + 31809, + 1072, + 86, + 2, + 450, + 1889, + 177325, + 184055, + 120821, + 154305, + 38070, + 16760, + 8610, + 6249, + 9381, + 18593, + 33863, + 4933 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 124987, + 130351, + 133131, + 90857, + 29448, + 25275, + 34004, + 45246, + 5366, + 34069, + 28122, + 140645, + 142905, + 184791, + 50430, + 73831, + 114243, + 93874, + 56180, + 91324, + 91785, + 82555, + 17154, + 23269, + 8182, + 1240 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 226983, + 241564, + 217649, + 233930, + 186061, + 121937, + 9417, + 45982, + 7689, + 4635, + 6412, + 5138, + 12024, + 37630, + 21134, + 62045, + 116964, + 173804, + 91255, + 59120, + 48684, + 28528, + 13905, + 16197, + 8539, + 1077 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 134950, + 152584, + 216538, + 32217, + 41864, + 26403, + 71221, + 127119, + 26651, + 2875, + 1276, + 2254, + 5758, + 14255 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 225269, + 124455, + 73117, + 66738, + 188017, + 154417, + 158362, + 78178, + 3555, + 55054, + 56204, + 26133, + 6062, + 6022 + ] + }, + { + "label": "fracture", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 160356, + 248186, + 236883, + 221096, + 95634, + 73223, + 155378, + 147272, + 7795, + 5463, + 8229, + 23134, + 5511, + 4431 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "compared", + "score": 15.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "more", + "output_checked": true + }, + { + "concept": "because", + "score": 13.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "deformation", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "unstable", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "ductility", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ates", + "output_checked": true + }, + { + "concept": "exhibits", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "different", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "but", + "output_checked": true + }, + { + "concept": "These", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "when", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "similarities", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "similar", + "output_checked": true + }, + { + "concept": "comparable", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "tolerances", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "larger", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-notch-resistance-01__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-notch-resistance-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-notch-resistance-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-notch-resistance-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-notch-resistance-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-notch-resistance-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to notch-driven failure 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A pre-notched plate continues to carry increasing load while a local damaged zone blunts the notch tip. Considerable work is required before rapid extension begins.", + "prompt_tail": "e-notched plate continues to carry increasing load while a local damaged zone blunts the notch tip. Considerable work is required before rapid extension begins.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 210, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 4130 + }, + { + "label": "crack", + "best_rank": 2573, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 490 + }, + { + "label": "fracture", + "best_rank": 362, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 286 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "oraz", + "them" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "etc", + "gonna", + "sic", + "t", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "sebagainya", + "quelquefois" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "thereto", + "whereby", + "therefore", + "furthermore" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "whereupon", + "thereafter", + "thereto", + "thence", + "considerably", + "whilst", + "considerable" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "whereupon", + "considerable", + "thereto", + "Owing", + "moreover", + "itherto" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "considerable", + "necessitating", + "considerably", + "requisite", + "protracted", + "preparatory", + "necessitate", + "whereupon" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "protracted", + "resistive", + "considerable", + "preparatory", + "substantial", + "considerably", + "inelastic", + "substantially" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "protracted", + "resistive", + "substantial", + "preparatory", + "considerable", + "inelastic", + "delaying", + "metastable" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "protracted", + "delaying", + "preparatory", + "inertia", + "resistive", + "quies", + "stabilization", + "deceler" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "delaying", + "preparatory", + "protracted", + "slow", + "stabilization", + "inertia", + "substantial" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "slow", + "slowly", + "preparatory", + "delaying", + "patience", + "slow", + "undisturbed" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Eventually", + "several", + "although", + "whereas", + "Furthermore", + "furthermore", + "whilst", + "Several" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "furthermore", + "Eventually", + "Consequently", + "Eventually", + "Later", + "Furthermore", + "Ultimately" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "meanwhile", + "Similarly", + "likewise", + "Furthermore", + "Furthermore", + "whereas", + "Similarly", + "similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "likewise", + "Similarly", + "Similarly", + "whereas", + "similarly", + "Meanwhile" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "meanwhile", + "conversely", + "furthermore", + "however", + "Similarly", + "Meanwhile", + "nevertheless", + "Consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "meanwhile", + "Consequently", + "furthermore", + "conversely", + "Meanwhile", + "Eventually", + "Conversely", + "consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "meanwhile", + "Meanwhile", + "conversely", + "Consequently", + "Eventually", + "furthermore", + "consequently", + "Similar" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "meanwhile", + "conversely", + "Consequently", + "furthermore", + "Conversely", + "Meanwhile", + "Similarly", + "Eventually" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "meanwhile", + "Consequently", + "Meanwhile", + "Similarly", + "Conversely", + "Simultaneously", + "conversely", + "Eventually" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Meanwhile", + "Similarly", + "Conversely", + "Eventually", + "meanwhile", + "Simultaneously", + "Despite" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Eventually", + "Consequently", + "Meanwhile", + "Simultaneously", + "Similarly", + "Increasing", + "Throughout", + "Conversely" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "A", + "In", + "If", + "Eventually", + "For", + "Local" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 219332, + 215095, + 203098, + 253600, + 256955, + 252390, + 229344, + 257759, + 66324, + 3095, + 479, + 211, + 783, + 274, + 132103, + 104411, + 70809, + 93881, + 75247, + 21529, + 11104, + 8465, + 9175, + 11999, + 14172, + 12532 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 149394, + 155638, + 156907, + 156459, + 157658, + 161204, + 104782, + 127330, + 62710, + 7211, + 7188, + 28607, + 24814, + 65014, + 38344, + 76881, + 99301, + 50631, + 31753, + 23177, + 26582, + 14456, + 2574, + 3134, + 1390, + 358 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 227642, + 207812, + 196410, + 183297, + 155221, + 141878, + 44468, + 164295, + 22385, + 511, + 363, + 1127, + 2826, + 9322, + 44686, + 36756, + 63672, + 84813, + 77347, + 31642, + 15957, + 1813, + 1324, + 1473, + 696, + 116 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 103880, + 52871, + 106648, + 20509, + 147349, + 153975, + 171646, + 173271, + 135319, + 5494, + 4131, + 6503, + 13412, + 16046 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 218103, + 203170, + 12498, + 80212, + 180768, + 137292, + 119204, + 4041, + 559, + 1345, + 3745, + 860, + 491, + 739 + ] + }, + { + "label": "fracture", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 181264, + 240650, + 130954, + 189613, + 119540, + 64903, + 150291, + 40345, + 22792, + 287, + 826, + 587, + 560, + 599 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "deterioration", + "score": 13.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Considerable", + "output_checked": true + }, + { + "concept": "because", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "occurs", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "work", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "damaged", + "output_checked": true + }, + { + "concept": "further", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "meanwhile", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "done", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "is", + "output_checked": true + }, + { + "concept": "and", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "unts", + "output_checked": true + }, + { + "concept": "became", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "work", + "output_checked": true + }, + { + "concept": "significant", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "carry", + "output_checked": true + }, + { + "concept": "causing", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "despite", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "load", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-notch-resistance-02__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-notch-resistance-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-notch-resistance-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-notch-resistance-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-notch-resistance-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-notch-resistance-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to notch-driven failure 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "An alloy with a sharp starter notch resists sudden extension under increasing tensile load. The critical stress-intensity value measured at instability is unusually high.", + "prompt_tail": "ith a sharp starter notch resists sudden extension under increasing tensile load. The critical stress-intensity value measured at instability is unusually high.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 897, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 269 + }, + { + "label": "crack", + "best_rank": 2233, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 705 + }, + { + "label": "fracture", + "best_rank": 541, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 157 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "them" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "leness", + "gonna", + "etc", + "t", + "d", + "ients", + "lle" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "sebagainya", + "probably", + "persons", + "sic" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "sic", + "therefore" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "everybody", + "therefore", + "sic" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "therefore", + "which", + "everybody", + "probably", + "furthermore" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "probably", + "therefore", + "possibly", + "apparently", + "which", + "indications", + "concerning", + "according" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "probably", + "indications", + "moreover", + "apparently", + "considerable", + "therefore", + "indication" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Furthermore", + "necessitating", + "considerable", + "concomit", + "indicative", + "peculiar", + "suggestive", + "noticeable" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "experimental", + "experimentally", + "characteristic", + "atypical", + "hypothesized", + "empirically", + "abnormally" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "experimentally", + "abnormally", + "experimental", + "atypical", + "markedly", + "qualitatively", + "empirical", + "unusually" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "abnormally", + "abnormal", + "indicating", + "experimentally", + "anomalous", + "characterizing", + "abnormality" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "abnormally", + "anomalous", + "indicating", + "suggesting", + "indicative", + "despite", + "unusually", + "characterizing" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "despite", + "anomalous", + "inexplicable", + "suggesting", + "abnormally", + "empirical", + "anomal", + "Despite" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Consequently", + "several", + "Consequently", + "demonstrating", + "Suddenly", + "Several", + "Nevertheless" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "Consequently", + "Nevertheless", + "Furthermore", + "whereas", + "Suddenly", + "Frequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "whereas", + "During", + "Furthermore", + "Despite", + "Consequently", + "Nevertheless" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "whereas", + "why", + "Consequently", + "conversely", + "furthermore", + "Why", + "During", + "therefore" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "What", + "What", + "what", + "Compared", + "how", + "what", + "Which", + "whereas" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "what", + "What", + "What", + "what", + "Which", + "Consequently", + "therefore", + "Compared" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "What", + "what", + "What", + "Consequently", + "what", + "why", + "therefore", + "Which" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "what", + "What", + "What", + "what", + "Consequently", + "how", + "why", + "Considering" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "What", + "What", + "what", + "Considering", + "Therefore", + "Consequently", + "experimentally", + "Considering" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "What", + "What", + "Considering", + "what", + "Which", + "Therefore", + "Consequently", + "Compared" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "What", + "Compared", + "Considering", + "Which", + "Consequently", + "This", + "What", + "Therefore" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "What", + "How", + "If", + "A", + "Which", + "When" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 166458, + 195138, + 139681, + 212820, + 228276, + 176802, + 117930, + 214726, + 106465, + 9454, + 3832, + 1094, + 11225, + 12813, + 117047, + 98536, + 58749, + 123222, + 83204, + 10992, + 4797, + 1110, + 898, + 1234, + 4144, + 4959 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 121446, + 137507, + 150165, + 139761, + 101621, + 84325, + 35826, + 77979, + 17549, + 15711, + 15967, + 60066, + 86884, + 102141, + 47543, + 67102, + 104492, + 86579, + 57624, + 45995, + 36917, + 14587, + 2234, + 2911, + 1196, + 189 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 224354, + 223137, + 185272, + 217507, + 201612, + 168648, + 40737, + 107545, + 54902, + 4695, + 2958, + 5559, + 18144, + 34290, + 31800, + 63333, + 106746, + 150017, + 136006, + 27987, + 14604, + 1548, + 548, + 542, + 322, + 63 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 106201, + 168688, + 183898, + 53415, + 28000, + 44390, + 110250, + 112239, + 120326, + 1658, + 757, + 270, + 450, + 758 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 198158, + 199765, + 25549, + 95165, + 123522, + 121935, + 178036, + 136638, + 8991, + 6176, + 18025, + 1385, + 706, + 1043 + ] + }, + { + "label": "fracture", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 110400, + 243488, + 213723, + 229370, + 29460, + 42957, + 171821, + 84428, + 38746, + 324, + 477, + 289, + 167, + 158 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 21.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "for", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "began", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "starter", + "output_checked": true + }, + { + "concept": "steadily", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "increasing", + "output_checked": true + }, + { + "concept": "was", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "instability", + "output_checked": true + }, + { + "concept": "during", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "percentage", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "with", + "output_checked": true + }, + { + "concept": "ductility", + "score": 5.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "extension", + "output_checked": true + }, + { + "concept": "this", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "compared", + "score": 5.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "high", + "output_checked": true + }, + { + "concept": "consists", + "score": 5.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "alloy", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-notch-resistance-03__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-notch-resistance-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-notch-resistance-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-notch-resistance-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-notch-resistance-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-notch-resistance-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to notch-driven failure 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "During a compact-tension test, substantial energy is dissipated near the notch tip before the specimen separates. The material tolerates larger defects than a comparison alloy.", + "prompt_tail": "-tension test, substantial energy is dissipated near the notch tip before the specimen separates. The material tolerates larger defects than a comparison alloy.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 7, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 8900 + }, + { + "label": "crack", + "best_rank": 32772, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 8570 + }, + { + "label": "fracture", + "best_rank": 4460, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 1140 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "etc", + "sic", + "lle", + "lly", + "ie", + "ients" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ients", + "centre", + "sic", + "anda", + "etc" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "sic", + "ients", + "leness", + "stuffs" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "everybody", + "anybody", + "persons", + "somebody", + "centre" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Also", + "also", + "although", + "anybody", + "although", + "which", + "therefore", + "everybody" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "Also", + "although", + "also", + "sometime", + "which", + "persons", + "whereas", + "therefore" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "whereas", + "Furthermore", + "Moreover", + "persons", + "Furthermore", + "therefore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "furthermore", + "than", + "Furthermore", + "Moreover", + "whereas", + "although", + "than", + "acial" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "MPa", + "metallurgical", + "alloy", + "strength", + "withstand", + "vantagem" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "advantageous", + "advantage", + "favorably", + "vantagem", + "comparable", + "strength", + "advantages", + "favorable" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "withstand", + "capability", + "ability", + "strength", + "RENGTH", + "toughness", + "genetically" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "advantages", + "RENGTH", + "advantageous", + "favorably", + "traits", + "characteristics", + "phenotype" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "advantages", + "favorably", + "advantageous", + "favorable", + "advantage", + "vantagem", + "RENGTH" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Consequently", + "although", + "several", + "Nevertheless", + "Consequently", + "consequently", + "Furthermore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Furthermore", + "Furthermore", + "furthermore", + "Consequently", + "consequently", + "Conversely", + "Nevertheless" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Similarly", + "consequently", + "meanwhile", + "Conversely", + "whereas", + "Consequently", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "consequently", + "therefore", + "Furthermore", + "meanwhile", + "furthermore", + "why", + "whereas", + "Consequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "consequently", + "Consequently", + "therefore", + "Consequently", + "furthermore", + "Therefore", + "accordingly", + "thus" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "therefore", + "Consequently", + "consequently", + "what", + "accordingly", + "What", + "Therefore" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "consequently", + "therefore", + "Consequently", + "What", + "what", + "Therefore", + "accordingly" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "how", + "What", + "explain", + "Explain", + "what" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "explain", + "Explain", + "Therefore", + "therefore", + "Considering" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Consequently", + "Explain", + "consequently", + "explain", + "Considering", + "Therefore", + "describe" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "Considering", + "Explain", + "What", + "Therefore", + "Consequently", + "Describe", + "quantify" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "How", + "The", + "What", + "Consequently", + "Describe", + "Therefore", + "Quant" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 213510, + 164482, + 163621, + 194534, + 196080, + 171022, + 91477, + 240820, + 45457, + 579, + 256, + 8, + 76, + 3064, + 152083, + 128203, + 102534, + 169760, + 114200, + 40380, + 26013, + 19959, + 17566, + 27041, + 31210, + 6528 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 127479, + 134013, + 176390, + 188193, + 156703, + 157844, + 179508, + 138849, + 32334, + 60224, + 76962, + 160791, + 202211, + 244191, + 62581, + 126147, + 139022, + 114070, + 98778, + 109019, + 118279, + 114155, + 32773, + 44147, + 13747, + 1640 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 230251, + 220491, + 211083, + 237295, + 212064, + 184159, + 67821, + 133014, + 51198, + 13606, + 12048, + 21120, + 24278, + 177040, + 56022, + 65205, + 95388, + 156983, + 135060, + 64263, + 39622, + 12651, + 4461, + 5067, + 2144, + 245 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 157669, + 99026, + 104406, + 12706, + 49330, + 58611, + 125235, + 164673, + 116058, + 22025, + 12469, + 8901, + 9466, + 17306 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 245076, + 45908, + 68742, + 71929, + 61418, + 82388, + 168687, + 143180, + 18749, + 40991, + 55221, + 13451, + 8571, + 14304 + ] + }, + { + "label": "fracture", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 53946, + 179272, + 198637, + 186680, + 26219, + 14274, + 152043, + 81166, + 45445, + 1691, + 1869, + 2273, + 1141, + 1380 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 28.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "dissipated", + "output_checked": true + }, + { + "concept": "this", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "The", + "output_checked": true + }, + { + "concept": "fracture", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "several", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "substantial", + "output_checked": true + }, + { + "concept": "tensile", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "ductility", + "score": 7.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "dissipation", + "score": 7.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "deformation", + "score": 7.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "is", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "tolerances", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "photoshoot", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "due", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "tip", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-notch-resistance-04__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-notch-resistance-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-notch-resistance-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-notch-resistance-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-notch-resistance-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-notch-resistance-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to notch-driven failure 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A structural steel containing a sharp flaw remains stable under loads that cause immediate separation in a less damage-resistant steel. Its critical intensity threshold is larger.", + "prompt_tail": "containing a sharp flaw remains stable under loads that cause immediate separation in a less damage-resistant steel. Its critical intensity threshold is larger.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 46, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 1091 + }, + { + "label": "crack", + "best_rank": 11769, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 2477 + }, + { + "label": "fracture", + "best_rank": 5959, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 1025 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "oraz", + "them", + "orry" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "etc", + "sic", + "leness", + "ients", + "persons", + "basically" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "sebagainya", + "kalau", + "everybody" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "zis", + "therefore", + "sic", + "persons" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "therefore", + "persons", + "gonna", + "inasmuch" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "therefore", + "furthermore", + "also", + "Also", + "towards", + "which", + "hence", + "whereas" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "towards", + "than", + "also", + "Also", + "therefore", + "than", + "whereas", + "whilst" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "than", + "compared", + "whereas", + "also", + "towards", + "than", + "therefore", + "furthermore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "than", + "compared", + "towards", + "whereas", + "also", + "than", + "Than", + "comparative" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "compared", + "comparative", + "significantly", + "qualitatively", + "comparable", + "than", + "characteristics", + "compar" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "compared", + "comparable", + "comparative", + "comparison", + "significantly", + "compar", + "compare", + "comparing" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "compared", + "comparable", + "comparative", + "comparison", + "Compared", + "Compared", + "advantageous" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "compared", + "comparative", + "comparison", + "Compared", + "advantageous", + "comparable", + "comparing", + "compare" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "compared", + "Compared", + "comparative", + "Comparing", + "comparison", + "characteristics", + "Comparison", + "Compared" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "furthermore", + "Furthermore", + "Consequently", + "Furthermore", + "Nevertheless", + "whereas", + "whereas", + "Consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Nevertheless", + "Consequently", + "furthermore", + "Consequently", + "Furthermore", + "Similarly", + "whereas" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "Similarly", + "whereas", + "Consequently", + "Similarly", + "Furthermore", + "Conversely" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "Furthermore", + "whereas", + "Similarly", + "conversely", + "likewise", + "meanwhile", + "Furthermore" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Therefore", + "therefore", + "whereas", + "furthermore", + "Consequently", + "meanwhile", + "Compared", + "accordingly" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "therefore", + "Therefore", + "furthermore", + "Consequently", + "accordingly", + "thus", + "whereas" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "therefore", + "Therefore", + "Its", + "Its", + "thus", + "Hence", + "hence" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Hence", + "Its", + "Therefore", + "Furthermore", + "therefore", + "hence", + "Consequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Consequently", + "Therefore", + "Hence", + "Consequently", + "Its", + "Its", + "therefore", + "Hence" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Therefore", + "Hence", + "Its", + "Consequently", + "Its", + "Similarly", + "Hence" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "Therefore", + "Its", + "Compared", + "Similarly", + "This", + "Hence", + "Furthermore" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "It", + "Its", + "In", + "Therefore", + "A", + "Describe" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 182013, + 178050, + 152410, + 187025, + 223810, + 215255, + 159745, + 207426, + 75653, + 1476, + 201, + 47, + 235, + 407, + 140845, + 110058, + 57030, + 64039, + 33549, + 9235, + 5714, + 5625, + 21221, + 23092, + 25649, + 10481 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 133152, + 159827, + 172722, + 161985, + 108393, + 132365, + 117690, + 160401, + 88074, + 46622, + 104002, + 115935, + 157559, + 156916, + 54382, + 82868, + 101014, + 86281, + 59435, + 82699, + 87909, + 70350, + 11770, + 19377, + 6871, + 1206 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 220506, + 187863, + 148192, + 191660, + 165046, + 103900, + 81434, + 155440, + 125660, + 15912, + 12065, + 64091, + 75269, + 96039, + 77769, + 90953, + 102676, + 144493, + 106806, + 43370, + 42490, + 11738, + 5960, + 8753, + 2479, + 315 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 130606, + 40421, + 136751, + 27037, + 107957, + 119890, + 128546, + 161948, + 26828, + 1092, + 1301, + 2752, + 20670, + 17556 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 237136, + 74260, + 26025, + 151151, + 134492, + 104757, + 148985, + 46543, + 2478, + 5173, + 63730, + 11643, + 2689, + 4026 + ] + }, + { + "label": "fracture", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 179797, + 224252, + 164720, + 196182, + 40585, + 53699, + 118043, + 102547, + 20645, + 1026, + 9887, + 3122, + 2562, + 3650 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 20.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "was", + "score": 11.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "intensity", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "less", + "output_checked": true + }, + { + "concept": "but", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "separation", + "output_checked": true + }, + { + "concept": "until", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "tolerant", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "compared", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "this", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "other", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "cause", + "output_checked": true + }, + { + "concept": "would", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "that", + "output_checked": true + }, + { + "concept": "undamaged", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-notch-resistance-05__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-notch-resistance-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-notch-resistance-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-notch-resistance-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-notch-resistance-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-hot-air-surface-layer-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "High-temperature environmental surface layer 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A nickel alloy held in hot air develops an adherent multilayer surface film as metal atoms react with oxygen. Continued exposure thickens the film according to an approximately parabolic time law.", + "prompt_tail": "ops an adherent multilayer surface film as metal atoms react with oxygen. Continued exposure thickens the film according to an approximately parabolic time law.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 29, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 13 + }, + { + "label": "oxide", + "best_rank": 603, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 176 + }, + { + "label": "scale", + "best_rank": 5518, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 2183 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "leness", + "ients" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "d", + "ie", + "lle", + "ii", + "ients", + "wards" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ients", + "sic", + "sebagainya" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ients", + "yses" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ients", + "stantially", + "heretofore", + "inasmuch" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "wherein", + "whereby", + "thereto", + "presently", + "thereby" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thus", + "concomit", + "wherein", + "concomitant", + "thereto", + "thereby", + "characterized" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "concomitant", + "thereby", + "thus", + "concomit", + "thereto", + "whereupon", + "itatively", + "characterized" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "concomit", + "concomitant", + "thus", + "increasing", + "characteristic", + "progressively", + "thereby", + "itatively" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "asymptotically", + "empirical", + "observed", + "empirically", + "asymptotic", + "observable", + "characteristic", + "deceler" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "asymptotically", + "logarithmic", + "observed", + "empirically", + "asymptotic", + "exponential", + "incrementally", + "quantitatively" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "asymptotically", + "characteristic", + "asymptotic", + "quantitatively", + "observed", + "sinusoid", + "exponential", + "experimentally" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "Characteristic", + "continuously", + "Characteristics", + "successively", + "progressively", + "characteristics", + "continuous" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "characteristic", + "Characteristic", + "characteristics", + "Characteristics", + "Characteristics", + "Characteristic", + "successively", + "characteristics" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "several", + "Consequently", + "subsequently", + "Several", + "Subsequently", + "Consequently", + "Eventually", + "Subsequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Consequently", + "Furthermore", + "Furthermore", + "Subsequently", + "Later", + "Eventually", + "furthermore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "Furthermore", + "Similarly", + "furthermore", + "Similarly", + "During", + "similarly", + "consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "this", + "During", + "initially", + "consequently", + "meanwhile", + "later", + "During", + "Consequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Initially", + "Initially", + "this", + "meanwhile", + "Eventually", + "Consequently", + "This", + "consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Eventually", + "meanwhile", + "This", + "this", + "Consequently", + "Initially", + "consequently", + "Eventually" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Eventually", + "this", + "This", + "Initially", + "Eventually", + "Initially", + "Consequently", + "meanwhile" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Eventually", + "Initially", + "Initially", + "Consequently", + "Simultaneously", + "This" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Initially", + "Initially", + "Eventually", + "Eventually", + "This", + "experimentally", + "initially", + "Simultaneously" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Initially", + "Initially", + "Eventually", + "This", + "Eventually", + "experimentally", + "Simultaneously", + "Consequently" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Initially", + "Eventually", + "Initially", + "This", + "Simultaneously", + "Consequently", + "Eventually", + "Diffusion" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Initially", + "Eventually", + "At", + "In", + "When", + "Initial" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 86697, + 52285, + 43048, + 10708, + 18669, + 37043, + 14620, + 36816, + 24508, + 15482, + 9464, + 15077, + 29443, + 28314, + 31001, + 44212, + 41884, + 14802, + 12129, + 614, + 352, + 77, + 30, + 44, + 18, + 36 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 14403, + 8463, + 2700, + 3707, + 6908, + 11811, + 20470, + 15647, + 8362, + 3371, + 5740, + 17727, + 53326, + 66386, + 90808, + 113369, + 112023, + 80922, + 16150, + 1058, + 851, + 604, + 1111, + 787, + 75, + 180 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 88628, + 11207, + 16814, + 124306, + 79083, + 69737, + 29526, + 38605, + 5637, + 13898, + 5519, + 7947, + 27446, + 111636, + 112998, + 95403, + 90006, + 43857, + 30102, + 32399, + 14027, + 14564, + 10711, + 16446, + 5081, + 1788 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 139113, + 90208, + 231559, + 73177, + 11402, + 96051, + 130360, + 19328, + 13410, + 15, + 22, + 14, + 16, + 24 + ] + }, + { + "label": "oxide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 62996, + 103702, + 210964, + 190766, + 2808, + 12524, + 144360, + 61646, + 12373, + 177, + 346, + 380, + 818, + 836 + ] + }, + { + "label": "scale", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 2184, + 84493, + 105823, + 58919, + 200517, + 234761, + 213182, + 48917, + 21938, + 53124, + 40705, + 11919, + 3973, + 6299 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "metallurgical", + "score": 20.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "held", + "output_checked": true + }, + { + "concept": "this", + "score": 19.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Continued", + "output_checked": true + }, + { + "concept": "because", + "score": 17.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "oxide", + "score": 15.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "during", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "as", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 11.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "exponential", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "several", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "became", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "empirical", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "furnace", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "and", + "score": 6.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "adherent", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-hot-air-surface-layer-01__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-hot-air-surface-layer-01__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-hot-air-surface-layer-01__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-hot-air-surface-layer-01__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-hot-air-surface-layer-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-hot-air-surface-layer-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "High-temperature environmental surface layer 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "During prolonged furnace exposure, a metal component gains mass and forms a dark brittle surface layer rich in oxygen and metal cations.", + "prompt_tail": "During prolonged furnace exposure, a metal component gains mass and forms a dark brittle surface layer rich in oxygen and metal cations.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 29, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 28 + }, + { + "label": "oxide", + "best_rank": 587, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 480 + }, + { + "label": "scale", + "best_rank": 20894, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 4428 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "wards", + "d", + "lle", + "nto", + "ited", + "ided" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "alike", + "lle", + "ients", + "ie", + "wie", + "wards", + "thereof", + "ester" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ided", + "ieno", + "gne", + "oused", + "aan", + "agy", + "idia" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ided", + "whilst", + "ients", + "ENTA", + "ited", + "aan", + "utilised", + "towards" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Additionally", + "microorganisms", + "During", + "natomiast", + "possesses", + "showcasing", + "characterized" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "characterized", + "subsequently", + "concomit", + "wherein", + "concomitant", + "emanating", + "Subsequently", + "merely" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "characterized", + "concomit", + "concomitant", + "thereby", + "Moreover", + "Subsequently" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "concomit", + "concomitant", + "characterized", + "pigmentation", + "Subsequently", + "undergoing", + "photocatal", + "physicochemical" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "pigmentation", + "luminescence", + "chemically", + "polymeric", + "anthropogenic", + "epidermal", + "characterized" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "metallurgical", + "accret", + "metallic", + "chemically", + "necrosis", + "characterized", + "polymeric", + "carapace" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "characterized", + "necrosis", + "necrotic", + "incipient", + "discoloration", + "characteristic", + "symptomatic", + "necro" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characterized", + "characterize", + "describes", + "characterizing", + "described", + "describing", + "characterized" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "describing", + "describes", + "describir", + "describe", + "description" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "subsequently", + "Furthermore", + "Consequently", + "Subsequently", + "several", + "which", + "characterized", + "Frequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "furthermore", + "Consequently", + "Subsequently", + "subsequently", + "Furthermore", + "Eventually" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Subsequently", + "subsequently", + "Eventually", + "During", + "later", + "Furthermore", + "During" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "meanwhile", + "this", + "This", + "these", + "subsequently", + "afterwards", + "During", + "During" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "this", + "This", + "this", + "This", + "meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "this", + "This", + "This", + "Which", + "this", + "What", + "what" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "This", + "this" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "This", + "this" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "Simultaneously", + "this", + "Subsequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "Simultaneously", + "this" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "Simultaneously", + "Eventually", + "During", + "Which", + "What", + "This" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "What", + "During", + "If", + "This", + "Heat", + "Subsequently" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 109018, + 73266, + 101142, + 21819, + 17688, + 47764, + 13839, + 14348, + 1102, + 378, + 176, + 199, + 1107, + 11550, + 86275, + 81721, + 42099, + 19000, + 6146, + 437, + 513, + 134, + 36, + 30, + 18, + 23 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 13661, + 12668, + 23317, + 36971, + 34828, + 24665, + 5253, + 4168, + 1083, + 620, + 1438, + 3843, + 6180, + 81708, + 195151, + 206127, + 184985, + 106452, + 19567, + 1566, + 1246, + 588, + 1461, + 907, + 235, + 187 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 84992, + 14235, + 20425, + 138477, + 125737, + 194598, + 171943, + 153924, + 132840, + 157244, + 73819, + 99839, + 198215, + 213074, + 151861, + 120292, + 113740, + 63304, + 43579, + 47515, + 33413, + 34383, + 20895, + 24008, + 5545, + 1402 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 147001, + 186262, + 180117, + 72248, + 95617, + 145258, + 72944, + 34401, + 14004, + 50, + 73, + 47, + 33, + 29 + ] + }, + { + "label": "oxide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 59316, + 131179, + 142711, + 132371, + 8949, + 8109, + 104576, + 30969, + 40535, + 955, + 618, + 481, + 2154, + 1674 + ] + }, + { + "label": "scale", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 4429, + 45501, + 137440, + 157852, + 243677, + 252338, + 240007, + 79322, + 31469, + 60491, + 84264, + 45590, + 6960, + 8256 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "metallurgical", + "score": 20.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "oxides", + "score": 19.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "because", + "score": 17.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "several", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "periods", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "prolonged", + "output_checked": true + }, + { + "concept": "due", + "score": 13.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 11.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "alloy", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "oxide", + "score": 9.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "elements", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "in", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "dark", + "output_checked": true + }, + { + "concept": "coating", + "score": 5.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "surface", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-hot-air-surface-layer-02__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-hot-air-surface-layer-02__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-hot-air-surface-layer-02__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-hot-air-surface-layer-02__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-hot-air-surface-layer-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-hot-air-surface-layer-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "High-temperature environmental surface layer 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A hot steel coupon exposed to air becomes covered by several ceramic-like surface layers. Growth slows as ions must travel through the existing film.", + "prompt_tail": "A hot steel coupon exposed to air becomes covered by several ceramic-like surface layers. Growth slows as ions must travel through the existing film.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 11, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 7 + }, + { + "label": "oxide", + "best_rank": 81, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 78 + }, + { + "label": "scale", + "best_rank": 2212, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 367 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike", + "them", + "leness", + "iken" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "sic", + "lle", + "ients", + "etc", + "d", + "eded", + "lly" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "etc", + "sic", + "lle", + "etc", + "centre" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "tow", + "Toward", + "maupun", + "ued", + "mittal", + "toward" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "tow", + "toward", + "alike", + "thru", + "ided", + "sic" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "toward", + "therefore", + "upon", + "which", + "Upon" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "toward", + "later", + "nearer", + "aided", + "however", + "whilst", + "Toward" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "toward", + "Toward", + "meanwhile", + "alike", + "furthermore", + "thus" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "slower", + "slowing", + "slows", + "ddots", + "lengthening", + "slowed", + "slow", + "Bott" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "slowing", + "slowed", + "slower", + "bottleneck", + "slows", + "slow", + "slowdown" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "slowing", + "slows", + "bottleneck", + "slowed", + "slower", + "slowdown", + "resistive" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "slowing", + "slowed", + "slowdown", + "slows", + "slower", + "bottleneck", + "slow", + "impeding" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "slowing", + "slows", + "increasing", + "slower", + "weakening", + "slowed", + "slowdown", + "bottleneck" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "bottleneck", + "slowing", + "slows", + "slowdown", + "slower", + "impeding", + "slowed" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Eventually", + "Consequently", + "Consequently", + "Furthermore", + "Secondly", + "furthermore", + "Later" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Eventually", + "Furthermore", + "Consequently", + "Furthermore", + "Later", + "Eventually", + "Ultimately", + "Consequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Conversely", + "Furthermore", + "Eventually", + "Furthermore", + "whereas", + "Later", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Eventually", + "furthermore", + "meanwhile", + "Eventually", + "whereas", + "eventually", + "Consequently", + "consequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Eventually", + "meanwhile", + "these", + "These", + "Eventually", + "Consequently", + "furthermore", + "consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Eventually", + "meanwhile", + "Consequently", + "Consequently", + "consequently", + "Eventually", + "furthermore", + "conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Eventually", + "Consequently", + "consequently", + "Eventually", + "These", + "meanwhile", + "eventually", + "these" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Eventually", + "these", + "Consequently", + "These", + "Eventually", + "Consequently", + "consequently", + "this" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Eventually", + "Eventually", + "Consequently", + "Consequently", + "Ultimately", + "These", + "Simultaneously", + "Finally" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Eventually", + "Eventually", + "Consequently", + "These", + "Consequently", + "Ultimately", + "These", + "Simultaneously" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Eventually", + "These", + "Eventually", + "Consequently", + "Ultimately", + "Simultaneously", + "Finally", + "Oxidation" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "These", + "This", + "Eventually", + "In", + "A", + "What", + "At" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 85243, + 35210, + 28636, + 11365, + 29700, + 29822, + 28439, + 51223, + 19000, + 4673, + 3043, + 5614, + 5716, + 25398, + 11189, + 27808, + 26948, + 17812, + 11680, + 917, + 425, + 32, + 12, + 13, + 8, + 18 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 16496, + 6992, + 6544, + 45789, + 41777, + 34630, + 27122, + 14000, + 703, + 1781, + 3473, + 12311, + 10790, + 27971, + 66104, + 99945, + 91579, + 54841, + 24266, + 1165, + 564, + 82, + 160, + 127, + 30, + 57 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 81570, + 13009, + 12985, + 158226, + 103401, + 103017, + 68783, + 76221, + 35384, + 22648, + 17234, + 8087, + 8505, + 21195, + 37436, + 46011, + 55242, + 41642, + 25446, + 23176, + 11708, + 7581, + 2213, + 2460, + 944, + 647 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 202693, + 200414, + 211540, + 133718, + 47537, + 104637, + 93199, + 33543, + 9630, + 27, + 33, + 10, + 8, + 9 + ] + }, + { + "label": "oxide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 170866, + 123701, + 145714, + 123639, + 6896, + 21938, + 159323, + 70754, + 27054, + 277, + 197, + 79, + 204, + 189 + ] + }, + { + "label": "scale", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 4989, + 368, + 19424, + 108140, + 204346, + 230944, + 171183, + 30720, + 5086, + 12698, + 15889, + 4935, + 786, + 1070 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "slows", + "output_checked": true + }, + { + "concept": "oxides", + "score": 12.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "like", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "slowing", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "slows", + "output_checked": true + }, + { + "concept": "became", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "these", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "Growth", + "output_checked": true + }, + { + "concept": "Eventually", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "hotter", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "during", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "with", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "oxide", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "by", + "output_checked": true + }, + { + "concept": "accret", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Growth", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-hot-air-surface-layer-03__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-hot-air-surface-layer-03__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-hot-air-surface-layer-03__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-hot-air-surface-layer-03__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-hot-air-surface-layer-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-hot-air-surface-layer-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "High-temperature environmental surface layer 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Elevated-temperature air exposure produces a compact protective film on a chromium-containing alloy. The film limits further oxygen ingress by solid-state transport.", + "prompt_tail": "ted-temperature air exposure produces a compact protective film on a chromium-containing alloy. The film limits further oxygen ingress by solid-state transport.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 41, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 31 + }, + { + "label": "oxide", + "best_rank": 188, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 1668 + }, + { + "label": "scale", + "best_rank": 6468, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 3052 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "gonna", + "etc", + "d", + "sic", + "ients", + "ie", + "lle" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "sic", + "etc", + "persons" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "herein", + "thereto", + "persons", + "sic" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "sic", + "whereby", + "thereto", + "persons" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "therefore", + "whereby", + "thereto", + "persons", + "thereby", + "therefore" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereto", + "thus", + "thereby", + "thence", + "therein", + "thereafter", + "herein", + "thereon" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "Moreover", + "furthermore", + "thereto", + "thus" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Moreover", + "thereby", + "concomitant", + "thus", + "acial", + "concomit", + "Moreover" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "imperme", + "impermeable", + "stabilization", + "substrate", + "barrier", + "refractory", + "chemically", + "resistive" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "imperme", + "impermeable", + "stabilization", + "limiting", + "stabilized", + "chemically", + "cessation", + "passivation" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "stabilization", + "inactiv", + "chemically", + "mechanism", + "gradually" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "limiting", + "mechanism", + "Mechanism", + "dioxide", + "gradually", + "continuously" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "intramolecular", + "thence", + "confining", + "mechanism", + "therefore", + "limiting", + "dioxide" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Furthermore", + "Consequently", + "furthermore", + "Subsequently", + "Furthermore", + "subsequently", + "Subsequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "Consequently", + "furthermore", + "Furthermore", + "Later", + "Subsequently", + "consequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "Furthermore", + "Furthermore", + "furthermore", + "consequently", + "similarly", + "Similarly", + "Eventually" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "this", + "Consequently", + "consequently", + "Furthermore", + "conversely", + "meanwhile", + "Consequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "this", + "Consequently", + "meanwhile", + "consequently", + "Consequently", + "furthermore", + "This" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "this", + "Consequently", + "This", + "furthermore", + "consequently", + "Consequently", + "meanwhile", + "conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "Consequently", + "This", + "consequently", + "Consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Consequently", + "This", + "this" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "Consequently", + "This", + "Consequently", + "consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "this", + "This", + "Consequently", + "This", + "Consequently" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Consequently", + "this", + "The", + "This", + "Simultaneously", + "Researchers" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "This", + "In", + "A", + "Chemical", + "Chromium", + "Thermal" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 104079, + 31163, + 17403, + 10588, + 16219, + 15367, + 9051, + 28684, + 4103, + 777, + 514, + 190, + 646, + 1388, + 74246, + 54577, + 38349, + 25809, + 9739, + 1080, + 820, + 184, + 62, + 42, + 24, + 41 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 11590, + 6663, + 2287, + 4512, + 4511, + 4677, + 5593, + 3640, + 273, + 87, + 237, + 189, + 437, + 569, + 136529, + 162320, + 128329, + 92512, + 39558, + 2895, + 2144, + 964, + 1354, + 759, + 191, + 400 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 100652, + 8978, + 9729, + 110904, + 118915, + 91978, + 38369, + 46754, + 56917, + 44772, + 37124, + 42093, + 27908, + 82506, + 53347, + 62322, + 47853, + 41545, + 18614, + 20042, + 12355, + 11790, + 6469, + 7468, + 1906, + 1239 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 128898, + 150007, + 189657, + 112542, + 19442, + 55621, + 30266, + 15042, + 11513, + 52, + 111, + 55, + 43, + 32 + ] + }, + { + "label": "oxide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 106703, + 119567, + 140615, + 73469, + 5228, + 38233, + 130961, + 107190, + 49782, + 2863, + 3230, + 2465, + 3566, + 1669 + ] + }, + { + "label": "scale", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 9255, + 16018, + 26509, + 99818, + 208922, + 219283, + 140552, + 57595, + 6509, + 11910, + 19396, + 9929, + 3053, + 3885 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "and", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "this", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "surface", + "score": 13.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 10.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "state", + "output_checked": true + }, + { + "concept": "because", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "several", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "produces", + "output_checked": true + }, + { + "concept": "awareness", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "ated", + "output_checked": true + }, + { + "concept": "oxidative", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "produces", + "output_checked": true + }, + { + "concept": "significant", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "while", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ingress", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-hot-air-surface-layer-04__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-hot-air-surface-layer-04__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-hot-air-surface-layer-04__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-hot-air-surface-layer-04__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-hot-air-surface-layer-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-hot-air-surface-layer-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "High-temperature environmental surface layer 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A turbine component operated in oxygen-bearing gas develops a thick external reaction product that can spall during thermal cycling.", + "prompt_tail": "A turbine component operated in oxygen-bearing gas develops a thick external reaction product that can spall during thermal cycling.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 42, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 26 + }, + { + "label": "oxide", + "best_rank": 660, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 511 + }, + { + "label": "scale", + "best_rank": 11088, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 2040 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alike" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "d", + "lle", + "ie", + "gonna", + "ued", + "ited", + "outh", + "wards" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "lle", + "lli", + "ients", + "ct", + "bzw", + "iew", + "alike", + "lement" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "automobile", + "itarian", + "ients", + "arena", + "ogt" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ided", + "lement", + "ients", + "uate", + "stuffs", + "osite" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "UTIL", + "Additionally", + "although", + "consequently", + "subsequently", + "During", + "otos" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "utilizing", + "notably", + "concomit", + "necessitating", + "potentially", + "exhibiting", + "concurrently", + "proximate" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "concomit", + "concurrently", + "noteworthy", + "aceous", + "thereby", + "exhibiting", + "thereto", + "thus" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "abrasive", + "metallurgical", + "ductile", + "Aluminum", + "concomit", + "elastomer", + "polymeric", + "viscoelastic" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "brittle", + "geotechnical", + "corrosion", + "necrosis", + "polymer", + "metastable", + "ductile" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "metastable", + "stabilized", + "stabilization", + "metallurgical", + "necrosis", + "brittle", + "destabil", + "unstable" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "unstable", + "instability", + "destabil", + "necrosis", + "damaging", + "exacerbated", + "degrading", + "problematic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "prone", + "instability", + "threatening", + "exacerbated", + "problematic", + "threatening", + "mitigation", + "threatens" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "prone", + "instability", + "metastable", + "preventable", + "problematic", + "threatening", + "prone", + "rischio" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "this", + "subsequently", + "Consequently", + "Subsequently", + "Furthermore", + "This", + "Ultimately", + "Afterwards" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "this", + "Consequently", + "furthermore", + "Furthermore", + "Consequently", + "Furthermore", + "Subsequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "furthermore", + "Furthermore", + "Furthermore", + "this", + "meanwhile", + "Similarly", + "Similarly", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "furthermore", + "meanwhile", + "this", + "This", + "Consequently", + "whereas", + "Meanwhile", + "Furthermore" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "meanwhile", + "this", + "This", + "Consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Consequently", + "This", + "furthermore", + "meanwhile", + "therefore" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "This", + "Consequently", + "Its", + "this" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "This", + "Furthermore", + "Consequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "Consequently", + "This", + "Furthermore", + "corrosion", + "Consequently", + "Corrosion" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "Consequently", + "This", + "Furthermore", + "Consequently", + "Simultaneously" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "Maintaining", + "Measures", + "Causes", + "Considering", + "Manufacturers" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "What", + "Its", + "Maintenance", + "To", + "Furthermore", + "If" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 107601, + 56669, + 72918, + 5322, + 10894, + 14044, + 5731, + 11884, + 4900, + 1319, + 1196, + 1661, + 2237, + 3428, + 60818, + 62633, + 34275, + 15738, + 6472, + 1026, + 772, + 162, + 52, + 43, + 27, + 37 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 15004, + 9677, + 15860, + 17476, + 30701, + 40673, + 33665, + 24437, + 2036, + 436, + 693, + 2074, + 3992, + 5326, + 85337, + 155078, + 128404, + 92171, + 16263, + 3246, + 2402, + 661, + 908, + 681, + 421, + 163 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 2, + 3, + 5, + 6, + 8, + 10, + 11, + 13, + 15, + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37, + 39, + 41 + ], + "depths": [ + 0.0, + 4.9, + 7.3, + 12.2, + 14.6, + 19.5, + 24.4, + 26.8, + 31.7, + 36.6, + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2, + 95.1, + 100.0 + ], + "ranks": [ + 80361, + 12597, + 24303, + 166439, + 148851, + 178024, + 163541, + 169347, + 128802, + 117320, + 59247, + 84700, + 156934, + 208310, + 155762, + 131948, + 105046, + 72577, + 48982, + 65032, + 36550, + 30987, + 11332, + 11089, + 3672, + 673 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 120755, + 218498, + 214540, + 126559, + 48423, + 104122, + 89403, + 52321, + 32282, + 87, + 64, + 34, + 29, + 27 + ] + }, + { + "label": "oxide", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 110259, + 77283, + 106651, + 94807, + 720, + 8049, + 106744, + 45577, + 35649, + 2070, + 1387, + 512, + 1357, + 918 + ] + }, + { + "label": "scale", + "layers": [ + 16, + 18, + 20, + 21, + 23, + 24, + 26, + 28, + 29, + 31, + 32, + 34, + 36, + 37 + ], + "depths": [ + 39.0, + 43.9, + 48.8, + 51.2, + 56.1, + 58.5, + 63.4, + 68.3, + 70.7, + 75.6, + 78.0, + 82.9, + 87.8, + 90.2 + ], + "ranks": [ + 2041, + 10099, + 64350, + 58564, + 216914, + 250027, + 238625, + 69722, + 12263, + 57191, + 74197, + 40785, + 3802, + 3612 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "corrosion", + "score": 20.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "because", + "score": 19.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "external", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "component", + "output_checked": true + }, + { + "concept": "layer", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 7.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "and", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "atmosphere", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "several", + "score": 5.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "became", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "that", + "output_checked": true + }, + { + "concept": "methane", + "score": 4.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "gas", + "output_checked": true + }, + { + "concept": "was", + "score": 4.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "which", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "reaction", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-hot-air-surface-layer-05__grid.png", + "stream": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-hot-air-surface-layer-05__stream.png", + "trajectory": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-hot-air-surface-layer-05__trajectory.png", + "emergence": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-hot-air-surface-layer-05__emergence.png", + "heatmap": "figures/gemma4-e4b-it-paper-seed2/materials/paper-v2-assoc-hot-air-surface-layer-05__heatmap.png" + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-e4b-it.json b/jlens_materials/runs/gemma4-e4b-it.json new file mode 100644 index 0000000000000000000000000000000000000000..8c0622ade105bf6644ddc24a48f0195298011003 --- /dev/null +++ b/jlens_materials/runs/gemma4-e4b-it.json @@ -0,0 +1,12042 @@ +{ + "model": "google/gemma-4-E4B-it", + "tag": "gemma4-e4b-it", + "n_layers": 42, + "d_model": 2560, + "lens_n_prompts": 1000, + "shapes": [ + "ASSOCIATION", + "MODULATION", + "MULTIHOP", + "RECOGNITION", + "REPORT_SWAP" + ], + "domains": [ + "fracture", + "protein" + ], + "prompts": [ + { + "slug": "fracture-griffith", + "shape": "MULTIHOP", + "domain": "fracture", + "title": "Griffith criterion (multi-hop)", + "description": "Two-hop: the failure law for a brittle solid with a sharp flaw. Watch 'energy' / 'surface' / 'Griffith' surface before 'crack'.", + "note": "Griffith's result sigma_c ~ sqrt(2 E gamma / (pi a)). The answer token is 'crack (length)'; 'energy', 'surface' and the eponym 'Griffith' are unspoken intermediates the derivation passes through -- the fracture analogue of Mars->color->red.", + "prompt_text": "In linear elastic fracture mechanics, the critical stress for a brittle solid to fail is set by balancing the released strain energy against the energy needed to create new surface. The critical stress therefore scales inversely with the square root of the", + "prompt_tail": "balancing the released strain energy against the energy needed to create new surface. The critical stress therefore scales inversely with the square root of the", + "readout_at": -1, + "band": [ + 68.3, + 87.8 + ], + "discovered": false, + "tracked_dropped": [], + "emergence": [ + { + "label": "energy", + "best_rank": 0, + "best_depth": 70.7, + "reached_top1": true, + "best_pos": 21 + }, + { + "label": "surface", + "best_rank": 0, + "best_depth": 82.9, + "reached_top1": true, + "best_pos": 29 + }, + { + "label": "Griffith", + "best_rank": 1, + "best_depth": 87.8, + "reached_top1": false, + "best_pos": 18 + }, + { + "label": "crack", + "best_rank": 0, + "best_depth": 85.4, + "reached_top1": true, + "best_pos": 10 + }, + { + "label": "length", + "best_rank": 0, + "best_depth": 68.3, + "reached_top1": true, + "best_pos": 40 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Tua", + "Dz", + "Brest", + "Eddy", + "Darm", + "Dar", + "DTS", + "Tann" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "d", + "l", + "or", + "al", + "t", + "ment", + "etc", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "etc", + "vs", + "he", + "or", + "and", + "ft", + "ay", + "il" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "vs", + "or", + "guy", + "its", + "and", + "of", + "than" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "etc", + "its", + "vs", + "guy", + "etc", + "of", + "is", + "and" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "name", + "lineage", + "mentioned", + "mention", + "mechanism", + "plot", + "route", + "entry" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "impediment", + "outcome", + "mechanism", + "requirement", + "path", + "result", + "route", + "guy" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "brotherhood", + "mechanism", + "superiority", + "Sulph", + "requirement", + "guy", + "weakness", + "supremacy" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "superiority", + "brutality", + "immunity", + "dominance", + "weakness", + "resistance", + "oppression", + "rigidity" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "brutality", + "weakness", + "dominance", + "mythology", + "weaknesses", + "instability", + "violence", + "hatred" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "weaknesses", + "mythology", + "instability", + "iconography", + "efficacy", + "morphology", + "ambiguity", + "inadequacy" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "morphology", + "metallurgical", + "histological", + "geological", + "spectroscopic", + "textural", + "interfacial", + "microstructure" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "metallurgical", + "fracture", + "fracturing", + "sculptural", + "interfacial", + "textural", + "fragmentation", + "tensile" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "fracture", + "hydrostatic", + "hydrodynamic", + "cavitation", + "fissure", + "tensile", + "geological" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "hydrostatic", + "geometrically", + "hydrodynamic", + "geometry", + "tetrahedral", + "fractal", + "metallurgical", + "cavitation" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "geometrically", + "tensile", + "geometry", + "geometric", + "geometri", + "hydrostatic", + "cavitation", + "cantilever" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "geometrically", + "diameter", + "deformation", + "tensile", + "geometry", + "symmetry", + "cavitation", + "geometrical" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "tensile", + "deformation", + "disintegration", + "disassembly", + "enlargement", + "fission", + "hydrostatic", + "fuselage" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "deformation", + "disassembly", + "disintegration", + "tensile", + "shrinkage", + "deterioration", + "fission", + "fracture" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "disintegration", + "deformation", + "deterioration", + "tensile", + "enlargement", + "disassembly", + "diameter", + "decay" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "deformation", + "shrinkage", + "shrinking", + "disintegration", + "deterioration", + "tensile", + "modification", + "compression" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "deformation", + "reduction", + "shrinking", + "disassembly", + "disintegration", + "decreasing", + "decomposition", + "decay" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "fracture", + "fragment", + "now", + "shrinking", + "fission", + "excised", + "fracturing", + "Fracture" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "because", + "both", + "due", + "combination", + "community", + "technological", + "foundational", + "transportation" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "simultaneously", + "because", + "rather", + "both", + "surrounding", + "due", + "each", + "related" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "simultaneously", + "surrounding", + "corresponding", + "rather", + "because", + "effectively", + "subsequent", + "directly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "rather", + "simultaneously", + "corresponding", + "approximately", + "directly", + "supposedly", + "sometime", + "correspondingly" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "percentage", + "geographical", + "territory", + "maximum", + "territorial", + "population", + "geographic", + "geographically" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "lengths", + "smallest", + "duration", + "spatial", + "length", + "size", + "population", + "percentage" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "duration", + "spatial", + "geographical", + "maximum", + "geographic", + "length", + "lifespan", + "circumference" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "thickness", + "circumference", + "length", + "duration", + "percentage", + "width", + "dimensions", + "diameter" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "ductility", + "thickness", + "tensile", + "fracture", + "circumference", + "microstructure", + "deflection", + "dimensionality" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "circumference", + "radius", + "tensile", + "dimensions", + "fracture", + "dimension", + "thickness", + "volume" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "fracture", + "radius", + "crack", + "circumference", + "width", + "length", + "thickness", + "size" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "crack", + "fracture", + "cracks", + "size", + "radius", + "ductility", + "cracking", + "toughness" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "crack", + "fracture", + "cracks", + "toughness", + "stress", + "cracking", + "ductility", + "length" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "crack", + "fracture", + "cracks", + "toughness", + "stress", + "length", + "size", + "ductility" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "crack", + "fracture", + "length", + "toughness", + "cracks", + "stress", + "Crack", + "Crack" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "crack", + "fracture", + "surface", + "toughness", + "area", + "stress", + "length", + "Crack" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "fracture", + "crack", + "area", + "characteristic", + "Fracture", + "length", + "surface", + "toughness" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "fracture", + "crack", + "characteristic", + "critical", + "surface", + "area", + "material", + "length" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "fracture", + "characteristic", + "crack", + "critical", + "material", + "surface", + "area", + "specimen" + ] + } + ], + "surprising": [ + { + "concept": "was", + "score": 6.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "stress" + }, + { + "concept": "theory", + "score": 5.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "fracture" + }, + { + "concept": "thickness", + "score": 4.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "the" + }, + { + "concept": "isotropic", + "score": 3.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "a" + }, + { + "concept": "effectiveness", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the" + }, + { + "concept": "tensile", + "score": 3.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the" + }, + { + "concept": "versus", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "strain" + }, + { + "concept": "significance", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "critical" + }, + { + "concept": "accordingly", + "score": 2.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "scales" + }, + { + "concept": "latter", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "The" + }, + { + "concept": "occurs", + "score": 2.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "stress" + }, + { + "concept": "duration", + "score": 2.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "the" + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it/fracture/fracture-griffith__grid.png", + "stream": "figures/gemma4-e4b-it/fracture/fracture-griffith__stream.png", + "trajectory": "figures/gemma4-e4b-it/fracture/fracture-griffith__trajectory.png", + "emergence": "figures/gemma4-e4b-it/fracture/fracture-griffith__emergence.png", + "heatmap": "figures/gemma4-e4b-it/fracture/fracture-griffith__heatmap.png" + } + }, + { + "slug": "fracture-fatigue", + "shape": "MULTIHOP", + "domain": "fracture", + "title": "Cyclic loading -> failure mode (multi-hop)", + "description": "Cyclic sub-yield loading. 'fatigue' should lead 'crack', with 'Paris'/'striations' as deeper-layer associates.", + "note": "The answer is 'fatigue'. Whether 'Paris' (the Paris crack-growth law) or 'striations' (the fractographic fingerprint) appear in deeper layers probes how much associated fracture knowledge the workspace pulls in beyond the one-word answer.", + "prompt_text": "A steel component is loaded repeatedly far below its yield stress for millions of cycles. Tiny cracks nucleate at the surface and grow a little on every cycle until the part suddenly breaks. This progressive mode of failure is called", + "prompt_tail": "lions of cycles. Tiny cracks nucleate at the surface and grow a little on every cycle until the part suddenly breaks. This progressive mode of failure is called", + "readout_at": -1, + "band": [ + 82.9, + 90.2 + ], + "discovered": false, + "tracked_dropped": [ + "striations" + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 0, + "best_depth": 85.4, + "reached_top1": true, + "best_pos": 12 + }, + { + "label": "crack", + "best_rank": 0, + "best_depth": 82.9, + "reached_top1": true, + "best_pos": 17 + }, + { + "label": "cyclic", + "best_rank": 1, + "best_depth": 90.2, + "reached_top1": false, + "best_pos": 12 + }, + { + "label": "Paris", + "best_rank": 172, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 43 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "everybody", + "Indians", + "Hindus", + "issimo", + "heed", + "Calcutta", + "الناس", + "forthwith" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "etc", + "or", + "c", + "l", + "a", + "t", + "o", + "about" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "everybody", + "about", + "or", + "illy", + "little", + "abouts", + "bye", + "etc" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "till", + "everybody", + "till", + "probably", + "anybody", + "etc", + "called", + "etc" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "called", + "etc", + "etc", + "about", + "anybody", + "everybody", + "till", + "a" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "everybody", + "anybody", + "called", + "funny", + "people", + "basically", + "because", + "called" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "everybody", + "anybody", + "people", + "because", + "called", + "somebody", + "Everybody", + "forever" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "everybody", + "anybody", + "because", + "anymore", + "forever", + "people", + "somebody", + "supaya" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "everybody", + "anybody", + "anymore", + "nowadays", + "famous", + "amazing", + "till", + "because" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "everybody", + "saying", + "famous", + "anybody", + "because", + "funny", + "nowadays", + "amazing" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "everybody", + "anybody", + "because", + "somebody", + "whereas", + "basically", + "Its", + "funny" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whereas", + "anybody", + "Hence", + "everybody", + "Everybody", + "Whereas", + "therefor", + "Nowadays" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "Hence", + "whereas", + "unto", + "Its", + "Hence", + "Socialism", + "Nowadays", + "mankind" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Hence", + "Nationalism", + "Lucifer", + "Socialism", + "homosexual", + "Hence", + "Its", + "Futuristic" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "Scientific", + "scientist", + "Nomenclature", + "Scientific", + "Scientist", + "叫做", + "Lucifer", + "Scient" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "nomenclature", + "scientific", + "Scientific", + "Nomenclature", + "Scientific", + "scientist", + "scientific", + "classification" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "nomenclature", + "Scientific", + "scientific", + "scientific", + "anatomical", + "Scientific", + "istilah", + "Nomenclature" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "classification", + "nomenclature", + "istilah", + "Nomenclature", + "Classification", + "scientific", + "Scientific", + "المصطلح" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "istilah", + "Classification", + "nomenclature", + "classification", + "叫做", + "Nomenclature", + "Classification", + "اسمه" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "istilah", + "叫做", + "noun", + "Scientific", + "Classification", + "Nomenclature", + "названием", + "pengertian" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "叫做", + "called", + "nickname", + "Named", + "hereby", + "name", + "Called", + "Famous" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "叫做", + "anybody", + "Name", + "name", + "Called", + "nickname", + "noun", + "NAME" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "called", + "called", + "叫做", + "Called", + "называется", + "because", + "Called", + "называют" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "because", + "what", + "why", + "BECAUSE", + "BOTH", + "WHAT", + "whether", + "and" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "BECAUSE", + "because", + "WHY", + "WHAT", + "XXXXXXXXXXXXXXXX", + "ــــــــ", + "THIS", + "XXX" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "XXXXXXXXXXXXXXXX", + "EXAMPLE", + "ــــــــ", + "때문이다", + "BECAUSE", + "ähm", + "something", + "XXXX" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "EXAMPLE", + "뭐라고", + "XXXXXXXXXXXXXXXX", + "sogenannte", + "something", + "BECAUSE", + "ذریع", + "ــــــــ" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "xxxxxxxx", + "XXXXXXXXXXXXXXXX", + "뭐라고", + "something", + "XXX", + "XXXXXXXX", + "blah", + "ــــــــ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "imperialism", + "XXX", + "catastrophe", + "harassment", + "xxxxxxxx", + "hysteria", + "piracy", + "뭐라고" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "something", + "อะไร", + "BECAUSE", + "뭐라고", + "XXX", + "harassment", + "FAILURE", + "WHY" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "deterioration", + "degradation", + "harassment", + "FAILURE", + "corrosion", + "something", + "อะไร", + "burnout" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "deterioration", + "fatigue", + "corrosion", + "degradation", + "FAILURE", + "fracture", + "creep", + "뭐라고" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "deterioration", + "fatigue", + "corrosion", + "degradation", + "creep", + "fracture", + "Fatigue", + "exhaustion" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "fatigue", + "creep", + "corrosion", + "deterioration", + "degradation", + "fracture", + "疲", + "exhaustion" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "疲", + "fatigue", + "exhaustion", + "уста", + "Fatigue", + "fatigued", + "wear", + "tiredness" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "fatigue", + "疲", + "Fatigue", + "fatig", + "exhaustion", + "уста", + "wear", + "Fat" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "fatigue", + "疲", + "Fatigue", + "wear", + "creep", + "уста", + "exhaustion", + "fatig" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "fatigue", + "疲", + "Fatigue", + "wear", + "Fat", + "уста", + "exhaustion", + "fatig" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "fatigue", + "Fatigue", + "疲", + "Fat", + "wear", + "fatig", + "fat", + "fat" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "fatigue", + "Fatigue", + "疲", + "fat", + "creep", + "Fat", + "fatig", + "fracture" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "fatigue", + "creep", + "fat", + "fracture", + "high", + "cyclic", + "failure", + "Fatigue" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "fatigue", + "high", + "High", + "creep", + "endurance", + "failure", + "cyclic", + "crack" + ] + } + ], + "surprising": [ + { + "concept": "axially", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "loaded" + }, + { + "concept": "unexpectedly", + "score": 4.0, + "best_rank": 2, + "best_depth": 87.8, + "near_token": "breaks" + }, + { + "concept": "undergoes", + "score": 3.0, + "best_rank": 1, + "best_depth": 90.2, + "near_token": "component" + }, + { + "concept": "surfaces", + "score": 2.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "at" + }, + { + "concept": "ciclo", + "score": 2.0, + "best_rank": 8, + "best_depth": 82.9, + "near_token": "of" + }, + { + "concept": "beautiful", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "A" + }, + { + "concept": "wear", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "for" + }, + { + "concept": "Comput", + "score": 1.0, + "best_rank": 1, + "best_depth": 85.4, + "near_token": "" + }, + { + "concept": "Despite", + "score": 1.0, + "best_rank": 1, + "best_depth": 85.4, + "near_token": "." + }, + { + "concept": "veces", + "score": 1.0, + "best_rank": 1, + "best_depth": 90.2, + "near_token": "A" + }, + { + "concept": "donc", + "score": 1.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "" + }, + { + "concept": "growth", + "score": 1.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "and" + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it/fracture/fracture-fatigue__grid.png", + "stream": "figures/gemma4-e4b-it/fracture/fracture-fatigue__stream.png", + "trajectory": "figures/gemma4-e4b-it/fracture/fracture-fatigue__trajectory.png", + "emergence": "figures/gemma4-e4b-it/fracture/fracture-fatigue__emergence.png", + "heatmap": "figures/gemma4-e4b-it/fracture/fracture-fatigue__heatmap.png" + } + }, + { + "slug": "fracture-toughness-chain", + "shape": "MULTIHOP", + "domain": "fracture", + "title": "Stress-intensity factor chain (multi-hop)", + "description": "Chain: geometry+load -> stress intensity K -> compare to K_Ic -> propagate. Track K / toughness / propagate in order.", + "note": "Multi-step like (4+17)*2+7: compute K, then compare to K_Ic, then conclude 'propagate'. The paper's claim is that these steps surface in the lens in computed order and at successively later layers.", + "prompt_text": "An engineer has a plate with an edge crack under tension. She first computes the stress intensity factor at the crack tip, then compares it against the material's fracture toughness. If the first exceeds the second, the crack will", + "prompt_tail": "mputes the stress intensity factor at the crack tip, then compares it against the material's fracture toughness. If the first exceeds the second, the crack will", + "readout_at": -1, + "band": [ + 75.6, + 100.0 + ], + "discovered": false, + "tracked_dropped": [], + "emergence": [ + { + "label": "stress", + "best_rank": 0, + "best_depth": 75.6, + "reached_top1": true, + "best_pos": 10 + }, + { + "label": "intensity", + "best_rank": 0, + "best_depth": 87.8, + "reached_top1": true, + "best_pos": 17 + }, + { + "label": "toughness", + "best_rank": 0, + "best_depth": 85.4, + "reached_top1": true, + "best_pos": 29 + }, + { + "label": "propagate", + "best_rank": 0, + "best_depth": 85.4, + "reached_top1": true, + "best_pos": 45 + }, + { + "label": "grow", + "best_rank": 0, + "best_depth": 80.5, + "reached_top1": true, + "best_pos": 45 + }, + { + "label": "unstable", + "best_rank": 5, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 45 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "programme", + "everybody", + "persons", + "people", + "colours", + "therefor", + "consequent", + "leness" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "etc", + "nt", + "in", + "ve", + "ar", + "nd", + "le" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "etc", + "gonna", + "t", + "y", + "l", + "ay", + "nt", + "ar" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "thats", + "gonna", + "nt", + "t", + "a", + "alot", + "l" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "or", + "etc", + "a", + "y", + "gonna", + "in", + "at", + "an" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "gonna", + "eted", + "iance", + "kids", + "iest", + "etc", + "forever", + "alot" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "guys", + "anybody", + "alot", + "guy", + "kids", + "kinda", + "thats" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "gonna", + "anybody", + "alot", + "everybody", + "guys", + "pretty", + "basically", + "anyways" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "gonna", + "alot", + "also", + "will", + "anyways", + "getting", + "to", + "eventually" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "gonna", + "also", + "will", + "to", + "getting", + "anyways", + "eventually", + "atleast" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "will", + "gonna", + "getting", + "aswell", + "to", + "sadly", + "eventually" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "gonna", + "will", + "someday", + "alot", + "anyways", + "to", + "forever", + "recieve" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "gonna", + "alot", + "will", + "anyways", + "someday", + "aswell", + "to", + "sway" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "gonna", + "anyways", + "will", + "aswell", + "alot", + "eventually", + "هيكون", + "collide" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "predicted", + "predicting", + "detonation", + "crash", + "predict", + "doom", + "prediction", + "rotation" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "predicted", + "predicting", + "prediction", + "predicted", + "predict", + "doom", + "Predicted", + "instability" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "predicted", + "predicting", + "predicted", + "Predicted", + "predicts", + "prediction", + "predict", + "instability" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "predicted", + "detonation", + "catastrophic", + "lethal", + "destruction", + "predicting", + "doom", + "destabil" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "predicted", + "predicting", + "detonation", + "destruction", + "triggering", + "prediction", + "predicted", + "predicts" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "predicted", + "predicting", + "prediction", + "predicts", + "Predicted", + "destruction", + "predicted", + "predict" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "predicted", + "predicts", + "will", + "predict", + "predicting", + "gonna", + "destruction", + "outcome" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "will", + "predicted", + "Will", + "predict", + "will", + "predicting", + "Will", + "predicts" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "will", + "will", + "Will", + "WILL", + "Will", + "akan", + "WILL", + "would" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "was", + "had", + "would", + "became", + "will", + "then", + "got", + "has" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "became", + "would", + "was", + "becomes", + "will", + "resulted", + "seemed", + "is" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "became", + "becomes", + "accordingly", + "become", + "subsequently", + "was", + "would", + "resulted" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "become", + "becomes", + "became", + "likely", + "becoming", + "subsequently", + "deemed", + "allegedly" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "become", + "becomes", + "became", + "eventually", + "likely", + "allegedly", + "subsequently", + "deteriorate" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "become", + "deteriorate", + "eventually", + "escalate", + "continue", + "intensify", + "become", + "explode" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "likely", + "probably", + "become", + "deteriorate", + "eventually", + "explode", + "provavelmente", + "continue" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "probably", + "become", + "likely", + "exacerbate", + "deteriorate", + "violate", + "worsen", + "explode" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "deteriorate", + "accelerate", + "likely", + "exacerbate", + "probably", + "undergo", + "worsen", + "become" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "exacerbate", + "worsen", + "deteriorate", + "propagate", + "accelerate", + "proceed", + "likely", + "destabil" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "propagate", + "grow", + "growth", + "propagates", + "crack", + "grows", + "propagation", + "成長" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "propagate", + "grow", + "propagation", + "propagates", + "crack", + "growth", + "grows", + "propagating" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "propagate", + "grow", + "crack", + "growth", + "propagation", + "propagating", + "propagates", + "grows" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "propagate", + "grow", + "crack", + "propagating", + "growth", + "propagates", + "propagation", + "fracture" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "propagate", + "grow", + "crack", + "propagates", + "propagation", + "propagating", + "initiate", + "fracture" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "propagate", + "grow", + "fracture", + "propagates", + "propagation", + "propagating", + "crack", + "propagated" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "propagate", + "grow", + "propagation", + "propagates", + "propagated", + "propagating", + "fracture", + "propag" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "propagate", + "grow", + "propagates", + "propagated", + "propagation", + "propagating", + "extend", + "initiate" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "propagate", + "grow", + "extend", + "likely", + "run", + "unstable", + "cause", + "lead" + ] + } + ], + "surprising": [ + { + "concept": "thickness", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "an" + }, + { + "concept": "develops", + "score": 5.0, + "best_rank": 1, + "best_depth": 92.7, + "near_token": "engineer" + }, + { + "concept": "shaped", + "score": 5.0, + "best_rank": 1, + "best_depth": 85.4, + "near_token": "plate" + }, + { + "concept": "sich", + "score": 4.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "An" + }, + { + "concept": "radius", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "intensity" + }, + { + "concept": "assumption", + "score": 2.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the" + }, + { + "concept": "examines", + "score": 2.0, + "best_rank": 2, + "best_depth": 75.6, + "near_token": "first" + }, + { + "concept": "rectangular", + "score": 2.0, + "best_rank": 2, + "best_depth": 78.0, + "near_token": "an" + }, + { + "concept": "donc", + "score": 2.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "" + }, + { + "concept": "question", + "score": 2.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "a" + }, + { + "concept": "understands", + "score": 2.0, + "best_rank": 3, + "best_depth": 75.6, + "near_token": "engineer" + }, + { + "concept": "collection", + "score": 2.0, + "best_rank": 3, + "best_depth": 87.8, + "near_token": "a" + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it/fracture/fracture-toughness-chain__grid.png", + "stream": "figures/gemma4-e4b-it/fracture/fracture-toughness-chain__stream.png", + "trajectory": "figures/gemma4-e4b-it/fracture/fracture-toughness-chain__trajectory.png", + "emergence": "figures/gemma4-e4b-it/fracture/fracture-toughness-chain__emergence.png", + "heatmap": "figures/gemma4-e4b-it/fracture/fracture-toughness-chain__heatmap.png" + } + }, + { + "slug": "fracture-brittle-assoc", + "shape": "ASSOCIATION", + "domain": "fracture", + "title": "Brittle fracture (association, unnamed)", + "description": "A vignette of glass shattering. Does 'brittle' / 'fracture' rise in the lens at the final token though never named?", + "note": "Association eval (paper: grief/Einstein/noir). The passage evokes brittle fracture without the words 'brittle' or 'fracture'; a workspace representation of the concept should be readable at the closing token.", + "prompt_text": "The technician tapped the cold pane once with the hammer. Without bending or warning it flew apart into a hundred glittering shards that skated across the floor, each edge sharp as the moment before.", + "prompt_tail": "e with the hammer. Without bending or warning it flew apart into a hundred glittering shards that skated across the floor, each edge sharp as the moment before.", + "readout_at": -1, + "band": [ + 41.5, + 85.4 + ], + "discovered": false, + "tracked_dropped": [], + "emergence": [ + { + "label": "brittle", + "best_rank": 1, + "best_depth": 43.9, + "reached_top1": false, + "best_pos": 28 + }, + { + "label": "fracture", + "best_rank": 25, + "best_depth": 39.0, + "reached_top1": false, + "best_pos": 18 + }, + { + "label": "glass", + "best_rank": 0, + "best_depth": 51.2, + "reached_top1": true, + "best_pos": 20 + }, + { + "label": "shatter", + "best_rank": 1, + "best_depth": 41.5, + "reached_top1": false, + "best_pos": 17 + }, + { + "label": "crack", + "best_rank": 3, + "best_depth": 85.4, + "reached_top1": false, + "best_pos": 16 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Although", + "which", + "Also", + "Also", + "however", + "Therefore", + "Although" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "t", + "nig", + "ie", + "wards", + "or", + "er", + "ar", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "ised", + "ie", + "nt", + "l", + "o", + "nd", + "ise" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "ised", + "i", + "l", + "colour", + "nt", + "d", + "r" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "l", + "little", + "wards", + "ought", + "whatever", + "colour", + "quite", + "hence" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thence", + "sure", + "alike", + "ought", + "little", + "coloured", + "minded", + "grim" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "thence", + "alike", + "unto", + "aye", + "colour", + "endeavour", + "coloured" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "Whilst", + "alike", + "sorta", + "kinda", + "quite", + "alot", + "wee" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whilst", + "Whilst", + "quite", + "Whilst", + "alike", + "realised", + "marvell", + "へと" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "whilst", + "alike", + "quite", + "Whilst", + "scarcely", + "afterwards", + "thence", + "marvell" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "utterly", + "alike", + "whilst", + "scarcely", + "barely", + "Whilst", + "gleaming", + "quite" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "gleaming", + "utterly", + "scarcely", + "glittering", + "brimming", + "doubtless", + "wrought" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "alike", + "swiftly", + "sharpened", + "sharp", + "sharpness", + "burgeoning", + "sharper", + "brimming" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "glittering", + "sharp", + "sharper", + "razor", + "sharpness", + "jagged", + "gleaming", + "へと" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "jagged", + "sharp", + "sharpness", + "glittering", + "swirling", + "sharpened", + "sharper", + "shatter" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "sharpness", + "fury", + "terrifying", + "jagged", + "sharp", + "razor", + "perilous", + "lethal" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "fury", + "terrifying", + "sharpness", + "unsettling", + "shattered", + "razor", + "violently", + "ruthless" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "terrifying", + "unsettling", + "defiant", + "trembling", + "haunting", + "nightmares", + "violently", + "uncanny" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "terrifying", + "unsettling", + "nightmares", + "frightening", + "uncanny", + "trembling", + "menacing", + "horrifying" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "terrifying", + "unsettling", + "uncanny", + "menacing", + "imbued", + "shimmering", + "nightmares", + "trembling" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "uncanny", + "terrifying", + "metaphor", + "nightmares", + "shimmering", + "metaphorical", + "menacing", + "metaphors" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "uncanny", + "metaphors", + "anew", + "alike", + "imbued", + "haunting", + "metaphorical", + "reborn" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "alike", + "nonetheless", + "echoing", + "teeming", + "exacting", + "punctuated", + "replicated", + "mirrored" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Which", + "Its", + "Their", + "Thus", + "While", + "Although", + "Both" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Also", + "This", + "Furthermore", + "Meanwhile", + "Its", + "Their", + "Consequently", + "Suddenly" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Meanwhile", + "Suddenly", + "Their", + "Furthermore", + "Although", + "Also", + "Its", + "Finally" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Meanwhile", + "Suddenly", + "Despite", + "Their", + "Afterwards", + "Then", + "Furthermore", + "Similarly" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Meanwhile", + "Their", + "Similarly", + "Suddenly", + "Then", + "They", + "Despite", + "Afterward" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "Their", + "Similarly", + "Although", + "Despite", + "They", + "Suddenly", + "Then" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Then", + "They", + "Their", + "Meanwhile", + "That", + "There", + "However", + "They" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "They", + "It", + "Their", + "Meanwhile", + "Then", + "Its", + "There", + "That" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "They", + "It", + "Then", + "Meanwhile", + "Their", + "Its", + "Consequently", + "There" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "They", + "It", + "Meanwhile", + "Then", + "The", + "Its", + "This", + "There" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "It", + "The", + "They", + "Meanwhile", + "Then", + "Its", + "Their", + "This" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "It", + "The", + "Meanwhile", + "Its", + "There", + "They", + "Then", + "Their" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "It", + "The", + "Its", + "They", + "His", + "Then", + "Their", + "Meanwhile" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "The", + "It", + "Then", + "They", + "Its", + "His", + "This", + "Their" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "The", + "It", + "Then", + "Its", + "Meanwhile", + "His", + "This", + "They" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "The", + "It", + "Its", + "Then", + "This", + "Their", + "They", + "Yet" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "The", + "It", + "Its", + "This", + "They", + "Their", + "Then", + "Yet" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "The", + "It", + "He", + "This", + "His", + "And", + "Its", + "There" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "It", + "He", + "A", + "His", + "This", + "They", + "Cold" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "pane" + }, + { + "concept": "startled", + "score": 10.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "flew" + }, + { + "concept": "shattered", + "score": 9.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "into" + }, + { + "concept": "demonstrating", + "score": 9.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "each" + }, + { + "concept": "shattering", + "score": 9.0, + "best_rank": 2, + "best_depth": 41.5, + "near_token": "the" + }, + { + "concept": "seemed", + "score": 8.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "that" + }, + { + "concept": "Suddenly", + "score": 8.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "." + }, + { + "concept": "shimmering", + "score": 7.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "the" + }, + { + "concept": "but", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "bending" + }, + { + "concept": "dozen", + "score": 6.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "hundred" + }, + { + "concept": "altering", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Without" + }, + { + "concept": "Then", + "score": 5.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "." + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it/fracture/fracture-brittle-assoc__grid.png", + "stream": "figures/gemma4-e4b-it/fracture/fracture-brittle-assoc__stream.png", + "trajectory": "figures/gemma4-e4b-it/fracture/fracture-brittle-assoc__trajectory.png", + "emergence": "figures/gemma4-e4b-it/fracture/fracture-brittle-assoc__emergence.png", + "heatmap": "figures/gemma4-e4b-it/fracture/fracture-brittle-assoc__heatmap.png" + } + }, + { + "slug": "fracture-ductile-assoc", + "shape": "ASSOCIATION", + "domain": "fracture", + "title": "Ductile failure (association, unnamed)", + "description": "A copper rod necking and drawing out. Contrast partner to the brittle vignette: expect 'ductile'/'plastic'/'neck'.", + "note": "The matched control for fracture-brittle-assoc. Comparing the two tests whether the lens cleanly separates the two canonical failure regimes from prose alone.", + "prompt_text": "As the load climbed the copper rod stopped springing back. It grew visibly thinner at one waist, stretching and drawing out like warm taffy, holding on far past the point anyone expected before it finally parted.", + "prompt_tail": " back. It grew visibly thinner at one waist, stretching and drawing out like warm taffy, holding on far past the point anyone expected before it finally parted.", + "readout_at": -1, + "band": [ + 36.6, + 100.0 + ], + "discovered": false, + "tracked_dropped": [ + "necking" + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 3, + "best_depth": 36.6, + "reached_top1": false, + "best_pos": 21 + }, + { + "label": "plastic", + "best_rank": 7, + "best_depth": 90.2, + "reached_top1": false, + "best_pos": 25 + }, + { + "label": "yield", + "best_rank": 4, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 33 + }, + { + "label": "deformation", + "best_rank": 2, + "best_depth": 51.2, + "reached_top1": false, + "best_pos": 28 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "It", + "Although", + "which", + "About", + "and", + "whereas", + "It" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "or", + "ar", + "o", + "n", + "a", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "al", + "le", + "o", + "r", + "i", + "lly" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "hence", + "colour", + "ised", + "l", + "coloured", + "r", + "d" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "still", + "quite", + "then", + "ably", + "whatever", + "sure", + "so", + "a" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "grim", + "stubbornly", + "plainly", + "tacked", + "alike", + "chiefly", + "gente", + "ably" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "alike", + "ént", + "ably", + "gente", + "chiefly", + "plainly", + "grim" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "utterly", + "shrouded", + "alike", + "strangely", + "gente", + "quite", + "grim", + "ghostly" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "shrouded", + "へと", + "brimming", + "nestled", + "glistening", + "utterly", + "shimmering", + "stillness" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "shrouded", + "へと", + "utterly", + "nestled", + "horrifying", + "glistening", + "stillness", + "amidst" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "thereafter", + "utterly", + "へと", + "nestled", + "scarcely", + "merely", + "quite" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "utterly", + "alike", + "quite", + "nestled", + "scarcely", + "へと", + "strangely", + "wretched" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "へと", + "utterly", + "nestled", + "mingled", + "alike", + "thence", + "whereupon", + "quite" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "へと", + "agonizing", + "utterly", + "finally", + "burgeoning", + "intermin", + "shrouded", + "whereupon" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "へと", + "agonizing", + "utterly", + "shattering", + "shudder", + "shatter", + "unmistakable", + "excruciating" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "agonizing", + "shattering", + "triumph", + "finally", + "shattered", + "shatter", + "climax", + "excruciating" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "shattering", + "shattered", + "rupture", + "agonizing", + "scarred", + "rupt", + "fracturing", + "shatter" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "shattering", + "rupture", + "agonizing", + "scarred", + "scarring", + "ruptured", + "rupt", + "heartbreaking" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "agonizing", + "shattering", + "scarred", + "climax", + "heartbreaking", + "scarring", + "wreckage", + "rupture" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "agonizing", + "scarred", + "shattering", + "fragility", + "scarring", + "foreshadow", + "dying", + "最终" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "最终", + "finally", + "climax", + "culmination", + "ultimately", + "final", + "triumph", + "النها" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "climax", + "eventually", + "finally", + "ultimately", + "Eventually", + "eventual", + "finally", + "Eventually" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ultimately", + "eventually", + "subsequently", + "later", + "finally", + "thereafter", + "afterward", + "eventual" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Finally", + "Ultimately", + "Eventually", + "Which", + "Then", + "This", + "Its", + "Afterwards" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Meanwhile", + "Later", + "Their", + "Finally", + "This", + "It", + "Then", + "Its" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Suddenly", + "Ultimately", + "Meanwhile", + "Eventually", + "Then", + "This", + "Finally", + "Furthermore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Afterwards", + "Meanwhile", + "Then", + "This", + "Subsequently", + "Furthermore", + "Ultimately", + "Eventually" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Meanwhile", + "Then", + "Afterwards", + "Afterward", + "Subsequently", + "Similarly", + "During", + "Finally" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "Then", + "Afterwards", + "Afterward", + "Once", + "During", + "Their", + "Another" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Meanwhile", + "This", + "Finally", + "Afterwards", + "There", + "It", + "Afterward", + "meanwhile" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Meanwhile", + "It", + "it", + "This", + "Its", + "Their", + "During", + "Then" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "This", + "Their", + "Afterwards", + "There", + "It", + "Afterward", + "meanwhile" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Meanwhile", + "Its", + "This", + "meanwhile", + "It", + "There", + "Its", + "That" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Meanwhile", + "Its", + "This", + "It", + "That", + "meanwhile", + "Then", + "Similarly" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Meanwhile", + "It", + "Its", + "This", + "That", + "Simultaneously", + "They", + "Then" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "It", + "Meanwhile", + "This", + "Its", + "The", + "That", + "Throughout", + "Simultaneously" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Meanwhile", + "This", + "It", + "Its", + "The", + "Throughout", + "That", + "They" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Meanwhile", + "This", + "It", + "Its", + "Throughout", + "The", + "That", + "Similarly" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "It", + "Meanwhile", + "Its", + "The", + "Throughout", + "That", + "Simultaneously" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "It", + "This", + "Throughout", + "The", + "Its", + "Meanwhile", + "Eventually", + "Along" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "It", + "This", + "The", + "Throughout", + "Its", + "Meanwhile", + "And", + "Eventually" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "It", + "This", + "A", + "Its", + "I", + "That", + "Throughout" + ] + } + ], + "surprising": [ + { + "concept": "rather", + "score": 17.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "holding" + }, + { + "concept": "because", + "score": 14.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "stopped" + }, + { + "concept": "gooey", + "score": 13.0, + "best_rank": 1, + "best_depth": 36.6, + "near_token": "taff" + }, + { + "concept": "Meanwhile", + "score": 13.0, + "best_rank": 2, + "best_depth": 78.0, + "near_token": "." + }, + { + "concept": "lengthening", + "score": 11.0, + "best_rank": 1, + "best_depth": 36.6, + "near_token": "out" + }, + { + "concept": "instead", + "score": 10.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "grew" + }, + { + "concept": "anymore", + "score": 9.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "stopped" + }, + { + "concept": "tensile", + "score": 8.0, + "best_rank": 1, + "best_depth": 36.6, + "near_token": "stretching" + }, + { + "concept": "grotesque", + "score": 8.0, + "best_rank": 1, + "best_depth": 36.6, + "near_token": "like" + }, + { + "concept": "stubbornly", + "score": 8.0, + "best_rank": 1, + "best_depth": 36.6, + "near_token": "before" + }, + { + "concept": "endurance", + "score": 7.0, + "best_rank": 1, + "best_depth": 36.6, + "near_token": "past" + }, + { + "concept": "surprise", + "score": 6.0, + "best_rank": 1, + "best_depth": 36.6, + "near_token": "expected" + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it/fracture/fracture-ductile-assoc__grid.png", + "stream": "figures/gemma4-e4b-it/fracture/fracture-ductile-assoc__stream.png", + "trajectory": "figures/gemma4-e4b-it/fracture/fracture-ductile-assoc__trajectory.png", + "emergence": "figures/gemma4-e4b-it/fracture/fracture-ductile-assoc__emergence.png", + "heatmap": "figures/gemma4-e4b-it/fracture/fracture-ductile-assoc__heatmap.png" + } + }, + { + "slug": "fracture-stress-recognition", + "shape": "RECOGNITION", + "domain": "fracture", + "title": "Stress state from a tensor (recognition)", + "description": "A raw Cauchy stress tensor with one large tensile eigenvalue. Does the lens read out 'tension'/'crack'/'mode'?", + "note": "Analogue of the paper reading 'protein' out of a raw sequence: here the model must parse a numeric tensor, recognise near-uniaxial tension, and (in fracture terms) associate it with Mode I opening.", + "prompt_text": "Consider the Cauchy stress tensor (MPa):\n[[420, 0, 0],\n [ 0, 15, 0],\n [ 0, 0, 10]]\nThe dominant loading state this represents is", + "prompt_tail": "Consider the Cauchy stress tensor (MPa):\n[[420, 0, 0],\n [ 0, 15, 0],\n [ 0, 0, 10]]\nThe dominant loading state this represents is", + "readout_at": -1, + "band": [ + 31.7, + 95.1 + ], + "discovered": false, + "tracked_dropped": [], + "emergence": [ + { + "label": "tension", + "best_rank": 10, + "best_depth": 82.9, + "reached_top1": false, + "best_pos": 46 + }, + { + "label": "tensile", + "best_rank": 0, + "best_depth": 39.0, + "reached_top1": true, + "best_pos": 13 + }, + { + "label": "uniaxial", + "best_rank": 1, + "best_depth": 31.7, + "reached_top1": false, + "best_pos": 32 + }, + { + "label": "crack", + "best_rank": 298, + "best_depth": 95.1, + "reached_top1": false, + "best_pos": 47 + }, + { + "label": "opening", + "best_rank": 197, + "best_depth": 92.7, + "reached_top1": false, + "best_pos": 42 + }, + { + "label": "mode", + "best_rank": 1, + "best_depth": 95.1, + "reached_top1": false, + "best_pos": 48 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "leness", + "therefore", + "probably", + "ness", + "whereas", + "therefore", + "able", + "hence" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "a", + "t", + "maybe", + "dont", + "and", + "or", + "nt", + "etc" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "i", + "al", + "and", + "ie", + "wards", + "or", + "il", + "nt" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "i", + "thats", + "or", + "and", + "dont", + "thats", + "etc", + "dont" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "ally", + "er", + "or", + "ely", + "ued", + "ment", + "ist" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thats", + "oing", + "er", + "al", + "ally", + "ating", + "ment", + "ation" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ally", + "thats", + "al", + "alot", + "wards", + "et", + "ation", + "ic" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "alot", + "utilising", + "whilst", + "thats", + "gonna", + "isation", + "kinda", + "utilisation" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "alot", + "being", + "thats", + "gonna", + "utilising", + "which", + "whereas", + "impacting" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "that", + "basically", + "getting", + "because", + "which", + "alot", + "gonna", + "being" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "occurring", + "that", + "whereby", + "whereas", + "result", + "therefore", + "being" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "occurring", + "utilizing", + "whereas", + "utilization", + "characterized", + "attainment", + "culmination", + "occurrence" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "characterized", + "dominance", + "culmination", + "centrality", + "utilizing", + "achieved", + "phenotype", + "socioeconomic" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "dominance", + "intense", + "intensity", + "centrality", + "dominant", + "characterized", + "criticality", + "epicenter" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "dominance", + "rotational", + "geopolitical", + "predominance", + "phenotype", + "significance", + "dominant", + "utilizing" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "dominance", + "prioritization", + "geopolitical", + "predominance", + "polarization", + "itarian", + "socioeconomic", + "prioritizing" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "dominance", + "predominance", + "dominant", + "centrality", + "dominating", + "classification", + "prioritization", + "indicative" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "dominance", + "predominance", + "classification", + "dominant", + "indicative", + "dominating", + "indicating", + "dominated" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "predominance", + "dominance", + "dominant", + "classification", + "dominating", + "classifying", + "predomin", + "predominant" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "classification", + "predominance", + "dominance", + "dominant", + "classifying", + "predomin", + "Classification", + "dominated" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "classification", + "dominated", + "dominance", + "predominance", + "dominant", + "predomin", + "classifying", + "predominant" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "classification", + "classifying", + "Classification", + "based", + "identification", + "Category", + "predomin", + "identifying" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "is", + "NOT", + "MOST", + "IS", + "PRIMARY", + "DUE", + "MAJOR", + "BASED" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "because", + "is", + "demonstrating", + "ㅋㅋㅋㅋㅋㅋㅋㅋ", + "what", + "approximately", + "primarily", + "NOT" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "because", + "suggests", + "due", + "demonstrates", + "represents", + "exemplifies", + "demonstrating", + "BECAUSE" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "suggests", + "indicates", + "represents", + "demonstrates", + "is", + "exemplifies", + "likely", + "described" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "다음과", + "primarily", + "demonstrated", + "exemplified", + "approximately", + "described", + "indicated", + "likely" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "다음과", + "primarily", + "approximately", + "described", + "indicated", + "characterized", + "demonstrated", + "exemplified" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "approximately", + "characterized", + "primarily", + "다음과", + "described", + "indicated", + "predominantly", + "referred" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "described", + "referred", + "characterized", + "characterised", + "indicated", + "likely", + "based", + "explained" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "characterized", + "referred", + "indicated", + "described", + "primarily", + "characterised", + "dominated", + "predominantly" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "characterized", + "primarily", + "dominated", + "characterised", + "indicated", + "described", + "predominantly", + "characterized" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "characterized", + "characterised", + "dominated", + "predominantly", + "primarily", + "indicated", + "described", + "determined" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "characterized", + "dominated", + "best", + "primarily", + "predominantly", + "characterised", + "governed", + "isotropic" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "characterized", + "compressive", + "shear", + "uniaxial", + "compression", + "isotropic", + "tensile", + "dominated" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "characterized", + "compressive", + "isotropic", + "uniaxial", + "dominated", + "shear", + "compression", + "governed" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "characterized", + "uniaxial", + "compressive", + "isotropic", + "shear", + "dominated", + "compression", + "axial" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "characterized", + "uniaxial", + "dominated", + "compressive", + "axial", + "primarily", + "isotropic", + "governed" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "characterized", + "uniaxial", + "primarily", + "compressive", + "dominated", + "predominantly", + "governed", + "axial" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "characterized", + "primarily", + "determined", + "uniaxial", + "governed", + "dominated", + "predominantly", + "compressive" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "characterized", + "pure", + "uniaxial", + "primarily", + "Pure", + "dominated", + "axial", + "determined" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "characterized", + "pure", + "a", + "primarily", + "uniaxial", + "typically", + "likely", + "Pure" + ] + } + ], + "surprising": [ + { + "concept": "hydrostatic", + "score": 56.0, + "best_rank": 1, + "best_depth": 31.7, + "near_token": "stress" + }, + { + "concept": "zero", + "score": 51.0, + "best_rank": 1, + "best_depth": 53.7, + "near_token": "0" + }, + { + "concept": "anisotropic", + "score": 31.0, + "best_rank": 1, + "best_depth": 31.7, + "near_token": "tensor" + }, + { + "concept": "was", + "score": 17.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "tensor" + }, + { + "concept": "dominance", + "score": 14.0, + "best_rank": 1, + "best_depth": 31.7, + "near_token": "is" + }, + { + "concept": "ebenfalls", + "score": 13.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "," + }, + { + "concept": "axial", + "score": 11.0, + "best_rank": 1, + "best_depth": 34.1, + "near_token": "0" + }, + { + "concept": "perpendicular", + "score": 11.0, + "best_rank": 1, + "best_depth": 34.1, + "near_token": "[" + }, + { + "concept": "because", + "score": 10.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "Consider" + }, + { + "concept": "mathematical", + "score": 9.0, + "best_rank": 1, + "best_depth": 31.7, + "near_token": "the" + }, + { + "concept": "average", + "score": 8.0, + "best_rank": 1, + "best_depth": 34.1, + "near_token": "2" + }, + { + "concept": "isotropy", + "score": 7.0, + "best_rank": 1, + "best_depth": 34.1, + "near_token": "1" + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it/fracture/fracture-stress-recognition__grid.png", + "stream": "figures/gemma4-e4b-it/fracture/fracture-stress-recognition__stream.png", + "trajectory": "figures/gemma4-e4b-it/fracture/fracture-stress-recognition__trajectory.png", + "emergence": "figures/gemma4-e4b-it/fracture/fracture-stress-recognition__emergence.png", + "heatmap": "figures/gemma4-e4b-it/fracture/fracture-stress-recognition__heatmap.png" + } + }, + { + "slug": "fracture-modulation", + "shape": "MODULATION", + "domain": "fracture", + "title": "Hold 'crack-tip plasticity' while copying (modulation)", + "description": "Copy an unrelated sentence while concentrating on crack-tip plasticity. Does the concept surface over the carrier response?", + "note": "Directed-modulation protocol. Success = 'crack'/'plastic'/'zone' appear in the lens across the carrier sentence, whose surface text is about a notebook -- evidence the workspace holds an instructed concept independent of output.", + "prompt_text": "<|turn>user\nWrite \"The lab notebook lay open on the bench.\" Concentrate on crack-tip plasticity while you write the sentence. Don't write anything else.\n<|turn>model\nThe lab notebook lay open on the bench.", + "prompt_tail": "bench.\" Concentrate on crack-tip plasticity while you write the sentence. Don't write anything else.\n<|turn>model\nThe lab notebook lay open on the bench.", + "readout_at": -1, + "band": [ + 17.1, + 53.7 + ], + "discovered": false, + "tracked_dropped": [], + "emergence": [ + { + "label": "crack", + "best_rank": 0, + "best_depth": 53.7, + "reached_top1": true, + "best_pos": 18 + }, + { + "label": "plastic", + "best_rank": 2, + "best_depth": 53.7, + "reached_top1": false, + "best_pos": 21 + }, + { + "label": "plasticity", + "best_rank": 0, + "best_depth": 53.7, + "reached_top1": true, + "best_pos": 21 + }, + { + "label": "tip", + "best_rank": 2, + "best_depth": 53.7, + "reached_top1": false, + "best_pos": 20 + }, + { + "label": "yield", + "best_rank": 40, + "best_depth": 90.2, + "reached_top1": false, + "best_pos": 29 + }, + { + "label": "zone", + "best_rank": 11, + "best_depth": 17.1, + "reached_top1": false, + "best_pos": 37 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "however", + "people", + "Indians", + "Lots", + "whereas", + "tons", + "friends", + "lots" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "i", + "t", + "a", + "nt", + "or", + "wards", + "etc" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "got", + "maybe", + "got", + "wards", + "es", + "er", + "ie", + "ish" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "maybe", + "l", + "o", + "r", + "t", + "probably", + "ish", + "ried" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "probably", + "etc", + "maybe", + "basically", + "to", + "etc", + "wards" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "according", + "and", + "soon", + "however", + "to", + "probably", + "therefor" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "however", + "therefore", + "everybody", + "and", + "soon", + "anybody", + "whereas", + "because" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "however", + "thats", + "anymore", + "furthermore", + "anyways", + "because", + "alot", + "whilst" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "because", + "Also", + "and", + "The", + "which", + "And", + "also" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "Also", + "however", + "also", + "and", + "which", + "although", + "when" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "the", + "because", + "which", + "although", + "therefore", + "there" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "and", + "which", + "the", + "Furthermore", + "although", + "when" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "furthermore", + "the", + "which", + "when", + "although", + "Mrs" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "and", + "furthermore", + "the", + "moreover", + "natomiast", + "şi", + "Furthermore" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "uttered", + "however", + "countless", + "uttering", + "whispered", + "stillness", + "motionless", + "the" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "uttered", + "Mrs", + "billowing", + "uttering", + "steadfast", + "whispered", + "motionless" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "uttered", + "startling", + "Mrs", + "uttering", + "whispered", + "grammat", + "startled", + "however" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "evocative", + "描写", + "subtly", + "whispered", + "silently", + "stillness", + "pondering", + "retelling" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "描写", + "describing", + "retelling", + "evocative", + "imagining", + "whispered", + "subtly", + "weaving" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "subtly", + "whispered", + "evocative", + "woven", + "silently", + "nestled", + "glistening" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "characterised", + "subtly", + "whispered", + "emphasised", + "endeavour", + "realisation", + "realised" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "nonetheless", + "reflecting", + "however", + "notwithstanding", + "nevertheless", + "allusion", + "thoughtfully", + "figurative" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "meticulously", + "though", + "echoing", + "conspicuously", + "nonetheless", + "demonstrating", + "burgeoning", + "navigating" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "showcasing", + "demonstrating", + "Though", + "While", + "尽管", + "although", + "Despite", + "meticulously" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Its", + "Perhaps", + "While", + "Despite", + "Perhaps", + "Though", + "Its", + "This" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Its", + "Despite", + "While", + "Perhaps", + "Though", + "Instead", + "Although", + "Its" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Despite", + "While", + "Although", + "Its", + "Though", + "Despite", + "Meanwhile", + "Instead" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Its", + "Despite", + "While", + "Suddenly", + "Though", + "Instead", + "despite", + "Although" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Its", + "Its", + "Though", + "Despite", + "Despite", + "Their", + "Though", + "Suddenly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Its", + "Its", + "Though", + "Beneath", + "Despite", + "Their", + "Within", + "Meanwhile" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "Its", + "Their", + "Beneath", + "Despite", + "Although", + "Though", + "Meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Its", + "Their", + "Beneath", + "Within", + "Despite", + "Meanwhile", + "Though" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Within", + "Beneath", + "Their", + "its", + "Despite", + "Though" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "its", + "Beneath", + "Within", + "The", + "beneath", + "cracks" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Its", + "Beneath", + "Its", + "Within", + "cracks", + "Images", + "Fracture", + "its" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Its", + "Within", + "Its", + "Beneath", + "cracks", + "Through", + "The", + "Their" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Its", + "Its", + "cracks", + "Beneath", + "Within", + "The", + "its", + "Despite" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Its", + "Its", + "Along", + "cracks", + "Through", + "The", + "Beneath", + "crack" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Its", + "cracks", + "The", + "Its", + "Within", + "Along", + "crack", + "Through" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Its", + "Within", + "The", + "Along", + "Like", + "Fract", + "cracks", + "Around" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Its", + "The", + "Within", + "Along", + "Around", + "At", + "Through", + "Each" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "Its", + "A", + "Crack", + "Cr", + "Fract", + "Fracture", + "Micro" + ] + } + ], + "surprising": [ + { + "concept": "metallurgical", + "score": 28.0, + "best_rank": 1, + "best_depth": 26.8, + "near_token": "tip" + }, + { + "concept": "whatsoever", + "score": 16.0, + "best_rank": 1, + "best_depth": 29.3, + "near_token": "." + }, + { + "concept": "scrib", + "score": 15.0, + "best_rank": 1, + "best_depth": 29.3, + "near_token": "notebook" + }, + { + "concept": "pages", + "score": 14.0, + "best_rank": 1, + "best_depth": 31.7, + "near_token": "open" + }, + { + "concept": "focus", + "score": 12.0, + "best_rank": 1, + "best_depth": 31.7, + "near_token": "Don" + }, + { + "concept": "however", + "score": 12.0, + "best_rank": 2, + "best_depth": 26.8, + "near_token": "." + }, + { + "concept": "weird", + "score": 10.0, + "best_rank": 1, + "best_depth": 36.6, + "near_token": "t" + }, + { + "concept": "documenting", + "score": 10.0, + "best_rank": 1, + "best_depth": 36.6, + "near_token": "notebook" + }, + { + "concept": "thats", + "score": 9.0, + "best_rank": 1, + "best_depth": 17.1, + "near_token": "sentence" + }, + { + "concept": "kids", + "score": 9.0, + "best_rank": 1, + "best_depth": 17.1, + "near_token": "the" + }, + { + "concept": "guys", + "score": 9.0, + "best_rank": 1, + "best_depth": 19.5, + "near_token": "write" + }, + { + "concept": "anyway", + "score": 9.0, + "best_rank": 1, + "best_depth": 19.5, + "near_token": "else" + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it/fracture/fracture-modulation__grid.png", + "stream": "figures/gemma4-e4b-it/fracture/fracture-modulation__stream.png", + "trajectory": "figures/gemma4-e4b-it/fracture/fracture-modulation__trajectory.png", + "emergence": "figures/gemma4-e4b-it/fracture/fracture-modulation__emergence.png", + "heatmap": "figures/gemma4-e4b-it/fracture/fracture-modulation__heatmap.png" + } + }, + { + "slug": "fracture-report-swap", + "shape": "REPORT_SWAP", + "domain": "fracture", + "title": "Think of a failure mode -> swap (verbal report)", + "description": "'Think of a failure mode. Answer in one word.' Swap the chosen mode's lens vector for a sibling and check the report changes.", + "note": "Verbal-report swap (paper: Soccer->Rugby). The siblings are all single-word failure modes; swapping the chosen word's J-lens coordinate for a sibling's should flip the one-word answer.", + "prompt_text": "<|turn>user\nThink of a metal failure mode. Answer in one word.\n<|turn>model\n", + "prompt_tail": "<|turn>user\nThink of a metal failure mode. Answer in one word.\n<|turn>model\n", + "readout_at": -1, + "band": [ + 78.0, + 95.1 + ], + "discovered": false, + "tracked_dropped": [], + "emergence": [ + { + "label": "fatigue", + "best_rank": 0, + "best_depth": 85.4, + "reached_top1": true, + "best_pos": 21 + }, + { + "label": "creep", + "best_rank": 12, + "best_depth": 95.1, + "reached_top1": false, + "best_pos": 21 + }, + { + "label": "corrosion", + "best_rank": 0, + "best_depth": 78.0, + "reached_top1": true, + "best_pos": 21 + }, + { + "label": "fracture", + "best_rank": 1, + "best_depth": 80.5, + "reached_top1": false, + "best_pos": 21 + }, + { + "label": "buckling", + "best_rank": 23, + "best_depth": 78.0, + "reached_top1": false, + "best_pos": 21 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "는", + "³", + "nbsp", + "라는", + "으로", + "Ｔ" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "a", + "d", + "r", + "l", + "i", + "or", + "o", + "it" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "al", + "ty", + "emic", + "ment", + "er", + "her", + "etal" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "or", + "she", + "lli", + "1", + "pple", + "nbsp", + "ou" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ish", + "ive", + "et", + "in", + "her", + "maybe", + "ally", + "elle" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "herself", + "she", + "elle", + "her", + "udos", + "ça", + "she" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "herself", + "she", + "elle", + "ally", + "her", + "she", + "ements" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "she", + "her", + "she", + "herself", + "elle", + "She", + "Elle", + "นะคะ" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "her", + "she", + "herself", + "นะคะ", + "veggies", + "kids", + "Yeah", + "그녀" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Ferdinand", + "Unfortunately", + "calmness", + "Almighty", + "So", + "So", + "Would", + "her" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "atleast", + "mmmm", + "thats", + "Unfortunately", + "upto", + "The", + "fortun" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "kinda", + "hmm", + "alot", + "thats", + "wouldn", + "mmmm", + "crazy", + "wouldnt" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thats", + "alot", + "mmmm", + "kinda", + "wouldnt", + "maybe", + "Whats", + "amazing" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "death", + "Death", + "thats", + "Whis", + "hmm", + "alot", + "wouldnt", + "whisper" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "Zombie", + "UNKNOWN", + "Fuck", + "ERROR", + "Whis", + "Joke", + "YES", + "Chaos" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Zombie", + "Fuck", + "Chaos", + "Survival", + "Soup", + "Void", + "fuck", + "Jaw" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "FAKE", + "Zombie", + "joke", + "Jaw", + "cryptic", + "ambiguity", + "Silence", + "Chaos" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "adrenaline", + "brevity", + "cryptic", + "ANSWER", + "adrenal", + "fleeting", + "Answer", + "Silence" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "brevity", + "ANSWER", + "Answer", + "adrenaline", + "Chaos", + "fleeting", + "succinctly", + "monos" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "brevity", + "ANSWER", + "Chaos", + "Answer", + "Cyber", + "Answer", + "Chaos", + "Nuclear" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Chaos", + "Cyber", + "adrenaline", + "Entropy", + "ENERGY", + "Panic", + "Chaos", + "ENERGY" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Stainless", + "pneum", + "Industrial", + "Biome", + "Cyber", + "Panic", + "能源", + "rotor" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Somos", + "Optimize", + "Sulf", + "Convergence", + "Optimization", + "Optimizer", + "Minimize", + "Jump" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Chaos", + "chaos", + "destruction", + "Dys", + "Fract", + "Entropy", + "Diversity", + "entropy" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Often", + "Due", + "due", + "Requires", + "Its", + "Potential", + "Recent", + "Lack" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Wrong", + "Often", + "Failed", + "Lack", + "Failure", + "Due", + "might", + "destruction" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Failed", + "Failure", + "Wrong", + "Violation", + "Lack", + "Corruption", + "Unexpected", + "Loss" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "corruption", + "erosion", + "Failure", + "Failed", + "Loss", + "destruction", + "failure", + "Corruption" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "erosion", + "collapse", + "corruption", + "destruction", + "Loss", + "Collapse", + "crash", + "failure" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Erosion", + "deterioro", + "deterioration", + "Collapse", + "Oxidation", + "Fragmentation", + "Decline", + "Corrosion" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Corrosion", + "Erosion", + "deterioration", + "deterioro", + "corrosion", + "Oxidation", + "劣化", + "Collapse" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Corrosion", + "corrosion", + "Fracture", + "deterioration", + "Fatigue", + "Oxidation", + "Erosion", + "劣化" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "corrosion", + "Corrosion", + "Fracture", + "deterioration", + "fracture", + "rusting", + "Oxidation", + "破損" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "corrosion", + "fracture", + "Corrosion", + "裂", + "Fracture", + "cracking", + "cracks", + "deterioration" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "fracturing", + "fractures", + "fracture", + "cracking", + "fatigue", + "crack", + "corrosion", + "cracks" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "cracking", + "fracture", + "fatigue", + "crack", + "Fatigue", + "fractures", + "Corrosion", + "brittle" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "corrosion", + "fatigue", + "fracture", + "cracking", + "brittle", + "fractures", + "Corrosion", + "Fatigue" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "fatigue", + "fracture", + "Fracture", + "Fatigue", + "corrosion", + "crack", + "cracking", + "Fract" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "fatigue", + "Fatigue", + "fracture", + "corrosion", + "cracking", + "Fracture", + "疲", + "Fat" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "fatigue", + "Fatigue", + "fracture", + "Fracture", + "Fat", + "corrosion", + "Fract", + "Corrosion" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Fat", + "Fract", + "Cre", + "Fatigue", + "fatigue", + "Cor", + "Cr", + "Fracture" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Fat", + "Fract", + "Cre", + "Cor", + "Cr", + "Br", + "Stress", + "Crack" + ] + } + ], + "surprising": [ + { + "concept": "Comput", + "score": 4.0, + "best_rank": 1, + "best_depth": 85.4, + "near_token": "" + }, + { + "concept": "corrosion", + "score": 4.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "" + }, + { + "concept": "Either", + "score": 4.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "" + }, + { + "concept": "fatigue", + "score": 4.0, + "best_rank": 1, + "best_depth": 90.2, + "near_token": "" + }, + { + "concept": "donc", + "score": 4.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "" + }, + { + "concept": "Example", + "score": 4.0, + "best_rank": 3, + "best_depth": 85.4, + "near_token": "." + }, + { + "concept": "questions", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "Answer" + }, + { + "concept": "words", + "score": 3.0, + "best_rank": 2, + "best_depth": 80.5, + "near_token": "in" + }, + { + "concept": "Regardless", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "" + }, + { + "concept": "hypothetical", + "score": 2.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "a" + }, + { + "concept": "terms", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "in" + }, + { + "concept": "imagination", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "user" + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it/fracture/fracture-report-swap__grid.png", + "stream": "figures/gemma4-e4b-it/fracture/fracture-report-swap__stream.png", + "trajectory": "figures/gemma4-e4b-it/fracture/fracture-report-swap__trajectory.png", + "emergence": "figures/gemma4-e4b-it/fracture/fracture-report-swap__emergence.png", + "heatmap": "figures/gemma4-e4b-it/fracture/fracture-report-swap__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a metal failure mode. Answer in one word.\n<|turn>model\n", + "source": "fatigue", + "target": "creep", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35 + ], + "clean_top": [ + [ + "Fat", + 0.5984655022621155 + ], + [ + "Fract", + 0.1942932903766632 + ], + [ + "Cre", + 0.1942932903766632 + ], + [ + "Cor", + 0.006648351438343525 + ], + [ + "Cr", + 0.0031404586043208838 + ], + [ + "Br", + 0.002158403629437089 + ], + [ + "Stress", + 0.00048160491860471666 + ], + [ + "Crack", + 0.0003310019092168659 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.5322595834732056 + ], + [ + "Cre", + 0.284898042678833 + ], + [ + "Fract", + 0.13457629084587097 + ], + [ + "Cor", + 0.03855675831437111 + ], + [ + "Cr", + 0.005912870168685913 + ], + [ + "Br", + 0.0024648511316627264 + ], + [ + "Stress", + 0.0007061915821395814 + ], + [ + "Crack", + 0.0004283268644940108 + ] + ], + "source_rank_clean": 24, + "source_rank_swapped": 34, + "target_rank_clean": 459, + "target_rank_swapped": 522 + } + }, + { + "slug": "protein-helix-multihop", + "shape": "MULTIHOP", + "domain": "protein", + "title": "Backbone H-bonds -> secondary structure (multi-hop)", + "description": "i to i+4 backbone hydrogen bonding. Track 'hydrogen'/'backbone' before 'helix'.", + "note": "Two-hop: i,i+4 H-bond pattern -> alpha helix. 'hydrogen'/'bond'/'backbone' are the unspoken intermediates before the answer 'helix'.", + "prompt_text": "In a folded protein, when the backbone carbonyl oxygen of one residue accepts a hydrogen bond from the amide of the residue four positions later, and this repeats down the chain, the local fold that results is the alpha", + "prompt_tail": "ne residue accepts a hydrogen bond from the amide of the residue four positions later, and this repeats down the chain, the local fold that results is the alpha", + "readout_at": -1, + "band": [ + 36.6, + 85.4 + ], + "discovered": false, + "tracked_dropped": [], + "emergence": [ + { + "label": "hydrogen", + "best_rank": 0, + "best_depth": 78.0, + "reached_top1": true, + "best_pos": 14 + }, + { + "label": "bond", + "best_rank": 0, + "best_depth": 85.4, + "reached_top1": true, + "best_pos": 16 + }, + { + "label": "backbone", + "best_rank": 0, + "best_depth": 53.7, + "reached_top1": true, + "best_pos": 8 + }, + { + "label": "helix", + "best_rank": 0, + "best_depth": 36.6, + "reached_top1": true, + "best_pos": 8 + }, + { + "label": "spiral", + "best_rank": 1, + "best_depth": 80.5, + "reached_top1": false, + "best_pos": 42 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "greek", + "oque", + "aa", + "AA", + "AE", + "kta", + "degree", + "ea" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "i", + "dont", + "a", + "than", + "or", + "etc", + "maybe" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "el", + "or", + "o", + "l", + "il", + "ion", + "ound", + "ae" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "dont", + "or", + "al", + "el", + "ether", + "than", + "of", + "ther" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "or", + "of", + "etc", + "thru", + "a", + "el", + "than", + "dont" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ether", + "ae", + "eric", + "asian", + "ensis", + "ther", + "ean", + "greek" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "greek", + "ther", + "eric", + "o", + "ae", + "ic", + "ether", + "asian" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "greek", + "ether", + "ther", + "asian", + "ensis", + "nea", + "latin", + "european" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "greek", + "european", + "ether", + "sphere", + "asian", + "ther", + "eric", + "andinavian" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "greek", + "of", + "ologic", + "ther", + "eric", + "or", + "sphere", + "american" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "greek", + "ther", + "ologic", + "um", + "of", + "or", + "o", + "eric" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "greek", + "ologic", + "omega", + "ther", + "omer", + "aeus", + "ensis", + "biologic" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "greek", + "linic", + "omer", + "ther", + "ologic", + "erap", + "eric", + "omorph" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "linic", + "helix", + "greek", + "omorph", + "protein", + "hedron", + "helix", + "morphology" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "helix", + "morphology", + "helix", + "linic", + "helical", + "hypertrophy", + "cortical", + "axial" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "helix", + "morphology", + "helical", + "hypertrophy", + "axial", + "helix", + "pendicular", + "vertical" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "helix", + "helical", + "hypertrophy", + "pendicular", + "vertical", + "vertical", + "morphology", + "mitosis" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "helix", + "helical", + "hypertrophy", + "centrifugal", + "pendicular", + "mitosis", + "uniaxial", + "vertical" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "helix", + "helical", + "hypertrophy", + "uniaxial", + "centrifugal", + "pendicular", + "horizontal", + "mitosis" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "helix", + "uniaxial", + "centrifugal", + "pendicular", + "helical", + "hypertrophy", + "각형", + "morphogenesis" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "helix", + "centrifugal", + "bohyd", + "pendicular", + "각형", + "stator", + "uniaxial", + "greek" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "alpha", + "alpha", + "theta", + "greek", + "sigma", + "omega", + "Alpha", + "gamma" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Alpha", + "alpha", + "alpha", + "Alpha", + "alfa", + "ALPHA", + "알파", + "ALPHA" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "because", + "ذریع", + "buster", + "catcher", + "hole", + "house", + "iest", + "mation" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "because", + "because", + "see", + "XXXXXXXXXXXXXXXX", + "ldots", + "which", + "XXXX", + "this" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "because", + "see", + "때문이다", + "because", + "XXXXXXXXXXXXXXXX", + "type", + "hole", + "rather" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "because", + "XXXXXXXXXXXXXXXX", + "때문이다", + "archetype", + "chứ", + "because", + "approximately", + "rather" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "archetype", + "quadrant", + "masterpiece", + "squadron", + "sphere", + "phenomenon", + "zone", + "corridor" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "buster", + "hole", + "cyclic", + "masterpiece", + "bach", + "sphere", + "itudinal", + "archetype" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "archetype", + "hairstyle", + "hierarchy", + "subsystem", + "capacitor", + "airplane", + "phenomenon", + "parabola" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "helix", + "bilayer", + "plexus", + "polypeptide", + "subunit", + "diffraction", + "phenotype", + "ribosome" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "polypeptide", + "helix", + "subunit", + "protein", + "phenotype", + "lipoprotein", + "plexus", + "polysaccharide" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "helix", + "polypeptide", + "subunit", + "protein", + "amino", + "carboxyl", + "carbonyl", + "helical" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "helix", + "spiral", + "螺旋", + "helical", + "helix", + "helic", + "coil", + "Helix" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "helix", + "coil", + "helical", + "螺旋", + "spiral", + "helic", + "helix", + "Helix" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "helix", + "helical", + "helic", + "Helix", + "helix", + "spiral", + "coil", + "螺旋" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "helix", + "helical", + "helix", + "helic", + "Helix", + "spiral", + "Helix", + "螺旋" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "helix", + "helical", + "helic", + "helix", + "Helix", + "Helix", + "coil", + "spiral" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "helix", + "helic", + "helical", + "Helix", + "helix", + "Helix", + "screw", + "coil" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "helix", + "helix", + "helical", + "Helix", + "Helix", + "helic", + "sheet", + "spiral" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "helix", + "helical", + "helic", + "Helix", + "helix", + "hel", + "screw", + "Helix" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "helix", + "helical", + "helic", + "screw", + "alpha", + "structure", + "helix", + "Helix" + ] + } + ], + "surprising": [ + { + "concept": "was", + "score": 24.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "oxygen" + }, + { + "concept": "because", + "score": 21.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "bond" + }, + { + "concept": "longitudinally", + "score": 17.0, + "best_rank": 1, + "best_depth": 36.6, + "near_token": "positions" + }, + { + "concept": "intramolecular", + "score": 16.0, + "best_rank": 1, + "best_depth": 36.6, + "near_token": "a" + }, + { + "concept": "throughout", + "score": 15.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "down" + }, + { + "concept": "nearby", + "score": 14.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "from" + }, + { + "concept": "microstructure", + "score": 13.0, + "best_rank": 1, + "best_depth": 36.6, + "near_token": "local" + }, + { + "concept": "becomes", + "score": 12.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "carbonyl" + }, + { + "concept": "represents", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "local" + }, + { + "concept": "biochem", + "score": 9.0, + "best_rank": 1, + "best_depth": 36.6, + "near_token": "residue" + }, + { + "concept": "individuals", + "score": 9.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "when" + }, + { + "concept": "vertebrae", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "backbone" + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it/protein/protein-helix-multihop__grid.png", + "stream": "figures/gemma4-e4b-it/protein/protein-helix-multihop__stream.png", + "trajectory": "figures/gemma4-e4b-it/protein/protein-helix-multihop__trajectory.png", + "emergence": "figures/gemma4-e4b-it/protein/protein-helix-multihop__emergence.png", + "heatmap": "figures/gemma4-e4b-it/protein/protein-helix-multihop__heatmap.png" + } + }, + { + "slug": "protein-gfp-recognition", + "shape": "RECOGNITION", + "domain": "protein", + "title": "GFP sequence -> function (recognition)", + "description": "The paper's own example, ported: a GFP N-terminal fragment. Watch 'protein'/'fluor'/'green' appear a few residues in.", + "note": "Direct port of the paper's Figure 3 protein example (GFP). Their lens reads 'protein' ~5 residues in, then 'fluor' and 'green'. Reproducing this on Gemma is the cleanest cross-model check that the fitted lens is behaving.", + "prompt_text": "What is this? MSKGEELFTGVVPILVELDGDVNGHKFSVSGEGEGDATYGKLTLKFICTTGKLPVPWPTL", + "prompt_tail": "What is this? MSKGEELFTGVVPILVELDGDVNGHKFSVSGEGEGDATYGKLTLKFICTTGKLPVPWPTL", + "readout_at": -1, + "band": [ + 39.0, + 78.0 + ], + "discovered": false, + "tracked_dropped": [], + "emergence": [ + { + "label": "protein", + "best_rank": 0, + "best_depth": 39.0, + "reached_top1": true, + "best_pos": 12 + }, + { + "label": "fluor", + "best_rank": 943, + "best_depth": 41.5, + "reached_top1": false, + "best_pos": 14 + }, + { + "label": "green", + "best_rank": 272, + "best_depth": 41.5, + "reached_top1": false, + "best_pos": 9 + }, + { + "label": "GFP", + "best_rank": 100, + "best_depth": 78.0, + "reached_top1": false, + "best_pos": 20 + }, + { + "label": "sequence", + "best_rank": 3, + "best_depth": 46.3, + "reached_top1": false, + "best_pos": 32 + }, + { + "label": "amino", + "best_rank": 0, + "best_depth": 78.0, + "reached_top1": true, + "best_pos": 12 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "LI", + "LC", + "Л", + "IL", + "LK", + "LB", + "LS", + "Лі" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "d", + "t", + "i", + "a", + "guy", + "etc", + "abt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "guys", + "guy", + "LOT", + "PL", + "LT", + "kids", + "TL", + "LPS" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "LOT", + "PT", + "TL", + "PL", + "LOT", + "TL", + "PCT", + "etc" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "etc", + "etc", + "PL", + "LOT", + "LOT", + "TL", + "PAT", + "approx" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "PL", + "LOT", + "TL", + "L", + "LOT", + "LT", + "TL", + "LI" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "L", + "t", + "upto", + "l", + "thru", + "TL", + "L", + "hence" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "TL", + "TL", + "L", + "PL", + "t", + "L", + "LOT", + "LT" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "upto", + "TL", + "TL", + "gonna", + "thru", + "LOT", + "TO", + "guy" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "LOT", + "thru", + "etc", + "TL", + "LT", + "gonna", + "guys", + "TL" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "etc", + "thru", + "LOT", + "gonna", + "TL", + "TL", + "kinda", + "LOT" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "etc", + "thru", + "etc", + "kinda", + "gonna", + "hence", + "jor", + "cious" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thru", + "etc", + "kinda", + "alot", + "etc", + "hence", + "gonna", + "approx" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "etc", + "kinda", + "jor", + "guy", + "dunno", + "thru", + "gonna", + "etc" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "chars", + "amin", + "guy", + "TL", + "asi", + "etc", + "cean", + "hence" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "gic", + "agin", + "LOT", + "TMP", + "ught", + "sea", + "jor", + "abetic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "gic", + "hidrat", + "TL", + "LF", + "abetic", + "pian", + "gawa", + "LOT" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "enderita", + "medicinal", + "mediterr", + "obat", + "nutrit", + "gic", + "meandering", + "anch" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "medicinal", + "enderita", + "mediterr", + "nutrit", + "Mediterranean", + "anch", + "SANT", + "sufrimiento" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "gut", + "medicinal", + "anch", + "enderita", + "gic", + "abetic", + "Dard", + "Mediterranean" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "TL", + "LT", + "TL", + "LIF", + "PL", + "cano", + "Lt", + "SL" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "TL", + "LT", + "TL", + "LT", + "LF", + "LP", + "PL", + "RL" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "TL", + "l", + "tl", + "L", + "lx", + "dl", + "MTL", + "lL" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "and", + "but", + "ways", + "out", + "which", + "parts", + "gro", + "both" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "but", + "But", + "also", + "etc", + "then", + "and", + "like", + "both" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "also", + "but", + "then", + "Also", + "including", + "Then", + "both", + "similar" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "instead", + "but", + "Then", + "then", + "while", + "Instead", + "never", + "然后再" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "instead", + "never", + "always", + "another", + "shown", + "directly", + "without", + "like" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "bras", + "gone", + "rap", + "back", + "ended", + "any", + "ending", + "hors" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "GGG", + "IGHT", + "OG", + "ANY", + "BSP", + "OCC", + "QV", + "MMM" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "PAV", + "PIP", + "IGHT", + "PAP", + "DEPEND", + "POA", + "TOW", + "PEP" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "PAV", + "QV", + "PAK", + "PIP", + "PEP", + "MAP", + "AAP", + "IPV" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "PAV", + "PIP", + "WY", + "QV", + "MAP", + "amino", + "QP", + "PEP" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "TW", + "QV", + "QP", + "YW", + "PV", + "PV", + "PIP", + "IGHT" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "QV", + "PV", + "PV", + "QP", + "PP", + "PW", + "PIP", + "QV" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "QV", + "PV", + "PP", + "PV", + "PP", + "PW", + "CPP", + "WT" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "RP", + "PP", + "PW", + "CPP", + "RL", + "IK", + "QV", + "DD" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "DD", + "PP", + "RP", + "PD", + "TT", + "SD", + "PT", + "TD" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "DD", + "PD", + "RP", + "KK", + "CPP", + "RL", + "SD", + "PD" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "KS", + "PP", + "VE", + "GS", + "PD", + "SD", + "VK", + "KK" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "VE", + "KS", + "VP", + "VD", + "GS", + "PT", + "VK", + "VT" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "VE", + "VK", + "PT", + "PG", + "PP", + "PD", + "VP", + "KS" + ] + } + ], + "surprising": [ + { + "concept": "WHICH", + "score": 31.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "IL" + }, + { + "concept": "Also", + "score": 9.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "What" + }, + { + "concept": "DER", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "GD" + }, + { + "concept": "peptide", + "score": 7.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "IL" + }, + { + "concept": "etc", + "score": 7.0, + "best_rank": 4, + "best_depth": 61.0, + "near_token": "is" + }, + { + "concept": "Also", + "score": 6.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "What" + }, + { + "concept": "SEL", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "VEL" + }, + { + "concept": "mentioned", + "score": 6.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "is" + }, + { + "concept": "bioinformatics", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "K" + }, + { + "concept": "PAV", + "score": 5.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "L" + }, + { + "concept": "which", + "score": 5.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "GE" + }, + { + "concept": "seems", + "score": 5.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "K" + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it/protein/protein-gfp-recognition__grid.png", + "stream": "figures/gemma4-e4b-it/protein/protein-gfp-recognition__stream.png", + "trajectory": "figures/gemma4-e4b-it/protein/protein-gfp-recognition__trajectory.png", + "emergence": "figures/gemma4-e4b-it/protein/protein-gfp-recognition__emergence.png", + "heatmap": "figures/gemma4-e4b-it/protein/protein-gfp-recognition__heatmap.png" + } + }, + { + "slug": "protein-collagen-recognition", + "shape": "RECOGNITION", + "domain": "protein", + "title": "Gly-X-Y repeat -> collagen (recognition)", + "description": "A (Gly-Pro-Hyp)_n-like repeat. Does the lens surface 'collagen'/'triple'/'helix' from the motif alone?", + "note": "Gly-X-Y (often Gly-Pro-Hyp) is the collagen signature. Whether the lens jumps from generic 'protein' to specific 'collagen' probes how much structured biochemical knowledge sits in the workspace.", + "prompt_text": "What is this? GPPGPKGDPGPQGPRGPAGPPGPAGPQGPKGDPGPQGPRGPAGPP", + "prompt_tail": "What is this? GPPGPKGDPGPQGPRGPAGPPGPAGPQGPKGDPGPQGPRGPAGPP", + "readout_at": -1, + "band": [ + 40.0, + 88.0 + ], + "discovered": false, + "tracked_dropped": [ + "fibril" + ], + "emergence": [ + { + "label": "collagen", + "best_rank": 533, + "best_depth": 82.9, + "reached_top1": false, + "best_pos": 2 + }, + { + "label": "triple", + "best_rank": 11061, + "best_depth": 41.5, + "reached_top1": false, + "best_pos": 16 + }, + { + "label": "helix", + "best_rank": 267, + "best_depth": 41.5, + "reached_top1": false, + "best_pos": 13 + }, + { + "label": "glycine", + "best_rank": 171, + "best_depth": 41.5, + "reached_top1": false, + "best_pos": 16 + }, + { + "label": "proline", + "best_rank": 1730, + "best_depth": 41.5, + "reached_top1": false, + "best_pos": 23 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "PP", + "PB", + "PP", + "PG", + "PF", + "GP", + "PPP", + "Pp" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "nt", + "dont", + "n", + "g", + "o", + "sic", + "l", + "d" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "sic", + "etc", + "nt", + "o", + "oretically", + "g", + "ng", + "ne" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "sic", + "tow", + "thats", + "whats", + "PP", + "g", + "ll" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "etc", + "sic", + "thats", + "or", + "lly", + "PP", + "lots", + "PF" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thats", + "sic", + "o", + "PP", + "etc", + "cious", + "lle", + "ially" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thats", + "sic", + "o", + "al", + "thru", + "nt", + "ative", + "ity" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thats", + "occured", + "thru", + "o", + "sic", + "eed", + "PP", + "dont" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "sic", + "thats", + "etc", + "o", + "PP", + "of", + "hhh", + "t" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "sic", + "etc", + "mselves", + "o", + "ll", + "nt", + "ish", + "to" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "etc", + "lots", + "sic", + "etc", + "o", + "mselves", + "nt", + "ll" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "etc", + "ish", + "sic", + "cations", + "like", + "nt", + "lots", + "hoc" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "etc", + "hoc", + "nt", + "ish", + "aceous", + "ctu", + "maybe", + "sic" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "hoc", + "etc", + "and", + "ish", + "huge", + "o", + "hence", + "lol" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "ish", + "hoc", + "sic", + "etc", + "lol", + "mf", + "lots", + "ctu" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "nucle", + "acks", + "CCCC", + "hoc", + "igram", + "ish", + "ctu", + "sequences" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "cles", + "nucle", + "cored", + "layers", + "acks", + "mia", + "crud", + "npy" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "nuclei", + "obacteria", + "disorganized", + "nucle", + "trib", + "ird", + "npy", + "exager" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "البنات", + "disorganized", + "nuclei", + "QUADS", + "BAB", + "obacteria", + "LAH", + "PV" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "etc", + "PP", + "cP", + "PB", + "ansh", + "ahaha", + "PV", + "BP" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "PP", + "BP", + "PP", + "PH", + "PAP", + "PPPP", + "FP", + "PB" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "PP", + "pp", + "PPP", + "PPPP", + "BP", + "PP", + "CPP", + "PPS" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "PP", + "PP", + "pp", + "PPP", + "TPP", + "CPP", + "PPS", + "pps" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "tons", + "etc", + "age", + "cs", + "onde", + "illa", + "ding", + "ces" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "etc", + "Again", + "but", + "like", + "Again", + "Also", + "again", + "tion" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Again", + "etc", + "Again", + "again", + "Also", + "but", + "also", + "Another" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Again", + "again", + "Again", + "Another", + "whereas", + "etc", + "Also", + "but" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Again", + "again", + "Again", + "Another", + "also", + "tons", + "Also", + "like" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Again", + "Again", + "again", + "uts", + "eless", + "ory", + "oles", + "bras" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "ㅠㅠ", + "OY", + "GGG", + "ZS", + "ERN", + "YY", + "GY", + "YT" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "OGO", + "ERN", + "OGRAM", + "ㅠㅠ", + "OY", + "BTS", + "ERTY", + "COG" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "BP", + "OGRAM", + "OGO", + "CAG", + "OCKS", + "COG", + "GY", + "OY" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "BP", + "GP", + "IG", + "CP", + "QP", + "OCKS", + "GG", + "GD" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "IG", + "GG", + "GD", + "GC", + "GP", + "BP", + "GH", + "GY" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "IG", + "AG", + "GP", + "GG", + "GL", + "GPIO", + "Γ", + "GT" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "GP", + "GP", + "IG", + "AG", + "QP", + "GT", + "gp", + "GPIO" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "GP", + "GP", + "IG", + "GF", + "AG", + "BP", + "PG", + "GG" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "GP", + "GP", + "BP", + "QP", + "CP", + "IG", + "TP", + "MP" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "GP", + "AG", + "GP", + "IG", + "BP", + "AP", + "QP", + "AG" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "GP", + "GP", + "AG", + "QP", + "BP", + "AP", + "IG", + "CP" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "GP", + "G", + "GP", + "QP", + "BP", + "AP", + "GC", + "GPA" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "GP", + "G", + "GPT", + "GPA", + "GRP", + "GV", + "GAP", + "GQ" + ] + } + ], + "surprising": [ + { + "concept": "Again", + "score": 37.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "GP" + }, + { + "concept": "CAG", + "score": 15.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "GP" + }, + { + "concept": "OGO", + "score": 14.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "G" + }, + { + "concept": "Also", + "score": 13.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "What" + }, + { + "concept": "COG", + "score": 13.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "GP" + }, + { + "concept": "GGG", + "score": 6.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "G" + }, + { + "concept": "etc", + "score": 6.0, + "best_rank": 5, + "best_depth": 58.5, + "near_token": "is" + }, + { + "concept": "tribal", + "score": 5.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "AG" + }, + { + "concept": "mentioned", + "score": 5.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "is" + }, + { + "concept": "photos", + "score": 4.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "this" + }, + { + "concept": "Again", + "score": 4.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "G" + }, + { + "concept": "seems", + "score": 4.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "PP" + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it/protein/protein-collagen-recognition__grid.png", + "stream": "figures/gemma4-e4b-it/protein/protein-collagen-recognition__stream.png", + "trajectory": "figures/gemma4-e4b-it/protein/protein-collagen-recognition__trajectory.png", + "emergence": "figures/gemma4-e4b-it/protein/protein-collagen-recognition__emergence.png", + "heatmap": "figures/gemma4-e4b-it/protein/protein-collagen-recognition__heatmap.png" + } + }, + { + "slug": "protein-transmembrane-recognition", + "shape": "RECOGNITION", + "domain": "protein", + "title": "Hydrophobic stretch -> transmembrane (recognition)", + "description": "A ~20-residue hydrophobic run. Expect 'membrane'/'hydrophobic'/'transmembrane'/'helix'.", + "note": "A flanked poly-(L/I/V/A/G/F) stretch is the transmembrane-helix signature. Recognising it requires reading residue *chemistry*, not just 'this is a sequence'.", + "prompt_text": "What is this? KKPNGFILVGGVLLLGAAIIGGVMLFAYVVKKPN", + "prompt_tail": "What is this? KKPNGFILVGGVLLLGAAIIGGVMLFAYVVKKPN", + "readout_at": -1, + "band": [ + 40.0, + 88.0 + ], + "discovered": false, + "tracked_dropped": [], + "emergence": [ + { + "label": "membrane", + "best_rank": 880, + "best_depth": 41.5, + "reached_top1": false, + "best_pos": 12 + }, + { + "label": "hydrophobic", + "best_rank": 454, + "best_depth": 43.9, + "reached_top1": false, + "best_pos": 12 + }, + { + "label": "transmembrane", + "best_rank": 180, + "best_depth": 41.5, + "reached_top1": false, + "best_pos": 12 + }, + { + "label": "helix", + "best_rank": 73, + "best_depth": 41.5, + "reached_top1": false, + "best_pos": 12 + }, + { + "label": "lipid", + "best_rank": 7, + "best_depth": 41.5, + "reached_top1": false, + "best_pos": 21 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "PB", + "PN", + "PR", + "PT", + "PN", + "PX", + "PF", + "PG" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "dont", + "nt", + "etc", + "yg", + "n", + "r", + "o", + "i" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "nt", + "o", + "l", + "q", + "n", + "t", + "ng", + "g" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "dont", + "nt", + "o", + "P", + "pn", + "etc", + "english", + "vp" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "o", + "etc", + "nt", + "P", + "n", + "dont", + "l", + "y" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "nt", + "o", + "PN", + "ni", + "lle", + "l", + "n", + "P" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "o", + "nt", + "n", + "lle", + "el", + "l", + "r", + "y" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "o", + "nt", + "P", + "el", + "l", + "t", + "n", + "lle" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "o", + "nt", + "l", + "el", + "lle", + "nig", + "n", + "t" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "o", + "nig", + "PT", + "MP", + "nt", + "NP", + "l", + "PN" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "o", + "l", + "etc", + "n", + "nig", + "nt", + "or", + "t" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "o", + "etc", + "nt", + "nig", + "kinda", + "jor", + "dont", + "l" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "o", + "nig", + "nt", + "etc", + "jor", + "dont", + "n", + "rn" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "o", + "nig", + "ethi", + "etc", + "jor", + "nt", + "amin", + "n" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "ethi", + "o", + "nig", + "jor", + "lig", + "amin", + "NP", + "etc" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "ethi", + "o", + "nig", + "amin", + "jor", + "NP", + "rn", + "oru" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "ethi", + "grp", + "o", + "nig", + "oxid", + "lig", + "nucle", + "amin" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "jor", + "nig", + "grp", + "ethi", + "african", + "lig", + "oxid", + "peptid" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "VN", + "PCT", + "grp", + "PN", + "PAN", + "PT", + "Pt", + "NAM" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "PN", + "grp", + "VN", + "PB", + "cP", + "olon", + "PY", + "PN" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "PN", + "PP", + "PY", + "PB", + "Pt", + "PW", + "PTH", + "cP" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "PN", + "PI", + "PO", + "PT", + "CN", + "AP", + "PS", + "TP" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "PN", + "PN", + "pn", + "KN", + "kN", + "kn", + "KP", + "pN" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "with", + "and", + "but", + "which", + "ch", + "an", + "if", + "pl" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "also", + "but", + "But", + "and", + "was", + "etc", + "Also", + "unless" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "also", + "but", + "Also", + "while", + "unless", + "instead", + "like", + "But" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "but", + "instead", + "while", + "without", + "whereas", + "But", + "unless", + "rather" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "but", + "instead", + "another", + "only", + "also", + "which", + "without", + "unless" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "again", + "except", + "gone", + "unless", + "rap", + "back", + "though", + "Again" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "AGAIN", + "WHICH", + "AME", + "ITY", + "OY", + "HOW", + "CHN", + "NOW" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "YY", + "BACH", + "YL", + "AGA", + "CTS", + "ERE", + "WY", + "ERTY" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "CAG", + "YY", + "PAK", + "BACH", + "OCKS", + "WY", + "CCN", + "GGG" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "YY", + "KT", + "WY", + "PAK", + "KK", + "QQ", + "NN", + "QP" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "YY", + "YL", + "KT", + "YW", + "QQ", + "NN", + "WY", + "VV" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "YL", + "KT", + "YY", + "NN", + "QQ", + "vv", + "YW", + "GL" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "YL", + "QQ", + "NN", + "QL", + "QT", + "QV", + "QP", + "Q" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "QQ", + "YL", + "NN", + "Q", + "QL", + "DK", + "YY", + "GL" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "NN", + "QQ", + "KK", + "GL", + "Q", + "QL", + "DK", + "CV" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "NN", + "LY", + "YL", + "KK", + "YY", + "IG", + "RL", + "FA" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "IG", + "LY", + "AG", + "FA", + "YL", + "KS", + "Q", + "AY" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "GV", + "GL", + "V", + "GA", + "VL", + "IL", + "IV", + "AG" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "V", + "L", + "Y", + "VV", + "K", + "Q", + "LL", + "VG" + ] + } + ], + "surprising": [ + { + "concept": "Also", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "K" + }, + { + "concept": "etc", + "score": 7.0, + "best_rank": 5, + "best_depth": 58.5, + "near_token": "is" + }, + { + "concept": "seems", + "score": 7.0, + "best_rank": 9, + "best_depth": 63.4, + "near_token": "KP" + }, + { + "concept": "cryptic", + "score": 6.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "V" + }, + { + "concept": "FILE", + "score": 6.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "FIL" + }, + { + "concept": "WHICH", + "score": 6.0, + "best_rank": 3, + "best_depth": 73.2, + "near_token": "GG" + }, + { + "concept": "Also", + "score": 5.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "What" + }, + { + "concept": "mentioned", + "score": 5.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "is" + }, + { + "concept": "and", + "score": 5.0, + "best_rank": 5, + "best_depth": 56.1, + "near_token": "NG" + }, + { + "concept": "photos", + "score": 4.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "this" + }, + { + "concept": "BUT", + "score": 4.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "FIL" + }, + { + "concept": "CAG", + "score": 4.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "IG" + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it/protein/protein-transmembrane-recognition__grid.png", + "stream": "figures/gemma4-e4b-it/protein/protein-transmembrane-recognition__stream.png", + "trajectory": "figures/gemma4-e4b-it/protein/protein-transmembrane-recognition__trajectory.png", + "emergence": "figures/gemma4-e4b-it/protein/protein-transmembrane-recognition__emergence.png", + "heatmap": "figures/gemma4-e4b-it/protein/protein-transmembrane-recognition__heatmap.png" + } + }, + { + "slug": "protein-amyloid-assoc", + "shape": "ASSOCIATION", + "domain": "protein", + "title": "Amyloid aggregation (association, unnamed)", + "description": "A vignette of misfolding and fibril formation. Does 'amyloid'/'aggregate'/'fibril' rise without being named?", + "note": "Association eval. The passage describes cross-beta amyloid formation (misfolding -> stacked beta strands -> fibrils/plaques) without the diagnostic words; a workspace concept of 'amyloid' should be readable at the close.", + "prompt_text": "Under the microscope the soluble molecules had abandoned their folds. They had stacked edge to edge into long stiff ribbons that clumped into tangled plaques, each strand locked into its neighbour in a rigid pleated sheet.", + "prompt_tail": " folds. They had stacked edge to edge into long stiff ribbons that clumped into tangled plaques, each strand locked into its neighbour in a rigid pleated sheet.", + "readout_at": -1, + "band": [ + 36.6, + 53.7 + ], + "discovered": false, + "tracked_dropped": [ + "fibril", + "misfold" + ], + "emergence": [ + { + "label": "amyloid", + "best_rank": 4, + "best_depth": 36.6, + "reached_top1": false, + "best_pos": 27 + }, + { + "label": "aggregate", + "best_rank": 33, + "best_depth": 48.8, + "reached_top1": false, + "best_pos": 25 + }, + { + "label": "beta", + "best_rank": 406, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 18 + }, + { + "label": "plaque", + "best_rank": 0, + "best_depth": 53.7, + "reached_top1": true, + "best_pos": 27 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Although", + "Although", + "About", + "which", + "and", + "This", + "It" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "or", + "al", + "etc", + "t", + "than", + "wards" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "le", + "ie", + "i", + "o", + "al", + "nt", + "lly" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "r", + "l", + "etc", + "wards", + "ar", + "al", + "le", + "il" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "coloured", + "centre", + "colour", + "centred", + "colour", + "ised", + "colours", + "realised" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "coloured", + "colours", + "colour", + "thence", + "centre", + "ised", + "metres", + "organised" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "coloured", + "centre", + "ised", + "colour", + "mould", + "realised", + "organised", + "colours" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "colours", + "whilst", + "organised", + "fibres", + "labour", + "behaviour", + "neighbour", + "defence" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whilst", + "Whilst", + "utilising", + "organised", + "utilised", + "realised", + "realising", + "recognised" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Whilst", + "whilst", + "which", + "thence", + "utilised", + "whereby", + "although", + "afterwards" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "whilst", + "Whilst", + "meagre", + "hitherto", + "utterly", + "wrought", + "whence" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thence", + "alike", + "whilst", + "wrought", + "utterly", + "whence", + "wretched", + "thereto" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "whilst", + "utterly", + "thence", + "alike", + "unto", + "wretched", + "Whilst", + "moulded" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "fibres", + "rigid", + "moulded", + "wrought", + "utterly", + "whilst", + "alike", + "burgeoning" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "rigid", + "fibres", + "rigidity", + "crystalline", + "rigidly", + "fiss", + "microscopic", + "interlocking" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "rigid", + "crystalline", + "fibres", + "rigidity", + "lignin", + "структур", + "interlocking", + "fiss" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "rigid", + "rigidity", + "crystalline", + "структур", + "structural", + "structural", + "carapace", + "morphology" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "morphology", + "anatomical", + "rigidity", + "структур", + "構造", + "rigid", + "fibrosis", + "interlocking" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "formation", + "morphology", + "forming", + "rigidity", + "構造", + "anatomical", + "formations", + "interlocking" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "formation", + "formations", + "rigidity", + "interlocking", + "morphology", + "forming", + "structures", + "構造" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "formations", + "formed", + "formation", + "Formation", + "forming", + "morphology", + "interlocking", + "Structure" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "formations", + "forming", + "formed", + "formation", + "structures", + "structure", + "geometry", + "formant" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "a", + "formant", + "crammed", + "devoured", + "fashioned", + "all", + "devoid", + "charmed" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Which", + "These", + "This", + "which", + "Their", + "Each", + "Its", + "Although" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Its", + "Their", + "Although", + "Though", + "These", + "Suddenly", + "It" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Ultimately", + "This", + "There", + "They", + "Each", + "Although", + "While", + "Then" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Although", + "Despite", + "Ultimately", + "Furthermore", + "However", + "Suddenly", + "Eventually" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "Suddenly", + "These", + "They", + "Their", + "this", + "Ultimately", + "Meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "They", + "This", + "Meanwhile", + "Suddenly", + "These", + "Their", + "these", + "There" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "They", + "This", + "The", + "Each", + "these", + "Thus", + "There" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "They", + "This", + "These", + "Their", + "Thus", + "these", + "They", + "Like" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "They", + "This", + "These", + "they", + "these", + "this", + "Their", + "thus" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "They", + "Their", + "they", + "They", + "their", + "this", + "these", + "These" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "they", + "They", + "These", + "This", + "these", + "this", + "Their", + "their" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "they", + "Their", + "They", + "These", + "This", + "this", + "these", + "Like" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Their", + "These", + "This", + "They", + "they", + "The", + "They", + "Like" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "They", + "Their", + "This", + "they", + "These", + "this", + "Like", + "The" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "These", + "They", + "Their", + "this", + "The", + "Like", + "Suddenly" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "They", + "The", + "These", + "Like", + "Their", + "this", + "Suddenly" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "The", + "These", + "They", + "Like", + "Their", + "It", + "Suddenly" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "The", + "These", + "Like", + "They", + "It", + "Their", + "this" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "It", + "They", + "In", + "Like", + "A" + ] + } + ], + "surprising": [ + { + "concept": "clumps", + "score": 17.0, + "best_rank": 1, + "best_depth": 36.6, + "near_token": "into" + }, + { + "concept": "interlocking", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "into" + }, + { + "concept": "rigidity", + "score": 8.0, + "best_rank": 1, + "best_depth": 36.6, + "near_token": "rigid" + }, + { + "concept": "scientists", + "score": 7.0, + "best_rank": 1, + "best_depth": 36.6, + "near_token": "the" + }, + { + "concept": "formations", + "score": 7.0, + "best_rank": 1, + "best_depth": 36.6, + "near_token": "into" + }, + { + "concept": "horizontal", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "edge" + }, + { + "concept": "exodus", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "abandoned" + }, + { + "concept": "anatomy", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "folds" + }, + { + "concept": "biochemical", + "score": 5.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "their" + }, + { + "concept": "molecular", + "score": 5.0, + "best_rank": 1, + "best_depth": 36.6, + "near_token": "a" + }, + { + "concept": "teeming", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "They" + }, + { + "concept": "chemists", + "score": 4.0, + "best_rank": 1, + "best_depth": 36.6, + "near_token": "They" + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it/protein/protein-amyloid-assoc__grid.png", + "stream": "figures/gemma4-e4b-it/protein/protein-amyloid-assoc__stream.png", + "trajectory": "figures/gemma4-e4b-it/protein/protein-amyloid-assoc__trajectory.png", + "emergence": "figures/gemma4-e4b-it/protein/protein-amyloid-assoc__emergence.png", + "heatmap": "figures/gemma4-e4b-it/protein/protein-amyloid-assoc__heatmap.png" + } + }, + { + "slug": "protein-fold-multihop", + "shape": "MULTIHOP", + "domain": "protein", + "title": "Hydrophobic collapse -> tertiary fold (multi-hop)", + "description": "Chain: sequence -> hydrophobic core -> native fold. Track 'hydrophobic'/'core'/'fold' in order.", + "note": "Anfinsen-style hydrophobic-collapse chain: the intermediates 'hydrophobic' and 'core' should precede the answer 'fold'/'structure' across layers.", + "prompt_text": "A denatured protein is returned to water. Its nonpolar side chains are driven out of contact with solvent and pack together in the interior, and this burial of hydrophobic residues is the main force that drives the chain back to its native", + "prompt_tail": "ut of contact with solvent and pack together in the interior, and this burial of hydrophobic residues is the main force that drives the chain back to its native", + "readout_at": -1, + "band": [ + 46.3, + 100.0 + ], + "discovered": false, + "tracked_dropped": [], + "emergence": [ + { + "label": "hydrophobic", + "best_rank": 0, + "best_depth": 46.3, + "reached_top1": true, + "best_pos": 11 + }, + { + "label": "core", + "best_rank": 1, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 26 + }, + { + "label": "collapse", + "best_rank": 6, + "best_depth": 97.6, + "reached_top1": false, + "best_pos": 41 + }, + { + "label": "fold", + "best_rank": 0, + "best_depth": 82.9, + "reached_top1": true, + "best_pos": 45 + }, + { + "label": "structure", + "best_rank": 0, + "best_depth": 82.9, + "reached_top1": true, + "best_pos": 10 + }, + { + "label": "native", + "best_rank": 0, + "best_depth": 97.6, + "reached_top1": true, + "best_pos": 45 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ño", + "idae", + "omatous", + "あるいは", + "ifiée", + "constru", + "albeit", + "cognizant" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "inal", + "or", + "al", + "ar", + "i", + "o", + "a", + "via" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "clave", + "inal", + "requisite", + "ē", + "circa", + "via", + "or", + "cule" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "respective", + "wherein", + "via", + "upon", + "ether", + "or", + "hence", + "circa" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "via", + "vs", + "or", + "circa", + "upon", + "sphere", + "thru", + "preference" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "lander", + "flora", + "리티", + "flora", + "terroir", + "progenitor", + "citizenry", + "settler" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "familial", + "ograft", + "progenitor", + "리티", + "gevity", + "riad", + "ivist", + "milieu" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "citizenry", + "populace", + "coinage", + "familial", + "foundational", + "perpetuity", + "flora", + "physician" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "citizenry", + "populace", + "flora", + "extant", + "familial", + "epoch", + "physiology", + "terrestrial" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "flora", + "epoch", + "citizenry", + "spirit", + "milieu", + "splendor", + "abode", + "populace" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "flora", + "splendor", + "spirit", + "coinage", + "familial", + "citizenry", + "terrestrial", + "physician" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "physiology", + "flora", + "physician", + "botanical", + "splendor", + "organism", + "fauna", + "biological" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "physiology", + "botanical", + "physiological", + "biological", + "flora", + "anthropological", + "physician", + "biology" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "morphology", + "physiology", + "pharmacological", + "physiological", + "phenotype", + "biochemical", + "phylogeny", + "biochemistry" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "biochemistry", + "biochemical", + "physiology", + "biochem", + "molecular", + "physiological", + "organism", + "phenotype" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "morphology", + "physiological", + "biochemical", + "biochem", + "physiology", + "biochemistry", + "phylogeny", + "organism" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "biochem", + "physiological", + "morphology", + "biochemistry", + "physiology", + "biochemical", + "phenotype", + "phylogenetic" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "physiological", + "biochem", + "morphology", + "biochemical", + "phenotype", + "biochemistry", + "physiologically", + "physiology" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "physiological", + "biochemical", + "phenotype", + "morphology", + "biochemistry", + "biochem", + "physicochemical", + "physiologically" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "physiological", + "phenotype", + "biochemical", + "physicochemical", + "phylogenetic", + "morphology", + "optimized", + "biochemistry" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "biochemical", + "physiological", + "morphology", + "phenotype", + "organism", + "biological", + "molecular", + "physicochemical" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "phenotype", + "biological", + "biochemical", + "organism", + "physiological", + "biosynthesis", + "biochemistry", + "morphology" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "native", + "Native", + "Native", + "native", + "natives", + "natively", + "tribe", + "nat" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "because", + "which", + "whereas", + "territory", + "culture", + "what", + "formation", + "ذریع" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "because", + "presence", + "structure", + "scenario", + "environment", + "experience", + "situation", + "formation" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "presence", + "rather", + "environment", + "demonstrates", + "structure", + "represents", + "experience", + "position" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "counterpart", + "structure", + "rather", + "environment", + "configuration", + "archetype", + "experience", + "representation" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "structure", + "environment", + "stature", + "configuration", + "territory", + "masterpiece", + "arrangement", + "dominance" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "status", + "stature", + "configuration", + "structure", + "format", + "arrangement", + "appearance", + "dominance" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "configuration", + "structure", + "appearance", + "모습", + "status", + "position", + "stature", + "orientation" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "structure", + "形态", + "configuration", + "morphology", + "equilibrium", + "phenotype", + "orientation", + "functionality" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "configuration", + "phenotype", + "conformation", + "形态", + "structure", + "morphology", + "hydrophobic", + "状態" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "conformation", + "polypeptide", + "structure", + "hydrophobic", + "phenotype", + "protein", + "状態", + "homeostasis" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "conformation", + "structure", + "polypeptide", + "folded", + "folding", + "hydrophobic", + "conformational", + "conformations" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "folding", + "fold", + "folded", + "folds", + "conformation", + "fold", + "状態", + "configuration" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "folded", + "folding", + "fold", + "Fold", + "conformation", + "folds", + "folding", + "folded" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "folded", + "folding", + "fold", + "folds", + "conformation", + "Fold", + "folded", + "fold" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "folded", + "folding", + "fold", + "folds", + "conformation", + "folded", + "Fold", + "fold" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "folded", + "folding", + "fold", + "conformation", + "folds", + "folded", + "structure", + "state" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "folded", + "fold", + "folding", + "state", + "folds", + "conformation", + "structure", + "folded" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "folded", + "state", + "structure", + "fold", + "conformation", + "folding", + "configuration", + "folds" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "state", + "structure", + "conformation", + "folded", + "fold", + "three", + "configuration", + "globular" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 51.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "is" + }, + { + "concept": "was", + "score": 26.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "side" + }, + { + "concept": "became", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "is" + }, + { + "concept": "covalent", + "score": 8.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "non" + }, + { + "concept": "which", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "is" + }, + { + "concept": "becomes", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "Its" + }, + { + "concept": "seawater", + "score": 6.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "water" + }, + { + "concept": "proteins", + "score": 6.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "side" + }, + { + "concept": "example", + "score": 6.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "atured" + }, + { + "concept": "again", + "score": 6.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "returned" + }, + { + "concept": "reason", + "score": 6.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "the" + }, + { + "concept": "thought", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "den" + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it/protein/protein-fold-multihop__grid.png", + "stream": "figures/gemma4-e4b-it/protein/protein-fold-multihop__stream.png", + "trajectory": "figures/gemma4-e4b-it/protein/protein-fold-multihop__trajectory.png", + "emergence": "figures/gemma4-e4b-it/protein/protein-fold-multihop__emergence.png", + "heatmap": "figures/gemma4-e4b-it/protein/protein-fold-multihop__heatmap.png" + } + }, + { + "slug": "protein-modulation", + "shape": "MODULATION", + "domain": "protein", + "title": "Hold 'disulfide bond' while copying (modulation)", + "description": "Copy an unrelated sentence while concentrating on disulfide bonds. Does 'disulfide'/'cysteine'/'bridge' surface?", + "note": "Directed modulation. The carrier is about rain; success is 'disulfide'/'cysteine' appearing in the lens across it, showing the workspace holds an instructed biochemical concept off-output.", + "prompt_text": "<|turn>user\nWrite \"The rain tapped against the window all afternoon.\" Concentrate on disulfide bonds while you write the sentence. Don't write anything else.\n<|turn>model\nThe rain tapped against the window all afternoon.", + "prompt_tail": ".\" Concentrate on disulfide bonds while you write the sentence. Don't write anything else.\n<|turn>model\nThe rain tapped against the window all afternoon.", + "readout_at": -1, + "band": [ + 34.1, + 97.6 + ], + "discovered": false, + "tracked_dropped": [], + "emergence": [ + { + "label": "disulfide", + "best_rank": 0, + "best_depth": 36.6, + "reached_top1": true, + "best_pos": 18 + }, + { + "label": "cysteine", + "best_rank": 0, + "best_depth": 51.2, + "reached_top1": true, + "best_pos": 27 + }, + { + "label": "bridge", + "best_rank": 4, + "best_depth": 97.6, + "reached_top1": false, + "best_pos": 18 + }, + { + "label": "bond", + "best_rank": 0, + "best_depth": 82.9, + "reached_top1": true, + "best_pos": 18 + }, + { + "label": "sulfur", + "best_rank": 0, + "best_depth": 34.1, + "reached_top1": true, + "best_pos": 18 + }, + { + "label": "cross", + "best_rank": 15, + "best_depth": 97.6, + "reached_top1": false, + "best_pos": 38 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "things", + "whereas", + "and", + "which", + "yes", + "asons", + "however", + "ately" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "i", + "t", + "a", + "nt", + "or", + "wards", + "etc" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "ie", + "wards", + "o", + "lly", + "d", + "es", + "ar" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "r", + "t", + "or", + "etc", + "probably", + "i" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "basically", + "maybe", + "probably", + "lots", + "really", + "everybody", + "probably", + "pretty" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "because", + "according", + "probably", + "basically", + "sure", + "soon", + "anyway", + "somewhere" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "everybody", + "anybody", + "because", + "soon", + "basically", + "however", + "instead", + "somewhere" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "because", + "alot", + "kids", + "anyways", + "anymore", + "yeah", + "everybody", + "maybe" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "because", + "however", + "everyone", + "that", + "amazing", + "didn", + "Also", + "saying" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "when", + "Also", + "everyone", + "however", + "also", + "and", + "anymore" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "because", + "however", + "the", + "when", + "about", + "everybody", + "afterwards" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "and", + "which", + "furthermore", + "because", + "when", + "the", + "afterwards" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "when", + "afterwards", + "because", + "And", + "furthermore", + "about" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "and", + "şi", + "afterwards", + "And", + "everyone", + "Their", + "furthermore" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "uttered", + "however", + "uttering", + "Shakespeare", + "countless", + "whether", + "şi", + "billowing" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "billowing", + "uttered", + "cüm", + "kalimat", + "weather", + "grammat", + "Mrs", + "seawater" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "cüm", + "uttered", + "kalimat", + "sentence", + "uttering", + "Shakespeare", + "English" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "retelling", + "poetic", + "poem", + "subtly", + "mindful", + "subconsciously", + "whispered" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "poem", + "retelling", + "描写", + "english", + "grammatical", + "describing", + "subconsciously" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "english", + "although", + "poem", + "Poem", + "subtly", + "woven", + "grammat" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "apologise", + "emphasised", + "emphasise", + "although", + "colour", + "characterised", + "poem" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "however", + "unconsciously", + "subconsciously", + "reflecting", + "noticeably", + "nonetheless", + "incidentally", + "hereof" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "though", + "however", + "which", + "nonetheless", + "was", + "fucking", + "because", + "as" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "입니다", + "৷", + "This", + "Though", + "Although", + "Their", + "Which", + "although" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Their", + "Because", + "This", + "Its", + "Its", + "Because", + "입니다", + "Although" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "때문이다", + "입니다", + "৷", + "Its", + "Meanwhile", + "Their", + "Although", + "銆" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "때문이다", + "Meanwhile", + "Although", + "Despite", + "Its", + "Although", + "입니다", + "Because" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "때문이다", + "Its", + "Meanwhile", + "৷", + "Because", + "Although", + "ㅤ", + "銆" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "Their", + "Though", + "Its", + "Although", + "Its", + "Everyone", + "Like" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Its", + "Its", + "Because", + "Their", + "Though", + "Like", + "Meanwhile", + "Because" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "Its", + "Their", + "During", + "Though", + "Because", + "Among", + "Meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Its", + "Their", + "Their", + "His", + "There", + "Among", + "Meanwhile" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Their", + "disulfide", + "His", + "其", + "Both", + "its" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "Their", + "Both", + "His", + "The", + "While", + "Our" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Its", + "disulfide", + "His", + "Its", + "Their", + "Both", + "Bonds", + "While" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Its", + "Both", + "While", + "His", + "Though", + "Its", + "Through", + "Within" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Its", + "His", + "Its", + "While", + "Both", + "Though", + "Between", + "Their" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Its", + "His", + "While", + "Perhaps", + "Both", + "Though", + "Its", + "This" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Its", + "This", + "While", + "His", + "Through", + "The", + "Because", + "Both" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Its", + "Within", + "While", + "Because", + "This", + "Between", + "Among", + "The" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "The", + "Its", + "Both", + "While", + "Within", + "This", + "Because", + "Through" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "Its", + "Dis", + "This", + "While", + "My", + "Both", + "S" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 25.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "tapped" + }, + { + "concept": "shimmering", + "score": 17.0, + "best_rank": 1, + "best_depth": 34.1, + "near_token": "The" + }, + { + "concept": "molecular", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "you" + }, + { + "concept": "grammat", + "score": 13.0, + "best_rank": 1, + "best_depth": 36.6, + "near_token": "sentence" + }, + { + "concept": "whatsoever", + "score": 13.0, + "best_rank": 1, + "best_depth": 36.6, + "near_token": "else" + }, + { + "concept": "was", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "rain" + }, + { + "concept": "Also", + "score": 12.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "<|turn>" + }, + { + "concept": "rhythmic", + "score": 10.0, + "best_rank": 1, + "best_depth": 36.6, + "near_token": "tapped" + }, + { + "concept": "Because", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "" + }, + { + "concept": "chemically", + "score": 8.0, + "best_rank": 1, + "best_depth": 36.6, + "near_token": "Don" + }, + { + "concept": "biochemical", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "while" + }, + { + "concept": "beautifully", + "score": 8.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "tapped" + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it/protein/protein-modulation__grid.png", + "stream": "figures/gemma4-e4b-it/protein/protein-modulation__stream.png", + "trajectory": "figures/gemma4-e4b-it/protein/protein-modulation__trajectory.png", + "emergence": "figures/gemma4-e4b-it/protein/protein-modulation__emergence.png", + "heatmap": "figures/gemma4-e4b-it/protein/protein-modulation__heatmap.png" + } + }, + { + "slug": "protein-report-swap", + "shape": "REPORT_SWAP", + "domain": "protein", + "title": "Think of an amino acid -> swap (verbal report)", + "description": "'Think of an amino acid. Answer in one word.' Swap the chosen residue's lens vector for a sibling; check the report changes.", + "note": "Verbal-report swap. Amino-acid names are the 'sport' category analogue; the swap tests whether the reported residue is set by the workspace coordinate at the report position.", + "prompt_text": "<|turn>user\nThink of an amino acid. Answer in one word.\n<|turn>model\n", + "prompt_tail": "<|turn>user\nThink of an amino acid. Answer in one word.\n<|turn>model\n", + "readout_at": -1, + "band": [ + 80.5, + 90.2 + ], + "discovered": false, + "tracked_dropped": [], + "emergence": [ + { + "label": "glycine", + "best_rank": 0, + "best_depth": 87.8, + "reached_top1": true, + "best_pos": 20 + }, + { + "label": "alanine", + "best_rank": 0, + "best_depth": 80.5, + "reached_top1": true, + "best_pos": 20 + }, + { + "label": "leucine", + "best_rank": 8, + "best_depth": 87.8, + "reached_top1": false, + "best_pos": 20 + }, + { + "label": "serine", + "best_rank": 5, + "best_depth": 82.9, + "reached_top1": false, + "best_pos": 20 + }, + { + "label": "proline", + "best_rank": 14, + "best_depth": 90.2, + "reached_top1": false, + "best_pos": 20 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "는", + "³", + "nbsp", + "라는", + "으로", + "Ｔ" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "a", + "d", + "r", + "l", + "i", + "or", + "o", + "it" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "ment", + "al", + "ried", + "emic", + "er", + "nal" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "lli", + "ried", + "or", + "she", + "1", + "pple", + "hey", + "orse" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ive", + "ish", + "maybe", + "in", + "wards", + "ally", + "d", + "y" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "herself", + "she", + "elle", + "her", + "udos", + "ally", + "skaya" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "she", + "herself", + "elle", + "ements", + "ally", + "her", + "she" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "she", + "her", + "she", + "veggies", + "She", + "her", + "etto", + "udos" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "her", + "kids", + "she", + "veggies", + "Yeah", + "herself", + "นะคะ", + "amazing" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Ferdinand", + "Unfortunately", + "calmness", + "Almighty", + "So", + "amazing", + "So", + "beautiful" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "atleast", + "mmmm", + "thats", + "upto", + "Unfortunately", + "The", + "Let" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "kinda", + "alot", + "hmm", + "Whilst", + "wouldn", + "mmmm", + "Anyways", + "thats" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "alot", + "mmmm", + "amazing", + "AMAZING", + "thats", + "kinda", + "maybe", + "Whilst" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "YES", + "mmmm", + "alot", + "thats", + "rumours", + "death", + "Potato", + "Whis" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "UNKNOWN", + "Trivia", + "Joke", + "YES", + "trivia", + "riddle", + "funny", + "xyz" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "riddle", + "YES", + "Seek", + "Jaw", + "Joke", + "Soup", + "FAKE", + "hmm" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "riddle", + "Answer", + "Guess", + "trivia", + "guess", + "joke", + "FAKE", + "guessing" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "ANSWER", + "antwort", + "Answer", + "monos", + "alphabetically", + "riddle", + "answer", + "answer" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ANSWER", + "Answer", + "NAME", + "antwort", + "monos", + "answer", + "Answer", + "riddle" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "Answer", + "ANSWER", + "answer", + "antwort", + "monos", + "Answer", + "alphabetical", + "Alphabet" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "ANSWER", + "Answer", + "antwort", + "Alphabet", + "alphabetical", + "RANDOM", + "đáp", + "alphabetically" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Biotechnology", + "Alphabet", + "Amino", + "Energ", + "Answer", + "Bio", + "scegli", + "Anagram" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Saya", + "Somos", + "Optimize", + "Jump", + "Sulf", + "Optimization", + "Optimizer", + "Watercolor" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Entropy", + "entropy", + "chaos", + "Là", + "Jeśli", + "Diesel", + "Chaos", + "Fract" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Often", + "Would", + "Should", + "Maybe", + "Known", + "Might", + "should", + "might" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Often", + "Maybe", + "Might", + "Perhaps", + "maybe", + "Example", + "might", + "Là" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Porque", + "Потому", + "vì", + "Might", + "Maybe", + "Often", + "Because", + "Perhaps" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Garcia", + "Pedro", + "Might", + "Martha", + "Troy", + "Diesel", + "Barry", + "Porque" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Troy", + "Pedro", + "Nelson", + "Garcia", + "Smith", + "Lisa", + "Lucy", + "Harrison" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Иван", + "Smith", + "Roboto", + "Superman", + "Джон", + "Picasso", + "Pikachu", + "Hamlet" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Roboto", + "Enzymes", + "alanine", + "Ethanol", + "Urea", + "Mitochond", + "Chlor", + "Testosterone" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Roboto", + "alanine", + "Ethanol", + "Amino", + "Nitrogen", + "Freud", + "Enzymes", + "Urea" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "alanine", + "amino", + "Amino", + "Amino", + "phenylalanine", + "methionine", + "lysine", + "氨" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "alanine", + "phenylalanine", + "amino", + "alanine", + "Amino", + "methionine", + "glycine", + "Amino" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "alanine", + "methionine", + "phenylalanine", + "lysine", + "glycine", + "serine", + "Lys", + "amino" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "lysine", + "glycine", + "methionine", + "phenylalanine", + "alanine", + "arginine", + "leucine", + "serine" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "glycine", + "alanine", + "lysine", + "phenylalanine", + "methionine", + "arginine", + "Lys", + "alanine" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "glycine", + "lysine", + "Lys", + "alanine", + "methionine", + "Lys", + "Gly", + "phenylalanine" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "glycine", + "alanine", + "Lys", + "lysine", + "Lys", + "Gly", + "methionine", + "Alan" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "glycine", + "Gly", + "Lys", + "Lys", + "lysine", + "alanine", + "Gly", + "Alan" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Gly", + "Lys", + "Alan", + "glycine", + "Le", + "Gly", + "Gl", + "Ser" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Gly", + "Lys", + "Alan", + "Le", + "Gl", + "Val", + "Phenyl", + "Ty" + ] + } + ], + "surprising": [ + { + "concept": "questions", + "score": 5.0, + "best_rank": 1, + "best_depth": 85.4, + "near_token": "Answer" + }, + { + "concept": "alanine", + "score": 4.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "model" + }, + { + "concept": "donc", + "score": 4.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "" + }, + { + "concept": "Either", + "score": 3.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "" + }, + { + "concept": "methionine", + "score": 3.0, + "best_rank": 1, + "best_depth": 85.4, + "near_token": "model" + }, + { + "concept": "imagination", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "user" + }, + { + "concept": "Comput", + "score": 2.0, + "best_rank": 1, + "best_depth": 85.4, + "near_token": "" + }, + { + "concept": "let", + "score": 2.0, + "best_rank": 1, + "best_depth": 85.4, + "near_token": "." + }, + { + "concept": "glycine", + "score": 2.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "" + }, + { + "concept": "Regardless", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "" + }, + { + "concept": "scenario", + "score": 1.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "an" + }, + { + "concept": "words", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "in" + } + ], + "figures": { + "grid": "figures/gemma4-e4b-it/protein/protein-report-swap__grid.png", + "stream": "figures/gemma4-e4b-it/protein/protein-report-swap__stream.png", + "trajectory": "figures/gemma4-e4b-it/protein/protein-report-swap__trajectory.png", + "emergence": "figures/gemma4-e4b-it/protein/protein-report-swap__emergence.png", + "heatmap": "figures/gemma4-e4b-it/protein/protein-report-swap__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of an amino acid. Answer in one word.\n<|turn>model\n", + "source": "glycine", + "target": "proline", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35 + ], + "clean_top": [ + [ + "Gly", + 0.546151876449585 + ], + [ + "Lys", + 0.25798389315605164 + ], + [ + "Alan", + 0.13808882236480713 + ], + [ + "Le", + 0.05080003663897514 + ], + [ + "Gl", + 0.00535428524017334 + ], + [ + "Val", + 0.0008211061358451843 + ], + [ + "Phenyl", + 0.0003878630814142525 + ], + [ + "Ty", + 0.00020760815823450685 + ] + ], + "swapped_top": [ + [ + "Gly", + 0.822695255279541 + ], + [ + "Alan", + 0.12616440653800964 + ], + [ + "Lys", + 0.04641329124569893 + ], + [ + "Le", + 0.003362167626619339 + ], + [ + "Gl", + 0.0007985847187228501 + ], + [ + "Val", + 0.0003772247291635722 + ], + [ + "**", + 0.00010807670332724229 + ], + [ + "G", + 3.0964492907514796e-05 + ] + ], + "source_rank_clean": 22, + "source_rank_swapped": 32, + "target_rank_clean": 2404, + "target_rank_swapped": 2184 + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-materials-causal.json b/jlens_materials/runs/gemma4-materials-causal.json new file mode 100644 index 0000000000000000000000000000000000000000..60c1559b07dd97bda9be7da8d2dc85ea56918aa2 --- /dev/null +++ b/jlens_materials/runs/gemma4-materials-causal.json @@ -0,0 +1,5142 @@ +{ + "format_version": 2, + "created_at": "2026-07-10T17:58:17.076472+00:00", + "model": "google/gemma-4-E4B-it", + "model_identity": { + "requested_id": "google/gemma-4-E4B-it", + "requested_revision": null, + "model_class": "Gemma4ForConditionalGeneration", + "config_name_or_path": "google/gemma-4-E4B-it", + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-E4B-it", + "vocab_size": 262144, + "n_layers": 42, + "d_model": 2560, + "dtype": "float32" + }, + "tag": "gemma4-materials-causal", + "n_layers": 42, + "d_model": 2560, + "lens_n_prompts": 1000, + "lens_provenance": null, + "methodology": { + "recipe": { + "name": "demo", + "n_fit": 12, + "max_seq_len": 64, + "target_layer": null, + "report_layer_count": null, + "skip_first": 16, + "strict_corpus": false, + "description": "Fast exploratory fit. Results from this profile are not a quantitative replication of the paper." + }, + "claims_level": "exploratory demo", + "paper_protocol_complete": false, + "strict_protocol": false, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 50, + "evaluation_max_seq_len": 512, + "generation_max_new_tokens": 1, + "model_revision": null, + "dtype": "float32", + "layer_stride": 1, + "prompt_source": "prompts/materials-qualitative-pack.json", + "swaps_enabled": true, + "swap_alpha": 1.0 + }, + "shapes": [ + "MODULATION", + "PROBE_SWAP", + "REPORT_SWAP" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": {}, + "directed_modulation_controls": { + "materials-pileup-notebook": { + "focus": { + "n_items": 1, + "hit_rate": 0.0, + "bootstrap_95": [ + 0.0, + 0.0 + ], + "minimum_required": 50, + "sufficient_sample": false + }, + "suppress": { + "n_items": 1, + "hit_rate": 0.0, + "bootstrap_95": [ + 0.0, + 0.0 + ], + "minimum_required": 50, + "sufficient_sample": false + }, + "control": { + "n_items": 1, + "hit_rate": 0.0, + "bootstrap_95": [ + 0.0, + 0.0 + ], + "minimum_required": 50, + "sufficient_sample": false + }, + "summary": { + "n_trials": 3, + "distinct_phrasings": 3, + "paper_phrasing_target": 24 + } + } + }, + "causal_swaps": { + "n_interventions": 6, + "n_graded": 6, + "minimum_required": 50, + "sufficient_sample": false, + "protocol_success_rate": 0.0, + "n_counterfactual": 1, + "causal_success_rate": 0.0 + } + }, + "errors": [], + "insufficient_sample_shapes": [ + "MODULATION:materials-pileup-notebook:focus", + "MODULATION:materials-pileup-notebook:suppress", + "MODULATION:materials-pileup-notebook:control", + "MODULATION:materials-pileup-notebook:24-distinct-phrasings", + "SWAPS" + ], + "prompts": [ + { + "slug": "materials-ductile-brittle-swap", + "shape": "PROBE_SWAP", + "protocol": "probe_swap", + "domain": "materials", + "title": "Ductile-to-brittle causal counterfactual", + "description": "Tests whether replacing a latent failure-response coordinate changes the declared downstream answer.", + "note": "Grade the clean and counterfactual output tokens. A target-rank improvement without the declared answer change is not causal success.", + "prompt_text": "A pure metal has many easy close-packed slip systems and accommodates extensive glide before separation. In a tensile test beyond yield it normally shows substantial", + "prompt_tail": "e metal has many easy close-packed slip systems and accommodates extensive glide before separation. In a tensile test beyond yield it normally shows substantial", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "failure-response", + "answer": "elongation", + "baseline": { + "required": true, + "correct": false, + "expected": [ + "elongation" + ], + "greedy_token_id": 8901, + "greedy_token": "plastic" + }, + "generated_completion": " plastic", + "generated_token_ids": [ + 8901 + ], + "protocol_violations": [], + "valid_for_metrics": false, + "excluded_reasons": [ + "clean model did not produce the expected answer", + "swap clean-answer baseline failed" + ], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 4, + "best_depth": 80.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 1 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "concomitant", + "thereto", + "extant", + "itherto", + "heretofore", + "concomit", + "посредством", + "adduced" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "o", + "l", + "n", + "i", + "incl", + "ly", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "thereto", + "ſ", + "incl", + "thence", + "tow", + "sic", + "environs", + "itary" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "incl", + "ſ", + "tow", + "thereto", + "wherein", + "sic", + "requisite", + "environs" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "thereto", + "ly", + "thence", + "incl", + "tow", + "sic", + "environs", + "afield" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thereto", + "heretofore", + "endeavor", + "monies", + "environs", + "hereto", + "thence", + "stantial" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thereto", + "heretofore", + "monies", + "thence", + "environs", + "endeavor", + "incl", + "hereto" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thereto", + "heretofore", + "endeavor", + "monies", + "thence", + "environs", + "labors", + "thru" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "environs", + "endeavors", + "exertions", + "undertakings", + "endeavor", + "prodigious", + "sizable", + "considerable" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "undertakings", + "sizable", + "exertions", + "considerable", + "endeavors", + "sizeable", + "outlay", + "prodigious" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "afield", + "exertions", + "undertakings", + "sizable", + "extant", + "requisite", + "outlay", + "considerable" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "outlay", + "effort", + "undertakings", + "exertions", + "purview", + "diminution", + "sizable", + "considerable" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "effort", + "outlay", + "sizable", + "considerable", + "undertakings", + "diminution", + "girth", + "citizenry" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "sizable", + "girth", + "growth", + "effort", + "growth", + "outlay", + "diminution", + "prodigious" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "ductility", + "inflationary", + "capability", + "reduction", + "exertions", + "tensile", + "girth", + "reduction" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "ductility", + "tensile", + "elasticity", + "girth", + "reduction", + "sizable", + "inflationary", + "compressible" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "ductility", + "reduction", + "reduction", + "contribution", + "resistive", + "cavitation", + "contribution", + "tensile" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "ductility", + "elasticity", + "buoyancy", + "tensile", + "dissipation", + "cavitation", + "cushioning", + "compressible" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ductility", + "tensile", + "protracted", + "elasticity", + "sizable", + "prodigious", + "buoyancy", + "cushioning" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "protracted", + "diminution", + "vitality", + "prodigious", + "breadth", + "girth", + "vigorous", + "bolstering" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "voire", + "undertakings", + "diminution", + "copious", + "appreciable", + "vigour", + "prodigious", + "concomitant" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "voire", + "undertakings", + "diminution", + "growth", + "bolstering", + "dwar", + "vigour", + "leeway" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "substantial", + "substantial", + "substantially", + "SUB", + "SUB", + "stantial", + "Sub", + "substantive" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "but", + "and", + "both", + "many", + "lots", + "first", + "power", + "relief" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "demonstrations", + "representations", + "portions", + "improvements", + "movements", + "many", + "but", + "structures" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "demonstrations", + "representations", + "but", + "examples", + "manifestations", + "lots", + "rather", + "improvements" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "demonstrations", + "improvements", + "manifestations", + "representations", + "modifications", + "transformations", + "demonstration", + "examples" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "demonstrations", + "improvements", + "deterioration", + "dominance", + "interruptions", + "modifications", + "growth", + "bursts" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "deterioration", + "growth", + "improvements", + "interruptions", + "dominance", + "expansion", + "experimentation", + "intensification" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "growth", + "deterioration", + "elongation", + "interruptions", + "oscillations", + "progression", + "expansion", + "erosion" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "elongation", + "deterioration", + "growth", + "oscillations", + "deformations", + "ductility", + "deformation", + "distortion" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "elongation", + "ductility", + "deformation", + "deterioration", + "plasticity", + "deformations", + "elasticity", + "distortion" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "deformation", + "elongation", + "ductility", + "distortion", + "deformations", + "ductile", + "plasticity", + "dislocations" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "ductility", + "elongation", + "plasticity", + "deformation", + "ductile", + "伸び", + "plastic", + "dislocations" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "deformation", + "elongation", + "plasticity", + "ductility", + "伸び", + "plastic", + "ductile", + "strain" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "deformation", + "elongation", + "plasticity", + "plastic", + "ductility", + "ductile", + "strain", + "plast" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "plastic", + "elongation", + "deformation", + "plasticity", + "ductility", + "strain", + "ductile", + "plast" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "plastic", + "elongation", + "plasticity", + "strain", + "deformation", + "ductility", + "plast", + "ductile" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "plastic", + "strain", + "plasticity", + "elongation", + "ductility", + "deformation", + "neck", + "塑" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "plastic", + "strain", + "plasticity", + "elongation", + "neck", + "塑", + "ductility", + "deformation" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "plastic", + "strain", + "plasticity", + "neck", + "elongation", + "uniform", + "work", + "tensile" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "plastic", + "strain", + "neck", + "uniform", + "work", + "localized", + "tensile", + "macroscopic" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 40.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "ductility", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "accommodates", + "output_checked": true + }, + { + "concept": "deformation", + "score": 16.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "which", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "has", + "output_checked": true + }, + { + "concept": "ductile", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "atoms", + "score": 12.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "many", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 12.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "normally", + "output_checked": true + }, + { + "concept": "was", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "it", + "output_checked": true + }, + { + "concept": "therefore", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Therefore", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "contrast", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "In", + "output_checked": true + }, + { + "concept": "became", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "normally", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-causal/materials/materials-ductile-brittle-swap__grid.png", + "stream": "figures/gemma4-materials-causal/materials/materials-ductile-brittle-swap__stream.png", + "trajectory": "figures/gemma4-materials-causal/materials/materials-ductile-brittle-swap__trajectory.png", + "emergence": "figures/gemma4-materials-causal/materials/materials-ductile-brittle-swap__emergence.png", + "heatmap": "figures/gemma4-materials-causal/materials/materials-ductile-brittle-swap__heatmap.png" + }, + "swap": { + "prompt": "A pure metal has many easy close-packed slip systems and accommodates extensive glide before separation. In a tensile test beyond yield it normally shows substantial", + "source": "ductile", + "target": "brittle", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28 + ], + "clean_top": [ + [ + "plastic", + 0.5512621402740479 + ], + [ + "strain", + 0.2910088002681732 + ], + [ + "neck", + 0.0741160437464714 + ], + [ + "uniform", + 0.04520601034164429 + ], + [ + "work", + 0.011263596825301647 + ], + [ + "localized", + 0.005498711951076984 + ], + [ + "tensile", + 0.0046480330638587475 + ], + [ + "macroscopic", + 0.004015231970697641 + ] + ], + "swapped_top": [ + [ + "plastic", + 0.8526289463043213 + ], + [ + "strain", + 0.058868881314992905 + ], + [ + "uniform", + 0.046589288860559464 + ], + [ + "neck", + 0.022968722507357597 + ], + [ + "plasticity", + 0.005048706661909819 + ], + [ + ",", + 0.004183138720691204 + ], + [ + "localized", + 0.00139482447411865 + ], + [ + "elongation", + 0.0010592539329081774 + ] + ], + "source_rank_clean": 19, + "source_rank_swapped": 36, + "target_rank_clean": 126, + "target_rank_swapped": 118, + "expected_answer": "elongation", + "swap_answer": "fracture", + "baseline_correct": false, + "counterfactual_correct": false, + "causal_success": false, + "target_top1": false, + "protocol_success": false, + "dynamic_source": false + } + }, + { + "slug": "materials-pileup-focus", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Focus on a dislocation pile-up", + "description": "Teacher-forced carrier with a materials side concept.", + "note": "Compare only against the matched suppress and neutral records; the absolute rank by itself is not the modulation result.", + "prompt_text": "<|turn>user\nWrite \"The blue notebook remained beside the furnace.\" Concentrate on a dislocation pile-up and its stress concentration while you write the sentence. Do not write anything else.\n<|turn>model\nThe blue notebook remained beside the furnace.", + "prompt_tail": "ile-up and its stress concentration while you write the sentence. Do not write anything else.\n<|turn>model\nThe blue notebook remained beside the furnace.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 43, + 44, + 45, + 46, + 47, + 48, + 49, + 50 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "focus", + "control_group": "materials-pileup-notebook", + "phrasing_id": "focus-01", + "carrier_id": "blue-notebook", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The blue notebook remained beside the furnace.", + "generated_token_ids": [ + 818, + 3730, + 24795, + 12800, + 28383, + 506, + 35613, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 100, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 43, + "logit_lens_best_rank": 12 + }, + { + "label": "pile", + "best_rank": 19, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 47, + "logit_lens_best_rank": 22 + }, + { + "label": "stress", + "best_rank": 10, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 48, + "logit_lens_best_rank": 7 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "hence", + "Indians", + "hence", + "Hence", + "Accordingly", + "things", + "however" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "etc", + "nt", + "n", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "l", + "ie", + "t", + "d", + "lly", + "i", + "er" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "etc", + "r", + "or", + "t", + "a", + "d" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "etc", + "etc", + "to", + "a", + "in", + "o", + "probably" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "and", + "according", + "therefore", + "because", + "to", + "in", + "that", + "also" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "however", + "and", + "therefore", + "because", + "according", + "soon", + "furthermore", + "that" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "because", + "however", + "furthermore", + "thats", + "anyways", + "alot", + "Also", + "anymore" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "because", + "however", + "Also", + "The", + "which", + "Furthermore", + "and", + "This" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "Also", + "however", + "which", + "and", + "also", + "when", + "although" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "because", + "however", + "the", + "when", + "which", + "although", + "afterward" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "and", + "furthermore", + "the", + "Furthermore", + "which", + "moreover", + "Moreover" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "furthermore", + "the", + "Furthermore", + "when", + "Mrs", + "although" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "and", + "furthermore", + "the", + "moreover", + "Furthermore", + "natomiast", + "thereafter" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "uttered", + "however", + "uttering", + "motionless", + "stillness", + "whispered", + "grammat", + "whether" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "uttered", + "Mrs", + "uttering", + "grammat", + "kalimat", + "unremarkable", + "Tolstoy" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "whispered", + "uttered", + "grammat", + "uttering", + "Mrs", + "unremarkable", + "stillness", + "inexplicable" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "evocative", + "retelling", + "grammat", + "describing", + "描写", + "stillness", + "recounting", + "illustrating" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "retelling", + "describing", + "描写", + "evocative", + "grammat", + "whispered", + "imagining", + "recounting" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "whispered", + "however", + "silently", + "nestled", + "evocative", + "punctuation", + "unsettling", + "subtly" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "whispered", + "however", + "nonetheless", + "silently", + "nevertheless", + "quietly", + "subtly", + "interpreted" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "nevertheless", + "nonetheless", + "unconsciously", + "however", + "subconsciously", + "interpreted", + "lingered", + "although" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "fucking", + "which", + "that", + "while", + "scrutinized", + "symbolically", + "wherein", + "utilized" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "demonstrating", + "showcasing", + "৷", + "ㅤ", + "whereas", + "although", + "while", + "While" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Its", + "ㅤ", + "This", + "While", + "This", + "৷", + "Perhaps", + "Its" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Its", + "때문이다", + "ㅤ", + "while", + "৷", + "see", + "although", + "Despite" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Despite", + "while", + "Meanwhile", + "While", + "때문이다", + "ㅤ", + "Its", + "although" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Its", + "때문이다", + "Despite", + "Meanwhile", + "while", + "While", + "Instead", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Its", + "Its", + "Meanwhile", + "While", + "Their", + "nbsp", + "The", + "while" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Its", + "Its", + "nbsp", + "Their", + "Meanwhile", + "ㅤ", + "His", + "Their" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "Its", + "Their", + "Meanwhile", + "The", + "During", + "While", + "The" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Its", + "Their", + "Meanwhile", + "The", + "There", + "During", + "its" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "its", + "Their", + "The", + "While", + "The", + "It" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "The", + "its", + "Their", + "It", + "His", + "While" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Its", + "Its", + "While", + "The", + "During", + "It", + "Their", + "Within" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Its", + "Its", + "While", + "The", + "Through", + "Their", + "Within", + "During" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Its", + "Its", + "While", + "The", + "its", + "His", + "Their", + "It" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Its", + "The", + "Its", + "While", + "This", + "Perhaps", + "It", + "Until" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Its", + "The", + "This", + "While", + "Its", + "It", + "Perhaps", + "Until" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Its", + "The", + "This", + "While", + "Within", + "Along", + "That", + "Like" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "The", + "Its", + "This", + "While", + "Within", + "Along", + "During", + "Throughout" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "Its", + "A", + "This", + "While", + "As", + "Within", + "F" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 32.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "dislocation", + "output_checked": true + }, + { + "concept": "but", + "score": 25.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "also", + "score": 22.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "motionless", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "was", + "score": 19.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "notebook", + "output_checked": true + }, + { + "concept": "implications", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "shimmering", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "Also", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "writing", + "score": 11.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "blue", + "output_checked": true + }, + { + "concept": "fracturing", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-causal/materials/materials-pileup-focus__grid.png", + "stream": "figures/gemma4-materials-causal/materials/materials-pileup-focus__stream.png", + "trajectory": "figures/gemma4-materials-causal/materials/materials-pileup-focus__trajectory.png", + "emergence": "figures/gemma4-materials-causal/materials/materials-pileup-focus__emergence.png", + "heatmap": "figures/gemma4-materials-causal/materials/materials-pileup-focus__heatmap.png" + } + }, + { + "slug": "materials-pileup-suppress", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Suppress a dislocation pile-up", + "description": "Matched suppress condition using the identical carrier and target set.", + "note": "", + "prompt_text": "<|turn>user\nWrite \"The blue notebook remained beside the furnace.\" Try not to think about a dislocation pile-up or its stress concentration while you write the sentence. Do not write anything else.\n<|turn>model\nThe blue notebook remained beside the furnace.", + "prompt_tail": "pile-up or its stress concentration while you write the sentence. Do not write anything else.\n<|turn>model\nThe blue notebook remained beside the furnace.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 46, + 47, + 48, + 49, + 50, + 51, + 52, + 53 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "suppress", + "control_group": "materials-pileup-notebook", + "phrasing_id": "suppress-01", + "carrier_id": "blue-notebook", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The blue notebook remained beside the furnace.", + "generated_token_ids": [ + 818, + 3730, + 24795, + 12800, + 28383, + 506, + 35613, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 8512, + "best_depth": 46.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 53, + "logit_lens_best_rank": 5530 + }, + { + "label": "pile", + "best_rank": 51, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 51, + "logit_lens_best_rank": 36 + }, + { + "label": "stress", + "best_rank": 1268, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 50, + "logit_lens_best_rank": 1267 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Indians", + "hence", + "hence", + "however", + "things", + "Accordingly", + "Hence" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "etc", + "nt", + "n", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "l", + "ie", + "t", + "d", + "lly", + "i", + "er" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "etc", + "r", + "or", + "t", + "a", + "d" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "etc", + "etc", + "to", + "in", + "a", + "probably", + "of" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "and", + "according", + "therefore", + "because", + "in", + "to", + "that", + "also" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "and", + "however", + "therefore", + "because", + "according", + "also", + "furthermore", + "soon" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "because", + "however", + "furthermore", + "anyways", + "Also", + "thats", + "anymore", + "alot" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "because", + "however", + "Also", + "and", + "which", + "Furthermore", + "The", + "also" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "Also", + "however", + "also", + "which", + "and", + "although", + "when" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "because", + "however", + "the", + "when", + "which", + "although", + "afterward" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "and", + "furthermore", + "however", + "Furthermore", + "which", + "the", + "moreover", + "because" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "and", + "however", + "furthermore", + "Furthermore", + "the", + "when", + "although", + "whether" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "and", + "however", + "furthermore", + "moreover", + "Furthermore", + "the", + "thereafter", + "natomiast" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "uttered", + "however", + "uttering", + "grammat", + "motionless", + "stillness", + "whispered", + "quietly" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "uttered", + "grammat", + "kalimat", + "uttering", + "sentence", + "cüm", + "stillness", + "utterance" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "uttered", + "kalimat", + "sentence", + "cüm", + "uttering", + "utterance", + "whispered" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "retelling", + "sentence", + "cüm", + "kalimat", + "quietly", + "punctuation", + "描写" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "retelling", + "kalimat", + "sentence", + "cüm", + "stillness", + "whispered", + "punctuation" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "english", + "grammat", + "punctuation", + "although", + "quietly", + "stillness", + "afterwards" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "english", + "grammat", + "sentence", + "however", + "afterwards", + "poem", + "please", + "punctuation" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "nhé", + "kalimat", + "而已", + "cüm", + "همین", + "ذریع", + "vandaag", + "오늘도" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ᅠ", + "ℏ", + "COVID", + "২০২২", + "ذریع", + "IMDb", + "이었다", + "이는" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "銆", + "입니다", + "৷", + "例文帳に追加", + "XNUMX", + "때문이다" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "৷", + "입니다", + "銆", + "ㅤ", + "XNUMX", + "例文帳に追加", + "때문이다" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "銆", + "৷", + "입니다", + "例文帳に追加", + "ㅤ", + "endif", + "XNUMX" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "endif", + "৷", + "銆", + "ㅤ", + "endl", + "৷", + "例文帳に追加", + "입니다" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "৷", + "銆", + "입니다", + "XNUMX", + "例文帳に追加", + "endl", + "때문이다" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "৷", + "endl", + "nbsp", + "৷", + "jpg", + "銆", + "endif" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Its", + "endl", + "nbsp", + "때문이다", + "című", + "৷", + "endif", + "XNUMX" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "endif", + "때문이다", + "例文帳に追加", + "아멘", + "Its", + "لذلك", + "بذلك" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Its", + "nbsp", + "endif", + "아멘", + "Probably", + "لذلك", + "때문이다" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "لذلك", + "بذلك", + "Probably", + "Hopefully", + "Otherwise", + "Probably" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "Probably", + "Hopefully", + "probably", + "بكل", + "頑張", + "Probably" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Dot", + "dot", + "Dots", + "dots", + "点", + "Its", + "chấm", + "Dots" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Dot", + "dot", + "dot", + "Dot", + "Hopefully", + "Enjoy", + "PEN", + "Dots" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Period", + "Period", + "period", + "periods", + "dot", + "Write", + "period", + "dot" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Period", + "period", + "periods", + "Period", + "dot", + "PERIOD", + "Write", + "PERIOD" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "бе", + "Write", + "Write", + "dot", + "periods", + "GL", + "唯", + "COPY" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "COPY", + "Write", + "Write", + "period", + "бе", + "Until", + "Met", + "cite" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "g", + "period", + "periods", + "c", + "ほど", + "C", + "point", + "There" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "g", + "C", + "2", + "1", + "c", + "This", + "Write", + "At" + ] + } + ], + "surprising": [ + { + "concept": "also", + "score": 38.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Try", + "output_checked": true + }, + { + "concept": "but", + "score": 36.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "because", + "score": 35.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "to", + "output_checked": true + }, + { + "concept": "motionless", + "score": 21.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "implications", + "score": 21.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "writing", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "write", + "output_checked": true + }, + { + "concept": "was", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "notebook", + "output_checked": true + }, + { + "concept": "grammat", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Try", + "output_checked": true + }, + { + "concept": "weird", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "about", + "output_checked": true + }, + { + "concept": "Also", + "score": 13.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "blue", + "output_checked": true + }, + { + "concept": "besides", + "score": 11.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "else", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-causal/materials/materials-pileup-suppress__grid.png", + "stream": "figures/gemma4-materials-causal/materials/materials-pileup-suppress__stream.png", + "trajectory": "figures/gemma4-materials-causal/materials/materials-pileup-suppress__trajectory.png", + "emergence": "figures/gemma4-materials-causal/materials/materials-pileup-suppress__emergence.png", + "heatmap": "figures/gemma4-materials-causal/materials/materials-pileup-suppress__heatmap.png" + } + }, + { + "slug": "materials-pileup-control", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Neutral carrier control", + "description": "Matched carrier with no materials side task.", + "note": "", + "prompt_text": "<|turn>user\nWrite \"The blue notebook remained beside the furnace.\" Do not write anything else.\n<|turn>model\nThe blue notebook remained beside the furnace.", + "prompt_tail": "|turn>user\nWrite \"The blue notebook remained beside the furnace.\" Do not write anything else.\n<|turn>model\nThe blue notebook remained beside the furnace.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "control", + "control_group": "materials-pileup-notebook", + "phrasing_id": "control-01", + "carrier_id": "blue-notebook", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The blue notebook remained beside the furnace.", + "generated_token_ids": [ + 818, + 3730, + 24795, + 12800, + 28383, + 506, + 35613, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 4808, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 3152 + }, + { + "label": "pile", + "best_rank": 58, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 46 + }, + { + "label": "stress", + "best_rank": 1640, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 2699 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "hence", + "Indians", + "hence", + "however", + "Hence", + "Accordingly", + "things" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "etc", + "nt", + "t", + "d" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "l", + "lly", + "d", + "er", + "t", + "i" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "r", + "or", + "t", + "etc", + "d", + "a" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "probably", + "etc", + "basically", + "in", + "of", + "to", + "etc" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "according", + "and", + "to", + "in", + "that", + "thus", + "which" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "therefore", + "and", + "however", + "whereas", + "which", + "hence", + "to", + "furthermore" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "however", + "because", + "anymore", + "furthermore", + "which", + "therefore", + "whereas", + "alot" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "because", + "which", + "and", + "also", + "although", + "Also", + "whilst" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "however", + "also", + "which", + "although", + "Also", + "and", + "the" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "because", + "the", + "which", + "also", + "although", + "when" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "and", + "which", + "also", + "the", + "moreover", + "Furthermore" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "furthermore", + "and", + "the", + "when", + "which", + "although", + "moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "furthermore", + "moreover", + "and", + "thereafter", + "Moreover", + "although", + "Furthermore" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "uttered", + "motionless", + "stillness", + "silently", + "quietly", + "grammat", + "uttering" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "uttered", + "grammat", + "uttering", + "stillness", + "kalimat", + "steadfast", + "Mrs", + "thereafter" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "uttered", + "whispered", + "uttering", + "kalimat", + "cüm", + "quietly", + "dutiful" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "retelling", + "kalimat", + "reciting", + "whispered", + "recited", + "narration", + "uttered" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "retelling", + "grammat", + "kalimat", + "cüm", + "sentence", + "english", + "言葉", + "uttering" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "english", + "however", + "mrs", + "grammat", + "punctuation", + "although", + "retelling", + "thereafter" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "english", + "입니다", + "grammat", + "nhé", + "please", + "tuesday", + "html", + "however" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "nhé", + "kalimat", + "阅读全文", + "입니다", + "ذریع", + "cüm", + "sunday", + "而已" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ᅠ", + "ذریع", + "ℏ", + "ㅤ", + "صہیونیت", + "২০২২", + "IMDb", + "COVID" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ذریع", + "৷", + "銆", + "৷", + "입니다", + "때문이다", + "XNUMX", + "例文帳に追加" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "৷", + "銆", + "입니다", + "ㅤ", + "ذریع", + "때문이다", + "endif" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "৷", + "銆", + "endif", + "입니다", + "ㅤ", + "때문이다", + "endl" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "৷", + "৷", + "endif", + "銆", + "endl", + "ㅤ", + "입니다", + "때문이다" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "৷", + "銆", + "XNUMX", + "입니다", + "endl", + "endif", + "Its" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "৷", + "XNUMX", + "endl", + "nbsp", + "৷", + "mselves", + "ㅌ", + "銆" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "endl", + "Its", + "때문이다", + "৷", + "nbsp", + "銆", + "لذلك", + "৷" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "때문이다", + "لذلك", + "endif", + "銆", + "بذلك", + "nbsp", + "৷" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Probably", + "nbsp", + "Probably", + "Its", + "لذلك", + "endif", + "때문이다" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Probably", + "probably", + "لذلك", + "بذلك", + "Probably", + "Hopefully" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "dot", + "dots", + "Its", + "Probably", + "点", + "Its", + "chấm", + "Dot" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "dot", + "Dot", + "dots", + "dot", + "点", + "Dot", + "Dots", + "chấm" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "dot", + "Dot", + "Dot", + "dot", + "点", + "dots", + "Dots", + "Dots" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Period", + "period", + "Period", + "period", + "periods", + "dot", + "點", + "Dot" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Period", + "period", + "periods", + "dot", + "Period", + "PERIOD", + "period", + "PERIOD" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "periods", + "dot", + "period", + "PERIOD", + "бе", + "Period", + "Period", + "point" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "periods", + "period", + "dot", + "бе", + "Write", + "Write", + "COPY", + "C" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "period", + "g", + "point", + "periods", + "dot", + "trailing", + "location", + "of" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "g", + "C", + "H", + "M", + "2", + "of", + "N", + "U" + ] + } + ], + "surprising": [ + { + "concept": "motionless", + "score": 22.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 22.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "not", + "output_checked": true + }, + { + "concept": "also", + "score": 21.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "because", + "score": 15.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "was", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "notebook", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "blue", + "output_checked": true + }, + { + "concept": "Also", + "score": 11.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "and", + "score": 11.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "color", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "blue", + "output_checked": true + }, + { + "concept": "other", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "Otherwise", + "score": 9.0, + "best_rank": 2, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-causal/materials/materials-pileup-control__grid.png", + "stream": "figures/gemma4-materials-causal/materials/materials-pileup-control__stream.png", + "trajectory": "figures/gemma4-materials-causal/materials/materials-pileup-control__trajectory.png", + "emergence": "figures/gemma4-materials-causal/materials/materials-pileup-control__emergence.png", + "heatmap": "figures/gemma4-materials-causal/materials/materials-pileup-control__heatmap.png" + } + }, + { + "slug": "materials-defect-report", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Crystal-defect verbal-report swap", + "description": "Dynamically select the clean one-word report, then try sibling defect coordinates.", + "note": "Inspect every recorded candidate trial. The primary diagnostic is whether the one-word report changes to the installed sibling, not whether its internal rank merely improves.", + "prompt_text": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n", + "prompt_tail": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 20 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Vacancy", + "generated_token_ids": [ + 190211 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "interstitial", + "surfaces": [ + "interstitial" + ], + "token_ids": [ + 57610, + 181763 + ] + }, + { + "label": "twin", + "surfaces": [ + "twin" + ], + "token_ids": [ + 25276, + 123243, + 50863, + 135706 + ] + }, + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 0, + "best_depth": 82.9, + "onset_depth": 80.5, + "reached_top1": true, + "best_pos": 20, + "logit_lens_best_rank": 0 + }, + { + "label": "dislocation", + "best_rank": 7, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 8 + }, + { + "label": "interstitial", + "best_rank": 19, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 20 + }, + { + "label": "twin", + "best_rank": 955, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 422 + }, + { + "label": "boundary", + "best_rank": 500, + "best_depth": 56.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 607 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "a", + "d", + "o", + "r", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "al", + "emic", + "ried", + "er", + "ment", + "nce" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "lli", + "or", + "she", + "1", + "pple", + "nbsp", + "orse" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ish", + "ive", + "maybe", + "in", + "et", + "wards", + "elle", + "d" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "herself", + "she", + "elle", + "her", + "udos", + "ited", + "ally" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "she", + "herself", + "elle", + "ements", + "ally", + "her", + "she" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "she", + "her", + "she", + "etto", + "She", + "elle", + "herself", + "her" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "her", + "she", + "herself", + "นะคะ", + "veggies", + "kids", + "Yeah", + "그녀" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Ferdinand", + "Unfortunately", + "calmness", + "Almighty", + "So", + "her", + "herself", + "darling" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "atleast", + "mmmm", + "Unfortunately", + "upto", + "thats", + "fortun", + "The" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "hmm", + "Whilst", + "mmmm", + "kinda", + "wouldn", + "alot", + "Anyways", + "avoid" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "mmmm", + "alot", + "kinda", + "maybe", + "AMAZING", + "amazing", + "Whilst", + "hmm" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Whis", + "death", + "whisper", + "rumours", + "YES", + "Seek", + "rumour", + "whispers" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "UNKNOWN", + "xyz", + "Trivia", + "Joke", + "Whis", + "YES", + "Seek", + "Jaw" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Seek", + "Jaw", + "plexity", + "Whis", + "Einstein", + "YES", + "Soup", + "FAKE" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "riddle", + "FAKE", + "Answer", + "cryptic", + "Jaw", + "joke", + "Silence", + "ANSWER" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "ANSWER", + "cryptic", + "Answer", + "monos", + "antwort", + "fleeting", + "symbolism", + "Ephemeral" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ANSWER", + "Answer", + "brevity", + "monos", + "answer", + "NAME", + "fleeting", + "pneum" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "ANSWER", + "Answer", + "Answer", + "Chlor", + "olymp", + "brevity", + "Biotechnology", + "olimp" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Chaos", + "ANSWER", + "Answer", + "ENERGY", + "Cyber", + "Entropy", + "pneum", + "elektrom" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "pneum", + "Biome", + "gkin", + "Stainless", + "Biotechnology", + "Sodium", + "Energ", + "Metal" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Somos", + "Sulf", + "Optimize", + "Convergence", + "Optimizer", + "Optimization", + "Minimize", + "Hyd" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Entropy", + "Fract", + "Dys", + "Chaos", + "Phosph", + "Emerald", + "entropy", + "Hyd" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Often", + "Known", + "Maybe", + "Might", + "Should", + "Recent", + "Its", + "might" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Often", + "Known", + "Example", + "Existence", + "Presence", + "Maybe", + "maybe", + "Otherwise" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Example", + "Presence", + "Often", + "Wrong", + "Existence", + "vì", + "Excellent", + "Maybe" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Dys", + "presence", + "deviation", + "Presence", + "Entropy", + "opacity", + "Fragmentation", + "Crash" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Dys", + "Crash", + "crash", + "Loss", + "chaos", + "Bott", + "Fract", + "corruption" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Fractals", + "Fragmentation", + "optosis", + "Distortion", + "Erosion", + "Racism", + "Turbulence", + "Hamlet" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Dislocations", + "Erosion", + "Corrosion", + "Distortion", + "Fractals", + "Fracture", + "Oxidation", + "Fragmentation" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Dislocations", + "Fracture", + "Oxidation", + "Distortion", + "Fract", + "Schottky", + "Fractals", + "Entropy" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "缺陷", + "imperfection", + "Defects", + "defects", + "Dislocations", + "impurity", + "瑕", + "imperfections" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "defects", + "缺陷", + "imperfection", + "Vacancy", + "vacancy", + "dislocations", + "vacancies", + "Dislocations" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "vacancy", + "vacancies", + "Vacancy", + "defects", + "vacancy", + "缺陷", + "defect", + "Defects" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "vacancy", + "Vacancy", + "vacancies", + "vacancy", + "Vac", + "defects", + "defect", + "Defects" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "vacancy", + "Vacancy", + "vacancies", + "vacancy", + "Vac", + "defects", + "defect", + "dislocation" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "vacancy", + "Vacancy", + "vacancies", + "Vac", + "vacancy", + "defects", + "defect", + "Vac" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "vacancy", + "vacancies", + "Vacancy", + "vacancy", + "Vac", + "Vac", + "dislocation", + "vac" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "vacancy", + "Vacancy", + "vacancy", + "Vac", + "vacancies", + "Vac", + "vac", + "dislocation" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Vacancy", + "vacancy", + "vacancy", + "Vac", + "Vac", + "Dis", + "vacancies", + "Vacuum" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Vacancy", + "Vac", + "Dis", + "vacancy", + "Interstitial", + "Void", + "Sch", + "Point" + ] + } + ], + "surprising": [ + { + "concept": "and", + "score": 27.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "because", + "score": 16.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "also", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "description", + "score": 10.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "in", + "output_checked": true + }, + { + "concept": "Example", + "score": 10.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "that", + "score": 10.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "only", + "score": 8.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "about", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "sentence", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "one", + "output_checked": true + }, + { + "concept": "imaginative", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "structure", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "crystalline", + "output_checked": true + }, + { + "concept": "Then", + "score": 7.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-causal/materials/materials-defect-report__grid.png", + "stream": "figures/gemma4-materials-causal/materials/materials-defect-report__stream.png", + "trajectory": "figures/gemma4-materials-causal/materials/materials-defect-report__trajectory.png", + "emergence": "figures/gemma4-materials-causal/materials/materials-defect-report__emergence.png", + "heatmap": "figures/gemma4-materials-causal/materials/materials-defect-report__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n", + "source": "Vacancy", + "target": "vacancy", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20 + ], + "clean_top": [ + [ + "Vacancy", + 0.9405539631843567 + ], + [ + "Vac", + 0.05849393829703331 + ], + [ + "Dis", + 0.0007803167682141066 + ], + [ + "vacancy", + 7.496789476135746e-05 + ], + [ + "Interstitial", + 4.900468047708273e-05 + ], + [ + "Void", + 2.09163008548785e-05 + ], + [ + "Sch", + 7.026042567304103e-06 + ], + [ + "**", + 6.910750926181208e-06 + ] + ], + "swapped_top": [ + [ + "", + 0.8083091974258423 + ], + [ + ",", + 0.15560424327850342 + ], + [ + "", + 0.004664008505642414 + ], + [ + "**", + 0.0036924632731825113 + ], + [ + "defect", + 0.0025493272114545107 + ], + [ + "**", + 0.0018969252705574036 + ], + [ + "(", + 0.0008683365886099637 + ], + [ + "a", + 0.0008658723090775311 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 87, + "target_rank_clean": 11, + "target_rank_swapped": 119, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Vacancy", + "trials": [ + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n", + "source": "Vacancy", + "target": "vacancy", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20 + ], + "clean_top": [ + [ + "Vacancy", + 0.9405539631843567 + ], + [ + "Vac", + 0.05849393829703331 + ], + [ + "Dis", + 0.0007803167682141066 + ], + [ + "vacancy", + 7.496789476135746e-05 + ], + [ + "Interstitial", + 4.900468047708273e-05 + ], + [ + "Void", + 2.09163008548785e-05 + ], + [ + "Sch", + 7.026042567304103e-06 + ], + [ + "**", + 6.910750926181208e-06 + ] + ], + "swapped_top": [ + [ + "", + 0.8083091974258423 + ], + [ + ",", + 0.15560424327850342 + ], + [ + "", + 0.004664008505642414 + ], + [ + "**", + 0.0036924632731825113 + ], + [ + "defect", + 0.0025493272114545107 + ], + [ + "**", + 0.0018969252705574036 + ], + [ + "(", + 0.0008683365886099637 + ], + [ + "a", + 0.0008658723090775311 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 87, + "target_rank_clean": 11, + "target_rank_swapped": 119, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n", + "source": "Vacancy", + "target": "dislocation", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20 + ], + "clean_top": [ + [ + "Vacancy", + 0.9405539631843567 + ], + [ + "Vac", + 0.05849393829703331 + ], + [ + "Dis", + 0.0007803167682141066 + ], + [ + "vacancy", + 7.496789476135746e-05 + ], + [ + "Interstitial", + 4.900468047708273e-05 + ], + [ + "Void", + 2.09163008548785e-05 + ], + [ + "Sch", + 7.026042567304103e-06 + ], + [ + "**", + 6.910750926181208e-06 + ] + ], + "swapped_top": [ + [ + "", + 0.33738020062446594 + ], + [ + "", + 0.07012143731117249 + ], + [ + "**", + 0.03652682527899742 + ], + [ + "Black", + 0.0243082195520401 + ], + [ + "Quartz", + 0.019195234403014183 + ], + [ + "Glass", + 0.01131656114012003 + ], + [ + "A", + 0.01100927870720625 + ], + [ + "Bet", + 0.010873466730117798 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 308, + "target_rank_clean": 2148, + "target_rank_swapped": 6644, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n", + "source": "Vacancy", + "target": "interstitial", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20 + ], + "clean_top": [ + [ + "Vacancy", + 0.9405539631843567 + ], + [ + "Vac", + 0.05849393829703331 + ], + [ + "Dis", + 0.0007803167682141066 + ], + [ + "vacancy", + 7.496789476135746e-05 + ], + [ + "Interstitial", + 4.900468047708273e-05 + ], + [ + "Void", + 2.09163008548785e-05 + ], + [ + "Sch", + 7.026042567304103e-06 + ], + [ + "**", + 6.910750926181208e-06 + ] + ], + "swapped_top": [ + [ + "", + 0.8582240343093872 + ], + [ + "**", + 0.019752418622374535 + ], + [ + "**", + 0.011392229236662388 + ], + [ + "crystalline", + 0.007394636049866676 + ], + [ + "crystalline", + 0.00633478257805109 + ], + [ + "defect", + 0.004812451545149088 + ], + [ + "", + 0.003177216276526451 + ], + [ + "", + 0.0029349885880947113 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 18, + "target_rank_clean": 689, + "target_rank_swapped": 155, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n", + "source": "Vacancy", + "target": "twin", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20 + ], + "clean_top": [ + [ + "Vacancy", + 0.9405539631843567 + ], + [ + "Vac", + 0.05849393829703331 + ], + [ + "Dis", + 0.0007803167682141066 + ], + [ + "vacancy", + 7.496789476135746e-05 + ], + [ + "Interstitial", + 4.900468047708273e-05 + ], + [ + "Void", + 2.09163008548785e-05 + ], + [ + "Sch", + 7.026042567304103e-06 + ], + [ + "**", + 6.910750926181208e-06 + ] + ], + "swapped_top": [ + [ + "", + 0.9162179827690125 + ], + [ + "crystalline", + 0.013024901039898396 + ], + [ + "defect", + 0.004000434651970863 + ], + [ + "", + 0.0036574748810380697 + ], + [ + "", + 0.002317368285730481 + ], + [ + "**", + 0.0022857964504510164 + ], + [ + "polycrystalline", + 0.0009535325807519257 + ], + [ + "dust", + 0.0009358193492516875 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 636, + "target_rank_clean": 114013, + "target_rank_swapped": 7109, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n", + "source": "Vacancy", + "target": "boundary", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20 + ], + "clean_top": [ + [ + "Vacancy", + 0.9405539631843567 + ], + [ + "Vac", + 0.05849393829703331 + ], + [ + "Dis", + 0.0007803167682141066 + ], + [ + "vacancy", + 7.496789476135746e-05 + ], + [ + "Interstitial", + 4.900468047708273e-05 + ], + [ + "Void", + 2.09163008548785e-05 + ], + [ + "Sch", + 7.026042567304103e-06 + ], + [ + "**", + 6.910750926181208e-06 + ] + ], + "swapped_top": [ + [ + "", + 0.8993933200836182 + ], + [ + "", + 0.06166016682982445 + ], + [ + ".", + 0.00479727191850543 + ], + [ + "", + 0.0039282250218093395 + ], + [ + "defect", + 0.00378236616961658 + ], + [ + "**", + 0.0033744911197572947 + ], + [ + ":", + 0.0008496598456986248 + ], + [ + "crystalline", + 0.0007645731675438583 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 596, + "target_rank_clean": 166358, + "target_rank_swapped": 1209, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 5, + "protocol_success_rate": 0.0 + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-materials-causal_analysis.json b/jlens_materials/runs/gemma4-materials-causal_analysis.json new file mode 100644 index 0000000000000000000000000000000000000000..1bfea4f6e6ec8a575d2944a8e9fdd472ef53ae1d --- /dev/null +++ b/jlens_materials/runs/gemma4-materials-causal_analysis.json @@ -0,0 +1,49 @@ +{ + "model": "google/gemma-4-E4B-it", + "provider": "openai", + "analysis_model": "gpt-5.5", + "offline": false, + "per_prompt": [ + { + "slug": "materials-ductile-brittle-swap", + "title": "Ductile-to-brittle causal counterfactual", + "shape": "PROBE_SWAP", + "domain": "materials", + "model_used": "openai:gpt-5.5", + "analysis": "This item is **excluded from registered causal/protocol success** because the clean-answer control failed: the expected first token was **“elongation”**, but the model greedily produced **“plastic”**. Qualitatively, the J-lens does show an interpretable materials-state trajectory in the workspace band: **“ductility”** is top-ranked around 39.0–43.9% depth, then the readout shifts toward consequence/answer concepts such as **“elongation”** at 73.2–75.6%, **“deformation”** at 78.0–85.4%, and finally **“plastic”** from 87.8% onward, matching the actual next-token output. That is a real semantic pattern, but not a clean registered success; moreover, for the tracked **ductile** concept the J-lens peak is rank 5 at 80.5%, while the matched vanilla logit lens is rank 2, so this is not a case where the J-lens clearly outperforms the logit baseline.\n\nThe causal swap does **not** confirm a causal downstream role. The intervention **ductile → brittle** only modestly suppressed the source concept and weakly installed the target: **ductile** full-vocab rank worsened from 20 to 37, while **brittle** improved only from 127 to 119. The declared next-token distribution did not switch toward a brittle-failure answer: clean top tokens were `plastic, strain, neck, uniform, work`, and after the swap they remained essentially `plastic, strain, uniform, neck, plasticity`. So this is best described as a mild representational suppression/installation with no behavioral answer change, not a causal success.\n\nThe exploratory candidate list is useful only as a heuristic. **“ductility,” “ductile,” and “deformation”** are meaningful surfaced concepts consistent with the prompt and the top-token layer sequence; **“atoms”** may reflect inferred microscopic/materials structure but is not the target answer; **“undergoes”** is plausible completion scaffolding rather than a stable concept. By contrast, **“because,” “therefore/Therefore,” “which,” and “was”** look mostly like discourse or syntactic scaffolding, not substantive hidden reasoning. The slice grid also contains many truncated or stem-like tokens such as `deformat`, `fracturi`, `ductilit`, and `metallur`, which should be treated as tokenizer artifacts or single-token limitations rather than clean verbalized concepts." + }, + { + "slug": "materials-pileup-focus", + "title": "Focus on a dislocation pile-up", + "shape": "MODULATION", + "domain": "materials", + "model_used": "openai:gpt-5.5", + "analysis": "This included directed-modulation record shows only a weak, unsustained materials-side signal in the J-lens, and by itself it is not a modulation result because the matched suppress and neutral records are not provided here. Within the fixed workspace band, **stress** reaches J-rank 11 at 43.9% depth, but the matched vanilla logit lens is better at rank 8. **Pile** reaches J-rank 20 at 87.8%, only slightly better than logit rank 23. **Dislocation** reaches only J-rank 101 at 85.4%, while the logit lens is much stronger at rank 13. None has a sustained onset. So the registered readout does not show a clean J-lens-specific emergence of the unspoken concept; it mostly says that the model has some prompt-conditioned availability of the materials words, but not a robust workspace representation beyond the logit baseline.\n\nQualitatively, the slice grid does contain plausible side-concept traces around the instruction/concept positions: tokens like **dislocat**, **pile**, **stacking**, **pressure**, **tensile**, **stress**, **metallur**, and **fracturi** appear in the workspace band. That is consistent with the model attending to the “dislocation pile-up / stress concentration” instruction while producing the neutral carrier sentence. But these are largely near or derived from the prompted side-concept text, and the readout-position top tokens are dominated by generic discourse or carrier-sentence alternatives such as “Its,” “While,” “The,” and literal sentence tokens. I would treat this as a qualitative prompt-conditioning pattern, not a clean demonstration of unspoken reasoning.\n\nThe exploratory candidate list is heuristic only. **because**, **but**, **also/Also** are generic connective continuations and likely reflect instruction-following or discourse defaults rather than materials reasoning, even though “because” peaks near “dislocation.” **motionless**, **was**, and **shimmering** look like carrier-sentence or furnace/description imagery artifacts; **motionless** is an echo of “remained,” and **shimmering** plausibly comes from “blue/furnace” imagery. **writing** is just a morphological/task echo of “Write,” and **whatsoever** is an instruction-control echo of “Do not write anything else.” **implications** is the only candidate that might weakly reflect the “stress concentration/effects” side instruction, but it is too generic to count as a materials concept. None of these candidates should be treated as a paper metric success." + }, + { + "slug": "materials-pileup-suppress", + "title": "Suppress a dislocation pile-up", + "shape": "MODULATION", + "domain": "materials", + "model_used": "openai:gpt-5.5", + "analysis": "This included suppress item is **not a clean J-lens success for the forbidden materials concept**. Within the fixed 38–92% workspace band, **dislocation** never becomes salient: best J rank is 8513 at 46.3%, worse than the matched logit-lens rank 5531. **Stress** is also weak: J rank 1269 at 87.8%, essentially identical to logit rank 1268. **Pile** is the only strong-looking tracked token, reaching J rank 52 at 90.2%, but the logit lens is actually better at rank 37, and there is no sustained onset. This looks more like a late single-token/subword echo of the prompted phrase “pile-up” than a J-specific workspace representation of the full materials concept. The slice grid similarly shows local prompt-conditioned traces around the “dislocation / pile / stress / concentration” positions, but the assistant-response region is dominated by sentence-writing and final-token content such as “sentence,” “write,” “Period,” and copied words from “The blue notebook remained beside the furnace.”\n\nSo the lens suggests the model processed the suppression instruction and the forbidden phrase locally, but it does **not** show a robust unspoken “dislocation pile-up / stress concentration” concept being carried into the response workspace. The clean output absence is satisfied by the completion, but because the target concepts are explicitly in the prompt and the J-lens is not stronger than the logit baseline, this should be read as weak qualitative evidence at most, not as a registered hidden-thought discovery. The best apparent target signal, **pile**, is especially vulnerable to the single-token limitation: it does not establish representation of the compound concept “dislocation pile-up.”\n\nFor the exploratory candidate list, the meaningful entries are mostly task/carrier related: **writing** reflects the instruction to write the sentence; **motionless** is a plausible semantic neighbor of “remained”; **was** is a banal tense/syntax alternative near “notebook”; and **implications** may be a loose association to “its stress concentration,” though it is not a metric result. **grammat** is partly interpretable as “grammar/grammatical sentence,” but it is also a tokenizer fragment. **also**, **Also**, **but**, and **because** look like generic discourse-prior artifacts rather than meaningful reasoning, and **weird** is likely small-model/noise association rather than a reliable concept." + }, + { + "slug": "materials-pileup-control", + "title": "Neutral carrier control", + "shape": "MODULATION", + "domain": "materials", + "model_used": "openai:gpt-5.5", + "analysis": "This included neutral-control item shows no clean materials-side-task signal. In the fixed workspace band (38–92% depth), the registered concepts do not show sustained onset: **dislocation** is weak and worse than vanilla logit lens at its best point (J rank 4809 at 70.7% vs logit rank 3153), **stress** is only modestly better than logit but still low-ranked (J 1641 at 85.4% vs logit 2700), and **pile** becomes fairly high-ranked late (J 59 at 90.2%) but the matched logit lens is actually better (rank 47). So this should not be counted as evidence that the model is representing unspoken materials concepts; if anything, the control behaves as desired. The layer/position grid is dominated by instruction-following and literal-copy content: mid-band tokens like **grammat**, **verbatim**, **whatsoever**, **sentence/wording**, and later the actual carrier sentence and punctuation/period. That looks like “copy exactly, do not add anything,” not hidden reasoning about materials.\n\nThe exploratory candidate list is useful only qualitatively. **verbatim** and **whatsoever** are plausibly meaningful: they reflect the instruction to write exactly the sentence and nothing else. **color** near “blue” and perhaps **motionless** near “remained” are local semantic associations, not task-relevant intermediates. **was** is likely a syntactic alternative for the sentence frame (“notebook was…”) rather than a concept the model computed for a side task. **also/Also**, **because**, and **and** look like generic discourse-token artifacts, and **masterpiece** is best treated as noise or small-model/lens contamination rather than a meaningful hidden concept. Overall, the J-lens reveals a workspace concerned with exact reproduction and output suppression, with no registered clean emergence of **dislocation**, **pile**, or **stress** beyond what the vanilla logit lens already explains." + }, + { + "slug": "materials-defect-report", + "title": "Crystal-defect verbal-report swap", + "shape": "REPORT_SWAP", + "domain": "materials", + "model_used": "openai:gpt-5.5", + "analysis": "Within the fixed workspace band, the lens shows a fairly clean emergence of the chosen verbal report, **“vacancy.”** The readout position first carries generic answer/task structure and defect-related material vocabulary: around 73–78% depth the top tokens include **Dislocations**, **Fracture**, **Distortion**, **Schottky**, and by 78–80.5% it has moved to **defects / imperfection / Vacancy**. The registered concept then locks onto **vacancy**, reaching J-lens rank 1 at **82.9% depth** with sustained onset at **80.5%**, matching the actual completion “Vacancy.” This is not a strong J-lens-over-logit case, however: the matched vanilla logit lens also gives **vacancy rank 1**. The sibling defects are present only as weaker alternatives: **dislocation** reaches J rank 8 at 87.8% versus logit rank 9, and **interstitial** reaches J rank 20 at 90.2% versus logit rank 21. **Twin** and **boundary** remain poor, with twin actually better in the logit lens than the J-lens. So the readout supports “the model is settling on vacancy from a defect-family representation,” not a clean hidden plan to output one of the siblings.\n\nThe causal swap does **not** confirm controllable replacement of the verbal report. The registered success rate is **0/5**. Suppressing the source concept often knocked **vacancy** down substantially, but adding a sibling coordinate did not make the output become **dislocation**, **interstitial**, **twin**, or **boundary**; every swapped trial’s top-1 was **``**. That is suppression or disruption of the report channel, not a successful report swap. The case-only “vacancy” self-target is also not a sibling-concept test, and it failed as well. Thus the primary diagnostic—whether the one-word report changes to the installed sibling—comes out negative.\n\nThe exploratory candidate list should be treated only as a heuristic. Items such as **Example**, **sentence**, **only**, **Answer/Describe/Explain**-like grid tokens are plausibly task-format or instruction-compliance features rather than defect concepts. **Because**, **and**, **also**, **that**, and **about** are mostly function-word or discourse artifacts from all-position top-1 patterns, not meaningful scientific intermediates. **Description** may reflect the prompt style, and **imaginative** is likely noise or a prompt-interpretation artifact. None of these should be counted as protocol evidence; the meaningful content here is the late emergence of the actual report **vacancy**, with weak co-activation of nearby single-token defect alternatives." + } + ], + "synthesis": "Across the supplied items, the clearest workspace-like phenomenon is the **REPORT_SWAP / verbal-report** record for the crystal-defect prompt: the model settles on the single-token report **“vacancy”**, with J-lens rank 1 at **82.9% depth** and sustained onset around **80.5%**. However, this is mainly a readout of the answer the model is about to say, not a hidden intermediate, and the matched vanilla logit lens also ranks **vacancy** at 1. The sibling concepts **dislocation** and **interstitial** appear only as weaker alternatives, and the actual causal report-swap trials fail: installing sibling defect concepts does not make the model output those siblings, instead disrupting the report channel to ``. Thus this is a real semantic settling pattern, but not a successful causal report-swap demonstration and not a J-lens-specific advantage over the logit lens.\n\nThe **MODULATION** records are much weaker. In the focus/suppress/control carrier-sentence setting, the lens shows local prompt-conditioned traces of materials vocabulary such as **dislocation**, **pile**, **stress**, **stacking**, **tensile**, and **metallur**, but the registered tracked concepts do not show robust, sustained J-lens emergence in the workspace band. Often the vanilla logit lens is equal or better: for example, in the focus item **dislocation** is much stronger in the logit lens than the J-lens, and in the suppress/control items **pile** is late and logit-favored. Because these modulation groups are exploratory and sample-insufficient, and because the side concepts are explicitly present in the prompt, these should be treated as qualitative prompt-conditioning patterns rather than registered evidence of unspoken scientific reasoning.\n\nThe **ductile-to-brittle PROBE_SWAP** item gives the most interesting qualitative ordered trajectory: **ductility** appears around **39.0–43.9% depth**, then consequence/answer concepts such as **elongation** at **73.2–75.6%**, **deformation** at **78.0–85.4%**, and finally **plastic** from **87.8% onward**, matching the model’s actual answer. This resembles the paper’s claim that intermediate concepts can appear before the final answer, and that later layers move toward the literal next token. But it is explicitly excluded from registered causal/protocol success because the clean-answer control failed: the expected first token was **“elongation”**, while the model greedily produced **“plastic.”** In addition, the tracked **ductile** signal is not J-lens-superior; its best J rank is 5 while the matched logit-lens rank is 2. The causal swap also fails to install **brittle** strongly or change the answer distribution. No supplied records cleanly test **MULTIHOP**, **ASSOCIATION**, or **RECOGNITION**, so no run-level conclusion should be drawn about those experiment types.\n\nOverall, this run is consistent with the paper’s cautions more than with its strongest positive claims. The lens can reveal interpretable workspace content when the target is a clean single vocabulary token, as with **vacancy**, and it can show plausible semantic trajectories in individual examples, as in the excluded ductility case. But the run does not provide a clean registered demonstration of hidden intermediate scientific concepts being computed in order, nor a successful causal swap. The single-token limitation is substantial in this materials domain: **dislocation pile-up**, **stress concentration**, and related metallurgical concepts are multi-token or fragmented into subword pieces, so isolated tokens like **pile**, **dislocat**, **ductilit**, or **fracturi** should not be overread as full concepts. The weak or absent signals for some intended concepts should also be taken seriously: on this smaller Gemma target, the lens may be faithfully reporting that the model does not robustly maintain those scientific representations.\n\nThe exploratory surfaced candidates are best viewed as a heuristic for noticing patterns, not as a paper metric. Plausible but weak task-related candidates include **writing**, **whatsoever**, and **verbatim**, which reflect instruction compliance; **motionless** and **was**, which are carrier-sentence alternatives around “remained”; and perhaps **implications**, which could loosely relate to “stress concentration” but is too generic to count as a materials concept. Frequent candidates such as **because**, **also/Also**, **but**, and **and** are mostly discourse-prior artifacts. **masterpiece** looks like small-model or lens noise rather than meaningful hidden reasoning. A reader should therefore treat google/gemma-4-E4B-it as useful for exploratory interpretability demos and for debugging the J-lens pipeline, but not as an ideal target for strong scientific-reasoning claims. A larger or more capable model, with more stable domain knowledge and better single-token verbalizations of scientific concepts, would be a more appropriate target for testing the paper’s global-workspace claims in materials science." +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-materials-key-concept-traces-v1.json b/jlens_materials/runs/gemma4-materials-key-concept-traces-v1.json new file mode 100644 index 0000000000000000000000000000000000000000..4eb82a8a2b8e30df4b1c8099b16113108060128e --- /dev/null +++ b/jlens_materials/runs/gemma4-materials-key-concept-traces-v1.json @@ -0,0 +1,8771 @@ +{ + "format_version": 2, + "created_at": "2026-07-10T22:09:39.227244+00:00", + "model": "google/gemma-4-E4B-it", + "model_identity": { + "requested_id": "google/gemma-4-E4B-it", + "requested_revision": null, + "model_class": "Gemma4ForConditionalGeneration", + "config_name_or_path": "google/gemma-4-E4B-it", + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-E4B-it", + "vocab_size": 262144, + "n_layers": 42, + "d_model": 2560, + "dtype": "float32" + }, + "tag": "gemma4-materials-key-concept-traces-v1", + "n_layers": 42, + "d_model": 2560, + "lens_n_prompts": 1000, + "lens_provenance": null, + "methodology": { + "recipe": { + "name": "demo", + "n_fit": 12, + "max_seq_len": 64, + "target_layer": null, + "report_layer_count": null, + "skip_first": 16, + "strict_corpus": false, + "description": "Fast exploratory fit. Results from this profile are not a quantitative replication of the paper." + }, + "claims_level": "exploratory demo", + "paper_protocol_complete": false, + "strict_protocol": false, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 50, + "evaluation_max_seq_len": 512, + "generation_max_new_tokens": 1, + "model_revision": null, + "dtype": "float32", + "layer_stride": 1, + "prompt_source": "jlens_materials/prompts/materials-key-concept-traces-v1.json", + "swaps_enabled": false, + "swap_alpha": 1.0 + }, + "shapes": [ + "ASSOCIATION" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": { + "ASSOCIATION": { + "n_items": 6, + "minimum_required": 50, + "sufficient_sample": false, + "ks": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "jacobian_lens": { + "pass_at_k": [ + 0.0, + 0.09722222222222221, + 0.09722222222222221, + 0.09722222222222221, + 0.15277777777777776, + 0.2083333333333333, + 0.3055555555555555 + ], + "auc_log_k": 0.13470791672688914, + "bootstrap_95": { + "1": { + "mean": 0.0, + "low": 0.0, + "high": 0.0 + }, + "2": { + "mean": 0.09722222222222221, + "low": 0.0, + "high": 0.20833333333333334 + }, + "5": { + "mean": 0.09722222222222221, + "low": 0.0, + "high": 0.20833333333333334 + }, + "10": { + "mean": 0.09722222222222221, + "low": 0.0, + "high": 0.20833333333333334 + }, + "20": { + "mean": 0.15277777777777776, + "low": 0.041666666666666664, + "high": 0.2638888888888889 + }, + "50": { + "mean": 0.2083333333333333, + "low": 0.09722222222222221, + "high": 0.3194444444444444 + }, + "100": { + "mean": 0.3055555555555555, + "low": 0.16666666666666666, + "high": 0.4166666666666667 + } + } + }, + "logit_lens": { + "pass_at_k": [ + 0.0, + 0.0, + 0.0, + 0.05555555555555555, + 0.05555555555555555, + 0.05555555555555555, + 0.05555555555555555 + ], + "auc_log_k": 0.031958749939777514 + } + } + }, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 0, + "n_graded": 0, + "minimum_required": 50, + "sufficient_sample": false, + "protocol_success_rate": null, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [ + "ASSOCIATION" + ], + "prompts": [ + { + "slug": "paper-v2-assoc-notch-resistance-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to notch-driven failure 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "During a compact-tension test, substantial energy is dissipated near the notch tip before the specimen separates. The material tolerates larger defects than a comparison alloy.", + "prompt_tail": "-tension test, substantial energy is dissipated near the notch tip before the specimen separates. The material tolerates larger defects than a comparison alloy.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 1, + "best_depth": 41.5, + "onset_depth": 41.5, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 6260 + }, + { + "label": "crack", + "best_rank": 6268, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 8467 + }, + { + "label": "fracture", + "best_rank": 1035, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 1101 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "About", + "Also", + "It", + "Although", + "although", + "and" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "nt", + "d", + "t", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "lly", + "wards", + "d", + "ie", + "etc", + "o", + "nt" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "etc", + "upto", + "lly", + "l", + "ie", + "wards", + "nt" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "etc", + "sic", + "therefor", + "etc", + "ie", + "thence", + "a", + "l" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "therefor", + "persons", + "therein", + "thus", + "thereto", + "thereon", + "thence" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "therefore", + "persons", + "thence", + "therefor", + "regards", + "thus", + "peoples", + "monies" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "therefore", + "therefor", + "which", + "thus", + "peoples", + "persons", + "and", + "then" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "therefore", + "although", + "and", + "also", + "whereas", + "Furthermore", + "furthermore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "also", + "although", + "Furthermore", + "thus", + "therefore", + "Also", + "Additionally" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "although", + "and", + "also", + "whereas", + "Furthermore", + "thus", + "Also" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "Furthermore", + "whereas", + "Moreover", + "thus", + "Additionally", + "thereby", + "moreover" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "Furthermore", + "furthermore", + "whereas", + "Moreover", + "moreover", + "thus", + "thereby", + "Hence" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Furthermore", + "furthermore", + "whereas", + "Moreover", + "moreover", + "Moreover", + "Additionally", + "Hence" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "metallurgical", + "Furthermore", + "furthermore", + "alloy", + "Moreover", + "metallurgy", + "MPa", + "whereas" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "advantage", + "strength", + "MPa", + "capability", + "tensile", + "ductile", + "oxide" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "advantage", + "superiority", + "advantageous", + "favorably", + "strength", + "superior", + "capability", + "advantages" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "resilience", + "toughness", + "capability", + "advantage", + "strength", + "withstand", + "resiliency", + "advantageous" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "capability", + "ability", + "advantage", + "superiority", + "toughness", + "advantageous", + "advantages", + "resilience" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "capability", + "advantage", + "characteristics", + "ability", + "superiority", + "advantages", + "advantageous", + "phenotype" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "advantage", + "advantageous", + "characteristics", + "superiority", + "advantages", + "favorably", + "Advantage", + "capability" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "advantages", + "advantageous", + "advantage", + "favorably", + "favorable", + "Advantage", + "ability", + "superiority" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "therefore", + "thus", + "consequently", + "this", + "despite", + "due", + "because", + "fewer" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "However", + "Consequently", + "consequently", + "subsequently", + "although", + "which", + "demonstrating" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "However", + "Therefore", + "This", + "Additionally", + "Moreover", + "Subsequently" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "Consequently", + "However", + "Similarly", + "Therefore", + "Additionally", + "furthermore", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Consequently", + "However", + "Therefore", + "Similarly", + "Additionally", + "Subsequently", + "Furthermore" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Consequently", + "Furthermore", + "consequently", + "Therefore", + "accordingly", + "therefore", + "Similarly", + "Additionally" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Consequently", + "Therefore", + "consequently", + "Furthermore", + "accordingly", + "therefore", + "Meanwhile", + "Why" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Consequently", + "Therefore", + "therefore", + "consequently", + "What", + "How", + "accordingly", + "thus" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Consequently", + "Therefore", + "therefore", + "What", + "Which", + "consequently", + "accordingly", + "Consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Therefore", + "What", + "therefore", + "consequently", + "accordingly", + "Which", + "Consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Therefore", + "therefore", + "What", + "consequently", + "accordingly", + "This", + "Which" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "What", + "Consequently", + "This", + "Therefore", + "How", + "Explain", + "Describe", + "what" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "What", + "Explain", + "This", + "Describe", + "How", + "Therefore", + "Which" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Explain", + "What", + "Consequently", + "Describe", + "How", + "Therefore", + "This", + "Analyze" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Consequently", + "Explain", + "Therefore", + "Describe", + "This", + "What", + "explain", + "Analyze" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Explain", + "Consequently", + "Therefore", + "Describe", + "This", + "What", + "How", + "Analyze" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Explain", + "Consequently", + "What", + "How", + "Therefore", + "This", + "Which", + "Describe" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Explain", + "Describe", + "This", + "How", + "What", + "Consequently", + "Which", + "Therefore" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "How", + "Describe", + "What", + "Which", + "Consequently", + "Therefore", + "Explain" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "How", + "The", + "What", + "Consequently", + "Describe", + "Therefore", + "Which" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "toughness", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 186250, + 76963, + 72616, + 49600, + 74656, + 52118, + 73809, + 52313, + 48851, + 63108, + 19211, + 91541, + 54360, + 1253, + 179, + 57, + 42, + 2, + 5, + 15, + 22, + 1291, + 25559, + 71508, + 65063, + 67400, + 88188, + 100311, + 92237, + 63149, + 39663, + 28872, + 16519, + 8263, + 11438, + 11164, + 10607, + 14412, + 13757, + 17415, + 11668, + 6431 + ] + }, + { + "label": "crack", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 12816, + 22363, + 48224, + 110173, + 98122, + 87910, + 101160, + 110988, + 80816, + 66828, + 60802, + 60379, + 42959, + 19412, + 15495, + 19631, + 24234, + 39607, + 64070, + 49403, + 53528, + 140759, + 92136, + 19580, + 16683, + 18625, + 21246, + 26509, + 12747, + 17535, + 18543, + 11841, + 18020, + 10940, + 9981, + 7837, + 6269, + 8213, + 6020, + 6481, + 5539, + 1519 + ] + }, + { + "label": "fracture", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 143260, + 84510, + 106567, + 100486, + 81411, + 115954, + 113770, + 89684, + 94318, + 63866, + 34557, + 56476, + 73943, + 9084, + 1668, + 3831, + 3818, + 1908, + 3988, + 5842, + 7818, + 97623, + 42711, + 17195, + 19042, + 17550, + 23340, + 30606, + 17141, + 17868, + 10029, + 6350, + 6694, + 3441, + 1672, + 1420, + 1036, + 1244, + 981, + 1335, + 910, + 216 + ] + } + ], + "logit_lens": [ + { + "label": "toughness", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 158235, + 158091, + 96946, + 114693, + 105905, + 12825, + 12564, + 52487, + 59041, + 110332, + 126115, + 135081, + 168875, + 118635, + 19429, + 22117, + 12058, + 6261, + 9032, + 9890, + 9464, + 17426 + ] + }, + { + "label": "crack", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 245374, + 188255, + 48675, + 44672, + 71494, + 72754, + 258280, + 61257, + 81391, + 130928, + 167800, + 157471, + 138457, + 18622, + 48428, + 40184, + 52503, + 16029, + 12811, + 10972, + 8468, + 13421 + ] + }, + { + "label": "fracture", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 54632, + 137834, + 179997, + 187369, + 199808, + 187952, + 163663, + 28151, + 13991, + 94586, + 151135, + 128452, + 77294, + 46673, + 8347, + 1605, + 1723, + 1213, + 2045, + 1519, + 1102, + 1288 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 32.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "this", + "score": 15.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "tensile", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "test", + "output_checked": true + }, + { + "concept": "ductility", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "material", + "output_checked": true + }, + { + "concept": "dissipation", + "score": 10.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "but", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "fracture", + "score": 10.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "tolerance", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "than", + "output_checked": true + }, + { + "concept": "deformation", + "score": 9.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "is", + "output_checked": true + }, + { + "concept": "which", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "energy", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-key-concept-traces-v1/materials/paper-v2-assoc-notch-resistance-04__grid.png", + "stream": "figures/gemma4-materials-key-concept-traces-v1/materials/paper-v2-assoc-notch-resistance-04__stream.png", + "trajectory": "figures/gemma4-materials-key-concept-traces-v1/materials/paper-v2-assoc-notch-resistance-04__trajectory.png", + "emergence": "figures/gemma4-materials-key-concept-traces-v1/materials/paper-v2-assoc-notch-resistance-04__emergence.png", + "heatmap": "figures/gemma4-materials-key-concept-traces-v1/materials/paper-v2-assoc-notch-resistance-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-ductile-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Dimpled tensile failure 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "After substantial plastic elongation, a metal bar separated along a surface filled with microscopic pits around second-phase particles. Neighboring pits had joined into larger depressions.", + "prompt_tail": "ongation, a metal bar separated along a surface filled with microscopic pits around second-phase particles. Neighboring pits had joined into larger depressions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 1556, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 15101 + }, + { + "label": "nucleation", + "best_rank": 94, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 3497 + }, + { + "label": "coalescence", + "best_rank": 1, + "best_depth": 39.0, + "onset_depth": 46.3, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 5818 + }, + { + "label": "void", + "best_rank": 9498, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 8082 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Although", + "It", + "About", + "Also", + "hence", + "whereas", + "although" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "o", + "i", + "a", + "nt", + "d", + "n", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "d", + "lly", + "o", + "ie", + "etc", + "i" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "thence", + "avourable", + "wards", + "ised", + "centre", + "coloured", + "grosse", + "thereon" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "thence", + "hence", + "hence", + "avourable", + "coloured", + "Hence", + "ised", + "centre" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thence", + "hence", + "persons", + "thereon", + "hitherto", + "thereto", + "aforesaid", + "Hence" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "persons", + "endeavour", + "thereto", + "avourable", + "hence", + "aforesaid", + "coloured" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thence", + "persons", + "centres", + "organised", + "whilst", + "hence", + "thereto", + "Whilst" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thence", + "whilst", + "therefore", + "hence", + "thereto", + "Whilst", + "persons", + "which" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thence", + "thereto", + "thus", + "thereon", + "persons", + "therein", + "thereafter", + "localities" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "thereto", + "hitherto", + "and", + "nearer", + "thus", + "thereafter", + "themselves" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thence", + "thereto", + "moreover", + "alike", + "hitherto", + "furthermore", + "thus", + "thereby" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thence", + "alike", + "moreover", + "hitherto", + "thereto", + "furthermore", + "nearer", + "itherto" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thence", + "moreover", + "alike", + "nearer", + "hitherto", + "foodstuffs", + "apiece", + "incipient" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "agglomer", + "coalescence", + "incipient", + "coales", + "thence", + "assemblages", + "conglomer", + "amorphous" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "agglomer", + "coalescence", + "incipient", + "coales", + "crowding", + "amorphous", + "sedimentation", + "neoplastic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "agglomer", + "coalescence", + "enlarg", + "enlarging", + "incipient", + "crowding", + "swelling", + "coales" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "enlarging", + "enlarg", + "enlargement", + "swelling", + "crowding", + "coalescence", + "enlarged", + "intensifying" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "enlarging", + "enlargement", + "enlarg", + "swelling", + "crowding", + "coalescence", + "intensifying", + "intensification" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "intensifying", + "coalescence", + "crowding", + "intensification", + "enlargement", + "deepening", + "enlarging", + "swelling" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "increasing", + "intensifying", + "intensification", + "coalescence", + "growing", + "intensified", + "urbanization", + "accumulating" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "intensifying", + "urbanization", + "intensification", + "accumulating", + "increasing", + "increasing", + "intensified", + "growing" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "also", + "increasing", + "gradually", + "consequently", + "increased", + "further", + "increasingly", + "adding" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Also", + "Additionally", + "Moreover", + "also", + "Which", + "Meanwhile", + "which" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Also", + "Meanwhile", + "Additionally", + "Similarly", + "Moreover", + "Consequently", + "Finally" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "Also", + "Similarly", + "Meanwhile", + "Additionally", + "Moreover", + "Furthermore", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Similarly", + "Meanwhile", + "Also", + "Additionally", + "Furthermore", + "Moreover", + "Similarly" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Furthermore", + "Similarly", + "Meanwhile", + "Additionally", + "Similarly", + "Furthermore", + "Also", + "Moreover" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "Furthermore", + "While", + "Similarly", + "During", + "Although", + "Additionally", + "Moreover" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Meanwhile", + "Similarly", + "Furthermore", + "Consequently", + "Additionally", + "Another", + "This", + "Simultaneously" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Meanwhile", + "Similarly", + "Consequently", + "This", + "Additionally", + "Furthermore", + "Despite", + "Simultaneously" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Consequently", + "Similarly", + "This", + "Additionally", + "meanwhile", + "Simultaneously", + "Despite" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Meanwhile", + "This", + "After", + "Similarly", + "Consequently", + "meanwhile", + "Despite", + "Following" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "Meanwhile", + "Similarly", + "Consequently", + "The", + "this", + "Simultaneously", + "Additionally" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Simultaneously", + "Meanwhile", + "Similarly", + "Consequently", + "Additionally", + "Despite", + "The" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Simultaneously", + "This", + "Meanwhile", + "Similarly", + "The", + "Despite", + "Consequently", + "Following" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Simultaneously", + "Meanwhile", + "The", + "Similarly", + "Consequently", + "Following", + "Despite" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Simultaneously", + "The", + "Meanwhile", + "Similarly", + "Following", + "Consequently", + "Despite" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "The", + "Simultaneously", + "Following", + "Similarly", + "Consequently", + "Meanwhile", + "Furthermore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "The", + "This", + "Simultaneously", + "Following", + "Similarly", + "Along", + "Similar", + "After" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "The", + "This", + "Following", + "Simultaneously", + "After", + "Along", + "Furthermore", + "Similarly" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "A", + "Metal", + "In", + "After", + "Following", + "Subsequently" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "ductile", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 197876, + 125270, + 87671, + 89313, + 132033, + 97470, + 85539, + 71510, + 110450, + 72384, + 71952, + 42792, + 33529, + 26449, + 6390, + 1762, + 1557, + 2816, + 4100, + 8060, + 9291, + 6911, + 15627, + 140121, + 174948, + 196626, + 204758, + 162138, + 159912, + 127023, + 106499, + 62132, + 37100, + 35283, + 26928, + 53751, + 29630, + 35301, + 23818, + 42238, + 15029, + 12380 + ] + }, + { + "label": "nucleation", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 201898, + 114845, + 117189, + 116794, + 143335, + 154535, + 137872, + 114556, + 101920, + 31401, + 24730, + 37229, + 34858, + 4582, + 188, + 54, + 225, + 95, + 123, + 168, + 272, + 241, + 27562, + 81388, + 74235, + 99595, + 113223, + 105779, + 101182, + 65354, + 52490, + 37561, + 26972, + 40117, + 24316, + 18361, + 35018, + 46742, + 44804, + 60967, + 40889, + 83439 + ] + }, + { + "label": "coalescence", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 166957, + 194817, + 173201, + 119159, + 154638, + 124137, + 101551, + 40316, + 54411, + 7576, + 3689, + 2876, + 756, + 100, + 2, + 2, + 2, + 6, + 6, + 2, + 4, + 13, + 3846, + 33364, + 34459, + 48157, + 62544, + 45735, + 95217, + 42028, + 26494, + 24540, + 21796, + 19334, + 14644, + 12541, + 16121, + 11541, + 10881, + 15030, + 15515, + 19270 + ] + }, + { + "label": "void", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 10738, + 8690, + 13233, + 17787, + 12619, + 41428, + 54890, + 40367, + 52983, + 23534, + 58720, + 91157, + 122253, + 141671, + 88974, + 56225, + 56138, + 43914, + 58555, + 39530, + 28623, + 21781, + 20043, + 19172, + 11204, + 11785, + 13946, + 16996, + 9499, + 9890, + 12232, + 12465, + 16350, + 14439, + 9783, + 13089, + 15914, + 16451, + 14124, + 9164, + 6390, + 2059 + ] + } + ], + "logit_lens": [ + { + "label": "ductile", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 38380, + 147720, + 132313, + 204418, + 154617, + 117165, + 91935, + 127259, + 158594, + 147439, + 81481, + 48150, + 123886, + 108431, + 42694, + 19229, + 15102, + 57318, + 70370, + 170422, + 123282, + 105409 + ] + }, + { + "label": "nucleation", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 193088, + 183307, + 234935, + 187256, + 167115, + 228847, + 229110, + 239810, + 212912, + 144494, + 129437, + 95833, + 37694, + 59376, + 8631, + 3498, + 7922, + 27140, + 34241, + 25282, + 66696, + 51529 + ] + }, + { + "label": "coalescence", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 136796, + 257129, + 261566, + 256942, + 173887, + 151683, + 82326, + 211482, + 169419, + 143081, + 66637, + 60242, + 114129, + 45453, + 9897, + 11525, + 5819, + 12113, + 24024, + 8787, + 29005, + 13048 + ] + }, + { + "label": "void", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 112426, + 177776, + 174711, + 135661, + 152162, + 36047, + 8083, + 104285, + 10019, + 12616, + 21031, + 89041, + 49117, + 30433, + 32480, + 19159, + 14495, + 15333, + 38378, + 47160, + 40030, + 31167 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "the", + "score": 24.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "whereas", + "score": 21.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "clusters", + "score": 19.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "This", + "score": 18.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "which", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "and", + "score": 14.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "was", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "cracks", + "score": 12.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "tensile", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "ductility", + "score": 11.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "occurred", + "score": 10.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "fracture", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-key-concept-traces-v1/materials/paper-v2-assoc-ductile-02__grid.png", + "stream": "figures/gemma4-materials-key-concept-traces-v1/materials/paper-v2-assoc-ductile-02__stream.png", + "trajectory": "figures/gemma4-materials-key-concept-traces-v1/materials/paper-v2-assoc-ductile-02__trajectory.png", + "emergence": "figures/gemma4-materials-key-concept-traces-v1/materials/paper-v2-assoc-ductile-02__emergence.png", + "heatmap": "figures/gemma4-materials-key-concept-traces-v1/materials/paper-v2-assoc-ductile-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-line-defect-motion-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Crystal line-imperfection motion 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Under resolved loading, a line imperfection moves across a close-packed plane in the direction of its mismatch vector, leaving a permanent offset at the free surface.", + "prompt_tail": "resolved loading, a line imperfection moves across a close-packed plane in the direction of its mismatch vector, leaving a permanent offset at the free surface.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 16, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 18563 + }, + { + "label": "glide", + "best_rank": 3482, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 8361 + }, + { + "label": "slip", + "best_rank": 6091, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 38147 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "About", + "whereas", + "Also", + "Although", + "It", + "and", + "although" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "d", + "r", + "nt", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "o", + "d", + "i", + "r", + "etc", + "t" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "d", + "c", + "r", + "wards", + "o", + "a", + "al" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "to", + "wards", + "colour", + "in", + "a", + "l", + "al", + "its" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "iting", + "enced", + "thereafter", + "ened", + "atop", + "cted", + "ile", + "rue" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thereafter", + "thence", + "ened", + "enced", + "ably", + "al", + "rump", + "wards" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thereafter", + "subsequently", + "thence", + "whilst", + "wherein", + "utilising", + "thus", + "forthwith" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "subsequently", + "wherein", + "utilising", + "utilised", + "utilizing", + "Furthermore", + "whilst" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thereafter", + "subsequently", + "henceforth", + "subsequent", + "Furthermore", + "upon", + "during", + "Selangor" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "thence", + "subsequently", + "whereupon", + "Thereafter", + "henceforth", + "subsequent", + "wherein" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereafter", + "thence", + "henceforth", + "whereupon", + "furthermore", + "thereby", + "subsequently", + "wherein" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thereafter", + "thence", + "henceforth", + "whereupon", + "furthermore", + "thereby", + "subsequently", + "Furthermore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thereafter", + "thence", + "subsequently", + "whereupon", + "Furthermore", + "Thereafter", + "permanence", + "Subsequently" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "thereafter", + "permanence", + "subsequently", + "subsequent", + "rupture", + "thence", + "terminus", + "permanently" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "rupture", + "subsequent", + "sedimentation", + "permanence", + "indelible", + "terminus", + "ischemic", + "cessation" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "terminus", + "permanence", + "distal", + "rupture", + "indelible", + "sedimentation", + "permanently", + "subsequent" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "indelible", + "permanence", + "sedimentation", + "sediment", + "discontinuity", + "rupture", + "permanently", + "subsequent" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "subsequent", + "sedimentation", + "resulting", + "discharge", + "discontinuity", + "resultant", + "sediment", + "irrevers" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "subsequent", + "subsequently", + "resulting", + "resultant", + "consequence", + "discontinuity", + "irrevers", + "thereafter" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "resulting", + "resultant", + "subsequently", + "subsequent", + "permanently", + "permanent", + "thereafter", + "consequent" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "resulting", + "subsequently", + "thereby", + "culmination", + "termination", + "consequence", + "subsequent", + "Consequently" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "consequently", + "subsequently", + "thus", + "thereby", + "thereafter", + "afterward", + "resulting", + "accordingly" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Which", + "Consequently", + "subsequently", + "Ultimately", + "Additionally", + "which", + "Furthermore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Consequently", + "Furthermore", + "Subsequently", + "However", + "Ultimately", + "Additionally", + "Also" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "Additionally", + "Also", + "Subsequently", + "Similarly", + "However" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Similarly", + "Furthermore", + "Subsequently", + "Additionally", + "Meanwhile", + "Consequently", + "Conversely" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "Similarly", + "Additionally", + "Subsequently", + "Meanwhile", + "Consequently", + "Furthermore", + "this" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "Similarly", + "Meanwhile", + "this", + "Subsequently", + "Additionally", + "Conversely", + "However" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "Meanwhile", + "Similarly", + "this", + "Consequently", + "Additionally", + "Conversely", + "During" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "Similarly", + "Meanwhile", + "this", + "Consequently", + "Conversely", + "Additionally", + "During" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Similarly", + "Meanwhile", + "Conversely", + "Consequently", + "Additionally", + "During" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "Similarly", + "Meanwhile", + "Conversely", + "This", + "Additionally", + "Consequently" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "this", + "Similarly", + "Conversely", + "This", + "Meanwhile" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "Similarly", + "This", + "Conversely", + "Likewise", + "Similar" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "Similarly", + "This", + "Conversely", + "Simultaneously", + "Meanwhile", + "Similar" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "Similarly", + "Conversely", + "Meanwhile", + "Likewise", + "Simultaneously" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "Similarly", + "Conversely", + "Meanwhile", + "When", + "If" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "This", + "Similarly", + "Conversely", + "Additionally", + "Meanwhile", + "If" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Similarly", + "this", + "In", + "Conversely", + "Simultaneously", + "When", + "Similar" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "Similarly", + "In", + "During", + "When", + "Throughout", + "Simultaneously" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "In", + "The", + "If", + "When", + "Resolved", + "Resol", + "For" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 65161, + 84987, + 108281, + 121928, + 158692, + 156320, + 137937, + 95737, + 74702, + 29837, + 3330, + 3217, + 4007, + 1736, + 228, + 153, + 58, + 17, + 27, + 53, + 132, + 856, + 20309, + 19807, + 20291, + 26589, + 37620, + 31107, + 40158, + 29801, + 20791, + 21420, + 14220, + 6636, + 5210, + 7642, + 10617, + 12193, + 9347, + 10408, + 8751, + 9153 + ] + }, + { + "label": "glide", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 40380, + 36305, + 46472, + 30408, + 12585, + 42620, + 34051, + 64489, + 51680, + 25782, + 44968, + 30456, + 45556, + 19969, + 34211, + 16022, + 3667, + 4043, + 6069, + 5350, + 3483, + 8918, + 51510, + 84629, + 84775, + 68475, + 79422, + 54859, + 17405, + 16000, + 12306, + 10422, + 14113, + 15190, + 10345, + 7529, + 19516, + 26007, + 30552, + 14085, + 12358, + 3084 + ] + }, + { + "label": "slip", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 2762, + 20971, + 32652, + 24813, + 7091, + 54372, + 87604, + 70233, + 87230, + 69138, + 47001, + 37773, + 37377, + 50788, + 27811, + 17393, + 9493, + 16773, + 20389, + 10045, + 8052, + 19439, + 39403, + 22770, + 22439, + 15908, + 16013, + 11303, + 6092, + 7951, + 8715, + 9936, + 8602, + 6894, + 8090, + 12196, + 13700, + 19044, + 9325, + 4558, + 10153, + 1557 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 167174, + 209045, + 261293, + 222028, + 130105, + 42902, + 204124, + 73872, + 67107, + 111605, + 20706, + 38704, + 28761, + 192031, + 35778, + 22232, + 59628, + 20140, + 18564, + 24919, + 74901, + 56420 + ] + }, + { + "label": "glide", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 20390, + 72478, + 96915, + 128830, + 216570, + 20946, + 57813, + 123300, + 143358, + 97600, + 106336, + 84591, + 44430, + 34480, + 15992, + 9900, + 27094, + 16269, + 8362, + 9762, + 22353, + 28683 + ] + }, + { + "label": "slip", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 198264, + 167503, + 160221, + 115191, + 157384, + 135320, + 40821, + 211202, + 211425, + 169266, + 107568, + 75689, + 183373, + 92269, + 91976, + 110259, + 114279, + 63282, + 60330, + 74252, + 48153, + 38148 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 35.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "Under", + "output_checked": true + }, + { + "concept": "which", + "score": 20.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "This", + "score": 15.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "causing", + "score": 15.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "was", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "behind", + "score": 12.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "problems", + "score": 11.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "propagation", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "traversing", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "density", + "score": 8.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "close", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 8.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "appears", + "score": 8.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "line", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-key-concept-traces-v1/materials/paper-v2-assoc-line-defect-motion-01__grid.png", + "stream": "figures/gemma4-materials-key-concept-traces-v1/materials/paper-v2-assoc-line-defect-motion-01__stream.png", + "trajectory": "figures/gemma4-materials-key-concept-traces-v1/materials/paper-v2-assoc-line-defect-motion-01__trajectory.png", + "emergence": "figures/gemma4-materials-key-concept-traces-v1/materials/paper-v2-assoc-line-defect-motion-01__emergence.png", + "heatmap": "figures/gemma4-materials-key-concept-traces-v1/materials/paper-v2-assoc-line-defect-motion-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-rapid-transformation-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Rapid diffusionless steel transformation 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Suppressing atomic redistribution during cooling converts the parent face-centered phase into a hard acicular product. The new body-centered cell has a c-to-a ratio different from one.", + "prompt_tail": "tribution during cooling converts the parent face-centered phase into a hard acicular product. The new body-centered cell has a c-to-a ratio different from one.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 38 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 6256, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 38, + "logit_lens_best_rank": 1916 + }, + { + "label": "Bain", + "best_rank": 12065, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 38, + "logit_lens_best_rank": 2928 + }, + { + "label": "tetragonal", + "best_rank": 30, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 38, + "logit_lens_best_rank": 12817 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "About", + "Also", + "which", + "It", + "and", + "Although", + "however" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "o", + "i", + "a", + "d", + "nt", + "r", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "ie", + "l", + "lly", + "o", + "gonna", + "kinda", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "grosse", + "wards", + "ie", + "ised", + "centre", + "abouts", + "centre", + "realised" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "maybe", + "basically", + "gonna", + "kinda", + "ie", + "etc", + "etc", + "probably" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "maybe", + "basically", + "got", + "gonna", + "probably", + "guys", + "everybody", + "somebody" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "basically", + "everybody", + "maybe", + "somebody", + "probably", + "kinda", + "guys" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "basically", + "gonna", + "maybe", + "everybody", + "somebody", + "guys", + "kinda", + "probably" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "basically", + "maybe", + "gonna", + "which", + "alot", + "probably", + "whereas", + "got" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "basically", + "which", + "maybe", + "probably", + "also", + "whereas", + "Basically", + "kinda" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "maybe", + "which", + "whereas", + "basically", + "anymore", + "hence", + "probably", + "however" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whereas", + "which", + "hence", + "namely", + "anymore", + "furthermore", + "moreover", + "however" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "whereas", + "hence", + "which", + "namely", + "moreover", + "furthermore", + "anymore", + "besides" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "whereas", + "hence", + "namely", + "which", + "moreover", + "maybe", + "furthermore", + "Moreover" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "whereas", + "hence", + "namely", + "moreover", + "which", + "geometrical", + "maths", + "furthermore" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "whereas", + "hence", + "geometrical", + "namely", + "although", + "gaussian", + "matemat", + "probably" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "whereas", + "deviation", + "geometrical", + "matemat", + "dimensionless", + "gaussian", + "hence", + "difference" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "geometrical", + "deviation", + "geomet", + "anisotropy", + "dimensionless", + "peculiarity", + "anisotropic", + "geometry" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "deviation", + "geometrical", + "peculiarity", + "deviate", + "peculiar", + "whereas", + "difference", + "hence" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "deviation", + "peculiarity", + "peculiar", + "geometrical", + "hence", + "deviate", + "whereas", + "deviated" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "whereas", + "differs", + "deviate", + "deviation", + "hence", + "difference", + "differ", + "because" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "whereas", + "Consequently", + "peculiarity", + "hence", + "consequently", + "deviate", + "discontinuity", + "because" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "hence", + "accordingly", + "thus", + "also", + "Moreover", + "besides", + "therefore", + "consequently" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "This", + "Which", + "Also", + "which", + "Consequently", + "Moreover", + "Its" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Furthermore", + "Therefore", + "Consequently", + "Also", + "Because", + "Its", + "Which" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "Therefore", + "Also", + "Because", + "Moreover", + "Thus" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "Therefore", + "However", + "Moreover", + "Meanwhile", + "Because" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "Therefore", + "Additionally", + "Also", + "Moreover", + "These" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "Consequently", + "Furthermore", + "Therefore", + "Meanwhile", + "These", + "Moreover", + "Additionally" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "Furthermore", + "Thus", + "Meanwhile", + "Additionally", + "Finally" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "this", + "Thus", + "therefore", + "Furthermore", + "Consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Consequently", + "this", + "Therefore", + "This", + "Thus", + "therefore", + "Consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "This", + "therefore", + "Thus", + "this" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "This", + "Consequently", + "Therefore", + "this", + "Thus" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "This", + "Consequently", + "this", + "Therefore", + "Thus" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "This", + "Consequently", + "Therefore", + "Thus", + "Consequently", + "Furthermore" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "Therefore", + "Consequently", + "Thus", + "Hence", + "Consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "Consequently", + "Therefore", + "Thus", + "Hence", + "The" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "This", + "Therefore", + "Consequently", + "The", + "Thus", + "Furthermore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "The", + "This", + "Furthermore", + "Thus" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "The", + "Therefore", + "Consequently", + "This", + "Furthermore", + "Thus" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "This", + "Thus", + "Therefore", + "A", + "Consequently", + "In" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "shear", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 41488, + 14164, + 38987, + 74059, + 66019, + 64358, + 67444, + 50848, + 26979, + 20181, + 11833, + 18291, + 27146, + 14788, + 14226, + 9013, + 9278, + 16751, + 16684, + 22258, + 33619, + 39400, + 54618, + 15839, + 16424, + 21639, + 24066, + 17003, + 8414, + 6524, + 6300, + 9157, + 11407, + 12345, + 6257, + 8773, + 8936, + 6675, + 6165, + 5840, + 6183, + 860 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 108120, + 27219, + 16067, + 21892, + 23875, + 12088, + 14300, + 17371, + 14527, + 13936, + 13700, + 4593, + 7542, + 4029, + 3292, + 4671, + 12066, + 25255, + 47108, + 75756, + 42435, + 36490, + 28032, + 40475, + 35213, + 52935, + 71218, + 58903, + 22763, + 15524, + 16716, + 17735, + 33888, + 35736, + 36021, + 81090, + 94938, + 118811, + 83457, + 54043, + 103501, + 21410 + ] + }, + { + "label": "tetragonal", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 172998, + 97817, + 93265, + 60195, + 60241, + 42581, + 58697, + 52436, + 39869, + 9109, + 8860, + 6094, + 3825, + 1187, + 566, + 172, + 175, + 31, + 58, + 127, + 334, + 805, + 13864, + 167784, + 195071, + 202940, + 232265, + 243590, + 229284, + 216465, + 223195, + 220980, + 210863, + 181281, + 186321, + 146691, + 137135, + 162356, + 135878, + 132442, + 87622, + 58770 + ] + } + ], + "logit_lens": [ + { + "label": "shear", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 47280, + 187882, + 65200, + 29915, + 54021, + 7075, + 3273, + 111491, + 48433, + 38769, + 28697, + 45166, + 14161, + 1917, + 2399, + 2228, + 6461, + 8678, + 9156, + 13885, + 7896, + 3448 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 24534, + 16291, + 26349, + 144666, + 113727, + 28005, + 2929, + 148601, + 85880, + 101446, + 82994, + 165077, + 119738, + 35571, + 26749, + 45185, + 113363, + 143974, + 152235, + 138046, + 183314, + 170641 + ] + }, + { + "label": "tetragonal", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 120723, + 200084, + 195004, + 181552, + 125209, + 111557, + 83740, + 12818, + 81916, + 45406, + 65064, + 18490, + 30896, + 208925, + 127993, + 85988, + 73597, + 78791, + 79109, + 45645, + 64466, + 71093 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "metallurgical", + "score": 22.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "structure", + "score": 19.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "new", + "output_checked": true + }, + { + "concept": "which", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "axis", + "score": 18.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "that", + "score": 16.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "morphology", + "score": 15.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "because", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "different", + "output_checked": true + }, + { + "concept": "whereas", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "simulation", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "during", + "output_checked": true + }, + { + "concept": "was", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "body", + "output_checked": true + }, + { + "concept": "rather", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "and", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "ing", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-key-concept-traces-v1/materials/paper-v2-assoc-rapid-transformation-04__grid.png", + "stream": "figures/gemma4-materials-key-concept-traces-v1/materials/paper-v2-assoc-rapid-transformation-04__stream.png", + "trajectory": "figures/gemma4-materials-key-concept-traces-v1/materials/paper-v2-assoc-rapid-transformation-04__trajectory.png", + "emergence": "figures/gemma4-materials-key-concept-traces-v1/materials/paper-v2-assoc-rapid-transformation-04__emergence.png", + "heatmap": "figures/gemma4-materials-key-concept-traces-v1/materials/paper-v2-assoc-rapid-transformation-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cleavage-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-temperature failure 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A thick steel plate failed suddenly in cold service without visible plastic distortion. Microscopy revealed flat planes and converging river patterns cutting across grain interiors.", + "prompt_tail": "ailed suddenly in cold service without visible plastic distortion. Microscopy revealed flat planes and converging river patterns cutting across grain interiors.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 576, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2206 + }, + { + "label": "cleavage", + "best_rank": 1256, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 376 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Also", + "About", + "Although", + "It", + "Also", + "ately", + "and" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "n", + "nt", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lly", + "l", + "d", + "wards", + "o", + "ie", + "sic", + "al" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "sic", + "etc", + "l", + "wards", + "nig", + "d", + "lly", + "nt" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "sic", + "thence", + "wards", + "etc", + "ised", + "hence", + "d", + "to" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thence", + "thereon", + "thereto", + "persons", + "thus", + "sic", + "therefrom", + "thereafter" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "persons", + "forthwith", + "sic", + "thereto", + "thereon", + "thru", + "whilst" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thence", + "thereafter", + "forthwith", + "commenced", + "thus", + "persons", + "environs", + "wherein" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "thence", + "wherein", + "commenced", + "whence", + "whilst", + "thus", + "thereto" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thereafter", + "fauna", + "thence", + "whence", + "specimens", + "thus", + "abreast", + "wherein" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "assemblages", + "specimens", + "nascent", + "discernible", + "burgeoning", + "morphologies", + "dyads" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thence", + "specimens", + "thereto", + "discernible", + "indistinct", + "coloration", + "heretofore", + "wherein" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "discernible", + "thence", + "indistinct", + "coloration", + "obliquely", + "micrographs", + "photographic", + "assemblages" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "micrographs", + "metallurgy", + "micrograph", + "lith", + "geologic", + "coloration", + "geological" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "metallurgical", + "micrograph", + "micrographs", + "coloration", + "specimens", + "histological", + "microscopy", + "lith" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "micrograph", + "micrographs", + "coloration", + "microscopy", + "specimens", + "lith", + "striated" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "discoloration", + "metallurgical", + "evidence", + "coloration", + "micrograph", + "staining", + "micrographs", + "microscopy" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "discoloration", + "metallurgical", + "diagnostic", + "staining", + "coloration", + "subsurface", + "symptomatic", + "micrograph" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicating", + "indicative", + "discoloration", + "symptomatic", + "suggestive", + "staining", + "coloration", + "diagnostic" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "indicating", + "indicative", + "suggesting", + "suggestive", + "symptomatic", + "evidence", + "discoloration", + "diagnostic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "indicative", + "characteristic", + "suggestive", + "metallurgical", + "indicates", + "suggesting", + "diagnostic" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "indicative", + "indicates", + "diagnostic", + "suggestive", + "suggesting", + "symptoms", + "diagnosing" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "cited", + "descriptions", + "described", + "documented", + "labeled", + "suggestive", + "indicated", + "suggestions" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Which", + "This", + "suggesting", + "What", + "Furthermore", + "Suddenly", + "Both", + "Why" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "Therefore", + "Afterwards", + "Also", + "Meanwhile", + "Ultimately" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "This", + "Meanwhile", + "Subsequently", + "Also", + "Ultimately", + "Similarly", + "Additionally" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Furthermore", + "Subsequently", + "Afterwards", + "Meanwhile", + "Consequently", + "Additionally", + "Despite" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "Afterwards", + "Subsequently", + "Furthermore", + "Additionally", + "Meanwhile", + "Afterward", + "These" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "These", + "Meanwhile", + "Additionally", + "Similarly", + "Afterwards", + "Simultaneously", + "These" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "These", + "These", + "Finally", + "Meanwhile", + "this", + "Recently", + "There" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "These", + "this", + "This", + "Therefore", + "Such", + "These", + "Additionally" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "These", + "this", + "This", + "Additionally", + "These", + "Such" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "These", + "This", + "these", + "These" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "this", + "These", + "these", + "This" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "These", + "This", + "these" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "This", + "These", + "Such", + "Diagnosis", + "Analysis" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "These", + "Diagnosis", + "Analysis", + "Such" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "These", + "Identifying" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "This", + "These", + "Historically", + "Diagnosis", + "Considering" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "These", + "this", + "Identifying", + "Given", + "Diagnosis", + "The", + "Analysis" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "These", + "Given", + "It", + "The", + "Such", + "Analysis" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "A", + "In", + "Such", + "It", + "Metall" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "brittle", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 144367, + 147387, + 164195, + 137706, + 92989, + 129090, + 112128, + 52778, + 50642, + 37373, + 1781, + 7290, + 2306, + 1019, + 1079, + 1004, + 723, + 577, + 593, + 905, + 2851, + 6284, + 41135, + 40870, + 121554, + 160946, + 121485, + 96814, + 76538, + 89413, + 73984, + 52150, + 17360, + 12279, + 9144, + 13084, + 12796, + 9489, + 10668, + 12114, + 6738, + 21554 + ] + }, + { + "label": "cleavage", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 139436, + 91797, + 92997, + 109349, + 112211, + 90711, + 55094, + 35437, + 69796, + 39380, + 12651, + 2583, + 2958, + 1718, + 1910, + 2404, + 1257, + 1763, + 1304, + 2367, + 2743, + 6197, + 30704, + 44028, + 88533, + 148387, + 141525, + 102998, + 64505, + 67940, + 40308, + 27946, + 9168, + 3604, + 2090, + 5022, + 2999, + 1515, + 2388, + 3396, + 3119, + 8616 + ] + } + ], + "logit_lens": [ + { + "label": "brittle", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 63834, + 163242, + 222450, + 58652, + 2207, + 12313, + 183331, + 63567, + 49012, + 108826, + 126528, + 67315, + 129301, + 49466, + 75522, + 63993, + 81305, + 100266, + 69891, + 74168, + 81201, + 48961 + ] + }, + { + "label": "cleavage", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 190853, + 150613, + 86379, + 194545, + 249950, + 260086, + 223101, + 34876, + 62516, + 155266, + 101854, + 29994, + 91611, + 80818, + 17822, + 9649, + 2978, + 902, + 377, + 999, + 2697, + 1230 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "This", + "score": 26.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "during", + "score": 20.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "fracture", + "score": 19.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "indicating", + "score": 17.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "because", + "score": 17.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "was", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "visible", + "output_checked": true + }, + { + "concept": "the", + "score": 11.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "across", + "output_checked": true + }, + { + "concept": "ductility", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "incisions", + "score": 9.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "within", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "cracks", + "score": 9.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "converging", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-key-concept-traces-v1/materials/paper-v2-assoc-cleavage-03__grid.png", + "stream": "figures/gemma4-materials-key-concept-traces-v1/materials/paper-v2-assoc-cleavage-03__stream.png", + "trajectory": "figures/gemma4-materials-key-concept-traces-v1/materials/paper-v2-assoc-cleavage-03__trajectory.png", + "emergence": "figures/gemma4-materials-key-concept-traces-v1/materials/paper-v2-assoc-cleavage-03__emergence.png", + "heatmap": "figures/gemma4-materials-key-concept-traces-v1/materials/paper-v2-assoc-cleavage-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-hot-air-surface-layer-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "High-temperature environmental surface layer 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A nickel alloy held in hot air develops an adherent multilayer surface film as metal atoms react with oxygen. Continued exposure thickens the film according to an approximately parabolic time law.", + "prompt_tail": "ops an adherent multilayer surface film as metal atoms react with oxygen. Continued exposure thickens the film according to an approximately parabolic time law.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 74, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 8 + }, + { + "label": "oxide", + "best_rank": 1497, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 171 + }, + { + "label": "scale", + "best_rank": 1567, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 2215 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Although", + "and", + "About", + "which", + "Also", + "however", + "It" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "nt", + "r", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "d", + "ie", + "o", + "lly", + "al", + "r" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "l", + "thence", + "nig", + "d", + "whereas", + "sic", + "ie" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "thence", + "thereto", + "sic", + "whereby", + "whereupon", + "chiefly", + "ably" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thence", + "pursuant", + "therein", + "thereto", + "therewith", + "thus" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "thereafter", + "chiefly", + "thereto", + "whereupon", + "principally", + "thus", + "wherein" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "principally", + "thereafter", + "thence", + "thus", + "chiefly", + "wherein", + "whereby", + "thereto" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "thus", + "wherein", + "which", + "subsequently", + "thereby", + "Furthermore", + "Accordingly" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thereafter", + "thus", + "which", + "wherein", + "Furthermore", + "Additionally", + "utilizing", + "also" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thus", + "wherein", + "which", + "thereafter", + "thereby", + "concomit", + "periodicity", + "subsequently" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thus", + "concomit", + "thereafter", + "thereby", + "wherein", + "concomitant", + "furthermore", + "moreover" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "concomit", + "thereafter", + "thus", + "longitudinally", + "henceforth", + "periodicity", + "Moreover", + "concomitant" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "concomit", + "periodicity", + "concomitant", + "asymptotically", + "thereafter", + "subsequently", + "increasing", + "monotonically" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "asymptotically", + "periodicity", + "empirical", + "empirically", + "asymptotic", + "logarithmic", + "exponential", + "longitudinally" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "periodicity", + "asymptotically", + "empirical", + "empirically", + "asymptotic", + "linearity", + "density", + "coefficient" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "logarithmic", + "periodicity", + "asymptotically", + "asymptotic", + "empirically", + "empirical", + "incrementally", + "exponential" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "asymptotically", + "asymptotic", + "periodicity", + "empirical", + "empirically", + "logarithmic", + "longitudinally", + "sinusoidal" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "asymptotically", + "periodicity", + "asymptotic", + "quadratic", + "longitudinally", + "coefficient", + "empirically", + "stoichiometry" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "asymptotically", + "periodicity", + "asymptotic", + "characteristic", + "sinusoid", + "linearly", + "progressively", + "empirically" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "characteristics", + "progressively", + "successive", + "empirically", + "asymptotically", + "empirical", + "periodicity" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "characteristic", + "characteristics", + "successive", + "characterized", + "exhibiting", + "progressively", + "gradually", + "empirically" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "eventually", + "progressively", + "gradually", + "subsequently", + "increasingly", + "periodically", + "successive", + "successively" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "subsequently", + "Subsequently", + "This", + "later", + "Furthermore", + "which", + "both", + "Consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "Subsequently", + "this", + "Later", + "Eventually", + "Also" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "This", + "Also", + "Consequently", + "Additionally", + "also", + "During", + "Eventually" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "Also", + "Similarly", + "During", + "Eventually", + "Subsequently" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "this", + "Consequently", + "Furthermore", + "Eventually", + "subsequently", + "During", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Eventually", + "This", + "During", + "Initially", + "this", + "Consequently", + "When", + "Subsequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "Eventually", + "Consequently", + "Initially", + "During", + "Therefore", + "Recently" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "Eventually", + "this", + "Consequently", + "Initially", + "During", + "Subsequently", + "Therefore" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Eventually", + "this", + "Consequently", + "Initially", + "Subsequently", + "Eventually", + "During" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "Eventually", + "Initially", + "Consequently", + "This", + "Eventually", + "After" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "this", + "Eventually", + "Initially", + "Consequently", + "This", + "Subsequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "Eventually", + "Initially", + "Consequently", + "Subsequently", + "This" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "Eventually", + "Initially", + "this", + "The", + "After", + "Initial", + "Subsequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Eventually", + "Initially", + "this", + "The", + "When", + "Once", + "This" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Eventually", + "Initially", + "this", + "The", + "Once", + "This", + "Initially" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "Eventually", + "Initially", + "The", + "this", + "Once", + "Simultaneously", + "When" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Eventually", + "Initially", + "The", + "Once", + "Simultaneously", + "When", + "At" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "Initially", + "The", + "Eventually", + "At", + "this", + "When", + "Once" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Initially", + "Eventually", + "At", + "In", + "When", + "Initial" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "oxidation", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 89302, + 21195, + 20895, + 22697, + 12627, + 9160, + 12840, + 11026, + 22330, + 18465, + 13811, + 28319, + 24946, + 5777, + 4524, + 2196, + 2004, + 4572, + 4919, + 10385, + 14550, + 20935, + 16556, + 48440, + 48237, + 63316, + 42641, + 40083, + 14846, + 11810, + 2806, + 843, + 616, + 555, + 169, + 75, + 91, + 111, + 54, + 120, + 144, + 36 + ] + }, + { + "label": "oxide", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 64968, + 7399, + 8208, + 6613, + 5614, + 2050, + 7559, + 5380, + 9101, + 8443, + 7990, + 6338, + 7554, + 1677, + 1676, + 1425, + 2486, + 4140, + 7477, + 9551, + 11489, + 10123, + 17118, + 69289, + 110031, + 155589, + 169898, + 161124, + 110273, + 54952, + 17411, + 5086, + 3892, + 3971, + 1574, + 1747, + 1691, + 1498, + 465, + 372, + 541, + 182 + ] + }, + { + "label": "scale", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 24202, + 7812, + 23606, + 30059, + 33070, + 55143, + 36922, + 23416, + 9809, + 7698, + 5323, + 12488, + 4154, + 2706, + 1422, + 3170, + 1568, + 1820, + 2230, + 4242, + 2733, + 11476, + 25705, + 19220, + 16392, + 24296, + 27789, + 38705, + 11143, + 9150, + 6741, + 6690, + 4673, + 4341, + 2348, + 1635, + 1732, + 2115, + 1780, + 1265, + 1178, + 1850 + ] + } + ], + "logit_lens": [ + { + "label": "oxidation", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 138659, + 231163, + 91280, + 30931, + 231481, + 73368, + 88862, + 11658, + 96475, + 80526, + 129786, + 77873, + 19241, + 13987, + 51, + 15, + 21, + 16, + 14, + 9, + 16, + 25 + ] + }, + { + "label": "oxide", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 62474, + 156605, + 103629, + 30108, + 211054, + 190645, + 206778, + 2803, + 12564, + 23910, + 144229, + 138159, + 63309, + 12521, + 1121, + 172, + 344, + 564, + 378, + 558, + 894, + 860 + ] + }, + { + "label": "scale", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 2216, + 27005, + 86513, + 55407, + 106924, + 58464, + 107626, + 201871, + 234503, + 218867, + 212494, + 190637, + 50712, + 23311, + 63605, + 52062, + 39961, + 7147, + 12176, + 5627, + 4093, + 6256 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "metallurgical", + "score": 30.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 30.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "an", + "output_checked": true + }, + { + "concept": "was", + "score": 27.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "because", + "score": 25.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "this", + "score": 24.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Continued", + "output_checked": true + }, + { + "concept": "and", + "score": 22.0, + "best_rank": 1, + "best_depth": 53.7, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "during", + "score": 19.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "as", + "output_checked": true + }, + { + "concept": "This", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "exponential", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "chemically", + "score": 12.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "film", + "output_checked": true + }, + { + "concept": "oxide", + "score": 12.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "both", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "metal", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-key-concept-traces-v1/materials/paper-v2-assoc-hot-air-surface-layer-01__grid.png", + "stream": "figures/gemma4-materials-key-concept-traces-v1/materials/paper-v2-assoc-hot-air-surface-layer-01__stream.png", + "trajectory": "figures/gemma4-materials-key-concept-traces-v1/materials/paper-v2-assoc-hot-air-surface-layer-01__trajectory.png", + "emergence": "figures/gemma4-materials-key-concept-traces-v1/materials/paper-v2-assoc-hot-air-surface-layer-01__emergence.png", + "heatmap": "figures/gemma4-materials-key-concept-traces-v1/materials/paper-v2-assoc-hot-air-surface-layer-01__heatmap.png" + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-materials-mechanism-name-v1.json b/jlens_materials/runs/gemma4-materials-mechanism-name-v1.json new file mode 100644 index 0000000000000000000000000000000000000000..861d616b9ed78a935900c1d49eefaf35f10c78af --- /dev/null +++ b/jlens_materials/runs/gemma4-materials-mechanism-name-v1.json @@ -0,0 +1,60593 @@ +{ + "format_version": 2, + "created_at": "2026-07-10T22:07:58.555051+00:00", + "model": "google/gemma-4-E4B-it", + "model_identity": { + "requested_id": "google/gemma-4-E4B-it", + "requested_revision": null, + "model_class": "Gemma4ForConditionalGeneration", + "config_name_or_path": "google/gemma-4-E4B-it", + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-E4B-it", + "vocab_size": 262144, + "n_layers": 42, + "d_model": 2560, + "dtype": "float32" + }, + "tag": "gemma4-materials-mechanism-name-v1", + "n_layers": 42, + "d_model": 2560, + "lens_n_prompts": 1000, + "lens_provenance": null, + "methodology": { + "recipe": { + "name": "demo", + "n_fit": 12, + "max_seq_len": 64, + "target_layer": null, + "report_layer_count": null, + "skip_first": 16, + "strict_corpus": false, + "description": "Fast exploratory fit. Results from this profile are not a quantitative replication of the paper." + }, + "claims_level": "exploratory demo", + "paper_protocol_complete": false, + "strict_protocol": false, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 50, + "evaluation_max_seq_len": 512, + "generation_max_new_tokens": 1, + "model_revision": null, + "dtype": "float32", + "layer_stride": 1, + "prompt_source": "jlens_materials/prompts/materials-mechanism-name-v1.json", + "swaps_enabled": false, + "swap_alpha": 1.0 + }, + "shapes": [ + "ASSOCIATION" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": { + "ASSOCIATION": { + "n_items": 50, + "minimum_required": 50, + "sufficient_sample": true, + "ks": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "jacobian_lens": { + "pass_at_k": [ + 0.0, + 0.0, + 0.0, + 0.0, + 0.01, + 0.04, + 0.07 + ], + "auc_log_k": 0.014005149978319911, + "bootstrap_95": { + "1": { + "mean": 0.0, + "low": 0.0, + "high": 0.0 + }, + "2": { + "mean": 0.0, + "low": 0.0, + "high": 0.0 + }, + "5": { + "mean": 0.0, + "low": 0.0, + "high": 0.0 + }, + "10": { + "mean": 0.0, + "low": 0.0, + "high": 0.0 + }, + "20": { + "mean": 0.01, + "low": 0.0, + "high": 0.03 + }, + "50": { + "mean": 0.04, + "low": 0.01, + "high": 0.08 + }, + "100": { + "mean": 0.07, + "low": 0.03, + "high": 0.12 + } + } + }, + "logit_lens": { + "pass_at_k": [ + 0.0, + 0.0, + 0.0, + 0.01, + 0.01, + 0.01, + 0.04 + ], + "auc_log_k": 0.008010299956639813 + } + } + }, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 0, + "n_graded": 0, + "minimum_required": 50, + "sufficient_sample": false, + "protocol_success_rate": null, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [], + "prompts": [ + { + "slug": "mechanism-name-grain-size-strength-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size strengthening 1", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Two specimens of the same alloy receive different heat treatments. The one with much smaller crystallites requires a larger applied stress before permanent deformation begins.", + "prompt_tail": "f the same alloy receive different heat treatments. The one with much smaller crystallites requires a larger applied stress before permanent deformation begins.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size-strength", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 3400, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 3158 + }, + { + "label": "Hall", + "best_rank": 7285, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 7633 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "About", + "It", + "although", + "Hence", + "hence", + "whereas" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "n", + "or", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "d", + "wards", + "o", + "ie", + "i", + "al", + "t" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "l", + "d", + "r", + "wards", + "o", + "or", + "i" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "sic", + "tow", + "l", + "d", + "to", + "a", + "al", + "ably" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "toward", + "ially", + "ably", + "ible", + "arily", + "ued", + "rue", + "ened" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "toward", + "ially", + "ably", + "ened", + "thence", + "thus", + "eward", + "arily" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "toward", + "thus", + "and", + "therefore", + "thereafter", + "chiefly", + "the", + "thence" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Furthermore", + "toward", + "and", + "which", + "the", + "to", + "although", + "this" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Furthermore", + "also", + "which", + "that", + "the", + "and", + "thus", + "to" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "Furthermore", + "thus", + "and", + "which", + "that", + "toward", + "thereby", + "whereas" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "Furthermore", + "Moreover", + "moreover", + "whereas", + "thereby", + "Consequently", + "which" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "furthermore", + "Furthermore", + "Moreover", + "moreover", + "Moreover", + "whereas", + "Furthermore", + "Consequently" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "furthermore", + "Furthermore", + "Moreover", + "moreover", + "Moreover", + "Consequently", + "consequently", + "whereas" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "experimentally", + "empirically", + "anisotropic", + "furthermore", + "alloying", + "metallurgical", + "magnetores", + "necessitating" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "resistivity", + "resistive", + "resistance", + "tensile", + "magnetores", + "resistant", + "experimentally", + "tested" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "resistance", + "resistant", + "toughness", + "resisting", + "resistive", + "tested", + "magnetores", + "testing" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "resistance", + "toughness", + "resisting", + "resistant", + "defensive", + "firmness", + "rigidity", + "tested" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "resistance", + "toughness", + "firmness", + "defensive", + "resisting", + "tested", + "rigidity", + "hardness" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "toughness", + "resisting", + "firmness", + "resistance", + "defensive", + "strengthened", + "rigidity", + "inhibitory" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "increased", + "inhibitory", + "protecting", + "Consequently", + "defensive", + "superiority", + "strengthened", + "correspondingly" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "increased", + "improved", + "enhanced", + "강화", + "強化", + "INCREASE", + "strengthened", + "protecting" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "consequently", + "subsequently", + "therefore", + "thus", + "this", + "reward", + "sequently", + "thereby" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "This", + "subsequently", + "Consequently", + "Subsequently", + "consequently", + "this", + "Therefore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "Similarly", + "Additionally", + "Therefore", + "Also", + "Subsequently" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "Similarly", + "Additionally", + "This", + "Consequently", + "Also", + "Conversely", + "Meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Similarly", + "Conversely", + "Additionally", + "This", + "Similarly", + "Meanwhile", + "Consequently" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Similarly", + "Similarly", + "Furthermore", + "this", + "Conversely", + "This", + "similarly", + "Meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Similarly", + "Conversely", + "Meanwhile", + "Similarly", + "Another", + "Likewise", + "similarly", + "conversely" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Conversely", + "Meanwhile", + "Similarly", + "Therefore", + "Another", + "This", + "Consequently", + "Other" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Conversely", + "Similarly", + "Consequently", + "Therefore", + "This", + "Meanwhile", + "Conversely", + "conversely" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Conversely", + "Consequently", + "Meanwhile", + "Similarly", + "This", + "Conversely", + "conversely", + "Therefore" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Conversely", + "This", + "Meanwhile", + "Consequently", + "Similarly", + "conversely", + "Therefore", + "this" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Conversely", + "This", + "this", + "Similarly", + "The", + "conversely", + "Meanwhile", + "Consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Conversely", + "This", + "this", + "Similarly", + "The", + "Meanwhile", + "conversely", + "Consequently" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Conversely", + "This", + "The", + "Similarly", + "Meanwhile", + "conversely", + "Conversely", + "Therefore" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Conversely", + "This", + "The", + "Similarly", + "conversely", + "Meanwhile", + "Therefore", + "Consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Conversely", + "This", + "The", + "Similarly", + "Meanwhile", + "conversely", + "this", + "Consequently" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Conversely", + "This", + "The", + "Similarly", + "Meanwhile", + "Therefore", + "Consequently", + "conversely" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Conversely", + "The", + "This", + "Similarly", + "Meanwhile", + "Consequently", + "Therefore", + "Analyzing" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "The", + "Conversely", + "Similarly", + "this", + "Furthermore", + "Both", + "Meanwhile" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Conversely", + "In", + "We", + "Here", + "It", + "Similarly" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 65843, + 23506, + 59791, + 39372, + 21686, + 30263, + 11477, + 10909, + 24604, + 25619, + 9125, + 102883, + 75427, + 17766, + 4726, + 3481, + 5945, + 3401, + 9512, + 10237, + 18407, + 56953, + 62225, + 12480, + 13968, + 24117, + 35317, + 43659, + 17833, + 8735, + 8176, + 9534, + 9508, + 11621, + 8868, + 8510, + 11109, + 11814, + 11161, + 6111, + 7762, + 5337 + ] + }, + { + "label": "Hall", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 8983, + 3020, + 3630, + 6171, + 4925, + 20652, + 22952, + 22114, + 2178, + 3736, + 40844, + 24648, + 39809, + 65130, + 46478, + 18978, + 27729, + 46108, + 62514, + 59077, + 22318, + 39308, + 25271, + 7708, + 12372, + 23230, + 40153, + 42869, + 25544, + 21350, + 25267, + 25952, + 24163, + 9533, + 8605, + 10447, + 9571, + 7286, + 6311, + 9044, + 3123, + 772 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 47613, + 133455, + 30586, + 3159, + 12058, + 123941, + 102724, + 35311, + 35946, + 5776, + 6177, + 3946, + 13078, + 20623, + 29489, + 42476, + 35852, + 19879, + 70958, + 42267, + 30374, + 30258 + ] + }, + { + "label": "Hall", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 232674, + 194499, + 129830, + 70671, + 20343, + 32378, + 40210, + 7634, + 13477, + 8212, + 37571, + 29705, + 138749, + 53175, + 62822, + 95996, + 143790, + 84207, + 38257, + 10661, + 26226, + 15872 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "were", + "score": 20.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "because", + "score": 19.0, + "best_rank": 2, + "best_depth": 68.3, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "species", + "score": 16.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "same", + "output_checked": true + }, + { + "concept": "hotter", + "score": 15.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "much", + "output_checked": true + }, + { + "concept": "and", + "score": 13.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "smaller", + "output_checked": true + }, + { + "concept": "was", + "score": 12.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "specimens", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "compared", + "score": 10.0, + "best_rank": 2, + "best_depth": 70.7, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "identical", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "receive", + "output_checked": true + }, + { + "concept": "Conversely", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "resistance", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "before", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-01__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-01__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-01__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-01__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-01__heatmap.png" + } + }, + { + "slug": "mechanism-name-grain-size-strength-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size strengthening 2", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A polycrystalline metal is processed until its average crystallite diameter is reduced by half. Its resistance to the onset of plastic flow increases.", + "prompt_tail": "A polycrystalline metal is processed until its average crystallite diameter is reduced by half. Its resistance to the onset of plastic flow increases.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size-strength", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 10198, + "best_depth": 56.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 2680 + }, + { + "label": "Hall", + "best_rank": 1116, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 1781 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "About", + "It", + "Also", + "although", + "Hence", + "hence" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "n", + "d", + "r", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "o", + "wards", + "d", + "etc", + "t", + "ie", + "i" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "etc", + "wards", + "therefor", + "upto", + "sic", + "ie", + "nt" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "etc", + "etc", + "sic", + "therefor", + "hence", + "therefore", + "therefore", + "Hence" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "persons", + "therefor", + "thereon", + "thereby", + "thus", + "hence", + "Therefore" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "therefore", + "persons", + "therefor", + "hence", + "thus", + "whereby", + "thereon", + "thereby" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "therefore", + "thus", + "therefor", + "persons", + "which", + "hence", + "thereby", + "whereby" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "therefore", + "which", + "Whilst", + "although", + "consequently", + "whereas", + "whilst", + "also" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "also", + "therefore", + "towards", + "thus", + "and", + "consequently", + "whereas" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "towards", + "increased", + "which", + "although", + "Towards", + "then", + "Furthermore" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "Furthermore", + "Moreover", + "Consequently", + "moreover", + "consequently", + "whereas", + "Moreover" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "Furthermore", + "furthermore", + "Moreover", + "Consequently", + "towards", + "increased", + "Moreover", + "consequently" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "increased", + "Moreover", + "Furthermore", + "Moreover", + "Increased", + "Increased", + "Consequently", + "increase" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "increased", + "qualitatively", + "increase", + "metallurgical", + "increasing", + "metallurgy", + "Increased", + "stimulated" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "increased", + "increase", + "Increased", + "increasing", + "increased", + "improved", + "increases", + "enhanced" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "increased", + "increase", + "Increased", + "increasing", + "increases", + "improvement", + "improved", + "strengthening" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "increased", + "increase", + "increasing", + "intensification", + "improvement", + "strengthening", + "thermodynam", + "decrease" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "increased", + "improvement", + "increase", + "decrease", + "increasing", + "improving", + "decreased", + "improved" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "increased", + "demonstrating", + "increase", + "decreased", + "increasing", + "decrease", + "INCREASE", + "strengthening" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "increased", + "increase", + "because", + "INCREASE", + "demonstrating", + "increasing", + "indicating", + "Consequently" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "because", + "때문이다", + "indicating", + "demonstrating", + "despite", + "this", + "Consequently", + "accordingly" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "because", + "which", + "also", + "this", + "increased", + "increase", + "subsequently", + "the" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Which", + "Furthermore", + "This", + "However", + "Also", + "Finally", + "which", + "Therefore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Also", + "This", + "Furthermore", + "Therefore", + "However", + "Consequently", + "Because", + "Then" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Also", + "Furthermore", + "This", + "However", + "Therefore", + "Additionally", + "Meanwhile", + "Similarly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "However", + "Furthermore", + "Also", + "Therefore", + "Meanwhile", + "Consequently", + "Additionally" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "Which", + "Why", + "How", + "What", + "Therefore", + "Furthermore", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "Which", + "Why", + "Meanwhile", + "Therefore", + "Consequently", + "According", + "What" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "What", + "Which", + "How", + "According", + "Therefore", + "Explain", + "Consequently" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "What", + "This", + "Which", + "Explain", + "How", + "What", + "what", + "Why" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "What", + "This", + "Explain", + "what", + "Which", + "What", + "How", + "This" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "What", + "what", + "this", + "Explain", + "This", + "What", + "Assuming" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "What", + "this", + "what", + "Explain", + "explain", + "explaining", + "This" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "What", + "Explain", + "what", + "explaining", + "This", + "explain" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "Explain", + "What", + "what", + "explain", + "What", + "How", + "explaining" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Explain", + "What", + "explain", + "this", + "This", + "Assuming", + "what" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Explain", + "What", + "this", + "explain", + "Assuming", + "This", + "Analyzing" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "What", + "Explain", + "Assuming", + "this", + "How", + "This", + "The" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Explain", + "What", + "Assuming", + "The", + "Assume", + "Considering", + "According" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "What", + "The", + "Assuming", + "this", + "How", + "Explain", + "According" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "What", + "How", + "Assuming", + "In", + "Explain", + "If" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 71805, + 22881, + 73737, + 42813, + 32551, + 20475, + 22137, + 26001, + 59219, + 33099, + 59052, + 129128, + 117042, + 62969, + 22397, + 11801, + 15072, + 19436, + 47223, + 37490, + 34012, + 36612, + 19079, + 10199, + 16200, + 35417, + 58386, + 60994, + 35668, + 19908, + 12907, + 12393, + 12568, + 20764, + 11877, + 13030, + 12133, + 12118, + 6988, + 2654, + 2645, + 1223 + ] + }, + { + "label": "Hall", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 8783, + 3315, + 5348, + 15823, + 18252, + 12311, + 26638, + 29386, + 17728, + 26962, + 39365, + 51361, + 114688, + 123971, + 109380, + 66400, + 109647, + 109484, + 94325, + 82390, + 34806, + 41971, + 13069, + 5009, + 10149, + 25184, + 32684, + 23440, + 15185, + 12553, + 12809, + 13320, + 7572, + 2808, + 1591, + 2543, + 1321, + 1117, + 770, + 1325, + 329, + 176 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 106757, + 174825, + 125345, + 9801, + 21603, + 99171, + 144701, + 66890, + 28112, + 2681, + 12767, + 6711, + 8118, + 94666, + 69536, + 80720, + 100900, + 68865, + 129231, + 115951, + 54103, + 40317 + ] + }, + { + "label": "Hall", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 217647, + 192032, + 109258, + 109095, + 101277, + 39300, + 113592, + 5460, + 10458, + 6302, + 18707, + 3192, + 32680, + 36436, + 17996, + 27557, + 13700, + 8998, + 2752, + 1782, + 2084, + 3355 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "microstructure", + "score": 37.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "was", + "score": 28.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "reduction", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "by", + "output_checked": true + }, + { + "concept": "This", + "score": 15.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "deformation", + "score": 13.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "approximately", + "score": 12.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "is", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 3, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "size", + "score": 11.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 10.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "to", + "output_checked": true + }, + { + "concept": "grain", + "score": 10.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "average", + "output_checked": true + }, + { + "concept": "increased", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-02__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-02__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-02__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-02__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-02__heatmap.png" + } + }, + { + "slug": "mechanism-name-grain-size-strength-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size strengthening 3", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "An ultrafine-grained steel yields at a higher stress than a coarse-grained specimen with the same composition and phase fractions.", + "prompt_tail": "An ultrafine-grained steel yields at a higher stress than a coarse-grained specimen with the same composition and phase fractions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size-strength", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 9212, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 9118 + }, + { + "label": "Hall", + "best_rank": 6322, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 2218 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "It", + "whereas", + "Also", + "About", + "Although", + "although", + "This" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "a", + "o", + "i", + "d", + "r", + "nt", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "l", + "o", + "i", + "d", + "le", + "r", + "al" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "wards", + "d", + "al", + "r", + "le", + "ct", + "o" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "a", + "al", + "l", + "to", + "etc", + "in", + "d" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ients", + "ile", + "ually", + "cted", + "ially", + "persons", + "itatively", + "ik" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ients", + "ally", + "ial", + "itatively", + "wards", + "ided", + "ually", + "ie" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thus", + "whereas", + "Laos", + "subsequently", + "hence", + "because", + "wherein", + "therefore" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "this", + "Furthermore", + "also", + "because", + "that", + "Laos", + "where" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "also", + "this", + "Furthermore", + "that", + "Additionally", + "to", + "the" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "this", + "whereas", + "and", + "to", + "while", + "Furthermore", + "although" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whereas", + "Furthermore", + "furthermore", + "Additionally", + "which", + "this", + "therefore", + "thereby" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "Furthermore", + "whereas", + "furthermore", + "Furthermore", + "Additionally", + "Moreover", + "moreover", + "additionally" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Furthermore", + "whereas", + "furthermore", + "qualitatively", + "Furthermore", + "quantitatively", + "qualitative", + "empirically" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "metallurgical", + "empirically", + "qualitatively", + "thermodynam", + "empirical", + "quantitatively", + "furthermore", + "compared" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "empirically", + "empirical", + "metallurgical", + "qualitatively", + "thermodynam", + "physiologically", + "advantage", + "differential" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "advantage", + "superiority", + "advantageous", + "outperforms", + "outperform", + "differential", + "superior", + "empirically" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "physiologically", + "empirically", + "thermodynam", + "superiority", + "MPa", + "exhibiting", + "intramuscular", + "tensile" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "superiority", + "empirically", + "outperforms", + "physiologically", + "thermodynam", + "显著", + "advantage", + "superior" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "superiority", + "empirically", + "advantageous", + "advantage", + "demonstrating", + "outperforms", + "exhibiting", + "superior" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "superiority", + "empirically", + "because", + "demonstrates", + "Consequently", + "outperforms", + "why", + "때문이다" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "empirically", + "superiority", + "empirical", + "demonstrates", + "outperforms", + "superior", + "demonstr", + "advantage" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "demonstrates", + "demonstrate", + "demonstr", + "because", + "indicates", + "this", + "subsequently", + "consequently" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "However", + "this", + "Which", + "Additionally", + "Although" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Consequently", + "this", + "Furthermore", + "Therefore", + "Subsequently", + "Because", + "Additionally" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "this", + "Additionally", + "Similarly", + "Also", + "However" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "this", + "However", + "Additionally", + "Similarly", + "Conversely" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "this", + "This", + "Consequently", + "Furthermore", + "Additionally", + "Similarly", + "However", + "furthermore" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "this", + "This", + "Consequently", + "Furthermore", + "Similarly", + "Additionally", + "Therefore", + "However" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "this", + "This", + "Consequently", + "This", + "はこの", + "Therefore", + "이러한", + "هذا" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "This", + "What", + "Furthermore", + "はこの" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "This", + "Consequently", + "هذا", + "はこの", + "この", + "this" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "This", + "はこの", + "هذا", + "この", + "this", + "この" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "هذا", + "はこの", + "This", + "this", + "この", + "この" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "هذا", + "This", + "はこの", + "this", + "この", + "この" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "This", + "Explain", + "هذا", + "What", + "Furthermore", + "this" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "Explain", + "هذا", + "Therefore", + "Furthermore", + "इस" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "this", + "This", + "This", + "Explain", + "هذا", + "इस", + "この", + "this" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "This", + "Explain", + "What", + "Furthermore", + "هذا", + "The" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "Explain", + "Furthermore", + "The", + "What", + "Conversely", + "This" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "Furthermore", + "The", + "What", + "Conversely", + "At", + "Specifically" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "What", + "Furthermore", + "Explain", + "How", + "In", + "Quant" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 62671, + 23018, + 37328, + 30098, + 25901, + 31388, + 17006, + 36285, + 45929, + 20198, + 16278, + 44636, + 63183, + 53758, + 46905, + 19538, + 12150, + 9213, + 27735, + 23817, + 32063, + 22013, + 27644, + 20503, + 44716, + 55324, + 52476, + 54708, + 16712, + 20811, + 12955, + 14482, + 19464, + 19054, + 11939, + 12338, + 13033, + 16983, + 15195, + 4794, + 6501, + 2268 + ] + }, + { + "label": "Hall", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 6111, + 3114, + 3430, + 2813, + 4905, + 25057, + 24176, + 35004, + 8061, + 16284, + 40265, + 59596, + 106512, + 100936, + 108583, + 116818, + 83909, + 96965, + 101670, + 90440, + 16827, + 54650, + 21567, + 17081, + 36198, + 51658, + 57936, + 52188, + 19927, + 23873, + 19015, + 20670, + 15508, + 8964, + 6323, + 9003, + 8204, + 7986, + 5709, + 6471, + 2053, + 1434 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 61716, + 218076, + 66501, + 19200, + 97272, + 112876, + 138946, + 71175, + 39559, + 9119, + 15899, + 12647, + 18844, + 53278, + 46505, + 43901, + 71040, + 29287, + 60630, + 65394, + 38927, + 52590 + ] + }, + { + "label": "Hall", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 190466, + 212050, + 169349, + 190297, + 69525, + 38605, + 70259, + 7039, + 2300, + 2219, + 16072, + 4230, + 31961, + 24839, + 8115, + 35073, + 22690, + 45898, + 12189, + 6313, + 19055, + 19101 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 47.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 38.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 23.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "significantly", + "score": 19.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "yields", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 18.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "due", + "score": 15.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "compared", + "score": 12.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "higher", + "output_checked": true + }, + { + "concept": "superiority", + "score": 8.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "this", + "score": 8.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "similar", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "with", + "output_checked": true + }, + { + "concept": "comparable", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "than", + "output_checked": true + }, + { + "concept": "but", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "stress", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-03__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-03__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-03__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-03__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-03__heatmap.png" + } + }, + { + "slug": "mechanism-name-grain-size-strength-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size strengthening 4", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Repeated rolling and recrystallization create many small crystallites. Moving line defects encounter interfaces more frequently, and the measured yield stress rises.", + "prompt_tail": "ted rolling and recrystallization create many small crystallites. Moving line defects encounter interfaces more frequently, and the measured yield stress rises.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size-strength", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 1017, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 1044 + }, + { + "label": "Hall", + "best_rank": 2063, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2258 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "About", + "Also", + "It", + "People", + "Although", + "Hence" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "n", + "d", + "r", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "lly", + "nt", + "etc", + "o", + "t", + "i" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "etc", + "wards", + "upto", + "nt", + "gonna", + "l", + "nig" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "etc", + "sic", + "l", + "a", + "s", + "r", + "y", + "in" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "toward", + "ients", + "Toward", + "ened", + "and", + "sic", + "in", + "thus" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "peoples", + "then", + "thru", + "ened", + "therefor", + "eded", + "sic", + "persons" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "then", + "peoples", + "therefore", + "thus", + "therefor", + "the", + "and", + "hence" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "the", + "then", + "although", + "afterwards", + "therefore", + "thus", + "Furthermore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "the", + "which", + "thereafter", + "then", + "thus", + "towards", + "also", + "afterwards" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "thence", + "toward", + "although", + "thus", + "tendency", + "consequently", + "then" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "Consequently", + "Furthermore", + "consequently", + "moreover", + "thereby", + "Moreover", + "thereafter" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "furthermore", + "Furthermore", + "Consequently", + "increased", + "consequently", + "increase", + "concomit", + "moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "increased", + "increase", + "increasing", + "Furthermore", + "Increased", + "concomitant", + "concomit", + "Consequently" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "increased", + "increase", + "metallurgical", + "alloying", + "geochemical", + "increasing", + "geological", + "conductivity" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "increase", + "increased", + "density", + "increasing", + "intensification", + "increases", + "conductivity", + "metallurgical" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "increased", + "increase", + "intensification", + "increases", + "resistance", + "increasing", + "intensified", + "metallurgical" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "intensification", + "resistance", + "hardening", + "increase", + "increased", + "intensified", + "resistant", + "hypertrophy" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "intensification", + "increase", + "increased", + "hardening", + "increasing", + "resistance", + "increases", + "instability" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "increased", + "increase", + "intensification", + "increasing", + "increases", + "intensified", + "hardening", + "resistance" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "increased", + "increase", + "increases", + "increasing", + "Increased", + "intensification", + "intensified", + "Consequently" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "increased", + "increase", + "Consequently", + "increases", + "increased", + "exacerbated", + "intensification", + "consequently" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "consequently", + "increased", + "increase", + "increasing", + "increases", + "subsequently", + "Consequently", + "accordingly" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Therefore", + "This", + "Furthermore", + "Eventually", + "Which", + "Finally", + "Ultimately" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "Therefore", + "Also", + "Ultimately", + "Eventually", + "Finally" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "Also", + "Consequently", + "This", + "Ultimately", + "Therefore", + "Meanwhile", + "Additionally" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Consequently", + "Similarly", + "Also", + "Conversely", + "This", + "Additionally", + "However" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Furthermore", + "Similarly", + "Consequently", + "Also", + "Additionally", + "Meanwhile", + "Eventually", + "This" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Similarly", + "Furthermore", + "Meanwhile", + "Consequently", + "While", + "Additionally", + "Eventually", + "Ultimately" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Consequently", + "Similarly", + "Furthermore", + "Therefore", + "Meanwhile", + "Finally", + "Additionally", + "This" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Consequently", + "Similarly", + "Therefore", + "This", + "Furthermore", + "Conversely", + "Meanwhile", + "Additionally" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "This", + "Similarly", + "Conversely", + "Furthermore", + "Therefore", + "Meanwhile", + "Additionally" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "Similarly", + "this", + "Conversely", + "Meanwhile", + "Furthermore" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "this", + "Consequently", + "Conversely", + "Similarly", + "Therefore", + "Furthermore", + "Additionally" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Consequently", + "this", + "Conversely", + "Similarly", + "Furthermore", + "Therefore", + "Additionally" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "Conversely", + "Consequently", + "Similarly", + "Increasing", + "Therefore", + "Furthermore", + "Finally" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Conversely", + "Therefore", + "Similarly", + "Consequently", + "Furthermore", + "Increasing", + "Because" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Conversely", + "Similarly", + "Consequently", + "Therefore", + "Because", + "Increasing", + "Furthermore" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "Conversely", + "Therefore", + "Increasing", + "Similarly", + "Consequently", + "Because", + "Furthermore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Increasing", + "Conversely", + "Consequently", + "Similarly", + "Increased", + "Because", + "Furthermore" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "Furthermore", + "Conversely", + "Increasing", + "Similarly", + "The", + "Because", + "When" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "In", + "Grain", + "For", + "Increasing", + "Furthermore", + "If" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 78830, + 21566, + 79128, + 53542, + 32861, + 68856, + 64997, + 56238, + 48913, + 20719, + 24375, + 50772, + 30666, + 4199, + 3802, + 1380, + 1138, + 1018, + 3251, + 3083, + 4506, + 8452, + 16560, + 3909, + 6797, + 9204, + 15013, + 20284, + 9671, + 7904, + 7013, + 5278, + 5256, + 3777, + 2440, + 2507, + 2313, + 2447, + 2661, + 1619, + 1427, + 824 + ] + }, + { + "label": "Hall", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 9619, + 3108, + 3401, + 5051, + 3651, + 5500, + 14959, + 19242, + 3141, + 6019, + 16254, + 20733, + 41599, + 40815, + 22812, + 21826, + 27760, + 34088, + 37929, + 21793, + 15709, + 26230, + 13278, + 6385, + 9842, + 14995, + 19357, + 16882, + 11603, + 12063, + 12174, + 9926, + 7808, + 3379, + 2522, + 3879, + 2806, + 2064, + 1503, + 4324, + 1377, + 262 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 82311, + 190295, + 126373, + 2935, + 6204, + 140703, + 147638, + 197965, + 35350, + 4547, + 9182, + 13968, + 2335, + 3223, + 3677, + 2549, + 4536, + 1045, + 2394, + 1580, + 1497, + 1668 + ] + }, + { + "label": "Hall", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 186213, + 213988, + 235954, + 223813, + 144610, + 33861, + 89003, + 58032, + 32505, + 40314, + 71664, + 82538, + 200914, + 68099, + 26178, + 29663, + 19942, + 8935, + 6414, + 2259, + 2650, + 2919 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 30.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "more", + "output_checked": true + }, + { + "concept": "crystals", + "score": 20.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "create", + "output_checked": true + }, + { + "concept": "was", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "ization", + "output_checked": true + }, + { + "concept": "becomes", + "score": 14.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "encounter", + "output_checked": true + }, + { + "concept": "which", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "these", + "score": 13.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "Moving", + "output_checked": true + }, + { + "concept": "cycles", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "encounters", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "frequently", + "output_checked": true + }, + { + "concept": "purification", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ization", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 7.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "rises", + "output_checked": true + }, + { + "concept": "rolls", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "rolling", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-04__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-04__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-04__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-04__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-04__heatmap.png" + } + }, + { + "slug": "mechanism-name-grain-size-strength-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size strengthening 5", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A metal with coarse crystallites is compared with an otherwise identical fine-crystallite version. The refined material better resists the start of irreversible strain.", + "prompt_tail": "with coarse crystallites is compared with an otherwise identical fine-crystallite version. The refined material better resists the start of irreversible strain.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size-strength", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 939, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 2158 + }, + { + "label": "Hall", + "best_rank": 5223, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 2293 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "About", + "whereas", + "Also", + "It", + "although", + "whereas", + "Hence" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "nt", + "n", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "o", + "ie", + "d", + "lly", + "i", + "t" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "upto", + "wards", + "etc", + "etc", + "gonna", + "l", + "nt", + "ie" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "thence", + "sic", + "therefor", + "wards", + "etc", + "etc", + "hence", + "l" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "therefor", + "thus", + "hence", + "thence", + "thereon", + "persons", + "therein" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "therefore", + "hence", + "whereby", + "therefor", + "whilst", + "avourable", + "endeavour" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "therefor", + "therefore", + "thence", + "organised", + "whereby", + "endeavour", + "hence" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "Hence", + "hence", + "whereas", + "therefore", + "Moreover", + "therefor", + "thus" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "thus", + "whereas", + "hence", + "Moreover", + "therefore", + "furthermore", + "Hence" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thus", + "thereby", + "which", + "whereas", + "although", + "Thus", + "Furthermore", + "wherein" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "whereas", + "thereby", + "Moreover", + "moreover", + "thus", + "Furthermore", + "whereby" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "Moreover", + "furthermore", + "moreover", + "whereas", + "thereby", + "Furthermore", + "although", + "thus" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "incipient", + "Moreover", + "thermoplastic", + "moreover", + "although", + "rapidity", + "thermally", + "tendency" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "incipient", + "plasticity", + "thermally", + "metallurgical", + "oscillatory", + "interfacial", + "resistive", + "locomotor" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "incipient", + "plasticity", + "resistance", + "stability", + "resistive", + "tensile", + "cortical", + "stabilization" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "resistance", + "resisting", + "incipient", + "resistive", + "resistant", + "resist", + "stability", + "stabilization" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "resistance", + "resisting", + "stability", + "resistant", + "stabilization", + "toughness", + "inhibition", + "inhibitory" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "resistance", + "stability", + "toughness", + "resisting", + "stabilization", + "稳定性", + "resistant", + "firmness" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "resistance", + "resisting", + "toughness", + "stability", + "stably", + "firmness", + "resist", + "prevention" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "prevention", + "resistance", + "resisting", + "preventing", + "inhibitory", + "inhibition", + "protection", + "stability" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "prevention", + "preventing", + "protection", + "prevent", + "protecting", + "preventative", + "prophylactic", + "prevents" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "thus", + "thereby", + "subsequently", + "consequently", + "temporally", + "indicative", + "subsequent", + "effectively" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Furthermore", + "However", + "Consequently", + "What", + "Although", + "Why", + "Therefore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "Furthermore", + "Why", + "However", + "Because", + "Hence" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Consequently", + "Furthermore", + "This", + "Therefore", + "However", + "Meanwhile", + "Also", + "Why" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "However", + "This", + "Consequently", + "Furthermore", + "Therefore", + "Conversely", + "Meanwhile", + "Why" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Consequently", + "Why", + "This", + "However", + "Therefore", + "Furthermore", + "What", + "Meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Why", + "Consequently", + "What", + "This", + "Therefore", + "Meanwhile", + "Which", + "However" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "What", + "This", + "How", + "Therefore", + "what", + "Consequently", + "Which", + "Why" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "What", + "Which", + "what", + "This", + "Consequently", + "What", + "Therefore", + "How" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "What", + "Which", + "This", + "what", + "Consequently", + "What", + "Therefore", + "Why" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "What", + "This", + "what", + "Which", + "What", + "Consequently", + "Therefore", + "Why" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "What", + "what", + "This", + "Which", + "What", + "this", + "Consequently", + "Therefore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "What", + "This", + "what", + "Which", + "this", + "What", + "Consequently", + "Therefore" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "What", + "what", + "This", + "What", + "Which", + "Explain", + "How", + "Therefore" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "What", + "what", + "Therefore", + "What", + "Which", + "Consequently", + "Explain" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "What", + "what", + "Which", + "Therefore", + "What", + "this", + "Consequently" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "What", + "This", + "Which", + "Therefore", + "what", + "What", + "Consequently", + "How" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "What", + "Which", + "Therefore", + "How", + "Consequently", + "what", + "Explain" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "What", + "Which", + "what", + "How", + "Therefore", + "this", + "Both" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "What", + "The", + "How", + "Which", + "In", + "Mechan", + "Experiment" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 65826, + 21886, + 59316, + 22419, + 22254, + 12261, + 8491, + 13281, + 35018, + 15017, + 6768, + 23201, + 16927, + 10030, + 6023, + 488, + 1550, + 1205, + 1632, + 1702, + 940, + 1897, + 27469, + 13102, + 24267, + 61482, + 69886, + 80454, + 22443, + 28678, + 16092, + 17658, + 15213, + 24596, + 13163, + 12570, + 8472, + 7762, + 6601, + 2649, + 3092, + 1220 + ] + }, + { + "label": "Hall", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 7455, + 2733, + 4801, + 10105, + 11353, + 4510, + 8661, + 7088, + 9862, + 21083, + 40625, + 37023, + 71879, + 111830, + 78731, + 52197, + 51017, + 63296, + 66833, + 56584, + 26348, + 28087, + 19318, + 9511, + 17997, + 46234, + 58567, + 54552, + 22449, + 24004, + 26768, + 26843, + 23824, + 9768, + 5224, + 8349, + 6034, + 6192, + 4167, + 7440, + 1741, + 707 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 19043, + 189549, + 56261, + 5105, + 24708, + 115707, + 91298, + 5966, + 8434, + 2159, + 5140, + 7128, + 6086, + 77985, + 52130, + 67160, + 56225, + 43890, + 89827, + 79481, + 31770, + 18650 + ] + }, + { + "label": "Hall", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 200790, + 141840, + 61377, + 69855, + 113269, + 43835, + 72844, + 4175, + 38029, + 34477, + 70888, + 34814, + 109046, + 34335, + 15900, + 36778, + 24726, + 27701, + 6187, + 2294, + 6447, + 11973 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "metallurgical", + "score": 26.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 22.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ites", + "output_checked": true + }, + { + "concept": "because", + "score": 19.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "is", + "output_checked": true + }, + { + "concept": "and", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "coarse", + "output_checked": true + }, + { + "concept": "same", + "score": 18.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "otherwise", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 17.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "of", + "output_checked": true + }, + { + "concept": "alloy", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 15.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "identical", + "output_checked": true + }, + { + "concept": "deformation", + "score": 13.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "another", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "with", + "output_checked": true + }, + { + "concept": "was", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "material", + "output_checked": true + }, + { + "concept": "grain", + "score": 10.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "fine", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-05__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-05__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-05__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-05__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-05__heatmap.png" + } + }, + { + "slug": "mechanism-name-grain-size-strength-06", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size strengthening 6", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Thermomechanical processing reduces the characteristic crystal-region size without changing chemistry. The resulting sheet shows higher yield strength.", + "prompt_tail": "Thermomechanical processing reduces the characteristic crystal-region size without changing chemistry. The resulting sheet shows higher yield strength.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 22 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size-strength", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 4454, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 996 + }, + { + "label": "Hall", + "best_rank": 1904, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 10689 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "About", + "Also", + "It", + "Although", + "Also", + "People" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "t", + "nt", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "etc", + "lly", + "l", + "ie", + "o", + "d", + "etc", + "t" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "till", + "thereon", + "etc", + "therefor", + "upto", + "hence", + "persons" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "etc", + "etc", + "therefor", + "which", + "of", + "sic", + "and", + "hence" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thereon", + "therefore", + "persons", + "etc", + "therefor", + "therein", + "and", + "according" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "therefor", + "therefore", + "etc", + "thereon", + "and", + "hence", + "which" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "therefore", + "which", + "therefor", + "persons", + "whereas", + "also", + "Also", + "hence" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "therefore", + "also", + "Also", + "whereas", + "therefor", + "Therefore", + "although" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "also", + "which", + "therefore", + "although", + "Also", + "furthermore", + "thus", + "hence" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "although", + "which", + "therefore", + "whereas", + "accordingly", + "Additionally", + "thus", + "also" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "Additionally", + "moreover", + "Furthermore", + "whereas", + "additionally", + "Moreover", + "accordingly" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "furthermore", + "Furthermore", + "moreover", + "Moreover", + "Additionally", + "additionally", + "whereas", + "consequently" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Furthermore", + "Moreover", + "furthermore", + "moreover", + "Additionally", + "Moreover", + "additionally", + "consequently" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "furthermore", + "Moreover", + "moreover", + "Furthermore", + "additionally", + "metallurgical", + "Additionally", + "Moreover" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "enhanced", + "enhancement", + "improved", + "advantageous", + "beneficial", + "advantage", + "increased", + "enhancing" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "improved", + "enhanced", + "enhancement", + "increased", + "advantageous", + "improvement", + "increase", + "advantage" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "enhanced", + "improved", + "increased", + "enhancement", + "improvement", + "increase", + "enhancing", + "improvements" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "improved", + "increased", + "improvement", + "enhanced", + "enhancement", + "increase", + "improvements", + "enhancing" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "improved", + "increased", + "enhanced", + "enhancement", + "increase", + "strengthened", + "improvement", + "enhancing" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "improved", + "increased", + "enhanced", + "increase", + "Increased", + "enhancement", + "improves", + "increases" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "improved", + "increased", + "increase", + "result", + "improves", + "Consequently", + "improvement", + "enhanced" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "consequently", + "thus", + "subsequently", + "therefore", + "because", + "resulting", + "thereby", + "successfully" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Furthermore", + "However", + "Which", + "The", + "this", + "Consequently", + "Although" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Also", + "Furthermore", + "Therefore", + "Consequently", + "However", + "Additionally", + "Moreover" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "This", + "Also", + "Additionally", + "However", + "Similarly", + "Therefore", + "Consequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "This", + "However", + "Also", + "Additionally", + "Similarly", + "Consequently", + "Therefore" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Furthermore", + "This", + "However", + "Similarly", + "Also", + "Additionally", + "Therefore", + "Examples" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "However", + "This", + "Furthermore", + "Meanwhile", + "Similarly", + "Therefore", + "Although", + "While" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Therefore", + "This", + "However", + "Examples", + "Consequently", + "Furthermore", + "Meanwhile", + "however" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "Therefore", + "Examples", + "Consequently", + "However", + "Furthermore", + "Similarly", + "Meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Examples", + "Therefore", + "Consequently", + "Example", + "Furthermore", + "However", + "Similarly" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Therefore", + "Examples", + "this", + "Consequently", + "Example", + "However", + "therefore" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "Therefore", + "this", + "Examples", + "The", + "Consequently", + "However", + "Example" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Examples", + "Therefore", + "this", + "Example", + "Consequently", + "The", + "Furthermore" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "Examples", + "Example", + "Therefore", + "The", + "Applications", + "Furthermore", + "Applying" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Examples", + "Therefore", + "Example", + "The", + "Furthermore", + "How", + "However" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Examples", + "Therefore", + "Example", + "The", + "How", + "However", + "Similarly" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "Therefore", + "The", + "How", + "Furthermore", + "Examples", + "For", + "However" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "The", + "Therefore", + "For", + "Examples", + "How", + "Furthermore", + "Because" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "The", + "Therefore", + "Furthermore", + "There", + "For", + "Examples", + "However" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Therm", + "In", + "For", + "A", + "Thermal", + "There" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 72183, + 20248, + 49610, + 21722, + 23611, + 23925, + 21030, + 33013, + 64070, + 66242, + 34232, + 94151, + 84870, + 73917, + 76253, + 51397, + 88466, + 116608, + 144370, + 140359, + 111389, + 130311, + 48368, + 11731, + 12067, + 21935, + 23891, + 24890, + 10136, + 7452, + 7123, + 7466, + 7667, + 6640, + 4639, + 4856, + 4455, + 5584, + 5845, + 3516, + 3165, + 2840 + ] + }, + { + "label": "Hall", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 9769, + 2867, + 6496, + 5119, + 6536, + 1819, + 3161, + 3494, + 1676, + 3895, + 8129, + 14244, + 29495, + 29387, + 41815, + 50457, + 72231, + 65519, + 63626, + 50314, + 11034, + 32955, + 6191, + 5683, + 10698, + 17049, + 21265, + 12408, + 7604, + 7316, + 8775, + 8185, + 6137, + 2142, + 1905, + 4265, + 2610, + 2716, + 2317, + 5445, + 1799, + 880 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 89016, + 192541, + 112744, + 14494, + 23153, + 121409, + 162471, + 69477, + 74291, + 9087, + 16418, + 23754, + 997, + 6753, + 19757, + 18924, + 28752, + 7073, + 24166, + 10969, + 8930, + 9735 + ] + }, + { + "label": "Hall", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 227663, + 153920, + 137578, + 193088, + 175837, + 36748, + 60196, + 10690, + 23621, + 45253, + 48195, + 63182, + 154223, + 60237, + 67600, + 83165, + 63755, + 56478, + 46293, + 13328, + 21259, + 19864 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "and", + "score": 33.0, + "best_rank": 1, + "best_depth": 53.7, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 22.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "omechanical", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 21.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "toughness", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "was", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "sheet", + "output_checked": true + }, + { + "concept": "This", + "score": 11.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "altering", + "score": 11.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "without", + "output_checked": true + }, + { + "concept": "Examples", + "score": 11.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "during", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "size", + "output_checked": true + }, + { + "concept": "thickness", + "score": 6.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "characteristic", + "output_checked": true + }, + { + "concept": "involves", + "score": 6.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "processing", + "output_checked": true + }, + { + "concept": "defects", + "score": 6.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "reduces", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-06__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-06__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-06__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-06__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-06__heatmap.png" + } + }, + { + "slug": "mechanism-name-grain-size-strength-07", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size strengthening 7", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A line defect moving through one crystallite is blocked at the interface with a differently oriented neighbor. Making the crystallites smaller increases the number of such obstacles.", + "prompt_tail": "hrough one crystallite is blocked at the interface with a differently oriented neighbor. Making the crystallites smaller increases the number of such obstacles.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size-strength", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 1734, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 1085 + }, + { + "label": "Hall", + "best_rank": 3119, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 2700 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Although", + "About", + "It", + "although", + "whereas", + "Also", + "hence" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "nt", + "n", + "etc" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "l", + "etc", + "lly", + "ie", + "o", + "d", + "nt" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "etc", + "gonna", + "upto", + "till", + "hence", + "basically", + "wards" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "etc", + "etc", + "which", + "and", + "basically", + "sic", + "of", + "therefor" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "etc", + "also", + "therefore", + "and", + "which", + "in", + "therefor", + "probably" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "basically", + "hence", + "therefore", + "gonna", + "therefor", + "everybody", + "people", + "persons" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "which", + "therefore", + "basically", + "because", + "people", + "also", + "hence", + "gonna" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "because", + "Also", + "also", + "although", + "therefore", + "and", + "Therefore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "also", + "which", + "Also", + "and", + "Furthermore", + "because", + "although", + "thus" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "also", + "although", + "Furthermore", + "and", + "Also", + "because", + "Additionally" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "Moreover", + "Moreover", + "furthermore", + "moreover", + "whereas", + "Furthermore", + "which", + "Consequently" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "Moreover", + "Moreover", + "furthermore", + "Furthermore", + "moreover", + "whereas", + "Besides", + "Hence" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Moreover", + "Moreover", + "moreover", + "Furthermore", + "furthermore", + "increase", + "whereas", + "Besides" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "Moreover", + "Moreover", + "increase", + "moreover", + "increasing", + "increases", + "furthermore", + "increased" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "increase", + "增加", + "increased", + "increasing", + "증가", + "density", + "increases", + "denser" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "increase", + "density", + "denser", + "increased", + "decrease", + "increasing", + "증가", + "が増" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "increase", + "increased", + "denser", + "density", + "增加", + "increases", + "decrease", + "증가" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "increase", + "increased", + "increases", + "disadvantage", + "intensification", + "increasing", + "증가", + "exacerb" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "increase", + "increased", + "increasing", + "increases", + "증가", + "intensified", + "disadvantage", + "intensifying" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "increased", + "increase", + "increases", + "increasing", + "Increased", + "disadvantage", + "Increasing", + "증가" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "increased", + "increases", + "increasing", + "increase", + "Increased", + "Consequently", + "disadvantage", + "수록" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "therefore", + "increased", + "consequently", + "increasing", + "increases", + "thus", + "increase", + "therefore" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Which", + "Therefore", + "Consequently", + "Furthermore", + "Also", + "This", + "therefore", + "which" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "Therefore", + "This", + "Also", + "Which", + "therefore", + "Thus" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Consequently", + "Furthermore", + "Therefore", + "therefore", + "Also", + "This", + "consequently", + "Moreover" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "Therefore", + "Furthermore", + "This", + "therefore", + "consequently", + "Ultimately", + "Then" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Consequently", + "Therefore", + "therefore", + "consequently", + "accordingly", + "thus", + "Furthermore", + "This" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Consequently", + "Therefore", + "therefore", + "consequently", + "thus", + "Thus", + "This", + "accordingly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "therefore", + "Therefore", + "thus", + "Consequently", + "Thus", + "consequently", + "thereby", + "Therefore" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "therefore", + "Therefore", + "thus", + "Consequently", + "Thus", + "consequently", + "Therefore", + "hence" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "therefore", + "Therefore", + "thus", + "Consequently", + "consequently", + "Thus", + "accordingly", + "Therefore" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "therefore", + "thus", + "Therefore", + "Consequently", + "consequently", + "Thus", + "hence", + "This" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "therefore", + "thus", + "Therefore", + "Consequently", + "this", + "This", + "consequently", + "Thus" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "thus", + "Therefore", + "therefore", + "Consequently", + "this", + "This", + "Thus", + "consequently" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Therefore", + "thus", + "therefore", + "Consequently", + "Thus", + "This", + "Therefore", + "因此" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Therefore", + "thus", + "therefore", + "Consequently", + "Thus", + "This", + "Therefore", + "consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Therefore", + "This", + "therefore", + "thus", + "Consequently", + "Thus", + "this", + "Therefore" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Therefore", + "This", + "Consequently", + "therefore", + "thus", + "Thus", + "this", + "Therefore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Therefore", + "This", + "Increasing", + "Consequently", + "Thus", + "Increased", + "thus", + "therefore" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "Therefore", + "Consequently", + "Thus", + "Increasing", + "this", + "The", + "thus" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "Therefore", + "The", + "In", + "Thus", + "If", + "Increasing", + "A" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 67922, + 23843, + 76085, + 41001, + 37751, + 37672, + 20570, + 29537, + 58666, + 37347, + 49724, + 181248, + 155308, + 63011, + 19930, + 27475, + 19774, + 14089, + 31478, + 75743, + 78797, + 125774, + 38941, + 6859, + 13044, + 23635, + 36492, + 38889, + 13748, + 10534, + 7144, + 4695, + 4232, + 3734, + 1735, + 1933, + 1753, + 1936, + 1736, + 1139, + 914, + 283 + ] + }, + { + "label": "Hall", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 8505, + 2994, + 5025, + 12756, + 12020, + 7257, + 11439, + 13879, + 6542, + 7473, + 12486, + 13185, + 17451, + 25840, + 19501, + 13071, + 26679, + 57012, + 71852, + 65796, + 60362, + 60287, + 29925, + 7155, + 14146, + 25526, + 35811, + 27618, + 11671, + 11937, + 12489, + 10649, + 7912, + 4251, + 3328, + 4625, + 3120, + 3200, + 2118, + 4986, + 1499, + 564 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 57347, + 135316, + 95539, + 13970, + 21262, + 98244, + 204145, + 92469, + 10891, + 2302, + 10265, + 36146, + 45944, + 32920, + 6634, + 1647, + 2309, + 1086, + 1495, + 1556, + 1123, + 1323 + ] + }, + { + "label": "Hall", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 178611, + 165822, + 169051, + 171158, + 175347, + 90697, + 41573, + 27420, + 14264, + 21658, + 65009, + 46371, + 164451, + 17518, + 5269, + 6944, + 14960, + 10573, + 6068, + 2701, + 2893, + 4108 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 39.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "at", + "output_checked": true + }, + { + "concept": "another", + "score": 30.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "with", + "output_checked": true + }, + { + "concept": "neighboring", + "score": 16.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "with", + "output_checked": true + }, + { + "concept": "and", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "line", + "output_checked": true + }, + { + "concept": "was", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "boundary", + "score": 10.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "interface", + "output_checked": true + }, + { + "concept": "frequency", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "interfaces", + "score": 10.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "such", + "output_checked": true + }, + { + "concept": "blockage", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "blocked", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "this", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Making", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-07__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-07__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-07__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-07__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-07__heatmap.png" + } + }, + { + "slug": "mechanism-name-grain-size-strength-08", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size strengthening 8", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Two copper samples differ mainly in crystallite size. The sample containing more interfaces per unit volume begins plastic flow at the larger stress.", + "prompt_tail": "Two copper samples differ mainly in crystallite size. The sample containing more interfaces per unit volume begins plastic flow at the larger stress.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size-strength", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 3400, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 3226 + }, + { + "label": "Hall", + "best_rank": 3523, + "best_depth": 53.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 8476 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "About", + "Also", + "Although", + "whereas", + "It", + "People", + "however" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "t", + "r", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "l", + "ie", + "lly", + "d", + "o", + "t", + "i" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "wards", + "gonna", + "wich", + "upto", + "ie", + "etc", + "l" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "etc", + "sic", + "upto", + "a", + "thence", + "l", + "ie" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefor", + "wards", + "hence", + "thence", + "whereas", + "wich", + "thru", + "therefore" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "wards", + "whilst", + "centre", + "gonna", + "therefor", + "grosse", + "realised", + "behaviour" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "organised", + "realised", + "behaviour", + "centre", + "endeavour", + "Whilst", + "realising" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whilst", + "which", + "realised", + "whereas", + "Whilst", + "behaviour", + "realising", + "although" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "whereas", + "hence", + "towards", + "although", + "also", + "Hence", + "till" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "whereas", + "hence", + "which", + "Hence", + "however", + "till", + "although", + "gonna" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whereas", + "hence", + "Hence", + "Moreover", + "which", + "furthermore", + "moreover", + "Consequently" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "whereas", + "hence", + "Hence", + "Moreover", + "moreover", + "which", + "furthermore", + "Consequently" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "whereas", + "Hence", + "Moreover", + "hence", + "moreover", + "Consequently", + "although", + "which" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "indication", + "whereas", + "result", + "inducing", + "Aluminium", + "induced", + "indicating", + "hence" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "threshold", + "initiating", + "onset", + "trigger", + "tested", + "inducing", + "resistivity", + "incurring" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "threshold", + "slower", + "resistance", + "tested", + "milder", + "weaker", + "uminium", + "advantage" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "thermally", + "resistance", + "threshold", + "slower", + "toughness", + "retarded", + "difference", + "differential" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "slower", + "slowest", + "disadvantage", + "retarded", + "weaker", + "advantage", + "Compared", + "retardation" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "because", + "slower", + "Consequently", + "disadvantage", + "slowest", + "retarded", + "retardation", + "weaker" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Consequently", + "because", + "whereas", + "disadvantage", + "Compared", + "Whereas", + "slowest", + "Because" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Consequently", + "failure", + "because", + "disadvantage", + "detriment", + "contrary", + "Consequently", + "unfavorable" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "thus", + "therefore", + "the", + "this", + "thereby", + "etc", + "consequently", + "despite" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Therefore", + "Consequently", + "Furthermore", + "What", + "However", + "Why", + "this" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Therefore", + "Consequently", + "Furthermore", + "Why", + "Thus", + "this", + "What" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "Therefore", + "Subsequently", + "Additionally", + "Also", + "However" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "Therefore", + "However", + "Conversely", + "Subsequently", + "Additionally" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Consequently", + "Therefore", + "Why", + "This", + "Furthermore", + "Conversely", + "Explain", + "Subsequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Why", + "Therefore", + "Consequently", + "This", + "Meanwhile", + "What", + "Whether", + "How" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Therefore", + "What", + "Consequently", + "This", + "How", + "Why", + "Thus", + "Explain" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "What", + "Therefore", + "Consequently", + "This", + "Which", + "Explain", + "Why", + "How" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "What", + "This", + "Explain", + "Consequently", + "Therefore", + "Which", + "Why", + "Describe" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "What", + "Why", + "Explain", + "Therefore", + "why", + "Assuming", + "Consequently" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "Explain", + "What", + "Why", + "explain", + "explaining", + "why", + "what" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Explain", + "What", + "Why", + "explaining", + "How", + "this", + "explain" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Explain", + "What", + "This", + "explain", + "How", + "Analyzing", + "Why", + "Analyze" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Explain", + "This", + "explain", + "Analyzing", + "What", + "Analyze", + "Therefore", + "Assuming" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Explain", + "This", + "explain", + "Assuming", + "Analyzing", + "Analyze", + "Assume", + "What" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "Explain", + "What", + "Assuming", + "Assume", + "How", + "Analyzing", + "Therefore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Explain", + "Assume", + "Assuming", + "What", + "Determine", + "Analyze", + "Analyzing" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "What", + "We", + "How", + "Explain", + "Assuming", + "Determine", + "Describe" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "We", + "How", + "What", + "The", + "Explain", + "If", + "Assuming" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 66227, + 20982, + 73496, + 37856, + 29077, + 23230, + 23288, + 16895, + 26448, + 17541, + 23166, + 55685, + 34936, + 12463, + 4440, + 1207, + 3401, + 6391, + 33787, + 33259, + 34468, + 39381, + 7117, + 13348, + 17207, + 41456, + 53643, + 79143, + 22648, + 19815, + 15417, + 18452, + 18036, + 25648, + 15879, + 15414, + 17402, + 22747, + 18156, + 5157, + 5568, + 2915 + ] + }, + { + "label": "Hall", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 9468, + 2551, + 4002, + 8512, + 7043, + 5161, + 9141, + 8217, + 7005, + 19387, + 23122, + 12807, + 22882, + 21978, + 19176, + 13128, + 13824, + 12783, + 11014, + 13615, + 7452, + 7850, + 3524, + 7012, + 12613, + 32078, + 54272, + 74423, + 28953, + 31537, + 28188, + 30276, + 28800, + 13978, + 7249, + 9581, + 6818, + 6464, + 5452, + 7226, + 2396, + 2255 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 37137, + 169053, + 53222, + 8720, + 3227, + 80732, + 104165, + 28275, + 35913, + 18807, + 25117, + 22933, + 17047, + 49953, + 69373, + 86820, + 81658, + 64603, + 120924, + 84043, + 52900, + 57544 + ] + }, + { + "label": "Hall", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 236666, + 222732, + 162376, + 121476, + 79293, + 82756, + 21619, + 13957, + 8477, + 8593, + 26339, + 32974, + 182060, + 108219, + 66739, + 79664, + 100063, + 91873, + 58388, + 30143, + 37192, + 31760 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 42.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "was", + "score": 23.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "copper", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 21.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "samples", + "output_checked": true + }, + { + "concept": "density", + "score": 18.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "unit", + "output_checked": true + }, + { + "concept": "smaller", + "score": 15.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "more", + "output_checked": true + }, + { + "concept": "and", + "score": 14.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "size", + "output_checked": true + }, + { + "concept": "differences", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "mainly", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "their", + "score": 11.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "deformation", + "score": 10.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "same", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "The", + "output_checked": true + }, + { + "concept": "rather", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "crystall", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-08__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-08__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-08__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-08__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-08__heatmap.png" + } + }, + { + "slug": "mechanism-name-grain-size-strength-09", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size strengthening 9", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Recrystallized grains are refined from tens of micrometers to only a few micrometers. The stress needed to initiate slip increases approximately with the inverse square root of size.", + "prompt_tail": "are refined from tens of micrometers to only a few micrometers. The stress needed to initiate slip increases approximately with the inverse square root of size.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size-strength", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 2332, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 1975 + }, + { + "label": "Hall", + "best_rank": 1655, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 3684 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Although", + "Also", + "About", + "and", + "Although", + "It", + "which" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "d", + "r", + "nt", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "l", + "d", + "ie", + "etc", + "lly", + "o", + "i" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "upto", + "wards", + "etc", + "gonna", + "a", + "atleast", + "l" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "etc", + "etc", + "hence", + "sic", + "upto", + "ie", + "thence" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "hence", + "therefore", + "therein", + "thereon", + "thus", + "whereas", + "therefor", + "persons" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "hence", + "thence", + "thereon", + "persons", + "wards", + "therefor", + "therein", + "therefore" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "therefore", + "whereas", + "hence", + "thus", + "whilst", + "which", + "therefor", + "behaviour" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "whereas", + "although", + "hence", + "thus", + "Hence", + "therefore", + "furthermore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "thus", + "although", + "therefore", + "hence", + "also", + "whereas", + "thereafter" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "although", + "whereas", + "thus", + "and", + "however", + "hence", + "tendency" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whereas", + "furthermore", + "which", + "however", + "thus", + "Furthermore", + "hence", + "although" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "whereas", + "Furthermore", + "furthermore", + "which", + "Similarly", + "correspondingly", + "Additionally", + "although" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "gaussian", + "periodicity", + "increasing", + "anisotropy", + "coefficient", + "empirical", + "anisotropic", + "correspondingly" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "empirical", + "coefficient", + "anisotropy", + "anisotropic", + "empirically", + "gravitational", + "asymptotically", + "logarithmic" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "coefficient", + "empirical", + "density", + "logarithmic", + "empirically", + "increase", + "velocity", + "asymptotic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "decrease", + "coefficient", + "increase", + "logarithmic", + "proportionality", + "empirical", + "decreases", + "decreasing" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "thermodynamics", + "の研究", + "increase", + "physiology", + "thermodynamic", + "decrease", + "coefficient", + "hypertrophy" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "increase", + "decrease", + "increased", + "increasing", + "increases", + "thermodynamics", + "coefficient", + "の研究" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "increase", + "increased", + "increasing", + "increases", + "decrease", + "decreases", + "decreased", + "INCREASE" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "increase", + "increases", + "increasing", + "coefficient", + "decreases", + "increased", + "decrease", + "decreasing" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "increase", + "increases", + "coefficient", + "increased", + "increasing", + "consequently", + "exponential", + "decreases" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "consequently", + "then", + "therefore", + "subsequently", + "thus", + "resulting", + "this", + "which" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Which", + "Consequently", + "Therefore", + "This", + "which", + "Furthermore", + "Also", + "However" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Therefore", + "This", + "Furthermore", + "therefore", + "Also", + "Thus", + "consequently" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Consequently", + "Therefore", + "therefore", + "consequently", + "thus", + "Thus", + "This", + "thereby" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "Therefore", + "therefore", + "consequently", + "thus", + "Therefore", + "Thus", + "accordingly" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "therefore", + "Consequently", + "Therefore", + "consequently", + "thus", + "Therefore", + "accordingly", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "therefore", + "Therefore", + "Consequently", + "thus", + "consequently", + "Thus", + "Therefore", + "accordingly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "therefore", + "thus", + "Therefore", + "Consequently", + "Thus", + "consequently", + "Therefore", + "因此" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "therefore", + "Therefore", + "thus", + "Consequently", + "Thus", + "consequently", + "Therefore", + "因此" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "therefore", + "thus", + "Consequently", + "Therefore", + "Thus", + "consequently", + "因此", + "accordingly" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "thus", + "therefore", + "Therefore", + "Consequently", + "Thus", + "consequently", + "因此", + "Therefore" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "thus", + "therefore", + "Therefore", + "Consequently", + "Thus", + "consequently", + "this", + "因此" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "thus", + "therefore", + "Therefore", + "Consequently", + "Thus", + "this", + "This", + "consequently" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "thus", + "Therefore", + "therefore", + "Thus", + "Consequently", + "因此", + "This", + "Therefore" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "thus", + "Therefore", + "therefore", + "Thus", + "Consequently", + "因此", + "consequently", + "Therefore" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Therefore", + "thus", + "therefore", + "Thus", + "Consequently", + "This", + "consequently", + "this" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Therefore", + "thus", + "This", + "therefore", + "Consequently", + "Thus", + "consequently", + "Smaller" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Therefore", + "This", + "thus", + "Thus", + "Consequently", + "therefore", + "Smaller", + "For" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Therefore", + "This", + "Thus", + "Consequently", + "thus", + "For", + "Smaller", + "therefore" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "Therefore", + "Thus", + "For", + "Smaller", + "Consequently", + "As", + "A" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 78039, + 23442, + 59784, + 39422, + 23727, + 12250, + 10727, + 9694, + 24038, + 16707, + 19999, + 66093, + 52059, + 14836, + 11278, + 8858, + 11134, + 8628, + 15053, + 15914, + 32349, + 36583, + 10762, + 13586, + 24648, + 55847, + 80075, + 64764, + 16954, + 9911, + 6882, + 4952, + 5619, + 5018, + 2333, + 2598, + 3020, + 3129, + 4023, + 2084, + 1605, + 863 + ] + }, + { + "label": "Hall", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 8342, + 2545, + 4430, + 6161, + 8770, + 9028, + 13340, + 12986, + 14199, + 14020, + 35317, + 58281, + 144720, + 147109, + 129892, + 99840, + 101739, + 153117, + 171028, + 131873, + 66632, + 53654, + 24311, + 15029, + 26347, + 65607, + 95669, + 61127, + 23735, + 20159, + 17249, + 17218, + 11133, + 4060, + 3845, + 3938, + 2159, + 1656, + 1355, + 2903, + 712, + 153 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 31359, + 211202, + 186557, + 15518, + 41354, + 78037, + 110839, + 148579, + 32346, + 8552, + 11702, + 19125, + 6672, + 6607, + 4612, + 2564, + 3338, + 1976, + 2426, + 2570, + 2878, + 3466 + ] + }, + { + "label": "Hall", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 161963, + 188700, + 212815, + 201739, + 183508, + 37211, + 87455, + 3761, + 25816, + 19315, + 25491, + 33699, + 126146, + 45172, + 18912, + 33042, + 20627, + 14401, + 11059, + 3685, + 3737, + 3705 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 63.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "inverse", + "output_checked": true + }, + { + "concept": "this", + "score": 25.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "to", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 23.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "are", + "output_checked": true + }, + { + "concept": "microns", + "score": 16.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "of", + "output_checked": true + }, + { + "concept": "was", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "and", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "refined", + "output_checked": true + }, + { + "concept": "achieve", + "score": 11.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "to", + "output_checked": true + }, + { + "concept": "diameter", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "eters", + "output_checked": true + }, + { + "concept": "microscopy", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "microm", + "output_checked": true + }, + { + "concept": "tiny", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "only", + "output_checked": true + }, + { + "concept": "often", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "are", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-09__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-09__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-09__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-09__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-09__heatmap.png" + } + }, + { + "slug": "mechanism-name-grain-size-strength-10", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size strengthening 10", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'boundary' against eponym token 'Hall'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A structural alloy is strengthened by subdividing it into smaller misoriented crystal regions, creating more barriers to the passage of moving line imperfections.", + "prompt_tail": "structural alloy is strengthened by subdividing it into smaller misoriented crystal regions, creating more barriers to the passage of moving line imperfections.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size-strength", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 2785, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 3604 + }, + { + "label": "Hall", + "best_rank": 6889, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 5041 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "About", + "Also", + "It", + "whereas", + "although", + "Although", + "College" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "d", + "n", + "nt", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "d", + "o", + "wards", + "i", + "r", + "le", + "nt" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "i", + "r", + "d", + "o", + "a", + "n", + "c" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "to", + "a", + "in", + "l", + "d", + "via", + "r", + "en" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "idia", + "rue", + "qu", + "ened", + "os", + "toward", + "atop", + "hetto" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ened", + "enes", + "ist", + "ically", + "iding", + "al", + "toward", + "ally" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thus", + "toward", + "subsequently", + "yses", + "primarily", + "ened", + "employing", + "utilizing" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Furthermore", + "thus", + "toward", + "during", + "Consequently", + "subsequently", + "towards", + "this" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "during", + "thus", + "Furthermore", + "towards", + "subsequently", + "characterized", + "toward", + "consequently" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "subsequently", + "thus", + "thereby", + "concomit", + "concomitant", + "thence", + "consequently", + "wherein" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "Furthermore", + "thereby", + "Consequently", + "Moreover", + "thus", + "consequently", + "moreover" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "Furthermore", + "Moreover", + "thereby", + "Consequently", + "Moreover", + "furthermore", + "moreover", + "thus" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Moreover", + "Furthermore", + "Moreover", + "Consequently", + "thereby", + "anisotropic", + "metallurgical", + "furthermore" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "metallurgical", + "inhibitory", + "refractory", + "resistive", + "denser", + "anisotropic", + "detrimental", + "thereby" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "resistance", + "deterrent", + "resisting", + "resistant", + "deterrence", + "resistive", + "defensive", + "denser" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "resistance", + "resisting", + "resistant", + "hindering", + "impeding", + "resistência", + "resist", + "deterrent" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "resistance", + "resisting", + "deterrent", + "resistant", + "hindering", + "deterrence", + "inhibitory", + "inhibiting" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "deterrent", + "deterrence", + "hindering", + "resistance", + "resisting", + "impeding", + "preventing", + "slowing" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "deterrent", + "deterrence", + "hindering", + "preventing", + "strengthening", + "slowing", + "impeding", + "resistance" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "deterrent", + "thereby", + "therefore", + "analogous", + "deterrence", + "Consequently", + "thus", + "analogy" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "thereby", + "Consequently", + "thus", + "therefore", + "hence", + "analogy", + "Therefore", + "analogous" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "thereby", + "thus", + "consequently", + "subsequently", + "Consequently", + "accordingly", + "purportedly", + "ultimately" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Which", + "Therefore", + "Consequently", + "These", + "Furthermore", + "What", + "However" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "this", + "However", + "Furthermore", + "These", + "Ultimately" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "However", + "Furthermore", + "this", + "These", + "Additionally" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "However", + "this", + "Furthermore", + "These", + "Subsequently" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "this", + "Consequently", + "These", + "Therefore", + "these", + "However", + "이러한" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "this", + "These", + "Consequently", + "Therefore", + "these", + "However", + "Meanwhile" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "This", + "this", + "these", + "Therefore", + "Consequently", + "이러한", + "These" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "These", + "this", + "Therefore", + "Consequently", + "these", + "Which", + "이러한" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "These", + "Consequently", + "Therefore", + "이러한", + "these", + "Which" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "These", + "these", + "이러한", + "Therefore", + "はこの", + "Consequently" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "These", + "these", + "이러한", + "はこの", + "هذا", + "この" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "These", + "these", + "이러한", + "هذا", + "はこの", + "この" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "These", + "이러한", + "Therefore", + "This", + "Consequently", + "these" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "These", + "Therefore", + "이러한", + "these", + "This", + "Consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "These", + "Therefore", + "이러한", + "This", + "The", + "these" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "These", + "this", + "Therefore", + "The", + "이러한", + "This", + "What" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "These", + "The", + "this", + "Therefore", + "이러한", + "Which", + "Increasing" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "These", + "this", + "The", + "Therefore", + "Increasing", + "Specifically", + "이러한" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "These", + "The", + "A", + "In", + "To", + "Increasing", + "Such" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "boundary", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 64793, + 21525, + 35478, + 20844, + 9687, + 15244, + 10948, + 3111, + 20696, + 9533, + 11559, + 66827, + 25905, + 11423, + 6596, + 799, + 2786, + 6322, + 17079, + 24148, + 58128, + 190622, + 29256, + 8538, + 22073, + 40023, + 49361, + 39106, + 16300, + 11523, + 10067, + 8378, + 8567, + 8267, + 6236, + 7618, + 6905, + 7801, + 6669, + 3448, + 4720, + 1822 + ] + }, + { + "label": "Hall", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 7203, + 2838, + 2672, + 2282, + 2592, + 16779, + 14409, + 63363, + 8195, + 18987, + 46949, + 28274, + 50490, + 56047, + 36923, + 28621, + 74795, + 96097, + 87944, + 58588, + 6931, + 24734, + 38131, + 10417, + 18894, + 31645, + 42753, + 26772, + 13922, + 19822, + 21153, + 23253, + 19511, + 10335, + 6890, + 10581, + 9729, + 11171, + 8258, + 12064, + 3819, + 2885 + ] + } + ], + "logit_lens": [ + { + "label": "boundary", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 72777, + 142592, + 146815, + 9962, + 87828, + 132321, + 129456, + 51697, + 46175, + 4450, + 5623, + 5073, + 17151, + 39739, + 35442, + 34434, + 40154, + 3605, + 12025, + 10566, + 6634, + 5759 + ] + }, + { + "label": "Hall", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 157198, + 202242, + 76790, + 180297, + 142507, + 114523, + 118296, + 20629, + 20340, + 15476, + 32376, + 32836, + 88137, + 37191, + 29888, + 41904, + 52578, + 63210, + 11513, + 5042, + 13320, + 29283 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "metallurgical", + "score": 31.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "which", + "score": 20.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 19.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "creating", + "output_checked": true + }, + { + "concept": "because", + "score": 17.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "strengthened", + "output_checked": true + }, + { + "concept": "grains", + "score": 17.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "smaller", + "output_checked": true + }, + { + "concept": "movement", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "sections", + "score": 13.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "oriented", + "output_checked": true + }, + { + "concept": "alloying", + "score": 10.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "strengthened", + "output_checked": true + }, + { + "concept": "its", + "score": 9.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "iding", + "output_checked": true + }, + { + "concept": "subunits", + "score": 8.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "into", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "subdiv", + "output_checked": true + }, + { + "concept": "was", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "alloy", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-10__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-10__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-10__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-10__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-grain-size-strength-10__heatmap.png" + } + }, + { + "slug": "mechanism-name-flaw-controlled-failure-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-controlled brittle failure 1", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Two brittle plates carry the same remote tensile load, but one contains a surface flaw four times longer. The plate with the larger flaw becomes unstable at a lower applied stress.", + "prompt_tail": "arry the same remote tensile load, but one contains a surface flaw four times longer. The plate with the larger flaw becomes unstable at a lower applied stress.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-controlled-failure", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + } + ], + "emergence": [ + { + "label": "crack", + "best_rank": 1560, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 1631 + }, + { + "label": "Griffith", + "best_rank": 2939, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 878 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "Also", + "whereas", + "About", + "Although", + "It", + "People", + "Also" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "t", + "r", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "d", + "lly", + "ie", + "o", + "etc", + "t" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "wards", + "etc", + "hence", + "whereas", + "till", + "l", + "which" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "sic", + "which", + "etc", + "and", + "therefor", + "etc", + "in", + "a" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "in", + "because", + "and", + "according", + "also", + "thus", + "therefor" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "therefore", + "thus", + "then", + "therefor", + "because", + "and", + "thence", + "persons" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "therefore", + "thus", + "because", + "then", + "therefor", + "consequent", + "according", + "aided" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "because", + "Furthermore", + "although", + "also", + "and", + "Consequently", + "Moreover" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "also", + "which", + "Furthermore", + "Moreover", + "whereas", + "because", + "Additionally", + "consequently" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "Furthermore", + "whereas", + "which", + "Consequently", + "consequently", + "thus", + "Moreover", + "although" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "Furthermore", + "furthermore", + "whereas", + "Consequently", + "Moreover", + "consequently", + "moreover", + "thereby" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "Furthermore", + "furthermore", + "whereas", + "Consequently", + "Moreover", + "consequently", + "moreover", + "thereby" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Furthermore", + "Moreover", + "Consequently", + "whereas", + "furthermore", + "consequently", + "comparatively", + "Subsequently" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "thermally", + "comparative", + "thermodynam", + "comparatively", + "compared", + "experimentally", + "Furthermore", + "qualitatively" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "comparative", + "compared", + "experimentally", + "thermodynam", + "instability", + "disadvantage", + "thermally", + "characteristic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "instability", + "destabil", + "comparative", + "unstable", + "comparison", + "compared", + "comparable", + "disadvantage" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "instability", + "destabil", + "unstable", + "catastrophic", + "failure", + "detrimental", + "susceptibility", + "deterioration" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "instability", + "destabil", + "failure", + "deterioration", + "detrimental", + "unstable", + "disadvantage", + "catastrophic" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "because", + "due", + "instability", + "demonstrating", + "destabil", + "failure", + "despite", + "disadvantage" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "because", + "disadvantage", + "demonstrating", + "compared", + "때문이다", + "superiority", + "demonstrates", + "due" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "because", + "때문이다", + "demonstrating", + "demonstrates", + "despite", + "BECAUSE", + "due", + "because" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "this", + "because", + "demonstrates", + "citing", + "demonstrating", + "indicating", + "despite", + "demonstrate" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "This", + "Suddenly", + "Consequently", + "What", + "Why", + "Despite", + "Finally" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Furthermore", + "Therefore", + "Consequently", + "Why", + "Despite", + "Because", + "However" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "Consequently", + "Therefore", + "This", + "Similarly", + "Despite", + "However", + "Meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "Therefore", + "However", + "Meanwhile", + "Similarly", + "Conversely" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Furthermore", + "Consequently", + "Explain", + "Similarly", + "Why", + "Therefore", + "How", + "This" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Why", + "Similarly", + "Meanwhile", + "Explain", + "How", + "Furthermore", + "Describe", + "Consequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "What", + "How", + "what", + "how", + "What", + "Describe", + "Which", + "Why" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "What", + "what", + "Which", + "What", + "How", + "Explain", + "Describe", + "how" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "What", + "what", + "What", + "Describe", + "Explain", + "Which", + "what", + "How" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "What", + "what", + "What", + "Describe", + "Explain", + "This", + "describe", + "how" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "what", + "What", + "how", + "Describe", + "How", + "describe", + "This", + "What" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "What", + "what", + "Describe", + "This", + "how", + "How", + "Explain", + "describe" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "What", + "what", + "Describe", + "How", + "describe", + "how", + "Explain", + "Analyze" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "What", + "analyze", + "Analyze", + "describe", + "what", + "Describe", + "This", + "Calculate" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Analyze", + "What", + "Describe", + "analyze", + "describe", + "what", + "Explain", + "This" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "What", + "Analyze", + "Describe", + "This", + "analyze", + "Explain", + "describe", + "what" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Describe", + "What", + "Analyze", + "This", + "Determine", + "Explain", + "describe", + "Calculate" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "What", + "This", + "Describe", + "Analyze", + "Determine", + "How", + "what", + "Which" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "What", + "How", + "The", + "Describe", + "Analyze", + "Predict", + "Determine" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "crack", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 7746, + 15730, + 31834, + 87423, + 80139, + 49956, + 88447, + 89949, + 36669, + 62255, + 79963, + 79798, + 63912, + 19142, + 35530, + 18192, + 17397, + 10177, + 23699, + 19475, + 19730, + 84383, + 68561, + 5607, + 7776, + 8968, + 10836, + 17737, + 11234, + 11365, + 9195, + 8843, + 15801, + 4887, + 4147, + 2824, + 1561, + 2124, + 2455, + 2339, + 1616, + 421 + ] + }, + { + "label": "Griffith", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 55664, + 97166, + 69523, + 55975, + 20944, + 26274, + 33782, + 25764, + 14922, + 15411, + 16572, + 13625, + 23379, + 18230, + 55618, + 16449, + 75621, + 103635, + 134865, + 85098, + 40072, + 38806, + 122196, + 52424, + 78404, + 75449, + 62709, + 36476, + 19531, + 15974, + 17648, + 15347, + 19671, + 15693, + 6819, + 6460, + 2940, + 5068, + 9139, + 8726, + 16577, + 5456 + ] + } + ], + "logit_lens": [ + { + "label": "crack", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 227108, + 177638, + 158540, + 6705, + 14674, + 16207, + 224845, + 183792, + 140414, + 163058, + 181773, + 142668, + 116021, + 4136, + 13783, + 23820, + 40618, + 3242, + 5429, + 3686, + 1632, + 2806 + ] + }, + { + "label": "Griffith", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 215291, + 147166, + 100576, + 197555, + 225199, + 179744, + 157843, + 209991, + 235158, + 163318, + 116622, + 153846, + 208802, + 48272, + 50216, + 14680, + 14318, + 7684, + 3480, + 2283, + 879, + 2701 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 23.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "was", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "one", + "output_checked": true + }, + { + "concept": "both", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "but", + "output_checked": true + }, + { + "concept": "weight", + "score": 13.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "same", + "output_checked": true + }, + { + "concept": "identical", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "same", + "output_checked": true + }, + { + "concept": "than", + "score": 11.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "longer", + "output_checked": true + }, + { + "concept": "and", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "compared", + "score": 11.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "longer", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "load", + "output_checked": true + }, + { + "concept": "fewer", + "score": 10.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "while", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "percentage", + "score": 9.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "larger", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-01__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-01__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-01__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-01__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-01__heatmap.png" + } + }, + { + "slug": "mechanism-name-flaw-controlled-failure-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-controlled brittle failure 2", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A glass specimen with a sharp internal slit fails well below its theoretical bond strength because the local intensity at the slit tip is strongly amplified.", + "prompt_tail": "A glass specimen with a sharp internal slit fails well below its theoretical bond strength because the local intensity at the slit tip is strongly amplified.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-controlled-failure", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + } + ], + "emergence": [ + { + "label": "crack", + "best_rank": 122, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 77 + }, + { + "label": "Griffith", + "best_rank": 1864, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 561 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "About", + "It", + "Also", + "whereas", + "People", + "and", + "which" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "r", + "n", + "d", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "i", + "d", + "al", + "o", + "le", + "ie" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "l", + "i", + "d", + "a", + "r", + "o", + "le" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "a", + "to", + "d", + "l", + "wards", + "in", + "r", + "y" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ened", + "to", + "ile", + "itatively", + "ued", + "os", + "ible", + "ue" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ened", + "ally", + "ial", + "al", + "ients", + "ist", + "ably", + "ient" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thus", + "subsequently", + "consequently", + "therefore", + "the", + "because", + "and", + "which" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Furthermore", + "consequently", + "which", + "although", + "subsequently", + "Consequently", + "furthermore", + "the" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Furthermore", + "subsequently", + "consequently", + "thus", + "Moreover", + "the", + "which", + "thereby" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "consequently", + "subsequently", + "thereby", + "Furthermore", + "thus", + "Consequently", + "Moreover", + "characteristic" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "Furthermore", + "consequently", + "furthermore", + "thereby", + "Moreover", + "Consequently", + "moreover", + "subsequently" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "Furthermore", + "consequently", + "Moreover", + "furthermore", + "thereby", + "subsequently", + "moreover", + "Consequently" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "intensifying", + "consequently", + "subsequently", + "intensified", + "Moreover", + "Moreover", + "luminosity", + "Furthermore" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "hypertro", + "luminosity", + "intensification", + "amplification", + "emissivity", + "intensified", + "qualitatively", + "intensifying" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "hypertro", + "amplification", + "hypoxic", + "exacerb", + "density", + "intensification", + "intensified", + "exploiting" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "amplification", + "exploiting", + "amplifying", + "amplified", + "exacerb", + "magnified", + "magnification", + "hypertro" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "exploiting", + "destabil", + "exacerb", + "hypertro", + "hypoxic", + "intensification", + "hypoxia", + "exploited" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "exploiting", + "exploited", + "destabil", + "hypoxia", + "exacerb", + "supercritical", + "exploitation", + "exacerbated" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "exploiting", + "phenomenon", + "exploited", + "exacerbated", + "stimulated", + "hypoxia", + "intensified", + "triggering" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "phenomenon", + "exploiting", + "exploited", + "scientists", + "Phenomen", + "resulting", + "hypoxia", + "effect" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "phenomenon", + "scientists", + "empirical", + "hypoxia", + "exploiting", + "physicists", + "phenomena", + "effect" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "consequently", + "thereby", + "resulting", + "thus", + "accordingly", + "which", + "therefore", + "this" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "Which", + "What", + "Although", + "However", + "this" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "However", + "These", + "Which", + "Furthermore" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "Therefore", + "Consequently", + "this", + "Furthermore", + "However", + "Ultimately", + "Although" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "Furthermore", + "this", + "However", + "Subsequently", + "Ultimately" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "Furthermore", + "Subsequently", + "consequently", + "This" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "Furthermore", + "Similarly", + "Meanwhile", + "Subsequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "Therefore", + "Consequently", + "This", + "Instead", + "Thus", + "Because" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "this", + "Therefore", + "Consequently", + "This", + "Instead", + "therefore", + "Thus" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "This", + "this", + "この", + "هذا" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "This", + "Therefore", + "Consequently", + "هذا", + "this", + "この" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "هذا", + "This", + "this", + "この", + "この", + "はこの" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "هذا", + "This", + "this", + "この", + "この", + "इस" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "This", + "Therefore", + "this", + "Failure", + "هذا", + "Consequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "Therefore", + "this", + "Failure", + "The", + "هذا" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "The", + "this", + "Therefore", + "هذا", + "Failure" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "This", + "The", + "Therefore", + "Failure", + "Fracture", + "هذا" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "The", + "Therefore", + "This", + "Instead", + "Consequently", + "Fracture" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "The", + "Instead", + "Therefore", + "When", + "Furthermore", + "Because" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "In", + "Fracture", + "Instead", + "Therefore", + "A", + "Failure" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "crack", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 10699, + 18513, + 31683, + 31329, + 36395, + 106563, + 104844, + 114097, + 119043, + 96054, + 47423, + 86522, + 73909, + 21762, + 13577, + 3880, + 1296, + 2895, + 4595, + 2990, + 5297, + 14774, + 97243, + 10746, + 14688, + 15145, + 14580, + 11890, + 6321, + 7976, + 7394, + 3975, + 3894, + 1339, + 357, + 201, + 123, + 152, + 130, + 138, + 196, + 20 + ] + }, + { + "label": "Griffith", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 53872, + 105089, + 83983, + 79304, + 42889, + 41180, + 44067, + 19016, + 2815, + 6832, + 18203, + 18352, + 43040, + 62324, + 77421, + 43742, + 61636, + 60151, + 66996, + 29407, + 18489, + 10399, + 8303, + 50918, + 75152, + 58052, + 56166, + 35213, + 21154, + 20184, + 26846, + 16192, + 18270, + 9607, + 3282, + 2722, + 2200, + 1865, + 2073, + 2724, + 5042, + 636 + ] + } + ], + "logit_lens": [ + { + "label": "crack", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 217046, + 123495, + 107390, + 89427, + 22160, + 33443, + 257247, + 215801, + 133743, + 142611, + 173409, + 133699, + 83272, + 4568, + 4211, + 2716, + 4194, + 923, + 105, + 125, + 78, + 97 + ] + }, + { + "label": "Griffith", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 148087, + 135160, + 146589, + 257466, + 255055, + 170456, + 246281, + 247362, + 257401, + 190977, + 159424, + 209341, + 231300, + 64527, + 65159, + 11248, + 5273, + 5294, + 1518, + 845, + 562, + 782 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "was", + "score": 38.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "glass", + "output_checked": true + }, + { + "concept": "tensile", + "score": 24.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "exceeds", + "score": 18.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "slit", + "output_checked": true + }, + { + "concept": "during", + "score": 15.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "below", + "output_checked": true + }, + { + "concept": "when", + "score": 15.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "fails", + "output_checked": true + }, + { + "concept": "failure", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "well", + "output_checked": true + }, + { + "concept": "concentrated", + "score": 11.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "became", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "glass", + "output_checked": true + }, + { + "concept": "edge", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "stress", + "score": 10.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "amplification", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "amplified", + "output_checked": true + }, + { + "concept": "incision", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "slit", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-02__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-02__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-02__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-02__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-02__heatmap.png" + } + }, + { + "slug": "mechanism-name-flaw-controlled-failure-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-controlled brittle failure 3", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Doubling the length of a sharp flaw in an elastic ceramic reduces the remote stress required for unstable extension by roughly the square root of two.", + "prompt_tail": "Doubling the length of a sharp flaw in an elastic ceramic reduces the remote stress required for unstable extension by roughly the square root of two.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-controlled-failure", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + } + ], + "emergence": [ + { + "label": "crack", + "best_rank": 4222, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 1223 + }, + { + "label": "Griffith", + "best_rank": 13211, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 12698 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "About", + "and", + "which", + "Although", + "getting", + "ately", + "however" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "r", + "d", + "a", + "nt", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "d", + "o", + "r", + "le", + "i", + "al" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "r", + "o", + "wards", + "d", + "a", + "le", + "i" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "a", + "into", + "to", + "r", + "in", + "d", + "an", + "then" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "rue", + "ably", + "grim", + "hattan", + "ingly", + "lier", + "rons", + "qu" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ably", + "rue", + "al", + "ally", + "aid", + "enced", + "rons", + "abouts" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "then", + "afterward", + "penned", + "filmed", + "famously", + "spurred", + "Britain", + "便是" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "this", + "while", + "which", + "afterward", + "that", + "then", + "when", + "to" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "thereafter", + "this", + "that", + "Furthermore", + "to", + "thus", + "also" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "although", + "rather", + "however", + "thereafter", + "thus", + "thence", + "that" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "whereas", + "thence", + "meanwhile", + "wherein", + "which", + "however", + "thereafter" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "whereas", + "furthermore", + "whilst", + "wherein", + "thence", + "thereby", + "which", + "hence" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "geometrically", + "whereas", + "gaussian", + "geometrical", + "furthermore", + "mathemat", + "natomiast", + "mathematically" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "mathematically", + "geometrically", + "asymptotically", + "mathematical", + "mathemat", + "geometrical", + "coefficient", + "matemat" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "reduction", + "coefficient", + "efficiency", + "коэффициент", + "geometrically", + "proportionality", + "acceleration", + "logarithmic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "reduction", + "increase", + "decrease", + "increased", + "recalcul", + "коэффициент", + "mathematically", + "reduced" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "reduction", + "thermodynam", + "decrease", + "thermodynamic", + "rescaling", + "increase", + "recalcul", + "reducing" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "reduction", + "decrease", + "increase", + "감소", + "decreased", + "diminution", + "destabil", + "improvement" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "reduction", + "decrease", + "increase", + "decreased", + "diminution", + "decreases", + "increased", + "reduced" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "increase", + "decrease", + "reduction", + "decreased", + "decreases", + "increased", + "increases", + "coefficient" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "reduction", + "decrease", + "corollary", + "decreased", + "diminution", + "decreases", + "correspondingly", + "accordingly" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "accordingly", + "consequently", + "correspondingly", + "roughly", + "suggests", + "subsequently", + "such", + "somewhat" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "However", + "Which", + "This", + "although", + "which", + "Consequently", + "Although", + "Interestingly" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Consequently", + "this", + "However", + "Furthermore", + "Therefore", + "Which", + "Then" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "Furthermore", + "However", + "Consequently", + "Similarly", + "this", + "Therefore", + "Additionally" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "However", + "Furthermore", + "Similarly", + "Consequently", + "Conversely", + "Then", + "Meanwhile" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "Similarly", + "Consequently", + "Furthermore", + "However", + "Similarly", + "Additionally", + "Also" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Similarly", + "This", + "However", + "Consequently", + "Furthermore", + "Meanwhile", + "Therefore", + "Conversely" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "Similarly", + "Consequently", + "Therefore", + "However", + "Conversely", + "this", + "Meanwhile" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "Similarly", + "Consequently", + "Conversely", + "Therefore", + "this", + "Meanwhile", + "Additionally" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Similarly", + "this", + "Consequently", + "Conversely", + "Therefore", + "Meanwhile", + "Additionally" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "Similarly", + "Consequently", + "Therefore", + "Conversely", + "This", + "Meanwhile" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "this", + "Similarly", + "هذا", + "Conversely", + "Consequently", + "This", + "Therefore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "Similarly", + "Conversely", + "هذا", + "Consequently", + "This", + "Therefore" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "Similarly", + "this", + "Conversely", + "Consequently", + "This", + "Therefore", + "Likewise" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "Similarly", + "Conversely", + "Therefore", + "Consequently", + "This", + "Likewise" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "Similarly", + "Conversely", + "Therefore", + "Consequently", + "This", + "Meanwhile" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "Similarly", + "this", + "Conversely", + "Therefore", + "Consequently", + "However", + "Furthermore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Similarly", + "Conversely", + "this", + "Considering", + "Essentially", + "Applying", + "Therefore" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "Similarly", + "Conversely", + "However", + "Specifically", + "Furthermore", + "Essentially" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "In", + "Similarly", + "If", + "The", + "For", + "Conversely", + "Here" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "crack", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 14193, + 20425, + 23254, + 15626, + 16055, + 26471, + 22145, + 48099, + 29330, + 27515, + 20954, + 48113, + 37725, + 31580, + 30529, + 12062, + 14166, + 17341, + 27467, + 21762, + 44156, + 79070, + 92521, + 22878, + 20321, + 22567, + 23519, + 20258, + 12016, + 17138, + 18373, + 15045, + 21870, + 12195, + 9438, + 5568, + 4223, + 5534, + 5279, + 5071, + 6098, + 1213 + ] + }, + { + "label": "Griffith", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 50220, + 97153, + 88025, + 77988, + 40222, + 52676, + 40268, + 3878, + 627, + 804, + 1883, + 3779, + 12605, + 15887, + 26303, + 13405, + 20337, + 23739, + 25728, + 27450, + 21584, + 14634, + 28717, + 102639, + 90403, + 103180, + 88255, + 48906, + 27431, + 25034, + 38959, + 24784, + 46039, + 29549, + 13212, + 25651, + 23345, + 39870, + 66430, + 48849, + 74015, + 11767 + ] + } + ], + "logit_lens": [ + { + "label": "crack", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 231327, + 253390, + 245411, + 135130, + 15903, + 37130, + 247329, + 182355, + 102292, + 126319, + 178073, + 152429, + 98389, + 2664, + 6556, + 26629, + 42296, + 6423, + 6784, + 2249, + 1224, + 1653 + ] + }, + { + "label": "Griffith", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 176409, + 126523, + 113448, + 235061, + 224835, + 234254, + 235744, + 178099, + 223659, + 176737, + 81269, + 123158, + 170591, + 44387, + 85334, + 33003, + 34610, + 43234, + 12699, + 31771, + 17446, + 38386 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "approximately", + "score": 24.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "two", + "output_checked": true + }, + { + "concept": "its", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "in", + "output_checked": true + }, + { + "concept": "This", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "increase", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "reduces", + "output_checked": true + }, + { + "concept": "was", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "same", + "score": 11.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "rectangle", + "score": 11.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "metal", + "score": 10.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "in", + "output_checked": true + }, + { + "concept": "and", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "bling", + "output_checked": true + }, + { + "concept": "lengthening", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "intensity", + "score": 8.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "stress", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-03__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-03__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-03__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-03__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-03__heatmap.png" + } + }, + { + "slug": "mechanism-name-flaw-controlled-failure-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-controlled brittle failure 4", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A brittle solid separates when the elastic energy released by extending a sharp defect exceeds the energy needed to create two new surfaces.", + "prompt_tail": "A brittle solid separates when the elastic energy released by extending a sharp defect exceeds the energy needed to create two new surfaces.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-controlled-failure", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + } + ], + "emergence": [ + { + "label": "crack", + "best_rank": 1028, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 311 + }, + { + "label": "Griffith", + "best_rank": 20705, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 9237 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "About", + "It", + "whereas", + "although", + "Also", + "Although", + "College" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "nt", + "n", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "l", + "ie", + "o", + "le", + "lly", + "i", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "l", + "ie", + "d", + "o", + "le", + "a", + "ally" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "a", + "l", + "d", + "wards", + "on", + "ally", + "to", + "in" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ients", + "itatively", + "ially", + "ible", + "yses", + "hetto", + "in", + "toward" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "ients", + "chiefly", + "yses", + "ucceeded", + "ible", + "whereby", + "ally" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "principally", + "chiefly", + "and", + "aided", + "subsequently", + "whereby", + "thus", + "thence" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "and", + "although", + "this", + "the", + "to", + "Furthermore", + "that" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "subsequently", + "which", + "Furthermore", + "thus", + "also", + "thereafter", + "this", + "during" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "that", + "to", + "and", + "although", + "thus", + "the", + "instead" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "Furthermore", + "which", + "hence", + "whereas", + "thereby", + "thus", + "Hence" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "Furthermore", + "hence", + "Furthermore", + "whereas", + "Hence", + "Hence", + "thereby", + "henceforth" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "molecule", + "molecular", + "threshold", + "meniscus", + "permeability", + "entropy", + "chemically", + "nucleation" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "metallurgical", + "molecule", + "threshold", + "molecular", + "entropy", + "nucleation", + "chemically", + "metallurgy" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "nucleation", + "threshold", + "entropy", + "metallurgical", + "metastable", + "entrop", + "molecule", + "polymer" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "costs", + "cost", + "threshold", + "コスト", + "비용", + "costes", + "costly", + "expenditure" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "threshold", + "viability", + "nucleation", + "scav", + "cost", + "scavenging", + "costs", + "minimizing" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "threshold", + "viability", + "negligible", + "thresholds", + "nucleation", + "Threshold", + "costs", + "scav" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "threshold", + "thresholds", + "viability", + "negligible", + "criterion", + "Threshold", + "incentiv", + "costs" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "threshold", + "criterion", + "thresholds", + "thereby", + "Threshold", + "viability", + "criteria", + "costs" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "criterion", + "threshold", + "thereby", + "criterion", + "thresholds", + "Criterion", + "criteria", + "때문이다" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "thereby", + "BECAUSE", + "sufficiently", + "WHEN", + "such", + "THEN", + "thus", + "essentially" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Which", + "This", + "However", + "Therefore", + "Furthermore", + "Although", + "During", + "Consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "However", + "Therefore", + "Which", + "Then", + "Because", + "Meanwhile", + "Consequently" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "However", + "Meanwhile", + "Similarly", + "Therefore", + "Then", + "Furthermore", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Meanwhile", + "However", + "Then", + "Similarly", + "Conversely", + "Furthermore", + "Therefore" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Meanwhile", + "This", + "Similarly", + "However", + "Then", + "Conversely", + "Furthermore", + "Therefore" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "Similarly", + "This", + "However", + "Conversely", + "During", + "Therefore", + "Here" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Meanwhile", + "This", + "Compared", + "Similarly", + "Therefore", + "Conversely", + "However", + "Explained" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "Meanwhile", + "Similarly", + "Conversely", + "When", + "Compared", + "Therefore", + "Consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Meanwhile", + "Similarly", + "Conversely", + "When", + "Compared", + "Additionally", + "Explain" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Meanwhile", + "Similarly", + "When", + "Conversely", + "Essentially", + "Additionally", + "meanwhile" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "Similarly", + "Conversely", + "Meanwhile", + "Likewise", + "Imagine", + "Additionally", + "However" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Similarly", + "Imagine", + "Likewise", + "Conversely", + "Additionally", + "Essentially", + "Simultaneously" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "Similarly", + "Imagine", + "Conversely", + "Essentially", + "Likewise", + "Meanwhile", + "Otherwise" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Similarly", + "Conversely", + "Likewise", + "Imagine", + "Meanwhile", + "The", + "For" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Similarly", + "Here", + "The", + "Consider", + "For", + "Considering", + "Conversely" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "Similarly", + "Consider", + "For", + "The", + "Considering", + "Here", + "Therefore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Similarly", + "Consider", + "Considering", + "In", + "For", + "The", + "Conversely" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "Similarly", + "In", + "When", + "For", + "Conversely", + "The", + "Here" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "In", + "The", + "Elastic", + "For", + "A", + "When", + "If" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "crack", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 12730, + 18448, + 33553, + 51027, + 56615, + 132480, + 130118, + 177193, + 155716, + 137045, + 35437, + 58439, + 46529, + 10988, + 8288, + 7404, + 20582, + 13631, + 18442, + 10728, + 12036, + 28417, + 24520, + 9696, + 9346, + 10647, + 11718, + 10773, + 6276, + 8404, + 7051, + 6322, + 11533, + 5763, + 2780, + 1884, + 1029, + 2042, + 1489, + 812, + 724, + 55 + ] + }, + { + "label": "Griffith", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 61259, + 91025, + 72816, + 60207, + 37561, + 45542, + 31701, + 13384, + 2953, + 5329, + 21890, + 25100, + 82806, + 98768, + 84477, + 62624, + 77049, + 81896, + 80796, + 50483, + 26741, + 23521, + 44260, + 70404, + 60263, + 65949, + 59929, + 47558, + 20706, + 29329, + 38223, + 29814, + 46126, + 46950, + 26055, + 32899, + 24394, + 42480, + 38007, + 29488, + 64355, + 5459 + ] + } + ], + "logit_lens": [ + { + "label": "crack", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 191420, + 133008, + 82331, + 23204, + 4553, + 48044, + 260004, + 182030, + 117046, + 166404, + 185181, + 152280, + 47169, + 4435, + 16503, + 38668, + 42979, + 10066, + 8879, + 1486, + 312, + 391 + ] + }, + { + "label": "Griffith", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 216046, + 196394, + 61238, + 249314, + 187659, + 152400, + 239638, + 243498, + 258374, + 190442, + 158119, + 171352, + 217170, + 43584, + 115992, + 34628, + 25586, + 58107, + 30100, + 22277, + 9238, + 16851 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "tensile", + "score": 25.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "threshold", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "was", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "solid", + "output_checked": true + }, + { + "concept": "simultaneously", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "This", + "score": 11.0, + "best_rank": 1, + "best_depth": 85.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "fracturing", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "subjected", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "when", + "output_checked": true + }, + { + "concept": "because", + "score": 8.0, + "best_rank": 3, + "best_depth": 56.1, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "and", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "extending", + "output_checked": true + }, + { + "concept": "fracture", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "separating", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "separates", + "output_checked": true + }, + { + "concept": "halves", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "two", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-04__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-04__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-04__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-04__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-04__heatmap.png" + } + }, + { + "slug": "mechanism-name-flaw-controlled-failure-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-controlled brittle failure 5", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A polished glass fiber is much stronger than a scratched one of the same diameter because the scratch concentrates tensile loading at its tip.", + "prompt_tail": "A polished glass fiber is much stronger than a scratched one of the same diameter because the scratch concentrates tensile loading at its tip.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-controlled-failure", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + } + ], + "emergence": [ + { + "label": "crack", + "best_rank": 1930, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 1010 + }, + { + "label": "Griffith", + "best_rank": 5215, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 2211 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "About", + "Although", + "It", + "College", + "Also", + "People" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "nt", + "r", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "l", + "o", + "ie", + "d", + "i", + "lly", + "le" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "l", + "o", + "d", + "i", + "a", + "le", + "t" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "a", + "to", + "l", + "in", + "d", + "le", + "ally" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ients", + "ile", + "itatively", + "ially", + "to", + "wards", + "in", + "ally" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "wards", + "ally", + "ened", + "ist", + "ile", + "al", + "ial", + "ence" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whereas", + "isation", + "behaviour", + "whilst", + "then", + "practising", + "wards", + "which" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "Furthermore", + "whereas", + "to", + "consequently", + "although", + "this", + "furthermore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Furthermore", + "to", + "which", + "thus", + "subsequently", + "consequently", + "thereby", + "during" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereby", + "thus", + "thence", + "which", + "consequently", + "subsequently", + "whereby", + "to" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "Moreover", + "furthermore", + "thus", + "moreover", + "Furthermore", + "Consequently", + "Moreover" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thereby", + "Furthermore", + "Moreover", + "furthermore", + "Consequently", + "moreover", + "Moreover", + "whereas" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thereby", + "Moreover", + "anisotropy", + "Furthermore", + "Moreover", + "anisotropic", + "moreover", + "agglomer" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "anisotropy", + "morphology", + "anisotropic", + "metallurgical", + "geometrically", + "geometrical", + "protrusion", + "spatially" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "protrusion", + "tensile", + "asymmetry", + "hypertro", + "metallurgical", + "anisotropic", + "morphology", + "geometrically" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "exploiting", + "destabil", + "exacerbated", + "exacerb", + "hypertro", + "protrusion", + "detrimental", + "exploited" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "destabil", + "exacerbated", + "exacerb", + "exploiting", + "instability", + "detrimental", + "disadvantage", + "exacerbate" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "destabil", + "exacerbated", + "exacerb", + "instability", + "exploiting", + "vulnerability", + "detrimental", + "exacerbate" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "exacerbated", + "destabil", + "detrimental", + "exacerb", + "causing", + "vulnerability", + "threatening", + "instability" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "exacerbated", + "detrimental", + "threatening", + "disadvantage", + "threat", + "exacerb", + "exacerbate", + "damaging" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "preventing", + "detrimental", + "causing", + "exacerbated", + "disadvantage", + "negatively", + "hindering", + "helplessness" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "which", + "therefore", + "because", + "thereby", + "Which", + "thus", + "Because", + "etc" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Which", + "Therefore", + "Because", + "However", + "Also", + "Furthermore", + "Consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Therefore", + "Because", + "Consequently", + "Furthermore", + "However", + "Also", + "Additionally" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "Therefore", + "Consequently", + "Furthermore", + "However", + "Because", + "Also", + "Additionally" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "Therefore", + "This", + "However", + "Furthermore", + "Then", + "Because", + "Meanwhile" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Consequently", + "Therefore", + "Furthermore", + "This", + "Then", + "However", + "Because", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Consequently", + "Therefore", + "Meanwhile", + "Similarly", + "While", + "This", + "Furthermore", + "When" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Therefore", + "This", + "Consequently", + "Because", + "Meanwhile", + "Thus", + "When", + "However" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Therefore", + "Consequently", + "This", + "Because", + "therefore", + "Thus", + "Meanwhile", + "When" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "This", + "Therefore", + "therefore", + "Meanwhile", + "Thus", + "When", + "Conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "therefore", + "this", + "thus", + "Thus", + "Meanwhile" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "this", + "Therefore", + "Consequently", + "therefore", + "thus", + "Conversely", + "Thus" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Consequently", + "this", + "Therefore", + "Because", + "Conversely", + "When", + "Thus" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "Therefore", + "Consequently", + "Because", + "When", + "Conversely", + "The", + "Similarly" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Therefore", + "Consequently", + "When", + "Conversely", + "Thus", + "Because", + "This" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Therefore", + "Consequently", + "When", + "The", + "Because", + "Conversely", + "This" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "Therefore", + "The", + "Consequently", + "When", + "Because", + "Conversely", + "This" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "The", + "Because", + "Therefore", + "Consequently", + "When", + "Conversely", + "Similarly" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "When", + "The", + "Because", + "Therefore", + "Conversely", + "Similarly", + "A" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "A", + "In", + "When", + "By", + "Therefore", + "For" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "crack", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 10008, + 17634, + 30009, + 34968, + 47871, + 105577, + 87668, + 113980, + 93330, + 74589, + 84309, + 165758, + 116717, + 32801, + 24926, + 6685, + 5347, + 7317, + 11366, + 8317, + 8522, + 76428, + 45647, + 7666, + 9420, + 10536, + 11325, + 8555, + 6528, + 8753, + 11067, + 6944, + 8131, + 4348, + 2259, + 1931, + 2358, + 2563, + 1736, + 1838, + 2828, + 607 + ] + }, + { + "label": "Griffith", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 66161, + 99843, + 75270, + 58850, + 31287, + 37942, + 30924, + 13066, + 3091, + 5274, + 16205, + 21105, + 36731, + 32017, + 42312, + 22744, + 18131, + 28104, + 39314, + 24188, + 17317, + 12214, + 9592, + 34153, + 59812, + 57877, + 55824, + 26568, + 14427, + 13445, + 16902, + 11832, + 15123, + 7450, + 5216, + 8458, + 8212, + 9486, + 10106, + 7079, + 20460, + 799 + ] + } + ], + "logit_lens": [ + { + "label": "crack", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 250482, + 170042, + 110694, + 35590, + 10301, + 83171, + 260979, + 113921, + 109885, + 124588, + 62701, + 54121, + 5159, + 6035, + 17004, + 7555, + 7228, + 2268, + 1382, + 1011, + 1146, + 1286 + ] + }, + { + "label": "Griffith", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 192157, + 201240, + 194020, + 261479, + 245937, + 217281, + 237543, + 240777, + 226083, + 107252, + 84658, + 77442, + 100170, + 8487, + 17938, + 3485, + 2212, + 3823, + 3285, + 3985, + 2472, + 3871 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "and", + "score": 20.0, + "best_rank": 1, + "best_depth": 53.7, + "near_token": "stronger", + "output_checked": true + }, + { + "concept": "damage", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "steel", + "score": 11.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "than", + "output_checked": true + }, + { + "concept": "fiberglass", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "fiber", + "output_checked": true + }, + { + "concept": "stress", + "score": 10.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "concentrates", + "output_checked": true + }, + { + "concept": "size", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "polished", + "output_checked": true + }, + { + "concept": "used", + "score": 9.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "is", + "output_checked": true + }, + { + "concept": "but", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "than", + "output_checked": true + }, + { + "concept": "presentation", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "polished", + "output_checked": true + }, + { + "concept": "stresses", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "causing", + "score": 8.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "loading", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-05__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-05__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-05__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-05__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-05__heatmap.png" + } + }, + { + "slug": "mechanism-name-flaw-controlled-failure-06", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-controlled brittle failure 6", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "An elastic plate containing a central slit is loaded in tension. Instability begins when the energy-release rate reaches the material's surface-formation resistance.", + "prompt_tail": "astic plate containing a central slit is loaded in tension. Instability begins when the energy-release rate reaches the material's surface-formation resistance.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-controlled-failure", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + } + ], + "emergence": [ + { + "label": "crack", + "best_rank": 278, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 77 + }, + { + "label": "Griffith", + "best_rank": 8136, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 1775 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "Also", + "although", + "Although", + "About", + "whereas", + "It", + "Also" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "d", + "r", + "c", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "d", + "lly", + "al", + "o", + "r", + "ie" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "wards", + "upto", + "whereas", + "etc", + "l", + "lly", + "r" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "thence", + "sic", + "wards", + "al", + "thus", + "eded", + "etc", + "whereby" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therein", + "thereon", + "thus", + "henceforth", + "therewith", + "thereafter", + "thence", + "herein" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "thereon", + "therein", + "thus", + "hereunder", + "whereby", + "wherein", + "henceforth" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thus", + "thence", + "whereby", + "thereafter", + "wherein", + "thereby", + "therewith", + "chiefly" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Moreover", + "thus", + "Consequently", + "Furthermore", + "which", + "thereby", + "Hence", + "whereas" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thus", + "Moreover", + "thereby", + "which", + "therein", + "thereafter", + "wherein", + "Hence" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "wherein", + "thus", + "that", + "to", + "and", + "the", + "whereas" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "whereas", + "Furthermore", + "Moreover", + "thereby", + "thereto", + "thus", + "Hence" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "whereas", + "furthermore", + "Moreover", + "Furthermore", + "henceforth", + "Hence", + "thereafter", + "thereby" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "threshold", + "metallurgical", + "equilibrium", + "cessation", + "requirement", + "Moreover", + "friction", + "demand" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "threshold", + "metallurgical", + "metallurgy", + "metall", + "equilibrium", + "Threshold", + "Threshold", + "metastable" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "threshold", + "Threshold", + "metallurgical", + "threshold", + "Threshold", + "empirical", + "criterion", + "metastable" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "threshold", + "Threshold", + "thresholds", + "threshold", + "metastable", + "metallurgical", + "Threshold", + "equilibrium" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "threshold", + "metastable", + "stabilization", + "Threshold", + "Threshold", + "metallurgical", + "thresholds", + "incipient" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "threshold", + "Threshold", + "metastable", + "stabilization", + "triggering", + "thresholds", + "incipient", + "equilibrium" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "threshold", + "thresholds", + "triggering", + "Threshold", + "triggered", + "initiating", + "trigger", + "criterion" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "threshold", + "criterion", + "determines", + "thereby", + "thresholds", + "determined", + "triggering", + "Threshold" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "criterion", + "threshold", + "determines", + "thereby", + "determining", + "triggering", + "thus", + "thresholds" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "thus", + "thereby", + "Thus", + "THEN", + "determines", + "this", + "hence", + "henceforth" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Which", + "However", + "Consequently", + "Furthermore", + "Therefore", + "What", + "Ultimately" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "this", + "Consequently", + "However", + "Then", + "Therefore", + "Subsequently", + "then" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "this", + "Consequently", + "However", + "Then", + "Subsequently", + "Furthermore", + "Therefore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "However", + "Consequently", + "Subsequently", + "Then", + "Furthermore", + "Therefore", + "Meanwhile" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Consequently", + "This", + "Subsequently", + "this", + "subsequently", + "consequently", + "Furthermore", + "Therefore" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Consequently", + "During", + "This", + "this", + "Subsequently", + "Eventually", + "Meanwhile", + "Therefore" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "During", + "Because", + "this", + "However", + "When" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "Because", + "During", + "When", + "this", + "Subsequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "When", + "During", + "Because", + "Subsequently", + "Recently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "this", + "Here", + "When", + "Analyzing", + "Eventually" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "Analyzing", + "Here", + "When", + "The" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Analyzing", + "this", + "analyzing", + "Consequently", + "Analysis", + "Studying", + "When" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "Analyzing", + "analyzing", + "Analysis", + "Studying", + "Modeling", + "When", + "Investigation" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Analyzing", + "analyzing", + "Analysis", + "Studying", + "The", + "Modeling", + "Because" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Analyzing", + "This", + "analyzing", + "Analysis", + "Studying", + "The", + "Modeling", + "Because" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "Analyzing", + "analyzing", + "Analysis", + "The", + "Studying", + "For", + "Modeling" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Analyzing", + "This", + "The", + "For", + "Because", + "When", + "Analysis", + "analyzing" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "For", + "Analyzing", + "When", + "The", + "In", + "Because", + "Due" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "For", + "In", + "We", + "Analyzing", + "As", + "When" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "crack", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 11585, + 19046, + 46084, + 93512, + 114813, + 155272, + 155663, + 161572, + 81465, + 76773, + 16516, + 44987, + 31075, + 3680, + 2611, + 1096, + 940, + 924, + 1327, + 1397, + 5684, + 25790, + 54407, + 10940, + 14935, + 14416, + 15533, + 15188, + 8455, + 9364, + 8047, + 3672, + 3584, + 1381, + 653, + 500, + 279, + 374, + 224, + 224, + 191, + 28 + ] + }, + { + "label": "Griffith", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 78585, + 94205, + 68802, + 56981, + 35746, + 41215, + 35714, + 13160, + 7598, + 17284, + 5665, + 13839, + 34911, + 98254, + 80997, + 22916, + 42867, + 57595, + 39467, + 22163, + 11161, + 10781, + 30099, + 39619, + 54437, + 60128, + 67014, + 45749, + 26520, + 29330, + 43160, + 25260, + 25941, + 22211, + 10783, + 11696, + 9545, + 8137, + 7049, + 7342, + 9259, + 988 + ] + } + ], + "logit_lens": [ + { + "label": "crack", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 172179, + 150355, + 116483, + 103888, + 13610, + 43739, + 256778, + 196299, + 101699, + 122783, + 178727, + 155599, + 62993, + 891, + 1100, + 731, + 811, + 431, + 100, + 104, + 78, + 192 + ] + }, + { + "label": "Griffith", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 195256, + 181044, + 160610, + 245590, + 218654, + 189533, + 211459, + 240199, + 254463, + 200985, + 160160, + 193162, + 227467, + 97411, + 82717, + 11787, + 3958, + 11797, + 5188, + 4067, + 1776, + 1861 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "threshold", + "score": 32.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "reaches", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 21.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "was", + "score": 19.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "This", + "score": 19.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "because", + "score": 18.0, + "best_rank": 3, + "best_depth": 56.1, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "toughness", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "resistance", + "output_checked": true + }, + { + "concept": "tensile", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "subjected", + "score": 12.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "became", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "exceeds", + "score": 12.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "rate", + "output_checked": true + }, + { + "concept": "occurs", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ability", + "output_checked": true + }, + { + "concept": "both", + "score": 9.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "central", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-06__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-06__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-06__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-06__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-06__heatmap.png" + } + }, + { + "slug": "mechanism-name-flaw-controlled-failure-07", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-controlled brittle failure 7", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A ceramic component survives a given tensile stress when its largest flaw is short, but fails after processing introduces a much longer sharp flaw.", + "prompt_tail": "A ceramic component survives a given tensile stress when its largest flaw is short, but fails after processing introduces a much longer sharp flaw.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-controlled-failure", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + } + ], + "emergence": [ + { + "label": "crack", + "best_rank": 1734, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 751 + }, + { + "label": "Griffith", + "best_rank": 4701, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 971 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "About", + "whereas", + "Also", + "Although", + "It", + "Also", + "People" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "nt", + "r", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "l", + "ie", + "lly", + "o", + "d", + "i", + "le" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "wards", + "r", + "d", + "le", + "o", + "i", + "a" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "ie", + "ised", + "etc", + "a", + "y", + "l", + "d" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ie", + "wards", + "ick", + "abouts", + "ally", + "lier", + "udos", + "ably" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "wards", + "abouts", + "ie", + "ably", + "ally", + "edly", + "ened", + "ick" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "wards", + "wegian", + "whilst", + "neighbour", + "neighbouring", + "organised", + "utilising", + "grosse" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "mainly", + "which", + "towards", + "한편", + "utilising", + "although", + "afterwards", + "because" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "that", + "later", + "also", + "sometime", + "hence", + "the", + "this" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "later", + "which", + "subsequently", + "thereafter", + "the", + "then", + "that", + "instead" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "which", + "Moreover", + "Furthermore", + "moreover", + "whereas", + "subsequently", + "thus" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "Moreover", + "moreover", + "subsequently", + "Furthermore", + "furthermore", + "characterized", + "Moreover", + "later" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "subsequently", + "metallurgical", + "catastrophic", + "Moreover", + "violently", + "typology", + "Furthermore", + "industrial" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "catastrophic", + "metallurgical", + "failure", + "rupture", + "metallurgy", + "destabil", + "chemically", + "subsequently" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "engineered", + "catastrophic", + "metastable", + "destabil", + "metallurgy", + "pathological", + "chemically" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "sabot", + "catastrophic", + "failure", + "unintended", + "metallurgical", + "sabotage", + "disastrous", + "destabil" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "sabot", + "sabotage", + "disastrous", + "poisoned", + "damaging", + "failure", + "destructive", + "catastrophic" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "sabot", + "disastrous", + "sabotage", + "failure", + "ruining", + "damaging", + "poisoned", + "botched" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "sabot", + "disastrous", + "failure", + "ruining", + "sabotage", + "damaging", + "unintended", + "detrimental" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "disastrous", + "sabot", + "ruining", + "failure", + "sabotage", + "damaging", + "unintended", + "detrimental" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "damaging", + "unintended", + "suddenly", + "accidentally", + "ruining", + "unintentionally", + "Suddenly", + "sabot" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "subsequently", + "later", + "afterward", + "consequently", + "suddenly", + "resulting", + "afterwards", + "thus" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "this", + "However", + "Therefore", + "Which", + "subsequently", + "which", + "Consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "this", + "Therefore", + "Consequently", + "Furthermore", + "However", + "Why", + "Because" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "this", + "Therefore", + "Similarly", + "However", + "Meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Similarly", + "This", + "Consequently", + "Furthermore", + "Therefore", + "However", + "Conversely", + "Meanwhile" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Similarly", + "Consequently", + "Similarly", + "This", + "this", + "consequently", + "Therefore", + "Furthermore" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Consequently", + "Similarly", + "Therefore", + "This", + "consequently", + "Why", + "Meanwhile", + "therefore" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Therefore", + "Consequently", + "therefore", + "This", + "Thus", + "thus", + "Because", + "consequently" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Therefore", + "Consequently", + "therefore", + "This", + "Thus", + "thus", + "consequently", + "Therefore" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Therefore", + "This", + "therefore", + "thus", + "consequently", + "Thus", + "this" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Therefore", + "Consequently", + "therefore", + "this", + "thus", + "Thus", + "Why" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "Therefore", + "this", + "Consequently", + "therefore", + "Thus", + "thus", + "Hence" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Therefore", + "this", + "Consequently", + "Thus", + "Hence", + "The", + "This" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "Therefore", + "Consequently", + "Thus", + "The", + "Because", + "Hence", + "Why" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Therefore", + "Consequently", + "Thus", + "The", + "Hence", + "Because", + "this" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Therefore", + "The", + "Consequently", + "Because", + "this", + "Thus", + "This" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "Therefore", + "The", + "Consequently", + "Because", + "Its", + "this", + "Thus" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Therefore", + "The", + "Consequently", + "Because", + "Its", + "Conversely", + "Thus" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "The", + "Therefore", + "Because", + "this", + "Its", + "Conversely", + "Consequently" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Ceramic", + "In", + "Ceramics", + "Therefore", + "For", + "Its" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "crack", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 7918, + 16522, + 31167, + 28891, + 38185, + 58163, + 71059, + 68537, + 59185, + 40818, + 40096, + 72966, + 31907, + 4959, + 7469, + 6204, + 3267, + 2051, + 3606, + 3594, + 5369, + 34669, + 83870, + 21753, + 20589, + 20412, + 21322, + 27007, + 9520, + 13510, + 14105, + 8774, + 11336, + 5559, + 2840, + 1735, + 1907, + 2212, + 1440, + 1778, + 1640, + 226 + ] + }, + { + "label": "Griffith", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 52342, + 92955, + 70155, + 61782, + 26334, + 20544, + 25066, + 7162, + 6554, + 7588, + 5406, + 9395, + 23344, + 26014, + 49476, + 42125, + 46222, + 77538, + 72406, + 39316, + 35381, + 15984, + 37113, + 82045, + 73413, + 66329, + 61628, + 45792, + 17227, + 10026, + 16738, + 12104, + 16224, + 12053, + 5463, + 6662, + 4702, + 4841, + 5517, + 4251, + 13863, + 2766 + ] + } + ], + "logit_lens": [ + { + "label": "crack", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 245121, + 218759, + 172790, + 21253, + 3946, + 84107, + 251299, + 137694, + 124446, + 137365, + 155218, + 138726, + 75732, + 12386, + 13429, + 24022, + 28195, + 4494, + 1850, + 760, + 752, + 1048 + ] + }, + { + "label": "Griffith", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 130732, + 62392, + 116252, + 221387, + 155059, + 215000, + 200381, + 202935, + 243670, + 145017, + 92979, + 119559, + 216146, + 36311, + 42462, + 17787, + 14170, + 10142, + 3664, + 2071, + 972, + 1120 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 24.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "fails", + "output_checked": true + }, + { + "concept": "was", + "score": 20.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "larger", + "score": 18.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "introduces", + "output_checked": true + }, + { + "concept": "imperfection", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "crack", + "score": 16.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "sharp", + "output_checked": true + }, + { + "concept": "diameter", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "largest", + "output_checked": true + }, + { + "concept": "whereas", + "score": 12.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "enough", + "score": 11.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "short", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "fails", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "This", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "during", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-07__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-07__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-07__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-07__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-07__heatmap.png" + } + }, + { + "slug": "mechanism-name-flaw-controlled-failure-08", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-controlled brittle failure 8", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "The nominal strength of a brittle specimen scales approximately with the inverse square root of the size of its dominant sharp defect.", + "prompt_tail": "The nominal strength of a brittle specimen scales approximately with the inverse square root of the size of its dominant sharp defect.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-controlled-failure", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + } + ], + "emergence": [ + { + "label": "crack", + "best_rank": 3810, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 2325 + }, + { + "label": "Griffith", + "best_rank": 11946, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 7429 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "About", + "whereas", + "It", + "Although", + "although", + "College", + "Also" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "r", + "nt", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "l", + "o", + "i", + "d", + "le", + "al", + "r" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "d", + "i", + "wards", + "o", + "al", + "r", + "a" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "al", + "d", + "a", + "in", + "ally", + "thus", + "ile" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therein", + "thereafter", + "herein", + "henceforth", + "forthwith", + "itatively", + "thence", + "wherein" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "wherein", + "thence", + "wards", + "ial", + "therein", + "forthwith", + "al", + "thereafter" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "wherein", + "utilised", + "thereafter", + "thus", + "utilising", + "thence", + "commenced", + "subsequently" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "wherein", + "Furthermore", + "thereafter", + "utilizing", + "utilising", + "utilised", + "which", + "employing" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thereafter", + "Furthermore", + "henceforth", + "which", + "thus", + "subsequently", + "during", + "Additionally" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "Whilst", + "whilst", + "wherein", + "thereafter", + "merely", + "thence", + "Whilst", + "which" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "Furthermore", + "whilst", + "henceforth", + "whereas", + "furthermore", + "Conversely", + "Whilst", + "Whilst" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "Conversely", + "Furthermore", + "Conversely", + "whilst", + "concomitant", + "Whilst", + "Furthermore", + "concomit" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "asymptotically", + "logarithmic", + "inversely", + "geometrically", + "logarithm", + "epidermal", + "asymptotic", + "concomitant" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "asymptotically", + "asymptotic", + "logarithmic", + "empirical", + "metric", + "periodicity", + "magnitude", + "empirically" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "asymptotically", + "asymptotic", + "coefficient", + "logarithmic", + "empirical", + "magnitude", + "metric", + "quantifiable" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "logarithmic", + "asymptotic", + "inversely", + "quantifiable", + "magnitude", + "metric", + "empirical", + "coefficient" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "inversely", + "logarithmic", + "empirical", + "exponential", + "fractal", + "scaling", + "proportionality", + "coefficient" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "inversely", + "coefficient", + "exponential", + "proportionality", + "asymptotically", + "empirical", + "magnitude", + "logarithmic" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "inversely", + "coefficient", + "extrapolation", + "exponentially", + "empirical", + "asymptotically", + "proportionality", + "empirically" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "coefficient", + "empirical", + "extrapolation", + "inversely", + "empirically", + "correlation", + "proportionality", + "extrapolated" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "empirically", + "empirical", + "extrapolation", + "corollary", + "theory", + "empir", + "coefficient", + "inversely" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "mnemonic", + "disproportion", + "inversely", + "this", + "independently", + "lunar", + "characterize", + "inhibit" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "However", + "This", + "although", + "whereas", + "Furthermore", + "this", + "Although", + "Which" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "However", + "Therefore", + "Furthermore", + "Consequently", + "whereas", + "Also", + "Because" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "However", + "Similarly", + "Furthermore", + "Conversely", + "Therefore", + "Consequently", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Similarly", + "Conversely", + "Furthermore", + "However", + "This", + "Consequently", + "Therefore", + "Meanwhile" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Similarly", + "Conversely", + "Furthermore", + "Consequently", + "Similarly", + "Therefore", + "Also", + "However" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Similarly", + "Conversely", + "However", + "Therefore", + "Meanwhile", + "Consequently", + "Furthermore", + "While" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Therefore", + "Consequently", + "Conversely", + "Similarly", + "However", + "This", + "therefore", + "Thus" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Therefore", + "Consequently", + "Conversely", + "Similarly", + "This", + "Meanwhile", + "Thus", + "therefore" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Therefore", + "Consequently", + "Conversely", + "Similarly", + "This", + "Meanwhile", + "therefore", + "accordingly" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Therefore", + "Conversely", + "Consequently", + "Similarly", + "This", + "therefore", + "for", + "Meanwhile" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Therefore", + "Conversely", + "This", + "Similarly", + "Consequently", + "For", + "for", + "therefore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Conversely", + "This", + "Therefore", + "For", + "Similarly", + "Consequently", + "for", + "Likewise" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Conversely", + "Therefore", + "This", + "Similarly", + "For", + "Consequently", + "Applying", + "However" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Therefore", + "This", + "Conversely", + "Similarly", + "For", + "Consequently", + "Thus", + "However" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Therefore", + "Conversely", + "Similarly", + "For", + "Consequently", + "Assuming", + "However" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "Therefore", + "Conversely", + "For", + "Similarly", + "Consequently", + "Assuming", + "However" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Conversely", + "This", + "Therefore", + "For", + "Similarly", + "Mathemat", + "Assuming", + "Considering" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Conversely", + "This", + "For", + "Similarly", + "Therefore", + "While", + "In", + "However" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "For", + "This", + "In", + "Conversely", + "If", + "Therefore", + "The", + "A" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "crack", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 13625, + 18646, + 28696, + 36062, + 67218, + 150983, + 146949, + 160110, + 93711, + 34229, + 8845, + 49970, + 21845, + 6319, + 9587, + 1968, + 4694, + 3811, + 6443, + 7082, + 12022, + 43380, + 77513, + 24112, + 21541, + 22982, + 28375, + 30570, + 15771, + 20617, + 17226, + 10763, + 18254, + 12717, + 8030, + 4973, + 4029, + 5385, + 3612, + 3091, + 2718, + 551 + ] + }, + { + "label": "Griffith", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 67291, + 99854, + 72964, + 70238, + 31102, + 43856, + 26446, + 5247, + 1981, + 934, + 2686, + 5773, + 17979, + 25265, + 20158, + 6305, + 16586, + 22081, + 17579, + 14187, + 14544, + 12722, + 35449, + 71161, + 60460, + 63605, + 68199, + 46126, + 22261, + 25712, + 40178, + 24583, + 40646, + 27054, + 11947, + 18432, + 16233, + 21915, + 31152, + 22350, + 46046, + 6557 + ] + } + ], + "logit_lens": [ + { + "label": "crack", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 239450, + 236030, + 215752, + 131197, + 16701, + 65480, + 256065, + 106149, + 108300, + 151657, + 198881, + 159391, + 157435, + 13046, + 34785, + 27001, + 51988, + 13636, + 6445, + 3549, + 2326, + 2809 + ] + }, + { + "label": "Griffith", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 212042, + 146383, + 180028, + 255027, + 228952, + 217852, + 255393, + 250518, + 246562, + 138840, + 64103, + 107000, + 179604, + 37198, + 72476, + 21196, + 19087, + 15258, + 7430, + 11433, + 7505, + 11785 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 32.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "inverse", + "output_checked": true + }, + { + "concept": "was", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "proportionally", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "scales", + "output_checked": true + }, + { + "concept": "linearly", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "approximately", + "output_checked": true + }, + { + "concept": "tensile", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "population", + "score": 8.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "nominal", + "output_checked": true + }, + { + "concept": "thickness", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "dimensions", + "score": 8.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "material", + "score": 8.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "percentage", + "score": 7.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "of", + "output_checked": true + }, + { + "concept": "imperfection", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "inversely", + "score": 6.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "inverse", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-08__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-08__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-08__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-08__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-08__heatmap.png" + } + }, + { + "slug": "mechanism-name-flaw-controlled-failure-09", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-controlled brittle failure 9", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A sharp notch in a glass sheet locally magnifies stress, allowing separation to start even though the average applied stress is modest.", + "prompt_tail": "A sharp notch in a glass sheet locally magnifies stress, allowing separation to start even though the average applied stress is modest.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-controlled-failure", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + } + ], + "emergence": [ + { + "label": "crack", + "best_rank": 1680, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 2371 + }, + { + "label": "Griffith", + "best_rank": 14753, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 12089 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "About", + "Although", + "Also", + "It", + "and", + "which", + "People" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "d", + "nt", + "r", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "o", + "d", + "i", + "ie", + "le", + "al" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "i", + "wards", + "o", + "d", + "r", + "a", + "le" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "a", + "to", + "l", + "y", + "r", + "d", + "in", + "o" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ued", + "rue", + "toward", + "ally", + "os", + "ably", + "ically", + "woman" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ally", + "ably", + "toward", + "ened", + "ically", + "ist", + "al", + "ients" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "toward", + "wegian", + "ably", + "then", + "ically", + "while", + "afterward", + "ally" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "while", + "this", + "to", + "which", + "toward", + "the", + "although", + "where" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "this", + "also", + "the", + "Furthermore", + "while", + "to", + "that" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "later", + "while", + "thereafter", + "somewhat", + "though", + "although", + "then", + "rather" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "meanwhile", + "however", + "furthermore", + "nevertheless", + "thus", + "moreover", + "whereas", + "although" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "rather", + "nevertheless", + "nonetheless", + "moreover", + "furthermore", + "although", + "Moreover", + "meanwhile" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "albeit", + "rather", + "albeit", + "crucially", + "favoured", + "incipient", + "favour", + "nascent" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "exploiting", + "mechanistic", + "metastable", + "subsurface", + "destabil", + "failure", + "anomal", + "thermodynam" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "exploiting", + "metastable", + "exploited", + "efficacy", + "susceptibility", + "thermodynam", + "effectiveness", + "incipient" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "exploiting", + "destabil", + "exploited", + "mechanistic", + "exploit", + "susceptibility", + "metastable", + "instability" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "mechanistic", + "exploiting", + "destabil", + "exploited", + "mechanism", + "catalysis", + "metastable", + "Mechanism" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "exploiting", + "exploited", + "mechanistic", + "destabil", + "mechanism", + "exploitation", + "Mechanism", + "Mechanism" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "mechanistic", + "exploiting", + "exploited", + "Mechanism", + "mechanism", + "Mechanism", + "triggering", + "destabil" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "exploited", + "exploiting", + "exemplifies", + "exploitation", + "Mechanism", + "exploit", + "illustrates", + "effectiveness" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "exemplifies", + "exploiting", + "exploited", + "mechanistic", + "Mechanism", + "illustrates", + "mechanism", + "effect" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "exemplifies", + "illustrates", + "demonstrates", + "exemplify", + "this", + "thus", + "such", + "demonstrating" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Consequently", + "Furthermore", + "Therefore", + "However", + "Although", + "Which", + "Also" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "this", + "Furthermore", + "Also", + "Thus", + "Hence" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "Similarly", + "Consequently", + "Therefore", + "Furthermore", + "Also", + "However", + "Conversely" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Similarly", + "This", + "Conversely", + "Furthermore", + "Consequently", + "Similarly", + "Also", + "Meanwhile" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Similarly", + "Similarly", + "This", + "Similar", + "similarly", + "Likewise", + "Consequently", + "this" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Similarly", + "This", + "Similar", + "Likewise", + "Similarly", + "Meanwhile", + "this", + "similarly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Similarly", + "This", + "Similar", + "this", + "Likewise", + "Consequently", + "Meanwhile", + "Similarly" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Similarly", + "This", + "Similar", + "this", + "Likewise", + "Similarly", + "similarly", + "Consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Similarly", + "this", + "Similar", + "Likewise", + "Consequently", + "Similarly", + "Conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "Similarly", + "Similar", + "This", + "هذا", + "Likewise", + "Consequently" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "Similarly", + "هذا", + "This", + "Similar", + "Likewise", + "はこの" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Similarly", + "Similar", + "هذا", + "Likewise", + "This", + "similarly" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "Similarly", + "this", + "Similar", + "Likewise", + "This", + "Conversely", + "Think" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "Similarly", + "Similar", + "Likewise", + "This", + "similarly", + "Conversely" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "Similarly", + "Similar", + "This", + "similarly", + "Conversely", + "The" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "Similarly", + "Similar", + "The", + "Conversely", + "This", + "Likewise" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Similarly", + "this", + "Similar", + "The", + "Conversely", + "Likewise", + "Think" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "Similarly", + "this", + "Similar", + "The", + "Conversely", + "It", + "Think" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "In", + "Similarly", + "A", + "Think", + "It", + "Here" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "crack", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 13800, + 18739, + 36909, + 28323, + 27896, + 70950, + 76749, + 92339, + 134131, + 81515, + 39620, + 62233, + 26267, + 3095, + 957, + 719, + 1681, + 4055, + 6291, + 7512, + 9176, + 54183, + 52168, + 10356, + 11835, + 13061, + 12084, + 12554, + 8978, + 9435, + 11109, + 7798, + 9445, + 9009, + 7519, + 5113, + 4415, + 4868, + 3016, + 3185, + 2835, + 298 + ] + }, + { + "label": "Griffith", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 48345, + 99926, + 83682, + 78201, + 44250, + 55854, + 39803, + 7759, + 608, + 6678, + 8096, + 19881, + 26700, + 34031, + 65856, + 24011, + 34133, + 63704, + 80464, + 55150, + 35937, + 86725, + 45914, + 45457, + 62850, + 57229, + 49178, + 35840, + 21572, + 20165, + 32238, + 27306, + 37451, + 23963, + 14754, + 18346, + 20924, + 35270, + 29929, + 25861, + 49671, + 6195 + ] + } + ], + "logit_lens": [ + { + "label": "crack", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 214845, + 213223, + 196821, + 47383, + 42818, + 65411, + 251526, + 136000, + 77056, + 144022, + 154315, + 93250, + 32924, + 5557, + 8404, + 9436, + 21737, + 7836, + 5366, + 2679, + 2372, + 2382 + ] + }, + { + "label": "Griffith", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 67010, + 12090, + 79371, + 188525, + 175005, + 165499, + 200569, + 219175, + 229105, + 165621, + 100142, + 138027, + 120464, + 25320, + 76876, + 24908, + 29053, + 30364, + 30840, + 17820, + 20580, + 39776 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "was", + "score": 25.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "because", + "score": 22.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ifies", + "output_checked": true + }, + { + "concept": "magnification", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "magn", + "output_checked": true + }, + { + "concept": "might", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "jagged", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "and", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "ifies", + "output_checked": true + }, + { + "concept": "wasn", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "average", + "output_checked": true + }, + { + "concept": "causing", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ",", + "output_checked": true + }, + { + "concept": "weakens", + "score": 7.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "locally", + "output_checked": true + }, + { + "concept": "initiating", + "score": 6.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "to", + "output_checked": true + }, + { + "concept": "concentrations", + "score": 6.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "locally", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-09__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-09__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-09__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-09__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-09__heatmap.png" + } + }, + { + "slug": "mechanism-name-flaw-controlled-failure-10", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-controlled brittle failure 10", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'crack' against eponym token 'Griffith'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A brittle plate with a pre-existing slit becomes unstable when additional extension lowers the total elastic-plus-surface energy of the system.", + "prompt_tail": "A brittle plate with a pre-existing slit becomes unstable when additional extension lowers the total elastic-plus-surface energy of the system.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-controlled-failure", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + } + ], + "emergence": [ + { + "label": "crack", + "best_rank": 82, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 8 + }, + { + "label": "Griffith", + "best_rank": 1618, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 204 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "Although", + "About", + "and", + "Also", + "which", + "although" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "r", + "d", + "c", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "o", + "wards", + "d", + "r", + "le", + "al", + "i" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "r", + "d", + "i", + "a", + "al", + "il" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "to", + "thus", + "a", + "l", + "al", + "d", + "than", + "sic" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "toward", + "to", + "하였다", + "itatively", + "thus", + "cted", + "qu", + "igated" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thus", + "ial", + "ened", + "ients", + "sequently", + "al", + "wherein", + "ally" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "subsequently", + "thus", + "thereby", + "consequently", + "wherein", + "therefore", + "whereas", + "Furthermore" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Furthermore", + "which", + "this", + "consequently", + "subsequently", + "Consequently", + "This", + "although" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Furthermore", + "which", + "subsequently", + "Additionally", + "this", + "during", + "consequently", + "although" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "Furthermore", + "subsequently", + "thereby", + "thereafter", + "consequently", + "wherein", + "which", + "thus" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "Furthermore", + "furthermore", + "thereby", + "Moreover", + "Furthermore", + "wherein", + "moreover", + "consequently" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "Furthermore", + "furthermore", + "thereby", + "Furthermore", + "subsequently", + "concomit", + "characterized", + "Moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thermodynam", + "equilibrium", + "qualitatively", + "Furthermore", + "destabil", + "subsequently", + "thereby", + "empirical" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "thermodynam", + "thermodynamic", + "destabil", + "equilibrium", + "empirical", + "hydrostatic", + "oscillatory", + "entropy" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "thermodynam", + "destabil", + "thermodynamic", + "entropy", + "equilibrium", + "metastable", + "empirical", + "entrop" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "destabil", + "thermodynam", + "equilibrium", + "thermodynamic", + "maximization", + "metastable", + "supercritical", + "entropy" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "thermodynam", + "thermodynamic", + "entropy", + "destabil", + "equilibrium", + "thermodynamics", + "metastable", + "entrop" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "thermodynam", + "thermodynamic", + "destabil", + "equilibrium", + "entropy", + "thermodynamics", + "metabolic", + "metastable" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "thermodynam", + "destabil", + "thermodynamic", + "entropy", + "mechanistic", + "catalyzed", + "initiating", + "mathematically" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "thermodynamic", + "thermodynam", + "mathematically", + "criterion", + "metabolic", + "conceptually", + "mechanistic", + "evolutionary" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "triggering", + "mechanistic", + "criterion", + "triggered", + "mechanism", + "hypothesis", + "initiating", + "catalyzed" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "thus", + "thereby", + "subsequently", + "ultimately", + "exemplifies", + "consequently", + "implies", + "suggests" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "subsequently", + "this", + "Furthermore", + "Consequently", + "Ultimately", + "consequently", + "However" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "Then", + "Furthermore", + "However", + "Because" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "Furthermore", + "However", + "Then", + "Subsequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "this", + "Consequently", + "Furthermore", + "However", + "Subsequently", + "Therefore", + "Then" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "this", + "This", + "Consequently", + "consequently", + "Similarly", + "Subsequently", + "Furthermore", + "subsequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "this", + "This", + "Consequently", + "During", + "Meanwhile", + "Eventually", + "Similarly", + "Therefore" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "During", + "When", + "Meanwhile", + "This" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "When", + "This", + "Because", + "Eventually" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Consequently", + "When", + "This", + "Therefore", + "Eventually", + "この" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "Consequently", + "This", + "Eventually", + "この", + "When", + "Therefore" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "This", + "この", + "この", + "The", + "Consequently", + "هذا" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "This", + "この", + "Eventually", + "The", + "When", + "Consequently" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "The", + "When", + "This", + "Eventually", + "Consequently", + "Adding" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "The", + "This", + "When", + "Therefore", + "Eventually", + "Consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "The", + "This", + "When", + "Eventually", + "Therefore", + "Initially" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "The", + "When", + "Initially", + "Breaking", + "This", + "Therefore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "The", + "this", + "When", + "Breaking", + "Eventually", + "Initially", + "Because" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "The", + "this", + "When", + "Initially", + "Once", + "Eventually", + "We" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "When", + "Fracture", + "For", + "In", + "We", + "Imagine" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "crack", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 12437, + 18824, + 34600, + 37654, + 42106, + 112613, + 113022, + 185822, + 126941, + 163574, + 144300, + 172198, + 132007, + 46790, + 48959, + 44204, + 53228, + 108404, + 135417, + 106303, + 68583, + 45955, + 75850, + 23295, + 19639, + 24071, + 21776, + 24724, + 11156, + 11345, + 9920, + 4282, + 3117, + 806, + 231, + 128, + 83, + 112, + 52, + 33, + 67, + 13 + ] + }, + { + "label": "Griffith", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 47013, + 93859, + 78978, + 76763, + 40028, + 50236, + 68861, + 23162, + 5307, + 18063, + 23656, + 43711, + 75082, + 77739, + 110138, + 64677, + 66558, + 102300, + 85987, + 54458, + 27131, + 20441, + 36357, + 65755, + 57757, + 68220, + 56340, + 33798, + 14358, + 9325, + 14095, + 9204, + 10979, + 7189, + 2972, + 2812, + 1619, + 1625, + 1270, + 1766, + 3353, + 620 + ] + } + ], + "logit_lens": [ + { + "label": "crack", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 203130, + 168839, + 124306, + 85262, + 12624, + 92187, + 259502, + 188537, + 98357, + 138040, + 143579, + 144660, + 54823, + 1549, + 2398, + 1212, + 622, + 187, + 33, + 20, + 9, + 21 + ] + }, + { + "label": "Griffith", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 203577, + 188133, + 101234, + 254748, + 226298, + 178955, + 223994, + 244612, + 250512, + 154883, + 80980, + 113129, + 138695, + 35497, + 26872, + 3063, + 1571, + 3027, + 803, + 567, + 205, + 309 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "tensile", + "score": 25.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "with", + "output_checked": true + }, + { + "concept": "because", + "score": 20.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "when", + "output_checked": true + }, + { + "concept": "cracks", + "score": 18.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "with", + "output_checked": true + }, + { + "concept": "was", + "score": 14.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "its", + "score": 13.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "lowers", + "output_checked": true + }, + { + "concept": "destabil", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "unstable", + "output_checked": true + }, + { + "concept": "fracture", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "profitability", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "lowers", + "output_checked": true + }, + { + "concept": "entropy", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "subjected", + "score": 7.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "both", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "when", + "output_checked": true + }, + { + "concept": "occurs", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "extension", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-10__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-10__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-10__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-10__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-flaw-controlled-failure-10__heatmap.png" + } + }, + { + "slug": "mechanism-name-resolved-slip-threshold-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved slip threshold 1", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A single crystal is pulled along an axis that places 120 MPa of resolved shear on its favored slip system. The critical value is 80 MPa, so microscopic plastic motion begins.", + "prompt_tail": "al is pulled along an axis that places 120 MPa of resolved shear on its favored slip system. The critical value is 80 MPa, so microscopic plastic motion begins.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 39 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-slip-threshold", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 1181, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 39, + "logit_lens_best_rank": 512 + }, + { + "label": "Schmid", + "best_rank": 7288, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 39, + "logit_lens_best_rank": 2143 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "About", + "It", + "although", + "Although", + "Also", + "Hence" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "or", + "n", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "ie", + "l", + "nt", + "o", + "d", + "i", + "t" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "nt", + "l", + "i", + "o", + "ie", + "or", + "d" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "via", + "to", + "or", + "tow", + "in", + "a", + "into", + "al" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ued", + "ened", + "al", + "aka", + "ety", + "ably", + "ions", + "ive" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ety", + "ably", + "ened", + "al", + "ued", + "ive", + "ily", + "edly" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "wherein", + "thereafter", + "whereupon", + "ertain", + "thence", + "peoples", + "whereby", + "thus" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "へと", + "commences", + "whereupon", + "the", + "wherein", + "commenced", + "humankind" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thereafter", + "soon", + "the", + "shortly", + "then", + "thus", + "which", + "afterward" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "soon", + "then", + "thus", + "henceforth", + "which", + "shortly", + "the" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereafter", + "henceforth", + "furthermore", + "thence", + "wherein", + "whereupon", + "thus", + "whence" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thereafter", + "henceforth", + "thence", + "whereupon", + "soon", + "incipient", + "commenced", + "stimulated" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "incipient", + "thereafter", + "stimulated", + "nascent", + "intensified", + "initiating", + "burgeoning", + "seism" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "stimulated", + "incipient", + "stimuli", + "seism", + "oscillatory", + "initiating", + "thermodynam", + "instability" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "incipient", + "initiating", + "stimulated", + "activation", + "initiation", + "nascent", + "initiates", + "activated" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "incipient", + "stimulated", + "initiating", + "triggering", + "triggered", + "initiates", + "activation", + "stimulation" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "initiating", + "initiates", + "stimulated", + "incipient", + "initiation", + "activation", + "triggering", + "stimulation" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "initiating", + "initiates", + "incipient", + "activation", + "initiation", + "triggering", + "stimulated", + "initiate" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "initiating", + "initiates", + "incipient", + "initiate", + "initiated", + "initiation", + "triggering", + "stimulated" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "initiating", + "initiates", + "incipient", + "initiate", + "initial", + "initially", + "initiated", + "commenced" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "initial", + "initiates", + "begins", + "initiating", + "incipient", + "initially", + "begun", + "began" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "but", + "BUT", + "the", + "however", + "though", + "first", + "now", + "eventually" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "However", + "but", + "But", + "however", + "What", + "The", + "This", + "Eventually" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "However", + "This", + "Then", + "Eventually", + "Later", + "But", + "Subsequently", + "Although" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "However", + "This", + "Furthermore", + "Eventually", + "Meanwhile", + "Then", + "Later", + "Subsequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "However", + "Subsequently", + "Eventually", + "Then", + "During", + "Meanwhile", + "Furthermore", + "however" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "However", + "Eventually", + "Subsequently", + "Meanwhile", + "however", + "During", + "Afterwards", + "subsequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "However", + "Meanwhile", + "Eventually", + "During", + "however", + "meanwhile", + "Subsequently", + "While" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "however", + "However", + "Meanwhile", + "meanwhile", + "Because", + "Therefore", + "Eventually", + "Consequently" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "However", + "Meanwhile", + "What", + "Because", + "meanwhile", + "Consequently", + "Therefore", + "The" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "What", + "Meanwhile", + "Consequently", + "meanwhile", + "Eventually", + "However", + "Because", + "Therefore" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Meanwhile", + "Eventually", + "Assuming", + "meanwhile", + "The", + "What", + "Therefore", + "However" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "The", + "What", + "Assuming", + "How", + "However", + "Because", + "This", + "Meanwhile" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "The", + "Assuming", + "Because", + "Eventually", + "This", + "However", + "How", + "What" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "The", + "Assuming", + "Because", + "What", + "How", + "This", + "Eventually", + "Meanwhile" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "The", + "Because", + "Assuming", + "This", + "Meanwhile", + "Due", + "Assume", + "Therefore" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "The", + "Assuming", + "Because", + "This", + "Meanwhile", + "How", + "If", + "Assume" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "The", + "Because", + "Assuming", + "This", + "How", + "What", + "If", + "Assume" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "The", + "Because", + "Assuming", + "This", + "Since", + "How", + "According", + "Due" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "The", + "Because", + "This", + "Assuming", + "Due", + "At", + "Since", + "If" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "We", + "If", + "As", + "How", + "Assuming", + "At" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 56226, + 77399, + 85819, + 85928, + 202647, + 200160, + 187494, + 131782, + 133799, + 38657, + 8764, + 4218, + 7672, + 1588, + 1281, + 1635, + 2964, + 3453, + 4812, + 6968, + 6405, + 7015, + 46049, + 36200, + 35966, + 49060, + 86531, + 53495, + 65398, + 70522, + 46916, + 28099, + 11735, + 3810, + 1885, + 1808, + 1182, + 1439, + 1016, + 3013, + 2700, + 6605 + ] + }, + { + "label": "Schmid", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 65122, + 84431, + 68725, + 61525, + 90372, + 62288, + 107656, + 131560, + 82844, + 70809, + 72674, + 35843, + 87809, + 103484, + 83525, + 61195, + 23438, + 33320, + 42881, + 32353, + 25677, + 38507, + 72540, + 44777, + 44749, + 41392, + 39278, + 33420, + 20844, + 20182, + 19392, + 20967, + 22700, + 23589, + 10273, + 14394, + 10206, + 7289, + 7126, + 10047, + 13609, + 1401 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 172942, + 204323, + 227738, + 131196, + 153037, + 96462, + 174933, + 198881, + 86971, + 62044, + 63485, + 19550, + 33088, + 173663, + 54983, + 5120, + 4542, + 2193, + 704, + 607, + 569, + 513 + ] + }, + { + "label": "Schmid", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 204165, + 222145, + 48131, + 132362, + 227719, + 242511, + 176204, + 245374, + 254377, + 257822, + 228268, + 221361, + 140207, + 87019, + 19204, + 4460, + 3644, + 10633, + 2144, + 7112, + 3848, + 3896 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "stress", + "score": 41.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "during", + "score": 28.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "pulled", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 27.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "threshold", + "score": 22.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "pressure", + "score": 20.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "on", + "output_checked": true + }, + { + "concept": "and", + "score": 19.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "deformation", + "score": 17.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "but", + "score": 17.0, + "best_rank": 1, + "best_depth": 53.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "while", + "score": 17.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "atoms", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "1", + "output_checked": true + }, + { + "concept": "was", + "score": 16.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "that", + "output_checked": true + }, + { + "concept": "for", + "score": 15.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "value", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-01__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-01__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-01__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-01__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-01__heatmap.png" + } + }, + { + "slug": "mechanism-name-resolved-slip-threshold-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved slip threshold 2", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "An applied uniaxial stress is projected onto a crystal's slip-plane normal and slip direction. Plastic flow starts when that resolved component exceeds a critical threshold.", + "prompt_tail": "iaxial stress is projected onto a crystal's slip-plane normal and slip direction. Plastic flow starts when that resolved component exceeds a critical threshold.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-slip-threshold", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 2173, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 2573 + }, + { + "label": "Schmid", + "best_rank": 18732, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 4936 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Although", + "Also", + "About", + "It", + "although", + "whereas", + "Hence" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "nt", + "d", + "n", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "lly", + "d", + "o", + "ie", + "i", + "t" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "etc", + "nig", + "l", + "etc", + "ie", + "or", + "a" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "sic", + "a", + "or", + "ued", + "al", + "in", + "to", + "etc" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thus", + "ible", + "therein", + "ued", + "thereafter", + "ened", + "enced", + "udos" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thus", + "ued", + "thereafter", + "ened", + "thence", + "enced", + "wherein", + "ible" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thereafter", + "thus", + "wherein", + "therefore", + "upon", + "whilst", + "subsequently", + "resultant" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "Furthermore", + "which", + "this", + "thus", + "to", + "wherein", + "furthermore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Furthermore", + "thereafter", + "Additionally", + "which", + "also", + "this", + "thus", + "furthermore" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "subsequently", + "then", + "thus", + "Furthermore", + "to", + "which", + "subsequent" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereafter", + "Furthermore", + "furthermore", + "Moreover", + "thereby", + "henceforth", + "Furthermore", + "thus" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thereafter", + "henceforth", + "subsequently", + "whereupon", + "Furthermore", + "furthermore", + "initiating", + "Moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thereafter", + "threshold", + "initiating", + "subsequently", + "Subsequently", + "Furthermore", + "trigger", + "triggering" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "threshold", + "initiating", + "trigger", + "triggering", + "thereafter", + "prerequisite", + "criterion", + "activation" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "threshold", + "initiating", + "trigger", + "triggering", + "Threshold", + "triggered", + "initiation", + "activation" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "threshold", + "triggering", + "Threshold", + "trigger", + "threshold", + "initiating", + "Threshold", + "activation" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "threshold", + "triggering", + "criterion", + "trigger", + "activation", + "initiating", + "mechanism", + "触发" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "criterion", + "threshold", + "triggering", + "criteria", + "trigger", + "activation", + "initiating", + "mechanism" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "criterion", + "threshold", + "criteria", + "triggering", + "trigger", + "mechanism", + "triggered", + "initiating" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "criterion", + "criteria", + "determines", + "trigger", + "mechanism", + "threshold", + "triggering", + "determining" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "criterion", + "criteria", + "mechanism", + "triggering", + "trigger", + "criterion", + "analogy", + "Criterion" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "thus", + "subsequently", + "cemented", + "catalyzed", + "citing", + "subsequent", + "cementing", + "exemplifies" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Which", + "This", + "Ultimately", + "Furthermore", + "What", + "subsequently", + "Later", + "Suddenly" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "Subsequently", + "Therefore", + "Then", + "Later", + "What" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "Therefore", + "Ultimately", + "However", + "this", + "Subsequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "Subsequently", + "However", + "Therefore", + "Ultimately", + "Then" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "Consequently", + "Furthermore", + "Subsequently", + "Therefore", + "this", + "Later", + "Subsequent" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "Consequently", + "Examples", + "Later", + "Meanwhile", + "Therefore", + "Subsequently", + "Subsequent" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "Consequently", + "this", + "Therefore", + "Examples", + "Meanwhile", + "Here", + "Recently" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "Therefore", + "Consequently", + "this", + "Which", + "Subsequently", + "Here", + "Meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "Subsequently", + "Which", + "this", + "What", + "Examples" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Therefore", + "this", + "Consequently", + "Here", + "Which", + "Subsequently", + "Assuming" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "this", + "Therefore", + "Consequently", + "Here", + "The", + "Subsequently", + "What" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "Therefore", + "Consequently", + "Here", + "Determining", + "The", + "Subsequently" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "Applying", + "Analyzing", + "Determining", + "Considering", + "Modeling", + "The", + "Therefore" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Therefore", + "Applying", + "this", + "The", + "Considering", + "Analyzing", + "Determining" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Considering", + "The", + "Analyzing", + "this", + "Applying", + "Therefore", + "Assuming" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "Considering", + "The", + "Analyzing", + "Therefore", + "Applying", + "Assuming", + "Modeling" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "The", + "Considering", + "Analyzing", + "Applying", + "Assuming", + "Determining", + "We" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "The", + "We", + "For", + "this", + "Assuming", + "Here", + "Considering" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Slip", + "We", + "In", + "For", + "Here", + "To" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 53014, + 83677, + 87949, + 36989, + 153975, + 116830, + 147325, + 128541, + 125710, + 94376, + 46484, + 102800, + 122756, + 64102, + 19830, + 31951, + 12777, + 11634, + 17374, + 29760, + 29987, + 82321, + 105329, + 49825, + 34380, + 42578, + 59880, + 53208, + 51177, + 40737, + 32187, + 21643, + 11872, + 4544, + 2482, + 3075, + 2174, + 2940, + 1457, + 2749, + 2136, + 2031 + ] + }, + { + "label": "Schmid", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 70335, + 77794, + 47946, + 36484, + 61351, + 52230, + 89337, + 69215, + 61941, + 51138, + 54122, + 63106, + 132817, + 99645, + 99941, + 65973, + 25877, + 21940, + 31493, + 32158, + 20265, + 59209, + 94576, + 78038, + 64806, + 50286, + 53563, + 39985, + 21470, + 39430, + 34841, + 40229, + 45232, + 46642, + 19058, + 28394, + 23599, + 18733, + 18891, + 25387, + 25176, + 1914 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 190937, + 243304, + 255736, + 217696, + 62275, + 49811, + 158513, + 197677, + 148606, + 157985, + 36710, + 39765, + 28378, + 202732, + 61257, + 6602, + 17667, + 4183, + 2574, + 3268, + 3843, + 3270 + ] + }, + { + "label": "Schmid", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 165450, + 210610, + 57323, + 72448, + 180396, + 190296, + 148974, + 209533, + 221337, + 252456, + 218310, + 198099, + 133284, + 142404, + 47125, + 17538, + 20237, + 24092, + 4937, + 19618, + 15177, + 14518 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "the", + "score": 38.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "onto", + "output_checked": true + }, + { + "concept": "This", + "score": 21.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 20.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "because", + "score": 16.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "starts", + "output_checked": true + }, + { + "concept": "was", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "deformation", + "score": 13.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "Plastic", + "output_checked": true + }, + { + "concept": "geometry", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "s", + "output_checked": true + }, + { + "concept": "axis", + "score": 10.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "normal", + "output_checked": true + }, + { + "concept": "occurs", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "flow", + "output_checked": true + }, + { + "concept": "combination", + "score": 8.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "that", + "output_checked": true + }, + { + "concept": "simultaneously", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "onto", + "output_checked": true + }, + { + "concept": "counterpart", + "score": 8.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "resolved", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-02__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-02__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-02__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-02__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-02__heatmap.png" + } + }, + { + "slug": "mechanism-name-resolved-slip-threshold-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved slip threshold 3", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Two identically loaded crystals have different orientations. The crystal with the larger product of the two direction cosines activates its favored slip system first.", + "prompt_tail": "entically loaded crystals have different orientations. The crystal with the larger product of the two direction cosines activates its favored slip system first.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-slip-threshold", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 4134, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 2597 + }, + { + "label": "Schmid", + "best_rank": 2015, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 4541 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Although", + "About", + "and", + "Also", + "It", + "however", + "which" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "d", + "t", + "r", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "ie", + "l", + "d", + "o", + "i", + "t", + "etc" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "ie", + "l", + "a", + "or", + "i", + "d", + "etc" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "ie", + "a", + "ally", + "or", + "d", + "to", + "in" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "wards", + "then", + "ety", + "cted", + "ie", + "ients", + "ially", + "eded" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "wards", + "ally", + "ety", + "ist", + "ably", + "ially", + "then", + "eded" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "then", + "the", + "therefore", + "thus", + "wards", + "thereafter", + "soon", + "whereby" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "then", + "the", + "which", + "this", + "to", + "and", + "because", + "although" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "the", + "this", + "then", + "also", + "Additionally", + "furthermore", + "to" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "which", + "and", + "then", + "thus", + "the", + "Thus", + "wherein" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "henceforth", + "Moreover", + "thereafter", + "moreover", + "thereby", + "thus", + "wherein" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thereafter", + "henceforth", + "wherein", + "furthermore", + "Moreover", + "thereby", + "moreover", + "Thus" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thereafter", + "Subsequently", + "Consequently", + "حين", + "accordingly", + "Moreover", + "其", + "consequently" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "advantage", + "thereafter", + "initiating", + "preferential", + "preference", + "contralateral", + "preferentially", + "sonuc" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "initiating", + "preferential", + "predetermined", + "advantage", + "先行", + "率先", + "initiator", + "priority" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "advantage", + "superiority", + "favoring", + "advantageous", + "preferential", + "precedence", + "preference", + "favored" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "initiating", + "preferential", + "superiority", + "competition", + "advantage", + "favoring", + "competitive", + "precedence" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "superiority", + "initiating", + "competition", + "preference", + "preferential", + "favoring", + "precedence", + "advantage" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "preference", + "preferential", + "preferentially", + "initiating", + "favoring", + "superiority", + "advantage", + "precedence" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "accordingly", + "thereby", + "therefore", + "Consequently", + "consequently", + "subsequently", + "preferential", + "preference" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "accordingly", + "subsequently", + "thereby", + "consequently", + "therefore", + "preferentially", + "criterion", + "Consequently" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "this", + "thus", + "therefore", + "then", + "thereby", + "the", + "consequently", + "determines" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Consequently", + "Which", + "Suddenly", + "What", + "Furthermore", + "During", + "Subsequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "this", + "Furthermore", + "Because", + "Why", + "Which" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "Furthermore", + "Subsequently", + "Then", + "Meanwhile", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "This", + "Therefore", + "Subsequently", + "Furthermore", + "Then", + "However", + "Meanwhile" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Consequently", + "This", + "Therefore", + "Subsequently", + "this", + "Furthermore", + "Meanwhile", + "Which" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Consequently", + "This", + "Therefore", + "Meanwhile", + "Why", + "Subsequently", + "When", + "this" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "Consequently", + "What", + "Therefore", + "Which", + "How", + "Thus" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "Consequently", + "What", + "Which", + "Therefore", + "this", + "Describe", + "Subsequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Consequently", + "this", + "What", + "Which", + "Therefore", + "Describe", + "Explain" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "What", + "Consequently", + "Which", + "Therefore", + "This", + "Explain" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "What", + "This", + "はこの", + "Consequently", + "この", + "この" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "What", + "This", + "Observing", + "Consequently", + "この", + "Observe" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "What", + "this", + "Observing", + "Analyzing", + "Observe", + "The", + "Observations" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "Observing", + "What", + "The", + "Therefore", + "Consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "Observing", + "What", + "This", + "The", + "Observe", + "Explain" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "What", + "The", + "Observing", + "Observe", + "Assume", + "Therefore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "The", + "this", + "Observing", + "Observe", + "What", + "Assume", + "Analyzing" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "The", + "this", + "What", + "If", + "Which", + "When", + "Given" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "What", + "If", + "In", + "Slip", + "A", + "For" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 48585, + 88963, + 120574, + 88062, + 145458, + 141719, + 124495, + 80932, + 97723, + 84100, + 27196, + 44218, + 93806, + 92975, + 40470, + 29504, + 39363, + 18728, + 30501, + 32890, + 52460, + 32935, + 66450, + 50370, + 45529, + 68011, + 88473, + 72015, + 49932, + 58374, + 35032, + 21726, + 15177, + 6757, + 5180, + 4891, + 4135, + 4652, + 3609, + 7120, + 6215, + 10939 + ] + }, + { + "label": "Schmid", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 62136, + 81151, + 64704, + 41041, + 42218, + 18380, + 44193, + 29891, + 16351, + 20117, + 27380, + 28359, + 35016, + 46097, + 30024, + 13172, + 3831, + 6332, + 5220, + 5336, + 2016, + 5729, + 23512, + 46477, + 43304, + 39801, + 32059, + 29582, + 16404, + 19226, + 22192, + 27459, + 30116, + 22899, + 12187, + 15807, + 12103, + 10318, + 11921, + 21810, + 26934, + 1754 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 184214, + 140627, + 209675, + 217263, + 79946, + 77711, + 150362, + 184430, + 127742, + 132060, + 37880, + 45583, + 44412, + 136587, + 36154, + 10129, + 15494, + 4532, + 3601, + 2598, + 4329, + 3948 + ] + }, + { + "label": "Schmid", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 153572, + 151801, + 33962, + 90186, + 220587, + 191443, + 142499, + 179867, + 230642, + 239128, + 178731, + 180543, + 117963, + 82749, + 31544, + 15325, + 16310, + 17520, + 4542, + 16722, + 6781, + 6668 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 25.0, + "best_rank": 2, + "best_depth": 68.3, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "was", + "score": 12.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "cosines", + "output_checked": true + }, + { + "concept": "more", + "score": 11.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "activates", + "output_checked": true + }, + { + "concept": "vibrational", + "score": 10.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "representations", + "score": 9.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "two", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "and", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "loaded", + "output_checked": true + }, + { + "concept": "are", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "crystals", + "output_checked": true + }, + { + "concept": "has", + "score": 7.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "cosines", + "output_checked": true + }, + { + "concept": "steeper", + "score": 7.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "with", + "output_checked": true + }, + { + "concept": "eigenvalues", + "score": 7.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "two", + "output_checked": true + }, + { + "concept": "differences", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "different", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-03__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-03__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-03__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-03__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-03__heatmap.png" + } + }, + { + "slug": "mechanism-name-resolved-slip-threshold-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved slip threshold 4", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A crystal remains elastic until the shear component acting along a permitted direction on a permitted plane reaches a material-specific critical value.", + "prompt_tail": "A crystal remains elastic until the shear component acting along a permitted direction on a permitted plane reaches a material-specific critical value.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-slip-threshold", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 1509, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 6543 + }, + { + "label": "Schmid", + "best_rank": 17775, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 16364 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "Also", + "About", + "although", + "Although", + "It", + "whereas", + "The" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "r", + "d", + "n", + "c" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "i", + "d", + "le", + "al", + "r", + "o" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "c", + "le", + "or", + "ct", + "wards", + "al", + "d" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "al", + "to", + "d", + "a", + "in", + "le", + "ally" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ially", + "therein", + "ile", + "ible", + "ually", + "enced", + "itatively", + "al" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "wherein", + "forthwith", + "thence", + "thereafter", + "ally", + "ially", + "ial", + "ually" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thereafter", + "subsequently", + "wherein", + "forthwith", + "utilizing", + "henceforth", + "pursuant", + "presently" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "subsequently", + "wherein", + "Furthermore", + "utilizing", + "utilized", + "this", + "pertaining" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Furthermore", + "subsequently", + "thereafter", + "Additionally", + "this", + "utilizing", + "which", + "wherein" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "wherein", + "subsequently", + "thereby", + "whereby", + "whereupon", + "Furthermore", + "henceforth" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "wherein", + "furthermore", + "whereupon", + "thereto", + "thereafter", + "henceforth", + "Furthermore" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "whereupon", + "wherein", + "thereafter", + "thereto", + "henceforth", + "thereby", + "furthermore", + "thence" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "cessation", + "whereupon", + "thereafter", + "当該", + "thereby", + "criterion", + "henceforth", + "wherein" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "cessation", + "metallurgical", + "criterion", + "whereupon", + "tensile", + "oscillatory", + "superconduct", + "anisotropic" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "cessation", + "criterion", + "tensile", + "threshold", + "crystalline", + "whereupon", + "superconduct" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "metallurgical", + "threshold", + "criterion", + "cessation", + "tensile", + "metall", + "refractory", + "transgress" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "metallurgical", + "criterion", + "refractory", + "cessation", + "epidermal", + "physiological", + "tensile", + "anisotropic" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "criterion", + "metallurgical", + "cessation", + "refractory", + "physicochemical", + "tensile", + "epidermal", + "whereupon" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "criterion", + "hereinafter", + "transgress", + "cessation", + "whereupon", + "metallurgical", + "resultant", + "constituting" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "criterion", + "criteria", + "characterised", + "hereinafter", + "therefore", + "determines", + "metallurgical", + "determining" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "criterion", + "determining", + "criterion", + "thereby", + "termination", + "criteria", + "cessation", + "condition" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "thereby", + "thus", + "subsequently", + "wherein", + "subsequent", + "heretofore", + "henceforth", + "thereafter" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Which", + "Furthermore", + "This", + "which", + "Consequently", + "Therefore", + "Although", + "subsequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Consequently", + "Furthermore", + "Which", + "Therefore", + "However", + "Subsequently", + "this" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "Therefore", + "this", + "Subsequently", + "Which", + "Additionally" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "Subsequently", + "Therefore", + "However", + "Then", + "Similarly" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Consequently", + "This", + "Furthermore", + "Similarly", + "Subsequently", + "this", + "Therefore", + "accordingly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "this", + "Consequently", + "Meanwhile", + "Similarly", + "Therefore", + "Subsequently", + "Furthermore" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "Consequently", + "Meanwhile", + "Therefore", + "Furthermore", + "Additionally", + "That" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "Meanwhile", + "That", + "Additionally", + "Subsequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Consequently", + "Meanwhile", + "Therefore", + "この", + "That", + "Subsequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "Therefore", + "Consequently", + "This", + "この", + "Meanwhile", + "هذا" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "هذا", + "この", + "はこの", + "This", + "この", + "этом" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "هذا", + "This", + "この", + "この", + "Consequently", + "はこの" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "This", + "Therefore", + "The", + "Consequently", + "Subsequently", + "That" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "Therefore", + "The", + "That", + "Consequently", + "Subsequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "The", + "Therefore", + "Consequently", + "Subsequently", + "Considering" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "The", + "Therefore", + "This", + "Subsequently", + "Considering", + "Furthermore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "The", + "Considering", + "Until", + "Therefore", + "Subsequently", + "Simultaneously" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "The", + "At", + "When", + "Once", + "Until", + "After" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Shear", + "Elastic", + "At", + "That", + "Crystal", + "For" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 71678, + 92325, + 110204, + 100888, + 106445, + 99178, + 116689, + 105423, + 118273, + 60785, + 4552, + 4714, + 7984, + 4506, + 3532, + 3709, + 1510, + 1600, + 2113, + 2327, + 6508, + 8497, + 47656, + 35426, + 33871, + 41211, + 57944, + 28953, + 21865, + 18822, + 13720, + 14683, + 7025, + 4554, + 4333, + 7708, + 8267, + 9447, + 7328, + 9736, + 6933, + 10388 + ] + }, + { + "label": "Schmid", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 62648, + 79549, + 67168, + 56804, + 72764, + 79495, + 103265, + 55953, + 31295, + 43907, + 61371, + 52180, + 66690, + 47240, + 72685, + 40268, + 23742, + 25697, + 33641, + 41605, + 17776, + 27103, + 35876, + 154489, + 122406, + 92421, + 80526, + 71642, + 27101, + 23253, + 28978, + 39256, + 54661, + 53456, + 31736, + 45481, + 78862, + 98993, + 99022, + 128709, + 123469, + 5180 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 173768, + 240469, + 260708, + 247935, + 122569, + 125052, + 176038, + 199623, + 177104, + 200966, + 88241, + 62420, + 26138, + 91236, + 12284, + 6544, + 13559, + 12985, + 13114, + 26292, + 51194, + 28565 + ] + }, + { + "label": "Schmid", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 106210, + 162758, + 88544, + 223972, + 245652, + 218957, + 210342, + 140765, + 147059, + 213277, + 168868, + 105094, + 66203, + 49722, + 29221, + 17199, + 24462, + 42051, + 16365, + 58923, + 77445, + 102204 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "threshold", + "score": 36.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "reaches", + "output_checked": true + }, + { + "concept": "because", + "score": 27.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "until", + "output_checked": true + }, + { + "concept": "its", + "score": 26.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "exceeds", + "score": 23.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "shear", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "along", + "output_checked": true + }, + { + "concept": "became", + "score": 14.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "until", + "output_checked": true + }, + { + "concept": "maximum", + "score": 14.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "stress", + "score": 14.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "which", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "rather", + "score": 9.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "limit", + "score": 9.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-04__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-04__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-04__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-04__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-04__heatmap.png" + } + }, + { + "slug": "mechanism-name-resolved-slip-threshold-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved slip threshold 5", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Under tension, only part of the applied load drives shear on a close-packed system. Once this projected driving force is large enough, line imperfections begin to glide.", + "prompt_tail": "sion, only part of the applied load drives shear on a close-packed system. Once this projected driving force is large enough, line imperfections begin to glide.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-slip-threshold", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " In", + "generated_token_ids": [ + 799 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 123, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 1154 + }, + { + "label": "Schmid", + "best_rank": 9137, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 10948 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Although", + "It", + "Also", + "About", + "and", + "People", + "friends" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "nt", + "t", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "ie", + "l", + "o", + "d", + "nt", + "lly", + "t" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "wards", + "gonna", + "ie", + "i", + "l", + "nt", + "o" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "etc", + "l", + "a", + "ie", + "or", + "i", + "to" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ie", + "wards", + "rons", + "ued", + "ened", + "aka", + "ety", + "neys" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "peoples", + "wards", + "rons", + "ened", + "ie", + "abouts", + "stuffs", + "ued" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "peoples", + "whilst", + "wards", + "then", + "and", + "fashions", + "therefore", + "thus" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "although", + "the", + "Whilst", + "however", + "therefore", + "towards", + "soon" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "thus", + "the", + "Furthermore", + "also", + "furthermore", + "this", + "although" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "toward", + "thence", + "Toward", + "concomit", + "thereafter", + "thus", + "whereupon", + "tendencies" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "toward", + "concomit", + "moreover", + "thence", + "Moreover", + "Furthermore", + "Toward" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "toward", + "furthermore", + "concomit", + "thence", + "moreover", + "Toward", + "whereupon", + "Furthermore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "subterranean", + "nascent", + "incipient", + "phosph", + "crystalline", + "tectonic", + "metallurgical", + "Bewegung" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "metallurgical", + "fluidized", + "instabilities", + "microscopic", + "piezoelectric", + "tremors", + "incipient", + "movement" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "incipient", + "piezoelectric", + "nascent", + "metallurgical", + "mechan", + "resistivity", + "movement", + "fluidized" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "incipient", + "destabil", + "mechan", + "instabilities", + "fissures", + "nascent", + "instability", + "mechanical" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "incipient", + "destabil", + "mechan", + "initiating", + "instabilities", + "instability", + "movement", + "initiates" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "incipient", + "destabil", + "initiating", + "triggering", + "initiates", + "instabilities", + "accelerating", + "mechan" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "incipient", + "initiating", + "initiates", + "triggering", + "accelerating", + "initiate", + "initiation", + "nascent" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "incipient", + "initiates", + "triggering", + "initiating", + "subsequently", + "trigger", + "triggered", + "instabilities" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "triggering", + "incipient", + "trigger", + "subsequently", + "Subsequently", + "triggered", + "triggers", + "Consequently" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "subsequently", + "consequently", + "then", + "eventually", + "thus", + "which", + "therefore", + "subsequent" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "This", + "Which", + "Consequently", + "Then", + "Although", + "Therefore", + "Eventually" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Furthermore", + "Then", + "Consequently", + "Therefore", + "Although", + "Subsequently", + "Ultimately" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "Then", + "Subsequently", + "Therefore", + "Meanwhile", + "However" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Then", + "Consequently", + "Subsequently", + "This", + "However", + "Meanwhile", + "Conversely" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Consequently", + "Furthermore", + "Subsequently", + "Then", + "subsequently", + "then", + "consequently", + "This" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Consequently", + "Meanwhile", + "During", + "While", + "Furthermore", + "When", + "Subsequently", + "meanwhile" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "Because", + "Consequently", + "Meanwhile", + "meanwhile", + "Furthermore", + "While", + "Therefore" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Consequently", + "These", + "Because", + "When", + "meanwhile", + "Meanwhile", + "Since", + "Therefore" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "These", + "meanwhile", + "Because", + "Meanwhile", + "When", + "Conversely", + "Subsequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "Consequently", + "meanwhile", + "When", + "Because", + "Meanwhile", + "when", + "This" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "These", + "Because", + "Consequently", + "This", + "meanwhile", + "When", + "Meanwhile", + "these" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "These", + "Because", + "Consequently", + "When", + "Once", + "This", + "these", + "Meanwhile" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Because", + "Once", + "When", + "These", + "Consequently", + "Since", + "Eventually", + "This" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Because", + "These", + "Consequently", + "Since", + "When", + "This", + "If", + "Due" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Because", + "These", + "Since", + "When", + "If", + "This", + "Consequently", + "Simultaneously" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Because", + "These", + "This", + "Since", + "If", + "When", + "Consequently", + "Simultaneously" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Because", + "In", + "These", + "When", + "Since", + "This", + "Once", + "Simultaneously" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "In", + "Because", + "These", + "When", + "This", + "If", + "For", + "At" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "In", + "This", + "These", + "If", + "The", + "For", + "Because", + "When" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 62892, + 83509, + 92712, + 100413, + 179838, + 191443, + 174578, + 129663, + 88966, + 49519, + 10628, + 13074, + 5781, + 240, + 102, + 181, + 213, + 155, + 150, + 271, + 124, + 266, + 1468, + 24577, + 37084, + 42192, + 76929, + 44183, + 48037, + 53065, + 34176, + 27387, + 11103, + 7109, + 3456, + 1905, + 1198, + 1227, + 981, + 2100, + 2254, + 3777 + ] + }, + { + "label": "Schmid", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 69347, + 78449, + 57684, + 46107, + 55195, + 28265, + 45380, + 31507, + 21960, + 18357, + 43165, + 21067, + 39626, + 27466, + 33212, + 36589, + 33978, + 26285, + 27418, + 23737, + 15518, + 9138, + 112915, + 54626, + 60731, + 60446, + 57666, + 51274, + 28562, + 46472, + 54763, + 62689, + 63923, + 56789, + 22900, + 27790, + 34842, + 29785, + 30937, + 41235, + 49203, + 4282 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 156319, + 193831, + 259101, + 158280, + 85835, + 43108, + 174763, + 181804, + 121272, + 86319, + 51845, + 34035, + 63179, + 208950, + 75588, + 17922, + 14282, + 11947, + 3751, + 1983, + 2201, + 1155 + ] + }, + { + "label": "Schmid", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 159356, + 183303, + 121005, + 205892, + 234325, + 181787, + 193806, + 220545, + 223503, + 246303, + 207299, + 183268, + 80560, + 130358, + 83093, + 33103, + 20415, + 25760, + 10949, + 32262, + 34483, + 39702 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 32.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "only", + "output_checked": true + }, + { + "concept": "tensile", + "score": 26.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "and", + "score": 17.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "glide", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "whereas", + "score": 12.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "plane", + "score": 12.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "was", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "load", + "output_checked": true + }, + { + "concept": "became", + "score": 11.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "force", + "output_checked": true + }, + { + "concept": "propulsion", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "drives", + "output_checked": true + }, + { + "concept": "population", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "portion", + "score": 10.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "this", + "output_checked": true + }, + { + "concept": "spacing", + "score": 9.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "close", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-05__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-05__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-05__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-05__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-05__heatmap.png" + } + }, + { + "slug": "mechanism-name-resolved-slip-threshold-06", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved slip threshold 6", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Rotating a single crystal changes the axial stress required to initiate slip even though the critical resolved shear resistance is unchanged.", + "prompt_tail": "Rotating a single crystal changes the axial stress required to initiate slip even though the critical resolved shear resistance is unchanged.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 22 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-slip-threshold", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 343, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 7292 + }, + { + "label": "Schmid", + "best_rank": 19669, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 28080 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "It", + "Although", + "About", + "Also", + "People", + "Hence", + "which" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "r", + "nt", + "n", + "d" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "d", + "wards", + "o", + "i", + "le", + "lly", + "al" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "wards", + "o", + "i", + "r", + "d", + "a", + "le" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "a", + "y", + "etc", + "d", + "in", + "l", + "r", + "to" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ally", + "because", + "ie", + "lly", + "y", + "ct", + "ially", + "al" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ally", + "al", + "o", + "y", + "lly", + "ist", + "ero", + "ence" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "because", + "which", + "basically", + "and", + "that", + "then", + "people", + "the" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "because", + "which", + "this", + "that", + "although", + "the", + "to", + "Furthermore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "this", + "also", + "the", + "that", + "to", + "although", + "because" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "to", + "although", + "that", + "however", + "this", + "whereas", + "the" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "which", + "whereas", + "furthermore", + "however", + "Furthermore", + "although", + "to", + "that" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "whereas", + "furthermore", + "which", + "Furthermore", + "although", + "Furthermore", + "to", + "moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "whereas", + "Furthermore", + "Moreover", + "Furthermore", + "alteration", + "altering", + "rather", + "although" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "altering", + "alteration", + "altered", + "change", + "whereas", + "rather", + "modification", + "adjustment" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "physiologically", + "thermodynam", + "empirical", + "viscosity", + "thermodynamic", + "empirically", + "altering", + "differentiation" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "differential", + "manipulation", + "differentiation", + "anisotropic", + "asymmetry", + "manipulating", + "decoupling", + "thermodynam" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "electrostatic", + "thermodynamic", + "physiologically", + "thermodynam", + "differential", + "physiological", + "physiology", + "thermodynamics" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "changes", + "differentiation", + "destabil", + "thermodynam", + "thermodynamic", + "differential", + "manipulation", + "instability" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "differentiation", + "because", + "differentiating", + "differential", + "때문이다", + "influenced", + "mechanism", + "changes" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "differences", + "because", + "changes", + "differentiation", + "explains", + "differs", + "때문이다", + "differentiating" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "explains", + "because", + "empirically", + "phenomenon", + "때문이다", + "demonstrates", + "empirical", + "differentiation" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "because", + "BECAUSE", + "WHY", + "demonstrates", + "despite", + "suggests", + "this", + "explains" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Because", + "This", + "because", + "Why", + "this", + "What", + "Furthermore", + "However" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Because", + "this", + "because", + "Consequently", + "Why", + "Therefore", + "Furthermore" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "this", + "Furthermore", + "Because", + "Consequently", + "However", + "This", + "These" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "this", + "Furthermore", + "However", + "Consequently", + "This", + "These", + "Because" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "this", + "This", + "This", + "Consequently", + "이러한", + "this", + "These", + "Furthermore" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "this", + "This", + "This", + "Consequently", + "Why", + "Similarly", + "Furthermore", + "These" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "this", + "This", + "This", + "this", + "هذا", + "これは", + "はこの", + "Consequently" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "this", + "This", + "هذا", + "this", + "この", + "これは", + "はこの" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "this", + "This", + "This", + "this", + "هذا", + "この", + "はこの", + "この" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "هذا", + "This", + "this", + "này", + "はこの", + "この" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "هذا", + "this", + "This", + "này", + "はこの", + "この" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "هذا", + "This", + "this", + "này", + "この", + "はこの" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "this", + "This", + "This", + "هذا", + "this", + "この", + "这个", + "Explain" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "this", + "This", + "This", + "هذا", + "this", + "この", + "THIS", + "Explain" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "this", + "This", + "This", + "هذا", + "this", + "này", + "この", + "इस" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "this", + "This", + "This", + "هذا", + "this", + "The", + "này", + "この" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "The", + "هذا", + "This", + "Explain", + "này", + "Physically" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "The", + "هذا", + "This", + "này", + "When", + "However" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "How", + "Here", + "This", + "Explain", + "Physically", + "To" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 60500, + 79728, + 105011, + 104112, + 112410, + 120544, + 139922, + 101126, + 69601, + 12066, + 1331, + 3470, + 7015, + 1038, + 658, + 1490, + 362, + 344, + 377, + 557, + 1358, + 1631, + 26100, + 35881, + 37965, + 55153, + 70070, + 63643, + 32912, + 34320, + 23383, + 20338, + 10706, + 7049, + 7517, + 8047, + 8473, + 8639, + 6184, + 9136, + 5006, + 11326 + ] + }, + { + "label": "Schmid", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 53243, + 79852, + 69374, + 56469, + 44278, + 30160, + 59674, + 36337, + 8690, + 7025, + 7526, + 8769, + 24407, + 57700, + 50427, + 33922, + 23292, + 31736, + 34352, + 30757, + 37829, + 52210, + 52809, + 66681, + 69313, + 66147, + 71251, + 90510, + 28414, + 28289, + 35238, + 46510, + 64179, + 40278, + 19670, + 26304, + 41204, + 41721, + 58715, + 63404, + 99922, + 8419 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 104535, + 236013, + 260523, + 245471, + 125828, + 69212, + 98651, + 174683, + 71665, + 98183, + 52949, + 72743, + 7293, + 124086, + 24738, + 11135, + 19357, + 11723, + 12309, + 12895, + 25484, + 17950 + ] + }, + { + "label": "Schmid", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 217193, + 150382, + 55164, + 228280, + 244893, + 201223, + 179222, + 109053, + 187331, + 230154, + 170926, + 183638, + 103894, + 99615, + 64783, + 55116, + 65032, + 80422, + 28081, + 82615, + 92857, + 94715 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 42.0, + "best_rank": 1, + "best_depth": 53.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "differently", + "score": 13.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "even", + "output_checked": true + }, + { + "concept": "orientation", + "score": 13.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "axial", + "output_checked": true + }, + { + "concept": "and", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "initiate", + "output_checked": true + }, + { + "concept": "was", + "score": 11.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "this", + "score": 10.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "threshold", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "toughness", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "resistance", + "output_checked": true + }, + { + "concept": "object", + "score": 9.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "tensile", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "its", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "changes", + "output_checked": true + }, + { + "concept": "remains", + "score": 8.0, + "best_rank": 2, + "best_depth": 78.0, + "near_token": "resistance", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-06__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-06__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-06__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-06__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-06__heatmap.png" + } + }, + { + "slug": "mechanism-name-resolved-slip-threshold-07", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved slip threshold 7", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A favorably oriented slip system reaches its critical shear value before any other system, producing the first permanent surface steps.", + "prompt_tail": "A favorably oriented slip system reaches its critical shear value before any other system, producing the first permanent surface steps.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 22 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-slip-threshold", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 742, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 10541 + }, + { + "label": "Schmid", + "best_rank": 13562, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 4790 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "although", + "About", + "whereas", + "It", + "hence", + "whereas", + "which" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "d", + "r", + "n", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "d", + "o", + "i", + "etc", + "r", + "le" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "g", + "wards", + "d", + "o", + "r", + "i", + "in" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "colour", + "ised", + "coloured", + "thus", + "ising", + "to", + "thence" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thence", + "thereafter", + "thus", + "henceforth", + "cted", + "yses", + "thus", + "enced" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "forthwith", + "thereafter", + "endeavour", + "thus", + "ised", + "wards", + "thereupon" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "utilising", + "utilised", + "whilst", + "thence", + "endeavour", + "thereafter", + "endeavours", + "realised" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "Whilst", + "utilising", + "utilised", + "whilst", + "subsequently", + "thence", + "henceforth" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thereafter", + "subsequently", + "henceforth", + "later", + "themselves", + "respectively", + "their", + "thus" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "thence", + "their", + "subsequently", + "themselves", + "later", + "subsequent", + "thus" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereafter", + "thence", + "henceforth", + "their", + "commencing", + "commenced", + "earliest", + "subsequently" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thereafter", + "thence", + "commencing", + "commenced", + "henceforth", + "nascent", + "earliest", + "commences" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "nascent", + "thereafter", + "pioneering", + "earliest", + "pioneers", + "thence", + "최초", + "commencing" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "nascent", + "thereafter", + "pioneering", + "최초", + "pioneers", + "earliest", + "incipient", + "rudimentary" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "nascent", + "incipient", + "최초", + "pioneering", + "embryonic", + "earliest", + "progenitors", + "pioneers" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "nascent", + "incipient", + "progenitors", + "emergence", + "precursors", + "최초", + "nucleation", + "initiating" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "nascent", + "nucleation", + "incipient", + "initiating", + "pioneering", + "inaugur", + "최초", + "inaugural" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "thereafter", + "incipient", + "nascent", + "initiating", + "subsequent", + "subsequently", + "emergence", + "최초" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "thereafter", + "initiating", + "nascent", + "incipient", + "subsequent", + "subsequently", + "earliest", + "inaugural" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "thereafter", + "initiating", + "subsequently", + "initiates", + "nascent", + "inaugural", + "subsequent", + "incipient" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "subsequently", + "thereby", + "thereafter", + "initiating", + "thus", + "Consequently", + "inaugural", + "subsequent" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "thus", + "consequently", + "thereby", + "subsequently", + "therefore", + "Thus", + "Thus", + "Consequently" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "However", + "Furthermore", + "Which", + "this", + "consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "Furthermore", + "However", + "Then", + "Subsequently", + "Thus" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Consequently", + "This", + "Furthermore", + "Subsequently", + "Then", + "However", + "Therefore", + "Meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Consequently", + "Subsequently", + "Then", + "This", + "However", + "Meanwhile", + "Therefore" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Subsequently", + "Consequently", + "Furthermore", + "subsequently", + "thereafter", + "This", + "Then", + "Meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Subsequently", + "Meanwhile", + "Consequently", + "thereafter", + "Similarly", + "subsequently", + "Conversely", + "This" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Consequently", + "Other", + "This", + "Meanwhile", + "Another", + "thereafter", + "Subsequently", + "Therefore" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Consequently", + "Subsequently", + "This", + "Therefore", + "Meanwhile", + "Subsequent", + "thereafter", + "Thus" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Subsequently", + "thereafter", + "This", + "Therefore", + "Subsequent", + "subsequently", + "Meanwhile" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Subsequently", + "Consequently", + "Therefore", + "subsequently", + "thereafter", + "Subsequent", + "Meanwhile" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "Subsequently", + "Consequently", + "this", + "Therefore", + "subsequently", + "consequently", + "thereafter" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Subsequently", + "Consequently", + "this", + "Subsequent", + "Therefore", + "Meanwhile", + "subsequently" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "Subsequently", + "Consequently", + "Subsequent", + "Meanwhile", + "Therefore", + "Simultaneously", + "Another" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Subsequently", + "Consequently", + "Therefore", + "Subsequent", + "subsequently", + "Meanwhile", + "Simultaneously" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Subsequently", + "Consequently", + "Meanwhile", + "Therefore", + "Subsequent", + "Simultaneously", + "subsequently" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "Subsequently", + "Consequently", + "Therefore", + "Simultaneously", + "Subsequent", + "Because", + "These" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Subsequently", + "Consequently", + "Simultaneously", + "Subsequent", + "Because", + "Therefore", + "The" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "Subsequently", + "Consequently", + "Subsequent", + "Simultaneously", + "Because", + "Therefore", + "subsequently" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Subsequently", + "Subsequent", + "Other", + "Simultaneously", + "Consequently", + "All" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 74274, + 99329, + 138462, + 124612, + 153266, + 153648, + 126610, + 94463, + 82733, + 73005, + 24847, + 18511, + 24116, + 10093, + 3477, + 5763, + 3817, + 743, + 1129, + 2388, + 1609, + 1275, + 57978, + 28417, + 27640, + 32299, + 44615, + 27042, + 33087, + 17493, + 12952, + 9665, + 8100, + 4505, + 3372, + 5288, + 5766, + 6887, + 6634, + 9738, + 6594, + 7677 + ] + }, + { + "label": "Schmid", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 71515, + 77522, + 73848, + 66179, + 81616, + 66580, + 117095, + 90729, + 50708, + 35536, + 76375, + 70370, + 100225, + 106144, + 152624, + 102478, + 116917, + 133115, + 121035, + 102459, + 32179, + 14470, + 65583, + 68709, + 55568, + 47767, + 45770, + 33056, + 15625, + 27073, + 25160, + 32425, + 34557, + 34298, + 13563, + 27737, + 33753, + 43274, + 44258, + 71693, + 90754, + 5412 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 81055, + 165873, + 254860, + 167656, + 87762, + 48716, + 176129, + 99194, + 93891, + 111814, + 79860, + 127264, + 96440, + 123763, + 37766, + 10542, + 45582, + 15068, + 11679, + 18459, + 37123, + 28425 + ] + }, + { + "label": "Schmid", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 100048, + 73864, + 18080, + 111465, + 226257, + 163853, + 180659, + 177015, + 219787, + 223628, + 170541, + 103634, + 42802, + 75744, + 22710, + 14699, + 13084, + 21761, + 4791, + 28150, + 30239, + 43795 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "deformation", + "score": 32.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "during", + "score": 26.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "reaches", + "output_checked": true + }, + { + "concept": "threshold", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "because", + "score": 17.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 11.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "maximum", + "score": 11.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "its", + "output_checked": true + }, + { + "concept": "stress", + "score": 11.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "favorable", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "oriented", + "output_checked": true + }, + { + "concept": "allows", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "system", + "output_checked": true + }, + { + "concept": "and", + "score": 9.0, + "best_rank": 4, + "best_depth": 68.3, + "near_token": "steps", + "output_checked": true + }, + { + "concept": "was", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "system", + "output_checked": true + }, + { + "concept": "This", + "score": 8.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-07__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-07__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-07__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-07__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-07__heatmap.png" + } + }, + { + "slug": "mechanism-name-resolved-slip-threshold-08", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved slip threshold 8", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "The onset of plasticity in a single crystal is predicted by multiplying the applied tensile stress by geometric factors for the plane normal and slip direction.", + "prompt_tail": "The onset of plasticity in a single crystal is predicted by multiplying the applied tensile stress by geometric factors for the plane normal and slip direction.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-slip-threshold", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 981, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 14809 + }, + { + "label": "Schmid", + "best_rank": 4210, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 3467 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "Also", + "It", + "About", + "and", + "Although", + "which" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "nt", + "d", + "r", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "l", + "o", + "i", + "d", + "al", + "le", + "nt" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "o", + "d", + "l", + "i", + "al", + "ct", + "r" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "al", + "sic", + "to", + "d", + "a", + "ment", + "ile" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ients", + "ially", + "al", + "therein", + "ile", + "ited", + "ial", + "ses" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "wards", + "ial", + "al", + "eded", + "ertain", + "ited", + "ially", + "therein" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thus", + "subsequently", + "utilised", + "utilising", + "thereafter", + "wherein", + "Furthermore", + "whereas" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Furthermore", + "which", + "Additionally", + "to", + "this", + "furthermore", + "subsequently", + "utilizing" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "to", + "Furthermore", + "Additionally", + "which", + "thus", + "this", + "utilizing", + "subsequently" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "thereby", + "wherein", + "thus", + "and", + "to", + "whereby", + "whereas" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "whereas", + "furthermore", + "thereto", + "wherein", + "which", + "thus", + "Furthermore" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "whereas", + "thereby", + "furthermore", + "thereto", + "henceforth", + "wherein", + "which", + "whereby" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thereby", + "resultant", + "whereas", + "whereby", + "geometrical", + "Furthermore", + "which", + "Hence" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "geometrical", + "resultant", + "anisotropic", + "thereby", + "geometrically", + "anisotropy", + "irrespective", + "nomenclature" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "resultant", + "geometrical", + "hydrostatic", + "geometrically", + "stoichiometric", + "anisotropic", + "empirical", + "formulae" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "geometrical", + "calculation", + "calculations", + "alloying", + "calculated", + "formulae", + "differential", + "geometrically" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "calculations", + "empirical", + "calculated", + "geometrical", + "hydrostatic", + "theoretical", + "calculation", + "stoichiometric" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "calculations", + "formulae", + "theoretical", + "calculation", + "applicability", + "coefficient", + "predictive", + "calculated" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "formulae", + "predictive", + "resultant", + "coefficient", + "accordingly", + "applicability", + "theoretical", + "calculations" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "formulae", + "calculations", + "coefficient", + "accordingly", + "empirical", + "equations", + "estimations", + "applicability" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "predictive", + "specific", + "empirical", + "theory", + "formulae", + "methodology", + "specificity", + "criterion" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "accordingly", + "suggest", + "elucidate", + "delineate", + "hypot", + "estimations", + "iteratively", + "facilitate" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "However", + "Furthermore", + "This", + "Which", + "Interestingly", + "Therefore", + "What", + "Although" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "However", + "Furthermore", + "this", + "Consequently", + "Therefore", + "Which", + "Because" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "Furthermore", + "this", + "However", + "Consequently", + "Therefore", + "Also", + "Moreover" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "However", + "This", + "Furthermore", + "Consequently", + "this", + "Therefore", + "Subsequently", + "however" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "this", + "However", + "Furthermore", + "Consequently", + "however", + "Subsequently", + "Therefore" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "However", + "This", + "this", + "Furthermore", + "however", + "Consequently", + "Therefore", + "Meanwhile" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "However", + "This", + "this", + "however", + "Therefore", + "Consequently", + "Furthermore", + "These" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "However", + "this", + "Therefore", + "Consequently", + "Furthermore", + "Additionally", + "These" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "However", + "Consequently", + "Therefore", + "Additionally", + "Furthermore", + "however" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "Therefore", + "These", + "However", + "Consequently", + "therefore", + "Additionally" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "However", + "These", + "Therefore", + "these", + "Furthermore", + "Additionally" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "These", + "However", + "Therefore", + "Furthermore", + "these", + "Additionally" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "However", + "this", + "Therefore", + "Furthermore", + "These", + "Additionally", + "Applying" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "However", + "Therefore", + "These", + "Furthermore", + "The", + "Specifically" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "However", + "Therefore", + "These", + "experimentally", + "The", + "Furthermore" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "However", + "Therefore", + "These", + "this", + "The", + "Furthermore", + "Specifically" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "The", + "However", + "These", + "this", + "Furthermore", + "Therefore", + "Specifically" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "However", + "this", + "Furthermore", + "The", + "These", + "Specifically", + "Therefore" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "For", + "These", + "In", + "However", + "A", + "More" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 60546, + 87032, + 113354, + 119557, + 123722, + 114651, + 126682, + 171158, + 147727, + 97012, + 17628, + 8787, + 10824, + 2759, + 1569, + 1499, + 982, + 1569, + 1910, + 2653, + 7552, + 10224, + 30873, + 31598, + 36393, + 48686, + 76595, + 64021, + 65270, + 55548, + 40274, + 37218, + 20401, + 9405, + 7796, + 9620, + 9889, + 10452, + 4799, + 9843, + 7439, + 6930 + ] + }, + { + "label": "Schmid", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 62654, + 78489, + 67927, + 60113, + 56350, + 44116, + 52209, + 35130, + 21792, + 19461, + 22420, + 16721, + 39705, + 23079, + 20544, + 6321, + 7194, + 5470, + 4687, + 4751, + 5795, + 4211, + 13820, + 89254, + 80557, + 56933, + 52979, + 47690, + 25660, + 26526, + 29454, + 36829, + 40813, + 29818, + 12531, + 19282, + 19551, + 20055, + 18105, + 28518, + 44437, + 4092 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 118262, + 170586, + 258343, + 238733, + 159148, + 32582, + 172105, + 210120, + 194111, + 215525, + 124233, + 140619, + 138516, + 237867, + 113948, + 38058, + 42889, + 15775, + 14810, + 17531, + 29757, + 16357 + ] + }, + { + "label": "Schmid", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 154712, + 32064, + 71977, + 199246, + 201678, + 228416, + 213870, + 68785, + 63494, + 142867, + 103422, + 62127, + 10196, + 40445, + 11253, + 6874, + 10156, + 15016, + 3468, + 18523, + 16889, + 22035 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "metallurgical", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "was", + "score": 12.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "plasticity", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "normal", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 9.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "slip", + "output_checked": true + }, + { + "concept": "because", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "is", + "output_checked": true + }, + { + "concept": "which", + "score": 9.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "for", + "output_checked": true + }, + { + "concept": "neurons", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "in", + "output_checked": true + }, + { + "concept": "specific", + "score": 8.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 7.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "humans", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "in", + "output_checked": true + }, + { + "concept": "intensity", + "score": 7.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "neuron", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "single", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-08__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-08__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-08__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-08__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-08__heatmap.png" + } + }, + { + "slug": "mechanism-name-resolved-slip-threshold-09", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved slip threshold 9", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "One crystal orientation converts a larger fraction of the applied normal stress into shear on an allowed system, so it yields before a less favorable orientation.", + "prompt_tail": "e crystal orientation converts a larger fraction of the applied normal stress into shear on an allowed system, so it yields before a less favorable orientation.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-slip-threshold", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 8901, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 25318 + }, + { + "label": "Schmid", + "best_rank": 1677, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 13072 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "Also", + "About", + "It", + "Although", + "and", + "which" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "r", + "n", + "nt", + "d" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "d", + "o", + "i", + "r", + "t", + "ie" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "d", + "tow", + "r", + "i", + "a", + "wards", + "o" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ally", + "l", + "in", + "tow", + "a", + "d", + "sic", + "al" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "toward", + "thus", + "ally", + "ably", + "stuffs", + "ible", + "ened", + "thence" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "toward", + "ally", + "ably", + "chiefly", + "ened", + "thence", + "thus", + "ible" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thus", + "chiefly", + "toward", + "because", + "then", + "whereas", + "therefore", + "thence" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "thus", + "although", + "because", + "whereas", + "Furthermore", + "therefore", + "to" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "also", + "thus", + "which", + "although", + "sometime", + "whereas", + "that", + "Furthermore" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "whereas", + "although", + "which", + "though", + "however", + "then", + "hence", + "thus" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whereas", + "furthermore", + "thus", + "thereby", + "Furthermore", + "hence", + "thereafter", + "whilst" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "whereas", + "furthermore", + "thus", + "thereby", + "likewise", + "whilst", + "thereafter", + "hence" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "whereas", + "whilst", + "hence", + "thereby", + "thereafter", + "rather", + "whereupon", + "Whereas" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "whereas", + "preference", + "rather", + "thereby", + "criterion", + "whereupon", + "thus", + "thereafter" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "precedence", + "preference", + "criterion", + "threshold", + "delaying", + "rather", + "comparative", + "whereupon" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "advantageous", + "advantage", + "superiority", + "comparative", + "disadvantage", + "preempt", + "superior", + "precedence" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "susceptibility", + "triggering", + "delaying", + "failure", + "chemically", + "metastable", + "instability", + "comparative" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "failure", + "inferiority", + "Failure", + "susceptibility", + "competition", + "instability", + "comparative", + "disadvantage" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "Consequently", + "inferiority", + "weaker", + "susceptibility", + "disadvantage", + "because", + "delaying", + "premature" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Consequently", + "because", + "Because", + "Competition", + "Compared", + "competition", + "Therefore", + "consequently" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "sweeter", + "advantageous", + "favorably", + "advantage", + "because", + "Advantage", + "favorable", + "superior" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "thus", + "therefore", + "because", + "due", + "even", + "sooner", + "this", + "consequently" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Therefore", + "Also", + "Consequently", + "Furthermore", + "Thus", + "However", + "Why" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Also", + "This", + "Therefore", + "Consequently", + "Furthermore", + "Thus", + "Hence", + "However" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Also", + "Therefore", + "Furthermore", + "Consequently", + "This", + "Thus", + "Meanwhile", + "Hence" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Therefore", + "Also", + "This", + "Consequently", + "However", + "Furthermore", + "Meanwhile", + "Conversely" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Therefore", + "Also", + "Consequently", + "This", + "Thus", + "Meanwhile", + "Furthermore", + "accordingly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "Therefore", + "Similarly", + "This", + "However", + "Thus", + "Consequently", + "Hence" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Therefore", + "Thus", + "therefore", + "thus", + "Consequently", + "Hence", + "etc", + "Therefore" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Therefore", + "Thus", + "therefore", + "Consequently", + "thus", + "Hence", + "This", + "Therefore" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Therefore", + "Thus", + "Consequently", + "thus", + "therefore", + "This", + "Hence", + "Conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Therefore", + "Thus", + "thus", + "therefore", + "This", + "Hence", + "Consequently", + "hence" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Therefore", + "Thus", + "thus", + "This", + "Hence", + "therefore", + "hence", + "Consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Therefore", + "This", + "Thus", + "Hence", + "thus", + "Consequently", + "hence", + "therefore" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Therefore", + "This", + "Thus", + "Hence", + "thus", + "Consequently", + "因此", + "Conversely" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Therefore", + "Thus", + "This", + "Hence", + "thus", + "hence", + "therefore", + "Therefore" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Therefore", + "Thus", + "Hence", + "thus", + "therefore", + "Consequently", + "hence" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "Therefore", + "Thus", + "Hence", + "thus", + "Consequently", + "therefore", + "Its" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Therefore", + "Thus", + "Hence", + "Consequently", + "Conversely", + "Similarly", + "thus" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "Therefore", + "Thus", + "Hence", + "Similarly", + "Furthermore", + "It", + "Conversely" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "Thus", + "Crystal", + "The", + "It", + "Therefore", + "In", + "Hence" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 54443, + 82902, + 112525, + 124066, + 105196, + 91848, + 77151, + 38618, + 32906, + 25476, + 21458, + 30162, + 42709, + 12393, + 5932, + 10895, + 22273, + 15622, + 15712, + 16993, + 39972, + 118995, + 61011, + 33749, + 31596, + 40958, + 49186, + 38713, + 51189, + 59532, + 40402, + 32102, + 24958, + 14280, + 8902, + 16782, + 20878, + 18433, + 18202, + 12909, + 7000, + 7313 + ] + }, + { + "label": "Schmid", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 61387, + 75865, + 65576, + 47291, + 35586, + 17671, + 20062, + 9080, + 4690, + 7564, + 15550, + 11259, + 8733, + 9465, + 9609, + 4467, + 4672, + 5492, + 4731, + 4041, + 1678, + 3062, + 28825, + 56785, + 57287, + 52829, + 48076, + 47833, + 22826, + 25281, + 20601, + 28934, + 30648, + 33417, + 15738, + 35903, + 69773, + 110350, + 103249, + 123319, + 141130, + 5139 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 181743, + 240589, + 261135, + 237183, + 103787, + 88271, + 183214, + 84010, + 195555, + 203610, + 89861, + 94981, + 125162, + 201633, + 70132, + 37132, + 75545, + 38215, + 27187, + 30319, + 63609, + 25319 + ] + }, + { + "label": "Schmid", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 216215, + 161974, + 31775, + 159820, + 184785, + 93312, + 138205, + 150730, + 209521, + 234980, + 205325, + 208648, + 73597, + 62062, + 15391, + 24565, + 16992, + 45217, + 13073, + 76474, + 122719, + 191964 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 24.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "normal", + "output_checked": true + }, + { + "concept": "whereas", + "score": 18.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "that", + "score": 17.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "so", + "output_checked": true + }, + { + "concept": "other", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "was", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "rather", + "score": 13.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "yields", + "output_checked": true + }, + { + "concept": "optimized", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "it", + "output_checked": true + }, + { + "concept": "isotropic", + "score": 12.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "photons", + "score": 12.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "of", + "output_checked": true + }, + { + "concept": "but", + "score": 10.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "Therefore", + "score": 10.0, + "best_rank": 1, + "best_depth": 85.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stress", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-09__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-09__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-09__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-09__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-09__heatmap.png" + } + }, + { + "slug": "mechanism-name-resolved-slip-threshold-10", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved slip threshold 10", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'dislocation' against eponym token 'Schmid'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "When the resolved driving force on the most favorably oriented plane-direction pair exceeds its critical resistance, mobile line defects sweep across the crystal.", + "prompt_tail": "en the resolved driving force on the most favorably oriented plane-direction pair exceeds its critical resistance, mobile line defects sweep across the crystal.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-slip-threshold", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 161, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 6955 + }, + { + "label": "Schmid", + "best_rank": 12599, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 7383 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "About", + "whereas", + "It", + "College", + "Although", + "Also", + "and" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "r", + "nt", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "o", + "wards", + "d", + "i", + "ie", + "nt", + "r" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "i", + "r", + "a", + "d", + "etc", + "t" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "a", + "l", + "in", + "to", + "d", + "o", + "r", + "i" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ike", + "ile", + "os", + "al", + "ic", + "ik", + "ients", + "iting" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "al", + "ike", + "ients", + "aid", + "ial", + "ic", + "ile", + "ened" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "and", + "avel", + "yses", + "peoples", + "ients", + "ided", + "ike", + "al" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "and", + "wherein", + "to", + "which", + "during", + "although", + "the", + "Furthermore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "wherein", + "which", + "during", + "Furthermore", + "thereafter", + "the", + "Additionally", + "and" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "wherein", + "their", + "laborers", + "へと", + "quienes", + "and", + "endeavors", + "更为" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "wherein", + "quienes", + "посредством", + "이러한", + "concomit", + "furthermore", + "occasioned", + "erythrocytes" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "이러한", + "へと", + "quienes", + "посредством", + "characterized", + "wherein", + "のである", + "更为" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "이러한", + "へと", + "vortices", + "mesmerizing", + "посредством", + "quienes", + "更为", + "individuos" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "vortices", + "phenomena", + "phenomenon", + "vorticity", + "mesmerizing", + "oscillatory", + "現象", + "tectonic" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "vortices", + "vorticity", + "phenomena", + "現象", + "phenomenon", + "fluidized", + "mechanistic", + "oscillatory" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "現象", + "vortices", + "mechanistic", + "oscillatory", + "vorticity", + "现象", + "kinet", + "fissures" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "vortices", + "mechanistic", + "vorticity", + "initiating", + "destabil", + "phenomenon", + "mechan", + "instabilities" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "mechanistic", + "destabil", + "initiating", + "initiates", + "instabilities", + "vortices", + "mechan", + "phenomenon" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "initiates", + "initiating", + "triggered", + "mechanistic", + "vortices", + "instabilities", + "fissures", + "phenomenon" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "initiates", + "phenomenon", + "mechanized", + "phenomena", + "vortices", + "discontinuous", + "discontinuities", + "mechanistic" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "phenomenon", + "initiates", + "Consequently", + "mechanized", + "subsequently", + "initiating", + "mechanistic", + "anthropogenic" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "laborers", + "flocks", + "crews", + "collectives", + "beasts", + "these", + "constitutes", + "ceases" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Which", + "Consequently", + "Furthermore", + "Therefore", + "These", + "Ultimately", + "Eventually" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "Furthermore", + "this", + "These", + "Ultimately", + "Subsequently" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "Furthermore", + "this", + "Subsequently", + "Ultimately", + "These" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Consequently", + "Subsequently", + "Furthermore", + "Therefore", + "this", + "These", + "Ultimately" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "These", + "this", + "Consequently", + "Subsequently", + "these", + "Therefore", + "consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "These", + "these", + "This", + "this", + "Consequently", + "Therefore", + "These", + "Those" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "these", + "This", + "this", + "These", + "Consequently", + "these", + "Therefore" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "These", + "these", + "This", + "These", + "They", + "this", + "Those", + "these" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "These", + "these", + "These", + "these", + "This", + "this", + "这些", + "They" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "these", + "this", + "This", + "These", + "these", + "这些", + "They" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "these", + "These", + "this", + "This", + "These", + "these", + "They", + "这些" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "these", + "These", + "These", + "this", + "This", + "these", + "这些", + "이러한" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "These", + "these", + "This", + "These", + "this", + "They", + "这些", + "이러한" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "These", + "these", + "This", + "this", + "These", + "They", + "这些", + "이러한" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "This", + "these", + "These", + "this", + "This", + "They", + "이러한" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "These", + "This", + "these", + "These", + "this", + "They", + "The", + "This" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "These", + "This", + "these", + "The", + "this", + "These", + "They", + "Simultaneously" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "These", + "This", + "these", + "this", + "They", + "The", + "When", + "In" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "These", + "This", + "In", + "The", + "Mobile", + "Line", + "They", + "If" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "dislocation", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 52488, + 85714, + 91847, + 120407, + 176290, + 164967, + 142474, + 128980, + 94357, + 29052, + 17488, + 10255, + 9335, + 4302, + 901, + 361, + 521, + 162, + 173, + 292, + 363, + 355, + 20063, + 24621, + 26075, + 34256, + 54132, + 28828, + 27627, + 33189, + 34476, + 27178, + 14005, + 8344, + 7168, + 6209, + 4817, + 3327, + 2486, + 5762, + 4255, + 5636 + ] + }, + { + "label": "Schmid", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 67385, + 84007, + 77906, + 61956, + 65663, + 47618, + 62984, + 34248, + 32142, + 32898, + 68076, + 55229, + 66297, + 73304, + 77960, + 45850, + 25592, + 33642, + 37795, + 39748, + 17012, + 12600, + 91379, + 73325, + 89230, + 87030, + 80752, + 68077, + 32368, + 35465, + 37226, + 48910, + 54754, + 50662, + 17729, + 20580, + 36090, + 44772, + 47274, + 68435, + 86597, + 8322 + ] + } + ], + "logit_lens": [ + { + "label": "dislocation", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 99353, + 193911, + 249498, + 239912, + 117981, + 50180, + 64502, + 165321, + 92700, + 108780, + 48443, + 25556, + 6956, + 132641, + 35170, + 11701, + 25152, + 8445, + 12098, + 12937, + 21897, + 9592 + ] + }, + { + "label": "Schmid", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 183618, + 191623, + 73399, + 198716, + 202199, + 182546, + 121638, + 193528, + 192068, + 240123, + 186038, + 188221, + 105191, + 65261, + 39415, + 23811, + 21787, + 39366, + 7384, + 23830, + 34782, + 48278 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "was", + "score": 29.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "threshold", + "score": 22.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "surface", + "score": 15.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "plane", + "output_checked": true + }, + { + "concept": "because", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "individuals", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "and", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "These", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "exerted", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "on", + "output_checked": true + }, + { + "concept": "question", + "score": 7.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "population", + "score": 7.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "directions", + "score": 7.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "driving", + "output_checked": true + }, + { + "concept": "then", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ",", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-10__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-10__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-10__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-10__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-resolved-slip-threshold-10__heatmap.png" + } + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Lattice-diffusion creep 1", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A fine polycrystal held at high temperature and low stress lengthens as atoms diffuse through crystal interiors from compressed faces toward tensile faces.", + "prompt_tail": "A fine polycrystal held at high temperature and low stress lengthens as atoms diffuse through crystal interiors from compressed faces toward tensile faces.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice-diffusion-creep", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "Herring", + "surfaces": [ + "Herring" + ], + "token_ids": [ + 187758, + 104598 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 11178, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 4630 + }, + { + "label": "Herring", + "best_rank": 8211, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 4609 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "About", + "It", + "Also", + "Although", + "although", + "however" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "nt", + "r", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "d", + "o", + "i", + "wards", + "r", + "al", + "le" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "d", + "o", + "r", + "i", + "a", + "al", + "wards" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "tow", + "to", + "d", + "l", + "al", + "ally", + "a", + "in" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ients", + "ially", + "arily", + "olate", + "yses", + "itatively", + "ened", + "eward" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ients", + "ened", + "ably", + "al", + "eward", + "ally", + "yses", + "arily" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "yses", + "aided", + "chiefly", + "thus", + "subsequently", + "ients", + "wherein", + "principally" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "subsequently", + "wherein", + "utilizing", + "primarily", + "and", + "Furthermore", + "employing", + "characterized" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "wherein", + "thus", + "characterized", + "utilizing", + "subsequently", + "thereafter", + "this" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "wherein", + "thence", + "chiefly", + "whereby", + "whereupon", + "toward", + "principally", + "occasioned" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "wherein", + "thence", + "whereupon", + "occasioned", + "concomit", + "thereto", + "thereby", + "chiefly" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thence", + "whereupon", + "wherein", + "chiefly", + "principally", + "occasioned", + "thereby", + "concomit" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thence", + "whereupon", + "concomit", + "wherein", + "concomitant", + "principally", + "occasioned", + "thereby" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "concomit", + "metallurgical", + "longitudinally", + "concomitant", + "chemically", + "incipient", + "whereupon", + "quiescent" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "osmotic", + "physiologically", + "morphological", + "characteristic", + "longitudinally", + "quiescent", + "incipient", + "ductile" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "osmotic", + "physiologically", + "quiescent", + "lubric", + "lengthening", + "mechanically", + "stimulated", + "hydraul" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "physiologically", + "osmotic", + "thermodynam", + "physiological", + "hydrostatic", + "lengthening", + "physiology", + "mechanistic" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "physiologically", + "thermodynam", + "stimulated", + "mechanistic", + "physiological", + "physiology", + "osmotic", + "mechanically" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "physiologically", + "stimulated", + "mechanically", + "thermodynam", + "mechanistic", + "migratory", + "displacing", + "accelerating" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "stimulated", + "resultant", + "whereby", + "phenomenon", + "thereby", + "anomalous", + "inertial", + "Mechanism" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "phenomenon", + "mechanism", + "Mechanism", + "mechanistic", + "stimulated", + "thereby", + "explains", + "forming" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "thereby", + "favoring", + "facilitate", + "symbolizing", + "wherein", + "thus", + "accrue", + "accumulate" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Also", + "This", + "Which", + "Consequently", + "Because", + "Both", + "Then" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Because", + "Consequently", + "Furthermore", + "Also", + "Therefore", + "Meanwhile", + "Ultimately" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "Furthermore", + "Meanwhile", + "Also", + "Consequently", + "However", + "Additionally", + "Conversely" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Meanwhile", + "This", + "Consequently", + "Furthermore", + "Conversely", + "Because", + "Also", + "Similarly" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Consequently", + "This", + "Meanwhile", + "Similarly", + "Conversely", + "accordingly", + "Therefore", + "Furthermore" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "This", + "Consequently", + "Similarly", + "Therefore", + "These", + "Thus", + "Conversely" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "Consequently", + "Meanwhile", + "Thus", + "Therefore", + "Similarly", + "Conversely", + "Hence" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "Consequently", + "Meanwhile", + "Similarly", + "Conversely", + "this", + "Therefore", + "Thus" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Consequently", + "this", + "Meanwhile", + "Similarly", + "Conversely", + "Simultaneously", + "Thus" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "Meanwhile", + "Consequently", + "Similarly", + "Conversely", + "Simultaneously", + "This" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "this", + "Similarly", + "Simultaneously", + "Consequently", + "Conversely", + "هذا", + "Meanwhile" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "Simultaneously", + "Similarly", + "Consequently", + "Likewise", + "Conversely", + "Meanwhile" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "Simultaneously", + "Similarly", + "this", + "Conversely", + "Meanwhile", + "Likewise", + "Consequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "Conversely", + "Similarly", + "Simultaneously", + "Likewise", + "Meanwhile", + "This" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "Similarly", + "Conversely", + "Simultaneously", + "This", + "Likewise", + "Meanwhile" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "Similarly", + "Conversely", + "Simultaneously", + "The", + "Consequently", + "Likewise" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Simultaneously", + "Conversely", + "Similarly", + "The", + "this", + "Similar", + "Consequently" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "Similarly", + "this", + "Simultaneously", + "Conversely", + "The", + "Similar", + "Because" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "In", + "Simultaneously", + "High", + "A", + "Imagine", + "Compression" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 32251, + 14524, + 29372, + 27978, + 18188, + 62506, + 65279, + 106403, + 110542, + 60174, + 61016, + 50713, + 82330, + 39510, + 30883, + 32376, + 43637, + 18131, + 16143, + 13934, + 15170, + 42756, + 20680, + 30262, + 45805, + 68566, + 78984, + 52920, + 36132, + 45056, + 50942, + 43164, + 30516, + 19686, + 14768, + 17163, + 21031, + 11179, + 11375, + 17304, + 16883, + 21923 + ] + }, + { + "label": "Herring", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 53679, + 137088, + 124967, + 145894, + 73264, + 27477, + 50590, + 30947, + 40580, + 21262, + 11651, + 7147, + 37197, + 32064, + 43564, + 45695, + 30669, + 8496, + 8212, + 9702, + 15412, + 26762, + 46199, + 25422, + 29854, + 41284, + 32424, + 38337, + 16757, + 12244, + 16123, + 16473, + 19056, + 10449, + 8429, + 8620, + 10032, + 16241, + 21347, + 50228, + 40905, + 26516 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 106177, + 123867, + 216994, + 88419, + 196279, + 163499, + 82080, + 251962, + 260238, + 258674, + 237019, + 160295, + 89426, + 157654, + 101179, + 81259, + 80952, + 45167, + 32037, + 10966, + 6806, + 4631 + ] + }, + { + "label": "Herring", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 170349, + 37826, + 52309, + 102294, + 41340, + 169137, + 33957, + 69725, + 31052, + 31919, + 31472, + 70868, + 131318, + 103099, + 28107, + 21948, + 13173, + 5165, + 15677, + 4610, + 5119, + 12438 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 29.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "as", + "output_checked": true + }, + { + "concept": "was", + "score": 21.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "whereas", + "score": 13.0, + "best_rank": 2, + "best_depth": 68.3, + "near_token": "A", + "output_checked": true + }, + { + "concept": "This", + "score": 11.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "lengthening", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "as", + "output_checked": true + }, + { + "concept": "tunnels", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "through", + "output_checked": true + }, + { + "concept": "into", + "score": 9.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "held", + "output_checked": true + }, + { + "concept": "ones", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "areas", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "tensile", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 7.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "high", + "output_checked": true + }, + { + "concept": "weaker", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "toward", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-01__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-01__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-01__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-01__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-01__heatmap.png" + } + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Lattice-diffusion creep 2", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "At elevated temperature, atoms move through the lattice between oppositely loaded grain faces, producing slow elongation without extensive line-defect glide.", + "prompt_tail": "At elevated temperature, atoms move through the lattice between oppositely loaded grain faces, producing slow elongation without extensive line-defect glide.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice-diffusion-creep", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "Herring", + "surfaces": [ + "Herring" + ], + "token_ids": [ + 187758, + 104598 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 3501, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 1784 + }, + { + "label": "Herring", + "best_rank": 8655, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 6315 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "About", + "whereas", + "although", + "Also", + "It", + "hence", + "Although" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "nt", + "r", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "o", + "d", + "i", + "nt", + "lly", + "le" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "l", + "upto", + "d", + "i", + "ie", + "o", + "etc" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "colour", + "ised", + "l", + "d", + "ising", + "whilst", + "a" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thence", + "ued", + "whilst", + "ened", + "ably", + "wards", + "atop", + "ile" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "wards", + "thence", + "ised", + "ened", + "utilising", + "isable", + "al" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "utilising", + "Whilst", + "utilised", + "thence", + "populace", + "thereafter", + "environs" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "utilising", + "Whilst", + "whilst", + "utilised", + "characterised", + "thereafter", + "subsequently", + "wherein" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "whilst", + "Whilst", + "utilising", + "utilised", + "thereafter", + "thence", + "towards", + "characterised" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "extant", + "proximate", + "thence", + "proximal", + "requisite", + "thereafter", + "purview", + "concomitant" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "purview", + "extant", + "afield", + "requisite", + "necessitating", + "discernible", + "Whilst", + "whilst" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "purview", + "requisite", + "necessitating", + "akin", + "extant", + "resultant", + "notably", + "whilst" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "requisite", + "nascent", + "necessitating", + "purview", + "akin", + "extant", + "necessitated", + "resultant" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "morphology", + "proximal", + "requisite", + "necessitating", + "nascent", + "coalescence", + "resultant", + "concomitant" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "proximal", + "morphology", + "vasculature", + "quiescent", + "subsurface", + "quies", + "episodic", + "proximate" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "proximal", + "morphology", + "mechanistic", + "subsurface", + "vasculature", + "trajectory", + "stabilization", + "episodic" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "subsurface", + "quiescent", + "morphology", + "benthic", + "mechanistic", + "quies", + "laminar", + "attrition" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "subsurface", + "quiescent", + "morphology", + "avoidance", + "stabilization", + "characteristic", + "quies", + "stagnation" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "characteristic", + "morphology", + "avoidance", + "characterized", + "atypical", + "quiescent", + "predominance", + "predominantly" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "avoidance", + "atypical", + "avoids", + "avoiding", + "primarily", + "absence", + "focus", + "characteristic" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "avoidance", + "avoids", + "atypical", + "focus", + "focuses", + "focused", + "avoiding", + "infrequent" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "primarily", + "lacks", + "focused", + "lacking", + "indicative", + "demonstrates", + "notably", + "characterized" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "Which", + "Additionally", + "What", + "Also", + "Ultimately" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "this", + "Consequently", + "Furthermore", + "Therefore", + "These", + "Also", + "It" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "this", + "Consequently", + "Furthermore", + "Therefore", + "이는", + "Subsequently", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "this", + "Consequently", + "Furthermore", + "This", + "Subsequently", + "이는", + "These" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "this", + "This", + "This", + "이러한", + "はこの", + "Consequently", + "هذا", + "this" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "this", + "This", + "These", + "these", + "Consequently", + "This", + "이러한", + "Therefore" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "this", + "This", + "This", + "هذا", + "These", + "这种", + "この", + "Consequently" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "this", + "هذا", + "この", + "This", + "These", + "这种", + "이러한" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "this", + "This", + "هذا", + "This", + "この", + "này", + "этом", + "この" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "هذا", + "This", + "この", + "này", + "この", + "этом" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "هذا", + "この", + "này", + "この", + "This", + "はこの" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "هذا", + "This", + "この", + "this", + "この", + "này" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "This", + "هذا", + "this", + "この", + "这个", + "この" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "this", + "This", + "This", + "هذا", + "this", + "这个", + "この", + "这种" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "this", + "This", + "هذا", + "This", + "this", + "इस", + "这种", + "この" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "this", + "This", + "هذا", + "This", + "इस", + "这种", + "この", + "this" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "هذا", + "The", + "这种", + "This", + "Eventually", + "इस" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "At", + "Similarly", + "Eventually", + "هذا", + "Conversely", + "这种" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "Grain", + "In", + "The", + "Slow", + "At", + "Heat", + "High" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 28051, + 14789, + 28305, + 26577, + 17977, + 55073, + 60135, + 89138, + 63482, + 37574, + 13971, + 21752, + 13742, + 10927, + 13689, + 17685, + 59862, + 16545, + 12424, + 17727, + 8607, + 29948, + 5958, + 34975, + 41180, + 76574, + 85795, + 55367, + 42804, + 46134, + 55291, + 52211, + 34797, + 11754, + 7476, + 6986, + 6775, + 3502, + 3837, + 4687, + 5693, + 6803 + ] + }, + { + "label": "Herring", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 46559, + 145119, + 125268, + 131890, + 77404, + 24101, + 67037, + 37991, + 43474, + 42827, + 35724, + 33725, + 88901, + 170651, + 144321, + 139259, + 81479, + 22331, + 29485, + 28222, + 38483, + 86940, + 160766, + 24404, + 26705, + 35162, + 33211, + 32330, + 17425, + 15150, + 17517, + 18321, + 26406, + 14724, + 10268, + 9330, + 8656, + 12745, + 14598, + 33645, + 27775, + 13563 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 117690, + 115774, + 114972, + 28768, + 105831, + 126359, + 129613, + 252853, + 255805, + 252606, + 237907, + 202216, + 115309, + 73177, + 24955, + 25023, + 44566, + 21323, + 6865, + 3297, + 1785, + 2326 + ] + }, + { + "label": "Herring", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 154506, + 110538, + 96242, + 36399, + 31745, + 92770, + 59432, + 69157, + 36177, + 22088, + 28347, + 62547, + 157821, + 143803, + 53940, + 44546, + 62434, + 17378, + 43502, + 14604, + 6316, + 14227 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "and", + "score": 26.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "atoms", + "output_checked": true + }, + { + "concept": "because", + "score": 19.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "which", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "deformation", + "score": 14.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "line", + "output_checked": true + }, + { + "concept": "faster", + "score": 13.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "move", + "output_checked": true + }, + { + "concept": "electrical", + "score": 11.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "producing", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "vacancies", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "through", + "output_checked": true + }, + { + "concept": "whereas", + "score": 10.0, + "best_rank": 32, + "best_depth": 63.4, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "movement", + "score": 9.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "move", + "output_checked": true + }, + { + "concept": "this", + "score": 9.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "line", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-02__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-02__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-02__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-02__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-02__heatmap.png" + } + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Lattice-diffusion creep 3", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A polycrystalline solid changes shape under a small sustained load because empty lattice sites migrate through grain interiors in the direction opposite atomic transport.", + "prompt_tail": "talline solid changes shape under a small sustained load because empty lattice sites migrate through grain interiors in the direction opposite atomic transport.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice-diffusion-creep", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "Herring", + "surfaces": [ + "Herring" + ], + "token_ids": [ + 187758, + 104598 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 3879, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 3109 + }, + { + "label": "Herring", + "best_rank": 4910, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 3374 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Although", + "About", + "It", + "Also", + "People", + "which", + "ately" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "r", + "nt", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "d", + "o", + "i", + "wards", + "al", + "nt", + "le" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "wards", + "d", + "a", + "al", + "o", + "i", + "ct" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "a", + "wards", + "d", + "ally", + "al", + "in", + "l", + "y" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ially", + "ients", + "ally", + "ued", + "ile", + "al", + "ct", + "itatively" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ally", + "wards", + "ients", + "al", + "ist", + "ial", + "ic", + "ially" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whereas", + "utilising", + "isation", + "wards", + "therefore", + "whereby", + "behaviour", + "organised" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "whereas", + "consequently", + "Furthermore", + "furthermore", + "thus", + "although", + "subsequently" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "thus", + "whereby", + "thereby", + "subsequently", + "consequently", + "Furthermore", + "also" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereby", + "thus", + "whereby", + "wherein", + "thence", + "which", + "whereas", + "consequently" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "thus", + "wherein", + "whereby", + "whereas", + "furthermore", + "thence", + "thereto" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thereby", + "thence", + "whereby", + "whereas", + "wherein", + "furthermore", + "thus", + "thereto" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thereby", + "thence", + "whereby", + "resultant", + "wherein", + "whereas", + "whereupon", + "consequently" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "thereby", + "chemically", + "anthropogenic", + "resultant", + "geochemical", + "unidirectional", + "anisotropic", + "physicochemical" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "polarity", + "anthropogenic", + "osmotic", + "geologic", + "rectilinear", + "subsurface", + "anisotropic", + "cytoplasmic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "polarity", + "mechanistic", + "analogous", + "physiologically", + "osmotic", + "cytoplasmic", + "anthropogenic", + "physiological" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "mechanistic", + "physiologically", + "subterranean", + "anthropogenic", + "polarity", + "subsurface", + "osmotic", + "physiology" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "anthropogenic", + "polarity", + "reversal", + "mechanistic", + "physiologically", + "nitrogen", + "propulsion", + "subsurface" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "anthropogenic", + "polarity", + "reversal", + "propulsion", + "displacing", + "chemically", + "scientists", + "reversing" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "scientists", + "analogy", + "anthropogenic", + "inertial", + "influence", + "Interestingly", + "propulsion", + "metabolic" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "thereby", + "analogy", + "conceptual", + "Consequently", + "therefore", + "explanation", + "instead", + "consequently" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "thereby", + "consequently", + "erroneously", + "thus", + "mistakenly", + "incorrectly", + "confuse", + "thereafter" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Which", + "which", + "Therefore", + "However", + "Furthermore", + "Consequently", + "Also" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Furthermore", + "Also", + "Therefore", + "Consequently", + "However", + "this", + "Additionally" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "Furthermore", + "Also", + "Therefore", + "Additionally", + "Consequently", + "However", + "this" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Furthermore", + "However", + "Meanwhile", + "Consequently", + "Therefore", + "this", + "Additionally" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "this", + "This", + "Consequently", + "Additionally", + "Furthermore", + "Also", + "this" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "this", + "This", + "Consequently", + "Meanwhile", + "Therefore", + "These", + "Similarly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "This", + "はこの", + "Therefore", + "Consequently", + "These", + "này" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "this", + "This", + "هذا", + "この", + "These", + "this", + "Therefore" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "This", + "هذا", + "this", + "この", + "этом", + "này" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "This", + "هذا", + "this", + "这个", + "này", + "この" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "هذا", + "This", + "this", + "这个", + "この", + "này" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "هذا", + "This", + "this", + "这个", + "この", + "этом" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "This", + "هذا", + "this", + "这个", + "この", + "이것" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "هذا", + "this", + "这个", + "この", + "THIS" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "هذا", + "this", + "这个", + "この", + "इस" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "This", + "هذا", + "this", + "这个", + "この", + "The" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "This", + "The", + "Therefore", + "هذا", + "Similarly", + "Essentially" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "Similarly", + "Therefore", + "However", + "Specifically", + "The", + "Simultaneously" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Grain", + "In", + "Atomic", + "Pol", + "Elastic", + "Essentially" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 34734, + 16529, + 29153, + 24251, + 22235, + 72206, + 88022, + 124818, + 118778, + 42337, + 25006, + 26292, + 30911, + 7880, + 11579, + 10874, + 14701, + 8678, + 6927, + 6068, + 10598, + 17474, + 13390, + 38968, + 54742, + 92068, + 110271, + 66467, + 34772, + 41553, + 52505, + 44429, + 29090, + 15407, + 13218, + 7932, + 9003, + 3880, + 5606, + 8099, + 7377, + 4269 + ] + }, + { + "label": "Herring", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 39354, + 136323, + 124772, + 121815, + 96233, + 57128, + 82890, + 47754, + 34214, + 11452, + 13236, + 7745, + 17404, + 30346, + 36287, + 41021, + 17638, + 7269, + 7250, + 5950, + 5008, + 16095, + 8593, + 34728, + 26671, + 40026, + 31538, + 32530, + 14943, + 9950, + 9762, + 9871, + 15707, + 7639, + 5133, + 4911, + 5615, + 7896, + 10694, + 22374, + 16286, + 5168 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 112517, + 114482, + 205158, + 64946, + 179104, + 152247, + 166871, + 240894, + 245547, + 221771, + 200015, + 103852, + 44786, + 107936, + 33382, + 35247, + 42245, + 48074, + 16372, + 5307, + 3110, + 3193 + ] + }, + { + "label": "Herring", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 159042, + 149479, + 52737, + 59707, + 23190, + 92474, + 39116, + 78347, + 7452, + 10389, + 7955, + 26552, + 35548, + 28636, + 22029, + 15428, + 21052, + 4052, + 11744, + 3657, + 3375, + 8442 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "and", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "deformation", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "migratory", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "migrate", + "output_checked": true + }, + { + "concept": "stress", + "score": 13.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "under", + "output_checked": true + }, + { + "concept": "This", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "during", + "score": 12.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "under", + "output_checked": true + }, + { + "concept": "pressure", + "score": 12.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "atoms", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "vacancies", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sites", + "output_checked": true + }, + { + "concept": "its", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "changes", + "output_checked": true + }, + { + "concept": "spaces", + "score": 10.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "empty", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "solid", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-03__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-03__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-03__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-03__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-03__heatmap.png" + } + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Lattice-diffusion creep 4", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Slow deformation at high homologous temperature is controlled by bulk atomic transport, and its rate increases strongly as crystallite size decreases.", + "prompt_tail": "Slow deformation at high homologous temperature is controlled by bulk atomic transport, and its rate increases strongly as crystallite size decreases.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice-diffusion-creep", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "Herring", + "surfaces": [ + "Herring" + ], + "token_ids": [ + 187758, + 104598 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 2691, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 405 + }, + { + "label": "Herring", + "best_rank": 4300, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 1809 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "About", + "Also", + "It", + "Although", + "although", + "Hence" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "n", + "r", + "d", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "i", + "d", + "o", + "r", + "nt", + "wards", + "t" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "i", + "d", + "etc", + "r", + "o", + "a", + "c" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "a", + "al", + "l", + "in", + "wards", + "thus", + "ar", + "i" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "하였다", + "itatively", + "ients", + "therein", + "persons", + "Nevertheless", + "ile", + "in" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ients", + "itatively", + "persons", + "Moreover", + "herewith", + "persons", + "thereon", + "ial" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "Moreover", + "Moreover", + "Nevertheless", + "henceforth", + "thus", + "whereas", + "furthermore", + "according" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Moreover", + "Furthermore", + "Moreover", + "Nevertheless", + "하였습니다", + "furthermore", + "consequently", + "하였" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Furthermore", + "Moreover", + "thereafter", + "thus", + "also", + "Guangdong", + "henceforth", + "Shandong" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "although", + "Furthermore", + "Moreover", + "characteristic", + "Consequently", + "Although", + "henceforth" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "Moreover", + "moreover", + "Moreover", + "furthermore", + "Consequently", + "Furthermore", + "whereas", + "henceforth" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "Moreover", + "Moreover", + "moreover", + "Furthermore", + "furthermore", + "Consequently", + "whereas", + "concomit" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Moreover", + "Moreover", + "moreover", + "concomitant", + "concomit", + "Furthermore", + "adsorption", + "qualitatively" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "Moreover", + "qualitatively", + "Moreover", + "adsorption", + "empirically", + "metallurgical", + "increase", + "empirical" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "empirical", + "acceleration", + "empirically", + "adsorption", + "intensified", + "accelerating", + "metallurgical", + "increase" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "acceleration", + "accelerating", + "accelerated", + "increase", + "empirical", + "empirically", + "exponential", + "increasing" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "accelerating", + "acceleration", + "accelerated", + "growth", + "phenomenon", + "increase", + "exponential", + "empirical" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "accelerating", + "acceleration", + "phenomenon", + "accelerated", + "increase", + "increasing", + "empirically", + "growth" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "accelerating", + "phenomenon", + "increase", + "acceleration", + "increasing", + "accelerated", + "intensifying", + "scientific" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "increase", + "increases", + "phenomenon", + "Increasing", + "increasing", + "Increases", + "Consequently", + "increased" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "phenomenon", + "Consequently", + "empirically", + "empirical", + "consequently", + "phenomena", + "때문이다", + "furthermore" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "consequently", + "subsequently", + "nonetheless", + "nevertheless", + "persists", + "accumulates", + "simultaneously", + "thus" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Which", + "However", + "Also", + "Although", + "Furthermore", + "Consequently", + "which" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Also", + "This", + "Furthermore", + "However", + "Consequently", + "Because", + "Which", + "Additionally" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Also", + "This", + "Furthermore", + "However", + "Additionally", + "Similarly", + "Although", + "Moreover" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Also", + "Furthermore", + "However", + "Similarly", + "Additionally", + "Consequently", + "Conversely" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Also", + "This", + "Similarly", + "Furthermore", + "Additionally", + "However", + "Similarly", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "Similarly", + "Also", + "However", + "Meanwhile", + "Furthermore", + "Additionally", + "Although" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "However", + "Meanwhile", + "Similarly", + "Therefore", + "Consequently", + "Furthermore", + "Additionally" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "Conversely", + "Similarly", + "Consequently", + "Additionally", + "Therefore", + "Meanwhile", + "Furthermore" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Conversely", + "Similarly", + "Consequently", + "Additionally", + "Meanwhile", + "this", + "Therefore" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "Conversely", + "Similarly", + "Additionally", + "Consequently", + "Therefore", + "Meanwhile" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "this", + "Conversely", + "Similarly", + "Therefore", + "Additionally", + "Consequently", + "Likewise" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "Conversely", + "Similarly", + "Likewise", + "Additionally", + "Consequently", + "Therefore" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "Similarly", + "Conversely", + "Likewise", + "This", + "Therefore", + "However", + "this" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Conversely", + "Similarly", + "this", + "This", + "Likewise", + "Therefore", + "However" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Similarly", + "Conversely", + "This", + "this", + "Therefore", + "Likewise", + "However" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "Similarly", + "Conversely", + "This", + "Therefore", + "Likewise", + "However", + "this" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Similarly", + "Slow", + "Conversely", + "Likewise", + "Faster", + "Furthermore", + "The" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "Similarly", + "Conversely", + "Furthermore", + "However", + "The", + "this", + "Slow" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Slow", + "For", + "In", + "Bulk", + "Atomic", + "This" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 34431, + 13364, + 30283, + 26988, + 27306, + 75678, + 89443, + 86647, + 86822, + 35631, + 31737, + 32914, + 44758, + 33068, + 54082, + 35050, + 35506, + 22352, + 26029, + 16301, + 11376, + 18689, + 17448, + 23632, + 37435, + 62719, + 59311, + 46796, + 37256, + 39038, + 44202, + 37859, + 18460, + 7588, + 3617, + 5365, + 4360, + 2692, + 1854, + 4587, + 3372, + 3906 + ] + }, + { + "label": "Herring", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 56067, + 138015, + 117642, + 133147, + 70755, + 31337, + 69020, + 36391, + 41681, + 33248, + 16379, + 27623, + 108534, + 136071, + 135924, + 76140, + 42275, + 34814, + 32499, + 20871, + 9191, + 28522, + 84489, + 14839, + 22391, + 22400, + 20330, + 22783, + 12640, + 8920, + 12896, + 12609, + 15218, + 5062, + 4301, + 6566, + 7775, + 10204, + 10013, + 16929, + 14516, + 6359 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 138195, + 118181, + 217534, + 136556, + 196305, + 102210, + 100083, + 256076, + 259469, + 257326, + 240001, + 182730, + 89943, + 63302, + 23511, + 20741, + 17135, + 6659, + 2595, + 1226, + 581, + 406 + ] + }, + { + "label": "Herring", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 149571, + 110056, + 63856, + 147366, + 73482, + 130154, + 80941, + 64998, + 84945, + 104689, + 86250, + 91537, + 148157, + 86478, + 20240, + 18074, + 7457, + 1810, + 4996, + 2405, + 3383, + 6376 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 27.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "controlled", + "output_checked": true + }, + { + "concept": "which", + "score": 20.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "by", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 14.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "as", + "output_checked": true + }, + { + "concept": "with", + "score": 14.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 14.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "bulk", + "output_checked": true + }, + { + "concept": "This", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "whereas", + "score": 10.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 9.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "by", + "output_checked": true + }, + { + "concept": "often", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "when", + "score": 7.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "increases", + "output_checked": true + }, + { + "concept": "characteristics", + "score": 7.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "bulk", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-04__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-04__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-04__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-04__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-04__heatmap.png" + } + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Lattice-diffusion creep 5", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Material is transported through crystal interiors from interfaces under compression to interfaces under tension, gradually elongating the specimen.", + "prompt_tail": "Material is transported through crystal interiors from interfaces under compression to interfaces under tension, gradually elongating the specimen.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 21 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice-diffusion-creep", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "Herring", + "surfaces": [ + "Herring" + ], + "token_ids": [ + 187758, + 104598 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 15963, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 10341 + }, + { + "label": "Herring", + "best_rank": 9935, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 8026 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "About", + "Also", + "Although", + "It", + "Also", + "however" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "o", + "i", + "a", + "d", + "nt", + "r", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "o", + "d", + "t", + "wards", + "i", + "ie", + "nt" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "o", + "l", + "i", + "r", + "etc", + "a", + "wards", + "d" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "to", + "a", + "l", + "wards", + "thus", + "al", + "o", + "in" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "iting", + "ety", + "toward", + "thus", + "ile", + "alen", + "enso", + "arily" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ety", + "al", + "ial", + "thus", + "ile", + "arily", + "ened", + "ients" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thus", + "thereby", + "utilizing", + "toward", + "thus", + "aiding", + "towards", + "aided" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thus", + "towards", + "subsequently", + "Furthermore", + "utilizing", + "thereafter", + "during", + "to" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Additionally", + "thus", + "Furthermore", + "thereafter", + "subsequently", + "during", + "while", + "thereby" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "thus", + "thereby", + "toward", + "while", + "Thus", + "subsequently", + "his" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "thus", + "furthermore", + "Thus", + "Furthermore", + "wherein", + "Moreover", + "moreover" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thereby", + "toward", + "thus", + "Furthermore", + "Moreover", + "moreover", + "Thus", + "wherein" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Moreover", + "Furthermore", + "Moreover", + "thereby", + "growth", + "cylind", + "moreover", + "elongation" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "elongation", + "longitudinally", + "growth", + "lengthening", + "tensile", + "enlargement", + "maturation", + "cylind" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "elongation", + "lengthening", + "maturation", + "tensile", + "stabilization", + "longitudinally", + "growth", + "ductile" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "lengthening", + "elongation", + "growth", + "maturation", + "longitudinally", + "expansion", + "tensile", + "increasing" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "lengthening", + "growth", + "elongation", + "increasing", + "enlargement", + "tensile", + "expansion", + "accelerating" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "lengthening", + "increasing", + "growth", + "gradually", + "progressively", + "accelerating", + "elongation", + "expansion" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "lengthening", + "increasing", + "gradually", + "progressively", + "accelerating", + "expansion", + "accumulating", + "enlargement" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "gradually", + "increasing", + "progressively", + "thereby", + "resulting", + "lengthening", + "increase", + "growth" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "thereby", + "culminates", + "gradually", + "subsequently", + "Gradually", + "Consequently", + "thus", + "resulting" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "thereby", + "thus", + "culminating", + "gradually", + "increasing", + "consequently", + "ultimately", + "resulting" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Also", + "Furthermore", + "Which", + "This", + "Eventually", + "Then", + "which", + "Ultimately" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Furthermore", + "Also", + "Additionally", + "Consequently", + "Ultimately", + "Then", + "Therefore" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "Also", + "Additionally", + "This", + "Ultimately", + "Meanwhile", + "Eventually", + "Consequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Also", + "Additionally", + "This", + "Eventually", + "Meanwhile", + "Subsequently", + "Ultimately" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "Furthermore", + "Additionally", + "this", + "Eventually", + "Also", + "Subsequently", + "Ultimately" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "Meanwhile", + "Eventually", + "Additionally", + "Furthermore", + "this", + "Consequently", + "Subsequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "Meanwhile", + "this", + "Consequently", + "Therefore", + "Additionally", + "Furthermore", + "Eventually" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "this", + "Meanwhile", + "Consequently", + "Therefore", + "Additionally", + "This", + "meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Meanwhile", + "Consequently", + "This", + "Additionally", + "meanwhile", + "Eventually" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "This", + "Meanwhile", + "Additionally", + "Consequently", + "Therefore", + "meanwhile" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "this", + "This", + "Meanwhile", + "Additionally", + "Simultaneously", + "هذا", + "Consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "This", + "Simultaneously", + "Meanwhile", + "Additionally", + "Subsequently", + "Consequently" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "This", + "Simultaneously", + "Meanwhile", + "The", + "Eventually", + "Additionally" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "Meanwhile", + "The", + "Simultaneously", + "Therefore", + "Consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "The", + "Therefore", + "Meanwhile", + "Simultaneously", + "Similarly" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "The", + "This", + "Therefore", + "Furthermore", + "Simultaneously", + "Additionally" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "The", + "Simultaneously", + "Eventually", + "this", + "Ultimately", + "Therefore", + "Finally" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "The", + "this", + "Furthermore", + "During", + "Finally", + "Therefore", + "Simultaneously" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Material", + "It", + "In", + "This", + "For", + "At" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 32019, + 13968, + 26529, + 30599, + 30184, + 130936, + 114708, + 126403, + 128523, + 69499, + 92032, + 95835, + 129910, + 123793, + 105877, + 133607, + 125625, + 60836, + 61367, + 36722, + 15964, + 45859, + 51702, + 39566, + 46907, + 80035, + 74893, + 53129, + 36020, + 42653, + 55833, + 58043, + 49346, + 32427, + 34110, + 41555, + 50638, + 36974, + 26429, + 34485, + 32981, + 49805 + ] + }, + { + "label": "Herring", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 41822, + 136124, + 106620, + 153010, + 100296, + 56577, + 44768, + 38877, + 35183, + 38535, + 17731, + 33229, + 57753, + 90955, + 139315, + 119909, + 53364, + 40217, + 38061, + 26763, + 19014, + 24979, + 60357, + 15488, + 20068, + 27229, + 23907, + 32045, + 17528, + 12816, + 16897, + 18188, + 22565, + 11962, + 9936, + 14952, + 17716, + 27952, + 25833, + 66269, + 49730, + 19602 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 142881, + 96157, + 169694, + 75225, + 196608, + 122009, + 69847, + 249833, + 250409, + 253356, + 224249, + 179347, + 112609, + 95873, + 69919, + 69467, + 63273, + 49946, + 47015, + 28643, + 18713, + 10342 + ] + }, + { + "label": "Herring", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 123286, + 38763, + 32072, + 48077, + 26172, + 160661, + 31133, + 51646, + 9960, + 13994, + 21970, + 48238, + 157258, + 130796, + 56623, + 32796, + 34784, + 8027, + 31101, + 12033, + 10688, + 26067 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "and", + "score": 31.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "from", + "output_checked": true + }, + { + "concept": "during", + "score": 14.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "transported", + "output_checked": true + }, + { + "concept": "because", + "score": 13.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "is", + "output_checked": true + }, + { + "concept": "This", + "score": 12.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "which", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "pressure", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "under", + "output_checked": true + }, + { + "concept": "tunnels", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "through", + "output_checked": true + }, + { + "concept": "lengthening", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ating", + "output_checked": true + }, + { + "concept": "one", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "from", + "output_checked": true + }, + { + "concept": "crystals", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "tensile", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "tension", + "output_checked": true + }, + { + "concept": "while", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "interfaces", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-05__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-05__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-05__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-05__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-05__heatmap.png" + } + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-06", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Lattice-diffusion creep 6", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A fine-grained ceramic deforms under low stress near its melting temperature through diffusion across the volume of each crystallite rather than along interfaces.", + "prompt_tail": "fine-grained ceramic deforms under low stress near its melting temperature through diffusion across the volume of each crystallite rather than along interfaces.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice-diffusion-creep", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "Herring", + "surfaces": [ + "Herring" + ], + "token_ids": [ + 187758, + 104598 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 5603, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 472 + }, + { + "label": "Herring", + "best_rank": 2866, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 11444 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "It", + "About", + "Also", + "whereas", + "although", + "This", + "The" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "nt", + "n", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "l", + "i", + "d", + "o", + "nt", + "le", + "al" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "i", + "d", + "r", + "al", + "o", + "wards", + "il" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "to", + "al", + "wards", + "d", + "ally", + "l", + "a", + "ised" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ued", + "ially", + "cted", + "ably", + "yses", + "atively", + "ically", + "rue" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ally", + "ically", + "al", + "ist", + "ic", + "ably", + "ial", + "ients" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "utilised", + "utilising", + "subsequently", + "whilst", + "resultant", + "utilises", + "characterised", + "wherein" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "utilising", + "utilised", + "subsequently", + "Furthermore", + "consequently", + "Whilst", + "characterised", + "whilst" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "subsequently", + "utilised", + "thus", + "utilising", + "towards", + "primarily", + "Additionally" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "subsequently", + "thus", + "which", + "thereby", + "utilised", + "Whilst", + "whilst", + "utilising" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "whereas", + "furthermore", + "whereby", + "whilst", + "thus", + "Furthermore", + "consequently" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thereby", + "whereas", + "whereby", + "furthermore", + "utilising", + "whilst", + "Furthermore", + "consequently" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thereby", + "utilising", + "utilised", + "centralised", + "consequently", + "whereas", + "subsequently", + "whereby" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "metallurgical", + "geochemical", + "physicochemical", + "geological", + "metallurgy", + "chemically", + "subsurface", + "molecular" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "subsurface", + "geochemical", + "molecular", + "characteristic", + "metallurgy", + "geological", + "chemically" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "metallurgical", + "subsurface", + "mechanistic", + "characteristic", + "metallurgy", + "molecular", + "physiologically", + "technique" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "subsurface", + "microscopic", + "physiologically", + "subterranean", + "physiology", + "physiological", + "intercellular", + "epidermal" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "microscopic", + "subsurface", + "characteristic", + "physiology", + "physiological", + "physiologically", + "technique", + "mechanistic" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "characteristic", + "microscopic", + "subsurface", + "characteristics", + "predominance", + "intercellular", + "epidermal", + "subterranean" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "microscopic", + "emphasis", + "exclusively", + "characteristics", + "characteristic", + "predominance", + "focus", + "concentration" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "emphasis", + "focus", + "の研究", + "exclusively", + "physiology", + "subsurface", + "focuses", + "concentrating" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "instead", + "primarily", + "rather", + "unlike", + "Instead", + "exclusively", + "focused", + "because" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Which", + "However", + "Furthermore", + "Consequently", + "Instead", + "Then", + "Because" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "However", + "Because", + "this", + "Then", + "Therefore" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "this", + "Furthermore", + "Consequently", + "However", + "Therefore", + "Also", + "Subsequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Consequently", + "Furthermore", + "this", + "However", + "Subsequently", + "Therefore", + "Then" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "this", + "Consequently", + "This", + "Furthermore", + "Therefore", + "consequently", + "Subsequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "These", + "This", + "Furthermore", + "However" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "this", + "This", + "Consequently", + "Therefore", + "This", + "These", + "はこの", + "이러한" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "This", + "Thus", + "These", + "Hence" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Consequently", + "This", + "هذا", + "Therefore", + "この", + "this" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "This", + "هذا", + "はこの", + "this", + "この", + "Consequently" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "هذا", + "This", + "はこの", + "this", + "この", + "この" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "هذا", + "This", + "this", + "この", + "はこの", + "この" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "This", + "هذا", + "Therefore", + "this", + "Consequently", + "इस" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "هذا", + "Therefore", + "this", + "Consequently", + "这种" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "هذا", + "इस", + "this", + "这种", + "Therefore" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "This", + "هذا", + "Therefore", + "इस", + "这种", + "Its" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "The", + "Therefore", + "This", + "هذا", + "这种", + "Consequently" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "It", + "Its", + "Because", + "The", + "Therefore", + "What" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Diffusion", + "High", + "In", + "Fine", + "What", + "Heat" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 32472, + 14942, + 31176, + 23647, + 19726, + 71925, + 96506, + 94971, + 87014, + 58250, + 47472, + 57840, + 46825, + 38137, + 35355, + 46778, + 67165, + 25602, + 23594, + 18785, + 33029, + 105516, + 40228, + 45207, + 52716, + 64176, + 72690, + 44437, + 30599, + 46932, + 58208, + 54498, + 31759, + 10482, + 6597, + 6890, + 10140, + 5604, + 6094, + 8171, + 16184, + 7232 + ] + }, + { + "label": "Herring", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 66800, + 144937, + 124879, + 149030, + 94093, + 56770, + 79841, + 37770, + 33476, + 22513, + 14420, + 5962, + 19962, + 49984, + 37378, + 19143, + 12703, + 2867, + 3469, + 4541, + 5331, + 38167, + 114334, + 27880, + 28237, + 35620, + 28478, + 34358, + 21632, + 22979, + 22451, + 27615, + 39750, + 19897, + 14706, + 12963, + 16891, + 30682, + 24976, + 46019, + 32483, + 20725 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 159460, + 122670, + 251224, + 139540, + 119408, + 125636, + 107932, + 252621, + 257355, + 240755, + 214822, + 125297, + 25716, + 36973, + 7721, + 12616, + 19091, + 6089, + 1962, + 723, + 659, + 473 + ] + }, + { + "label": "Herring", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 173660, + 61596, + 33822, + 105764, + 54748, + 118882, + 66459, + 115775, + 66225, + 64881, + 46438, + 130204, + 188543, + 187839, + 100266, + 77960, + 87377, + 31925, + 57661, + 11445, + 12566, + 30971 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 32.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 21.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "and", + "score": 20.0, + "best_rank": 5, + "best_depth": 68.3, + "near_token": "diffusion", + "output_checked": true + }, + { + "concept": "whereas", + "score": 17.0, + "best_rank": 2, + "best_depth": 68.3, + "near_token": "A", + "output_checked": true + }, + { + "concept": "analysis", + "score": 12.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "de", + "output_checked": true + }, + { + "concept": "but", + "score": 11.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "low", + "output_checked": true + }, + { + "concept": "due", + "score": 10.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "mechanisms", + "score": 9.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "through", + "output_checked": true + }, + { + "concept": "deformation", + "score": 7.0, + "best_rank": 1, + "best_depth": 53.7, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "granularity", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "osmotic", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "through", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-06__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-06__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-06__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-06__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-06__heatmap.png" + } + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-07", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Lattice-diffusion creep 7", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Atoms leave compressed grain faces, traverse the crystal lattice, and attach at tensile faces, leading to time-dependent shape change.", + "prompt_tail": "Atoms leave compressed grain faces, traverse the crystal lattice, and attach at tensile faces, leading to time-dependent shape change.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice-diffusion-creep", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "Herring", + "surfaces": [ + "Herring" + ], + "token_ids": [ + 187758, + 104598 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 20815, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 9950 + }, + { + "label": "Herring", + "best_rank": 6253, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 2759 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "Also", + "About", + "whereas", + "It", + "Although", + "although", + "Also" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "r", + "n", + "d", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "o", + "wards", + "i", + "d", + "lly", + "r", + "nt" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "l", + "ct", + "etc", + "o", + "d", + "i", + "a" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "to", + "a", + "via", + "in", + "al", + "e", + "ely", + "towards" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "urized", + "iting", + "ited", + "aan", + "ially", + "aka", + "yy", + "etal" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "al", + "ical", + "ited", + "wards", + "ile", + "ial", + "ily", + "ic" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "functionalities", + "subsequently", + "utilizing", + "populace", + "utilized", + "entity", + "during", + "ually" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "subsequently", + "thereafter", + "utilizing", + "Uttarakhand", + "during", + "Makassar", + "concurrently", + "Odisha" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thereafter", + "subsequently", + "etiology", + "utilizing", + "Uttarakhand", + "subsequent", + "during", + "utilization" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "etiology", + "thereafter", + "morphology", + "subsequent", + "subsequently", + "periodicity", + "resultant", + "utilization" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "etiology", + "occurrence", + "thereafter", + "occurring", + "periodicity", + "wherein", + "thereby", + "subsequently" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "necessitating", + "periodicity", + "etiology", + "thereafter", + "subsequently", + "morphology", + "characterized", + "resultant" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "periodicity", + "morphology", + "necessitating", + "viscoelastic", + "etiology", + "resultant", + "oscillatory", + "emergence" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "morphology", + "periodicity", + "viscoelastic", + "oscillatory", + "sedimentation", + "microstructure", + "morphogenesis", + "physicochemical" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "morphology", + "viscoelastic", + "morphogenesis", + "microstructure", + "periodicity", + "morphological", + "viscosity", + "kinet" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "morphology", + "viscoelastic", + "morphogenesis", + "kinet", + "kinematic", + "kinetic", + "morphological", + "periodicity" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "viscoelastic", + "morphogenesis", + "morphology", + "physiological", + "kinetics", + "kinet", + "instability", + "reactivity" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "morphogenesis", + "morphology", + "evolving", + "physiological", + "viscoelastic", + "evolution", + "reactivity", + "microstructure" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "morphogenesis", + "morphology", + "evolving", + "mechanism", + "microstructure", + "mechanisms", + "viscoelastic", + "anthropogenic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "morphology", + "evolving", + "characteristics", + "evolutionary", + "microstructure", + "characteristic", + "morphogenesis", + "interplay" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "phenomenon", + "phenomena", + "interplay", + "mechanisms", + "characteristics", + "phenomenology", + "Mechanism", + "mechanistic" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "thus", + "consequently", + "thereby", + "accordingly", + "ultimately", + "subsequently", + "indicative", + "temporally" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Therefore", + "Ultimately", + "Consequently", + "Thus", + "Eventually", + "Furthermore", + "Which" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Therefore", + "Ultimately", + "Consequently", + "Because", + "These", + "Furthermore", + "However" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "Ultimately", + "Therefore", + "Consequently", + "Furthermore", + "this", + "However", + "These" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "However", + "Consequently", + "this", + "Ultimately", + "Furthermore", + "Therefore", + "These" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "this", + "These", + "This", + "Consequently", + "However", + "Therefore", + "Ultimately" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "this", + "These", + "While", + "Meanwhile", + "Consequently", + "Therefore", + "However" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "These", + "Therefore", + "Consequently", + "Meanwhile", + "This", + "Thus" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "this", + "These", + "This", + "Therefore", + "Consequently", + "Meanwhile", + "هذا" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "This", + "هذا", + "この", + "Consequently", + "Therefore", + "Meanwhile" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "This", + "هذا", + "この", + "this", + "这个", + "この" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "هذا", + "This", + "この", + "この", + "this", + "这个" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "هذا", + "This", + "this", + "この", + "この", + "इस" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "This", + "هذا", + "this", + "Examples", + "Similarly", + "Meanwhile" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "هذا", + "this", + "这种", + "THIS", + "这个" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "هذا", + "这种", + "this", + "Similarly", + "この" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "This", + "هذا", + "Similarly", + "Therefore", + "this", + "For" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "This", + "For", + "Similarly", + "The", + "Here", + "Simultaneously" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "Similarly", + "Here", + "This", + "For", + "Similar", + "Furthermore" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "In", + "Grain", + "Here", + "For", + "This", + "A" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 31973, + 13497, + 33768, + 27440, + 49065, + 95649, + 119052, + 105438, + 75936, + 23626, + 11708, + 8938, + 15752, + 11955, + 14888, + 22463, + 52558, + 34202, + 53570, + 43262, + 37032, + 76771, + 33027, + 55053, + 54757, + 94198, + 102097, + 76970, + 60429, + 85032, + 99969, + 73278, + 61947, + 42205, + 23198, + 26318, + 28271, + 20816, + 16173, + 18164, + 17153, + 25918 + ] + }, + { + "label": "Herring", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 50206, + 141784, + 130915, + 146935, + 161648, + 120439, + 131852, + 91739, + 71366, + 58169, + 60227, + 37444, + 80842, + 125913, + 122633, + 108051, + 69799, + 31257, + 43883, + 37506, + 50847, + 40279, + 113024, + 17399, + 20523, + 23943, + 23074, + 22039, + 14770, + 11423, + 15013, + 12431, + 18204, + 9669, + 6337, + 6605, + 6254, + 10451, + 13175, + 30131, + 18562, + 8788 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 157043, + 118307, + 228373, + 139747, + 194017, + 113382, + 65240, + 232088, + 249112, + 239125, + 200136, + 92547, + 41062, + 118882, + 49193, + 22464, + 55616, + 72185, + 32037, + 21735, + 10715, + 9951 + ] + }, + { + "label": "Herring", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 159380, + 76408, + 26785, + 47154, + 40157, + 103926, + 66825, + 82023, + 29528, + 49366, + 19346, + 40545, + 140146, + 113722, + 41419, + 26510, + 37425, + 7539, + 15891, + 4307, + 2760, + 6304 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "deformation", + "score": 20.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "because", + "score": 18.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "leave", + "output_checked": true + }, + { + "concept": "subsequently", + "score": 17.0, + "best_rank": 1, + "best_depth": 53.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "This", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "areas", + "score": 10.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "geometries", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "migratory", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "leaving", + "score": 9.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ",", + "output_checked": true + }, + { + "concept": "during", + "score": 9.0, + "best_rank": 8, + "best_depth": 90.2, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "dependent", + "output_checked": true + }, + { + "concept": "which", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "interstitial", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "traverse", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-07__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-07__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-07__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-07__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-07__heatmap.png" + } + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-08", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Lattice-diffusion creep 8", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "The steady deformation rate varies inversely with the square of crystallite size and is controlled by bulk self-diffusion.", + "prompt_tail": "The steady deformation rate varies inversely with the square of crystallite size and is controlled by bulk self-diffusion.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 22 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice-diffusion-creep", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "Herring", + "surfaces": [ + "Herring" + ], + "token_ids": [ + 187758, + 104598 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 5628, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 27775 + }, + { + "label": "Herring", + "best_rank": 1989, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 22, + "logit_lens_best_rank": 7721 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "About", + "although", + "Also", + "Although", + "It", + "whereas" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "d", + "r", + "n", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "i", + "le", + "o", + "d", + "ie", + "r" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "le", + "d", + "l", + "a", + "al", + "ct", + "g" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "a", + "ally", + "ised", + "al", + "d", + "le", + "l" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ients", + "therein", + "wards", + "thereafter", + "thereon", + "thence", + "thus", + "ially" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "wards", + "utilising", + "isation", + "utilised", + "utilisation", + "ients", + "ial", + "isable" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "utilised", + "utilising", + "utilisation", + "utilises", + "characterised", + "isation", + "behaviour", + "subsequently" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "utilising", + "utilised", + "subsequently", + "thereafter", + "hence", + "towards", + "which", + "thus" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "subsequently", + "USSR", + "thereafter", + "utilized", + "utilizing", + "GDR", + "towards", + "during" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "proximate", + "thence", + "subsequently", + "subsequent", + "prior", + "proximal", + "supplementation" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "concomit", + "thereafter", + "concomitant", + "resultant", + "thence", + "thereby", + "proximate", + "hence" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "concomit", + "thence", + "resultant", + "concomitant", + "necessitating", + "proximate", + "thereafter", + "principally" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "osmotic", + "geochemical", + "concomit", + "hydrocarbon", + "proximal", + "concomitant", + "permeability", + "proximate" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "geochemical", + "geochemistry", + "osmotic", + "physicochemical", + "permeability", + "sedimentation", + "catalysis", + "benthic" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "osmotic", + "geochemical", + "geochemistry", + "permeability", + "microstructure", + "molecular", + "viscosity", + "electrochemical" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "osmotic", + "metabolic", + "metabolism", + "molecular", + "geochemical", + "kinetics", + "metabol", + "geochemistry" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "osmotic", + "slowest", + "molecular", + "geochemistry", + "geochemical", + "metabolism", + "subsurface", + "geologic" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "slowest", + "metabolism", + "molecular", + "geochemistry", + "physiology", + "osmotic", + "geochemical", + "metabolic" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "microstructure", + "slowest", + "geochemistry", + "metabolism", + "molecular", + "propulsion", + "physiology", + "geochemical" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "geochemistry", + "microstructure", + "therefore", + "primacy", + "underlies", + "metallurgy", + "geochemical", + "physiology" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "geochemistry", + "primacy", + "accordingly", + "therefore", + "microstructure", + "limitation", + "therefore", + "catalysis" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "therefore", + "therefore", + "accordingly", + "thus", + "exclusively", + "only", + "consequently", + "thereby" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Which", + "Furthermore", + "This", + "Finally", + "However", + "Also", + "What", + "Consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Also", + "Furthermore", + "This", + "Therefore", + "Consequently", + "Meanwhile", + "Additionally", + "However" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "This", + "Therefore", + "Also", + "Meanwhile", + "Consequently", + "Additionally", + "Similarly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Furthermore", + "Meanwhile", + "Therefore", + "However", + "Consequently", + "Similarly", + "During" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Furthermore", + "This", + "Similarly", + "Meanwhile", + "Therefore", + "Additionally", + "Consequently", + "Also" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "Similarly", + "Therefore", + "Furthermore", + "However", + "Additionally", + "This", + "Consequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Therefore", + "Consequently", + "However", + "Here", + "This", + "Thus", + "Additionally", + "Meanwhile" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Therefore", + "Consequently", + "This", + "Additionally", + "Thus", + "Here", + "Hence", + "accordingly" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Therefore", + "Consequently", + "This", + "accordingly", + "therefore", + "Additionally", + "Here", + "Thus" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Therefore", + "Here", + "This", + "Consequently", + "therefore", + "Hence", + "Thus", + "accordingly" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Therefore", + "This", + "Here", + "Consequently", + "therefore", + "Hence", + "here", + "Thus" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Therefore", + "Here", + "Hence", + "Consequently", + "Thus", + "Similarly", + "Additionally" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "Therefore", + "Here", + "Thus", + "Hence", + "Similarly", + "Recently", + "Consequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Therefore", + "This", + "Here", + "Thus", + "Hence", + "Consequently", + "Therefore", + "Furthermore" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Therefore", + "This", + "Here", + "Thus", + "Hence", + "Consequently", + "here", + "Therefore" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Therefore", + "This", + "Here", + "Thus", + "Furthermore", + "Hence", + "here", + "Consequently" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Therefore", + "This", + "Here", + "Thus", + "Given", + "here", + "For", + "According" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "Therefore", + "Here", + "here", + "Given", + "Thus", + "Furthermore", + "For" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "Here", + "The", + "Therefore", + "For", + "In", + "Thus", + "Given" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 33237, + 14430, + 29624, + 25636, + 21656, + 72518, + 78360, + 82713, + 79114, + 59116, + 17926, + 14109, + 18478, + 10567, + 11800, + 13137, + 23595, + 13510, + 11432, + 6704, + 5629, + 12633, + 46234, + 30470, + 40059, + 67751, + 69367, + 55149, + 36372, + 37267, + 51533, + 52954, + 51245, + 24065, + 14356, + 33992, + 56949, + 39070, + 48773, + 54141, + 86496, + 42543 + ] + }, + { + "label": "Herring", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 42399, + 141337, + 115381, + 113892, + 57243, + 18753, + 57117, + 18036, + 30429, + 31240, + 14413, + 10343, + 31570, + 50337, + 42992, + 42097, + 23389, + 6917, + 6393, + 3810, + 1990, + 3800, + 67874, + 17782, + 18871, + 25725, + 26927, + 31761, + 20219, + 18414, + 22819, + 18984, + 34081, + 30886, + 25267, + 20577, + 18166, + 43449, + 47653, + 81862, + 75745, + 44928 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 147738, + 123919, + 240506, + 201836, + 176387, + 163895, + 113604, + 253284, + 258145, + 256714, + 230089, + 175719, + 80238, + 99136, + 38733, + 34971, + 84470, + 74507, + 27776, + 30932, + 43924, + 36618 + ] + }, + { + "label": "Herring", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 150168, + 148110, + 63786, + 34232, + 25312, + 139808, + 54048, + 145980, + 45797, + 54382, + 39474, + 65197, + 128111, + 121290, + 52090, + 57916, + 47324, + 14985, + 45836, + 13215, + 7722, + 36910 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 18.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "coefficient", + "score": 12.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "whereas", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "inversely", + "output_checked": true + }, + { + "concept": "viscosity", + "score": 9.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "by", + "output_checked": true + }, + { + "concept": "was", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "also", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "throughout", + "score": 8.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "varies", + "output_checked": true + }, + { + "concept": "implies", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "rate", + "output_checked": true + }, + { + "concept": "linearly", + "score": 8.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "varies", + "output_checked": true + }, + { + "concept": "during", + "score": 7.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "size", + "output_checked": true + }, + { + "concept": "Therefore", + "score": 7.0, + "best_rank": 2, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-08__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-08__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-08__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-08__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-08__heatmap.png" + } + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-09", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Lattice-diffusion creep 9", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A high-temperature specimen elongates as missing-site defects carry mass transport through the interiors of its constituent crystals.", + "prompt_tail": "A high-temperature specimen elongates as missing-site defects carry mass transport through the interiors of its constituent crystals.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice-diffusion-creep", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "Herring", + "surfaces": [ + "Herring" + ], + "token_ids": [ + 187758, + 104598 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 342, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 51 + }, + { + "label": "Herring", + "best_rank": 6581, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 4568 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "About", + "It", + "whereas", + "although", + "Also", + "College", + "hence" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "r", + "n", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "i", + "o", + "d", + "r", + "le", + "al" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "d", + "al", + "o", + "i", + "r", + "ct", + "c" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "thence", + "atop", + "thus", + "to", + "wards", + "whilst", + "al", + "centred" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thereafter", + "herein", + "thence", + "henceforth", + "forthwith", + "pursuant", + "therein", + "yses" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "wherein", + "forthwith", + "whereby", + "chiefly", + "thereupon", + "thus", + "thereafter" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "wherein", + "whilst", + "whereby", + "subsequently", + "utilising", + "utilised", + "resultant", + "principally" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "wherein", + "Furthermore", + "utilizing", + "subsequently", + "consequently", + "Whilst", + "whereby", + "thereafter" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "wherein", + "subsequently", + "consequently", + "during", + "utilizing", + "whereby", + "which", + "thereafter" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "burgeoning", + "thence", + "nascent", + "concomit", + "wherein", + "更为", + "Whilst", + "concomitant" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "concomit", + "thence", + "heretofore", + "occasioned", + "concomitant", + "wherein", + "thereby", + "whence" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thence", + "concomit", + "concomitant", + "principally", + "whereupon", + "chiefly", + "thereby", + "посредством" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "concomit", + "concomitant", + "osmotic", + "nascent", + "benthic", + "anthropogenic", + "incipient", + "geochemical" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "osmotic", + "geochemical", + "mechanistic", + "benthic", + "anthropogenic", + "macroscopic", + "concomit", + "concomitant" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "osmotic", + "mechanistic", + "transdu", + "kinet", + "geochemical", + "subsurface", + "anthropogenic", + "electrochemical" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "osmotic", + "mechanistic", + "subterranean", + "metabolic", + "kinet", + "physiology", + "physiologically", + "physiological" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "osmotic", + "subterranean", + "metabolic", + "mechanistic", + "microscopic", + "metabol", + "migratory", + "molecular" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "mechanistic", + "metabolic", + "metabol", + "osmotic", + "migratory", + "anthropogenic", + "microscopic", + "microcos" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "anthropogenic", + "migratory", + "mechanistic", + "molecules", + "metabolic", + "microcos", + "microbial", + "evolutionary" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "anthropogenic", + "microscopic", + "migratory", + "evolutionary", + "metabolic", + "molecules", + "microstructure", + "scientists" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "mechanistic", + "anthropogenic", + "mechanism", + "mechan", + "scientists", + "Mechanism", + "kinetic", + "phenomenon" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "elucidate", + "facilitate", + "exemplify", + "exemplifies", + "employing", + "accrue", + "wherein", + "employ" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "This", + "Which", + "Consequently", + "Additionally", + "During", + "Subsequently", + "which" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "Additionally", + "Therefore", + "Also", + "Because", + "Moreover" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "this", + "Additionally", + "Meanwhile", + "Moreover", + "Therefore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "Additionally", + "this", + "Meanwhile", + "Similarly", + "Conversely" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "this", + "Consequently", + "Furthermore", + "These", + "Meanwhile", + "Additionally", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "this", + "These", + "Meanwhile", + "Consequently", + "Similarly", + "Furthermore", + "Additionally" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "These", + "Consequently", + "Meanwhile", + "these", + "Therefore", + "Furthermore" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "this", + "These", + "Consequently", + "Meanwhile", + "Therefore", + "Additionally", + "Conversely" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "These", + "Consequently", + "Meanwhile", + "Therefore", + "This", + "Conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "These", + "these", + "This", + "Consequently", + "Meanwhile", + "この" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "These", + "these", + "This", + "هذا", + "この", + "この" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "These", + "these", + "This", + "هذا", + "이러한", + "この" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "These", + "Simultaneously", + "This", + "Consequently", + "The", + "Conversely" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "These", + "This", + "Simultaneously", + "The", + "Consequently", + "Conversely" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "These", + "This", + "The", + "Simultaneously", + "Consequently", + "Conversely" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "These", + "The", + "Simultaneously", + "This", + "Consequently", + "Conversely" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "The", + "These", + "this", + "Simultaneously", + "Conversely", + "Consequently", + "At" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "These", + "The", + "Simultaneously", + "At", + "Furthermore", + "Similarly" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "In", + "High", + "At", + "Simultaneously", + "Thermal" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 27354, + 14806, + 30204, + 31371, + 24516, + 98389, + 87234, + 100106, + 97134, + 55897, + 60620, + 53152, + 68312, + 31702, + 29178, + 29180, + 30070, + 15650, + 14202, + 11015, + 9669, + 26402, + 13558, + 44930, + 47576, + 69518, + 65671, + 45570, + 27715, + 36566, + 34059, + 25426, + 10731, + 2539, + 1200, + 808, + 564, + 343, + 419, + 1005, + 957, + 1114 + ] + }, + { + "label": "Herring", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 49856, + 132932, + 113516, + 127026, + 66820, + 18008, + 28667, + 19123, + 37959, + 15891, + 7723, + 5884, + 11968, + 21030, + 31213, + 29408, + 26369, + 9542, + 8896, + 9094, + 7367, + 9089, + 6717, + 28495, + 29106, + 36406, + 30800, + 41489, + 16952, + 9980, + 13320, + 12660, + 17631, + 8423, + 7317, + 6582, + 7675, + 9064, + 9486, + 16432, + 14546, + 12905 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 84123, + 73402, + 132340, + 47851, + 93045, + 93922, + 80353, + 258872, + 257113, + 242861, + 210258, + 117655, + 37570, + 46642, + 5018, + 3498, + 1403, + 785, + 222, + 72, + 57, + 52 + ] + }, + { + "label": "Herring", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 192540, + 129937, + 21591, + 40174, + 7818, + 108700, + 38026, + 74588, + 45959, + 37139, + 37548, + 72941, + 71053, + 96310, + 53079, + 40021, + 36929, + 5140, + 15996, + 4569, + 5785, + 8976 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "during", + "score": 35.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ates", + "output_checked": true + }, + { + "concept": "because", + "score": 24.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "ates", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 23.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "ductility", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "elong", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 15.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "site", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "defects", + "output_checked": true + }, + { + "concept": "whereas", + "score": 11.0, + "best_rank": 2, + "best_depth": 68.3, + "near_token": "A", + "output_checked": true + }, + { + "concept": "This", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "atoms", + "score": 9.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "constituent", + "output_checked": true + }, + { + "concept": "and", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "site", + "output_checked": true + }, + { + "concept": "quality", + "score": 8.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "migratory", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "transport", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-09__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-09__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-09__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-09__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-09__heatmap.png" + } + }, + { + "slug": "mechanism-name-lattice-diffusion-creep-10", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Lattice-diffusion creep 10", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'vacancy' against eponym token 'Herring'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Under a small tensile load, bulk diffusion moves atoms toward faces normal to the loading direction, producing gradual axial extension.", + "prompt_tail": "Under a small tensile load, bulk diffusion moves atoms toward faces normal to the loading direction, producing gradual axial extension.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice-diffusion-creep", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "Herring", + "surfaces": [ + "Herring" + ], + "token_ids": [ + 187758, + 104598 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 11719, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 4924 + }, + { + "label": "Herring", + "best_rank": 3016, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 2316 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "Also", + "About", + "It", + "Although", + "although", + "and" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "nt", + "n", + "d", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "o", + "d", + "i", + "wards", + "lly", + "nt", + "ie" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "o", + "l", + "d", + "a", + "al", + "ie", + "i" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "a", + "to", + "in", + "al", + "d", + "l", + "ally", + "o" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ients", + "ued", + "ally", + "ially", + "al", + "iting", + "ile", + "ened" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ally", + "al", + "ist", + "ients", + "ial", + "ened", + "ic", + "ive" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "wards", + "utilizing", + "thus", + "toward", + "utilising", + "subsequently", + "whilst", + "ally" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "subsequently", + "thereafter", + "utilizing", + "toward", + "towards", + "wherein", + "utilising", + "notably" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thereafter", + "subsequently", + "thus", + "utilizing", + "towards", + "henceforth", + "subsequent", + "notably" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "thence", + "toward", + "proximate", + "subsequently", + "necessitating", + "wherein", + "thus" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thence", + "thereafter", + "wherein", + "toward", + "thereby", + "thus", + "thereto", + "whereupon" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thence", + "thereafter", + "toward", + "wherein", + "whence", + "whereupon", + "thereby", + "chiefly" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thence", + "necessitating", + "longitudinally", + "concomitant", + "thereafter", + "requisite", + "lengthening", + "concomit" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "longitudinally", + "sedimentation", + "quiescent", + "concomitant", + "lengthening", + "eastward", + "quies", + "thence" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "lengthening", + "sedimentation", + "osmotic", + "hydrostatic", + "longitudinally", + "elongation", + "quiescent", + "concomitant" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "lengthening", + "longitudinally", + "eastward", + "longitudinal", + "hydrostatic", + "acceleration", + "quiescent", + "northward" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "lengthening", + "longitudinally", + "longitudinal", + "hydrostatic", + "slowing", + "accelerating", + "acceleration", + "northward" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "lengthening", + "slowing", + "longitudinally", + "longitudinal", + "accelerating", + "gradual", + "sedimentation", + "acceleration" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "lengthening", + "gradually", + "slowing", + "incrementally", + "longitudinally", + "accumulating", + "accelerating", + "gradual" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "gradually", + "gradual", + "lengthening", + "steadily", + "incrementally", + "increasing", + "resultant", + "slowing" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "buoyancy", + "mechanically", + "attributable", + "observed", + "passively", + "observations", + "byproduct", + "contributing" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "thus", + "subsequently", + "consequently", + "exhibiting", + "resulting", + "subsequent", + "thereby", + "incrementally" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Furthermore", + "Also", + "Additionally", + "However", + "this", + "Consequently", + "While" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "this", + "Furthermore", + "However", + "Also", + "Consequently", + "Additionally", + "Because" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "this", + "Furthermore", + "Also", + "However", + "Additionally", + "Conversely", + "Similarly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Similarly", + "This", + "Conversely", + "Also", + "Furthermore", + "this", + "Additionally", + "However" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "this", + "This", + "Similarly", + "Conversely", + "Also", + "Additionally", + "Similarly", + "However" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Similarly", + "Conversely", + "This", + "this", + "Meanwhile", + "Also", + "Likewise", + "While" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "Similarly", + "this", + "Conversely", + "Meanwhile", + "Additionally", + "Simultaneously", + "However" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Conversely", + "This", + "Similarly", + "this", + "Meanwhile", + "Simultaneously", + "conversely", + "Likewise" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Conversely", + "Similarly", + "Meanwhile", + "Simultaneously", + "conversely", + "Likewise" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "Conversely", + "Similarly", + "Meanwhile", + "Simultaneously", + "conversely", + "Likewise" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "Conversely", + "Similarly", + "Simultaneously", + "conversely", + "This", + "هذا" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Conversely", + "Similarly", + "Simultaneously", + "conversely", + "Likewise", + "This" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "Conversely", + "this", + "Similarly", + "Simultaneously", + "Likewise", + "conversely", + "Meanwhile" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Conversely", + "this", + "Similarly", + "Simultaneously", + "conversely", + "Likewise", + "Meanwhile" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Conversely", + "this", + "Similarly", + "Simultaneously", + "conversely", + "Likewise", + "This" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "Conversely", + "this", + "Similarly", + "Simultaneously", + "conversely", + "Likewise", + "The" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Conversely", + "Simultaneously", + "Similarly", + "this", + "Likewise", + "When", + "conversely" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "Conversely", + "this", + "Similarly", + "Simultaneously", + "At", + "When", + "In" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "In", + "Conversely", + "The", + "For", + "Simultaneously", + "Bulk", + "At" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "vacancy", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 31929, + 14459, + 30463, + 24347, + 23393, + 69910, + 74828, + 120805, + 90457, + 58973, + 28455, + 34384, + 58985, + 33757, + 21006, + 43896, + 81299, + 112179, + 96844, + 90693, + 77419, + 153880, + 19226, + 32926, + 34977, + 55003, + 56586, + 50651, + 47969, + 51299, + 55432, + 56567, + 45634, + 28464, + 16254, + 13122, + 17153, + 11720, + 13333, + 12425, + 10416, + 13637 + ] + }, + { + "label": "Herring", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 51244, + 147921, + 140467, + 159385, + 123554, + 84387, + 89933, + 55674, + 41943, + 51633, + 32236, + 19857, + 57341, + 84616, + 66462, + 45535, + 13102, + 6148, + 4767, + 4456, + 4664, + 9064, + 69280, + 12477, + 17152, + 14606, + 13330, + 17960, + 10891, + 7949, + 7585, + 6723, + 7830, + 4267, + 3510, + 4393, + 3017, + 3372, + 3624, + 12810, + 8375, + 5795 + ] + } + ], + "logit_lens": [ + { + "label": "vacancy", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 142689, + 86014, + 183840, + 56859, + 119287, + 163493, + 64123, + 235918, + 255489, + 246771, + 205299, + 168351, + 123463, + 34355, + 18054, + 12822, + 25817, + 18467, + 11042, + 5429, + 4925, + 5074 + ] + }, + { + "label": "Herring", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 184395, + 163634, + 90133, + 87895, + 40264, + 159140, + 49573, + 27422, + 21319, + 20779, + 22841, + 63236, + 128698, + 98286, + 8980, + 7018, + 11359, + 3202, + 7301, + 3097, + 2317, + 3292 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 39.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "was", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "diffusion", + "output_checked": true + }, + { + "concept": "which", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "bookstore", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "small", + "output_checked": true + }, + { + "concept": "deformation", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "gradual", + "output_checked": true + }, + { + "concept": "materials", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "bulk", + "output_checked": true + }, + { + "concept": "lengthening", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "whereas", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ",", + "output_checked": true + }, + { + "concept": "along", + "score": 8.0, + "best_rank": 1, + "best_depth": 90.2, + "near_token": "atoms", + "output_checked": true + }, + { + "concept": "but", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "small", + "output_checked": true + }, + { + "concept": "faster", + "score": 7.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "moves", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-10__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-10__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-10__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-10__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-lattice-diffusion-creep-10__heatmap.png" + } + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffusionless lattice change 1", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Rapid cooling converts a face-centered parent lattice into a body-centered product whose vertical cell dimension differs from the two horizontal dimensions.", + "prompt_tail": "Rapid cooling converts a face-centered parent lattice into a body-centered product whose vertical cell dimension differs from the two horizontal dimensions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "diffusionless-lattice-change", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + } + ], + "emergence": [ + { + "label": "tetragonal", + "best_rank": 24, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 2772 + }, + { + "label": "Bain", + "best_rank": 9289, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 3807 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "It", + "Although", + "About", + "Also", + "although", + "whereas", + "The" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "r", + "d", + "n", + "c" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "d", + "o", + "i", + "le", + "r", + "t" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "i", + "r", + "wards", + "d", + "a", + "le" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "l", + "al", + "in", + "a", + "ally", + "ile", + "y", + "d" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "하였다", + "itatively", + "하였", + "toward", + "ients", + "arily", + "persons", + "Nevertheless" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "therein", + "wherein", + "thereon", + "ist", + "persons", + "ients", + "ided" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whereas", + "thus", + "wherein", + "thereby", + "subsequently", + "thereafter", + "therefore", + "consequently" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whereas", + "Furthermore", + "which", + "wherein", + "consequently", + "and", + "thus", + "thereby" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "Furthermore", + "whereas", + "thus", + "thereby", + "consequently", + "Additionally", + "this" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "whereas", + "which", + "wherein", + "thereby", + "thus", + "and", + "Furthermore", + "consequently" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whereas", + "furthermore", + "thereby", + "which", + "wherein", + "Furthermore", + "hence", + "thus" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "whereas", + "furthermore", + "wherein", + "hence", + "thereby", + "which", + "Hence", + "Furthermore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "whereas", + "geometrical", + "Furthermore", + "hence", + "furthermore", + "Hence", + "consequently", + "moreover" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "geometrical", + "geometry", + "geometrically", + "anisotropic", + "whereas", + "geometric", + "periodicity", + "dimensionality" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "geometrical", + "geometry", + "anisotropic", + "geometrically", + "dimensionality", + "characteristic", + "geometric", + "anisotropy" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "anisotropic", + "geometrically", + "geometrical", + "geometry", + "perpendicular", + "characteristic", + "uniformity", + "asymmetry" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "anisotropic", + "geometrical", + "geometry", + "geometrically", + "perpendicular", + "longitudinally", + "anisotropy", + "elongated" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "anisotropic", + "asymmetry", + "anisotropy", + "geometrical", + "characteristic", + "dimensionality", + "longitudinally", + "curvature" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "characteristic", + "anisotropic", + "asymmetry", + "geometrical", + "elongated", + "dimensionality", + "anisotropy", + "protrusion" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "anisotropic", + "asymmetry", + "unique", + "differentiation", + "distinct", + "anisotropy", + "differentiated", + "characteristic" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "unique", + "differentiated", + "differentiation", + "distinct", + "unusual", + "distinguishing", + "anisotropic", + "differentiating" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "additionally", + "subsequently", + "consequently", + "differ", + "thus", + "differs", + "differentially", + "neither" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Which", + "Furthermore", + "which", + "Consequently", + "This", + "subsequently", + "whereas", + "Subsequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "subsequently", + "Subsequently", + "this", + "Additionally", + "Also" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "subsequently", + "Subsequently", + "Additionally", + "this", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "Subsequently", + "Additionally", + "subsequently", + "Meanwhile", + "this" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "Additionally", + "this", + "Subsequently", + "Similarly", + "Meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "Meanwhile", + "Consequently", + "Similarly", + "this", + "Furthermore", + "Additionally", + "Subsequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "Consequently", + "Meanwhile", + "Additionally", + "Therefore", + "Thus", + "Furthermore" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "this", + "Consequently", + "This", + "Meanwhile", + "Additionally", + "Therefore", + "Similarly" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "This", + "Consequently", + "Meanwhile", + "Additionally", + "Similarly", + "Therefore" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "This", + "Consequently", + "هذا", + "Here", + "this", + "Meanwhile" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "This", + "هذا", + "this", + "这个", + "この", + "Similarly" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "This", + "هذا", + "Similarly", + "this", + "Additionally", + "この" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "This", + "Similarly", + "The", + "Similar", + "Example", + "Here" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "The", + "Similarly", + "Here", + "Similar", + "Such" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "The", + "Similarly", + "Here", + "Similar", + "Meanwhile" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "This", + "The", + "Here", + "Similarly", + "Similar", + "Specifically" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "This", + "The", + "Similarly", + "Similar", + "Here", + "Specifically" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "This", + "The", + "Specifically", + "Similar", + "Similarly", + "Here" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "This", + "The", + "Rapid", + "Rapid", + "A", + "The", + "Here" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "tetragonal", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 190322, + 90077, + 101415, + 76666, + 37758, + 11068, + 31284, + 27214, + 21121, + 8811, + 4608, + 3506, + 2574, + 82, + 74, + 48, + 74, + 85, + 75, + 106, + 104, + 25, + 1866, + 170734, + 189891, + 196632, + 224055, + 209587, + 175072, + 149332, + 152256, + 149549, + 143869, + 146865, + 122212, + 126878, + 141347, + 136275, + 120891, + 120471, + 109863, + 76221 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 112885, + 40012, + 41518, + 47272, + 64434, + 78186, + 64450, + 41232, + 24162, + 15164, + 36319, + 15131, + 20048, + 13733, + 24827, + 52807, + 58528, + 68556, + 76467, + 99468, + 26539, + 16252, + 87033, + 50968, + 63209, + 82040, + 86414, + 51740, + 20299, + 9290, + 9734, + 9400, + 17371, + 11213, + 16273, + 26961, + 28891, + 42648, + 25889, + 22658, + 69536, + 5486 + ] + } + ], + "logit_lens": [ + { + "label": "tetragonal", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 181756, + 150101, + 108396, + 128488, + 112309, + 57722, + 138351, + 58270, + 104722, + 107648, + 130594, + 19074, + 33353, + 81889, + 14895, + 2773, + 11514, + 8099, + 5792, + 9817, + 31720, + 22518 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 112342, + 56560, + 28946, + 212540, + 186318, + 46537, + 3808, + 162714, + 103106, + 108399, + 88466, + 148856, + 122620, + 14383, + 4783, + 13254, + 37897, + 27398, + 39169, + 26155, + 41622, + 37393 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "was", + "score": 19.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "cooling", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "parent", + "output_checked": true + }, + { + "concept": "because", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "face", + "output_checked": true + }, + { + "concept": "ones", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "horizontal", + "output_checked": true + }, + { + "concept": "This", + "score": 9.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "liquid", + "score": 9.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "counterparts", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "vertical", + "output_checked": true + }, + { + "concept": "original", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "axis", + "score": 8.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "vertical", + "output_checked": true + }, + { + "concept": "molten", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "and", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "converts", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cooling", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-01__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-01__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-01__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-01__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-01__heatmap.png" + } + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffusionless lattice change 2", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A quenched carbon steel forms a hard phase by coordinated atomic motion. The product unit cell is stretched along one axis relative to the other two.", + "prompt_tail": "A quenched carbon steel forms a hard phase by coordinated atomic motion. The product unit cell is stretched along one axis relative to the other two.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "diffusionless-lattice-change", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + } + ], + "emergence": [ + { + "label": "tetragonal", + "best_rank": 39, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 765 + }, + { + "label": "Bain", + "best_rank": 9621, + "best_depth": 80.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 5231 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "and", + "About", + "which", + "Although", + "Also", + "however", + "It" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "o", + "i", + "d", + "a", + "r", + "t", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "l", + "etc", + "ie", + "d", + "o", + "i", + "r" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "wards", + "a", + "l", + "he", + "d", + "r", + "t" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "etc", + "wards", + "a", + "d", + "sic", + "l", + "y", + "or" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "and", + "therefore", + "ially", + "in", + "abouts", + "also", + "then", + "eded" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "therefore", + "wards", + "and", + "abouts", + "persons", + "then", + "whereby" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "therefore", + "which", + "and", + "whereas", + "thus", + "then", + "because", + "afterwards" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "and", + "therefore", + "whereas", + "because", + "also", + "although", + "the" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "also", + "and", + "the", + "thus", + "to", + "therefore", + "afterward" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "and", + "thus", + "whereas", + "although", + "thereby", + "to", + "hence" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "thus", + "which", + "furthermore", + "whereas", + "Furthermore", + "wherein", + "hence" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thereby", + "whereas", + "furthermore", + "which", + "thus", + "Furthermore", + "hence", + "wherein" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "anisotropic", + "geometrical", + "anisotropy", + "cylind", + "uniaxial", + "geometrically", + "thereby", + "longitudinally" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "anisotropic", + "geometrical", + "anisotropy", + "geometrically", + "longitudinally", + "morphology", + "cylind", + "geometry" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "anisotropic", + "anisotropy", + "morphology", + "geometrically", + "geometrical", + "dimensionality", + "longitudinally", + "spheroid" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "anisotropic", + "sagittal", + "geometrically", + "morphology", + "dimensionality", + "axial", + "elongated", + "equatorial" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "anisotropic", + "geometrically", + "geometrical", + "equatorial", + "dimensionality", + "elongated", + "axial", + "geometric" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "anisotropic", + "dimensionality", + "axial", + "morphology", + "geometrically", + "geometrical", + "characteristic", + "elongated" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "characteristic", + "anisotropic", + "morphology", + "dimensionality", + "elongated", + "characteristics", + "anisotropy", + "elongation" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "anisotropic", + "characteristics", + "morphology", + "uniaxial", + "anisotropy", + "Characteristic", + "elongated" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "characteristic", + "characteristics", + "morphology", + "anisotropic", + "asymmetry", + "uniaxial", + "asymmetrical", + "protrusion" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "therefore", + "consequently", + "thus", + "also", + "resulting", + "spatially", + "electron", + "indicating" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "which", + "This", + "Which", + "Consequently", + "Therefore", + "this", + "Additionally" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "Therefore", + "Additionally", + "Subsequently", + "Which", + "Also" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "Additionally", + "Therefore", + "Subsequently", + "Also", + "Similarly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "During", + "Subsequently", + "Additionally", + "Therefore", + "While" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "Consequently", + "Furthermore", + "this", + "During", + "Therefore", + "These", + "According" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "this", + "Consequently", + "During", + "These", + "Therefore", + "Furthermore", + "While" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "This", + "These", + "Consequently", + "Therefore", + "Compared", + "The" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "this", + "This", + "Consequently", + "この", + "These", + "Therefore", + "The" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "This", + "Consequently", + "この", + "this", + "Therefore", + "هذا" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "This", + "この", + "this", + "هذا", + "この", + "Consequently" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "This", + "この", + "هذا", + "this", + "この", + "这个" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "This", + "this", + "هذا", + "この", + "この", + "इस" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "This", + "The", + "this", + "Analyzing", + "この", + "هذا" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "The", + "this", + "Therefore", + "Analyzing", + "この" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "The", + "this", + "Analyzing", + "この", + "この" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "The", + "This", + "Analyzing", + "Assuming", + "Therefore", + "this" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "The", + "Analyzing", + "This", + "Identifying", + "Considering", + "Given" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "The", + "During", + "Specifically", + "Given", + "When", + "In" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "In", + "A", + "To", + "If", + "This", + "Analyzing" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "tetragonal", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 187050, + 95257, + 107331, + 97472, + 85703, + 36262, + 58439, + 27563, + 13844, + 3852, + 3674, + 1985, + 1021, + 94, + 95, + 129, + 86, + 61, + 40, + 46, + 68, + 64, + 3974, + 200352, + 222321, + 233758, + 237291, + 213240, + 150845, + 136482, + 133157, + 85832, + 51556, + 37326, + 31302, + 25927, + 24580, + 30065, + 20507, + 23441, + 17414, + 11739 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 84697, + 30201, + 18698, + 36045, + 63708, + 65124, + 71578, + 63768, + 44723, + 18021, + 17117, + 37162, + 59678, + 37567, + 45828, + 65049, + 100996, + 145008, + 160758, + 101445, + 50003, + 48661, + 45399, + 37057, + 61933, + 73748, + 86179, + 53511, + 21122, + 12548, + 10541, + 10220, + 13161, + 9622, + 9969, + 14208, + 10618, + 11177, + 8222, + 7145, + 15565, + 1611 + ] + } + ], + "logit_lens": [ + { + "label": "tetragonal", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 169249, + 157061, + 128145, + 160944, + 170945, + 106239, + 73409, + 130827, + 158701, + 135236, + 111457, + 33106, + 20538, + 53584, + 4833, + 766, + 881, + 1762, + 2508, + 4715, + 5795, + 8563 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 104629, + 61466, + 45837, + 203049, + 221550, + 48263, + 27055, + 142688, + 160681, + 163723, + 95047, + 169410, + 144387, + 22055, + 5232, + 6482, + 29546, + 23302, + 17866, + 9568, + 7785, + 14811 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 42.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "by", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 38.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "was", + "score": 29.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "and", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "during", + "score": 16.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "motion", + "output_checked": true + }, + { + "concept": "characterized", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "is", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "along", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 12.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "a", + "output_checked": true + }, + { + "concept": "this", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "original", + "score": 8.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "martens", + "score": 8.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "phase", + "output_checked": true + }, + { + "concept": "rearrangement", + "score": 7.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "atomic", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-02__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-02__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-02__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-02__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-02__heatmap.png" + } + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffusionless lattice change 3", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Long-range solute redistribution is suppressed during cooling, leaving a body-centered cell with an axial ratio different from unity.", + "prompt_tail": "Long-range solute redistribution is suppressed during cooling, leaving a body-centered cell with an axial ratio different from unity.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "diffusionless-lattice-change", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + } + ], + "emergence": [ + { + "label": "tetragonal", + "best_rank": 91, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 1705 + }, + { + "label": "Bain", + "best_rank": 20297, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 1890 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "which", + "Also", + "and", + "It", + "About", + "Also", + "Although" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "nt", + "r", + "d", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "d", + "o", + "r", + "al", + "i", + "le" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "d", + "o", + "a", + "wards", + "i", + "r", + "al" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "l", + "a", + "thence", + "wards", + "hence", + "al", + "thus", + "d" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thereon", + "therein", + "herewith", + "ients", + "persons", + "thence", + "ile", + "therefrom" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "thereon", + "persons", + "thereto", + "herewith", + "therein", + "persons", + "ients" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thence", + "persons", + "thereto", + "thereon", + "thereupon", + "whereas", + "wherein", + "therein" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whereas", + "wherein", + "which", + "furthermore", + "Moreover", + "hence", + "therein", + "Hence" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thereafter", + "which", + "Furthermore", + "thus", + "whereas", + "subsequently", + "henceforth", + "furthermore" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "subsequently", + "thence", + "although", + "whereas", + "wherein", + "thereby", + "thus" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whereas", + "furthermore", + "thereby", + "thence", + "thereto", + "wherein", + "moreover", + "thus" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "whereas", + "thereby", + "furthermore", + "thence", + "thereto", + "wherein", + "hence", + "moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thereby", + "subsequently", + "whereas", + "anisotropic", + "furthermore", + "moreover", + "geometrical", + "hence" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "anisotropic", + "geometrical", + "heterogeneity", + "thereby", + "subsequently", + "morphology", + "anisotropy", + "geometrically" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "anisotropic", + "asymmetry", + "geometrical", + "geometrically", + "anisotropy", + "morphology", + "heterogeneity", + "geometry" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "anisotropic", + "asymmetry", + "anisotropy", + "geometrically", + "geometrical", + "morphology", + "metastable", + "obliqu" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "anisotropic", + "metastable", + "geometrical", + "anisotropy", + "geometrically", + "dolom", + "curvature", + "morphology" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "anisotropic", + "geometrical", + "morphology", + "anisotropy", + "resultant", + "metastable", + "resultante", + "geometrically" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "subsequently", + "resultant", + "anisotropic", + "geometrical", + "resulting", + "resultante", + "morphology", + "subsequent" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "resulting", + "resultant", + "Consequently", + "geometrical", + "subsequently", + "anisotropic", + "morphology", + "characteristic" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "subsequently", + "Consequently", + "consequently", + "consequent", + "resultante", + "resulting", + "resultant", + "subsequent" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "thus", + "consequently", + "thereby", + "subsequently", + "nonetheless", + "nevertheless", + "devoid", + "accordingly" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "which", + "Which", + "Consequently", + "This", + "subsequently", + "Additionally", + "Also" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "This", + "Subsequently", + "Additionally", + "Also", + "However", + "Therefore" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "Consequently", + "This", + "Additionally", + "Meanwhile", + "Subsequently", + "Also", + "However" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Subsequently", + "Consequently", + "Meanwhile", + "Additionally", + "This", + "However", + "Conversely" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Consequently", + "Furthermore", + "Subsequently", + "Meanwhile", + "Additionally", + "This", + "Similarly", + "However" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "Consequently", + "Furthermore", + "Similarly", + "This", + "Additionally", + "Subsequently", + "However" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Meanwhile", + "This", + "Consequently", + "meanwhile", + "Additionally", + "Furthermore", + "Similarly", + "this" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "Consequently", + "Meanwhile", + "this", + "Additionally", + "Conversely", + "Similarly", + "meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Consequently", + "Meanwhile", + "this", + "Conversely", + "Additionally", + "Subsequently", + "Similarly" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "Consequently", + "Meanwhile", + "Conversely", + "Additionally", + "Subsequently", + "Therefore" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "this", + "Consequently", + "Meanwhile", + "Conversely", + "Additionally", + "Similarly", + "Subsequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "Consequently", + "Meanwhile", + "Conversely", + "Additionally", + "Subsequently", + "Similarly" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "Meanwhile", + "Similarly", + "Consequently", + "This", + "this", + "Conversely", + "Additionally" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "Meanwhile", + "Consequently", + "Conversely", + "Similarly", + "Therefore" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "Meanwhile", + "Consequently", + "Similarly", + "Conversely", + "Therefore" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "This", + "Consequently", + "Meanwhile", + "Therefore", + "Similarly", + "Furthermore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Similarly", + "Consequently", + "The", + "Conversely", + "this", + "Furthermore", + "Meanwhile" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "Furthermore", + "Similarly", + "The", + "Subsequently", + "This", + "Conversely" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "This", + "In", + "Long", + "Axial", + "A", + "Such" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "tetragonal", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 183164, + 100711, + 120156, + 104621, + 44273, + 23723, + 46178, + 25070, + 17365, + 4618, + 5148, + 3089, + 2962, + 335, + 547, + 206, + 233, + 92, + 207, + 350, + 565, + 2148, + 5378, + 185001, + 215527, + 221391, + 238209, + 234084, + 197952, + 161256, + 160758, + 127878, + 90181, + 78400, + 70282, + 60718, + 56810, + 49183, + 30672, + 34302, + 22525, + 16908 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 89253, + 34309, + 39035, + 58968, + 45209, + 54373, + 43324, + 59835, + 40523, + 38549, + 26812, + 31025, + 36129, + 37817, + 41952, + 51923, + 70165, + 47657, + 49239, + 38397, + 25422, + 41755, + 27674, + 57582, + 85746, + 75363, + 96985, + 77206, + 29533, + 20298, + 23483, + 25423, + 51832, + 27450, + 20350, + 36046, + 44616, + 63719, + 41872, + 31607, + 76728, + 8278 + ] + } + ], + "logit_lens": [ + { + "label": "tetragonal", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 249389, + 220822, + 176605, + 186622, + 230703, + 151195, + 118330, + 140760, + 165765, + 94328, + 90211, + 13400, + 15159, + 83447, + 32375, + 3858, + 1706, + 2865, + 4276, + 6770, + 9287, + 5280 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 142262, + 29576, + 37437, + 183950, + 117161, + 38040, + 1891, + 180562, + 150938, + 142315, + 72342, + 164292, + 91774, + 52491, + 24959, + 32078, + 125176, + 75393, + 82310, + 49683, + 76209, + 103370 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 27.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "concentration", + "score": 18.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "rather", + "score": 15.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "which", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "osmotic", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "solute", + "output_checked": true + }, + { + "concept": "whereas", + "score": 11.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "centroid", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "body", + "output_checked": true + }, + { + "concept": "preventing", + "score": 9.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "occurs", + "score": 9.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "is", + "output_checked": true + }, + { + "concept": "often", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "is", + "output_checked": true + }, + { + "concept": "geometrical", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "different", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-03__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-03__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-03__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-03__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-03__heatmap.png" + } + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffusionless lattice change 4", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "The parent face-centered cell transforms through compression along one crystallographic axis and expansion along the other two, creating a distorted body-centered product.", + "prompt_tail": "face-centered cell transforms through compression along one crystallographic axis and expansion along the other two, creating a distorted body-centered product.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "diffusionless-lattice-change", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + } + ], + "emergence": [ + { + "label": "tetragonal", + "best_rank": 1770, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 424 + }, + { + "label": "Bain", + "best_rank": 18060, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 11615 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "Also", + "About", + "Although", + "and", + "Also", + "It" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "r", + "d", + "n", + "c" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "i", + "d", + "o", + "le", + "r", + "nt" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "ct", + "c", + "d", + "o", + "r", + "g", + "le" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "al", + "an", + "ally", + "to", + "via", + "in", + "tow", + "l" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "iting", + "atively", + "rello", + "toward", + "ially", + "elle", + "itaire", + "urized" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ially", + "ént", + "ened", + "enced", + "atively", + "elle", + "iting", + "ided" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "utilizing", + "subsequently", + "thereafter", + "utilized", + "rendered", + "situated", + "aided", + "filmed" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "utilizing", + "subsequently", + "thereafter", + "Makassar", + "Selangor", + "Málaga", + "aiding", + "utilized" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thereafter", + "subsequently", + "utilizing", + "Makassar", + "utilized", + "Odisha", + "characterized", + "afterward" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "utilizing", + "thence", + "necessitating", + "subsequently", + "largely", + "later", + "wherein" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereafter", + "wherein", + "utilizing", + "characterized", + "thence", + "furthermore", + "thereby", + "assemblage" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thereafter", + "utilizing", + "wherein", + "characterized", + "fabricated", + "furthermore", + "thence", + "utilized" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "nascent", + "burgeoning", + "conglomer", + "thereafter", + "fabricated", + "assemblage", + "amalgamation", + "utilizing" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "metallurgical", + "spheroid", + "fabricated", + "conglomer", + "assemblage", + "agglomer", + "fabrication", + "extruded" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Midwestern", + "metallurgical", + "spheroid", + "fabricated", + "conglomer", + "extruded", + "progenitor", + "assemblage" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "metallurgical", + "structurally", + "transmutation", + "Midwestern", + "progenitor", + "conglomer", + "extruded", + "amalgamation" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "structurally", + "transmutation", + "hybridized", + "형태", + "amalgamation", + "Midwestern", + "admixture", + "altered" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "transmutation", + "형태", + "hybridized", + "formation", + "Midwestern", + "amalgamation", + "形态", + "hybridization" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "subsequently", + "transmutation", + "transformed", + "thereafter", + "repurposed", + "hybridized", + "admixture", + "subsequent" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "transformed", + "transmutation", + "repurposed", + "formed", + "fusion", + "formation", + "converted", + "characteristics" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "transformed", + "transmutation", + "transition", + "transformation", + "conversion", + "transforming", + "converted", + "repurposed" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "constitutes", + "ensues", + "thereby", + "becomes", + "これにより", + "inadvertently", + "thus", + "utilizes" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "Which", + "demonstrating", + "Furthermore", + "This", + "subsequently", + "However", + "whereas" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Furthermore", + "However", + "Also", + "This", + "Because", + "Additionally", + "Consequently" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "This", + "Also", + "Additionally", + "However", + "Meanwhile", + "Similarly", + "Consequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "However", + "This", + "Additionally", + "Meanwhile", + "Also", + "Similarly", + "Subsequently" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Furthermore", + "This", + "However", + "Additionally", + "Similarly", + "Meanwhile", + "Subsequently", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "meanwhile", + "However", + "Similarly", + "Additionally", + "This", + "Furthermore", + "While" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "Meanwhile", + "meanwhile", + "What", + "How", + "However", + "Additionally", + "Specifically" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "What", + "This", + "What", + "How", + "Meanwhile", + "Which", + "Specifically", + "Consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "What", + "This", + "What", + "How", + "Specifically", + "what", + "Which", + "Meanwhile" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "What", + "Here", + "How", + "Specifically", + "What", + "The", + "what" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "What", + "The", + "How", + "Here", + "Specifically", + "what", + "Which" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "What", + "The", + "How", + "Specifically", + "Here", + "what", + "Which" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "What", + "How", + "Specifically", + "The", + "Here", + "Meanwhile", + "What" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "What", + "Specifically", + "The", + "Meanwhile", + "Here", + "How", + "Its" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "What", + "Specifically", + "The", + "Here", + "Meanwhile", + "How", + "Its" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "What", + "Specifically", + "The", + "Here", + "How", + "Which", + "Its" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "The", + "Specifically", + "What", + "Which", + "Here", + "How", + "These" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "The", + "Specifically", + "What", + "Here", + "Which", + "How", + "For" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "What", + "For", + "A", + "Specifically", + "To", + "In" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "tetragonal", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 178935, + 88543, + 100818, + 107162, + 107928, + 95311, + 115191, + 71582, + 45313, + 26391, + 27899, + 17981, + 15352, + 3750, + 2528, + 4288, + 2416, + 1771, + 2904, + 4392, + 4679, + 27208, + 108827, + 208902, + 214386, + 216042, + 214165, + 217307, + 187918, + 142862, + 152243, + 124978, + 84561, + 106078, + 73021, + 79517, + 94896, + 92899, + 62894, + 56067, + 33145, + 20198 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 97119, + 38633, + 40385, + 78621, + 60307, + 57217, + 62747, + 35267, + 10460, + 8682, + 7315, + 18671, + 32313, + 29424, + 40204, + 41533, + 46575, + 62212, + 72031, + 52843, + 19833, + 18801, + 28118, + 118293, + 122928, + 103537, + 125867, + 77990, + 37004, + 19638, + 28677, + 23701, + 34204, + 24990, + 18061, + 20397, + 22038, + 35683, + 19096, + 20056, + 50115, + 4458 + ] + } + ], + "logit_lens": [ + { + "label": "tetragonal", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 226036, + 164087, + 79263, + 134354, + 187601, + 75338, + 59333, + 98335, + 69586, + 42932, + 34272, + 11638, + 16751, + 29755, + 1588, + 425, + 517, + 2558, + 1077, + 3779, + 13484, + 17034 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 119661, + 62871, + 103076, + 241693, + 229002, + 118642, + 11616, + 131033, + 110435, + 105826, + 40760, + 125977, + 154611, + 59733, + 56857, + 71026, + 101661, + 77584, + 113143, + 51202, + 59508, + 47106 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "perpendicular", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "along", + "output_checked": true + }, + { + "concept": "was", + "score": 16.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "face", + "output_checked": true + }, + { + "concept": "another", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "along", + "output_checked": true + }, + { + "concept": "simultaneously", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "because", + "score": 13.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "lattice", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "geometry", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "face", + "output_checked": true + }, + { + "concept": "equatorial", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "along", + "output_checked": true + }, + { + "concept": "into", + "score": 11.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "transforms", + "output_checked": true + }, + { + "concept": "crystallography", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "while", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "axis", + "output_checked": true + }, + { + "concept": "metamorphosis", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "creating", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-04__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-04__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-04__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-04__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-04__heatmap.png" + } + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffusionless lattice change 5", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A rapid diffusionless transformation produces an acicular phase whose unit cell has two equal short axes and one longer axis.", + "prompt_tail": "A rapid diffusionless transformation produces an acicular phase whose unit cell has two equal short axes and one longer axis.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "diffusionless-lattice-change", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + } + ], + "emergence": [ + { + "label": "tetragonal", + "best_rank": 14, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 2038 + }, + { + "label": "Bain", + "best_rank": 6884, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 9671 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "It", + "About", + "whereas", + "Also", + "Although", + "and", + "Recently" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "d", + "r", + "nt", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "l", + "lly", + "o", + "d", + "le", + "i", + "ie" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "d", + "o", + "ct", + "wards", + "al", + "or", + "a" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ally", + "d", + "y", + "wards", + "al", + "ed", + "sic", + "a" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "in", + "ible", + "ients", + "thereafter", + "thereon", + "therefore", + "itatively", + "cted" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "ients", + "ible", + "thereon", + "ally", + "eded", + "therefore", + "ably" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thereafter", + "therefore", + "thence", + "thus", + "subsequently", + "chiefly", + "principally", + "wherein" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "the", + "thereafter", + "to", + "and", + "this", + "that", + "thus" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "the", + "which", + "this", + "thereafter", + "thus", + "to", + "subsequently", + "also" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "thereafter", + "whereas", + "that", + "thus", + "and", + "the", + "this" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "which", + "whereas", + "furthermore", + "thereby", + "thus", + "henceforth", + "thereto", + "hence" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "furthermore", + "whereas", + "which", + "thereby", + "moreover", + "henceforth", + "wherein", + "hence" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "geometrical", + "anisotropic", + "geometrically", + "furthermore", + "geometric", + "moreover", + "cylind", + "geomet" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "geometrical", + "anisotropic", + "morphology", + "geometrically", + "geometric", + "isotropic", + "metallurgical", + "characteristic" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "geometrical", + "anisotropic", + "morphology", + "characteristic", + "geometrically", + "geomet", + "morphological", + "geometric" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "geometrical", + "morphology", + "anisotropic", + "geometrically", + "characteristic", + "geomet", + "geometry", + "anatomical" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "geometrical", + "geomet", + "geometrically", + "geometric", + "geometry", + "anisotropic", + "morphology", + "geometri" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "geometrical", + "morphology", + "geometric", + "geometrically", + "characteristic", + "geomet", + "anisotropic", + "geometry" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "geometrical", + "characteristic", + "morphology", + "cylindrical", + "geometrically", + "pyramidal", + "形状", + "cylind" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "characteristics", + "geometrical", + "pyramidal", + "described", + "type", + "cylindrical", + "geometry" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "characteristic", + "morphology", + "characteristics", + "geometrical", + "description", + "shape", + "describes", + "described" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "described", + "characteristic", + "lengthwise", + "describes", + "known", + "geometrically", + "triangular", + "favoring" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Which", + "which", + "Furthermore", + "This", + "However", + "Consequently", + "whereas", + "Therefore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Furthermore", + "this", + "Consequently", + "it", + "However", + "whereas", + "Therefore" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "This", + "this", + "it", + "Consequently", + "However", + "whereas", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Furthermore", + "this", + "Consequently", + "During", + "Subsequently", + "However", + "Also" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "this", + "This", + "Consequently", + "Furthermore", + "These", + "Therefore", + "these", + "Also" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "this", + "Consequently", + "Furthermore", + "These", + "Similarly", + "Therefore", + "Additionally" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "Therefore", + "Consequently", + "These", + "Thus", + "Such", + "Furthermore" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "this", + "Therefore", + "Consequently", + "These", + "Such", + "Additionally", + "Thus" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "Additionally", + "Furthermore", + "この", + "Considering" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "Therefore", + "Consequently", + "この", + "Its", + "Hence", + "Assuming" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "this", + "この", + "هذا", + "Therefore", + "इस", + "Consequently", + "This" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "هذا", + "この", + "इस", + "This", + "Therefore", + "Consequently" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "The", + "Therefore", + "This", + "Its", + "Considering", + "Hence" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "The", + "Therefore", + "Hence", + "This", + "Its", + "Thus" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "The", + "Considering", + "Therefore", + "This", + "Its", + "Hence" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "The", + "Considering", + "Its", + "Therefore", + "Given", + "Assuming" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "The", + "this", + "Given", + "Considering", + "Such", + "Its", + "Identifying" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "The", + "this", + "Given", + "Its", + "Furthermore", + "It", + "Such" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "In", + "A", + "It", + "Its", + "Such", + "Rapid" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "tetragonal", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 190014, + 92848, + 96993, + 89977, + 42245, + 13443, + 34980, + 21091, + 14570, + 4430, + 4203, + 2431, + 791, + 47, + 24, + 23, + 15, + 17, + 19, + 23, + 38, + 42, + 1291, + 211970, + 219663, + 231860, + 238995, + 223861, + 179918, + 157135, + 142273, + 99174, + 72132, + 81868, + 77409, + 71961, + 77995, + 81076, + 61057, + 59620, + 23173, + 9981 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 103567, + 37537, + 29267, + 53167, + 60612, + 71990, + 79764, + 76013, + 21815, + 13545, + 23942, + 18799, + 15832, + 5750, + 7282, + 13787, + 21337, + 49502, + 58820, + 37621, + 18218, + 6885, + 19919, + 68060, + 97257, + 128297, + 139528, + 89303, + 38449, + 14550, + 13560, + 13571, + 26060, + 18691, + 15534, + 26434, + 25334, + 29411, + 17443, + 9371, + 27763, + 2012 + ] + } + ], + "logit_lens": [ + { + "label": "tetragonal", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 128699, + 78653, + 72667, + 218562, + 200374, + 46194, + 58067, + 195873, + 149790, + 102322, + 95465, + 11340, + 21606, + 116351, + 9474, + 2534, + 2039, + 6363, + 8927, + 26195, + 52989, + 55680 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 93234, + 22966, + 20627, + 193084, + 151254, + 20323, + 9672, + 113135, + 122184, + 174616, + 121359, + 166506, + 154558, + 32141, + 19014, + 27270, + 74128, + 59925, + 46545, + 35616, + 27780, + 32229 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "morphology", + "score": 25.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 18.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ac", + "output_checked": true + }, + { + "concept": "was", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "transformation", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "transformation", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "axes", + "output_checked": true + }, + { + "concept": "because", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "diffusion", + "output_checked": true + }, + { + "concept": "geometrical", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "has", + "output_checked": true + }, + { + "concept": "symmetry", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "equal", + "output_checked": true + }, + { + "concept": "been", + "score": 7.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "has", + "output_checked": true + }, + { + "concept": "which", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "whose", + "output_checked": true + }, + { + "concept": "demonstration", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "less", + "output_checked": true + }, + { + "concept": "symmetrical", + "score": 6.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "equal", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-05__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-05__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-05__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-05__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-05__heatmap.png" + } + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-06", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffusionless lattice change 6", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Carbon trapped during quenching distorts the body-centered product so that its c dimension is not equal to a and b.", + "prompt_tail": "Carbon trapped during quenching distorts the body-centered product so that its c dimension is not equal to a and b.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "diffusionless-lattice-change", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + } + ], + "emergence": [ + { + "label": "tetragonal", + "best_rank": 204, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 1288 + }, + { + "label": "Bain", + "best_rank": 11904, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 4707 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Indians", + "and", + "Although", + "Although", + "Dairy", + "People", + "Lots" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "d", + "o", + "or", + "r", + "a", + "c" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "d", + "o", + "ie", + "t", + "or", + "g", + "c" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "or", + "d", + "c", + "b", + "ie", + "o", + "etc" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "upto", + "ie", + "etc", + "ised", + "ising", + "colour", + "which" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "hence", + "whereas", + "which", + "wards", + "ie", + "till", + "learnt", + "persons" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "hence", + "upto", + "wards", + "whereas", + "learnt", + "centre", + "uminium", + "realised" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "realised", + "learnt", + "organised", + "realising", + "whereas", + "hence", + "realisation", + "isation" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "learnt", + "which", + "whereas", + "realising", + "realised", + "hence", + "organised", + "upto" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "hence", + "whereas", + "Secondly", + "Hence", + "learnt", + "whilst", + "thus" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "whereas", + "hence", + "whilst", + "atleast", + "Hence", + "alot", + "Whilst" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whereas", + "hence", + "which", + "Hence", + "atleast", + "furthermore", + "Hence", + "alot" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "whereas", + "hence", + "Hence", + "which", + "atleast", + "furthermore", + "Hence", + "Furthermore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "whereas", + "hence", + "Hence", + "atleast", + "which", + "Hence", + "furthermore", + "namely" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "hence", + "whereas", + "Hence", + "geometrical", + "atleast", + "which", + "furthermore", + "namely" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "hence", + "geometrical", + "whereas", + "visualisation", + "Hence", + "atleast", + "uminium", + "Hence" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "geometrical", + "deviation", + "characteristics", + "hence", + "atleast", + "perturbation", + "geometry", + "impurity" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "geometrical", + "consequently", + "physico", + "hence", + "characteristics", + "anisotropic", + "anisotropy", + "impurity" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "consequently", + "hence", + "geometrical", + "Consequently", + "characteristics", + "Hence", + "consequent", + "physico" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "consequently", + "characteristics", + "geometrical", + "consequent", + "hence", + "peculiarity", + "Consequently", + "characteristic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "consequently", + "Consequently", + "characteristic", + "therefore", + "hence", + "characteristics", + "which", + "consequent" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "consequently", + "Consequently", + "therefore", + "accordingly", + "because", + "Consequently", + "Therefore", + "consequent" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "accordingly", + "which", + "consequently", + "however", + "thus", + "except", + "therefore", + "thereby" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Which", + "Also", + "However", + "which", + "whereas", + "Although", + "This" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Also", + "Consequently", + "However", + "This", + "Therefore", + "Although", + "whereas" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Consequently", + "Furthermore", + "Also", + "Therefore", + "whereas", + "However", + "This", + "therefore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "However", + "Furthermore", + "whereas", + "Therefore", + "Also", + "This", + "consequently" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Consequently", + "consequently", + "therefore", + "Therefore", + "Furthermore", + "accordingly", + "However", + "whereas" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Consequently", + "consequently", + "However", + "Therefore", + "therefore", + "Also", + "Furthermore", + "Thus" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "therefore", + "Therefore", + "Consequently", + "thus", + "consequently", + "Thus", + "hence", + "thereby" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "therefore", + "Consequently", + "Therefore", + "thus", + "Thus", + "consequently", + "accordingly", + "hence" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "therefore", + "thus", + "Therefore", + "consequently", + "accordingly", + "Thus", + "hence" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "therefore", + "thus", + "consequently", + "Therefore", + "Thus", + "accordingly", + "This" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Consequently", + "thus", + "This", + "therefore", + "Therefore", + "consequently", + "Thus", + "this" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "This", + "Therefore", + "thus", + "Thus", + "therefore", + "this", + "Hence" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Consequently", + "Therefore", + "This", + "Thus", + "Hence", + "thus", + "therefore", + "Conversely" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Therefore", + "Consequently", + "This", + "Thus", + "thus", + "Hence", + "therefore", + "consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "Thus", + "Hence", + "thus", + "Conversely", + "However" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "Therefore", + "Consequently", + "Thus", + "Hence", + "Conversely", + "Instead", + "However" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "Thus", + "Conversely", + "Instead", + "Hence", + "The" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "Therefore", + "Consequently", + "Thus", + "Instead", + "The", + "However", + "Hence" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Thus", + "It", + "Therefore", + "Consequently", + "Hence", + "In" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "tetragonal", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 179230, + 96607, + 127132, + 145677, + 55393, + 32907, + 69701, + 54649, + 61564, + 22226, + 37616, + 24857, + 25504, + 5397, + 2668, + 1865, + 794, + 205, + 313, + 354, + 737, + 2745, + 29853, + 160994, + 181944, + 172520, + 202387, + 179020, + 161106, + 142297, + 133367, + 92592, + 58861, + 41435, + 26827, + 27393, + 26233, + 21262, + 12533, + 12917, + 11408, + 8642 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 87933, + 30880, + 37043, + 51027, + 20605, + 11923, + 17601, + 19381, + 13564, + 17534, + 22514, + 8115, + 9229, + 6665, + 9525, + 15349, + 17983, + 23726, + 34343, + 68326, + 32161, + 11905, + 49722, + 66716, + 91768, + 104618, + 119981, + 99652, + 36577, + 18051, + 18267, + 18043, + 25639, + 16926, + 13653, + 27862, + 33876, + 46050, + 27157, + 26159, + 50905, + 4245 + ] + } + ], + "logit_lens": [ + { + "label": "tetragonal", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 221038, + 176229, + 111849, + 117624, + 207996, + 69509, + 146498, + 30146, + 93809, + 86288, + 106008, + 13485, + 6993, + 51599, + 6014, + 1434, + 1354, + 1939, + 1289, + 4091, + 7210, + 5974 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 131493, + 99928, + 90866, + 202905, + 159852, + 44027, + 4708, + 151450, + 51314, + 81457, + 56517, + 132465, + 50804, + 48684, + 15588, + 19209, + 61162, + 66229, + 79547, + 65517, + 82899, + 87298 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 30.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "orts", + "output_checked": true + }, + { + "concept": "becomes", + "score": 17.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "geometrical", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "whereas", + "score": 12.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "equal", + "output_checked": true + }, + { + "concept": "structure", + "score": 12.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "morphology", + "score": 12.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "photosynthesis", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "during", + "output_checked": true + }, + { + "concept": "lattice", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "diameter", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "dimension", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 9.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "therefore", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-06__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-06__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-06__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-06__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-06__heatmap.png" + } + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-07", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffusionless lattice change 7", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "A coordinated lattice deformation maps the parent cubic arrangement into a body-centered cell elongated in one direction.", + "prompt_tail": "A coordinated lattice deformation maps the parent cubic arrangement into a body-centered cell elongated in one direction.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 20 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "diffusionless-lattice-change", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + } + ], + "emergence": [ + { + "label": "tetragonal", + "best_rank": 233, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 18111 + }, + { + "label": "Bain", + "best_rank": 5637, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 13010 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "Also", + "About", + "It", + "Although", + "although", + "and" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "r", + "nt", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "l", + "o", + "i", + "d", + "al", + "le", + "lly" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "d", + "al", + "wards", + "a", + "i", + "ct" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "to", + "a", + "al", + "l", + "d", + "in", + "wards", + "o" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ients", + "ially", + "cted", + "enced", + "ided", + "itatively", + "ued", + "iting" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "wherein", + "ients", + "al", + "ened", + "enced", + "ided", + "ial", + "ic" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "subsequently", + "wherein", + "thereafter", + "thus", + "utilizing", + "resultant", + "thereby", + "whilst" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "subsequently", + "wherein", + "utilizing", + "thereafter", + "Furthermore", + "utilising", + "utilized", + "commenced" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "subsequently", + "utilizing", + "wherein", + "thereafter", + "Furthermore", + "Additionally", + "which", + "thus" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "subsequently", + "thereafter", + "wherein", + "utilizing", + "thereby", + "concomitant", + "subsequent", + "employing" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "wherein", + "thereby", + "furthermore", + "thence", + "concomit", + "concomitant", + "utilizing", + "characterized" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "wherein", + "thereby", + "concomitant", + "resultant", + "thence", + "furthermore", + "concomit", + "utilizing" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "rectilinear", + "concomitant", + "anisotropic", + "wherein", + "geometrically", + "morphology", + "spheroid", + "resultant" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "geometrically", + "anisotropic", + "morphology", + "rectilinear", + "concomitant", + "spheroid", + "ellipsoid", + "geometrical" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "anisotropic", + "morphology", + "geometrically", + "spheroid", + "rectilinear", + "characteristic", + "symmetry", + "homogeneity" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "geometrically", + "equatorial", + "morphology", + "anisotropic", + "rotational", + "symmetry", + "uniformity", + "extrusion" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "geometrically", + "morphology", + "rotational", + "rectilinear", + "geomet", + "extrusion", + "geometric", + "reconfiguration" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "geometrically", + "reconfiguration", + "morphology", + "formation", + "rectilinear", + "geometrical", + "geometric", + "structurally" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "reconfiguration", + "geometrically", + "morphology", + "subsequently", + "configuration", + "enlargement", + "formation", + "symmetry" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "reconfiguration", + "morphology", + "transitional", + "transition", + "transitioning", + "formation", + "configuration", + "geometry" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "transition", + "transformation", + "transitioning", + "reconfiguration", + "transitional", + "transitioned", + "transforming", + "transitions" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "subsequently", + "thereby", + "thus", + "sequentially", + "consequently", + "resulting", + "constitutes", + "incurs" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "this", + "Furthermore", + "subsequently", + "Subsequently", + "Consequently", + "Notably", + "Interestingly" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "this", + "Subsequently", + "Then", + "Additionally", + "It" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "Furthermore", + "this", + "Consequently", + "Similarly", + "Additionally", + "Subsequently", + "Meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "Similarly", + "Subsequently", + "Additionally", + "Conversely", + "Meanwhile" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "Similarly", + "Subsequently", + "Additionally", + "this", + "Conversely" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "this", + "Similarly", + "Consequently", + "Meanwhile", + "Furthermore", + "Additionally", + "Subsequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "Consequently", + "Specifically", + "This", + "Meanwhile", + "Similarly", + "Therefore" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "this", + "Consequently", + "Specifically", + "This", + "Similarly", + "Conversely", + "Instead" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "This", + "Consequently", + "Specifically", + "this", + "Similarly", + "この" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "This", + "this", + "この", + "Specifically", + "هذا", + "Consequently" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "This", + "this", + "هذا", + "この", + "この", + "这个" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "This", + "this", + "هذا", + "この", + "この", + "इस" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "This", + "Specifically", + "The", + "Simultaneously", + "this", + "هذا" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "Specifically", + "The", + "this", + "Simultaneously", + "Similarly" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "The", + "Specifically", + "Simultaneously", + "this", + "هذا" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "Specifically", + "The", + "This", + "Simultaneously", + "Similarly", + "Essentially" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "Specifically", + "The", + "Simultaneously", + "Essentially", + "This", + "Similarly" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "The", + "Specifically", + "Simultaneously", + "Essentially", + "Effectively", + "Instead" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Specifically", + "A", + "In", + "Lattice", + "To", + "Essentially" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "tetragonal", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 176556, + 88301, + 92066, + 95277, + 73703, + 59599, + 79086, + 53307, + 33819, + 13291, + 11977, + 7537, + 5485, + 436, + 194, + 239, + 234, + 283, + 572, + 804, + 660, + 2710, + 7808, + 208249, + 234064, + 242787, + 251094, + 237024, + 206234, + 143880, + 193494, + 186344, + 178594, + 170271, + 173953, + 157125, + 167476, + 172588, + 141780, + 136355, + 114275, + 92687 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 111619, + 34548, + 33604, + 57061, + 60620, + 75672, + 64651, + 71279, + 32168, + 21302, + 32478, + 31086, + 46218, + 22011, + 26420, + 28747, + 44360, + 47021, + 49517, + 47146, + 26954, + 5638, + 44477, + 50288, + 55809, + 72598, + 77381, + 42645, + 17443, + 9901, + 11531, + 14581, + 21464, + 15009, + 17424, + 26670, + 23613, + 34224, + 30449, + 27258, + 45080, + 2615 + ] + } + ], + "logit_lens": [ + { + "label": "tetragonal", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 202084, + 173597, + 150849, + 131332, + 202003, + 93211, + 81412, + 74306, + 86066, + 71273, + 75037, + 18112, + 33479, + 94288, + 33601, + 23598, + 27822, + 32642, + 28406, + 46533, + 118358, + 144069 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 120337, + 83062, + 81791, + 152215, + 217968, + 48515, + 13011, + 168070, + 136867, + 130296, + 88635, + 90738, + 148669, + 35911, + 31639, + 57508, + 77704, + 73175, + 62325, + 39038, + 33029, + 41957 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "attack", + "score": 12.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "coordinated", + "output_checked": true + }, + { + "concept": "isotropic", + "score": 11.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "along", + "score": 10.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "geometrically", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "allows", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "because", + "score": 9.0, + "best_rank": 3, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "geometries", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "nucleus", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "demonstration", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "structure", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "cubic", + "output_checked": true + }, + { + "concept": "tectonic", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "axial", + "score": 6.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "elongated", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-07__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-07__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-07__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-07__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-07__heatmap.png" + } + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-08", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffusionless lattice change 8", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "The hard lath-shaped product of severe quenching has a c-to-a lattice ratio measurably greater than one.", + "prompt_tail": "The hard lath-shaped product of severe quenching has a c-to-a lattice ratio measurably greater than one.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 25 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "diffusionless-lattice-change", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + } + ], + "emergence": [ + { + "label": "tetragonal", + "best_rank": 290, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 4433 + }, + { + "label": "Bain", + "best_rank": 17821, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 25, + "logit_lens_best_rank": 3511 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "About", + "It", + "Also", + "Hence", + "whereas", + "although" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "o", + "i", + "r", + "a", + "d", + "nt", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "l", + "o", + "d", + "ie", + "i", + "r", + "le" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "l", + "ie", + "o", + "i", + "a", + "il", + "d" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "al", + "a", + "ly", + "d", + "ally", + "l", + "o", + "y" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therein", + "thereto", + "ably", + "thence", + "thus", + "stuffs", + "ally", + "edly" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "thereto", + "forthwith", + "wherein", + "therein", + "whereby", + "thereon", + "thereupon" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thereto", + "thence", + "forthwith", + "thus", + "wherein", + "presently", + "therein", + "thereupon" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whereas", + "thus", + "furthermore", + "which", + "therefore", + "whilst", + "consequently", + "hence" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thus", + "which", + "thereafter", + "whereas", + "furthermore", + "subsequently", + "although", + "therefore" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "subsequently", + "although", + "thereafter", + "furthermore", + "thus", + "Furthermore", + "considerably", + "which" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "thereto", + "thereby", + "moreover", + "whereas", + "thus", + "thence", + "wherein" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "furthermore", + "thereby", + "moreover", + "thereto", + "whereas", + "wherein", + "thence", + "hitherto" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "furthermore", + "moreover", + "thereby", + "concomit", + "hitherto", + "attained", + "concomitant", + "thereto" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "empirically", + "metallurgical", + "empirical", + "concomit", + "hitherto", + "spectroscopic", + "furthermore", + "concomitant" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "empirical", + "empirically", + "metallurgical", + "spectroscopic", + "spectrosc", + "characteristic", + "anisotropic", + "stoichiometric" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "empirical", + "empirically", + "metallurgical", + "characteristic", + "experimentally", + "anisotropic", + "anisotropy", + "physiologically" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "empirically", + "empirical", + "experimentally", + "scientifically", + "physiologically", + "anisotropy", + "anisotropic", + "thermodynam" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "empirically", + "empirical", + "characteristic", + "anisotropy", + "experimentally", + "scientifically", + "preponderance", + "anomalous" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "empirically", + "empirical", + "characteristic", + "experimentally", + "anomalous", + "anomal", + "characteristics", + "scientifically" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "anomalous", + "empirically", + "characteristic", + "experimentally", + "anomal", + "empirical", + "characteristics", + "indicative" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "characteristic", + "anomalous", + "characteristics", + "consequently", + "consequent", + "Consequently", + "anomal", + "empirically" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "consequently", + "thus", + "accordingly", + "therefore", + "thereby", + "possesses", + "possessing", + "indicative" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "Furthermore", + "Which", + "Consequently", + "whereas", + "although", + "consequently", + "furthermore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "This", + "Also", + "whereas", + "Which", + "Because", + "However" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "Also", + "Consequently", + "This", + "Similarly", + "Moreover", + "whereas", + "Additionally" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Consequently", + "This", + "Also", + "Similarly", + "However", + "Additionally", + "Moreover" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "Similarly", + "Also", + "Additionally", + "However", + "furthermore" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "Consequently", + "Furthermore", + "Similarly", + "Therefore", + "Also", + "this", + "Additionally" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "Furthermore", + "However", + "Thus", + "Because" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "Furthermore", + "Additionally", + "Its", + "What" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "Furthermore", + "Additionally", + "Its", + "What" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "Consequently", + "Its", + "Therefore", + "This", + "Furthermore", + "What" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "Its", + "Consequently", + "This", + "この", + "هذا", + "Therefore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Its", + "Consequently", + "This", + "هذا", + "Furthermore", + "Therefore" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "Its", + "Furthermore", + "Consequently", + "Therefore", + "This", + "The" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "Its", + "Therefore", + "Furthermore", + "Consequently", + "The", + "This" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "Its", + "The", + "Therefore", + "Furthermore", + "This", + "Consequently" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "Its", + "The", + "Furthermore", + "Therefore", + "Consequently", + "What" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "The", + "this", + "Its", + "Furthermore", + "Consequently", + "Therefore", + "Such" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "The", + "Furthermore", + "Its", + "Because", + "What", + "Therefore" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Its", + "In", + "Furthermore", + "For", + "What", + "It" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "tetragonal", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 173736, + 100158, + 119922, + 71118, + 65553, + 43261, + 49122, + 24996, + 8765, + 3209, + 6692, + 4777, + 3812, + 831, + 821, + 700, + 325, + 313, + 392, + 502, + 499, + 291, + 8105, + 201612, + 231613, + 244512, + 249425, + 244278, + 222616, + 173262, + 163344, + 124671, + 105010, + 73897, + 68052, + 80909, + 84808, + 93288, + 59665, + 64637, + 30124, + 19128 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 124310, + 32359, + 30178, + 32018, + 46913, + 36712, + 39767, + 62207, + 43175, + 61156, + 73595, + 32896, + 50154, + 28411, + 42867, + 49574, + 55810, + 125469, + 141356, + 126068, + 76433, + 46298, + 42598, + 113108, + 135496, + 127021, + 139945, + 106256, + 36211, + 17822, + 20005, + 18564, + 33481, + 22182, + 21247, + 38952, + 42932, + 55064, + 33906, + 20992, + 63115, + 4914 + ] + } + ], + "logit_lens": [ + { + "label": "tetragonal", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 176500, + 186245, + 153894, + 186942, + 250685, + 140744, + 105319, + 75203, + 121913, + 123839, + 131715, + 39740, + 84852, + 149429, + 37463, + 5746, + 4434, + 5329, + 7302, + 28375, + 51144, + 59644 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 81168, + 67968, + 72315, + 219840, + 165029, + 29262, + 3512, + 214322, + 195838, + 181843, + 134689, + 227178, + 174061, + 39779, + 17451, + 17829, + 62041, + 51341, + 72197, + 54857, + 63039, + 95098 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "was", + "score": 25.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "quenching", + "output_checked": true + }, + { + "concept": "brittle", + "score": 18.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "-", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "quenching", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "greater", + "output_checked": true + }, + { + "concept": "and", + "score": 12.0, + "best_rank": 3, + "best_depth": 68.3, + "near_token": "one", + "output_checked": true + }, + { + "concept": "axis", + "score": 11.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "that", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "of", + "output_checked": true + }, + { + "concept": "whereas", + "score": 6.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "one", + "output_checked": true + }, + { + "concept": "rather", + "score": 6.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "plaster", + "score": 6.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "ath", + "output_checked": true + }, + { + "concept": "timbers", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ath", + "output_checked": true + }, + { + "concept": "fibrous", + "score": 5.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-08__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-08__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-08__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-08__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-08__heatmap.png" + } + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-09", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffusionless lattice change 9", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "Atoms move cooperatively over short distances during a rapid transformation, generating a body-centered structure with unequal axial dimensions.", + "prompt_tail": "Atoms move cooperatively over short distances during a rapid transformation, generating a body-centered structure with unequal axial dimensions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "diffusionless-lattice-change", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + } + ], + "emergence": [ + { + "label": "tetragonal", + "best_rank": 50, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 6529 + }, + { + "label": "Bain", + "best_rank": 11959, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 3867 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "Also", + "It", + "whereas", + "Although", + "About", + "although", + "This" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "d", + "n", + "r", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "o", + "wards", + "d", + "i", + "al", + "lly", + "r" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "o", + "l", + "al", + "ct", + "d", + "i", + "a" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "to", + "al", + "a", + "atop", + "wards", + "in", + "ally", + "towards" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "itionally", + "atop", + "atively", + "urized", + "ially", + "iting", + "ika", + "ically" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ically", + "ially", + "itionally", + "atop", + "entially", + "ably", + "ened", + "ic" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "subsequently", + "utilising", + "utilizing", + "wherein", + "populace", + "utilised", + "Whilst" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "subsequently", + "utilizing", + "wherein", + "Furthermore", + "thereafter", + "whilst", + "utilising", + "Whilst" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "subsequently", + "thereafter", + "utilizing", + "Furthermore", + "predominantly", + "subsequent", + "concurrently", + "necessitating" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "subsequently", + "thereafter", + "subsequent", + "concomitant", + "necessitating", + "thereby", + "wherein", + "concomit" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "wherein", + "furthermore", + "thereto", + "thus", + "characterized", + "thereafter", + "henceforth" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thereby", + "necessitating", + "wherein", + "furthermore", + "characterized", + "Furthermore", + "characteristic", + "subsequently" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "anisotropic", + "necessitating", + "characteristic", + "thereby", + "concomit", + "resultant", + "concomitant", + "subsequently" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "anisotropic", + "characteristic", + "morphology", + "heterogeneity", + "characterized", + "concomitant", + "geometrically", + "anisotropy" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "anisotropic", + "morphology", + "characteristic", + "anisotropy", + "heterogeneity", + "protrusion", + "morphological", + "asymmetry" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "anisotropic", + "morphology", + "characteristic", + "anisotropy", + "heterogeneity", + "morphological", + "metallurgical", + "asymmetry" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "anisotropic", + "morphology", + "topography", + "anisotropy", + "geometrical", + "geometrically", + "equatorial", + "geomet" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "anisotropic", + "morphology", + "characteristic", + "anisotropy", + "geometrical", + "protrusion", + "topography", + "characteristics" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "morphology", + "anisotropic", + "characteristic", + "anisotropy", + "geometrical", + "characteristics", + "morphogenesis", + "geometrically" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "morphology", + "characteristics", + "anisotropic", + "characterized", + "anisotropy", + "configuration", + "geometries" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "characteristic", + "characteristics", + "morphology", + "characterized", + "hybridization", + "resultante", + "phenotype", + "formation" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "subsequently", + "consequently", + "simultaneously", + "characterized", + "resulting", + "devoid", + "thus", + "exhibiting" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "However", + "subsequently", + "this", + "Furthermore", + "Which", + "which", + "Consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Furthermore", + "this", + "Consequently", + "Subsequently", + "However", + "subsequently", + "Additionally" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "this", + "This", + "Furthermore", + "Consequently", + "Subsequently", + "subsequently", + "Additionally", + "However" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "this", + "Furthermore", + "Consequently", + "Subsequently", + "However", + "Additionally", + "subsequently" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "this", + "This", + "This", + "Consequently", + "Subsequently", + "These", + "Furthermore", + "이러한" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "this", + "This", + "These", + "Consequently", + "Meanwhile", + "Subsequently", + "This", + "Such" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "this", + "This", + "These", + "Meanwhile", + "이러한", + "Consequently", + "这种", + "Such" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "this", + "이러한", + "These", + "この", + "这种", + "Such", + "هذا" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "この", + "هذا", + "Consequently", + "Meanwhile", + "This", + "이러한" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "هذا", + "この", + "이러한", + "この", + "This", + "这种" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "هذا", + "この", + "この", + "इस", + "はこの", + "này" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "هذا", + "この", + "この", + "इस", + "이러한", + "This" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "This", + "هذا", + "Simultaneously", + "この", + "Meanwhile", + "この" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "Simultaneously", + "هذا", + "这种", + "この", + "この" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "this", + "This", + "هذا", + "This", + "Simultaneously", + "この", + "这种", + "इस" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "Simultaneously", + "This", + "هذا", + "The", + "Conversely", + "Subsequently" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "Simultaneously", + "The", + "Conversely", + "During", + "Such", + "Eventually" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "During", + "Simultaneously", + "The", + "Conversely", + "Such", + "Furthermore" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Molecules", + "During", + "In", + "A", + "Such", + "Simultaneously" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "tetragonal", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 180309, + 88930, + 88237, + 92213, + 76290, + 71812, + 99507, + 68588, + 43424, + 16098, + 6488, + 4834, + 5645, + 598, + 388, + 337, + 130, + 51, + 65, + 87, + 86, + 158, + 6598, + 224141, + 237833, + 237821, + 242518, + 233561, + 187423, + 144038, + 149927, + 118822, + 93839, + 79515, + 72781, + 64368, + 73000, + 69120, + 45223, + 37778, + 23115, + 22460 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 113531, + 38064, + 27793, + 35086, + 63386, + 83931, + 77089, + 79691, + 35840, + 26514, + 32445, + 38668, + 55576, + 33196, + 37635, + 69568, + 89471, + 118782, + 137048, + 100039, + 60809, + 39973, + 76901, + 60810, + 66920, + 70946, + 83931, + 55354, + 22503, + 11960, + 13247, + 13227, + 23956, + 14242, + 13836, + 20435, + 19038, + 22090, + 14873, + 13393, + 31900, + 3667 + ] + } + ], + "logit_lens": [ + { + "label": "tetragonal", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 227452, + 132917, + 101602, + 220756, + 231622, + 112456, + 70424, + 172601, + 132253, + 116706, + 94906, + 16791, + 10626, + 101509, + 32423, + 9793, + 6530, + 9319, + 11580, + 21236, + 33857, + 25138 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 100100, + 43958, + 20103, + 188445, + 194322, + 32510, + 3868, + 112444, + 106451, + 123020, + 87666, + 164371, + 64831, + 16169, + 4689, + 15407, + 57013, + 29522, + 30633, + 19606, + 21450, + 28789 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "because", + "score": 23.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "over", + "output_checked": true + }, + { + "concept": "periods", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "during", + "output_checked": true + }, + { + "concept": "and", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "short", + "output_checked": true + }, + { + "concept": "wave", + "score": 11.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "movement", + "score": 9.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "over", + "output_checked": true + }, + { + "concept": "resembling", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "constantly", + "score": 8.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "move", + "output_checked": true + }, + { + "concept": "which", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "this", + "score": 8.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "transformation", + "output_checked": true + }, + { + "concept": "kinetic", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-09__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-09__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-09__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-09__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-09__heatmap.png" + } + }, + { + "slug": "mechanism-name-diffusionless-lattice-change-10", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffusionless lattice change 10", + "description": "Frozen mechanism-versus-eponym vignette; both tracked words are absent from the input and generated output.", + "note": "Paired comparison of physical carrier 'tetragonal' against eponym token 'Bain'. Primary endpoint is the within-item log10 rank difference, summarized separately for J-lens and logit lens.", + "prompt_text": "X-ray peaks from the quenched product split because one unit-cell axis differs from the two equivalent perpendicular axes.", + "prompt_tail": "X-ray peaks from the quenched product split because one unit-cell axis differs from the two equivalent perpendicular axes.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "diffusionless-lattice-change", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + } + ], + "emergence": [ + { + "label": "tetragonal", + "best_rank": 41, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 986 + }, + { + "label": "Bain", + "best_rank": 9574, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 11868 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "It", + "whereas", + "About", + "Also", + "Although", + "People", + "College" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "nt", + "r", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "l", + "i", + "d", + "le", + "o", + "nt", + "r" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "l", + "i", + "o", + "d", + "r", + "le", + "ct" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "l", + "a", + "al", + "ally", + "in", + "to", + "y" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ile", + "ients", + "itatively", + "ially", + "arily", + "ually", + "qu", + "enced" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "wards", + "thus", + "ist", + "ile", + "ally", + "whereas", + "ence" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whereas", + "thus", + "therefore", + "persons", + "and", + "thereby", + "hence", + "which" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "whereas", + "thus", + "Furthermore", + "although", + "hence", + "consequently", + "Moreover" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "thus", + "Furthermore", + "whereas", + "also", + "thereby", + "consequently", + "and" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "whereas", + "which", + "thus", + "hence", + "thereby", + "although", + "Hence", + "and" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whereas", + "thereby", + "hence", + "thus", + "furthermore", + "which", + "Hence", + "Furthermore" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "whereas", + "hence", + "Hence", + "thereby", + "thus", + "which", + "furthermore", + "Furthermore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "whereas", + "hence", + "Hence", + "thereby", + "geometrical", + "consequently", + "thus", + "moreover" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "geometrical", + "hence", + "whereas", + "anisotropy", + "anisotropic", + "geometrically", + "thereby", + "geometry" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "anisotropic", + "geometrical", + "anisotropy", + "geometry", + "geometrically", + "asymmetry", + "trigon", + "anisot" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "anisotropic", + "anisotropy", + "asymmetry", + "geometrical", + "geometrically", + "geometry", + "symmetry", + "heterogeneity" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "anisotropic", + "geometry", + "asymmetry", + "geometrical", + "geometrically", + "anisotropy", + "architectural", + "heterogeneity" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "asymmetry", + "anisotropic", + "anisotropy", + "inhomogeneity", + "heterogeneity", + "geometrical", + "irregularity", + "geometry" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "asymmetry", + "differentiation", + "anisotropic", + "irregularity", + "anisotropy", + "inhomogeneity", + "geometry", + "heterogeneity" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "asymmetry", + "differentiation", + "uniqueness", + "anisotropy", + "anisotropic", + "geometry", + "differentiating", + "unique" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "differentiation", + "differentiating", + "distinguishing", + "asymmetry", + "differentiated", + "uniqueness", + "unequal", + "difference" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "thus", + "thereby", + "therefore", + "instead", + "consequently", + "unlike", + "one", + "hence" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Therefore", + "Consequently", + "However", + "Which", + "whereas", + "Although", + "Thus" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Therefore", + "Consequently", + "However", + "this", + "Although", + "whereas", + "Thus" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "Therefore", + "Consequently", + "However", + "whereas", + "Thus", + "Furthermore", + "this" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Therefore", + "Consequently", + "However", + "this", + "Thus", + "While", + "whereas" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "this", + "therefore", + "consequently", + "Thus", + "However" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "therefore", + "Thus", + "consequently", + "thus" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "Therefore", + "Consequently", + "thus", + "Thus", + "therefore", + "Hence" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "Therefore", + "Consequently", + "this", + "therefore", + "Thus", + "thus", + "Hence" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "thus", + "therefore", + "This", + "Thus" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "Consequently", + "This", + "Therefore", + "هذا", + "thus", + "therefore" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "هذا", + "This", + "この", + "Consequently", + "this", + "この" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "This", + "هذا", + "Consequently", + "この", + "this", + "Therefore" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "This", + "Therefore", + "Consequently", + "Thus", + "Hence", + "The" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "Therefore", + "Consequently", + "Thus", + "thus", + "The" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "Therefore", + "The", + "Consequently", + "Hence", + "Thus" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "This", + "The", + "Therefore", + "Consequently", + "Hence", + "Thus" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "The", + "Therefore", + "Consequently", + "This", + "Specifically", + "Analyzing" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "The", + "When", + "Therefore", + "Specifically", + "Analyzing", + "Consequently" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "In", + "For", + "X", + "When", + "If", + "Thus" + ] + } + ], + "concept_trajectories": { + "jacobian_lens": [ + { + "label": "tetragonal", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 189389, + 97710, + 98949, + 92534, + 47025, + 16349, + 43161, + 20645, + 8971, + 2769, + 3494, + 1547, + 1492, + 96, + 55, + 34, + 42, + 59, + 76, + 82, + 188, + 342, + 3688, + 202702, + 217766, + 217804, + 227620, + 209809, + 148609, + 136428, + 115554, + 88119, + 58505, + 54236, + 45370, + 27814, + 16702, + 17183, + 8508, + 11225, + 5776, + 3580 + ] + }, + { + "label": "Bain", + "layers": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38, + 39, + 40, + 41 + ], + "depths": [ + 0.0, + 2.4, + 4.9, + 7.3, + 9.8, + 12.2, + 14.6, + 17.1, + 19.5, + 22.0, + 24.4, + 26.8, + 29.3, + 31.7, + 34.1, + 36.6, + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2, + 92.7, + 95.1, + 97.6, + 100.0 + ], + "ranks": [ + 102541, + 35465, + 33597, + 50319, + 62045, + 75909, + 54019, + 71910, + 22376, + 13824, + 14378, + 31129, + 19135, + 13574, + 19985, + 36269, + 36163, + 76254, + 60602, + 38319, + 19785, + 17316, + 68351, + 25110, + 39960, + 50285, + 49190, + 35502, + 13626, + 9575, + 9682, + 10974, + 17763, + 12526, + 13375, + 19828, + 15066, + 20920, + 16297, + 13465, + 37063, + 4700 + ] + } + ], + "logit_lens": [ + { + "label": "tetragonal", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 144072, + 112462, + 97523, + 84376, + 111039, + 69489, + 72398, + 85441, + 105531, + 101783, + 114793, + 32320, + 20568, + 61462, + 4976, + 1513, + 987, + 3167, + 4358, + 6051, + 4021, + 6089 + ] + }, + { + "label": "Bain", + "layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "depths": [ + 39.0, + 41.5, + 43.9, + 46.3, + 48.8, + 51.2, + 53.7, + 56.1, + 58.5, + 61.0, + 63.4, + 65.9, + 68.3, + 70.7, + 73.2, + 75.6, + 78.0, + 80.5, + 82.9, + 85.4, + 87.8, + 90.2 + ], + "ranks": [ + 123605, + 89107, + 138170, + 235826, + 208442, + 57185, + 12152, + 159154, + 122259, + 86899, + 63780, + 152880, + 109060, + 18942, + 11869, + 21550, + 77001, + 71156, + 76165, + 41402, + 25800, + 37496 + ] + } + ], + "rank_indexing": "one-indexed; rank 1 is the highest-readout token", + "position_reduction": "minimum over preregistered score positions and declared single-token synonyms" + }, + "surprising": [ + { + "concept": "was", + "score": 20.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "diffraction", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "peaks", + "output_checked": true + }, + { + "concept": "counterparts", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "equivalent", + "output_checked": true + }, + { + "concept": "became", + "score": 11.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "one", + "output_checked": true + }, + { + "concept": "ones", + "score": 11.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "equivalent", + "output_checked": true + }, + { + "concept": "radiation", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ray", + "output_checked": true + }, + { + "concept": "other", + "score": 9.0, + "best_rank": 1, + "best_depth": 53.7, + "near_token": "from", + "output_checked": true + }, + { + "concept": "between", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "differs", + "output_checked": true + }, + { + "concept": "are", + "score": 9.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "peaks", + "output_checked": true + }, + { + "concept": "symmetry", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "equivalent", + "output_checked": true + }, + { + "concept": "previous", + "score": 8.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "from", + "output_checked": true + }, + { + "concept": "and", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "quenched", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-10__grid.png", + "stream": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-10__stream.png", + "trajectory": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-10__trajectory.png", + "emergence": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-10__emergence.png", + "heatmap": "figures/gemma4-materials-mechanism-name-v1/materials/mechanism-name-diffusionless-lattice-change-10__heatmap.png" + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-materials-paper-v1.json b/jlens_materials/runs/gemma4-materials-paper-v1.json new file mode 100644 index 0000000000000000000000000000000000000000..926a71149e54d7bb291f208586af7c71594f0793 --- /dev/null +++ b/jlens_materials/runs/gemma4-materials-paper-v1.json @@ -0,0 +1,11576 @@ +{ + "format_version": 2, + "created_at": "2026-07-10T20:23:06.318637+00:00", + "model": "google/gemma-4-E4B-it", + "model_identity": { + "requested_id": "google/gemma-4-E4B-it", + "requested_revision": null, + "model_class": "Gemma4ForConditionalGeneration", + "config_name_or_path": "google/gemma-4-E4B-it", + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-E4B-it", + "vocab_size": 262144, + "n_layers": 42, + "d_model": 2560, + "dtype": "float32" + }, + "tag": "gemma4-materials-paper-v1", + "n_layers": 42, + "d_model": 2560, + "lens_n_prompts": 1000, + "lens_provenance": null, + "methodology": { + "recipe": { + "name": "demo", + "n_fit": 12, + "max_seq_len": 64, + "target_layer": null, + "report_layer_count": null, + "skip_first": 16, + "strict_corpus": false, + "description": "Fast exploratory fit. Results from this profile are not a quantitative replication of the paper." + }, + "claims_level": "exploratory demo", + "paper_protocol_complete": false, + "strict_protocol": false, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 50, + "evaluation_max_seq_len": 512, + "generation_max_new_tokens": 1, + "model_revision": null, + "dtype": "float32", + "layer_stride": 1, + "prompt_source": "prompts/materials-paper-case-studies-v1.json", + "swaps_enabled": false, + "swap_alpha": 1.0 + }, + "shapes": [ + "ASSOCIATION", + "MODULATION", + "MULTIHOP", + "RECOGNITION" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": { + "ASSOCIATION": { + "n_items": 3, + "minimum_required": 50, + "sufficient_sample": false, + "ks": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "jacobian_lens": { + "pass_at_k": [ + 0.0, + 0.0, + 0.0, + 0.0, + 0.19444444444444442, + 0.19444444444444442, + 0.27777777777777773 + ], + "auc_log_k": 0.08886027789822276, + "bootstrap_95": { + "1": { + "mean": 0.0, + "low": 0.0, + "high": 0.0 + }, + "2": { + "mean": 0.0, + "low": 0.0, + "high": 0.0 + }, + "5": { + "mean": 0.0, + "low": 0.0, + "high": 0.0 + }, + "10": { + "mean": 0.0, + "low": 0.0, + "high": 0.0 + }, + "20": { + "mean": 0.19444444444444442, + "low": 0.0, + "high": 0.3333333333333333 + }, + "50": { + "mean": 0.19444444444444442, + "low": 0.0, + "high": 0.3333333333333333 + }, + "100": { + "mean": 0.27777777777777773, + "low": 0.0, + "high": 0.5 + } + } + }, + "logit_lens": { + "pass_at_k": [ + 0.0, + 0.0, + 0.0, + 0.0, + 0.1111111111111111, + 0.1111111111111111, + 0.1111111111111111 + ], + "auc_log_k": 0.047193611231556076 + } + } + }, + "directed_modulation_controls": { + "paper-v1-pileup-brass-key": { + "focus": { + "n_items": 1, + "hit_rate": 0.0, + "bootstrap_95": [ + 0.0, + 0.0 + ], + "minimum_required": 50, + "sufficient_sample": false + }, + "suppress": { + "n_items": 1, + "hit_rate": 0.0, + "bootstrap_95": [ + 0.0, + 0.0 + ], + "minimum_required": 50, + "sufficient_sample": false + }, + "control": { + "n_items": 1, + "hit_rate": 0.0, + "bootstrap_95": [ + 0.0, + 0.0 + ], + "minimum_required": 50, + "sufficient_sample": false + }, + "summary": { + "n_trials": 3, + "distinct_phrasings": 3, + "paper_phrasing_target": 24 + } + }, + "paper-v1-pileup-white-cup": { + "focus": { + "n_items": 1, + "hit_rate": 0.0, + "bootstrap_95": [ + 0.0, + 0.0 + ], + "minimum_required": 50, + "sufficient_sample": false + }, + "suppress": { + "n_items": 1, + "hit_rate": 0.0, + "bootstrap_95": [ + 0.0, + 0.0 + ], + "minimum_required": 50, + "sufficient_sample": false + }, + "control": { + "n_items": 1, + "hit_rate": 0.0, + "bootstrap_95": [ + 0.0, + 0.0 + ], + "minimum_required": 50, + "sufficient_sample": false + }, + "summary": { + "n_trials": 3, + "distinct_phrasings": 3, + "paper_phrasing_target": 24 + } + } + }, + "causal_swaps": { + "n_interventions": 0, + "n_graded": 0, + "minimum_required": 50, + "sufficient_sample": false, + "protocol_success_rate": null, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [ + "ASSOCIATION", + "MULTIHOP", + "RECOGNITION", + "MODULATION:paper-v1-pileup-brass-key:focus", + "MODULATION:paper-v1-pileup-brass-key:suppress", + "MODULATION:paper-v1-pileup-brass-key:control", + "MODULATION:paper-v1-pileup-brass-key:24-distinct-phrasings", + "MODULATION:paper-v1-pileup-white-cup:focus", + "MODULATION:paper-v1-pileup-white-cup:suppress", + "MODULATION:paper-v1-pileup-white-cup:control", + "MODULATION:paper-v1-pileup-white-cup:24-distinct-phrasings" + ], + "prompts": [ + { + "slug": "paper-v1-ductile-fracture-replication", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Ductile-fracture replication vignette", + "description": "An independently worded fractography vignette tests replication of the ductile microvoid family.", + "note": "Replication succeeds qualitatively if the ductile/microvoid family improves strongly under the J-lens relative to the logit lens. Do not infer an ordered mechanism unless nucleation precedes coalescence reproducibly.", + "prompt_text": "A tensile bar exhibited extensive necking before separation. The fracture surface was covered by rounded dimples centered on inclusions, and the final profile had a cup-shaped center with a surrounding shear lip.", + "prompt_tail": "aration. The fracture surface was covered by rounded dimples centered on inclusions, and the final profile had a cup-shaped center with a surrounding shear lip.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 39 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 54, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 39, + "logit_lens_best_rank": 170 + }, + { + "label": "void", + "best_rank": 6455, + "best_depth": 53.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 39, + "logit_lens_best_rank": 1165 + }, + { + "label": "nucleation", + "best_rank": 149, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 39, + "logit_lens_best_rank": 598 + }, + { + "label": "coalescence", + "best_rank": 12, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 39, + "logit_lens_best_rank": 3047 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "About", + "Although", + "and", + "Also", + "however", + "It" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "d", + "nt", + "a", + "r", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "l", + "d", + "ie", + "o", + "lly", + "nt", + "i" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "etc", + "l", + "d", + "i", + "le", + "ie", + "or" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "y", + "a", + "d", + "l", + "to", + "ie", + "ish" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ened", + "enced", + "ty", + "alty", + "eded", + "abouts", + "igated", + "eyer" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "wards", + "ened", + "abouts", + "enced", + "eded", + "edly", + "ie", + "ing" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "nearby", + "whilst", + "wards", + "filmed", + "filming", + "positioned", + "comprised", + "edly" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "towards", + "during", + "Makassar", + "although", + "Selangor", + "thereafter", + "benefiting", + "aiding" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "nearby", + "Makassar", + "LGA", + "accessory", + "thereafter", + "Cádiz", + "Málaga", + "neighboring" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "thence", + "proximal", + "which", + "nearby", + "thereto", + "adjoining", + "although" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "delineation", + "delineated", + "constituted", + "indicating", + "initiating", + "noted", + "characterized", + "commenced" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "delineated", + "delineation", + "necessitating", + "denoting", + "characterized", + "indicating", + "constituted", + "thereafter" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "delineation", + "demarcation", + "delineated", + "protrusion", + "radially", + "littoral", + "fring", + "circumferential" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "circumferential", + "radially", + "protrusion", + "coloration", + "carapace", + "delineation", + "demarcation", + "circumfer" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "carapace", + "protrusion", + "circumferential", + "characteristic", + "demarcation", + "delineation", + "hydrodynamic", + "extrusion" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "carapace", + "protrusion", + "distal", + "morphology", + "characteristic", + "anatomical", + "delineation", + "coloration" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "carapace", + "characteristic", + "morphology", + "hydrodynamic", + "distal", + "anisotropic", + "indicative", + "protrusion" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "characteristic", + "indicating", + "morphology", + "indicative", + "signifying", + "formation", + "coloration", + "protrusion" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "characteristic", + "indicating", + "indicative", + "morphology", + "superimposed", + "coloration", + "signifying", + "typical" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "superimposed", + "combination", + "fusion", + "indicating", + "typical", + "hybrid", + "典型的" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "characteristic", + "典型的", + "typical", + "hybrid", + "combination", + "morphology", + "특징", + "fusion" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "both", + "simultaneously", + "labeled", + "appended", + "finale", + "cyclist", + "additionally", + "rappel" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Also", + "Additionally", + "This", + "Which", + "During", + "Finally", + "whereas" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Also", + "Furthermore", + "This", + "Additionally", + "Ultimately", + "Finally", + "Therefore", + "Consequently" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "This", + "Also", + "Additionally", + "Ultimately", + "Consequently", + "Finally", + "Therefore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Furthermore", + "Additionally", + "Subsequently", + "Ultimately", + "Meanwhile", + "Therefore", + "Consequently" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "Furthermore", + "Additionally", + "These", + "Subsequently", + "Also", + "Meanwhile", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "These", + "Additionally", + "During", + "Meanwhile", + "Furthermore", + "Similarly", + "Which" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "These", + "this", + "These", + "these", + "etc", + "This", + "Therefore" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "These", + "this", + "Which", + "This", + "What", + "These", + "these" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "These", + "This", + "What", + "Which", + "these", + "These" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "These", + "these", + "This", + "이러한", + "These", + "هذا" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "these", + "These", + "This", + "هذا", + "이러한", + "この" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "these", + "These", + "This", + "이러한", + "هذا", + "这" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "This", + "These", + "이러한", + "these", + "Characteristics", + "What" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "These", + "these", + "이러한", + "这种", + "Characteristics" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "These", + "이러한", + "these", + "这种", + "this" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "This", + "These", + "이러한", + "The", + "these", + "What" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "These", + "this", + "The", + "Characteristics", + "This", + "Analysis", + "Characteristic" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "These", + "this", + "The", + "Both", + "Throughout", + "Which", + "Given" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "Stress", + "All", + "Both", + "What", + "Such" + ] + } + ], + "surprising": [ + { + "concept": "ductile", + "score": 22.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "which", + "score": 21.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 20.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exhibited", + "output_checked": true + }, + { + "concept": "This", + "score": 19.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 17.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "indicating", + "score": 17.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "and", + "output_checked": true + }, + { + "concept": "ductility", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "deformation", + "score": 14.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "cracks", + "score": 14.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "dim", + "output_checked": true + }, + { + "concept": "because", + "score": 14.0, + "best_rank": 3, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "throughout", + "score": 13.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "disintegration", + "score": 11.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "extensive", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v1/materials/paper-v1-ductile-fracture-replication__grid.png", + "stream": "figures/gemma4-materials-paper-v1/materials/paper-v1-ductile-fracture-replication__stream.png", + "trajectory": "figures/gemma4-materials-paper-v1/materials/paper-v1-ductile-fracture-replication__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v1/materials/paper-v1-ductile-fracture-replication__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v1/materials/paper-v1-ductile-fracture-replication__heatmap.png" + } + }, + { + "slug": "paper-v1-intergranular-replication", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Boundary-attack replication vignette", + "description": "An independently worded stainless-steel vignette tests replication of the corrosion and sensitization family.", + "note": "The strongest result would recover both generic corrosion and the specific sensitization/intergranular interpretation without those terms appearing in the prompt or continuation.", + "prompt_text": "A stainless-steel component spent hours near 650 degrees Celsius, allowing chromium-rich carbides to decorate grain interfaces. After immersion in a chloride solution, narrow connected grooves followed those interfaces while the grain interiors remained nearly untouched.", + "prompt_tail": "rain interfaces. After immersion in a chloride solution, narrow connected grooves followed those interfaces while the grain interiors remained nearly untouched.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 46 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "intergranular" + ], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 885, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 46, + "logit_lens_best_rank": 4033 + }, + { + "label": "corrosion", + "best_rank": 11, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 46, + "logit_lens_best_rank": 13 + }, + { + "label": "sensitization", + "best_rank": 1076, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 46, + "logit_lens_best_rank": 15901 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Although", + "About", + "It", + "Hence", + "Also", + "whereas", + "Hence" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "n", + "r", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "d", + "o", + "r", + "i", + "wards", + "al", + "lly" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "nt", + "n", + "nig", + "r", + "d", + "i", + "etc" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "to", + "a", + "d", + "i", + "al", + "l", + "in", + "ed" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "afterward", + "enced", + "ited", + "veled", + "ents", + "cted", + "ued", + "ided" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "enced", + "lastly", + "orneys", + "ited", + "thus", + "aken", + "ided", + "eded" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "afterward", + "lastly", + "Lastly", + "then", + "thus", + "thereafter", + "Furthermore", + "wherein" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Furthermore", + "which", + "Additionally", + "thereafter", + "the", + "afterward", + "then", + "thus" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "Additionally", + "thereafter", + "also", + "the", + "Furthermore", + "afterward", + "thus" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "which", + "however", + "alike", + "the", + "Nevertheless", + "remained", + "although" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "Moreover", + "moreover", + "alike", + "thence", + "thereto", + "thereafter", + "likewise" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thereafter", + "Moreover", + "thence", + "furthermore", + "moreover", + "wherein", + "distinguished", + "alike" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thereafter", + "delineated", + "distinguished", + "characterized", + "subsequently", + "thence", + "Moreover", + "noteworthy" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "bacter", + "metallurgical", + "chemically", + "histological", + "exhibiting", + "microscopic", + "delineated", + "characterized" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "epidermal", + "chemically", + "bacter", + "subsurface", + "phyt", + "necrosis", + "metallurgical", + "observed" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "necrosis", + "subsurface", + "epidermal", + "observed", + "isolated", + "delineated", + "undisturbed", + "isolating" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "necrosis", + "symptomatic", + "epidermal", + "diagnostic", + "subsurface", + "bacter", + "chemically", + "pathogenic" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "necrosis", + "symptomatic", + "pathogenic", + "contaminated", + "pathogens", + "contamination", + "pathogenesis", + "symptoms" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "necrosis", + "pathogens", + "symptomatic", + "pathogenic", + "chemically", + "symptoms", + "contaminated", + "pathogen" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "isolated", + "isolating", + "penetrated", + "phenomenon", + "isolate", + "undisturbed", + "isolates", + "localized" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "observed", + "isolated", + "seemingly", + "apparently", + "inexplicable", + "undisturbed", + "分离", + "separated" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "seemingly", + "only", + "neither", + "subsequently", + "noticeably", + "distinctly", + "exclusively", + "únicamente" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "subsequently", + "Finally", + "Suddenly", + "Afterwards", + "Eventually", + "Subsequently", + "Later", + "Then" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Subsequently", + "Ultimately", + "Finally", + "Consequently", + "Later", + "Eventually", + "Furthermore" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Ultimately", + "Furthermore", + "This", + "Subsequently", + "Eventually", + "Later", + "Finally", + "Meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Subsequently", + "Later", + "Afterwards", + "Eventually", + "Afterward", + "Meanwhile", + "However", + "Conversely" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Subsequently", + "Afterward", + "Afterwards", + "Later", + "afterwards", + "Eventually", + "subsequently", + "Meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Afterward", + "Afterwards", + "Meanwhile", + "Later", + "Eventually", + "Subsequently", + "During", + "afterwards" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "What", + "Finally", + "This", + "When", + "Later", + "Eventually", + "Afterward", + "Afterwards" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "What", + "This", + "Finally", + "Which", + "What", + "what", + "When", + "Consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "What", + "This", + "what", + "What", + "Finally", + "Eventually", + "Consequently", + "Which" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "What", + "This", + "what", + "What", + "Eventually", + "Subsequently", + "Would", + "After" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "What", + "what", + "This", + "What", + "Subsequently", + "Finally", + "Afterwards", + "Afterward" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "What", + "This", + "what", + "Finally", + "Subsequently", + "Subsequent", + "After", + "What" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "What", + "This", + "what", + "What", + "Finally", + "After", + "Subsequently", + "Analyzing" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "What", + "what", + "What", + "Finally", + "This", + "Analyzing", + "Subsequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "What", + "What", + "what", + "Analyzing", + "This", + "Finally", + "Eventually" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "What", + "This", + "What", + "Analyzing", + "Finally", + "what", + "Subsequently", + "The" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "What", + "The", + "Analyzing", + "Finally", + "Eventually", + "When", + "Following" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "What", + "The", + "When", + "During", + "Subsequently", + "Eventually", + "After" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "What", + "A", + "When", + "Heating", + "Subsequent", + "Upon" + ] + } + ], + "surprising": [ + { + "concept": "metallurgical", + "score": 37.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "spent", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 29.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "and", + "score": 28.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "hours", + "output_checked": true + }, + { + "concept": "during", + "score": 23.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "hours", + "output_checked": true + }, + { + "concept": "because", + "score": 16.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "followed", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "near", + "output_checked": true + }, + { + "concept": "fissures", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "unaffected", + "score": 13.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "subsequently", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "a", + "output_checked": true + }, + { + "concept": "was", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 13.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grain", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v1/materials/paper-v1-intergranular-replication__grid.png", + "stream": "figures/gemma4-materials-paper-v1/materials/paper-v1-intergranular-replication__stream.png", + "trajectory": "figures/gemma4-materials-paper-v1/materials/paper-v1-intergranular-replication__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v1/materials/paper-v1-intergranular-replication__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v1/materials/paper-v1-intergranular-replication__heatmap.png" + } + }, + { + "slug": "paper-v1-fatigue-fractography", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Cyclic-fracture vignette", + "description": "Fractographic and loading clues should evoke the cyclic damage family without naming it.", + "note": "This tests whether a coherent fatigue/crack-growth family emerges from loading history and fractographic morphology.", + "prompt_text": "A shaft survived thousands of alternating load cycles before sudden separation. Concentric beach marks spread from a surface notch, and microscopy showed closely spaced parallel ridges advancing across the smooth region.", + "prompt_tail": " sudden separation. Concentric beach marks spread from a surface notch, and microscopy showed closely spaced parallel ridges advancing across the smooth region.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 35 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "striations" + ], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 238, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 189 + }, + { + "label": "crack", + "best_rank": 1524, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 630 + }, + { + "label": "propagation", + "best_rank": 336, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 2227 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "Also", + "About", + "It", + "Although", + "Also", + "and" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "r", + "n", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "o", + "d", + "r", + "al", + "lly", + "i" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "sic", + "wards", + "l", + "r", + "d", + "i", + "nt" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "l", + "to", + "d", + "sic", + "r", + "a", + "etc", + "i" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "하였", + "enced", + "하였다", + "toward", + "icolored", + "하였습니다", + "í", + "eded" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "enced", + "thereafter", + "ided", + "eded", + "ertain", + "arily", + "ened" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thereafter", + "thence", + "하였", + "subsequently", + "portions", + "environs", + "thus", + "afterward" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "Furthermore", + "afterward", + "subsequently", + "utilizing", + "noted", + "wherein", + "하였" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thereafter", + "afterward", + "which", + "subsequently", + "Guangdong", + "Makassar", + "Münster", + "nearby" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "thence", + "discernible", + "thereto", + "hitherto", + "indications", + "heretofore", + "concomit" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thence", + "thereto", + "hitherto", + "indistinct", + "whence", + "occasioned", + "concomit", + "Messrs" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thence", + "hitherto", + "thereto", + "obliquely", + "conspicuous", + "discernible", + "indistinct", + "incipient" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "conspicuous", + "obliquely", + "striated", + "indistinct", + "hitherto", + "thence", + "incipient", + "discernible" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "microscopy", + "coloration", + "micrograph", + "micrographs", + "discoloration", + "striated", + "specimens", + "microsc" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "micrograph", + "microscopy", + "striated", + "micrographs", + "observed", + "coloration", + "specimens", + "microsc" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "microscopy", + "micrograph", + "micrographs", + "observable", + "visible", + "microsc", + "microscopic" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "observed", + "microscopy", + "micrograph", + "visible", + "striated", + "microscopic", + "micrographs", + "observable" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "observed", + "visible", + "microscopy", + "indicating", + "micrograph", + "evidence", + "discoloration", + "microscopic" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "observed", + "indicating", + "visible", + "microscopy", + "micrograph", + "evidence", + "striated", + "discoloration" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "observed", + "indicating", + "apparently", + "microscopy", + "formations", + "seemingly", + "visible", + "micrograph" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "visible", + "observed", + "suggesting", + "visibly", + "visualizing", + "resembling", + "describing" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "descriptions", + "described", + "seemingly", + "crews", + "these", + "cited", + "visually", + "suggestive" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "subsequently", + "This", + "suggesting", + "Afterwards", + "Which", + "Consequently", + "What", + "Suddenly" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Consequently", + "These", + "Ultimately", + "Also", + "Furthermore", + "Finally", + "Why" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "Furthermore", + "Also", + "Ultimately", + "Similarly", + "Finally", + "Additionally", + "Meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Furthermore", + "Also", + "Meanwhile", + "Subsequently", + "Afterwards", + "Additionally", + "Ultimately" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "These", + "Subsequently", + "Consequently", + "Meanwhile", + "Additionally", + "Afterwards", + "Also" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "These", + "This", + "Meanwhile", + "Additionally", + "These", + "Similarly", + "Subsequently", + "Later" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "This", + "These", + "Finally", + "these", + "They", + "Compared", + "Which" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "These", + "What", + "They", + "Which", + "These", + "Therefore", + "Consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "These", + "What", + "this", + "This", + "These", + "Eventually", + "Which" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "These", + "this", + "these", + "This", + "These", + "What", + "Eventually" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "this", + "These", + "these", + "This", + "这", + "What", + "この" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "These", + "these", + "This", + "这", + "이러한", + "These" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "These", + "this", + "This", + "Analyzing", + "What", + "Analysis", + "Finally" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "These", + "This", + "Analyzing", + "Analysis", + "What", + "The" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "These", + "This", + "Analyzing", + "What", + "Analysis", + "The" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "These", + "Analyzing", + "this", + "What", + "This", + "The", + "Analysis" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "These", + "Analyzing", + "The", + "Analysis", + "Eventually", + "this", + "What" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "These", + "The", + "this", + "Analysis", + "What", + "Eventually", + "Analyzing" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "A", + "It", + "What", + "Analysis", + "Failure" + ] + } + ], + "surprising": [ + { + "concept": "cracks", + "score": 24.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "parallel", + "output_checked": true + }, + { + "concept": "during", + "score": 22.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "because", + "score": 20.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "survived", + "output_checked": true + }, + { + "concept": "This", + "score": 18.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "indicating", + "score": 15.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "where", + "score": 13.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "years", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "was", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "throughout", + "score": 11.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "thousands", + "output_checked": true + }, + { + "concept": "episodes", + "score": 10.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "alternating", + "output_checked": true + }, + { + "concept": "appeared", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "marks", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v1/materials/paper-v1-fatigue-fractography__grid.png", + "stream": "figures/gemma4-materials-paper-v1/materials/paper-v1-fatigue-fractography__stream.png", + "trajectory": "figures/gemma4-materials-paper-v1/materials/paper-v1-fatigue-fractography__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v1/materials/paper-v1-fatigue-fractography__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v1/materials/paper-v1-fatigue-fractography__heatmap.png" + } + }, + { + "slug": "paper-v1-cleavage-fractography", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Low-temperature faceted-fracture vignette", + "description": "A faceted low-temperature fracture should evoke a brittle cleavage interpretation.", + "note": "Compare the specific cleavage/transgranular terms with the broader brittle/fracture family.", + "prompt_text": "A body-centered alloy failed at low temperature with almost no necking. Its fracture surface contained flat crystallographic facets joined by river-like markings, while macroscopic plastic deformation was minimal.", + "prompt_tail": "almost no necking. Its fracture surface contained flat crystallographic facets joined by river-like markings, while macroscopic plastic deformation was minimal.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 37 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [ + "intermediates present in input: ['fracture']" + ], + "valid_for_metrics": false, + "excluded_reasons": [ + "intermediates present in input: ['fracture']" + ], + "discovered": false, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 566, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 37, + "logit_lens_best_rank": 13412 + }, + { + "label": "cleavage", + "best_rank": 7686, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 37, + "logit_lens_best_rank": 5738 + }, + { + "label": "fracture", + "best_rank": 1427, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 37, + "logit_lens_best_rank": 3343 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "About", + "Although", + "Also", + "It", + "wich", + "which", + "although" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "nt", + "n", + "d", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "d", + "i", + "o", + "nt", + "r", + "al", + "wards" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "nt", + "wards", + "etc", + "sic", + "d", + "i", + "nig" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "thus", + "thence", + "to", + "al", + "ably", + "ly", + "d", + "sic" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "하였", + "thereafter", + "thus", + "enced", + "igated", + "하였습니다", + "toward", + "하였다" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thereafter", + "thence", + "thus", + "chiefly", + "thereto", + "environs", + "adherents", + "wherein" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thereafter", + "thus", + "utilized", + "wherein", + "environs", + "utilizing", + "subsequently", + "situated" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "subsequently", + "thus", + "Furthermore", + "Nevertheless", + "wherein", + "utilizing", + "awaiting" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thereafter", + "subsequently", + "thus", + "the", + "Furthermore", + "Düsseldorf", + "Shandong", + "Kraków" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "discernible", + "concomit", + "subsequently", + "nonetheless", + "thus", + "characterized", + "subsequent" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "constituted", + "discernible", + "concomit", + "furthermore", + "exhibited", + "characterized", + "thus", + "thereafter" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "discernible", + "concomit", + "characterized", + "noteworthy", + "considerable", + "constituted", + "thereafter", + "exhibited" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "discernible", + "metallurgical", + "nascent", + "characterized", + "negligible", + "concomit", + "devoid", + "subdued" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "observed", + "exhibiting", + "metallurgical", + "exhibited", + "observational", + "discernible", + "observation", + "spectroscopic" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "observed", + "quiescent", + "observational", + "monolayer", + "benthic", + "negligible", + "microstructure" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "quiescent", + "metallurgical", + "phenotypic", + "observed", + "histological", + "metabolic", + "symptomatic", + "exhibiting" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "atypical", + "quiescent", + "symptomatic", + "exhibiting", + "physiological", + "necrosis", + "metabolic", + "spectroscopic" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "symptomatic", + "atypical", + "exhibiting", + "inexplicable", + "symptoms", + "exhibited", + "characteristic", + "observed" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "symptomatic", + "exhibiting", + "atypical", + "exhibited", + "characteristic", + "indicative", + "observed", + "characterized" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "indicative", + "characteristics", + "typical", + "characterized", + "atypical", + "exhibited", + "indicating" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "characteristic", + "characteristics", + "typical", + "symptoms", + "evidence", + "indicative", + "indicating", + "atypical" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "suggesting", + "nonetheless", + "despite", + "Overall", + "overall", + "するなど", + "etc", + "nevertheless" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Therefore", + "Furthermore", + "Ultimately", + "What", + "Consequently", + "Finally", + "this" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Therefore", + "Consequently", + "Furthermore", + "These", + "Ultimately", + "During", + "Also" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "Furthermore", + "Therefore", + "Similarly", + "Consequently", + "Ultimately", + "Meanwhile", + "Additionally" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Furthermore", + "Subsequently", + "Therefore", + "Conversely", + "Consequently", + "These", + "Similarly" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "this", + "These", + "This", + "Therefore", + "Consequently", + "Furthermore", + "Subsequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "These", + "this", + "These", + "Similar", + "This", + "these", + "Such" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "These", + "this", + "These", + "these", + "Such", + "이러한", + "What" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "These", + "this", + "What", + "Which", + "Such", + "이러한", + "This" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "These", + "this", + "What", + "Which", + "이러한", + "This", + "Such" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "These", + "these", + "이러한", + "What", + "This", + "Based" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "These", + "이러한", + "these", + "This", + "What", + "هذا" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "이러한", + "These", + "these", + "This", + "هذا", + "这种" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "What", + "This", + "These", + "이러한", + "what", + "Such" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "이러한", + "What", + "These", + "these", + "这种" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "이러한", + "This", + "What", + "These", + "这种", + "Given" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "What", + "This", + "These", + "이러한", + "Given", + "Based" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "Given", + "These", + "What", + "Based", + "The", + "Considering" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "Given", + "These", + "What", + "Based", + "The", + "Such" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "These", + "The", + "Given", + "What", + "Based", + "Such", + "It" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 34.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "This", + "score": 25.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "indicating", + "score": 21.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "which", + "score": 21.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "body", + "output_checked": true + }, + { + "concept": "ductility", + "score": 20.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "neck", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 18.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 16.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "low", + "output_checked": true + }, + { + "concept": "failure", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "at", + "output_checked": true + }, + { + "concept": "negligible", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "minimal", + "output_checked": true + }, + { + "concept": "also", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "while", + "output_checked": true + }, + { + "concept": "cracks", + "score": 14.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "with", + "output_checked": true + }, + { + "concept": "geometries", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ographic", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v1/materials/paper-v1-cleavage-fractography__grid.png", + "stream": "figures/gemma4-materials-paper-v1/materials/paper-v1-cleavage-fractography__stream.png", + "trajectory": "figures/gemma4-materials-paper-v1/materials/paper-v1-cleavage-fractography__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v1/materials/paper-v1-cleavage-fractography__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v1/materials/paper-v1-cleavage-fractography__heatmap.png" + } + }, + { + "slug": "paper-v1-hall-petch-constrained", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Constrained grain-size strengthening", + "description": "A forced binary completion prevents an adverb from invalidating the clean answer control.", + "note": "This repairs the earlier clean-answer failure caused by the first generated token being 'significantly'.", + "prompt_text": "Two otherwise identical polycrystals have mean grain sizes of 60 micrometers and 6 micrometers. Interfaces impede carrier motion, so reducing the grain size changes the yield stress. Choose exactly one word, higher or lower: the fine-grained specimen's yield stress is", + "prompt_tail": "mpede carrier motion, so reducing the grain size changes the yield stress. Choose exactly one word, higher or lower: the fine-grained specimen's yield stress is", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 55 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": null, + "answer": "higher", + "baseline": { + "required": true, + "correct": false, + "expected": [ + "higher" + ], + "greedy_token_id": 5213, + "greedy_token": "**" + }, + "generated_completion": " **", + "generated_token_ids": [ + 5213 + ], + "protocol_violations": [], + "valid_for_metrics": false, + "excluded_reasons": [ + "clean model did not produce the expected answer" + ], + "discovered": false, + "tracked_dropped": [ + "Petch" + ], + "tracked": [ + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "Hall", + "best_rank": 16296, + "best_depth": 53.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 55, + "logit_lens_best_rank": 1170 + }, + { + "label": "strengthening", + "best_rank": 3830, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 55, + "logit_lens_best_rank": 10123 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "leness", + "therefore", + "because", + "according", + "probably", + "there", + "ness", + "ableness" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "d", + "or", + "t", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "lly", + "ment", + "i", + "y", + "a", + "d", + "nt" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "i", + "a", + "t", + "lly", + "d", + "etc", + "y" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ally", + "y", + "ment", + "basically", + "ing", + "on", + "or", + "ance" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ally", + "ing", + "ment", + "atic", + "uated", + "able", + "ety", + "anese" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ally", + "ised", + "ing", + "basically", + "eded", + "wards", + "ment", + "alot" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "alot", + "ised", + "utilising", + "basically", + "thats", + "whilst", + "utilised", + "practising" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "utilised", + "utilising", + "authorised", + "localised", + "being", + "recognised", + "organised", + "currently" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "being", + "also", + "in", + "therefore", + "whereas", + "approximately", + "is", + "additionally" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "being", + "and", + "therefore", + "whilst", + "whereas", + "approximately", + "accordingly", + "only" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whereas", + "moreover", + "furthermore", + "attained", + "additionally", + "also", + "administered", + "aided" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "comparable", + "whereas", + "attained", + "greater", + "moreover", + "furthermore", + "administered", + "satisfactorily" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "comparable", + "accordingly", + "greater", + "favorably", + "compar", + "favourably", + "calculated", + "measured" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "comparable", + "calculated", + "compar", + "comparative", + "compared", + "measured", + "comparator", + "accordingly" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "comparable", + "comparative", + "comparator", + "compar", + "compared", + "attributable", + "measured", + "differentiated" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "comparable", + "comparative", + "comparison", + "compar", + "comparing", + "compared", + "comparator", + "outperformed" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "comparative", + "comparison", + "comparable", + "comparing", + "physiologically", + "predicted", + "compar", + "superiority" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "comparative", + "comparison", + "comparing", + "predicted", + "compared", + "predicting", + "compar", + "comparable" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "comparative", + "comparison", + "compared", + "comparing", + "compare", + "predicted", + "compares", + "compar" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "accordingly", + "therefore", + "compared", + "predicted", + "comparative", + "correspondingly", + "compare", + "compares" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "is", + "therefore", + "BECAUSE", + "accordingly", + "WHAT", + "compared", + "IS", + "approximately" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "is", + "is", + "IS", + "are", + "has", + "THIS", + "的是", + "was" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ذریع", + "때문이다", + "called", + "horribly", + "銆", + "angrily", + "뭐라고", + "afraid" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "때문이다", + "৷", + "because", + "THIS", + "whereas", + "입니다", + "ALSO", + "ذریع" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "때문이다", + "because", + "accordingly", + "ذریع", + "whereas", + "compared", + "입니다", + "shown" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "compared", + "either", + "때문이다", + "accordingly", + "ذریع", + "comparing", + "experiencing", + "according" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "compared", + "comparable", + "probably", + "whether", + "comparing", + "experiencing", + "outperformed", + "either" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "compared", + "theirs", + "comparable", + "better", + "Compared", + "preferable", + "outperformed", + "比べて" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "compared", + "theirs", + "MORE", + "XXX", + "比べて", + "よりも", + "보다", + "xxx" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "compared", + "MORE", + "theirs", + "harder", + "worse", + "よりも", + "brighter", + "hotter" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "compared", + "theirs", + "xxx", + "比べて", + "accordingly", + "probably", + "likely", + "XXX" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "compared", + "likely", + "比べて", + "theirs", + "probably", + "expected", + "predicted", + "relative" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "compared", + "relative", + "comparatively", + "either", + "likely", + "comparative", + "比べて", + "predicted" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "compared", + "relative", + "comparatively", + "predicted", + "either", + "比べて", + "hotter", + "relatively" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "compared", + "higher", + "predicted", + "comparatively", + "hotter", + "relative", + "relatively", + "coarser" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "compared", + "comparatively", + "predicted", + "relative", + "higher", + "either", + "relatively", + "compar" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "compared", + "comparatively", + "higher", + "predicted", + "relative", + "either", + "relatively", + "compar" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "higher", + "compared", + "comparatively", + "predicted", + "relative", + "relatively", + "either", + "harder" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "higher", + "compared", + "comparatively", + "relatively", + "relative", + "predicted", + "either", + "likely" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "either", + "relatively", + "higher", + "predicted", + "compared", + "likely", + "comparatively", + "relative" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "higher", + "relatively", + "compared", + "either", + "predicted", + "expected", + "comparatively", + "lower" + ] + } + ], + "surprising": [ + { + "concept": "microstructure", + "score": 31.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "respectively", + "score": 24.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "because", + "score": 24.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "but", + "score": 21.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "diameter", + "score": 20.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sizes", + "output_checked": true + }, + { + "concept": "was", + "score": 20.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "size", + "output_checked": true + }, + { + "concept": "which", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "will", + "score": 17.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystals", + "output_checked": true + }, + { + "concept": "differing", + "score": 16.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "have", + "output_checked": true + }, + { + "concept": "decrease", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "changes", + "output_checked": true + }, + { + "concept": "both", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "have", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v1/materials/paper-v1-hall-petch-constrained__grid.png", + "stream": "figures/gemma4-materials-paper-v1/materials/paper-v1-hall-petch-constrained__stream.png", + "trajectory": "figures/gemma4-materials-paper-v1/materials/paper-v1-hall-petch-constrained__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v1/materials/paper-v1-hall-petch-constrained__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v1/materials/paper-v1-hall-petch-constrained__heatmap.png" + } + }, + { + "slug": "paper-v1-schmid-constrained", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Constrained resolved-shear event", + "description": "A one-word microscopic-event request distinguishes slip from the macroscopic answer yield.", + "note": "This repairs the earlier ambiguity in which the scientifically plausible first token was 'yield'.", + "prompt_text": "For a single crystal, the product of applied stress and the two orientation cosines gives a resolved value of 120 MPa on the most favorably oriented system. The critical value is 80 MPa. Answer with one word naming the microscopic deformation event that begins:", + "prompt_tail": "value of 120 MPa on the most favorably oriented system. The critical value is 80 MPa. Answer with one word naming the microscopic deformation event that begins:", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 53 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": null, + "answer": "slip", + "baseline": { + "required": true, + "correct": false, + "expected": [ + "slip" + ], + "greedy_token_id": 106, + "greedy_token": "" + }, + "generated_completion": "", + "generated_token_ids": [ + 106 + ], + "protocol_violations": [], + "valid_for_metrics": false, + "excluded_reasons": [ + "clean model did not produce the expected answer" + ], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + }, + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + } + ], + "emergence": [ + { + "label": "Schmid", + "best_rank": 4291, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 53, + "logit_lens_best_rank": 390 + }, + { + "label": "dislocation", + "best_rank": 103, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 53, + "logit_lens_best_rank": 150 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ought", + "insofar", + "inasmuch", + "sixty", + "ㆍ", + "forty", + "sixteen", + "대하여" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "or", + "o", + "a", + "e", + "n", + "ar" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "thence", + "l", + "or", + "abouts", + "ie", + "al", + "er" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "lhe", + "thence", + "l", + "coloured", + "afield", + "ihe", + "or", + "daß" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "thence", + "sic", + "lhe", + "ably", + "l", + "whereupon", + "d", + "or" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thence", + "whereupon", + "forthwith", + "ably", + "afield", + "whence", + "monies", + "terminus" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "whereupon", + "forthwith", + "unto", + "ably", + "monies", + "whence", + "chiefly" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thence", + "whereupon", + "forthwith", + "unto", + "wherein", + "whereby", + "whence", + "chiefly" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thence", + "forthwith", + "unto", + "whilst", + "whereupon", + "wherein", + "whereby", + "whence" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "unto", + "Whilst", + "whilst", + "the", + "thence", + "wherein", + "whereby", + "whence" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "Whilst", + "whilst", + "BEGIN", + "the", + "thru", + "FIRST", + "its", + "gonna" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "Begins", + "begun", + "thru", + "begin", + "Beginning", + "gonna", + "soon", + "Into" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "Begins", + "begun", + "begin", + "begins", + "Beginning", + "Begin", + "beginning", + "commencement" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "begun", + "Begins", + "Beginning", + "Begin", + "begin", + "Beginning", + "commencement", + "begins" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "begun", + "commencement", + "beginning", + "Beginning", + "Begins", + "Beginning", + "commences", + "begins" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "commencement", + "initiating", + "initiation", + "initiator", + "Initiation", + "begun", + "initiated", + "beginning" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "initiating", + "initiation", + "commencement", + "initiator", + "Initiation", + "commences", + "initiates", + "incipient" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "initiating", + "initiation", + "commencement", + "Initiation", + "incipient", + "initiate", + "initiator", + "onset" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "initiating", + "commencement", + "initiation", + "Initiation", + "incipient", + "启动", + "onset", + "initiate" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "commencement", + "initiating", + "initiation", + "본격", + "incipient", + "commencing", + "Initiation", + "onset" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "initiating", + "commencement", + "Initiation", + "Beginning", + "initiation", + "Commencement", + "BEGIN", + "commences" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Beginning", + "Begin", + "commencement", + "Initiation", + "Beginning", + "Starts", + "Begins", + "Suddenly" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Favourite", + "BEFORE", + "favourite", + "REALLY", + "THEN", + "START", + "Favourite", + "Actually" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "although", + "whereas", + "Which", + "Also", + "Therefore", + "Please", + "Finally", + "However" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Which", + "Why", + "What", + "However", + "Therefore", + "whereas", + "There" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "Also", + "Example", + "Which", + "However", + "때문이다", + "Why", + "There" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Example", + "Either", + "Examples", + "때문이다", + "Also", + "Example", + "However", + "Maybe" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Example", + "Example", + "Either", + "Examples", + "Perhaps", + "때문이다", + "Maybe", + "Whether" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Answer", + "Either", + "Examples", + "Example", + "Explained", + "Answer", + "Example", + "however" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Answer", + "Either", + "Reply", + "ANSWER", + "Explained", + "Answer", + "EXAMPLE", + "Keywords" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Answer", + "Either", + "ANSWER", + "Explained", + "Answer", + "Output", + "Name", + "Please" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Answer", + "Either", + "ANSWER", + "Explained", + "Output", + "Explain", + "Choose", + "Please" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Answer", + "ANSWER", + "Either", + "Choose", + "Answer", + "OR", + "Proof", + "Please" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "stress", + "Stress", + "Answer", + "elastic", + "strain", + "stresses", + "tension", + "elasticity" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "stress", + "Answer", + "flexion", + "torque", + "Stress", + "deformation", + "strain", + "tensile" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "stress", + "Answer", + "Stress", + "flexion", + "Stress", + "Answer", + "stresses", + "deformation" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "stress", + "strain", + "Answer", + "Stress", + "deformation", + "Strain", + "flexion", + "Stress" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "stress", + "strain", + "Answer", + "deformation", + "Stress", + "Stress", + "Answer", + "flexion" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "stress", + "Answer", + "Stress", + "strain", + "Answer", + "Stress", + "deformation", + "answer" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "stress", + "Answer", + "Stress", + "Response", + "Strain", + "strain", + "Write", + "stresses" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "stress", + "strain", + "Stress", + "Answer", + "either", + "Strain", + "deformation", + "Response" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "stress", + "Stress", + "Answer", + "Deformation", + "deformation", + "strain", + "Strain", + "Slip" + ] + } + ], + "surprising": [ + { + "concept": "when", + "score": 35.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "begins", + "output_checked": true + }, + { + "concept": "because", + "score": 30.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "threshold", + "score": 29.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "coefficient", + "score": 28.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "gives", + "output_checked": true + }, + { + "concept": "corresponding", + "score": 24.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "value", + "output_checked": true + }, + { + "concept": "also", + "score": 24.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "phenomenon", + "score": 22.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "which", + "score": 21.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "plane", + "score": 16.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "Therefore", + "score": 14.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "was", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "cosines", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v1/materials/paper-v1-schmid-constrained__grid.png", + "stream": "figures/gemma4-materials-paper-v1/materials/paper-v1-schmid-constrained__stream.png", + "trajectory": "figures/gemma4-materials-paper-v1/materials/paper-v1-schmid-constrained__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v1/materials/paper-v1-schmid-constrained__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v1/materials/paper-v1-schmid-constrained__heatmap.png" + } + }, + { + "slug": "paper-v1-fcc-constrained", + "shape": "RECOGNITION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Constrained diffraction recognition", + "description": "A strict abbreviation request prevents an initial article from invalidating the answer check.", + "note": "This repairs the earlier clean-answer failure caused by the first generated token being the article 'a'.", + "prompt_text": "A cubic powder pattern permits reflections when the three Miller indices are all odd or all even and excludes mixed parity. Reply only with the standard three-letter Bravais-lattice abbreviation:", + "prompt_tail": "ections when the three Miller indices are all odd or all even and excludes mixed parity. Reply only with the standard three-letter Bravais-lattice abbreviation:", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 36 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": null, + "answer": "FCC", + "baseline": { + "required": true, + "correct": false, + "expected": [ + "FCC" + ], + "greedy_token_id": 108, + "greedy_token": "" + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [ + "intermediates present in input: ['cubic']" + ], + "valid_for_metrics": false, + "excluded_reasons": [ + "intermediates present in input: ['cubic']", + "clean model did not produce the expected answer" + ], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "cubic", + "surfaces": [ + "cubic" + ], + "token_ids": [ + 23150, + 131457, + 196930 + ] + }, + { + "label": "extinction", + "surfaces": [ + "extinction" + ], + "token_ids": [ + 52413 + ] + }, + { + "label": "diffraction", + "surfaces": [ + "diffraction" + ], + "token_ids": [ + 33829, + 205632 + ] + } + ], + "emergence": [ + { + "label": "cubic", + "best_rank": 0, + "best_depth": 85.4, + "onset_depth": 80.5, + "reached_top1": true, + "best_pos": 36, + "logit_lens_best_rank": 0 + }, + { + "label": "extinction", + "best_rank": 33010, + "best_depth": 56.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 36, + "logit_lens_best_rank": 27159 + }, + { + "label": "diffraction", + "best_rank": 179, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 36, + "logit_lens_best_rank": 148 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ought", + "¹", + "sixty", + "sixteen", + "ㆍ", + "forty", + "insofar", + "ſ" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "a", + "i", + "or", + "wards", + "o", + "d", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "thence", + "al", + "d", + "ar", + "ihe", + "lhe", + "wards" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "daß", + "lhe", + "ſ", + "l", + "thence", + "r", + "incl", + "muß" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "thence", + "whereupon", + "hereafter", + "forthwith", + "atop", + "an", + "lhe", + "fi" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thence", + "forthwith", + "whereupon", + "heretofore", + "requisite", + "pursuant", + "chiefly", + "occasioned" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "forthwith", + "thence", + "unto", + "whereupon", + "chiefly", + "heretofore", + "requisite", + "whence" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "forthwith", + "thence", + "unto", + "whereupon", + "wherein", + "Messrs", + "whence", + "heretofore" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Whilst", + "forthwith", + "whilst", + "unto", + "utilised", + "thence", + "utilising", + "wherein" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "its", + "Its", + "Whilst", + "unto", + "wherein", + "forthwith", + "henceforth", + "whilst" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "henceforth", + "forthwith", + "thence", + "heretofore", + "wherein", + "its", + "unto", + "Upon" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "forthwith", + "thence", + "henceforth", + "whence", + "whereupon", + "Messrs", + "unto", + "wherein" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "forthwith", + "henceforth", + "thence", + "uttered", + "whereupon", + "unto", + "whence", + "Kindly" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "forthwith", + "uttered", + "henceforth", + "Its", + "doth", + "alphabetically", + "即可", + "NAME" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "denoting", + "abbreviation", + "utterance", + "alphabetically", + "signifying", + "symbol", + "NAME", + "uttered" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "signifying", + "denoting", + "symbol", + "رمز", + "emoji", + "utterance", + "monos", + "abbreviation" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "alphabetically", + "signifying", + "denoting", + "nomenclature", + "abbreviation", + "monos", + "designation", + "answer" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "alphabetically", + "abbreviation", + "nomenclature", + "monos", + "denoting", + "alphabetical", + "lowercase", + "signifying" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "alphabetically", + "abbreviation", + "monos", + "字母", + "NAME", + "alphabetical", + "denoting", + "nomenclature" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "alphabetically", + "NAME", + "abbreviation", + "alphabetical", + "monos", + "ANSWER", + "字母", + "denoting" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "NAME", + "alphabetically", + "ANSWER", + "TYPE", + "lowercase", + "NAMES", + "alphabetical", + "Answer" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ANSWER", + "Suitable", + "Answer", + "Suitable", + "lowercase", + "Answer", + "SOLUTION", + "SELECTED" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Month", + "Months", + "Brand", + "следующих", + "Jay", + "MMM", + "Possibly", + "Unknown" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ذریع", + "Why", + "Maybe", + "Suddenly", + "Quiero", + "Only", + "Question", + "Например" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Example", + "Why", + "Should", + "Examples", + "Unless", + "Example", + "Often", + "Например" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Example", + "Examples", + "Only", + "Example", + "Why", + "Something", + "Например", + "Answer" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Example", + "Either", + "例えば", + "Answer", + "Examples", + "例如", + "Например", + "Nunca" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Example", + "Either", + "Answer", + "Example", + "Например", + "例えば", + "Nunca", + "뭐라고" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Answer", + "Absent", + "None", + "Yes", + "Never", + "Either", + "Unless", + "Example" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "ETC", + "NONE", + "PAP", + "LOG", + "MAP", + "NEO", + "ELL", + "LOL" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "DAT", + "EXT", + "NONE", + "CONFIG", + "MAP", + "POLY", + "WWW", + "MON" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "isotropic", + "NaCl", + "POLY", + "MICRO", + "DAT", + "SUS", + "MODEL", + "MEM" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "NaCl", + "isotropic", + "BCC", + "FCC", + "lattice", + "ZnO", + "DFT", + "MON" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "lattice", + "cubic", + "BCC", + "NaCl", + "立方", + "FCC", + "Cubic", + "isotropic" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "lattice", + "cubic", + "lattices", + "Cubic", + "hexagonal", + "BCC", + "立方", + "cube" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "cubic", + "BCC", + "FCC", + "Cubic", + "lattice", + "fcc", + "cubic", + "lattices" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "cubic", + "BCC", + "Cubic", + "FCC", + "cube", + "立方", + "kub", + "fcc" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "cubic", + "BCC", + "FCC", + "fcc", + "Cubic", + "HCP", + "FCC", + "cube" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "BCC", + "cubic", + "FCC", + "Cubic", + "fcc", + "FCC", + "ABC", + "HCP" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "BCC", + "FCC", + "cubic", + "Cubic", + "fcc", + "FCC", + "HCP", + "ABC" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "BCC", + "FCC", + "cubic", + "Cubic", + "F", + "fcc", + "CCP", + "ABC" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "BCC", + "FCC", + "P", + "F", + "Simple", + "I", + "PPC", + "f" + ] + } + ], + "surprising": [ + { + "concept": "nomenclature", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "standard", + "output_checked": true + }, + { + "concept": "combinations", + "score": 18.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "mixed", + "output_checked": true + }, + { + "concept": "simultaneously", + "score": 17.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "diffraction", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "reflections", + "output_checked": true + }, + { + "concept": "because", + "score": 16.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "reflections", + "output_checked": true + }, + { + "concept": "was", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "powder", + "output_checked": true + }, + { + "concept": "description", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "standard", + "output_checked": true + }, + { + "concept": "This", + "score": 13.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "integers", + "score": 12.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "all", + "output_checked": true + }, + { + "concept": "polynomial", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cubic", + "output_checked": true + }, + { + "concept": "classification", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Brav", + "output_checked": true + }, + { + "concept": "crystallography", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Miller", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v1/materials/paper-v1-fcc-constrained__grid.png", + "stream": "figures/gemma4-materials-paper-v1/materials/paper-v1-fcc-constrained__stream.png", + "trajectory": "figures/gemma4-materials-paper-v1/materials/paper-v1-fcc-constrained__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v1/materials/paper-v1-fcc-constrained__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v1/materials/paper-v1-fcc-constrained__heatmap.png" + } + }, + { + "slug": "paper-v1-griffith-constrained", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Constrained flaw-size scaling", + "description": "A binary comparative answer tests whether the named fracture criterion appears before the scaling result.", + "note": "The answer follows the inverse-square-root flaw-size scaling; Griffith is the predeclared mechanism-level concept.", + "prompt_text": "Two elastic plates have identical modulus and surface energy, but one contains an internal flaw four times as long as the other. Choose exactly one word, higher or lower: the critical remote tensile stress for the plate with the longer flaw is", + "prompt_tail": "nternal flaw four times as long as the other. Choose exactly one word, higher or lower: the critical remote tensile stress for the plate with the longer flaw is", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 46 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": null, + "answer": "lower", + "baseline": { + "required": true, + "correct": false, + "expected": [ + "lower" + ], + "greedy_token_id": 5213, + "greedy_token": "**" + }, + "generated_completion": " **", + "generated_token_ids": [ + 5213 + ], + "protocol_violations": [], + "valid_for_metrics": false, + "excluded_reasons": [ + "clean model did not produce the expected answer" + ], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "Griffith", + "best_rank": 4745, + "best_depth": 75.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 46, + "logit_lens_best_rank": 1802 + }, + { + "label": "crack", + "best_rank": 4135, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 46, + "logit_lens_best_rank": 12679 + }, + { + "label": "fracture", + "best_rank": 100, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 46, + "logit_lens_best_rank": 5631 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "because", + "therefore", + "according", + "there", + "leness", + "probably", + "people", + "mentioned" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "i", + "l", + "o", + "a", + "nt", + "or", + "d", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "i", + "l", + "nt", + "ment", + "lly", + "o", + "d", + "a" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "i", + "a", + "dont", + "t", + "etc", + "d", + "r" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "l", + "a", + "i", + "d", + "wards", + "or", + "y", + "o" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "l", + "o", + "y", + "i", + "a", + "il", + "al", + "ct" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "wards", + "i", + "ic", + "o", + "y", + "al", + "ised", + "ist" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "ised", + "utilising", + "centre", + "isation", + "uminium", + "mobilisation", + "labour", + "alot" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "utilising", + "alot", + "utilised", + "centre", + "thats", + "organised", + "analysing", + "utilisation" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "also", + "whereas", + "alot", + "utilised", + "maybe", + "mainly", + "being", + "probably" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "whereas", + "also", + "maybe", + "however", + "probably", + "alot", + "then", + "and" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whereas", + "also", + "hence", + "probably", + "attained", + "however", + "secondly", + "plus" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "whereas", + "also", + "attained", + "hence", + "additionally", + "probably", + "plus", + "analysed" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "whereas", + "analysed", + "substantially", + "utilised", + "localised", + "additionally", + "comparable", + "characterised" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "substantially", + "comparable", + "significantly", + "reduced", + "qualitatively", + "quantitatively", + "asymptotically", + "estimated" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "significantly", + "substantially", + "due", + "comparable", + "exacerbated", + "qualitatively", + "anisotropic", + "marginally" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "comparable", + "exacerbated", + "marginally", + "significantly", + "compared", + "substantially", + "intensified", + "heavier" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "exacerbated", + "hazard", + "catastrophic", + "deteriorating", + "fatality", + "prognosis", + "deterioration", + "risk" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "exacerbated", + "compared", + "fatality", + "deterioration", + "hazard", + "catastrophic", + "exacerb", + "disadvantage" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "compared", + "comparative", + "comparatively", + "compare", + "comparison", + "whereas", + "comparable", + "predicted" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "compared", + "consequently", + "comparatively", + "accordingly", + "correspondingly", + "because", + "compare", + "substantially" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "compared", + "BECAUSE", + "differs", + "NOT", + "because", + "therefore", + "compare", + "DIFFER" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "is", + "IS", + "has", + "is", + "are", + "differs", + "DOES", + "THIS" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "ذریع", + "really", + "때문이다", + "afraid", + "whereas", + "horribly", + "because", + "called" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "때문이다", + "whereas", + "৷", + "THIS", + "BECAUSE", + "ALSO", + "because", + "WHICH" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "때문이다", + "because", + "BECAUSE", + "accordingly", + "ذریع", + "whereas", + "THIS", + "compared" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "compared", + "때문이다", + "comparable", + "either", + "accordingly", + "ذریع", + "than", + "whereas" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "compared", + "comparable", + "XXX", + "probably", + "比べて", + "something", + "xxx", + "때문이다" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "compared", + "theirs", + "comparable", + "XXX", + "preferable", + "better", + "comparatively", + "比べて" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "MORE", + "theirs", + "compared", + "XXX", + "xxx", + "LESS", + "ــــــــ", + "よりも" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "MORE", + "brighter", + "보다", + "compared", + "よりも", + "harder", + "louder", + "worse" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "theirs", + "compared", + "MORE", + "보다", + "xxx", + "よりも", + "accordingly", + "より" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "compared", + "theirs", + "greater", + "likely", + "probably", + "보다", + "higher", + "worse" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "compared", + "greater", + "higher", + "comparatively", + "hotter", + "보다", + "harder", + "louder" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "comparatively", + "greater", + "hotter", + "보다", + "higher", + "predicted", + "compared", + "louder" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "higher", + "hotter", + "höher", + "comparatively", + "lower", + "greater", + "coarser", + "predicted" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "higher", + "comparatively", + "predicted", + "hotter", + "lower", + "coarser", + "relatively", + "greater" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "higher", + "comparatively", + "predicted", + "lower", + "relatively", + "generally", + "likely", + "inherently" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "higher", + "comparatively", + "lower", + "relatively", + "predicted", + "harder", + "likely", + "heavier" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "higher", + "comparatively", + "lower", + "relatively", + "more", + "longer", + "likely", + "predicted" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "higher", + "relatively", + "lower", + "either", + "likely", + "comparatively", + "predicted", + "necessarily" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "higher", + "relatively", + "lower", + "comparatively", + "likely", + "the", + "predicted", + "either" + ] + } + ], + "surprising": [ + { + "concept": "was", + "score": 21.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "one", + "output_checked": true + }, + { + "concept": "whereas", + "score": 20.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "times", + "output_checked": true + }, + { + "concept": "which", + "score": 19.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "because", + "score": 19.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "word", + "output_checked": true + }, + { + "concept": "thickness", + "score": 18.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "and", + "output_checked": true + }, + { + "concept": "density", + "score": 17.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "larger", + "score": 15.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "the", + "output_checked": true + }, + { + "concept": "compared", + "score": 11.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "longer", + "output_checked": true + }, + { + "concept": "will", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "elasticity", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "elastic", + "output_checked": true + }, + { + "concept": "scale", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "times", + "output_checked": true + }, + { + "concept": "imperfection", + "score": 10.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "flaw", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v1/materials/paper-v1-griffith-constrained__grid.png", + "stream": "figures/gemma4-materials-paper-v1/materials/paper-v1-griffith-constrained__stream.png", + "trajectory": "figures/gemma4-materials-paper-v1/materials/paper-v1-griffith-constrained__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v1/materials/paper-v1-griffith-constrained__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v1/materials/paper-v1-griffith-constrained__heatmap.png" + } + }, + { + "slug": "paper-v1-pileup-focus-key", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Pile-up focus replication: brass key", + "description": "First new teacher-forced carrier for the directed-modulation replication.", + "note": "Interpret only relative to the matched suppress and neutral records using the identical carrier and target set.", + "prompt_text": "<|turn>user\nWrite \"The brass key rested under the folded map.\" Concentrate on a dislocation pile-up and its stress concentration while you write the sentence. Do not write anything else.\n<|turn>model\nThe brass key rested under the folded map.", + "prompt_tail": "on pile-up and its stress concentration while you write the sentence. Do not write anything else.\n<|turn>model\nThe brass key rested under the folded map.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 44, + 45, + 46, + 47, + 48, + 49, + 50, + 51, + 52 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "focus", + "control_group": "paper-v1-pileup-brass-key", + "phrasing_id": "focus-02", + "carrier_id": "brass-key", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The brass key rested under the folded map.", + "generated_token_ids": [ + 818, + 28575, + 2307, + 72578, + 1208, + 506, + 42252, + 4187, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 1562, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 44, + "logit_lens_best_rank": 595 + }, + { + "label": "pile", + "best_rank": 13, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 50, + "logit_lens_best_rank": 13 + }, + { + "label": "stress", + "best_rank": 17, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 52, + "logit_lens_best_rank": 10 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "friends", + "however", + "Also", + "hence", + "Also", + "Therefore" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "etc", + "nt", + "d", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "o", + "ie", + "l", + "lly", + "i", + "d", + "nt" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "o", + "l", + "etc", + "maybe", + "r", + "t", + "or", + "gonna" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "etc", + "maybe", + "etc", + "probably", + "basically", + "which", + "a" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "and", + "therefore", + "according", + "however", + "to", + "which", + "soon", + "therefor" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "however", + "therefore", + "and", + "soon", + "whereas", + "furthermore", + "so", + "everybody" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thats", + "however", + "alot", + "anyways", + "furthermore", + "because", + "anymore", + "gonna" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "because", + "Also", + "which", + "and", + "The", + "also", + "And" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "Also", + "however", + "also", + "which", + "and", + "although", + "when" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "the", + "because", + "which", + "although", + "when", + "therefore" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "and", + "which", + "furthermore", + "the", + "Furthermore", + "although", + "when" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "furthermore", + "which", + "when", + "the", + "although", + "Mrs" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "and", + "furthermore", + "the", + "The", + "natomiast", + "And", + "although" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "whispered", + "uttered", + "stillness", + "uttering", + "sentence", + "motionless", + "nestled" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "whispered", + "uttered", + "cüm", + "uttering", + "Mrs", + "steadfast", + "unremarkable" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "whispered", + "uttered", + "stillness", + "silently", + "grammat", + "uttering", + "unremarkable", + "Shakespeare" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "evocative", + "retelling", + "whispered", + "stillness", + "poetic", + "describing", + "symbolizing", + "subtly" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "retelling", + "describing", + "evocative", + "描写", + "whispered", + "subtly", + "poem", + "imagining" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "whispered", + "subtly", + "nestled", + "evocative", + "silently", + "etched", + "beneath" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "whispered", + "although", + "quietly", + "silently", + "visualise", + "characterised", + "subtly" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "however", + "reflecting", + "nonetheless", + "unconsciously", + "nevertheless", + "quietly", + "reflect", + "this" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "however", + "nonetheless", + "though", + "fucking", + "this", + "which", + "nevertheless", + "although" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Although", + "Though", + "although", + "although", + "Their", + "Its", + "Which" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Its", + "Their", + "Its", + "Because", + "Meanwhile", + "Although", + "Perhaps" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Meanwhile", + "Its", + "Its", + "때문이다", + "Their", + "৷", + "Although", + "Although" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Meanwhile", + "Despite", + "Although", + "Although", + "However", + "However", + "While", + "Though" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Meanwhile", + "Its", + "Despite", + "때문이다", + "Suddenly", + "Instead", + "Although", + "Suddenly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "Its", + "Their", + "Though", + "Its", + "Although", + "During", + "Everyone" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Its", + "Meanwhile", + "Its", + "Their", + "Though", + "Although", + "During", + "Despite" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "Its", + "Meanwhile", + "Their", + "Although", + "While", + "The", + "Despite" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Its", + "Their", + "Meanwhile", + "It", + "While", + "The", + "Although" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Meanwhile", + "Their", + "The", + "While", + "It", + "Despite" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "The", + "Meanwhile", + "Their", + "It", + "However", + "While" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Its", + "It", + "Its", + "While", + "Meanwhile", + "Their", + "Though", + "The" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Its", + "While", + "Its", + "The", + "Although", + "Through", + "It", + "Though" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Its", + "While", + "Although", + "Its", + "The", + "It", + "Meanwhile", + "Though" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Its", + "While", + "The", + "It", + "Although", + "Its", + "Meanwhile", + "Though" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Its", + "The", + "While", + "It", + "This", + "Through", + "Because", + "Although" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Its", + "The", + "While", + "This", + "Within", + "It", + "Because", + "Through" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "The", + "Its", + "While", + "This", + "Within", + "It", + "Through", + "Each" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "Its", + "Stress", + "It", + "A", + "This", + "While", + "As" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 35.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "up", + "output_checked": true + }, + { + "concept": "but", + "score": 24.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "also", + "score": 22.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "was", + "score": 21.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "key", + "output_checked": true + }, + { + "concept": "shimmering", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "The", + "output_checked": true + }, + { + "concept": "describing", + "score": 14.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "sentence", + "output_checked": true + }, + { + "concept": "Also", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "implications", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "amidst", + "score": 12.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "rested", + "output_checked": true + }, + { + "concept": "effects", + "score": 12.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "writing", + "score": 10.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "Write", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v1/materials/paper-v1-pileup-focus-key__grid.png", + "stream": "figures/gemma4-materials-paper-v1/materials/paper-v1-pileup-focus-key__stream.png", + "trajectory": "figures/gemma4-materials-paper-v1/materials/paper-v1-pileup-focus-key__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v1/materials/paper-v1-pileup-focus-key__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v1/materials/paper-v1-pileup-focus-key__heatmap.png" + } + }, + { + "slug": "paper-v1-pileup-suppress-key", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Pile-up suppression replication: brass key", + "description": "Matched suppress condition for the brass-key carrier.", + "note": "", + "prompt_text": "<|turn>user\nWrite \"The brass key rested under the folded map.\" Try not to think about a dislocation pile-up or its stress concentration while you write the sentence. Do not write anything else.\n<|turn>model\nThe brass key rested under the folded map.", + "prompt_tail": "ion pile-up or its stress concentration while you write the sentence. Do not write anything else.\n<|turn>model\nThe brass key rested under the folded map.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 47, + 48, + 49, + 50, + 51, + 52, + 53, + 54, + 55 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "suppress", + "control_group": "paper-v1-pileup-brass-key", + "phrasing_id": "suppress-02", + "carrier_id": "brass-key", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The brass key rested under the folded map.", + "generated_token_ids": [ + 818, + 28575, + 2307, + 72578, + 1208, + 506, + 42252, + 4187, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 6330, + "best_depth": 46.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 55, + "logit_lens_best_rank": 6068 + }, + { + "label": "pile", + "best_rank": 91, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 53, + "logit_lens_best_rank": 211 + }, + { + "label": "stress", + "best_rank": 247, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 51, + "logit_lens_best_rank": 1479 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "friends", + "however", + "hence", + "Also", + "Also", + "Hence" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "etc", + "nt", + "d", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "wards", + "ie", + "l", + "lly", + "i", + "d", + "es" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "o", + "etc", + "maybe", + "l", + "r", + "t", + "gonna", + "maybe" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "maybe", + "etc", + "etc", + "basically", + "probably", + "which", + "a" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "according", + "and", + "therefore", + "however", + "which", + "to", + "soon", + "because" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "however", + "and", + "therefore", + "soon", + "whereas", + "furthermore", + "which", + "then" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "however", + "thats", + "alot", + "because", + "anyways", + "furthermore", + "anymore", + "Also" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "Also", + "because", + "which", + "also", + "and", + "Furthermore", + "The" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "Also", + "however", + "also", + "which", + "although", + "and", + "when" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "because", + "the", + "which", + "although", + "when", + "therefore" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "and", + "which", + "furthermore", + "the", + "Furthermore", + "also", + "because" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "furthermore", + "when", + "which", + "the", + "because", + "although" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "and", + "furthermore", + "the", + "And", + "natomiast", + "moreover", + "although" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "whispered", + "uttered", + "sentence", + "grammat", + "stillness", + "silently", + "uttering" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "sentence", + "grammat", + "uttered", + "kalimat", + "cüm", + "whispered", + "stillness", + "uttering" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "sentence", + "whispered", + "uttered", + "kalimat", + "cüm", + "uttering", + "truth" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "sentence", + "retelling", + "whispered", + "cüm", + "kalimat", + "stillness", + "punctuation" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "sentence", + "retelling", + "english", + "kalimat", + "cüm", + "punctuation", + "grammatical" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "english", + "although", + "grammat", + "afterwards", + "thereafter", + "punctuation", + "furthermore" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "afterwards", + "english", + "입니다", + "please", + "Poem", + "grammat", + "sentence" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "nhé", + "ذریع", + "همین", + "kalimat", + "ذلك", + "cüm", + "smiled", + "阅读全文" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "nonetheless", + "néanmoins", + "obstante", + "cüm", + "kū", + "nhé", + "tuttavia" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "XNUMX", + "例文帳に追加", + "です" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "XNUMX", + "৷", + "例文帳に追加", + "ㅤ", + "때문이다" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "例文帳に追加", + "XNUMX", + "৷", + "ㅤ", + "때문이다" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "৷", + "銆", + "입니다", + "例文帳に追加", + "ㅤ", + "XNUMX", + "때문이다", + "৷" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "때문이다", + "例文帳に追加", + "৷", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "৷", + "입니다", + "jpg", + "銆", + "endl", + "때문이다", + "例文帳に追加" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "例文帳に追加", + "XNUMX", + "EOF", + "című", + "لذلك", + "통해서", + "아멘" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "jpg", + "Its", + "아멘", + "때문이다", + "Otherwise", + "بذلك", + "例文帳に追加" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "Otherwise", + "아멘", + "입니다", + "Its", + "书", + "を描", + "jpg" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Otherwise", + "Otherwise", + "بذلك", + "아멘", + "を描", + "Hopefully" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "頑張", + "供", + "を描", + "Hopefully", + "Otherwise", + "Otherwise" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Picture", + "Screenshot", + "Written", + "笔", + "Hopefully", + "Writer" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Hopefully", + "Feel", + "Picture", + "Write", + "Writing", + "Writing", + "Picture", + "Write" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Hopefully", + "Picture", + "Feel", + "Rush", + "Mad", + "CONTIN" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "Feel", + "Hopefully", + "Writes", + "write", + "Writing" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "Feel", + "write", + "Back", + "COPY", + "Edited", + "Copy" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "Write", + "COPY", + "write", + "Back", + "Between", + "Copy", + "Writes" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Write", + "ほど", + "write", + "Both", + "docx", + "Back", + "towards", + "control" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "This", + "docx", + "The", + "A", + "That", + "F", + "Control" + ] + } + ], + "surprising": [ + { + "concept": "also", + "score": 36.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Try", + "output_checked": true + }, + { + "concept": "but", + "score": 34.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "because", + "score": 30.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "to", + "output_checked": true + }, + { + "concept": "implications", + "score": 19.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "was", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "key", + "output_checked": true + }, + { + "concept": "writing", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "write", + "output_checked": true + }, + { + "concept": "weird", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "about", + "output_checked": true + }, + { + "concept": "Also", + "score": 12.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "mysterious", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "besides", + "score": 11.0, + "best_rank": 2, + "best_depth": 51.2, + "near_token": "else", + "output_checked": true + }, + { + "concept": "tucked", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".\"", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v1/materials/paper-v1-pileup-suppress-key__grid.png", + "stream": "figures/gemma4-materials-paper-v1/materials/paper-v1-pileup-suppress-key__stream.png", + "trajectory": "figures/gemma4-materials-paper-v1/materials/paper-v1-pileup-suppress-key__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v1/materials/paper-v1-pileup-suppress-key__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v1/materials/paper-v1-pileup-suppress-key__heatmap.png" + } + }, + { + "slug": "paper-v1-pileup-control-key", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Pile-up neutral control: brass key", + "description": "Matched neutral condition for the brass-key carrier.", + "note": "", + "prompt_text": "<|turn>user\nWrite \"The brass key rested under the folded map.\" Do not write anything else.\n<|turn>model\nThe brass key rested under the folded map.", + "prompt_tail": "<|turn>user\nWrite \"The brass key rested under the folded map.\" Do not write anything else.\n<|turn>model\nThe brass key rested under the folded map.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "control", + "control_group": "paper-v1-pileup-brass-key", + "phrasing_id": "control-02", + "carrier_id": "brass-key", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The brass key rested under the folded map.", + "generated_token_ids": [ + 818, + 28575, + 2307, + 72578, + 1208, + 506, + 42252, + 4187, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 6684, + "best_depth": 75.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 3409 + }, + { + "label": "pile", + "best_rank": 52, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 224 + }, + { + "label": "stress", + "best_rank": 361, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 2068 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "friends", + "however", + "hence", + "Also", + "Also", + "Therefore" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "etc", + "nt", + "d", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "o", + "ie", + "lly", + "l", + "i", + "d", + "es" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "maybe", + "o", + "basically", + "l", + "gonna", + "r", + "etc", + "probably" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "probably", + "basically", + "etc", + "maybe", + "which", + "etc", + "to" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "according", + "and", + "which", + "however", + "to", + "therefor", + "whereas" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "therefore", + "however", + "and", + "which", + "whilst", + "whereas", + "hence", + "realised" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "however", + "alot", + "furthermore", + "which", + "therefore", + "thats", + "realised" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "which", + "and", + "also", + "whilst", + "although", + "because", + "Also" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "also", + "however", + "which", + "Also", + "because", + "although", + "and", + "there" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "however", + "and", + "which", + "the", + "although", + "because", + "also", + "therefore" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "which", + "furthermore", + "and", + "also", + "although", + "whereas", + "the" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "furthermore", + "and", + "which", + "also", + "when", + "although", + "because" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "furthermore", + "and", + "although", + "moreover", + "also", + "instead", + "which" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "whispered", + "although", + "furthermore", + "uttered", + "indeed", + "instead", + "silently" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "grammat", + "uttered", + "Mrs", + "however", + "sentence", + "whispered", + "kalimat", + "uttering" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "whispered", + "grammat", + "uttered", + "cüm", + "truth", + "uttering", + "kalimat", + "sentence" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "retelling", + "reciting", + "recited", + "whispered", + "narration", + "kalimat", + "poem" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "retelling", + "english", + "kalimat", + "sentence", + "cüm", + "writing", + "reading" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "english", + "however", + "although", + "mrs", + "grammat", + "afterwards", + "thereafter", + "furthermore" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "입니다", + "english", + "however", + "please", + "afterwards", + "html", + "february", + "todays" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "nhé", + "阅读全文", + "ذریع", + "입니다", + "kalimat", + "sunday", + "감사합니다", + "cüm" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "cüm", + "₂", + "néanmoins", + "histoire", + "감사합니다", + "iné", + "obstante" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "XNUMX", + "例文帳に追加", + "です" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "ㅤ", + "例文帳に追加", + "때문이다" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "例文帳に追加", + "ㅤ", + "때문이다" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "৷", + "입니다", + "銆", + "ㅤ", + "৷", + "例文帳に追加", + "XNUMX", + "때문이다" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "৷", + "例文帳に追加", + "ㅤ", + "때문이다" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "৷", + "endl", + "입니다", + "jpg", + "銆", + "EOF", + "endif" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "の通販", + "EOF", + "لذلك", + "című", + "Its", + "통해서", + "아멘" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "때문이다", + "입니다", + "jpg", + "بذلك", + "아멘", + "Its", + "Otherwise", + "لذلك" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "아멘", + "的书", + "を描", + "بذلك", + "书", + "입니다", + "Otherwise" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Otherwise", + "بذلك", + "を描", + "Its", + "아멘", + "Otherwise", + "EOF" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "を描", + "Its", + "હ", + "頑張", + "Probably", + "Otherwise", + "供" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Dot", + "Write", + "dot", + "笔", + "Picture", + "Screenshot", + "dots", + "Drawings" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Feel", + "Write", + "Picture", + "Write", + "Writing", + "PEN", + "Hopefully", + "Print" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Period", + "Mad", + "Hopefully", + "periods", + "Rush", + "Feel" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "Feel", + "Period", + "Back", + "write", + "periods" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "山", + "COPY", + "Feel", + "Copy", + "唯", + "write" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "COPY", + "Write", + "Write", + "write", + "Copy", + "Back", + "Coordinate", + "Copy" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "write", + "ほど", + "Write", + "Write", + "coordinate", + "at", + "towards", + "exclusively" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "1", + "COPY", + "Write", + "g", + "High", + "C", + "This" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 21.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "not", + "output_checked": true + }, + { + "concept": "also", + "score": 20.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "was", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "key", + "output_checked": true + }, + { + "concept": "because", + "score": 14.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "and", + "score": 11.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + }, + { + "concept": "Also", + "score": 10.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 9.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "other", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "tucked", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".\"", + "output_checked": true + }, + { + "concept": "grammat", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "beneath", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "rested", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v1/materials/paper-v1-pileup-control-key__grid.png", + "stream": "figures/gemma4-materials-paper-v1/materials/paper-v1-pileup-control-key__stream.png", + "trajectory": "figures/gemma4-materials-paper-v1/materials/paper-v1-pileup-control-key__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v1/materials/paper-v1-pileup-control-key__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v1/materials/paper-v1-pileup-control-key__heatmap.png" + } + }, + { + "slug": "paper-v1-pileup-focus-cup", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Pile-up focus replication: white cup", + "description": "Second new teacher-forced carrier for the directed-modulation replication.", + "note": "Interpret only relative to the matched suppress and neutral records using the identical carrier and target set.", + "prompt_text": "<|turn>user\nWrite \"A white cup stood beside the closed window.\" Keep a dislocation pile-up and the stress it concentrates in mind while you write the sentence. Do not write anything else.\n<|turn>model\nA white cup stood beside the closed window.", + "prompt_tail": "and the stress it concentrates in mind while you write the sentence. Do not write anything else.\n<|turn>model\nA white cup stood beside the closed window.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 46, + 47, + 48, + 49, + 50, + 51, + 52, + 53, + 54 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "focus", + "control_group": "paper-v1-pileup-white-cup", + "phrasing_id": "focus-03", + "carrier_id": "white-cup", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A white cup stood beside the closed window.", + "generated_token_ids": [ + 236776, + 2173, + 8578, + 15032, + 28383, + 506, + 6535, + 4771, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 387, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 50, + "logit_lens_best_rank": 123 + }, + { + "label": "pile", + "best_rank": 12, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 47, + "logit_lens_best_rank": 91 + }, + { + "label": "stress", + "best_rank": 135, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 54, + "logit_lens_best_rank": 35 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "however", + "friends", + "hence", + "and", + "Also", + "Accordingly" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "nt", + "etc", + "d", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "ie", + "wards", + "o", + "lly", + "l", + "es", + "er", + "eded" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "etc", + "o", + "or", + "t", + "etc", + "r", + "d" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "etc", + "etc", + "to", + "in", + "basically", + "probably", + "maybe" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "and", + "according", + "therefore", + "because", + "in", + "also", + "that", + "which" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "and", + "however", + "because", + "whereas", + "therefore", + "furthermore", + "also", + "soon" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "because", + "alot", + "however", + "thats", + "anyways", + "furthermore", + "anymore", + "Also" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "because", + "and", + "Also", + "which", + "also", + "The", + "ALSO" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "Also", + "however", + "which", + "and", + "also", + "although", + "when" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "the", + "which", + "because", + "Mrs", + "although", + "therefore" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "and", + "however", + "furthermore", + "which", + "the", + "Furthermore", + "moreover", + "although" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "and", + "however", + "furthermore", + "Mrs", + "which", + "the", + "when", + "moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "and", + "however", + "furthermore", + "moreover", + "natomiast", + "şi", + "the", + "Mrs" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "uttered", + "however", + "uttering", + "stillness", + "grammat", + "motionless", + "furthermore", + "whispered" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "uttered", + "Mrs", + "grammat", + "Tolstoy", + "stillness", + "uttering", + "punctuation", + "cüm" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "uttered", + "uttering", + "Shakespeare", + "sentence", + "utterance", + "Mrs", + "cüm" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "subconsciously", + "punctuation", + "poem", + "unconsciously", + "sentence", + "stillness", + "poetic" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "poem", + "punctuation", + "sentence", + "subconsciously", + "describing", + "描写", + "بعدها" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "poem", + "grammat", + "punctuation", + "although", + "nonetheless", + "Poem", + "nevertheless" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "afterwards", + "grammat", + "nevertheless", + "poem", + "Poem", + "nonetheless", + "quietly" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "however", + "nonetheless", + "nevertheless", + "grammat", + "unconsciously", + "punctuation", + "brevity", + "همین" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "nonetheless", + "however", + "nevertheless", + "which", + "accordingly", + "though", + "therefore", + "because" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "입니다", + "때문이다", + "銆", + "ذریع", + "例文帳に追加", + "৷", + "whereas" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "때문이다", + "銆", + "例文帳に追加", + "Because", + "This", + "ㅤ" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "때문이다", + "৷", + "입니다", + "銆", + "例文帳に追加", + "৷", + "ㅤ", + "Meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "때문이다", + "Meanwhile", + "銆", + "입니다", + "例文帳に追加", + "Instead", + "Despite", + "৷" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "때문이다", + "Meanwhile", + "銆", + "৷", + "৷", + "입니다", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "때문이다", + "However", + "Because", + "However", + "Again", + "EOF", + "¹" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "¹", + "Meanwhile", + "Because", + "ㅠㅠ", + "Its", + "⁴", + "Its" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Meanwhile", + "Its", + "Because", + "때문이다", + "Its", + "However", + "¹", + "There" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Meanwhile", + "There", + "Its", + "However", + "Their", + "There", + "Because" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Meanwhile", + "However", + "However", + "There", + "Because", + "There" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "However", + "However", + "Meanwhile", + "There", + "That", + "¹" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Its", + "Its", + "Sorry", + "That", + "However", + "Meanwhile", + "Within", + "There" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Its", + "Its", + "That", + "Sorry", + "However", + "Within", + "Because", + "Both" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Its", + "BUR", + "That", + "Its", + "NO", + "WR", + "CONTIN", + "Meanwhile" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Its", + "That", + "Until", + "แ", + "BUR", + "然而", + "WR", + "This" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Its", + "This", + "That", + "Through", + "Until", + "Because", + "causing", + "Too" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Its", + "That", + "Because", + "Between", + "This", + "Among", + "Through", + "Within" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "The", + "Because", + "Its", + "Within", + "There", + "However", + "Through" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "A", + "No", + "Its", + "That", + "There", + "Within" + ] + } + ], + "surprising": [ + { + "concept": "but", + "score": 39.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "also", + "score": 37.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "because", + "score": 31.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "up", + "output_checked": true + }, + { + "concept": "was", + "score": 18.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "it", + "output_checked": true + }, + { + "concept": "grammat", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Keep", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "white", + "output_checked": true + }, + { + "concept": "Also", + "score": 14.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "amidst", + "score": 13.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "stood", + "output_checked": true + }, + { + "concept": "padlock", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "closed", + "output_checked": true + }, + { + "concept": "motionless", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stood", + "output_checked": true + }, + { + "concept": "then", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "stillness", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".\"", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v1/materials/paper-v1-pileup-focus-cup__grid.png", + "stream": "figures/gemma4-materials-paper-v1/materials/paper-v1-pileup-focus-cup__stream.png", + "trajectory": "figures/gemma4-materials-paper-v1/materials/paper-v1-pileup-focus-cup__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v1/materials/paper-v1-pileup-focus-cup__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v1/materials/paper-v1-pileup-focus-cup__heatmap.png" + } + }, + { + "slug": "paper-v1-pileup-suppress-cup", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Pile-up suppression replication: white cup", + "description": "Matched suppress condition for the white-cup carrier.", + "note": "", + "prompt_text": "<|turn>user\nWrite \"A white cup stood beside the closed window.\" Try not to think about a dislocation pile-up or the stress it concentrates while you write the sentence. Do not write anything else.\n<|turn>model\nA white cup stood beside the closed window.", + "prompt_tail": " pile-up or the stress it concentrates while you write the sentence. Do not write anything else.\n<|turn>model\nA white cup stood beside the closed window.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 48, + 49, + 50, + 51, + 52, + 53, + 54, + 55, + 56 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "suppress", + "control_group": "paper-v1-pileup-white-cup", + "phrasing_id": "suppress-03", + "carrier_id": "white-cup", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A white cup stood beside the closed window.", + "generated_token_ids": [ + 236776, + 2173, + 8578, + 15032, + 28383, + 506, + 6535, + 4771, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 2288, + "best_depth": 53.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 49, + "logit_lens_best_rank": 5112 + }, + { + "label": "pile", + "best_rank": 118, + "best_depth": 53.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 49, + "logit_lens_best_rank": 404 + }, + { + "label": "stress", + "best_rank": 1209, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 52, + "logit_lens_best_rank": 2147 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "however", + "friends", + "and", + "Also", + "Accordingly", + "Therefore" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "etc", + "nt", + "d", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "ie", + "o", + "wards", + "l", + "lly", + "es", + "er", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "etc", + "o", + "or", + "t", + "etc", + "r", + "d" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "etc", + "etc", + "to", + "basically", + "in", + "probably", + "maybe" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "and", + "according", + "because", + "therefore", + "also", + "in", + "that", + "which" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "and", + "however", + "because", + "also", + "according", + "therefore", + "furthermore", + "whereas" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "because", + "alot", + "thats", + "however", + "anyways", + "Also", + "anymore", + "furthermore" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "because", + "Also", + "and", + "also", + "ALSO", + "which", + "The" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "Also", + "however", + "also", + "which", + "and", + "although", + "when" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "the", + "which", + "because", + "although", + "therefore", + "Mrs" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "and", + "however", + "furthermore", + "which", + "the", + "Furthermore", + "although", + "also" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "and", + "however", + "furthermore", + "the", + "when", + "which", + "Mrs", + "Furthermore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "and", + "however", + "furthermore", + "Furthermore", + "moreover", + "natomiast", + "the", + "Moreover" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "uttered", + "however", + "uttering", + "stillness", + "grammat", + "sentence", + "motionless", + "whispered" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "uttered", + "grammat", + "sentence", + "Mrs", + "Tolstoy", + "punctuation", + "kalimat", + "stillness" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "uttered", + "sentence", + "kalimat", + "cüm", + "uttering", + "poem", + "utterance" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "sentence", + "punctuation", + "cüm", + "kalimat", + "poem", + "poetic", + "grammatical" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "sentence", + "punctuation", + "kalimat", + "cüm", + "grammar", + "grammatical", + "poem" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "grammat", + "english", + "punctuation", + "although", + "afterwards", + "thereafter", + "furthermore" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "afterwards", + "grammat", + "Poem", + "sentence", + "english", + "poem", + "please" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "nhé", + "همین", + "ذریع", + "kalimat", + "cüm", + "ذلك", + "smiled", + "감사합니다" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "nonetheless", + "kū", + "nhé", + "₂", + "néanmoins", + "đấy", + "obstante" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "XNUMX", + "例文帳に追加", + "です" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "例文帳に追加", + "ㅤ", + "때문이다" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "例文帳に追加", + "XNUMX", + "৷", + "ㅤ", + "때문이다" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "৷", + "銆", + "입니다", + "ㅤ", + "例文帳に追加", + "XNUMX", + "때문이다", + "৷" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "때문이다", + "例文帳に追加", + "৷", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "৷", + "입니다", + "jpg", + "endl", + "銆", + "例文帳に追加", + "阅读全文" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "例文帳に追加", + "XNUMX", + "című", + "EOF", + "Its", + "لذلك", + "아멘" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "입니다", + "jpg", + "아멘", + "Otherwise", + "Its", + "때문이다", + "例文帳に追加" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "Otherwise", + "입니다", + "아멘", + "Its", + "书", + "を描", + "jpg" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Otherwise", + "Otherwise", + "بذلك", + "아멘", + "を描", + "Hopefully" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "Otherwise", + "頑張", + "Otherwise", + "を描", + "供", + "它" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Picture", + "Writing", + "Screenshot", + "Picture", + "Written", + "Its", + "Enjoy" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Picture", + "Feel", + "Write", + "Hopefully", + "Picture", + "Write", + "Writing", + "Enjoy" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Hopefully", + "Picture", + "Rush", + "Feel", + "CONTIN", + "Period" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "Feel", + "write", + "Hopefully", + "Writes", + "Picture" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "write", + "Feel", + "COPY", + "Back", + "山", + "Edited" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "Write", + "write", + "COPY", + "Back", + "Copy", + "Between", + "Writes" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Write", + "write", + "ほど", + "towards", + "Both", + "docx", + "picture", + "Back" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "This", + "docx", + "The", + "Write", + "A", + "At", + "That" + ] + } + ], + "surprising": [ + { + "concept": "but", + "score": 41.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "also", + "score": 35.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Try", + "output_checked": true + }, + { + "concept": "because", + "score": 29.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "to", + "output_checked": true + }, + { + "concept": "stillness", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".\"", + "output_checked": true + }, + { + "concept": "writing", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "write", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "white", + "output_checked": true + }, + { + "concept": "grammat", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Try", + "output_checked": true + }, + { + "concept": "implications", + "score": 14.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Also", + "score": 13.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "padlock", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "closed", + "output_checked": true + }, + { + "concept": "motionless", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stood", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v1/materials/paper-v1-pileup-suppress-cup__grid.png", + "stream": "figures/gemma4-materials-paper-v1/materials/paper-v1-pileup-suppress-cup__stream.png", + "trajectory": "figures/gemma4-materials-paper-v1/materials/paper-v1-pileup-suppress-cup__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v1/materials/paper-v1-pileup-suppress-cup__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v1/materials/paper-v1-pileup-suppress-cup__heatmap.png" + } + }, + { + "slug": "paper-v1-pileup-control-cup", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Pile-up neutral control: white cup", + "description": "Matched neutral condition for the white-cup carrier.", + "note": "", + "prompt_text": "<|turn>user\nWrite \"A white cup stood beside the closed window.\" Do not write anything else.\n<|turn>model\nA white cup stood beside the closed window.", + "prompt_tail": "<|turn>user\nWrite \"A white cup stood beside the closed window.\" Do not write anything else.\n<|turn>model\nA white cup stood beside the closed window.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "control", + "control_group": "paper-v1-pileup-white-cup", + "phrasing_id": "control-03", + "carrier_id": "white-cup", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A white cup stood beside the closed window.", + "generated_token_ids": [ + 236776, + 2173, + 8578, + 15032, + 28383, + 506, + 6535, + 4771, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 1729, + "best_depth": 53.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 2179 + }, + { + "label": "pile", + "best_rank": 86, + "best_depth": 53.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 206 + }, + { + "label": "stress", + "best_rank": 1589, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 2663 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "however", + "friends", + "hence", + "Also", + "Accordingly", + "things" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "nt", + "etc", + "d", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "ie", + "wards", + "o", + "lly", + "es", + "l", + "er", + "eded" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "or", + "etc", + "t", + "and", + "r", + "d" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "etc", + "basically", + "probably", + "in", + "also", + "of", + "to" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "and", + "according", + "which", + "in", + "also", + "because", + "that" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "and", + "therefore", + "however", + "whereas", + "which", + "hence", + "also", + "furthermore" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "however", + "because", + "which", + "anymore", + "alot", + "furthermore", + "whereas", + "and" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "and", + "also", + "which", + "because", + "although", + "Also", + "this" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "also", + "however", + "Also", + "because", + "which", + "and", + "although", + "according" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "although", + "the", + "also", + "because", + "therefore" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "and", + "which", + "also", + "although", + "whereas", + "the" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "furthermore", + "which", + "although", + "also", + "afterwards", + "the" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "furthermore", + "and", + "moreover", + "Moreover", + "şi", + "Furthermore", + "although" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "uttered", + "furthermore", + "uttering", + "stillness", + "grammat", + "inanimate", + "although" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Mrs", + "uttered", + "grammat", + "uttering", + "poetry", + "poetic", + "sentence", + "kalimat" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "uttered", + "uttering", + "Mrs", + "poem", + "sentence", + "cüm", + "kalimat" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "retelling", + "reciting", + "punctuation", + "kalimat", + "grammar", + "sentence", + "recited" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "english", + "retelling", + "grammar", + "kalimat", + "sentence", + "punctuation", + "grammatical" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "english", + "however", + "grammat", + "although", + "furthermore", + "punctuation", + "mrs", + "afterwards" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "입니다", + "english", + "however", + "please", + "grammat", + "html", + "afterwards", + "hereby" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "nhé", + "ذریع", + "감사합니다", + "阅读全文", + "kalimat", + "입니다", + "cüm", + "todays" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "₂", + "감사합니다", + "cüm", + "apareció", + "iné", + "kū", + "bakalım" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "XNUMX", + "例文帳に追加", + "때문이다" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "ㅤ", + "때문이다", + "例文帳に追加" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "例文帳に追加", + "ㅤ", + "때문이다" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "ㅤ", + "例文帳に追加", + "XNUMX", + "때문이다" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "৷", + "때문이다", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "৷", + "endl", + "입니다", + "jpg", + "銆", + "EOF", + "৷" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "の通販", + "Its", + "EOF", + "لذلك", + "című", + "銆", + "例文帳に追加" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "때문이다", + "jpg", + "입니다", + "아멘", + "بذلك", + "Otherwise", + "銆" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "を描", + "的书", + "아멘", + "书", + "بذلك", + "Otherwise", + "입니다" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Otherwise", + "Its", + "بذلك", + "を描", + "Otherwise", + "아멘", + "Hopefully" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "Probably", + "を描", + "હ", + "頑張", + "Otherwise", + "написано" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Dot", + "Write", + "dot", + "Picture", + "Picture", + "Drawings", + "Screenshot", + "笔" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Picture", + "Feel", + "Write", + "Dot", + "Hopefully", + "PEN", + "Write", + "Print" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Period", + "periods", + "period", + "Rush", + "Picture", + "Hopefully" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "Period", + "periods", + "write", + "Back", + "Feel", + "write" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "山", + "COPY", + "Copy", + "Feel", + "唯", + "Back" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "COPY", + "Write", + "Write", + "Copy", + "write", + "Back", + "Copy", + "Constit" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "write", + "ほど", + "Write", + "at", + "towards", + "period", + "Write", + "exclusively" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "1", + "COPY", + "C", + "High", + "Write", + "This", + "g" + ] + } + ], + "surprising": [ + { + "concept": "also", + "score": 21.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "not", + "output_checked": true + }, + { + "concept": "motionless", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stood", + "output_checked": true + }, + { + "concept": "and", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "white", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "white", + "output_checked": true + }, + { + "concept": "padlock", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "closed", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "crockery", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cup", + "output_checked": true + }, + { + "concept": "stillness", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".\"", + "output_checked": true + }, + { + "concept": "grammat", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "Also", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "<|turn>", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v1/materials/paper-v1-pileup-control-cup__grid.png", + "stream": "figures/gemma4-materials-paper-v1/materials/paper-v1-pileup-control-cup__stream.png", + "trajectory": "figures/gemma4-materials-paper-v1/materials/paper-v1-pileup-control-cup__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v1/materials/paper-v1-pileup-control-cup__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v1/materials/paper-v1-pileup-control-cup__heatmap.png" + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-materials-paper-v1_analysis.json b/jlens_materials/runs/gemma4-materials-paper-v1_analysis.json new file mode 100644 index 0000000000000000000000000000000000000000..0f2747d655b69a78e86a8001c2e0a8b0fda6c9b8 --- /dev/null +++ b/jlens_materials/runs/gemma4-materials-paper-v1_analysis.json @@ -0,0 +1,121 @@ +{ + "model": "google/gemma-4-E4B-it", + "provider": "openai", + "analysis_model": "gpt-5.5", + "offline": false, + "per_prompt": [ + { + "slug": "paper-v1-ductile-fracture-replication", + "title": "Ductile-fracture replication vignette", + "shape": "ASSOCIATION", + "domain": "materials", + "model_used": "openai:gpt-5.5", + "analysis": "This is an included protocol item, and the fixed-band readout shows a real but partial ductile-fracture replication. In the workspace band, **coalescence** is the cleanest signal: J-lens rank **13 at 41.5% depth** versus logit-lens rank **3048**, a very large improvement for an unspoken mechanism implied by rounded dimples/inclusions and cup-and-cone morphology. **Ductile** is also present, though less dramatically: rank **55 at 41.5%** versus logit **171**. **Nucleation** improves too, rank **150 at 51.2%** versus logit **599**, but it is weaker and not sustained. **Void** is not a J-lens success here: rank **6456 at 53.7%**, worse than the matched logit rank **1166**. Since all tracked concepts have sustained onset “None,” this is a transient mid-band emergence, not a stable plateau. Also, the order does **not** support a nucleation-then-coalescence mechanism: coalescence peaks earlier and much more strongly than nucleation, so no ordered mechanistic computation should be inferred.\n\nThe layer-position grid qualitatively supports the same interpretation but should not be treated as the metric. Around the workspace band it shows materials/fractography language such as **ductile**, **ductility**, **metallur-**, **deformat-**, **microstr-**, **contour**, **cup**, **neck**, and **shear lip** near relevant prompt positions, suggesting the model is organizing the vignette as a ductile deformation/fracture case. However, some of this is local lexical association and tokenizer-shaped fragments rather than a clean mechanistic trace. The tracked-rank chart is the stronger evidence: it says the model has the verbalizable concept **microvoid coalescence/ductile fracture**, but the single-token **void** probe fails, likely reflecting either token-choice mismatch or absence of that exact verbalization.\n\nFor the exploratory candidates: **ductile** is meaningful, and its many top-band cells are consistent with the registered ductile signal. **ductility** and **deformation** are also meaningful inferred concepts from “extensive necking,” though they are auxiliary rather than the registered mechanism. **metallurgical** is plausibly domain-contextual but broad. **characteristic** and **indicating** are semi-meaningful diagnostic/explanatory framing words, not fracture mechanisms. **which**, **This**, and **because** are discourse/function-token artifacts. **cracks** is not a reliable positive signal here: ductile dimples are not simply cracks, so this looks like generic fracture-language bleed-through rather than a precise concept." + }, + { + "slug": "paper-v1-intergranular-replication", + "title": "Boundary-attack replication vignette", + "shape": "ASSOCIATION", + "domain": "materials", + "model_used": "openai:gpt-5.5", + "analysis": "Within the fixed workspace band, the lens shows a real but limited corrosion-family interpretation. The clearest absolute signal is **corrosion**: J-lens rank **12 at 41.5% depth**, with nearby early-band support in the slice grid around the chloride/groove region. However, the matched logit-lens rank is **14**, essentially the same, so this is not a strong J-specific hidden-concept result; the surface cues already strongly push “corrosion.” The more interesting J-vs-logit gaps are for **boundary** and **sensitization**: boundary reaches J rank **886 at 39.0%** versus logit rank **4034**, and sensitization reaches J rank **1077 at 41.5%** versus logit rank **15902**. Those are substantial relative improvements, suggesting the transported representation contains some unspoken grain-boundary/sensitization interpretation. But both remain only around rank 10³ and have **no sustained onset**, so this should be called suggestive rather than a clean recovery. **Intergranular** is correctly dropped as multi-token/non-trackable, so the specific intergranular-attack concept cannot be registered by this metric.\n\nThe exploratory candidate list is useful qualitatively but not a paper metric. Plausibly meaningful entries are **metallurgical** as a domain frame, **corrosion** as the main inferred process, **fissures** as a morphology related to the narrow connected grooves, and **unaffected** as a paraphrase of the untouched grain interiors. **Temperatures** is mostly a surface restatement of “650 degrees Celsius,” not an unspoken mechanistic concept. **Because**, **during**, and **subsequently** are discourse/causal-continuation tokens rather than materials concepts, and **and** / **was** are function-word artifacts. Overall, the lens does reveal the model leaning toward corrosion and weakly toward sensitization/boundary attack, but the strongest generic term is not stronger than vanilla logit lens, and the specific mechanism remains sub-top, unsustained, and partly hidden behind the single-token limitation." + }, + { + "slug": "paper-v1-fatigue-fractography", + "title": "Cyclic-fracture vignette", + "shape": "ASSOCIATION", + "domain": "materials", + "model_used": "openai:gpt-5.5", + "analysis": "Within the registered workspace band, this is a **weak-to-moderate protocol signal for the cyclic damage family**, not a clean emergence of the exact answer concept. The best tracked J-lens result is **propagation**, which reaches rank **337 at 41.5% depth**, substantially better than the matched vanilla logit-lens rank **2228**. That is a real J-lens advantage and fits the prompt’s “ridges advancing” / crack-growth semantics. By contrast, **fatigue** only becomes moderately good late, rank **239 at 87.8%**, and the vanilla logit lens is actually slightly better at **190**, so this is not strong evidence that the J-lens uniquely reveals an unspoken “fatigue” concept. **Crack** is also not a J-lens win: rank **1525** versus logit-lens **631**. None of the tracked concepts has a sustained onset, so the rank plot does not show a clean ordered computation of “crack → propagation → fatigue”; it mostly shows a transient propagation signal and a late general rise of fatigue/crack-related vocabulary.\n\nThe layer-position grid qualitatively looks more semantically organized in the workspace band: around the fracture-description positions it contains **fracture, cracks, propagat-/extending/radiating, surface, ridges, microscopy**, and later even **fatigue**. That supports the idea that the model is representing a coherent materials/fractography situation, but this is a qualitative all-position pattern, not the registered metric. At the fixed readout position, the per-layer top tokens are dominated first by observation/microscopy terms and then by discourse tokens like **This**, so the final readout position alone does not strongly verbalize “fatigue failure.”\n\nFor the exploratory candidate list, **cracks** is the most meaningful heuristic hit: it tops many band cells and is scientifically appropriate, though it does not rescue the tracked singular **crack** metric. **metallurgical** is plausibly a meaningful domain cue, and **indicating** is an inference connective consistent with the prompt, but neither is the target concept. **during, because, This, where, was, throughout, years** are mostly discourse, syntax, or paraphrase artifacts; “years” may loosely reflect long duration but is not diagnostic of fatigue. Also, **striations** was dropped as multi-token, which matters here because it is one of the most diagnostic fractographic clues; the single-token limitation likely understates part of the model’s available concept." + }, + { + "slug": "paper-v1-cleavage-fractography", + "title": "Low-temperature faceted-fracture vignette", + "shape": "ASSOCIATION", + "domain": "materials", + "model_used": "openai:gpt-5.5", + "analysis": "This item is **excluded from registered metric interpretation** because the intermediate concept **“fracture”** is already present in the input. Qualitatively, the clearest J-lens signal is for **brittle**: it reaches rank **567 at 43.9% depth** within the fixed workspace band, far stronger than the matched vanilla logit-lens rank (**13,413**). That is a real association signal: the vignette has made the model disposed to say “brittle” even though the word is not in the prompt. However, it is not sustained, and the final-position top tokens are mostly generic descriptors or discourse tokens rather than a stable material-science answer. **Fracture** also improves under the J-lens, rank **1,428 at 85.4%** versus logit rank **3,344**, but because “fracture” is literally in the prompt this cannot count as an unspoken-concept result. **Cleavage** is not convincingly recovered: its best J-lens rank is only **7,687 at 90.2%**, and the vanilla logit lens is actually better at **5,739**, so there is no registered J-lens advantage for the specific cleavage interpretation. The multi-token **transgranular** target is correctly dropped as untrackable.\n\nThe slice grid gives a plausible qualitative picture of materials-domain processing: around the workspace band it surfaces local concepts such as **ductility**, **metallurgical**, **failure**, **negligible**, **fracture**, and occasional **brittle** near relevant prompt positions. But this should not be upgraded into a metric; the scored final-token trajectory only supports a transient **brittle** association, not a clean ordered emergence of “brittle cleavage.” In the exploratory candidate list, **ductility** is the most meaningful heuristic candidate, tied to “almost no necking” and “minimal plastic deformation”; **metallurgical** is a broad but sensible domain label; **failure**, **negligible**, and **temperatures** are mostly paraphrases or local restatements of input content; **indicating** is a plausible explanatory connective but not a scientific concept. **because**, **This**, **which**, and **also** are mainly discourse/syntax artifacts. Overall, the lens shows that the model has some unspoken **brittle-fracture** association, but it does not cleanly verbalize the more specific **cleavage** mechanism in the registered readout." + }, + { + "slug": "paper-v1-hall-petch-constrained", + "title": "Constrained grain-size strengthening", + "shape": "MULTIHOP", + "domain": "materials", + "model_used": "openai:gpt-5.5", + "analysis": "This item is **excluded** from registered success: the clean model’s greedy first token was `**`, not `higher`. Within the fixed workspace band, the registered intermediate concepts do **not** give a clean Hall–Petch reasoning trace. `strengthening` is somewhat J-lens-favored over the matched logit lens, peaking at J rank **3,831** at **41.5%** depth versus logit rank **10,124**, but that is still weak and unsustained. `Hall` is worse for the J-lens than the logit baseline: J rank **16,297** at **53.7%** versus logit rank **1,171**. `Petch` was dropped as multi-token. So there is no registered ordered emergence of “Hall → strengthening → higher.”\n\nQualitatively, the readout does show the model drifting toward the correct comparative answer late: `higher` appears in the top tokens at **85.4%** depth rank 2, **87.8%** rank 5, **90.2%** rank 3, and becomes top-1 only just outside the scored band at **92.7%** and later. The dominant workspace tokens before that are generic comparative/continuation tokens such as `compared`, `comparatively`, `predicted`, and `relative`, not a verbalized materials mechanism. Thus the lens suggests a late answer-direction representation, but not a clean unspoken Hall–Petch explanation; and because the clean-answer control failed, this remains qualitative only.\n\nThe exploratory candidate list is useful only as a heuristic over the slice grid, not a metric. `microstructure`, `diameter`, and `metallurgical` look plausibly meaningful domain associations near grain-size positions; `differing` and `respectively` plausibly reflect parsing the two specimens and their two sizes. `because` may indicate causal framing, but it is generic and not specific to Hall–Petch strengthening. `but`, `was`, `which`, and `will` are mostly syntax/continuation artifacts. Overall, the slice contains materials-flavored context, but the scored readout does not show a robust, ordered, single-token reasoning chain." + }, + { + "slug": "paper-v1-schmid-constrained", + "title": "Constrained resolved-shear event", + "shape": "MULTIHOP", + "domain": "materials", + "model_used": "openai:gpt-5.5", + "analysis": "This item is **excluded**: the clean model did not produce the expected one-word answer **“slip”** and instead emitted ``, so this cannot be counted as a clean protocol success. Within the registered workspace band, the J-lens does not show a clean emergence of the target microscopic event. The readout-position top tokens are dominated by prompt/task words early-to-mid band (“initiating”, “commencement”, “Answer”) and by generic mechanics terms late (“stress”, “strain”, “deformation”). The tracked **dislocation** concept does improve late, reaching J-rank **104 at 90.2% depth**, slightly better than the matched logit-lens rank **151**, but it has no sustained onset and is not the requested event; it is at best a related microscopic mechanism/carrier. **Schmid** is not a J-lens signal here: its best J-rank is only **4292 at 82.9%**, while the vanilla logit lens is much stronger at **391**, so the J-lens is not adding evidence for Schmid-law reasoning. There is also no visible ordered multihop chain ending in “slip”; the model appears to have materials/mechanics associations without the final answer concept surfacing.\n\nThe exploratory candidate list should be treated only as heuristic. **“threshold”** is meaningful: it corresponds to comparing the resolved 120 MPa value against the critical 80 MPa value. **“plane”** is also plausibly meaningful, since resolved shear/slip-system reasoning involves planes even though the prompt says “system” rather than “plane.” **“metallurgical”** is a weak but domain-relevant contextual signal. **“coefficient”** may reflect the orientation-cosine/product computation, but it is not evidence of the correct microscopic event. **“phenomenon”** is mostly a generic paraphrase of “microscopic deformation event,” not a specific solved concept. **“when,” “because,” “which,” “also,”** and likely **“corresponding”** are discourse/relational tokens or prompt-continuation artifacts, not substantive reasoning states. The slice grid contains scattered materials fragments such as “microsco,” “deformat,” and “dislocat,” but these look like generic/subword or neighboring-position associations; they should not be promoted into a metric, and they do not rescue the absence of a clean **slip** signal." + }, + { + "slug": "paper-v1-fcc-constrained", + "title": "Constrained diffraction recognition", + "shape": "RECOGNITION", + "domain": "materials", + "model_used": "openai:gpt-5.5", + "analysis": "This item is **excluded**, so it is not a registered protocol success: the prompt already contains **“cubic”**, and the model’s clean greedy completion was just `'\\n\\n'`, not the expected first token **FCC**. Within the fixed workspace band, the clearest readout is not an unspoken derivation of **FCC**, but a late activation of a broad **cubic/Bravais-lattice answer space**. Around 78.0–92.7% depth the top tokens become **NaCl / isotropic / BCC / FCC / lattice**, then **lattice, cubic, BCC, FCC**, and by the final layers **BCC** dominates while **FCC** remains only rank 2–4 in the displayed top tokens. That is qualitatively consistent with the model recognizing “this is a cubic lattice abbreviation question,” but not with a clean internal computation of “all odd or all even ⇒ FCC.” The tracked concepts reinforce this: **cubic** reaches J-lens rank 1 at 85.4%, but it is in the input and the vanilla logit lens is also rank 1, so it is not a distinctive J-lens discovery. **Diffraction** is only moderate, J rank 180 at 85.4%, and the logit lens is better at rank 149. **Extinction** is essentially absent, J rank 33011 versus logit rank 27160, with no sustained onset. Thus the lens mostly shows a late, somewhat confused lattice-label association, with **BCC incorrectly preferred over FCC**.\n\nThe layer×position grid has plausible qualitative local structure—tokens like **parity**, **symmetry**, **exclusion**, **Miller**, **abbreviation**, **Brav**, and **lattice** appear in relevant columns—but that is an all-position visual pattern, not the registered metric. It suggests the model is representing parts of the prompt semantics, especially “Miller-index parity rule” and “standard Bravais abbreviation,” but the readout position does not show a clean ordered reasoning chain from reflection condition to face-centering. The absence of **extinction/systematic absence** language is notable: if the model had explicitly formed the standard crystallographic rule, one might expect that concept to surface, but here it does not.\n\nFor the exploratory candidate list, several entries look meaningful only as local prompt semantics: **nomenclature** near “standard” reflects the abbreviation/naming instruction; **combinations** near “mixed” and **integers** near “all” plausibly reflect the parity/index condition; **diffraction** near “reflections” is a domain synonym, though not stronger than logit at the answer readout. **Simultaneously** may weakly reflect the “all three indices share parity” constraint, but it is generic. **Description**, **because**, and **This** are mostly discourse/instructional artifacts, and **was** is likely grammatical noise. **Polynomial** near “cubic” is a tokenizer/semantic-neighborhood artifact from the mathematical sense of “cubic,” not evidence of crystallographic reasoning. Overall, the exploratory list supports shallow recognition of the prompt’s vocabulary, not a reliable hidden computation of **FCC**." + }, + { + "slug": "paper-v1-griffith-constrained", + "title": "Constrained flaw-size scaling", + "shape": "MULTIHOP", + "domain": "materials", + "model_used": "openai:gpt-5.5", + "analysis": "This item is **protocol-excluded**: the clean model did not produce the expected first-token answer “lower” and instead greedily produced “**”, so this cannot be counted as a clean J-lens success. Within the fixed workspace band, there is a real but limited materials/fracture signal: **fracture** reaches J-lens rank **101 at 41.5% depth**, much stronger than the matched vanilla logit-lens rank **5632**. That is a meaningful mechanism-adjacent concept, but it is not the registered criterion **Griffith**. **Griffith** itself is weak in the J-lens, best rank only **4746 at 75.6%**, and the vanilla logit lens is actually better there (**1803**), so there is no J-lens-specific evidence that the model represented the Griffith criterion. **crack** improves over the logit baseline (**4136 at 87.8% vs. 12680**) but remains low-ranked and has no sustained onset. The late readout also drifts toward the wrong comparative: “higher” becomes dominant from about **85–100% depth**, while “lower” appears only below it, consistent with the failed clean-answer control rather than with correct inverse-square-root flaw-size scaling.\n\nThe exploratory top-1 list should be treated only as a heuristic, not a metric. **elasticity** is plausibly meaningful but mostly prompt-adjacent, reflecting “elastic plates” or modulus rather than an unspoken inference. **larger** and **compared** are also plausible scaffolding concepts: they track the comparison between the longer/larger flaw and the other plate, but they do not show the Griffith mechanism or the inverse-square-root scaling result. **thickness** and **density** look like generic materials-property intrusions; they are scientific-sounding but irrelevant to the stated criterion and likely small-model/topic-noise artifacts. **was**, **whereas**, **which**, **because**, and **will** are discourse or grammar continuations rather than substantive reasoning states. Overall, the lens shows a localized fracture-domain activation and comparative framing, but not an ordered emergence of “Griffith → lower stress”; the named mechanism is effectively absent in the J-lens, and the final disposition appears wrong." + }, + { + "slug": "paper-v1-pileup-focus-key", + "title": "Pile-up focus replication: brass key", + "shape": "MODULATION", + "domain": "materials", + "model_used": "openai:gpt-5.5", + "analysis": "Within the registered workspace band (38–92% depth), this is only a weak directed-modulation signal. The best J-lens ranks are good for **pile** and **stress**—**pile** reaches rank 14 at 73.2% depth, and **stress** reaches rank 18 at 87.8%—but neither has a sustained onset, and neither beats the matched vanilla logit lens: **pile** is tied with the logit lens at rank 14, while **stress** is worse than the logit lens rank 11. **Dislocation** is not cleanly represented by the J-lens here: its best J rank is only 1563 at 78.0%, and the logit lens is stronger at rank 596. So the chart is consistent with some late availability of the prompted focus concepts, with **pile** preceding **stress**, but it is not a clean J-lens-specific ordered-emergence result, and the key term **dislocation** is essentially absent as a strong verbalizable concept.\n\nThe layer-position grid qualitatively shows metallurgy/focus-related fragments around the instruction region—e.g. **dislocat**, **pile**, **stress**, **tension**, **effects**, **concentr**—but this should not be upgraded into the registered metric. It is useful as a visual sanity check that the model has some local access to the focus instruction while producing the unrelated carrier sentence, but the scored readout does not show a strong advantage over logit lens. Since this is a directed-modulation item, it also should be interpreted only relative to matched suppress and neutral records; those comparisons are not present here, so no modulation claim can be made from this record alone.\n\nFor the exploratory candidates, most are not meaningful evidence of unspoken dislocation-pile-up reasoning. **because**, **but**, **also/Also**, and **was** look like generic discourse or continuation artifacts. **describing** is likely meta-instructional writing/sentence context. **amidst** is a literary carrier-style substitution for spatial wording, not the target concept. **shimmering** may reflect a material/image association with **brass**, but not the pile-up focus; it may also be a small-model/tokenization-style artifact. The only plausibly meaningful heuristic entries are **effects** and perhaps **implications**, because they fit the stress-concentration/consequence frame and appear near the stress-related region, but they remain qualitative and unregistered. Overall: some late, weak focus leakage for **pile** and **stress**, no strong **dislocation** representation, and no clean J-lens-specific success." + }, + { + "slug": "paper-v1-pileup-suppress-key", + "title": "Pile-up suppression replication: brass key", + "shape": "MODULATION", + "domain": "materials", + "model_used": "openai:gpt-5.5", + "analysis": "Within the registered fixed workspace band (38–92%), this included directed-modulation item shows a real but incomplete suppressed-concept signal. The completion cleanly omits the forbidden material-science terms, but they are in the prompt, so this is not an input-absence/clean discovery case. At the readout position, **pile** becomes a strong transient J-lens concept, reaching rank **92 at 73.2% depth**, better than the matched logit-lens rank **212**. **stress** surfaces later, reaching rank **248 at 90.2%**, much stronger than logit-lens rank **1480**. **dislocation**, however, is not recovered: its best J rank is only **6331 at 46.3%**, with the logit lens slightly better at **6069**. None has a sustained onset. So the lens suggests the model is carrying pieces of the “pile-up / stress concentration” suppression content while writing the harmless sentence, but not the full metallurgical concept; in particular, “pile” is only the single-token fragment of “pile-up,” and “dislocation” is effectively absent.\n\nThe apparent ordering, **pile** before **stress**, is qualitatively consistent with the forbidden phrase structure and with a prompted avoidance state, but I would not treat it as a clean multi-step reasoning trace. The layer-position grid also qualitatively shows suppression-clause material such as pile/stress-like tokens in the band, but that all-position pattern is not the registered metric. The exploratory candidate list is mostly heuristic noise or task-frame signal: **also/Also**, **but**, and **because** are generic discourse-token artifacts, with capitalization duplication; **was** is likely grammar/tense carryover; **writing** plausibly reflects the active “write the sentence” task; **whatsoever** plausibly reflects the “do not write anything else” constraint; **implications** may be semantically related to consequences/stress concentration but is not registered evidence; **weird** and **mysterious** may reflect the odd “try not to think” framing, but they are weak qualitative artifacts rather than substantive hidden reasoning. Overall: a genuine transient J-lens signal for unspoken **pile** and **stress**, but no clean representation of **dislocation pile-up** as a full concept." + }, + { + "slug": "paper-v1-pileup-control-key", + "title": "Pile-up neutral control: brass key", + "shape": "MODULATION", + "domain": "materials", + "model_used": "openai:gpt-5.5", + "analysis": "Within the registered workspace band (38–92% depth), this neutral control does **not** show a clean pile-up/materials reasoning signal. The tracked concept **pile** briefly becomes fairly strong in the J-lens, peaking at rank **53** around **70.7% depth**, better than the matched vanilla logit-lens rank **225**. But there is **no sustained onset**, and the top-token slice at that layer is dominated by unrelated multilingual/copying artifacts rather than a coherent “pile-up” representation. **Stress** is also somewhat J-lens-favored, rank **362** at **90.2%** versus logit rank **2069**, but this is late and unsustained. **Dislocation** is not supported: J-lens rank **6685** is worse than the logit-lens rank **3410**. Overall, the lens mostly reflects instruction following and exact copying of “The brass key rested under the folded map,” not unspoken mechanical reasoning.\n\nThe exploratory candidate list should be treated as qualitative only. **“verbatim”** and **“whatsoever”** look meaningful as instruction-following paraphrases of “Do not write anything else,” especially because they appear near the negative-instruction positions; they are not evidence for the registered pile-up concepts. **“tucked”** may be a genuine semantic paraphrase of “rested under the folded map,” but it is a descriptive/story-word association, not a pile-up or stress computation. **“was”** is a generic narrative-tense alternative and only weakly meaningful. **“also/Also,” “and,” “because,” “other,”** and especially **“masterpiece”** look like discourse/default-continuation or tokenizer/model-noise artifacts in this context. Thus the neutral control behaves as it should: some copy/instruction and sentence-semantics structure is visible, but no clean registered emergence of pile-up reasoning." + }, + { + "slug": "paper-v1-pileup-focus-cup", + "title": "Pile-up focus replication: white cup", + "shape": "MODULATION", + "domain": "materials", + "model_used": "openai:gpt-5.5", + "analysis": "Within the registered workspace band, this record gives a selective signal for **pile**, but not a clean three-concept “dislocation pile-up / stress” workspace trace. **Pile** reaches J-lens rank **13 at 78.0% depth**, substantially stronger than the matched vanilla logit-lens rank **92**, so that is the main genuine J-lens finding here. By contrast, **dislocation** peaks only at J rank **388 at 85.4%** while the logit lens is better at **124**, and **stress** peaks at J rank **136 at 82.9%** while the logit lens is also better at **36**. None has a sustained onset. The chart’s late/final-layer improvement should not be promoted into the metric outside the fixed 38–92% band. Since these concepts are present in the instruction but absent from the output sentence, the lens is best read as showing some retained, unspoken task-conditioning around **pile-up**, not as a clean ordered reasoning sequence or a full material-mechanics representation. The directed-modulation claim still needs the matched suppress/neutral records; from this focus item alone we should not infer a replication effect.\n\nThe exploratory candidate list is useful only as a heuristic and mostly looks like carrier/style/top-token noise. **but**, **also/Also**, **because**, and **was** are generic discourse or syntactic continuations, not meaningful hidden concepts. **grammat** is a tokenizer fragment, though plausibly tied to the “write the sentence” control state rather than the materials rationale. **masterpiece** looks like literary-style noise. **amidst** may reflect scenic paraphrasing of “beside,” but not a registered concept. **padlock** near “closed” and **motionless** near “stood” are semantically interpretable local associations from the visible sentence, not evidence of dislocation reasoning. Overall, the record contains one notable J-lens-specific concept, **pile**, while the other tracked concepts and most exploratory tokens are either better captured by the logit lens or are local lexical/style artifacts." + }, + { + "slug": "paper-v1-pileup-suppress-cup", + "title": "Pile-up suppression replication: white cup", + "shape": "MODULATION", + "domain": "materials", + "model_used": "openai:gpt-5.5", + "analysis": "This is a registered included directed-modulation item, and the completion used for output-absence checking contains only “A white cup stood beside the closed window.” So the target materials concepts are unspoken in the output, but they are explicitly present in the prompt; this is not a clean absent-concept discovery, only a suppression/negation readout. Within the fixed 38–92% workspace band, the J-lens does show the forbidden content being represented despite the instruction not to think about it. The strongest signal is **pile**, reaching J-rank **119** at **53.7%** depth versus matched logit-lens rank **405**. **Dislocation** is weaker but still J-favored, J-rank **2289** at **53.7%** versus logit **5113**. **Stress** is also weak-to-moderate, J-rank **1210** at **90.2%** versus logit **2148**. None has a sustained onset, so I would call this a transient suppression/mention trace rather than a stable workspace representation. Also, “pile” is a single-token piece of the hyphenated **pile-up** phrase, so the clearest signal is partly a tokenizer-friendly fragment of the forbidden phrase, not necessarily a robust representation of the full dislocation-pile-up mechanism.\n\nThe slice grid is consistent with this: around the suppress clause there are mid-depth cells containing **dislocat**, **pile**, **stress**, **concentr**, **physics**, and related fragments, while later layers increasingly return to the literal writing/copying task and then next-token behavior. There is no ordered multi-step reasoning to infer here; the model is not computing a materials-science chain, it is parsing a negative instruction that names the forbidden concepts and then producing the neutral sentence. The J-lens is nonetheless more sensitive than the vanilla logit lens for all three tracked terms, especially **pile**, so the result is a genuine but limited modulation signal.\n\nThe exploratory candidate list should be treated only as a heuristic. **writing** and **grammat** mostly reflect the task frame (“Write…”, “write the sentence”) and in the case of **grammat** likely a subword/stem artifact rather than a clean concept. **but**, **also/Also**, and **because** are generic discourse-control tokens and not meaningful evidence of hidden reasoning. **stillness** and **padlock** may be semantic associations to the carrier sentence, especially “closed window,” but they are surface/scene associations, not target materials concepts. **implications** is plausibly related to the “stress it concentrates” clause, but it is diffuse and unregistered. **masterpiece** looks like stylistic/noise spillover. None of these exploratory entries should be counted as a protocol success." + }, + { + "slug": "paper-v1-pileup-control-cup", + "title": "Pile-up neutral control: white cup", + "shape": "MODULATION", + "domain": "materials", + "model_used": "openai:gpt-5.5", + "analysis": "This neutral control does **not** show clean unspoken pile-up/material reasoning. Within the registered workspace band, the best signal is a narrow **pile** blip at **53.7% depth**, where the J-lens reaches **rank 87** versus **logit-lens rank 207**. That is genuinely stronger than the matched logit baseline, but it has **no sustained onset** and does not form an ordered or persistent trajectory; in a neutral “white cup” copy task, I would treat it as a weak single-token association/artifact rather than evidence that the model computed “pile-up.” **Dislocation** and **stress** are weaker: **dislocation** reaches J rank **1730** at 53.7% versus logit **2180**, and **stress** reaches J rank **1590** at 85.4% versus logit **2664**. These are modest J-over-logit improvements but still low-ranked and unsustained. The late layers mostly move toward instruction/output-control tokens such as “Write,” “Period,” and “COPY,” consistent with literal next-token/task representation rather than hidden physical reasoning.\n\nThe exploratory candidate list is best read as a qualitative slice, not a metric. Some entries are plausibly meaningful local associations: **crockery** near “cup” is a reasonable semantic associate; **motionless** and **stillness** relate to “stood”; **padlock** relates to “closed”; **verbatim** and **whatsoever** likely reflect the instruction “Do not write anything else.” These show that the workspace contains paraphrastic or scene-related content, but not pile-up mechanics. By contrast, **also**, **and**, and **because** are mostly discourse/function-token noise, and **masterpiece** looks like a generic writing/literary continuation artifact rather than a controlled concept. Overall, the lens reveals ordinary copying/instruction and scene-association content, with one isolated **pile** token blip that should not be counted as a clean protocol success." + } + ], + "synthesis": "Across this exploratory materials run, the clearest workspace-like phenomena appeared in **ASSOCIATION** items, but they were partial rather than full replications of the paper’s strongest claims. The ductile-fracture vignette was the strongest included example: **coalescence** surfaced in the workspace band at J-rank **13 at 41.5% depth** versus logit-rank **3048**, with weaker but real support for **ductile** and **nucleation**. The cyclic-fracture vignette also had a meaningful J-specific signal for **propagation** at rank **337 vs. 2228**, and the boundary-attack vignette showed suggestive improvements for **boundary** and **sensitization**, though both remained around rank 10³ and were unsustained. These results are consistent with the paper’s claim that unspoken, verbalizable intermediate concepts can appear in the J-lens before the model’s answer, but only in a limited sense here: the signals were transient, often broad, and did not show clean sustained workspace plateaus. The low-temperature brittle-fracture item had a plausible **brittle** signal, but it was excluded from registered interpretation because **fracture** was already in the input.\n\nThe **MULTIHOP** and **RECOGNITION** items did not provide registered support for ordered internal reasoning. All listed multihop items were excluded by clean-answer failures, and the tracked mechanisms were weak or worse than the vanilla logit lens: **Hall** was much better in the logit lens than the J-lens, **Schmid** likewise, and **Griffith** was effectively absent as a J-specific concept. Some adjacent materials terms appeared, such as **fracture** in the flaw-size item and late **dislocation** in the shear item, but these did not form ordered chains such as “Hall–Petch → strengthening → higher,” “Schmid → slip,” or “Griffith → lower.” The diffraction recognition item was also excluded because **cubic** was in the input and the model did not produce the expected **FCC** answer; qualitatively, the lens showed a confused cubic/BCC/FCC answer space rather than a clean derivation of FCC from reflection parity. Thus the paper’s ordered-emergence claim was not demonstrated in this run.\n\nThe **MODULATION** records showed some qualitative suppression/focus leakage, especially for the single token **pile**, and sometimes for **stress**, but not a clean registered modulation result. In several focus or suppress records, **pile** reached strong J-lens ranks, for example rank **13** in the white-cup focus item and rank **119** in the white-cup suppress item, often beating the logit baseline. **Stress** was sometimes J-favored in suppress records, but in focus records it was often equal to or worse than the logit lens, and **dislocation** was generally weak or better captured by the logit lens. Neutral controls also produced isolated **pile** blips, so the modulation evidence should be read cautiously. Because these groups are explicitly sample-insufficient, and because the concepts were named in the prompt rather than absent from both input and output, these are best described as transient traces of prompted or forbidden content, not clean demonstrations of hidden mechanistic thought. No **REPORT_SWAP** analyses were provided in this run.\n\nThe run strongly illustrates the paper’s stated **single-token and model-capability limitations**. Important materials concepts were dropped or weakened because they are not clean single vocabulary tokens: **intergranular**, **transgranular**, **striations**, and **Petch** could not be registered, while **pile** is only a tokenizer-friendly fragment of **pile-up**. Some failures also look like genuine model limitations rather than lens failures: this target model did not reliably solve Hall–Petch, Griffith scaling, resolved-shear slip, or FCC recognition, and the J-lens mostly reported that absence or confusion. That is scientifically useful, but it means google/gemma-4-E4B-it is better suited here for exploratory demonstrations of vocabulary-level associations than for strong interpretability claims about multi-step materials reasoning. A larger or more capable model would be the more appropriate target for testing the paper’s global-workspace claims in this domain.\n\nThe exploratory surfaced candidates should be treated only as a heuristic, not as a paper metric. Plausible but broad signals include **metallurgical** as a domain-frame token and **indicating** as explanatory/diagnostic framing; **whatsoever** is meaningful mainly in modulation prompts as an instruction-following or “do not write anything else” trace. By contrast, the most frequent candidates—**because**, **also/Also**, **was**, **but**, **which**, **This**, and **and**—are mostly discourse, syntax, or continuation artifacts. **masterpiece** looks like stylistic or small-model noise rather than a materials concept. These candidates can help guide qualitative inspection, but they should not be counted as registered workspace successes or used to infer rates from this small exploratory run." +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-materials-paper-v2.json b/jlens_materials/runs/gemma4-materials-paper-v2.json new file mode 100644 index 0000000000000000000000000000000000000000..4526b1d6ef6e2f5390c14a418733f25cbe6a5f74 --- /dev/null +++ b/jlens_materials/runs/gemma4-materials-paper-v2.json @@ -0,0 +1,99129 @@ +{ + "format_version": 2, + "created_at": "2026-07-10T21:20:38.444986+00:00", + "model": "google/gemma-4-E4B-it", + "model_identity": { + "requested_id": "google/gemma-4-E4B-it", + "requested_revision": null, + "model_class": "Gemma4ForConditionalGeneration", + "config_name_or_path": "google/gemma-4-E4B-it", + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-E4B-it", + "vocab_size": 262144, + "n_layers": 42, + "d_model": 2560, + "dtype": "float32" + }, + "tag": "gemma4-materials-paper-v2", + "n_layers": 42, + "d_model": 2560, + "lens_n_prompts": 1000, + "lens_provenance": null, + "methodology": { + "recipe": { + "name": "demo", + "n_fit": 12, + "max_seq_len": 64, + "target_layer": null, + "report_layer_count": null, + "skip_first": 16, + "strict_corpus": false, + "description": "Fast exploratory fit. Results from this profile are not a quantitative replication of the paper." + }, + "claims_level": "exploratory demo", + "paper_protocol_complete": false, + "strict_protocol": false, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 50, + "evaluation_max_seq_len": 512, + "generation_max_new_tokens": 1, + "model_revision": null, + "dtype": "float32", + "layer_stride": 1, + "prompt_source": "prompts/materials-paper-v2-preregistered.json", + "swaps_enabled": false, + "swap_alpha": 1.0 + }, + "shapes": [ + "ASSOCIATION", + "MODULATION" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": { + "ASSOCIATION": { + "n_items": 50, + "minimum_required": 50, + "sufficient_sample": true, + "ks": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "jacobian_lens": { + "pass_at_k": [ + 0.013333333333333332, + 0.029999999999999995, + 0.05, + 0.056666666666666664, + 0.08333333333333331, + 0.14833333333333332, + 0.21166666666666667 + ], + "auc_log_k": 0.07992353330442654, + "bootstrap_95": { + "1": { + "mean": 0.013333333333333332, + "low": 0.0, + "high": 0.03333333333333333 + }, + "2": { + "mean": 0.029999999999999995, + "low": 0.006666666666666666, + "high": 0.055 + }, + "5": { + "mean": 0.05, + "low": 0.02333333333333333, + "high": 0.08333333333333331 + }, + "10": { + "mean": 0.056666666666666664, + "low": 0.026666666666666665, + "high": 0.09166666666666666 + }, + "20": { + "mean": 0.08333333333333331, + "low": 0.04666666666666666, + "high": 0.12333333333333332 + }, + "50": { + "mean": 0.14833333333333332, + "low": 0.10166666666666666, + "high": 0.195 + }, + "100": { + "mean": 0.21166666666666667, + "low": 0.16333333333333333, + "high": 0.26 + } + } + }, + "logit_lens": { + "pass_at_k": [ + 0.006666666666666666, + 0.006666666666666666, + 0.02, + 0.03333333333333333, + 0.06666666666666667, + 0.09999999999999998, + 0.13999999999999999 + ], + "auc_log_k": 0.04983848331165324 + } + } + }, + "directed_modulation_controls": { + "paper-v2-pileup-directed-modulation": { + "focus": { + "n_items": 24, + "hit_rate": 0.041666666666666664, + "bootstrap_95": [ + 0.0, + 0.125 + ], + "minimum_required": 24, + "sufficient_sample": true + }, + "suppress": { + "n_items": 24, + "hit_rate": 0.08333333333333333, + "bootstrap_95": [ + 0.0, + 0.20833333333333334 + ], + "minimum_required": 24, + "sufficient_sample": true + }, + "control": { + "n_items": 24, + "hit_rate": 0.0, + "bootstrap_95": [ + 0.0, + 0.0 + ], + "minimum_required": 24, + "sufficient_sample": true + }, + "summary": { + "n_trials": 72, + "distinct_phrasings": 24, + "paper_phrasing_target": 24 + } + } + }, + "causal_swaps": { + "n_interventions": 0, + "n_graded": 0, + "minimum_required": 50, + "sufficient_sample": false, + "protocol_success_rate": null, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [], + "prompts": [ + { + "slug": "paper-v2-assoc-ductile-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Dimpled tensile failure 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A tensile coupon developed pronounced necking before separation. Its failure face contained rounded dimples centered on inclusions, with a cup-shaped center and a surrounding slanted lip.", + "prompt_tail": "pronounced necking before separation. Its failure face contained rounded dimples centered on inclusions, with a cup-shaped center and a surrounding slanted lip.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 421, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 561 + }, + { + "label": "nucleation", + "best_rank": 1600, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 3903 + }, + { + "label": "coalescence", + "best_rank": 174, + "best_depth": 46.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 9562 + }, + { + "label": "void", + "best_rank": 7295, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 2014 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "About", + "Although", + "Also", + "and", + "It", + "however" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "d", + "a", + "nt", + "r", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "l", + "lly", + "o", + "d", + "nt", + "i", + "r" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "l", + "etc", + "nt", + "sic", + "ised", + "d", + "i" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "sic", + "a", + "to", + "l", + "y", + "ed", + "d" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "enced", + "ños", + "urized", + "edly", + "thereafter", + "aken", + "eded", + "cted" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "edly", + "enced", + "eded", + "wards", + "ened", + "aken", + "abouts", + "rion" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thereafter", + "filmed", + "subsequently", + "edly", + "featured", + "comprised", + "Borneo", + "filming" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Additionally", + "during", + "which", + "Furthermore", + "also", + "depicting", + "to", + "Selangor" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thereafter", + "also", + "Additionally", + "Makassar", + "during", + "subsequently", + "Selangor", + "afterward" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "which", + "characteristic", + "thereto", + "thence", + "characterized", + "although", + "to" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "constituted", + "characterized", + "characteristic", + "which", + "whereas", + "furthermore", + "composed", + "thereto" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "characteristic", + "characterized", + "constituted", + "depicting", + "indistinct", + "which", + "elongated", + "indicating" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "characteristic", + "coloration", + "geometrical", + "contour", + "morphology", + "elongated", + "radially", + "protrusion" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "coloration", + "morphology", + "radially", + "characteristic", + "discoloration", + "protrusion", + "anatomical", + "cylindrical" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "characteristic", + "coloration", + "morphology", + "protrusion", + "anatomical", + "contoured", + "diagram", + "specimen" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "characteristic", + "coloration", + "morphology", + "anatomical", + "contoured", + "anatom", + "observed", + "visualized" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "morphology", + "coloration", + "characteristic", + "anatomical", + "anatom", + "contoured", + "carapace", + "distinctive" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "coloration", + "morphology", + "characteristic", + "anatomical", + "distinctive", + "distinguishing", + "anatom", + "morphological" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "coloration", + "characteristic", + "morphology", + "distinctive", + "iconography", + "distinguishing", + "superimposed", + "discoloration" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "coloration", + "characteristic", + "distinguishing", + "distinctive", + "superimposed", + "distinct", + "morphology", + "differentiated" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "특징", + "characteristic", + "特徴", + "の特徴", + "morphology", + "coloration", + "distinctive", + "iconography" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "described", + "appended", + "layered", + "labeled", + "describes", + "topographic", + "typed", + "LAYER" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Additionally", + "Also", + "Furthermore", + "Which", + "However", + "also", + "Interestingly" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Also", + "Furthermore", + "Additionally", + "This", + "Also", + "Similarly", + "Meanwhile", + "Furthermore" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "Additionally", + "Also", + "Similarly", + "This", + "Meanwhile", + "Subsequently", + "Furthermore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Additionally", + "Also", + "Subsequently", + "Meanwhile", + "This", + "Similarly", + "Furthermore" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Additionally", + "Furthermore", + "Also", + "This", + "Subsequently", + "Meanwhile", + "Furthermore", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "These", + "Additionally", + "This", + "Meanwhile", + "Similarly", + "Furthermore", + "Also", + "Another" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "These", + "Additionally", + "Consequently", + "Meanwhile", + "Compared", + "These", + "this" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "These", + "Additionally", + "this", + "Consequently", + "Such", + "Therefore", + "Compared" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "These", + "this", + "Additionally", + "Consequently", + "This", + "Meanwhile", + "Such" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "These", + "these", + "This", + "이러한", + "Its", + "Additionally" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "this", + "These", + "이러한", + "these", + "هذا", + "This", + "この" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "These", + "이러한", + "This", + "هذا", + "Its", + "these" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "This", + "These", + "Such", + "Its", + "이러한", + "Hence" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "These", + "Such", + "이러한", + "Hence", + "Its" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "These", + "Such", + "이러한", + "Analyzing", + "这种" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "These", + "This", + "this", + "Such", + "Analyzing", + "Its", + "The" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "These", + "The", + "Such", + "Its", + "Analyzing", + "Analysis", + "this" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "These", + "The", + "Both", + "It", + "Its", + "this", + "Such" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "It", + "Such", + "A", + "Its", + "In" + ] + } + ], + "surprising": [ + { + "concept": "was", + "score": 25.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "which", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "This", + "score": 17.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "indicating", + "score": 17.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ",", + "output_checked": true + }, + { + "concept": "because", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "pronounced", + "output_checked": true + }, + { + "concept": "during", + "score": 13.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "ing", + "output_checked": true + }, + { + "concept": "coloration", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "pronounced", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Its", + "output_checked": true + }, + { + "concept": "ductile", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "within", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "whereas", + "score": 10.0, + "best_rank": 2, + "best_depth": 68.3, + "near_token": "A", + "output_checked": true + }, + { + "concept": "subsequent", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-ductile-01__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-ductile-01__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-ductile-01__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-ductile-01__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-ductile-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-ductile-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Dimpled tensile failure 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "After substantial plastic elongation, a metal bar separated along a surface filled with microscopic pits around second-phase particles. Neighboring pits had joined into larger depressions.", + "prompt_tail": "ongation, a metal bar separated along a surface filled with microscopic pits around second-phase particles. Neighboring pits had joined into larger depressions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 1556, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 15101 + }, + { + "label": "nucleation", + "best_rank": 94, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 3497 + }, + { + "label": "coalescence", + "best_rank": 1, + "best_depth": 39.0, + "onset_depth": 46.3, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 5818 + }, + { + "label": "void", + "best_rank": 9498, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 8082 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Although", + "It", + "About", + "Also", + "hence", + "whereas", + "although" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "o", + "i", + "a", + "nt", + "d", + "n", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "d", + "lly", + "o", + "ie", + "etc", + "i" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "thence", + "avourable", + "wards", + "ised", + "centre", + "coloured", + "grosse", + "thereon" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "thence", + "hence", + "hence", + "avourable", + "coloured", + "Hence", + "ised", + "centre" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thence", + "hence", + "persons", + "thereon", + "hitherto", + "thereto", + "aforesaid", + "Hence" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "persons", + "endeavour", + "thereto", + "avourable", + "hence", + "aforesaid", + "coloured" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thence", + "persons", + "centres", + "organised", + "whilst", + "hence", + "thereto", + "Whilst" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thence", + "whilst", + "therefore", + "hence", + "thereto", + "Whilst", + "persons", + "which" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thence", + "thereto", + "thus", + "thereon", + "persons", + "therein", + "thereafter", + "localities" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "thereto", + "hitherto", + "and", + "nearer", + "thus", + "thereafter", + "themselves" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thence", + "thereto", + "moreover", + "alike", + "hitherto", + "furthermore", + "thus", + "thereby" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thence", + "alike", + "moreover", + "hitherto", + "thereto", + "furthermore", + "nearer", + "itherto" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thence", + "moreover", + "alike", + "nearer", + "hitherto", + "foodstuffs", + "apiece", + "incipient" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "agglomer", + "coalescence", + "incipient", + "coales", + "thence", + "assemblages", + "conglomer", + "amorphous" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "agglomer", + "coalescence", + "incipient", + "coales", + "crowding", + "amorphous", + "sedimentation", + "neoplastic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "agglomer", + "coalescence", + "enlarg", + "enlarging", + "incipient", + "crowding", + "swelling", + "coales" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "enlarging", + "enlarg", + "enlargement", + "swelling", + "crowding", + "coalescence", + "enlarged", + "intensifying" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "enlarging", + "enlargement", + "enlarg", + "swelling", + "crowding", + "coalescence", + "intensifying", + "intensification" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "intensifying", + "coalescence", + "crowding", + "intensification", + "enlargement", + "deepening", + "enlarging", + "swelling" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "increasing", + "intensifying", + "intensification", + "coalescence", + "growing", + "intensified", + "urbanization", + "accumulating" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "intensifying", + "urbanization", + "intensification", + "accumulating", + "increasing", + "increasing", + "intensified", + "growing" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "also", + "increasing", + "gradually", + "consequently", + "increased", + "further", + "increasingly", + "adding" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Also", + "Additionally", + "Moreover", + "also", + "Which", + "Meanwhile", + "which" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Also", + "Meanwhile", + "Additionally", + "Similarly", + "Moreover", + "Consequently", + "Finally" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "Also", + "Similarly", + "Meanwhile", + "Additionally", + "Moreover", + "Furthermore", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Similarly", + "Meanwhile", + "Also", + "Additionally", + "Furthermore", + "Moreover", + "Similarly" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Furthermore", + "Similarly", + "Meanwhile", + "Additionally", + "Similarly", + "Furthermore", + "Also", + "Moreover" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "Furthermore", + "While", + "Similarly", + "During", + "Although", + "Additionally", + "Moreover" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Meanwhile", + "Similarly", + "Furthermore", + "Consequently", + "Additionally", + "Another", + "This", + "Simultaneously" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Meanwhile", + "Similarly", + "Consequently", + "This", + "Additionally", + "Furthermore", + "Despite", + "Simultaneously" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Meanwhile", + "Consequently", + "Similarly", + "This", + "Additionally", + "meanwhile", + "Simultaneously", + "Despite" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Meanwhile", + "This", + "After", + "Similarly", + "Consequently", + "meanwhile", + "Despite", + "Following" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "Meanwhile", + "Similarly", + "Consequently", + "The", + "this", + "Simultaneously", + "Additionally" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Simultaneously", + "Meanwhile", + "Similarly", + "Consequently", + "Additionally", + "Despite", + "The" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Simultaneously", + "This", + "Meanwhile", + "Similarly", + "The", + "Despite", + "Consequently", + "Following" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Simultaneously", + "Meanwhile", + "The", + "Similarly", + "Consequently", + "Following", + "Despite" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Simultaneously", + "The", + "Meanwhile", + "Similarly", + "Following", + "Consequently", + "Despite" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "The", + "Simultaneously", + "Following", + "Similarly", + "Consequently", + "Meanwhile", + "Furthermore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "The", + "This", + "Simultaneously", + "Following", + "Similarly", + "Along", + "Similar", + "After" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "The", + "This", + "Following", + "Simultaneously", + "After", + "Along", + "Furthermore", + "Similarly" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "A", + "Metal", + "In", + "After", + "Following", + "Subsequently" + ] + } + ], + "surprising": [ + { + "concept": "the", + "score": 24.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "with", + "output_checked": true + }, + { + "concept": "whereas", + "score": 21.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "clusters", + "score": 19.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "This", + "score": 18.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "which", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "and", + "score": 14.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "was", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "cracks", + "score": 12.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "microscopic", + "output_checked": true + }, + { + "concept": "tensile", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "ductility", + "score": 11.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "occurred", + "score": 10.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "elongation", + "output_checked": true + }, + { + "concept": "fracture", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-ductile-02__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-ductile-02__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-ductile-02__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-ductile-02__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-ductile-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-ductile-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Dimpled tensile failure 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A pulled specimen narrowed strongly in its gauge section. Electron microscopy of the separated faces showed deep equiaxed dimples around particles and elongated dimples near the outer rim.", + "prompt_tail": "trongly in its gauge section. Electron microscopy of the separated faces showed deep equiaxed dimples around particles and elongated dimples near the outer rim.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 296, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 1636 + }, + { + "label": "nucleation", + "best_rank": 584, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 204 + }, + { + "label": "coalescence", + "best_rank": 76, + "best_depth": 46.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 3859 + }, + { + "label": "void", + "best_rank": 4666, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 1157 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Although", + "About", + "and", + "Also", + "Although", + "which", + "Also" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "o", + "i", + "a", + "d", + "nt", + "r", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "lly", + "d", + "o", + "r", + "i", + "al" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "sic", + "wards", + "l", + "d", + "o", + "nig", + "r" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "sic", + "etc", + "d", + "l", + "a", + "to", + "wards", + "r" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "enced", + "하였", + "urized", + "itized", + "sic", + "persons", + "os", + "eded" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "sic", + "eded", + "enced", + "rion", + "ened", + "ited", + "eted" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thereafter", + "commenced", + "하였", + "utilized", + "persons", + "thus", + "subsequently", + "pertaining" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Additionally", + "Furthermore", + "thereafter", + "which", + "subsequently", + "하였습니다", + "Subsequently", + "during" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Additionally", + "thereafter", + "Furthermore", + "functionalities", + "Makassar", + "respectively", + "subsequently", + "Guangdong" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "themselves", + "toward", + "indications", + "thereafter", + "which", + "suggesting", + "their", + "respectively" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "which", + "Furthermore", + "indications", + "thereto", + "Moreover", + "characterized", + "suggesting" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "Moreover", + "suggesting", + "characteristic", + "moreover", + "Moreover", + "furthermore", + "characterized", + "Furthermore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "morphologies", + "morphology", + "suggestive", + "elongated", + "characteristic", + "micrographs", + "serta", + "protrusions" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "coloration", + "morphologies", + "micrographs", + "morphology", + "specimens", + "characteristic", + "pigmentation", + "discoloration" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "観察", + "morphology", + "coloration", + "micrographs", + "morphologies", + "observed", + "characteristic", + "morphological" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "discoloration", + "coloration", + "observed", + "symptomatic", + "suggestive", + "photore", + "distal", + "striated" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "discoloration", + "necrosis", + "subsurface", + "corrosion", + "symptomatic", + "coloration", + "metallurgical", + "staining" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "discoloration", + "necrosis", + "symptomatic", + "coloration", + "indicating", + "corrosion", + "morphology", + "metallurgical" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "necrosis", + "coloration", + "discoloration", + "symptomatic", + "morphology", + "indicating", + "suggestive", + "corrosion" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "differentiation", + "distinguishing", + "differentiated", + "mixed", + "indicating", + "differentiating", + "contrasting", + "coloration" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "differentiated", + "differentiation", + "distinguishing", + "differentiating", + "coloration", + "morphology", + "specificity", + "specific" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "differentiated", + "later", + "overall", + "both", + "subsequently", + "thereafter", + "afterward", + "selectively" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "subsequently", + "Furthermore", + "later", + "Afterwards", + "both", + "Additionally", + "However", + "Both" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Also", + "Additionally", + "However", + "This", + "Afterwards", + "Consequently", + "Meanwhile" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "Also", + "Additionally", + "However", + "Meanwhile", + "Consequently", + "Similarly", + "This" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "However", + "Additionally", + "Similarly", + "Meanwhile", + "Also", + "This", + "Subsequently" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Furthermore", + "This", + "Additionally", + "Meanwhile", + "However", + "Consequently", + "Subsequently", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "These", + "Additionally", + "Similarly", + "This", + "Furthermore", + "Consequently", + "However" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "This", + "Additionally", + "Meanwhile", + "Consequently", + "Furthermore", + "Therefore", + "Finally" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "Additionally", + "These", + "Consequently", + "Therefore", + "Meanwhile", + "Furthermore", + "this" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Consequently", + "Additionally", + "Meanwhile", + "These", + "Furthermore", + "Therefore", + "Recently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "These", + "Additionally", + "Consequently", + "this", + "Therefore", + "Meanwhile", + "Recently" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "this", + "These", + "Additionally", + "Consequently", + "Furthermore", + "Meanwhile", + "Therefore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "These", + "Additionally", + "Hence", + "Consequently", + "Furthermore", + "It" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "The", + "Consequently", + "Hence", + "this", + "Furthermore", + "These", + "Comparison" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "These", + "Hence", + "this", + "Therefore", + "The", + "This", + "Consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "These", + "This", + "The", + "Hence", + "this", + "Consequently", + "Comparison" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "These", + "The", + "Therefore", + "This", + "Analyzing", + "Consequently", + "Hence" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "The", + "These", + "Analysis", + "Analyzing", + "Comparison", + "Further", + "Scanning" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "The", + "These", + "It", + "Both", + "Further", + "Analysis", + "Overall" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Electron", + "Mechanical", + "A", + "These", + "Stress", + "Metall" + ] + } + ], + "surprising": [ + { + "concept": "whereas", + "score": 21.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "section", + "output_checked": true + }, + { + "concept": "indicating", + "score": 20.0, + "best_rank": 2, + "best_depth": 78.0, + "near_token": "rim", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 18.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "because", + "score": 17.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "pulled", + "output_checked": true + }, + { + "concept": "edges", + "score": 16.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "the", + "output_checked": true + }, + { + "concept": "which", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "clusters", + "score": 12.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "around", + "output_checked": true + }, + { + "concept": "before", + "score": 12.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "gauge", + "output_checked": true + }, + { + "concept": "from", + "score": 12.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "tapering", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "strongly", + "output_checked": true + }, + { + "concept": "cracks", + "score": 11.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "deep", + "output_checked": true + }, + { + "concept": "during", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "specimen", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-ductile-03__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-ductile-03__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-ductile-03__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-ductile-03__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-ductile-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-ductile-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Dimpled tensile failure 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "The load-displacement curve showed extensive post-yield deformation before final separation. The mating surfaces displayed many rounded depressions that had linked across the section.", + "prompt_tail": "urve showed extensive post-yield deformation before final separation. The mating surfaces displayed many rounded depressions that had linked across the section.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 39, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 546 + }, + { + "label": "nucleation", + "best_rank": 118, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 1098 + }, + { + "label": "coalescence", + "best_rank": 1, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 2880 + }, + { + "label": "void", + "best_rank": 3695, + "best_depth": 53.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 9149 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Although", + "Also", + "About", + "It", + "Also", + "Although", + "and" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "o", + "i", + "a", + "d", + "nt", + "etc", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "etc", + "l", + "ie", + "lly", + "o", + "d", + "i" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "etc", + "etc", + "upto", + "l", + "sic", + "nt", + "ised" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "etc", + "ised", + "hence", + "hence", + "etc", + "sic", + "upto" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "hence", + "therefore", + "persons", + "whereas", + "abouts", + "whilst", + "etc", + "therefor" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "wards", + "Whilst", + "persons", + "grosse", + "ised", + "alot", + "abouts" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "Whilst", + "organised", + "afterwards", + "neighbours", + "grosse", + "alot", + "persons" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Whilst", + "which", + "whilst", + "alot", + "although", + "Also", + "afterwards", + "whereas" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "Basically", + "although", + "also", + "basically", + "alot", + "Also", + "somewhere" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "although", + "whilst", + "quite", + "Whilst", + "themselves", + "however", + "thereto" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "thence", + "alike", + "whilst", + "moreover", + "whereby", + "Whilst", + "quite" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "alike", + "thereto", + "thence", + "whilst", + "moreover", + "Whilst", + "whereby", + "amongst" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "fibres", + "alike", + "whilst", + "Whilst", + "thence", + "thereto", + "criss", + "amongst" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "fibres", + "connex", + "criss", + "nodos", + "interwoven", + "anastom", + "fibre", + "fissures" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "fibres", + "thrombosis", + "connex", + "criss", + "fracturing", + "interlocking", + "interconnect", + "interwoven" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "fissures", + "diseased", + "nodos", + "intercellular", + "fracturing", + "lesions", + "fibres", + "fibrous" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "fracturing", + "fissures", + "necrosis", + "fractures", + "rupt", + "ruptured", + "coalescence", + "diseased" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "fracturing", + "diseased", + "disintegration", + "fissures", + "lesions", + "necrosis", + "rupt", + "fractures" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "fracturing", + "lesions", + "disintegration", + "fissures", + "coalescence", + "fractures", + "diseased", + "symptomatic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "fractures", + "fracturing", + "penetrated", + "disintegration", + "lesions", + "coalescence", + "necrosis", + "diseased" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "forming", + "coalescence", + "formed", + "nuclei", + "lesions", + "craters", + "formation", + "agglomer" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "etc", + "consequently", + "had", + "afterward", + "formed", + "was", + "alike", + "appeared" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Which", + "Furthermore", + "which", + "Also", + "Consequently", + "Additionally", + "Although" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "Also", + "This", + "Additionally", + "Therefore", + "Meanwhile", + "Similarly" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "Also", + "Additionally", + "Consequently", + "Similarly", + "This", + "Meanwhile", + "Therefore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Similarly", + "Meanwhile", + "Additionally", + "Consequently", + "Also", + "This", + "Conversely" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Furthermore", + "This", + "Additionally", + "Also", + "Meanwhile", + "Similarly", + "Consequently", + "These" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "These", + "This", + "Additionally", + "Furthermore", + "Similarly", + "While", + "Consequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "This", + "Additionally", + "Meanwhile", + "Consequently", + "Similarly", + "Furthermore", + "Another" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "These", + "Consequently", + "Meanwhile", + "Additionally", + "Similarly", + "Therefore", + "Furthermore" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "These", + "Consequently", + "Additionally", + "Meanwhile", + "Similarly", + "this", + "There" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "These", + "this", + "Consequently", + "these", + "Additionally", + "Meanwhile", + "This" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "this", + "These", + "these", + "هذا", + "この", + "这", + "Additionally" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "These", + "these", + "هذا", + "Additionally", + "Consequently", + "这" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "These", + "The", + "Similarly", + "Consequently", + "Additionally", + "This" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "These", + "The", + "This", + "Similarly", + "Consequently", + "Conversely" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "These", + "This", + "The", + "Similarly", + "Consequently", + "Conversely" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "These", + "The", + "this", + "This", + "Consequently", + "Similarly", + "Furthermore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "The", + "These", + "this", + "Similarly", + "Furthermore", + "Similar", + "Based" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "The", + "These", + "this", + "It", + "Similarly", + "Furthermore", + "There" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "These", + "In", + "A", + "Load", + "There", + "It" + ] + } + ], + "surprising": [ + { + "concept": "ductility", + "score": 24.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "indicating", + "score": 17.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "depressions", + "output_checked": true + }, + { + "concept": "This", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "demonstrations", + "score": 16.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "extensive", + "output_checked": true + }, + { + "concept": "was", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "surfaces", + "output_checked": true + }, + { + "concept": "whereas", + "score": 12.0, + "best_rank": 2, + "best_depth": 68.3, + "near_token": "section", + "output_checked": true + }, + { + "concept": "because", + "score": 11.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "been", + "score": 10.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "had", + "output_checked": true + }, + { + "concept": "cracks", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "many", + "output_checked": true + }, + { + "concept": "flange", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "mating", + "output_checked": true + }, + { + "concept": "represents", + "score": 9.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "curve", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "extensive", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-ductile-04__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-ductile-04__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-ductile-04__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-ductile-04__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-ductile-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-ductile-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Dimpled tensile failure 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A structural alloy absorbed considerable energy and formed a visible waist before failure. Its cup-and-cone surface was covered by particle-centered microscopic pits.", + "prompt_tail": "ctural alloy absorbed considerable energy and formed a visible waist before failure. Its cup-and-cone surface was covered by particle-centered microscopic pits.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "ductile", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 642, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 250 + }, + { + "label": "nucleation", + "best_rank": 277, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 169 + }, + { + "label": "coalescence", + "best_rank": 1637, + "best_depth": 46.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 1054 + }, + { + "label": "void", + "best_rank": 1797, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 812 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "About", + "although", + "whereas", + "Although", + "It", + "Also", + "hence" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "n", + "r", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "d", + "o", + "i", + "ie", + "lly", + "r" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "avourable", + "ised", + "centre", + "coloured", + "thence", + "etc", + "l" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "thence", + "thereto", + "avourable", + "hence", + "ised", + "sic", + "thereon", + "Hence" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thence", + "therein", + "thereon", + "thereto", + "persons", + "thereafter", + "thus", + "therefrom" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "persons", + "thereto", + "thereon", + "chiefly", + "therein", + "thereafter", + "forthwith" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thence", + "persons", + "thus", + "utilised", + "whilst", + "thereafter", + "thereto", + "thereon" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "Whilst", + "thence", + "thereafter", + "whereas", + "and", + "thereto", + "although" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "themselves", + "whom", + "thus", + "also", + "Furthermore", + "thereafter", + "thereto" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "thereto", + "themselves", + "which", + "localities", + "hitherto", + "specimens", + "thereafter" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "thence", + "specimens", + "hitherto", + "wherein", + "epidermal", + "furthermore", + "heretofore" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thereto", + "micrographs", + "thence", + "hitherto", + "epidermal", + "micrograph", + "wherein", + "specimens" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "micrographs", + "epidermal", + "micrograph", + "mottled", + "histological", + "dermat", + "metallurgical", + "enamel" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "micrographs", + "micrograph", + "epidermal", + "discoloration", + "histological", + "metallurgical", + "coloration", + "specimens" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "micrographs", + "micrograph", + "metallurgical", + "epidermal", + "specimens", + "histological", + "microscopy", + "corrosion" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "micrographs", + "micrograph", + "epidermal", + "discoloration", + "nodules", + "lesions", + "specimens", + "microscopy" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "micrographs", + "micrograph", + "blemishes", + "corrosion", + "discoloration", + "epidermal", + "lesions", + "ulcer" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "discoloration", + "lesions", + "ulcer", + "diseased", + "blemishes", + "micrographs", + "corrosion", + "abrasion" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "discoloration", + "lesions", + "micrographs", + "irregularities", + "micrograph", + "impurities", + "corrosion", + "blemishes" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "impurities", + "micrographs", + "micrograph", + "workmanship", + "irregularities", + "corrosion", + "abrasion", + "defects" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "diagnostic", + "defects", + "imperfection", + "micrograph", + "impurities", + "micrographs", + "defective", + "histological" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "electrons", + "neither", + "particles", + "lastly", + "electroph", + "juveniles", + "fishes", + "undersigned" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "Which", + "Furthermore", + "Also", + "Finally", + "Additionally", + "This", + "Afterwards" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Also", + "This", + "Additionally", + "Meanwhile", + "Finally", + "Later", + "Ultimately" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "This", + "Meanwhile", + "Also", + "Ultimately", + "During", + "Additionally", + "Later" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "This", + "Meanwhile", + "During", + "Additionally", + "Ultimately", + "Also", + "Later" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "Furthermore", + "Meanwhile", + "During", + "Additionally", + "Ultimately", + "Afterwards", + "Afterward" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "During", + "While", + "This", + "These", + "Furthermore", + "Additionally", + "Although" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "These", + "During", + "Finally", + "Compared", + "Because", + "Its", + "Overall" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "Its", + "What", + "These", + "Because", + "Which", + "During", + "Compared" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "What", + "Its", + "These", + "During", + "Which", + "Because", + "When" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Its", + "These", + "What", + "During", + "Its", + "Based", + "Therefore" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "Its", + "These", + "What", + "this", + "It", + "Its", + "The" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Its", + "It", + "These", + "this", + "Its", + "What", + "The" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "Its", + "Its", + "It", + "The", + "What", + "This", + "These" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Its", + "The", + "Its", + "What", + "This", + "These", + "It" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Its", + "What", + "This", + "The", + "These", + "It", + "Its" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "Its", + "The", + "It", + "What", + "These", + "Finally", + "This" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Its", + "The", + "It", + "These", + "Identifying", + "What", + "Finally" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "Its", + "The", + "It", + "These", + "When", + "Upon", + "What" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Its", + "It", + "A", + "What", + "Upon", + "These" + ] + } + ], + "surprising": [ + { + "concept": "metallurgical", + "score": 30.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "during", + "score": 28.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "fracture", + "score": 27.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "This", + "score": 21.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cracks", + "score": 18.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "by", + "output_checked": true + }, + { + "concept": "saucer", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cup", + "output_checked": true + }, + { + "concept": "which", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "absorbed", + "output_checked": true + }, + { + "concept": "because", + "score": 14.0, + "best_rank": 3, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "with", + "score": 9.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "indicative", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "was", + "output_checked": true + }, + { + "concept": "ductile", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "visible", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-ductile-05__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-ductile-05__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-ductile-05__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-ductile-05__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-ductile-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-boundary-attack-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Interface-localized stainless-steel attack 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "An austenitic stainless component remained near 650 degrees Celsius long enough for chromium-rich carbides to decorate grain interfaces. Chloride exposure then produced connected grooves along those interfaces while the interiors stayed intact.", + "prompt_tail": "chromium-rich carbides to decorate grain interfaces. Chloride exposure then produced connected grooves along those interfaces while the interiors stayed intact.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 39 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 2133, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 39, + "logit_lens_best_rank": 2320 + }, + { + "label": "corrosion", + "best_rank": 0, + "best_depth": 41.5, + "onset_depth": 39.0, + "reached_top1": true, + "best_pos": 39, + "logit_lens_best_rank": 4 + }, + { + "label": "sensitization", + "best_rank": 3756, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 39, + "logit_lens_best_rank": 4895 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "It", + "About", + "Also", + "Although", + "People", + "and", + "which" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "d", + "nt", + "r", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "lly", + "d", + "ie", + "t", + "o", + "nt" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "etc", + "lly", + "nt", + "l", + "d", + "nig", + "ie" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "etc", + "wards", + "thence", + "therefore", + "etc", + "abouts", + "therefor", + "sic" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "persons", + "therefor", + "and", + "also", + "then", + "thereon", + "cted" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "then", + "persons", + "therefore", + "therefor", + "thence", + "thru", + "somebody", + "everybody" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "then", + "therefore", + "afterwards", + "which", + "and", + "persons", + "somebody", + "therefor" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "therefore", + "then", + "afterwards", + "the", + "Therefore", + "Furthermore", + "because" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "also", + "afterwards", + "the", + "then", + "afterward", + "mainly", + "Furthermore" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "then", + "afterwards", + "thereafter", + "later", + "meanwhile", + "afterward", + "the" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "meanwhile", + "likewise", + "which", + "then", + "thereafter", + "thus", + "afterward" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "furthermore", + "thereafter", + "likewise", + "meanwhile", + "then", + "afterward", + "Furthermore", + "moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thereafter", + "afterward", + "then", + "subsequently", + "chemically", + "furthermore", + "meanwhile", + "likewise" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "chemically", + "bacter", + "corrosion", + "microbi", + "chemical", + "discoloration", + "geologic", + "microbiological" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "corrosion", + "chemically", + "bacter", + "necrosis", + "Corrosion", + "biofilms", + "biofilm", + "fibrosis" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "necrosis", + "corrosion", + "discoloration", + "scarring", + "staining", + "pathogens", + "diseased", + "chemically" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "corrosion", + "scarring", + "necrosis", + "contamination", + "corrosive", + "pathogens", + "diseased", + "damaged" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "corrosion", + "necrosis", + "contamination", + "diseased", + "scarring", + "damaged", + "damage", + "deterioration" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "pathogens", + "contamination", + "corrosion", + "necrosis", + "contaminated", + "damaged", + "diseased", + "inflicted" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "isolated", + "penetrated", + "localized", + "isolating", + "undamaged", + "described", + "isolate", + "contaminated" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "isolated", + "only", + "seemingly", + "selectively", + "isolating", + "differentiated", + "observed", + "localized" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "only", + "subsequently", + "seemingly", + "then", + "focused", + "later", + "contrasted", + "exclusively" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "subsequently", + "However", + "Consequently", + "then", + "Furthermore", + "however", + "Afterwards", + "Ultimately" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Consequently", + "Furthermore", + "Ultimately", + "Therefore", + "Subsequently", + "Also", + "However" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "Meanwhile", + "However", + "Ultimately", + "Later", + "This", + "Consequently", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Meanwhile", + "However", + "Conversely", + "Furthermore", + "Subsequently", + "Later", + "Similarly", + "Afterwards" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Meanwhile", + "Subsequently", + "Afterwards", + "Later", + "However", + "afterwards", + "Consequently", + "subsequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Later", + "Meanwhile", + "Eventually", + "Afterwards", + "Afterward", + "Subsequently", + "afterwards", + "However" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Finally", + "Later", + "Eventually", + "Consequently", + "Meanwhile", + "Ultimately", + "Therefore", + "This" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "Finally", + "Consequently", + "Therefore", + "Later", + "Eventually", + "Ultimately", + "Subsequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Later", + "Eventually", + "This", + "Consequently", + "Finally", + "Subsequent", + "Ultimately", + "Subsequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Eventually", + "Later", + "Subsequent", + "Subsequently", + "Therefore", + "Finally", + "Consequently" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "Finally", + "Subsequently", + "Eventually", + "Subsequent", + "Consequently", + "Later", + "Therefore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Finally", + "Subsequent", + "Eventually", + "Subsequently", + "Later", + "Consequently", + "Therefore" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "Finally", + "Subsequent", + "Eventually", + "Subsequently", + "Later", + "Ultimately", + "Consequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Finally", + "Subsequent", + "Subsequently", + "Eventually", + "Therefore", + "This", + "Consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Finally", + "Subsequent", + "This", + "Eventually", + "Therefore", + "Ultimately", + "Subsequently" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "Finally", + "Subsequent", + "Therefore", + "Subsequently", + "What", + "This", + "Furthermore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Finally", + "Subsequent", + "The", + "Eventually", + "Subsequently", + "When", + "Furthermore" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "Subsequent", + "The", + "Finally", + "After", + "When", + "Furthermore", + "Eventually" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Subsequent", + "Grain", + "In", + "Chromium", + "Heat", + "Upon" + ] + } + ], + "surprising": [ + { + "concept": "corrosion", + "score": 45.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 32.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "component", + "output_checked": true + }, + { + "concept": "because", + "score": 28.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "during", + "score": 26.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "temperature", + "score": 20.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "degrees", + "output_checked": true + }, + { + "concept": "and", + "score": 19.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "subsequently", + "score": 15.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "then", + "output_checked": true + }, + { + "concept": "duration", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "long", + "output_checked": true + }, + { + "concept": "This", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "was", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "same", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "those", + "output_checked": true + }, + { + "concept": "percent", + "score": 13.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "6", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-boundary-attack-01__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-boundary-attack-01__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-boundary-attack-01__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-boundary-attack-01__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-boundary-attack-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-boundary-attack-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Interface-localized stainless-steel attack 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A welded stainless plate experienced a prolonged intermediate-temperature dwell. Subsequent acid testing revealed narrow continuous attack paths around each grain and chromium-depleted zones beside carbide particles.", + "prompt_tail": "diate-temperature dwell. Subsequent acid testing revealed narrow continuous attack paths around each grain and chromium-depleted zones beside carbide particles.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 9790, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 8052 + }, + { + "label": "corrosion", + "best_rank": 5, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 106 + }, + { + "label": "sensitization", + "best_rank": 2615, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 12932 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "hence", + "About", + "Also", + "It", + "although", + "whereas" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "d", + "r", + "n", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "d", + "o", + "lly", + "wards", + "i", + "r", + "al" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "l", + "wards", + "sic", + "d", + "nig", + "r", + "c" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "to", + "sic", + "wards", + "al", + "d", + "a", + "hence", + "l" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "하였", + "persons", + "thereafter", + "enced", + "하였습니다", + "henceforth", + "urized", + "ided" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thereafter", + "thence", + "thereon", + "henceforth", + "enced", + "sequently", + "wherein", + "persons" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thereafter", + "subsequently", + "commenced", + "wherein", + "utilizing", + "ensued", + "thence", + "utilized" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Furthermore", + "thereafter", + "subsequently", + "Additionally", + "utilizing", + "Subsequently", + "Whilst", + "utilized" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thereafter", + "utilized", + "utilizing", + "subsequently", + "Additionally", + "dermat", + "fabricated", + "Guangdong" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "thereafter", + "radiographs", + "hitherto", + "assemblages", + "specimens", + "proximate", + "incipient" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "furthermore", + "wherein", + "thence", + "concomit", + "moreover", + "Moreover", + "thereafter" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "wherein", + "moreover", + "concomit", + "thereto", + "thence", + "elucidated", + "furthermore", + "delineated" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "erythrocytes", + "histological", + "fissures", + "epidermal", + "delineated", + "morphology", + "coloration" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "discoloration", + "metallurgical", + "coloration", + "exhibiting", + "diagnostic", + "morphology", + "histological", + "fissures" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "diagnostic", + "morphology", + "symptomatic", + "discoloration", + "metallurgical", + "staining", + "epidermal", + "necrosis" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "discoloration", + "symptomatic", + "necrosis", + "diagnostic", + "fissures", + "staining", + "histological", + "lesions" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "necrosis", + "symptomatic", + "discoloration", + "diagnostic", + "pathology", + "corrosion", + "staining", + "necrotic" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "symptomatic", + "necrosis", + "discoloration", + "diagnostic", + "symptoms", + "staining", + "diagnosing", + "bacter" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "symptomatic", + "indicating", + "indicative", + "discoloration", + "necrosis", + "symptoms", + "diagnostic", + "pathogens" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "indicative", + "symptomatic", + "diagnostic", + "indicates", + "evidence", + "symptoms", + "discoloration" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "symptoms", + "indicates", + "indicative", + "symptomatic", + "evidence", + "suggesting", + "suggestive" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "suggesting", + "describe", + "suggestive", + "suggest", + "described", + "descriptions", + "cited", + "indicate" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "subsequently", + "Additionally", + "Consequently", + "Afterwards", + "furthermore", + "Interestingly", + "Also" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "This", + "Additionally", + "Subsequently", + "Therefore", + "subsequently", + "Afterwards" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "Additionally", + "Subsequently", + "This", + "Consequently", + "subsequently", + "Meanwhile", + "Ultimately" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "This", + "Subsequently", + "Additionally", + "Meanwhile", + "Consequently", + "Afterwards", + "However" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "Subsequently", + "Additionally", + "These", + "Furthermore", + "this", + "Consequently", + "Afterwards" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "These", + "This", + "these", + "These", + "Meanwhile", + "Additionally", + "this", + "Furthermore" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "This", + "These", + "these", + "this", + "Finally", + "This", + "Additionally" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "These", + "This", + "These", + "these", + "this", + "This", + "Additionally", + "Consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "These", + "This", + "These", + "these", + "this", + "This", + "Consequently", + "이러한" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "This", + "these", + "this", + "These", + "This", + "이러한", + "هذه" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "These", + "this", + "these", + "이러한", + "These", + "هذه", + "This" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "These", + "this", + "these", + "이러한", + "This", + "These", + "هذه" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "These", + "this", + "This", + "이러한", + "These", + "Analyzing", + "these" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "These", + "this", + "This", + "these", + "These", + "이러한", + "Analyzing" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "These", + "This", + "this", + "These", + "these", + "이러한", + "Analyzing" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "These", + "This", + "this", + "These", + "these", + "Analyzing", + "Given" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "These", + "Given", + "this", + "Analyzing", + "The", + "Considering", + "these" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "These", + "this", + "these", + "Given", + "The", + "Both", + "During" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "These", + "The", + "Heat", + "Given", + "Oxid", + "In", + "Analysis" + ] + } + ], + "surprising": [ + { + "concept": "corrosion", + "score": 71.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 22.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "experienced", + "output_checked": true + }, + { + "concept": "within", + "score": 18.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "attack", + "output_checked": true + }, + { + "concept": "exposure", + "score": 17.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "intermediate", + "output_checked": true + }, + { + "concept": "during", + "score": 15.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "dwell", + "output_checked": true + }, + { + "concept": "was", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "testing", + "output_checked": true + }, + { + "concept": "clusters", + "score": 13.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "each", + "output_checked": true + }, + { + "concept": "along", + "score": 13.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "attack", + "output_checked": true + }, + { + "concept": "areas", + "score": 11.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "zones", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 11.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "experienced", + "output_checked": true + }, + { + "concept": "because", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "intermediate", + "output_checked": true + }, + { + "concept": "throughout", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "attack", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-boundary-attack-02__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-boundary-attack-02__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-boundary-attack-02__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-boundary-attack-02__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-boundary-attack-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-boundary-attack-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Interface-localized stainless-steel attack 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Metallography of heat-affected stainless steel showed carbide films at crystallite edges. After immersion in an aggressive aqueous solution, material loss followed those edges rather than crossing the grain interiors.", + "prompt_tail": "bide films at crystallite edges. After immersion in an aggressive aqueous solution, material loss followed those edges rather than crossing the grain interiors.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 36 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 487, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 36, + "logit_lens_best_rank": 2078 + }, + { + "label": "corrosion", + "best_rank": 30, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 36, + "logit_lens_best_rank": 324 + }, + { + "label": "sensitization", + "best_rank": 2942, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 36, + "logit_lens_best_rank": 2917 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "Also", + "About", + "Although", + "It", + "Also", + "and" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "d", + "nt", + "n", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "lly", + "d", + "o", + "ie", + "wards", + "r", + "etc" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "wards", + "upto", + "l", + "i", + "lly", + "nt", + "nig" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "etc", + "thence", + "wards", + "sic", + "l", + "a", + "etc", + "thru" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "thence", + "thus", + "therefor", + "therein", + "thereon", + "persons", + "thru" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "persons", + "then", + "thus", + "therefore", + "thereon", + "hence", + "therein" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "then", + "thus", + "therefore", + "thence", + "furthermore", + "afterwards", + "thereafter", + "persons" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "Furthermore", + "although", + "furthermore", + "then", + "whereas", + "because", + "therefore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "also", + "then", + "Furthermore", + "thus", + "towards", + "although", + "furthermore" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "thereafter", + "thus", + "thence", + "then", + "although", + "whereas", + "however" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whereas", + "furthermore", + "which", + "thus", + "Furthermore", + "hence", + "moreover", + "thereby" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "whereas", + "furthermore", + "which", + "thereby", + "wherein", + "Furthermore", + "moreover", + "rather" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "whereas", + "rather", + "Furthermore", + "furthermore", + "thereby", + "which", + "moreover", + "subsequently" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "subsurface", + "benthic", + "littoral", + "coloration", + "pigmentation", + "meniscus", + "spatially", + "delineated" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subsurface", + "meniscus", + "benthic", + "fungal", + "characteristic", + "pigmentation", + "biofilm", + "thrombosis" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "necrosis", + "subsurface", + "observed", + "characteristic", + "necrotic", + "coloration", + "seepage", + "scarring" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "necrosis", + "symptomatic", + "necrotic", + "pathogen", + "scarring", + "lesion", + "drainage", + "pathology" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "necrosis", + "symptomatic", + "necrotic", + "symptom", + "pathogen", + "pathological", + "pathology", + "virulence" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "necrosis", + "symptomatic", + "pathogen", + "inability", + "pathogens", + "necrotic", + "exploiting", + "deterioration" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "consequently", + "Consequently", + "exploiting", + "subsequently", + "preferentially", + "exploited", + "resulting", + "abnormally" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "consequently", + "subsequently", + "Consequently", + "therefore", + "because", + "favoring", + "resulting", + "effectively" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "subsequently", + "consequently", + "thereby", + "thus", + "resulting", + "therefore", + "then", + "thereafter" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Subsequently", + "Which", + "Furthermore", + "This", + "subsequently", + "Also", + "Therefore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "This", + "Therefore", + "Subsequently", + "Furthermore", + "Also", + "Hence", + "Ultimately" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Consequently", + "Subsequently", + "Furthermore", + "This", + "Therefore", + "Ultimately", + "Also", + "Similarly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "Subsequently", + "This", + "Furthermore", + "Therefore", + "However", + "Conversely", + "Subsequent" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Consequently", + "This", + "Subsequently", + "Therefore", + "Furthermore", + "Similarly", + "Additionally", + "Ultimately" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "Subsequently", + "These", + "Meanwhile", + "Ultimately", + "Similarly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "Therefore", + "Consequently", + "These", + "Thus", + "Finally", + "This" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "These", + "This", + "Thus", + "Hence" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "This", + "この", + "Hence", + "Thus" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "This", + "هذا", + "この", + "Therefore", + "Consequently", + "này" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "هذا", + "This", + "này", + "この", + "はこの", + "この" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "هذا", + "This", + "この", + "this", + "này", + "この" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "This", + "هذا", + "Consequently", + "Therefore", + "Hence", + "Subsequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "Therefore", + "Consequently", + "Hence", + "هذا", + "this" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "هذا", + "Consequently", + "this", + "Therefore", + "Hence" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "This", + "Therefore", + "Consequently", + "Analyzing", + "Analysis", + "هذا" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "This", + "Analyzing", + "Analysis", + "Consequently", + "Therefore", + "Further" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "Further", + "This", + "Subsequently", + "Analysis", + "After", + "Subsequent" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "Metall", + "The", + "Heat", + "Further", + "Analysis", + "Stainless", + "Post" + ] + } + ], + "surprising": [ + { + "concept": "corrosion", + "score": 37.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "loss", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 29.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ography", + "output_checked": true + }, + { + "concept": "because", + "score": 23.0, + "best_rank": 22, + "best_depth": 73.2, + "near_token": "edges", + "output_checked": true + }, + { + "concept": "during", + "score": 17.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "immersion", + "output_checked": true + }, + { + "concept": "was", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "material", + "output_checked": true + }, + { + "concept": "boundaries", + "score": 15.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "corrosive", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "aggressive", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 12.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "followed", + "output_checked": true + }, + { + "concept": "and", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "films", + "output_checked": true + }, + { + "concept": "them", + "score": 11.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "crossing", + "output_checked": true + }, + { + "concept": "zones", + "score": 10.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "interiors", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-boundary-attack-03__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-boundary-attack-03__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-boundary-attack-03__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-boundary-attack-03__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-boundary-attack-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-boundary-attack-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Interface-localized stainless-steel attack 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A stainless tube cooled slowly through the carbide-forming temperature range. Service in chloride brine later produced a network of fissures and grooves tracing the outlines of individual grains.", + "prompt_tail": "ugh the carbide-forming temperature range. Service in chloride brine later produced a network of fissures and grooves tracing the outlines of individual grains.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 32 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 11172, + "best_depth": 75.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 1790 + }, + { + "label": "corrosion", + "best_rank": 0, + "best_depth": 41.5, + "onset_depth": 39.0, + "reached_top1": true, + "best_pos": 32, + "logit_lens_best_rank": 0 + }, + { + "label": "sensitization", + "best_rank": 1670, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 1934 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "About", + "whereas", + "Also", + "It", + "although", + "College", + "hence" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "d", + "nt", + "n", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "lly", + "d", + "o", + "r", + "i", + "nt" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "wards", + "l", + "nig", + "sic", + "d", + "r", + "i" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "thence", + "centred", + "Whilst", + "coloured", + "thus", + "afield", + "sic", + "ising" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thence", + "thereafter", + "thereupon", + "forthwith", + "thereto", + "하였다", + "occasioned", + "chiefly" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "thereafter", + "forthwith", + "thereupon", + "thereto", + "whereupon", + "heretofore", + "wherein" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thence", + "thereafter", + "subsequently", + "wherein", + "forthwith", + "whilst", + "commenced", + "whereupon" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "subsequently", + "thence", + "wherein", + "Whilst", + "Furthermore", + "whilst", + "commenced" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thereafter", + "subsequently", + "thence", + "wherein", + "henceforth", + "upon", + "thus", + "Münster" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "thence", + "subsequently", + "wherein", + "whereupon", + "discernible", + "diminutive", + "nascent" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thence", + "thereafter", + "whereupon", + "wherein", + "thereto", + "heretofore", + "wrought", + "furthermore" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thence", + "thereafter", + "discernible", + "wherein", + "whereupon", + "thereto", + "wrought", + "etched" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "etched", + "metallurgical", + "micrograph", + "thence", + "etching", + "micrographs", + "etch", + "thereafter" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "micrograph", + "metallurgical", + "etched", + "etching", + "micrographs", + "etch", + "coloration", + "discoloration" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "micrograph", + "metallurgical", + "etched", + "etching", + "micrographs", + "histological", + "etch", + "discoloration" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "discoloration", + "scarring", + "etching", + "etched", + "corrosion", + "metallurgical", + "staining", + "patina" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "corrosion", + "discoloration", + "scarring", + "weathering", + "corro", + "staining", + "necrosis", + "discolor" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "discoloration", + "corrosion", + "scarring", + "discolor", + "staining", + "symptomatic", + "necrosis", + "corro" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "discoloration", + "corrosion", + "symptomatic", + "discolor", + "necrosis", + "scarring", + "inexplicable", + "corro" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "discoloration", + "corrosion", + "discolor", + "inexplicable", + "coloration", + "Corrosion", + "evidence", + "scarring" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "inexplicable", + "unexplained", + "symptoms", + "inexplic", + "discoloration", + "symptom", + "culprit", + "seemingly" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "seemed", + "appeared", + "neither", + "seeming", + "only", + "seemingly", + "labored", + "horrified" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Which", + "Suddenly", + "This", + "Afterwards", + "Finally", + "However", + "Later", + "Although" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Also", + "Later", + "Afterwards", + "Finally", + "Ultimately", + "Furthermore", + "Consequently" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Ultimately", + "Also", + "Eventually", + "This", + "Later", + "Furthermore", + "Finally", + "Afterwards" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Afterwards", + "Later", + "Eventually", + "Subsequently", + "This", + "Afterward", + "Despite", + "Similarly" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Afterwards", + "Afterward", + "Eventually", + "Subsequently", + "Later", + "During", + "This", + "afterwards" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "During", + "Afterwards", + "This", + "Eventually", + "These", + "Meanwhile", + "Afterward", + "Later" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "These", + "Despite", + "Eventually", + "During", + "Finally", + "Later", + "Compared" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "These", + "Despite", + "Eventually", + "Because", + "Ultimately", + "Initially", + "Which" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Eventually", + "These", + "Despite", + "Ultimately", + "Consequently", + "Subsequent", + "Initially" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "These", + "this", + "Eventually", + "This", + "Subsequent", + "After", + "Initially" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "this", + "These", + "This", + "Subsequently", + "Afterwards", + "Consequently", + "この" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "These", + "Subsequent", + "Corrosion", + "corrosion", + "Eventually", + "Finally" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "This", + "Eventually", + "Corrosion", + "Finally", + "Subsequent", + "Despite", + "After" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "This", + "corrosion", + "Corrosion", + "this", + "Finally", + "These", + "The" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "This", + "These", + "this", + "The", + "Stress", + "Finally", + "Corrosion" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "This", + "These", + "The", + "Finally", + "Stress", + "Corrosion", + "After" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "The", + "Finally", + "These", + "After", + "Eventually", + "Stress", + "Because" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "The", + "These", + "After", + "Finally", + "Eventually", + "During", + "Initially" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Grain", + "Stress", + "Carbide", + "Micro", + "No", + "High" + ] + } + ], + "surprising": [ + { + "concept": "corrosion", + "score": 51.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "produced", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 27.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "was", + "score": 27.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Service", + "output_checked": true + }, + { + "concept": "environments", + "score": 24.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "in", + "output_checked": true + }, + { + "concept": "because", + "score": 20.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "carbide", + "output_checked": true + }, + { + "concept": "This", + "score": 20.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "within", + "score": 12.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "grooves", + "output_checked": true + }, + { + "concept": "along", + "score": 8.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "grooves", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "corrosive", + "score": 7.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "in", + "output_checked": true + }, + { + "concept": "cracks", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "ridges", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "outlines", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-boundary-attack-04__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-boundary-attack-04__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-boundary-attack-04__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-boundary-attack-04__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-boundary-attack-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-boundary-attack-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Interface-localized stainless-steel attack 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Following an intermediate-temperature heat treatment, austenitic steel contained chromium-rich particles at grain interfaces. Chemical exposure preferentially removed narrow regions next to those particles.", + "prompt_tail": "atment, austenitic steel contained chromium-rich particles at grain interfaces. Chemical exposure preferentially removed narrow regions next to those particles.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "boundary-attack", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 349, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 731 + }, + { + "label": "corrosion", + "best_rank": 3, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 26 + }, + { + "label": "sensitization", + "best_rank": 8316, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 22615 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Although", + "About", + "It", + "Also", + "although", + "whereas", + "hence" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "o", + "i", + "a", + "d", + "nt", + "t", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lly", + "wards", + "l", + "etc", + "ie", + "d", + "o", + "i" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "etc", + "sic", + "lly", + "wards", + "l", + "nt", + "nig" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "thence", + "sic", + "etc", + "thereto", + "therefor", + "etc", + "therefore", + "d" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "persons", + "therein", + "thus", + "thence", + "thereon", + "thereto", + "therefor" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "thence", + "therefore", + "thus", + "thereon", + "whereby", + "thereby", + "therefor" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "therefore", + "thus", + "persons", + "then", + "subsequently", + "thereby", + "resulted", + "resultant" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "therefore", + "and", + "thus", + "subsequently", + "the", + "then", + "thereafter" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "thus", + "Additionally", + "then", + "also", + "thereafter", + "subsequently", + "Furthermore" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thus", + "toward", + "thereafter", + "then", + "thence", + "and", + "which", + "later" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "toward", + "thus", + "furthermore", + "thereby", + "thence", + "thereto", + "Moreover", + "Toward" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "toward", + "thence", + "Toward", + "thus", + "thereby", + "concomit", + "furthermore", + "proximate" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "benthic", + "geochemical", + "geologic", + "toward", + "hydrophilic", + "subsurface", + "proximal", + "preferentially" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "geologic", + "geochemical", + "subsurface", + "benthic", + "chemically", + "corrosion", + "littoral", + "sedimentary" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subsurface", + "corrosion", + "scav", + "scavenging", + "sediment", + "geologic", + "littoral", + "erosion" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "scav", + "necrosis", + "subsurface", + "corrosion", + "scavenging", + "atrophy", + "necrotic", + "erosion" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "drainage", + "subsurface", + "scav", + "scavenging", + "erosion", + "necrosis", + "corrosion", + "atrophy" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "erosion", + "drainage", + "atrophy", + "scav", + "necrosis", + "corrosion", + "protrusion", + "scavenging" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "erosion", + "scav", + "protrusion", + "drainage", + "scavenging", + "anomal", + "affected", + "necrosis" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "resulting", + "affected", + "preferentially", + "anomalous", + "erosion", + "drainage", + "atrophy", + "anomal" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "subsequently", + "resulting", + "preferentially", + "consequently", + "affected", + "atrophy", + "differentially", + "Consequently" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "subsequently", + "then", + "consequently", + "resulting", + "afterward", + "subsequent", + "therefore", + "later" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Also", + "Suddenly", + "Consequently", + "Afterwards", + "Additionally", + "Which", + "subsequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "Also", + "This", + "Subsequently", + "Therefore", + "Then", + "Ultimately" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "Consequently", + "Subsequently", + "Also", + "This", + "Afterwards", + "Additionally", + "Ultimately" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Subsequently", + "Consequently", + "However", + "Afterwards", + "This", + "subsequently", + "Ultimately" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Consequently", + "Subsequently", + "subsequently", + "Afterwards", + "Furthermore", + "afterwards", + "consequently", + "Afterward" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Consequently", + "Subsequently", + "consequently", + "subsequently", + "Therefore", + "Eventually", + "Afterwards", + "Afterward" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Consequently", + "Therefore", + "therefore", + "consequently", + "This", + "thus", + "Subsequently", + "Thus" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Consequently", + "Therefore", + "therefore", + "This", + "thus", + "consequently", + "Thus", + "Subsequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Therefore", + "This", + "Subsequently", + "consequently", + "therefore", + "thus", + "Thus" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "This", + "this", + "Therefore", + "consequently", + "Subsequently", + "therefore", + "thus" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "Consequently", + "this", + "Therefore", + "Subsequently", + "consequently", + "These", + "thus" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Consequently", + "this", + "Subsequently", + "Therefore", + "These", + "Subsequent", + "consequently" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Consequently", + "This", + "Therefore", + "Subsequently", + "Subsequent", + "The", + "Eventually", + "These" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "Subsequently", + "The", + "Subsequent", + "These", + "Thus" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Consequently", + "The", + "Therefore", + "Subsequently", + "These", + "Because", + "Subsequent" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "Consequently", + "The", + "These", + "Subsequently", + "Therefore", + "Subsequent", + "Because" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "The", + "Consequently", + "These", + "Subsequently", + "Because", + "Subsequent", + "Following" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "The", + "These", + "Subsequent", + "After", + "Because", + "Following", + "Subsequently" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "These", + "Grain", + "A", + "Austen", + "Subsequent", + "Consequently" + ] + } + ], + "surprising": [ + { + "concept": "metallurgical", + "score": 31.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "treatment", + "output_checked": true + }, + { + "concept": "and", + "score": 25.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "these", + "score": 24.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "removed", + "output_checked": true + }, + { + "concept": "which", + "score": 23.0, + "best_rank": 1, + "best_depth": 53.7, + "near_token": "treatment", + "output_checked": true + }, + { + "concept": "resulted", + "score": 18.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "preferentially", + "output_checked": true + }, + { + "concept": "because", + "score": 18.0, + "best_rank": 2, + "best_depth": 68.3, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "analysis", + "score": 11.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "Chemical", + "output_checked": true + }, + { + "concept": "alloying", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "These", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "carbides", + "score": 10.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "zones", + "score": 9.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "neighbors", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "to", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-boundary-attack-05__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-boundary-attack-05__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-boundary-attack-05__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-boundary-attack-05__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-boundary-attack-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cyclic-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Cyclic loading and beach-mark morphology 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A rotating shaft survived many thousands of alternating load cycles before sudden separation. Concentric beach marks spread from a surface notch, and fine parallel ridges covered the smooth region.", + "prompt_tail": "nds of alternating load cycles before sudden separation. Concentric beach marks spread from a surface notch, and fine parallel ridges covered the smooth region.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 33, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 15 + }, + { + "label": "crack", + "best_rank": 318, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 89 + }, + { + "label": "propagation", + "best_rank": 970, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 1496 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Although", + "Also", + "About", + "and", + "Although", + "which", + "It" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "r", + "n", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "o", + "wards", + "lly", + "ie", + "d", + "i", + "r" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "l", + "wards", + "etc", + "d", + "r", + "i", + "upto" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "thence", + "etc", + "l", + "d", + "a", + "eded", + "r", + "hence" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "alike", + "aided", + "eded", + "하였", + "하였다", + "enced", + "thence", + "toward" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "eded", + "doings", + "then", + "aided", + "lastly", + "monies", + "enced" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thence", + "afterward", + "then", + "nearby", + "thereafter", + "environs", + "alike", + "doings" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "afterward", + "the", + "thereafter", + "then", + "which", + "afterwards", + "and", + "thence" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "afterward", + "thereafter", + "thence", + "Guangdong", + "whence", + "Makassar", + "the", + "which" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "thereafter", + "thence", + "afterward", + "whence", + "scarcely", + "although", + "thereto" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thence", + "alike", + "thereto", + "whence", + "scarcely", + "indistinct", + "moreover", + "Messrs" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "alike", + "thence", + "scarcely", + "whence", + "indistinct", + "thereto", + "moreover", + "luster" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "thence", + "mottled", + "indistinct", + "uniformity", + "grayish", + "hues", + "basalt" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "coloration", + "discoloration", + "mottled", + "specimens", + "micrograph", + "striated", + "micrographs", + "lacquer" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "striated", + "micrograph", + "mottled", + "specimens", + "coloration", + "etched", + "discoloration", + "lacquer" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "observed", + "discoloration", + "micrograph", + "coloration", + "ornamentation", + "mottled", + "patina", + "lacquer" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "discoloration", + "coloration", + "observed", + "lacquer", + "striated", + "ornamentation", + "topographical", + "micrograph" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "discoloration", + "observed", + "coloration", + "indicating", + "markings", + "observations", + "striated", + "visible" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "coloration", + "discoloration", + "observed", + "markings", + "indicating", + "striated", + "observations", + "visible" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "coloration", + "indicating", + "observed", + "distinguishing", + "markings", + "striated", + "descriptions" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "characteristic", + "describes", + "describing", + "markings", + "observed", + "describe", + "coloration" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "both", + "visitors", + "simultaneously", + "BOTH", + "descriptions", + "begge", + "settlers", + "collectively" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Which", + "Furthermore", + "Although", + "What", + "Consequently", + "Afterwards", + "These" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Furthermore", + "These", + "Finally", + "Consequently", + "Ultimately", + "Also", + "During" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "This", + "Finally", + "Ultimately", + "During", + "Later", + "Additionally", + "Eventually" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Furthermore", + "Subsequently", + "Afterwards", + "Eventually", + "Later", + "During", + "Finally" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "Afterwards", + "Subsequently", + "Afterward", + "Eventually", + "During", + "Later", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "These", + "Eventually", + "Meanwhile", + "During", + "Afterwards", + "Afterward", + "Later" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "This", + "Finally", + "Recently", + "Eventually", + "Later", + "Another", + "Ultimately" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "These", + "What", + "Eventually", + "Consequently", + "Therefore", + "Which", + "Finally" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Eventually", + "What", + "Consequently", + "These", + "Recently", + "Finally", + "There" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Eventually", + "These", + "Investigation", + "this", + "Recently", + "What", + "Consequently" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "Investigation", + "this", + "investigation", + "investigations", + "investigate", + "Analysis", + "Analyzing" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Analysis", + "Analyzing", + "Investigation", + "analysis", + "Failure", + "this", + "analyzing" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "Analysis", + "Analyzing", + "Failure", + "Investigation", + "Analyze", + "analysis", + "ANALYSIS" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Analyzing", + "Failure", + "Analysis", + "Investigation", + "analysis", + "analyzing", + "Analyze" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Analyzing", + "Analysis", + "Failure", + "Analyze", + "analyzing", + "analysis", + "Investigation" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "Analyzing", + "Analysis", + "Failure", + "Analyze", + "The", + "What", + "Finally" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Analyzing", + "Analysis", + "The", + "Eventually", + "Failure", + "Analyze", + "Finally" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "The", + "Failure", + "Analysis", + "Analyzing", + "Eventually", + "These", + "Finally" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Failure", + "A", + "Analysis", + "Fatigue", + "Investigation", + "Analyzing" + ] + } + ], + "surprising": [ + { + "concept": "during", + "score": 22.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "cracks", + "score": 22.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "This", + "score": 21.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "indicating", + "score": 17.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "appeared", + "score": 15.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "marks", + "output_checked": true + }, + { + "concept": "episodes", + "score": 12.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "many", + "output_checked": true + }, + { + "concept": "was", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "ridges", + "output_checked": true + }, + { + "concept": "demonstrations", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "because", + "score": 11.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "across", + "score": 10.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "spread", + "output_checked": true + }, + { + "concept": "where", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cyclic-01__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cyclic-01__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cyclic-01__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cyclic-01__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cyclic-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cyclic-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Cyclic loading and beach-mark morphology 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A component failed after repeated stress reversals far below its monotonic strength. The separated surface contained a smooth semicircular region advancing from a machining mark and a rough final overload zone.", + "prompt_tail": " far below its monotonic strength. The separated surface contained a smooth semicircular region advancing from a machining mark and a rough final overload zone.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 35 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 448, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 702 + }, + { + "label": "crack", + "best_rank": 6463, + "best_depth": 80.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 1419 + }, + { + "label": "propagation", + "best_rank": 1652, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 2157 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Although", + "About", + "Also", + "and", + "It", + "Although", + "although" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "r", + "nt", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "l", + "lly", + "d", + "o", + "r", + "i", + "ie" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "etc", + "sic", + "l", + "lly", + "d", + "ie", + "nig" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "thence", + "sic", + "wards", + "d", + "a", + "l", + "eded", + "ised" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thereafter", + "하였", + "therein", + "thence", + "thereon", + "thereto", + "하였다", + "therefrom" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "thereafter", + "therein", + "thereon", + "thereto", + "eded", + "commenced", + "wherein" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thereafter", + "thence", + "subsequently", + "situated", + "commenced", + "comprised", + "whilst", + "environs" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "subsequently", + "situated", + "constituted", + "consisted", + "thus", + "commenced", + "thence" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thereafter", + "also", + "subsequently", + "constituted", + "characterized", + "situated", + "which", + "the" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "characterized", + "thence", + "subsequently", + "constituted", + "necessitating", + "which", + "situated" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "constituted", + "characterized", + "thereto", + "thereafter", + "indistinct", + "thence", + "consisted", + "furthermore" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "constituted", + "characterized", + "delineated", + "indistinct", + "thereafter", + "thereto", + "characteristic", + "milieu" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "delineated", + "characterized", + "delineation", + "littoral", + "metallurgical", + "morphology", + "constituted", + "anisotropic" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "coloration", + "morphology", + "littoral", + "metallurgical", + "delineation", + "delineated", + "demarcation", + "characterized" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "morphology", + "metallurgical", + "delineation", + "striated", + "debris", + "observed", + "coloration", + "littoral" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "discoloration", + "evidence", + "distal", + "observed", + "indicating", + "delineation", + "identifiable", + "coloration" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "discoloration", + "diagnostic", + "evidence", + "indicating", + "cicat", + "distal", + "autopsy", + "histological" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicating", + "evidence", + "discoloration", + "diagnostic", + "indications", + "distal", + "indicative", + "morphology" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "indicating", + "evidence", + "discoloration", + "indications", + "indicative", + "superimposed", + "diagnostic", + "discontinuities" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "transitional", + "evidence", + "distinguishing", + "indicative", + "discontinuities", + "differentiated", + "morphology" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "evidence", + "distinguishing", + "indicates", + "diagnostic", + "indicative", + "indications", + "分离" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "signals", + "signaling", + "presumably", + "signaled", + "indicates", + "apparently", + "evidenced", + "visitors" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "This", + "Additionally", + "Also", + "Afterwards", + "During", + "Subsequently", + "Finally" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Furthermore", + "Also", + "Additionally", + "Consequently", + "Therefore", + "Subsequently", + "Afterwards" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "Also", + "Subsequently", + "This", + "Additionally", + "Meanwhile", + "Consequently", + "Ultimately" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Furthermore", + "Subsequently", + "Meanwhile", + "Consequently", + "Also", + "Therefore", + "Additionally" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "Subsequently", + "Consequently", + "Furthermore", + "Additionally", + "Therefore", + "Also", + "Meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "Additionally", + "Meanwhile", + "Subsequently", + "Furthermore", + "These", + "Consequently", + "Similarly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "These", + "this", + "Therefore", + "Consequently", + "Recently", + "Additionally", + "This" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "These", + "Therefore", + "Consequently", + "this", + "This", + "Additionally", + "Recently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "This", + "Consequently", + "Therefore", + "この", + "These", + "Recently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "This", + "هذا", + "この", + "These", + "Investigation", + "Therefore" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "هذا", + "This", + "この", + "この", + "Investigation", + "はこの" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "This", + "هذا", + "Investigation", + "この", + "この", + "this" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "This", + "Investigation", + "Diagnosis", + "Analysis", + "Analyzing", + "Diagnostics" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "Investigation", + "Analysis", + "Diagnosis", + "investigation", + "Analyzing" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "Analysis", + "Investigation", + "Analyzing", + "Diagnosis", + "Identifying" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "This", + "Investigation", + "Analysis", + "Analyzing", + "Diagnosis", + "investigating" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "The", + "this", + "Analysis", + "Investigation", + "Analyzing", + "Identifying", + "Given" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "The", + "Given", + "Analysis", + "Investigation", + "Based", + "This" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Investigation", + "Analysis", + "A", + "We", + "Diagnosis", + "Based" + ] + } + ], + "surprising": [ + { + "concept": "fracture", + "score": 42.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "because", + "score": 34.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "This", + "score": 23.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "was", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "mark", + "output_checked": true + }, + { + "concept": "subsequently", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "capabilities", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "its", + "output_checked": true + }, + { + "concept": "testing", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "failure", + "score": 9.0, + "best_rank": 1, + "best_depth": 53.7, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "whereas", + "score": 9.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "far", + "output_checked": true + }, + { + "concept": "during", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "failed", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cyclic-02__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cyclic-02__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cyclic-02__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cyclic-02__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cyclic-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cyclic-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Cyclic loading and beach-mark morphology 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "An aircraft bracket endured a long sequence of takeoff and landing loads. Microscopy showed evenly spaced ridges marking incremental advance from a bolt-hole corner.", + "prompt_tail": "rcraft bracket endured a long sequence of takeoff and landing loads. Microscopy showed evenly spaced ridges marking incremental advance from a bolt-hole corner.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " These", + "generated_token_ids": [ + 3143 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 12, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 14 + }, + { + "label": "crack", + "best_rank": 320, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 66 + }, + { + "label": "propagation", + "best_rank": 817, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 1077 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Although", + "About", + "Also", + "and", + "ately", + "however", + "It" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "o", + "i", + "a", + "d", + "nt", + "r", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "lly", + "l", + "d", + "o", + "ie", + "nt", + "i" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "l", + "ised", + "centre", + "lly", + "ie", + "d", + "etc" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "ised", + "whilst", + "Whilst", + "colour", + "ising", + "centre", + "d" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "whilst", + "thence", + "wards", + "sic", + "eded", + "ised", + "cted", + "ued" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "Whilst", + "thence", + "utilising", + "ised", + "wards", + "utilised", + "Whilst" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "Whilst", + "utilised", + "utilising", + "Whilst", + "neighbouring", + "ised", + "wee" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whilst", + "Whilst", + "utilised", + "utilising", + "thereafter", + "Whilst", + "amongst", + "commenced" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "nearby", + "thereafter", + "amidst", + "vicinity", + "whilst", + "CCTV", + "thence", + "Whilst" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "thereafter", + "Whilst", + "whilst", + "vicinity", + "thereto", + "proximate", + "environs" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thence", + "thereto", + "whilst", + "whence", + "commenced", + "wherein", + "surm", + "Whilst" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thence", + "whilst", + "commenced", + "Whilst", + "abreast", + "thereto", + "whence", + "toward" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "etched", + "thence", + "radially", + "markings", + "whilst", + "machined", + "etch", + "commenced" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "etched", + "radially", + "markings", + "etching", + "radial", + "circumferential", + "circumfer", + "deline" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "etched", + "markings", + "etching", + "marking", + "marker", + "radial", + "markers", + "machined" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "markings", + "visible", + "etched", + "observed", + "etching", + "marking", + "markers", + "documenting" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "documenting", + "markings", + "indicating", + "visible", + "marking", + "observable", + "evidence", + "markers" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicating", + "documenting", + "markings", + "indicative", + "visible", + "marking", + "signifying", + "indication" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "indicating", + "indicative", + "signifying", + "documenting", + "indication", + "markings", + "evidence", + "visible" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "indicative", + "observed", + "indicates", + "markings", + "evidence", + "indication", + "documenting" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "observed", + "suggesting", + "indicates", + "signifying", + "indicative", + "indication", + "visible" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "suggestive", + "sourced", + "cited", + "indicative", + "suggesting", + "indicate", + "emanating", + "exhibiting" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "this", + "subsequently", + "Furthermore", + "Consequently", + "Which", + "which", + "Subsequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "this", + "Subsequently", + "However", + "Therefore", + "Additionally" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "Additionally", + "Subsequently", + "However", + "this", + "Similarly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Furthermore", + "Subsequently", + "Consequently", + "However", + "Additionally", + "subsequently", + "Although" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "Subsequently", + "this", + "These", + "Consequently", + "Furthermore", + "subsequently", + "Additionally" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "These", + "these", + "This", + "These", + "While", + "this", + "Subsequently", + "Additionally" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "these", + "These", + "This", + "these", + "this", + "这些", + "これらの" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "These", + "these", + "This", + "These", + "this", + "these", + "这些", + "Those" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "These", + "these", + "These", + "these", + "This", + "这些", + "これらの", + "这些" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "these", + "These", + "this", + "This", + "these", + "这些", + "これらの" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "These", + "these", + "this", + "This", + "These", + "这些", + "هذه", + "these" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "These", + "these", + "These", + "these", + "this", + "这些", + "This", + "これらの" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "These", + "Analyzing", + "Analysis", + "This", + "these", + "Failure", + "Eventually", + "These" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "These", + "these", + "This", + "Failure", + "Analyzing", + "Analysis", + "this", + "These" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "these", + "This", + "Failure", + "Analyzing", + "Analysis", + "These", + "this" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "These", + "This", + "these", + "Failure", + "Analyzing", + "Analysis", + "These", + "Fatigue" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "These", + "This", + "Analyzing", + "these", + "Analysis", + "The", + "Failure", + "Eventually" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "These", + "This", + "these", + "Failure", + "The", + "Analysis", + "Analyzing", + "Given" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "These", + "This", + "The", + "Analysis", + "Failure", + "Fatigue", + "Fracture", + "Stress" + ] + } + ], + "surprising": [ + { + "concept": "during", + "score": 39.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "cycles", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "cracks", + "score": 13.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "was", + "score": 12.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "aircraft", + "output_checked": true + }, + { + "concept": "each", + "score": 11.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "marking", + "output_checked": true + }, + { + "concept": "fastening", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "-", + "output_checked": true + }, + { + "concept": "one", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "from", + "output_checked": true + }, + { + "concept": "distributed", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "evenly", + "output_checked": true + }, + { + "concept": "fatigue", + "score": 8.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "endured", + "output_checked": true + }, + { + "concept": "area", + "score": 7.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "hole", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 7.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cyclic-03__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cyclic-03__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cyclic-03__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cyclic-03__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cyclic-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cyclic-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Cyclic loading and beach-mark morphology 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A steel axle broke after millions of modest load cycles. Ratchet marks identified several surface origins, while curved arrest bands recorded successive stages of front advance.", + "prompt_tail": "e after millions of modest load cycles. Ratchet marks identified several surface origins, while curved arrest bands recorded successive stages of front advance.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 4, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 2 + }, + { + "label": "crack", + "best_rank": 120, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 23 + }, + { + "label": "propagation", + "best_rank": 362, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 1323 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "About", + "It", + "Although", + "Also", + "College", + "although" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "n", + "r", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "d", + "l", + "o", + "lly", + "ie", + "i", + "al" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "thence", + "upto", + "sic", + "nig", + "d", + "l", + "nt" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "thence", + "whilst", + "Whilst", + "ised", + "wards", + "colour", + "coloured", + "endeavour" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thence", + "thereto", + "herein", + "forthwith", + "therein", + "thereupon", + "therefrom", + "thereafter" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "forthwith", + "whilst", + "thereto", + "environs", + "sundry", + "endeavour", + "utilising" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thence", + "whilst", + "utilising", + "utilised", + "forthwith", + "Whilst", + "commenced", + "whence" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thence", + "thereafter", + "wherein", + "whilst", + "Whilst", + "thereto", + "commenced", + "utilising" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thereafter", + "thence", + "thus", + "wherein", + "thereto", + "subsequently", + "therein", + "whence" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "thereafter", + "thereto", + "hitherto", + "heretofore", + "whence", + "wherein", + "alike" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thence", + "thereto", + "alike", + "hitherto", + "whence", + "Messrs", + "wherein", + "whilst" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thence", + "alike", + "hitherto", + "thereto", + "whence", + "whilst", + "wherein", + "commenced" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thence", + "alike", + "へと", + "hitherto", + "thereafter", + "latter", + "abreast", + "sowie" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "thence", + "epochs", + "longitudinally", + "stratigraphic", + "recorders", + "へと", + "hitherto", + "discernible" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "기록", + "記録", + "documenting", + "recorders", + "stratigraphic", + "etched", + "记录", + "témo" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "기록", + "documenting", + "记录", + "記録", + "chronicle", + "markers", + "observations", + "chronology" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "documenting", + "기록", + "记录", + "témo", + "chronicle", + "evidence", + "свидетель", + "記録" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicating", + "documenting", + "signifying", + "evidence", + "revealing", + "indicating", + "chronology", + "markers" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "indicating", + "documenting", + "evidence", + "signifying", + "свидетель", + "indicative", + "revealing", + "markers" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "evidence", + "signifying", + "indicative", + "indicators", + "documenting", + "chronicle", + "chronology" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "indicators", + "revealing", + "signifying", + "evidence", + "indicative", + "documenting", + "markings" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "thus", + "alike", + "both", + "clues", + "signals", + "indicative", + "cited", + "chronicles" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Which", + "However", + "Consequently", + "Therefore", + "These", + "Although", + "Thus" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Consequently", + "However", + "Ultimately", + "These", + "Furthermore", + "Therefore", + "Finally" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "However", + "Ultimately", + "Furthermore", + "Consequently", + "Finally", + "These", + "Nevertheless" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "However", + "Furthermore", + "Ultimately", + "Consequently", + "Despite", + "These", + "Nevertheless" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "this", + "These", + "Ultimately", + "Consequently", + "However", + "Despite", + "Furthermore" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "These", + "This", + "this", + "these", + "Ultimately", + "Despite", + "While", + "Finally" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "This", + "these", + "this", + "Ultimately", + "Finally", + "Consequently", + "Overall" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "These", + "This", + "this", + "these", + "Which", + "Ultimately", + "Consequently", + "What" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "These", + "Analyzing", + "these", + "Identifying", + "Ultimately", + "Analysis" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "These", + "Analyzing", + "these", + "Investigation", + "Identifying", + "Analysis" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "These", + "these", + "Investigation", + "Analyzing", + "Analysis", + "investigations" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Analyzing", + "Analysis", + "analysis", + "Failure", + "analyzing", + "These" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Analyzing", + "Failure", + "This", + "Analysis", + "Investigation", + "Identifying", + "analysis", + "Analysts" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Failure", + "This", + "Analyzing", + "Analysis", + "this", + "Fatigue", + "Identifying", + "analysis" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Failure", + "This", + "Analyzing", + "Analysis", + "Fatigue", + "Identifying", + "this", + "Determining" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "Failure", + "Analyzing", + "Analysis", + "Fatigue", + "Fracture", + "fracture", + "Identifying" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Analyzing", + "Failure", + "Identifying", + "Analysis", + "These", + "The", + "Fatigue" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "The", + "These", + "Failure", + "Analyzing", + "this", + "Analysis", + "Fracture" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "Failure", + "Metall", + "Micro", + "Fatigue", + "Fracture" + ] + } + ], + "surprising": [ + { + "concept": "but", + "score": 24.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "identified", + "output_checked": true + }, + { + "concept": "cracks", + "score": 23.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "Rat", + "output_checked": true + }, + { + "concept": "was", + "score": 20.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "axle", + "output_checked": true + }, + { + "concept": "during", + "score": 19.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "broke", + "output_checked": true + }, + { + "concept": "because", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "after", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 13.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "of", + "output_checked": true + }, + { + "concept": "indicating", + "score": 12.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "fatigue", + "score": 11.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "Rat", + "output_checked": true + }, + { + "concept": "years", + "score": 9.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "also", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "arrest", + "output_checked": true + }, + { + "concept": "demonstrations", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ",", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cyclic-04__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cyclic-04__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cyclic-04__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cyclic-04__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cyclic-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cyclic-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Cyclic loading and beach-mark morphology 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A notched specimen was subjected to a sinusoidal load until separation. Most of the surface was smooth and striated, followed by a small rough region formed during the final overload.", + "prompt_tail": "subjected to a sinusoidal load until separation. Most of the surface was smooth and striated, followed by a small rough region formed during the final overload.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cyclic", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "propagation", + "surfaces": [ + "propagation" + ], + "token_ids": [ + 27928, + 113803, + 170468, + 105469 + ] + } + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 295, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 215 + }, + { + "label": "crack", + "best_rank": 922, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 152 + }, + { + "label": "propagation", + "best_rank": 1423, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 2895 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "Also", + "whereas", + "About", + "It", + "although", + "Although", + "Hence" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "r", + "nt", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "d", + "o", + "i", + "r", + "etc", + "ie" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "etc", + "till", + "l", + "upto", + "hence", + "d", + "o" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "till", + "etc", + "to", + "a", + "towards", + "l", + "d" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "estic", + "during", + "ier", + "arios", + "towards", + "ited", + "eded", + "os" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "eded", + "ier", + "wards", + "ited", + "ided", + "gado", + "mainly", + "eness" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "mainly", + "during", + "although", + "Laos", + "sometime", + "afterwards", + "whereas", + "assisted" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "towards", + "although", + "Bihar", + "mainly", + "Laos", + "which", + "during", + "Sarawak" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Bihar", + "Odisha", + "Gurgaon", + "sometime", + "during", + "also", + "Sarawak", + "towards" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "subsequently", + "which", + "later", + "although", + "latter", + "subsequent", + "shortly" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "which", + "furthermore", + "thereafter", + "whereas", + "Moreover", + "moreover", + "although", + "Furthermore" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "although", + "thereafter", + "which", + "Moreover", + "Moreover", + "characterized", + "moreover", + "subsequently" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thereafter", + "characterized", + "subsequently", + "although", + "Subsequently", + "Moreover", + "latter", + "noticeable" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "observed", + "observation", + "characterized", + "discoloration", + "debris", + "emissivity", + "incineration", + "metallurgical" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "observation", + "debris", + "observed", + "plast", + "metallurgical", + "specimen", + "characteristic", + "subsequent" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "discoloration", + "debris", + "symptomatic", + "characteristic", + "subsequent", + "stabilization", + "scarring", + "observed" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "discoloration", + "charred", + "observed", + "scarring", + "observation", + "debris", + "exhibiting", + "damaged" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "afterwards", + "discoloration", + "afterward", + "later", + "observed", + "subsequent", + "debris", + "damaged" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "afterwards", + "afterward", + "later", + "observed", + "subsequent", + "thereafter", + "discoloration", + "observation" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "afterward", + "afterwards", + "later", + "afterthought", + "observed", + "briefly", + "subsequent", + "isolated" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "afterward", + "afterwards", + "later", + "observed", + "subsequent", + "observation", + "thereafter", + "afterthought" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "afterward", + "later", + "thereafter", + "afterwards", + "only", + "briefly", + "subsequently", + "slightly" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "However", + "subsequently", + "Furthermore", + "Which", + "Afterwards", + "This", + "Interestingly", + "which" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Furthermore", + "Also", + "Consequently", + "However", + "Then", + "Subsequently", + "Later" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "Subsequently", + "Also", + "However", + "Later", + "Ultimately" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Subsequently", + "This", + "Consequently", + "However", + "Then", + "Additionally", + "Also" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "Subsequently", + "Consequently", + "Furthermore", + "However", + "Afterwards", + "Additionally", + "During" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "These", + "During", + "this", + "Furthermore", + "Consequently", + "Subsequently", + "However" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "Consequently", + "These", + "Therefore", + "The", + "There", + "Finally" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "this", + "The", + "Because", + "These", + "Eventually" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Consequently", + "this", + "Therefore", + "The", + "There", + "Eventually", + "During" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "Therefore", + "Consequently", + "The", + "During", + "Recently", + "Eventually" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "this", + "The", + "この", + "Consequently", + "Therefore", + "इस", + "Eventually" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "The", + "Consequently", + "Eventually", + "This", + "इस", + "この" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "The", + "this", + "Most", + "Several", + "Some", + "Eventually", + "Consequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "The", + "this", + "Several", + "Some", + "There", + "This", + "Finally" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "The", + "this", + "Several", + "Some", + "This", + "There", + "Consequently" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "The", + "Some", + "Several", + "Finally", + "this", + "Throughout", + "Eventually" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "The", + "Typical", + "Some", + "Throughout", + "Several", + "Overall", + "Most" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "The", + "Some", + "Overall", + "Throughout", + "Several", + "Most", + "Typical" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "A", + "Typical", + "No", + "In", + "Analysis", + "Minimal" + ] + } + ], + "surprising": [ + { + "concept": "fracture", + "score": 41.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "by", + "output_checked": true + }, + { + "concept": "tensile", + "score": 24.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "load", + "output_checked": true + }, + { + "concept": "because", + "score": 17.0, + "best_rank": 2, + "best_depth": 70.7, + "near_token": "smooth", + "output_checked": true + }, + { + "concept": "This", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "indicating", + "score": 13.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": ",", + "output_checked": true + }, + { + "concept": "testing", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "occurred", + "score": 12.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "separation", + "output_checked": true + }, + { + "concept": "but", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "followed", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "subjected", + "output_checked": true + }, + { + "concept": "area", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "region", + "output_checked": true + }, + { + "concept": "which", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "experimentation", + "score": 7.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "subjected", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cyclic-05__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cyclic-05__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cyclic-05__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cyclic-05__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cyclic-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cleavage-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-temperature failure 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A body-centered alloy separated at low temperature with negligible necking. The failure face consisted of flat crystallographic facets connected by river-like markings.", + "prompt_tail": "entered alloy separated at low temperature with negligible necking. The failure face consisted of flat crystallographic facets connected by river-like markings.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 480, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 846 + }, + { + "label": "cleavage", + "best_rank": 1000, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 174 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "although", + "About", + "Also", + "whereas", + "It", + "Although", + "whereas" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "d", + "r", + "n", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "l", + "d", + "etc", + "o", + "lly", + "i", + "ie" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "etc", + "ised", + "etc", + "avourable", + "centre", + "l", + "d" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "thence", + "ised", + "avourable", + "wards", + "coloured", + "hence", + "ising", + "Hence" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thereon", + "persons", + "thence", + "thereafter", + "hence", + "therein", + "henceforth", + "thus" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "artefacts", + "whilst", + "thence", + "persons", + "colours", + "utilised", + "ised", + "thereon" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "artefacts", + "Whilst", + "organised", + "utilised", + "colours", + "utilising", + "characterised" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whilst", + "Whilst", + "which", + "hence", + "utilised", + "artefacts", + "whom", + "although" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "themselves", + "which", + "belonged", + "whom", + "also", + "alike", + "thence", + "consisted" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "which", + "themselves", + "alike", + "indistinct", + "surmounted", + "specimens", + "thereto" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "constituted", + "thereto", + "thence", + "which", + "indistinct", + "wherein", + "consisted", + "henceforth" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "indistinct", + "thence", + "constituted", + "thereto", + "which", + "suggestive", + "exhibited", + "exhibiting" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "coloration", + "monochromatic", + "etched", + "indistinct", + "pall", + "lith", + "etch", + "mottled" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "coloration", + "lith", + "exhibiting", + "micrographs", + "discoloration", + "micrograph", + "metallurgical", + "morphology" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "coloration", + "characteristic", + "lith", + "exhibiting", + "morphology", + "etched", + "micrograph", + "exhibited" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "coloration", + "characteristic", + "morphology", + "observed", + "discernible", + "exhibiting", + "indicative", + "striated" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "morphology", + "coloration", + "characteristic", + "exhibiting", + "micrograph", + "rectilinear", + "morphological", + "lith" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "characteristic", + "coloration", + "morphology", + "exhibiting", + "exhibited", + "suggestive", + "indicating", + "indicative" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "characteristic", + "coloration", + "indicating", + "exhibiting", + "exhibited", + "indicative", + "suggestive", + "observed" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "exhibiting", + "exhibited", + "characteristics", + "coloration", + "distinctive", + "indicative", + "indicating" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "characteristic", + "indicative", + "indicating", + "distinctive", + "suggestive", + "exhibiting", + "characteristics", + "observed" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "punctuated", + "described", + "was", + "visitors", + "resembled", + "appeared", + "scooters", + "accompanied" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Also", + "Which", + "which", + "Furthermore", + "whereas", + "Additionally", + "also", + "Both" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Also", + "Furthermore", + "Additionally", + "During", + "This", + "Meanwhile", + "Because", + "Finally" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Also", + "Furthermore", + "Additionally", + "Meanwhile", + "This", + "During", + "Similarly", + "Moreover" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Also", + "Additionally", + "This", + "During", + "Meanwhile", + "Similarly", + "Although" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Furthermore", + "Also", + "This", + "Additionally", + "During", + "Afterwards", + "Meanwhile", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "These", + "Furthermore", + "This", + "During", + "Additionally", + "Meanwhile", + "Also", + "Although" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "These", + "Additionally", + "Consequently", + "Furthermore", + "Compared", + "Therefore", + "Finally" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "Additionally", + "These", + "Therefore", + "Consequently", + "Furthermore", + "Compared", + "There" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Additionally", + "Consequently", + "These", + "Furthermore", + "There", + "Therefore", + "Finally" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "These", + "Additionally", + "Therefore", + "Consequently", + "Its", + "The", + "Furthermore" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "These", + "Additionally", + "The", + "Therefore", + "Consequently", + "Furthermore", + "this" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "These", + "Analyzing", + "Analysis", + "Additionally", + "The", + "Finally", + "Stress" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "The", + "Analysis", + "Analyzing", + "These", + "Stress", + "Finally", + "Investigation" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "The", + "These", + "Analyzing", + "Analysis", + "Therefore", + "Finally", + "Hence" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "The", + "Analyzing", + "These", + "Therefore", + "Analysis", + "experimentally", + "This" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "The", + "These", + "Analyzing", + "Therefore", + "Finally", + "Its", + "Analysis" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "The", + "These", + "Experimental", + "Analyzing", + "Analysis", + "Finally", + "Identifying" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "The", + "These", + "Both", + "Its", + "Finally", + "Further", + "Similar" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "A", + "Mechanical", + "Stress", + "These", + "In", + "Failure" + ] + } + ], + "surprising": [ + { + "concept": "was", + "score": 40.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "separated", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 21.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "This", + "score": 17.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cracks", + "score": 15.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "by", + "output_checked": true + }, + { + "concept": "which", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "body", + "output_checked": true + }, + { + "concept": "geometries", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ographic", + "output_checked": true + }, + { + "concept": "and", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "flat", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 11.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "low", + "output_checked": true + }, + { + "concept": "because", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "separation", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "at", + "output_checked": true + }, + { + "concept": "sections", + "score": 9.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "like", + "output_checked": true + }, + { + "concept": "occurs", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "failure", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cleavage-01__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cleavage-01__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cleavage-01__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cleavage-01__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cleavage-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cleavage-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-temperature failure 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "During impact testing below the transition temperature, a ferritic specimen absorbed little energy. Its separated surface was shiny and faceted, with steps running through individual grains.", + "prompt_tail": "e transition temperature, a ferritic specimen absorbed little energy. Its separated surface was shiny and faceted, with steps running through individual grains.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 449, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 2307 + }, + { + "label": "cleavage", + "best_rank": 244, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 2141 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Although", + "About", + "Also", + "It", + "although", + "hence", + "whereas" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "nt", + "n", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "d", + "lly", + "o", + "etc", + "nt", + "ie" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "etc", + "upto", + "ised", + "nt", + "nig", + "l", + "i" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ised", + "ising", + "wards", + "coloured", + "colour", + "centred", + "centre", + "Whilst" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "abouts", + "alike", + "rons", + "eded", + "ising", + "ably", + "ings", + "unks" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ised", + "alike", + "abouts", + "ising", + "wards", + "ably", + "eded", + "whilst" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "alike", + "whilst", + "filmed", + "organised", + "peoples", + "ised", + "neighbouring", + "filming" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "alike", + "filming", + "who", + "the", + "which", + "nearby", + "importantly", + "Whilst" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "nearby", + "Hokkaido", + "Pokémon", + "filmmaking", + "hairstyles", + "Makassar", + "fauna", + "Guangdong" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "carvings", + "themselves", + "fragments", + "ferns", + "nearby", + "beneath", + "tales" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "which", + "inlaid", + "specimens", + "fabricated", + "noteworthy", + "furthermore", + "thence" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "alike", + "etched", + "discernible", + "carvings", + "characteristic", + "carved", + "fissures", + "mottled" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "fissures", + "metallurgical", + "fractures", + "fracturing", + "etched", + "basalt", + "metallurgy", + "dendritic" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "fissures", + "metallurgical", + "micrograph", + "fractures", + "micrographs", + "dendritic", + "fracturing", + "microscopic" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "fissures", + "microstructure", + "subsurface", + "etched", + "micrograph", + "microscopy", + "metallurgical", + "morphology" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "fissures", + "microscopic", + "micrograph", + "anatom", + "microstructure", + "striated", + "vertebrae", + "fracturing" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "microscopic", + "anatom", + "micrograph", + "microscopy", + "vertebrae", + "microstructure", + "vertebra", + "capillaries" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "anatom", + "microscopic", + "vertebrae", + "microscopy", + "dislocations", + "micrograph", + "fracturing", + "fissures" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "dislocations", + "vertebrae", + "anatom", + "microscopy", + "fissures", + "micrograph", + "fracturing", + "fractures" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "microscopy", + "protrusions", + "vertebrae", + "dislocations", + "micrographs", + "anatom", + "striated", + "micrograph" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "dislocations", + "describes", + "characteristic", + "anatom", + "fragments", + "traces", + "innervation", + "topography" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "crews", + "neighbors", + "passers", + "punctuated", + "all", + "snails", + "each", + "settling" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Also", + "whereas", + "However", + "This", + "Which", + "Furthermore", + "Although", + "Both" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Also", + "Furthermore", + "This", + "Meanwhile", + "Additionally", + "Consequently", + "However", + "While" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "Also", + "This", + "Meanwhile", + "Similarly", + "Additionally", + "However", + "Consequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Furthermore", + "Meanwhile", + "However", + "Similarly", + "Also", + "Conversely", + "Additionally" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "Meanwhile", + "During", + "Furthermore", + "Similarly", + "Subsequently", + "However", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "Meanwhile", + "Similarly", + "During", + "These", + "Subsequently", + "Conversely", + "Furthermore" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "Meanwhile", + "this", + "These", + "Similarly", + "Additionally", + "During", + "Consequently" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "this", + "Meanwhile", + "Conversely", + "Additionally", + "Consequently", + "These", + "Similarly" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Meanwhile", + "Conversely", + "This", + "Additionally", + "この", + "Consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "This", + "Meanwhile", + "この", + "هذا", + "Conversely", + "この" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "هذا", + "この", + "この", + "This", + "这个", + "Conversely" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "هذا", + "This", + "この", + "この", + "이것", + "this" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "This", + "During", + "Conversely", + "Meanwhile", + "Subsequently", + "Its" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "Conversely", + "During", + "Meanwhile", + "Consequently", + "Therefore" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "During", + "Meanwhile", + "Conversely", + "Therefore", + "Consequently" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "During", + "This", + "Conversely", + "Meanwhile", + "Therefore", + "Furthermore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "During", + "this", + "Conversely", + "Between", + "When", + "Upon", + "Subsequently" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "During", + "this", + "During", + "When", + "After", + "Upon", + "Conversely" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "During", + "The", + "This", + "In", + "It", + "A", + "When" + ] + } + ], + "surprising": [ + { + "concept": "whereas", + "score": 18.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ",", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "brittle", + "score": 15.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "was", + "output_checked": true + }, + { + "concept": "threshold", + "score": 13.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "because", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "little", + "output_checked": true + }, + { + "concept": "steel", + "score": 11.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "ferr", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grains", + "output_checked": true + }, + { + "concept": "indicating", + "score": 10.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "and", + "output_checked": true + }, + { + "concept": "throughout", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "running", + "output_checked": true + }, + { + "concept": "sections", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "individual", + "output_checked": true + }, + { + "concept": "describes", + "score": 9.0, + "best_rank": 1, + "best_depth": 87.8, + "near_token": "below", + "output_checked": true + }, + { + "concept": "but", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Its", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cleavage-02__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cleavage-02__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cleavage-02__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cleavage-02__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cleavage-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cleavage-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-temperature failure 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A thick steel plate failed suddenly in cold service without visible plastic distortion. Microscopy revealed flat planes and converging river patterns cutting across grain interiors.", + "prompt_tail": "ailed suddenly in cold service without visible plastic distortion. Microscopy revealed flat planes and converging river patterns cutting across grain interiors.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 576, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2206 + }, + { + "label": "cleavage", + "best_rank": 1256, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 376 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Also", + "About", + "Although", + "It", + "Also", + "ately", + "and" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "n", + "nt", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lly", + "l", + "d", + "wards", + "o", + "ie", + "sic", + "al" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "sic", + "etc", + "l", + "wards", + "nig", + "d", + "lly", + "nt" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "sic", + "thence", + "wards", + "etc", + "ised", + "hence", + "d", + "to" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thence", + "thereon", + "thereto", + "persons", + "thus", + "sic", + "therefrom", + "thereafter" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "persons", + "forthwith", + "sic", + "thereto", + "thereon", + "thru", + "whilst" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thence", + "thereafter", + "forthwith", + "commenced", + "thus", + "persons", + "environs", + "wherein" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "thence", + "wherein", + "commenced", + "whence", + "whilst", + "thus", + "thereto" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thereafter", + "fauna", + "thence", + "whence", + "specimens", + "thus", + "abreast", + "wherein" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "assemblages", + "specimens", + "nascent", + "discernible", + "burgeoning", + "morphologies", + "dyads" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thence", + "specimens", + "thereto", + "discernible", + "indistinct", + "coloration", + "heretofore", + "wherein" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "discernible", + "thence", + "indistinct", + "coloration", + "obliquely", + "micrographs", + "photographic", + "assemblages" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "micrographs", + "metallurgy", + "micrograph", + "lith", + "geologic", + "coloration", + "geological" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "metallurgical", + "micrograph", + "micrographs", + "coloration", + "specimens", + "histological", + "microscopy", + "lith" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "micrograph", + "micrographs", + "coloration", + "microscopy", + "specimens", + "lith", + "striated" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "discoloration", + "metallurgical", + "evidence", + "coloration", + "micrograph", + "staining", + "micrographs", + "microscopy" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "discoloration", + "metallurgical", + "diagnostic", + "staining", + "coloration", + "subsurface", + "symptomatic", + "micrograph" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "indicating", + "indicative", + "discoloration", + "symptomatic", + "suggestive", + "staining", + "coloration", + "diagnostic" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "indicating", + "indicative", + "suggesting", + "suggestive", + "symptomatic", + "evidence", + "discoloration", + "diagnostic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "indicative", + "characteristic", + "suggestive", + "metallurgical", + "indicates", + "suggesting", + "diagnostic" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "indicative", + "indicates", + "diagnostic", + "suggestive", + "suggesting", + "symptoms", + "diagnosing" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "cited", + "descriptions", + "described", + "documented", + "labeled", + "suggestive", + "indicated", + "suggestions" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Which", + "This", + "suggesting", + "What", + "Furthermore", + "Suddenly", + "Both", + "Why" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "Therefore", + "Afterwards", + "Also", + "Meanwhile", + "Ultimately" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "This", + "Meanwhile", + "Subsequently", + "Also", + "Ultimately", + "Similarly", + "Additionally" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Furthermore", + "Subsequently", + "Afterwards", + "Meanwhile", + "Consequently", + "Additionally", + "Despite" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "Afterwards", + "Subsequently", + "Furthermore", + "Additionally", + "Meanwhile", + "Afterward", + "These" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "These", + "Meanwhile", + "Additionally", + "Similarly", + "Afterwards", + "Simultaneously", + "These" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "These", + "These", + "Finally", + "Meanwhile", + "this", + "Recently", + "There" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "These", + "this", + "This", + "Therefore", + "Such", + "These", + "Additionally" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "These", + "this", + "This", + "Additionally", + "These", + "この", + "Such" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "These", + "This", + "these", + "이러한", + "These", + "この" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "this", + "These", + "이러한", + "these", + "This", + "هذا", + "この" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "These", + "이러한", + "This", + "هذا", + "these", + "この" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "This", + "These", + "이러한", + "Such", + "Diagnosis", + "Analysis" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "These", + "이러한", + "Diagnosis", + "Analysis", + "Such" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "이러한", + "These", + "هذا", + "这种", + "Identifying" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "This", + "These", + "이러한", + "Historically", + "Diagnosis", + "Considering" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "These", + "this", + "Identifying", + "Given", + "Diagnosis", + "The", + "Analysis" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "These", + "Given", + "It", + "The", + "Such", + "Analysis" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "A", + "In", + "Such", + "It", + "Metall" + ] + } + ], + "surprising": [ + { + "concept": "This", + "score": 26.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "during", + "score": 20.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "fracture", + "score": 19.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "revealed", + "output_checked": true + }, + { + "concept": "indicating", + "score": 17.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "because", + "score": 17.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "failed", + "output_checked": true + }, + { + "concept": "was", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "visible", + "output_checked": true + }, + { + "concept": "the", + "score": 11.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "across", + "output_checked": true + }, + { + "concept": "ductility", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "incisions", + "score": 9.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "within", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "cutting", + "output_checked": true + }, + { + "concept": "cracks", + "score": 9.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "converging", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cleavage-03__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cleavage-03__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cleavage-03__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cleavage-03__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cleavage-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cleavage-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-temperature failure 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A low-temperature bend test produced abrupt separation after almost no permanent curvature. The mating faces displayed large flat facets and feather-like markings.", + "prompt_tail": "ow-temperature bend test produced abrupt separation after almost no permanent curvature. The mating faces displayed large flat facets and feather-like markings.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 435, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 793 + }, + { + "label": "cleavage", + "best_rank": 1521, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 9014 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "Also", + "About", + "although", + "whereas", + "It", + "Although", + "whereas" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "o", + "i", + "a", + "d", + "r", + "n", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "lly", + "l", + "d", + "o", + "etc", + "ie", + "i" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "etc", + "wards", + "sic", + "ised", + "atres", + "eded", + "lly" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "sic", + "etc", + "etc", + "and", + "eded", + "thence", + "ued", + "d" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "하였", + "persons", + "하였습니다", + "members", + "thereon", + "하였다", + "persons", + "specimens" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "thence", + "thereon", + "thereto", + "sic", + "therefore", + "monies", + "thus" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "persons", + "thereafter", + "subsequently", + "portions", + "thus", + "specimens", + "consisted", + "therefore" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "Furthermore", + "thereafter", + "the", + "subsequently", + "Additionally", + "also", + "and" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "thereafter", + "afterward", + "also", + "Additionally", + "하였습니다", + "Furthermore", + "whom" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "specimens", + "characteristics", + "indications", + "although", + "characteristic", + "and", + "indistinct" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "exhibited", + "specimens", + "furthermore", + "thereto", + "Moreover", + "indistinct", + "exhibiting", + "constituted" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "exhibited", + "indistinct", + "suggestive", + "characteristic", + "coloration", + "characterized", + "exhibiting", + "concomit" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "coloration", + "assemblages", + "indistinct", + "exhibited", + "concomit", + "suggestive", + "characteristic", + "metallurgical" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "metallurgical", + "specimens", + "coloration", + "photographic", + "micrographs", + "exhibiting", + "morphologies", + "exhibited" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "specimens", + "photographic", + "specimen", + "photographs", + "coloration", + "micrographs", + "sculptural" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "discoloration", + "metallurgical", + "debris", + "textural", + "photographic", + "specimens", + "coloration", + "observed" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "discoloration", + "corrosion", + "scarring", + "symptomatic", + "debris", + "exhibiting", + "salvaged", + "metallurgical" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "discoloration", + "symptomatic", + "debris", + "damaged", + "corrosion", + "discolor", + "scarring", + "salvaged" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "discoloration", + "symptomatic", + "salvaged", + "corrosion", + "damaged", + "indicating", + "recovered", + "discolor" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "suggestive", + "indicating", + "discoloration", + "exhibiting", + "suggesting", + "indicative", + "symptomatic", + "exhibited" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "suggestive", + "indicating", + "suggesting", + "descriptions", + "diagnostic", + "symptomatic", + "discoloration", + "indicative" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "visitors", + "scooters", + "crews", + "suggestive", + "descriptions", + "both", + "punctuated", + "vented" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "although", + "Which", + "whereas", + "Furthermore", + "suggesting", + "What", + "This" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "This", + "Also", + "Ultimately", + "Finally", + "Why", + "Consequently", + "Afterwards" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "Also", + "This", + "Ultimately", + "Consequently", + "Additionally", + "Finally", + "Subsequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "This", + "Also", + "Additionally", + "Subsequently", + "Consequently", + "Despite", + "Meanwhile" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "Subsequently", + "Additionally", + "Although", + "Meanwhile", + "Afterwards" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "These", + "Furthermore", + "Meanwhile", + "Additionally", + "Although", + "Interestingly", + "While" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "This", + "These", + "these", + "Compared", + "Consequently", + "Additionally", + "Another" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "These", + "This", + "Consequently", + "These", + "this", + "Such", + "these", + "Therefore" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "These", + "this", + "These", + "these", + "Consequently", + "This", + "이러한" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "These", + "this", + "these", + "These", + "This", + "이러한", + "Consequently" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "this", + "These", + "these", + "이러한", + "This", + "この", + "The" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "These", + "these", + "이러한", + "This", + "The", + "These" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "These", + "this", + "The", + "This", + "Analyzing", + "Analysis", + "Suggest" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "These", + "this", + "The", + "This", + "Analysis", + "these", + "Analyzing" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "These", + "This", + "The", + "this", + "Analyzing", + "Analysis", + "이러한" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "These", + "The", + "This", + "this", + "Analyzing", + "What", + "Considering" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "The", + "These", + "Analyzing", + "this", + "Analysis", + "Further", + "Given" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "The", + "These", + "this", + "Overall", + "It", + "Further", + "Analysis" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "A", + "Further", + "It", + "Suggest", + "Analysis" + ] + } + ], + "surprising": [ + { + "concept": "This", + "score": 22.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "cracks", + "score": 22.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "produced", + "output_checked": true + }, + { + "concept": "was", + "score": 19.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "faces", + "output_checked": true + }, + { + "concept": "deformation", + "score": 18.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "permanent", + "output_checked": true + }, + { + "concept": "discoloration", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "because", + "score": 14.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "tiny", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "no", + "output_checked": true + }, + { + "concept": "cryogenic", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "rather", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "displayed", + "output_checked": true + }, + { + "concept": "where", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "markings", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "bend", + "output_checked": true + }, + { + "concept": "remained", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "faces", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cleavage-04__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cleavage-04__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cleavage-04__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cleavage-04__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cleavage-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-cleavage-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Faceted low-temperature failure 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A notched ferritic bar showed low impact energy and a bright granular-looking failure face. Microscopic steps passed directly through crystallites rather than around their edges.", + "prompt_tail": " bar showed low impact energy and a bright granular-looking failure face. Microscopic steps passed directly through crystallites rather than around their edges.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 32 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "cleavage", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "transgranular" + ], + "tracked": [ + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + } + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 840, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 275 + }, + { + "label": "cleavage", + "best_rank": 913, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 1166 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Although", + "About", + "Also", + "It", + "Although", + "and", + "although" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "o", + "i", + "a", + "d", + "nt", + "n", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "lly", + "wards", + "d", + "o", + "ie", + "i", + "al" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "wards", + "etc", + "sic", + "lly", + "nig", + "l", + "d" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "etc", + "thence", + "sic", + "therefore", + "d", + "to", + "etc" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "and", + "therefore", + "members", + "thereafter", + "하였", + "toward", + "afterward" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "thence", + "therefore", + "thereafter", + "then", + "and", + "thereto", + "peoples" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "persons", + "portions", + "thereafter", + "therefore", + "members", + "and", + "afterward", + "then" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Furthermore", + "which", + "and", + "therefore", + "Additionally", + "Therefore", + "thereafter", + "also" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "also", + "and", + "Additionally", + "Furthermore", + "afterward", + "then", + "Also" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "and", + "thereafter", + "thus", + "then", + "afterward", + "later", + "the" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "Furthermore", + "thus", + "Additionally", + "thereby", + "instead", + "which", + "constituted" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "Furthermore", + "furthermore", + "Additionally", + "thereafter", + "toward", + "discernible", + "noteworthy", + "constituted" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "phyt", + "delineated", + "Furthermore", + "geological", + "metallurgy", + "lith", + "crystalline" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "metallurgical", + "microscopy", + "geological", + "metallurgy", + "microscopic", + "coloration", + "specimens", + "micrographs" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "observed", + "metallurgical", + "microscopy", + "pigmentation", + "subsurface", + "observable", + "observational", + "ethnographic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "microscopy", + "observed", + "subsurface", + "morphology", + "metallurgical", + "epidermal", + "coloration", + "microscopic" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "microscopic", + "microscopy", + "metallurgical", + "subsurface", + "microstructure", + "microsc", + "cuticle", + "anatom" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "microscopy", + "metallurgical", + "microscopic", + "staining", + "morphology", + "histological", + "histology", + "necrosis" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "indicating", + "indicative", + "microscopy", + "characteristic", + "exhibiting", + "histology", + "evidence", + "metallurgical" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "indicative", + "favoring", + "microscopy", + "suggesting", + "indicates", + "characteristic", + "exhibiting" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "indicative", + "favoring", + "indicates", + "suggesting", + "evidence", + "characteristic", + "microscopy" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "indicating", + "favoring", + "animals", + "afterward", + "described", + "evidence", + "followed", + "unfamiliar" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Which", + "Also", + "Furthermore", + "This", + "Consequently", + "Therefore", + "Both", + "Additionally" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Also", + "This", + "Consequently", + "Therefore", + "Additionally", + "While", + "Meanwhile" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "Also", + "This", + "Consequently", + "Similarly", + "Therefore", + "Additionally", + "Meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "This", + "Also", + "Consequently", + "Therefore", + "Similarly", + "Additionally", + "Subsequently" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "Also", + "Furthermore", + "Consequently", + "Therefore", + "Additionally", + "These", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "These", + "Therefore", + "Consequently", + "Similarly", + "Furthermore", + "Meanwhile", + "Additionally" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "These", + "Therefore", + "Consequently", + "Finally", + "Compared", + "There", + "this" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "These", + "Therefore", + "Consequently", + "this", + "Based", + "Compared", + "Additionally" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Consequently", + "These", + "Therefore", + "Based", + "There", + "This" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "These", + "Based", + "Therefore", + "This", + "these", + "Consequently" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "These", + "these", + "This", + "この", + "هذا", + "Based" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "These", + "This", + "these", + "هذا", + "Based", + "この" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "This", + "Based", + "These", + "Therefore", + "Consequently", + "Hence" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "These", + "Therefore", + "Based", + "Hence", + "Consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "Based", + "Therefore", + "These", + "The", + "Hence" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "Based", + "This", + "These", + "Therefore", + "The", + "Considering" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Based", + "The", + "this", + "Given", + "These", + "Identifying", + "Analyzing" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "Based", + "The", + "These", + "Given", + "It", + "Overall" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Based", + "These", + "It", + "In", + "Suggest", + "Given" + ] + } + ], + "surprising": [ + { + "concept": "metallurgical", + "score": 27.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "itic", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 20.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "steps", + "output_checked": true + }, + { + "concept": "ductility", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "fracture", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "was", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "bar", + "output_checked": true + }, + { + "concept": "but", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "low", + "output_checked": true + }, + { + "concept": "when", + "score": 14.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "brittle", + "score": 14.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "and", + "output_checked": true + }, + { + "concept": "toughness", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "low", + "output_checked": true + }, + { + "concept": "during", + "score": 13.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "passed", + "output_checked": true + }, + { + "concept": "them", + "score": 13.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "around", + "output_checked": true + }, + { + "concept": "suggesting", + "score": 13.0, + "best_rank": 1, + "best_depth": 85.4, + "near_token": "ites", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cleavage-05__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cleavage-05__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cleavage-05__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cleavage-05__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-cleavage-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-high-temperature-deformation-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Slow high-temperature deformation 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A component held for months near half its melting temperature elongated slowly under a constant load well below its room-temperature yield strength. Small rounded holes accumulated at grain interfaces before rupture.", + "prompt_tail": "ature elongated slowly under a constant load well below its room-temperature yield strength. Small rounded holes accumulated at grain interfaces before rupture.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 35 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 4792, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 2123 + }, + { + "label": "diffusion", + "best_rank": 498, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 3509 + }, + { + "label": "cavity", + "best_rank": 1285, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 12316 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "About", + "It", + "Although", + "Also", + "whereas", + "Hence", + "which" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "i", + "l", + "o", + "a", + "nt", + "d", + "n", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "l", + "d", + "o", + "lly", + "nt", + "i", + "ie" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "etc", + "sic", + "wards", + "upto", + "ised", + "nig", + "lly" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "thence", + "sic", + "etc", + "ised", + "wards", + "d", + "eded", + "l" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "thence", + "thereon", + "thereto", + "therefrom", + "thereafter", + "therein", + "eded" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "persons", + "whilst", + "thereto", + "sic", + "thereon", + "及び", + "thereupon" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thence", + "persons", + "whilst", + "thereafter", + "Whilst", + "thus", + "thereto", + "therefore" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whilst", + "Whilst", + "thereafter", + "thence", + "therefore", + "persons", + "therefor", + "utilised" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thereafter", + "thence", + "subsequently", + "and", + "thus", + "also", + "which", + "Additionally" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "thence", + "subsequently", + "whereupon", + "later", + "and", + "Thereafter", + "thereto" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thence", + "thereafter", + "thereto", + "whereupon", + "furthermore", + "concomit", + "henceforth", + "thereupon" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thence", + "thereafter", + "whereupon", + "thereto", + "concomit", + "indistinct", + "Thereafter", + "concomitant" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "necrosis", + "thereafter", + "thence", + "deleterious", + "noxious", + "incipient", + "corrosive" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "metallurgical", + "corrosion", + "necrosis", + "bacter", + "histological", + "metallurgy", + "necrotic", + "sintered" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "necrosis", + "symptomatic", + "corrosion", + "thrombosis", + "sintering", + "necrotic", + "histological" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "symptomatic", + "metallurgical", + "necrosis", + "diseased", + "corrosion", + "fissures", + "necrotic", + "disintegration" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "necrosis", + "symptomatic", + "corrosion", + "metallurgical", + "diseased", + "necrotic", + "sintering", + "deterioration" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "symptomatic", + "necrosis", + "diseased", + "deterioration", + "disintegration", + "corrosion", + "necrotic", + "metallurgical" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "symptomatic", + "necrosis", + "deterioration", + "disintegration", + "diseased", + "necrotic", + "fissures", + "corrosion" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "necrosis", + "symptomatic", + "metallurgical", + "necrotic", + "diseased", + "corrosion", + "metallurgy", + "suppuration" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "symptoms", + "symptomatic", + "symptom", + "morphology", + "pathology", + "diagnostic", + "necrosis", + "lesions" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "gutt", + "dislocations", + "canoes", + "refinements", + "juveniles", + "suggestive", + "scooters", + "outboard" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Afterwards", + "Finally", + "Later", + "later", + "Suddenly", + "afterwards", + "Eventually", + "thereafter" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Finally", + "Later", + "Ultimately", + "Afterwards", + "Eventually", + "This", + "During", + "Suddenly" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Ultimately", + "Finally", + "Later", + "Eventually", + "This", + "Afterwards", + "Meanwhile", + "Suddenly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Ultimately", + "Eventually", + "Finally", + "Later", + "Afterwards", + "During", + "Subsequent" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "These", + "Afterwards", + "During", + "Ultimately", + "Eventually", + "Afterward", + "Meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "These", + "This", + "Meanwhile", + "During", + "Finally", + "Eventually", + "Similar", + "Afterwards" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "This", + "Finally", + "Recently", + "Compared", + "Here", + "During", + "Eventually" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "These", + "Here", + "Recently", + "Compared", + "Therefore", + "What", + "Eventually" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "These", + "Recently", + "What", + "Here", + "Eventually", + "Describe", + "Finally" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "These", + "Here", + "Recently", + "this", + "What", + "Its", + "Investigation" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "These", + "this", + "Investigation", + "Here", + "Recently", + "What", + "Investig" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "These", + "Investigation", + "this", + "Investig", + "Analyzing", + "Researchers", + "Analysis" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "Investigation", + "Analysis", + "Analyzing", + "This", + "These", + "Investig", + "Investigations" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Investigation", + "Analysis", + "This", + "Analyzing", + "These", + "this", + "Investig" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "This", + "Analyzing", + "Analysis", + "These", + "Investigation", + "What", + "Study" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "Analyzing", + "These", + "This", + "Analysis", + "Investigation", + "What", + "Here" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Analyzing", + "Analysis", + "The", + "These", + "Investigation", + "Here", + "Eventually" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "The", + "Analysis", + "These", + "Investigation", + "Analyzing", + "Here", + "Both" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Analysis", + "Investigation", + "Investig", + "It", + "Stress", + "Analyzing" + ] + } + ], + "surprising": [ + { + "concept": "This", + "score": 24.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "but", + "score": 20.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "for", + "output_checked": true + }, + { + "concept": "was", + "score": 20.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "temperature", + "output_checked": true + }, + { + "concept": "whereas", + "score": 17.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "well", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "until", + "score": 15.0, + "best_rank": 2, + "best_depth": 78.0, + "near_token": "slowly", + "output_checked": true + }, + { + "concept": "during", + "score": 12.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "accumulated", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 3, + "best_depth": 58.5, + "near_token": "for", + "output_checked": true + }, + { + "concept": "threshold", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "below", + "output_checked": true + }, + { + "concept": "necrosis", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "at", + "output_checked": true + }, + { + "concept": "capacity", + "score": 11.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "within", + "score": 10.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "held", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-high-temperature-deformation-01__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-high-temperature-deformation-01__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-high-temperature-deformation-01__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-high-temperature-deformation-01__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-high-temperature-deformation-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-high-temperature-deformation-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Slow high-temperature deformation 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Under steady tensile load at elevated temperature, a polycrystal first deformed rapidly, then at an almost constant slow rate, and finally accelerated as microscopic holes linked along grain edges.", + "prompt_tail": " temperature, a polycrystal first deformed rapidly, then at an almost constant slow rate, and finally accelerated as microscopic holes linked along grain edges.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 1765, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 585 + }, + { + "label": "diffusion", + "best_rank": 1170, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 3285 + }, + { + "label": "cavity", + "best_rank": 1532, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 26714 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "About", + "Although", + "Also", + "It", + "and", + "although" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "r", + "n", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "d", + "wards", + "o", + "i", + "nt", + "r", + "le" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "wards", + "d", + "i", + "r", + "o", + "etc", + "a" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "to", + "a", + "d", + "i", + "ising", + "al", + "l" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ile", + "iting", + "este", + "ided", + "ik", + "os", + "eded", + "iled" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ided", + "ile", + "eded", + "wards", + "aid", + "enced", + "al", + "ial" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "alike", + "yses", + "ising", + "wards", + "aid", + "ised", + "oused", + "wegian" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Benin", + "African", + "Africa", + "thereafter", + "へと", + "Furthermore", + "Moreover", + "Ghana" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thereafter", + "Guangdong", + "Sarawak", + "subsequently", + "Benin", + "during", + "Baek", + "thus" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alike", + "Their", + "へと", + "burgeoning", + "Upon", + "their", + "thence", + "Their" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "thence", + "thereby", + "thereafter", + "thereto", + "furthermore", + "Moreover", + "wherein" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thence", + "thereafter", + "alike", + "whereupon", + "thereto", + "burgeoning", + "thereby", + "Moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "burgeoning", + "nascent", + "thence", + "thereafter", + "Moreover", + "へと", + "industrialized", + "catalyzed" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "coalescence", + "nascent", + "burgeoning", + "metallurgical", + "nucleation", + "incipient", + "microstructure", + "agglomer" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "nascent", + "coalescence", + "nucleation", + "fracturing", + "incipient", + "accelerating", + "emergent", + "emergence" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "fracturing", + "destabil", + "accelerating", + "accelerated", + "coalescence", + "fissures", + "rupt", + "incipient" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "fracturing", + "coalescence", + "destabil", + "necrosis", + "accelerating", + "disintegration", + "fragmentation", + "rupt" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "fracturing", + "disintegration", + "deterioration", + "destabil", + "accelerating", + "coalescence", + "necrosis", + "fragmentation" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "fracturing", + "disintegration", + "deterioration", + "coalescence", + "fragmentation", + "necrosis", + "destabil", + "accelerating" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "deterioration", + "fracturing", + "disintegration", + "cannibal", + "deteriorating", + "unsustainable", + "fragmentation", + "disintegr" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "deterioration", + "climax", + "deteriorating", + "destroying", + "destructive", + "destruction", + "Eventually", + "disintegration" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "resembled", + "resembling", + "scooters", + "membered", + "undersigned", + "culminating", + "lunar", + "subsequently" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Which", + "However", + "Consequently", + "What", + "Therefore", + "These", + "Ultimately" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "These", + "However", + "Ultimately", + "Furthermore", + "What" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "However", + "Therefore", + "Furthermore", + "Ultimately", + "Consequently", + "These", + "Meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "However", + "Meanwhile", + "Consequently", + "Therefore", + "Subsequently", + "Then", + "These" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "Consequently", + "Subsequently", + "What", + "These", + "Therefore", + "Meanwhile", + "However" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "During", + "Meanwhile", + "These", + "Afterwards", + "What", + "During", + "However" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "What", + "This", + "What", + "what", + "How", + "Describe", + "Which", + "These" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "What", + "This", + "what", + "What", + "Which", + "Describe", + "How", + "During" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "What", + "what", + "What", + "Describe", + "This", + "what", + "How", + "Which" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "What", + "what", + "What", + "This", + "Describe", + "describe", + "what", + "How" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "what", + "What", + "Describe", + "describe", + "What", + "This", + "how", + "How" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "What", + "what", + "Describe", + "This", + "describe", + "What", + "How", + "Discuss" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "What", + "what", + "Describe", + "describe", + "What", + "This", + "Explain", + "Discuss" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "What", + "what", + "Describe", + "describe", + "This", + "Analyzing", + "What", + "analyzing" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "What", + "Describe", + "describe", + "what", + "This", + "Analyzing", + "Analyze", + "analyze" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "What", + "This", + "Describe", + "Analyzing", + "what", + "Analyze", + "describe", + "How" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Describe", + "This", + "What", + "describe", + "Analyzing", + "Analyze", + "analyze", + "Given" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "What", + "Describe", + "describe", + "During", + "what", + "The", + "Analyzing" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "What", + "The", + "Describe", + "How", + "During", + "Analyzing", + "Analyze" + ] + } + ], + "surprising": [ + { + "concept": "until", + "score": 24.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "rapidly", + "output_checked": true + }, + { + "concept": "slower", + "score": 22.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "at", + "output_checked": true + }, + { + "concept": "again", + "score": 20.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "as", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 20.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "thereafter", + "score": 16.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "then", + "output_checked": true + }, + { + "concept": "became", + "score": 15.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "holes", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "elevated", + "output_checked": true + }, + { + "concept": "subsequently", + "score": 12.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "deformed", + "output_checked": true + }, + { + "concept": "whereas", + "score": 12.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "at", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "was", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "deformed", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-high-temperature-deformation-02__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-high-temperature-deformation-02__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-high-temperature-deformation-02__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-high-temperature-deformation-02__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-high-temperature-deformation-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-high-temperature-deformation-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Slow high-temperature deformation 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A turbine alloy exposed to sustained stress and heat developed time-dependent strain. Late in life, isolated pores at triple junctions enlarged and joined into an interfacial failure path.", + "prompt_tail": "ustained stress and heat developed time-dependent strain. Late in life, isolated pores at triple junctions enlarged and joined into an interfacial failure path.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 389, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 77 + }, + { + "label": "diffusion", + "best_rank": 739, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 2687 + }, + { + "label": "cavity", + "best_rank": 1073, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 37022 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "Also", + "About", + "It", + "whereas", + "Although", + "Also", + "and" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "d", + "r", + "nt", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "l", + "lly", + "d", + "o", + "r", + "i", + "ie" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "etc", + "upto", + "lly", + "ised", + "sic", + "etc", + "l" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "thence", + "wards", + "sic", + "ised", + "etc", + "etc", + "hence", + "thereto" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "thereon", + "therein", + "thereto", + "thru", + "thereafter", + "thence", + "thus" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "thru", + "thence", + "whilst", + "thereon", + "sic", + "occured", + "wherein" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "wherein", + "persons", + "thereafter", + "thence", + "Whilst", + "thereon", + "therein" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "wherein", + "which", + "whilst", + "thereafter", + "furthermore", + "subsequently", + "Whilst", + "thus" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thereafter", + "wherein", + "subsequently", + "therein", + "whereby", + "which", + "thereto", + "etiology" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thence", + "thereafter", + "wherein", + "whereupon", + "thereto", + "whereby", + "etiology", + "subsequently" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thence", + "thereafter", + "whereupon", + "thereto", + "wherein", + "concomit", + "histologic", + "thereby" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thereafter", + "whereupon", + "thence", + "wherein", + "etiology", + "thereto", + "concomit", + "subsequently" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "etiology", + "coalescence", + "geologic", + "dissolution", + "thereafter", + "geochemical", + "thrombosis" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "metallurgical", + "microstructure", + "coalescence", + "etiology", + "necrosis", + "corrosion", + "metallurgy", + "dissolution" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "necrosis", + "corrosion", + "microstructure", + "thrombosis", + "necrotic", + "geologic", + "fibrosis" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "necrosis", + "deterioration", + "necrotic", + "corrosion", + "necro", + "fibrosis", + "fracturing", + "etiology" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "deterioration", + "necrosis", + "corrosion", + "necrotic", + "pathology", + "necro", + "degradation", + "apoptosis" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "deterioration", + "necrosis", + "disintegration", + "degradation", + "corrosion", + "pathogenesis", + "necrotic", + "pathology" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "deterioration", + "necrosis", + "disintegration", + "pathogenesis", + "fracturing", + "deteriorated", + "microstructure", + "deteriorating" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "deterioration", + "microstructure", + "necrosis", + "necrotic", + "contamination", + "pathology", + "deteriorated", + "necro" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "etiology", + "pathology", + "failure", + "symptom", + "culprit", + "exacerbated", + "symptomatic", + "deterioration" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "subsequently", + "cited", + "vented", + "exacerbated", + "subsequent", + "culminating", + "coincident", + "solved" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "subsequently", + "Subsequently", + "Ultimately", + "Eventually", + "Later", + "This", + "Which", + "Both" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Ultimately", + "This", + "Furthermore", + "Subsequently", + "Consequently", + "Finally", + "Later", + "Also" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "Ultimately", + "Also", + "This", + "Subsequently", + "Finally", + "Additionally", + "Similarly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Subsequently", + "This", + "Ultimately", + "Eventually", + "Meanwhile", + "Consequently", + "Similarly" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Furthermore", + "Subsequently", + "Additionally", + "Meanwhile", + "This", + "Also", + "During", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "During", + "Meanwhile", + "This", + "Eventually", + "Ultimately", + "Additionally", + "Similarly", + "Despite" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "Finally", + "Consequently", + "These", + "Ultimately", + "Eventually", + "During", + "Meanwhile" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "Consequently", + "Finally", + "Therefore", + "These", + "Eventually", + "Meanwhile", + "Ultimately" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Consequently", + "Finally", + "Eventually", + "this", + "Ultimately", + "Therefore", + "Recently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "Consequently", + "Eventually", + "Therefore", + "Finally", + "Recently", + "These" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "this", + "Consequently", + "この", + "Finally", + "Recently", + "Therefore", + "هذا" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "Finally", + "Consequently", + "Eventually", + "هذا", + "この", + "This" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "Finally", + "Eventually", + "Failure", + "this", + "This", + "Recently", + "Consequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "This", + "this", + "Finally", + "Failure", + "Eventually", + "Therefore", + "Consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "This", + "this", + "Consequently", + "Failure", + "Therefore", + "Finally", + "Eventually" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "This", + "Finally", + "Failure", + "Consequently", + "Therefore", + "Eventually", + "Analyzing" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Eventually", + "Finally", + "Analyzing", + "The", + "Consequently", + "Ultimately", + "Therefore" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "Eventually", + "The", + "Finally", + "Failure", + "During", + "Both", + "Throughout" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Stress", + "Mechanical", + "Strain", + "Time", + "Late", + "Failure" + ] + } + ], + "surprising": [ + { + "concept": "deterioration", + "score": 34.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "dependent", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 28.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "became", + "score": 25.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "pores", + "output_checked": true + }, + { + "concept": "was", + "score": 24.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "during", + "score": 23.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "cracks", + "score": 21.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "developed", + "output_checked": true + }, + { + "concept": "this", + "score": 19.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ",", + "output_checked": true + }, + { + "concept": "This", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 3, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "fracture", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "the", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "in", + "output_checked": true + }, + { + "concept": "crack", + "score": 11.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "interfacial", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-high-temperature-deformation-03__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-high-temperature-deformation-03__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-high-temperature-deformation-03__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-high-temperature-deformation-03__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-high-temperature-deformation-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-high-temperature-deformation-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Slow high-temperature deformation 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A fine-grained metal changed shape gradually during a long low-stress hold close to its melting point. Atoms moved from compressed interfaces toward tensile ones and the specimen elongated.", + "prompt_tail": "shape gradually during a long low-stress hold close to its melting point. Atoms moved from compressed interfaces toward tensile ones and the specimen elongated.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 2053, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 1033 + }, + { + "label": "diffusion", + "best_rank": 244, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 471 + }, + { + "label": "cavity", + "best_rank": 3241, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 33793 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "About", + "It", + "Also", + "Although", + "although", + "whereas" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "nt", + "d", + "t", + "r", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "nt", + "l", + "sic", + "o", + "d", + "wards", + "i", + "t" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "nt", + "etc", + "thru", + "wards", + "l", + "sic", + "o", + "d" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "d", + "to", + "a", + "o", + "l", + "r", + "i", + "etc" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thru", + "nto", + "sic", + "o", + "cted", + "ened", + "ued", + "therefor" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thru", + "peoples", + "ened", + "o", + "therefor", + "sic", + "nto", + "thence" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thus", + "peoples", + "thru", + "therefor", + "furthermore", + "therefore", + "wich", + "whilst" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "thus", + "then", + "therefore", + "the", + "Thus", + "therefor", + "Soon" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thereafter", + "afterward", + "thus", + "then", + "the", + "afterwards", + "which", + "subsequently" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "thence", + "then", + "thus", + "subsequently", + "afterward", + "later", + "toward" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thence", + "thus", + "thereby", + "furthermore", + "thereafter", + "moreover", + "toward", + "Moreover" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thence", + "thereby", + "thereafter", + "moreover", + "thus", + "toward", + "furthermore", + "concomit" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "concomit", + "thence", + "concomitant", + "moreover", + "thereby", + "longitudinally", + "thus", + "Moreover" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "longitudinally", + "concomit", + "concomitant", + "sedimentation", + "morphological", + "elongation", + "lengthening", + "thermodynam" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "elongation", + "lengthening", + "morphogenesis", + "sedimentation", + "ductile", + "longitudinally", + "morphological", + "concomitant" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "lengthening", + "displacement", + "elongation", + "longitudinally", + "thermodynam", + "movement", + "osmotic", + "eastward" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "lengthening", + "elongation", + "displacement", + "swelling", + "longitudinally", + "movement", + "concomitant", + "physiologically" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "lengthening", + "displacement", + "physiologically", + "elongation", + "movement", + "longitudinally", + "swelling", + "morphogenesis" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "swelling", + "lengthening", + "morphogenesis", + "elongation", + "increasing", + "physiologically", + "displacing", + "locomotion" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "movement", + "resulting", + "increasing", + "sustained", + "westward", + "elongation", + "lengthening", + "characteristic" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "movement", + "driven", + "westward", + "propelled", + "thereby", + "northward", + "resulting", + "accelerating" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "thus", + "consequently", + "thereby", + "the", + "therefore", + "resulting", + "accordingly", + "became" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Consequently", + "Also", + "Finally", + "Furthermore", + "Which", + "What", + "Therefore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Consequently", + "Ultimately", + "Therefore", + "Also", + "Furthermore", + "Finally", + "Because" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "Furthermore", + "Also", + "Ultimately", + "Meanwhile", + "Finally", + "Eventually", + "Additionally" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Furthermore", + "Ultimately", + "Meanwhile", + "Eventually", + "Also", + "Seems", + "Similarly" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "This", + "this", + "These", + "Ultimately", + "Meanwhile", + "Afterwards", + "Eventually" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "this", + "This", + "These", + "Eventually", + "What", + "Meanwhile", + "Which" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "This", + "What", + "These", + "Which", + "这种", + "Finally" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "this", + "This", + "What", + "Which", + "These", + "これは", + "この" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "This", + "What", + "هذا", + "これは", + "この", + "Which" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "This", + "هذا", + "this", + "これは", + "はこの", + "この" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "هذا", + "This", + "はこの", + "this", + "この", + "この" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "This", + "هذا", + "this", + "この", + "はこの", + "この" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "This", + "What", + "هذا", + "this", + "what", + "这个" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "this", + "What", + "هذا", + "この", + "这个" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "هذا", + "What", + "this", + "この", + "这种" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "This", + "What", + "هذا", + "this", + "この", + "Which" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "What", + "This", + "هذا", + "The", + "Which", + "Eventually" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "What", + "It", + "This", + "Which", + "The", + "Eventually" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "What", + "The", + "Metal", + "It", + "This", + "Heat", + "How" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 38.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "changed", + "output_checked": true + }, + { + "concept": "temperature", + "score": 36.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "This", + "score": 28.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "slowly", + "score": 20.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "gradually", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 18.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "changed", + "output_checked": true + }, + { + "concept": "regions", + "score": 13.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "from", + "output_checked": true + }, + { + "concept": "areas", + "score": 13.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "ones", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 13.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "the", + "output_checked": true + }, + { + "concept": "analysis", + "score": 13.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "became", + "score": 12.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "duration", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "long", + "output_checked": true + }, + { + "concept": "when", + "score": 11.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "gradually", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-high-temperature-deformation-04__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-high-temperature-deformation-04__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-high-temperature-deformation-04__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-high-temperature-deformation-04__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-high-temperature-deformation-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-high-temperature-deformation-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Slow high-temperature deformation 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Long-duration testing at high temperature produced a nearly linear strain-versus-time segment followed by rapid extension. Microscopy found linked pores along grain interfaces.", + "prompt_tail": "sting at high temperature produced a nearly linear strain-versus-time segment followed by rapid extension. Microscopy found linked pores along grain interfaces.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "high-temperature-deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + }, + { + "label": "cavity", + "surfaces": [ + "cavity" + ], + "token_ids": [ + 30672 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 2270, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 547 + }, + { + "label": "diffusion", + "best_rank": 127, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 307 + }, + { + "label": "cavity", + "best_rank": 642, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 12761 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "Also", + "It", + "About", + "College", + "Hence", + "Although" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "nt", + "a", + "d", + "n", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lly", + "etc", + "l", + "d", + "wards", + "sic", + "ie", + "nt" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "etc", + "sic", + "nig", + "persons", + "upto", + "wards", + "lly" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "sic", + "etc", + "etc", + "thence", + "d", + "approx", + "upto", + "a" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "persons", + "sic", + "thereon", + "thereto", + "therein", + "therefor", + "thru", + "thence" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "sic", + "thence", + "thru", + "whilst", + "thereto", + "therefor", + "monies" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "persons", + "whilst", + "thence", + "therefor", + "therefore", + "Whilst", + "thereto", + "thru" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "persons", + "therefore", + "therefor", + "whilst", + "furthermore", + "which", + "thereto", + "thence" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "persons", + "thereto", + "thus", + "therein", + "thereafter", + "thereon", + "furthermore" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "thereto", + "thence", + "which", + "etiology", + "persons", + "thus", + "and" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "thereto", + "thence", + "etiology", + "which", + "therein", + "wherein", + "moreover" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "furthermore", + "thereto", + "etiology", + "thence", + "moreover", + "Furthermore", + "wherein", + "therein" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "etiology", + "geologic", + "metallurgy", + "histologic", + "histological", + "morphology", + "micrographs" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "metallurgical", + "metallurgy", + "etiology", + "microstructure", + "micrographs", + "histological", + "geologic", + "morphology" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "microstructure", + "metallurgy", + "microscopy", + "etiology", + "histological", + "morphology", + "micrographs" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "metallurgical", + "etiology", + "fissures", + "microscopy", + "microstructure", + "micrographs", + "histological", + "subsurface" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "metallurgical", + "corrosion", + "microstructure", + "microscopy", + "fissures", + "subsurface", + "micrographs", + "pathology" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "etiology", + "pathology", + "contamination", + "corrosion", + "symptomatic", + "microstructure", + "metallurgical", + "dislocations" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "etiology", + "evidence", + "fissures", + "symptomatic", + "contamination", + "microstructure", + "pathology", + "necrosis" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "evidence", + "suspected", + "implicated", + "contamination", + "suspect", + "suggesting", + "corrosion", + "microstructure" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "symptoms", + "etiology", + "exacerbated", + "symptomatic", + "suggesting", + "suspected", + "symptom", + "corrosion" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "suggesting", + "locals", + "suggestive", + "indiquant", + "cited", + "explained", + "citing", + "sugest" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Finally", + "Also", + "Afterwards", + "Later", + "Which", + "Both", + "Furthermore", + "However" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Also", + "Finally", + "Meanwhile", + "Furthermore", + "Later", + "Ultimately", + "Consequently", + "Afterwards" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Also", + "Furthermore", + "Meanwhile", + "Similarly", + "Finally", + "Later", + "Additionally", + "Ultimately" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Also", + "Meanwhile", + "Similarly", + "Furthermore", + "During", + "Additionally", + "While", + "This" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Also", + "Similarly", + "Meanwhile", + "This", + "Additionally", + "Furthermore", + "Afterwards", + "While" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "While", + "Similarly", + "This", + "Although", + "During", + "Additionally", + "Though" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "Therefore", + "These", + "Meanwhile", + "Similar", + "Compared", + "Seems", + "Recently" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "Therefore", + "These", + "Analysis", + "Similar", + "Experts", + "Consequently", + "Observations" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Therefore", + "Analysis", + "Researchers", + "Experts", + "Investigators", + "Consequently", + "These" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "These", + "Therefore", + "Researchers", + "Experts", + "Based", + "Possible", + "Investigators" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "These", + "Therefore", + "Hence", + "Researchers", + "Analysis", + "Hypothesis", + "Suggested" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Analysis", + "Stress", + "These", + "Therefore", + "Hypothesis", + "Suggest", + "Researchers" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "Analysis", + "Analyzing", + "Stress", + "Proposed", + "Suggest", + "This", + "Testing" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Analysis", + "This", + "Stress", + "Therefore", + "Proposed", + "These", + "Analyzing" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "This", + "Analysis", + "Analyzing", + "These", + "Proposed", + "Therefore", + "Stress" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "These", + "Therefore", + "Stress", + "This", + "Analyzing", + "Analysis", + "Testing" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Analysis", + "Analyzing", + "Theoretical", + "Proposed", + "Modeling", + "These", + "Stress" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "Stress", + "Analysis", + "These", + "Further", + "Proposed", + "Failure", + "Theoretical" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Grain", + "Stress", + "Strain", + "High", + "Fracture", + "Micro" + ] + } + ], + "surprising": [ + { + "concept": "during", + "score": 26.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "segment", + "output_checked": true + }, + { + "concept": "This", + "score": 22.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "which", + "score": 19.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "produced", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 16.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "temperatures", + "score": 14.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "high", + "output_checked": true + }, + { + "concept": "degradation", + "score": 12.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "produced", + "output_checked": true + }, + { + "concept": "was", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Microscopy", + "output_checked": true + }, + { + "concept": "thereafter", + "score": 10.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "followed", + "output_checked": true + }, + { + "concept": "demonstration", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "projects", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "duration", + "output_checked": true + }, + { + "concept": "the", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "along", + "output_checked": true + }, + { + "concept": "and", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "temperature", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-high-temperature-deformation-05__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-high-temperature-deformation-05__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-high-temperature-deformation-05__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-high-temperature-deformation-05__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-high-temperature-deformation-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-particle-strengthening-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Hard-particle obstacle strengthening 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A metal contains a dense dispersion of hard nonshearable nanoscale particles. Lattice line imperfections curve between neighboring particles and leave loops around them as load increases.", + "prompt_tail": "spersion of hard nonshearable nanoscale particles. Lattice line imperfections curve between neighboring particles and leave loops around them as load increases.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 661, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 2510 + }, + { + "label": "bowing", + "best_rank": 964, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 374 + }, + { + "label": "strengthening", + "best_rank": 46, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 39 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "About", + "It", + "Also", + "whereas", + "People", + "Although", + "although" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "n", + "d", + "r", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "d", + "o", + "t", + "lly", + "i", + "wards", + "r" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "l", + "d", + "sic", + "wards", + "lly", + "r", + "o" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "etc", + "sic", + "l", + "d", + "wards", + "to", + "y", + "thru" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thru", + "boro", + "lly", + "eded", + "sic", + "y", + "ie", + "abouts" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thru", + "gonna", + "lly", + "wards", + "eded", + "y", + "sic", + "ie" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "then", + "peoples", + "thru", + "gonna", + "lly", + "wards", + "therefor", + "basically" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "the", + "which", + "then", + "and", + "to", + "this", + "because", + "afterwards" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "also", + "the", + "afterwards", + "afterward", + "this", + "then", + "mainly" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "themselves", + "and", + "their", + "thus", + "them", + "alike", + "then" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "alike", + "thence", + "furthermore", + "toward", + "thus", + "meanwhile", + "likewise", + "thereafter" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thence", + "alike", + "toward", + "likewise", + "furthermore", + "indistinct", + "whereupon", + "thereafter" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "alike", + "thence", + "fissures", + "isotherms", + "geologic", + "indistinct", + "depressions", + "characteristic" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "fissures", + "geologic", + "chromospheric", + "geology", + "geological", + "precipitates", + "metallurgical", + "isotherms" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "fissures", + "chromospheric", + "subsurface", + "metastable", + "metallurgical", + "geologic", + "isotherms", + "incipient" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "fissures", + "metastable", + "chromospheric", + "subsurface", + "diagrams", + "incipient", + "dislocations", + "vortices" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "visualizing", + "fissures", + "diagrams", + "visualized", + "metastable", + "subsurface", + "microscopic", + "meniscus" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "fissures", + "visualizing", + "metastable", + "instabilities", + "diagrams", + "deformation", + "dislocations", + "deform" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "fissures", + "metastable", + "protrusions", + "dislocations", + "diagrams", + "instabilities", + "visualizing", + "visualizations" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "diagrams", + "spirals", + "formations", + "fissures", + "observations", + "dislocations", + "visualizations", + "illustrating" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "observations", + "foreshadow", + "observers", + "phenomena", + "phenomenon", + "observed", + "Observations", + "observing" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "afterward", + "subsequently", + "later", + "eventually", + "then", + "thereafter", + "afterwards", + "consequently" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Also", + "Furthermore", + "subsequently", + "Eventually", + "Later", + "Which", + "Then", + "Afterwards" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Also", + "Consequently", + "Eventually", + "This", + "Finally", + "Ultimately", + "Then" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "Also", + "Eventually", + "Ultimately", + "Consequently", + "Finally", + "Later", + "Additionally" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Eventually", + "Furthermore", + "Also", + "Meanwhile", + "Subsequently", + "Similarly", + "Consequently", + "Ultimately" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Eventually", + "Ultimately", + "Furthermore", + "Subsequently", + "Consequently", + "subsequently", + "This", + "Finally" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Eventually", + "These", + "Meanwhile", + "This", + "Ultimately", + "Consequently", + "Furthermore", + "When" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "This", + "Eventually", + "this", + "Finally", + "these", + "Consequently", + "Ultimately" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "These", + "This", + "Eventually", + "this", + "Consequently", + "these", + "Finally", + "Ultimately" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Eventually", + "These", + "This", + "Consequently", + "this", + "Finally", + "Ultimately", + "When" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Eventually", + "This", + "These", + "this", + "these", + "When", + "Consequently", + "Finally" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "this", + "These", + "Eventually", + "these", + "Consequently", + "Finally", + "When" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "These", + "Eventually", + "these", + "Finally", + "When", + "Consequently" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "Eventually", + "These", + "Finally", + "When", + "this", + "Ultimately", + "Stress" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "These", + "Eventually", + "Finally", + "When", + "this", + "The", + "these" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "These", + "Eventually", + "When", + "Finally", + "The", + "this", + "Recently" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "These", + "Eventually", + "When", + "The", + "Finally", + "Elastic", + "Applying" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "These", + "Eventually", + "The", + "When", + "Finally", + "At", + "Elastic" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "These", + "The", + "When", + "Eventually", + "At", + "Finally", + "this" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "When", + "Eventually", + "At", + "Dislocations", + "Mechanical" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 25.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "able", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 22.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "mixture", + "score": 19.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "which", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "when", + "score": 14.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "loops", + "output_checked": true + }, + { + "concept": "they", + "score": 12.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "them", + "output_checked": true + }, + { + "concept": "these", + "score": 12.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "between", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "Lattice", + "output_checked": true + }, + { + "concept": "both", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "are", + "score": 10.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "subsequently", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "individuals", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "of", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-particle-strengthening-01__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-particle-strengthening-01__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-particle-strengthening-01__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-particle-strengthening-01__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-particle-strengthening-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-particle-strengthening-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Hard-particle obstacle strengthening 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Heat treatment creates many fine second-phase particles that resist cutting. Moving line defects must arc between the particles, and reducing their spacing raises the required stress.", + "prompt_tail": "many fine second-phase particles that resist cutting. Moving line defects must arc between the particles, and reducing their spacing raises the required stress.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 354, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 135 + }, + { + "label": "bowing", + "best_rank": 1608, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 51 + }, + { + "label": "strengthening", + "best_rank": 32, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 18 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "Also", + "About", + "It", + "People", + "Although", + "whereas", + "Also" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "d", + "t", + "nt", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "o", + "lly", + "ie", + "t", + "wards", + "d", + "nt" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "gonna", + "upto", + "wards", + "etc", + "nt", + "ie", + "l" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "a", + "l", + "y", + "s", + "wards", + "in", + "ie", + "t" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "toward", + "alike", + "doings", + "thus", + "soon", + "eded", + "eties", + "ety" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "doings", + "peoples", + "thence", + "thru", + "toward", + "eded", + "thus", + "therefor" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thus", + "then", + "because", + "toward", + "peoples", + "soon", + "furthermore", + "doings" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "because", + "toward", + "the", + "Furthermore", + "Alabama", + "to", + "furthermore", + "this" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Furthermore", + "thus", + "the", + "which", + "to", + "also", + "Gujarat", + "because" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "toward", + "thus", + "to", + "Toward", + "tendency", + "although", + "dependence", + "which" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "Moreover", + "Furthermore", + "moreover", + "thereby", + "Toward", + "thus", + "Consequently" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "furthermore", + "Furthermore", + "Moreover", + "moreover", + "Toward", + "toward", + "Consequently", + "Moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Moreover", + "furthermore", + "moreover", + "increase", + "Furthermore", + "increased", + "Moreover", + "Consequently" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "increase", + "demands", + "necessitating", + "increased", + "demanding", + "furthermore", + "demand", + "metallurgical" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "demanding", + "strain", + "tensile", + "increase", + "straining", + "resistance", + "pressure", + "resistive" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "increase", + "demanding", + "resistance", + "strain", + "tensile", + "forcing", + "pressure", + "increased" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "resistance", + "pressure", + "intensification", + "forcing", + "tensile", + "resisting", + "increase", + "intensifying" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "increase", + "forcing", + "intensification", + "resistance", + "increased", + "intensified", + "pressure", + "intensifying" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "increase", + "increased", + "intensified", + "forcing", + "intensification", + "increasing", + "increases", + "intensifying" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "increase", + "increases", + "increased", + "increasing", + "intensified", + "Consequently", + "intensification", + "Increased" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "increase", + "increases", + "increased", + "Consequently", + "consequently", + "increasing", + "thereby", + "Consequently" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "thus", + "consequently", + "therefore", + "increased", + "thereby", + "increase", + "accordingly", + "increases" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Therefore", + "Ultimately", + "This", + "Furthermore", + "Eventually", + "Which", + "Also" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Therefore", + "This", + "Also", + "Consequently", + "Furthermore", + "Ultimately", + "Thus", + "Finally" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Therefore", + "Consequently", + "This", + "Furthermore", + "Ultimately", + "Also", + "Similarly", + "Meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "Therefore", + "Furthermore", + "Ultimately", + "This", + "Similarly", + "Eventually", + "Meanwhile" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Similarly", + "Consequently", + "Therefore", + "Ultimately", + "This", + "accordingly", + "Eventually", + "Furthermore" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Similarly", + "Therefore", + "Ultimately", + "Consequently", + "Eventually", + "Meanwhile", + "Finally", + "Thus" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Therefore", + "Finally", + "Thus", + "Consequently", + "This", + "therefore", + "Similarly", + "Ultimately" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Therefore", + "therefore", + "Thus", + "Consequently", + "thus", + "This", + "Similarly", + "Hence" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Therefore", + "therefore", + "Consequently", + "This", + "thus", + "Thus", + "accordingly", + "Hence" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Therefore", + "This", + "therefore", + "this", + "thus", + "Consequently", + "Thus", + "Hence" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "Therefore", + "therefore", + "thus", + "Consequently", + "Thus", + "Hence" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Therefore", + "thus", + "Thus", + "therefore", + "Consequently", + "Hence" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Therefore", + "This", + "Thus", + "Consequently", + "Similarly", + "Finally", + "Hence", + "this" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Therefore", + "This", + "Thus", + "this", + "thus", + "Consequently", + "therefore", + "Conversely" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Therefore", + "this", + "Similarly", + "Consequently", + "Thus", + "Conversely", + "therefore" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "Therefore", + "this", + "Consequently", + "Similarly", + "Conversely", + "Finally", + "Thus" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Therefore", + "Similarly", + "Consequently", + "Finally", + "Conversely", + "Reducing", + "this" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "Therefore", + "Similarly", + "this", + "Finally", + "Similar", + "Hard", + "Conversely" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "Therefore", + "Hard", + "In", + "Heat", + "Grain", + "Thus", + "Cold" + ] + } + ], + "surprising": [ + { + "concept": "these", + "score": 28.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "between", + "output_checked": true + }, + { + "concept": "which", + "score": 23.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "that", + "output_checked": true + }, + { + "concept": "resistance", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "resist", + "output_checked": true + }, + { + "concept": "because", + "score": 19.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Moving", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 18.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "treatment", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "instead", + "score": 12.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "was", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "treatment", + "output_checked": true + }, + { + "concept": "this", + "score": 12.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "and", + "output_checked": true + }, + { + "concept": "structures", + "score": 12.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "fine", + "output_checked": true + }, + { + "concept": "toughness", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "These", + "score": 10.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-particle-strengthening-02__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-particle-strengthening-02__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-particle-strengthening-02__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-particle-strengthening-02__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-particle-strengthening-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-particle-strengthening-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Hard-particle obstacle strengthening 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Electron microscopy after deformation shows loops encircling rigid particles within a metal matrix. The particles were too hard for moving lattice imperfections to pass through directly.", + "prompt_tail": "deformation shows loops encircling rigid particles within a metal matrix. The particles were too hard for moving lattice imperfections to pass through directly.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 735, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 549 + }, + { + "label": "bowing", + "best_rank": 291, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 160 + }, + { + "label": "strengthening", + "best_rank": 309, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 204 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Also", + "It", + "Although", + "whereas", + "About", + "and", + "which", + "People" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "nt", + "d", + "t", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "l", + "ie", + "etc", + "d", + "lly", + "o", + "t" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "wards", + "l", + "i", + "upto", + "d", + "nig", + "etc" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "etc", + "thru", + "tow", + "sic", + "d", + "l", + "a", + "which" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "because", + "afterward", + "enough", + "toward", + "thru", + "Oklahoma", + "anyway", + "therefore" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thru", + "then", + "because", + "therefore", + "resulted", + "therefor", + "basically", + "and" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "because", + "therefore", + "resulted", + "then", + "thru", + "therefor", + "afterward", + "portions" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "because", + "which", + "however", + "the", + "therefore", + "then", + "Because", + "Furthermore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "because", + "also", + "and", + "however", + "although", + "then", + "the" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "which", + "however", + "then", + "but", + "although", + "because", + "they" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "which", + "Furthermore", + "although", + "whereas", + "Moreover", + "hence" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "although", + "furthermore", + "hence", + "Furthermore", + "which", + "moreover", + "whereas" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "although", + "hence", + "furthermore", + "Furthermore", + "however", + "but", + "moreover", + "somewhat" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "geological", + "geology", + "geologic", + "metallurgical", + "sedimentary", + "metallurgy", + "subsurface", + "subterranean" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "geological", + "geology", + "geologic", + "shielded", + "metallurgical", + "resistant", + "blockage", + "barrier" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "resistant", + "geologic", + "resistance", + "geological", + "metallurgical", + "geology", + "blockage", + "resisting" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "resisting", + "resistant", + "resistance", + "stubborn", + "blockage", + "refractory", + "stubbornly", + "resist" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "resisting", + "resistance", + "blockage", + "resistant", + "stubborn", + "forcing", + "resist", + "deadlock" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "resisting", + "resistance", + "resistant", + "resist", + "blockage", + "preventing", + "obstacles", + "obstacle" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "resisting", + "preventing", + "forcing", + "blockage", + "resistance", + "resist", + "forced", + "resisted" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "preventing", + "because", + "therefore", + "consequently", + "restricting", + "thus", + "forcing", + "prevented" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "because", + "consequently", + "thus", + "but", + "so", + "anyway", + "allowing", + "therefore" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "Furthermore", + "However", + "This", + "Although", + "Because", + "Additionally", + "Also" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Furthermore", + "This", + "Because", + "Therefore", + "However", + "Also", + "Additionally" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Consequently", + "Furthermore", + "Therefore", + "However", + "Instead", + "therefore", + "Meanwhile", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "Therefore", + "However", + "Instead", + "Furthermore", + "Consequently", + "consequently", + "Subsequently" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Consequently", + "Instead", + "consequently", + "instead", + "Consequently", + "therefore", + "Therefore", + "Instead" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Consequently", + "Therefore", + "therefore", + "consequently", + "Thus", + "Instead", + "thus", + "Consequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Consequently", + "therefore", + "Therefore", + "thus", + "Instead", + "consequently", + "Thus", + "Consequently" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Consequently", + "therefore", + "Therefore", + "thus", + "Instead", + "Thus", + "consequently", + "Consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "therefore", + "Instead", + "Therefore", + "thus", + "consequently", + "Consequently", + "Thus" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "therefore", + "Instead", + "Therefore", + "thus", + "instead", + "consequently", + "Consequently" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Consequently", + "therefore", + "Instead", + "Therefore", + "thus", + "consequently", + "instead", + "Thus" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "Instead", + "therefore", + "thus", + "Therefore", + "consequently", + "Thus", + "instead" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Consequently", + "Therefore", + "Instead", + "Thus", + "thus", + "therefore", + "Consequently", + "consequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Consequently", + "Therefore", + "thus", + "Instead", + "Thus", + "therefore", + "consequently", + "Consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "Instead", + "Therefore", + "Thus", + "The", + "These", + "thus", + "instead" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Consequently", + "Instead", + "Therefore", + "These", + "The", + "Thus", + "instead", + "Consequently" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Consequently", + "Instead", + "The", + "These", + "Therefore", + "Thus", + "This", + "Because" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Instead", + "The", + "Consequently", + "These", + "Therefore", + "This", + "Thus", + "instead" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "Instead", + "Consequently", + "These", + "Therefore", + "Thus", + "This", + "Dislocations" + ] + } + ], + "surprising": [ + { + "concept": "dislocations", + "score": 20.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "cling", + "output_checked": true + }, + { + "concept": "because", + "score": 17.0, + "best_rank": 1, + "best_depth": 53.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "was", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "microscopy", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "and", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "loops", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "during", + "score": 10.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "pass", + "output_checked": true + }, + { + "concept": "but", + "score": 10.0, + "best_rank": 3, + "best_depth": 56.1, + "near_token": "moving", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 9.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "a", + "output_checked": true + }, + { + "concept": "counterparts", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "rigid", + "output_checked": true + }, + { + "concept": "exhibiting", + "score": 8.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "These", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-particle-strengthening-03__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-particle-strengthening-03__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-particle-strengthening-03__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-particle-strengthening-03__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-particle-strengthening-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-particle-strengthening-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Hard-particle obstacle strengthening 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "An aged alloy gains yield strength from closely spaced stable particles. Under load, flexible line imperfections bend around each obstacle rather than slicing it.", + "prompt_tail": " aged alloy gains yield strength from closely spaced stable particles. Under load, flexible line imperfections bend around each obstacle rather than slicing it.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 27 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 517, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 569 + }, + { + "label": "bowing", + "best_rank": 1797, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 2127 + }, + { + "label": "strengthening", + "best_rank": 20, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 27, + "logit_lens_best_rank": 12 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "and", + "About", + "Although", + "which", + "People", + "Although", + "Also" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "o", + "i", + "a", + "d", + "t", + "r", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "l", + "ie", + "lly", + "o", + "d", + "t", + "nt" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "gonna", + "etc", + "thats", + "wards", + "nt", + "kinda", + "l", + "i" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "etc", + "ish", + "aka", + "y", + "a", + "ie", + "thru" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "aka", + "guy", + "kids", + "guys", + "freaking", + "gonna", + "then", + "cious" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "guy", + "gonna", + "wards", + "then", + "guys", + "basically", + "aka", + "iance" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "then", + "basically", + "guy", + "anyways", + "guys", + "afterwards", + "people", + "wards" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "because", + "then", + "the", + "this", + "who", + "and", + "afterwards" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "also", + "basically", + "then", + "because", + "the", + "anymore", + "afterwards" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "then", + "thus", + "the", + "though", + "that", + "but", + "when" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "instead", + "furthermore", + "moreover", + "thus", + "rather", + "which", + "Moreover", + "Furthermore" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "rather", + "instead", + "furthermore", + "moreover", + "Furthermore", + "Moreover", + "thus", + "which" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "rather", + "fluidity", + "laminar", + "meniscus", + "instead", + "visual", + "animation", + "aminar" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "vorticity", + "hydrodynamic", + "laminar", + "vortices", + "fluidity", + "aminar", + "animation", + "meniscus" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "laminar", + "hydrodynamic", + "fluidity", + "viscoelastic", + "ductile", + "biome", + "viscosity", + "subsurface" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "ductile", + "slowing", + "subsurface", + "protective", + "resistive", + "biome", + "mechanistic", + "plasticity" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "slowing", + "resisting", + "resistance", + "resistive", + "subsurface", + "defensive", + "resilient", + "resistant" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "slowing", + "resisting", + "resistance", + "defensive", + "defense", + "toughness", + "resistive", + "preventing" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "slowing", + "resisting", + "defense", + "preventing", + "resistance", + "toughness", + "slows", + "analogy" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "slowing", + "slows", + "protecting", + "preventing", + "avoidance", + "protects", + "protective", + "technique" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "slowing", + "slows", + "avoiding", + "technique", + "avoids", + "preventing", + "softening", + "avoidance" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "thus", + "then", + "consequently", + "instead", + "resulting", + "which", + "thereby", + "these" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Consequently", + "This", + "Furthermore", + "Which", + "Then", + "Ultimately", + "These", + "Finally" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "This", + "Furthermore", + "Therefore", + "Then", + "Also", + "Ultimately", + "Subsequently" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Consequently", + "Furthermore", + "This", + "Therefore", + "Ultimately", + "Subsequently", + "Also", + "Eventually" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "This", + "Subsequently", + "Therefore", + "Furthermore", + "Then", + "Ultimately", + "Eventually" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Consequently", + "This", + "consequently", + "Therefore", + "this", + "Subsequently", + "Eventually", + "Consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Consequently", + "This", + "Eventually", + "Therefore", + "consequently", + "These", + "this", + "Ultimately" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "Consequently", + "this", + "These", + "Therefore", + "Thus", + "thus", + "therefore" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "Consequently", + "this", + "Therefore", + "thus", + "Thus", + "therefore", + "These" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Consequently", + "thus", + "Therefore", + "Thus", + "therefore", + "consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "Consequently", + "thus", + "Therefore", + "Thus", + "This", + "therefore" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "Consequently", + "هذا", + "この", + "This", + "this", + "この" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "هذا", + "Consequently", + "This", + "この", + "this", + "この" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "This", + "Thus", + "thus", + "The" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "Thus", + "This", + "thus", + "The" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "Consequently", + "This", + "The", + "Therefore", + "Thus", + "These" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "Consequently", + "The", + "Therefore", + "This", + "These", + "Thus" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "The", + "this", + "Consequently", + "Therefore", + "These", + "Increasing", + "Result" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "The", + "Consequently", + "These", + "Therefore", + "Eventually", + "Thus" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "Thus", + "As", + "Result", + "Consequently", + "Grain" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 37.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "from", + "output_checked": true + }, + { + "concept": "these", + "score": 26.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": ",", + "output_checked": true + }, + { + "concept": "and", + "score": 19.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "flexible", + "output_checked": true + }, + { + "concept": "clusters", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "alloying", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "from", + "output_checked": true + }, + { + "concept": "causing", + "score": 11.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "than", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "particles", + "output_checked": true + }, + { + "concept": "increased", + "score": 10.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "strength", + "output_checked": true + }, + { + "concept": "this", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Under", + "output_checked": true + }, + { + "concept": "structures", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "line", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "spaced", + "output_checked": true + }, + { + "concept": "through", + "score": 10.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "strength", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-particle-strengthening-04__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-particle-strengthening-04__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-particle-strengthening-04__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-particle-strengthening-04__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-particle-strengthening-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-particle-strengthening-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Hard-particle obstacle strengthening 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A fixed particle volume fraction is refined into a larger number of smaller nonshearable obstacles. The free span available to a moving line imperfection decreases markedly.", + "prompt_tail": "cle volume fraction is refined into a larger number of smaller nonshearable obstacles. The free span available to a moving line imperfection decreases markedly.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "particle-strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 1088, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 2767 + }, + { + "label": "bowing", + "best_rank": 7266, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 77 + }, + { + "label": "strengthening", + "best_rank": 87, + "best_depth": 46.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 183 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "About", + "Although", + "Hence", + "Also", + "It", + "Hence" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "nt", + "n", + "d", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "ie", + "l", + "o", + "d", + "i", + "nt", + "etc" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "nig", + "etc", + "wards", + "etc", + "ie", + "nt", + "upto", + "l" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "thence", + "thereto", + "whereby", + "chiefly", + "whereupon", + "avourable", + "afield", + "hitherto" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thence", + "therefrom", + "thereto", + "대하여", + "thereupon", + "hitherto", + "whereupon", + "whereby" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "chiefly", + "thereto", + "whereby", + "whilst", + "whereupon", + "hitherto", + "therefrom" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thence", + "chiefly", + "whilst", + "occasioned", + "thereto", + "Whilst", + "whereby", + "hitherto" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Whilst", + "whilst", + "thence", + "whereby", + "characterised", + "hitherto", + "whereas", + "thereto" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "whereas", + "consequently", + "moreover", + "thus", + "furthermore", + "which", + "although", + "Moreover" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "consequently", + "Consequently", + "although", + "whereas", + "Furthermore", + "thus", + "thence", + "consequent" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "Consequently", + "Furthermore", + "consequently", + "Moreover", + "moreover", + "whereas", + "thereby" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "Consequently", + "Furthermore", + "consequently", + "furthermore", + "Moreover", + "Consequently", + "whereas", + "moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Consequently", + "Furthermore", + "consequently", + "furthermore", + "Moreover", + "Consequently", + "moreover", + "necessitating" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "Consequently", + "consequently", + "Furthermore", + "necessitating", + "furthermore", + "geometrical", + "diminution", + "paucity" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "density", + "constriction", + "reduction", + "congestion", + "congested", + "paucity", + "geometrically", + "denser" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "density", + "intensification", + "intensified", + "denser", + "reduction", + "constricted", + "microstructure", + "constriction" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "intensification", + "intensified", + "microscopic", + "density", + "intensifying", + "intensify", + "constriction", + "claust" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "intensification", + "intensified", + "Consequently", + "constriction", + "intensifying", + "increased", + "microscopic", + "density" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "intensified", + "intensification", + "Consequently", + "intensifying", + "constriction", + "increased", + "consequently", + "constricted" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Consequently", + "intensified", + "consequently", + "increased", + "intensification", + "intensifying", + "decreased", + "reducing" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "intensified", + "constriction", + "increased", + "decreased", + "intensification" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "consequently", + "Consequently", + "thus", + "and", + "Consequently", + "therefore", + "increased", + "but" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "and", + "Consequently", + "Also", + "Which", + "This", + "Therefore", + "However" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "Also", + "This", + "Therefore", + "Ultimately", + "While", + "Then" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "Consequently", + "Also", + "This", + "Therefore", + "Similarly", + "Additionally", + "Ultimately" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Consequently", + "Similarly", + "Subsequently", + "Also", + "Additionally", + "Meanwhile", + "Conversely" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Consequently", + "Furthermore", + "consequently", + "Consequently", + "Similarly", + "Meanwhile", + "This", + "Additionally" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Consequently", + "Furthermore", + "Meanwhile", + "Similarly", + "While", + "Therefore", + "consequently", + "This" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Consequently", + "Therefore", + "Furthermore", + "consequently", + "This", + "Additionally", + "Similarly", + "Consequently" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Consequently", + "Therefore", + "Consequently", + "consequently", + "Similarly", + "This", + "therefore", + "Furthermore" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Consequently", + "consequently", + "Therefore", + "accordingly", + "therefore", + "Similarly", + "This" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "consequently", + "Consequently", + "Therefore", + "This", + "therefore", + "accordingly", + "Similarly" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Consequently", + "This", + "consequently", + "Therefore", + "Consequently", + "The", + "this", + "Simultaneously" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "This", + "Simultaneously", + "Therefore", + "The", + "Consequently", + "consequently", + "the" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Consequently", + "The", + "This", + "Simultaneously", + "Therefore", + "Consequently", + "Similarly", + "Furthermore" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Consequently", + "The", + "This", + "Therefore", + "Simultaneously", + "Consequently", + "the", + "consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Consequently", + "The", + "This", + "Simultaneously", + "Therefore", + "Consequently", + "Conversely", + "the" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Consequently", + "The", + "This", + "Therefore", + "Simultaneously", + "Furthermore", + "Instead", + "Conversely" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "The", + "Consequently", + "This", + "Simultaneously", + "Therefore", + "Similarly", + "Furthermore", + "Because" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "The", + "This", + "Consequently", + "Simultaneously", + "Furthermore", + "the", + "Instead", + "In" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Consequently", + "In", + "A", + "The", + "Therefore", + "As" + ] + } + ], + "surprising": [ + { + "concept": "was", + "score": 41.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "volume", + "output_checked": true + }, + { + "concept": "because", + "score": 21.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "fixed", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 19.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "markedly", + "output_checked": true + }, + { + "concept": "density", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "volume", + "output_checked": true + }, + { + "concept": "between", + "score": 16.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "available", + "output_checked": true + }, + { + "concept": "space", + "score": 12.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "volume", + "output_checked": true + }, + { + "concept": "individuals", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "population", + "score": 9.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "fixed", + "output_checked": true + }, + { + "concept": "within", + "score": 9.0, + "best_rank": 2, + "best_depth": 78.0, + "near_token": "obstacles", + "output_checked": true + }, + { + "concept": "refinement", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "refined", + "output_checked": true + }, + { + "concept": "This", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "often", + "score": 8.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "is", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-particle-strengthening-05__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-particle-strengthening-05__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-particle-strengthening-05__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-particle-strengthening-05__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-particle-strengthening-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-rapid-transformation-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Rapid diffusionless steel transformation 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Austenitic steel is cooled so quickly that long-range atomic redistribution cannot occur. A hard needle-like product forms by coordinated lattice motion, and its body-centered cell is elongated along one axis.", + "prompt_tail": "ange atomic redistribution cannot occur. A hard needle-like product forms by coordinated lattice motion, and its body-centered cell is elongated along one axis.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 41 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 1902, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 41, + "logit_lens_best_rank": 713 + }, + { + "label": "Bain", + "best_rank": 13088, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 41, + "logit_lens_best_rank": 1609 + }, + { + "label": "tetragonal", + "best_rank": 63, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 41, + "logit_lens_best_rank": 7584 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "Also", + "About", + "It", + "and", + "Although", + "People" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "r", + "nt", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "l", + "lly", + "ie", + "d", + "i", + "o", + "al" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "wards", + "l", + "lly", + "d", + "o", + "ie", + "i" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "l", + "wards", + "ed", + "a", + "al", + "ally", + "d", + "y" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ible", + "in", + "toward", + "arily", + "eded", + "persons", + "enced", + "icol" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "thus", + "persons", + "ients", + "arily", + "ened", + "eded", + "therefore" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thus", + "whereas", + "therefore", + "thereby", + "thence", + "and", + "chiefly", + "principally" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "the", + "whereas", + "subsequently", + "thus", + "and", + "thereby", + "thereafter" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "also", + "the", + "thus", + "thereafter", + "subsequently", + "Additionally", + "afterward" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thus", + "which", + "thereby", + "although", + "whereas", + "thereafter", + "subsequently", + "characteristic" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "furthermore", + "moreover", + "thus", + "whereas", + "thereto", + "Furthermore", + "Moreover" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thereby", + "moreover", + "furthermore", + "characteristic", + "longitudinally", + "thus", + "whereas", + "Furthermore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "anisotropic", + "geometrical", + "characteristic", + "longitudinally", + "anisotropy", + "rectilinear", + "spheroid", + "radially" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "anisotropic", + "morphology", + "characteristic", + "longitudinally", + "geometrical", + "spheroid", + "radially", + "anisotropy" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "anisotropic", + "morphology", + "characteristic", + "hypertro", + "spheroid", + "longitudinally", + "protrusion", + "anisotropy" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "anisotropic", + "morphology", + "hypertro", + "characteristic", + "longitudinally", + "morphological", + "geometrically", + "protrusion" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "anisotropic", + "morphology", + "hypertro", + "elongated", + "hypertrophy", + "protrusion", + "spheroid", + "anatomical" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "morphology", + "anisotropic", + "protrusion", + "anatomical", + "metabolic", + "elongated", + "hypertro", + "hypertrophy" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "morphology", + "characteristic", + "elongated", + "protrusion", + "anatomical", + "anisotropic", + "spheroid", + "characteristics" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "morphology", + "anisotropic", + "characteristics", + "protrusion", + "shaped", + "shape", + "elongated" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "morphology", + "hybridization", + "characteristics", + "characteristic", + "phenotype", + "modified", + "shape", + "modification" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "consequently", + "formant", + "acoustic", + "typed", + "electron", + "flavored", + "thus", + "shaped" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Which", + "Furthermore", + "What", + "Although", + "However", + "Eventually", + "which" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Because", + "Furthermore", + "Consequently", + "Also", + "Therefore", + "However", + "Which" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "Furthermore", + "Also", + "Consequently", + "Additionally", + "Therefore", + "Meanwhile", + "However" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Furthermore", + "However", + "Consequently", + "Meanwhile", + "Subsequently", + "Therefore", + "While" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "Therefore", + "These", + "However", + "Also", + "Additionally" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "Meanwhile", + "Furthermore", + "These", + "Similarly", + "Consequently", + "While", + "Additionally" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "Therefore", + "These", + "Compared", + "Finally", + "Consequently", + "Another", + "Which" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "Therefore", + "this", + "What", + "Which", + "Consequently", + "These", + "Compared" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "What", + "Consequently", + "Therefore", + "Which", + "This", + "Additionally" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "This", + "Therefore", + "What", + "Its", + "Here", + "Which" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "this", + "This", + "هذا", + "この", + "What", + "Therefore", + "はこの" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "This", + "هذا", + "Its", + "Therefore", + "この", + "What" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "This", + "What", + "Therefore", + "Its", + "Furthermore", + "Another" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "Therefore", + "What", + "Hence", + "Its", + "It" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "Therefore", + "What", + "Its", + "The", + "Which" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "This", + "this", + "What", + "Therefore", + "The", + "It", + "Its" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "The", + "What", + "this", + "Therefore", + "It", + "Which", + "This" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "It", + "this", + "The", + "What", + "Its", + "Furthermore", + "Which" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "It", + "A", + "What", + "In", + "Here", + "Such" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 48.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "-", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 42.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 29.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "occur", + "output_checked": true + }, + { + "concept": "which", + "score": 28.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "was", + "score": 25.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "product", + "output_checked": true + }, + { + "concept": "structure", + "score": 20.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "This", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "the", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 11.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "range", + "output_checked": true + }, + { + "concept": "while", + "score": 11.0, + "best_rank": 2, + "best_depth": 68.3, + "near_token": "elongated", + "output_checked": true + }, + { + "concept": "martens", + "score": 10.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "-", + "output_checked": true + }, + { + "concept": "this", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "A", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-rapid-transformation-01__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-rapid-transformation-01__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-rapid-transformation-01__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-rapid-transformation-01__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-rapid-transformation-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-rapid-transformation-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Rapid diffusionless steel transformation 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Rapid quenching produces thin laths without allowing carbon to redistribute over long distances. The product lattice is body-centered but has unequal axial dimensions.", + "prompt_tail": "uenching produces thin laths without allowing carbon to redistribute over long distances. The product lattice is body-centered but has unequal axial dimensions.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 1495, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 850 + }, + { + "label": "Bain", + "best_rank": 4704, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 1998 + }, + { + "label": "tetragonal", + "best_rank": 56, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 751 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "Also", + "It", + "About", + "Although", + "People", + "although" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "nt", + "n", + "etc" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "lly", + "l", + "ie", + "o", + "d", + "etc", + "t", + "wards" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "lly", + "etc", + "ed", + "ableness", + "persons", + "ments", + "wards" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "sic", + "etc", + "etc", + "ed", + "persons", + "ally", + "therefore", + "and" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "persons", + "and", + "in", + "ible", + "Therefore", + "thus", + "persons" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "therefore", + "and", + "peoples", + "therefor", + "persons", + "sic", + "thus" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "therefore", + "persons", + "and", + "thus", + "which", + "whereas", + "therefor", + "peoples" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "therefore", + "and", + "whereas", + "also", + "the", + "because", + "Furthermore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "also", + "therefore", + "the", + "thus", + "Furthermore", + "and", + "whereas" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "thus", + "whereas", + "therefore", + "and", + "characteristics", + "thereto", + "thereafter" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whereas", + "thereto", + "furthermore", + "thus", + "moreover", + "which", + "thereby", + "Moreover" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "whereas", + "furthermore", + "thereto", + "moreover", + "which", + "Furthermore", + "hence", + "thus" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "anisotropic", + "geometrical", + "geomet", + "geometry", + "anisotropy", + "geometrically", + "uniaxial", + "heterogeneous" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "anisotropic", + "geometrical", + "geomet", + "heterogeneity", + "anisotropy", + "uniaxial", + "geometrically", + "morphology" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "anisotropic", + "asymmetry", + "anisotropy", + "geometrical", + "asymmetrical", + "morphology", + "geometry", + "geometrically" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "anisotropic", + "anisotropy", + "asymmetry", + "asymmetrical", + "geometrically", + "geometrical", + "heterogeneity", + "characteristic" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "anisotropic", + "anisotropy", + "geomet", + "heterogeneity", + "geometrical", + "curvature", + "asymmetry", + "geometry" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "anisotropic", + "anisotropy", + "asymmetry", + "morphology", + "characteristic", + "deformity", + "curvature", + "isotropy" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "anisotropic", + "characteristic", + "anisotropy", + "characteristics", + "asymmetry", + "asymmetrical", + "morphology", + "deformity" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "anisotropic", + "characteristic", + "characteristics", + "anisotropy", + "uniaxial", + "asymmetrical", + "heterozygous", + "shaped" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "characteristic", + "characteristics", + "anisotropic", + "hybrid", + "imperfection", + "ellipsoid", + "deformed", + "Characteristics" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "thus", + "hence", + "consequently", + "therefore", + "india", + "resulting", + "differs", + "lacking" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "This", + "Which", + "Furthermore", + "Although", + "Consequently", + "this", + "although" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Consequently", + "Furthermore", + "Because", + "Therefore", + "Its", + "Also", + "It" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "Because", + "Therefore", + "Also", + "Ultimately", + "it" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "Furthermore", + "This", + "Because", + "Therefore", + "During", + "While", + "Subsequently" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Consequently", + "This", + "Furthermore", + "this", + "Because", + "These", + "Therefore", + "While" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "These", + "this", + "Consequently", + "Therefore", + "While", + "Furthermore", + "these" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "Therefore", + "Consequently", + "These", + "this", + "Thus", + "Because", + "The" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "These", + "Such", + "Thus", + "Because" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Consequently", + "this", + "Therefore", + "Thus", + "These", + "Such", + "Hence" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "Therefore", + "Consequently", + "These", + "Thus", + "Hence", + "Such" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "Consequently", + "Therefore", + "These", + "この", + "Thus", + "هذا" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "These", + "Therefore", + "Consequently", + "Thus", + "هذا", + "这种" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "Therefore", + "Consequently", + "The", + "Thus", + "These", + "Because" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "Therefore", + "The", + "Consequently", + "Thus", + "Because", + "These" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "Therefore", + "The", + "Because", + "Consequently", + "These", + "Thus" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "The", + "Therefore", + "These", + "Because", + "Consequently", + "Such" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "The", + "Rapid", + "Because", + "Therefore", + "this", + "Such", + "These" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "The", + "this", + "Because", + "These", + "Such", + "Therefore", + "Rapid" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Rapid", + "These", + "Such", + "A", + "It", + "In" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 27.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "was", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "quenching", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "l", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 13.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 12.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "distances", + "output_checked": true + }, + { + "concept": "which", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "without", + "output_checked": true + }, + { + "concept": "therefore", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "is", + "output_checked": true + }, + { + "concept": "retains", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "periods", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "long", + "output_checked": true + }, + { + "concept": "time", + "score": 8.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "allowing", + "output_checked": true + }, + { + "concept": "thus", + "score": 7.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "is", + "output_checked": true + }, + { + "concept": "and", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "thin", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-rapid-transformation-02__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-rapid-transformation-02__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-rapid-transformation-02__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-rapid-transformation-02__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-rapid-transformation-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-rapid-transformation-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Rapid diffusionless steel transformation 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A steel sample transforms almost instantaneously during severe cooling. Atoms move cooperatively over short distances, producing a hard plate-like phase with one stretched unit-cell axis.", + "prompt_tail": "lmost instantaneously during severe cooling. Atoms move cooperatively over short distances, producing a hard plate-like phase with one stretched unit-cell axis.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 33 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 1625, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 2265 + }, + { + "label": "Bain", + "best_rank": 9054, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 1232 + }, + { + "label": "tetragonal", + "best_rank": 33, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 33, + "logit_lens_best_rank": 3105 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Although", + "About", + "Also", + "and", + "Although", + "ately", + "Also" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "r", + "n", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "l", + "lly", + "d", + "al", + "r", + "o", + "le" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "l", + "d", + "etc", + "al", + "r", + "i", + "le" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "to", + "wards", + "al", + "via", + "a", + "l", + "atop", + "d" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "atop", + "opian", + "ensed", + "unks", + "idia", + "grim", + "enses", + "oused" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ened", + "rump", + "aken", + "wards", + "enced", + "ably", + "eward", + "al" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "filmed", + "thereafter", + "portions", + "environs", + "subsequently", + "populace", + "yses", + "aken" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "subsequently", + "utilizing", + "during", + "afterward", + "filmmaking", + "the", + "detailing" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thereafter", + "Uttarakhand", + "Hokkaido", + "subsequently", + "Sarawak", + "Makassar", + "Himachal", + "Odisha" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "thence", + "later", + "notable", + "thus", + "morphology", + "which", + "delineation" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereafter", + "hence", + "composition", + "thus", + "whereas", + "thence", + "subunit", + "orientation" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "moiety", + "periodicity", + "thereafter", + "subunit", + "hence", + "unit", + "orientation", + "uniaxial" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "anisotropic", + "anisotropy", + "uniaxial", + "perpendicular", + "perpendicularly", + "axial", + "longitudinally", + "protrusion" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "anisotropic", + "anisotropy", + "uniaxial", + "morphology", + "longitudinally", + "protrusion", + "elongation", + "axial" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "anisotropic", + "anisotropy", + "morphology", + "protrusion", + "uniaxial", + "microstructure", + "longitudinally", + "meniscus" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "anisotropic", + "perpendicular", + "protrusion", + "uniaxial", + "anisotropy", + "axial", + "morphology", + "extrusion" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "anisotropic", + "longitudinally", + "biome", + "axial", + "uniaxial", + "extrusion", + "protrusion", + "anisotropy" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "anisotropic", + "protrusion", + "axial", + "uniaxial", + "genetically", + "morphology", + "biome", + "longitudinally" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "anisotropic", + "morphology", + "characteristic", + "protrusion", + "uniaxial", + "biome", + "anisotropy", + "extrusion" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "protrusion", + "morphology", + "anisotropic", + "uniaxial", + "characteristic", + "genetically", + "anisotropy", + "extrusion" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "characteristic", + "morphology", + "haplotype", + "hybridization", + "hapl", + "protrusion", + "genetically", + "modification" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "one", + "afterward", + "neighbor", + "hitch", + "mountain", + "neighbors", + "snow", + "unoccupied" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Consequently", + "Furthermore", + "Which", + "this", + "Interestingly", + "Therefore", + "이는" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Consequently", + "Furthermore", + "Therefore", + "Because", + "Why", + "Interestingly", + "However" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "Consequently", + "Furthermore", + "Ultimately", + "However", + "Therefore", + "Subsequently", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Consequently", + "Furthermore", + "Subsequently", + "Interestingly", + "However", + "Therefore", + "Ultimately" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "this", + "Consequently", + "Subsequently", + "These", + "Furthermore", + "This", + "Therefore" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "this", + "Consequently", + "These", + "During", + "Meanwhile", + "Subsequently", + "Eventually" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "These", + "Consequently", + "This", + "Because", + "Recently", + "この" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "this", + "この", + "These", + "This", + "Consequently", + "Therefore", + "Because" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "この", + "This", + "Consequently", + "هذا", + "Recently", + "Describe" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "この", + "This", + "هذا", + "この", + "this", + "इस" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "هذا", + "この", + "この", + "This", + "इस", + "this" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "هذا", + "この", + "この", + "This", + "इस", + "this" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "This", + "هذا", + "この", + "The", + "this", + "この" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "The", + "この", + "هذا", + "この", + "this" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "この", + "هذا", + "The", + "この", + "इस" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "The", + "This", + "この", + "هذا", + "Analyzing", + "この" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "The", + "Understanding", + "Because", + "Analyzing", + "Simultaneously", + "This" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "The", + "Because", + "Simultaneously", + "During", + "Understanding", + "Like" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Understanding", + "In", + "Cooling", + "Nucle", + "Hard", + "A" + ] + } + ], + "surprising": [ + { + "concept": "and", + "score": 37.0, + "best_rank": 1, + "best_depth": 53.7, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "rather", + "score": 19.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "over", + "output_checked": true + }, + { + "concept": "because", + "score": 19.0, + "best_rank": 3, + "best_depth": 63.4, + "near_token": "A", + "output_checked": true + }, + { + "concept": "into", + "score": 17.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "transforms", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "rapidly", + "score": 14.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "from", + "score": 14.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "instantaneousl", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "short", + "output_checked": true + }, + { + "concept": "was", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "sample", + "output_checked": true + }, + { + "concept": "structure", + "score": 13.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "like", + "output_checked": true + }, + { + "concept": "dimension", + "score": 13.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "stretched", + "output_checked": true + }, + { + "concept": "metamorphosis", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "during", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-rapid-transformation-03__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-rapid-transformation-03__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-rapid-transformation-03__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-rapid-transformation-03__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-rapid-transformation-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-rapid-transformation-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Rapid diffusionless steel transformation 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Suppressing atomic redistribution during cooling converts the parent face-centered phase into a hard acicular product. The new body-centered cell has a c-to-a ratio different from one.", + "prompt_tail": "tribution during cooling converts the parent face-centered phase into a hard acicular product. The new body-centered cell has a c-to-a ratio different from one.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 38 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 6256, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 38, + "logit_lens_best_rank": 1916 + }, + { + "label": "Bain", + "best_rank": 12065, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 38, + "logit_lens_best_rank": 2928 + }, + { + "label": "tetragonal", + "best_rank": 30, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 38, + "logit_lens_best_rank": 12817 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "About", + "Also", + "which", + "It", + "and", + "Although", + "however" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "o", + "i", + "a", + "d", + "nt", + "r", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "ie", + "l", + "lly", + "o", + "gonna", + "kinda", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "grosse", + "wards", + "ie", + "ised", + "centre", + "abouts", + "centre", + "realised" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "maybe", + "basically", + "gonna", + "kinda", + "ie", + "etc", + "etc", + "probably" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "maybe", + "basically", + "got", + "gonna", + "probably", + "guys", + "everybody", + "somebody" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "basically", + "everybody", + "maybe", + "somebody", + "probably", + "kinda", + "guys" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "basically", + "gonna", + "maybe", + "everybody", + "somebody", + "guys", + "kinda", + "probably" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "basically", + "maybe", + "gonna", + "which", + "alot", + "probably", + "whereas", + "got" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "basically", + "which", + "maybe", + "probably", + "also", + "whereas", + "Basically", + "kinda" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "maybe", + "which", + "whereas", + "basically", + "anymore", + "hence", + "probably", + "however" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whereas", + "which", + "hence", + "namely", + "anymore", + "furthermore", + "moreover", + "however" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "whereas", + "hence", + "which", + "namely", + "moreover", + "furthermore", + "anymore", + "besides" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "whereas", + "hence", + "namely", + "which", + "moreover", + "maybe", + "furthermore", + "Moreover" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "whereas", + "hence", + "namely", + "moreover", + "which", + "geometrical", + "maths", + "furthermore" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "whereas", + "hence", + "geometrical", + "namely", + "although", + "gaussian", + "matemat", + "probably" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "whereas", + "deviation", + "geometrical", + "matemat", + "dimensionless", + "gaussian", + "hence", + "difference" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "geometrical", + "deviation", + "geomet", + "anisotropy", + "dimensionless", + "peculiarity", + "anisotropic", + "geometry" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "deviation", + "geometrical", + "peculiarity", + "deviate", + "peculiar", + "whereas", + "difference", + "hence" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "deviation", + "peculiarity", + "peculiar", + "geometrical", + "hence", + "deviate", + "whereas", + "deviated" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "whereas", + "differs", + "deviate", + "deviation", + "hence", + "difference", + "differ", + "because" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "whereas", + "Consequently", + "peculiarity", + "hence", + "consequently", + "deviate", + "discontinuity", + "because" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "hence", + "accordingly", + "thus", + "also", + "Moreover", + "besides", + "therefore", + "consequently" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "This", + "Which", + "Also", + "which", + "Consequently", + "Moreover", + "Its" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Furthermore", + "Therefore", + "Consequently", + "Also", + "Because", + "Its", + "Which" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "Therefore", + "Also", + "Because", + "Moreover", + "Thus" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "Therefore", + "However", + "Moreover", + "Meanwhile", + "Because" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "Therefore", + "Additionally", + "Also", + "Moreover", + "These" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "Consequently", + "Furthermore", + "Therefore", + "Meanwhile", + "These", + "Moreover", + "Additionally" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "Furthermore", + "Thus", + "Meanwhile", + "Additionally", + "Finally" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "this", + "Thus", + "therefore", + "Furthermore", + "Consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Consequently", + "this", + "Therefore", + "This", + "Thus", + "therefore", + "Consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "This", + "therefore", + "Thus", + "this" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "This", + "Consequently", + "Therefore", + "this", + "هذا", + "Thus" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "This", + "Consequently", + "this", + "Therefore", + "هذا", + "Thus" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "This", + "Consequently", + "Therefore", + "Thus", + "Consequently", + "Furthermore" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "Therefore", + "Consequently", + "Thus", + "Hence", + "Consequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "Consequently", + "Therefore", + "Thus", + "Hence", + "The" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "This", + "Therefore", + "Consequently", + "The", + "Thus", + "Furthermore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "The", + "This", + "Furthermore", + "Thus" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "The", + "Therefore", + "Consequently", + "This", + "Furthermore", + "Thus" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "This", + "Thus", + "Therefore", + "A", + "Consequently", + "In" + ] + } + ], + "surprising": [ + { + "concept": "metallurgical", + "score": 22.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "structure", + "score": 19.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "new", + "output_checked": true + }, + { + "concept": "which", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "icular", + "output_checked": true + }, + { + "concept": "axis", + "score": 18.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "-", + "output_checked": true + }, + { + "concept": "that", + "score": 16.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ratio", + "output_checked": true + }, + { + "concept": "morphology", + "score": 15.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "cell", + "output_checked": true + }, + { + "concept": "because", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "different", + "output_checked": true + }, + { + "concept": "whereas", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "simulation", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "during", + "output_checked": true + }, + { + "concept": "was", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "body", + "output_checked": true + }, + { + "concept": "rather", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "and", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "ing", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-rapid-transformation-04__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-rapid-transformation-04__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-rapid-transformation-04__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-rapid-transformation-04__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-rapid-transformation-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-rapid-transformation-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Rapid diffusionless steel transformation 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A quenched carbon steel contains packets of fine laths and high internal strain. Formation required a coordinated shape change rather than long-range solute transport.", + "prompt_tail": "hed carbon steel contains packets of fine laths and high internal strain. Formation required a coordinated shape change rather than long-range solute transport.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "rapid-transformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + }, + { + "label": "tetragonal", + "surfaces": [ + "tetragonal" + ], + "token_ids": [ + 184173 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 247, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 176 + }, + { + "label": "Bain", + "best_rank": 2625, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 1123 + }, + { + "label": "tetragonal", + "best_rank": 9028, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 1090 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "About", + "Also", + "It", + "although", + "People", + "however" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "o", + "i", + "a", + "d", + "nt", + "n", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "d", + "o", + "lly", + "al", + "r", + "i", + "wards" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "l", + "nig", + "nt", + "sic", + "d", + "wards", + "n" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "sic", + "thence", + "ably", + "via", + "thru", + "etc", + "a", + "d" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thereafter", + "aided", + "thus", + "therein", + "thence", + "herein", + "pursuant", + "하였" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "thus", + "thereafter", + "wherein", + "tenets", + "resultant", + "therefore", + "therein" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thereafter", + "thus", + "wherein", + "therefore", + "utilizing", + "utilized", + "resultant", + "thereby" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Furthermore", + "thereafter", + "thus", + "furthermore", + "therefore", + "utilizing", + "Africa", + "African" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thus", + "utilizing", + "therefore", + "Additionally", + "Furthermore", + "thereafter", + "utilized", + "etiology" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "etiology", + "thus", + "thence", + "necessitating", + "resultant", + "proximal", + "proximate" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thus", + "thereby", + "purview", + "furthermore", + "hence", + "whereas", + "etiology", + "thence" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "purview", + "resultant", + "necessitating", + "etiology", + "resulted", + "lacked", + "reliance", + "requisite" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "resultant", + "requisite", + "purview", + "necessitating", + "necessitated", + "nascent", + "necessity", + "etiology" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "geochemical", + "catalysis", + "morphology", + "etiology", + "empirical", + "biosynthesis", + "geology", + "resultant" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "etiology", + "biosynthesis", + "microstructure", + "empirical", + "nucleation", + "geochemical", + "feedstock", + "catalysis" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "evolutionary", + "etiology", + "genetic", + "microstructure", + "biosynthesis", + "molecular", + "impetus", + "genetically" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "structural", + "kinetic", + "kinetics", + "microstructure", + "evolutionary", + "catalysis", + "kinet", + "molecular" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "evolutionary", + "kinetic", + "propulsion", + "catalysis", + "kinetics", + "impetus", + "biosynthesis", + "structural" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "evolutionary", + "propulsion", + "kinetic", + "impetus", + "kinetics", + "catalysis", + "kinet", + "anthropological" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "kinetic", + "emphasis", + "anthropology", + "primarily", + "kinetics", + "evolutionary", + "focus", + "movement" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "kinetic", + "focused", + "focus", + "kinetics", + "anthropology", + "emphasis", + "mechanistic", + "empirical" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "thus", + "focused", + "primarily", + "lacked", + "rather", + "therefore", + "needed", + "mattered" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Therefore", + "Which", + "Consequently", + "Ultimately", + "This", + "It", + "Thus" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "This", + "Therefore", + "Ultimately", + "Hence", + "It", + "Its" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "Consequently", + "Therefore", + "Ultimately", + "This", + "Finally", + "Thus", + "Perhaps" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "Furthermore", + "Therefore", + "This", + "Ultimately", + "Subsequently", + "Hence", + "Moreover" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Consequently", + "Therefore", + "Furthermore", + "This", + "consequently", + "Thus", + "Hence", + "Ultimately" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Consequently", + "Therefore", + "These", + "Thus", + "This", + "Hence", + "consequently", + "therefore" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Therefore", + "Consequently", + "therefore", + "Thus", + "These", + "Hence", + "thus", + "This" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Therefore", + "Consequently", + "therefore", + "thus", + "Thus", + "Hence", + "hence", + "This" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Therefore", + "therefore", + "thus", + "Thus", + "Hence", + "This", + "These" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Therefore", + "Consequently", + "therefore", + "thus", + "This", + "These", + "this", + "Thus" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "Therefore", + "Consequently", + "this", + "thus", + "therefore", + "Hence", + "Thus" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Therefore", + "this", + "Consequently", + "These", + "thus", + "Hence", + "Thus" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Therefore", + "Consequently", + "This", + "Thus", + "Hence", + "thus", + "These", + "therefore" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Therefore", + "Thus", + "This", + "Consequently", + "thus", + "Hence", + "These", + "therefore" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Therefore", + "This", + "These", + "Thus", + "Consequently", + "Hence", + "thus", + "Its" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "Therefore", + "These", + "Consequently", + "Thus", + "Hence", + "Its", + "The" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "These", + "Therefore", + "Consequently", + "The", + "Thus", + "Hence", + "Its" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "These", + "Therefore", + "The", + "Thus", + "Hence", + "Its", + "Consequently" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "These", + "Therefore", + "Thus", + "Its", + "High", + "Hence" + ] + } + ], + "surprising": [ + { + "concept": "metallurgical", + "score": 25.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 18.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "range", + "output_checked": true + }, + { + "concept": "was", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "carbon", + "output_checked": true + }, + { + "concept": "clusters", + "score": 16.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "packets", + "output_checked": true + }, + { + "concept": "because", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "required", + "output_checked": true + }, + { + "concept": "which", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "transformation", + "score": 13.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "change", + "output_checked": true + }, + { + "concept": "migration", + "score": 11.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "transport", + "output_checked": true + }, + { + "concept": "This", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "involving", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "change", + "output_checked": true + }, + { + "concept": "ferrite", + "score": 8.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "of", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-rapid-transformation-05__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-rapid-transformation-05__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-rapid-transformation-05__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-rapid-transformation-05__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-rapid-transformation-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-line-defect-motion-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Crystal line-imperfection motion 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Under resolved loading, a line imperfection moves across a close-packed plane in the direction of its mismatch vector, leaving a permanent offset at the free surface.", + "prompt_tail": "resolved loading, a line imperfection moves across a close-packed plane in the direction of its mismatch vector, leaving a permanent offset at the free surface.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 16, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 18563 + }, + { + "label": "glide", + "best_rank": 3482, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 8361 + }, + { + "label": "slip", + "best_rank": 6091, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 38147 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "About", + "whereas", + "Also", + "Although", + "It", + "and", + "although" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "d", + "r", + "nt", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "o", + "d", + "i", + "r", + "etc", + "t" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "d", + "c", + "r", + "wards", + "o", + "a", + "al" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "to", + "wards", + "colour", + "in", + "a", + "l", + "al", + "its" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "iting", + "enced", + "thereafter", + "ened", + "atop", + "cted", + "ile", + "rue" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thereafter", + "thence", + "ened", + "enced", + "ably", + "al", + "rump", + "wards" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thereafter", + "subsequently", + "thence", + "whilst", + "wherein", + "utilising", + "thus", + "forthwith" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "subsequently", + "wherein", + "utilising", + "utilised", + "utilizing", + "Furthermore", + "whilst" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thereafter", + "subsequently", + "henceforth", + "subsequent", + "Furthermore", + "upon", + "during", + "Selangor" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "thence", + "subsequently", + "whereupon", + "Thereafter", + "henceforth", + "subsequent", + "wherein" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereafter", + "thence", + "henceforth", + "whereupon", + "furthermore", + "thereby", + "subsequently", + "wherein" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thereafter", + "thence", + "henceforth", + "whereupon", + "furthermore", + "thereby", + "subsequently", + "Furthermore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thereafter", + "thence", + "subsequently", + "whereupon", + "Furthermore", + "Thereafter", + "permanence", + "Subsequently" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "thereafter", + "permanence", + "subsequently", + "subsequent", + "rupture", + "thence", + "terminus", + "permanently" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "rupture", + "subsequent", + "sedimentation", + "permanence", + "indelible", + "terminus", + "ischemic", + "cessation" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "terminus", + "permanence", + "distal", + "rupture", + "indelible", + "sedimentation", + "permanently", + "subsequent" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "indelible", + "permanence", + "sedimentation", + "sediment", + "discontinuity", + "rupture", + "permanently", + "subsequent" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "subsequent", + "sedimentation", + "resulting", + "discharge", + "discontinuity", + "resultant", + "sediment", + "irrevers" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "subsequent", + "subsequently", + "resulting", + "resultant", + "consequence", + "discontinuity", + "irrevers", + "thereafter" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "resulting", + "resultant", + "subsequently", + "subsequent", + "permanently", + "permanent", + "thereafter", + "consequent" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "resulting", + "subsequently", + "thereby", + "culmination", + "termination", + "consequence", + "subsequent", + "Consequently" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "consequently", + "subsequently", + "thus", + "thereby", + "thereafter", + "afterward", + "resulting", + "accordingly" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Which", + "Consequently", + "subsequently", + "Ultimately", + "Additionally", + "which", + "Furthermore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Consequently", + "Furthermore", + "Subsequently", + "However", + "Ultimately", + "Additionally", + "Also" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "Additionally", + "Also", + "Subsequently", + "Similarly", + "However" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Similarly", + "Furthermore", + "Subsequently", + "Additionally", + "Meanwhile", + "Consequently", + "Conversely" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "Similarly", + "Additionally", + "Subsequently", + "Meanwhile", + "Consequently", + "Furthermore", + "this" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "Similarly", + "Meanwhile", + "this", + "Subsequently", + "Additionally", + "Conversely", + "However" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "Meanwhile", + "Similarly", + "this", + "Consequently", + "Additionally", + "Conversely", + "During" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "Similarly", + "Meanwhile", + "this", + "Consequently", + "Conversely", + "Additionally", + "During" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Similarly", + "Meanwhile", + "Conversely", + "Consequently", + "Additionally", + "During" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "Similarly", + "Meanwhile", + "Conversely", + "This", + "Additionally", + "Consequently" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "this", + "Similarly", + "هذا", + "Conversely", + "This", + "この", + "Meanwhile" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "Similarly", + "هذا", + "This", + "Conversely", + "Likewise", + "Similar" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "Similarly", + "This", + "Conversely", + "Simultaneously", + "Meanwhile", + "Similar" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "Similarly", + "Conversely", + "Meanwhile", + "Likewise", + "Simultaneously" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "Similarly", + "Conversely", + "Meanwhile", + "When", + "If" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "This", + "Similarly", + "Conversely", + "Additionally", + "Meanwhile", + "If" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Similarly", + "this", + "In", + "Conversely", + "Simultaneously", + "When", + "Similar" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "Similarly", + "In", + "During", + "When", + "Throughout", + "Simultaneously" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "In", + "The", + "If", + "When", + "Resolved", + "Resol", + "For" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 35.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "Under", + "output_checked": true + }, + { + "concept": "which", + "score": 20.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "loading", + "output_checked": true + }, + { + "concept": "This", + "score": 15.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "causing", + "score": 15.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": ",", + "output_checked": true + }, + { + "concept": "was", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "imperfection", + "output_checked": true + }, + { + "concept": "behind", + "score": 12.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "leaving", + "output_checked": true + }, + { + "concept": "problems", + "score": 11.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "resolved", + "output_checked": true + }, + { + "concept": "propagation", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "traversing", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "density", + "score": 8.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "close", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 8.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "appears", + "score": 8.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "line", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-line-defect-motion-01__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-line-defect-motion-01__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-line-defect-motion-01__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-line-defect-motion-01__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-line-defect-motion-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-line-defect-motion-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Crystal line-imperfection motion 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Plastic strain begins when mobile line imperfections sweep across selected crystallographic planes and create small surface steps.", + "prompt_tail": "Plastic strain begins when mobile line imperfections sweep across selected crystallographic planes and create small surface steps.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 19 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 683, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 19, + "logit_lens_best_rank": 3080 + }, + { + "label": "glide", + "best_rank": 1246, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 19, + "logit_lens_best_rank": 5709 + }, + { + "label": "slip", + "best_rank": 617, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 19, + "logit_lens_best_rank": 1058 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "About", + "whereas", + "Also", + "although", + "College", + "Although", + "It" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "n", + "nt", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "o", + "d", + "i", + "lly", + "t", + "r", + "n" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "l", + "o", + "a", + "r", + "d", + "i", + "n" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "to", + "a", + "l", + "s", + "in", + "o", + "r", + "is" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ses", + "eded", + "ients", + "ily", + "ier", + "ially", + "enes", + "ions" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ients", + "eded", + "ided", + "al", + "ially", + "ures", + "o", + "ued" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "ures", + "and", + "Additionally", + "during", + "ily", + "s", + "enes", + "Additionally" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Additionally", + "Furthermore", + "this", + "to", + "during", + "while", + "Additionally", + "and" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Furthermore", + "Additionally", + "this", + "which", + "during", + "subsequently", + "Additionally", + "the" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "which", + "the", + "to", + "their", + "although", + "where", + "characteristic" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "Furthermore", + "furthermore", + "wherein", + "which", + "fabricated", + "the", + "characterized", + "epidermal" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "initiating", + "Furthermore", + "initiates", + "wherein", + "begins", + "beginning", + "rudimentary", + "which" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "initiating", + "rudimentary", + "nascent", + "incipient", + "initiates", + "sedimentary", + "metallurgical", + "burgeoning" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "initiating", + "incipient", + "initiates", + "rudimentary", + "nascent", + "metallurgical", + "coalescence", + "morphology" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "incipient", + "nascent", + "rudimentary", + "initiating", + "embryonic", + "morphology", + "microstructure", + "metallurgical" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "incipient", + "nascent", + "initiating", + "rudimentary", + "initiates", + "embryonic", + "initiation", + "microscopic" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "initiating", + "initiation", + "initiates", + "incipient", + "nascent", + "commencement", + "آغاز", + "embryonic" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "initiating", + "initiation", + "incipient", + "initiates", + "awakening", + "nascent", + "onset", + "commencement" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "initiating", + "initiates", + "initiation", + "incipient", + "nascent", + "commencement", + "awakening", + "embryonic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "gradually", + "initiates", + "microscopic", + "evolutionary", + "microorganisms", + "initiating", + "embryonic", + "microstructure" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "microorganisms", + "gradually", + "evolutionary", + "biologically", + "physiologically", + "anthropogenic", + "Gradually", + "microstructure" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "typically", + "primarily", + "ذریع", + "these", + "this", + "mainly", + "physically", + "originally" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Which", + "Also", + "Furthermore", + "These", + "Although", + "Additionally", + "Consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Also", + "Furthermore", + "Consequently", + "These", + "Because", + "Which", + "Additionally" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "Furthermore", + "Also", + "Consequently", + "These", + "Additionally", + "Therefore", + "Ultimately" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "Also", + "Additionally", + "Then", + "Subsequently", + "These" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Furthermore", + "Additionally", + "This", + "Consequently", + "These", + "Also", + "Subsequently", + "Meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "These", + "Meanwhile", + "Similarly", + "Additionally", + "Furthermore", + "This", + "Consequently", + "During" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "Meanwhile", + "Consequently", + "This", + "Similarly", + "These", + "Additionally", + "Therefore" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "These", + "Consequently", + "This", + "Meanwhile", + "Similarly", + "these", + "Therefore", + "Additionally" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "These", + "Consequently", + "This", + "Meanwhile", + "Similarly", + "these", + "These", + "Additionally" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "This", + "these", + "this", + "Consequently", + "These", + "Meanwhile", + "Therefore" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "These", + "This", + "this", + "these", + "Consequently", + "Similarly", + "Therefore", + "Additionally" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "These", + "This", + "these", + "this", + "Consequently", + "Similarly", + "These", + "Therefore" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "These", + "Similarly", + "Consequently", + "These", + "Therefore", + "Simultaneously", + "This" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "These", + "This", + "These", + "Consequently", + "Similarly", + "Therefore", + "these", + "This" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "This", + "These", + "This", + "Similarly", + "Consequently", + "Therefore", + "these" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "These", + "This", + "These", + "Therefore", + "This", + "Similarly", + "The", + "Consequently" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "These", + "This", + "Similarly", + "The", + "Therefore", + "Consequently", + "Like", + "Similar" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "These", + "This", + "Similarly", + "The", + "It", + "Like", + "Similar", + "Each" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Plastic", + "This", + "These", + "The", + "Plastic", + "Small", + "Surface", + "It" + ] + } + ], + "surprising": [ + { + "concept": "dislocations", + "score": 22.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "line", + "output_checked": true + }, + { + "concept": "the", + "score": 17.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "across", + "output_checked": true + }, + { + "concept": "areas", + "score": 12.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "selected", + "output_checked": true + }, + { + "concept": "alterations", + "score": 12.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "create", + "output_checked": true + }, + { + "concept": "which", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "initiating", + "score": 9.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "when", + "output_checked": true + }, + { + "concept": "These", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "displacements", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "small", + "output_checked": true + }, + { + "concept": "whereas", + "score": 8.0, + "best_rank": 59, + "best_depth": 68.3, + "near_token": "planes", + "output_checked": true + }, + { + "concept": "was", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "strain", + "output_checked": true + }, + { + "concept": "regions", + "score": 6.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "across", + "output_checked": true + }, + { + "concept": "into", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "sweep", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-line-defect-motion-02__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-line-defect-motion-02__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-line-defect-motion-02__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-line-defect-motion-02__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-line-defect-motion-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-line-defect-motion-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Crystal line-imperfection motion 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A single crystal deforms by the passage of linear lattice imperfections along densely packed planes. Their motion produces an irreversible relative displacement of the crystal halves.", + "prompt_tail": "s by the passage of linear lattice imperfections along densely packed planes. Their motion produces an irreversible relative displacement of the crystal halves.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 12, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 411 + }, + { + "label": "glide", + "best_rank": 1274, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 724 + }, + { + "label": "slip", + "best_rank": 433, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 336 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "About", + "although", + "It", + "Hence", + "Although", + "Also" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "n", + "r", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "l", + "etc", + "o", + "d", + "ie", + "i", + "lly" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "l", + "wards", + "sic", + "etc", + "ie", + "d", + "i" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "thence", + "sic", + "thereto", + "whereby", + "therefrom", + "therefore", + "persons", + "therefor" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thence", + "therefrom", + "therein", + "persons", + "thereto", + "therewith", + "thereby", + "thus" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "persons", + "whereby", + "thereto", + "thereupon", + "therefrom", + "therewith", + "whereupon" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thence", + "persons", + "whereby", + "thus", + "thereby", + "therefrom", + "thereto", + "therefore" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "thus", + "whereby", + "Whilst", + "thereby", + "thereafter", + "therefore", + "Consequently" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thereafter", + "which", + "thus", + "subsequently", + "thereby", + "Furthermore", + "henceforth", + "wherein" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "thereby", + "subsequently", + "wherein", + "thus", + "thence", + "whereby", + "henceforth" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thence", + "thereby", + "wherein", + "thereafter", + "henceforth", + "thereto", + "whereupon", + "whereby" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thence", + "thereby", + "whereby", + "henceforth", + "wherein", + "whereupon", + "thereafter", + "thus" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thence", + "thereby", + "whereby", + "thereafter", + "subsequently", + "concomitant", + "wherein", + "whereupon" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "thereby", + "thence", + "concomitant", + "subsequently", + "concomit", + "resultant", + "thereafter", + "whereby" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "irrevers", + "resultant", + "irrevoc", + "concomitant", + "sedimentation", + "transdu", + "thereby", + "whereby" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "irrevers", + "resultant", + "irrevoc", + "unidirectional", + "whereby", + "concomitant", + "displacement", + "rupture" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "irrevers", + "displacement", + "discontinuous", + "rupture", + "sedimentation", + "transdu", + "resultant", + "effecting" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "irrevers", + "resultant", + "thereby", + "constituting", + "thence", + "effecting", + "resultante", + "discontinuous" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "thereby", + "constituting", + "resultant", + "consequent", + "thence", + "subsequently", + "whereby", + "irrevers" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "thereby", + "whereby", + "resultant", + "constituting", + "therefore", + "consequent", + "thus", + "resulting" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "thereby", + "thus", + "Consequently", + "hence", + "consequent", + "constituting", + "resultant", + "signifying" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "thus", + "thereby", + "consequently", + "therefore", + "Thus", + "accordingly", + "hence", + "Consequently" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Which", + "This", + "Consequently", + "Therefore", + "which", + "Furthermore", + "Ultimately", + "These" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "Furthermore", + "Ultimately", + "Also", + "These", + "this" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "Therefore", + "Furthermore", + "this", + "Consequently", + "Ultimately", + "These", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Consequently", + "Therefore", + "this", + "Furthermore", + "These", + "Ultimately", + "Eventually" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "this", + "These", + "these", + "Therefore", + "Consequently", + "These", + "therefore" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "this", + "These", + "these", + "This", + "Therefore", + "Consequently", + "These", + "They" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "This", + "this", + "these", + "Therefore", + "Consequently", + "These", + "Because" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "These", + "This", + "this", + "these", + "They", + "Therefore", + "Their", + "These" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "These", + "this", + "This", + "these", + "These", + "Therefore", + "They", + "Consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "these", + "These", + "This", + "These", + "هذه", + "these", + "diesen" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "these", + "This", + "These", + "هذه", + "هذا", + "この", + "この" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "these", + "These", + "This", + "هذه", + "These", + "이러한", + "these" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "These", + "this", + "these", + "They", + "These", + "The", + "This" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "These", + "these", + "The", + "This", + "These", + "Therefore" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "These", + "these", + "The", + "This", + "We", + "Therefore" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "These", + "this", + "these", + "The", + "We", + "This", + "Therefore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "These", + "this", + "The", + "We", + "these", + "Because", + "Therefore" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "These", + "this", + "The", + "We", + "these", + "When", + "They" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "These", + "The", + "We", + "In", + "A", + "When", + "For" + ] + } + ], + "surprising": [ + { + "concept": "deformation", + "score": 28.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "by", + "output_checked": true + }, + { + "concept": "dislocations", + "score": 23.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "of", + "output_checked": true + }, + { + "concept": "because", + "score": 22.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "forms", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "which", + "score": 19.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Their", + "output_checked": true + }, + { + "concept": "individuals", + "score": 13.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "called", + "score": 13.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "imperfections", + "output_checked": true + }, + { + "concept": "both", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "produces", + "output_checked": true + }, + { + "concept": "atoms", + "score": 12.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "linear", + "output_checked": true + }, + { + "concept": "This", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "movement", + "score": 10.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "motion", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-line-defect-motion-03__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-line-defect-motion-03__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-line-defect-motion-03__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-line-defect-motion-03__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-line-defect-motion-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-line-defect-motion-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Crystal line-imperfection motion 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Etch pits tracing mobile line imperfections shift across a crystal during loading. Each passage leaves a step whose direction follows the mismatch vector.", + "prompt_tail": "Etch pits tracing mobile line imperfections shift across a crystal during loading. Each passage leaves a step whose direction follows the mismatch vector.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 63, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 2725 + }, + { + "label": "glide", + "best_rank": 276, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 3001 + }, + { + "label": "slip", + "best_rank": 2176, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 1881 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "Also", + "It", + "Although", + "About", + "whereas", + "although", + "Also" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "etc", + "nt", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "etc", + "wards", + "o", + "ie", + "lly", + "l", + "d", + "i" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "wards", + "etc", + "or", + "d", + "ie", + "l", + "i" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "etc", + "sic", + "wards", + "thence", + "a", + "d", + "or", + "in" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therein", + "thus", + "thence", + "therefore", + "thereon", + "henceforth", + "therefor", + "herein" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "thus", + "forthwith", + "wards", + "whence", + "whereby", + "thereon", + "hence" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thus", + "thence", + "whilst", + "therefore", + "whence", + "hence", + "thereafter", + "wherein" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thus", + "which", + "hence", + "therefore", + "accordingly", + "thereafter", + "Hence", + "henceforth" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thus", + "thereafter", + "which", + "henceforth", + "also", + "hence", + "accordingly", + "therein" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thus", + "thereafter", + "hence", + "which", + "thence", + "to", + "henceforth", + "accordingly" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "moreover", + "thus", + "henceforth", + "Moreover", + "whereas", + "thence", + "hence" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thence", + "henceforth", + "moreover", + "furthermore", + "thereafter", + "whereas", + "thus", + "wherein" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "direction", + "thence", + "unidirectional", + "نحو", + "towards", + "perpendicularly", + "henceforth", + "anisotropic" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "trajectory", + "spatially", + "unidirectional", + "direction", + "geometrically", + "longitudinally", + "anisotropic", + "traject" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "trajectory", + "dendritic", + "traject", + "helix", + "morphology", + "trajectories", + "geometrically", + "meandering" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "trajectory", + "kinematic", + "helix", + "directional", + "trajectories", + "traject", + "geometrically", + "morphology" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "dendritic", + "helix", + "Coriolis", + "kinematic", + "trajectory", + "morphology", + "migratory", + "curvature" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "kinematic", + "trajectory", + "dendritic", + "kinematics", + "displacement", + "directional", + "curvature", + "migratory" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "morphology", + "directional", + "unidirectional", + "kinematic", + "trajectory", + "locomotion", + "dendritic", + "migratory" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "geometry", + "directional", + "unidirectional", + "geometries", + "geometrically", + "anisotropy", + "kinematic", + "trajectory" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "geometry", + "kinematic", + "vectorial", + "unidirectional", + "trajectory", + "geom", + "directional", + "spatial" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "thus", + "consequently", + "reinforced", + "acoustic", + "the", + "consec", + "circularly", + "ventilated" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Which", + "which", + "This", + "Consequently", + "Furthermore", + "These", + "Its", + "Finally" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Consequently", + "Furthermore", + "This", + "Which", + "Finally", + "Ultimately", + "Though", + "Its" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Consequently", + "Furthermore", + "This", + "Ultimately", + "Meanwhile", + "Finally", + "Despite", + "However" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Consequently", + "Furthermore", + "Ultimately", + "Meanwhile", + "This", + "Eventually", + "Subsequently", + "However" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Consequently", + "Ultimately", + "Furthermore", + "This", + "Eventually", + "Meanwhile", + "During", + "These" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "These", + "Consequently", + "Eventually", + "Meanwhile", + "Ultimately", + "This", + "During", + "While" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "Consequently", + "Thus", + "Meanwhile", + "Therefore", + "This", + "Ultimately", + "Each" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Consequently", + "These", + "Thus", + "Therefore", + "This", + "Meanwhile", + "thus", + "Hence" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "These", + "Consequently", + "Thus", + "This", + "Therefore", + "Meanwhile", + "thus", + "Conversely" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "This", + "Consequently", + "these", + "Thus", + "this", + "Therefore", + "Meanwhile" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "These", + "this", + "these", + "Consequently", + "Thus", + "thus", + "Therefore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "These", + "This", + "these", + "this", + "Consequently", + "Thus", + "Analyzing", + "Meanwhile" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "These", + "This", + "Analyzing", + "Consequently", + "Thus", + "Observing", + "Detecting", + "Measuring" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "These", + "This", + "Consequently", + "Analyzing", + "Therefore", + "Thus", + "Conversely", + "The" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "These", + "This", + "Analyzing", + "Consequently", + "Observing", + "The", + "Conversely", + "Identifying" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "These", + "This", + "Analyzing", + "Consequently", + "The", + "Identifying", + "Measuring", + "Detecting" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "These", + "This", + "The", + "Analyzing", + "Identifying", + "Measuring", + "Consequently", + "Detecting" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "These", + "The", + "This", + "Analyzing", + "When", + "During", + "Similarly", + "these" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "These", + "Mobile", + "Imper", + "A", + "When", + "Analyzing" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 18.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "pits", + "output_checked": true + }, + { + "concept": "between", + "score": 16.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "mismatch", + "output_checked": true + }, + { + "concept": "indelible", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "leaves", + "output_checked": true + }, + { + "concept": "was", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "line", + "output_checked": true + }, + { + "concept": "reflects", + "score": 14.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "direction", + "output_checked": true + }, + { + "concept": "These", + "score": 12.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "patterns", + "score": 11.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "tracing", + "output_checked": true + }, + { + "concept": "and", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "mobile", + "output_checked": true + }, + { + "concept": "which", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "tracing", + "output_checked": true + }, + { + "concept": "represents", + "score": 8.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Each", + "output_checked": true + }, + { + "concept": "movements", + "score": 7.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "shift", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-line-defect-motion-04__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-line-defect-motion-04__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-line-defect-motion-04__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-line-defect-motion-04__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-line-defect-motion-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-line-defect-motion-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Crystal line-imperfection motion 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Once the resolved driving force exceeds a critical value, a linear lattice defect travels on its favored plane and the specimen acquires permanent deformation.", + "prompt_tail": "Once the resolved driving force exceeds a critical value, a linear lattice defect travels on its favored plane and the specimen acquires permanent deformation.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 26 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "line-defect-motion", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "glide", + "surfaces": [ + "glide" + ], + "token_ids": [ + 63691, + 132474, + 173400, + 211429 + ] + }, + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 250, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 21100 + }, + { + "label": "glide", + "best_rank": 5470, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 11003 + }, + { + "label": "slip", + "best_rank": 2265, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 26, + "logit_lens_best_rank": 9448 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "It", + "whereas", + "About", + "although", + "Also", + "Hence", + "Although" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "n", + "d", + "r", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "o", + "i", + "al", + "d", + "r", + "ie", + "le" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "al", + "l", + "d", + "o", + "etc", + "nt", + "a", + "r" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "al", + "ally", + "thence", + "wards", + "a", + "ial", + "thus", + "in" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "henceforth", + "therein", + "thereafter", + "thus", + "herein", + "therewith", + "thereon", + "ial" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "wherein", + "henceforth", + "thence", + "thus", + "thereafter", + "ial", + "therewith", + "al" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "wherein", + "thereafter", + "henceforth", + "thus", + "thereby", + "subsequently", + "upon", + "furthermore" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "henceforth", + "wherein", + "thus", + "subsequently", + "thereby", + "Furthermore", + "upon" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thereafter", + "henceforth", + "thus", + "subsequently", + "thereby", + "wherein", + "Furthermore", + "upon" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "thereby", + "henceforth", + "wherein", + "thus", + "subsequently", + "upon", + "Thus" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "henceforth", + "thereafter", + "thereby", + "furthermore", + "wherein", + "thence", + "thus", + "moreover" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "henceforth", + "thereafter", + "thereby", + "furthermore", + "thence", + "wherein", + "whereupon", + "moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thereafter", + "henceforth", + "thereby", + "subsequently", + "furthermore", + "wherein", + "whereupon", + "moreover" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "thereafter", + "henceforth", + "thereby", + "subsequently", + "irrevers", + "whereupon", + "furthermore", + "wherein" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "irrevers", + "rupture", + "irreversible", + "irrevoc", + "necrosis", + "henceforth", + "thereafter", + "metastable" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "irrevers", + "rupture", + "irreversible", + "catastrophic", + "triggering", + "irrevoc", + "destabil", + "metastable" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "rupture", + "irrevers", + "irreversible", + "triggering", + "catastrophic", + "initiating", + "rupt", + "failure" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "irrevers", + "irreversible", + "rupture", + "triggering", + "initiating", + "catastrophic", + "triggered", + "rupt" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "irrevers", + "triggering", + "irreversible", + "rupture", + "initiating", + "triggered", + "thereafter", + "subsequently" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "triggering", + "irrevers", + "irreversible", + "thereby", + "thereafter", + "whereby", + "subsequently", + "initiating" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "triggering", + "trigger", + "triggered", + "Trigger", + "thereby", + "trigger", + "initiating", + "Trigger" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "thereby", + "consequently", + "thus", + "Consequently", + "subsequently", + "accordingly", + "ultimately", + "thereafter" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Which", + "This", + "Consequently", + "Ultimately", + "Therefore", + "Furthermore", + "which", + "Finally" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "Therefore", + "Which", + "Also", + "Additionally", + "Because" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "Furthermore", + "Meanwhile", + "Therefore", + "Additionally", + "Also", + "Consequently", + "Conversely" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Furthermore", + "Conversely", + "Meanwhile", + "Otherwise", + "Subsequently", + "Consequently", + "However" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "Subsequently", + "Meanwhile", + "Conversely", + "Otherwise", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "Otherwise", + "Meanwhile", + "Conversely", + "Similarly", + "meanwhile", + "However", + "Subsequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "Meanwhile", + "Therefore", + "Consequently", + "meanwhile", + "this", + "Thus", + "Conversely" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "this", + "Conversely", + "Meanwhile", + "Consequently", + "Therefore", + "Additionally", + "Similarly" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Otherwise", + "Conversely", + "Meanwhile", + "This", + "Consequently", + "meanwhile" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "This", + "Otherwise", + "Meanwhile", + "Conversely", + "هذا", + "meanwhile" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "this", + "This", + "هذا", + "Otherwise", + "Conversely", + "はこの", + "Meanwhile" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "Otherwise", + "This", + "هذا", + "Conversely", + "Alternatively", + "Additionally" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "Otherwise", + "this", + "This", + "Once", + "Alternatively", + "Conversely", + "Subsequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "Otherwise", + "Similarly", + "Conversely", + "Meanwhile", + "Likewise" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "Otherwise", + "Similarly", + "Meanwhile", + "Therefore", + "Until" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "This", + "Otherwise", + "Once", + "Until", + "Similarly", + "Therefore" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Once", + "Until", + "Otherwise", + "this", + "Similarly", + "Subsequently", + "Conversely" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "Once", + "Until", + "Otherwise", + "this", + "Similarly", + "The", + "Throughout" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "Once", + "The", + "This", + "If", + "Otherwise", + "Until", + "Upon" + ] + } + ], + "surprising": [ + { + "concept": "threshold", + "score": 41.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exceeds", + "output_checked": true + }, + { + "concept": "became", + "score": 17.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 15.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "This", + "score": 14.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "emergence", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "which", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "trajectory", + "score": 11.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "favored", + "output_checked": true + }, + { + "concept": "whereas", + "score": 11.0, + "best_rank": 56, + "best_depth": 68.3, + "near_token": "deformation", + "output_checked": true + }, + { + "concept": "triggering", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "was", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "emerges", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "impetus", + "score": 7.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "force", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-line-defect-motion-05__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-line-defect-motion-05__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-line-defect-motion-05__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-line-defect-motion-05__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-line-defect-motion-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-notch-resistance-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to notch-driven failure 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Two alloys have similar yield strength, but one notched specimen absorbs far more energy before unstable separation and tolerates a much larger flaw under the same remote load.", + "prompt_tail": "similar yield strength, but one notched specimen absorbs far more energy before unstable separation and tolerates a much larger flaw under the same remote load.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 2, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 1153 + }, + { + "label": "crack", + "best_rank": 5908, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 3900 + }, + { + "label": "fracture", + "best_rank": 1179, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 4144 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "About", + "Also", + "It", + "Although", + "although", + "friends" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "r", + "d", + "n", + "c" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "d", + "i", + "r", + "le", + "o", + "al" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "r", + "wards", + "d", + "i", + "le", + "al", + "o" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "l", + "a", + "d", + "wards", + "in", + "to", + "an", + "r" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "rue", + "ably", + "lier", + "os", + "ened", + "ol", + "arry", + "ued" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ably", + "ened", + "ally", + "ically", + "guy", + "ist", + "an", + "al" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "Britain", + "folks", + "Brits", + "wegian", + "England", + "pretty", + "aid", + "한편" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "because", + "한편", + "Britain", + "Meanwhile", + "this", + "that", + "Laos", + "Africa" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "this", + "that", + "also", + "which", + "the", + "afterward", + "instead", + "because" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "that", + "than", + "rather", + "instead", + "this", + "perhaps", + "less", + "whose" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "whereas", + "Furthermore", + "moreover", + "than", + "Moreover", + "Whereas", + "thus" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "Furthermore", + "furthermore", + "Moreover", + "moreover", + "than", + "considerably", + "whereas", + "Conversely" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Furthermore", + "Moreover", + "Moreover", + "Conversely", + "moreover", + "furthermore", + "than", + "Conversely" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "metallurgical", + "metric", + "commens", + "empirically", + "CFRP", + "proportionally", + "phenotype", + "structurally" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "advantage", + "advantageous", + "capability", + "optimized", + "enhanced", + "robustness", + "maximized", + "优势" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "advantage", + "advantageous", + "capability", + "robustness", + "优势", + "bolstering", + "bolstered", + "advantage" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "resilience", + "robustness", + "ductility", + "capability", + "优势", + "toughness", + "resiliency", + "稳定性" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "capability", + "robustness", + "toughness", + "resilience", + "的能力", + "ability", + "ductility", + "优势" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "capability", + "的能力", + "ability", + "优势", + "Capability", + "robustness", + "capability", + "competence" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "capability", + "Advantage", + "advantages", + "Capability", + "ability", + "ability", + "Advantages", + "advantage" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "advantages", + "benefiting", + "these", + "advantage", + "capability", + "capabilities", + "ability", + "superiority" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "BOTH", + "simultaneously", + "these", + "despite", + "THIS", + "accrue", + "THESE", + "markedly" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Which", + "Both", + "Furthermore", + "What", + "Also", + "Suddenly", + "this" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "These", + "this", + "Also", + "Therefore", + "Why" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "This", + "Furthermore", + "Also", + "Consequently", + "However", + "Similarly", + "These", + "Therefore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "These", + "However", + "Also", + "Conversely", + "Similarly" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "These", + "Consequently", + "Furthermore", + "this", + "Whether", + "Therefore", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "These", + "This", + "these", + "Consequently", + "These", + "Both", + "Similarly", + "Therefore" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "This", + "What", + "these", + "These", + "Compared", + "Therefore", + "Which" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Which", + "These", + "This", + "What", + "Consequently", + "which", + "Therefore", + "Which" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "These", + "Which", + "This", + "What", + "these", + "Consequently", + "These", + "They" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "These", + "This", + "these", + "Which", + "Comparing", + "this", + "What", + "These" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "These", + "this", + "these", + "Which", + "What", + "Comparing", + "what" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "These", + "This", + "these", + "this", + "Comparing", + "Which", + "What", + "These" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "These", + "What", + "Comparing", + "Which", + "Explain", + "Analyzing", + "Differences" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "These", + "This", + "these", + "Comparing", + "this", + "Which", + "What", + "Therefore" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "These", + "Comparing", + "Which", + "these", + "What", + "Differences", + "this" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "These", + "Which", + "Comparing", + "What", + "these", + "Analyzing", + "Differences" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "These", + "Which", + "Comparing", + "Compare", + "What", + "The", + "Differences" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "These", + "Which", + "The", + "Both", + "What", + "these", + "this" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "These", + "The", + "What", + "Which", + "Both", + "How", + "Describe" + ] + } + ], + "surprising": [ + { + "concept": "compared", + "score": 20.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "separation", + "output_checked": true + }, + { + "concept": "was", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "one", + "output_checked": true + }, + { + "concept": "because", + "score": 16.0, + "best_rank": 2, + "best_depth": 68.3, + "near_token": "Two", + "output_checked": true + }, + { + "concept": "deformation", + "score": 15.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "similarities", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "similar", + "output_checked": true + }, + { + "concept": "toughness", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "notched", + "output_checked": true + }, + { + "concept": "different", + "score": 13.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "but", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "have", + "output_checked": true + }, + { + "concept": "ductility", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "absorbs", + "output_checked": true + }, + { + "concept": "also", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "has", + "score": 11.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "one", + "output_checked": true + }, + { + "concept": "when", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "energy", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-notch-resistance-01__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-notch-resistance-01__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-notch-resistance-01__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-notch-resistance-01__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-notch-resistance-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-notch-resistance-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to notch-driven failure 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A pre-notched plate continues to carry increasing load while a local damaged zone blunts the notch tip. Considerable work is required before rapid extension begins.", + "prompt_tail": "e-notched plate continues to carry increasing load while a local damaged zone blunts the notch tip. Considerable work is required before rapid extension begins.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 66, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 3915 + }, + { + "label": "crack", + "best_rank": 2130, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 432 + }, + { + "label": "fracture", + "best_rank": 68, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 295 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Although", + "About", + "hence", + "whereas", + "It", + "Hence", + "although" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "n", + "d", + "t", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "ie", + "lly", + "o", + "d", + "t", + "etc" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "etc", + "persons", + "thence", + "sebagainya", + "therefor", + "l", + "nig" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "thence", + "thereto", + "whereby", + "whereupon", + "therefore", + "chiefly", + "sic", + "excepting" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thence", + "thereto", + "therefrom", + "persons", + "대하여", + "whereupon", + "whereby", + "therefore" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "thereto", + "whereupon", + "persons", + "forthwith", + "whereby", + "heretofore", + "hereto" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thence", + "thereto", + "persons", + "whereupon", + "therefrom", + "therefor", + "whilst", + "whereby" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Whilst", + "therefore", + "therefor", + "thereto", + "thence", + "furthermore", + "whilst", + "whereupon" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thereafter", + "thus", + "therefore", + "furthermore", + "which", + "Furthermore", + "thence", + "thereto" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "thence", + "thus", + "whereupon", + "subsequently", + "latter", + "considerable", + "Thereafter" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "moreover", + "thereafter", + "thence", + "Furthermore", + "Moreover", + "whereupon", + "thereto" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "considerable", + "moreover", + "Moreover", + "furthermore", + "thence", + "whereupon", + "considerably", + "Furthermore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "considerable", + "necessitating", + "requisite", + "necessitate", + "moreover", + "considerably", + "whereupon", + "protracted" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "considerable", + "necessitating", + "arduous", + "requisite", + "protracted", + "necessitate", + "metallurgical", + "formidable" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "protracted", + "resistive", + "arduous", + "tensile", + "friction", + "considerable", + "preparatory", + "necessitating" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "protracted", + "resistive", + "arduous", + "inertia", + "resistance", + "stabilization", + "quies", + "delaying" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "protracted", + "delaying", + "resistive", + "inertia", + "refractory", + "stabilization", + "resistance", + "resisting" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "delaying", + "protracted", + "inertia", + "stabilization", + "quies", + "slowing", + "resistive", + "resistance" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "delaying", + "inertia", + "protracted", + "resisting", + "resistance", + "quies", + "resistive", + "stabilization" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "delaying", + "inertia", + "protracted", + "preparatory", + "slowing", + "quies", + "stabilization", + "stabilizing" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "delaying", + "slowly", + "slowing", + "preparatory", + "inertia", + "slow", + "patience", + "gradual" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "later", + "eventually", + "afterward", + "etc", + "thereafter", + "then", + "even", + "followed" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "whereas", + "Eventually", + "However", + "Although", + "Ultimately", + "subsequently", + "Finally" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Ultimately", + "Finally", + "Also", + "Eventually", + "Later", + "Consequently", + "This" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "Eventually", + "Ultimately", + "Also", + "Finally", + "Consequently", + "Later", + "Subsequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Eventually", + "Similarly", + "However", + "Ultimately", + "Also", + "Subsequently", + "Finally" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Similarly", + "Eventually", + "Furthermore", + "Ultimately", + "Subsequently", + "However", + "Consequently", + "Meanwhile" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "Eventually", + "Similarly", + "Furthermore", + "While", + "During", + "However", + "When" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Meanwhile", + "Consequently", + "Finally", + "However", + "meanwhile", + "Eventually", + "Similarly", + "Furthermore" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Meanwhile", + "Consequently", + "Eventually", + "This", + "Finally", + "meanwhile", + "Similarly", + "Therefore" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Eventually", + "Meanwhile", + "Consequently", + "meanwhile", + "This", + "Finally", + "Similarly", + "Subsequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Eventually", + "Meanwhile", + "This", + "meanwhile", + "Consequently", + "Therefore", + "Finally", + "When" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "Meanwhile", + "Eventually", + "meanwhile", + "Consequently", + "Finally", + "Therefore", + "Similarly" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Eventually", + "Meanwhile", + "Finally", + "Consequently", + "meanwhile", + "Similarly", + "Therefore" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "Eventually", + "Meanwhile", + "Finally", + "Consequently", + "Similarly", + "Simultaneously", + "Therefore" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Meanwhile", + "Eventually", + "Therefore", + "Finally", + "The", + "Consequently", + "If" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Meanwhile", + "Eventually", + "The", + "Therefore", + "Finally", + "If", + "Similarly" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "Eventually", + "The", + "Meanwhile", + "Therefore", + "Finally", + "If", + "Similarly" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Eventually", + "The", + "Meanwhile", + "Finally", + "Simultaneously", + "When", + "Similar" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "Eventually", + "The", + "Finally", + "After", + "Similar", + "When", + "During" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "A", + "In", + "If", + "Eventually", + "For", + "Local" + ] + } + ], + "surprising": [ + { + "concept": "deterioration", + "score": 29.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "because", + "score": 24.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "required", + "output_checked": true + }, + { + "concept": "also", + "score": 19.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "damaged", + "output_checked": true + }, + { + "concept": "and", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "unts", + "output_checked": true + }, + { + "concept": "This", + "score": 16.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "occurs", + "score": 16.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "work", + "output_checked": true + }, + { + "concept": "was", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "work", + "output_checked": true + }, + { + "concept": "protrusion", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "unts", + "output_checked": true + }, + { + "concept": "but", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "rapid", + "output_checked": true + }, + { + "concept": "demonstrate", + "score": 10.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "to", + "output_checked": true + }, + { + "concept": "area", + "score": 9.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "zone", + "output_checked": true + }, + { + "concept": "causing", + "score": 9.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "notch", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-notch-resistance-02__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-notch-resistance-02__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-notch-resistance-02__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-notch-resistance-02__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-notch-resistance-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-notch-resistance-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to notch-driven failure 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "An alloy with a sharp starter notch resists sudden extension under increasing tensile load. The critical stress-intensity value measured at instability is unusually high.", + "prompt_tail": "ith a sharp starter notch resists sudden extension under increasing tensile load. The critical stress-intensity value measured at instability is unusually high.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 878, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 319 + }, + { + "label": "crack", + "best_rank": 1145, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 770 + }, + { + "label": "fracture", + "best_rank": 261, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 184 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "About", + "Although", + "Also", + "People", + "whereas", + "and", + "however", + "It" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "r", + "n", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "o", + "t", + "d", + "i", + "lly", + "a", + "r" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "probably", + "basically", + "etc", + "Probably", + "wards", + "hence", + "whereas" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "etc", + "therefore", + "sic", + "and", + "persons", + "therefore", + "etc", + "therefor" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "persons", + "Therefore", + "thereby", + "and", + "thus", + "thereon", + "therein" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "persons", + "therefore", + "thus", + "Therefore", + "whereby", + "thereby", + "thereon", + "which" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "therefore", + "persons", + "which", + "thus", + "furthermore", + "whereas", + "whereby", + "thereby" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "therefore", + "Furthermore", + "furthermore", + "although", + "Therefore", + "whereas", + "consequently" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "therefore", + "Furthermore", + "furthermore", + "also", + "Moreover", + "Therefore", + "thus" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "therefore", + "Furthermore", + "probably", + "although", + "apparently", + "furthermore", + "thus" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "moreover", + "Furthermore", + "Moreover", + "thus", + "consequently", + "whereas", + "which" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "furthermore", + "Furthermore", + "moreover", + "Moreover", + "peculiar", + "considerable", + "noticeable", + "suggesting" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "furthermore", + "Furthermore", + "moreover", + "Moreover", + "considerable", + "indicating", + "indication", + "indicative" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "spectroscopic", + "indicating", + "perplexing", + "anomalous", + "furthermore", + "peculiar", + "spectrosc", + "indication" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "experimental", + "atypical", + "empirical", + "unusually", + "anomalous", + "spectroscopic", + "experimentally", + "anomal" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "experimental", + "anomalous", + "abnormally", + "unusually", + "spectroscopic", + "atypical", + "anomal", + "empirical" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "abnormally", + "anomalous", + "abnormal", + "experimental", + "unusually", + "anomal", + "atypical", + "の研究" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "abnormally", + "anomalous", + "abnormal", + "abnormality", + "unusually", + "の研究", + "indicating", + "unusual" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "anomalous", + "abnormally", + "indicating", + "anomal", + "unusually", + "anomaly", + "unusual", + "abnormal" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "anomalous", + "suggesting", + "abnormally", + "unusually", + "implying", + "anomaly", + "unusual" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "suggesting", + "anomalous", + "suggests", + "indicates", + "anomaly", + "anomal", + "unusual" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "therefore", + "therefore", + "this", + "nevertheless", + "unusual", + "your", + "nonetheless", + "consequently" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "subsequently", + "Consequently", + "Suddenly", + "Which", + "What", + "consequently", + "This" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "Therefore", + "Also", + "This", + "Why", + "Suddenly", + "Finally" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "Consequently", + "Therefore", + "Also", + "Why", + "This", + "Similarly", + "However" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Consequently", + "However", + "This", + "During", + "Therefore", + "Despite", + "Also" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Furthermore", + "Consequently", + "Therefore", + "Why", + "Which", + "What", + "Whether", + "Also" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Consequently", + "Therefore", + "Why", + "Which", + "While", + "Furthermore", + "During", + "Meanwhile" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "What", + "what", + "Which", + "Compared", + "Therefore", + "How", + "This", + "Consequently" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "What", + "what", + "Which", + "What", + "Consequently", + "Therefore", + "This", + "Compared" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "What", + "what", + "What", + "Which", + "Consequently", + "This", + "Therefore", + "Explain" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "What", + "what", + "This", + "What", + "Therefore", + "Which", + "Consequently", + "Why" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "What", + "what", + "This", + "What", + "Which", + "Why", + "How", + "Therefore" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "What", + "what", + "This", + "What", + "How", + "Which", + "Explain", + "Why" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "What", + "what", + "This", + "What", + "Explain", + "How", + "Why", + "Which" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "What", + "This", + "what", + "Therefore", + "Explain", + "Which", + "What", + "Considering" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "What", + "This", + "Explain", + "Which", + "what", + "Therefore", + "Considering", + "Analyzing" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "What", + "This", + "Which", + "Therefore", + "Explain", + "How", + "The", + "Considering" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "What", + "This", + "The", + "Which", + "Explain", + "How", + "Compared", + "Given" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "What", + "This", + "The", + "Which", + "How", + "Furthermore", + "Given", + "When" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "What", + "How", + "If", + "A", + "Which", + "Given" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 39.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "sudden", + "output_checked": true + }, + { + "concept": "was", + "score": 31.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "for", + "score": 17.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "during", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "measured", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "with", + "output_checked": true + }, + { + "concept": "ductility", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "This", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "What", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "impressive", + "score": 8.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "unusually", + "output_checked": true + }, + { + "concept": "threshold", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "value", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "intensity", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-notch-resistance-03__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-notch-resistance-03__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-notch-resistance-03__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-notch-resistance-03__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-notch-resistance-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-notch-resistance-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to notch-driven failure 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "During a compact-tension test, substantial energy is dissipated near the notch tip before the specimen separates. The material tolerates larger defects than a comparison alloy.", + "prompt_tail": "-tension test, substantial energy is dissipated near the notch tip before the specimen separates. The material tolerates larger defects than a comparison alloy.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 31 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 1, + "best_depth": 41.5, + "onset_depth": 41.5, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 6260 + }, + { + "label": "crack", + "best_rank": 6268, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 8467 + }, + { + "label": "fracture", + "best_rank": 1035, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 1101 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "About", + "Also", + "It", + "Although", + "although", + "and" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "nt", + "d", + "t", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "lly", + "wards", + "d", + "ie", + "etc", + "o", + "nt" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "etc", + "upto", + "lly", + "l", + "ie", + "wards", + "nt" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "etc", + "sic", + "therefor", + "etc", + "ie", + "thence", + "a", + "l" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "therefor", + "persons", + "therein", + "thus", + "thereto", + "thereon", + "thence" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "therefore", + "persons", + "thence", + "therefor", + "regards", + "thus", + "peoples", + "monies" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "therefore", + "therefor", + "which", + "thus", + "peoples", + "persons", + "and", + "then" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "therefore", + "although", + "and", + "also", + "whereas", + "Furthermore", + "furthermore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "also", + "although", + "Furthermore", + "thus", + "therefore", + "Also", + "Additionally" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "although", + "and", + "also", + "whereas", + "Furthermore", + "thus", + "Also" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "Furthermore", + "whereas", + "Moreover", + "thus", + "Additionally", + "thereby", + "moreover" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "Furthermore", + "furthermore", + "whereas", + "Moreover", + "moreover", + "thus", + "thereby", + "Hence" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Furthermore", + "furthermore", + "whereas", + "Moreover", + "moreover", + "Moreover", + "Additionally", + "Hence" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "metallurgical", + "Furthermore", + "furthermore", + "alloy", + "Moreover", + "metallurgy", + "MPa", + "whereas" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "advantage", + "strength", + "MPa", + "capability", + "tensile", + "ductile", + "oxide" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "advantage", + "superiority", + "advantageous", + "favorably", + "strength", + "superior", + "capability", + "advantages" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "resilience", + "toughness", + "capability", + "advantage", + "strength", + "withstand", + "resiliency", + "advantageous" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "capability", + "ability", + "advantage", + "superiority", + "toughness", + "advantageous", + "advantages", + "resilience" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "capability", + "advantage", + "characteristics", + "ability", + "superiority", + "advantages", + "advantageous", + "phenotype" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "advantage", + "advantageous", + "characteristics", + "superiority", + "advantages", + "favorably", + "Advantage", + "capability" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "advantages", + "advantageous", + "advantage", + "favorably", + "favorable", + "Advantage", + "ability", + "superiority" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "therefore", + "thus", + "consequently", + "this", + "despite", + "due", + "because", + "fewer" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "However", + "Consequently", + "consequently", + "subsequently", + "although", + "which", + "demonstrating" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "However", + "Therefore", + "This", + "Additionally", + "Moreover", + "Subsequently" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "Consequently", + "However", + "Similarly", + "Therefore", + "Additionally", + "furthermore", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Consequently", + "However", + "Therefore", + "Similarly", + "Additionally", + "Subsequently", + "Furthermore" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Consequently", + "Furthermore", + "consequently", + "Therefore", + "accordingly", + "therefore", + "Similarly", + "Additionally" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Consequently", + "Therefore", + "consequently", + "Furthermore", + "accordingly", + "therefore", + "Meanwhile", + "Why" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Consequently", + "Therefore", + "therefore", + "consequently", + "What", + "How", + "accordingly", + "thus" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Consequently", + "Therefore", + "therefore", + "What", + "Which", + "consequently", + "accordingly", + "Consequently" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Therefore", + "What", + "therefore", + "consequently", + "accordingly", + "Which", + "Consequently" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Consequently", + "Therefore", + "therefore", + "What", + "consequently", + "accordingly", + "This", + "Which" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "What", + "Consequently", + "This", + "Therefore", + "How", + "Explain", + "Describe", + "what" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Consequently", + "What", + "Explain", + "This", + "Describe", + "How", + "Therefore", + "Which" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Explain", + "What", + "Consequently", + "Describe", + "How", + "Therefore", + "This", + "Analyze" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Consequently", + "Explain", + "Therefore", + "Describe", + "This", + "What", + "explain", + "Analyze" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Explain", + "Consequently", + "Therefore", + "Describe", + "This", + "What", + "How", + "Analyze" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Explain", + "Consequently", + "What", + "How", + "Therefore", + "This", + "Which", + "Describe" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Explain", + "Describe", + "This", + "How", + "What", + "Consequently", + "Which", + "Therefore" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "How", + "Describe", + "What", + "Which", + "Consequently", + "Therefore", + "Explain" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "How", + "The", + "What", + "Consequently", + "Describe", + "Therefore", + "Which" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 32.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "notch", + "output_checked": true + }, + { + "concept": "this", + "score": 15.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "tensile", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "test", + "output_checked": true + }, + { + "concept": "ductility", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "material", + "output_checked": true + }, + { + "concept": "dissipation", + "score": 10.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "energy", + "output_checked": true + }, + { + "concept": "but", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "comparison", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "fracture", + "score": 10.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "tolerance", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "than", + "output_checked": true + }, + { + "concept": "deformation", + "score": 9.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "is", + "output_checked": true + }, + { + "concept": "which", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "demonstrates", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "energy", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-notch-resistance-04__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-notch-resistance-04__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-notch-resistance-04__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-notch-resistance-04__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-notch-resistance-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-notch-resistance-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resistance to notch-driven failure 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A structural steel containing a sharp flaw remains stable under loads that cause immediate separation in a less damage-resistant steel. Its critical intensity threshold is larger.", + "prompt_tail": "containing a sharp flaw remains stable under loads that cause immediate separation in a less damage-resistant steel. Its critical intensity threshold is larger.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "notch-resistance", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 20, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 766 + }, + { + "label": "crack", + "best_rank": 3604, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 2534 + }, + { + "label": "fracture", + "best_rank": 1565, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 1098 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "About", + "Although", + "It", + "whereas", + "Also", + "friends", + "People", + "getting" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "n", + "t", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "o", + "ie", + "t", + "lly", + "d", + "i", + "nt" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "hence", + "probably", + "therefor", + "basically", + "wards", + "etc", + "ableness" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "etc", + "etc", + "sic", + "hence", + "therefore", + "therefor", + "ed", + "therefore" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "thus", + "therein", + "Therefore", + "and", + "also", + "persons", + "thereby" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "therefore", + "thus", + "persons", + "Accordingly", + "thence", + "hence", + "thereby", + "therein" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "therefore", + "thus", + "thereby", + "pertaining", + "Furthermore", + "Accordingly", + "hence", + "furthermore" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "therefore", + "Furthermore", + "also", + "which", + "thus", + "furthermore", + "whereas", + "hence" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "also", + "therefore", + "thus", + "Furthermore", + "whereas", + "which", + "Also", + "furthermore" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "whereas", + "also", + "hence", + "therefore", + "than", + "thus", + "towards", + "then" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "whereas", + "furthermore", + "Moreover", + "Furthermore", + "moreover", + "than", + "hence", + "also" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "whereas", + "Furthermore", + "Moreover", + "furthermore", + "moreover", + "than", + "also", + "compared" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "whereas", + "than", + "Furthermore", + "Moreover", + "compared", + "furthermore", + "moreover", + "towards" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "compared", + "whereas", + "comparative", + "than", + "correspondingly", + "furthermore", + "accordingly", + "Furthermore" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "compared", + "comparative", + "comparable", + "comparator", + "comparison", + "advantage", + "compar", + "characteristics" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "compared", + "comparable", + "comparative", + "comparison", + "advantage", + "Compared", + "robustness", + "compar" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "comparative", + "compared", + "comparable", + "comparison", + "resistance", + "resistant", + "capability", + "defensive" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "compared", + "Compared", + "comparable", + "comparative", + "superiority", + "comparison", + "ability", + "advantageous" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "Compared", + "compared", + "advantageous", + "Compared", + "comparable", + "comparative", + "characteristics", + "Characteristics" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Compared", + "compared", + "comparative", + "characteristics", + "Characteristics", + "comparison", + "advantageous", + "Comparison" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "compared", + "Consequently", + "Compared", + "accordingly", + "characteristics", + "Compared", + "therefore", + "Characteristics" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "also", + "therefore", + "therefore", + "etc", + "accordingly", + "consequently", + "thus", + "thereby" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Also", + "This", + "Which", + "Consequently", + "Moreover", + "What", + "Therefore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Also", + "This", + "Consequently", + "Therefore", + "Their", + "Its", + "Finally" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "Also", + "This", + "Consequently", + "Similarly", + "Therefore", + "Meanwhile", + "Moreover" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Also", + "This", + "Similarly", + "Consequently", + "Meanwhile", + "Moreover", + "Therefore" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Furthermore", + "Also", + "Consequently", + "This", + "Therefore", + "Similarly", + "These", + "Moreover" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "Therefore", + "Meanwhile", + "Also", + "Similarly", + "Moreover" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Therefore", + "Consequently", + "This", + "Compared", + "Furthermore", + "Thus", + "Its", + "Hence" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Consequently", + "Therefore", + "Its", + "This", + "Furthermore", + "Thus", + "Compared", + "Hence" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Consequently", + "Therefore", + "This", + "Its", + "Explain", + "Thus", + "Furthermore", + "Hence" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Therefore", + "Its", + "This", + "Consequently", + "Hence", + "Thus", + "therefore", + "Its" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "This", + "Therefore", + "Consequently", + "Hence", + "Thus", + "Furthermore", + "It" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Its", + "This", + "Therefore", + "Consequently", + "It", + "Hence", + "Furthermore", + "Thus" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Its", + "This", + "Therefore", + "Consequently", + "It", + "Its", + "Explain", + "Hence" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Its", + "Therefore", + "Consequently", + "Hence", + "It", + "Furthermore", + "Its" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Therefore", + "Its", + "Consequently", + "It", + "Hence", + "Explain", + "Furthermore" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "Therefore", + "Its", + "Consequently", + "It", + "Hence", + "Furthermore", + "The" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Its", + "Therefore", + "It", + "Consequently", + "Furthermore", + "The", + "Describe" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "Its", + "Therefore", + "It", + "Furthermore", + "The", + "Consequently", + "Both" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "It", + "Its", + "In", + "Therefore", + "A", + "Describe" + ] + } + ], + "surprising": [ + { + "concept": "was", + "score": 27.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "flaw", + "output_checked": true + }, + { + "concept": "but", + "score": 27.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "under", + "output_checked": true + }, + { + "concept": "because", + "score": 22.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "larger", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "containing", + "output_checked": true + }, + { + "concept": "until", + "score": 13.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "This", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + }, + { + "concept": "alloy", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "catastrophic", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "and", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "immediate", + "output_checked": true + }, + { + "concept": "unless", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "stable", + "output_checked": true + }, + { + "concept": "would", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "that", + "output_checked": true + }, + { + "concept": "tolerant", + "score": 9.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "-", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-notch-resistance-05__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-notch-resistance-05__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-notch-resistance-05__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-notch-resistance-05__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-notch-resistance-05__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-hot-air-surface-layer-01", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "High-temperature environmental surface layer 1", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A nickel alloy held in hot air develops an adherent multilayer surface film as metal atoms react with oxygen. Continued exposure thickens the film according to an approximately parabolic time law.", + "prompt_tail": "ops an adherent multilayer surface film as metal atoms react with oxygen. Continued exposure thickens the film according to an approximately parabolic time law.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 34 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 74, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 8 + }, + { + "label": "oxide", + "best_rank": 1497, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 171 + }, + { + "label": "scale", + "best_rank": 1567, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 2215 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Although", + "and", + "About", + "which", + "Also", + "however", + "It" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "nt", + "r", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "wards", + "d", + "ie", + "o", + "lly", + "al", + "r" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "l", + "thence", + "nig", + "d", + "whereas", + "sic", + "ie" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "thence", + "thereto", + "sic", + "whereby", + "whereupon", + "대하여", + "chiefly", + "ably" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thence", + "pursuant", + "therein", + "대하여", + "thereto", + "therewith", + "thus", + "하였다" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "thereafter", + "chiefly", + "thereto", + "whereupon", + "principally", + "thus", + "wherein" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "principally", + "thereafter", + "thence", + "thus", + "chiefly", + "wherein", + "whereby", + "thereto" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "thus", + "wherein", + "which", + "subsequently", + "thereby", + "Furthermore", + "Accordingly" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thereafter", + "thus", + "which", + "wherein", + "Furthermore", + "Additionally", + "utilizing", + "also" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thus", + "wherein", + "which", + "thereafter", + "thereby", + "concomit", + "periodicity", + "subsequently" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thus", + "concomit", + "thereafter", + "thereby", + "wherein", + "concomitant", + "furthermore", + "moreover" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "concomit", + "thereafter", + "thus", + "longitudinally", + "henceforth", + "periodicity", + "Moreover", + "concomitant" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "concomit", + "periodicity", + "concomitant", + "asymptotically", + "thereafter", + "subsequently", + "increasing", + "monotonically" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "asymptotically", + "periodicity", + "empirical", + "empirically", + "asymptotic", + "logarithmic", + "exponential", + "longitudinally" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "periodicity", + "asymptotically", + "empirical", + "empirically", + "asymptotic", + "linearity", + "density", + "coefficient" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "logarithmic", + "periodicity", + "asymptotically", + "asymptotic", + "empirically", + "empirical", + "incrementally", + "exponential" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "asymptotically", + "asymptotic", + "periodicity", + "empirical", + "empirically", + "logarithmic", + "longitudinally", + "sinusoidal" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "asymptotically", + "periodicity", + "asymptotic", + "quadratic", + "longitudinally", + "coefficient", + "empirically", + "stoichiometry" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "asymptotically", + "periodicity", + "asymptotic", + "characteristic", + "sinusoid", + "linearly", + "progressively", + "empirically" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characteristic", + "characteristics", + "progressively", + "successive", + "empirically", + "asymptotically", + "empirical", + "periodicity" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "characteristic", + "characteristics", + "successive", + "characterized", + "exhibiting", + "progressively", + "gradually", + "empirically" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "eventually", + "progressively", + "gradually", + "subsequently", + "increasingly", + "periodically", + "successive", + "successively" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "subsequently", + "Subsequently", + "This", + "later", + "Furthermore", + "which", + "both", + "Consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "Subsequently", + "this", + "Later", + "Eventually", + "Also" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "This", + "Also", + "Consequently", + "Additionally", + "also", + "During", + "Eventually" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "Also", + "Similarly", + "During", + "Eventually", + "Subsequently" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "this", + "Consequently", + "Furthermore", + "Eventually", + "subsequently", + "During", + "Similarly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Eventually", + "This", + "During", + "Initially", + "this", + "Consequently", + "When", + "Subsequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "Eventually", + "Consequently", + "Initially", + "During", + "Therefore", + "Recently" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "Eventually", + "this", + "Consequently", + "Initially", + "During", + "Subsequently", + "Therefore" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Eventually", + "this", + "Consequently", + "Initially", + "Subsequently", + "Eventually", + "During" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "Eventually", + "Initially", + "Consequently", + "This", + "Eventually", + "After" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "this", + "Eventually", + "Initially", + "この", + "Consequently", + "This", + "Subsequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "Eventually", + "Initially", + "Consequently", + "この", + "Subsequently", + "This" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "Eventually", + "Initially", + "this", + "The", + "After", + "Initial", + "Subsequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "Eventually", + "Initially", + "this", + "The", + "When", + "Once", + "This" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "Eventually", + "Initially", + "this", + "The", + "Once", + "This", + "Initially" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "Eventually", + "Initially", + "The", + "this", + "Once", + "Simultaneously", + "When" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Eventually", + "Initially", + "The", + "Once", + "Simultaneously", + "When", + "At" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "Initially", + "The", + "Eventually", + "At", + "this", + "When", + "Once" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Initially", + "Eventually", + "At", + "In", + "When", + "Initial" + ] + } + ], + "surprising": [ + { + "concept": "metallurgical", + "score": 30.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "alloy", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 30.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "an", + "output_checked": true + }, + { + "concept": "was", + "score": 27.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "nickel", + "output_checked": true + }, + { + "concept": "because", + "score": 25.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "this", + "score": 24.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Continued", + "output_checked": true + }, + { + "concept": "and", + "score": 22.0, + "best_rank": 1, + "best_depth": 53.7, + "near_token": "ens", + "output_checked": true + }, + { + "concept": "during", + "score": 19.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "as", + "output_checked": true + }, + { + "concept": "This", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ".", + "output_checked": true + }, + { + "concept": "exponential", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "chemically", + "score": 12.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "film", + "output_checked": true + }, + { + "concept": "oxide", + "score": 12.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "adherent", + "output_checked": true + }, + { + "concept": "both", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "metal", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-hot-air-surface-layer-01__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-hot-air-surface-layer-01__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-hot-air-surface-layer-01__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-hot-air-surface-layer-01__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-hot-air-surface-layer-01__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-hot-air-surface-layer-02", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "High-temperature environmental surface layer 2", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "During prolonged furnace exposure, a metal component gains mass and forms a dark brittle surface layer rich in oxygen and metal cations.", + "prompt_tail": "During prolonged furnace exposure, a metal component gains mass and forms a dark brittle surface layer rich in oxygen and metal cations.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 24 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 39, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 23 + }, + { + "label": "oxide", + "best_rank": 1027, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 493 + }, + { + "label": "scale", + "best_rank": 2911, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 24, + "logit_lens_best_rank": 4508 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "whereas", + "Also", + "It", + "About", + "and", + "Although", + "ately" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "o", + "a", + "d", + "r", + "n", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "o", + "wards", + "i", + "d", + "r", + "lly", + "le" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "o", + "l", + "al", + "d", + "wards", + "ct", + "a", + "i" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "to", + "al", + "a", + "wards", + "in", + "is", + "o", + "ally" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "urized", + "cted", + "ially", + "idia", + "uating", + "atively", + "iting", + "os" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "cted", + "ually", + "ially", + "istic", + "ened", + "al", + "ily", + "wards" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "subsequently", + "thereafter", + "utilizing", + "during", + "thus", + "wherein", + "this", + "whilst" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Furthermore", + "subsequently", + "this", + "during", + "utilizing", + "characterized", + "Additionally", + "primarily" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "subsequently", + "characterized", + "utilizing", + "Furthermore", + "this", + "thereafter", + "Additionally", + "during" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "characterized", + "subsequently", + "characteristic", + "thereafter", + "wherein", + "concomit", + "concomitant", + "emanating" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "characterized", + "concomit", + "wherein", + "concomitant", + "characteristic", + "epidermal", + "하였다", + "thereby" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "characterized", + "concomit", + "characteristic", + "concomitant", + "pigmentation", + "amidst", + "wherein", + "necessitating" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "pigmentation", + "epidermal", + "melanin", + "sulf", + "photocatal", + "chemically", + "luminescence" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "metallurgical", + "chemically", + "pigmentation", + "epidermal", + "luminescence", + "physicochemical", + "coloration", + "sulf" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "epidermal", + "pigmentation", + "chemically", + "sulf", + "necrosis", + "luminescence", + "patina" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "metallurgical", + "necrosis", + "carapace", + "chemically", + "epidermal", + "metallurgy", + "necrotic", + "fungal" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "epidermal", + "necrosis", + "chemically", + "metallurgical", + "necrotic", + "symptomatic", + "phyt", + "carapace" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "chemically", + "symptomatic", + "characterized", + "necrosis", + "discoloration", + "necrotic", + "phyt", + "characteristic" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "characterized", + "chemically", + "resembling", + "epidermal", + "physicochemical", + "discoloration", + "odor", + "phenotype" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "characterized", + "characteristic", + "characterize", + "described", + "chemically", + "describes", + "characterizes", + "odor" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "describes", + "described", + "characterized", + "phenotype", + "describing", + "description", + "symptoms", + "observed" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "primarily", + "characterized", + "noticeably", + "resembling", + "favoring", + "characterize", + "suggestive", + "disproportion" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "subsequently", + "which", + "Furthermore", + "Which", + "Subsequently", + "This", + "However", + "Additionally" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "Subsequently", + "subsequently", + "Additionally", + "However", + "this" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "This", + "Additionally", + "Subsequently", + "subsequently", + "Consequently", + "Ultimately", + "Also" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "This", + "Subsequently", + "Furthermore", + "During", + "subsequently", + "Eventually", + "However", + "Additionally" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "this", + "subsequently", + "Subsequently", + "This", + "During", + "afterwards", + "Afterwards", + "Afterward" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "this", + "Subsequently", + "During", + "Eventually", + "Afterwards", + "Afterward", + "subsequently" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "This", + "During", + "These", + "Which", + "Subsequently", + "Consequently" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "this", + "Which", + "This", + "この", + "What", + "These", + "During" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "This", + "Which", + "What", + "この", + "Subsequently", + "Eventually" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "This", + "この", + "この", + "this", + "Which", + "هذا" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "This", + "この", + "この", + "هذا", + "はこの", + "this" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "This", + "この", + "この", + "هذا", + "this", + "इस" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "This", + "What", + "During", + "Which", + "Eventually", + "Subsequently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "What", + "Which", + "Simultaneously", + "Subsequently", + "この" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "Which", + "What", + "Assume", + "Assuming", + "Simultaneously" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "What", + "This", + "Which", + "Assume", + "The", + "Assuming" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "this", + "Which", + "The", + "What", + "During", + "Eventually", + "Simultaneously" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "During", + "Which", + "The", + "What", + "When", + "At" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "What", + "This", + "During", + "If", + "Heat", + "Subsequently" + ] + } + ], + "surprising": [ + { + "concept": "metallurgical", + "score": 30.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exposure", + "output_checked": true + }, + { + "concept": "oxides", + "score": 26.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "because", + "score": 20.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "undergoes", + "score": 20.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "due", + "score": 20.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "mass", + "output_checked": true + }, + { + "concept": "alloy", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "which", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "periods", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "prolonged", + "output_checked": true + }, + { + "concept": "minerals", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rich", + "output_checked": true + }, + { + "concept": "oxide", + "score": 9.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "coating", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "brittle", + "output_checked": true + }, + { + "concept": "became", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-hot-air-surface-layer-02__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-hot-air-surface-layer-02__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-hot-air-surface-layer-02__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-hot-air-surface-layer-02__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-hot-air-surface-layer-02__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-hot-air-surface-layer-03", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "High-temperature environmental surface layer 3", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A hot steel coupon exposed to air becomes covered by several ceramic-like surface layers. Growth slows as ions must travel through the existing film.", + "prompt_tail": "A hot steel coupon exposed to air becomes covered by several ceramic-like surface layers. Growth slows as ions must travel through the existing film.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 28 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " The", + "generated_token_ids": [ + 669 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 19, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 5 + }, + { + "label": "oxide", + "best_rank": 347, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 82 + }, + { + "label": "scale", + "best_rank": 531, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 28, + "logit_lens_best_rank": 365 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Also", + "About", + "Although", + "Also", + "which", + "and", + "It" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "o", + "i", + "a", + "d", + "t", + "nt", + "wards" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "lly", + "l", + "ie", + "o", + "gonna", + "t", + "nt" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "etc", + "wards", + "upto", + "l", + "gonna", + "ie", + "wich" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "tow", + "sic", + "thence", + "thru", + "to", + "Toward", + "l", + "etc" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "toward", + "thus", + "Toward", + "thereafter", + "thru", + "aided", + "Morrow", + "and" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "toward", + "thence", + "thru", + "peoples", + "thus", + "eward", + "tow", + "ened" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thus", + "toward", + "peoples", + "therefore", + "aided", + "and", + "thence", + "wherein" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "which", + "and", + "Furthermore", + "to", + "the", + "thus", + "therefore", + "toward" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "also", + "which", + "thus", + "to", + "toward", + "the", + "although", + "thereafter" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "toward", + "and", + "thus", + "to", + "although", + "Though", + "though", + "however" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "toward", + "Toward", + "furthermore", + "Furthermore", + "meanwhile", + "thus", + "moreover", + "however" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "toward", + "Toward", + "thence", + "Furthermore", + "Moreover", + "thus", + "furthermore", + "moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "slower", + "slows", + "slowing", + "sluggish", + "slowed", + "bottleneck", + "permeability", + "ddots" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "subsurface", + "permeability", + "subterranean", + "slows", + "bottleneck", + "slowing", + "inhibitory", + "fungal" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "slowing", + "bottleneck", + "slowed", + "slows", + "blockage", + "slower", + "slowdown", + "impeding" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "slowing", + "slows", + "bottleneck", + "slowed", + "slowdown", + "blockage", + "impeding", + "bottlenecks" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "slowing", + "slows", + "slowdown", + "slowed", + "bottleneck", + "slower", + "bottlenecks", + "impeding" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "slowing", + "slows", + "slowdown", + "slowed", + "slower", + "impeding", + "bottleneck", + "bottlenecks" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "slowing", + "slowdown", + "slows", + "slower", + "slowed", + "increasingly", + "impeding", + "hindering" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "slowing", + "slows", + "increasing", + "increasingly", + "gradually", + "slower", + "slowdown", + "hindering" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "slowing", + "bottleneck", + "slows", + "bottlenecks", + "hindering", + "delaying", + "slower", + "impeding" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "eventually", + "gradually", + "slowing", + "increasing", + "increased", + "increasingly", + "but", + "thus" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Consequently", + "Eventually", + "However", + "Also", + "This", + "Because", + "Ultimately" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Consequently", + "Eventually", + "Ultimately", + "This", + "Also", + "Then", + "Finally" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "Also", + "Consequently", + "Eventually", + "Ultimately", + "This", + "Finally", + "Therefore" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Eventually", + "Also", + "Consequently", + "Ultimately", + "Subsequently", + "This", + "Then" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Eventually", + "Furthermore", + "Consequently", + "Ultimately", + "Also", + "Finally", + "Subsequently", + "Therefore" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Eventually", + "Ultimately", + "Consequently", + "Furthermore", + "Finally", + "However", + "Meanwhile", + "Similarly" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "These", + "Eventually", + "Consequently", + "This", + "Therefore", + "Furthermore", + "Ultimately", + "However" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Eventually", + "Consequently", + "These", + "This", + "Ultimately", + "Therefore", + "Furthermore", + "Meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Eventually", + "Consequently", + "Ultimately", + "These", + "This", + "Therefore", + "Finally", + "Meanwhile" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Eventually", + "These", + "Consequently", + "Ultimately", + "This", + "Finally", + "eventually", + "Eventually" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Eventually", + "This", + "These", + "Consequently", + "this", + "Ultimately", + "Finally", + "these" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Eventually", + "These", + "This", + "Ultimately", + "Consequently", + "Finally", + "these", + "this" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Eventually", + "Ultimately", + "Finally", + "These", + "This", + "Consequently", + "Eventually", + "Recently" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Eventually", + "These", + "This", + "Ultimately", + "Consequently", + "Finally", + "The", + "Recently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Eventually", + "These", + "This", + "Ultimately", + "The", + "Consequently", + "Finally", + "Recently" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Eventually", + "These", + "This", + "The", + "Ultimately", + "Finally", + "Consequently", + "Recently" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Eventually", + "These", + "This", + "The", + "Ultimately", + "Finally", + "Consequently", + "Simultaneously" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "These", + "Eventually", + "The", + "This", + "At", + "Furthermore", + "Finally", + "Ultimately" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "These", + "This", + "Eventually", + "In", + "A", + "What", + "At" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 23.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "hot", + "output_checked": true + }, + { + "concept": "was", + "score": 21.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "exposed", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 20.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "slowing", + "score": 20.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "slows", + "output_checked": true + }, + { + "concept": "and", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "structures", + "score": 10.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "existing", + "output_checked": true + }, + { + "concept": "Eventually", + "score": 10.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "chemically", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "becomes", + "output_checked": true + }, + { + "concept": "during", + "score": 9.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "with", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "covered", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "by", + "output_checked": true + }, + { + "concept": "polymers", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "like", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-hot-air-surface-layer-03__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-hot-air-surface-layer-03__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-hot-air-surface-layer-03__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-hot-air-surface-layer-03__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-hot-air-surface-layer-03__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-hot-air-surface-layer-04", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "High-temperature environmental surface layer 4", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "Elevated-temperature air exposure produces a compact protective film on a chromium-containing alloy. The film limits further oxygen ingress by solid-state transport.", + "prompt_tail": "ted-temperature air exposure produces a compact protective film on a chromium-containing alloy. The film limits further oxygen ingress by solid-state transport.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 30 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 75, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 24 + }, + { + "label": "oxide", + "best_rank": 308, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 1917 + }, + { + "label": "scale", + "best_rank": 1331, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 3056 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Although", + "About", + "Also", + "however", + "although", + "friends", + "It" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "o", + "i", + "a", + "d", + "nt", + "n", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "d", + "o", + "wards", + "etc", + "ie", + "lly", + "a" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "etc", + "upto", + "wards", + "sic", + "thence", + "thereon", + "l" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "thence", + "sic", + "thereto", + "etc", + "whereby", + "etc", + "therefore", + "effected" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therein", + "thence", + "thereto", + "thereon", + "thereafter", + "pursuant", + "therewith", + "herein" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "whereby", + "persons", + "thereto", + "thus", + "thereon", + "therefore", + "therein" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whereby", + "thence", + "thereafter", + "therefore", + "thus", + "resultant", + "wherein", + "thereby" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "therefore", + "thereafter", + "whereby", + "thus", + "thereby", + "which", + "subsequently", + "wherein" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "thus", + "thereafter", + "which", + "thereby", + "whereby", + "therefore", + "subsequently", + "thereon" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "thereby", + "thus", + "thence", + "therein", + "thereto", + "wherein", + "resultant" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereby", + "furthermore", + "thus", + "thereto", + "Moreover", + "wherein", + "whereby", + "thence" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thereby", + "furthermore", + "whereby", + "wherein", + "thence", + "Moreover", + "thus", + "thereto" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "thereby", + "Moreover", + "Furthermore", + "permeability", + "concomitant", + "physicochemical", + "furthermore", + "moreover" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "physicochemical", + "permeability", + "impermeable", + "adsorption", + "geochemical", + "physico", + "microstructure", + "chemically" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "impermeable", + "imperme", + "stabilization", + "permeability", + "prophylaxis", + "passivation", + "microstructure", + "barrier" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "impermeable", + "imperme", + "passivation", + "stabilization", + "containment", + "permeability", + "limiting", + "blockage" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "subsurface", + "imperme", + "passivation", + "refractory", + "permeability", + "inhibiting", + "prophylaxis", + "chemically" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "stabilization", + "chemically", + "passivation", + "cessation", + "inhibiting", + "subsurface", + "stagnation", + "physicochemical" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "chemically", + "cessation", + "inactivity", + "gradually", + "containment", + "mechanism", + "inhibiting", + "inactivation" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "limiting", + "containment", + "chemically", + "mechanism", + "thereby", + "microstructure", + "gradually", + "therefore" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "thereby", + "therefore", + "limiting", + "confinement", + "thus", + "subsequently", + "consequently", + "mechanism" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "consequently", + "thereby", + "thus", + "accordingly", + "subsequently", + "therefore", + "thru", + "dadurch" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "Consequently", + "Subsequently", + "This", + "Additionally", + "Which", + "Both", + "subsequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "Subsequently", + "Also", + "Additionally", + "Moreover", + "Therefore" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "Consequently", + "This", + "Also", + "Additionally", + "Subsequently", + "subsequently", + "Similarly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Subsequently", + "Consequently", + "This", + "subsequently", + "Additionally", + "Similarly", + "Subsequent" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Furthermore", + "This", + "Subsequently", + "Consequently", + "subsequently", + "this", + "Additionally", + "consequently" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "this", + "Consequently", + "Furthermore", + "Subsequently", + "Eventually", + "Additionally", + "Meanwhile" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "Consequently", + "this", + "Furthermore", + "Therefore", + "Additionally", + "Thus", + "Subsequently" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "Furthermore", + "Additionally", + "Subsequently", + "These" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "Additionally", + "Subsequently", + "Furthermore", + "This" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "this", + "This", + "Consequently", + "This", + "この", + "Therefore", + "この", + "Additionally" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "this", + "This", + "この", + "この", + "This", + "هذا", + "Consequently", + "this" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "this", + "This", + "Consequently", + "この", + "This", + "この", + "هذا", + "The" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "Consequently", + "The", + "This", + "Furthermore", + "Subsequently", + "Subsequent" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "Consequently", + "The", + "This", + "Therefore", + "Furthermore", + "Subsequently" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "The", + "Consequently", + "This", + "Therefore", + "Furthermore", + "Subsequently" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "The", + "Consequently", + "This", + "Therefore", + "Furthermore", + "Subsequently" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "The", + "this", + "Consequently", + "Furthermore", + "Eventually", + "Simultaneously", + "Specifically" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "The", + "this", + "Specifically", + "Furthermore", + "Similar", + "Additionally", + "Consequently" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "This", + "A", + "In", + "Chromium", + "Chemical", + "Subsequent" + ] + } + ], + "surprising": [ + { + "concept": "and", + "score": 41.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "compact", + "output_checked": true + }, + { + "concept": "surface", + "score": 23.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 22.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "was", + "score": 20.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "film", + "output_checked": true + }, + { + "concept": "this", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "diffusion", + "score": 16.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "state", + "output_checked": true + }, + { + "concept": "because", + "score": 13.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "chromium", + "output_checked": true + }, + { + "concept": "oxidation", + "score": 13.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "oxidative", + "score": 11.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "produces", + "output_checked": true + }, + { + "concept": "significant", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + }, + { + "concept": "chemically", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "film", + "output_checked": true + }, + { + "concept": "dermat", + "score": 9.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "film", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-hot-air-surface-layer-04__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-hot-air-surface-layer-04__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-hot-air-surface-layer-04__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-hot-air-surface-layer-04__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-hot-air-surface-layer-04__heatmap.png" + } + }, + { + "slug": "paper-v2-assoc-hot-air-surface-layer-05", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "High-temperature environmental surface layer 5", + "description": "Preregistered unnamed materials vignette; compare fixed-band J-lens ranks with the matched logit-lens baseline.", + "note": "Primary association-suite item. Inclusion requires tokenizer-level input/output absence. The family-level endpoint is paired pass@k/AUC for J-lens versus logit lens over the fixed 38--92% band.", + "prompt_text": "A turbine component operated in oxygen-bearing gas develops a thick external reaction product that can spall during thermal cycling.", + "prompt_tail": "A turbine component operated in oxygen-bearing gas develops a thick external reaction product that can spall during thermal cycling.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 23 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "hot-air-surface-layer", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": " This", + "generated_token_ids": [ + 1174 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "oxidation", + "surfaces": [ + "oxidation" + ], + "token_ids": [ + 23810, + 86897, + 161241 + ] + }, + { + "label": "oxide", + "surfaces": [ + "oxide" + ], + "token_ids": [ + 20102, + 23108, + 124548 + ] + }, + { + "label": "scale", + "surfaces": [ + "scale" + ], + "token_ids": [ + 5559, + 7669, + 33663, + 15098 + ] + } + ], + "emergence": [ + { + "label": "oxidation", + "best_rank": 125, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 14 + }, + { + "label": "oxide", + "best_rank": 310, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 529 + }, + { + "label": "scale", + "best_rank": 1859, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 23, + "logit_lens_best_rank": 2159 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Although", + "About", + "whereas", + "Also", + "It", + "although", + "Although", + "whereas" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "d", + "n", + "nt", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "d", + "i", + "o", + "wards", + "le", + "r", + "t" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "d", + "ct", + "ile", + "le", + "t", + "wards", + "o" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "to", + "a", + "in", + "ide", + "d", + "its", + "ued", + "an" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "itatively", + "ially", + "ually", + "arily", + "itized", + "urally", + "ik", + "ients" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "ened", + "ially", + "igated", + "ably", + "itatively", + "ually", + "ients", + "ile" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "subsequently", + "utilizing", + "primarily", + "utilized", + "employing", + "employed", + "wherein", + "situated" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "subsequently", + "utilizing", + "Furthermore", + "during", + "primarily", + "which", + "this", + "characterized" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "during", + "subsequently", + "this", + "afterward", + "also", + "which", + "characterized", + "Uttarakhand" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "proximal", + "morphology", + "etiology", + "characteristic", + "necessitating", + "exhibiting", + "proximate", + "dermatitis" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "concomit", + "exhibiting", + "concurrently", + "epidermal", + "characterized", + "subsequently", + "necessitating", + "proximate" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "necessitating", + "concomit", + "subsequently", + "proximate", + "exhibiting", + "characterized", + "characteristic", + "concurrently" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "carapace", + "epidermal", + "corrosion", + "abrasive", + "corrosive", + "elastomer", + "ductile" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "metallurgical", + "corrosion", + "epidermal", + "carapace", + "corrosive", + "exoskeleton", + "geotechnical", + "polymeric" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "corrosion", + "metallurgical", + "epidermal", + "necrosis", + "pyrolysis", + "carapace", + "polymer", + "corrosive" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "corrosion", + "instability", + "necrosis", + "carapace", + "metallurgical", + "corrosive", + "destabil", + "unstable" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "instability", + "corrosive", + "unstable", + "corrosion", + "necrosis", + "destabil", + "pyrolysis", + "carcinogenic" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "instability", + "unstable", + "destabil", + "deterioration", + "corrosive", + "damaging", + "problematic", + "necrosis" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "instability", + "destabil", + "unstable", + "deterioration", + "corrosive", + "exacerbated", + "damaging", + "problematic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "problematic", + "instability", + "threatening", + "unstable", + "damaging", + "deterioration", + "corrosive", + "threat" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "problematic", + "instability", + "unstable", + "risk", + "unreliable", + "prone", + "preventable", + "threat" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "due", + "anecdotal", + "susceptible", + "anecdotes", + "overdraft", + "vulnerable", + "paranoid", + "anecdote" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "subsequently", + "this", + "Furthermore", + "later", + "Subsequently", + "Which", + "which" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "This", + "Furthermore", + "Consequently", + "this", + "Additionally", + "Subsequently", + "However", + "Also" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "Additionally", + "Also", + "this", + "However", + "Subsequently" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "This", + "Consequently", + "Additionally", + "Subsequently", + "However", + "Similarly", + "Also" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "This", + "Furthermore", + "this", + "Consequently", + "Additionally", + "Subsequently", + "Similarly", + "These" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "This", + "this", + "Furthermore", + "Additionally", + "Meanwhile", + "Consequently", + "During", + "These" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "This", + "this", + "Consequently", + "Because", + "Therefore", + "Meanwhile", + "These", + "During" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "What", + "Because", + "Additionally", + "These" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "this", + "Consequently", + "Therefore", + "What", + "Additionally", + "This", + "Meanwhile" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "this", + "Consequently", + "This", + "Therefore", + "Its", + "この", + "What" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "this", + "هذا", + "この", + "This", + "この", + "इस", + "Consequently" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "this", + "This", + "هذا", + "Consequently", + "この", + "Furthermore", + "इस" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "This", + "this", + "Furthermore", + "This", + "What", + "Its", + "Consequently", + "The" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "This", + "this", + "This", + "Furthermore", + "The", + "Its", + "Consequently", + "Therefore" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "this", + "This", + "The", + "Its", + "What", + "Furthermore", + "Because" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "this", + "The", + "What", + "Furthermore", + "Its", + "This", + "Analyzing" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "The", + "this", + "Furthermore", + "Its", + "What", + "Maintaining", + "Additionally" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "this", + "The", + "Furthermore", + "Its", + "What", + "Due", + "Given" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "What", + "Its", + "Furthermore", + "Maintenance", + "To", + "In" + ] + } + ], + "surprising": [ + { + "concept": "corrosion", + "score": 32.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "because", + "score": 26.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "reaction", + "output_checked": true + }, + { + "concept": "was", + "score": 20.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "turbine", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "component", + "output_checked": true + }, + { + "concept": "and", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "environments", + "score": 14.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "bearing", + "output_checked": true + }, + { + "concept": "deterioration", + "score": 13.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "a", + "output_checked": true + }, + { + "concept": "which", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "operated", + "output_checked": true + }, + { + "concept": "impede", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "can", + "output_checked": true + }, + { + "concept": "atmosphere", + "score": 9.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "oxygen", + "output_checked": true + }, + { + "concept": "carapace", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "external", + "output_checked": true + }, + { + "concept": "requires", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "turbine", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-hot-air-surface-layer-05__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-hot-air-surface-layer-05__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-hot-air-surface-layer-05__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-hot-air-surface-layer-05__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-assoc-hot-air-surface-layer-05__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-focus-01", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed focus 01", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The amber notebook rested beside the ceramic bowl.\" Concentrate on a dislocation pile-up and its stress concentration while you write it. Do not write anything else.\n<|turn>model\nThe amber notebook rested beside the ceramic bowl.", + "prompt_tail": "tion pile-up and its stress concentration while you write it. Do not write anything else.\n<|turn>model\nThe amber notebook rested beside the ceramic bowl.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 44, + 45, + 46, + 47, + 48, + 49, + 50, + 51, + 52 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "focus", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-01", + "carrier_id": "carrier-01", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The amber notebook rested beside the ceramic bowl.", + "generated_token_ids": [ + 818, + 67706, + 24795, + 72578, + 28383, + 506, + 25364, + 13392, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 991, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 52, + "logit_lens_best_rank": 440 + }, + { + "label": "pile", + "best_rank": 12, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 50, + "logit_lens_best_rank": 31 + }, + { + "label": "stress", + "best_rank": 11, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 52, + "logit_lens_best_rank": 4 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "tons", + "however", + "Also", + "friends", + "and", + "Also" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "nt", + "d", + "etc", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "wards", + "ie", + "lly", + "l", + "es", + "er", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "o", + "l", + "r", + "or", + "d", + "etc", + "i", + "a" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "to", + "probably", + "a", + "that", + "which", + "of", + "d" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "and", + "according", + "therefore", + "to", + "that", + "however", + "in", + "which" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "however", + "whilst", + "whereas", + "and", + "hence", + "therefore", + "which", + "beside" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "alot", + "however", + "thats", + "Whilst", + "realised", + "whereas", + "anyways" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "whilst", + "which", + "alot", + "who", + "she", + "and", + "the" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "however", + "because", + "which", + "and", + "the", + "also", + "they", + "there" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "the", + "which", + "because", + "where", + "when", + "although" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "which", + "the", + "and", + "when", + "that", + "moreover" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "nestled", + "when", + "furthermore", + "which", + "the", + "Mrs", + "although" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "nestled", + "however", + "whispered", + "glistening", + "stillness", + "bathed", + "shimmering", + "countless" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "stillness", + "nestled", + "whispered", + "motionless", + "unremarkable", + "quietly", + "however", + "uttered" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "nestled", + "glistening", + "whispered", + "unremarkable", + "gazing", + "motionless", + "serene" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "stillness", + "nestled", + "whispered", + "glistening", + "unremarkable", + "quiet", + "quietly", + "serene" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "stillness", + "evocative", + "nestled", + "glistening", + "silently", + "shimmering", + "whispered", + "subtly" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "evocative", + "stillness", + "glistening", + "whispered", + "subtly", + "imagining", + "nestled", + "unremarkable" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "nestled", + "whispered", + "glistening", + "evocative", + "subtly", + "juxtap", + "beneath", + "stillness" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "whispered", + "silently", + "motionless", + "subtly", + "quietly", + "stillness", + "beneath" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "refracted", + "unconsciously", + "gleaming", + "reflecting", + "whispered", + "lingered", + "punctuated", + "concealed" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "meticulously", + "fucking", + "nonetheless", + "relentlessly", + "though", + "tirelessly", + "navigating", + "countless" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "This", + "Their", + "Though", + "Its", + "Although", + "While", + "Despite", + "৷" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Their", + "Its", + "This", + "Its", + "Perhaps", + "Because", + "Although", + "Though" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Its", + "Its", + "Meanwhile", + "Their", + "Despite", + "Though", + "Although", + "때문이다" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Meanwhile", + "Despite", + "Despite", + "Though", + "Although", + "Suddenly", + "Their", + "Its" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Despite", + "Its", + "Suddenly", + "Meanwhile", + "Their", + "Its", + "Despite", + "Suddenly" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Though", + "Its", + "Their", + "Meanwhile", + "Although", + "Despite", + "While", + "Every" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Its", + "Their", + "Meanwhile", + "Its", + "Though", + "Despite", + "Although", + "While" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "Their", + "Its", + "Meanwhile", + "Despite", + "Though", + "Although", + "The" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Their", + "Its", + "Meanwhile", + "Despite", + "Though", + "It", + "The" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Their", + "Meanwhile", + "The", + "Despite", + "It", + "While" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "The", + "Their", + "Its", + "Meanwhile", + "It", + "Despite", + "However" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Its", + "Their", + "It", + "Its", + "The", + "Though", + "Despite", + "Every" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Its", + "The", + "While", + "Its", + "Despite", + "Their", + "It", + "Though" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Its", + "The", + "While", + "Its", + "It", + "Their", + "Although", + "Stress" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Its", + "The", + "It", + "While", + "Its", + "Though", + "Their", + "Although" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Its", + "The", + "It", + "While", + "This", + "Through", + "Every", + "Its" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Its", + "The", + "It", + "While", + "Within", + "This", + "Every", + "Pressure" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "The", + "Its", + "It", + "Each", + "A", + "While", + "This", + "Within" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "A", + "Stress", + "Its", + "It", + "Strain", + "Each", + "Pressure" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 30.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "was", + "score": 22.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "amber", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 20.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "also", + "score": 20.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "but", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "amber", + "output_checked": true + }, + { + "concept": "shimmering", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rested", + "output_checked": true + }, + { + "concept": "Also", + "score": 13.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "implications", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "effects", + "score": 11.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "stillness", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-01__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-01__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-01__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-01__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-01__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-suppress-01", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed suppression 01", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The amber notebook rested beside the ceramic bowl.\" Try not to think about a dislocation pile-up or its stress concentration while you write it. Do not write anything else.\n<|turn>model\nThe amber notebook rested beside the ceramic bowl.", + "prompt_tail": "ation pile-up or its stress concentration while you write it. Do not write anything else.\n<|turn>model\nThe amber notebook rested beside the ceramic bowl.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 47, + 48, + 49, + 50, + 51, + 52, + 53, + 54, + 55 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "suppress", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-01", + "carrier_id": "carrier-01", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The amber notebook rested beside the ceramic bowl.", + "generated_token_ids": [ + 818, + 67706, + 24795, + 72578, + 28383, + 506, + 25364, + 13392, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 5792, + "best_depth": 46.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 55, + "logit_lens_best_rank": 13030 + }, + { + "label": "pile", + "best_rank": 49, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 53, + "logit_lens_best_rank": 311 + }, + { + "label": "stress", + "best_rank": 903, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 54, + "logit_lens_best_rank": 1309 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "tons", + "friends", + "however", + "hence", + "Also", + "Also" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "nt", + "d", + "etc", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "wards", + "lly", + "l", + "es", + "er", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "o", + "l", + "r", + "or", + "etc", + "d", + "a", + "i" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "to", + "probably", + "a", + "that", + "of", + "which", + "d" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "according", + "and", + "therefore", + "to", + "however", + "that", + "which", + "in" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "however", + "whilst", + "whereas", + "and", + "hence", + "which", + "therefore", + "beside" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "however", + "alot", + "thats", + "Whilst", + "realised", + "whereas", + "which" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "whilst", + "which", + "although", + "and", + "alot", + "the", + "who" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "however", + "which", + "because", + "also", + "and", + "although", + "the", + "there" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "the", + "which", + "because", + "although", + "when", + "where" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "which", + "furthermore", + "and", + "the", + "when", + "that", + "whereas" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "which", + "furthermore", + "when", + "and", + "although", + "the", + "whether" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "nestled", + "furthermore", + "wherever", + "whispered", + "moreover", + "the", + "stillness" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "stillness", + "nestled", + "whispered", + "however", + "quietly", + "uttered", + "unremarkable", + "motionless" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "whispered", + "uttered", + "nestled", + "unremarkable", + "steadfast", + "uttering", + "murm" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "whispered", + "stillness", + "uttered", + "nestled", + "uttering", + "quiet", + "unremarkable", + "quietly" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "stillness", + "dutiful", + "whispered", + "punctuation", + "silently", + "quietly", + "kalimat" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "stillness", + "punctuation", + "kalimat", + "dutiful", + "cüm", + "retelling", + "uttered" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "thereafter", + "motionless", + "punctuation", + "english", + "although", + "mrs", + "furthermore" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "입니다", + "afterwards", + "english", + "whispered", + "silently", + "punctuation", + "motionless" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "阅读全文", + "ذریع", + "nhé", + "kalimat", + "ذلك", + "همین", + "cüm", + "였습니다" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "néanmoins", + "obstante", + "cüm", + "nenhuma", + "때문이다", + "감사합니다", + "nonetheless" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "XNUMX", + "例文帳に追加", + "때문이다" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "때문이다", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "例文帳に追加", + "때문이다", + "ㅤ" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "৷", + "銆", + "입니다", + "때문이다", + "ㅤ", + "XNUMX", + "例文帳に追加", + "৷" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "XNUMX", + "銆", + "입니다", + "때문이다", + "৷", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "৷", + "입니다", + "jpg", + "endl", + "銆", + "때문이다", + "통해서" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "لذلك", + "통해서", + "の通販", + "EOF", + "XNUMX", + "아멘", + "Its" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "때문이다", + "입니다", + "Its", + "아멘", + "بذلك", + "jpg", + "لذلك", + "Otherwise" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "아멘", + "Otherwise", + "입니다", + "بذلك", + "书", + "Its", + "を描" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Otherwise", + "بذلك", + "아멘", + "Otherwise", + "を描", + "它" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "頑張", + "Probably", + "を描", + "供", + "是我", + "Otherwise" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Writing", + "Written", + "Writer", + "笔", + "Hopefully", + "Screenshot" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Feel", + "Hopefully", + "Write", + "Writing", + "Writing", + "Picture", + "Essay" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Hopefully", + "Feel", + "COPY", + "write", + "Period", + "Picture" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "Hopefully", + "write", + "Feel", + "唯", + "Writes", + "Writing" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "COPY", + "唯", + "Feel", + "Copy", + "write", + "山" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "COPY", + "Write", + "write", + "Copy", + "Back", + "Constit", + "UNT" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Write", + "write", + "ほど", + "towards", + "Back", + "Write", + "That", + "COPY" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "This", + "That", + "Write", + "The", + "COPY", + "About", + "1" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 35.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "to", + "output_checked": true + }, + { + "concept": "also", + "score": 30.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 28.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "but", + "score": 28.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "implications", + "score": 25.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "amber", + "output_checked": true + }, + { + "concept": "weird", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "not", + "output_checked": true + }, + { + "concept": "writing", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "write", + "output_checked": true + }, + { + "concept": "was", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "amber", + "output_checked": true + }, + { + "concept": "Also", + "score": 14.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "deviate", + "score": 12.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "to", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-01__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-01__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-01__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-01__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-01__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-control-01", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Neutral carrier control 01", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The amber notebook rested beside the ceramic bowl.\" Do not write anything else.\n<|turn>model\nThe amber notebook rested beside the ceramic bowl.", + "prompt_tail": " exactly \"The amber notebook rested beside the ceramic bowl.\" Do not write anything else.\n<|turn>model\nThe amber notebook rested beside the ceramic bowl.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "control", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-01", + "carrier_id": "carrier-01", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The amber notebook rested beside the ceramic bowl.", + "generated_token_ids": [ + 818, + 67706, + 24795, + 72578, + 28383, + 506, + 25364, + 13392, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 7458, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 31, + "logit_lens_best_rank": 11600 + }, + { + "label": "pile", + "best_rank": 44, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 298 + }, + { + "label": "stress", + "best_rank": 1276, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 2505 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "tons", + "hence", + "friends", + "however", + "Also", + "lle" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "nt", + "d", + "etc", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "wards", + "lly", + "l", + "er", + "es", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "o", + "l", + "r", + "etc", + "etc", + "or", + "d", + "i" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "probably", + "which", + "to", + "etc", + "of", + "in", + "that" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "according", + "therefore", + "and", + "to", + "whereas", + "however", + "in", + "that" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "however", + "therefore", + "whereas", + "and", + "which", + "whilst", + "hence", + "furthermore" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "however", + "whilst", + "furthermore", + "whereas", + "which", + "therefore", + "alot", + "and" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "and", + "which", + "although", + "also", + "Also", + "because", + "Furthermore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "also", + "however", + "which", + "although", + "Also", + "because", + "and", + "the" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "the", + "although", + "because", + "also", + "therefore" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "and", + "which", + "the", + "also", + "although", + "Furthermore" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "furthermore", + "which", + "when", + "although", + "the", + "afterwards" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "and", + "furthermore", + "Furthermore", + "although", + "the", + "natomiast", + "which" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "grammat", + "uttered", + "furthermore", + "although", + "and", + "the", + "whether" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "grammat", + "kalimat", + "uttered", + "sentence", + "Mrs", + "uttering", + "cüm", + "grammatical" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "uttered", + "kalimat", + "cüm", + "uttering", + "sentence", + "truth", + "retelling" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "verbatim", + "reciting", + "punctuation", + "recited", + "kalimat", + "grammatical", + "uttered" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "kalimat", + "verbatim", + "punctuation", + "english", + "sentence", + "全文", + "cüm" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "english", + "however", + "grammat", + "thereafter", + "furthermore", + "punctuation", + "mrs", + "indeed" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "입니다", + "english", + "please", + "however", + "html", + "hereby", + "gmail", + "february" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "阅读全文", + "입니다", + "nhé", + "감사합니다", + "ذریع", + "endif", + "html", + "gmail" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "Dot", + "Gregor", + "감사합니다", + "ㅠㅠ", + "ß", + "닷", + "obstante" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "です", + "때문이다", + "XNUMX" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "때문이다", + "XNUMX", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "때문이다", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "ㅤ", + "때문이다", + "例文帳に追加", + "XNUMX" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "৷", + "때문이다", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "৷", + "입니다", + "endl", + "銆", + "jpg", + "EOF", + "통해서" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "لذلك", + "EOF", + "Its", + "の通販", + "통해서", + "Nothing", + "Rare" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "Its", + "때문이다", + "بذلك", + "아멘", + "Otherwise", + "It", + "لذلك" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "بذلك", + "입니다", + "아멘", + "Otherwise", + "的书", + "书", + "Its" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Otherwise", + "Its", + "بذلك", + "Otherwise", + "아멘", + "を描", + "Probably" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Probably", + "Its", + "Otherwise", + "を描", + "頑張", + "હ", + "Otherwise" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Writing", + "Dot", + "Write", + "笔", + "Written", + "写" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Write", + "Feel", + "Writing", + "Print", + "Smith", + "Copy", + "Writing" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Period", + "COPY", + "Hopefully", + "Copy", + "Feel", + "Mad" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "唯", + "write", + "Feel", + "Period", + "Hopefully", + "write" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "唯", + "COPY", + "山", + "Copy", + "Feel", + "Copy" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "COPY", + "Write", + "write", + "Copy", + "write", + "写", + "Constit" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "write", + "Write", + "COPY", + "Write", + "screening", + "写", + "screen", + "period" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "COPY", + "Write", + "1", + "This", + "That", + "g", + "G" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 29.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "amber", + "output_checked": true + }, + { + "concept": "was", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "amber", + "output_checked": true + }, + { + "concept": "also", + "score": 14.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "Also", + "score": 11.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "other", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "write", + "output_checked": true + }, + { + "concept": "without", + "score": 10.0, + "best_rank": 3, + "best_depth": 75.6, + "near_token": ".\"", + "output_checked": true + }, + { + "concept": "motionless", + "score": 9.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "rested", + "output_checked": true + }, + { + "concept": "and", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "five", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "exactly", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-01__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-01__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-01__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-01__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-01__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-focus-02", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed focus 02", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A silver spoon lay beneath the folded cloth.\" Keep a dislocation pile-up and the stress it concentrates in mind while copying it. Do not write anything else.\n<|turn>model\nA silver spoon lay beneath the folded cloth.", + "prompt_tail": "on pile-up and the stress it concentrates in mind while copying it. Do not write anything else.\n<|turn>model\nA silver spoon lay beneath the folded cloth.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 45, + 46, + 47, + 48, + 49, + 50, + 51, + 52, + 53 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "focus", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-02", + "carrier_id": "carrier-02", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A silver spoon lay beneath the folded cloth.", + "generated_token_ids": [ + 236776, + 10173, + 33148, + 6267, + 25038, + 506, + 42252, + 20182, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 82, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 45, + "logit_lens_best_rank": 1 + }, + { + "label": "pile", + "best_rank": 10, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 51, + "logit_lens_best_rank": 16 + }, + { + "label": "stress", + "best_rank": 7, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 50, + "logit_lens_best_rank": 40 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Indians", + "hence", + "Hence", + "however", + "hence", + "Accordingly", + "and" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "o", + "i", + "a", + "nt", + "d", + "etc", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "l", + "wards", + "lly", + "es", + "d", + "y" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "etc", + "t", + "r", + "d", + "a", + "or" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "etc", + "etc", + "and", + "a", + "wards", + "l", + "o", + "e" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "and", + "therefor", + "hence", + "thus", + "which", + "according", + "whereas" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "whereas", + "realised", + "hence", + "however", + "and", + "which", + "therefore" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "alot", + "thats", + "realised", + "however", + "gonna", + "Whilst", + "which" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "whilst", + "which", + "she", + "and", + "alot", + "Whilst", + "amongst" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "however", + "which", + "also", + "and", + "because", + "Also", + "although", + "she" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "the", + "because", + "therefore", + "although", + "also" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "and", + "which", + "whereas", + "moreover", + "whilst", + "the" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "whilst", + "and", + "furthermore", + "which", + "when", + "moreover", + "Mrs" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "şi", + "whilst", + "moreover", + "whispered", + "nestled", + "and", + "she" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "whispered", + "uttered", + "however", + "nestled", + "uttering", + "countless", + "stillness", + "şi" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "uttered", + "whispered", + "uttering", + "poetic", + "stillness", + "poetry", + "Mrs", + "evocative" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "uttered", + "whispered", + "uttering", + "poetic", + "poem", + "poetry", + "Shakespeare", + "grammat" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "poem", + "poetic", + "punctuation", + "poetry", + "evocative", + "literary", + "retelling" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "poem", + "punctuation", + "retelling", + "writing", + "stillness", + "poetry", + "evocative" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "poem", + "english", + "punctuation", + "copy", + "although", + "faithfully", + "Poem" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "copy", + "copied", + "poem", + "afterwards", + "verbatim", + "Poem", + "english" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "reread", + "copied", + "Indeed", + "grammat", + "hereof", + "strcpy", + "obeyed", + "herein" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "nonetheless", + "ذریع", + "undersigned", + "fucking", + "nevertheless", + "néanmoins", + "accordingly", + "dot" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "입니다", + "ذریع", + "銆", + "때문이다", + "৷", + "Also", + "例文帳に追加" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "때문이다", + "銆", + "৷", + "例文帳に追加", + "Its", + "Their" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "때문이다", + "৷", + "입니다", + "銆", + "৷", + "例文帳に追加", + "ㅤ", + "XNUMX" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "때문이다", + "銆", + "입니다", + "৷", + "৷", + "例文帳に追加", + "Instead", + "ㅤ" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "때문이다", + "銆", + "৷", + "৷", + "입니다", + "例文帳に追加", + "XNUMX", + "이다" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "때문이다", + "XNUMX", + "Meanwhile", + "EOF", + "Again", + "endl", + "endif", + "Everywhere" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "ㅠㅠ", + "EOF", + "XNUMX", + "例文帳に追加", + "아멘", + "jpg", + "című" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "때문이다", + "jpg", + "아멘", + "Meanwhile", + "입니다", + "ㅠㅠ", + "EOF", + "However" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "때문이다", + "아멘", + "jpg", + "There", + "Meanwhile", + "Notwithstanding", + "ㅠㅠ", + "Its" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "However", + "However", + "아멘", + "Notwithstanding", + "That", + "jpg" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "nonetheless", + "However", + "However", + "Notwithstanding", + "That", + "jpg" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Its", + "That", + "Sorry", + "爆", + "Screenshot", + "笔", + "أر", + "dot" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "That", + "Its", + "Write", + "Sorry", + "Its", + "Feel", + "Feel", + "However" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "BUR", + "That", + "COPY", + "Its", + "CONTIN", + "Write", + "Crash", + "PUN" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "BUR", + "然而", + "แ", + "COPY", + "USH", + "That", + "SS", + "WR" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "COPY", + "That", + "This", + "Through", + "山", + "WITH", + "Because", + "Write" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Between", + "That", + "Because", + "This", + "COPY", + "Write", + "Among", + "Through" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "at", + "Because", + "Within", + "causing", + "simultaneously", + "along", + "always" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "A", + "This", + "The", + "That", + "Do", + "a", + "A", + "L" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 46.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "also", + "score": 29.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "because", + "score": 25.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "up", + "output_checked": true + }, + { + "concept": "but", + "score": 24.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "sentence", + "score": 14.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "a", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "This", + "score": 12.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "whispered", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "was", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "spoon", + "output_checked": true + }, + { + "concept": "this", + "score": 11.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "copying", + "output_checked": true + }, + { + "concept": "weird", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Also", + "score": 10.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "<|turn>", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-02__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-02__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-02__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-02__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-02__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-suppress-02", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed suppression 02", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A silver spoon lay beneath the folded cloth.\" Keep your attention away from a dislocation pile-up and the stress it concentrates while copying it. Do not write anything else.\n<|turn>model\nA silver spoon lay beneath the folded cloth.", + "prompt_tail": "islocation pile-up and the stress it concentrates while copying it. Do not write anything else.\n<|turn>model\nA silver spoon lay beneath the folded cloth.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 47, + 48, + 49, + 50, + 51, + 52, + 53, + 54, + 55 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "suppress", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-02", + "carrier_id": "carrier-02", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A silver spoon lay beneath the folded cloth.", + "generated_token_ids": [ + 236776, + 10173, + 33148, + 6267, + 25038, + 506, + 42252, + 20182, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 299, + "best_depth": 46.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 52, + "logit_lens_best_rank": 2478 + }, + { + "label": "pile", + "best_rank": 59, + "best_depth": 53.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 48, + "logit_lens_best_rank": 95 + }, + { + "label": "stress", + "best_rank": 4, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 52, + "logit_lens_best_rank": 1934 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "hence", + "Indians", + "Hence", + "however", + "hence", + "Hence", + "Accordingly" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "o", + "i", + "a", + "nt", + "d", + "t", + "etc" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "l", + "wards", + "lly", + "d", + "es", + "i" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "etc", + "t", + "r", + "d", + "a", + "maybe" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "etc", + "etc", + "a", + "wards", + "l", + "o", + "s" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "therefor", + "and", + "hence", + "according", + "whereas", + "which", + "thus" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "whereas", + "however", + "hence", + "therefore", + "realised", + "therefor", + "which" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "alot", + "thats", + "however", + "realised", + "gonna", + "Whilst", + "anyways" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "whilst", + "which", + "and", + "alot", + "she", + "amongst", + "although" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "however", + "which", + "also", + "because", + "and", + "Also", + "although", + "they" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "the", + "although", + "because", + "therefore", + "also" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "which", + "and", + "whereas", + "moreover", + "the", + "whilst" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "furthermore", + "and", + "whilst", + "which", + "when", + "moreover", + "that" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "şi", + "moreover", + "furthermore", + "whilst", + "and", + "nestled", + "colour" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "whispered", + "uttered", + "nestled", + "uttering", + "countless", + "stillness", + "untold" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "uttered", + "whispered", + "stillness", + "poetic", + "uttering", + "poetry", + "nestled", + "Mrs" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "whispered", + "uttered", + "poetic", + "poetry", + "poem", + "nestled", + "uttering", + "Shakespeare" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "whispered", + "stillness", + "punctuation", + "poem", + "silently", + "poetic", + "obedient" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "punctuation", + "obedient", + "poem", + "thereafter", + "stillness", + "english", + "kalimat" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "english", + "thereafter", + "faithfully", + "although", + "punctuation", + "poem", + "afterwards" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "입니다", + "html", + "afterwards", + "please", + "english", + "poem", + "Poem" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ذریع", + "阅读全文", + "nhé", + "obeyed", + "ذلك", + "endif", + "kalimat", + "همین" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "obstante", + "nenhuma", + "żad", + "néanmoins", + "₂", + "cüm", + "nonetheless" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "입니다", + "ذریع", + "銆", + "৷", + "XNUMX", + "때문이다", + "例文帳に追加" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "XNUMX", + "৷", + "때문이다", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "XNUMX", + "例文帳に追加", + "때문이다", + "৷", + "ㅤ" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "입니다", + "銆", + "৷", + "때문이다", + "例文帳に追加", + "ㅤ", + "XNUMX", + "৷" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "입니다", + "銆", + "XNUMX", + "때문이다", + "例文帳に追加", + "৷", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "입니다", + "৷", + "endl", + "銆", + "때문이다", + "jpg", + "阅读全文" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "لذلك", + "통해서", + "입니다", + "XNUMX", + "című", + "EOF", + "の通販" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "때문이다", + "아멘", + "Its", + "بذلك", + "لذلك", + "jpg", + "통해서" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "입니다", + "아멘", + "Otherwise", + "Otherwise", + "を描", + "بذلك", + "书", + "的书" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Otherwise", + "بذلك", + "Otherwise", + "아멘", + "を描", + "を知" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "頑張", + "を描", + "Its", + "أر", + "供", + "是我", + "Probably" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Written", + "Writing", + "Screenshot", + "笔", + "Writer", + "أر" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Write", + "Writing", + "Feel", + "Writing", + "Picture", + "Hopefully", + "PEN" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "COPY", + "Hopefully", + "write", + "Feel", + "Picture", + "Rush" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "唯", + "COPY", + "Feel", + "write", + "Writes" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "COPY", + "Write", + "唯", + "Copy", + "write", + "Feel", + "Copy" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "COPY", + "write", + "Write", + "Copy", + "Back", + "UNT", + "Constit" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Write", + "write", + "towards", + "at", + "COPY", + "This", + "Back", + "ほど" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "Write", + "COPY", + "Write", + "A", + "That", + "The", + "selective" + ] + } + ], + "surprising": [ + { + "concept": "also", + "score": 36.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 35.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "because", + "score": 35.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "away", + "output_checked": true + }, + { + "concept": "but", + "score": 25.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "Also", + "score": 18.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "avoidance", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "silver", + "output_checked": true + }, + { + "concept": "this", + "score": 13.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "copying", + "output_checked": true + }, + { + "concept": "whereas", + "score": 13.0, + "best_rank": 27, + "best_depth": 68.3, + "near_token": "pile", + "output_checked": true + }, + { + "concept": "whispered", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "other", + "score": 12.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "the", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-02__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-02__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-02__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-02__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-02__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-control-02", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Neutral carrier control 02", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A silver spoon lay beneath the folded cloth.\" Do not write anything else.\n<|turn>model\nA silver spoon lay beneath the folded cloth.", + "prompt_tail": "n>user\nWrite exactly \"A silver spoon lay beneath the folded cloth.\" Do not write anything else.\n<|turn>model\nA silver spoon lay beneath the folded cloth.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "control", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-02", + "carrier_id": "carrier-02", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A silver spoon lay beneath the folded cloth.", + "generated_token_ids": [ + 236776, + 10173, + 33148, + 6267, + 25038, + 506, + 42252, + 20182, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 3420, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 2792 + }, + { + "label": "pile", + "best_rank": 43, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 124 + }, + { + "label": "stress", + "best_rank": 1477, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 2193 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "hence", + "Indians", + "Hence", + "however", + "Hence", + "hence", + "Accordingly" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "o", + "i", + "a", + "d", + "nt", + "t", + "etc" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "l", + "ie", + "wards", + "lly", + "d", + "i", + "y" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "t", + "r", + "etc", + "d", + "a", + "ie" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "etc", + "etc", + "and", + "a", + "wards", + "l", + "e", + "o" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "hence", + "therefor", + "and", + "whereas", + "according", + "thus", + "however" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "realised", + "therefore", + "whereas", + "however", + "hence", + "and", + "which" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "however", + "realised", + "which", + "furthermore", + "whereas", + "Whilst", + "alot" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "whilst", + "and", + "which", + "also", + "although", + "Also", + "furthermore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "however", + "also", + "which", + "Also", + "and", + "although", + "because", + "whereas" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "however", + "and", + "which", + "also", + "although", + "the", + "therefore", + "because" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "which", + "and", + "also", + "whereas", + "although", + "whilst" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "furthermore", + "which", + "afterwards", + "also", + "whilst", + "when" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "şi", + "and", + "furthermore", + "afterwards", + "moreover", + "whilst", + "also" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "uttered", + "whispered", + "uttering", + "furthermore", + "grammat", + "şi", + "although" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "uttered", + "grammat", + "Mrs", + "sentence", + "uttering", + "poetry", + "kalimat", + "poetic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "uttered", + "whispered", + "uttering", + "Mrs", + "happily", + "kalimat", + "poem" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "punctuation", + "uttered", + "reciting", + "recited", + "kalimat", + "verbatim", + "utterance" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "english", + "kalimat", + "punctuation", + "sentence", + "grammar", + "cüm", + "uttered" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "english", + "however", + "grammat", + "mrs", + "punctuation", + "thereafter", + "indeed", + "html" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "입니다", + "english", + "please", + "however", + "html", + "afterwards", + "hereby", + "todays" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "nhé", + "입니다", + "阅读全文", + "ذریع", + "endif", + "accordingly", + "gmail", + "kalimat" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "néanmoins", + "żad", + "histoire", + "obstante", + "ût", + "ǃ", + "감사합니다" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "です", + "때문이다", + "XNUMX" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "때문이다", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "ㅤ", + "때문이다", + "例文帳に追加" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "৷", + "銆", + "입니다", + "৷", + "ㅤ", + "때문이다", + "例文帳に追加", + "XNUMX" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "৷", + "때문이다", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "endl", + "입니다", + "৷", + "銆", + "jpg", + "EOF", + "통해서" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "EOF", + "لذلك", + "Its", + "の通販", + "통해서", + "Rare", + "입니다" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "Its", + "بذلك", + "때문이다", + "아멘", + "لذلك", + "Otherwise", + "jpg" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "بذلك", + "입니다", + "아멘", + "的书", + "书", + "Otherwise", + "を描" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Otherwise", + "بذلك", + "Its", + "Otherwise", + "아멘", + "を描", + "PubMed" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "Probably", + "を描", + "Otherwise", + "頑張", + "હ", + "أر" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "笔", + "Dot", + "Writing", + "爆", + "Writing", + "Write", + "Written" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Write", + "Feel", + "Print", + "Writing", + "Copy", + "Picture", + "Smith" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "COPY", + "Hopefully", + "Period", + "Rush", + "Copy", + "write" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "唯", + "write", + "Period", + "COPY", + "Feel" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "COPY", + "Write", + "Write", + "唯", + "山", + "Copy", + "Feel", + "write" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "COPY", + "Write", + "Write", + "write", + "Copy", + "write", + "写", + "Constit" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "write", + "Write", + "period", + "Write", + "写", + "ほど", + "screen", + "selective" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "COPY", + "Write", + "1", + "This", + "That", + "g", + "screen" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 28.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "also", + "score": 15.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "cutlery", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "silver", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "whispered", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "tablecloth", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cloth", + "output_checked": true + }, + { + "concept": "and", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "other", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "write", + "output_checked": true + }, + { + "concept": "five", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "gleaming", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "lay", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-02__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-02__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-02__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-02__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-02__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-focus-03", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed focus 03", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The green folder remained inside the wooden drawer.\" Maintain an internal focus on a dislocation pile-up and its local stress concentration as you write. Do not write anything else.\n<|turn>model\nThe green folder remained inside the wooden drawer.", + "prompt_tail": "ion pile-up and its local stress concentration as you write. Do not write anything else.\n<|turn>model\nThe green folder remained inside the wooden drawer.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 47, + 48, + 49, + 50, + 51, + 52, + 53, + 54, + 55 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "focus", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-03", + "carrier_id": "carrier-03", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The green folder remained inside the wooden drawer.", + "generated_token_ids": [ + 818, + 3826, + 11709, + 12800, + 4888, + 506, + 7116, + 40682, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 28, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 47, + "logit_lens_best_rank": 11 + }, + { + "label": "pile", + "best_rank": 18, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 53, + "logit_lens_best_rank": 4 + }, + { + "label": "stress", + "best_rank": 25, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 55, + "logit_lens_best_rank": 17 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Indians", + "tons", + "hence", + "however", + "Also", + "Hence", + "ounces" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "nt", + "d", + "t", + "etc" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "lly", + "er", + "es", + "wards", + "l", + "ed" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "o", + "l", + "r", + "or", + "and", + "d", + "i", + "ried" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "probably", + "to", + "in", + "basically", + "that", + "of", + "which" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "according", + "therefore", + "and", + "to", + "that", + "because", + "in", + "which" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "however", + "and", + "therefore", + "whereas", + "which", + "to", + "furthermore", + "that" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "alot", + "however", + "anyways", + "thats", + "anymore", + "because", + "which" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "which", + "because", + "and", + "whilst", + "furthermore", + "although", + "that" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "which", + "however", + "also", + "and", + "the", + "although", + "that" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "the", + "because", + "although", + "therefore", + "that" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "which", + "moreover", + "the", + "although", + "and", + "whereas" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "furthermore", + "which", + "although", + "moreover", + "the", + "that", + "and" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "furthermore", + "although", + "moreover", + "the", + "which", + "natomiast", + "and" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "motionless", + "although", + "inanimate", + "furthermore", + "stillness", + "unchanging", + "unremarkable" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "motionless", + "inanimate", + "unremarkable", + "uttered", + "steadfast", + "whispered", + "inexplicable" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "stillness", + "motionless", + "whispered", + "unremarkable", + "silently", + "inanimate", + "quietly", + "undisturbed" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "stillness", + "silently", + "whispered", + "quietly", + "nestled", + "evocative", + "unremarkable", + "motionless" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "stillness", + "whispered", + "silently", + "evocative", + "quietly", + "unremarkable", + "motionless", + "nestled" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "whispered", + "motionless", + "stillness", + "however", + "nestled", + "silently", + "beneath", + "concealed" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "whispered", + "quietly", + "motionless", + "silently", + "stillness", + "characterised", + "beneath" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "lingered", + "whispered", + "refracted", + "quietly", + "endured", + "stillness", + "murmured", + "reflecting" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "meticulously", + "navigating", + "echoing", + "navigated", + "relentlessly", + "burgeoning", + "profoundly", + "keenly" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "Their", + "Its", + "Its", + "Though", + "During", + "This", + "Although" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Its", + "Its", + "Their", + "This", + "Perhaps", + "Perhaps", + "This", + "ㅤ" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Its", + "৷", + "Despite", + "Its", + "ㅤ", + "Their", + "Meanwhile", + "때문이다" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Meanwhile", + "Despite", + "Its", + "While", + "Although", + "Despite", + "ㅤ", + "Instead" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Its", + "Despite", + "Meanwhile", + "৷", + "Feeling", + "ㅤ", + "Within", + "While" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Its", + "Their", + "Though", + "Its", + "Meanwhile", + "Though", + "There", + "Every" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Its", + "Its", + "Their", + "Meanwhile", + "Though", + "Within", + "Despite", + "Beneath" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "Its", + "Their", + "Meanwhile", + "Within", + "The", + "There", + "Though" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Its", + "Their", + "Within", + "Meanwhile", + "There", + "Beneath", + "Within" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Within", + "Their", + "The", + "Meanwhile", + "Beneath", + "There" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "The", + "Their", + "Within", + "Meanwhile", + "It", + "There" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Its", + "Within", + "Its", + "The", + "Beneath", + "It", + "Inside", + "Their" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Its", + "Within", + "The", + "Its", + "Inside", + "Through", + "Despite", + "Within" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Its", + "Within", + "The", + "Its", + "Despite", + "It", + "Inside", + "Though" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Its", + "The", + "Within", + "Its", + "It", + "Through", + "This", + "Though" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Its", + "The", + "Within", + "It", + "This", + "Its", + "Through", + "There" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Its", + "The", + "Within", + "This", + "That", + "Throughout", + "Through", + "Like" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "The", + "Its", + "Within", + "A", + "This", + "Each", + "There", + "Inside" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "A", + "Its", + "Within", + "Internal", + "Local", + "Stress", + "It" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 33.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 25.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "while", + "score": 25.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "up", + "output_checked": true + }, + { + "concept": "implications", + "score": 19.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "also", + "score": 18.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "was", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "folder", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "stillness", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "motionless", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "Also", + "score": 10.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "consequences", + "score": 10.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "local", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-03__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-03__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-03__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-03__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-03__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-suppress-03", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed suppression 03", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The green folder remained inside the wooden drawer.\" Avoid internally focusing on a dislocation pile-up or its local stress concentration as you write. Do not write anything else.\n<|turn>model\nThe green folder remained inside the wooden drawer.", + "prompt_tail": "tion pile-up or its local stress concentration as you write. Do not write anything else.\n<|turn>model\nThe green folder remained inside the wooden drawer.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 46, + 47, + 48, + 49, + 50, + 51, + 52, + 53, + 54 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "suppress", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-03", + "carrier_id": "carrier-03", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The green folder remained inside the wooden drawer.", + "generated_token_ids": [ + 818, + 3826, + 11709, + 12800, + 4888, + 506, + 7116, + 40682, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 3818, + "best_depth": 46.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 54, + "logit_lens_best_rank": 8264 + }, + { + "label": "pile", + "best_rank": 31, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 52, + "logit_lens_best_rank": 321 + }, + { + "label": "stress", + "best_rank": 1263, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 53, + "logit_lens_best_rank": 1133 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "tons", + "however", + "hence", + "Also", + "Hence", + "friends" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "nt", + "d", + "t", + "etc" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "lly", + "er", + "es", + "wards", + "l", + "ed" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "o", + "l", + "r", + "or", + "and", + "d", + "i", + "ried" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "to", + "in", + "probably", + "that", + "basically", + "of", + "which" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "according", + "therefore", + "and", + "to", + "in", + "that", + "because", + "instead" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "and", + "therefore", + "however", + "whereas", + "which", + "to", + "according", + "furthermore" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "however", + "because", + "whilst", + "which", + "anyways", + "furthermore", + "alot", + "anymore" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "which", + "and", + "because", + "although", + "also", + "this", + "furthermore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "which", + "however", + "also", + "although", + "and", + "the", + "Also" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "the", + "because", + "although", + "therefore", + "also" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "which", + "and", + "although", + "moreover", + "Furthermore", + "the" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "furthermore", + "which", + "although", + "and", + "Furthermore", + "moreover", + "the" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "furthermore", + "moreover", + "although", + "and", + "Furthermore", + "natomiast", + "which" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "furthermore", + "motionless", + "although", + "the", + "moreover", + "whether", + "uttered" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "uttered", + "motionless", + "however", + "grammat", + "steadfast", + "unremarkable", + "uttering" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "uttered", + "whispered", + "stillness", + "kalimat", + "uttering", + "motionless", + "unremarkable" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "stillness", + "dutiful", + "silently", + "kalimat", + "punctuation", + "obedient", + "steadfast" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "stillness", + "kalimat", + "motionless", + "unchanging", + "punctuation", + "obedient", + "thereafter" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "motionless", + "thereafter", + "although", + "furthermore", + "stillness", + "unchanged", + "faithfully" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "motionless", + "입니다", + "sentence", + "furthermore", + "Poem", + "silently", + "grammat" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ذریع", + "阅读全文", + "kalimat", + "ذلك", + "cüm", + "nhé", + "而已", + "例文帳に追加" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "néanmoins", + "obstante", + "그러나", + "nenhuma", + "Nevertheless", + "cüm", + "kū" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "銆", + "입니다", + "৷", + "XNUMX", + "例文帳に追加", + "때문이다" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "때문이다", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "銆", + "입니다", + "৷", + "XNUMX", + "例文帳に追加", + "때문이다", + "ㅤ" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "৷", + "銆", + "입니다", + "때문이다", + "例文帳に追加", + "ㅤ", + "৷", + "XNUMX" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "때문이다", + "৷", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "৷", + "입니다", + "銆", + "endl", + "jpg", + "때문이다", + "৷" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "لذلك", + "통해서", + "の通販", + "című", + "例文帳に追加", + "EOF", + "아멘" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "때문이다", + "입니다", + "Its", + "아멘", + "بذلك", + "لذلك", + "Otherwise", + "jpg" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "Otherwise", + "아멘", + "입니다", + "بذلك", + "때문이다", + "书", + "Its" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Otherwise", + "بذلك", + "Otherwise", + "아멘", + "لذلك", + "它" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "供", + "頑張", + "它", + "Otherwise", + "Otherwise", + "Probably" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Writing", + "Written", + "Writer", + "Sac", + "Write", + "write" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Feel", + "Writing", + "Write", + "Writing", + "Hopefully", + "Picture", + "PEN" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Hopefully", + "Period", + "Feel", + "write", + "Mad", + "period" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "Feel", + "write", + "Writes", + "唯", + "كتب" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "write", + "COPY", + "Feel", + "山", + "唯", + "Copy" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "write", + "COPY", + "Write", + "Copy", + "Constit", + "UNT", + "Back" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "write", + "Write", + "towards", + "control", + "docx", + "This", + "写", + "COPY" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "Write", + "The", + "That", + "COPY", + "docx", + "Write", + "Control" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 30.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "also", + "score": 27.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Avoid", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 23.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "implications", + "score": 18.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "motionless", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "and", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Avoid", + "output_checked": true + }, + { + "concept": "Also", + "score": 15.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "consequences", + "score": 15.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "local", + "output_checked": true + }, + { + "concept": "other", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "or", + "output_checked": true + }, + { + "concept": "bookcase", + "score": 11.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "a", + "output_checked": true + }, + { + "concept": "mention", + "score": 11.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "write", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-03__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-03__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-03__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-03__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-03__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-control-03", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Neutral carrier control 03", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The green folder remained inside the wooden drawer.\" Do not write anything else.\n<|turn>model\nThe green folder remained inside the wooden drawer.", + "prompt_tail": "xactly \"The green folder remained inside the wooden drawer.\" Do not write anything else.\n<|turn>model\nThe green folder remained inside the wooden drawer.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "control", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-03", + "carrier_id": "carrier-03", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The green folder remained inside the wooden drawer.", + "generated_token_ids": [ + 818, + 3826, + 11709, + 12800, + 4888, + 506, + 7116, + 40682, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 3592, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 8860 + }, + { + "label": "pile", + "best_rank": 134, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 694 + }, + { + "label": "stress", + "best_rank": 1061, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 2122 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Indians", + "tons", + "hence", + "however", + "Hence", + "Also", + "hence" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "d", + "nt", + "etc", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "lly", + "er", + "es", + "l", + "wards", + "ed" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "o", + "l", + "and", + "r", + "or", + "er", + "d", + "t" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "in", + "probably", + "to", + "basically", + "which", + "etc", + "of" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "according", + "and", + "therefore", + "to", + "in", + "that", + "because", + "하였습니다" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "therefore", + "and", + "according", + "however", + "whereas", + "which", + "because", + "in" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "however", + "because", + "furthermore", + "and", + "which", + "therefore", + "whereas", + "also" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "and", + "however", + "because", + "also", + "although", + "which", + "Also", + "Furthermore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "also", + "because", + "however", + "although", + "which", + "Also", + "and", + "according" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "also", + "although", + "because", + "the", + "therefore" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "and", + "which", + "also", + "Furthermore", + "although", + "Also" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "furthermore", + "and", + "Furthermore", + "which", + "although", + "also", + "because" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "furthermore", + "and", + "Furthermore", + "although", + "moreover", + "also", + "natomiast" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "furthermore", + "grammat", + "although", + "and", + "uttered", + "also", + "However" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "grammat", + "sentence", + "kalimat", + "uttered", + "grammatical", + "Mrs", + "however", + "cüm" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "kalimat", + "sentence", + "cüm", + "uttered", + "grammatical", + "uttering", + "truth" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "reciting", + "verbatim", + "punctuation", + "kalimat", + "grammatical", + "sentence", + "recited" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "kalimat", + "punctuation", + "sentence", + "english", + "grammar", + "grammatical", + "verbatim" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "english", + "however", + "grammat", + "furthermore", + "although", + "punctuation", + "indeed", + "html" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "입니다", + "please", + "english", + "however", + "html", + "hereby", + "todays", + "grammat" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "阅读全文", + "nhé", + "입니다", + "감사합니다", + "ذریع", + "endif", + "kalimat", + "herewith" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "Dot", + "Gregor", + "감사합니다", + "obstante", + "Nevertheless", + "닷", + "ß" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "때문이다", + "です", + "XNUMX" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "때문이다", + "XNUMX", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "ㅤ", + "때문이다", + "XNUMX", + "例文帳に追加" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "입니다", + "৷", + "銆", + "৷", + "ㅤ", + "때문이다", + "例文帳に追加", + "XNUMX" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "৷", + "때문이다", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "৷", + "입니다", + "endl", + "銆", + "jpg", + "EOF", + "통해서" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "EOF", + "Its", + "لذلك", + "の通販", + "통해서", + "Nothing", + "Rare" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "입니다", + "때문이다", + "بذلك", + "Otherwise", + "아멘", + "Nothing", + "It" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "بذلك", + "아멘", + "Otherwise", + "입니다", + "的书", + "书", + "Its" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Otherwise", + "Its", + "بذلك", + "Otherwise", + "아멘", + "Probably", + "EOF" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "Probably", + "Otherwise", + "頑張", + "Probably", + "を描", + "Otherwise" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Dot", + "Writing", + "Writing", + "Write", + "Hopefully", + "頑張", + "That" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Feel", + "Write", + "Write", + "Print", + "Writing", + "Hopefully", + "Smith", + "Copy" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Period", + "COPY", + "Hopefully", + "period", + "Feel", + "periods" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "Period", + "唯", + "write", + "Feel", + "Hopefully", + "period" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "唯", + "COPY", + "Write", + "Write", + "Copy", + "山", + "Feel", + "Copy" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "COPY", + "Write", + "Write", + "write", + "Copy", + "Constit", + "Back", + "write" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "write", + "Write", + "period", + "COPY", + "Copy", + "Write", + "ほど", + "screening" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "Write", + "COPY", + "1", + "This", + "G", + "Screen", + "That" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 29.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "motionless", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "because", + "score": 18.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "also", + "score": 15.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "bookcase", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "Its", + "score": 11.0, + "best_rank": 1, + "best_depth": 53.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "was", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "green", + "output_checked": true + }, + { + "concept": "Also", + "score": 10.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "other", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "write", + "output_checked": true + }, + { + "concept": "without", + "score": 10.0, + "best_rank": 3, + "best_depth": 75.6, + "near_token": ".\"", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-03__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-03__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-03__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-03__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-03__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-focus-04", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed focus 04", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A small lantern stood near the closed window.\" Mentally attend to a dislocation pile-up and the concentrated stress near its head while reproducing it. Do not write anything else.\n<|turn>model\nA small lantern stood near the closed window.", + "prompt_tail": "up and the concentrated stress near its head while reproducing it. Do not write anything else.\n<|turn>model\nA small lantern stood near the closed window.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 48, + 49, + 50, + 51, + 52, + 53, + 54, + 55, + 56 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "focus", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-04", + "carrier_id": "carrier-04", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A small lantern stood near the closed window.", + "generated_token_ids": [ + 236776, + 1944, + 41865, + 15032, + 3541, + 506, + 6535, + 4771, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 84, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 53, + "logit_lens_best_rank": 21 + }, + { + "label": "pile", + "best_rank": 183, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 49, + "logit_lens_best_rank": 189 + }, + { + "label": "stress", + "best_rank": 5, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 53, + "logit_lens_best_rank": 103 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "however", + "friends", + "Also", + "hence", + "Accordingly", + "Also" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "nt", + "etc", + "d", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "ie", + "wards", + "lly", + "o", + "es", + "er", + "l", + "got" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "probably", + "o", + "and", + "probably", + "or", + "t", + "d" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "probably", + "basically", + "maybe", + "to", + "that", + "ed", + "also" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "and", + "according", + "therefore", + "because", + "that", + "which", + "thus", + "also" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "and", + "therefore", + "whereas", + "which", + "however", + "that", + "furthermore", + "because" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "because", + "however", + "and", + "which", + "alot", + "furthermore", + "people", + "that" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "and", + "which", + "because", + "she", + "although", + "who", + "the" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "and", + "because", + "however", + "which", + "also", + "there", + "although", + "the" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "the", + "because", + "although", + "there", + "therefore" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "and", + "furthermore", + "which", + "whereas", + "the", + "moreover", + "although" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "furthermore", + "which", + "although", + "moreover", + "afterwards", + "Mrs" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "furthermore", + "and", + "moreover", + "thereafter", + "whereupon", + "although", + "afterwards" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "motionless", + "uttered", + "nestled", + "inanimate", + "stillness", + "furthermore", + "whispered" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "motionless", + "uttered", + "poetic", + "gazing", + "calmly", + "bathed", + "inanimate" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "stillness", + "nestled", + "motionless", + "poetic", + "unremarkable", + "quiet", + "poetry", + "narrator" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "stillness", + "silently", + "描写", + "grammat", + "quietly", + "meditating", + "evocative", + "unconsciously" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "stillness", + "描写", + "silently", + "grammat", + "motionless", + "describing", + "retelling", + "imagining" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "motionless", + "stillness", + "twelve", + "photograph", + "thereafter", + "silently", + "although" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "silently", + "however", + "motionless", + "quietly", + "stillness", + "whispered", + "photograph", + "Poem" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "refracted", + "obeyed", + "reread", + "strcpy", + "unconsciously", + "endured", + "néanmoins", + "quietly" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "undersigned", + "Márquez", + "fucking", + "vérité", + "₂", + "hyper", + "bibliography" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Also", + "৷", + "입니다", + "During", + "Furthermore", + "Additionally", + "Afterwards", + "Analyzing" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "입니다", + "Also", + "৷", + "Their", + "Because", + "During", + "Furthermore", + "때문이다" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "입니다", + "৷", + "때문이다", + "Also", + "Meanwhile", + "銆", + "During", + "Again" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "때문이다", + "입니다", + "Meanwhile", + "銆", + "৷", + "৷", + "Afterwards", + "例文帳に追加" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "때문이다", + "৷", + "৷", + "XNUMX", + "입니다", + "銆", + "Meanwhile", + "例文帳に追加" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "Meanwhile", + "Everywhere", + "Again", + "Everyone", + "https", + "EOF", + "jpg" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "ㅠㅠ", + "例文帳に追加", + "때문이다", + "EOF", + "Meanwhile", + "XNUMX", + "아멘", + "Thoughts" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Meanwhile", + "때문이다", + "ㅠㅠ", + "아멘", + "jpg", + "However", + "There", + "During" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "There", + "Meanwhile", + "아멘", + "Its", + "ㅠㅠ", + "However", + "Within", + "Notwithstanding" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Meanwhile", + "There", + "However", + "Images", + "を描", + "Think" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "imagine", + "However", + "Think", + "أر", + "是我", + "を描", + "Imagine" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Sorry", + "أر", + "Screenshot", + "Think", + "Its", + "Thinking", + "Feel", + "Images" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Thinking", + "That", + "Mental", + "Feel", + "Sorry", + "Screenshot", + "Its", + "mental" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Mental", + "mental", + "That", + "Thinking", + "أر", + "Sorry", + "Wait", + "BUR" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "That", + "WARNING", + "Thinking", + "SS", + "لقد", + "SS", + "Write", + "แ" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "That", + "This", + "Wow", + "WARNING", + "Write", + "HEAD", + "Thinking", + "COPY" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "That", + "This", + "Within", + "processing", + "Write", + "Thinking", + "Do", + "Because" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "Within", + "surrounding", + "A", + "towards", + "The", + "processing", + "While" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "A", + "The", + "This", + "Mental", + "Do", + "a", + "Ment", + "Within" + ] + } + ], + "surprising": [ + { + "concept": "also", + "score": 27.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "while", + "output_checked": true + }, + { + "concept": "because", + "score": 27.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "dislocation", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 26.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "Also", + "score": 17.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "then", + "score": 16.0, + "best_rank": 1, + "best_depth": 53.7, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "nearby", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "near", + "output_checked": true + }, + { + "concept": "this", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "attend", + "output_checked": true + }, + { + "concept": "writing", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "write", + "output_checked": true + }, + { + "concept": "stillness", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "but", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "visualize", + "score": 11.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "ally", + "output_checked": true + }, + { + "concept": "padlock", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "closed", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-04__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-04__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-04__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-04__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-04__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-suppress-04", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed suppression 04", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A small lantern stood near the closed window.\" Mentally suppress thoughts of a dislocation pile-up and the concentrated stress near its head while reproducing it. Do not write anything else.\n<|turn>model\nA small lantern stood near the closed window.", + "prompt_tail": "up and the concentrated stress near its head while reproducing it. Do not write anything else.\n<|turn>model\nA small lantern stood near the closed window.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 49, + 50, + 51, + 52, + 53, + 54, + 55, + 56, + 57 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "suppress", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-04", + "carrier_id": "carrier-04", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A small lantern stood near the closed window.", + "generated_token_ids": [ + 236776, + 1944, + 41865, + 15032, + 3541, + 506, + 6535, + 4771, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 123, + "best_depth": 46.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 54, + "logit_lens_best_rank": 4612 + }, + { + "label": "pile", + "best_rank": 266, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 55, + "logit_lens_best_rank": 603 + }, + { + "label": "stress", + "best_rank": 1, + "best_depth": 41.5, + "onset_depth": 41.5, + "reached_top1": false, + "best_pos": 54, + "logit_lens_best_rank": 1413 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "however", + "friends", + "Also", + "Accordingly", + "hence", + "Also" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "nt", + "d", + "etc", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "ie", + "wards", + "lly", + "o", + "es", + "er", + "got", + "l" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "probably", + "o", + "probably", + "and", + "or", + "t", + "d" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "probably", + "basically", + "maybe", + "to", + "that", + "ed", + "etc" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "according", + "and", + "therefore", + "because", + "that", + "which", + "thus", + "to" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "and", + "therefore", + "whereas", + "which", + "however", + "furthermore", + "that", + "soon" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "because", + "alot", + "however", + "and", + "which", + "anyways", + "that", + "anymore" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "and", + "which", + "because", + "that", + "who", + "she", + "where" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "and", + "however", + "which", + "also", + "there", + "where", + "the" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "the", + "because", + "although", + "there", + "where" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "and", + "furthermore", + "which", + "the", + "moreover", + "whereas", + "although" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "furthermore", + "which", + "moreover", + "although", + "when", + "afterwards" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "furthermore", + "and", + "moreover", + "nestled", + "thereafter", + "whereupon", + "thence" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "stillness", + "motionless", + "however", + "nestled", + "inanimate", + "whispered", + "uttered", + "unremarkable" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "motionless", + "poetic", + "unremarkable", + "uttered", + "gazing", + "calmly", + "nestled" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "stillness", + "motionless", + "quiet", + "nestled", + "unremarkable", + "poetic", + "whispered", + "quietly" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "stillness", + "silently", + "quietly", + "quiet", + "calmly", + "mindful", + "unremarkable", + "obedient" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "stillness", + "quietly", + "silently", + "motionless", + "quiet", + "calmly", + "obedient", + "描写" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "motionless", + "stillness", + "quietly", + "although", + "quiet", + "silently", + "thereafter" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "quietly", + "silently", + "stillness", + "afterwards", + "motionless", + "quiet", + "please" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ذریع", + "阅读全文", + "quietly", + "nhé", + "ذلك", + "obeyed", + "はこの", + "withstood" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "₂", + "감사합니다", + "odorless", + "cüm", + "obstante", + "kū", + "nenhuma" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "XNUMX", + "때문이다", + "例文帳に追加" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "例文帳に追加", + "때문이다", + "ㅤ" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "XNUMX", + "৷", + "例文帳に追加", + "때문이다", + "ㅤ" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "입니다", + "৷", + "銆", + "例文帳に追加", + "ㅤ", + "XNUMX", + "때문이다", + "৷" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "XNUMX", + "銆", + "입니다", + "때문이다", + "例文帳に追加", + "৷", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "৷", + "입니다", + "endl", + "jpg", + "című", + "때문이다", + "銆" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "の通販", + "لذلك", + "című", + "아멘", + "XNUMX", + "EOF", + "例文帳に追加" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "아멘", + "때문이다", + "Its", + "Its", + "لذلك", + "jpg", + "بذلك" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "아멘", + "입니다", + "Otherwise", + "Otherwise", + "书", + "を描", + "Probably", + "Its" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Otherwise", + "아멘", + "Otherwise", + "を描", + "Hopefully", + "Probably" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Probably", + "Its", + "を描", + "頑張", + "написано", + "That", + "是我" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Written", + "That", + "Screenshot", + "Dot", + "Its", + "Hopefully" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Hopefully", + "Writing", + "Writing", + "Write", + "Feel", + "That", + "Enjoy" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Hopefully", + "write", + "Feel", + "COPY", + "Thanks", + "Essay" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "Hopefully", + "write", + "Feel", + "Writing", + "Writes" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "write", + "Copy", + "COPY", + "Feel", + "Copy", + "唯" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "Write", + "write", + "COPY", + "Copy", + "Back", + "write", + "Copy" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Write", + "write", + "About", + "towards", + "ほど", + "Write", + "at", + "back" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "This", + "Write", + "A", + "High", + "That", + "About", + "The" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 34.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "also", + "score": 29.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "because", + "score": 20.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "nearby", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "near", + "output_checked": true + }, + { + "concept": "writing", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "write", + "output_checked": true + }, + { + "concept": "but", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "Also", + "score": 14.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "other", + "score": 14.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "suppress", + "output_checked": true + }, + { + "concept": "trauma", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "apartment", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "window", + "output_checked": true + }, + { + "concept": "this", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "suppress", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "else", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-04__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-04__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-04__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-04__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-04__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-control-04", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Neutral carrier control 04", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A small lantern stood near the closed window.\" Do not write anything else.\n<|turn>model\nA small lantern stood near the closed window.", + "prompt_tail": "user\nWrite exactly \"A small lantern stood near the closed window.\" Do not write anything else.\n<|turn>model\nA small lantern stood near the closed window.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "control", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-04", + "carrier_id": "carrier-04", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A small lantern stood near the closed window.", + "generated_token_ids": [ + 236776, + 1944, + 41865, + 15032, + 3541, + 506, + 6535, + 4771, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 1565, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 3539 + }, + { + "label": "pile", + "best_rank": 218, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 720 + }, + { + "label": "stress", + "best_rank": 1300, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 2306 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "however", + "friends", + "Also", + "hence", + "Accordingly", + "Therefore" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "nt", + "etc", + "d", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "ie", + "lly", + "wards", + "o", + "es", + "er", + "l", + "eded" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "probably", + "o", + "and", + "t", + "or", + "basically", + "d" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "basically", + "probably", + "etc", + "maybe", + "in", + "which", + "also" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "according", + "therefore", + "and", + "because", + "that", + "which", + "in", + "also" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "and", + "therefore", + "however", + "which", + "whereas", + "because", + "hence", + "according" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "however", + "because", + "which", + "and", + "anymore", + "furthermore", + "also", + "whereas" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "and", + "also", + "because", + "which", + "although", + "Also", + "this" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "also", + "because", + "however", + "Also", + "which", + "and", + "although", + "there" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "although", + "also", + "because", + "the", + "afterwards" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "and", + "which", + "also", + "although", + "whereas", + "afterwards" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "furthermore", + "afterwards", + "which", + "although", + "also", + "because" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "furthermore", + "and", + "afterwards", + "moreover", + "although", + "Furthermore", + "Moreover" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "grammat", + "furthermore", + "uttered", + "although", + "and", + "sentence", + "afterwards" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "grammat", + "sentence", + "Mrs", + "uttered", + "kalimat", + "grammatical", + "cüm", + "grammar" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "sentence", + "uttered", + "kalimat", + "cüm", + "grammatical", + "Mrs", + "uttering" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "punctuation", + "reciting", + "grammar", + "sentence", + "kalimat", + "grammatical", + "recited" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "kalimat", + "punctuation", + "sentence", + "grammar", + "english", + "grammatical", + "cüm" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "english", + "however", + "grammat", + "furthermore", + "punctuation", + "mrs", + "although", + "indeed" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "입니다", + "please", + "english", + "however", + "html", + "hereby", + "afterwards", + "furthermore" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "입니다", + "nhé", + "감사합니다", + "阅读全文", + "ذریع", + "endif", + "sunday", + "而已" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "Dot", + "ß", + "histoire", + "감사합니다", + "Gregor", + "₂", + "obstante" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "때문이다", + "です", + "XNUMX" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "때문이다", + "XNUMX", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "때문이다", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "입니다", + "৷", + "銆", + "৷", + "때문이다", + "ㅤ", + "例文帳に追加", + "XNUMX" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "৷", + "때문이다", + "例文帳に追加", + "Its" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "입니다", + "৷", + "endl", + "銆", + "jpg", + "통해서", + "EOF" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "Its", + "لذلك", + "EOF", + "の通販", + "통해서", + "Rare", + "Nothing" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "입니다", + "때문이다", + "بذلك", + "Otherwise", + "It", + "لذلك", + "아멘" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "بذلك", + "입니다", + "Otherwise", + "Probably", + "아멘", + "的书", + "を描" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Otherwise", + "Its", + "بذلك", + "Otherwise", + "Probably", + "아멘", + "を描" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Probably", + "Its", + "Its", + "Otherwise", + "を描", + "頑張", + "Probably", + "probably" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Dot", + "Writing", + "dot", + "That", + "Writing", + "dots", + "Dots" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Feel", + "Write", + "Write", + "Print", + "Dot", + "Writing", + "Hopefully", + "Smith" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Period", + "Hopefully", + "COPY", + "period", + "Feel", + "periods" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "Period", + "唯", + "write", + "Hopefully", + "Feel", + "period" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "唯", + "COPY", + "山", + "Copy", + "Feel", + "Copy" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "COPY", + "Write", + "write", + "Copy", + "Constit", + "Back", + "write" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "write", + "Write", + "period", + "screen", + "Write", + "About", + "at", + "That" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "Write", + "Screen", + "This", + "A", + "That", + "1", + "COPY" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 28.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "also", + "score": 14.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "padlock", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "closed", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "nearby", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "near", + "output_checked": true + }, + { + "concept": "other", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "write", + "output_checked": true + }, + { + "concept": "grammat", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "and", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Also", + "score": 9.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "five", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "motionless", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stood", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-04__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-04__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-04__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-04__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-04__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-focus-05", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed focus 05", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The paper ticket waited under the glass jar.\" Hold the idea of a dislocation pile-up and its stress concentration in mind during the writing task. Do not write anything else.\n<|turn>model\nThe paper ticket waited under the glass jar.", + "prompt_tail": "le-up and its stress concentration in mind during the writing task. Do not write anything else.\n<|turn>model\nThe paper ticket waited under the glass jar.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 48, + 49, + 50, + 51, + 52, + 53, + 54, + 55, + 56 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "focus", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-05", + "carrier_id": "carrier-05", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The paper ticket waited under the glass jar.", + "generated_token_ids": [ + 818, + 3627, + 15049, + 35033, + 1208, + 506, + 4896, + 19498, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 322, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 48, + "logit_lens_best_rank": 20 + }, + { + "label": "pile", + "best_rank": 7, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 48, + "logit_lens_best_rank": 3 + }, + { + "label": "stress", + "best_rank": 11, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 52, + "logit_lens_best_rank": 64 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "friends", + "people", + "however", + "tons", + "things", + "lately" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "d", + "nt", + "t", + "etc" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "wards", + "lly", + "l", + "er", + "es", + "gonna" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "maybe", + "gonna", + "maybe", + "o", + "l", + "thing", + "kinda", + "etc" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "maybe", + "probably", + "basically", + "everybody", + "anybody", + "somebody", + "got", + "and" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "probably", + "everybody", + "therefor", + "somewhere", + "because", + "soon", + "therefore", + "anybody" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "everybody", + "anybody", + "somebody", + "gonna", + "however", + "so", + "maybe", + "hence" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "anymore", + "gonna", + "everybody", + "thats", + "maybe", + "alot", + "kinda", + "nobody" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "because", + "thats", + "which", + "alot", + "anymore", + "she", + "and" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "which", + "however", + "and", + "everybody", + "also", + "anymore", + "they" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "the", + "because", + "which", + "when", + "there", + "although" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "the", + "and", + "which", + "when", + "moreover", + "that" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "when", + "whispered", + "the", + "nestled", + "beneath", + "that", + "moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "whispered", + "nestled", + "stillness", + "however", + "motionless", + "glistening", + "lonely", + "dreary" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "whispered", + "motionless", + "stillness", + "nestled", + "countless", + "lonely", + "uttered", + "silently" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "whispered", + "motionless", + "huddled", + "glistening", + "shrouded", + "uttered", + "murm" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "whispered", + "stillness", + "motionless", + "nestled", + "glistening", + "silently", + "haunting", + "eerie" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "evocative", + "stillness", + "whispered", + "silently", + "poetic", + "trembling", + "nestled", + "haunting" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "evocative", + "stillness", + "whispered", + "silently", + "trembling", + "motionless", + "haunting", + "poem" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "motionless", + "whispered", + "evocative", + "stillness", + "silently", + "nestled", + "inexplic", + "eerie" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "whispered", + "silently", + "motionless", + "quietly", + "stillness", + "however", + "speechless", + "Poem" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "refracted", + "ذلك", + "unconsciously", + "quietly", + "refle", + "whispered", + "reflecting", + "nonetheless" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "néanmoins", + "nonetheless", + "navigated", + "meticulously", + "selectively", + "navigating", + "punctuated", + "Márquez" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "입니다", + "銆", + "ذریع", + "때문이다", + "৷", + "例文帳に追加", + "XNUMX" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "때문이다", + "銆", + "Its", + "ㅤ", + "৷", + "例文帳に追加" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "때문이다", + "銆", + "입니다", + "৷", + "例文帳に追加", + "ㅤ", + "Its" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "때문이다", + "銆", + "৷", + "입니다", + "৷", + "例文帳に追加", + "ㅤ", + "Meanwhile" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "때문이다", + "৷", + "銆", + "৷", + "입니다", + "例文帳に追加", + "XNUMX", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "때문이다", + "EOF", + "XNUMX", + "Meanwhile", + "endl", + "endif", + "৷", + "銆" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "EOF", + "Its", + "例文帳に追加", + "című", + "Swe", + "아멘", + "Its" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "Its", + "때문이다", + "Meanwhile", + "There", + "That", + "아멘", + "It" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Its", + "There", + "There", + "Their", + "That", + "Meanwhile", + "때문이다" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "There", + "There", + "That", + "Think", + "Notwithstanding", + "However" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "Dabei", + "However", + "It", + "Notwithstanding", + "That", + "There" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Its", + "Screenshot", + "Write", + "Its", + "Writing", + "That", + "Through", + "Feel" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Its", + "Through", + "Write", + "Feel", + "Feel", + "Its", + "That", + "Through" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "BUR", + "CONTIN", + "Its", + "Write", + "Hopefully", + "Feel", + "That" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "Through", + "Between", + "Wearing", + "Its", + "Through", + "This" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "Write", + "Through", + "Back", + "Write", + "Wearing", + "Wearing", + "Between" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Between", + "Back", + "This", + "Write", + "Through", + "Support", + "support", + "Because" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "control", + "Back", + "Between", + "Through", + "along", + "between", + "Both" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "A", + "Back", + "Control", + "Through", + "Along", + "F" + ] + } + ], + "surprising": [ + { + "concept": "but", + "score": 66.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 31.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "while", + "score": 29.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "concentration", + "output_checked": true + }, + { + "concept": "was", + "score": 26.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "paper", + "output_checked": true + }, + { + "concept": "because", + "score": 24.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "dislocation", + "output_checked": true + }, + { + "concept": "also", + "score": 22.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "patiently", + "score": 14.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "waited", + "output_checked": true + }, + { + "concept": "Also", + "score": 13.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "padlock", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "under", + "output_checked": true + }, + { + "concept": "sentence", + "score": 12.0, + "best_rank": 1, + "best_depth": 53.7, + "near_token": "the", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "This", + "score": 11.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-05__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-05__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-05__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-05__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-05__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-suppress-05", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed suppression 05", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The paper ticket waited under the glass jar.\" Do not hold the idea of a dislocation pile-up or its stress concentration in mind during the writing task. Do not write anything else.\n<|turn>model\nThe paper ticket waited under the glass jar.", + "prompt_tail": "ile-up or its stress concentration in mind during the writing task. Do not write anything else.\n<|turn>model\nThe paper ticket waited under the glass jar.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 50, + 51, + 52, + 53, + 54, + 55, + 56, + 57, + 58 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "suppress", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-05", + "carrier_id": "carrier-05", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The paper ticket waited under the glass jar.", + "generated_token_ids": [ + 818, + 3627, + 15049, + 35033, + 1208, + 506, + 4896, + 19498, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 5150, + "best_depth": 46.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 58, + "logit_lens_best_rank": 3393 + }, + { + "label": "pile", + "best_rank": 25, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 56, + "logit_lens_best_rank": 140 + }, + { + "label": "stress", + "best_rank": 82, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 54, + "logit_lens_best_rank": 722 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "friends", + "people", + "however", + "lately", + "tons", + "things" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "d", + "nt", + "t", + "etc" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "wards", + "lly", + "l", + "er", + "d", + "es" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "maybe", + "gonna", + "maybe", + "o", + "kinda", + "thing", + "l", + "etc" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "maybe", + "probably", + "basically", + "everybody", + "anybody", + "somebody", + "and", + "got" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "probably", + "everybody", + "because", + "somewhere", + "according", + "maybe", + "instead", + "soon" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "everybody", + "anybody", + "somebody", + "gonna", + "however", + "maybe", + "because", + "so" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "anymore", + "everybody", + "because", + "maybe", + "gonna", + "thats", + "anybody", + "alot" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "because", + "however", + "which", + "anymore", + "and", + "thats", + "alot", + "that" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "which", + "however", + "also", + "and", + "although", + "Also", + "there" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "because", + "however", + "the", + "which", + "when", + "although", + "there" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "and", + "furthermore", + "which", + "the", + "because", + "when", + "that" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "when", + "the", + "because", + "furthermore", + "that", + "which" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "whispered", + "stillness", + "nestled", + "motionless", + "the", + "moreover", + "and" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "motionless", + "stillness", + "whispered", + "uttered", + "inanimate", + "silently", + "lonely", + "however" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "whispered", + "motionless", + "uttered", + "mysterious", + "huddled", + "shrouded", + "scrib" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "whispered", + "stillness", + "motionless", + "uttered", + "nestled", + "mysteriously", + "物語", + "haunting" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "stillness", + "whispered", + "grammat", + "silently", + "motionless", + "poetic", + "poem", + "evocative" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "stillness", + "motionless", + "kalimat", + "grammat", + "poem", + "whispered", + "cüm", + "punctuation" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "motionless", + "however", + "stillness", + "thereafter", + "speechless", + "english", + "poem", + "mrs" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "motionless", + "Poem", + "however", + "speechless", + "poem", + "입니다", + "stillness", + "silently" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ذریع", + "阅读全文", + "kalimat", + "ذلك", + "cüm", + "nhé", + "例文帳に追加", + "همین" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "cüm", + "néanmoins", + "nenhuma", + "obstante", + "żad", + "이었다", + "kecuali" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "입니다", + "ذریع", + "銆", + "৷", + "XNUMX", + "例文帳に追加", + "때문이다" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "XNUMX", + "৷", + "때문이다", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "XNUMX", + "때문이다", + "৷", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "銆", + "입니다", + "৷", + "때문이다", + "XNUMX", + "例文帳に追加", + "ㅤ", + "৷" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "XNUMX", + "입니다", + "때문이다", + "例文帳に追加", + "৷", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "입니다", + "৷", + "銆", + "jpg", + "endl", + "때문이다", + "című" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "لذلك", + "통해서", + "아멘", + "című", + "XNUMX", + "の通販", + "例文帳に追加" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "때문이다", + "아멘", + "بذلك", + "لذلك", + "Its", + "jpg", + "통해서" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "아멘", + "입니다", + "Otherwise", + "Otherwise", + "بذلك", + "书", + "を描", + "的书" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "아멘", + "Otherwise", + "بذلك", + "Otherwise", + "を描", + "لذلك" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "供", + "を描", + "Its", + "Probably", + "أر", + "是我", + "頑張" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Writer", + "Written", + "Writing", + "write", + "Write", + "Screenshot" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Write", + "Writing", + "Writing", + "Feel", + "Picture", + "Hopefully", + "PEN" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "write", + "period", + "Period", + "Period", + "Hopefully", + "Feel" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "Feel", + "Writes", + "write", + "Writes", + "period" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "write", + "COPY", + "Copy", + "Feel", + "山", + "唯" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "write", + "Write", + "COPY", + "Copy", + "Writes", + "write", + "写" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Write", + "write", + "towards", + "control", + "写", + "period", + "COPY", + "at" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "This", + "That", + "COPY", + "Control", + "The", + "control", + "Weak" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 41.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "but", + "score": 39.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "also", + "score": 33.0, + "best_rank": 1, + "best_depth": 53.7, + "near_token": "not", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 27.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "was", + "score": 23.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "paper", + "output_checked": true + }, + { + "concept": "Also", + "score": 23.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "unless", + "score": 20.0, + "best_rank": 4, + "best_depth": 63.4, + "near_token": "in", + "output_checked": true + }, + { + "concept": "other", + "score": 17.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "or", + "output_checked": true + }, + { + "concept": "while", + "score": 17.0, + "best_rank": 2, + "best_depth": 78.0, + "near_token": "mind", + "output_checked": true + }, + { + "concept": "patiently", + "score": 14.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "waited", + "output_checked": true + }, + { + "concept": "your", + "score": 14.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "padlock", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "under", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-05__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-05__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-05__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-05__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-05__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-control-05", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Neutral carrier control 05", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The paper ticket waited under the glass jar.\" Do not write anything else.\n<|turn>model\nThe paper ticket waited under the glass jar.", + "prompt_tail": "n>user\nWrite exactly \"The paper ticket waited under the glass jar.\" Do not write anything else.\n<|turn>model\nThe paper ticket waited under the glass jar.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "control", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-05", + "carrier_id": "carrier-05", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The paper ticket waited under the glass jar.", + "generated_token_ids": [ + 818, + 3627, + 15049, + 35033, + 1208, + 506, + 4896, + 19498, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 5191, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 2534 + }, + { + "label": "pile", + "best_rank": 28, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 157 + }, + { + "label": "stress", + "best_rank": 91, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 928 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "friends", + "people", + "tons", + "lately", + "however", + "things" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "d", + "nt", + "etc", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "lly", + "wards", + "er", + "es", + "l", + "got" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "maybe", + "gonna", + "o", + "maybe", + "thing", + "etc", + "basically", + "got" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "probably", + "maybe", + "basically", + "everybody", + "anybody", + "etc", + "and", + "somebody" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "probably", + "therefore", + "according", + "therefor", + "everybody", + "however", + "because", + "hence" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "everybody", + "however", + "anybody", + "therefore", + "hence", + "whereas", + "which", + "gonna" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "however", + "anymore", + "because", + "everybody", + "which", + "thats", + "furthermore", + "gonna" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "because", + "which", + "also", + "Also", + "and", + "although", + "furthermore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "also", + "which", + "however", + "Also", + "although", + "and", + "according" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "because", + "which", + "the", + "although", + "also", + "according" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "and", + "which", + "furthermore", + "also", + "because", + "although", + "whereas" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "because", + "furthermore", + "although", + "when", + "which", + "the" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "and", + "furthermore", + "instead", + "moreover", + "although", + "the", + "Moreover" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "uttered", + "whispered", + "uttering", + "motionless", + "although", + "grammat", + "silently" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "uttered", + "sentence", + "grammat", + "kalimat", + "uttering", + "cüm", + "poetry", + "whispered" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "whispered", + "uttered", + "kalimat", + "sentence", + "cüm", + "uttering", + "poem" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "kalimat", + "sentence", + "reciting", + "punctuation", + "cüm", + "uttered", + "grammatical" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "kalimat", + "english", + "cüm", + "sentence", + "punctuation", + "grammar", + "这句话" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "english", + "however", + "mrs", + "grammat", + "furthermore", + "indeed", + "punctuation", + "kalimat" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "입니다", + "english", + "however", + "html", + "please", + "todays", + "afterwards", + "grammat" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "阅读全文", + "ذریع", + "nhé", + "입니다", + "kalimat", + "sunday", + "감사합니다", + "endif" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "Dot", + "Gregor", + "histoire", + "감사합니다", + "ß", + "obstante", + "ǃ" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "です", + "때문이다", + "XNUMX" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "때문이다", + "XNUMX", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "때문이다", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "৷", + "銆", + "입니다", + "৷", + "때문이다", + "ㅤ", + "例文帳に追加", + "XNUMX" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "৷", + "때문이다", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "endl", + "입니다", + "৷", + "銆", + "EOF", + "jpg", + "통해서" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "EOF", + "لذلك", + "Its", + "の通販", + "통해서", + "Nothing", + "Rare" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "입니다", + "때문이다", + "بذلك", + "아멘", + "Otherwise", + "EOF", + "Nothing" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "아멘", + "입니다", + "بذلك", + "Otherwise", + "的书", + "书", + "Its" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Otherwise", + "Its", + "بذلك", + "아멘", + "Otherwise", + "Probably", + "を描" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Probably", + "Its", + "を描", + "頑張", + "Otherwise", + "હ", + "probably" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Dot", + "Writing", + "Writing", + "Write", + "dot", + "Screenshot", + "Hopefully" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Write", + "Feel", + "Writing", + "Print", + "Writing", + "Hopefully", + "Smith" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Period", + "COPY", + "Hopefully", + "Feel", + "Mad", + "period" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "唯", + "write", + "Feel", + "Period", + "write", + "Hopefully" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "COPY", + "唯", + "山", + "Copy", + "Feel", + "write" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "COPY", + "Write", + "write", + "Copy", + "write", + "Back", + "Constit" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "write", + "Write", + "COPY", + "Write", + "Copy", + "period", + "at", + "ほど" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "COPY", + "Write", + "1", + "This", + "That", + "Copy", + "g" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 29.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "was", + "score": 23.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "paper", + "output_checked": true + }, + { + "concept": "patiently", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "waited", + "output_checked": true + }, + { + "concept": "because", + "score": 16.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "also", + "score": 15.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "padlock", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "jar", + "output_checked": true + }, + { + "concept": "while", + "score": 11.0, + "best_rank": 26, + "best_depth": 82.9, + "near_token": "jar", + "output_checked": true + }, + { + "concept": "Its", + "score": 10.0, + "best_rank": 4, + "best_depth": 53.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "Also", + "score": 9.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "other", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "write", + "output_checked": true + }, + { + "concept": "waiting", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "under", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-05__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-05__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-05__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-05__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-05__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-focus-06", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed focus 06", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A blue scarf hung behind the narrow door.\" Direct your attention to a dislocation pile-up and the stress concentration it creates while writing. Do not write anything else.\n<|turn>model\nA blue scarf hung behind the narrow door.", + "prompt_tail": "ocation pile-up and the stress concentration it creates while writing. Do not write anything else.\n<|turn>model\nA blue scarf hung behind the narrow door.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 46, + 47, + 48, + 49, + 50, + 51, + 52, + 53, + 54 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "focus", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-06", + "carrier_id": "carrier-06", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A blue scarf hung behind the narrow door.", + "generated_token_ids": [ + 236776, + 3730, + 53384, + 15410, + 4977, + 506, + 12019, + 5232, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 113, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 51, + "logit_lens_best_rank": 14 + }, + { + "label": "pile", + "best_rank": 25, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 52, + "logit_lens_best_rank": 266 + }, + { + "label": "stress", + "best_rank": 6, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 51, + "logit_lens_best_rank": 4 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "friends", + "things", + "hence", + "however", + "tons", + "lots" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "nt", + "d", + "t", + "etc" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "ie", + "o", + "lly", + "er", + "es", + "l", + "eded" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "maybe", + "etc", + "ish", + "t", + "r", + "or" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "probably", + "etc", + "maybe", + "and", + "basically", + "everybody", + "etc", + "got" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "hence", + "therefor", + "which", + "according", + "therefore", + "etc", + "said", + "whereas" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "hence", + "however", + "whereas", + "alot", + "realised", + "everybody", + "which" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "alot", + "thats", + "whilst", + "gonna", + "realised", + "anymore", + "however", + "anyways" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "alot", + "however", + "thats", + "whilst", + "which", + "she", + "didnt", + "who" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "however", + "because", + "also", + "they", + "and", + "although", + "she" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "the", + "although", + "because", + "that", + "there" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "which", + "furthermore", + "and", + "moreover", + "although", + "whereas", + "that" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "which", + "furthermore", + "and", + "Mrs", + "although", + "moreover", + "that" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "she", + "moreover", + "furthermore", + "herself", + "Mrs", + "and", + "her" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "uttered", + "whispered", + "she", + "nestled", + "motionless", + "uttering", + "herself" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "uttered", + "Mrs", + "whispered", + "unremarkable", + "motionless", + "nestled", + "poetic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "whispered", + "nestled", + "unremarkable", + "poetry", + "stillness", + "poetic", + "Mrs", + "goss" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "evocative", + "poetic", + "stillness", + "poetry", + "poem", + "whispered", + "nestled", + "描写" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "evocative", + "poem", + "描写", + "stillness", + "describing", + "whispered", + "poetic", + "стихо" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "whispered", + "evocative", + "nestled", + "although", + "motionless", + "punctuation", + "poem" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "quietly", + "whispered", + "silently", + "motionless", + "characterised", + "stillness", + "punctuation" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "refracted", + "reflecting", + "lingered", + "quietly", + "unconsciously", + "endured", + "nonetheless", + "punctuated" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "meticulously", + "relentlessly", + "nonetheless", + "tirelessly", + "navigating", + "profoundly", + "navigated", + "fiercely" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "During", + "입니다", + "Their", + "Its", + "때문이다", + "Furthermore", + "Although" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Their", + "Its", + "Its", + "This", + "৷", + "Because", + "Meanwhile", + "ㅤ" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "Its", + "때문이다", + "Meanwhile", + "ㅤ", + "Their", + "입니다", + "Its" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Meanwhile", + "Despite", + "때문이다", + "Its", + "৷", + "Everyone", + "ㅤ", + "Although" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "때문이다", + "৷", + "Meanwhile", + "Its", + "৷", + "ㅤ", + "Despite", + "During" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "Everyone", + "Their", + "Everywhere", + "Its", + "Everyone", + "Its", + "There" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Its", + "Meanwhile", + "Its", + "Their", + "During", + "Though", + "Because", + "Despite" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "Meanwhile", + "Their", + "The", + "Its", + "During", + "There", + "It" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Their", + "Its", + "Meanwhile", + "The", + "There", + "During", + "Within" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "The", + "Its", + "Their", + "Meanwhile", + "There", + "The", + "This" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "The", + "Their", + "Meanwhile", + "Its", + "the", + "This", + "It" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Its", + "The", + "the", + "It", + "Within", + "Feel", + "This", + "Their" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Its", + "The", + "That", + "While", + "Feel", + "Within", + "Through", + "It" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "The", + "Its", + "the", + "While", + "Stress", + "This", + "That", + "It" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "The", + "Its", + "This", + "That", + "The", + "While", + "It", + "Through" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "The", + "Its", + "This", + "That", + "While", + "Through", + "It", + "Throughout" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "The", + "Its", + "This", + "That", + "Through", + "Within", + "While", + "Because" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "The", + "This", + "Its", + "Within", + "Through", + "While", + "There", + "Throughout" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "Stress", + "A", + "This", + "Its", + "Through", + "It", + "While" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 38.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "also", + "score": 28.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "your", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 20.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "caused", + "score": 15.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "it", + "output_checked": true + }, + { + "concept": "Also", + "score": 15.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "this", + "score": 12.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "Direct", + "output_checked": true + }, + { + "concept": "draped", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hung", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "This", + "score": 11.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "specific", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "color", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "blue", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "blue", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-06__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-06__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-06__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-06__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-06__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-suppress-06", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed suppression 06", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A blue scarf hung behind the narrow door.\" Direct your attention away from a dislocation pile-up and the stress concentration it creates while writing. Do not write anything else.\n<|turn>model\nA blue scarf hung behind the narrow door.", + "prompt_tail": "ocation pile-up and the stress concentration it creates while writing. Do not write anything else.\n<|turn>model\nA blue scarf hung behind the narrow door.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 47, + 48, + 49, + 50, + 51, + 52, + 53, + 54, + 55 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "suppress", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-06", + "carrier_id": "carrier-06", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A blue scarf hung behind the narrow door.", + "generated_token_ids": [ + 236776, + 3730, + 53384, + 15410, + 4977, + 506, + 12019, + 5232, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 94, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 52, + "logit_lens_best_rank": 4460 + }, + { + "label": "pile", + "best_rank": 77, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 53, + "logit_lens_best_rank": 307 + }, + { + "label": "stress", + "best_rank": 2, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 52, + "logit_lens_best_rank": 1482 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Indians", + "friends", + "hence", + "things", + "however", + "tons", + "lots" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "nt", + "d", + "t", + "etc" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "ie", + "o", + "lly", + "er", + "es", + "l", + "y" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "maybe", + "etc", + "ish", + "t", + "r", + "or" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "probably", + "etc", + "maybe", + "and", + "basically", + "everybody", + "etc", + "got" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "hence", + "therefor", + "which", + "according", + "therefore", + "etc", + "said", + "whereas" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "hence", + "however", + "alot", + "whereas", + "gonna", + "which", + "thats" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "alot", + "thats", + "whilst", + "gonna", + "anymore", + "anyways", + "however", + "kinda" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "alot", + "however", + "thats", + "whilst", + "which", + "she", + "didnt", + "atleast" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "however", + "because", + "also", + "they", + "although", + "Also", + "and" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "the", + "although", + "because", + "that", + "there" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "which", + "furthermore", + "and", + "although", + "moreover", + "that", + "whereas" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "furthermore", + "which", + "and", + "that", + "moreover", + "when", + "afterwards" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "moreover", + "she", + "furthermore", + "and", + "nestled", + "Its", + "şi" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "uttered", + "however", + "whispered", + "nestled", + "motionless", + "uttering", + "inanimate", + "stillness" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "uttered", + "stillness", + "whispered", + "uttering", + "Mrs", + "unremarkable", + "nestled", + "poetic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "whispered", + "uttered", + "nestled", + "poetry", + "stillness", + "poetic", + "poem", + "uttering" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "stillness", + "grammat", + "quietly", + "whispered", + "poetic", + "quiet", + "silently", + "poetry" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "stillness", + "grammat", + "punctuation", + "quietly", + "obedient", + "poem", + "retelling", + "kalimat" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "although", + "thereafter", + "stillness", + "motionless", + "english", + "afterwards", + "mrs" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "afterwards", + "quietly", + "Poem", + "please", + "silently", + "whispered", + "stillness" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ذریع", + "nhé", + "quietly", + "smiled", + "阅读全文", + "obeyed", + "ذلك", + "kalimat" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "néanmoins", + "nonetheless", + "obstante", + "kū", + "nenhuma", + "₂", + "odorless" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "例文帳に追加", + "XNUMX", + "때문이다" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "例文帳に追加", + "때문이다", + "ㅤ" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "例文帳に追加", + "৷", + "XNUMX", + "때문이다", + "ㅤ" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "৷", + "銆", + "입니다", + "ㅤ", + "例文帳に追加", + "때문이다", + "XNUMX", + "৷" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "때문이다", + "XNUMX", + "例文帳に追加", + "৷", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "৷", + "입니다", + "endl", + "때문이다", + "銆", + "jpg", + "例文帳に追加" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "لذلك", + "XNUMX", + "통해서", + "Its", + "című", + "の通販", + "Its" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "Its", + "때문이다", + "입니다", + "아멘", + "لذلك", + "Nothing", + "بذلك" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "There", + "Its", + "Otherwise", + "아멘", + "Otherwise", + "Its", + "を描", + "입니다" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Otherwise", + "Otherwise", + "を描", + "아멘", + "There", + "بذلك" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "を描", + "Probably", + "頑張", + "它", + "That", + "Notwithstanding" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Its", + "That", + "Screenshot", + "Written", + "Enjoy", + "Picture" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Writing", + "Writing", + "Hopefully", + "Feel", + "Write", + "Enjoy", + "That" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Hopefully", + "Feel", + "Picture", + "write", + "CONTIN", + "Period" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "Hopefully", + "Feel", + "唯", + "Writing", + "write" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "COPY", + "向", + "Feel", + "Back", + "Copy", + "唯" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "Write", + "write", + "COPY", + "Back", + "Copy", + "Between", + "向" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Write", + "write", + "Back", + "towards", + "This", + "ほど", + "back", + "at" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "This", + "A", + "Direct", + "Write", + "The", + "That", + "Back" + ] + } + ], + "surprising": [ + { + "concept": "also", + "score": 36.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "your", + "output_checked": true + }, + { + "concept": "because", + "score": 27.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "away", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "focus", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "while", + "output_checked": true + }, + { + "concept": "but", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "instead", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "Also", + "score": 14.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "blue", + "output_checked": true + }, + { + "concept": "was", + "score": 12.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "it", + "output_checked": true + }, + { + "concept": "this", + "score": 12.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "writing", + "output_checked": true + }, + { + "concept": "mention", + "score": 12.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "not", + "output_checked": true + }, + { + "concept": "draped", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hung", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-06__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-06__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-06__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-06__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-06__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-control-06", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Neutral carrier control 06", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A blue scarf hung behind the narrow door.\" Do not write anything else.\n<|turn>model\nA blue scarf hung behind the narrow door.", + "prompt_tail": "><|turn>user\nWrite exactly \"A blue scarf hung behind the narrow door.\" Do not write anything else.\n<|turn>model\nA blue scarf hung behind the narrow door.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "control", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-06", + "carrier_id": "carrier-06", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A blue scarf hung behind the narrow door.", + "generated_token_ids": [ + 236776, + 3730, + 53384, + 15410, + 4977, + 506, + 12019, + 5232, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 1614, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 3097 + }, + { + "label": "pile", + "best_rank": 93, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 488 + }, + { + "label": "stress", + "best_rank": 1304, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 2540 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Indians", + "hence", + "friends", + "however", + "things", + "tons", + "very" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "nt", + "d", + "etc", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "ie", + "o", + "wards", + "lly", + "es", + "er", + "l", + "y" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "etc", + "etc", + "maybe", + "t", + "r", + "ie" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "etc", + "probably", + "basically", + "and", + "maybe", + "etc", + "which", + "everybody" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "hence", + "therefore", + "according", + "which", + "etc", + "therefor", + "whereas", + "however" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "hence", + "however", + "whereas", + "which", + "therefore", + "whilst", + "realised", + "therefor" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "however", + "which", + "alot", + "thats", + "realised", + "anymore", + "whereas" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "which", + "also", + "and", + "although", + "Also", + "whilst", + "alot" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "also", + "which", + "however", + "Also", + "although", + "because", + "and", + "according" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "although", + "also", + "because", + "the", + "afterwards" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "which", + "furthermore", + "and", + "also", + "afterwards", + "although", + "whereas" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "afterwards", + "and", + "which", + "furthermore", + "also", + "although", + "when" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "and", + "afterwards", + "furthermore", + "moreover", + "which", + "also", + "although" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "uttered", + "grammat", + "although", + "afterwards", + "and", + "furthermore", + "everyday" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "grammat", + "sentence", + "uttered", + "Mrs", + "kalimat", + "grammatical", + "uttering", + "cüm" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "uttered", + "sentence", + "uttering", + "kalimat", + "cüm", + "grammatical", + "happily" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "punctuation", + "grammar", + "reciting", + "sentence", + "recited", + "kalimat", + "grammatical" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "english", + "kalimat", + "grammar", + "sentence", + "punctuation", + "grammatical", + "cüm" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "english", + "however", + "grammat", + "furthermore", + "although", + "mrs", + "punctuation", + "html" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "입니다", + "english", + "please", + "however", + "html", + "afterwards", + "todays", + "hereby" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "감사합니다", + "입니다", + "nhé", + "阅读全文", + "ذریع", + "sunday", + "endif", + "todays" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "Dot", + "Gregor", + "₂", + "ß", + "obstante", + "감사합니다", + "ût" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "です", + "때문이다", + "XNUMX" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "때문이다", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "ㅤ", + "XNUMX", + "例文帳に追加", + "때문이다" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "입니다", + "৷", + "銆", + "ㅤ", + "৷", + "때문이다", + "例文帳に追加", + "XNUMX" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "৷", + "때문이다", + "Its", + "例文帳に追加" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "입니다", + "endl", + "৷", + "銆", + "jpg", + "EOF", + "endif" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "EOF", + "Its", + "لذلك", + "の通販", + "통해서", + "Rare", + "Nothing" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "입니다", + "때문이다", + "بذلك", + "Otherwise", + "It", + "아멘", + "لذلك" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "بذلك", + "Otherwise", + "입니다", + "아멘", + "的书", + "Probably", + "书" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Otherwise", + "Its", + "بذلك", + "Otherwise", + "Probably", + "아멘", + "を描" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Probably", + "Its", + "Its", + "Otherwise", + "頑張", + "を描", + "Probably", + "હ" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Writing", + "Dot", + "Write", + "That", + "爆", + "Screenshot" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Write", + "Feel", + "Writing", + "Print", + "Hopefully", + "Smith", + "Writing" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "COPY", + "Hopefully", + "Period", + "Feel", + "Mad", + "Copy" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "唯", + "write", + "write", + "Back", + "Feel", + "Hopefully" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "COPY", + "唯", + "山", + "Copy", + "Feel", + "Copy" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "COPY", + "Write", + "Write", + "write", + "Copy", + "Back", + "write", + "Constit" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "write", + "Write", + "screening", + "COPY", + "screen", + "Write", + "towards", + "selective" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "COPY", + "1", + "This", + "Write", + "Screen", + "screen", + "G" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 28.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "also", + "score": 15.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "and", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "blue", + "output_checked": true + }, + { + "concept": "draped", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hung", + "output_checked": true + }, + { + "concept": "other", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "write", + "output_checked": true + }, + { + "concept": "while", + "score": 10.0, + "best_rank": 42, + "best_depth": 82.9, + "near_token": "door", + "output_checked": true + }, + { + "concept": "color", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "blue", + "output_checked": true + }, + { + "concept": "grammat", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "beautifully", + "score": 9.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "hung", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-06__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-06__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-06__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-06__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-06__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-focus-07", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed focus 07", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The brass compass sat beside the blank card.\" While copying, actively think about a dislocation pile-up and its associated stress concentration. Do not write anything else.\n<|turn>model\nThe brass compass sat beside the blank card.", + "prompt_tail": "bout a dislocation pile-up and its associated stress concentration. Do not write anything else.\n<|turn>model\nThe brass compass sat beside the blank card.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 45, + 46, + 47, + 48, + 49, + 50, + 51, + 52, + 53 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "focus", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-07", + "carrier_id": "carrier-07", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The brass compass sat beside the blank card.", + "generated_token_ids": [ + 818, + 28575, + 21164, + 2838, + 28383, + 506, + 11580, + 3733, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 90, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 50, + "logit_lens_best_rank": 282 + }, + { + "label": "pile", + "best_rank": 68, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 51, + "logit_lens_best_rank": 174 + }, + { + "label": "stress", + "best_rank": 4, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 45, + "logit_lens_best_rank": 26 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "hence", + "friends", + "however", + "tons", + "things", + "hence" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "etc", + "nt", + "d", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "o", + "ie", + "lly", + "er", + "l", + "es", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "r", + "or", + "t", + "probably", + "ried", + "d" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "probably", + "to", + "a", + "d", + "l", + "o", + "ried" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "and", + "according", + "therefor", + "to", + "that", + "however", + "soon" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "however", + "whereas", + "and", + "therefore", + "hence", + "beside", + "furthermore" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "alot", + "however", + "thats", + "amongst", + "anyways", + "Whilst", + "whereas" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "whilst", + "which", + "alot", + "the", + "and", + "who", + "this" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "however", + "which", + "because", + "also", + "the", + "although", + "there", + "Also" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "the", + "which", + "because", + "when", + "although", + "that" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "which", + "the", + "and", + "when", + "that", + "although" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "when", + "which", + "whether", + "furthermore", + "the", + "although", + "that" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "whispered", + "nestled", + "stillness", + "the", + "although", + "indeed", + "glistening" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "whispered", + "however", + "motionless", + "stillness", + "enigmatic", + "unremarkable", + "nestled", + "uttered" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "whispered", + "enigmatic", + "motionless", + "unremarkable", + "shrouded", + "etched", + "glistening" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "whispered", + "stillness", + "silently", + "quiet", + "silent", + "motionless", + "silence", + "quietly" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "whispered", + "stillness", + "silently", + "dutiful", + "evocative", + "quietly", + "poetic", + "glistening" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "stillness", + "whispered", + "evocative", + "grammat", + "描写", + "silently", + "dutiful", + "punctuation" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "motionless", + "whispered", + "silently", + "punctuation", + "etched", + "although", + "stillness" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "whispered", + "however", + "阅读全文", + "silently", + "motionless", + "quietly", + "Poem", + "speechless" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ذریع", + "ذلك", + "refracted", + "reflecting", + "refleja", + "였습니다", + "nhé", + "阅读全文" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "exemplifies", + "undersigned", + "fucking", + "이는", + "bibliography", + "nonetheless", + "flawlessly" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "입니다", + "৷", + "During", + "Analyzing", + "때문이다", + "ذریع", + "Afterwards", + "Also" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "입니다", + "৷", + "Because", + "때문이다", + "This", + "ㅤ", + "Also", + "Its" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "때문이다", + "입니다", + "৷", + "Meanwhile", + "ㅤ", + "銆", + "例文帳に追加", + "৷" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "때문이다", + "입니다", + "Meanwhile", + "ㅤ", + "৷", + "銆", + "৷", + "例文帳に追加" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "때문이다", + "৷", + "입니다", + "Meanwhile", + "ㅤ", + "銆", + "৷", + "例文帳に追加" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "EOF", + "Again", + "Explained", + "endif", + "Notes", + "Again", + "Everywhere" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Thoughts", + "Thinking", + "Meanwhile", + "때문이다", + "EOF", + "Studying", + "Considering", + "Observing" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Meanwhile", + "During", + "Thoughts", + "Thinking", + "During", + "Its", + "なお", + "Considering" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Thinking", + "Thoughts", + "During", + "Meanwhile", + "Its", + "是我", + "Considering", + "Think" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Thinking", + "thinking", + "Think", + "Thoughts", + "think", + "Think", + "Its", + "思考" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "thinking", + "think", + "Thinking", + "Think", + "Think", + "是我", + "思考", + "thought" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Thinking", + "thinking", + "Think", + "思考", + "Thoughts", + "是我", + "think", + "Thinking" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Thinking", + "thinking", + "thinking", + "思考", + "Thinking", + "Thoughts", + "Think", + "Think" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "thinking", + "Thinking", + "思考", + "thinking", + "contemplating", + "Thinking", + "فکر", + "THINK" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "thinking", + "Thinking", + "思考", + "thinking", + "analyzing", + "processing", + "Thinking", + "contemplating" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "thinking", + "Thinking", + "思考", + "analyzing", + "processing", + "thinking", + "Analyzing", + "Processing" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "thinking", + "Thinking", + "analyzing", + "thinking", + "Analyzing", + "This", + "Considering", + "processing" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "thinking", + "Within", + "This", + "Thinking", + "During", + "processing", + "scanning", + "While" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "Thinking", + "This", + "A", + "F", + "While", + "Within", + "During" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 34.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "because", + "score": 32.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "implications", + "score": 27.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "also", + "score": 20.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "how", + "score": 20.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "was", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "compass", + "output_checked": true + }, + { + "concept": "ensure", + "score": 16.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": ",", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 15.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "whispered", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "motionless", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".\"", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "Also", + "score": 10.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "<|turn>", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-07__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-07__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-07__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-07__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-07__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-suppress-07", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed suppression 07", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The brass compass sat beside the blank card.\" While copying, actively avoid thinking about a dislocation pile-up and its associated stress concentration. Do not write anything else.\n<|turn>model\nThe brass compass sat beside the blank card.", + "prompt_tail": "bout a dislocation pile-up and its associated stress concentration. Do not write anything else.\n<|turn>model\nThe brass compass sat beside the blank card.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 46, + 47, + 48, + 49, + 50, + 51, + 52, + 53, + 54 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "suppress", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-07", + "carrier_id": "carrier-07", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The brass compass sat beside the blank card.", + "generated_token_ids": [ + 818, + 28575, + 21164, + 2838, + 28383, + 506, + 11580, + 3733, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 862, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 51, + "logit_lens_best_rank": 7255 + }, + { + "label": "pile", + "best_rank": 111, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 52, + "logit_lens_best_rank": 724 + }, + { + "label": "stress", + "best_rank": 387, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 51, + "logit_lens_best_rank": 2980 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "hence", + "friends", + "however", + "tons", + "things", + "hence" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "etc", + "nt", + "d", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "o", + "ie", + "lly", + "er", + "l", + "es", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "r", + "or", + "t", + "probably", + "d", + "ried" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "probably", + "to", + "a", + "d", + "l", + "o", + "s" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "according", + "and", + "therefor", + "to", + "that", + "however", + "whereas" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "however", + "whereas", + "therefore", + "and", + "hence", + "furthermore", + "beside" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "however", + "alot", + "thats", + "furthermore", + "whereas", + "anyways", + "amongst" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "which", + "whilst", + "and", + "although", + "Also", + "also", + "the" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "however", + "also", + "which", + "because", + "Also", + "although", + "and", + "there" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "the", + "which", + "because", + "although", + "when", + "that" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "which", + "and", + "furthermore", + "the", + "when", + "although", + "that" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "when", + "and", + "which", + "whether", + "although", + "furthermore", + "the" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "and", + "the", + "whispered", + "although", + "nestled", + "furthermore", + "whether" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "whispered", + "motionless", + "stillness", + "uttered", + "unremarkable", + "quietly", + "silently" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "whispered", + "uttered", + "unremarkable", + "etched", + "motionless", + "scrib", + "murmured" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "whispered", + "stillness", + "quiet", + "silently", + "quietly", + "motionless", + "uttered", + "unremarkable" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "dutiful", + "stillness", + "whispered", + "recited", + "silently", + "punctuation", + "obedient" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "kalimat", + "stillness", + "retelling", + "punctuation", + "cüm", + "thereafter", + "fifteen" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "thereafter", + "motionless", + "although", + "english", + "faithfully", + "mrs", + "punctuation" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "입니다", + "afterwards", + "please", + "阅读全文", + "Poem", + "html", + "english" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "阅读全文", + "ذریع", + "nhé", + "ذلك", + "kalimat", + "همین", + "例文帳に追加", + "৷" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "obstante", + "감사합니다", + "nenhuma", + "때문이다", + "cüm", + "৷", + "৷" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "입니다", + "ذریع", + "銆", + "৷", + "때문이다", + "XNUMX", + "例文帳に追加" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "때문이다", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "XNUMX", + "例文帳に追加", + "৷", + "때문이다", + "ㅤ" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "입니다", + "৷", + "銆", + "ㅤ", + "때문이다", + "例文帳に追加", + "XNUMX", + "৷" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "입니다", + "때문이다", + "XNUMX", + "銆", + "例文帳に追加", + "৷", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "입니다", + "৷", + "endl", + "때문이다", + "jpg", + "銆", + "EOF" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "통해서", + "لذلك", + "아멘", + "EOF", + "című", + "XNUMX", + "例文帳に追加" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "때문이다", + "아멘", + "Its", + "بذلك", + "Its", + "jpg", + "통해서" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "입니다", + "아멘", + "Otherwise", + "Otherwise", + "Its", + "بذلك", + "を描", + "Its" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Otherwise", + "아멘", + "بذلك", + "Otherwise", + "を描", + "则" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "頑張", + "を描", + "是我", + "Notwithstanding", + "供", + "Dabei" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Screenshot", + "Writing", + "Written", + "Writer", + "Hopefully", + "爆" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Writing", + "Writing", + "Hopefully", + "Feel", + "Write", + "Picture", + "Smith" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Hopefully", + "write", + "COPY", + "Feel", + "Mad", + "Copy" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "Hopefully", + "write", + "Feel", + "Writes", + "Writes" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "COPY", + "Copy", + "write", + "唯", + "Back", + "Feel" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "write", + "Write", + "COPY", + "Copy", + "Writes", + "Back", + "write" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Write", + "write", + "towards", + "Back", + "写", + "Both", + "COPY", + "ほど" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "This", + "COPY", + "The", + "Write", + "Back", + "That", + "selective" + ] + } + ], + "surprising": [ + { + "concept": "also", + "score": 39.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 31.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "implications", + "score": 25.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "because", + "score": 21.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "avoidance", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "avoid", + "output_checked": true + }, + { + "concept": "was", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "compass", + "output_checked": true + }, + { + "concept": "Also", + "score": 16.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "ensure", + "score": 16.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": ",", + "output_checked": true + }, + { + "concept": "consequences", + "score": 15.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "associated", + "output_checked": true + }, + { + "concept": "motionless", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".\"", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 13.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-07__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-07__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-07__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-07__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-07__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-control-07", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Neutral carrier control 07", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The brass compass sat beside the blank card.\" Do not write anything else.\n<|turn>model\nThe brass compass sat beside the blank card.", + "prompt_tail": "n>user\nWrite exactly \"The brass compass sat beside the blank card.\" Do not write anything else.\n<|turn>model\nThe brass compass sat beside the blank card.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "control", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-07", + "carrier_id": "carrier-07", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The brass compass sat beside the blank card.", + "generated_token_ids": [ + 818, + 28575, + 21164, + 2838, + 28383, + 506, + 11580, + 3733, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 5142, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 7354 + }, + { + "label": "pile", + "best_rank": 94, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 1069 + }, + { + "label": "stress", + "best_rank": 1117, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 1958 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "hence", + "tons", + "friends", + "however", + "hence", + "things" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "etc", + "nt", + "d", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "o", + "ie", + "lly", + "er", + "es", + "l", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "etc", + "r", + "or", + "t", + "etc", + "probably" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "probably", + "etc", + "to", + "of", + "basically", + "etc", + "which" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "and", + "according", + "however", + "to", + "therefor", + "that", + "whereas" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "however", + "therefore", + "whereas", + "and", + "whilst", + "which", + "hence", + "furthermore" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "however", + "whilst", + "furthermore", + "whereas", + "which", + "therefore", + "alot", + "Whilst" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "Also", + "and", + "which", + "although", + "also", + "whilst", + "furthermore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "also", + "however", + "Also", + "which", + "although", + "because", + "and", + "according" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "because", + "the", + "although", + "also", + "therefore" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "and", + "which", + "furthermore", + "also", + "although", + "whereas", + "because" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "furthermore", + "which", + "when", + "because", + "although", + "also" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "and", + "furthermore", + "although", + "instead", + "which", + "the", + "natomiast" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "although", + "furthermore", + "the", + "instead", + "and", + "uttered", + "before" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "however", + "uttered", + "Mrs", + "grammat", + "kalimat", + "sentence", + "Silas", + "the" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "whispered", + "uttered", + "cüm", + "kalimat", + "truth", + "uttering", + "narr" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "kalimat", + "reciting", + "recited", + "punctuation", + "retelling", + "mrs", + "uttered" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "english", + "kalimat", + "retelling", + "cüm", + "punctuation", + "sentence", + "全文" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "english", + "however", + "mrs", + "thereafter", + "furthermore", + "although", + "indeed", + "grammat" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "입니다", + "english", + "however", + "please", + "html", + "afterwards", + "todays", + "阅读全文" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "阅读全文", + "nhé", + "ذریع", + "입니다", + "endif", + "감사합니다", + "kalimat", + "sunday" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "Dot", + "Gregor", + "ß", + "৷", + "৷", + "₂", + "obstante" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "です", + "때문이다", + "XNUMX" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "때문이다", + "XNUMX", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "例文帳に追加", + "때문이다", + "ㅤ" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "銆", + "৷", + "입니다", + "৷", + "때문이다", + "ㅤ", + "例文帳に追加", + "XNUMX" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "৷", + "때문이다", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "입니다", + "৷", + "endl", + "銆", + "EOF", + "jpg", + "endif" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "لذلك", + "EOF", + "Its", + "の通販", + "통해서", + "Rare", + "Nothing" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "때문이다", + "Its", + "بذلك", + "아멘", + "Otherwise", + "لذلك", + "EOF" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "بذلك", + "입니다", + "아멘", + "的书", + "书", + "Otherwise", + "を描" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Otherwise", + "بذلك", + "Its", + "Otherwise", + "아멘", + "を描", + "EOF" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Probably", + "Its", + "Its", + "を描", + "Otherwise", + "頑張", + "أر", + "હ" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Writing", + "Write", + "Dot", + "写", + "Writer", + "笔" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Write", + "Writing", + "Feel", + "Print", + "Smith", + "Writing", + "Copy" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Period", + "Mad", + "COPY", + "Hopefully", + "write", + "Feel" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "唯", + "write", + "Period", + "Back", + "Feel" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "COPY", + "唯", + "山", + "Copy", + "write", + "Feel" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "COPY", + "Write", + "write", + "Copy", + "write", + "写", + "Back" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "write", + "Write", + "写", + "COPY", + "Write", + "screen", + "towards", + "screening" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "Write", + "COPY", + "1", + "This", + "G", + "That", + "screen" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 29.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "was", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "compass", + "output_checked": true + }, + { + "concept": "because", + "score": 15.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "also", + "score": 14.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 14.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "motionless", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".\"", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "and", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "other", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "write", + "output_checked": true + }, + { + "concept": "Its", + "score": 9.0, + "best_rank": 1, + "best_depth": 53.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "five", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "parchment", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "blank", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-07__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-07__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-07__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-07__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-07__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-focus-08", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed focus 08", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A white candle stood on the stone shelf.\" Keep your thoughts centered on a dislocation pile-up and concentrated stress as you produce the sentence. Do not write anything else.\n<|turn>model\nA white candle stood on the stone shelf.", + "prompt_tail": "islocation pile-up and concentrated stress as you produce the sentence. Do not write anything else.\n<|turn>model\nA white candle stood on the stone shelf.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 47, + 48, + 49, + 50, + 51, + 52, + 53, + 54, + 55 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "focus", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-08", + "carrier_id": "carrier-08", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A white candle stood on the stone shelf.", + "generated_token_ids": [ + 236776, + 2173, + 27311, + 15032, + 580, + 506, + 10810, + 27319, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 541, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 52, + "logit_lens_best_rank": 128 + }, + { + "label": "pile", + "best_rank": 31, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 53, + "logit_lens_best_rank": 24 + }, + { + "label": "stress", + "best_rank": 2, + "best_depth": 51.2, + "onset_depth": 41.5, + "reached_top1": false, + "best_pos": 52, + "logit_lens_best_rank": 215 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "tons", + "friends", + "however", + "and", + "hence", + "people" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "d", + "nt", + "etc", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "ie", + "o", + "l", + "d", + "er", + "es", + "lly" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "l", + "o", + "t", + "r", + "or", + "a", + "d" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "etc", + "etc", + "basically", + "maybe", + "probably", + "which", + "a" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "and", + "according", + "therefore", + "because", + "which", + "etc", + "that", + "however" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "and", + "however", + "whereas", + "which", + "therefore", + "because", + "according", + "furthermore" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "because", + "thats", + "alot", + "however", + "anyways", + "anymore", + "which", + "furthermore" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "because", + "however", + "which", + "Also", + "ALSO", + "and", + "The", + "also" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "Also", + "which", + "and", + "however", + "also", + "although", + "when" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "the", + "which", + "because", + "therefore", + "although", + "Therefore" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "and", + "furthermore", + "however", + "which", + "the", + "therefore", + "Furthermore", + "Therefore" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "and", + "however", + "furthermore", + "which", + "although", + "thereafter", + "when", + "Furthermore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "and", + "however", + "furthermore", + "thereafter", + "moreover", + "Furthermore", + "although", + "thence" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "uttered", + "however", + "furthermore", + "uttering", + "thereafter", + "motionless", + "unchanging", + "inanimate" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "uttered", + "uttering", + "stillness", + "utterance", + "grammat", + "kalimat", + "punctuation", + "thereafter" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "uttered", + "grammat", + "uttering", + "whispered", + "unremarkable", + "utterance", + "Shakespeare", + "kalimat" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "punctuation", + "obedient", + "poetic", + "conveying", + "poem", + "uttered", + "symbolism" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "conveying", + "describing", + "punctuation", + "poem", + "描写", + "uttered", + "reflecting" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "although", + "punctuation", + "grammat", + "nonetheless", + "nevertheless", + "thereafter", + "uttered" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "quietly", + "afterwards", + "realisation", + "nevertheless", + "realised", + "punctuation", + "please" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "refleja", + "ذلك", + "ذریع", + "herein", + "quietly", + "Notwithstanding", + "reflecting", + "nonetheless" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "nonetheless", + "néanmoins", + "nevertheless", + "ذریع", + "profoundly", + "utterly", + "relentlessly", + "quietly" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "입니다", + "ذریع", + "銆", + "৷", + "例文帳に追加", + "때문이다", + "です" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "때문이다", + "ㅤ", + "৷", + "例文帳に追加", + "Its" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "때문이다", + "銆", + "৷", + "例文帳に追加", + "ㅤ", + "XNUMX" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "때문이다", + "৷", + "입니다", + "銆", + "ㅤ", + "例文帳に追加", + "৷", + "XNUMX" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "때문이다", + "৷", + "銆", + "입니다", + "৷", + "例文帳に追加", + "ㅤ", + "XNUMX" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "때문이다", + "XNUMX", + "EOF", + "৷", + "endl", + "endif", + "銆", + "jpg" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "EOF", + "Its", + "Swe", + "아멘", + "című", + "例文帳に追加", + "통해서" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "Its", + "때문이다", + "아멘", + "jpg", + "입니다", + "That", + "在其" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Its", + "아멘", + "There", + "を描", + "笔", + "That", + "的书" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Think", + "を描", + "Otherwise", + "给我", + "아멘", + "بذلك" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "是我", + "الض", + "Dabei", + "images", + "を描", + "И" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "笔", + "Writing", + "爆", + "Its", + "Writing", + "Screenshot", + "That" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Feel", + "Write", + "Hopefully", + "Picture", + "Through", + "That", + "Writing", + "Focus" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "CONTIN", + "Write", + "Write", + "BUR", + "Hopefully", + "Rush", + "笔", + "COPY" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "Wearing", + "CONTIN", + "WRITE", + "Feel", + "USH", + "COPY" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "COPY", + "Wearing", + "Write", + "This", + "Write", + "Wearing", + "That", + "picture" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "COPY", + "Write", + "Hopefully", + "This", + "Between", + "Write", + "That", + "picture" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "control", + "towards", + "This", + "Through", + "Throughout", + "According", + "Hopefully", + "between" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "A", + "Control", + "control", + "Through", + "C", + "G" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 31.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 26.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "while", + "score": 24.0, + "best_rank": 3, + "best_depth": 75.6, + "near_token": "up", + "output_checked": true + }, + { + "concept": "this", + "score": 22.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "on", + "output_checked": true + }, + { + "concept": "also", + "score": 18.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "but", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "motionless", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stood", + "output_checked": true + }, + { + "concept": "focus", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "pedestal", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "on", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "Also", + "score": 9.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "was", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "candle", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-08__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-08__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-08__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-08__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-08__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-suppress-08", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed suppression 08", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A white candle stood on the stone shelf.\" Keep your thoughts from dwelling on a dislocation pile-up or concentrated stress as you produce the sentence. Do not write anything else.\n<|turn>model\nA white candle stood on the stone shelf.", + "prompt_tail": "dislocation pile-up or concentrated stress as you produce the sentence. Do not write anything else.\n<|turn>model\nA white candle stood on the stone shelf.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 48, + 49, + 50, + 51, + 52, + 53, + 54, + 55, + 56 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "suppress", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-08", + "carrier_id": "carrier-08", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A white candle stood on the stone shelf.", + "generated_token_ids": [ + 236776, + 2173, + 27311, + 15032, + 580, + 506, + 10810, + 27319, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 1765, + "best_depth": 53.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 49, + "logit_lens_best_rank": 7377 + }, + { + "label": "pile", + "best_rank": 36, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 54, + "logit_lens_best_rank": 196 + }, + { + "label": "stress", + "best_rank": 1130, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 55, + "logit_lens_best_rank": 1623 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "tons", + "friends", + "however", + "and", + "hence", + "people" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "d", + "nt", + "etc", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "ie", + "o", + "l", + "d", + "er", + "es", + "y" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "l", + "o", + "t", + "r", + "or", + "a", + "d" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "etc", + "etc", + "basically", + "maybe", + "probably", + "which", + "to" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "and", + "according", + "therefore", + "because", + "which", + "that", + "etc", + "however" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "and", + "however", + "whereas", + "therefore", + "because", + "which", + "according", + "furthermore" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "because", + "thats", + "alot", + "however", + "anyways", + "anymore", + "furthermore", + "Also" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "because", + "Also", + "which", + "however", + "ALSO", + "and", + "also", + "Furthermore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "Also", + "which", + "and", + "however", + "also", + "although", + "Therefore" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "because", + "the", + "which", + "therefore", + "although", + "Therefore" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "and", + "furthermore", + "however", + "which", + "Furthermore", + "Therefore", + "the", + "therefore" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "and", + "furthermore", + "however", + "Furthermore", + "which", + "although", + "the", + "thereafter" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "and", + "furthermore", + "however", + "Furthermore", + "thereafter", + "moreover", + "Moreover", + "And" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "uttered", + "however", + "uttering", + "furthermore", + "grammat", + "and", + "thereafter", + "motionless" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "uttered", + "grammat", + "utterance", + "sentence", + "uttering", + "kalimat", + "thereafter", + "cüm" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "uttered", + "kalimat", + "sentence", + "uttering", + "utterance", + "cüm", + "poem" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "punctuation", + "sentence", + "kalimat", + "utterance", + "grammatical", + "cüm", + "uttered" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "punctuation", + "kalimat", + "sentence", + "cüm", + "obedient", + "grammatical", + "grammar" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "thereafter", + "grammat", + "punctuation", + "furthermore", + "although", + "english", + "afterwards" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "입니다", + "however", + "please", + "afterwards", + "grammat", + "furthermore", + "html", + "Poem" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ذریع", + "nhé", + "감사합니다", + "阅读全文", + "kalimat", + "ذلك", + "而已", + "همین" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "obstante", + "néanmoins", + "nonetheless", + "youtu", + "nenhuma", + "cüm", + "histoire" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "입니다", + "ذریع", + "銆", + "৷", + "XNUMX", + "例文帳に追加", + "때문이다" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "때문이다", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "例文帳に追加", + "때문이다", + "ㅤ" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "입니다", + "৷", + "銆", + "ㅤ", + "때문이다", + "例文帳に追加", + "XNUMX", + "৷" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "때문이다", + "৷", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "৷", + "입니다", + "endl", + "jpg", + "銆", + "때문이다", + "阅读全文" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "통해서", + "Its", + "EOF", + "لذلك", + "아멘", + "の通販", + "입니다" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "Its", + "때문이다", + "아멘", + "Otherwise", + "통해서", + "بذلك", + "jpg" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "입니다", + "Otherwise", + "아멘", + "书", + "を描", + "بذلك", + "的书" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Otherwise", + "بذلك", + "Otherwise", + "아멘", + "を描", + "Hopefully" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "供", + "頑張", + "Probably", + "を描", + "是我", + "Otherwise" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Writing", + "Written", + "Writer", + "Write", + "笔", + "write" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Write", + "Writing", + "Feel", + "Writing", + "Hopefully", + "Picture", + "PEN" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Hopefully", + "write", + "COPY", + "Feel", + "Mad", + "Writing" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "Writes", + "write", + "Writing", + "Feel", + "Hopefully" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "COPY", + "唯", + "write", + "Feel", + "Copy", + "山" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "COPY", + "Write", + "Write", + "write", + "UNT", + "Copy", + "Constit", + "write" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Write", + "write", + "towards", + "COPY", + "exclusively", + "at", + "toward", + "docx" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "COPY", + "Write", + "This", + "Write", + "A", + "1", + "That", + "G" + ] + } + ], + "surprising": [ + { + "concept": "also", + "score": 32.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "because", + "score": 29.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 22.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "this", + "score": 18.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "produce", + "output_checked": true + }, + { + "concept": "while", + "score": 17.0, + "best_rank": 3, + "best_depth": 68.3, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "motionless", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stood", + "output_checked": true + }, + { + "concept": "other", + "score": 16.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "or", + "output_checked": true + }, + { + "concept": "but", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "pedestal", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "on", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "Also", + "score": 12.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "grammat", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Keep", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-08__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-08__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-08__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-08__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-08__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-control-08", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Neutral carrier control 08", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A white candle stood on the stone shelf.\" Do not write anything else.\n<|turn>model\nA white candle stood on the stone shelf.", + "prompt_tail": "os><|turn>user\nWrite exactly \"A white candle stood on the stone shelf.\" Do not write anything else.\n<|turn>model\nA white candle stood on the stone shelf.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "control", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-08", + "carrier_id": "carrier-08", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A white candle stood on the stone shelf.", + "generated_token_ids": [ + 236776, + 2173, + 27311, + 15032, + 580, + 506, + 10810, + 27319, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 1186, + "best_depth": 53.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 6789 + }, + { + "label": "pile", + "best_rank": 31, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 213 + }, + { + "label": "stress", + "best_rank": 1379, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 2638 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "tons", + "friends", + "however", + "and", + "hence", + "Hence" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "d", + "nt", + "etc", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "ie", + "o", + "l", + "es", + "er", + "lly", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "etc", + "t", + "etc", + "or", + "r", + "d" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "etc", + "and", + "basically", + "probably", + "maybe", + "etc", + "which", + "in" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "according", + "and", + "therefore", + "which", + "etc", + "because", + "whereas", + "that" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "and", + "therefore", + "whereas", + "which", + "however", + "according", + "because", + "therefor" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "however", + "which", + "because", + "whereas", + "furthermore", + "and", + "alot", + "therefore" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "and", + "which", + "because", + "also", + "Also", + "although", + "please" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "also", + "because", + "Also", + "which", + "however", + "although", + "and", + "according" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "although", + "because", + "also", + "the", + "therefore" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "and", + "however", + "furthermore", + "which", + "also", + "although", + "Also", + "whereas" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "and", + "however", + "furthermore", + "which", + "also", + "because", + "afterwards", + "although" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "and", + "however", + "furthermore", + "also", + "afterwards", + "although", + "Furthermore", + "moreover" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "grammat", + "uttered", + "and", + "furthermore", + "uttering", + "sentence", + "although" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "grammat", + "sentence", + "uttered", + "kalimat", + "uttering", + "Mrs", + "grammatical", + "cüm" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "uttered", + "kalimat", + "sentence", + "uttering", + "cüm", + "grammatical", + "grammar" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "verbatim", + "reciting", + "punctuation", + "grammar", + "recited", + "grammatical", + "kalimat" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "kalimat", + "punctuation", + "grammar", + "verbatim", + "english", + "sentence", + "grammatical" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "english", + "however", + "grammat", + "furthermore", + "punctuation", + "html", + "indeed", + "mrs" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "입니다", + "please", + "english", + "html", + "however", + "hereby", + "gmail", + "todays" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "감사합니다", + "nhé", + "입니다", + "阅读全文", + "ذریع", + "endif", + "而已", + "gmail" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "감사합니다", + "Dot", + "Gregor", + "youtu", + "ǃ", + "닷", + "ß" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "때문이다", + "です", + "XNUMX" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "때문이다", + "XNUMX", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "ㅤ", + "때문이다", + "例文帳に追加" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "입니다", + "৷", + "銆", + "৷", + "ㅤ", + "때문이다", + "例文帳に追加", + "XNUMX" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "৷", + "XNUMX", + "때문이다", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "입니다", + "৷", + "endl", + "銆", + "jpg", + "EOF", + "통해서" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Its", + "때문이다", + "EOF", + "لذلك", + "の通販", + "통해서", + "Rare", + "Nothing" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "Its", + "때문이다", + "بذلك", + "Otherwise", + "It", + "아멘", + "Nothing" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "بذلك", + "입니다", + "아멘", + "的书", + "Probably", + "Otherwise", + "书" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Otherwise", + "Its", + "بذلك", + "Otherwise", + "Probably", + "を描", + "아멘" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Probably", + "Its", + "Its", + "Otherwise", + "を描", + "頑張", + "Probably", + "probably" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Dot", + "Writing", + "Writing", + "笔", + "Write", + "Written", + "That" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Write", + "Feel", + "Print", + "Writing", + "Smith", + "Copy", + "Hopefully" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Period", + "COPY", + "Hopefully", + "Copy", + "Feel", + "period" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "唯", + "Period", + "write", + "write", + "COPY", + "Feel" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "唯", + "COPY", + "Write", + "Write", + "山", + "Copy", + "Feel", + "Copy" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "COPY", + "Write", + "Write", + "write", + "Copy", + "Back", + "Constit", + "write" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "write", + "Write", + "screen", + "Write", + "period", + "COPY", + "screening", + "at" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "COPY", + "Write", + "1", + "Screen", + "G", + "This", + "g" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 27.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "also", + "score": 16.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "motionless", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stood", + "output_checked": true + }, + { + "concept": "while", + "score": 15.0, + "best_rank": 13, + "best_depth": 68.3, + "near_token": "stone", + "output_checked": true + }, + { + "concept": "pedestal", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "on", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "other", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "write", + "output_checked": true + }, + { + "concept": "grammat", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "candlelight", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "bookcase", + "score": 9.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "shelf", + "output_checked": true + }, + { + "concept": "was", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "candle", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-08__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-08__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-08__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-08__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-08__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-focus-09", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed focus 09", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The red envelope remained beneath the old clock.\" Concentrate on a dislocation pile-up and its stress concentration while you write it. Do not write anything else.\n<|turn>model\nThe red envelope remained beneath the old clock.", + "prompt_tail": "cation pile-up and its stress concentration while you write it. Do not write anything else.\n<|turn>model\nThe red envelope remained beneath the old clock.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 44, + 45, + 46, + 47, + 48, + 49, + 50, + 51, + 52 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "focus", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-09", + "carrier_id": "carrier-09", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The red envelope remained beneath the old clock.", + "generated_token_ids": [ + 818, + 2604, + 26035, + 12800, + 25038, + 506, + 2255, + 11072, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 551, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 44, + "logit_lens_best_rank": 12 + }, + { + "label": "pile", + "best_rank": 23, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 44, + "logit_lens_best_rank": 4 + }, + { + "label": "stress", + "best_rank": 17, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 52, + "logit_lens_best_rank": 11 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "hence", + "however", + "friends", + "hence", + "Hence", + "things" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "etc", + "nt", + "d", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "wards", + "l", + "d", + "i", + "es", + "er" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "o", + "l", + "r", + "or", + "t", + "ie", + "d", + "a" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "probably", + "basically", + "to", + "in", + "that", + "of", + "which" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "and", + "therefore", + "because", + "according", + "that", + "to", + "instead", + "which" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "however", + "and", + "whereas", + "therefore", + "which", + "whilst", + "to", + "so" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "alot", + "thats", + "however", + "anymore", + "realised", + "anyways", + "because" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "whilst", + "which", + "because", + "alot", + "who", + "and", + "Whilst" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "which", + "however", + "and", + "they", + "the", + "also", + "where" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "the", + "because", + "which", + "therefore", + "although", + "when" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "which", + "the", + "moreover", + "although", + "and", + "that" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "furthermore", + "when", + "the", + "which", + "moreover", + "unto", + "that" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "nestled", + "whispered", + "stillness", + "moreover", + "furthermore", + "the", + "motionless" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "stillness", + "motionless", + "whispered", + "nestled", + "watchful", + "however", + "uttered", + "silence" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "whispered", + "motionless", + "silence", + "steadfast", + "enigmatic", + "watchful", + "uttered" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "whispered", + "stillness", + "silence", + "motionless", + "silently", + "silent", + "unspoken", + "quiet" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "stillness", + "evocative", + "whispered", + "silently", + "poetic", + "haunting", + "nestled", + "yearning" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "whispered", + "evocative", + "stillness", + "poem", + "haunting", + "silently", + "melanch", + "trembling" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "whispered", + "evocative", + "motionless", + "nestled", + "stillness", + "silently", + "punctuation", + "beneath" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "whispered", + "however", + "motionless", + "silently", + "quietly", + "stillness", + "evocative", + "lingered" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "whispered", + "refracted", + "lingered", + "punctuated", + "quietly", + "stillness", + "punctuation", + "endured" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "meticulously", + "fucking", + "nonetheless", + "tirelessly", + "relentlessly", + "navigating", + "echoing", + "navigated" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "This", + "Their", + "Its", + "Though", + "Although", + "입니다", + "Its" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Its", + "Its", + "Their", + "This", + "Because", + "Perhaps", + "ㅤ", + "Meanwhile" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Its", + "Its", + "৷", + "Meanwhile", + "때문이다", + "Their", + "Despite", + "ㅤ" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Meanwhile", + "Despite", + "Despite", + "Its", + "Although", + "Its", + "Although", + "Their" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Its", + "Despite", + "Meanwhile", + "때문이다", + "Its", + "Instead", + "Suddenly", + "Their" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Its", + "Meanwhile", + "Its", + "Though", + "Their", + "Although", + "Despite", + "Every" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Its", + "Its", + "Meanwhile", + "Their", + "Though", + "Despite", + "Although", + "It" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "Its", + "Meanwhile", + "Their", + "It", + "The", + "Despite", + "Although" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Its", + "Their", + "Meanwhile", + "It", + "There", + "The", + "Despite" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "It", + "Their", + "The", + "Meanwhile", + "its", + "Despite" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "The", + "It", + "Their", + "Meanwhile", + "However", + "its" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Its", + "It", + "Its", + "The", + "Their", + "Though", + "Meanwhile", + "While" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Its", + "Its", + "It", + "The", + "While", + "Despite", + "Through", + "Although" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Its", + "Its", + "It", + "The", + "While", + "Although", + "its", + "Pressure" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Its", + "The", + "It", + "Its", + "While", + "Though", + "Although", + "This" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Its", + "The", + "It", + "While", + "This", + "Its", + "How", + "Through" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Its", + "The", + "It", + "While", + "This", + "Within", + "Because", + "Every" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "The", + "Its", + "It", + "This", + "While", + "Within", + "Every", + "Each" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "Its", + "It", + "Stress", + "A", + "Strain", + "This", + "While" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 37.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 21.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "also", + "score": 20.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "was", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "envelope", + "output_checked": true + }, + { + "concept": "but", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "red", + "output_checked": true + }, + { + "concept": "effects", + "score": 14.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "Also", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "implications", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "whispered", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "stillness", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".\"", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-09__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-09__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-09__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-09__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-09__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-suppress-09", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed suppression 09", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The red envelope remained beneath the old clock.\" Try not to think about a dislocation pile-up or its stress concentration while you write it. Do not write anything else.\n<|turn>model\nThe red envelope remained beneath the old clock.", + "prompt_tail": "ocation pile-up or its stress concentration while you write it. Do not write anything else.\n<|turn>model\nThe red envelope remained beneath the old clock.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 47, + 48, + 49, + 50, + 51, + 52, + 53, + 54, + 55 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "suppress", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-09", + "carrier_id": "carrier-09", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The red envelope remained beneath the old clock.", + "generated_token_ids": [ + 818, + 2604, + 26035, + 12800, + 25038, + 506, + 2255, + 11072, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 4485, + "best_depth": 46.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 55, + "logit_lens_best_rank": 5129 + }, + { + "label": "pile", + "best_rank": 258, + "best_depth": 53.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 48, + "logit_lens_best_rank": 134 + }, + { + "label": "stress", + "best_rank": 232, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 51, + "logit_lens_best_rank": 788 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Indians", + "hence", + "however", + "friends", + "hence", + "Hence", + "things" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "etc", + "nt", + "d", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "wards", + "l", + "d", + "i", + "es", + "er" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "o", + "l", + "r", + "or", + "t", + "d", + "ie", + "a" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "probably", + "basically", + "to", + "in", + "that", + "of", + "l" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "and", + "therefore", + "according", + "because", + "that", + "to", + "instead", + "however" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "however", + "and", + "whilst", + "therefore", + "whereas", + "which", + "to", + "realised" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "however", + "thats", + "alot", + "realised", + "anymore", + "because", + "anyways" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "whilst", + "which", + "and", + "because", + "Whilst", + "who", + "although" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "however", + "which", + "and", + "also", + "although", + "the", + "when" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "the", + "which", + "because", + "although", + "therefore", + "when" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "which", + "the", + "and", + "moreover", + "although", + "that" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "furthermore", + "which", + "the", + "when", + "and", + "moreover", + "that" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "moreover", + "furthermore", + "whispered", + "the", + "stillness", + "nestled", + "thence" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "stillness", + "whispered", + "motionless", + "uttered", + "however", + "silently", + "uttering", + "silence" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "whispered", + "uttered", + "motionless", + "uttering", + "silence", + "steadfast", + "unremarkable" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "whispered", + "stillness", + "uttered", + "silence", + "uttering", + "unspoken", + "quiet", + "motionless" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "whispered", + "stillness", + "kalimat", + "punctuation", + "sentence", + "uttered", + "poem" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "kalimat", + "stillness", + "sentence", + "cüm", + "punctuation", + "whispered", + "poem" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "motionless", + "thereafter", + "english", + "punctuation", + "grammat", + "furthermore", + "stillness" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "Poem", + "입니다", + "sentence", + "grammat", + "english", + "whispered", + "poem" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "阅读全文", + "ذریع", + "kalimat", + "nhé", + "cüm", + "ذلك", + "همین", + "例文帳に追加" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "néanmoins", + "obstante", + "cüm", + "nenhuma", + "żad", + "감사합니다", + "Nevertheless" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "XNUMX", + "例文帳に追加", + "때문이다" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "때문이다", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "XNUMX", + "৷", + "例文帳に追加", + "때문이다", + "ㅤ" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "銆", + "৷", + "입니다", + "때문이다", + "ㅤ", + "XNUMX", + "例文帳に追加", + "৷" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "XNUMX", + "銆", + "입니다", + "때문이다", + "৷", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "৷", + "입니다", + "jpg", + "銆", + "endl", + "때문이다", + "阅读全文" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "لذلك", + "EOF", + "통해서", + "XNUMX", + "の通販", + "Its", + "című" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "때문이다", + "입니다", + "Its", + "بذلك", + "아멘", + "jpg", + "Otherwise", + "لذلك" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "Otherwise", + "아멘", + "입니다", + "بذلك", + "Its", + "书", + "There" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Otherwise", + "بذلك", + "Otherwise", + "아멘", + "を描", + "Hopefully" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "頑張", + "Probably", + "を描", + "供", + "Otherwise", + "أر" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Writing", + "Writer", + "Written", + "笔", + "Screenshot", + "Hopefully" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Writing", + "Write", + "Feel", + "Hopefully", + "Writing", + "Picture", + "PEN" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Hopefully", + "Feel", + "COPY", + "write", + "Mad", + "Period" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "Feel", + "Hopefully", + "唯", + "Writes", + "write" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "COPY", + "唯", + "Feel", + "write", + "Copy", + "Back" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "Write", + "COPY", + "write", + "Copy", + "Back", + "Constit", + "UNT" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Write", + "write", + "ほど", + "Back", + "towards", + "docx", + "COPY", + "Both" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "This", + "The", + "That", + "Write", + "docx", + "COPY", + "1" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 38.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "also", + "score": 33.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "but", + "score": 27.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 26.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "writing", + "score": 20.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "write", + "output_checked": true + }, + { + "concept": "implications", + "score": 20.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "red", + "output_checked": true + }, + { + "concept": "weird", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "-", + "output_checked": true + }, + { + "concept": "was", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "envelope", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "and", + "score": 12.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Also", + "score": 12.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-09__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-09__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-09__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-09__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-09__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-control-09", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Neutral carrier control 09", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The red envelope remained beneath the old clock.\" Do not write anything else.\n<|turn>model\nThe red envelope remained beneath the old clock.", + "prompt_tail": "rite exactly \"The red envelope remained beneath the old clock.\" Do not write anything else.\n<|turn>model\nThe red envelope remained beneath the old clock.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "control", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-09", + "carrier_id": "carrier-09", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The red envelope remained beneath the old clock.", + "generated_token_ids": [ + 818, + 2604, + 26035, + 12800, + 25038, + 506, + 2255, + 11072, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 4267, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 6669 + }, + { + "label": "pile", + "best_rank": 215, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 170 + }, + { + "label": "stress", + "best_rank": 395, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 1775 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "hence", + "Indians", + "however", + "friends", + "hence", + "Hence", + "things" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "etc", + "d", + "nt", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "wards", + "l", + "d", + "i", + "es", + "lly" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "o", + "l", + "r", + "or", + "t", + "ie", + "d", + "a" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "probably", + "basically", + "in", + "etc", + "to", + "which", + "of" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "and", + "according", + "therefore", + "because", + "that", + "to", + "in", + "which" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "and", + "therefore", + "however", + "whereas", + "which", + "because", + "to", + "according" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "however", + "because", + "and", + "which", + "therefore", + "furthermore", + "whereas", + "whilst" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "and", + "because", + "which", + "also", + "although", + "Also", + "furthermore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "also", + "however", + "which", + "and", + "Also", + "although", + "when" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "because", + "the", + "which", + "therefore", + "although", + "also" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "and", + "which", + "also", + "therefore", + "Furthermore", + "the" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "furthermore", + "which", + "when", + "because", + "the", + "also" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "furthermore", + "and", + "moreover", + "thereafter", + "Furthermore", + "Moreover", + "the" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "uttered", + "grammat", + "whispered", + "uttering", + "thereafter", + "silently", + "sentence" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "grammat", + "uttered", + "sentence", + "kalimat", + "uttering", + "utterance", + "Mrs", + "grammatical" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "uttered", + "whispered", + "kalimat", + "sentence", + "uttering", + "cüm", + "grammatical" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "kalimat", + "reciting", + "sentence", + "punctuation", + "uttered", + "recited", + "verbatim" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "kalimat", + "english", + "sentence", + "cüm", + "retelling", + "punctuation", + "全文" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "english", + "however", + "grammat", + "furthermore", + "thereafter", + "mrs", + "punctuation", + "although" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "입니다", + "english", + "however", + "please", + "html", + "furthermore", + "hereby", + "todays" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "阅读全文", + "ذریع", + "입니다", + "nhé", + "kalimat", + "endif", + "todays", + "html" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "néanmoins", + "obstante", + "Dot", + "Gregor", + "৷", + "histoire", + "감사합니다" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "입니다", + "ذریع", + "銆", + "৷", + "です", + "때문이다", + "XNUMX" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "때문이다", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "ㅤ", + "例文帳に追加", + "때문이다" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "입니다", + "৷", + "銆", + "ㅤ", + "৷", + "때문이다", + "例文帳に追加", + "XNUMX" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "৷", + "때문이다", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "입니다", + "endl", + "৷", + "銆", + "EOF", + "jpg", + "endif" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "EOF", + "لذلك", + "Its", + "통해서", + "の通販", + "Nothing", + "című" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "Its", + "때문이다", + "بذلك", + "아멘", + "Otherwise", + "لذلك", + "EOF" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "بذلك", + "입니다", + "아멘", + "Otherwise", + "的书", + "书", + "Its" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Otherwise", + "بذلك", + "Its", + "Otherwise", + "아멘", + "PubMed", + "EOF" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "Probably", + "Otherwise", + "頑張", + "હ", + "を描", + "أر" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Writing", + "Write", + "Writer", + "笔", + "أر", + "Dot" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Write", + "Feel", + "Writing", + "Print", + "Writing", + "Smith", + "Copy" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "COPY", + "Mad", + "Period", + "Hopefully", + "write", + "Feel" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "唯", + "Feel", + "write", + "Writes", + "Period" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "COPY", + "Write", + "Write", + "山", + "唯", + "Copy", + "Feel", + "write" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "COPY", + "Write", + "Write", + "write", + "Copy", + "write", + "写", + "UNT" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "write", + "Write", + "COPY", + "写", + "period", + "towards", + "Write", + "screening" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "COPY", + "Write", + "1", + "Write", + "G", + "This", + "That", + "feedback" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 30.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 19.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "red", + "output_checked": true + }, + { + "concept": "also", + "score": 14.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "because", + "score": 14.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "was", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "envelope", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "and", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "keepsake", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "motionless", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "Its", + "score": 9.0, + "best_rank": 1, + "best_depth": 53.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "Also", + "score": 9.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "other", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "write", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-09__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-09__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-09__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-09__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-09__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-focus-10", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed focus 10", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A clay cup waited near the folded map.\" Keep a dislocation pile-up and the stress it concentrates in mind while copying it. Do not write anything else.\n<|turn>model\nA clay cup waited near the folded map.", + "prompt_tail": "location pile-up and the stress it concentrates in mind while copying it. Do not write anything else.\n<|turn>model\nA clay cup waited near the folded map.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 45, + 46, + 47, + 48, + 49, + 50, + 51, + 52, + 53 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "focus", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-10", + "carrier_id": "carrier-10", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A clay cup waited near the folded map.", + "generated_token_ids": [ + 236776, + 23957, + 8578, + 35033, + 3541, + 506, + 42252, + 4187, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 42, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 45, + "logit_lens_best_rank": 2 + }, + { + "label": "pile", + "best_rank": 8, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 46, + "logit_lens_best_rank": 41 + }, + { + "label": "stress", + "best_rank": 95, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 49, + "logit_lens_best_rank": 82 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "friends", + "however", + "hence", + "things", + "Also", + "tons" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "etc", + "nt", + "d", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "ie", + "o", + "lly", + "wards", + "gonna", + "l", + "er", + "es" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "maybe", + "l", + "o", + "gonna", + "etc", + "t", + "thing", + "maybe" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "maybe", + "probably", + "kinda", + "etc", + "etc", + "ish", + "l", + "gonna" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "hence", + "therefor", + "thus", + "soon", + "so", + "dear", + "thing", + "said" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "hence", + "kinda", + "whilst", + "therefor", + "wich", + "soon", + "alas" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "gonna", + "alot", + "whilst", + "kinda", + "thats", + "folks", + "anyways", + "anymore" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "alot", + "thats", + "she", + "which", + "whilst", + "who", + "and" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "however", + "which", + "they", + "and", + "also", + "she", + "because", + "where" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "the", + "which", + "to", + "where", + "that", + "there" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "and", + "furthermore", + "which", + "moreover", + "whose", + "the", + "thence" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "thence", + "scarcely", + "nestled", + "whose", + "furthermore", + "moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "whispered", + "nestled", + "however", + "she", + "bathed", + "thence", + "poetry", + "wondrous" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "whispered", + "nestled", + "uttered", + "stillness", + "nameless", + "scarcely", + "countless", + "uttering" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "whispered", + "uttered", + "poetic", + "nestled", + "evocative", + "poetry", + "uttering" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "whispered", + "poetic", + "stillness", + "uttered", + "poetry", + "prosa", + "poem", + "nestled" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "stillness", + "poetic", + "whispered", + "evocative", + "grammat", + "scrib", + "poem", + "literary" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "stillness", + "poem", + "grammat", + "whispered", + "punctuation", + "evocative", + "retelling", + "echoing" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "english", + "poem", + "stillness", + "punctuation", + "motionless", + "faithfully", + "whispered" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "poem", + "english", + "afterwards", + "copy", + "Poem", + "copied", + "html" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "reread", + "withstood", + "Indeed", + "refle", + "sunday", + "refleja", + "underwent", + "grammat" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "nonetheless", + "undersigned", + "fucking", + "₂", + "때문이다", + "obstante", + "dot" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "입니다", + "ذریع", + "銆", + "때문이다", + "৷", + "Also", + "例文帳に追加" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "때문이다", + "銆", + "৷", + "例文帳に追加", + "Their", + "Its" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "때문이다", + "입니다", + "銆", + "৷", + "例文帳に追加", + "ㅤ", + "XNUMX" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "때문이다", + "銆", + "입니다", + "৷", + "৷", + "例文帳に追加", + "Meanwhile", + "ㅤ" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "때문이다", + "銆", + "৷", + "৷", + "입니다", + "例文帳に追加", + "XNUMX", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "때문이다", + "XNUMX", + "EOF", + "Meanwhile", + "endl", + "endif", + "Everywhere", + "jpg" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "ㅠㅠ", + "EOF", + "XNUMX", + "例文帳に追加", + "아멘", + "jpg", + "nhé" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "때문이다", + "jpg", + "아멘", + "Meanwhile", + "입니다", + "ㅠㅠ", + "EOF", + "However" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "때문이다", + "아멘", + "jpg", + "There", + "ㅠㅠ", + "Meanwhile", + "Notwithstanding", + "Its" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "However", + "However", + "아멘", + "jpg", + "Notwithstanding", + "nonetheless" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "nonetheless", + "Its", + "However", + "However", + "Notwithstanding", + "jpg", + "是我" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Its", + "Sorry", + "That", + "dot", + "爆", + "Screenshot", + "笔", + "Write" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "That", + "Its", + "Write", + "Sorry", + "Feel", + "Screenshot", + "Feel", + "However" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "BUR", + "That", + "COPY", + "CONTIN", + "Write", + "Crash", + "PUN", + "Hopefully" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "BUR", + "然而", + "COPY", + "USH", + "แ", + "SS", + "That", + "しかし" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "COPY", + "That", + "This", + "山", + "Through", + "Write", + "WITH", + "向" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Between", + "That", + "Because", + "Write", + "This", + "COPY", + "Do", + "Among" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "at", + "This", + "Because", + "simultaneously", + "Within", + "along", + "always", + "Both" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "A", + "This", + "The", + "Do", + "a", + "That", + "CL", + "at" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 47.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "also", + "score": 29.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "because", + "score": 26.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "up", + "output_checked": true + }, + { + "concept": "but", + "score": 25.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "was", + "score": 17.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "cup", + "output_checked": true + }, + { + "concept": "patiently", + "score": 14.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "waited", + "output_checked": true + }, + { + "concept": "This", + "score": 13.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "this", + "score": 12.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "copying", + "output_checked": true + }, + { + "concept": "earthenware", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cup", + "output_checked": true + }, + { + "concept": "weird", + "score": 11.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "up", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "clay", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-10__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-10__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-10__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-10__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-10__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-suppress-10", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed suppression 10", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A clay cup waited near the folded map.\" Keep your attention away from a dislocation pile-up and the stress it concentrates while copying it. Do not write anything else.\n<|turn>model\nA clay cup waited near the folded map.", + "prompt_tail": "om a dislocation pile-up and the stress it concentrates while copying it. Do not write anything else.\n<|turn>model\nA clay cup waited near the folded map.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 47, + 48, + 49, + 50, + 51, + 52, + 53, + 54, + 55 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "suppress", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-10", + "carrier_id": "carrier-10", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A clay cup waited near the folded map.", + "generated_token_ids": [ + 236776, + 23957, + 8578, + 35033, + 3541, + 506, + 42252, + 4187, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 3655, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 51, + "logit_lens_best_rank": 3703 + }, + { + "label": "pile", + "best_rank": 67, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 53, + "logit_lens_best_rank": 135 + }, + { + "label": "stress", + "best_rank": 1151, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 54, + "logit_lens_best_rank": 1699 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "friends", + "however", + "hence", + "things", + "Also", + "tons" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "etc", + "nt", + "d", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "lly", + "wards", + "l", + "gonna", + "er", + "es" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "maybe", + "l", + "o", + "gonna", + "etc", + "thing", + "maybe", + "t" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "maybe", + "probably", + "kinda", + "etc", + "ish", + "basically", + "etc", + "l" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefor", + "hence", + "gonna", + "soon", + "thing", + "so", + "said", + "thus" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "gonna", + "hence", + "kinda", + "therefor", + "wich", + "everybody", + "whilst", + "thats" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "gonna", + "thats", + "alot", + "kinda", + "whilst", + "wich", + "anymore", + "anyways" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "alot", + "thats", + "which", + "she", + "whilst", + "who", + "it" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "however", + "which", + "also", + "because", + "they", + "and", + "there", + "she" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "the", + "because", + "there", + "to", + "where" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "and", + "furthermore", + "which", + "the", + "that", + "moreover", + "likewise" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "thence", + "furthermore", + "when", + "that", + "moreover", + "nestled" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "whispered", + "nestled", + "she", + "poetry", + "untold", + "thence", + "moreover" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "whispered", + "nestled", + "uttered", + "stillness", + "however", + "nameless", + "scrib", + "motionless" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "whispered", + "uttered", + "nestled", + "poetic", + "poetry", + "murm", + "evocative" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "whispered", + "nestled", + "stillness", + "poetic", + "uttered", + "poetry", + "quiet", + "murmured" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "stillness", + "silently", + "whispered", + "quietly", + "quiet", + "silence", + "dutiful", + "grammat" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "stillness", + "silently", + "whispered", + "quietly", + "obedient", + "grammat", + "retelling", + "punctuation" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "english", + "motionless", + "silently", + "stillness", + "thereafter", + "quietly", + "whispered" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "silently", + "quietly", + "whispered", + "english", + "html", + "afterwards", + "motionless" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ذریع", + "阅读全文", + "nhé", + "obeyed", + "withstood", + "sunday", + "ذلك", + "quietly" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "obstante", + "₂", + "kū", + "nenhuma", + "żad", + "cüm", + "histoire" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "입니다", + "ذریع", + "銆", + "৷", + "때문이다", + "XNUMX", + "例文帳に追加" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "XNUMX", + "৷", + "때문이다", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "XNUMX", + "例文帳に追加", + "때문이다", + "৷", + "ㅤ" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "입니다", + "৷", + "銆", + "때문이다", + "例文帳に追加", + "XNUMX", + "ㅤ", + "৷" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "때문이다", + "例文帳に追加", + "৷", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "입니다", + "৷", + "endl", + "銆", + "때문이다", + "jpg", + "통해서" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "لذلك", + "통해서", + "の通販", + "című", + "XNUMX", + "입니다", + "EOF" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "때문이다", + "아멘", + "jpg", + "Its", + "بذلك", + "لذلك", + "통해서" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "입니다", + "아멘", + "Otherwise", + "を描", + "Otherwise", + "的书", + "书", + "بذلك" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Otherwise", + "を描", + "بذلك", + "아멘", + "Otherwise", + "لذلك" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "を描", + "Its", + "頑張", + "Probably", + "供", + "أر", + "Notwithstanding" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Written", + "Screenshot", + "Writing", + "Dot", + "Writer", + "笔" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Writing", + "Write", + "Feel", + "Writing", + "Picture", + "Hopefully", + "Essay" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Hopefully", + "COPY", + "write", + "Feel", + "Picture", + "CONTIN" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "Feel", + "唯", + "Hopefully", + "write", + "COPY" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "COPY", + "Copy", + "唯", + "write", + "Feel", + "Back" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "COPY", + "write", + "Write", + "Copy", + "Back", + "Constit", + "UNT" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Write", + "write", + "towards", + "at", + "ほど", + "exclusively", + "COPY", + "This" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "Write", + "COPY", + "A", + "Write", + "That", + "The", + "High" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 39.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "away", + "output_checked": true + }, + { + "concept": "also", + "score": 35.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 33.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "but", + "score": 21.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "Also", + "score": 18.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "was", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "cup", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "clay", + "output_checked": true + }, + { + "concept": "focus", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "attention", + "output_checked": true + }, + { + "concept": "distractions", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "away", + "output_checked": true + }, + { + "concept": "avoidance", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "patiently", + "score": 13.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "waited", + "output_checked": true + }, + { + "concept": "this", + "score": 13.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "copying", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-10__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-10__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-10__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-10__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-10__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-control-10", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Neutral carrier control 10", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A clay cup waited near the folded map.\" Do not write anything else.\n<|turn>model\nA clay cup waited near the folded map.", + "prompt_tail": "<|turn>user\nWrite exactly \"A clay cup waited near the folded map.\" Do not write anything else.\n<|turn>model\nA clay cup waited near the folded map.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "control", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-10", + "carrier_id": "carrier-10", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A clay cup waited near the folded map.", + "generated_token_ids": [ + 236776, + 23957, + 8578, + 35033, + 3541, + 506, + 42252, + 4187, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 2366, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 2994 + }, + { + "label": "pile", + "best_rank": 47, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 153 + }, + { + "label": "stress", + "best_rank": 1112, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 1990 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "friends", + "however", + "hence", + "things", + "tons", + "Also" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "etc", + "nt", + "d", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "ie", + "o", + "lly", + "wards", + "l", + "gonna", + "er", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "maybe", + "l", + "o", + "etc", + "t", + "thing", + "maybe", + "gonna" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "maybe", + "etc", + "probably", + "etc", + "basically", + "and", + "ish", + "l" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "hence", + "therefor", + "therefore", + "thus", + "said", + "soon", + "ok", + "according" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "hence", + "gonna", + "however", + "therefor", + "whilst", + "ok", + "whereas", + "lastly" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "gonna", + "however", + "thats", + "alot", + "anymore", + "realised", + "anyways" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "which", + "also", + "and", + "alot", + "whilst", + "although", + "thats" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "however", + "also", + "which", + "Also", + "although", + "because", + "and", + "they" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "however", + "and", + "which", + "the", + "although", + "because", + "also", + "to" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "and", + "which", + "furthermore", + "also", + "instead", + "the", + "that" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "afterwards", + "furthermore", + "when", + "instead", + "which", + "also" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "and", + "furthermore", + "instead", + "they", + "afterwards", + "moreover", + "şi" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "uttered", + "whispered", + "poetry", + "nestled", + "uttering", + "instead", + "everyone" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "uttered", + "poetry", + "poetic", + "whispered", + "grammat", + "sentence", + "uttering", + "kalimat" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "whispered", + "uttered", + "grammat", + "poem", + "uttering", + "poetic", + "nestled", + "poetry" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "punctuation", + "uttered", + "poem", + "whispered", + "reciting", + "kalimat", + "recited" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "english", + "kalimat", + "punctuation", + "sentence", + "cüm", + "poem", + "uttered" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "english", + "however", + "mrs", + "thereafter", + "punctuation", + "grammat", + "furthermore", + "afterwards" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "입니다", + "english", + "however", + "html", + "please", + "afterwards", + "todays", + "february" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "阅读全文", + "nhé", + "ذریع", + "입니다", + "sunday", + "endif", + "todays", + "gmail" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "Dot", + "Gregor", + "₂", + "ß", + "obstante", + "histoire", + "iné" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "です", + "때문이다", + "XNUMX" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "때문이다", + "XNUMX", + "ذریع", + "ㅤ" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "때문이다", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "৷", + "銆", + "입니다", + "৷", + "때문이다", + "ㅤ", + "例文帳に追加", + "XNUMX" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "৷", + "때문이다", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "입니다", + "৷", + "endl", + "銆", + "jpg", + "EOF", + "통해서" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "لذلك", + "の通販", + "EOF", + "Its", + "통해서", + "című", + "Rare" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "Its", + "때문이다", + "بذلك", + "아멘", + "jpg", + "لذلك", + "Otherwise" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "아멘", + "입니다", + "بذلك", + "を描", + "的书", + "书", + "Otherwise" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Otherwise", + "Its", + "بذلك", + "を描", + "아멘", + "Otherwise", + "Probably" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Probably", + "Its", + "Its", + "を描", + "Otherwise", + "頑張", + "હ", + "أر" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Dot", + "Writing", + "Writing", + "Write", + "笔", + "Written", + "dot" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Write", + "Feel", + "Writing", + "Print", + "Writing", + "Essay", + "Dot" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Period", + "Hopefully", + "COPY", + "Feel", + "write", + "Rush" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "唯", + "write", + "Period", + "Feel", + "Writes" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "COPY", + "唯", + "山", + "Feel", + "write", + "Copy" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "COPY", + "Write", + "write", + "Copy", + "write", + "写", + "Back" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "write", + "Write", + "Write", + "ほど", + "写", + "towards", + "at", + "screen" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "Write", + "1", + "COPY", + "This", + "That", + "Screen", + "screen" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 29.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "patiently", + "score": 14.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "waited", + "output_checked": true + }, + { + "concept": "also", + "score": 14.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "clay", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "was", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "cup", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "earthenware", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cup", + "output_checked": true + }, + { + "concept": "while", + "score": 11.0, + "best_rank": 15, + "best_depth": 63.4, + "near_token": "waited", + "output_checked": true + }, + { + "concept": "nearby", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "near", + "output_checked": true + }, + { + "concept": "and", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "other", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "write", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-10__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-10__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-10__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-10__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-10__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-focus-11", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed focus 11", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The black pencil lay across the yellow pad.\" Maintain an internal focus on a dislocation pile-up and its local stress concentration as you write. Do not write anything else.\n<|turn>model\nThe black pencil lay across the yellow pad.", + "prompt_tail": "dislocation pile-up and its local stress concentration as you write. Do not write anything else.\n<|turn>model\nThe black pencil lay across the yellow pad.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 47, + 48, + 49, + 50, + 51, + 52, + 53, + 54, + 55 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "focus", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-11", + "carrier_id": "carrier-11", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The black pencil lay across the yellow pad.", + "generated_token_ids": [ + 818, + 2764, + 30368, + 6267, + 3418, + 506, + 7070, + 8392, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 102, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 47, + "logit_lens_best_rank": 25 + }, + { + "label": "pile", + "best_rank": 21, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 53, + "logit_lens_best_rank": 16 + }, + { + "label": "stress", + "best_rank": 24, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 55, + "logit_lens_best_rank": 22 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "friends", + "however", + "hence", + "Also", + "About", + "things" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "etc", + "nt", + "d", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "l", + "ie", + "wards", + "d", + "i", + "lly", + "t" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "maybe", + "r", + "t", + "etc", + "or", + "d" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "probably", + "and", + "etc", + "etc", + "a", + "l", + "maybe", + "o" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefor", + "therefore", + "whereas", + "hence", + "however", + "and", + "according", + "thus" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "however", + "whereas", + "realised", + "hence", + "therefor", + "therefore", + "gonna" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "thats", + "alot", + "gonna", + "however", + "realised", + "Whilst", + "anyways" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "whilst", + "alot", + "which", + "thats", + "Whilst", + "furthermore", + "because" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "however", + "which", + "and", + "also", + "although", + "they", + "the" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "the", + "because", + "although", + "there", + "when" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "which", + "furthermore", + "and", + "the", + "although", + "whereas", + "moreover" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "which", + "furthermore", + "and", + "although", + "the", + "when", + "whether" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "and", + "furthermore", + "the", + "moreover", + "although", + "which", + "wherever" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "motionless", + "however", + "stillness", + "uttered", + "inanimate", + "nothing", + "countless", + "whispered" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "motionless", + "uttered", + "glistening", + "unremarkable", + "inanimate", + "etched", + "whispered" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "stillness", + "motionless", + "unremarkable", + "glistening", + "painted", + "silently", + "whispered", + "photograph" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "stillness", + "evocative", + "silently", + "symbolizing", + "poetic", + "nestled", + "symbolism", + "whispered" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "stillness", + "evocative", + "silently", + "whispered", + "描写", + "motionless", + "symbolism", + "observing" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "stillness", + "motionless", + "etched", + "silently", + "whispered", + "beneath", + "evocative", + "photograph" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "motionless", + "whispered", + "silently", + "stillness", + "colour", + "characterised", + "quietly" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "refracted", + "lingered", + "whispered", + "quietly", + "stillness", + "reflecting", + "silently", + "murmured" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "meticulously", + "navigating", + "echoing", + "relentlessly", + "navigated", + "burgeoning", + "tirelessly", + "shimmering" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "Their", + "Its", + "Its", + "Though", + "This", + "입니다", + "During" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Its", + "Their", + "Its", + "This", + "Perhaps", + "Perhaps", + "ㅤ", + "৷" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Its", + "৷", + "Its", + "Their", + "ㅤ", + "때문이다", + "Despite", + "Meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Meanwhile", + "Despite", + "Its", + "ㅤ", + "While", + "৷", + "Everyone", + "Their" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Its", + "৷", + "Feeling", + "Meanwhile", + "때문이다", + "Within", + "Despite", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Their", + "Though", + "Its", + "Every", + "Meanwhile", + "Everyone", + "Its", + "There" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Its", + "Their", + "Its", + "Meanwhile", + "Though", + "Within", + "Beneath", + "Thoughts" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "Their", + "Its", + "Meanwhile", + "Within", + "There", + "The", + "Beneath" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Their", + "Its", + "Within", + "Meanwhile", + "Beneath", + "There", + "Every" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Their", + "Within", + "The", + "Beneath", + "There", + "Meanwhile" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "The", + "Their", + "Its", + "Within", + "Beneath", + "Meanwhile", + "There" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Its", + "Within", + "Beneath", + "The", + "Their", + "Its", + "Inside", + "It" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Its", + "Within", + "The", + "Through", + "Its", + "Inside", + "Beneath", + "Their" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Its", + "Within", + "The", + "Its", + "It", + "Their", + "There", + "Inside" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Its", + "The", + "Within", + "It", + "Through", + "Its", + "Throughout", + "This" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Its", + "The", + "Within", + "It", + "This", + "Through", + "That", + "Every" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Its", + "The", + "Within", + "This", + "That", + "Like", + "Through", + "Throughout" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "The", + "Its", + "Within", + "A", + "Each", + "This", + "There", + "Every" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "A", + "Its", + "Within", + "Internal", + "My", + "It", + "Stress" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 30.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 28.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "while", + "score": 24.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "up", + "output_checked": true + }, + { + "concept": "was", + "score": 21.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "pencil", + "output_checked": true + }, + { + "concept": "implications", + "score": 19.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "motionless", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "lay", + "output_checked": true + }, + { + "concept": "also", + "score": 17.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "sheet", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "pad", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 12.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "black", + "output_checked": true + }, + { + "concept": "paper", + "score": 12.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "yellow", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "introspection", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "focus", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-11__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-11__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-11__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-11__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-11__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-suppress-11", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed suppression 11", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The black pencil lay across the yellow pad.\" Avoid internally focusing on a dislocation pile-up or its local stress concentration as you write. Do not write anything else.\n<|turn>model\nThe black pencil lay across the yellow pad.", + "prompt_tail": " dislocation pile-up or its local stress concentration as you write. Do not write anything else.\n<|turn>model\nThe black pencil lay across the yellow pad.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 46, + 47, + 48, + 49, + 50, + 51, + 52, + 53, + 54 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "suppress", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-11", + "carrier_id": "carrier-11", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The black pencil lay across the yellow pad.", + "generated_token_ids": [ + 818, + 2764, + 30368, + 6267, + 3418, + 506, + 7070, + 8392, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 3904, + "best_depth": 46.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 54, + "logit_lens_best_rank": 3704 + }, + { + "label": "pile", + "best_rank": 28, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 52, + "logit_lens_best_rank": 47 + }, + { + "label": "stress", + "best_rank": 1341, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 53, + "logit_lens_best_rank": 1468 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "friends", + "however", + "hence", + "About", + "Also", + "things" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "etc", + "nt", + "d", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "l", + "ie", + "wards", + "d", + "i", + "lly", + "t" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "r", + "maybe", + "t", + "etc", + "or", + "d" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "probably", + "and", + "etc", + "etc", + "a", + "l", + "o", + "d" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "therefor", + "hence", + "according", + "whereas", + "however", + "and", + "to" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "however", + "whereas", + "realised", + "hence", + "therefore", + "therefor", + "gonna" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "thats", + "alot", + "however", + "gonna", + "realised", + "Whilst", + "anyways" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "whilst", + "which", + "alot", + "although", + "and", + "Whilst", + "thats" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "however", + "because", + "which", + "also", + "and", + "although", + "Also", + "the" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "because", + "the", + "although", + "therefore", + "there" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "which", + "furthermore", + "and", + "the", + "whereas", + "although", + "therefore" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "which", + "furthermore", + "although", + "the", + "when", + "moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "and", + "furthermore", + "moreover", + "although", + "which", + "the", + "whether" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "motionless", + "uttered", + "stillness", + "whether", + "inanimate", + "furthermore", + "the" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "motionless", + "uttered", + "unremarkable", + "steadfast", + "uttering", + "however", + "watchful" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "stillness", + "uttered", + "motionless", + "unremarkable", + "kalimat", + "grammat", + "whispered", + "uttering" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "stillness", + "grammat", + "silently", + "punctuation", + "dutiful", + "motionless", + "obedient", + "kalimat" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "stillness", + "grammat", + "motionless", + "kalimat", + "punctuation", + "unchanging", + "photograph", + "obedient" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "motionless", + "however", + "photograph", + "thereafter", + "stillness", + "punctuation", + "although", + "furthermore" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "motionless", + "입니다", + "photograph", + "silently", + "Poem", + "stillness", + "speechless" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ذریع", + "阅读全文", + "kalimat", + "ذلك", + "nhé", + "unchanging", + "cüm", + "而已" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "néanmoins", + "obstante", + "nonetheless", + "그러나", + "cüm", + "Nevertheless", + "echocardi" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "XNUMX", + "例文帳に追加", + "때문이다" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "때문이다", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "銆", + "입니다", + "৷", + "XNUMX", + "때문이다", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "銆", + "৷", + "때문이다", + "입니다", + "例文帳に追加", + "XNUMX", + "৷", + "ㅤ" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "때문이다", + "XNUMX", + "৷", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "৷", + "입니다", + "銆", + "endl", + "jpg", + "때문이다", + "EOF" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "لذلك", + "통해서", + "아멘", + "EOF", + "の通販", + "című", + "例文帳に追加" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "때문이다", + "입니다", + "아멘", + "Its", + "بذلك", + "jpg", + "لذلك", + "Otherwise" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "아멘", + "Otherwise", + "입니다", + "때문이다", + "书", + "を描", + "بذلك" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Otherwise", + "بذلك", + "Otherwise", + "아멘", + "を描", + "它" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "供", + "頑張", + "أر", + "を描", + "它", + "Otherwise" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Writing", + "Written", + "Writer", + "Write", + "write", + "笔" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Write", + "Writing", + "Writing", + "Feel", + "Picture", + "Hopefully", + "PEN" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "write", + "Hopefully", + "Feel", + "Mad", + "Period", + "COPY" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "write", + "Feel", + "Writing", + "Writes", + "كتب" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "write", + "COPY", + "Feel", + "山", + "唯", + "Copy" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "write", + "COPY", + "Write", + "Copy", + "write", + "Back", + "Writes" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "write", + "Write", + "towards", + "写", + "docx", + "COPY", + "Write", + "exclusively" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "This", + "COPY", + "That", + "The", + "Write", + "docx", + "About" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 27.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "also", + "score": 27.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Avoid", + "output_checked": true + }, + { + "concept": "because", + "score": 27.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "motionless", + "score": 22.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "lay", + "output_checked": true + }, + { + "concept": "implications", + "score": 22.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "Also", + "score": 17.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "was", + "score": 16.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "black", + "output_checked": true + }, + { + "concept": "and", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Avoid", + "output_checked": true + }, + { + "concept": "other", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "or", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 13.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "black", + "output_checked": true + }, + { + "concept": "sheet", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "pad", + "output_checked": true + }, + { + "concept": "mention", + "score": 12.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "write", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-11__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-11__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-11__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-11__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-11__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-control-11", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Neutral carrier control 11", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The black pencil lay across the yellow pad.\" Do not write anything else.\n<|turn>model\nThe black pencil lay across the yellow pad.", + "prompt_tail": "urn>user\nWrite exactly \"The black pencil lay across the yellow pad.\" Do not write anything else.\n<|turn>model\nThe black pencil lay across the yellow pad.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "control", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-11", + "carrier_id": "carrier-11", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The black pencil lay across the yellow pad.", + "generated_token_ids": [ + 818, + 2764, + 30368, + 6267, + 3418, + 506, + 7070, + 8392, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 2683, + "best_depth": 53.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 4554 + }, + { + "label": "pile", + "best_rank": 29, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 59 + }, + { + "label": "stress", + "best_rank": 1022, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 2833 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "friends", + "hence", + "however", + "About", + "Also", + "lle" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "etc", + "d", + "nt", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "l", + "ie", + "wards", + "d", + "lly", + "t", + "i" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "etc", + "t", + "r", + "maybe", + "d", + "a" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "etc", + "etc", + "probably", + "and", + "a", + "maybe", + "basically", + "l" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "therefor", + "hence", + "according", + "whereas", + "and", + "however", + "etc" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "therefore", + "whereas", + "however", + "whilst", + "realised", + "hence", + "which", + "and" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "however", + "furthermore", + "whereas", + "realised", + "thats", + "therefore", + "which" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "which", + "Also", + "and", + "although", + "also", + "whilst", + "furthermore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "also", + "however", + "which", + "Also", + "because", + "although", + "and", + "according" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "because", + "although", + "the", + "also", + "therefore" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "which", + "furthermore", + "and", + "also", + "although", + "whereas", + "therefore" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "furthermore", + "which", + "although", + "because", + "when", + "also" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "and", + "furthermore", + "although", + "which", + "Furthermore", + "also", + "moreover" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "grammat", + "furthermore", + "uttered", + "although", + "and", + "sentence", + "the" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "grammat", + "sentence", + "uttered", + "kalimat", + "Mrs", + "grammatical", + "however", + "cüm" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "kalimat", + "sentence", + "uttered", + "grammatical", + "cüm", + "uttering", + "truth" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "reciting", + "verbatim", + "recited", + "punctuation", + "kalimat", + "grammatical", + "grammar" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "kalimat", + "english", + "sentence", + "punctuation", + "grammar", + "grammatical", + "speech" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "english", + "however", + "grammat", + "furthermore", + "mrs", + "although", + "html", + "indeed" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "입니다", + "english", + "however", + "please", + "html", + "todays", + "hereby", + "gmail" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "阅读全文", + "입니다", + "감사합니다", + "nhé", + "ذریع", + "endif", + "todays", + "saludo" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "Dot", + "Gregor", + "감사합니다", + "닷", + "ß", + "youtu", + "Nevertheless" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "때문이다", + "です", + "XNUMX" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "때문이다", + "XNUMX", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "때문이다", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "입니다", + "銆", + "৷", + "৷", + "때문이다", + "ㅤ", + "例文帳に追加", + "XNUMX" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "৷", + "때문이다", + "Its", + "例文帳に追加" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "endl", + "입니다", + "৷", + "銆", + "EOF", + "jpg", + "endif" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "EOF", + "Its", + "لذلك", + "の通販", + "Nothing", + "통해서", + "endl" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "입니다", + "때문이다", + "Otherwise", + "Nothing", + "بذلك", + "It", + "아멘" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "입니다", + "بذلك", + "Otherwise", + "아멘", + "的书", + "Its", + "Probably" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Otherwise", + "Its", + "بذلك", + "Otherwise", + "아멘", + "Probably", + "を描" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Probably", + "Its", + "Its", + "Otherwise", + "を描", + "頑張", + "Probably", + "Otherwise" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Dot", + "Writing", + "Writing", + "Write", + "笔", + "dot", + "That" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Write", + "Feel", + "Writing", + "Print", + "Writing", + "Copy", + "Dot" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Period", + "COPY", + "Hopefully", + "Mad", + "Copy", + "Feel" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "唯", + "write", + "write", + "Period", + "Feel", + "Hopefully" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "唯", + "COPY", + "山", + "Copy", + "write", + "Feel" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "COPY", + "Write", + "write", + "Copy", + "write", + "Back", + "写" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "write", + "Write", + "Write", + "COPY", + "写", + "ほど", + "Copy", + "at" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "Write", + "COPY", + "1", + "This", + "That", + "g", + "Copy" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 30.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "motionless", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "lay", + "output_checked": true + }, + { + "concept": "was", + "score": 17.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "black", + "output_checked": true + }, + { + "concept": "also", + "score": 15.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 15.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "black", + "output_checked": true + }, + { + "concept": "because", + "score": 13.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "Also", + "score": 11.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "sheet", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "pad", + "output_checked": true + }, + { + "concept": "other", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "write", + "output_checked": true + }, + { + "concept": "paper", + "score": 10.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "yellow", + "output_checked": true + }, + { + "concept": "without", + "score": 10.0, + "best_rank": 3, + "best_depth": 78.0, + "near_token": ".\"", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-11__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-11__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-11__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-11__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-11__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-focus-12", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed focus 12", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A linen pouch rested beside the copper tray.\" Mentally attend to a dislocation pile-up and the concentrated stress near its head while reproducing it. Do not write anything else.\n<|turn>model\nA linen pouch rested beside the copper tray.", + "prompt_tail": "-up and the concentrated stress near its head while reproducing it. Do not write anything else.\n<|turn>model\nA linen pouch rested beside the copper tray.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 48, + 49, + 50, + 51, + 52, + 53, + 54, + 55, + 56 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "focus", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-12", + "carrier_id": "carrier-12", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A linen pouch rested beside the copper tray.", + "generated_token_ids": [ + 236776, + 41521, + 62195, + 72578, + 28383, + 506, + 14561, + 26293, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 3, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 48, + "logit_lens_best_rank": 2 + }, + { + "label": "pile", + "best_rank": 60, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 49, + "logit_lens_best_rank": 64 + }, + { + "label": "stress", + "best_rank": 15, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 53, + "logit_lens_best_rank": 150 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Indians", + "hence", + "friends", + "tons", + "however", + "Hence", + "hence" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "nt", + "a", + "d", + "etc", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "l", + "ie", + "wards", + "d", + "lly", + "i", + "es" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "t", + "d", + "r", + "or", + "ie", + "i" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "ed", + "to", + "in", + "etc", + "wards", + "d", + "which" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "according", + "and", + "therefor", + "which", + "thus", + "whereas", + "hence" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "whereas", + "therefore", + "and", + "however", + "which", + "therefor", + "furthermore" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "however", + "alot", + "furthermore", + "whereas", + "which", + "thats", + "lastly" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "which", + "and", + "whilst", + "although", + "also", + "furthermore", + "the" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "however", + "also", + "which", + "and", + "although", + "because", + "Also", + "the" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "the", + "although", + "to", + "also", + "therefore" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "and", + "which", + "likewise", + "whereas", + "moreover", + "although" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "furthermore", + "and", + "which", + "although", + "likewise", + "thereafter", + "moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "furthermore", + "moreover", + "thereafter", + "and", + "likewise", + "natomiast", + "thence" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "nestled", + "uttered", + "unremarkable", + "whispered", + "motionless", + "likewise", + "furthermore" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "unremarkable", + "uttered", + "nestled", + "motionless", + "glistening", + "amidst", + "watchful" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "unremarkable", + "nestled", + "stillness", + "whispered", + "uttered", + "quietly", + "quiet", + "silently" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "silently", + "stillness", + "evocative", + "quietly", + "unremarkable", + "whispered", + "subtly", + "silence" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "stillness", + "silently", + "evocative", + "描写", + "retelling", + "motionless", + "unremarkable", + "recounting" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "motionless", + "thereafter", + "silently", + "stillness", + "fifteen", + "twelve", + "photograph" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "silently", + "however", + "motionless", + "quietly", + "whispered", + "stillness", + "silent", + "beneath" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "refracted", + "endured", + "obeyed", + "reread", + "astrophys", + "underwent", + "quietly", + "silently" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "Márquez", + "vérité", + "fucking", + "nonetheless", + "hyper", + "undersigned", + "lashed" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Also", + "During", + "৷", + "입니다", + "Furthermore", + "Additionally", + "Afterwards", + "Analyzing" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Also", + "Their", + "입니다", + "৷", + "Because", + "During", + "Furthermore", + "Its" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "입니다", + "Meanwhile", + "৷", + "때문이다", + "Also", + "During", + "Again", + "Their" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Meanwhile", + "때문이다", + "입니다", + "銆", + "During", + "৷", + "৷", + "Everyone" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "때문이다", + "৷", + "XNUMX", + "৷", + "Meanwhile", + "銆", + "입니다", + "例文帳に追加" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Everywhere", + "XNUMX", + "Meanwhile", + "Everyone", + "Again", + "https", + "EOF", + "There" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "ㅠㅠ", + "例文帳に追加", + "Meanwhile", + "때문이다", + "EOF", + "ㅤ", + "Thoughts", + "XNUMX" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Meanwhile", + "During", + "때문이다", + "ㅠㅠ", + "There", + "아멘", + "jpg", + "例文帳に追加" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "There", + "Meanwhile", + "Its", + "Within", + "During", + "아멘", + "ㅌ", + "Imagine" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Meanwhile", + "Its", + "There", + "Images", + "Within", + "However", + "Imagine" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "imagine", + "Think", + "Imagine", + "أر", + "However", + "There", + "Images" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Sorry", + "أر", + "Images", + "Screenshot", + "Think", + "Its", + "Thinking", + "Feel" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Thinking", + "Feel", + "Mental", + "Sorry", + "That", + "Screenshot", + "Its", + "Picture" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Mental", + "Thinking", + "mental", + "Sorry", + "أر", + "That", + "Clicking", + "Wait" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Thinking", + "That", + "SS", + "WARNING", + "SS", + "Clicking", + "لقد", + "崩" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "That", + "This", + "Wow", + "Thinking", + "Write", + "Through", + "Its", + "WARNING" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "That", + "Within", + "This", + "Thinking", + "Among", + "The", + "Write", + "Focus" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Within", + "This", + "The", + "surrounding", + "A", + "While", + "During", + "towards" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "A", + "This", + "Mental", + "Ment", + "Do", + "a", + "I" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 26.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "because", + "score": 26.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "dislocation", + "output_checked": true + }, + { + "concept": "also", + "score": 24.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "linen", + "output_checked": true + }, + { + "concept": "Also", + "score": 18.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "then", + "score": 15.0, + "best_rank": 1, + "best_depth": 53.7, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "was", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "pouch", + "output_checked": true + }, + { + "concept": "writing", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "write", + "output_checked": true + }, + { + "concept": "but", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "this", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "attend", + "output_checked": true + }, + { + "concept": "Then", + "score": 11.0, + "best_rank": 1, + "best_depth": 85.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "epicenter", + "score": 11.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "its", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-12__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-12__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-12__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-12__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-12__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-suppress-12", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed suppression 12", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A linen pouch rested beside the copper tray.\" Mentally suppress thoughts of a dislocation pile-up and the concentrated stress near its head while reproducing it. Do not write anything else.\n<|turn>model\nA linen pouch rested beside the copper tray.", + "prompt_tail": "-up and the concentrated stress near its head while reproducing it. Do not write anything else.\n<|turn>model\nA linen pouch rested beside the copper tray.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 49, + 50, + 51, + 52, + 53, + 54, + 55, + 56, + 57 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "suppress", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-12", + "carrier_id": "carrier-12", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A linen pouch rested beside the copper tray.", + "generated_token_ids": [ + 236776, + 41521, + 62195, + 72578, + 28383, + 506, + 14561, + 26293, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 1848, + "best_depth": 53.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 50, + "logit_lens_best_rank": 6393 + }, + { + "label": "pile", + "best_rank": 63, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 50, + "logit_lens_best_rank": 225 + }, + { + "label": "stress", + "best_rank": 1219, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 53, + "logit_lens_best_rank": 1935 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Indians", + "hence", + "friends", + "however", + "tons", + "Hence", + "hence" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "nt", + "d", + "etc", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "l", + "wards", + "ie", + "d", + "lly", + "i", + "es" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "o", + "l", + "t", + "d", + "r", + "or", + "ie", + "i" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "ed", + "to", + "d", + "o", + "l", + "wards", + "a" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "according", + "therefor", + "and", + "thus", + "whereas", + "which", + "hence" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "whereas", + "therefore", + "however", + "and", + "furthermore", + "therefor", + "which" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "alot", + "however", + "furthermore", + "thats", + "which", + "whereas", + "lastly" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "whilst", + "which", + "and", + "alot", + "although", + "furthermore", + "also" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "however", + "which", + "also", + "and", + "because", + "although", + "where", + "the" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "the", + "although", + "to", + "where", + "because" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "and", + "which", + "the", + "likewise", + "moreover", + "whereas" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "furthermore", + "and", + "which", + "likewise", + "when", + "although", + "moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "nestled", + "furthermore", + "moreover", + "thereafter", + "and", + "thence", + "whereupon" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "nestled", + "whispered", + "unremarkable", + "stillness", + "motionless", + "uttered", + "inanimate" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "unremarkable", + "uttered", + "nestled", + "motionless", + "whispered", + "watchful", + "amidst" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "stillness", + "unremarkable", + "whispered", + "nestled", + "quiet", + "motionless", + "quietly", + "silently" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "stillness", + "silently", + "quietly", + "quiet", + "unremarkable", + "whispered", + "mindful", + "silence" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "stillness", + "quietly", + "silently", + "quiet", + "unremarkable", + "motionless", + "silence", + "whispered" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "motionless", + "stillness", + "silently", + "quietly", + "quiet", + "thereafter", + "although" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "silently", + "quietly", + "stillness", + "motionless", + "afterwards", + "whispered", + "quiet" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ذریع", + "阅读全文", + "quietly", + "ذلك", + "obeyed", + "withstood", + "はこの", + "nhé" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "obstante", + "₂", + "néanmoins", + "감사합니다", + "nenhuma", + "nonetheless", + "cüm" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "입니다", + "ذریع", + "銆", + "৷", + "때문이다", + "XNUMX", + "例文帳に追加" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "例文帳に追加", + "ㅤ", + "때문이다" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "XNUMX", + "৷", + "例文帳に追加", + "ㅤ", + "때문이다" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "৷", + "입니다", + "銆", + "ㅤ", + "例文帳に追加", + "XNUMX", + "때문이다", + "৷" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "XNUMX", + "銆", + "때문이다", + "입니다", + "例文帳に追加", + "৷", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "৷", + "endl", + "입니다", + "című", + "jpg", + "때문이다", + "銆" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "لذلك", + "című", + "아멘", + "の通販", + "XNUMX", + "例文帳に追加", + "Accordingly" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "아멘", + "입니다", + "때문이다", + "Its", + "Its", + "لذلك", + "jpg", + "بذلك" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "아멘", + "Otherwise", + "Its", + "Probably", + "입니다", + "There", + "لقد", + "Otherwise" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Otherwise", + "Otherwise", + "아멘", + "Probably", + "を描", + "Hopefully" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Probably", + "Its", + "を描", + "頑張", + "Notwithstanding", + "That", + "它" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Written", + "That", + "Screenshot", + "Its", + "Enjoy", + "Dot" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Hopefully", + "Writing", + "That", + "Writing", + "Enjoy", + "Write", + "Feel" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Hopefully", + "write", + "Essay", + "Thanks", + "Essay", + "Feel" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "Hopefully", + "Feel", + "Writing", + "write", + "Writes" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "Copy", + "COPY", + "write", + "Feel", + "Back", + "Copy" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "Write", + "write", + "COPY", + "Copy", + "Back", + "Copy", + "Constit" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Write", + "write", + "ほど", + "About", + "Back", + "back", + "towards", + "at" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "This", + "A", + "The", + "About", + "That", + "High", + "Write" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 30.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "also", + "score": 29.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "because", + "score": 18.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "Also", + "score": 17.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "linen", + "output_checked": true + }, + { + "concept": "other", + "score": 15.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "suppress", + "output_checked": true + }, + { + "concept": "writing", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "write", + "output_checked": true + }, + { + "concept": "vicinity", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "near", + "output_checked": true + }, + { + "concept": "but", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "whereas", + "score": 11.0, + "best_rank": 31, + "best_depth": 73.2, + "near_token": "head", + "output_checked": true + }, + { + "concept": "nearby", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "beside", + "output_checked": true + }, + { + "concept": "was", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "pouch", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-12__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-12__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-12__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-12__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-12__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-control-12", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Neutral carrier control 12", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A linen pouch rested beside the copper tray.\" Do not write anything else.\n<|turn>model\nA linen pouch rested beside the copper tray.", + "prompt_tail": "n>user\nWrite exactly \"A linen pouch rested beside the copper tray.\" Do not write anything else.\n<|turn>model\nA linen pouch rested beside the copper tray.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "control", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-12", + "carrier_id": "carrier-12", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A linen pouch rested beside the copper tray.", + "generated_token_ids": [ + 236776, + 41521, + 62195, + 72578, + 28383, + 506, + 14561, + 26293, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 1580, + "best_depth": 53.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 9177 + }, + { + "label": "pile", + "best_rank": 57, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 306 + }, + { + "label": "stress", + "best_rank": 1716, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 2990 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Indians", + "hence", + "tons", + "however", + "hence", + "friends", + "Hence" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "nt", + "d", + "etc", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "l", + "wards", + "lly", + "d", + "es", + "er" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "t", + "r", + "d", + "etc", + "ie", + "or" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "etc", + "etc", + "which", + "in", + "to", + "ed", + "of" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "therefor", + "according", + "whereas", + "hence", + "which", + "and", + "however" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "however", + "whereas", + "therefore", + "which", + "hence", + "realised", + "and" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "however", + "furthermore", + "which", + "whereas", + "alot", + "thats", + "Whilst" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "which", + "whilst", + "and", + "also", + "although", + "Also", + "furthermore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "also", + "however", + "which", + "Also", + "although", + "and", + "because", + "according" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "although", + "also", + "the", + "therefore", + "because" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "and", + "which", + "also", + "whereas", + "although", + "Furthermore" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "furthermore", + "and", + "which", + "afterwards", + "although", + "also", + "when" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "furthermore", + "and", + "afterwards", + "although", + "moreover", + "Furthermore", + "which" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "furthermore", + "although", + "uttered", + "grammat", + "and", + "thereafter", + "nonetheless" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "grammat", + "uttered", + "sentence", + "Mrs", + "kalimat", + "thereafter", + "however", + "grammatical" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "uttered", + "kalimat", + "cüm", + "sentence", + "uttering", + "grammatical", + "retelling" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "punctuation", + "reciting", + "verbatim", + "grammatical", + "kalimat", + "recited", + "sentence" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "kalimat", + "english", + "punctuation", + "sentence", + "grammar", + "grammatical", + "verbatim" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "english", + "however", + "grammat", + "furthermore", + "thereafter", + "punctuation", + "indeed", + "although" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "입니다", + "english", + "please", + "however", + "html", + "todays", + "afterwards", + "hereby" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "阅读全文", + "nhé", + "감사합니다", + "입니다", + "ذریع", + "endif", + "todays", + "html" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "Gregor", + "₂", + "Dot", + "ß", + "감사합니다", + "닷", + "ǃ" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "です", + "때문이다", + "XNUMX" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "때문이다", + "XNUMX", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "때문이다", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "입니다", + "৷", + "銆", + "৷", + "ㅤ", + "때문이다", + "例文帳に追加", + "XNUMX" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "৷", + "때문이다", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "입니다", + "৷", + "endl", + "銆", + "jpg", + "EOF", + "통해서" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "لذلك", + "EOF", + "の通販", + "Its", + "통해서", + "című", + "아멘" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "Its", + "بذلك", + "때문이다", + "아멘", + "لذلك", + "Otherwise", + "jpg" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "بذلك", + "아멘", + "입니다", + "Otherwise", + "的书", + "を描", + "书" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Otherwise", + "Its", + "بذلك", + "Otherwise", + "아멘", + "を描", + "Probably" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Probably", + "Its", + "Its", + "を描", + "頑張", + "Otherwise", + "હ", + "Probably" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Dot", + "Writing", + "Writing", + "笔", + "爆", + "写", + "Written" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Feel", + "Write", + "Write", + "Print", + "Smith", + "Writing", + "Dot", + "Copy" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Period", + "COPY", + "Hopefully", + "Feel", + "Mad", + "Copy" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "唯", + "write", + "Period", + "Feel", + "write", + "Hopefully" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "唯", + "COPY", + "山", + "Copy", + "Feel", + "Copy" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "COPY", + "Write", + "Write", + "write", + "Copy", + "Constit", + "Back", + "write" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "write", + "Write", + "screen", + "COPY", + "screening", + "selective", + "at", + "period" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "COPY", + "Write", + "Write", + "This", + "1", + "That", + "screen", + "Screen" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 28.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "linen", + "output_checked": true + }, + { + "concept": "also", + "score": 14.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "because", + "score": 13.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "and", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "other", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "write", + "output_checked": true + }, + { + "concept": "was", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "pouch", + "output_checked": true + }, + { + "concept": "grammat", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "Also", + "score": 9.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "five", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "This", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-12__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-12__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-12__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-12__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-12__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-focus-13", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed focus 13", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The round mirror leaned against the gray box.\" Hold the idea of a dislocation pile-up and its stress concentration in mind during the writing task. Do not write anything else.\n<|turn>model\nThe round mirror leaned against the gray box.", + "prompt_tail": "e-up and its stress concentration in mind during the writing task. Do not write anything else.\n<|turn>model\nThe round mirror leaned against the gray box.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 48, + 49, + 50, + 51, + 52, + 53, + 54, + 55, + 56 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "focus", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-13", + "carrier_id": "carrier-13", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The round mirror leaned against the gray box.", + "generated_token_ids": [ + 818, + 4886, + 14701, + 79077, + 2342, + 506, + 12819, + 3673, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 153, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 53, + "logit_lens_best_rank": 246 + }, + { + "label": "pile", + "best_rank": 14, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 54, + "logit_lens_best_rank": 9 + }, + { + "label": "stress", + "best_rank": 19, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 53, + "logit_lens_best_rank": 219 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "friends", + "however", + "hence", + "tons", + "and", + "About" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "nt", + "etc", + "d", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "wards", + "lly", + "l", + "er", + "es", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "o", + "l", + "r", + "maybe", + "or", + "gonna", + "i", + "t" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "o", + "a", + "d", + "maybe", + "l", + "r", + "ried", + "maybe" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "soon", + "instead", + "sure", + "because", + "and", + "anyway", + "according", + "somewhere" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "however", + "soon", + "gonna", + "sure", + "and", + "alot", + "that", + "then" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "alot", + "anyways", + "anymore", + "kinda", + "yeah", + "maybe", + "thats", + "folks" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "alot", + "because", + "that", + "she", + "anymore", + "beautiful", + "who" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "she", + "however", + "that", + "which", + "where", + "they", + "and" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "because", + "however", + "the", + "which", + "when", + "there", + "that" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "when", + "that", + "the", + "furthermore", + "which", + "and", + "because" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "when", + "nestled", + "whether", + "that", + "instead", + "because", + "the" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "stillness", + "nestled", + "whispered", + "glistening", + "countless", + "bathed", + "motionless", + "however" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "stillness", + "motionless", + "inanimate", + "whispered", + "countless", + "nestled", + "unremarkable", + "quietly" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "motionless", + "inanimate", + "driftwood", + "whispered", + "glistening", + "unremarkable", + "gazing" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "stillness", + "motionless", + "inanimate", + "whispered", + "unremarkable", + "nestled", + "silently", + "glistening" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "stillness", + "evocative", + "silently", + "nestled", + "trembling", + "whispered", + "stark", + "motionless" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "stillness", + "evocative", + "silently", + "motionless", + "unremarkable", + "whispered", + "unsettling", + "trembling" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "motionless", + "stillness", + "silently", + "whispered", + "evocative", + "unsettling", + "nestled", + "etched" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "motionless", + "whispered", + "silently", + "stillness", + "quietly", + "however", + "faintly", + "silent" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "refracted", + "lingered", + "motionless", + "inexplicable", + "quietly", + "ذلك", + "unconsciously", + "stillness" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "néanmoins", + "nonetheless", + "navigated", + "meticulously", + "navigating", + "selectively", + "echoing", + "Márquez" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "입니다", + "銆", + "ذریع", + "৷", + "때문이다", + "例文帳に追加", + "XNUMX" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "때문이다", + "銆", + "Its", + "ㅤ", + "৷", + "例文帳に追加" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "때문이다", + "銆", + "입니다", + "৷", + "例文帳に追加", + "ㅤ", + "Its" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "때문이다", + "銆", + "৷", + "입니다", + "৷", + "例文帳に追加", + "ㅤ", + "Otherwise" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "때문이다", + "৷", + "銆", + "৷", + "입니다", + "例文帳に追加", + "XNUMX", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "때문이다", + "XNUMX", + "EOF", + "endl", + "銆", + "Meanwhile", + "৷", + "endif" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "EOF", + "című", + "例文帳に追加", + "Its", + "Swe", + "아멘", + "Thoughts" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "Its", + "때문이다", + "Meanwhile", + "아멘", + "That", + "There", + "It" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Its", + "There", + "There", + "Otherwise", + "That", + "Their", + "아멘" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "There", + "Otherwise", + "Dabei", + "There", + "That", + "Otherwise" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "Dabei", + "It", + "Notwithstanding", + "That", + "However", + "を描" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Its", + "Writing", + "Write", + "Written", + "Screenshot", + "Writing", + "Through", + "Its" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Its", + "Feel", + "Through", + "Writing", + "Feel", + "Its", + "Writing" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "CONTIN", + "Hopefully", + "Its", + "BUR", + "Feel", + "Its" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "Wearing", + "Through", + "Between", + "BET", + "Feel", + "Through" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "This", + "Wearing", + "Through", + "Wearing", + "Back", + "Between" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Between", + "Write", + "Back", + "This", + "Hopefully", + "support", + "That", + "Write" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "control", + "This", + "Between", + "Back", + "along", + "According", + "Through", + "towards" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Control", + "A", + "F", + "Back", + "control", + "Along" + ] + } + ], + "surprising": [ + { + "concept": "but", + "score": 55.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 28.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "while", + "score": 24.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "concentration", + "output_checked": true + }, + { + "concept": "also", + "score": 22.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "because", + "score": 21.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "dislocation", + "output_checked": true + }, + { + "concept": "was", + "score": 17.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "round", + "output_checked": true + }, + { + "concept": "this", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "of", + "output_checked": true + }, + { + "concept": "driftwood", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "leaned", + "output_checked": true + }, + { + "concept": "wall", + "score": 12.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "gray", + "output_checked": true + }, + { + "concept": "photograph", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "Also", + "score": 11.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "<|turn>", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-13__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-13__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-13__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-13__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-13__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-suppress-13", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed suppression 13", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The round mirror leaned against the gray box.\" Do not hold the idea of a dislocation pile-up or its stress concentration in mind during the writing task. Do not write anything else.\n<|turn>model\nThe round mirror leaned against the gray box.", + "prompt_tail": "le-up or its stress concentration in mind during the writing task. Do not write anything else.\n<|turn>model\nThe round mirror leaned against the gray box.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 50, + 51, + 52, + 53, + 54, + 55, + 56, + 57, + 58 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "suppress", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-13", + "carrier_id": "carrier-13", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The round mirror leaned against the gray box.", + "generated_token_ids": [ + 818, + 4886, + 14701, + 79077, + 2342, + 506, + 12819, + 3673, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 5424, + "best_depth": 46.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 58, + "logit_lens_best_rank": 7420 + }, + { + "label": "pile", + "best_rank": 27, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 56, + "logit_lens_best_rank": 87 + }, + { + "label": "stress", + "best_rank": 944, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 54, + "logit_lens_best_rank": 1588 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "friends", + "however", + "hence", + "and", + "tons", + "About" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "nt", + "etc", + "d", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "wards", + "l", + "lly", + "er", + "es", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "o", + "l", + "maybe", + "r", + "maybe", + "gonna", + "or", + "t" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "a", + "o", + "d", + "maybe", + "r", + "l", + "ried", + "maybe" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "instead", + "because", + "soon", + "sure", + "and", + "according", + "that", + "anyway" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "however", + "soon", + "alot", + "and", + "gonna", + "that", + "sure", + "anyways" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "alot", + "anymore", + "anyways", + "because", + "maybe", + "kinda", + "yeah", + "thats" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "because", + "that", + "alot", + "anymore", + "who", + "which", + "and" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "however", + "that", + "which", + "where", + "and", + "there", + "when" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "because", + "however", + "the", + "which", + "when", + "there", + "where" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "and", + "which", + "the", + "furthermore", + "because", + "that", + "when" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "when", + "and", + "because", + "instead", + "whether", + "that", + "which" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "stillness", + "instead", + "and", + "nestled", + "wherever", + "the", + "motionless" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "motionless", + "stillness", + "inanimate", + "unchanging", + "countless", + "whispered", + "silently", + "uttered" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "motionless", + "inanimate", + "driftwood", + "uttered", + "onlookers", + "whispered", + "unremarkable" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "stillness", + "motionless", + "whispered", + "inanimate", + "nestled", + "quiet", + "silently", + "painted" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "stillness", + "silently", + "motionless", + "whispered", + "grammat", + "quietly", + "dutiful", + "描写" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "stillness", + "motionless", + "描写", + "grammat", + "punctuation", + "unchanging", + "kalimat", + "silently" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "motionless", + "stillness", + "however", + "photograph", + "sixteen", + "fifteen", + "mrs", + "thereafter" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "motionless", + "however", + "stillness", + "Poem", + "silently", + "quietly", + "afterwards", + "speechless" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "阅读全文", + "ذریع", + "kalimat", + "nhé", + "cüm", + "ذلك", + "همین", + "smiled" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "cüm", + "néanmoins", + "obstante", + "이었다", + "때문이다", + "kū", + "nenhuma" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "입니다", + "ذریع", + "銆", + "XNUMX", + "৷", + "例文帳に追加", + "때문이다" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "XNUMX", + "৷", + "때문이다", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "XNUMX", + "때문이다", + "৷", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "銆", + "입니다", + "৷", + "XNUMX", + "때문이다", + "例文帳に追加", + "ㅤ", + "৷" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "XNUMX", + "입니다", + "때문이다", + "例文帳に追加", + "৷", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "입니다", + "৷", + "銆", + "jpg", + "endl", + "때문이다", + "című" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "لذلك", + "아멘", + "통해서", + "című", + "XNUMX", + "EOF", + "例文帳に追加" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "때문이다", + "아멘", + "بذلك", + "لذلك", + "jpg", + "Its", + "통해서" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "아멘", + "입니다", + "Otherwise", + "Otherwise", + "を描", + "بذلك", + "书", + "的书" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Otherwise", + "بذلك", + "아멘", + "Otherwise", + "を描", + "لذلك" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "を描", + "供", + "أر", + "頑張", + "Its", + "написано", + "Probably" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Writer", + "Written", + "Writing", + "write", + "Write", + "writing" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Write", + "Writing", + "Writing", + "Feel", + "Picture", + "Written", + "Writer" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "write", + "Hopefully", + "写", + "COPY", + "period", + "Writes" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "Writes", + "write", + "Writes", + "Feel", + "writes" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "write", + "COPY", + "山", + "Copy", + "Feel", + "唯" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "write", + "Write", + "COPY", + "Writes", + "write", + "Copy", + "writes" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "write", + "Write", + "control", + "towards", + "写", + "COPY", + "Write", + "docx" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "This", + "That", + "COPY", + "Control", + "control", + "Go", + "Feedback" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 36.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "also", + "score": 33.0, + "best_rank": 1, + "best_depth": 53.7, + "near_token": "not", + "output_checked": true + }, + { + "concept": "but", + "score": 29.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 28.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "Also", + "score": 22.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "unless", + "score": 19.0, + "best_rank": 5, + "best_depth": 63.4, + "near_token": "in", + "output_checked": true + }, + { + "concept": "while", + "score": 18.0, + "best_rank": 2, + "best_depth": 78.0, + "near_token": "mind", + "output_checked": true + }, + { + "concept": "photograph", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "was", + "score": 16.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "round", + "output_checked": true + }, + { + "concept": "other", + "score": 16.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "or", + "output_checked": true + }, + { + "concept": "implications", + "score": 14.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "its", + "output_checked": true + }, + { + "concept": "your", + "score": 13.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "Write", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-13__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-13__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-13__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-13__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-13__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-control-13", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Neutral carrier control 13", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The round mirror leaned against the gray box.\" Do not write anything else.\n<|turn>model\nThe round mirror leaned against the gray box.", + "prompt_tail": "user\nWrite exactly \"The round mirror leaned against the gray box.\" Do not write anything else.\n<|turn>model\nThe round mirror leaned against the gray box.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "control", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-13", + "carrier_id": "carrier-13", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The round mirror leaned against the gray box.", + "generated_token_ids": [ + 818, + 4886, + 14701, + 79077, + 2342, + 506, + 12819, + 3673, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 5033, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 6029 + }, + { + "label": "pile", + "best_rank": 33, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 86 + }, + { + "label": "stress", + "best_rank": 860, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 1504 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "friends", + "however", + "hence", + "tons", + "and", + "About" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "etc", + "nt", + "d", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "wards", + "l", + "er", + "es", + "lly", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "o", + "l", + "r", + "maybe", + "or", + "t", + "i", + "a" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "maybe", + "a", + "o", + "basically", + "d", + "r", + "l", + "and" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "according", + "instead", + "and", + "because", + "however", + "soon", + "that", + "sure" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "however", + "and", + "alot", + "gonna", + "whereas", + "anyways", + "soon", + "then" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "alot", + "anymore", + "anyways", + "however", + "because", + "anyway", + "thats", + "maybe" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "because", + "and", + "Also", + "which", + "although", + "alot", + "that" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "however", + "also", + "Also", + "and", + "which", + "although", + "that" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "because", + "which", + "the", + "although", + "when", + "there" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "and", + "which", + "furthermore", + "because", + "instead", + "although", + "when" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "because", + "afterwards", + "when", + "which", + "instead", + "furthermore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "and", + "instead", + "afterwards", + "furthermore", + "they", + "because", + "And" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "instead", + "inanimate", + "everyone", + "and", + "whether", + "uttered", + "motionless" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "grammat", + "Mrs", + "uttered", + "sentence", + "kalimat", + "cüm", + "stillness", + "seag" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "cüm", + "uttered", + "kalimat", + "sentence", + "Mrs", + "whispered", + "truth" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "punctuation", + "reciting", + "kalimat", + "obedient", + "sentence", + "verbatim", + "grammatical" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "kalimat", + "punctuation", + "english", + "cüm", + "sentence", + "全文", + "grammar" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "english", + "however", + "mrs", + "grammat", + "punctuation", + "although", + "thereafter", + "furthermore" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "입니다", + "however", + "english", + "html", + "afterwards", + "please", + "todays", + "february" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "阅读全文", + "입니다", + "nhé", + "ذریع", + "감사합니다", + "endif", + "todays", + "html" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "Dot", + "Gregor", + "obstante", + "닷", + "histoire", + "ǃ", + "ß" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "です", + "때문이다", + "XNUMX" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "때문이다", + "XNUMX", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "때문이다", + "XNUMX", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "입니다", + "銆", + "৷", + "때문이다", + "৷", + "ㅤ", + "例文帳に追加", + "XNUMX" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "৷", + "때문이다", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "endl", + "입니다", + "৷", + "銆", + "jpg", + "EOF", + "통해서" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "لذلك", + "EOF", + "の通販", + "통해서", + "Its", + "című", + "endl" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "때문이다", + "입니다", + "Its", + "بذلك", + "Otherwise", + "아멘", + "لذلك", + "jpg" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "بذلك", + "아멘", + "Otherwise", + "입니다", + "を描", + "的书", + "书" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Otherwise", + "Its", + "بذلك", + "Otherwise", + "아멘", + "を描", + "Probably" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Probably", + "Its", + "Its", + "を描", + "Otherwise", + "頑張", + "أر", + "હ" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Writing", + "Dot", + "Write", + "写", + "Writer", + "Written" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Write", + "Feel", + "Writing", + "Print", + "Smith", + "Writing", + "Copy" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Hopefully", + "COPY", + "Period", + "write", + "Feel", + "Mad" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "唯", + "write", + "Hopefully", + "Feel", + "Writes" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "COPY", + "唯", + "山", + "Copy", + "Feel", + "write" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "COPY", + "Write", + "Write", + "write", + "Copy", + "write", + "写", + "Back" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "write", + "Write", + "COPY", + "写", + "Write", + "towards", + "Copy", + "selective" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "COPY", + "Write", + "1", + "This", + "That", + "g", + "G" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 29.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "was", + "score": 16.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "round", + "output_checked": true + }, + { + "concept": "also", + "score": 15.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "because", + "score": 13.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "wall", + "score": 12.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "gray", + "output_checked": true + }, + { + "concept": "while", + "score": 11.0, + "best_rank": 11, + "best_depth": 82.9, + "near_token": "box", + "output_checked": true + }, + { + "concept": "photograph", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "backdrop", + "score": 10.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "and", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Also", + "score": 10.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "other", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "write", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-13__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-13__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-13__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-13__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-13__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-focus-14", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed focus 14", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A wooden token sat inside the shallow dish.\" Direct your attention to a dislocation pile-up and the stress concentration it creates while writing. Do not write anything else.\n<|turn>model\nA wooden token sat inside the shallow dish.", + "prompt_tail": "ation pile-up and the stress concentration it creates while writing. Do not write anything else.\n<|turn>model\nA wooden token sat inside the shallow dish.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 46, + 47, + 48, + 49, + 50, + 51, + 52, + 53, + 54 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "focus", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-14", + "carrier_id": "carrier-14", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A wooden token sat inside the shallow dish.", + "generated_token_ids": [ + 236776, + 7116, + 8369, + 2838, + 4888, + 506, + 28855, + 13415, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 117, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 52, + "logit_lens_best_rank": 23 + }, + { + "label": "pile", + "best_rank": 6, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 52, + "logit_lens_best_rank": 78 + }, + { + "label": "stress", + "best_rank": 2, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 51, + "logit_lens_best_rank": 2 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "tons", + "hence", + "friends", + "Also", + "Hence", + "however" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "nt", + "d", + "etc", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "o", + "ie", + "lly", + "l", + "er", + "es", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "o", + "l", + "d", + "etc", + "t", + "r", + "or", + "ie" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "basically", + "probably", + "maybe", + "etc", + "etc", + "ed", + "everybody" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "according", + "and", + "therefor", + "which", + "that", + "said", + "because" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "however", + "whereas", + "alot", + "everybody", + "therefore", + "which", + "therefor" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "alot", + "whilst", + "thats", + "however", + "anyways", + "gonna", + "wich", + "which" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "alot", + "whilst", + "which", + "thats", + "and", + "who", + "although" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "however", + "which", + "also", + "because", + "and", + "although", + "there", + "the" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "however", + "and", + "which", + "the", + "although", + "because", + "there", + "therefore" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "which", + "and", + "moreover", + "whereas", + "the", + "although" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "furthermore", + "and", + "which", + "moreover", + "although", + "whereas", + "Mrs" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "furthermore", + "moreover", + "and", + "natomiast", + "although", + "whereupon", + "the" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "motionless", + "uttered", + "unremarkable", + "nestled", + "furthermore", + "inanimate", + "whispered" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "unremarkable", + "motionless", + "uttered", + "nestled", + "Mrs", + "however", + "nameless" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "unremarkable", + "nestled", + "stillness", + "motionless", + "whispered", + "quiet", + "however", + "uttered" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "evocative", + "stillness", + "glistening", + "nestled", + "observing", + "silently", + "unremarkable", + "描写" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "evocative", + "描写", + "stillness", + "describing", + "observing", + "glistening", + "illustrating", + "unremarkable" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "motionless", + "beneath", + "evocative", + "glistening", + "nestled", + "stillness", + "whispered" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "whispered", + "silently", + "quietly", + "motionless", + "stillness", + "characterised", + "whilst" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "refracted", + "reflecting", + "endured", + "lingered", + "を感じ", + "profoundly", + "unconsciously", + "newfound" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "meticulously", + "relentlessly", + "burgeoning", + "navigating", + "profoundly", + "utterly", + "fiercely", + "keenly" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "During", + "Their", + "Its", + "Though", + "Despite", + "Although", + "demonstrating" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Their", + "Its", + "Its", + "This", + "Because", + "Because", + "Meanwhile", + "৷" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "Its", + "Meanwhile", + "때문이다", + "Despite", + "Their", + "Its", + "Although" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Meanwhile", + "Despite", + "Although", + "Its", + "Despite", + "While", + "때문이다", + "During" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Its", + "Meanwhile", + "때문이다", + "During", + "৷", + "Despite", + "Suddenly", + "During" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "Their", + "Its", + "During", + "Everyone", + "Though", + "Everywhere", + "Its" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Its", + "Meanwhile", + "Their", + "Its", + "During", + "Despite", + "Because", + "Though" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "Their", + "Meanwhile", + "The", + "Its", + "During", + "Within", + "Despite" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Their", + "Its", + "The", + "Meanwhile", + "Within", + "There", + "During" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "The", + "Its", + "Their", + "The", + "Meanwhile", + "the", + "Within" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "The", + "the", + "Its", + "Their", + "Meanwhile", + "The", + "Within" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Its", + "The", + "the", + "Within", + "Its", + "Their", + "Throughout", + "Stress" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Its", + "The", + "Within", + "Stress", + "the", + "The", + "Their", + "Through" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "The", + "Its", + "the", + "Stress", + "The", + "This", + "Within", + "Their" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "The", + "Its", + "the", + "The", + "This", + "Throughout", + "Stress", + "Through" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "The", + "Its", + "This", + "the", + "Through", + "While", + "Throughout", + "That" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "The", + "Its", + "Within", + "This", + "Throughout", + "the", + "That", + "Focused" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "The", + "Its", + "This", + "Within", + "Throughout", + "Through", + "the", + "A" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "Stress", + "A", + "Its", + "Strain", + "This", + "As", + "Under" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 35.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "also", + "score": 29.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "your", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "was", + "score": 18.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "token", + "output_checked": true + }, + { + "concept": "Also", + "score": 14.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "caused", + "score": 13.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "it", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "wooden", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "nestled", + "score": 11.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": ".\"", + "output_checked": true + }, + { + "concept": "specific", + "score": 11.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "this", + "score": 11.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "Direct", + "output_checked": true + }, + { + "concept": "This", + "score": 9.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-14__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-14__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-14__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-14__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-14__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-suppress-14", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed suppression 14", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A wooden token sat inside the shallow dish.\" Direct your attention away from a dislocation pile-up and the stress concentration it creates while writing. Do not write anything else.\n<|turn>model\nA wooden token sat inside the shallow dish.", + "prompt_tail": "ation pile-up and the stress concentration it creates while writing. Do not write anything else.\n<|turn>model\nA wooden token sat inside the shallow dish.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 47, + 48, + 49, + 50, + 51, + 52, + 53, + 54, + 55 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "suppress", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-14", + "carrier_id": "carrier-14", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A wooden token sat inside the shallow dish.", + "generated_token_ids": [ + 236776, + 7116, + 8369, + 2838, + 4888, + 506, + 28855, + 13415, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 132, + "best_depth": 46.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 52, + "logit_lens_best_rank": 976 + }, + { + "label": "pile", + "best_rank": 22, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 53, + "logit_lens_best_rank": 124 + }, + { + "label": "stress", + "best_rank": 0, + "best_depth": 41.5, + "onset_depth": 41.5, + "reached_top1": true, + "best_pos": 52, + "logit_lens_best_rank": 1598 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "tons", + "hence", + "friends", + "Hence", + "Also", + "however" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "nt", + "d", + "etc", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "o", + "ie", + "lly", + "l", + "er", + "es", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "o", + "l", + "d", + "t", + "etc", + "r", + "or", + "ie" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "basically", + "probably", + "maybe", + "ed", + "etc", + "etc", + "everybody" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "according", + "and", + "therefor", + "which", + "that", + "said", + "because" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "however", + "whereas", + "alot", + "therefore", + "everybody", + "which", + "therefor" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "alot", + "whilst", + "thats", + "anyways", + "however", + "wich", + "gonna", + "kinda" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "alot", + "whilst", + "which", + "thats", + "and", + "although", + "who" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "however", + "which", + "also", + "because", + "and", + "although", + "Also", + "there" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "however", + "and", + "which", + "the", + "although", + "because", + "there", + "therefore" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "which", + "and", + "moreover", + "the", + "whereas", + "although" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "furthermore", + "and", + "which", + "moreover", + "although", + "the", + "whereas" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "furthermore", + "moreover", + "and", + "natomiast", + "although", + "the", + "thence" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "motionless", + "uttered", + "furthermore", + "unremarkable", + "inanimate", + "nestled", + "moreover" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "uttered", + "stillness", + "unremarkable", + "motionless", + "however", + "nestled", + "uttering", + "Mrs" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "nestled", + "unremarkable", + "uttered", + "stillness", + "whispered", + "quiet", + "however", + "nonetheless" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "stillness", + "quietly", + "quiet", + "dutiful", + "grammat", + "silently", + "obedient", + "unremarkable" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "stillness", + "grammat", + "quietly", + "obedient", + "thereafter", + "punctuation", + "描写", + "quiet" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "thereafter", + "motionless", + "although", + "stillness", + "english", + "quiet", + "quietly" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "quietly", + "afterwards", + "please", + "silently", + "stillness", + "furthermore", + "motionless" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ذریع", + "阅读全文", + "ذلك", + "quietly", + "nhé", + "obeyed", + "kalimat", + "smiled" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "nonetheless", + "néanmoins", + "nenhuma", + "obstante", + "żad", + "odorless", + "kū" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "XNUMX", + "例文帳に追加", + "때문이다" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "XNUMX", + "৷", + "例文帳に追加", + "때문이다", + "ㅤ" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "例文帳に追加", + "XNUMX", + "৷", + "때문이다", + "ㅤ" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "৷", + "銆", + "입니다", + "ㅤ", + "例文帳に追加", + "때문이다", + "XNUMX", + "৷" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "때문이다", + "XNUMX", + "입니다", + "例文帳に追加", + "৷", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "৷", + "입니다", + "銆", + "때문이다", + "endl", + "jpg", + "例文帳に追加" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "통해서", + "Its", + "Its", + "XNUMX", + "لذلك", + "című", + "例文帳に追加" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "Its", + "때문이다", + "입니다", + "아멘", + "Nothing", + "بذلك", + "لذلك" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "There", + "Otherwise", + "Its", + "아멘", + "Otherwise", + "입니다", + "を描" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Otherwise", + "Otherwise", + "を描", + "There", + "아멘", + "بذلك" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "を描", + "它", + "Notwithstanding", + "Probably", + "Dabei", + "頑張" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Its", + "Written", + "Screenshot", + "Picture", + "Through", + "Enjoy" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Writing", + "Writing", + "Write", + "Feel", + "Feel", + "Enjoy", + "Hopefully" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Hopefully", + "Picture", + "write", + "CONTIN", + "Feel", + "Writing" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "Feel", + "Hopefully", + "Writing", + "Between", + "向" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "向", + "COPY", + "Copy", + "Feel", + "Back", + "write" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "Write", + "write", + "COPY", + "Back", + "Copy", + "Between", + "向" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Write", + "towards", + "write", + "Back", + "This", + "at", + "ほど", + "Both" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "This", + "A", + "Direct", + "The", + "Write", + "Do", + "That" + ] + } + ], + "surprising": [ + { + "concept": "also", + "score": 38.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "your", + "output_checked": true + }, + { + "concept": "because", + "score": 25.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "away", + "output_checked": true + }, + { + "concept": "was", + "score": 23.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "token", + "output_checked": true + }, + { + "concept": "but", + "score": 19.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "Also", + "score": 17.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "instead", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "wooden", + "output_checked": true + }, + { + "concept": "focus", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "while", + "output_checked": true + }, + { + "concept": "caused", + "score": 12.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "it", + "output_checked": true + }, + { + "concept": "this", + "score": 12.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "writing", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-14__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-14__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-14__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-14__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-14__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-control-14", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Neutral carrier control 14", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A wooden token sat inside the shallow dish.\" Do not write anything else.\n<|turn>model\nA wooden token sat inside the shallow dish.", + "prompt_tail": "urn>user\nWrite exactly \"A wooden token sat inside the shallow dish.\" Do not write anything else.\n<|turn>model\nA wooden token sat inside the shallow dish.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "control", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-14", + "carrier_id": "carrier-14", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A wooden token sat inside the shallow dish.", + "generated_token_ids": [ + 236776, + 7116, + 8369, + 2838, + 4888, + 506, + 28855, + 13415, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 721, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 819 + }, + { + "label": "pile", + "best_rank": 19, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 114 + }, + { + "label": "stress", + "best_rank": 1662, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 2211 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "hence", + "tons", + "friends", + "Hence", + "Also", + "however" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "nt", + "d", + "etc", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "wards", + "o", + "ie", + "lly", + "l", + "er", + "es", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "o", + "l", + "d", + "ie", + "t", + "r", + "etc", + "or" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "basically", + "probably", + "etc", + "etc", + "ed", + "maybe", + "which" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "according", + "and", + "therefor", + "which", + "that", + "whereas", + "however" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "therefore", + "however", + "whilst", + "whereas", + "which", + "and", + "therefor", + "hence" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "however", + "whilst", + "alot", + "which", + "furthermore", + "anyways", + "whereas", + "thats" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "and", + "also", + "which", + "although", + "Also", + "whilst", + "because" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "also", + "however", + "which", + "Also", + "although", + "and", + "because", + "there" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "although", + "also", + "the", + "because", + "therefore" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "and", + "which", + "also", + "whereas", + "although", + "Furthermore" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "furthermore", + "which", + "although", + "afterwards", + "also", + "whereas" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "and", + "furthermore", + "although", + "Furthermore", + "moreover", + "which", + "afterwards" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "furthermore", + "although", + "and", + "grammat", + "uttered", + "the", + "instead" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "grammat", + "however", + "sentence", + "Mrs", + "uttered", + "kalimat", + "thereafter", + "the" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "uttered", + "kalimat", + "happily", + "sentence", + "cüm", + "uttering", + "grammatical" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "punctuation", + "verbatim", + "kalimat", + "reciting", + "grammar", + "grammatical", + "sentence" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "english", + "kalimat", + "punctuation", + "grammar", + "sentence", + "grammatical", + "句" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "english", + "however", + "furthermore", + "grammat", + "thereafter", + "although", + "indeed", + "mrs" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "입니다", + "please", + "english", + "however", + "html", + "afterwards", + "todays", + "hereby" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "阅读全文", + "입니다", + "감사합니다", + "nhé", + "ذریع", + "endif", + "todays", + "hereof" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "Dot", + "Gregor", + "ß", + "₂", + "닷", + "ût", + "ǃ" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "때문이다", + "です", + "XNUMX" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "때문이다", + "XNUMX", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "때문이다", + "XNUMX", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "때문이다", + "ㅤ", + "例文帳に追加", + "XNUMX" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "৷", + "때문이다", + "例文帳に追加", + "Its" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "৷", + "입니다", + "endl", + "銆", + "jpg", + "EOF", + "통해서" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "Its", + "EOF", + "لذلك", + "の通販", + "통해서", + "Rare", + "endl" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "입니다", + "때문이다", + "بذلك", + "Otherwise", + "아멘", + "It", + "لذلك" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "بذلك", + "입니다", + "아멘", + "Otherwise", + "Probably", + "的书", + "Its" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Otherwise", + "Its", + "بذلك", + "Otherwise", + "아멘", + "Probably", + "を描" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Probably", + "Its", + "を描", + "Otherwise", + "頑張", + "Probably", + "probably" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Writing", + "Dot", + "Written", + "Write", + "笔", + "写" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Write", + "Feel", + "Writing", + "Print", + "Writing", + "Smith", + "Copy" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Period", + "COPY", + "Hopefully", + "Copy", + "Feel", + "Rush" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "唯", + "write", + "Period", + "Feel", + "Hopefully", + "write" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "唯", + "COPY", + "山", + "Copy", + "Feel", + "Copy" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "COPY", + "Write", + "write", + "Copy", + "Constit", + "Back", + "write" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "write", + "Write", + "screen", + "screening", + "selective", + "Write", + "at", + "towards" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "Write", + "Screen", + "COPY", + "This", + "1", + "screen", + "A" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 29.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "was", + "score": 17.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "token", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "wooden", + "output_checked": true + }, + { + "concept": "also", + "score": 14.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "because", + "score": 14.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "other", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "write", + "output_checked": true + }, + { + "concept": "nestled", + "score": 10.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": ".\"", + "output_checked": true + }, + { + "concept": "and", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "five", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "motionless", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".\"", + "output_checked": true + }, + { + "concept": "grammat", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Do", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-14__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-14__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-14__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-14__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-14__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-focus-15", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed focus 15", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The violet ribbon lay below the framed sketch.\" While copying, actively think about a dislocation pile-up and its associated stress concentration. Do not write anything else.\n<|turn>model\nThe violet ribbon lay below the framed sketch.", + "prompt_tail": "ut a dislocation pile-up and its associated stress concentration. Do not write anything else.\n<|turn>model\nThe violet ribbon lay below the framed sketch.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 45, + 46, + 47, + 48, + 49, + 50, + 51, + 52, + 53 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "focus", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-15", + "carrier_id": "carrier-15", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The violet ribbon lay below the framed sketch.", + "generated_token_ids": [ + 818, + 39261, + 32473, + 6267, + 3426, + 506, + 40542, + 21256, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 107, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 45, + "logit_lens_best_rank": 50 + }, + { + "label": "pile", + "best_rank": 55, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 49, + "logit_lens_best_rank": 186 + }, + { + "label": "stress", + "best_rank": 17, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 45, + "logit_lens_best_rank": 201 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Indians", + "hence", + "Also", + "tons", + "Hence", + "Also", + "very" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "nt", + "a", + "etc", + "d", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "wards", + "l", + "lly", + "es", + "d", + "er" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "etc", + "r", + "or", + "t", + "d", + "ie" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "to", + "etc", + "wards", + "hence", + "probably", + "which", + "a" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "therefor", + "thus", + "hence", + "according", + "whereas", + "and", + "however" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "therefore", + "however", + "hence", + "whereas", + "therefor", + "and", + "which" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "however", + "Whilst", + "thats", + "alot", + "amongst", + "whereas", + "realised" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "whilst", + "however", + "which", + "Whilst", + "and", + "amongst", + "furthermore", + "the" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "however", + "which", + "also", + "because", + "and", + "although", + "Also", + "the" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "however", + "and", + "the", + "which", + "although", + "because", + "whereas", + "when" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "which", + "moreover", + "whereas", + "the", + "and", + "when" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "furthermore", + "moreover", + "when", + "nestled", + "whispered", + "which", + "the" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "whispered", + "nestled", + "moreover", + "glistening", + "bathed", + "she", + "furthermore" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "whispered", + "uttered", + "uttering", + "however", + "nestled", + "stillness", + "motionless", + "whispering" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "whispered", + "stillness", + "uttered", + "uttering", + "poetic", + "murm", + "murmured", + "glistening" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "whispered", + "poetic", + "uttered", + "uttering", + "nestled", + "stillness", + "whispering", + "poetry" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "whispered", + "evocative", + "poetic", + "recited", + "dutiful", + "recounting", + "retelling" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "retelling", + "whispered", + "描写", + "recounting", + "punctuation", + "evocative", + "describing" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "punctuation", + "although", + "whispered", + "grammat", + "echoing", + "english", + "faithfully" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "whispered", + "阅读全文", + "html", + "grammat", + "uttered", + "silently", + "punctuation" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "reflecting", + "refracted", + "refleja", + "echoes", + "unconsciously", + "obeyed", + "exemplifies", + "ذریع" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "exemplifies", + "meticulously", + "nonetheless", + "undersigned", + "flawlessly", + "fucking", + "documented" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "입니다", + "৷", + "During", + "Analyzing", + "때문이다", + "Afterwards", + "Considering", + "Also" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "입니다", + "৷", + "Because", + "This", + "때문이다", + "Its", + "ㅤ", + "Because" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "때문이다", + "입니다", + "৷", + "Meanwhile", + "ㅤ", + "銆", + "Its", + "例文帳に追加" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "때문이다", + "입니다", + "Meanwhile", + "ㅤ", + "銆", + "৷", + "Despite", + "Meanwhile" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "때문이다", + "৷", + "입니다", + "Meanwhile", + "ㅤ", + "銆", + "৷", + "During" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "EOF", + "Again", + "Explained", + "endif", + "Notes", + "Again", + "https" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Thoughts", + "Thinking", + "Meanwhile", + "Considering", + "EOF", + "Observing", + "때문이다", + "Studying" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "During", + "Meanwhile", + "Thoughts", + "Thinking", + "During", + "Its", + "Considering", + "なお" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Thinking", + "Thoughts", + "Its", + "During", + "Meanwhile", + "是我", + "Focusing", + "Considering" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Thinking", + "thinking", + "Its", + "Think", + "Think", + "Thoughts", + "think", + "思考" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "thinking", + "think", + "Think", + "Thinking", + "是我", + "Think", + "思考", + "imagine" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Thinking", + "Think", + "thinking", + "思考", + "是我", + "Thoughts", + "think", + "Think" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Thinking", + "thinking", + "thinking", + "思考", + "Thinking", + "Thoughts", + "Think", + "Think" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "thinking", + "Thinking", + "思考", + "thinking", + "contemplating", + "Thinking", + "是我", + "THINK" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "thinking", + "Thinking", + "思考", + "thinking", + "analyzing", + "processing", + "Analyzing", + "Thinking" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "thinking", + "Thinking", + "processing", + "analyzing", + "Analyzing", + "This", + "thinking", + "Processing" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Thinking", + "thinking", + "This", + "Analyzing", + "analyzing", + "Considering", + "Processing", + "Applying" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "thinking", + "This", + "Within", + "During", + "processing", + "Thinking", + "The", + "While" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Thinking", + "A", + "F", + "While", + "Within", + "I" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 39.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "because", + "score": 26.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "implications", + "score": 26.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 23.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "violet", + "output_checked": true + }, + { + "concept": "also", + "score": 21.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "was", + "score": 21.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "violet", + "output_checked": true + }, + { + "concept": "how", + "score": 20.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "about", + "output_checked": true + }, + { + "concept": "ensure", + "score": 16.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": ",", + "output_checked": true + }, + { + "concept": "photographs", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "framed", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "Also", + "score": 10.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "this", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "copying", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-15__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-15__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-15__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-15__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-15__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-suppress-15", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed suppression 15", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The violet ribbon lay below the framed sketch.\" While copying, actively avoid thinking about a dislocation pile-up and its associated stress concentration. Do not write anything else.\n<|turn>model\nThe violet ribbon lay below the framed sketch.", + "prompt_tail": "ut a dislocation pile-up and its associated stress concentration. Do not write anything else.\n<|turn>model\nThe violet ribbon lay below the framed sketch.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 46, + 47, + 48, + 49, + 50, + 51, + 52, + 53, + 54 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "suppress", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-15", + "carrier_id": "carrier-15", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The violet ribbon lay below the framed sketch.", + "generated_token_ids": [ + 818, + 39261, + 32473, + 6267, + 3426, + 506, + 40542, + 21256, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 3549, + "best_depth": 46.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 54, + "logit_lens_best_rank": 3718 + }, + { + "label": "pile", + "best_rank": 381, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 49, + "logit_lens_best_rank": 766 + }, + { + "label": "stress", + "best_rank": 898, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 50, + "logit_lens_best_rank": 2071 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "hence", + "Also", + "Indians", + "lle", + "Hence", + "very", + "tons" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "nt", + "a", + "etc", + "n", + "d" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "wards", + "l", + "lly", + "es", + "d", + "er" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "etc", + "r", + "or", + "t", + "d", + "ie" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "to", + "wards", + "etc", + "probably", + "hence", + "which", + "a" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "therefor", + "thus", + "according", + "hence", + "whereas", + "and", + "however" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "therefore", + "however", + "hence", + "whereas", + "therefor", + "thus", + "which" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "however", + "Whilst", + "furthermore", + "thats", + "alot", + "amongst", + "whereas" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "whilst", + "which", + "Whilst", + "and", + "furthermore", + "although", + "amongst" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "however", + "which", + "also", + "Also", + "because", + "and", + "although", + "the" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "however", + "and", + "which", + "the", + "although", + "because", + "to", + "also" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "which", + "and", + "whereas", + "moreover", + "the", + "when" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "furthermore", + "when", + "and", + "which", + "moreover", + "although", + "the" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "moreover", + "whispered", + "nestled", + "furthermore", + "and", + "thence", + "bathed" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "whispered", + "however", + "uttered", + "uttering", + "nestled", + "stillness", + "motionless", + "countless" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "uttered", + "whispered", + "stillness", + "uttering", + "grammat", + "murm", + "hus", + "kalimat" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "whispered", + "uttered", + "uttering", + "poetic", + "stillness", + "poetry", + "grammat", + "poem" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "recited", + "retelling", + "whispered", + "verbatim", + "dutiful", + "punctuation", + "reciting" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "retelling", + "kalimat", + "punctuation", + "obedient", + "english", + "verbatim", + "thereafter" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "although", + "thereafter", + "english", + "faithfully", + "punctuation", + "furthermore", + "mrs" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "afterwards", + "입니다", + "please", + "html", + "copy", + "furthermore", + "english" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "nhé", + "ذریع", + "阅读全文", + "همین", + "Indeed", + "ذلك", + "kalimat", + "৷" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "obstante", + "때문이다", + "감사합니다", + "nenhuma", + "cüm", + "৷", + "৷" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "입니다", + "ذریع", + "銆", + "৷", + "XNUMX", + "例文帳に追加", + "때문이다" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "XNUMX", + "৷", + "例文帳に追加", + "때문이다", + "ㅤ" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "XNUMX", + "例文帳に追加", + "৷", + "때문이다", + "ㅤ" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "입니다", + "৷", + "銆", + "ㅤ", + "例文帳に追加", + "XNUMX", + "때문이다", + "৷" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "입니다", + "XNUMX", + "때문이다", + "銆", + "例文帳に追加", + "ㅤ", + "৷" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "입니다", + "৷", + "endl", + "jpg", + "때문이다", + "銆", + "EOF" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "통해서", + "때문이다", + "لذلك", + "아멘", + "EOF", + "XNUMX", + "című", + "입니다" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "아멘", + "Its", + "때문이다", + "Its", + "통해서", + "بذلك", + "jpg" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "입니다", + "아멘", + "Otherwise", + "Otherwise", + "Its", + "There", + "Its", + "بذلك" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Otherwise", + "Otherwise", + "아멘", + "بذلك", + "を描", + "통해서" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "頑張", + "を描", + "是我", + "Notwithstanding", + "Dabei", + "Probably" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Screenshot", + "Written", + "Writing", + "Writer", + "Hopefully", + "That" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Hopefully", + "Writing", + "Feel", + "Writing", + "Write", + "Picture", + "Smith" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Hopefully", + "COPY", + "write", + "Feel", + "Mad", + "Sph" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "Hopefully", + "Feel", + "write", + "Writes", + "Writes" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "COPY", + "Copy", + "唯", + "Back", + "write", + "Feel" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "COPY", + "Write", + "write", + "Copy", + "Back", + "Writes", + "Between" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Write", + "write", + "towards", + "Back", + "Both", + "ほど", + "Between", + "This" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "Write", + "Back", + "The", + "COPY", + "That", + "Write", + "selective" + ] + } + ], + "surprising": [ + { + "concept": "also", + "score": 39.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 32.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "implications", + "score": 31.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "was", + "score": 21.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "violet", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "violet", + "output_checked": true + }, + { + "concept": "because", + "score": 18.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "Also", + "score": 17.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "ensure", + "score": 16.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": ",", + "output_checked": true + }, + { + "concept": "avoidance", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "avoid", + "output_checked": true + }, + { + "concept": "photographs", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "framed", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "photograph", + "score": 11.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "the", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-15__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-15__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-15__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-15__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-15__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-control-15", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Neutral carrier control 15", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The violet ribbon lay below the framed sketch.\" Do not write anything else.\n<|turn>model\nThe violet ribbon lay below the framed sketch.", + "prompt_tail": "er\nWrite exactly \"The violet ribbon lay below the framed sketch.\" Do not write anything else.\n<|turn>model\nThe violet ribbon lay below the framed sketch.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "control", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-15", + "carrier_id": "carrier-15", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The violet ribbon lay below the framed sketch.", + "generated_token_ids": [ + 818, + 39261, + 32473, + 6267, + 3426, + 506, + 40542, + 21256, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 4384, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 4506 + }, + { + "label": "pile", + "best_rank": 306, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 930 + }, + { + "label": "stress", + "best_rank": 978, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 2193 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "hence", + "Indians", + "Also", + "tons", + "lle", + "Hence", + "very" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "nt", + "a", + "etc", + "d", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "l", + "wards", + "lly", + "es", + "er", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "etc", + "o", + "r", + "t", + "etc", + "or", + "ie" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "etc", + "etc", + "and", + "which", + "hence", + "of", + "wards", + "to" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "hence", + "therefor", + "according", + "thus", + "however", + "whereas", + "and" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "therefore", + "however", + "realised", + "whereas", + "hence", + "which", + "therefor" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "however", + "realised", + "Whilst", + "furthermore", + "therefore", + "whereas", + "which" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "whilst", + "which", + "Whilst", + "and", + "Also", + "although", + "furthermore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "however", + "also", + "Also", + "which", + "although", + "because", + "and", + "whereas" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "however", + "and", + "which", + "although", + "the", + "also", + "because", + "therefore" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "which", + "and", + "whereas", + "also", + "although", + "moreover" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "furthermore", + "and", + "which", + "also", + "although", + "whereas", + "moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "furthermore", + "and", + "moreover", + "Moreover", + "although", + "also", + "whereas" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "uttered", + "grammat", + "furthermore", + "although", + "uttering", + "whispered", + "indeed" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "grammat", + "uttered", + "Mrs", + "sentence", + "kalimat", + "grammatical", + "uttering", + "however" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "uttered", + "whispered", + "kalimat", + "uttering", + "sentence", + "Mrs", + "cüm" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "reciting", + "recited", + "kalimat", + "punctuation", + "uttered", + "grammatical", + "verbatim" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "english", + "kalimat", + "punctuation", + "sentence", + "cüm", + "grammatical", + "grammar" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "english", + "however", + "mrs", + "furthermore", + "thereafter", + "although", + "indeed", + "grammat" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "입니다", + "however", + "english", + "please", + "html", + "afterwards", + "furthermore", + "todays" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "阅读全文", + "nhé", + "입니다", + "ذریع", + "endif", + "Indeed", + "todays", + "همین" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "Dot", + "obstante", + "৷", + "néanmoins", + "Gregor", + "ㅠㅠ", + "ß" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "です", + "때문이다", + "XNUMX" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "때문이다", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "ㅤ", + "例文帳に追加", + "때문이다" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "입니다", + "৷", + "銆", + "ㅤ", + "৷", + "때문이다", + "例文帳に追加", + "XNUMX" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "৷", + "때문이다", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "입니다", + "৷", + "endl", + "銆", + "EOF", + "jpg", + "통해서" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "EOF", + "لذلك", + "Its", + "통해서", + "の通販", + "Nothing", + "című" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "Its", + "때문이다", + "بذلك", + "아멘", + "Otherwise", + "لذلك", + "EOF" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "입니다", + "아멘", + "بذلك", + "Otherwise", + "的书", + "书", + "を描" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Otherwise", + "Its", + "بذلك", + "Otherwise", + "아멘", + "を描", + "EOF" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "Probably", + "を描", + "Otherwise", + "頑張", + "હ", + "أر" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Writing", + "Write", + "Writer", + "笔", + "写", + "Written" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Write", + "Writing", + "Feel", + "Print", + "Smith", + "Writing", + "Copy" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "COPY", + "Period", + "Mad", + "Hopefully", + "write", + "Feel" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "唯", + "write", + "Writes", + "Feel", + "Period" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "COPY", + "山", + "唯", + "Copy", + "Feel", + "write" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "COPY", + "Write", + "Write", + "write", + "Copy", + "写", + "write", + "UNT" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "write", + "Write", + "写", + "COPY", + "period", + "towards", + "Write", + "selective" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "COPY", + "Write", + "1", + "Write", + "This", + "That", + "G", + "feedback" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 29.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "was", + "score": 22.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "violet", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "violet", + "output_checked": true + }, + { + "concept": "photographs", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "framed", + "output_checked": true + }, + { + "concept": "photograph", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "also", + "score": 14.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "Also", + "score": 11.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "and", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "other", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "write", + "output_checked": true + }, + { + "concept": "five", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "exactly", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-15__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-15__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-15__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-15__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-15__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-focus-16", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed focus 16", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A clear bottle stood next to the woven basket.\" Keep your thoughts centered on a dislocation pile-up and concentrated stress as you produce the sentence. Do not write anything else.\n<|turn>model\nA clear bottle stood next to the woven basket.", + "prompt_tail": "tion pile-up and concentrated stress as you produce the sentence. Do not write anything else.\n<|turn>model\nA clear bottle stood next to the woven basket.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 48, + 49, + 50, + 51, + 52, + 53, + 54, + 55, + 56, + 57 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "focus", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-16", + "carrier_id": "carrier-16", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A clear bottle stood next to the woven basket.", + "generated_token_ids": [ + 236776, + 3582, + 11988, + 15032, + 2148, + 531, + 506, + 46276, + 11406, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 178, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 48, + "logit_lens_best_rank": 9 + }, + { + "label": "pile", + "best_rank": 28, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 55, + "logit_lens_best_rank": 20 + }, + { + "label": "stress", + "best_rank": 125, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 53, + "logit_lens_best_rank": 179 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "friends", + "tons", + "and", + "however", + "About", + "Also" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "etc", + "d", + "nt", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "wards", + "lly", + "l", + "es", + "er", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "etc", + "r", + "t", + "or", + "a", + "d" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "basically", + "probably", + "maybe", + "etc", + "etc", + "a", + "o" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "and", + "according", + "because", + "that", + "which", + "therefore", + "instead", + "in" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "and", + "however", + "because", + "whereas", + "which", + "that", + "also", + "then" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "because", + "alot", + "thats", + "anyways", + "however", + "anymore", + "Also", + "that" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "because", + "Also", + "however", + "and", + "which", + "ALSO", + "also", + "she" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "Also", + "however", + "which", + "and", + "also", + "although", + "when" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "the", + "because", + "which", + "although", + "there", + "therefore" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "and", + "however", + "furthermore", + "which", + "the", + "that", + "because", + "Furthermore" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "and", + "however", + "furthermore", + "which", + "when", + "because", + "the", + "that" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "and", + "however", + "furthermore", + "the", + "Furthermore", + "natomiast", + "which", + "then" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "uttered", + "grammat", + "furthermore", + "motionless", + "the", + "sentence", + "whether" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "uttered", + "Mrs", + "stillness", + "grammat", + "punctuation", + "kalimat", + "sentence", + "cüm" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "uttered", + "unremarkable", + "sentence", + "Shakespeare", + "Mrs", + "kalimat", + "cüm" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "reflecting", + "conveying", + "describing", + "purposefully", + "illustrating", + "symbolizing", + "punctuation" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "describing", + "conveying", + "reflecting", + "illustrating", + "punctuation", + "retelling", + "poem" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "although", + "punctuation", + "reflecting", + "nonetheless", + "nevertheless", + "thereafter", + "observation" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "afterwards", + "quietly", + "please", + "silently", + "nevertheless", + "although", + "realised" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "reflecting", + "refleja", + "reflect", + "herein", + "ذلك", + "nonetheless", + "quietly", + "unconsciously" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "nonetheless", + "nevertheless", + "néanmoins", + "fucking", + "meticulously", + "profoundly", + "navigated", + "though" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "입니다", + "銆", + "ذریع", + "때문이다", + "৷", + "例文帳に追加", + "です" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "때문이다", + "銆", + "ㅤ", + "৷", + "例文帳に追加", + "Its" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "때문이다", + "銆", + "৷", + "例文帳に追加", + "ㅤ", + "Its" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "때문이다", + "입니다", + "৷", + "銆", + "ㅤ", + "例文帳に追加", + "৷", + "Meanwhile" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "때문이다", + "৷", + "銆", + "입니다", + "৷", + "例文帳に追加", + "ㅤ", + "Its" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "때문이다", + "XNUMX", + "EOF", + "৷", + "endl", + "Explained", + "endif", + "銆" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "Its", + "EOF", + "című", + "통해서", + "Swe", + "아멘", + "例文帳に追加" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "Its", + "때문이다", + "That", + "아멘", + "입니다", + "jpg", + "Because" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Its", + "There", + "That", + "아멘", + "Otherwise", + "を描", + "Focusing" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Otherwise", + "Think", + "を描", + "Otherwise", + "That", + "Images" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "是我", + "Dabei", + "الض", + "images", + "И", + "That" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Its", + "Write", + "Writing", + "笔", + "That", + "爆", + "Screenshot", + "Written" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Feel", + "Hopefully", + "Write", + "That", + "Through", + "Picture", + "Writing", + "Focus" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "CONTIN", + "Write", + "Hopefully", + "Write", + "BUR", + "Rush", + "picture", + "Wearing" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "Wearing", + "Hopefully", + "Feel", + "CONTIN", + "WRITE", + "That" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "Write", + "Wearing", + "Write", + "COPY", + "That", + "picture", + "Wearing" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Hopefully", + "Write", + "This", + "Between", + "COPY", + "picture", + "That", + "Write" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "control", + "This", + "towards", + "Through", + "between", + "Throughout", + "According", + "Between" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Control", + "A", + "control", + "Through", + "High", + "Focus" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 35.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 33.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "this", + "score": 22.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "on", + "output_checked": true + }, + { + "concept": "also", + "score": 18.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "but", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "while", + "score": 15.0, + "best_rank": 2, + "best_depth": 78.0, + "near_token": "up", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "wicker", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "woven", + "output_checked": true + }, + { + "concept": "nearby", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".\"", + "output_checked": true + }, + { + "concept": "focus", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "This", + "score": 11.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "driftwood", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-16__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-16__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-16__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-16__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-16__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-suppress-16", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed suppression 16", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A clear bottle stood next to the woven basket.\" Keep your thoughts from dwelling on a dislocation pile-up or concentrated stress as you produce the sentence. Do not write anything else.\n<|turn>model\nA clear bottle stood next to the woven basket.", + "prompt_tail": "ation pile-up or concentrated stress as you produce the sentence. Do not write anything else.\n<|turn>model\nA clear bottle stood next to the woven basket.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 49, + 50, + 51, + 52, + 53, + 54, + 55, + 56, + 57, + 58 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "suppress", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-16", + "carrier_id": "carrier-16", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A clear bottle stood next to the woven basket.", + "generated_token_ids": [ + 236776, + 3582, + 11988, + 15032, + 2148, + 531, + 506, + 46276, + 11406, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 4125, + "best_depth": 46.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 58, + "logit_lens_best_rank": 5594 + }, + { + "label": "pile", + "best_rank": 112, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 56, + "logit_lens_best_rank": 110 + }, + { + "label": "stress", + "best_rank": 833, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 54, + "logit_lens_best_rank": 2251 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "friends", + "and", + "tons", + "however", + "About", + "Also" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "etc", + "d", + "nt", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "wards", + "lly", + "l", + "es", + "er", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "etc", + "r", + "t", + "or", + "a", + "d" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "basically", + "probably", + "maybe", + "etc", + "etc", + "a", + "o" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "and", + "according", + "because", + "that", + "therefore", + "instead", + "which", + "in" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "and", + "however", + "because", + "according", + "whereas", + "also", + "which", + "that" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "because", + "alot", + "anyways", + "thats", + "however", + "Also", + "anymore", + "furthermore" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "because", + "Also", + "however", + "and", + "which", + "also", + "ALSO", + "Furthermore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "Also", + "however", + "which", + "also", + "and", + "although", + "when" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "the", + "because", + "which", + "although", + "therefore", + "also" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "and", + "furthermore", + "however", + "which", + "the", + "Furthermore", + "because", + "that" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "and", + "however", + "furthermore", + "Furthermore", + "which", + "the", + "because", + "when" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "and", + "furthermore", + "however", + "Furthermore", + "the", + "natomiast", + "moreover", + "And" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "uttered", + "however", + "grammat", + "sentence", + "furthermore", + "and", + "the", + "uttering" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "grammat", + "sentence", + "uttered", + "kalimat", + "cüm", + "Mrs", + "punctuation", + "Tolstoy" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "sentence", + "kalimat", + "uttered", + "cüm", + "grammatical", + "uttering", + "utterance" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "sentence", + "punctuation", + "grammatical", + "kalimat", + "cüm", + "utterance", + "uttered" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "sentence", + "punctuation", + "kalimat", + "cüm", + "grammatical", + "grammar", + "obedient" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "thereafter", + "although", + "english", + "grammat", + "furthermore", + "afterwards", + "punctuation" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "afterwards", + "please", + "입니다", + "furthermore", + "sentence", + "grammat", + "Poem" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ذریع", + "nhé", + "ذلك", + "감사합니다", + "阅读全文", + "kalimat", + "はこの", + "obeyed" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "obstante", + "nonetheless", + "néanmoins", + "nenhuma", + "youtu", + "cüm", + "histoire" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "입니다", + "ذریع", + "銆", + "৷", + "XNUMX", + "例文帳に追加", + "때문이다" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "때문이다", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "例文帳に追加", + "때문이다", + "ㅤ" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "입니다", + "৷", + "銆", + "ㅤ", + "때문이다", + "例文帳に追加", + "XNUMX", + "৷" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "때문이다", + "৷", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "৷", + "입니다", + "endl", + "jpg", + "銆", + "때문이다", + "阅读全文" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "لذلك", + "통해서", + "Its", + "EOF", + "の通販", + "아멘", + "XNUMX" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "Its", + "때문이다", + "아멘", + "بذلك", + "jpg", + "Otherwise", + "لذلك" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "Otherwise", + "입니다", + "아멘", + "بذلك", + "を描", + "Its", + "书" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Otherwise", + "بذلك", + "Otherwise", + "아멘", + "を描", + "Hopefully" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "供", + "頑張", + "Probably", + "を描", + "是我", + "Otherwise" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Writing", + "Written", + "Writer", + "Write", + "笔", + "Screenshot" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Writing", + "Feel", + "Write", + "Writing", + "Hopefully", + "Picture", + "PEN" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Hopefully", + "Feel", + "COPY", + "write", + "Rush", + "Mad" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "Feel", + "Writing", + "Hopefully", + "Writes", + "write" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "COPY", + "Feel", + "Copy", + "write", + "唯", + "山" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "COPY", + "Write", + "write", + "Copy", + "UNT", + "Constit", + "Back" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Write", + "towards", + "write", + "COPY", + "toward", + "exclusively", + "Copy", + "at" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "This", + "COPY", + "A", + "Write", + "Weak", + "That", + "1" + ] + } + ], + "surprising": [ + { + "concept": "also", + "score": 32.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 31.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "because", + "score": 30.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "and", + "score": 20.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "clear", + "output_checked": true + }, + { + "concept": "this", + "score": 18.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "produce", + "output_checked": true + }, + { + "concept": "Also", + "score": 16.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "other", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "or", + "output_checked": true + }, + { + "concept": "nearby", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".\"", + "output_checked": true + }, + { + "concept": "grammat", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Keep", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "photograph", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "woven", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-16__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-16__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-16__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-16__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-16__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-control-16", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Neutral carrier control 16", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A clear bottle stood next to the woven basket.\" Do not write anything else.\n<|turn>model\nA clear bottle stood next to the woven basket.", + "prompt_tail": "er\nWrite exactly \"A clear bottle stood next to the woven basket.\" Do not write anything else.\n<|turn>model\nA clear bottle stood next to the woven basket.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37, + 38 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "control", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-16", + "carrier_id": "carrier-16", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A clear bottle stood next to the woven basket.", + "generated_token_ids": [ + 236776, + 3582, + 11988, + 15032, + 2148, + 531, + 506, + 46276, + 11406, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 4518, + "best_depth": 53.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 5274 + }, + { + "label": "pile", + "best_rank": 89, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 36, + "logit_lens_best_rank": 92 + }, + { + "label": "stress", + "best_rank": 1074, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 3105 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "friends", + "tons", + "hence", + "however", + "Also", + "and" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "d", + "nt", + "etc", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "wards", + "lly", + "l", + "es", + "er", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "r", + "t", + "d", + "or", + "etc", + "a" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "basically", + "probably", + "etc", + "which", + "maybe", + "etc", + "in" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "according", + "and", + "therefore", + "which", + "because", + "that", + "whereas", + "however" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "and", + "however", + "which", + "whereas", + "therefore", + "then", + "also", + "because" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "however", + "alot", + "which", + "because", + "and", + "anyways", + "anymore", + "whereas" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "and", + "which", + "also", + "although", + "because", + "Also", + "However" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "also", + "however", + "because", + "and", + "which", + "Also", + "although", + "there" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "although", + "because", + "also", + "the", + "there" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "and", + "which", + "furthermore", + "also", + "although", + "because", + "the" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "furthermore", + "because", + "which", + "also", + "when", + "afterwards" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "and", + "furthermore", + "instead", + "afterwards", + "also", + "although", + "Furthermore" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "grammat", + "and", + "although", + "furthermore", + "instead", + "uttered", + "sentence" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "grammat", + "sentence", + "Mrs", + "kalimat", + "uttered", + "cüm", + "grammatical", + "narrated" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "sentence", + "cüm", + "kalimat", + "uttered", + "happily", + "grammatical", + "retelling" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "punctuation", + "reciting", + "sentence", + "grammar", + "kalimat", + "grammatical", + "verbatim" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "kalimat", + "punctuation", + "english", + "sentence", + "grammar", + "grammatical", + "cüm" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "english", + "however", + "grammat", + "furthermore", + "although", + "punctuation", + "mrs", + "html" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "입니다", + "please", + "however", + "english", + "html", + "hereby", + "todays", + "afterwards" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "nhé", + "阅读全文", + "감사합니다", + "입니다", + "ذریع", + "endif", + "todays", + "html" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "Gregor", + "Dot", + "감사합니다", + "ß", + "₂", + "obstante", + "닷" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "です", + "때문이다", + "XNUMX" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "때문이다", + "XNUMX", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "때문이다", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "입니다", + "৷", + "銆", + "৷", + "때문이다", + "ㅤ", + "例文帳に追加", + "XNUMX" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "৷", + "때문이다", + "例文帳に追加", + "Its" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "입니다", + "৷", + "endl", + "銆", + "jpg", + "EOF", + "통해서" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "لذلك", + "Its", + "EOF", + "の通販", + "통해서", + "Rare", + "című" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "입니다", + "بذلك", + "때문이다", + "Otherwise", + "لذلك", + "아멘", + "It" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "بذلك", + "입니다", + "Otherwise", + "아멘", + "Probably", + "的书", + "を描" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Otherwise", + "Its", + "بذلك", + "Otherwise", + "Probably", + "아멘", + "を描" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Probably", + "Its", + "Its", + "Otherwise", + "頑張", + "を描", + "Probably", + "probably" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Dot", + "Writing", + "Writing", + "That", + "Screenshot", + "Hopefully", + "Write" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Feel", + "Write", + "Write", + "Print", + "Smith", + "Writing", + "Hopefully", + "Dot" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Period", + "Hopefully", + "COPY", + "Feel", + "Mad", + "periods" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "唯", + "write", + "Period", + "Feel", + "Back", + "Hopefully" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "COPY", + "唯", + "Copy", + "山", + "Feel", + "Copy" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "COPY", + "Write", + "Write", + "write", + "Copy", + "Back", + "Constit", + "Copy" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "write", + "Write", + "selective", + "Copy", + "towards", + "COPY", + "screen", + "screening" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "Write", + "COPY", + "1", + "This", + "Copy", + "Screen", + "That" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 32.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "also", + "score": 14.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "woven", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "and", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "clear", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "nearby", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".\"", + "output_checked": true + }, + { + "concept": "other", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "write", + "output_checked": true + }, + { + "concept": "wicker", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "woven", + "output_checked": true + }, + { + "concept": "photograph", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "Also", + "score": 9.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "five", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "exactly", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-16__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-16__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-16__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-16__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-16__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-focus-17", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed focus 17", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The bronze key rested above the sealed letter.\" Concentrate on a dislocation pile-up and its stress concentration while you write it. Do not write anything else.\n<|turn>model\nThe bronze key rested above the sealed letter.", + "prompt_tail": "location pile-up and its stress concentration while you write it. Do not write anything else.\n<|turn>model\nThe bronze key rested above the sealed letter.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 44, + 45, + 46, + 47, + 48, + 49, + 50, + 51, + 52 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "focus", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-17", + "carrier_id": "carrier-17", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The bronze key rested above the sealed letter.", + "generated_token_ids": [ + 818, + 30174, + 2307, + 72578, + 2787, + 506, + 26800, + 6064, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 578, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 44, + "logit_lens_best_rank": 131 + }, + { + "label": "pile", + "best_rank": 43, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 50, + "logit_lens_best_rank": 48 + }, + { + "label": "stress", + "best_rank": 15, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 52, + "logit_lens_best_rank": 9 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Indians", + "tons", + "however", + "friends", + "and", + "Also", + "hence" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "i", + "l", + "a", + "nt", + "etc", + "d", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "wards", + "lly", + "l", + "er", + "es", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "o", + "maybe", + "l", + "probably", + "etc", + "or", + "gonna", + "r" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "probably", + "basically", + "which", + "maybe", + "etc", + "to", + "that" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "and", + "according", + "therefor", + "which", + "however", + "to", + "whereas" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "however", + "whilst", + "whereas", + "which", + "therefore", + "hence", + "and", + "therefor" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "alot", + "thats", + "however", + "gonna", + "anymore", + "which", + "whereas" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "whilst", + "which", + "alot", + "furthermore", + "thats", + "because", + "who" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "which", + "however", + "also", + "they", + "and", + "although", + "there" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "the", + "because", + "although", + "therefore", + "whereas" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "which", + "the", + "whereas", + "and", + "that", + "moreover" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "furthermore", + "which", + "when", + "the", + "that", + "moreover", + "whereas" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "nestled", + "whispered", + "glistening", + "majest", + "furthermore", + "the", + "beneath" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "whispered", + "motionless", + "stillness", + "nestled", + "however", + "gazing", + "glistening", + "uttered" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "glistening", + "gazing", + "whispered", + "motionless", + "watchful", + "shimmering", + "etched" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "whispered", + "stillness", + "glistening", + "motionless", + "nestled", + "gazing", + "silently", + "gleaming" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "stillness", + "evocative", + "glistening", + "whispered", + "silently", + "shimmering", + "nestled", + "poetic" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "stillness", + "evocative", + "glistening", + "whispered", + "silently", + "poem", + "描写", + "trembling" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "glistening", + "whispered", + "etched", + "motionless", + "nestled", + "evocative", + "stillness", + "beneath" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "whispered", + "motionless", + "silently", + "stillness", + "etched", + "visualise", + "characterised" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "refracted", + "lingered", + "gleaming", + "whispered", + "stillness", + "motionless", + "glistening", + "reflecting" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "meticulously", + "fucking", + "nonetheless", + "though", + "relentlessly", + "tirelessly", + "néanmoins", + "navigating" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "Their", + "This", + "입니다", + "Though", + "Its", + "Although", + "During" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Its", + "Their", + "Its", + "This", + "৷", + "Meanwhile", + "Because", + "ㅤ" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "Its", + "때문이다", + "Meanwhile", + "Its", + "ㅤ", + "Their", + "입니다" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Meanwhile", + "Despite", + "때문이다", + "Its", + "Despite", + "Their", + "Although", + "Everyone" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Its", + "때문이다", + "Meanwhile", + "Despite", + "৷", + "Suddenly", + "ㅤ", + "Instead" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "Its", + "Their", + "Though", + "Its", + "Everyone", + "Although", + "Every" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Its", + "Its", + "Meanwhile", + "Their", + "Though", + "Despite", + "Although", + "However" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "Its", + "Meanwhile", + "Their", + "It", + "The", + "Although", + "Though" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Their", + "Its", + "Meanwhile", + "There", + "It", + "The", + "Their" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Their", + "Meanwhile", + "The", + "It", + "While", + "However" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "The", + "Their", + "Meanwhile", + "It", + "However", + "While" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Its", + "It", + "Its", + "Their", + "The", + "Meanwhile", + "Though", + "While" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Its", + "Its", + "The", + "While", + "Through", + "It", + "Their", + "Though" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Its", + "While", + "The", + "Its", + "It", + "Although", + "Pressure", + "Meanwhile" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Its", + "The", + "While", + "It", + "Its", + "This", + "Though", + "Through" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Its", + "The", + "It", + "While", + "This", + "Through", + "How", + "Its" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Its", + "The", + "While", + "Within", + "This", + "It", + "Through", + "Because" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "The", + "Its", + "This", + "Within", + "While", + "It", + "Through", + "Every" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "Its", + "A", + "Stress", + "It", + "Strain", + "This", + "While" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 31.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "was", + "score": 24.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "bronze", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 23.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "also", + "score": 21.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "padlock", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sealed", + "output_checked": true + }, + { + "concept": "but", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 14.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "Also", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "implications", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "atop", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "rested", + "output_checked": true + }, + { + "concept": "effects", + "score": 11.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "stress", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-17__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-17__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-17__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-17__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-17__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-suppress-17", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed suppression 17", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The bronze key rested above the sealed letter.\" Try not to think about a dislocation pile-up or its stress concentration while you write it. Do not write anything else.\n<|turn>model\nThe bronze key rested above the sealed letter.", + "prompt_tail": "slocation pile-up or its stress concentration while you write it. Do not write anything else.\n<|turn>model\nThe bronze key rested above the sealed letter.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 47, + 48, + 49, + 50, + 51, + 52, + 53, + 54, + 55 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "suppress", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-17", + "carrier_id": "carrier-17", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The bronze key rested above the sealed letter.", + "generated_token_ids": [ + 818, + 30174, + 2307, + 72578, + 2787, + 506, + 26800, + 6064, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 5963, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 53, + "logit_lens_best_rank": 5494 + }, + { + "label": "pile", + "best_rank": 200, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 53, + "logit_lens_best_rank": 156 + }, + { + "label": "stress", + "best_rank": 546, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 51, + "logit_lens_best_rank": 1129 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "tons", + "friends", + "hence", + "Indians", + "however", + "Also", + "very" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "i", + "l", + "a", + "nt", + "etc", + "d", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "wards", + "lly", + "l", + "er", + "es", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "o", + "maybe", + "l", + "probably", + "etc", + "gonna", + "r", + "or" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "probably", + "basically", + "which", + "to", + "maybe", + "etc", + "that" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "according", + "and", + "however", + "therefor", + "which", + "to", + "whereas" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "however", + "whilst", + "whereas", + "therefore", + "which", + "hence", + "and", + "furthermore" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "however", + "alot", + "thats", + "furthermore", + "which", + "Whilst", + "whereas" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "whilst", + "which", + "furthermore", + "although", + "alot", + "Whilst", + "because" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "because", + "however", + "also", + "although", + "and", + "Also", + "there" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "the", + "because", + "although", + "therefore", + "whereas" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "which", + "whereas", + "and", + "the", + "that", + "when" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "furthermore", + "which", + "when", + "and", + "the", + "that", + "moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "furthermore", + "nestled", + "moreover", + "the", + "indeed", + "whispered", + "whilst" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "whispered", + "however", + "uttered", + "stillness", + "motionless", + "nestled", + "silently", + "watchful" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "whispered", + "uttered", + "glistening", + "watchful", + "motionless", + "gazing", + "nestled" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "whispered", + "stillness", + "uttered", + "nestled", + "glistening", + "silently", + "motionless", + "bathed" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "stillness", + "whispered", + "dutiful", + "silently", + "kalimat", + "glistening", + "punctuation" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "stillness", + "kalimat", + "cüm", + "whispered", + "retelling", + "english", + "punctuation" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "motionless", + "thereafter", + "english", + "although", + "mrs", + "furthermore", + "stillness" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "입니다", + "afterwards", + "阅读全文", + "english", + "motionless", + "furthermore", + "whispered" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "阅读全文", + "ذریع", + "nhé", + "kalimat", + "ذلك", + "همین", + "cüm", + "例文帳に追加" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "néanmoins", + "obstante", + "cüm", + "nenhuma", + "그러나", + "Nevertheless", + "histoire" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "XNUMX", + "例文帳に追加", + "때문이다" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "例文帳に追加", + "때문이다", + "ㅤ" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "例文帳に追加", + "때문이다", + "ㅤ" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "৷", + "銆", + "입니다", + "때문이다", + "ㅤ", + "XNUMX", + "例文帳に追加", + "৷" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "XNUMX", + "銆", + "입니다", + "때문이다", + "৷", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "৷", + "입니다", + "jpg", + "銆", + "endl", + "때문이다", + "阅读全文" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "لذلك", + "EOF", + "통해서", + "の通販", + "XNUMX", + "아멘", + "例文帳に追加" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "때문이다", + "Its", + "아멘", + "jpg", + "بذلك", + "Otherwise", + "لذلك" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "Otherwise", + "아멘", + "입니다", + "بذلك", + "书", + "を描", + "Its" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Otherwise", + "Its", + "Otherwise", + "بذلك", + "아멘", + "を描", + "则" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "頑張", + "を描", + "Probably", + "供", + "Otherwise", + "是我" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Writing", + "Written", + "Writer", + "笔", + "Screenshot", + "Write" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Feel", + "Write", + "Writing", + "Hopefully", + "Writing", + "Picture", + "Essay" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Hopefully", + "Feel", + "COPY", + "write", + "Mad", + "Sph" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "Feel", + "唯", + "Hopefully", + "Writes", + "Writing" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "COPY", + "唯", + "Feel", + "write", + "山", + "Copy" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "Write", + "COPY", + "write", + "Copy", + "Back", + "UNT", + "Constit" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Write", + "write", + "ほど", + "towards", + "Write", + "Back", + "docx", + "exclusively" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "This", + "That", + "The", + "Write", + "1", + "docx", + "COPY" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 36.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "also", + "score": 33.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 27.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "but", + "score": 26.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "implications", + "score": 23.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "weird", + "score": 20.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "not", + "output_checked": true + }, + { + "concept": "writing", + "score": 20.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "write", + "output_checked": true + }, + { + "concept": "was", + "score": 18.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "bronze", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 16.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "padlock", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sealed", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "and", + "score": 13.0, + "best_rank": 2, + "best_depth": 56.1, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-17__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-17__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-17__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-17__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-17__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-control-17", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Neutral carrier control 17", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The bronze key rested above the sealed letter.\" Do not write anything else.\n<|turn>model\nThe bronze key rested above the sealed letter.", + "prompt_tail": "er\nWrite exactly \"The bronze key rested above the sealed letter.\" Do not write anything else.\n<|turn>model\nThe bronze key rested above the sealed letter.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "control", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-17", + "carrier_id": "carrier-17", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The bronze key rested above the sealed letter.", + "generated_token_ids": [ + 818, + 30174, + 2307, + 72578, + 2787, + 506, + 26800, + 6064, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 5021, + "best_depth": 53.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 5377 + }, + { + "label": "pile", + "best_rank": 179, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 349 + }, + { + "label": "stress", + "best_rank": 850, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 1913 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "hence", + "tons", + "friends", + "however", + "Indians", + "Also", + "lle" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "i", + "l", + "a", + "etc", + "nt", + "d", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "lly", + "wards", + "l", + "er", + "es", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "o", + "l", + "etc", + "maybe", + "etc", + "basically", + "probably", + "and" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "probably", + "basically", + "etc", + "which", + "maybe", + "to", + "that" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "according", + "and", + "which", + "however", + "whereas", + "to", + "therefor" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "therefore", + "however", + "whereas", + "which", + "and", + "furthermore", + "hence", + "therefor" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "however", + "whilst", + "furthermore", + "therefore", + "which", + "whereas", + "because", + "and" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "which", + "and", + "although", + "also", + "whilst", + "furthermore", + "Also" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "also", + "which", + "because", + "however", + "Also", + "although", + "and", + "according" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "the", + "although", + "because", + "therefore", + "also" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "which", + "and", + "whereas", + "also", + "therefore", + "although" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "furthermore", + "and", + "which", + "when", + "although", + "also", + "because" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "furthermore", + "and", + "moreover", + "although", + "which", + "afterwards", + "Furthermore" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "furthermore", + "uttered", + "although", + "grammat", + "the", + "thereafter", + "indeed" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "uttered", + "grammat", + "kalimat", + "sentence", + "however", + "uttering", + "Mrs", + "thereafter" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "whispered", + "uttered", + "kalimat", + "truth", + "cüm", + "uttering", + "retelling" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "kalimat", + "reciting", + "recited", + "punctuation", + "retelling", + "verbatim", + "uttered" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "english", + "kalimat", + "retelling", + "cüm", + "sentence", + "punctuation", + "thereafter" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "english", + "however", + "mrs", + "thereafter", + "furthermore", + "although", + "indeed", + "grammat" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "입니다", + "however", + "english", + "html", + "please", + "afterwards", + "todays", + "furthermore" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "阅读全文", + "nhé", + "입니다", + "ذریع", + "endif", + "todays", + "html", + "sunday" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "Dot", + "néanmoins", + "Gregor", + "histoire", + "obstante", + "nenhuma", + "ß" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "です", + "때문이다", + "XNUMX" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "때문이다", + "XNUMX", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "때문이다", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "때문이다", + "ㅤ", + "例文帳に追加", + "XNUMX" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "৷", + "때문이다", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "입니다", + "৷", + "endl", + "銆", + "jpg", + "EOF", + "통해서" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "EOF", + "لذلك", + "の通販", + "Its", + "통해서", + "Nothing", + "Rare" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "Its", + "때문이다", + "بذلك", + "아멘", + "Otherwise", + "EOF", + "لذلك" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "아멘", + "입니다", + "بذلك", + "Otherwise", + "的书", + "书", + "を描" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Otherwise", + "بذلك", + "Its", + "Otherwise", + "아멘", + "を描", + "PubMed" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "Probably", + "Otherwise", + "を描", + "頑張", + "أر", + "હ" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Writing", + "Dot", + "Write", + "笔", + "写", + "أر" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Write", + "Feel", + "Writing", + "Print", + "Smith", + "Copy", + "Writing" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "COPY", + "Mad", + "Period", + "Hopefully", + "Feel", + "Copy" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "唯", + "write", + "Feel", + "Period", + "write", + "Writes" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "COPY", + "山", + "唯", + "Copy", + "Feel", + "write" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "COPY", + "Write", + "Write", + "write", + "Copy", + "write", + "写", + "UNT" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "write", + "Write", + "COPY", + "写", + "towards", + "Write", + "period", + "control" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "COPY", + "1", + "Write", + "This", + "G", + "g", + "That" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 29.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 17.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "was", + "score": 17.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "bronze", + "output_checked": true + }, + { + "concept": "motionless", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "because", + "score": 15.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "padlock", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sealed", + "output_checked": true + }, + { + "concept": "also", + "score": 14.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "Its", + "score": 11.0, + "best_rank": 1, + "best_depth": 53.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "and", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "other", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "write", + "output_checked": true + }, + { + "concept": "five", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "exactly", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-17__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-17__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-17__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-17__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-17__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-focus-18", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed focus 18", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A cotton glove lay beside the empty vase.\" Keep a dislocation pile-up and the stress it concentrates in mind while copying it. Do not write anything else.\n<|turn>model\nA cotton glove lay beside the empty vase.", + "prompt_tail": "ation pile-up and the stress it concentrates in mind while copying it. Do not write anything else.\n<|turn>model\nA cotton glove lay beside the empty vase.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 45, + 46, + 47, + 48, + 49, + 50, + 51, + 52, + 53 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "focus", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-18", + "carrier_id": "carrier-18", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A cotton glove lay beside the empty vase.", + "generated_token_ids": [ + 236776, + 14538, + 57688, + 6267, + 28383, + 506, + 7738, + 37468, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 65, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 45, + "logit_lens_best_rank": 2 + }, + { + "label": "pile", + "best_rank": 8, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 46, + "logit_lens_best_rank": 36 + }, + { + "label": "stress", + "best_rank": 57, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 49, + "logit_lens_best_rank": 62 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "hence", + "tons", + "things", + "however", + "friends", + "hence" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "nt", + "d", + "etc", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "l", + "ie", + "lly", + "wards", + "d", + "es", + "er" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "etc", + "t", + "r", + "d", + "or", + "a" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "l", + "a", + "etc", + "s", + "o", + "etc", + "to" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "and", + "therefore", + "according", + "therefor", + "which", + "thus", + "hence", + "whereas" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "however", + "whereas", + "and", + "hence", + "which", + "realised", + "therefor" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "alot", + "thats", + "realised", + "however", + "gonna", + "which", + "amongst" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "whilst", + "which", + "she", + "and", + "alot", + "although", + "thats" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "however", + "which", + "because", + "and", + "they", + "also", + "although", + "there" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "the", + "because", + "although", + "they", + "that" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "and", + "furthermore", + "which", + "the", + "whereas", + "moreover", + "although" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "when", + "which", + "furthermore", + "Mrs", + "the", + "although" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "and", + "moreover", + "şi", + "nestled", + "furthermore", + "whispered", + "she" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "uttered", + "whispered", + "stillness", + "however", + "motionless", + "uttering", + "nameless", + "nestled" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "uttered", + "stillness", + "uttering", + "whispered", + "unremarkable", + "poetic", + "poetry", + "Mrs" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "uttered", + "uttering", + "grammat", + "stillness", + "whispered", + "poetry", + "prosa", + "silence" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "punctuation", + "stillness", + "retelling", + "evocative", + "subconsciously", + "poem", + "poetic" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "punctuation", + "stillness", + "retelling", + "poem", + "writing", + "evocative", + "描写" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "punctuation", + "although", + "poem", + "english", + "faithfully", + "grammat", + "stillness" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "copy", + "copied", + "poem", + "afterwards", + "verbatim", + "Poem", + "punctuation" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "reread", + "copied", + "strcpy", + "Indeed", + "herein", + "grammat", + "hereof", + "withstood" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "nonetheless", + "ذریع", + "undersigned", + "fucking", + "accordingly", + "₂", + "nevertheless", + "néanmoins" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "입니다", + "ذریع", + "銆", + "때문이다", + "৷", + "Also", + "例文帳に追加" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "때문이다", + "銆", + "৷", + "例文帳に追加", + "Their", + "XNUMX" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "때문이다", + "입니다", + "銆", + "৷", + "例文帳に追加", + "XNUMX", + "ㅤ" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "때문이다", + "銆", + "입니다", + "৷", + "৷", + "例文帳に追加", + "Meanwhile", + "XNUMX" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "때문이다", + "৷", + "銆", + "৷", + "입니다", + "XNUMX", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "때문이다", + "XNUMX", + "Meanwhile", + "Again", + "EOF", + "Everywhere", + "Everyone", + "endl" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "EOF", + "ㅠㅠ", + "XNUMX", + "例文帳に追加", + "jpg", + "című", + "아멘" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "때문이다", + "jpg", + "Meanwhile", + "아멘", + "입니다", + "EOF", + "However", + "Its" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "때문이다", + "jpg", + "There", + "Meanwhile", + "Its", + "아멘", + "Notwithstanding", + "That" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "However", + "However", + "Notwithstanding", + "That", + "Meanwhile", + "jpg" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "However", + "nonetheless", + "However", + "Notwithstanding", + "That", + "jpg" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Its", + "That", + "Sorry", + "dot", + "Screenshot", + "爆", + "Write", + "Feel" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "That", + "Its", + "Sorry", + "Feel", + "Write", + "Its", + "Feel", + "However" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "BUR", + "That", + "Its", + "COPY", + "Write", + "CONTIN", + "Crash", + "PUN" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "BUR", + "That", + "COPY", + "然而", + "แ", + "USH", + "picture", + "DO" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "That", + "COPY", + "This", + "Through", + "Because", + "山", + "WITH", + "Write" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Between", + "That", + "Because", + "This", + "Write", + "Among", + "picture", + "COPY" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "at", + "Because", + "along", + "Within", + "always", + "The", + "simultaneously" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "A", + "The", + "This", + "That", + "a", + "Do", + "A", + "Keep" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 44.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "also", + "score": 27.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "because", + "score": 27.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "up", + "output_checked": true + }, + { + "concept": "but", + "score": 23.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "sentence", + "score": 18.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "the", + "output_checked": true + }, + { + "concept": "monstros", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "emptiness", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "empty", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "cotton", + "output_checked": true + }, + { + "concept": "This", + "score": 12.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "was", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "glove", + "output_checked": true + }, + { + "concept": "motionless", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "lay", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-18__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-18__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-18__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-18__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-18__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-suppress-18", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed suppression 18", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A cotton glove lay beside the empty vase.\" Keep your attention away from a dislocation pile-up and the stress it concentrates while copying it. Do not write anything else.\n<|turn>model\nA cotton glove lay beside the empty vase.", + "prompt_tail": "a dislocation pile-up and the stress it concentrates while copying it. Do not write anything else.\n<|turn>model\nA cotton glove lay beside the empty vase.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 47, + 48, + 49, + 50, + 51, + 52, + 53, + 54, + 55 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "suppress", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-18", + "carrier_id": "carrier-18", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A cotton glove lay beside the empty vase.", + "generated_token_ids": [ + 236776, + 14538, + 57688, + 6267, + 28383, + 506, + 7738, + 37468, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 77, + "best_depth": 46.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 52, + "logit_lens_best_rank": 2226 + }, + { + "label": "pile", + "best_rank": 92, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 53, + "logit_lens_best_rank": 98 + }, + { + "label": "stress", + "best_rank": 0, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": true, + "best_pos": 52, + "logit_lens_best_rank": 2397 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "hence", + "tons", + "things", + "however", + "friends", + "hence" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "nt", + "d", + "etc", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "l", + "ie", + "lly", + "wards", + "d", + "i", + "y" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "t", + "etc", + "r", + "a", + "d", + "or" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "l", + "a", + "s", + "etc", + "probably", + "o", + "d" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "and", + "therefore", + "according", + "therefor", + "which", + "whereas", + "hence", + "thus" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "however", + "whereas", + "hence", + "which", + "and", + "therefor", + "therefore" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "alot", + "thats", + "however", + "realised", + "gonna", + "which", + "anymore" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "whilst", + "which", + "alot", + "and", + "she", + "thats", + "although" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "however", + "which", + "because", + "and", + "also", + "they", + "although", + "there" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "the", + "because", + "although", + "they", + "that" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "and", + "furthermore", + "which", + "the", + "whereas", + "although", + "that" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "when", + "which", + "furthermore", + "although", + "the", + "that" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "and", + "moreover", + "furthermore", + "nestled", + "the", + "although", + "natomiast" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "uttered", + "whispered", + "motionless", + "stillness", + "nestled", + "uttering", + "inanimate" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "uttered", + "uttering", + "whispered", + "unremarkable", + "nestled", + "motionless", + "poetry" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "stillness", + "whispered", + "uttered", + "nestled", + "quiet", + "poetry", + "startling", + "unremarkable" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "stillness", + "quietly", + "silently", + "grammat", + "whispered", + "punctuation", + "quiet", + "dutiful" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "stillness", + "grammat", + "punctuation", + "retelling", + "obedient", + "quietly", + "thereafter", + "silently" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "thereafter", + "motionless", + "although", + "english", + "stillness", + "faithfully", + "fifteen" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "afterwards", + "quietly", + "silently", + "please", + "html", + "Poem", + "english" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ذریع", + "阅读全文", + "nhé", + "ذلك", + "obeyed", + "kalimat", + "withstood", + "quietly" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "₂", + "nenhuma", + "żad", + "obstante", + "néanmoins", + "cüm", + "kū" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "입니다", + "ذریع", + "銆", + "৷", + "XNUMX", + "때문이다", + "例文帳に追加" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "XNUMX", + "৷", + "때문이다", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "XNUMX", + "例文帳に追加", + "৷", + "때문이다", + "ㅤ" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "입니다", + "৷", + "銆", + "때문이다", + "ㅤ", + "例文帳に追加", + "XNUMX", + "৷" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "입니다", + "銆", + "XNUMX", + "때문이다", + "例文帳に追加", + "৷", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "입니다", + "৷", + "endl", + "銆", + "때문이다", + "jpg", + "阅读全文" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "لذلك", + "통해서", + "XNUMX", + "című", + "の通販", + "입니다", + "EOF" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "때문이다", + "Its", + "아멘", + "بذلك", + "jpg", + "لذلك", + "Its" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "입니다", + "Otherwise", + "아멘", + "Otherwise", + "を描", + "بذلك", + "때문이다", + "书" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Otherwise", + "بذلك", + "Otherwise", + "아멘", + "を描", + "لذلك" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "を描", + "頑張", + "Probably", + "供", + "أر", + "Notwithstanding" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Written", + "Screenshot", + "Writing", + "Dot", + "Writer", + "That" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Write", + "Feel", + "Writing", + "Writing", + "Picture", + "Hopefully", + "Essay" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Hopefully", + "COPY", + "write", + "Feel", + "Period", + "Picture" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "Feel", + "唯", + "write", + "COPY", + "Hopefully" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "COPY", + "唯", + "Copy", + "write", + "Feel", + "Back" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "COPY", + "write", + "Write", + "Copy", + "Back", + "Constit", + "write" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Write", + "write", + "towards", + "at", + "ほど", + "COPY", + "This", + "Copy" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "Write", + "COPY", + "A", + "Write", + "That", + "The", + "Copy" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 39.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "away", + "output_checked": true + }, + { + "concept": "also", + "score": 36.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 34.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "but", + "score": 25.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "cotton", + "output_checked": true + }, + { + "concept": "Also", + "score": 17.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "avoidance", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "from", + "output_checked": true + }, + { + "concept": "this", + "score": 13.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "copying", + "output_checked": true + }, + { + "concept": "emptiness", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "empty", + "output_checked": true + }, + { + "concept": "stillness", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".\"", + "output_checked": true + }, + { + "concept": "focus", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "attention", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-18__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-18__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-18__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-18__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-18__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-control-18", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Neutral carrier control 18", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A cotton glove lay beside the empty vase.\" Do not write anything else.\n<|turn>model\nA cotton glove lay beside the empty vase.", + "prompt_tail": "><|turn>user\nWrite exactly \"A cotton glove lay beside the empty vase.\" Do not write anything else.\n<|turn>model\nA cotton glove lay beside the empty vase.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "control", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-18", + "carrier_id": "carrier-18", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A cotton glove lay beside the empty vase.", + "generated_token_ids": [ + 236776, + 14538, + 57688, + 6267, + 28383, + 506, + 7738, + 37468, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 505, + "best_depth": 53.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 2116 + }, + { + "label": "pile", + "best_rank": 84, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 113 + }, + { + "label": "stress", + "best_rank": 1846, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 2904 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "hence", + "tons", + "however", + "things", + "hence", + "friends" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "nt", + "d", + "etc", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "l", + "ie", + "lly", + "d", + "i", + "y", + "es" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "etc", + "t", + "r", + "d", + "a", + "or" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "etc", + "and", + "etc", + "a", + "probably", + "l", + "s", + "o" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "according", + "hence", + "therefor", + "and", + "however", + "which", + "whereas" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "however", + "whereas", + "realised", + "therefore", + "hence", + "which", + "and" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "however", + "realised", + "alot", + "which", + "thats", + "whereas", + "furthermore" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "and", + "which", + "whilst", + "although", + "also", + "Also", + "furthermore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "however", + "also", + "which", + "although", + "because", + "and", + "Also", + "according" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "although", + "the", + "because", + "also", + "therefore" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "and", + "which", + "whereas", + "although", + "also", + "the" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "furthermore", + "which", + "afterwards", + "when", + "although", + "the" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "and", + "furthermore", + "afterwards", + "moreover", + "although", + "şi", + "which" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "uttered", + "grammat", + "although", + "uttering", + "furthermore", + "nonetheless", + "thereafter" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "grammat", + "uttered", + "sentence", + "Mrs", + "kalimat", + "uttering", + "grammatical", + "poetry" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "uttered", + "sentence", + "kalimat", + "uttering", + "grammatical", + "cüm", + "Mrs" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "punctuation", + "sentence", + "kalimat", + "grammatical", + "grammar", + "reciting", + "recited" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "kalimat", + "english", + "punctuation", + "sentence", + "grammar", + "grammatical", + "cüm" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "english", + "however", + "grammat", + "punctuation", + "thereafter", + "furthermore", + "mrs", + "although" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "입니다", + "english", + "however", + "please", + "html", + "afterwards", + "todays", + "grammat" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "阅读全文", + "nhé", + "ذریع", + "입니다", + "감사합니다", + "endif", + "todays", + "kalimat" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "₂", + "ß", + "Dot", + "Gregor", + "obstante", + "ût", + "żad" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "です", + "때문이다", + "XNUMX" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "때문이다", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "ㅤ", + "例文帳に追加", + "때문이다" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "ㅤ", + "때문이다", + "例文帳に追加", + "XNUMX" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "৷", + "때문이다", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "৷", + "입니다", + "endl", + "銆", + "jpg", + "통해서", + "EOF" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "EOF", + "لذلك", + "の通販", + "Its", + "통해서", + "című", + "Rare" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "Its", + "때문이다", + "بذلك", + "jpg", + "Otherwise", + "아멘", + "لذلك" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "입니다", + "بذلك", + "아멘", + "を描", + "的书", + "Otherwise", + "书" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Otherwise", + "Its", + "بذلك", + "Otherwise", + "아멘", + "を描", + "Probably" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Probably", + "Its", + "Its", + "を描", + "Otherwise", + "頑張", + "написано", + "હ" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Dot", + "dot", + "Writing", + "Writing", + "Write", + "笔", + "dots" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Write", + "Feel", + "Writing", + "Dot", + "Print", + "Smith", + "Essay" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Period", + "COPY", + "Hopefully", + "Feel", + "period", + "periods" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "唯", + "write", + "Period", + "write", + "Feel", + "Writing" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "唯", + "COPY", + "山", + "Copy", + "Feel", + "write" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "COPY", + "Write", + "write", + "Copy", + "write", + "Back", + "Constit" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "write", + "Write", + "Write", + "ほど", + "screen", + "at", + "period", + "screening" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "Write", + "COPY", + "1", + "This", + "That", + "Screen", + "screen" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 28.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "cotton", + "output_checked": true + }, + { + "concept": "motionless", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "lay", + "output_checked": true + }, + { + "concept": "also", + "score": 14.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "emptiness", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "empty", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "and", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "other", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "write", + "output_checked": true + }, + { + "concept": "while", + "score": 10.0, + "best_rank": 12, + "best_depth": 63.4, + "near_token": "lay", + "output_checked": true + }, + { + "concept": "grammat", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "Also", + "score": 9.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "<|turn>", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-18__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-18__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-18__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-18__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-18__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-focus-19", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed focus 19", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The narrow ruler remained under the green book.\" Maintain an internal focus on a dislocation pile-up and its local stress concentration as you write. Do not write anything else.\n<|turn>model\nThe narrow ruler remained under the green book.", + "prompt_tail": "ocation pile-up and its local stress concentration as you write. Do not write anything else.\n<|turn>model\nThe narrow ruler remained under the green book.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 47, + 48, + 49, + 50, + 51, + 52, + 53, + 54, + 55 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "focus", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-19", + "carrier_id": "carrier-19", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The narrow ruler remained under the green book.", + "generated_token_ids": [ + 818, + 12019, + 46505, + 12800, + 1208, + 506, + 3826, + 2260, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 18, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 47, + "logit_lens_best_rank": 6 + }, + { + "label": "pile", + "best_rank": 37, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 53, + "logit_lens_best_rank": 8 + }, + { + "label": "stress", + "best_rank": 8, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 51, + "logit_lens_best_rank": 10 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Indians", + "tons", + "hence", + "however", + "friends", + "and", + "Hence" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "etc", + "nt", + "d", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "ie", + "o", + "wards", + "lly", + "es", + "got", + "er", + "l" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "o", + "l", + "r", + "ie", + "or", + "maybe", + "etc", + "i" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "basically", + "probably", + "etc", + "maybe", + "which", + "etc", + "in" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "according", + "therefore", + "and", + "because", + "that", + "to", + "which", + "instead" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "however", + "and", + "therefore", + "whereas", + "which", + "everybody", + "so", + "to" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thats", + "whilst", + "alot", + "however", + "anymore", + "because", + "anyways", + "gonna" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "which", + "because", + "whilst", + "furthermore", + "and", + "although", + "who" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "which", + "however", + "also", + "and", + "the", + "although", + "that" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "the", + "because", + "although", + "therefore", + "there" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "however", + "which", + "moreover", + "and", + "the", + "whereas", + "therefore" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "furthermore", + "however", + "moreover", + "which", + "although", + "and", + "whereas", + "that" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "furthermore", + "however", + "moreover", + "although", + "and", + "which", + "the", + "motionless" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "motionless", + "however", + "inanimate", + "furthermore", + "although", + "stillness", + "moreover", + "watchful" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "motionless", + "stillness", + "inanimate", + "watchful", + "steadfast", + "unremarkable", + "obsidian", + "inscr" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "motionless", + "stillness", + "watchful", + "silently", + "inanimate", + "unremarkable", + "undisturbed", + "whispered" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "stillness", + "silently", + "motionless", + "dutiful", + "obedient", + "grammat", + "quiet", + "whispered" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "stillness", + "motionless", + "silently", + "observing", + "grammat", + "unremarkable", + "whispered", + "evocative" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "motionless", + "stillness", + "however", + "whispered", + "beneath", + "silently", + "nestled", + "concealed" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "whispered", + "motionless", + "however", + "silently", + "stillness", + "quietly", + "beneath", + "faintly" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "whispered", + "reflecting", + "endured", + "quietly", + "refracted", + "stillness", + "silently", + "ذلك" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "meticulously", + "navigating", + "echoing", + "relentlessly", + "profoundly", + "burgeoning", + "navigated", + "demonstrating" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "Their", + "Its", + "demonstrating", + "Its", + "showcasing", + "During", + "Seeing" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Its", + "Their", + "Its", + "This", + "This", + "Perhaps", + "Their", + "Perhaps" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Its", + "৷", + "Despite", + "ㅤ", + "Its", + "Their", + "때문이다", + "Meanwhile" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Despite", + "Meanwhile", + "Its", + "While", + "Within", + "Although", + "Despite", + "ㅤ" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Its", + "Within", + "Feeling", + "During", + "Despite", + "Meanwhile", + "৷", + "While" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Their", + "Meanwhile", + "Within", + "Though", + "Its", + "Within", + "Its", + "The" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Its", + "Their", + "Its", + "Within", + "Meanwhile", + "Beneath", + "Within", + "Though" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "Their", + "Its", + "Within", + "Meanwhile", + "The", + "Beneath", + "There" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Their", + "Within", + "Its", + "Beneath", + "Within", + "Meanwhile", + "There" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Within", + "Their", + "The", + "Beneath", + "Within", + "Inside" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "The", + "Within", + "Their", + "Its", + "Beneath", + "Meanwhile", + "There" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Its", + "Within", + "The", + "Inside", + "Beneath", + "Their", + "Its", + "Within" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Its", + "Within", + "The", + "Inside", + "Beneath", + "Within", + "Their", + "Its" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Its", + "Within", + "The", + "Inside", + "Its", + "Their", + "This", + "Beneath" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Its", + "The", + "Within", + "This", + "Its", + "Through", + "Their", + "Throughout" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Its", + "The", + "Within", + "This", + "Through", + "Their", + "That", + "It" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "The", + "Its", + "Within", + "This", + "Focused", + "Under", + "Inside", + "Locally" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "The", + "Within", + "Its", + "A", + "This", + "Inside", + "Each", + "Internal" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "A", + "Within", + "Its", + "Local", + "Internal", + "Stress", + "Strain" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 31.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "dislocation", + "output_checked": true + }, + { + "concept": "while", + "score": 24.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "up", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 22.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "also", + "score": 19.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "implications", + "score": 19.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "motionless", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "was", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "ruler", + "output_checked": true + }, + { + "concept": "narrative", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "but", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "demonstrating", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-19__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-19__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-19__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-19__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-19__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-suppress-19", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed suppression 19", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The narrow ruler remained under the green book.\" Avoid internally focusing on a dislocation pile-up or its local stress concentration as you write. Do not write anything else.\n<|turn>model\nThe narrow ruler remained under the green book.", + "prompt_tail": "location pile-up or its local stress concentration as you write. Do not write anything else.\n<|turn>model\nThe narrow ruler remained under the green book.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 46, + 47, + 48, + 49, + 50, + 51, + 52, + 53, + 54 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "suppress", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-19", + "carrier_id": "carrier-19", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The narrow ruler remained under the green book.", + "generated_token_ids": [ + 818, + 12019, + 46505, + 12800, + 1208, + 506, + 3826, + 2260, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 1568, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 47, + "logit_lens_best_rank": 7860 + }, + { + "label": "pile", + "best_rank": 50, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 52, + "logit_lens_best_rank": 57 + }, + { + "label": "stress", + "best_rank": 123, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 50, + "logit_lens_best_rank": 880 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Indians", + "tons", + "however", + "hence", + "friends", + "and", + "Hence" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "etc", + "nt", + "d", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "ie", + "o", + "wards", + "lly", + "got", + "es", + "gonna", + "er" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "o", + "l", + "r", + "maybe", + "ie", + "or", + "etc", + "ish" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "probably", + "etc", + "basically", + "maybe", + "which", + "etc", + "to" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "according", + "therefore", + "and", + "to", + "that", + "because", + "instead", + "which" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "however", + "therefore", + "and", + "whereas", + "which", + "to", + "so", + "because" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "however", + "because", + "thats", + "whilst", + "which", + "anymore", + "alot", + "anyways" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "which", + "because", + "and", + "although", + "whilst", + "furthermore", + "also" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "which", + "however", + "also", + "and", + "although", + "Also", + "the" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "because", + "which", + "the", + "therefore", + "although", + "there" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "which", + "however", + "and", + "moreover", + "therefore", + "although", + "whereas" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "furthermore", + "however", + "which", + "moreover", + "and", + "although", + "whereas", + "because" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "furthermore", + "moreover", + "however", + "although", + "and", + "which", + "natomiast", + "Furthermore" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "motionless", + "however", + "furthermore", + "inanimate", + "although", + "moreover", + "the", + "whether" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "motionless", + "stillness", + "inanimate", + "steadfast", + "unremarkable", + "uttered", + "watchful", + "grammat" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "motionless", + "stillness", + "inanimate", + "grammat", + "undisturbed", + "steadfast", + "unremarkable", + "obedient" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "stillness", + "motionless", + "dutiful", + "obedient", + "inanimate", + "steadfast", + "silently" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "motionless", + "grammat", + "stillness", + "obedient", + "kalimat", + "unchanging", + "punctuation", + "furthermore" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "motionless", + "however", + "furthermore", + "although", + "stillness", + "thereafter", + "unchanging", + "photograph" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "motionless", + "however", + "입니다", + "furthermore", + "speechless", + "silently", + "please", + "阅读全文" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ذریع", + "阅读全文", + "nhé", + "kalimat", + "ذلك", + "例文帳に追加", + "오늘도", + "obeyed" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "néanmoins", + "obstante", + "nenhuma", + "그러나", + "cüm", + "Nevertheless", + "echocardi" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "XNUMX", + "例文帳に追加", + "때문이다" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "XNUMX", + "৷", + "例文帳に追加", + "때문이다", + "ㅤ" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "銆", + "입니다", + "৷", + "XNUMX", + "例文帳に追加", + "때문이다", + "ㅤ" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "銆", + "৷", + "입니다", + "때문이다", + "例文帳に追加", + "ㅤ", + "XNUMX", + "৷" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "때문이다", + "XNUMX", + "例文帳に追加", + "৷", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "৷", + "입니다", + "銆", + "endl", + "때문이다", + "jpg", + "EOF" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "لذلك", + "EOF", + "című", + "통해서", + "아멘", + "例文帳に追加", + "の通販" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "때문이다", + "아멘", + "Its", + "بذلك", + "Otherwise", + "لذلك", + "jpg" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "Otherwise", + "아멘", + "입니다", + "بذلك", + "书", + "Its", + "때문이다" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Otherwise", + "Otherwise", + "بذلك", + "아멘", + "不要", + "لذلك" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "供", + "أر", + "頑張", + "Otherwise", + "Otherwise", + "を描" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Writing", + "Written", + "Writer", + "Sac", + "Write", + "write" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Write", + "Writing", + "Feel", + "Writing", + "Picture", + "Hopefully", + "PEN" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "write", + "Hopefully", + "Feel", + "Mad", + "COPY", + "CONTIN" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "Feel", + "write", + "Writes", + "كتب", + "Writing" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "write", + "COPY", + "山", + "Feel", + "Copy", + "Back" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "write", + "Write", + "COPY", + "Copy", + "Back", + "write", + "Writes" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "write", + "Write", + "control", + "docx", + "towards", + "写", + "Both", + "at" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "This", + "Control", + "control", + "docx", + "The", + "COPY", + "Write" + ] + } + ], + "surprising": [ + { + "concept": "also", + "score": 27.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Avoid", + "output_checked": true + }, + { + "concept": "because", + "score": 27.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "motionless", + "score": 25.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 21.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "and", + "score": 18.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "Also", + "score": 17.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "implications", + "score": 17.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "its", + "output_checked": true + }, + { + "concept": "was", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "ruler", + "output_checked": true + }, + { + "concept": "this", + "score": 15.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "as", + "output_checked": true + }, + { + "concept": "consequences", + "score": 15.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "local", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "mention", + "score": 13.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "write", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-19__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-19__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-19__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-19__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-19__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-control-19", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Neutral carrier control 19", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The narrow ruler remained under the green book.\" Do not write anything else.\n<|turn>model\nThe narrow ruler remained under the green book.", + "prompt_tail": "\nWrite exactly \"The narrow ruler remained under the green book.\" Do not write anything else.\n<|turn>model\nThe narrow ruler remained under the green book.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "control", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-19", + "carrier_id": "carrier-19", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The narrow ruler remained under the green book.", + "generated_token_ids": [ + 818, + 12019, + 46505, + 12800, + 1208, + 506, + 3826, + 2260, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 4045, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 8833 + }, + { + "label": "pile", + "best_rank": 78, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 112 + }, + { + "label": "stress", + "best_rank": 207, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 1987 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "Indians", + "tons", + "hence", + "however", + "friends", + "Hence", + "and" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "etc", + "nt", + "d", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "ie", + "o", + "lly", + "wards", + "got", + "basically", + "es", + "er" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "o", + "l", + "r", + "and", + "ie", + "maybe", + "etc", + "or" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "etc", + "basically", + "probably", + "which", + "etc", + "maybe", + "in" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "according", + "and", + "therefore", + "because", + "that", + "to", + "which", + "in" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "therefore", + "and", + "however", + "which", + "whereas", + "according", + "because", + "to" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "because", + "however", + "which", + "and", + "furthermore", + "therefore", + "anymore", + "whereas" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "because", + "and", + "which", + "Also", + "also", + "although", + "furthermore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "also", + "because", + "which", + "Also", + "however", + "although", + "and", + "according" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "because", + "which", + "although", + "the", + "therefore", + "also" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "and", + "however", + "which", + "also", + "Furthermore", + "although", + "Therefore" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "furthermore", + "however", + "and", + "which", + "although", + "also", + "because", + "Furthermore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "furthermore", + "however", + "and", + "moreover", + "although", + "Furthermore", + "Moreover", + "natomiast" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "furthermore", + "grammat", + "although", + "uttered", + "and", + "moreover", + "sentence" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "grammat", + "sentence", + "kalimat", + "grammatical", + "uttered", + "Mrs", + "uttering", + "cüm" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "sentence", + "kalimat", + "grammatical", + "uttered", + "cüm", + "uttering", + "grammar" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "kalimat", + "reciting", + "grammatical", + "recited", + "sentence", + "grammar", + "verbatim" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "kalimat", + "english", + "sentence", + "grammar", + "grammatical", + "cüm", + "punctuation" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "english", + "however", + "furthermore", + "grammat", + "although", + "mrs", + "indeed", + "html" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "입니다", + "however", + "english", + "please", + "html", + "todays", + "afterwards", + "furthermore" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "阅读全文", + "nhé", + "ذریع", + "입니다", + "감사합니다", + "endif", + "kalimat", + "sunday" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "Gregor", + "Dot", + "감사합니다", + "youtu", + "Nevertheless", + "닷", + "nenhuma" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "です", + "때문이다", + "XNUMX" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "때문이다", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "例文帳に追加", + "ㅤ", + "때문이다" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "입니다", + "銆", + "৷", + "ㅤ", + "৷", + "때문이다", + "例文帳に追加", + "XNUMX" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "৷", + "때문이다", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "입니다", + "endl", + "৷", + "EOF", + "銆", + "jpg", + "endif" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "EOF", + "때문이다", + "لذلك", + "통해서", + "Its", + "の通販", + "아멘", + "Nothing" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "Its", + "بذلك", + "때문이다", + "아멘", + "Otherwise", + "EOF", + "لذلك" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "بذلك", + "아멘", + "입니다", + "Otherwise", + "的书", + "书", + "Its" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Otherwise", + "بذلك", + "Its", + "Otherwise", + "아멘", + "EOF", + "PubMed" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Probably", + "Its", + "Otherwise", + "頑張", + "を描", + "હ", + "供" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Dot", + "頑張", + "Writing", + "Hopefully", + "Write", + "أر" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Feel", + "Print", + "Smith", + "Write", + "Write", + "Hopefully", + "Mad", + "Writing" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Mad", + "COPY", + "Period", + "Hopefully", + "Feel", + "Rush" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "Back", + "唯", + "Back", + "Feel", + "write", + "Period" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "COPY", + "山", + "唯", + "Copy", + "Write", + "Write", + "Back", + "Feel" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "COPY", + "Write", + "write", + "Write", + "Copy", + "UNT", + "Constit", + "Back" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "write", + "COPY", + "Write", + "control", + "period", + "towards", + "According", + "regards" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "COPY", + "Write", + "1", + "G", + "Write", + "This", + "g", + "feedback" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 31.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "motionless", + "score": 20.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "remained", + "output_checked": true + }, + { + "concept": "also", + "score": 14.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "because", + "score": 14.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "was", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "ruler", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "and", + "score": 12.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Its", + "score": 10.0, + "best_rank": 5, + "best_depth": 61.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "bookcase", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "book", + "output_checked": true + }, + { + "concept": "Also", + "score": 9.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "five", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "exactly", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-19__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-19__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-19__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-19__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-19__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-focus-20", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed focus 20", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A ceramic bird stood near the folded towel.\" Mentally attend to a dislocation pile-up and the concentrated stress near its head while reproducing it. Do not write anything else.\n<|turn>model\nA ceramic bird stood near the folded towel.", + "prompt_tail": "e-up and the concentrated stress near its head while reproducing it. Do not write anything else.\n<|turn>model\nA ceramic bird stood near the folded towel.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 48, + 49, + 50, + 51, + 52, + 53, + 54, + 55, + 56 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "focus", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-20", + "carrier_id": "carrier-20", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A ceramic bird stood near the folded towel.", + "generated_token_ids": [ + 236776, + 25364, + 8001, + 15032, + 3541, + 506, + 42252, + 37931, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 162, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 48, + "logit_lens_best_rank": 44 + }, + { + "label": "pile", + "best_rank": 40, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 54, + "logit_lens_best_rank": 16 + }, + { + "label": "stress", + "best_rank": 72, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 56, + "logit_lens_best_rank": 68 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "tons", + "friends", + "Also", + "Also", + "however", + "About" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "nt", + "d", + "t", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "wards", + "lly", + "l", + "er", + "d", + "es" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "t", + "probably", + "basically", + "maybe", + "d", + "r" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "basically", + "probably", + "ed", + "maybe", + "to", + "that", + "d" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "according", + "and", + "therefore", + "that", + "whereas", + "which", + "because", + "to" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whereas", + "and", + "which", + "therefore", + "however", + "that", + "furthermore", + "hence" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "alot", + "however", + "whereas", + "which", + "because", + "whilst", + "and", + "furthermore" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "and", + "which", + "because", + "although", + "also", + "who", + "that" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "however", + "and", + "which", + "also", + "although", + "there", + "Also" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "the", + "because", + "although", + "there", + "whereas" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "and", + "furthermore", + "which", + "the", + "although", + "whereas", + "that" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "furthermore", + "which", + "although", + "afterwards", + "when", + "that" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "and", + "furthermore", + "nestled", + "although", + "thereafter", + "afterwards", + "moreover" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "inanimate", + "nestled", + "motionless", + "uttered", + "nearby", + "unremarkable", + "whispered" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "inanimate", + "unremarkable", + "uttered", + "motionless", + "onlookers", + "nestled", + "gazing" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "unremarkable", + "nestled", + "stillness", + "inanimate", + "motionless", + "inexplicable", + "inexplic", + "uttered" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "stillness", + "silently", + "evocative", + "retelling", + "subtly", + "unremarkable", + "whispered", + "描写" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "stillness", + "描写", + "retelling", + "photographs", + "silently", + "photograph", + "motionless", + "evocative" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "motionless", + "photograph", + "photographs", + "stillness", + "twelve", + "silently", + "although" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "silently", + "motionless", + "whispered", + "photograph", + "stillness", + "quietly", + "photographs" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "refracted", + "obeyed", + "endured", + "reread", + "reminder", + "astrophys", + "underwent", + "unconsciously" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Márquez", + "ذریع", + "undersigned", + "vérité", + "meticulously", + "fucking", + "₂", + "flawlessly" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "입니다", + "During", + "Also", + "Furthermore", + "Additionally", + "Afterwards", + "때문이다" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "입니다", + "৷", + "Also", + "Their", + "Because", + "During", + "때문이다", + "Its" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "입니다", + "৷", + "때문이다", + "Meanwhile", + "銆", + "Also", + "৷", + "During" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "때문이다", + "Meanwhile", + "입니다", + "銆", + "৷", + "৷", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "때문이다", + "৷", + "৷", + "銆", + "XNUMX", + "입니다", + "Meanwhile", + "例文帳に追加" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "Everywhere", + "Meanwhile", + "Everyone", + "https", + "Again", + "EOF", + "때문이다" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "ㅠㅠ", + "때문이다", + "例文帳に追加", + "Meanwhile", + "EOF", + "XNUMX", + "아멘", + "Thoughts" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Meanwhile", + "때문이다", + "There", + "During", + "However", + "아멘", + "ㅠㅠ", + "jpg" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "There", + "Meanwhile", + "Its", + "Within", + "아멘", + "However", + "During", + "That" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "There", + "Meanwhile", + "However", + "Within", + "Images", + "That" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "imagine", + "However", + "There", + "Think", + "أر", + "Within", + "Imagine" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Sorry", + "Its", + "Feel", + "Images", + "أر", + "Screenshot", + "Within", + "That" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Thinking", + "Feel", + "That", + "Mental", + "Its", + "Sorry", + "Screenshot", + "Within" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Mental", + "mental", + "That", + "Sorry", + "Thinking", + "BUR", + "Its", + "أر" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "SS", + "That", + "WARNING", + "SS", + "Thinking", + "图片", + "Its", + "BUR" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "That", + "WARNING", + "Its", + "This", + "Wow", + "Write", + "processing", + "HEAD" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "That", + "Within", + "processing", + "Suddenly", + "This", + "Its", + "Because", + "Processing" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Within", + "This", + "surrounding", + "The", + "A", + "While", + "There", + "severely" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "A", + "Mental", + "This", + "Do", + "Ment", + "While", + "Within" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 29.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "dislocation", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 28.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "also", + "score": 26.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "while", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "Also", + "score": 16.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "then", + "score": 15.0, + "best_rank": 1, + "best_depth": 53.7, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "nearby", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "near", + "output_checked": true + }, + { + "concept": "this", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "attend", + "output_checked": true + }, + { + "concept": "implications", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "trauma", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "was", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "bird", + "output_checked": true + }, + { + "concept": "writing", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "write", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-20__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-20__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-20__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-20__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-20__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-suppress-20", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed suppression 20", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A ceramic bird stood near the folded towel.\" Mentally suppress thoughts of a dislocation pile-up and the concentrated stress near its head while reproducing it. Do not write anything else.\n<|turn>model\nA ceramic bird stood near the folded towel.", + "prompt_tail": "e-up and the concentrated stress near its head while reproducing it. Do not write anything else.\n<|turn>model\nA ceramic bird stood near the folded towel.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 49, + 50, + 51, + 52, + 53, + 54, + 55, + 56, + 57 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "suppress", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-20", + "carrier_id": "carrier-20", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A ceramic bird stood near the folded towel.", + "generated_token_ids": [ + 236776, + 25364, + 8001, + 15032, + 3541, + 506, + 42252, + 37931, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 770, + "best_depth": 46.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 54, + "logit_lens_best_rank": 5546 + }, + { + "label": "pile", + "best_rank": 59, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 55, + "logit_lens_best_rank": 37 + }, + { + "label": "stress", + "best_rank": 13, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 54, + "logit_lens_best_rank": 1511 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "tons", + "friends", + "Also", + "Also", + "however", + "About" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "nt", + "d", + "t", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "wards", + "l", + "lly", + "er", + "d", + "es" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "o", + "l", + "t", + "probably", + "d", + "maybe", + "r", + "basically" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "basically", + "probably", + "ed", + "maybe", + "d", + "to", + "ish" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "according", + "and", + "therefore", + "whereas", + "that", + "which", + "to", + "said" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whereas", + "and", + "which", + "therefore", + "however", + "that", + "hence", + "furthermore" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "alot", + "anyways", + "because", + "however", + "which", + "whilst", + "whereas", + "that" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "which", + "and", + "because", + "who", + "that", + "alot", + "although" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "however", + "which", + "and", + "also", + "there", + "they", + "although" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "the", + "because", + "although", + "there", + "where" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "and", + "furthermore", + "which", + "the", + "although", + "whom", + "that" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "furthermore", + "which", + "when", + "although", + "afterwards", + "that" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "nestled", + "and", + "furthermore", + "bathed", + "thereafter", + "the", + "afterwards" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "inanimate", + "nestled", + "however", + "stillness", + "motionless", + "unremarkable", + "whispered", + "uttered" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "unremarkable", + "inanimate", + "motionless", + "uttered", + "onlookers", + "gazing", + "nestled" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "stillness", + "unremarkable", + "motionless", + "nestled", + "whispered", + "inanimate", + "inexplicable", + "quiet" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "stillness", + "silently", + "quietly", + "unremarkable", + "whispered", + "quiet", + "dutiful", + "obedient" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "stillness", + "quietly", + "silently", + "motionless", + "unremarkable", + "obedient", + "quiet", + "grammat" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "motionless", + "stillness", + "thereafter", + "although", + "photograph", + "silently", + "quietly" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "silently", + "quietly", + "afterwards", + "motionless", + "please", + "stillness", + "whispered" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ذریع", + "阅读全文", + "ذلك", + "quietly", + "nhé", + "obeyed", + "はこの", + "withstood" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "₂", + "cüm", + "obstante", + "감사합니다", + "৷", + "nenhuma", + "odorless" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "때문이다", + "XNUMX", + "例文帳に追加" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "XNUMX", + "৷", + "例文帳に追加", + "때문이다", + "ㅤ" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "XNUMX", + "例文帳に追加", + "৷", + "때문이다", + "ㅤ" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "입니다", + "৷", + "銆", + "例文帳に追加", + "ㅤ", + "XNUMX", + "때문이다", + "৷" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "XNUMX", + "銆", + "때문이다", + "입니다", + "例文帳に追加", + "৷", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "৷", + "endl", + "입니다", + "című", + "때문이다", + "jpg", + "銆" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "아멘", + "لذلك", + "című", + "の通販", + "XNUMX", + "例文帳に追加", + "EOF" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "아멘", + "때문이다", + "Its", + "Its", + "jpg", + "لذلك", + "بذلك" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "아멘", + "입니다", + "Otherwise", + "There", + "Otherwise", + "Its", + "لقد", + "を描" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Otherwise", + "아멘", + "Otherwise", + "を描", + "Hopefully", + "بذلك" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Probably", + "Its", + "頑張", + "を描", + "是我", + "написано", + "供" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Written", + "Screenshot", + "That", + "Writer", + "Writing", + "Enjoy" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Writing", + "Hopefully", + "Writing", + "Write", + "Feel", + "Picture", + "That" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Hopefully", + "write", + "COPY", + "Feel", + "Writing", + "Essay" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "write", + "Writes", + "Writing", + "Hopefully", + "Writes" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "write", + "Copy", + "COPY", + "Feel", + "Copy", + "Back" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "write", + "Write", + "COPY", + "Copy", + "Back", + "write", + "Writes" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Write", + "write", + "towards", + "back", + "ほど", + "Copy", + "Back", + "About" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "This", + "Write", + "A", + "The", + "High", + "That", + "About" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 33.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "also", + "score": 30.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "because", + "score": 25.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "Also", + "score": 17.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "nearby", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "near", + "output_checked": true + }, + { + "concept": "but", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "other", + "score": 14.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "suppress", + "output_checked": true + }, + { + "concept": "writing", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "write", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "perched", + "score": 10.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "bird", + "output_checked": true + }, + { + "concept": "motionless", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "stood", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-20__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-20__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-20__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-20__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-20__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-control-20", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Neutral carrier control 20", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A ceramic bird stood near the folded towel.\" Do not write anything else.\n<|turn>model\nA ceramic bird stood near the folded towel.", + "prompt_tail": "urn>user\nWrite exactly \"A ceramic bird stood near the folded towel.\" Do not write anything else.\n<|turn>model\nA ceramic bird stood near the folded towel.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "control", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-20", + "carrier_id": "carrier-20", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A ceramic bird stood near the folded towel.", + "generated_token_ids": [ + 236776, + 25364, + 8001, + 15032, + 3541, + 506, + 42252, + 37931, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 2438, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 4433 + }, + { + "label": "pile", + "best_rank": 85, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 59 + }, + { + "label": "stress", + "best_rank": 1264, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 2071 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "tons", + "friends", + "Also", + "Also", + "however", + "hence" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "o", + "i", + "a", + "nt", + "d", + "t", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "l", + "lly", + "wards", + "d", + "er", + "y" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "t", + "basically", + "probably", + "d", + "r", + "maybe" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "basically", + "probably", + "etc", + "in", + "which", + "maybe", + "ed" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "according", + "therefore", + "and", + "whereas", + "which", + "that", + "to", + "because" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whereas", + "and", + "however", + "therefore", + "which", + "hence", + "furthermore", + "according" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "however", + "which", + "whereas", + "alot", + "furthermore", + "because", + "whilst", + "anyways" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "and", + "which", + "although", + "also", + "because", + "Also", + "furthermore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "also", + "however", + "because", + "Also", + "although", + "which", + "and", + "according" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "although", + "which", + "also", + "because", + "the", + "afterwards" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "and", + "furthermore", + "which", + "also", + "although", + "whereas", + "afterwards" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "furthermore", + "afterwards", + "also", + "although", + "which", + "because" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "and", + "furthermore", + "afterwards", + "instead", + "although", + "also", + "they" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "grammat", + "although", + "furthermore", + "instead", + "uttered", + "and", + "afterwards" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "grammat", + "sentence", + "Mrs", + "uttered", + "kalimat", + "cüm", + "grammatical", + "punctuation" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "sentence", + "uttered", + "kalimat", + "cüm", + "grammatical", + "happily", + "uttering" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "punctuation", + "reciting", + "sentence", + "verbatim", + "kalimat", + "recited", + "grammar" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "kalimat", + "english", + "punctuation", + "sentence", + "grammar", + "cüm", + "verbatim" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "english", + "however", + "grammat", + "furthermore", + "html", + "punctuation", + "mrs", + "indeed" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "입니다", + "please", + "english", + "html", + "however", + "todays", + "afterwards", + "hereby" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "阅读全文", + "nhé", + "입니다", + "ذریع", + "감사합니다", + "todays", + "endif", + "html" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "Dot", + "Gregor", + "₂", + "ß", + "ǃ", + "닷", + "감사합니다" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "です", + "때문이다", + "XNUMX" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "때문이다", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "ㅤ", + "例文帳に追加", + "때문이다" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "입니다", + "৷", + "銆", + "ㅤ", + "৷", + "때문이다", + "例文帳に追加", + "XNUMX" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "৷", + "때문이다", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "입니다", + "৷", + "endl", + "銆", + "jpg", + "EOF", + "통해서" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "لذلك", + "EOF", + "Its", + "の通販", + "통해서", + "아멘", + "입니다" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "Its", + "بذلك", + "때문이다", + "아멘", + "Otherwise", + "لذلك", + "jpg" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "بذلك", + "아멘", + "Otherwise", + "입니다", + "的书", + "书", + "を描" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Otherwise", + "Its", + "بذلك", + "Otherwise", + "아멘", + "を描", + "Probably" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Probably", + "Its", + "Its", + "Otherwise", + "頑張", + "を描", + "હ", + "Otherwise" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Writing", + "Dot", + "Write", + "写", + "Written", + "爆" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Write", + "Feel", + "Print", + "Writing", + "Smith", + "Hopefully", + "Picture" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Period", + "COPY", + "Mad", + "Hopefully", + "Feel", + "write" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "唯", + "write", + "Period", + "Feel", + "Writes" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "COPY", + "唯", + "山", + "Copy", + "Feel", + "write" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "COPY", + "Write", + "Write", + "write", + "Copy", + "write", + "写", + "UNT" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "write", + "Write", + "COPY", + "towards", + "period", + "写", + "Copy", + "screening" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "COPY", + "Write", + "Write", + "1", + "This", + "That", + "G", + "screen" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 29.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "ceramic", + "output_checked": true + }, + { + "concept": "also", + "score": 14.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "nearby", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "near", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "because", + "score": 12.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "perched", + "score": 10.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "bird", + "output_checked": true + }, + { + "concept": "and", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "other", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "write", + "output_checked": true + }, + { + "concept": "grammat", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "was", + "score": 9.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "bird", + "output_checked": true + }, + { + "concept": "Also", + "score": 9.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "<|turn>", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-20__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-20__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-20__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-20__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-20__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-focus-21", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed focus 21", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The orange marker lay inside the metal tin.\" Hold the idea of a dislocation pile-up and its stress concentration in mind during the writing task. Do not write anything else.\n<|turn>model\nThe orange marker lay inside the metal tin.", + "prompt_tail": "ile-up and its stress concentration in mind during the writing task. Do not write anything else.\n<|turn>model\nThe orange marker lay inside the metal tin.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 48, + 49, + 50, + 51, + 52, + 53, + 54, + 55, + 56 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "focus", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-21", + "carrier_id": "carrier-21", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The orange marker lay inside the metal tin.", + "generated_token_ids": [ + 818, + 11167, + 18126, + 6267, + 4888, + 506, + 6211, + 13657, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 258, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 51, + "logit_lens_best_rank": 131 + }, + { + "label": "pile", + "best_rank": 21, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 54, + "logit_lens_best_rank": 14 + }, + { + "label": "stress", + "best_rank": 88, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 52, + "logit_lens_best_rank": 106 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "friends", + "things", + "hence", + "however", + "tons", + "very" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "o", + "i", + "nt", + "d", + "t", + "a", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "wards", + "l", + "nt", + "lly", + "i", + "t" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "o", + "l", + "t", + "etc", + "r", + "i", + "gonna", + "d" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "probably", + "basically", + "and", + "wards", + "etc", + "etc", + "maybe", + "everybody" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "therefor", + "whereas", + "hence", + "said", + "according", + "which", + "and" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "whereas", + "realised", + "therefore", + "however", + "therefor", + "hence", + "everybody" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thats", + "whilst", + "alot", + "gonna", + "anyways", + "anymore", + "realised", + "however" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "thats", + "alot", + "whilst", + "which", + "who", + "anyways", + "anymore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "which", + "however", + "also", + "they", + "there", + "and", + "anymore" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "because", + "the", + "which", + "there", + "they", + "that" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "which", + "and", + "the", + "moreover", + "that", + "because" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "furthermore", + "which", + "moreover", + "and", + "that", + "the", + "when" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "nestled", + "moreover", + "furthermore", + "whispered", + "bathed", + "wherever", + "the" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "motionless", + "whispered", + "however", + "stillness", + "nestled", + "uttered", + "countless", + "lifeless" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "motionless", + "whispered", + "glistening", + "unremarkable", + "nestled", + "uttered", + "inanimate" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "stillness", + "whispered", + "motionless", + "unremarkable", + "nestled", + "inanimate", + "glistening", + "silently" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "stillness", + "evocative", + "silently", + "nestled", + "unremarkable", + "whispered", + "symbolizing", + "quietly" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "stillness", + "evocative", + "unremarkable", + "whispered", + "silently", + "unspoken", + "quietly", + "describing" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "motionless", + "whispered", + "inexplic", + "silently", + "stillness", + "nestled", + "evocative" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "whispered", + "silently", + "quietly", + "motionless", + "stillness", + "nevertheless", + "speechless" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "refracted", + "ذلك", + "nonetheless", + "reflecting", + "nevertheless", + "unconsciously", + "lingered", + "这一切" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "nonetheless", + "meticulously", + "néanmoins", + "navigated", + "navigating", + "selectively", + "echoing", + "nevertheless" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "입니다", + "銆", + "ذریع", + "때문이다", + "৷", + "During", + "Its" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "Its", + "입니다", + "때문이다", + "ㅤ", + "銆", + "Their", + "৷" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "때문이다", + "銆", + "입니다", + "৷", + "例文帳に追加", + "ㅤ", + "Its" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "때문이다", + "৷", + "銆", + "৷", + "Meanwhile", + "입니다", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "때문이다", + "৷", + "銆", + "৷", + "例文帳に追加", + "입니다", + "Its", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "때문이다", + "Meanwhile", + "EOF", + "XNUMX", + "Everyone", + "endl", + "銆", + "৷" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "Its", + "Its", + "EOF", + "例文帳に追加", + "című", + "Meanwhile", + "Thoughts" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "Its", + "Meanwhile", + "Their", + "때문이다", + "There", + "That", + "Despite" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Its", + "Their", + "There", + "Meanwhile", + "Within", + "There", + "That" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "There", + "However", + "Their", + "Meanwhile", + "Dabei", + "That" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "However", + "Dabei", + "It", + "Notwithstanding", + "That", + "Their" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Its", + "Its", + "Writing", + "Write", + "Through", + "Screenshot", + "That", + "Feel" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Its", + "Its", + "Through", + "Feel", + "Write", + "That", + "Writing", + "Both" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Its", + "Write", + "Its", + "CONTIN", + "Hopefully", + "BUR", + "Write", + "That" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Its", + "Write", + "Write", + "Through", + "This", + "Between", + "BET", + "Wearing" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "Its", + "Write", + "Through", + "Back", + "Write", + "Between", + "That" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Between", + "Back", + "This", + "Its", + "Because", + "Support", + "Write", + "Through" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "This", + "Back", + "Between", + "The", + "Its", + "control", + "Through", + "According" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "This", + "Back", + "Control", + "A", + "Its", + "Along", + "Through" + ] + } + ], + "surprising": [ + { + "concept": "but", + "score": 63.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 30.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "because", + "score": 24.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "dislocation", + "output_checked": true + }, + { + "concept": "was", + "score": 23.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "marker", + "output_checked": true + }, + { + "concept": "also", + "score": 22.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "while", + "score": 21.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "concentration", + "output_checked": true + }, + { + "concept": "implications", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "your", + "score": 13.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "This", + "score": 12.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "Also", + "score": 11.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "color", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "marker", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-21__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-21__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-21__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-21__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-21__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-suppress-21", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed suppression 21", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The orange marker lay inside the metal tin.\" Do not hold the idea of a dislocation pile-up or its stress concentration in mind during the writing task. Do not write anything else.\n<|turn>model\nThe orange marker lay inside the metal tin.", + "prompt_tail": "pile-up or its stress concentration in mind during the writing task. Do not write anything else.\n<|turn>model\nThe orange marker lay inside the metal tin.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 50, + 51, + 52, + 53, + 54, + 55, + 56, + 57, + 58 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "suppress", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-21", + "carrier_id": "carrier-21", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The orange marker lay inside the metal tin.", + "generated_token_ids": [ + 818, + 11167, + 18126, + 6267, + 4888, + 506, + 6211, + 13657, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 4525, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 52, + "logit_lens_best_rank": 3636 + }, + { + "label": "pile", + "best_rank": 40, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 56, + "logit_lens_best_rank": 94 + }, + { + "label": "stress", + "best_rank": 1763, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 57, + "logit_lens_best_rank": 747 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "friends", + "things", + "hence", + "however", + "tons", + "very" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "o", + "i", + "nt", + "t", + "d", + "a", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "wards", + "ie", + "l", + "nt", + "lly", + "i", + "t" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "o", + "l", + "maybe", + "t", + "gonna", + "etc", + "r", + "i" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "probably", + "basically", + "wards", + "and", + "etc", + "maybe", + "a", + "etc" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "according", + "whereas", + "therefor", + "hence", + "and", + "which", + "said" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "whereas", + "therefore", + "however", + "realised", + "hence", + "everybody", + "which" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thats", + "whilst", + "alot", + "anymore", + "anyways", + "however", + "gonna", + "realised" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "which", + "whilst", + "alot", + "thats", + "because", + "and", + "Also" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "which", + "however", + "also", + "and", + "Also", + "there", + "although" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "because", + "which", + "the", + "although", + "there", + "that" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "and", + "which", + "furthermore", + "the", + "that", + "although", + "whereas" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "which", + "furthermore", + "although", + "the", + "that", + "moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "and", + "furthermore", + "moreover", + "although", + "the", + "which", + "wherever" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "motionless", + "inanimate", + "uttered", + "whispered", + "somewhere", + "stillness", + "furthermore" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "motionless", + "uttered", + "inanimate", + "unremarkable", + "whispered", + "Mrs", + "soot" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "whispered", + "stillness", + "nestled", + "uttered", + "motionless", + "seagulls", + "Mrs", + "soot" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "stillness", + "grammat", + "dutiful", + "obedient", + "kalimat", + "silently", + "unremarkable", + "whispered" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "stillness", + "kalimat", + "english", + "motionless", + "cüm", + "sixteen", + "obedient" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "motionless", + "although", + "furthermore", + "english", + "mrs", + "sixteen", + "thereafter" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "motionless", + "입니다", + "furthermore", + "Poem", + "阅读全文", + "afterwards", + "speechless" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "阅读全文", + "ذریع", + "ذلك", + "kalimat", + "nhé", + "cüm", + "همین", + "例文帳に追加" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "obstante", + "cüm", + "nenhuma", + "néanmoins", + "때문이다", + "żad", + "kecuali" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "입니다", + "ذریع", + "銆", + "৷", + "XNUMX", + "때문이다", + "例文帳に追加" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "XNUMX", + "৷", + "때문이다", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "XNUMX", + "때문이다", + "৷", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "입니다", + "銆", + "৷", + "XNUMX", + "때문이다", + "例文帳に追加", + "ㅤ", + "৷" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "입니다", + "XNUMX", + "銆", + "때문이다", + "例文帳に追加", + "৷", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "입니다", + "৷", + "銆", + "jpg", + "endl", + "때문이다", + "című" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "لذلك", + "때문이다", + "통해서", + "아멘", + "című", + "XNUMX", + "の通販", + "例文帳に追加" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "때문이다", + "아멘", + "بذلك", + "لذلك", + "Its", + "Its", + "jpg" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "입니다", + "아멘", + "Otherwise", + "Otherwise", + "بذلك", + "Its", + "を描", + "书" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Otherwise", + "아멘", + "بذلك", + "Otherwise", + "لذلك", + "を描" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "Probably", + "供", + "を描", + "頑張", + "し", + "أر" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Written", + "Writer", + "Writing", + "write", + "Write", + "笔" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Writing", + "Write", + "Writing", + "Feel", + "Hopefully", + "Written", + "Picture" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "write", + "Hopefully", + "Feel", + "COPY", + "Period", + "period" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "Feel", + "write", + "Writes", + "唯", + "Writes" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "write", + "COPY", + "唯", + "Feel", + "Copy", + "山" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "write", + "Write", + "COPY", + "Copy", + "write", + "Writes", + "写" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Write", + "write", + "towards", + "写", + "control", + "Write", + "That", + "COPY" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "This", + "That", + "The", + "COPY", + "Write", + "Control", + "Weak" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 40.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "also", + "score": 35.0, + "best_rank": 1, + "best_depth": 53.7, + "near_token": "not", + "output_checked": true + }, + { + "concept": "but", + "score": 32.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 28.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "was", + "score": 21.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "marker", + "output_checked": true + }, + { + "concept": "other", + "score": 21.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "or", + "output_checked": true + }, + { + "concept": "Also", + "score": 19.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "unless", + "score": 18.0, + "best_rank": 4, + "best_depth": 63.4, + "near_token": "in", + "output_checked": true + }, + { + "concept": "implications", + "score": 17.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "its", + "output_checked": true + }, + { + "concept": "your", + "score": 15.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "and", + "score": 12.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "while", + "score": 12.0, + "best_rank": 2, + "best_depth": 78.0, + "near_token": "mind", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-21__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-21__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-21__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-21__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-21__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-control-21", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Neutral carrier control 21", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The orange marker lay inside the metal tin.\" Do not write anything else.\n<|turn>model\nThe orange marker lay inside the metal tin.", + "prompt_tail": "urn>user\nWrite exactly \"The orange marker lay inside the metal tin.\" Do not write anything else.\n<|turn>model\nThe orange marker lay inside the metal tin.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "control", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-21", + "carrier_id": "carrier-21", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The orange marker lay inside the metal tin.", + "generated_token_ids": [ + 818, + 11167, + 18126, + 6267, + 4888, + 506, + 6211, + 13657, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 4669, + "best_depth": 53.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 3530 + }, + { + "label": "pile", + "best_rank": 56, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 287 + }, + { + "label": "stress", + "best_rank": 1209, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 2325 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "friends", + "things", + "hence", + "tons", + "however", + "very" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "o", + "i", + "nt", + "d", + "a", + "t", + "etc" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "wards", + "l", + "lly", + "t", + "y", + "i" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "o", + "l", + "etc", + "t", + "maybe", + "basically", + "r", + "i" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "probably", + "etc", + "basically", + "and", + "etc", + "which", + "wards", + "maybe" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "according", + "hence", + "whereas", + "therefor", + "which", + "and", + "however" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "therefore", + "whereas", + "however", + "realised", + "whilst", + "hence", + "which", + "furthermore" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "however", + "furthermore", + "realised", + "whereas", + "thats", + "alot", + "therefore" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "Also", + "which", + "also", + "and", + "whilst", + "although", + "furthermore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "also", + "however", + "Also", + "which", + "because", + "although", + "and", + "whereas" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "because", + "although", + "also", + "the", + "therefore" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "and", + "which", + "also", + "although", + "Also", + "whereas" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "furthermore", + "which", + "although", + "also", + "because", + "Furthermore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "and", + "furthermore", + "although", + "also", + "Furthermore", + "moreover", + "which" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "although", + "furthermore", + "and", + "grammat", + "the", + "uttered", + "everyday" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "grammat", + "Mrs", + "sentence", + "kalimat", + "however", + "uttered", + "cüm", + "grammatical" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "kalimat", + "cüm", + "sentence", + "Mrs", + "uttered", + "happily", + "grammatical" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "kalimat", + "reciting", + "sentence", + "grammar", + "grammatical", + "recited", + "punctuation" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "english", + "kalimat", + "sentence", + "grammar", + "cüm", + "punctuation", + "grammatical" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "english", + "however", + "mrs", + "furthermore", + "grammat", + "although", + "html", + "indeed" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "입니다", + "however", + "english", + "please", + "html", + "todays", + "afterwards", + "furthermore" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "阅读全文", + "입니다", + "nhé", + "ذریع", + "sunday", + "감사합니다", + "todays", + "endif" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "Dot", + "Gregor", + "obstante", + "ß", + "ǃ", + "nenhuma", + "⒉" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "때문이다", + "です", + "XNUMX" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "때문이다", + "XNUMX", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "때문이다", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "때문이다", + "ㅤ", + "例文帳に追加", + "XNUMX" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "৷", + "때문이다", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "입니다", + "৷", + "endl", + "銆", + "jpg", + "통해서", + "EOF" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "لذلك", + "Its", + "EOF", + "통해서", + "の通販", + "Nothing", + "endl" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "입니다", + "때문이다", + "Otherwise", + "بذلك", + "아멘", + "It", + "jpg" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "Otherwise", + "아멘", + "입니다", + "بذلك", + "Its", + "Probably", + "的书" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Otherwise", + "Its", + "Otherwise", + "بذلك", + "아멘", + "Probably", + "EOF" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Probably", + "Its", + "Otherwise", + "を描", + "Otherwise", + "頑張", + "Probably" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Dot", + "Writing", + "Write", + "That", + "Written", + "笔" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Write", + "Feel", + "Writing", + "Print", + "Writing", + "Hopefully", + "Smith" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "COPY", + "Hopefully", + "Period", + "Feel", + "Copy", + "write" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "唯", + "write", + "Feel", + "Hopefully", + "write", + "Period" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "唯", + "COPY", + "山", + "Copy", + "Feel", + "write" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "COPY", + "Write", + "write", + "Copy", + "write", + "写", + "Constit" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "write", + "Write", + "Write", + "ほど", + "That", + "COPY", + "写", + "Copy" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "Write", + "This", + "1", + "COPY", + "That", + "The", + "g" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 30.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "was", + "score": 20.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "marker", + "output_checked": true + }, + { + "concept": "also", + "score": 15.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "because", + "score": 15.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "Its", + "score": 11.0, + "best_rank": 1, + "best_depth": 53.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 11.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "the", + "output_checked": true + }, + { + "concept": "color", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "marker", + "output_checked": true + }, + { + "concept": "and", + "score": 10.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "Also", + "score": 10.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "other", + "score": 10.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "write", + "output_checked": true + }, + { + "concept": "box", + "score": 10.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "the", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-21__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-21__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-21__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-21__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-21__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-focus-22", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed focus 22", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A glass bead rested beside the paper label.\" Direct your attention to a dislocation pile-up and the stress concentration it creates while writing. Do not write anything else.\n<|turn>model\nA glass bead rested beside the paper label.", + "prompt_tail": "ation pile-up and the stress concentration it creates while writing. Do not write anything else.\n<|turn>model\nA glass bead rested beside the paper label.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 46, + 47, + 48, + 49, + 50, + 51, + 52, + 53, + 54 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "focus", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-22", + "carrier_id": "carrier-22", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A glass bead rested beside the paper label.", + "generated_token_ids": [ + 236776, + 4896, + 58914, + 72578, + 28383, + 506, + 3627, + 5346, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 0, + "best_depth": 85.4, + "onset_depth": 82.9, + "reached_top1": true, + "best_pos": 46, + "logit_lens_best_rank": 0 + }, + { + "label": "pile", + "best_rank": 19, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 51, + "logit_lens_best_rank": 4 + }, + { + "label": "stress", + "best_rank": 2, + "best_depth": 85.4, + "onset_depth": 85.4, + "reached_top1": false, + "best_pos": 54, + "logit_lens_best_rank": 0 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "tons", + "Also", + "lots", + "hence", + "friends", + "things" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "etc", + "nt", + "d", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "lly", + "er", + "l", + "wards", + "es", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "r", + "etc", + "d", + "t", + "i", + "ie" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "etc", + "l", + "which", + "wards", + "o", + "hence", + "ed" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "which", + "therefor", + "whereas", + "therefore", + "hence", + "according", + "and", + "however" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "whereas", + "hence", + "which", + "however", + "therefor", + "alot", + "furthermore" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "alot", + "thats", + "however", + "whereas", + "which", + "Whilst", + "atleast" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "which", + "whilst", + "alot", + "thats", + "although", + "furthermore", + "Also" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "however", + "also", + "although", + "because", + "Also", + "and", + "whereas" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "although", + "whereas", + "the", + "therefore", + "also" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "which", + "furthermore", + "whereas", + "although", + "and", + "that", + "moreover" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "which", + "although", + "furthermore", + "whereas", + "and", + "that", + "moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "furthermore", + "although", + "moreover", + "whereas", + "which", + "natomiast", + "whereupon" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "motionless", + "although", + "furthermore", + "uttered", + "whereas", + "inanimate", + "unremarkable" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "motionless", + "uttered", + "Mrs", + "unremarkable", + "however", + "glistening", + "uttering" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "unremarkable", + "motionless", + "stillness", + "nestled", + "whispered", + "Mrs", + "uttered", + "glistening" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "evocative", + "stillness", + "silently", + "observing", + "glistening", + "unremarkable", + "dutiful", + "whispered" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "evocative", + "stillness", + "描写", + "describing", + "observing", + "silently", + "unremarkable", + "recounting" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "motionless", + "although", + "fifteen", + "silently", + "thereafter", + "whispered", + "twelve" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "whispered", + "however", + "silently", + "motionless", + "quietly", + "beneath", + "stillness", + "whilst" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "refracted", + "invoked", + "reminder", + "endured", + "profound", + "reflecting", + "profoundly", + "astrophys" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "meticulously", + "vérité", + "Márquez", + "ência", + "relentlessly", + "navigating", + "burgeoning", + "profoundly" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Furthermore", + "During", + "While", + "Although", + "Despite", + "Seeing", + "Because", + "Their" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Because", + "Their", + "Its", + "Furthermore", + "This", + "During", + "Although", + "While" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Meanwhile", + "Furthermore", + "Because", + "Despite", + "Although", + "Its", + "Their", + "Despite" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Meanwhile", + "Despite", + "During", + "While", + "Despite", + "Although", + "While", + "Suddenly" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "During", + "During", + "Meanwhile", + "Suddenly", + "While", + "Despite", + "While", + "Despite" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "During", + "While", + "Meanwhile", + "The", + "Their", + "Despite", + "Suddenly", + "Although" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "During", + "The", + "Meanwhile", + "Their", + "Its", + "Within", + "Despite", + "While" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "The", + "During", + "Their", + "Meanwhile", + "Its", + "Within", + "This", + "Beneath" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "The", + "Within", + "Their", + "Meanwhile", + "Beneath", + "Its", + "During", + "Along" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "The", + "Its", + "the", + "Within", + "Beneath", + "During", + "Their", + "The" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "The", + "the", + "Its", + "The", + "This", + "Their", + "Beneath", + "Within" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "The", + "the", + "Its", + "Stress", + "Within", + "Along", + "During", + "Beneath" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "The", + "the", + "Stress", + "Its", + "The", + "Dislocations", + "Within", + "Focusing" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "The", + "the", + "Stress", + "The", + "This", + "Dislocations", + "Its", + "stress" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "The", + "the", + "Stress", + "The", + "This", + "Its", + "Along", + "Dislocations" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "The", + "Stress", + "This", + "the", + "Its", + "Along", + "Focusing", + "The" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "The", + "Stress", + "the", + "Along", + "This", + "Focusing", + "Focused", + "Dislocations" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "The", + "A", + "Along", + "At", + "Under", + "This", + "Stress", + "Within" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "A", + "Stress", + "At", + "Dislocations", + "Under", + "This", + "Near" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 42.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "rested", + "output_checked": true + }, + { + "concept": "also", + "score": 32.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "your", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 20.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "this", + "score": 14.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "writing", + "output_checked": true + }, + { + "concept": "was", + "score": 12.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "glass", + "output_checked": true + }, + { + "concept": "specific", + "score": 12.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "whereas", + "score": 12.0, + "best_rank": 21, + "best_depth": 68.3, + "near_token": "pile", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "glistening", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "A", + "output_checked": true + }, + { + "concept": "nearby", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "beside", + "output_checked": true + }, + { + "concept": "This", + "score": 11.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "within", + "score": 11.0, + "best_rank": 1, + "best_depth": 82.9, + "near_token": "dislocation", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-22__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-22__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-22__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-22__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-22__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-suppress-22", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed suppression 22", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A glass bead rested beside the paper label.\" Direct your attention away from a dislocation pile-up and the stress concentration it creates while writing. Do not write anything else.\n<|turn>model\nA glass bead rested beside the paper label.", + "prompt_tail": "ation pile-up and the stress concentration it creates while writing. Do not write anything else.\n<|turn>model\nA glass bead rested beside the paper label.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 47, + 48, + 49, + 50, + 51, + 52, + 53, + 54, + 55 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "suppress", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-22", + "carrier_id": "carrier-22", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A glass bead rested beside the paper label.", + "generated_token_ids": [ + 236776, + 4896, + 58914, + 72578, + 28383, + 506, + 3627, + 5346, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 2568, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 47, + "logit_lens_best_rank": 2210 + }, + { + "label": "pile", + "best_rank": 83, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 53, + "logit_lens_best_rank": 20 + }, + { + "label": "stress", + "best_rank": 743, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 51, + "logit_lens_best_rank": 2369 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "tons", + "Also", + "lots", + "hence", + "friends", + "things" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "etc", + "nt", + "d", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "lly", + "er", + "l", + "wards", + "es", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "r", + "etc", + "d", + "t", + "i", + "ie" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "and", + "etc", + "l", + "which", + "o", + "wards", + "hence", + "ed" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "which", + "therefor", + "therefore", + "whereas", + "hence", + "according", + "and", + "however" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "whereas", + "hence", + "which", + "however", + "therefor", + "furthermore", + "alot" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "alot", + "thats", + "however", + "whereas", + "which", + "furthermore", + "Whilst" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "whilst", + "which", + "alot", + "thats", + "although", + "Also", + "furthermore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "however", + "also", + "although", + "Also", + "because", + "and", + "whereas" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "although", + "whereas", + "the", + "therefore", + "because" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "which", + "furthermore", + "whereas", + "although", + "and", + "that", + "the" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "which", + "furthermore", + "although", + "whereas", + "and", + "that", + "moreover" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "furthermore", + "although", + "moreover", + "whereas", + "which", + "natomiast", + "whereupon" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "motionless", + "uttered", + "furthermore", + "although", + "unremarkable", + "inanimate", + "thereafter" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "uttered", + "unremarkable", + "stillness", + "motionless", + "however", + "Mrs", + "uttering", + "thereafter" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "unremarkable", + "uttered", + "whispered", + "stillness", + "nestled", + "motionless", + "nonetheless", + "Mrs" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "stillness", + "quietly", + "silently", + "dutiful", + "quiet", + "unremarkable", + "mindful", + "grammat" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "stillness", + "retelling", + "quietly", + "grammat", + "silently", + "thereafter", + "描写", + "dutiful" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "thereafter", + "although", + "motionless", + "stillness", + "quietly", + "quiet", + "afterwards" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "afterwards", + "quietly", + "silently", + "please", + "motionless", + "stillness", + "furthermore" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ذریع", + "obeyed", + "quietly", + "ذلك", + "阅读全文", + "nhé", + "withstood", + "reread" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "néanmoins", + "nonetheless", + "obstante", + "nenhuma", + "żad", + "kū", + "cüm" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "때문이다", + "例文帳に追加", + "XNUMX" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "XNUMX", + "৷", + "때문이다", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "때문이다", + "例文帳に追加", + "XNUMX", + "৷", + "ㅤ" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "৷", + "銆", + "입니다", + "때문이다", + "ㅤ", + "例文帳に追加", + "XNUMX", + "৷" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "때문이다", + "銆", + "입니다", + "XNUMX", + "例文帳に追加", + "৷", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "৷", + "때문이다", + "endl", + "입니다", + "銆", + "jpg", + "Meanwhile" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "لذلك", + "XNUMX", + "című", + "例文帳に追加", + "EOF", + "통해서", + "아멘" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "때문이다", + "Its", + "입니다", + "Its", + "아멘", + "jpg", + "Nothing", + "Meanwhile" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "There", + "Its", + "Otherwise", + "아멘", + "입니다", + "Notwithstanding", + "때문이다", + "Its" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Otherwise", + "を描", + "Otherwise", + "There", + "아멘", + "لذلك" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "を描", + "Its", + "Notwithstanding", + "Dabei", + "頑張", + "This", + "它" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Screenshot", + "Written", + "Picture", + "That", + "Its", + "Through" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Writing", + "Writing", + "Write", + "Picture", + "That", + "Picture", + "Focus" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Hopefully", + "Picture", + "write", + "Writing", + "Writing", + "CONTIN" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "向", + "Writing", + "Hopefully", + "Feel", + "Between" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "向", + "COPY", + "Back", + "Copy", + "This", + "Feel" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "Write", + "write", + "Back", + "COPY", + "Copy", + "Between", + "向" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Write", + "towards", + "Back", + "ほど", + "write", + "at", + "This", + "back" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "This", + "Direct", + "A", + "The", + "Back", + "About", + "Do" + ] + } + ], + "surprising": [ + { + "concept": "also", + "score": 38.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "your", + "output_checked": true + }, + { + "concept": "because", + "score": 34.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "away", + "output_checked": true + }, + { + "concept": "Also", + "score": 18.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "instead", + "score": 17.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "was", + "score": 16.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "glass", + "output_checked": true + }, + { + "concept": "this", + "score": 15.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "writing", + "output_checked": true + }, + { + "concept": "caused", + "score": 14.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "it", + "output_checked": true + }, + { + "concept": "whereas", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "while", + "output_checked": true + }, + { + "concept": "focus", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "while", + "output_checked": true + }, + { + "concept": "but", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-22__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-22__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-22__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-22__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-22__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-control-22", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Neutral carrier control 22", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A glass bead rested beside the paper label.\" Do not write anything else.\n<|turn>model\nA glass bead rested beside the paper label.", + "prompt_tail": "urn>user\nWrite exactly \"A glass bead rested beside the paper label.\" Do not write anything else.\n<|turn>model\nA glass bead rested beside the paper label.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "control", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-22", + "carrier_id": "carrier-22", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A glass bead rested beside the paper label.", + "generated_token_ids": [ + 236776, + 4896, + 58914, + 72578, + 28383, + 506, + 3627, + 5346, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 3331, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 2181 + }, + { + "label": "pile", + "best_rank": 80, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 30 + }, + { + "label": "stress", + "best_rank": 1085, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 2775 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "tons", + "hence", + "Also", + "lots", + "friends", + "lle" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "a", + "etc", + "nt", + "d", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "er", + "lly", + "l", + "es", + "wards", + "y" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "o", + "etc", + "etc", + "r", + "t", + "d", + "i" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "etc", + "and", + "etc", + "which", + "whereas", + "wards", + "probably", + "l" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefore", + "whereas", + "which", + "therefor", + "according", + "hence", + "and", + "etc" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whereas", + "whilst", + "however", + "therefore", + "which", + "hence", + "furthermore", + "therefor" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "however", + "furthermore", + "whereas", + "which", + "alot", + "thats", + "Whilst" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "which", + "Also", + "although", + "whilst", + "and", + "also", + "furthermore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "also", + "Also", + "which", + "however", + "although", + "and", + "because", + "whereas" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "although", + "also", + "whereas", + "the", + "because" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "which", + "furthermore", + "and", + "whereas", + "although", + "also", + "Furthermore" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "furthermore", + "and", + "which", + "although", + "whereas", + "afterwards", + "also" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "furthermore", + "and", + "although", + "whereas", + "which", + "moreover", + "Furthermore" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "although", + "furthermore", + "grammat", + "uttered", + "instead", + "thereafter", + "and" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "grammat", + "uttered", + "sentence", + "Mrs", + "however", + "thereafter", + "grammatical", + "kalimat" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "uttered", + "sentence", + "grammatical", + "cüm", + "uttering", + "kalimat", + "retelling" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "reciting", + "recited", + "punctuation", + "sentence", + "kalimat", + "uttered", + "grammatical" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "kalimat", + "english", + "sentence", + "punctuation", + "grammatical", + "grammar", + "retelling" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "english", + "furthermore", + "grammat", + "although", + "indeed", + "thereafter", + "mrs" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "입니다", + "please", + "however", + "english", + "html", + "afterwards", + "todays", + "furthermore" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "감사합니다", + "阅读全文", + "nhé", + "입니다", + "ذریع", + "endif", + "todays", + "Indeed" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "Dot", + "Gregor", + "₂", + "histoire", + "닷", + "obstante", + "ß" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "です", + "때문이다", + "XNUMX" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "때문이다", + "XNUMX", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "ㅤ", + "때문이다", + "例文帳に追加", + "XNUMX" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "입니다", + "৷", + "銆", + "ㅤ", + "৷", + "때문이다", + "例文帳に追加", + "XNUMX" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "৷", + "때문이다", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "입니다", + "৷", + "endl", + "銆", + "EOF", + "jpg", + "통해서" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "EOF", + "لذلك", + "の通販", + "Its", + "통해서", + "endl", + "Rare" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "때문이다", + "Its", + "بذلك", + "아멘", + "Otherwise", + "لذلك", + "EOF" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "입니다", + "بذلك", + "아멘", + "的书", + "Otherwise", + "书", + "を描" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Otherwise", + "بذلك", + "Its", + "Otherwise", + "아멘", + "を描", + "Probably" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Probably", + "Its", + "Its", + "Otherwise", + "頑張", + "を描", + "હ", + "Probably" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Dot", + "Writing", + "写", + "Write", + "笔", + "Written" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Feel", + "Write", + "Write", + "Print", + "Writing", + "Smith", + "Copy", + "Hopefully" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "COPY", + "Period", + "Mad", + "Hopefully", + "Feel", + "write" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "唯", + "write", + "Feel", + "Period", + "Back", + "write" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "唯", + "COPY", + "山", + "Copy", + "Feel", + "Copy" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "COPY", + "Write", + "Write", + "write", + "Copy", + "Back", + "Constit", + "UNT" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "write", + "Write", + "screen", + "towards", + "screening", + "COPY", + "period", + "selective" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "COPY", + "1", + "Write", + "G", + "This", + "Screen", + "screen" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 29.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "because", + "score": 17.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "also", + "score": 14.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "photograph", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "", + "output_checked": true + }, + { + "concept": "was", + "score": 11.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "glass", + "output_checked": true + }, + { + "concept": "other", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "write", + "output_checked": true + }, + { + "concept": "and", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "five", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "grammat", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "nearby", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "beside", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 8.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "glass", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-22__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-22__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-22__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-22__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-22__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-focus-23", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed focus 23", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The brown wallet waited below the desk lamp.\" While copying, actively think about a dislocation pile-up and its associated stress concentration. Do not write anything else.\n<|turn>model\nThe brown wallet waited below the desk lamp.", + "prompt_tail": "bout a dislocation pile-up and its associated stress concentration. Do not write anything else.\n<|turn>model\nThe brown wallet waited below the desk lamp.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 45, + 46, + 47, + 48, + 49, + 50, + 51, + 52, + 53 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "focus", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-23", + "carrier_id": "carrier-23", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The brown wallet waited below the desk lamp.", + "generated_token_ids": [ + 818, + 8864, + 27173, + 35033, + 3426, + 506, + 15348, + 15123, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 1099, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 45, + "logit_lens_best_rank": 222 + }, + { + "label": "pile", + "best_rank": 36, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 51, + "logit_lens_best_rank": 180 + }, + { + "label": "stress", + "best_rank": 18, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 49, + "logit_lens_best_rank": 42 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "friends", + "however", + "hence", + "things", + "hence", + "tons" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "nt", + "a", + "etc", + "d", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "wards", + "l", + "ie", + "lly", + "d", + "er", + "t" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "maybe", + "o", + "probably", + "probably", + "etc", + "r", + "or" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "probably", + "basically", + "everybody", + "maybe", + "anybody", + "and", + "somebody", + "etc" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "everybody", + "probably", + "according", + "therefore", + "therefor", + "because", + "soon", + "and" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "everybody", + "anybody", + "however", + "and", + "somebody", + "so", + "whereas", + "therefore" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "anymore", + "everybody", + "however", + "anybody", + "nobody", + "alot", + "because", + "gonna" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "which", + "because", + "who", + "alot", + "it", + "anymore", + "everyone" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "however", + "which", + "also", + "and", + "they", + "the", + "there" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "the", + "because", + "which", + "although", + "when", + "everybody" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "which", + "the", + "and", + "moreover", + "although", + "when" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "when", + "the", + "furthermore", + "although", + "and", + "because", + "that" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "whispered", + "however", + "nestled", + "stillness", + "bathed", + "the", + "moreover", + "uttered" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "whispered", + "uttered", + "stillness", + "motionless", + "uttering", + "silently", + "however", + "nestled" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "stillness", + "whispered", + "uttered", + "uttering", + "motionless", + "silently", + "unremarkable", + "poetic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "whispered", + "stillness", + "uttered", + "silently", + "uttering", + "poetic", + "silence", + "nestled" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "whispered", + "stillness", + "reciting", + "recited", + "obedient", + "verbatim", + "poetic" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "描写", + "punctuation", + "poem", + "retelling", + "reciting", + "whispered", + "obedient" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "punctuation", + "grammat", + "faithfully", + "english", + "although", + "whispered", + "obedient" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "html", + "grammat", + "whispered", + "poem", + "Poem", + "punctuation", + "afterwards" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "reread", + "refleja", + "reflecting", + "refracted", + "ذریع", + "reminder", + "refle", + "doi" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "exemplifies", + "undersigned", + "이는", + "fucking", + "nonetheless", + "flawlessly", + "bibliography" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "입니다", + "৷", + "During", + "Analyzing", + "때문이다", + "Afterwards", + "Considering", + "Also" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "입니다", + "Because", + "৷", + "This", + "때문이다", + "Because", + "Its", + "ㅤ" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "때문이다", + "입니다", + "৷", + "Meanwhile", + "ㅤ", + "Its", + "During", + "銆" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "때문이다", + "입니다", + "Meanwhile", + "ㅤ", + "銆", + "৷", + "Despite", + "Meanwhile" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "때문이다", + "입니다", + "৷", + "Meanwhile", + "ㅤ", + "৷", + "銆", + "During" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Meanwhile", + "EOF", + "Again", + "Explained", + "During", + "Notes", + "Again", + "https" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Thoughts", + "Thinking", + "Meanwhile", + "Studying", + "Considering", + "Observing", + "During", + "During" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "During", + "Meanwhile", + "Thoughts", + "During", + "Thinking", + "Its", + "Throughout", + "Considering" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Thinking", + "Thoughts", + "During", + "Its", + "Meanwhile", + "是我", + "Considering", + "Focusing" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Thinking", + "thinking", + "Its", + "Thoughts", + "Think", + "think", + "Think", + "imagine" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "thinking", + "think", + "Thinking", + "Think", + "是我", + "Think", + "思考", + "thought" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Thinking", + "thinking", + "Think", + "思考", + "Thoughts", + "是我", + "think", + "Think" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Thinking", + "thinking", + "思考", + "thinking", + "Thoughts", + "Thinking", + "Think", + "Analyzing" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "thinking", + "Thinking", + "思考", + "thinking", + "contemplating", + "my", + "Thinking", + "是我" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "thinking", + "Thinking", + "思考", + "analyzing", + "processing", + "thinking", + "Analyzing", + "contemplating" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "thinking", + "Thinking", + "analyzing", + "processing", + "Analyzing", + "思考", + "thinking", + "This" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Thinking", + "thinking", + "Analyzing", + "analyzing", + "This", + "Considering", + "Processing", + "processing" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "thinking", + "This", + "Within", + "During", + "Thinking", + "scanning", + "While", + "processing" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "The", + "Thinking", + "This", + "While", + "A", + "I", + "F", + "Within" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 37.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 33.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "implications", + "score": 27.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "also", + "score": 21.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "was", + "score": 20.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "brown", + "output_checked": true + }, + { + "concept": "how", + "score": 20.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "and", + "output_checked": true + }, + { + "concept": "patiently", + "score": 18.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "waited", + "output_checked": true + }, + { + "concept": "ensure", + "score": 16.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": ",", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "brown", + "output_checked": true + }, + { + "concept": "subconscious", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "about", + "output_checked": true + }, + { + "concept": "without", + "score": 10.0, + "best_rank": 3, + "best_depth": 75.6, + "near_token": ".\"", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-23__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-23__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-23__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-23__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-23__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-suppress-23", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed suppression 23", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The brown wallet waited below the desk lamp.\" While copying, actively avoid thinking about a dislocation pile-up and its associated stress concentration. Do not write anything else.\n<|turn>model\nThe brown wallet waited below the desk lamp.", + "prompt_tail": "bout a dislocation pile-up and its associated stress concentration. Do not write anything else.\n<|turn>model\nThe brown wallet waited below the desk lamp.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 46, + 47, + 48, + 49, + 50, + 51, + 52, + 53, + 54 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "suppress", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-23", + "carrier_id": "carrier-23", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The brown wallet waited below the desk lamp.", + "generated_token_ids": [ + 818, + 8864, + 27173, + 35033, + 3426, + 506, + 15348, + 15123, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 4420, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 50, + "logit_lens_best_rank": 2296 + }, + { + "label": "pile", + "best_rank": 80, + "best_depth": 68.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 52, + "logit_lens_best_rank": 471 + }, + { + "label": "stress", + "best_rank": 132, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 50, + "logit_lens_best_rank": 1978 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "friends", + "hence", + "however", + "things", + "hence", + "tons" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "nt", + "a", + "etc", + "d", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "wards", + "l", + "ie", + "lly", + "d", + "t", + "er" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "maybe", + "o", + "probably", + "etc", + "probably", + "r", + "or" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "probably", + "basically", + "everybody", + "maybe", + "anybody", + "and", + "somebody", + "etc" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "according", + "everybody", + "therefore", + "therefor", + "probably", + "because", + "soon", + "so" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "everybody", + "anybody", + "however", + "therefore", + "whereas", + "hence", + "therefor", + "and" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "however", + "anymore", + "everybody", + "because", + "alot", + "gonna", + "anybody", + "anyways" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "because", + "which", + "and", + "although", + "who", + "also", + "the" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "however", + "also", + "which", + "and", + "although", + "Also", + "there" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "because", + "the", + "which", + "although", + "when", + "there" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "and", + "furthermore", + "which", + "the", + "because", + "when", + "although" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "when", + "and", + "because", + "the", + "furthermore", + "although", + "which" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "whispered", + "and", + "the", + "moreover", + "nestled", + "furthermore", + "wherever" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "whispered", + "uttered", + "however", + "stillness", + "silently", + "uttering", + "motionless", + "quietly" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "uttered", + "stillness", + "whispered", + "uttering", + "grammat", + "kalimat", + "sentence", + "Tolstoy" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "whispered", + "uttered", + "grammat", + "uttering", + "stillness", + "kalimat", + "sentence", + "poem" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "verbatim", + "obedient", + "recited", + "punctuation", + "reciting", + "kalimat", + "dutiful" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "kalimat", + "obedient", + "punctuation", + "verbatim", + "retelling", + "sentence", + "cüm" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "faithfully", + "english", + "although", + "thereafter", + "punctuation", + "grammat", + "copy" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "afterwards", + "입니다", + "please", + "html", + "copy", + "copied", + "english" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "nhé", + "ذریع", + "阅读全文", + "kalimat", + "감사합니다", + "همین", + "ذلك", + "입니다" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "감사합니다", + "obstante", + "때문이다", + "nenhuma", + "৷", + "żad", + "৷" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "입니다", + "ذریع", + "銆", + "৷", + "XNUMX", + "때문이다", + "例文帳に追加" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "때문이다", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "XNUMX", + "৷", + "例文帳に追加", + "때문이다", + "ㅤ" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "입니다", + "৷", + "銆", + "ㅤ", + "때문이다", + "XNUMX", + "例文帳に追加", + "৷" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "입니다", + "XNUMX", + "銆", + "때문이다", + "例文帳に追加", + "৷", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "입니다", + "৷", + "endl", + "jpg", + "때문이다", + "銆", + "阅读全文" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "통해서", + "لذلك", + "아멘", + "Its", + "EOF", + "XNUMX", + "című" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "Its", + "아멘", + "때문이다", + "Its", + "통해서", + "jpg", + "بذلك" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "입니다", + "아멘", + "Otherwise", + "Otherwise", + "Its", + "There", + "Its", + "を描" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Otherwise", + "Otherwise", + "아멘", + "بذلك", + "を描", + "Hopefully" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "頑張", + "Probably", + "を描", + "Notwithstanding", + "是我", + "Dabei" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Screenshot", + "Written", + "Writing", + "Hopefully", + "That", + "Writer" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Hopefully", + "Writing", + "Write", + "Writing", + "Feel", + "That", + "Copy" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Hopefully", + "COPY", + "write", + "Feel", + "Copy", + "Thanks" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "Hopefully", + "write", + "Feel", + "Writes", + "COPY" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "COPY", + "Copy", + "write", + "唯", + "Copy", + "Back" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "Write", + "COPY", + "write", + "Copy", + "Back", + "Writes", + "write" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Write", + "write", + "Back", + "towards", + "ほど", + "Copy", + "Both", + "at" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Write", + "This", + "Write", + "The", + "Back", + "That", + "COPY", + "selective" + ] + } + ], + "surprising": [ + { + "concept": "also", + "score": 38.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 26.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "implications", + "score": 23.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "because", + "score": 23.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "patiently", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "waited", + "output_checked": true + }, + { + "concept": "was", + "score": 19.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "brown", + "output_checked": true + }, + { + "concept": "Also", + "score": 18.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "avoidance", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "avoid", + "output_checked": true + }, + { + "concept": "ensure", + "score": 16.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": ",", + "output_checked": true + }, + { + "concept": "consequences", + "score": 15.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "associated", + "output_checked": true + }, + { + "concept": "other", + "score": 13.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-23__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-23__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-23__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-23__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-23__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-control-23", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Neutral carrier control 23", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"The brown wallet waited below the desk lamp.\" Do not write anything else.\n<|turn>model\nThe brown wallet waited below the desk lamp.", + "prompt_tail": "n>user\nWrite exactly \"The brown wallet waited below the desk lamp.\" Do not write anything else.\n<|turn>model\nThe brown wallet waited below the desk lamp.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "control", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-23", + "carrier_id": "carrier-23", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "The brown wallet waited below the desk lamp.", + "generated_token_ids": [ + 818, + 8864, + 27173, + 35033, + 3426, + 506, + 15348, + 15123, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 4703, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 2704 + }, + { + "label": "pile", + "best_rank": 59, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 34, + "logit_lens_best_rank": 454 + }, + { + "label": "stress", + "best_rank": 162, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 32, + "logit_lens_best_rank": 1929 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "friends", + "hence", + "however", + "things", + "hence", + "tons" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "nt", + "a", + "etc", + "d", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "l", + "ie", + "wards", + "lly", + "d", + "t", + "y" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "maybe", + "l", + "o", + "etc", + "probably", + "r", + "basically", + "etc" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "basically", + "probably", + "maybe", + "everybody", + "etc", + "anybody", + "and", + "somebody" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "according", + "therefore", + "probably", + "because", + "and", + "therefor", + "however", + "that" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "however", + "everybody", + "therefore", + "whereas", + "and", + "hence", + "which", + "anybody" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "however", + "anymore", + "because", + "which", + "furthermore", + "everybody", + "whereas", + "therefore" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "because", + "which", + "and", + "also", + "although", + "Also", + "furthermore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "because", + "also", + "however", + "Also", + "which", + "although", + "and", + "according" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "because", + "which", + "although", + "the", + "also", + "according" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "and", + "furthermore", + "which", + "also", + "although", + "because", + "Also" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "and", + "because", + "furthermore", + "when", + "which", + "although", + "afterwards" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "and", + "furthermore", + "instead", + "although", + "moreover", + "also", + "afterwards" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "uttered", + "grammat", + "sentence", + "uttering", + "although", + "kalimat", + "whispered" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "grammat", + "sentence", + "kalimat", + "uttered", + "grammatical", + "cüm", + "uttering", + "poetry" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "grammat", + "sentence", + "uttered", + "kalimat", + "cüm", + "uttering", + "grammatical", + "whispered" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "reciting", + "kalimat", + "punctuation", + "sentence", + "grammar", + "grammatical", + "verbatim" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "kalimat", + "english", + "sentence", + "punctuation", + "grammar", + "cüm", + "grammatical" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "english", + "however", + "grammat", + "mrs", + "punctuation", + "furthermore", + "html", + "although" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "입니다", + "english", + "however", + "html", + "please", + "todays", + "hereby", + "afterwards" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "阅读全文", + "입니다", + "nhé", + "ذریع", + "kalimat", + "endif", + "html", + "herewith" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "néanmoins", + "obstante", + "Gregor", + "ㅠㅠ", + "Dot", + "żad", + "৷" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "입니다", + "ذریع", + "銆", + "৷", + "때문이다", + "です", + "XNUMX" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "때문이다", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "ㅤ", + "때문이다", + "例文帳に追加" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "입니다", + "৷", + "銆", + "ㅤ", + "৷", + "때문이다", + "例文帳に追加", + "XNUMX" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "৷", + "때문이다", + "ㅤ", + "例文帳に追加" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "입니다", + "৷", + "endl", + "jpg", + "銆", + "EOF", + "통해서" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "EOF", + "لذلك", + "통해서", + "Its", + "の通販", + "입니다", + "Rare" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "Its", + "بذلك", + "때문이다", + "아멘", + "Otherwise", + "jpg", + "لذلك" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "입니다", + "بذلك", + "아멘", + "Otherwise", + "书", + "的书", + "لذلك" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Otherwise", + "Its", + "بذلك", + "Otherwise", + "아멘", + "Its", + "を描", + "PubMed" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Probably", + "Its", + "હ", + "頑張", + "Otherwise", + "Its", + "を描", + "أر" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Write", + "Writing", + "笔", + "Writer", + "爆", + "Written" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Write", + "Print", + "Feel", + "Writing", + "Writing", + "Hopefully", + "Copy" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "COPY", + "Period", + "Hopefully", + "write", + "Feel", + "Mad" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "write", + "Writes", + "Feel", + "Period", + "唯" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "COPY", + "Write", + "Write", + "山", + "Copy", + "Feel", + "COPY", + "唯" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "COPY", + "Write", + "Write", + "write", + "Copy", + "write", + "写", + "COPY" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "write", + "Write", + "COPY", + "写", + "period", + "wrote", + "Copy", + "towards" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "COPY", + "1", + "Write", + "Write", + "This", + "That", + "mainloop", + "g" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 29.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "while", + "score": 26.0, + "best_rank": 7, + "best_depth": 82.9, + "near_token": "desk", + "output_checked": true + }, + { + "concept": "patiently", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "waited", + "output_checked": true + }, + { + "concept": "was", + "score": 19.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "brown", + "output_checked": true + }, + { + "concept": "because", + "score": 16.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "also", + "score": 15.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "Also", + "score": 11.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "without", + "score": 10.0, + "best_rank": 3, + "best_depth": 75.6, + "near_token": ".\"", + "output_checked": true + }, + { + "concept": "grammat", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "and", + "score": 9.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "brown", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-23__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-23__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-23__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-23__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-23__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-focus-24", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed focus 24", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A steel clip lay across the plain postcard.\" Keep your thoughts centered on a dislocation pile-up and concentrated stress as you produce the sentence. Do not write anything else.\n<|turn>model\nA steel clip lay across the plain postcard.", + "prompt_tail": "ocation pile-up and concentrated stress as you produce the sentence. Do not write anything else.\n<|turn>model\nA steel clip lay across the plain postcard.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 47, + 48, + 49, + 50, + 51, + 52, + 53, + 54, + 55 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "focus", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-24", + "carrier_id": "carrier-24", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A steel clip lay across the plain postcard.", + "generated_token_ids": [ + 236776, + 8103, + 13650, + 6267, + 3418, + 506, + 14529, + 56927, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 98, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 52, + "logit_lens_best_rank": 19 + }, + { + "label": "pile", + "best_rank": 58, + "best_depth": 53.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 49, + "logit_lens_best_rank": 61 + }, + { + "label": "stress", + "best_rank": 3, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 52, + "logit_lens_best_rank": 96 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "tons", + "Also", + "Also", + "however", + "lots", + "friends" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "etc", + "a", + "nt", + "d", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "lly", + "l", + "es", + "er", + "y", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "etc", + "o", + "r", + "t", + "d", + "ie", + "or" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "etc", + "etc", + "probably", + "and", + "maybe", + "basically", + "wards", + "l" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefor", + "therefore", + "hence", + "whereas", + "according", + "which", + "etc", + "thus" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "therefor", + "therefore", + "whereas", + "however", + "hence", + "realised", + "everybody" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thats", + "whilst", + "alot", + "gonna", + "however", + "realised", + "furthermore", + "anyways" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "which", + "whilst", + "Also", + "ALSO", + "thats", + "alot", + "Whilst" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "because", + "however", + "Also", + "also", + "and", + "although", + "that" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "the", + "because", + "therefore", + "although", + "whereas" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "which", + "and", + "whereas", + "moreover", + "although", + "therefore" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "furthermore", + "and", + "which", + "moreover", + "although", + "afterwards", + "whereas" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "furthermore", + "and", + "moreover", + "which", + "thence", + "although", + "whereupon" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "uttered", + "furthermore", + "uttering", + "motionless", + "inanimate", + "although", + "thence" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "uttered", + "uttering", + "motionless", + "stillness", + "noir", + "whispered", + "Mrs", + "soot" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "uttered", + "uttering", + "Shakespeare", + "grammat", + "whispered", + "inexplicable", + "prosa", + "poem" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "evocative", + "grammat", + "poetic", + "poem", + "describing", + "dutiful", + "uttered", + "whispered" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "describing", + "grammat", + "evocative", + "poem", + "conveying", + "reflecting", + "uttered", + "whispered" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "although", + "silently", + "reflecting", + "uttered", + "whispered", + "thereafter", + "poem" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "however", + "realised", + "afterwards", + "silently", + "utilised", + "quietly", + "realisation", + "whispered" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "reflecting", + "ذلك", + "refle", + "refracted", + "endured", + "utilised", + "reflect", + "refleja" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "nonetheless", + "이는", + "navigating", + "navigated", + "néanmoins", + "demonstrating", + "meticulously", + "selectively" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "입니다", + "銆", + "ذریع", + "때문이다", + "例文帳に追加", + "৷", + "です" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "ㅤ", + "때문이다", + "৷", + "Its", + "例文帳に追加" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "때문이다", + "銆", + "৷", + "例文帳に追加", + "ㅤ", + "Its" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "때문이다", + "৷", + "입니다", + "銆", + "ㅤ", + "例文帳に追加", + "৷", + "Otherwise" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "때문이다", + "৷", + "입니다", + "銆", + "৷", + "例文帳に追加", + "ㅤ", + "Its" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "때문이다", + "৷", + "EOF", + "XNUMX", + "endl", + "銆", + "című", + "입니다" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "Its", + "című", + "EOF", + "통해서", + "Swe", + "例文帳に追加", + "Çünkü" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Its", + "Its", + "때문이다", + "Because", + "That", + "It", + "Meanwhile", + "Because" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Its", + "Its", + "There", + "That", + "Otherwise", + "Otherwise", + "There", + "Focusing" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Otherwise", + "Think", + "This", + "That", + "Dabei", + "There" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "Dabei", + "This", + "That", + "是我", + "И", + "It" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Its", + "Writing", + "Write", + "Its", + "Written", + "That", + "Writing", + "Screenshot" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Feel", + "Write", + "Through", + "Writing", + "Through", + "That", + "Picture", + "Hopefully" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "CONTIN", + "Hopefully", + "BUR", + "Wearing", + "毕竟", + "Feel" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "Wearing", + "This", + "Through", + "Wearing", + "WRITE", + "CONTIN" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "Write", + "Write", + "Wearing", + "Wearing", + "This", + "That", + "Through" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "This", + "Hopefully", + "Write", + "Between", + "That", + "Write", + "Focus", + "Through" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "control", + "This", + "Through", + "Both", + "towards", + "Control", + "between", + "According" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "The", + "Control", + "A", + "control", + "Through", + "Focus", + "That" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 36.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 30.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "also", + "score": 19.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "this", + "score": 18.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "on", + "output_checked": true + }, + { + "concept": "while", + "score": 17.0, + "best_rank": 4, + "best_depth": 82.9, + "near_token": "sentence", + "output_checked": true + }, + { + "concept": "but", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "This", + "score": 14.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "concentration", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "concentrated", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "fracturing", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "and", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "photograph", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".\"", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-24__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-24__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-24__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-24__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-focus-24__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-suppress-24", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Directed suppression 24", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A steel clip lay across the plain postcard.\" Keep your thoughts from dwelling on a dislocation pile-up or concentrated stress as you produce the sentence. Do not write anything else.\n<|turn>model\nA steel clip lay across the plain postcard.", + "prompt_tail": "location pile-up or concentrated stress as you produce the sentence. Do not write anything else.\n<|turn>model\nA steel clip lay across the plain postcard.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 48, + 49, + 50, + 51, + 52, + 53, + 54, + 55, + 56 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "suppress", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-24", + "carrier_id": "carrier-24", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A steel clip lay across the plain postcard.", + "generated_token_ids": [ + 236776, + 8103, + 13650, + 6267, + 3418, + 506, + 14529, + 56927, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 623, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 53, + "logit_lens_best_rank": 1174 + }, + { + "label": "pile", + "best_rank": 56, + "best_depth": 53.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 50, + "logit_lens_best_rank": 170 + }, + { + "label": "stress", + "best_rank": 886, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 55, + "logit_lens_best_rank": 1473 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "tons", + "Also", + "Also", + "however", + "lots", + "friends" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "etc", + "a", + "nt", + "d", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "lly", + "l", + "es", + "d", + "y", + "er" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "etc", + "o", + "r", + "t", + "d", + "ie", + "maybe" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "etc", + "etc", + "probably", + "and", + "maybe", + "basically", + "l", + "wards" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefor", + "therefore", + "hence", + "whereas", + "according", + "which", + "etc", + "and" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "therefore", + "therefor", + "whereas", + "whilst", + "however", + "hence", + "everybody", + "realised" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thats", + "whilst", + "alot", + "however", + "gonna", + "realised", + "furthermore", + "anyways" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "whilst", + "which", + "Also", + "ALSO", + "also", + "Whilst", + "furthermore" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Also", + "which", + "because", + "however", + "also", + "although", + "and", + "whereas" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "and", + "however", + "which", + "the", + "therefore", + "although", + "because", + "whereas" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "however", + "which", + "and", + "whereas", + "moreover", + "Furthermore", + "therefore" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "furthermore", + "and", + "which", + "moreover", + "although", + "whereas", + "Furthermore" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "furthermore", + "moreover", + "and", + "Moreover", + "which", + "thence", + "Furthermore" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "uttered", + "furthermore", + "inanimate", + "motionless", + "uttering", + "moreover", + "thence" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "uttered", + "uttering", + "sentence", + "grammat", + "Mrs", + "unremarkable", + "utterance", + "cüm" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "uttered", + "grammat", + "uttering", + "sentence", + "poem", + "Shakespeare", + "whispered", + "utterance" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "sentence", + "uttered", + "dutiful", + "cüm", + "poem", + "utterance", + "kalimat" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "sentence", + "kalimat", + "cüm", + "uttered", + "poem", + "thereafter", + "retelling" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "thereafter", + "afterwards", + "although", + "furthermore", + "english", + "mrs", + "grammat" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "afterwards", + "however", + "Poem", + "sentence", + "thereafter", + "furthermore", + "입니다", + "grammat" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "ذریع", + "阅读全文", + "ذلك", + "nhé", + "بعدها", + "kalimat", + "همین", + "cüm" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "obstante", + "néanmoins", + "nonetheless", + "₂", + "cüm", + "nenhuma", + "Nevertheless" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "입니다", + "ذریع", + "銆", + "৷", + "例文帳に追加", + "XNUMX", + "때문이다" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "때문이다", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "例文帳に追加", + "XNUMX", + "때문이다", + "৷", + "ㅤ" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "입니다", + "৷", + "銆", + "ㅤ", + "例文帳に追加", + "때문이다", + "XNUMX", + "৷" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "때문이다", + "৷", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "৷", + "입니다", + "endl", + "jpg", + "銆", + "때문이다", + "EOF" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "EOF", + "통해서", + "لذلك", + "Its", + "입니다", + "című", + "아멘" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "Its", + "때문이다", + "jpg", + "아멘", + "بذلك", + "Otherwise", + "통해서" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "입니다", + "Otherwise", + "Otherwise", + "아멘", + "を描", + "Its", + "بذلك", + "书" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Its", + "Otherwise", + "Otherwise", + "بذلك", + "を描", + "아멘", + "供" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Its", + "供", + "是我", + "頑張", + "を描", + "أر", + "Probably" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Writing", + "Writer", + "write", + "Written", + "Write", + "写" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Writing", + "Write", + "Feel", + "Writing", + "Picture", + "Hopefully", + "PEN" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "write", + "Hopefully", + "Mad", + "Feel", + "COPY", + "Sph" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "write", + "Writes", + "Writing", + "Feel", + "Writes" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "COPY", + "write", + "Copy", + "Feel", + "唯", + "UNT" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "COPY", + "Write", + "write", + "Copy", + "UNT", + "Writes", + "write" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Write", + "write", + "control", + "towards", + "docx", + "COPY", + "at", + "Both" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "Write", + "A", + "COPY", + "docx", + "1", + "Control", + "That" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 36.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "also", + "score": 33.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Do", + "output_checked": true + }, + { + "concept": "verbatim", + "score": 30.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "and", + "score": 22.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "clip", + "output_checked": true + }, + { + "concept": "photograph", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".\"", + "output_checked": true + }, + { + "concept": "this", + "score": 18.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "produce", + "output_checked": true + }, + { + "concept": "concentration", + "score": 15.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "concentrated", + "output_checked": true + }, + { + "concept": "but", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "Also", + "score": 15.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "other", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "or", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "steel", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-24__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-24__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-24__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-24__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-suppress-24__heatmap.png" + } + }, + { + "slug": "paper-v2-mod-control-24", + "shape": "MODULATION", + "protocol": "directed_modulation", + "domain": "materials", + "title": "Neutral carrier control 24", + "description": "Preregistered matched directed-modulation triplet.", + "note": "Primary paired endpoint: mean log10 best-rank contrast for focus versus suppress and neutral, computed within carrier and compared with the same contrast under the logit lens.", + "prompt_text": "<|turn>user\nWrite exactly \"A steel clip lay across the plain postcard.\" Do not write anything else.\n<|turn>model\nA steel clip lay across the plain postcard.", + "prompt_tail": "urn>user\nWrite exactly \"A steel clip lay across the plain postcard.\" Do not write anything else.\n<|turn>model\nA steel clip lay across the plain postcard.", + "readout_selector": "assistant_response", + "readout_at": -1, + "score_positions": [ + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": "control", + "control_group": "paper-v2-pileup-directed-modulation", + "phrasing_id": "triplet-24", + "carrier_id": "carrier-24", + "target_family": "dislocation-pileup", + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "A steel clip lay across the plain postcard.", + "generated_token_ids": [ + 236776, + 8103, + 13650, + 6267, + 3418, + 506, + 14529, + 56927, + 236761 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "pile", + "surfaces": [ + "pile" + ], + "token_ids": [ + 26106, + 76875, + 174328, + 153614 + ] + }, + { + "label": "stress", + "surfaces": [ + "stress" + ], + "token_ids": [ + 5013, + 53801, + 43378, + 94801 + ] + } + ], + "emergence": [ + { + "label": "dislocation", + "best_rank": 1548, + "best_depth": 75.6, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 812 + }, + { + "label": "pile", + "best_rank": 38, + "best_depth": 53.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 30, + "logit_lens_best_rank": 145 + }, + { + "label": "stress", + "best_rank": 863, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 1987 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Indians", + "whereas", + "tons", + "Also", + "Also", + "however", + "lots", + "friends" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "o", + "l", + "i", + "etc", + "a", + "nt", + "d", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "o", + "ie", + "lly", + "l", + "es", + "y", + "er", + "d" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "etc", + "o", + "t", + "r", + "maybe", + "ie", + "etc" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "etc", + "probably", + "etc", + "basically", + "and", + "which", + "maybe", + "hence" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therefor", + "therefore", + "hence", + "whereas", + "which", + "according", + "etc", + "however" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "whilst", + "realised", + "therefore", + "hence", + "therefor", + "whereas", + "however", + "which" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "whilst", + "thats", + "however", + "realised", + "alot", + "which", + "gonna", + "whereas" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "however", + "whilst", + "which", + "although", + "also", + "Also", + "and", + "thats" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "also", + "however", + "which", + "Also", + "although", + "because", + "and", + "whereas" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "however", + "and", + "which", + "although", + "the", + "also", + "whereas", + "because" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "however", + "furthermore", + "which", + "whereas", + "and", + "also", + "although", + "moreover" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "however", + "furthermore", + "which", + "whereas", + "and", + "although", + "afterwards", + "also" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "however", + "furthermore", + "moreover", + "whereas", + "which", + "although", + "and", + "afterwards" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "however", + "uttered", + "although", + "inanimate", + "furthermore", + "uttering", + "afterwards", + "whereas" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "uttered", + "however", + "uttering", + "noir", + "whispered", + "Mrs", + "poetry", + "soot" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "uttered", + "whispered", + "poem", + "uttering", + "grammat", + "poetic", + "truyện", + "nestled" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "grammat", + "uttered", + "whispered", + "recited", + "poem", + "reciting", + "mrs", + "dutiful" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "grammat", + "english", + "kalimat", + "retelling", + "cüm", + "uttered", + "sentence", + "poem" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "however", + "english", + "mrs", + "afterwards", + "thereafter", + "although", + "furthermore", + "indeed" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "입니다", + "afterwards", + "however", + "english", + "todays", + "html", + "furthermore", + "please" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "阅读全文", + "ذریع", + "nhé", + "입니다", + "sunday", + "endif", + "৷", + "همین" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "ذریع", + "₂", + "Dot", + "ß", + "obstante", + "Gregor", + "ǃ", + "৷" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "৷", + "ذریع", + "입니다", + "銆", + "৷", + "です", + "때문이다", + "XNUMX" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "때문이다", + "XNUMX", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "৷", + "입니다", + "銆", + "৷", + "XNUMX", + "例文帳に追加", + "때문이다", + "ㅤ" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "입니다", + "銆", + "৷", + "때문이다", + "ㅤ", + "৷", + "例文帳に追加", + "XNUMX" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "৷", + "銆", + "입니다", + "XNUMX", + "৷", + "때문이다", + "例文帳に追加", + "ㅤ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "XNUMX", + "입니다", + "endl", + "৷", + "銆", + "EOF", + "jpg", + "통해서" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "때문이다", + "EOF", + "لذلك", + "통해서", + "Its", + "の通販", + "입니다", + "című" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "입니다", + "Its", + "بذلك", + "때문이다", + "아멘", + "jpg", + "Otherwise", + "통해서" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Otherwise", + "입니다", + "بذلك", + "아멘", + "Otherwise", + "的书", + "书", + "を描" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Its", + "Otherwise", + "بذلك", + "Its", + "Otherwise", + "を描", + "아멘", + "PubMed" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "Its", + "Probably", + "Its", + "を描", + "Otherwise", + "頑張", + "أر", + "હ" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "Write", + "Writing", + "Writing", + "Write", + "写", + "Writer", + "write", + "Written" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Write", + "Write", + "Writing", + "Feel", + "Print", + "Smith", + "Writing", + "Picture" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Write", + "Write", + "Mad", + "write", + "COPY", + "Rush", + "Hopefully", + "写" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Write", + "Write", + "write", + "write", + "唯", + "Writes", + "Writing", + "Back" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "Write", + "Write", + "COPY", + "Copy", + "唯", + "山", + "write", + "Copy" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Write", + "COPY", + "Write", + "write", + "Copy", + "写", + "write", + "Writes" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "write", + "Write", + "写", + "control", + "COPY", + "Write", + "towards", + "selective" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "1", + "COPY", + "Write", + "Write", + "This", + "G", + "feedback", + "C" + ] + } + ], + "surprising": [ + { + "concept": "verbatim", + "score": 30.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "also", + "score": 16.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Write", + "output_checked": true + }, + { + "concept": "and", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "clip", + "output_checked": true + }, + { + "concept": "because", + "score": 13.0, + "best_rank": 2, + "best_depth": 65.9, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "photograph", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".\"", + "output_checked": true + }, + { + "concept": "whatsoever", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "anything", + "output_checked": true + }, + { + "concept": "masterpiece", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "while", + "score": 10.0, + "best_rank": 8, + "best_depth": 63.4, + "near_token": "lay", + "output_checked": true + }, + { + "concept": "other", + "score": 9.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "write", + "output_checked": true + }, + { + "concept": "five", + "score": 9.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "exactly", + "output_checked": true + }, + { + "concept": "was", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "clip", + "output_checked": true + }, + { + "concept": "Its", + "score": 8.0, + "best_rank": 4, + "best_depth": 61.0, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-24__grid.png", + "stream": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-24__stream.png", + "trajectory": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-24__trajectory.png", + "emergence": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-24__emergence.png", + "heatmap": "figures/gemma4-materials-paper-v2/materials/paper-v2-mod-control-24__heatmap.png" + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-materials-qual.json b/jlens_materials/runs/gemma4-materials-qual.json new file mode 100644 index 0000000000000000000000000000000000000000..93347e107a33b8d027a1a982d594131be9d6ce64 --- /dev/null +++ b/jlens_materials/runs/gemma4-materials-qual.json @@ -0,0 +1,7394 @@ +{ + "format_version": 2, + "created_at": "2026-07-10T17:57:29.106237+00:00", + "model": "google/gemma-4-E4B-it", + "model_identity": { + "requested_id": "google/gemma-4-E4B-it", + "requested_revision": null, + "model_class": "Gemma4ForConditionalGeneration", + "config_name_or_path": "google/gemma-4-E4B-it", + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-E4B-it", + "vocab_size": 262144, + "n_layers": 42, + "d_model": 2560, + "dtype": "float32" + }, + "tag": "gemma4-materials-qual", + "n_layers": 42, + "d_model": 2560, + "lens_n_prompts": 1000, + "lens_provenance": null, + "methodology": { + "recipe": { + "name": "demo", + "n_fit": 12, + "max_seq_len": 64, + "target_layer": null, + "report_layer_count": null, + "skip_first": 16, + "strict_corpus": false, + "description": "Fast exploratory fit. Results from this profile are not a quantitative replication of the paper." + }, + "claims_level": "exploratory demo", + "paper_protocol_complete": false, + "strict_protocol": false, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 50, + "evaluation_max_seq_len": 512, + "generation_max_new_tokens": 1, + "model_revision": null, + "dtype": "float32", + "layer_stride": 1, + "prompt_source": "prompts/materials-qualitative-pack.json", + "swaps_enabled": false, + "swap_alpha": 1.0 + }, + "shapes": [ + "ASSOCIATION", + "MULTIHOP", + "RECOGNITION" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": { + "ASSOCIATION": { + "n_items": 2, + "minimum_required": 50, + "sufficient_sample": false, + "ks": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "jacobian_lens": { + "pass_at_k": [ + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.16666666666666666, + 0.16666666666666666 + ], + "auc_log_k": 0.04166666666666668, + "bootstrap_95": { + "1": { + "mean": 0.0, + "low": 0.0, + "high": 0.0 + }, + "2": { + "mean": 0.0, + "low": 0.0, + "high": 0.0 + }, + "5": { + "mean": 0.0, + "low": 0.0, + "high": 0.0 + }, + "10": { + "mean": 0.0, + "low": 0.0, + "high": 0.0 + }, + "20": { + "mean": 0.0, + "low": 0.0, + "high": 0.0 + }, + "50": { + "mean": 0.16666666666666666, + "low": 0.0, + "high": 0.3333333333333333 + }, + "100": { + "mean": 0.16666666666666666, + "low": 0.0, + "high": 0.3333333333333333 + } + } + }, + "logit_lens": { + "pass_at_k": [ + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0 + ], + "auc_log_k": 0.0 + } + }, + "MULTIHOP": { + "n_items": 2, + "minimum_required": 50, + "sufficient_sample": false, + "ks": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "jacobian_lens": { + "pass_at_k": [ + 0.0, + 0.25, + 0.25, + 0.25, + 0.25, + 0.25, + 0.25 + ], + "auc_log_k": 0.23118562527100117, + "bootstrap_95": { + "1": { + "mean": 0.0, + "low": 0.0, + "high": 0.0 + }, + "2": { + "mean": 0.25, + "low": 0.0, + "high": 0.5 + }, + "5": { + "mean": 0.25, + "low": 0.0, + "high": 0.5 + }, + "10": { + "mean": 0.25, + "low": 0.0, + "high": 0.5 + }, + "20": { + "mean": 0.25, + "low": 0.0, + "high": 0.5 + }, + "50": { + "mean": 0.25, + "low": 0.0, + "high": 0.5 + }, + "100": { + "mean": 0.25, + "low": 0.0, + "high": 0.5 + } + } + }, + "logit_lens": { + "pass_at_k": [ + 0.25, + 0.25, + 0.25, + 0.25, + 0.25, + 0.25, + 0.25 + ], + "auc_log_k": 0.25 + } + } + }, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 0, + "n_graded": 0, + "minimum_required": 50, + "sufficient_sample": false, + "protocol_success_rate": null, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [ + "ASSOCIATION", + "MULTIHOP", + "RECOGNITION" + ], + "prompts": [ + { + "slug": "materials-hall-petch", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain refinement to yield strength", + "description": "Tests whether the named strengthening law surfaces before a one-word comparative answer.", + "note": "Inspect whether Hall/Petch rises before the answer, whether onset is sustained in the fixed band, and whether its J-lens rank improves materially over the matched logit-lens rank.", + "prompt_text": "Two otherwise identical polycrystalline samples have average crystallite diameters of 50 micrometers and 5 micrometers. In the finer sample, interfaces interrupt carrier motion much more frequently. Its yield stress should therefore be", + "prompt_tail": "ameters of 50 micrometers and 5 micrometers. In the finer sample, interfaces interrupt carrier motion much more frequently. Its yield stress should therefore be", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 41 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": null, + "answer": "higher", + "baseline": { + "required": true, + "correct": false, + "expected": [ + "higher" + ], + "greedy_token_id": 8792, + "greedy_token": "significantly" + }, + "generated_completion": " significantly", + "generated_token_ids": [ + 8792 + ], + "protocol_violations": [], + "valid_for_metrics": false, + "excluded_reasons": [ + "clean model did not produce the expected answer" + ], + "discovered": false, + "tracked_dropped": [ + "Petch" + ], + "tracked": [ + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "Hall", + "best_rank": 9004, + "best_depth": 56.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 41, + "logit_lens_best_rank": 11293 + }, + { + "label": "strengthening", + "best_rank": 478, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 41, + "logit_lens_best_rank": 2725 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "thence", + "therefor", + "therefrom", + "occasioned", + "thereof", + "programme", + "thus", + "brunt" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "etc", + "l", + "nt", + "n", + "o", + "a" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "i", + "l", + "tow", + "on", + "der", + "ried", + "b" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "till", + "hence", + "till", + "hence", + "etc", + "or", + "i", + "in" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "avourable", + "coloured", + "½", + "thence", + "chiefly", + "ably", + "favourably", + "tow" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "toward", + "adequate", + "nominally", + "chiefly", + "in", + "practicable", + "terminus", + "ashore" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "avourable", + "labour", + "chiefly", + "thence", + "favour", + "favourable", + "principally", + "utilisation" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "favourable", + "inasmuch", + "utilised", + "utilising", + "accordingly", + "utilisation", + "principally", + "practicable" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "accordingly", + "indication", + "appropriate", + "therefore", + "commensurate", + "favourable", + "adequate", + "considerably" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "accordingly", + "therefore", + "also", + "correspondingly", + "approximately", + "generally", + "due", + "very" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "accordingly", + "therefore", + "perhaps", + "that", + "probably", + "rather", + "approximately", + "comparable" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "comparable", + "therefore", + "minimum", + "attained", + "commensurate", + "accordingly", + "intramuscular", + "approximately" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "comparable", + "commensurate", + "attained", + "demonstrable", + "approximately", + "intramuscular", + "measured", + "proximate" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "tensile", + "insoluble", + "sintered", + "sulfate", + "stoichiometric", + "hydrostatic", + "alloy" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "metallurgical", + "alloying", + "resistive", + "metastable", + "tensile", + "experimentally", + "alloy", + "insoluble" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "resistance", + "resistive", + "metallurgical", + "tensile", + "resistivity", + "experimentally", + "friction", + "metastable" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "resistance", + "metallurgical", + "toughness", + "resistive", + "tensile", + "alloying", + "metastable", + "hydrostatic" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "toughness", + "resistance", + "hydrostatic", + "resisting", + "metallurgical", + "defiance", + "tensile", + "metastable" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "toughness", + "resistance", + "metallurgical", + "hydrostatic", + "resisting", + "hardening", + "experimentally", + "stability" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "toughness", + "resistance", + "stability", + "resisting", + "metallurgical", + "alloying", + "experimentally", + "comparable" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "toughness", + "resistance", + "influenced", + "experimentally", + "stability", + "resisting", + "comparable", + "alloying" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "toughness", + "resistance", + "metallurgical", + "cavitation", + "alloying", + "influenced", + "experimentally", + "frictional" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "will", + "WILL", + "be", + "Will", + "because", + "due", + "DUE", + "BECAUSE" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "both", + "because", + "what", + "but", + "which", + "so", + "having", + "not" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "because", + "rather", + "whereas", + "instead", + "due", + "accordingly", + "why", + "what" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "accordingly", + "rather", + "considerably", + "correspondingly", + "significantly", + "because", + "whereas", + "something" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "compared", + "significantly", + "rather", + "considerably", + "accordingly", + "better", + "comparable", + "comparatively" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "more", + "stronger", + "significantly", + "better", + "greater", + "considerably", + "harder", + "compared" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "more", + "stronger", + "greater", + "better", + "significantly", + "considerably", + "faster", + "higher" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "more", + "stronger", + "greater", + "higher", + "brighter", + "steeper", + "larger", + "harder" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "stronger", + "steeper", + "more", + "greater", + "higher", + "harder", + "weaker", + "thicker" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "stronger", + "steeper", + "greater", + "higher", + "thicker", + "harder", + "weaker", + "narrower" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "greater", + "higher", + "stronger", + "steeper", + "significantly", + "larger", + "considerably", + "weaker" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "higher", + "greater", + "significantly", + "steeper", + "lower", + "stronger", + "weaker", + "larger" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "higher", + "lower", + "higher", + "更高的", + "significantly", + "greater", + "更高", + "höher" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "higher", + "lower", + "significantly", + "higher", + "greater", + "considerably", + "更高的", + "smaller" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "higher", + "significantly", + "lower", + "much", + "considerably", + "substantially", + "greater", + "noticeably" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "significantly", + "higher", + "lower", + "considerably", + "much", + "substantially", + "noticeably", + "markedly" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "significantly", + "higher", + "lower", + "considerably", + "substantially", + "much", + "noticeably", + "markedly" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "significantly", + "lower", + "higher", + "considerably", + "substantially", + "much", + "noticeably", + "markedly" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "significantly", + "lower", + "higher", + "substantially", + "considerably", + "much", + "noticeably", + "markedly" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "significantly", + "lower", + "higher", + "much", + "substantially", + "considerably", + "noticeably", + "expected" + ] + } + ], + "surprising": [ + { + "concept": "respectively", + "score": 36.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 30.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystall", + "output_checked": true + }, + { + "concept": "because", + "score": 28.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "much", + "output_checked": true + }, + { + "concept": "differing", + "score": 18.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "have", + "output_checked": true + }, + { + "concept": "was", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "should", + "output_checked": true + }, + { + "concept": "sizes", + "score": 16.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "ite", + "output_checked": true + }, + { + "concept": "are", + "score": 15.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "interfaces", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 12.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + }, + { + "concept": "which", + "score": 12.0, + "best_rank": 1, + "best_depth": 53.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "toughness", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "grain", + "score": 11.0, + "best_rank": 1, + "best_depth": 85.4, + "near_token": "average", + "output_checked": true + }, + { + "concept": "differences", + "score": 10.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-qual/materials/materials-hall-petch__grid.png", + "stream": "figures/gemma4-materials-qual/materials/materials-hall-petch__stream.png", + "trajectory": "figures/gemma4-materials-qual/materials/materials-hall-petch__trajectory.png", + "emergence": "figures/gemma4-materials-qual/materials/materials-hall-petch__emergence.png", + "heatmap": "figures/gemma4-materials-qual/materials/materials-hall-petch__heatmap.png" + } + }, + { + "slug": "materials-orowan-spacing", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Obstacle spacing to bypass stress", + "description": "A particle-spacing change should evoke the bypass mechanism before the direction of the stress change.", + "note": "Look for Orowan as the specific latent mechanism rather than only generic strengthening. Compare it with the Hall-Petch case to test mechanism specificity.", + "prompt_text": "A metal contains a fixed volume fraction of hard, non-shearable nanoscale particles. When their center-to-center spacing is reduced, lattice line defects must bow more sharply between them. The stress required for passage should", + "prompt_tail": "scale particles. When their center-to-center spacing is reduced, lattice line defects must bow more sharply between them. The stress required for passage should", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 44 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": null, + "answer": "increase", + "baseline": { + "required": true, + "correct": true, + "expected": [ + "increase", + "rise" + ], + "greedy_token_id": 3553, + "greedy_token": "increase" + }, + "generated_completion": " increase", + "generated_token_ids": [ + 3553 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "Orowan" + ], + "tracked": [ + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "bowing", + "best_rank": 3843, + "best_depth": 78.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 44, + "logit_lens_best_rank": 748 + }, + { + "label": "precipitation", + "best_rank": 5290, + "best_depth": 80.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 44, + "logit_lens_best_rank": 53851 + }, + { + "label": "strengthening", + "best_rank": 207, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 44, + "logit_lens_best_rank": 280 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "abouts", + "needful", + "reply", + "attendant", + "therefor", + "ought", + "accordingly", + "thence" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "nt", + "i", + "o", + "n", + "l", + "or", + "ie", + "d" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "er", + "ie", + "nt", + "o", + "t", + "d", + "i", + "sic" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "upto", + "nt", + "wards", + "etc", + "dont", + "ie", + "i", + "gonna" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "ie", + "etc", + "ised", + "colour", + "nt", + "y", + "n" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ie", + "wards", + "abouts", + "ly", + "ally", + "ably", + "er", + "sic" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "wards", + "ie", + "abouts", + "gonna", + "ised", + "ably", + "kinda", + "ally" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "ised", + "wards", + "endeavour", + "whilst", + "realised", + "upto", + "learnt", + "gonna" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "gonna", + "kinda", + "maybe", + "wards", + "upto", + "alot", + "thats", + "learnt" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "maybe", + "kinda", + "gonna", + "plenty", + "lots", + "wards", + "nice", + "too" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "hence", + "gonna", + "maybe", + "kinda", + "wards", + "whilst", + "upto", + "favour" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "hence", + "therefor", + "moreover", + "ought", + "whereas", + "likewise", + "gonna", + "thence" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "hence", + "ought", + "therefor", + "moreover", + "gonna", + "accordingly", + "thence", + "likewise" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "hence", + "gonna", + "accordingly", + "maybe", + "moreover", + "ain", + "ought", + "kinda" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "hence", + "accordingly", + "maybe", + "gonna", + "moreover", + "kinda", + "ain", + "therefor" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "maybe", + "perhaps", + "physics", + "calculation", + "ably", + "retarded", + "maybe", + "measured" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "physics", + "calculation", + "maybe", + "frictionless", + "analogy", + "analogue", + "ain", + "perhaps" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "maybe", + "kinda", + "maybe", + "physics", + "hydrostatic", + "mechanistic", + "friction", + "retarded" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "maybe", + "kinda", + "gonna", + "retarded", + "physics", + "maybe", + "anyhow", + "dunno" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "maybe", + "accordingly", + "anyway", + "perhaps", + "maybe", + "ought", + "probably", + "gonna" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "maybe", + "accordingly", + "anyway", + "probably", + "maybe", + "therefore", + "gonna", + "perhaps" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "accordingly", + "maybe", + "anyway", + "probably", + "ideally", + "because", + "anymore", + "therefore" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "should", + "should", + "ought", + "Should", + "shouldn", + "probably", + "would", + "could" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "was", + "then", + "also", + "would", + "subsequently", + "consequently", + "should", + "therefore" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "therefore", + "accordingly", + "thus", + "consequently", + "would", + "hence", + "because", + "also" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "therefore", + "accordingly", + "consequently", + "thus", + "also", + "became", + "becomes", + "thereby" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "accordingly", + "consequently", + "therefore", + "become", + "subsequently", + "correspondingly", + "becomes", + "eventually" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "accordingly", + "consequently", + "therefore", + "correspondingly", + "become", + "becomes", + "also", + "likewise" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "accordingly", + "consequently", + "therefore", + "thus", + "correspondingly", + "Consequently", + "increase", + "increased" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "therefore", + "thus", + "consequently", + "accordingly", + "hence", + "Consequently", + "因此", + "correspondingly" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "therefore", + "thus", + "consequently", + "accordingly", + "increase", + "correspondingly", + "Consequently", + "increases" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "therefore", + "accordingly", + "consequently", + "thus", + "increase", + "correspondingly", + "Consequently", + "因此" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "therefore", + "increase", + "consequently", + "accordingly", + "thus", + "increases", + "correspondingly", + "increased" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "increase", + "increases", + "therefore", + "decrease", + "increasing", + "increased", + "consequently", + "thus" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "increase", + "increases", + "increasing", + "increase", + "increased", + "Increase", + "Increase", + "增加" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "increase", + "increases", + "increase", + "increasing", + "increased", + "Increase", + "Increase", + "增加" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "increase", + "increases", + "increasing", + "increase", + "rise", + "decrease", + "increased", + "Increase" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "increase", + "increases", + "rise", + "increasing", + "increase", + "decrease", + "be", + "increased" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "increase", + "increases", + "rise", + "increasing", + "decrease", + "increase", + "be", + "增加" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "increase", + "rise", + "increases", + "decrease", + "increasing", + "be", + "increase", + "remain" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "increase", + "be", + "decrease", + "rise", + "remain", + "increases", + "depend", + "become" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "increase", + "be", + "therefore", + "thus", + "scale", + "consequently", + "remain", + "rise" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 24.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "more", + "output_checked": true + }, + { + "concept": "was", + "score": 23.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "required", + "output_checked": true + }, + { + "concept": "this", + "score": 22.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "for", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 18.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "and", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "fixed", + "output_checked": true + }, + { + "concept": "density", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "fraction", + "output_checked": true + }, + { + "concept": "they", + "score": 14.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "their", + "output_checked": true + }, + { + "concept": "percentage", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "became", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "must", + "output_checked": true + }, + { + "concept": "distance", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "to", + "output_checked": true + }, + { + "concept": "Consequently", + "score": 12.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": ".", + "output_checked": true + }, + { + "concept": "alloy", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "metal", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-qual/materials/materials-orowan-spacing__grid.png", + "stream": "figures/gemma4-materials-qual/materials/materials-orowan-spacing__stream.png", + "trajectory": "figures/gemma4-materials-qual/materials/materials-orowan-spacing__trajectory.png", + "emergence": "figures/gemma4-materials-qual/materials/materials-orowan-spacing__emergence.png", + "heatmap": "figures/gemma4-materials-qual/materials/materials-orowan-spacing__heatmap.png" + } + }, + { + "slug": "materials-martensite-quench", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Rapid quench to martensite", + "description": "Tests whether transformation-mechanism concepts appear before the product name.", + "note": "The answer is the lattice symmetry; shear and Bain encode the transformation mechanism. Gemma tokenizes martensite into multiple pieces, so the report should explicitly list that exact phase name as dropped rather than silently approximating it.", + "prompt_text": "Austenitic steel is cooled so rapidly that long-range atomic redistribution is suppressed. The product is hard and needle-like, and its body-centered unit cell is elongated so that c divided by a is not equal to one. Its crystal symmetry is", + "prompt_tail": "uppressed. The product is hard and needle-like, and its body-centered unit cell is elongated so that c divided by a is not equal to one. Its crystal symmetry is", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 51 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": null, + "answer": "tetragonal", + "baseline": { + "required": true, + "correct": false, + "expected": [ + "tetragonal" + ], + "greedy_token_id": 3718, + "greedy_token": "lower" + }, + "generated_completion": " lower", + "generated_token_ids": [ + 3718 + ], + "protocol_violations": [], + "valid_for_metrics": false, + "excluded_reasons": [ + "clean model did not produce the expected answer" + ], + "discovered": false, + "tracked_dropped": [ + "martensite" + ], + "tracked": [ + { + "label": "shear", + "surfaces": [ + "shear" + ], + "token_ids": [ + 26151, + 120896, + 114142 + ] + }, + { + "label": "Bain", + "surfaces": [ + "Bain" + ], + "token_ids": [ + 104962, + 78036 + ] + } + ], + "emergence": [ + { + "label": "shear", + "best_rank": 511, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 51, + "logit_lens_best_rank": 537 + }, + { + "label": "Bain", + "best_rank": 3515, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 51, + "logit_lens_best_rank": 828 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "therefore", + "because", + "according", + "there", + "accordingly", + "people", + "thereon", + "leness" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "a", + "i", + "nt", + "etc", + "l", + "o", + "or", + "t" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "ment", + "lly", + "y", + "er", + "ty", + "wards", + "eded", + "ally" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ally", + "atres", + "atre", + "ity", + "atic", + "eded", + "ly", + "ained" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ally", + "attained", + "thence", + "arily", + "eded", + "regards", + "therein", + "ly" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "attained", + "oneness", + "therein", + "regard", + "regards", + "therefore", + "she", + "regarded" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "centre", + "programme", + "endeavour", + "colours", + "realised", + "centred", + "honours", + "programmes" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "centre", + "realised", + "behaviour", + "centred", + "recognised", + "colour", + "analysed", + "honours" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "attained", + "she", + "her", + "achieved", + "lustre", + "notable", + "predominantly", + "predominance" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "attained", + "femininity", + "therefore", + "also", + "oneness", + "her", + "she", + "Austro" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "attained", + "notable", + "noted", + "therefore", + "predominantly", + "predominance", + "notably", + "rarity" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "attained", + "femininity", + "feminine", + "attainment", + "ableness", + "oneness", + "isotropy", + "coloration" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "femininity", + "attained", + "isotropy", + "uniformity", + "feminine", + "predominance", + "promulgated", + "oneness" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "isotropy", + "anisotropic", + "isotropic", + "crystallography", + "femininity", + "anisotropy", + "homogeneity", + "geometrical" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "isotropy", + "anisotropic", + "crystallography", + "isotropic", + "anisotropy", + "geometrical", + "geomet", + "morphology" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "crystallography", + "anisotropic", + "isotropy", + "isotropic", + "geomet", + "morphology", + "anisotropy", + "anisotrop" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "anisotropic", + "isotropy", + "geomet", + "isotropic", + "crystallography", + "morphology", + "geometrical", + "metamorphic" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "isotropy", + "geomet", + "anisotropic", + "isotropic", + "geometrical", + "geometric", + "anisotropy", + "geometri" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "classification", + "isotropy", + "geometrical", + "geomet", + "taxonom", + "anisotropic", + "hermaph", + "isotropic" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "classification", + "isotropy", + "taxonom", + "anisotropic", + "morphology", + "hermaph", + "morphogenesis", + "femininity" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "classification", + "anthropology", + "femininity", + "morphology", + "quaternary", + "taxonom", + "characteristic", + "geometrical" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "differs", + "classifying", + "classification", + "is", + "belonged", + "primitive", + "classifies", + "prokary" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "is", + "was", + "her", + "which", + "only", + "are", + "she", + "his" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "because", + "only", + "both", + "not", + "also", + "was", + "actually", + "which" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "because", + "rather", + "seems", + "was", + "often", + "is", + "not", + "became" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "rather", + "instead", + "essentially", + "often", + "mainly", + "not", + "primarily", + "likely" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "rather", + "instead", + "not", + "often", + "somewhat", + "essentially", + "typically", + "generally" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "somewhat", + "largely", + "generally", + "rather", + "typically", + "often", + "not", + "essentially" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "somewhat", + "slightly", + "largely", + "changed", + "replaced", + "mostly", + "typically", + "generally" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "that", + "similar", + "therefore", + "modified", + "reminiscent", + "somewhat", + "changed", + "characterized" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "that", + "similar", + "therefore", + "changed", + "modified", + "altered", + "somewhat", + "characterized" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "that", + "altered", + "modified", + "distorted", + "similar", + "influenced", + "therefore", + "changed" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "that", + "distorted", + "anisotropic", + "altered", + "that", + "tilted", + "deformed", + "therefore" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "that", + "distorted", + "anisotropic", + "tilted", + "altered", + "tetragonal", + "asymmetrical", + "elongated" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "distorted", + "tetragonal", + "hexagonal", + "anisotropic", + "asymmetrical", + "deformed", + "tilted", + "skewed" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "distorted", + "tetragonal", + "hexagonal", + "asymmetrical", + "anisotropic", + "deformed", + "tilted", + "rhomb" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "hexagonal", + "distorted", + "tetragonal", + "cubic", + "that", + "anisotropic", + "deformed", + "asymmetrical" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "tetragonal", + "hexagonal", + "distorted", + "cubic", + "deformed", + "tetr", + "anisotropic", + "tilted" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "distorted", + "tetragonal", + "hexagonal", + "cubic", + "deformed", + "low", + "lowered", + "tetr" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "distorted", + "tetragonal", + "hexagonal", + "lower", + "lowered", + "low", + "reduced", + "cubic" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "distorted", + "lower", + "tetragonal", + "reduced", + "hexagonal", + "lowered", + "low", + "that" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "lower", + "that", + "distorted", + "tetragonal", + "low", + "reduced", + "hexagonal", + "lowered" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 61.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "one", + "output_checked": true + }, + { + "concept": "was", + "score": 46.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "body", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 35.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "steel", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 30.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "long", + "output_checked": true + }, + { + "concept": "structure", + "score": 26.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "centered", + "output_checked": true + }, + { + "concept": "which", + "score": 19.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "ratio", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "divided", + "output_checked": true + }, + { + "concept": "This", + "score": 16.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "toughness", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "hard", + "output_checked": true + }, + { + "concept": "martens", + "score": 13.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "its", + "output_checked": true + }, + { + "concept": "whereas", + "score": 12.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "one", + "output_checked": true + }, + { + "concept": "represents", + "score": 12.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "its", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-qual/materials/materials-martensite-quench__grid.png", + "stream": "figures/gemma4-materials-qual/materials/materials-martensite-quench__stream.png", + "trajectory": "figures/gemma4-materials-qual/materials/materials-martensite-quench__trajectory.png", + "emergence": "figures/gemma4-materials-qual/materials/materials-martensite-quench__emergence.png", + "heatmap": "figures/gemma4-materials-qual/materials/materials-martensite-quench__heatmap.png" + } + }, + { + "slug": "materials-schmid-slip", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved stress to slip", + "description": "An orientation-factor calculation should evoke the named criterion before the deformation event.", + "note": "Check whether Schmid appears as a law-level concept and whether dislocation appears as the physical carrier before the clean one-token answer.", + "prompt_text": "A single crystal under uniaxial load has cos(phi) = 0.8 and cos(lambda) = 0.5. Multiplying these orientation factors by the applied stress gives 120 MPa, above the critical resolved value of 80 MPa. The crystal will begin to", + "prompt_tail": "lambda) = 0.5. Multiplying these orientation factors by the applied stress gives 120 MPa, above the critical resolved value of 80 MPa. The crystal will begin to", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 59 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": null, + "answer": "slip", + "baseline": { + "required": true, + "correct": false, + "expected": [ + "slip" + ], + "greedy_token_id": 6422, + "greedy_token": "yield" + }, + "generated_completion": " yield", + "generated_token_ids": [ + 6422 + ], + "protocol_violations": [], + "valid_for_metrics": false, + "excluded_reasons": [ + "clean model did not produce the expected answer" + ], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + }, + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + } + ], + "emergence": [ + { + "label": "Schmid", + "best_rank": 807, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 59, + "logit_lens_best_rank": 144 + }, + { + "label": "dislocation", + "best_rank": 0, + "best_depth": 43.9, + "onset_depth": 41.5, + "reached_top1": true, + "best_pos": 59, + "logit_lens_best_rank": 16 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "to", + "bringing", + "evening", + "himself", + "gaining", + "Toms", + "afterwards", + "centre" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "t", + "o", + "or", + "nt", + "d", + "n", + "i" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "abouts", + "wards", + "atical", + "ableness", + "owness", + "t", + "avourable", + "agre" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "realise", + "wich", + "english", + "organise", + "european", + "nig", + "wards", + "isto" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "tow", + "about", + "thence", + "little", + "ably", + "great", + "ened", + "or" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "tow", + "begun", + "awhile", + "abouts", + "thru", + "peoples", + "atical", + "muß" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "tow", + "peoples", + "begun", + "awhile", + "soon", + "zied", + "muß", + "xious" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "begun", + "realise", + "soon", + "peoples", + "cominci", + "awhile", + "soon", + "awakens" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "realise", + "whilst", + "recognise", + "organise", + "Whilst", + "organised", + "realising", + "begun" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Eventually", + "eventually", + "become", + "slowly", + "soon", + "frightened", + "becoming", + "begyn" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "Eventually", + "quite", + "perhaps", + "eventually", + "quieter", + "Eventually", + "become", + "Perhaps" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "manufacture", + "seem", + "develops", + "occur", + "affect", + "desire", + "develop", + "geologic" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "metallurgical", + "geologic", + "manufacture", + "stabilize", + "resistive", + "Dislocations", + "machined", + "Corrosion" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "geological", + "subterranean", + "metall", + "geotechnical", + "mineral", + "metallurgy", + "Metall" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "metallurgical", + "metall", + "ductility", + "metallurgy", + "fracture", + "alloying", + "deformation", + "fissures" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "ductility", + "fracture", + "metall", + "friction", + "fractures", + "ductile", + "torque" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "metallurgical", + "destabil", + "ductility", + "corrosion", + "fracture", + "deformation", + "ductile", + "dislocation" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "metallurgical", + "ductility", + "dislocation", + "corrosion", + "metall", + "dislocations", + "Dislocations", + "fracture" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "dislocation", + "ductility", + "Dislocations", + "metallurgical", + "deformation", + "dislocations", + "corrosion", + "fracture" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "dislocation", + "Dislocations", + "ductility", + "incipient", + "deformation", + "plasticity", + "Deformation", + "dislocations" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "dislocation", + "Dislocations", + "ductility", + "deformation", + "corrosion", + "dislocations", + "lubrication", + "plasticity" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "dislocation", + "ductility", + "dislocations", + "Dislocations", + "deformation", + "Mechanism", + "mechanism", + "ductile" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "TO", + "を使用して", + "therefore", + "activityTO", + "to", + "potencialmente", + "を開始", + "باستخدام" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "murder", + "wonder", + "massacre", + "demonstrating", + "killing", + "assault", + "destruction", + "oppression" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "demonstrates", + "demonstrate", + "demonstrating", + "because", + "represents", + "impacting", + "exemplifies", + "suggesting" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "demonstrating", + "begins", + "become", + "begin", + "becoming", + "demonstrate", + "demonstrates", + "exhibiting" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "experiencing", + "becoming", + "exhibiting", + "demonstrating", + "initiating", + "undergoing", + "causing", + "reacting" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "become", + "undergo", + "begin", + "commence", + "begins", + "becoming", + "explode", + "revolutionize" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "undergo", + "begin", + "deteriorate", + "become", + "develop", + "explode", + "degrade", + "suffer" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "undergo", + "deteriorate", + "develop", + "participate", + "behave", + "engage", + "suffer", + "respond" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "undergo", + "deteriorate", + "violate", + "behave", + "degrade", + "accelerate", + "collide", + "suffer" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "deteriorate", + "undergo", + "deform", + "violate", + "resist", + "decompose", + "degrade", + "behave" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "deform", + "deformation", + "deteriorate", + "undergo", + "变形", + "behave", + "violate", + "deformed" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "deform", + "deformation", + "creep", + "behave", + "deteriorate", + "变形", + "undergo", + "ductile" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "deform", + "deformation", + "变形", + "slip", + "deformed", + "creep", + "yield", + "strain" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "deform", + "deformation", + "slip", + "yield", + "strain", + "plastic", + "plast", + "creep" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "deform", + "slip", + "deformation", + "yield", + "plast", + "plastic", + "strain", + "behave" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "deform", + "slip", + "yield", + "plast", + "undergo", + "deformation", + "plastic", + "behave" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "slip", + "deform", + "yield", + "plast", + "undergo", + "plastic", + "deformation", + "behave" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "deform", + "yield", + "slip", + "plast", + "undergo", + "plastic", + "glide", + "strain" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "yield", + "deform", + "slip", + "undergo", + "plast", + "plastic", + "glide", + "operate" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "yield", + "deform", + "plast", + "slip", + "plastic", + "strain", + "undergo", + "shear" + ] + } + ], + "surprising": [ + { + "concept": "which", + "score": 39.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "and", + "output_checked": true + }, + { + "concept": "where", + "score": 39.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "0", + "output_checked": true + }, + { + "concept": "threshold", + "score": 38.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 20.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 20.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "load", + "output_checked": true + }, + { + "concept": "equals", + "score": 20.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": ")", + "output_checked": true + }, + { + "concept": "because", + "score": 20.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": ")", + "output_checked": true + }, + { + "concept": "for", + "score": 20.0, + "best_rank": 2, + "best_depth": 82.9, + "near_token": "value", + "output_checked": true + }, + { + "concept": "was", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "load", + "output_checked": true + }, + { + "concept": "zero", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "0", + "output_checked": true + }, + { + "concept": "anisotropic", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "has", + "output_checked": true + }, + { + "concept": "trigonometric", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cos", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-qual/materials/materials-schmid-slip__grid.png", + "stream": "figures/gemma4-materials-qual/materials/materials-schmid-slip__stream.png", + "trajectory": "figures/gemma4-materials-qual/materials/materials-schmid-slip__trajectory.png", + "emergence": "figures/gemma4-materials-qual/materials/materials-schmid-slip__emergence.png", + "heatmap": "figures/gemma4-materials-qual/materials/materials-schmid-slip__heatmap.png" + } + }, + { + "slug": "materials-nabarro-herring", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "High-temperature deformation mechanism", + "description": "The transport path and loading regime imply a named creep mechanism before the transport-process answer.", + "note": "Compare generic creep with the more specific Nabarro concept. If only creep surfaces, the representation may be scientifically broad but not mechanism-specific.", + "prompt_text": "A fine-grained polycrystal is held near its melting temperature under low stress. Atoms migrate through grain interiors from compressed boundaries toward tensile boundaries, producing slow shape change. The dominant transport process is", + "prompt_tail": "ress. Atoms migrate through grain interiors from compressed boundaries toward tensile boundaries, producing slow shape change. The dominant transport process is", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 38 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": null, + "answer": "diffusion", + "baseline": { + "required": true, + "correct": true, + "expected": [ + "diffusion" + ], + "greedy_token_id": 16970, + "greedy_token": "diffusion" + }, + "generated_completion": " diffusion", + "generated_token_ids": [ + 16970 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "Nabarro" + ], + "tracked": [ + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "Herring", + "surfaces": [ + "Herring" + ], + "token_ids": [ + 187758, + 104598 + ] + } + ], + "emergence": [ + { + "label": "creep", + "best_rank": 1, + "best_depth": 80.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 38, + "logit_lens_best_rank": 0 + }, + { + "label": "Herring", + "best_rank": 1103, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 38, + "logit_lens_best_rank": 489 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "therefore", + "because", + "according", + "leness", + "there", + "probably", + "accordingly", + "するという" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "i", + "etc", + "a", + "l", + "o", + "nt", + "or", + "d" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "ment", + "basically", + "lly", + "i", + "y", + "a", + "atic", + "er" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "i", + "a", + "ar", + "nt", + "o", + "atet", + "ment", + "l" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ally", + "ist", + "ially", + "arily", + "ment", + "ued", + "uate", + "of" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "itarian", + "utilizing", + "itaire", + "therefore", + "ially", + "concerning", + "regarding", + "italization" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "itarian", + "chiefly", + "utilizing", + "principally", + "utilization", + "largely", + "arily", + "ional" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "utilization", + "utilisation", + "utilising", + "utilizing", + "itarian", + "mobilisation", + "mobilization", + "mediation" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "utilization", + "utilizing", + "adaptation", + "mobilization", + "mediation", + "sociocultural", + "dominance", + "socio" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "utilization", + "consumption", + "stagnation", + "domination", + "intervention", + "eradication", + "utilizing", + "mobilization" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "predominance", + "utilization", + "infrastructural", + "rotational", + "structural", + "coalescence", + "consumption", + "saturation" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "consumption", + "utilization", + "characterized", + "unidirectional", + "socioeconomic", + "qualitatively", + "structural", + "subsistence" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "qualitatively", + "consumption", + "characterized", + "propulsion", + "structural", + "rotational", + "industrialized", + "utilization" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "anaerobic", + "hydrodynamic", + "hydrological", + "geochemical", + "hydrocarbon", + "methane", + "anisotropic", + "propulsion" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "geochemical", + "hydrodynamic", + "hydrological", + "anisotropic", + "geochemistry", + "propulsion", + "unidirectional", + "methane" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "geochemical", + "hydrodynamic", + "hydrological", + "hydrology", + "bottleneck", + "propulsion", + "subsurface", + "anisotropic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "hydrodynamic", + "subsurface", + "bottleneck", + "hydrology", + "geochemical", + "propulsion", + "hydrological", + "anisotropic" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "subsurface", + "bottleneck", + "hydrology", + "migratory", + "hydrodynamic", + "laminar", + "efficiency", + "density" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "subsurface", + "larval", + "mechanistic", + "bottleneck", + "migratory", + "subsistence", + "anaerobic", + "predominance" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "subsurface", + "bottleneck", + "migratory", + "mechanistic", + "larval", + "dominance", + "propulsion", + "anaerobic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "subsurface", + "dominant", + "microscopic", + "bottleneck", + "larval", + "metabolic", + "molecular", + "density" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "larval", + "bottleneck", + "molecular", + "technological", + "intermediate", + "medium", + "density", + "empirical" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "is", + "the", + "was", + "are", + "is", + "isolation", + "IS", + "NOT" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "both", + "demonstrating", + "shifting", + "heavily", + "was", + "transitioning", + "primarily", + "only" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "focused", + "demonstrating", + "influenced", + "both", + "demonstrates", + "suggests", + "due", + "primarily" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "primarily", + "simultaneously", + "seems", + "rather", + "influenced", + "suggests", + "likely", + "focused" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "primarily", + "influenced", + "characterized", + "likely", + "simultaneously", + "focused", + "demonstrating", + "predominantly" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "primarily", + "influenced", + "largely", + "characterized", + "predominantly", + "focused", + "likely", + "driven" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "primarily", + "intermittent", + "sporadic", + "localized", + "concentrated", + "predominantly", + "gradual", + "anecdotal" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "anecdotal", + "localized", + "episodic", + "intermittent", + "infiltration", + "incremental", + "gradual", + "transitional" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "episodic", + "diffusion", + "migratory", + "localized", + "migration", + "anisotropic", + "interstitial", + "anecdotal" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "diffusion", + "anisotropic", + "episodic", + "interstitial", + "intermolecular", + "diffusive", + "migration", + "localized" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "diffusion", + "diffusive", + "anisotropic", + "interstitial", + "migration", + "intermolecular", + "migratory", + "phonon" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "diffusion", + "creep", + "diffusive", + "migration", + "phonon", + "anisotropic", + "interstitial", + "migratory" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "diffusion", + "diffusive", + "diffusion", + "Diffusion", + "diffusing", + "diffus", + "Diffusion", + "扩散" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "diffusion", + "diffusion", + "Diffusion", + "diffusive", + "Diffusion", + "diffusing", + "diffus", + "扩散" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "diffusion", + "diffusive", + "diffusion", + "Diffusion", + "diffus", + "grain", + "diffusing", + "creep" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "diffusion", + "grain", + "diffusive", + "diffusion", + "Diffusion", + "diffus", + "creep", + "dislocation" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "diffusion", + "grain", + "diffusive", + "Diffusion", + "diffus", + "diffusion", + "creep", + "dislocation" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "diffusion", + "grain", + "diffusive", + "Diffusion", + "diffus", + "diffusion", + "creep", + "thermally" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "diffusion", + "grain", + "diffusive", + "diffus", + "thermally", + "lattice", + "vacancy", + "bulk" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "diffusion", + "grain", + "vacancy", + "interface", + "diffus", + "thermally", + "bulk", + "atomic" + ] + } + ], + "surprising": [ + { + "concept": "microstructure", + "score": 28.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "and", + "score": 24.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "interiors", + "output_checked": true + }, + { + "concept": "because", + "score": 19.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "melting", + "output_checked": true + }, + { + "concept": "was", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "process", + "output_checked": true + }, + { + "concept": "deformation", + "score": 15.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "shape", + "output_checked": true + }, + { + "concept": "migratory", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "migrate", + "output_checked": true + }, + { + "concept": "analysis", + "score": 12.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "grained", + "output_checked": true + }, + { + "concept": "mechanism", + "score": 12.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "dominant", + "output_checked": true + }, + { + "concept": "but", + "score": 11.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "slow", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "is", + "output_checked": true + }, + { + "concept": "both", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "which", + "score": 10.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": ",", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-qual/materials/materials-nabarro-herring__grid.png", + "stream": "figures/gemma4-materials-qual/materials/materials-nabarro-herring__stream.png", + "trajectory": "figures/gemma4-materials-qual/materials/materials-nabarro-herring__trajectory.png", + "emergence": "figures/gemma4-materials-qual/materials/materials-nabarro-herring__emergence.png", + "heatmap": "figures/gemma4-materials-qual/materials/materials-nabarro-herring__heatmap.png" + } + }, + { + "slug": "materials-screw-character", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Line-defect character", + "description": "Geometric information should evoke the standard defect vocabulary before the character label.", + "note": "This separates recovery of the formal descriptor Burgers from the generic object class dislocation. Inspect their relative onset order rather than only their best ranks.", + "prompt_text": "For a line defect in a crystal, the displacement vector associated with the lattice mismatch is parallel to the defect's line direction. Its character is", + "prompt_tail": "For a line defect in a crystal, the displacement vector associated with the lattice mismatch is parallel to the defect's line direction. Its character is", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 29 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": null, + "answer": "screw", + "baseline": { + "required": true, + "correct": false, + "expected": [ + "screw" + ], + "greedy_token_id": 6185, + "greedy_token": "determined" + }, + "generated_completion": " determined", + "generated_token_ids": [ + 6185 + ], + "protocol_violations": [], + "valid_for_metrics": false, + "excluded_reasons": [ + "clean model did not produce the expected answer" + ], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "Burgers", + "surfaces": [ + "Burgers" + ], + "token_ids": [ + 77059, + 55611 + ] + }, + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + } + ], + "emergence": [ + { + "label": "Burgers", + "best_rank": 100, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 40 + }, + { + "label": "dislocation", + "best_rank": 180, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 29, + "logit_lens_best_rank": 132 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "therefore", + "because", + "according", + "there", + "accordingly", + "probably", + "people", + "somewhere" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "i", + "nt", + "l", + "a", + "o", + "or", + "etc", + "d" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "ment", + "lly", + "er", + "y", + "i", + "ie", + "wards", + "il" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ment", + "ile", + "atre", + "leness", + "ed", + "er", + "ly", + "thereon" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "thence", + "hence", + "ed", + "ment", + "ally", + "abouts", + "wards", + "till" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therein", + "ness", + "liness", + "ity", + "eness", + "ableness", + "leness", + "hence" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "endeavour", + "ised", + "realised", + "wards", + "behaviour", + "mould", + "centre", + "isable" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "endeavour", + "realised", + "ised", + "behaviour", + "vigour", + "whilst", + "ableness", + "mould" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "utmost", + "whereas", + "hence", + "vigour", + "ableness", + "attained", + "unto", + "oneness" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "attained", + "ableness", + "being", + "whereas", + "utmost", + "oneness", + "hence", + "thus" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "hitherto", + "whereas", + "attained", + "chiefly", + "whereby", + "thence", + "vigour", + "ableness" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "ableness", + "whereas", + "thereof", + "attained", + "hitherto", + "imparted", + "chiefly", + "ascribed" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "hitherto", + "imparted", + "chiefly", + "thereof", + "femininity", + "attained", + "ableness", + "moulded" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "femininity", + "moulded", + "preponder", + "chiefly", + "prevailing", + "principally", + "predominantly", + "hitherto" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "femininity", + "morphology", + "anisotropic", + "polarization", + "physico", + "magnetism", + "preponder", + "homogeneity" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "morphology", + "polarity", + "femininity", + "characteristic", + "polarization", + "morphological", + "magnetism", + "distinguishing" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "morphology", + "polarity", + "characteristic", + "polarization", + "distinguishing", + "morphological", + "homogeneity", + "anisotropic" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "classification", + "classifying", + "distinguishing", + "morphology", + "characteristic", + "classific", + "morphological", + "characteristics" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "classification", + "classifying", + "distinguishing", + "classific", + "characteristic", + "Classification", + "categorization", + "predominance" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "classification", + "distinguishing", + "classifying", + "categorization", + "predominance", + "Classification", + "characteristic", + "designation" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "classification", + "distinguishing", + "classifying", + "predominance", + "Classification", + "classify", + "differentiating", + "distinguish" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "classifying", + "classification", + "Classification", + "classify", + "distinguishing", + "classifies", + "determines", + "Classification" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "is", + "which", + "was", + "his", + "its", + "it", + "she", + "he" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "because", + "was", + "which", + "that", + "also", + "due", + "is", + "often" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "because", + "was", + "is", + "often", + "suggests", + "represents", + "became", + "would" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "often", + "because", + "represents", + "was", + "usually", + "typically", + "also", + "suggests" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "often", + "typically", + "usually", + "primarily", + "characterized", + "generally", + "because", + "also" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "characterized", + "often", + "considered", + "referred", + "typically", + "represented", + "usually", + "primarily" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "typically", + "often", + "characterized", + "usually", + "considered", + "referred", + "primarily", + "categorized" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "referred", + "characterized", + "considered", + "described", + "categorized", + "often", + "termed", + "typically" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "characterized", + "referred", + "described", + "determined", + "categorized", + "defined", + "classified", + "denoted" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "characterized", + "categorized", + "classified", + "determined", + "referred", + "described", + "defined", + "governed" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "characterized", + "determined", + "classified", + "defined", + "categorized", + "described", + "identified", + "dictated" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "determined", + "characterized", + "classified", + "categorized", + "defined", + "dictated", + "governed", + "identified" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "determined", + "characterized", + "classified", + "defined", + "categorized", + "described", + "determined", + "classification" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "characterized", + "classified", + "determined", + "categorized", + "defined", + "described", + "dictated", + "governed" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "characterized", + "classified", + "determined", + "defined", + "categorized", + "described", + "governed", + "dictated" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "characterized", + "classified", + "defined", + "determined", + "categorized", + "described", + "governed", + "dictated" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "characterized", + "classified", + "determined", + "defined", + "categorized", + "described", + "identified", + "denoted" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "characterized", + "determined", + "classified", + "defined", + "described", + "categorized", + "dictated", + "governed" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "determined", + "defined", + "characterized", + "classified", + "described", + "usually", + "often", + "categorized" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "determined", + "defined", + "classified", + "described", + "characterized", + "typically", + "often", + "usually" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 33.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 27.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "line", + "output_checked": true + }, + { + "concept": "represents", + "score": 27.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "is", + "output_checked": true + }, + { + "concept": "was", + "score": 26.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "lattice", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "morphology", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "is", + "output_checked": true + }, + { + "concept": "often", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "the", + "output_checked": true + }, + { + "concept": "dislocation", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "the", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "a", + "output_checked": true + }, + { + "concept": "which", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "classification", + "score": 7.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "is", + "output_checked": true + }, + { + "concept": "and", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "parallel", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-qual/materials/materials-screw-character__grid.png", + "stream": "figures/gemma4-materials-qual/materials/materials-screw-character__stream.png", + "trajectory": "figures/gemma4-materials-qual/materials/materials-screw-character__trajectory.png", + "emergence": "figures/gemma4-materials-qual/materials/materials-screw-character__emergence.png", + "heatmap": "figures/gemma4-materials-qual/materials/materials-screw-character__heatmap.png" + } + }, + { + "slug": "materials-fcc-extinctions", + "shape": "RECOGNITION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Diffraction selection-rule recognition", + "description": "A raw reflection rule must be mapped to a crystal-structure label.", + "note": "This is a recognition test rather than a prose association. Check that cubic rises from the extinction rule and is not merely present at the final layer.", + "prompt_text": "A powder diffraction pattern contains reflections only when h, k, and l are all odd or all even; mixed-parity reflections are systematically absent. The corresponding Bravais lattice is", + "prompt_tail": "ern contains reflections only when h, k, and l are all odd or all even; mixed-parity reflections are systematically absent. The corresponding Bravais lattice is", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 35 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": null, + "answer": "FCC", + "baseline": { + "required": true, + "correct": false, + "expected": [ + "FCC", + "face" + ], + "greedy_token_id": 496, + "greedy_token": "a" + }, + "generated_completion": " a", + "generated_token_ids": [ + 496 + ], + "protocol_violations": [], + "valid_for_metrics": false, + "excluded_reasons": [ + "clean model did not produce the expected answer" + ], + "discovered": false, + "tracked_dropped": [ + "close-packed" + ], + "tracked": [ + { + "label": "cubic", + "surfaces": [ + "cubic" + ], + "token_ids": [ + 23150, + 131457, + 196930 + ] + }, + { + "label": "extinction", + "surfaces": [ + "extinction" + ], + "token_ids": [ + 52413 + ] + } + ], + "emergence": [ + { + "label": "cubic", + "best_rank": 0, + "best_depth": 85.4, + "onset_depth": 82.9, + "reached_top1": true, + "best_pos": 35, + "logit_lens_best_rank": 0 + }, + { + "label": "extinction", + "best_rank": 6193, + "best_depth": 48.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 35, + "logit_lens_best_rank": 26139 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "therefore", + "according", + "because", + "there", + "leness", + "accordingly", + "probably", + "thereon" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "a", + "l", + "i", + "o", + "etc", + "nt", + "d", + "or" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "ment", + "lly", + "a", + "y", + "l", + "nt", + "ee", + "i" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "l", + "a", + "t", + "d", + "eded", + "also", + "etc", + "y" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "thence", + "a", + "ed", + "eded", + "ally", + "y", + "l", + "al" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "therein", + "eded", + "therefore", + "uated", + "in", + "therefor", + "pursuant", + "pertaining" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "hence", + "therein", + "therefor", + "thereon", + "wards", + "therefore", + "endeavour" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "utilised", + "utilising", + "whilst", + "centre", + "organised", + "therefore", + "therefor", + "hence" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "hence", + "moreover", + "furthermore", + "also", + "therefore", + "comprised", + "utilised", + "commenced" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "also", + "therefore", + "thus", + "moreover", + "utilized", + "hence", + "furthermore", + "attained" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "utilized", + "constituted", + "wherein", + "thus", + "therein", + "하였습니다", + "subsequently", + "commenced" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "wherein", + "attained", + "하였", + "constituted", + "utilized", + "extant", + "furthermore", + "thereof" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "utilized", + "attained", + "wherein", + "하였", + "constituted", + "promulgated", + "characterized", + "extant" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "anisotropic", + "dolom", + "isomorphic", + "extant", + "isotopic", + "equatorial", + "utilized", + "concomitant" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "isomorphic", + "anisotropic", + "geometrically", + "isotopic", + "geometric", + "nomenclature", + "isotropic", + "geometrical" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "isomorphic", + "anisotropic", + "geometric", + "geometrically", + "lattice", + "geometrical", + "superstructure", + "topologically" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "isomorphic", + "equatorial", + "analogous", + "metallurgical", + "geometrically", + "geometric", + "anisotropic", + "fractal" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "isomorphic", + "geometric", + "geometrical", + "geometrically", + "superstructure", + "isotropic", + "geomet", + "geometri" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "isomorphic", + "geometric", + "geometrical", + "isotropic", + "primitive", + "primit", + "nomenclature", + "geometrically" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "isomorphic", + "characterized", + "conceptual", + "nomenclature", + "corresponding", + "analogous", + "quaternary", + "characteristics" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "therefore", + "accordingly", + "corresponds", + "isomorphic", + "suitable", + "quaternary", + "corresponding", + "hence" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "therefore", + "contains", + "is", + "Therefore", + "hence", + "corresponds", + "which", + "Accordingly" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "is", + "was", + "has", + "which", + "are", + "refers", + "corresponds", + "therefore" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "was", + "also", + "only", + "therefore", + "both", + "which", + "had", + "has" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "was", + "therefore", + "suggests", + "is", + "also", + "resulted", + "became", + "has" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "therefore", + "suggests", + "was", + "also", + "demonstrates", + "accordingly", + "is", + "seems" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "described", + "known", + "also", + "referred", + "characterized", + "mentioned", + "accordingly", + "demonstrated" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "described", + "known", + "referred", + "characterized", + "represented", + "shown", + "called", + "considered" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "known", + "described", + "called", + "referred", + "characterized", + "identified", + "named", + "shown" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "referred", + "described", + "called", + "known", + "therefore", + "characterized", + "termed", + "considered" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "described", + "known", + "referred", + "called", + "characterized", + "therefore", + "termed", + "mentioned" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "described", + "referred", + "known", + "characterized", + "called", + "therefore", + "termed", + "considered" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "known", + "described", + "characterized", + "referred", + "called", + "isotropic", + "identified", + "classified" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "known", + "described", + "called", + "characterized", + "isotropic", + "hexagonal", + "considered", + "identified" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "hexagonal", + "cubic", + "isotropic", + "described", + "square", + "known", + "rectangular", + "characterized" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "cubic", + "hexagonal", + "described", + "known", + "square", + "Cubic", + "isotropic", + "characterized" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "cubic", + "Cubic", + "cube", + "cub", + "立方", + "hexagonal", + "cubic", + "tetragonal" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "cubic", + "Cubic", + "cube", + "described", + "cub", + "hexagonal", + "tetragonal", + "立方" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "cubic", + "Cubic", + "tetragonal", + "described", + "cube", + "立方", + "hexagonal", + "square" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "cubic", + "Cubic", + "described", + "tetragonal", + "Body", + "cube", + "characterized", + "primitive" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "cubic", + "body", + "Body", + "described", + "tetragonal", + "known", + "either", + "face" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "a", + "cubic", + "Body", + "body", + "primitive", + "tetragonal", + "face", + "the" + ] + } + ], + "surprising": [ + { + "concept": "was", + "score": 42.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "powder", + "output_checked": true + }, + { + "concept": "combinations", + "score": 26.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "l", + "output_checked": true + }, + { + "concept": "because", + "score": 25.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "only", + "output_checked": true + }, + { + "concept": "integers", + "score": 14.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "are", + "output_checked": true + }, + { + "concept": "information", + "score": 11.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "simultaneously", + "score": 9.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "all", + "output_checked": true + }, + { + "concept": "spectroscopic", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "geomet", + "score": 8.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "h", + "output_checked": true + }, + { + "concept": "for", + "score": 8.0, + "best_rank": 3, + "best_depth": 80.5, + "near_token": "even", + "output_checked": true + }, + { + "concept": "perpendicular", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "k", + "output_checked": true + }, + { + "concept": "crystallography", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ",", + "output_checked": true + }, + { + "concept": "symmetry", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "even", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-qual/materials/materials-fcc-extinctions__grid.png", + "stream": "figures/gemma4-materials-qual/materials/materials-fcc-extinctions__stream.png", + "trajectory": "figures/gemma4-materials-qual/materials/materials-fcc-extinctions__trajectory.png", + "emergence": "figures/gemma4-materials-qual/materials/materials-fcc-extinctions__emergence.png", + "heatmap": "figures/gemma4-materials-qual/materials/materials-fcc-extinctions__heatmap.png" + } + }, + { + "slug": "materials-ductile-fractography", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Unnamed ductile-fracture vignette", + "description": "A fractographic description evokes a failure mechanism without naming it.", + "note": "A strong result distinguishes the specific microvoid/coalescence mechanism from the broader adjective ductile. The generated-output absence control prevents counting a concept the model simply says next.", + "prompt_text": "The tensile specimen formed a pronounced waist before separation. Its failure surface contains rounded microscopic pits, each surrounding a second-phase particle, joined into a cup-and-cone profile.", + "prompt_tail": "ed waist before separation. Its failure surface contains rounded microscopic pits, each surrounding a second-phase particle, joined into a cup-and-cone profile.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 36 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "ound", + "generated_token_ids": [ + 960 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "microvoid" + ], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "void", + "surfaces": [ + "void" + ], + "token_ids": [ + 2325, + 4117, + 61177, + 70562 + ] + }, + { + "label": "nucleation", + "surfaces": [ + "nucleation" + ], + "token_ids": [ + 87211 + ] + }, + { + "label": "coalescence", + "surfaces": [ + "coalescence" + ], + "token_ids": [ + 216792 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 192, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 36, + "logit_lens_best_rank": 38169 + }, + { + "label": "void", + "best_rank": 7185, + "best_depth": 53.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 36, + "logit_lens_best_rank": 3380 + }, + { + "label": "nucleation", + "best_rank": 400, + "best_depth": 43.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 36, + "logit_lens_best_rank": 25642 + }, + { + "label": "coalescence", + "best_rank": 382, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 36, + "logit_lens_best_rank": 46647 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "hence", + "Although", + "About", + "ately", + "however", + "whereas", + "which" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "a", + "i", + "o", + "r", + "d", + "etc", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "d", + "wards", + "r", + "lly", + "o", + "al", + "i" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "wards", + "l", + "etc", + "d", + "o", + "r", + "ct", + "al" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ised", + "ising", + "thence", + "wards", + "coloured", + "centre", + "centred", + "al" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "ént", + "atop", + "rello", + "mento", + "enced", + "ially", + "hette", + "thereafter" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "thence", + "forthwith", + "environs", + "ént", + "enced", + "ially", + "rump", + "thereafter" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "thereafter", + "whilst", + "utilised", + "utilising", + "thence", + "environs", + "situated", + "utilises" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "thereafter", + "utilizing", + "subsequently", + "situated", + "へと", + "commenced", + "utilised", + "detailing" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "utilizing", + "thereafter", + "Additionally", + "Málaga", + "Makassar", + "fauna", + "showcasing", + "Cádiz" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "thereafter", + "thence", + "wherein", + "ornamentation", + "thereto", + "diminutive", + "hitherto", + "which" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "thereto", + "thence", + "wherein", + "discernible", + "furthermore", + "heretofore", + "thereafter", + "diminutive" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "thence", + "discernible", + "wherein", + "thereto", + "delineated", + "thereafter", + "discerned", + "whereupon" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "morphology", + "epidermal", + "micrograph", + "coloration", + "ultrast", + "delineated", + "enamel" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "metallurgical", + "coloration", + "micrograph", + "morphology", + "metallurgy", + "pigmentation", + "microscopy", + "micrographs" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "metallurgical", + "micrograph", + "morphology", + "microscopy", + "coloration", + "pigmentation", + "micrographs", + "epidermal" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "metallurgical", + "micrograph", + "microscopy", + "micrographs", + "morphology", + "epidermal", + "coloration", + "metallurgy" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "metallurgical", + "micrograph", + "micrographs", + "metallurgy", + "microscopy", + "bacter", + "microstructure", + "mineralization" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "metallurgical", + "micrographs", + "micrograph", + "bacter", + "staining", + "microscopy", + "histological", + "metallurgy" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "metallurgical", + "micrographs", + "micrograph", + "indicative", + "histological", + "microscopy", + "indicating", + "morphology" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "indicating", + "indicative", + "micrographs", + "micrograph", + "characteristic", + "indicates", + "microscopy", + "microstructure" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "indicating", + "signifying", + "indicative", + "describing", + "describes", + "unmistak", + "identifiable", + "unmistakable" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "thereby", + "resembling", + "thus", + "accordingly", + "such", + "labeled", + "accompanied", + "similar" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "which", + "subsequently", + "thereby", + "thereafter", + "this", + "consequently", + "ultimately", + "simultaneously" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Furthermore", + "Also", + "Additionally", + "also", + "furthermore", + "subsequently", + "accordingly", + "This" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Furthermore", + "Also", + "Additionally", + "accordingly", + "Consequently", + "This", + "Meanwhile", + "Similarly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Furthermore", + "Additionally", + "Similarly", + "Meanwhile", + "This", + "Also", + "accordingly", + "Subsequently" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Furthermore", + "Additionally", + "accordingly", + "Similarly", + "Also", + "This", + "Which", + "Its" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Another", + "Which", + "Meanwhile", + "Additionally", + "Similarly", + "This", + "Besides", + "These" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Its", + "Such", + "Another", + "Its", + "This", + "Besides", + "Unless", + "Meanwhile" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Such", + "This", + "Its", + "Similarly", + "They", + "During", + "Their", + "Another" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Such", + "This", + "Similarly", + "Meanwhile", + "During", + "Additionally", + "Those", + "Furthermore" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Such", + "Similarly", + "Its", + "Additionally", + "Its", + "Meanwhile", + "They" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "Such", + "Similarly", + "Additionally", + "Furthermore", + "Its", + "Meanwhile", + "Moreover" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "This", + "Such", + "Similarly", + "Furthermore", + "Additionally", + "Similar", + "Meanwhile", + "Regardless" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "Such", + "Its", + "This", + "Similarly", + "Its", + "Furthermore", + "Another", + "Please" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "Such", + "This", + "oint", + "Such", + "Its", + "Similarly", + "Its", + "その" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "Such", + "oint", + "その", + "Such", + "此类", + "Its", + "This", + "Its" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "その", + "Such", + "此类", + "This", + "oint", + "Such", + "待", + "Including" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "ication", + "Such", + "oint", + "此类", + "aints", + "Such", + "ound", + "その" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "ication", + "ound", + "oint", + "ide", + "aints", + "ike", + "ittle", + "ield" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "ound", + "continuous", + "ike", + "continuous", + "ions", + "section", + "ont", + "oint" + ] + } + ], + "surprising": [ + { + "concept": "which", + "score": 38.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "before", + "output_checked": true + }, + { + "concept": "was", + "score": 37.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "specimen", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 30.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "formed", + "output_checked": true + }, + { + "concept": "fracture", + "score": 23.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "failure", + "output_checked": true + }, + { + "concept": "indicating", + "score": 18.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "because", + "score": 16.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "The", + "output_checked": true + }, + { + "concept": "during", + "score": 15.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "waist", + "output_checked": true + }, + { + "concept": "occurred", + "score": 14.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "separation", + "output_checked": true + }, + { + "concept": "saucer", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "cup", + "output_checked": true + }, + { + "concept": "clusters", + "score": 11.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "into", + "output_checked": true + }, + { + "concept": "whereas", + "score": 11.0, + "best_rank": 2, + "best_depth": 63.4, + "near_token": ".", + "output_checked": true + }, + { + "concept": "characteristic", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-qual/materials/materials-ductile-fractography__grid.png", + "stream": "figures/gemma4-materials-qual/materials/materials-ductile-fractography__stream.png", + "trajectory": "figures/gemma4-materials-qual/materials/materials-ductile-fractography__trajectory.png", + "emergence": "figures/gemma4-materials-qual/materials/materials-ductile-fractography__emergence.png", + "heatmap": "figures/gemma4-materials-qual/materials/materials-ductile-fractography__heatmap.png" + } + }, + { + "slug": "materials-intergranular-attack", + "shape": "ASSOCIATION", + "protocol": "lens_eval", + "domain": "materials", + "title": "Unnamed boundary-localized degradation", + "description": "A processing and microscopy vignette should evoke a specific degradation mode.", + "note": "Inspect specificity: intergranular plus sensitization is more informative than generic corrosion. Tokenizer-level input checks catch accidental leakage.", + "prompt_text": "An austenitic stainless steel was held in a temperature range where carbides formed at crystallite edges. After exposure to an aggressive solution, attack traces connected paths along those edges while the grain interiors remain largely intact.", + "prompt_tail": "at crystallite edges. After exposure to an aggressive solution, attack traces connected paths along those edges while the grain interiors remain largely intact.", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 40 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": null, + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "\n\n", + "generated_token_ids": [ + 108 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "intergranular" + ], + "tracked": [ + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + }, + { + "label": "corrosion", + "surfaces": [ + "corrosion" + ], + "token_ids": [ + 30119, + 148338 + ] + }, + { + "label": "sensitization", + "surfaces": [ + "sensitization" + ], + "token_ids": [ + 193639 + ] + } + ], + "emergence": [ + { + "label": "boundary", + "best_rank": 1612, + "best_depth": 39.0, + "onset_depth": null, + "reached_top1": false, + "best_pos": 40, + "logit_lens_best_rank": 9628 + }, + { + "label": "corrosion", + "best_rank": 40, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 40, + "logit_lens_best_rank": 8954 + }, + { + "label": "sensitization", + "best_rank": 5973, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 40, + "logit_lens_best_rank": 18126 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "whereas", + "About", + "Although", + "It", + "hence", + "ately", + "Hence", + "whereas" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "l", + "i", + "a", + "o", + "d", + "r", + "nt", + "n" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "l", + "o", + "d", + "al", + "lly", + "r", + "t", + "i" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "etc", + "l", + "r", + "d", + "i", + "sic", + "o", + "nig" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "sic", + "to", + "a", + "etc", + "l", + "d", + "al", + "i" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "thus", + "toward", + "하였", + "to", + "pertaining", + "enced", + "thereafter", + "persons" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "wherein", + "persons", + "thus", + "thereon", + "enced", + "ertain", + "thereafter", + "ened" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "wherein", + "thereafter", + "thus", + "portions", + "subsequently", + "pertaining", + "utilizing", + "Furthermore" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Furthermore", + "which", + "wherein", + "thereafter", + "Additionally", + "subsequently", + "utilizing", + "during" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "which", + "also", + "this", + "Furthermore", + "the", + "Additionally", + "thus", + "furthermore" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "which", + "the", + "to", + "this", + "while", + "however", + "although", + "their" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "furthermore", + "Furthermore", + "which", + "likewise", + "meanwhile", + "thus", + "wherein", + "this" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "furthermore", + "Furthermore", + "meanwhile", + "wherein", + "noteworthy", + "likewise", + "which", + "notable" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "characterized", + "Furthermore", + "subsurface", + "vasculature", + "characterize", + "delineated", + "furthermore", + "morphology" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "subsurface", + "morphology", + "metallurgical", + "biofilm", + "coloration", + "bacter", + "microbial", + "histological" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "subsurface", + "morphology", + "biofilm", + "vasculature", + "necrosis", + "distal", + "epidermal", + "fungal" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "necrosis", + "subsurface", + "vasculature", + "pathogens", + "pathogen", + "epidermal", + "necro", + "pathology" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "necrosis", + "pathology", + "pathogen", + "necrotic", + "symptomatic", + "diagnostic", + "scarring", + "epidermal" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "necrosis", + "symptomatic", + "pathogen", + "necrotic", + "pathology", + "morphology", + "symptoms", + "pathogenesis" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "necrosis", + "pathogen", + "symptomatic", + "pathogens", + "symptoms", + "exhibiting", + "morphology", + "pathogenic" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "isolated", + "characterized", + "localized", + "characteristic", + "specialized", + "distinguishing", + "exhibiting", + "characteristics" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "这种", + "morphology", + "isolated", + "exhibiting", + "suggesting", + "characteristic", + "characterized", + "localized" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "primarily", + "characterized", + "suggesting", + "predominantly", + "resembling", + "emphasizing", + "differentiating", + "such" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "subsequently", + "suggesting", + "which", + "demonstrating", + "whereas", + "ultimately", + "eventually", + "consequently" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "whereas", + "This", + "this", + "Furthermore", + "subsequently", + "Also", + "suggests", + "is" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "whereas", + "Furthermore", + "However", + "This", + "Also", + "subsequently", + "Consequently", + "accordingly" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "whereas", + "However", + "This", + "Furthermore", + "Meanwhile", + "Conversely", + "while", + "Although" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "whereas", + "However", + "Meanwhile", + "accordingly", + "This", + "Consequently", + "afterwards", + "Furthermore" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "However", + "During", + "whereas", + "Meanwhile", + "This", + "Despite", + "While", + "Although" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "whereas", + "This", + "However", + "These", + "They", + "While", + "Meanwhile", + "Although" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "This", + "Their", + "They", + "During", + "These", + "Unless", + "However", + "What" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "This", + "Their", + "During", + "What", + "They", + "whereas", + "Unless", + "However" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "This", + "Their", + "What", + "During", + "They", + "whereas", + "These", + "Such" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "This", + "What", + "Such", + "During", + "this", + "Their", + "They", + "However" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "During", + "This", + "Such", + "During", + "Assuming", + "Their", + "What", + "While" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "During", + "This", + "What", + "During", + "Such", + "Their", + "Assuming", + "They" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "During", + "This", + "Such", + "Their", + "What", + "During", + "Assuming", + "Let" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "This", + "During", + "What", + "Such", + "Assuming", + "Let", + "Their", + "During" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "This", + "During", + "What", + "Such", + "Let", + "Assuming", + "Their", + "During" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "During", + "This", + "Such", + "What", + "Under", + "During", + "When", + "Their" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "During", + "This", + "uring", + "Such", + "Under", + "et", + "he", + "What" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "This", + "Such", + "Under", + "During", + "The", + "Let", + "et", + "nt" + ] + } + ], + "surprising": [ + { + "concept": "metallurgical", + "score": 53.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "austenitic", + "output_checked": true + }, + { + "concept": "and", + "score": 22.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "carbides", + "output_checked": true + }, + { + "concept": "corrosion", + "score": 21.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "attack", + "output_checked": true + }, + { + "concept": "unaffected", + "score": 21.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "remain", + "output_checked": true + }, + { + "concept": "environment", + "score": 21.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "an", + "output_checked": true + }, + { + "concept": "remained", + "score": 20.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "during", + "score": 18.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "held", + "output_checked": true + }, + { + "concept": "but", + "score": 18.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "formed", + "output_checked": true + }, + { + "concept": "these", + "score": 18.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "along", + "output_checked": true + }, + { + "concept": "because", + "score": 18.0, + "best_rank": 2, + "best_depth": 58.5, + "near_token": "solution", + "output_checked": true + }, + { + "concept": "between", + "score": 16.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "connected", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "ite", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-qual/materials/materials-intergranular-attack__grid.png", + "stream": "figures/gemma4-materials-qual/materials/materials-intergranular-attack__stream.png", + "trajectory": "figures/gemma4-materials-qual/materials/materials-intergranular-attack__trajectory.png", + "emergence": "figures/gemma4-materials-qual/materials/materials-intergranular-attack__emergence.png", + "heatmap": "figures/gemma4-materials-qual/materials/materials-intergranular-attack__heatmap.png" + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-materials-qual_analysis.json b/jlens_materials/runs/gemma4-materials-qual_analysis.json new file mode 100644 index 0000000000000000000000000000000000000000..0ecaa820ad6606aa38da7789dac66fd8901568a4 --- /dev/null +++ b/jlens_materials/runs/gemma4-materials-qual_analysis.json @@ -0,0 +1,81 @@ +{ + "model": "google/gemma-4-E4B-it", + "provider": "openai", + "analysis_model": "gpt-5.5", + "offline": false, + "per_prompt": [ + { + "slug": "materials-hall-petch", + "title": "Grain refinement to yield strength", + "shape": "MULTIHOP", + "domain": "materials", + "model_used": "openai:gpt-5.5", + "analysis": "This is **not a registered protocol success**: the clean-answer control failed because the model’s greedy first token was **“significantly”**, not the expected **“higher”**. Qualitatively, however, the readout looks like the model is moving toward the phrase **“significantly higher”**: in the readout-position top tokens, the mid/late band first carries materials-property content around depths **39–51%** (“resistance,” “metallurgical,” “toughness,” “tensile,” “hardening”), then causal/transition tokens around **53–61%** (“will,” “because,” “due,” “accordingly”), then comparative-answer tokens from about **66–88%** (“more,” “stronger,” “greater,” and **“higher”**, with “higher” top-ranked at **80.5–87.8%**). The last layers then switch to the literal next token **“significantly”** from about **90% onward**, matching the actual greedy output. So there is a real qualitative answer-emergence pattern, but it is excluded from the clean metric.\n\nFor the named law, the evidence is weak. **Hall** does not cleanly surface: its best recorded J-lens rank in the fixed band is only **9005 at 56.1%**, versus a matched logit-lens rank of **11294**. That is technically better than the logit baseline, but still extremely low and not sustained. **Petch** was dropped as multi-token/untrackable, which is exactly the single-token limitation of this protocol. **Strengthening** is the one more meaningful tracked signal: it reaches J-lens rank **479 at 48.8%**, materially better than the matched logit rank **2726**, and it occurs in the same mid-band region where the top tokens are metallurgical/material-property words. But there is no sustained onset, and “strengthening” is a generic concept rather than the specific **Hall–Petch** law. The lens therefore suggests the model has some generic grain-size/material-strength association, not a clean unspoken representation of the named law.\n\nThe exploratory candidate list is useful only heuristically. **“microstructure”** near “crystall-,” **“differing”** near “have,” **“sizes”** near “ite,” and perhaps **“respectively”** near “and” look semantically meaningful as reconstruction of the sample comparison, though “sizes” is partly a tokenizer/local-context artifact. **“because”** and **“Consequently”** reflect causal-discourse structure, not the scientific mechanism. **“toughness”** is a plausible materials-domain activation but not the correct target concept and may reflect a small-model/property-neighbor artifact. **“was,” “are,” and “which”** are basically syntactic/noise candidates. The grid also shows some distracting transport/electrical vocabulary around “carrier motion,” so the model may be mixing “carriers” with conductivity-style concepts rather than cleanly representing dislocation/grain-boundary Hall–Petch reasoning." + }, + { + "slug": "materials-orowan-spacing", + "title": "Obstacle spacing to bypass stress", + "shape": "MULTIHOP", + "domain": "materials", + "model_used": "openai:gpt-5.5", + "analysis": "This is a clean included item for the answer direction: the model greedily says “increase.” However, the J-lens does **not** cleanly reveal the intended specific bypass mechanism, because **“Orowan” was dropped as multi-token and is therefore not trackable** in this protocol. Among tracked substitutes, **strengthening** is the only reasonably strong concept, reaching J-rank **208 at 82.9% depth**, but the matched vanilla logit lens is similar (**281**), so this is not a distinctive J-lens discovery. **Bowing** is weak in the J-lens, rank **3844 at 78.0%**, and the logit lens is actually better (**749**). **Precipitation** improves over the logit baseline, J-rank **5291 vs. logit 53852**, but it is still not a strong or sustained surfaced concept. Thus the main registered signal is generic “strengthening/increase,” not a clean latent “Orowan bypass” mechanism.\n\nThe layer grid has a plausible qualitative materials-mechanics texture in the workspace band: tokens such as “metallur/metallurgical,” “density,” “spacing,” “curvatur,” “bends,” “stiffer,” “pressure,” and “resistan” appear around the prompt positions describing particles, spacing, bowing, and required stress. But much of this mirrors or paraphrases the input rather than showing an unspoken intermediate. At the readout position, the top tokens transition from vague reasoning/discourse tokens to “therefore,” and then to the literal answer **“increase”** by about **80.5% depth**, so the late layers look more like answer commitment than an ordered emergence of a hidden mechanism.\n\nThe exploratory candidate list should be treated only as a heuristic. **“metallurgical”** is probably meaningful as a domain label; **“density,” “percentage,” and “distance”** are partly meaningful paraphrases of volume fraction/spacing but are close to input-derived restatements rather than new reasoning. **“because”** may reflect explanatory framing, not a scientific concept. **“was,” “this,” “and,” “they,” and “became”** are mostly function-word/coreference/discourse artifacts. Overall, this item shows the model knows the answer direction and some generic strengthening context, but it does **not** provide a clean J-lens success for the specific Orowan-bypass intermediate." + }, + { + "slug": "materials-martensite-quench", + "title": "Rapid quench to martensite", + "shape": "MULTIHOP", + "domain": "materials", + "model_used": "openai:gpt-5.5", + "analysis": "This item is **excluded as a registered protocol success** because the clean model did not answer “tetragonal”; its greedy token was **“lower”**. Qualitatively, the J-lens does show that the model has some relevant crystallographic content before the final token: at the readout position, **“tetragonal”** enters the top tokens late in the workspace, rank 6 at 80.5%, rank 2 at 82.9–85.4%, rank 3 at 87.8%, and rank 1 at 90.2%, before the final layers pivot toward **“lower”**. It also strongly represents deformation language such as **“distorted”**, and earlier workspace tokens include **anisotropic/isotropy/crystallography/morphology**. So the lens suggests a partially correct internal description of an elongated, distorted cell, but not a clean answer pathway.\n\nThe registered mechanism concepts do **not** provide a clean ordered multihop signal. **Shear** reaches only J-rank 512 at 82.9%, essentially the same as the matched logit-lens rank 538, with no sustained onset. **Bain** is weaker in the J-lens: J-rank 3516 at 87.8%, while the vanilla logit lens is better at rank 829. Thus there is no convincing J-lens advantage for the intended transformation-mechanism intermediates, and no ordered emergence of “shear” then “Bain” before the product/symmetry. **Martensite** is correctly dropped from the registered tracking because it is multi-token in this tokenizer; the visible **“martens”** fragment is at most a suggestive subword/phase-prefix artifact, not evidence that the single concept “martensite” was cleanly tracked.\n\nThe exploratory candidate list should be treated only as a heuristic. **Metallurgical**, **microstructure**, **structure**, and **ratio** look meaningfully related to the prompt context; **toughness** is domain-relevant but likely cued by “hard” rather than an unspoken reasoning step. **Martens** is interesting but tokenizer-limited and not a valid registered concept. **Because**, **was**, **which**, and **This** are mostly syntactic/discourse tokens and should not be interpreted as scientific intermediates. Overall, this is a qualitative small-model pattern: the J-lens exposes relevant crystallography and a late transient **tetragonal** representation, but it does not validate the intended mechanism-chain hypothesis for this prompt." + }, + { + "slug": "materials-schmid-slip", + "title": "Resolved stress to slip", + "shape": "MULTIHOP", + "domain": "materials", + "model_used": "openai:gpt-5.5", + "analysis": "This item is **excluded as a registered success** because the clean-answer control failed: the model’s greedy next token was **“yield”**, not the expected **“slip.”** Qualitatively, the J-lens still shows a real materials concept: **dislocation** becomes strong in the workspace band, with sustained onset around **41.5% depth** and **rank 1 at 43.9%**, substantially beating the matched vanilla logit lens (**rank 17**). The layer slice agrees: around 41.5–51.2%, the readout position is dominated by “dislocation”/“Dislocations”/“dislocations,” before later layers move toward deformation-event tokens such as **undergo**, **deform**, **deformation**, **slip**, and finally **yield**. This is a plausible unspoken physical-carrier representation, but because the model ultimately answers “yield,” it should be treated as a qualitative pattern, not a clean protocol success.\n\nBy contrast, **Schmid** does **not** surface as a law-level intermediate in the J-lens. Its best reported J-lens rank is only **808 at 87.8% depth**, with no sustained onset, and the vanilla logit lens is actually better (**rank 145**). That is the opposite of the strongest J-lens evidence: the named criterion is not clearly represented/verbalizable here, even though the prompt’s calculation is essentially a Schmid-factor/resolved-shear-stress setup. The late trajectory mostly reflects convergence toward answer-like deformation tokens: “deform” dominates around 78–90%, “slip” reaches top ranks around the band edge/just after it, and the final layers switch to the literal model output **“yield.”**\n\nThe exploratory candidate list should be read only as a heuristic. **“threshold”** is plausibly meaningful, since the prompt compares 120 MPa to a critical value of 80 MPa. **“metallurgical”** is a broad domain tag and consistent with the slice, but not a specific reasoning step. **“equals,” “zero,” “because,”** and **“for”** look mostly like arithmetic/connective or local-token continuations rather than concepts. **“hydrostatic”** is likely a domain-association error: the prompt is uniaxial/resolved shear, not hydrostatic stress. **“which,” “where,”** and **“was”** are generic positional/top-1 artifacts and should not be interpreted as reasoning content." + }, + { + "slug": "materials-nabarro-herring", + "title": "High-temperature deformation mechanism", + "shape": "MULTIHOP", + "domain": "materials", + "model_used": "openai:gpt-5.5", + "analysis": "This is an included, clean item: the model’s greedy answer is the expected single token **“diffusion”**, and the tracked unspoken mechanism tokens are absent from the generated completion. The J-lens does show a real materials-domain concept, **creep**, but it is broad rather than mechanism-specific. In the fixed workspace band, **creep** rises sharply only late, peaking at **J-rank 2 at 80.5% depth**, while the answer token **diffusion** is already top-ranked from about **75.6% depth** onward at the readout position. This is therefore not a clean “intermediate before final answer” ordering: the transport-process answer has already crystallized before or alongside the generic creep concept. Also, the matched vanilla logit lens is actually stronger for **creep** (**rank 1**), so this is not a distinctive J-lens advantage. The specific **Nabarro-Herring** mechanism is not recovered: **Nabarro** is dropped as multi-token/not trackable, and **Herring** remains weak (**J-rank 1104 at 87.8%**, with the logit lens better at **490**). So the lens suggests the model has a broad “diffusion/creep” interpretation, but not a clearly verbalized single-token representation of **Nabarro-Herring creep**.\n\nThe exploratory candidates should be treated only as qualitative hints. **microstructure** is plausibly meaningful as a materials-domain abstraction from “fine-grained polycrystal,” but it is a broad context cue, not the target reasoning step. **deformation** is also meaningful, compressing “slow shape change,” and **metallurgical** is a plausible domain cue. **mechanism** may reflect the task frame or “dominant process” framing, but it is not evidence for the named mechanism. **migratory** is mostly a lexical echo of “migrate,” not an independent concept. **analysis** looks generic/noisy, and the function words **and**, **because**, **was**, and **but** are sentence-continuation artifacts rather than scientific intermediates. Overall, the run shows a genuine but generic creep/diffusion workspace signal, with no clean registered evidence that the model represented the specific Nabarro-Herring mechanism as an unspoken intermediate." + }, + { + "slug": "materials-screw-character", + "title": "Line-defect character", + "shape": "MULTIHOP", + "domain": "materials", + "model_used": "openai:gpt-5.5", + "analysis": "This item is excluded: the model did not give the clean answer “screw,” instead greedily continuing with “determined.” Within the fixed workspace band, the J-lens does not show a clean registered recovery of the intended materials concepts. At the readout position, “Burgers” only reaches J-rank 101 at 87.8% depth, and “dislocation” only reaches J-rank 181 at 85.4%, with no sustained onset for either. Both are also worse than the matched vanilla logit lens baselines: “Burgers” logit-rank 41 and “dislocation” logit-rank 133. The top readout tokens are mostly generic continuation/classification language—“classification,” “characterized,” “classified,” “determined,” “defined”—ending in the literal wrong next-token basin “determined.” So the lens mainly reports a model settling on “the character is determined/characterized/classified,” not an unspoken computation of “Burgers vector parallel to line direction ⇒ screw dislocation.”\n\nThere is some qualitative domain activation in the position-slice grid, but it should not be promoted to a protocol success. The exploratory “dislocation” candidate is the most meaningful: it appears as a top-1 token at some prompt positions around the mid-band, consistent with recognizing the object class from “line defect”/“crystal.” However, this does not translate into a strong final readout-position signal. “Burgers” is not comparably surfaced, and there is no ordered emergence of “Burgers” before “dislocation”; if anything, both improve only late and weakly. “Perpendicular” is also semantically notable but suspicious: it is the wrong geometric relation for the stated screw case and may reflect confusion with the edge-dislocation contrast or generic line-defect associations. “microstructure,” “metallurgical,” and “morphology” are plausible materials-domain context words, but they look diffuse and generic rather than evidence of the specific reasoning chain. “because,” “was,” “which,” “often,” and much of “represents” are continuation/scaffolding tokens or syntactic noise, not meaningful hidden concepts. Overall, this is best read as a weak-model/failed-answer case where the J-lens faithfully shows absence of the intended single-token intermediate reasoning, aside from scattered qualitative domain vocabulary." + }, + { + "slug": "materials-fcc-extinctions", + "title": "Diffraction selection-rule recognition", + "shape": "RECOGNITION", + "domain": "materials", + "model_used": "openai:gpt-5.5", + "analysis": "This item is **excluded as a registered success** because the clean model did not answer with the expected first token (`FCC` or `face`); it greedily produced `a`. Qualitatively, the lens does show a late move toward the broad category **cubic**: `cubic` becomes top-1 at 85.4% depth and is sustained from about 82.9% through the late workspace / pre-final layers. But this is not a J-lens-specific discovery: the matched vanilla logit lens also ranks `cubic` at 1, so the signal is real but not stronger than the baseline. More importantly, **cubic is not the registered answer**; the correct recognition is specifically face-centered cubic / FCC. I do not see clean evidence that the model has the more precise **FCC / face-centered** concept here. The tracked intermediate **extinction** is only weakly present: J-lens improves over logit lens substantially at its best point, rank 6,194 vs logit rank 26,140 at 48.8%, but that is still far outside an interpretable top-rank signal and has no sustained onset. The slice grid mostly shows prompt reconstruction and parity-rule vocabulary—`indices`, `integers`, `all`, `odd`, `even`, `mixed`, `parity`, `absent`—followed late by “lattice is cubic.” That is a plausible partial recognition, not a clean unspoken reasoning chain from extinction rule to FCC.\n\nThe exploratory candidate list should be treated only as a heuristic. Some entries are plausibly meaningful local paraphrases of the rule: **combinations** fits “mixed-parity combinations,” **integers** fits Miller-index triples `h,k,l`, and **simultaneously** loosely captures the all-odd/all-even constraint. **because** may reflect causal explanation framing, but not a substantive crystallographic concept. **was**, **information**, and **for** are generic syntactic/filler tokens. **spectroscopic** looks like domain-neighbor noise from diffraction/spectra rather than the relevant concept. **geomet** is a subword/tokenizer fragment of “geometric” and should not be counted as a clean concept. **perpendicular** is at best a loose geometry association around indices/planes, not evidence for the extinction-to-FCC recognition. Overall, the lens reveals that the model becomes disposed to say **cubic**, but not that it cleanly computed **face-centered cubic / FCC**; the registered protocol therefore remains a failure/exclusion despite a qualitative late cubic pattern." + }, + { + "slug": "materials-ductile-fractography", + "title": "Unnamed ductile-fracture vignette", + "shape": "ASSOCIATION", + "domain": "materials", + "model_used": "openai:gpt-5.5", + "analysis": "Within the registered workspace band, this is a real but transient J-lens signal for the ductile-fracture interpretation. The broad concept **ductile** reaches J-rank 193 at 41.5% depth versus logit-lens rank 38,170, and the more specific mechanism terms **coalescence** and **nucleation** reach J-ranks 383 at 39.0% and 401 at 43.9%, versus logit ranks 46,648 and 25,643. Those are substantially stronger than the matched vanilla logit lens, and the generated completion was only `'ound'`, so these are not simply next-token output leakage. However, none has a sustained onset, and the ordering is not a clean physical reasoning sequence: **coalescence** appears before **nucleation**, while **void** is weak in the J-lens, only rank 7,186 at 53.7%, and is actually better in the logit lens at rank 3,381. Since **microvoid** was dropped as multi-token, the lens cannot directly test the canonical “microvoid nucleation and coalescence” phrase. So the honest read is: the model has an unspoken association to ductile fracture and void-coalescence terminology, but this is not a clean ordered mechanistic trace.\n\nThe slice grid supports a qualitative materials/fractography interpretation, with mid-band tokens like **metallurgical**, **fracture**, **rupture**, **phase**, **particle**, **cluster**, **saucer**, **cone**, **morpholo-**, and **character-** appearing near relevant prompt positions. But much of this is local semantic echoing or subword morphology, not a registered metric. In the exploratory candidate list, **metallurgical** and **fracture** look meaningful as domain/failure-concept readouts; **saucer** is plausibly a morphology association to “cup”/cup-and-cone but surface-level; **clusters** may reflect joined pits/particles but is coarse. **indicating**, **occurred**, and perhaps **because** are generic explanatory scaffolding rather than mechanism concepts. **which**, **was**, and **during** are mostly syntactic/discourse artifacts. The late layers turning toward **ound** and similar fragments are consistent with the final-token regime, not workspace concept tracking." + }, + { + "slug": "materials-intergranular-attack", + "title": "Unnamed boundary-localized degradation", + "shape": "ASSOCIATION", + "domain": "materials", + "model_used": "openai:gpt-5.5", + "analysis": "Within the registered workspace band, the clearest signal is the unspoken concept **corrosion**: the J-lens brings it to rank **41 at 41.5% depth**, versus matched vanilla logit-lens rank **8955**, so this is a real J-lens gain over baseline. **Boundary** is weaker but still meaningfully above logit baseline, reaching rank **1613 at 39.0%** versus **9629**. **Sensitization** is only a faint signal: rank **5974 at 41.5%** versus **18127** is an improvement, but not a clean retrieval of the mechanism. None of the tracked concepts has a sustained onset, and the exact target phrase **intergranular corrosion** cannot be scored because **intergranular** was dropped as multi-token. Qualitatively, the grid shows metallurgy/corrosion/boundary/interior/unaffected vocabulary at relevant positions, but the per-readout top tokens also include off-domain degradation words such as **necrosis/pathogen/pathology**, so this is not a crisp top-token verbalization of the named degradation mode. The fair read is: the model has a strong generic **corrosion** association and some **boundary-localized** structure, but only weak evidence for the more specific **sensitization / intergranular** diagnosis.\n\nThe exploratory candidates are useful only as a heuristic. **metallurgical** looks meaningful as a domain scaffold around “austenitic stainless steel,” but it is not the target degradation concept. **corrosion** is the most meaningful candidate and agrees with the registered rank signal. **unaffected** and **remained** plausibly reflect the “grain interiors remain largely intact” contrast, though **remained** is close to an input morphological variant rather than a new concept. **environment** is a reasonable abstraction of “aggressive solution,” but again generic. **during** is mostly temporal/syntactic, tied to “held,” not a degradation concept. **and**, **but**, **these** are function-word/discourse artifacts; **because** may weakly reflect causal framing, but should not be counted as conceptual evidence. Overall, this item is an included protocol signal for unspoken **corrosion**, with partial boundary localization, but not a clean registered success for the full specialized concept **intergranular corrosion due to sensitization**." + } + ], + "synthesis": "Across these materials prompts, the clearest workspace-like phenomena appeared in the **ASSOCIATION** items, but only as item-level qualitative/registered-band signals, not as group-level evidence because the run is exploratory and the ASSOCIATION group is sample-insufficient. The strongest J-lens-over-logit effects were for unspoken domain concepts in the unnamed vignettes: in the ductile-fracture item, **ductile** reached J-rank 193 versus logit-rank 38,170, **coalescence** reached 383 versus 46,648, and **nucleation** reached 401 versus 25,643, though the ordering was not mechanistic and **void** was weak. In the boundary-localized degradation item, **corrosion** was the cleanest signal, reaching J-rank 41 at 41.5% depth versus logit-rank 8,955, with weaker but meaningful **boundary** evidence at rank 1,613 versus 9,629. These are the best examples in this run of unspoken scientific concepts surfacing in the fixed workspace band before being literally output, but they remain broad associations rather than clean reconstructions of full named mechanisms such as microvoid nucleation/coalescence or intergranular corrosion by sensitization.\n\nThe **MULTIHOP** items showed more mixed, mostly qualitative behavior. Several prompts were excluded from registered success because the model did not give the expected clean answer: grain refinement produced **“significantly”** rather than “higher,” rapid quench produced **“lower”** rather than “tetragonal,” resolved stress produced **“yield”** rather than “slip,” and line-defect character produced **“determined”** rather than “screw.” Some of these excluded items still had real-looking workspace content: grain refinement moved from materials-property words around 39–51% depth to causal tokens around 53–61% and comparative-answer tokens around 66–88%, with **higher** top-ranked at 80.5–87.8% before the final-layer pivot to **significantly**; rapid quench showed late **tetragonal** ranks 6→2→1 around 80.5–90.2% before the wrong final token; and resolved stress had a strong excluded **dislocation** signal, rank 1 at 43.9% versus logit rank 17. But the registered multihop mechanism claims were not cleanly supported. **Schmid**, **Bain**, **Burgers**, **bowing**, and **Herring** were weak or better in the vanilla logit lens, and in the included high-temperature deformation case **diffusion** was already top-ranked before or alongside **creep**, while **creep** itself was stronger in the logit lens. Thus the run gives some evidence for generic materials concepts and answer commitment in the workspace band, but not for reliable ordered emergence of specific multistep scientific intermediates.\n\nThe **RECOGNITION** item was also excluded: the model answered **“a”** rather than `FCC` or `face`. The lens did reveal a late disposition to say **cubic**, with `cubic` top-ranked around 85.4% and sustained late, but the vanilla logit lens also ranked it first, and **cubic** is not the registered target concept. The specific face-centered-cubic / FCC recognition was not cleanly present, and **extinction** remained far outside a strong interpretable rank despite improving over the logit baseline. There were no supplied **MODULATION** or **REPORT_SWAP** items in this materials run, so this synthesis cannot say whether this target model exhibits those phenomena. Relative to the paper’s claims, the run partially matches the broad observation that the mid-to-late band contains verbalizable content and that the last layers pivot to the literal next token, but it does not reproduce the stronger multihop claim that intermediates appear cleanly in the order computed.\n\nThe single-token limitation was a major constraint here. Many of the most scientifically precise targets were dropped or degraded because they are multi-token or subword concepts in this tokenizer: **Petch**, **Orowan**, **martensite**, **Nabarro**, **microvoid**, and **intergranular** could not be cleanly scored, and visible fragments such as **martens** should not be treated as registered concept recovery. The model-capability limitation also matters: this small target often failed the clean answer controls and often surfaced only generic neighbors such as **strengthening**, **creep**, **cubic**, **metallurgical**, or **microstructure**, while the named law or mechanism was absent or no better than the logit lens. That is consistent with the paper’s caution that the lens can only reveal concepts the model actually has; here it often faithfully reports partial domain association rather than expert mechanism-level reasoning.\n\nThe exploratory surfaced candidates should be read only as a heuristic, not as a paper metric. Among the frequent candidates, **metallurgical** (×7) and **microstructure** (×5) are plausible broad materials-domain signals, and **threshold** (×1) was plausibly meaningful in the resolved-stress prompt. **respectively** (×1) may reflect sample-comparison structure in the grain-refinement case, but it is not a scientific mechanism. **perpendicular** (×2) is semantically related to geometry but suspicious because it was sometimes the wrong contrast, especially for the screw-dislocation case. **during** (×2) is mostly temporal scaffolding. The very frequent **because** (×9), **was** (×8), **which** (×6), **and** (×4), **represents** (×2), and **where** (×1) are best treated as discourse, syntax, or local-continuation artifacts unless supported by a separate tracked concept. Overall, this model is useful for exploratory demonstrations of broad workspace readouts in scientific text, but for scientific interpretability of named mechanisms and multistep reasoning, a larger or more capable model—and preferably phrase-level tracking beyond single-token concepts—would be a more appropriate target." +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-materials-reasoning-pilot-v1.json b/jlens_materials/runs/gemma4-materials-reasoning-pilot-v1.json new file mode 100644 index 0000000000000000000000000000000000000000..4145d4a5b6a3e59055e95290f6a33c533c766369 --- /dev/null +++ b/jlens_materials/runs/gemma4-materials-reasoning-pilot-v1.json @@ -0,0 +1,16207 @@ +{ + "format_version": 2, + "created_at": "2026-07-10T21:32:28.836108+00:00", + "model": "google/gemma-4-E4B-it", + "model_identity": { + "requested_id": "google/gemma-4-E4B-it", + "requested_revision": null, + "model_class": "Gemma4ForConditionalGeneration", + "config_name_or_path": "google/gemma-4-E4B-it", + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-E4B-it", + "vocab_size": 262144, + "n_layers": 42, + "d_model": 2560, + "dtype": "float32" + }, + "tag": "gemma4-materials-reasoning-pilot-v1", + "n_layers": 42, + "d_model": 2560, + "lens_n_prompts": 1000, + "lens_provenance": null, + "methodology": { + "recipe": { + "name": "demo", + "n_fit": 12, + "max_seq_len": 64, + "target_layer": null, + "report_layer_count": null, + "skip_first": 16, + "strict_corpus": false, + "description": "Fast exploratory fit. Results from this profile are not a quantitative replication of the paper." + }, + "claims_level": "exploratory demo", + "paper_protocol_complete": false, + "strict_protocol": false, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 50, + "evaluation_max_seq_len": 512, + "generation_max_new_tokens": 4, + "model_revision": null, + "dtype": "float32", + "layer_stride": 1, + "prompt_source": "prompts/materials-reasoning-pilot-v1.json", + "swaps_enabled": false, + "swap_alpha": 1.0 + }, + "shapes": [ + "MULTIHOP" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": { + "MULTIHOP": { + "n_items": 13, + "minimum_required": 50, + "sufficient_sample": false, + "ks": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "jacobian_lens": { + "pass_at_k": [ + 0.0, + 0.0, + 0.07692307692307693, + 0.07692307692307693, + 0.07692307692307693, + 0.11538461538461539, + 0.11538461538461539 + ], + "auc_log_k": 0.06730769230769232, + "bootstrap_95": { + "1": { + "mean": 0.0, + "low": 0.0, + "high": 0.0 + }, + "2": { + "mean": 0.0, + "low": 0.0, + "high": 0.0 + }, + "5": { + "mean": 0.07692307692307693, + "low": 0.0, + "high": 0.19230769230769232 + }, + "10": { + "mean": 0.07692307692307693, + "low": 0.0, + "high": 0.19230769230769232 + }, + "20": { + "mean": 0.07692307692307693, + "low": 0.0, + "high": 0.19230769230769232 + }, + "50": { + "mean": 0.11538461538461539, + "low": 0.0, + "high": 0.23076923076923078 + }, + "100": { + "mean": 0.11538461538461539, + "low": 0.0, + "high": 0.23076923076923078 + } + } + }, + "logit_lens": { + "pass_at_k": [ + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.0, + 0.07692307692307693 + ], + "auc_log_k": 0.005789038378153489 + } + } + }, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 0, + "n_graded": 0, + "minimum_required": 50, + "sufficient_sample": false, + "protocol_success_rate": null, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [ + "MULTIHOP" + ], + "prompts": [ + { + "slug": "reason-hall-01", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size comparison", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer.", + "prompt_text": "<|turn>user\nTwo otherwise identical polycrystals have mean grain sizes 50 and 5 micrometers. Grain interfaces impede carrier motion. Which specimen has the larger yield stress? Reply with exactly one word: fine or coarse.\n<|turn>model\n", + "prompt_tail": "crometers. Grain interfaces impede carrier motion. Which specimen has the larger yield stress? Reply with exactly one word: fine or coarse.\n<|turn>model\n", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 51 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size", + "answer": "fine", + "baseline": { + "required": true, + "correct": true, + "expected": [ + "fine" + ], + "greedy_token_id": 35022, + "greedy_token": "fine" + }, + "generated_completion": "fine", + "generated_token_ids": [ + 35022, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "Petch" + ], + "tracked": [ + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + }, + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + } + ], + "emergence": [ + { + "label": "Hall", + "best_rank": 11558, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 51, + "logit_lens_best_rank": 598 + }, + { + "label": "strengthening", + "best_rank": 3850, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 51, + "logit_lens_best_rank": 3230 + }, + { + "label": "dislocation", + "best_rank": 8184, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 51, + "logit_lens_best_rank": 9966 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "d", + "a", + "nt", + "o", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "al", + "ment", + "etal", + "er", + "emic", + "her" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "or", + "lli", + "she", + "ou", + "1", + "pple", + "of" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ive", + "wards", + "ve", + "ish", + "d", + "et", + "her", + "in" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "her", + "elle", + "she", + "herself", + "she", + "avel", + "ive" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "elle", + "her", + "avel", + "ements", + "she", + "ally", + "she" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "her", + "she", + "elle", + "her", + "she", + "posta", + "She", + "ela" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "her", + "whats", + "kids", + "she", + "She", + "Yeah", + "maybe", + "veggies" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Unfortunately", + "Would", + "So", + "fucking", + "calmness", + "Ferdinand", + "According", + "Definitely" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "atleast", + "mmmm", + "thats", + "Unfortunately", + "fortun", + "Whilst", + "upto" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "behaviour", + "colour", + "Whilst", + "odour", + "whilst", + "Behaviour", + "humour", + "avoid" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "colour", + "Whilst", + "behaviour", + "odour", + "whilst", + "rumours", + "apologise", + "prioritise" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "rumours", + "odour", + "behaviour", + "marginalised", + "scepticism", + "analysing", + "colour", + "prioritise" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scientific", + "Scient", + "Science", + "scientifically", + "science" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scientific", + "Scient", + "scient", + "Science", + "science" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Science", + "Prediction", + "prediction", + "science", + "scientifically" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "ANSWER", + "hypoxia", + "SCIENCE", + "scientifically", + "Answer" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ANSWER", + "Scientific", + "SCIENCE", + "Answer", + "scientific", + "جواب", + "scientific", + "答案" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "SCIENCE", + "scientific", + "Scientific", + "ANSWER", + "Science", + "science", + "Biotechnology", + "Scientific" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Incorrect", + "正确", + "Scientific", + "correct", + "incorrect", + "Incorrect", + "scientific", + "과학" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Biotechnology", + "Scientific", + "científ", + "scientific", + "과학", + "ilmiah", + "scient", + "Artificial" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Similar", + "Specific", + "Analyze", + "ịp", + "Because", + "Note", + "However", + "Explicit" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Because", + "Absolutely", + "Both", + "Due", + "Absolutely", + "Highly", + "Definitely", + "Either" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Because", + "Because", + "because", + "Due", + "Its", + "Therefore", + "Those", + "Those" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Because", + "Because", + "because", + "因为它", + "때문이다", + "因為", + "Due", + "vì" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Because", + "因為", + "เพราะ", + "因为它", + "Because", + "because", + "Porque", + "因为" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "因為", + "Because", + "Porque", + "because", + "เพราะ", + "porque", + "因为它", + "が高い" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Porque", + "Porque", + "Because", + "porque", + "вторая", + "akty", + "vì", + "Answer" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Smaller", + "Porque", + "Because", + "Frequent", + "前者", + "Потому", + "Larger", + "Smaller" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Smaller", + "Larger", + "Frequent", + "Earlier", + "Fewer", + "Easier", + "Because", + "Compared" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Smaller", + "Earlier", + "Frequent", + "前者", + "Conversely", + "Faster", + "Efficient", + "Larger" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Smaller", + "smaller", + "Smaller", + "小さい", + "finer", + "steeper", + "narrower", + "Small" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "smaller", + "Smaller", + "finer", + "fine", + "小さい", + "мел", + "Fine", + "narrower" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "finer", + "fine", + "Fine", + "finely", + "Fine", + "Smaller", + "smaller", + "細かい" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "fine", + "finer", + "Fine", + "Fine", + "finely", + "fine", + "fin", + "fina" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "fine", + "finer", + "Fine", + "finely", + "Fine", + "fin", + "fine", + "fina" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "fine", + "Fine", + "finer", + "fine", + "Fine", + "finely", + "fin", + "finest" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "fine", + "Fine", + "finer", + "fine", + "Fine", + "finely", + "fin", + "Fin" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "fine", + "Fine", + "fine", + "Fine", + "finer", + "fin", + "Fin", + "finely" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "fine", + "fine", + "Fine", + "Fine", + "finer", + "finely", + "fin", + "finest" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "fine", + "Fine", + "f", + "fin", + "fine", + "F", + "FINE", + "Co" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 31.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "?", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 24.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "diameter", + "score": 22.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sizes", + "output_checked": true + }, + { + "concept": "respectively", + "score": 19.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "are", + "score": 18.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "crystals", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 16.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystals", + "output_checked": true + }, + { + "concept": "also", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Grain", + "output_checked": true + }, + { + "concept": "only", + "score": 13.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "with", + "output_checked": true + }, + { + "concept": "Explanation", + "score": 13.0, + "best_rank": 1, + "best_depth": 85.4, + "near_token": "", + "output_checked": true + }, + { + "concept": "toughness", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "but", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "identical", + "output_checked": true + }, + { + "concept": "microns", + "score": 11.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-hall-01__grid.png", + "stream": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-hall-01__stream.png", + "trajectory": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-hall-01__trajectory.png", + "emergence": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-hall-01__emergence.png", + "heatmap": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-hall-01__heatmap.png" + } + }, + { + "slug": "reason-hall-02", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size comparison", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer.", + "prompt_text": "<|turn>user\nTwo otherwise identical polycrystals have mean grain sizes 100 and 10 micrometers. Grain interfaces impede carrier motion. Which specimen has the larger yield stress? Reply with exactly one word: fine or coarse.\n<|turn>model\n", + "prompt_tail": "crometers. Grain interfaces impede carrier motion. Which specimen has the larger yield stress? Reply with exactly one word: fine or coarse.\n<|turn>model\n", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 53 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size", + "answer": "fine", + "baseline": { + "required": true, + "correct": true, + "expected": [ + "fine" + ], + "greedy_token_id": 82879, + "greedy_token": "Fine" + }, + "generated_completion": "Fine", + "generated_token_ids": [ + 82879, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "Petch" + ], + "tracked": [ + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + }, + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + } + ], + "emergence": [ + { + "label": "Hall", + "best_rank": 10644, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 53, + "logit_lens_best_rank": 559 + }, + { + "label": "strengthening", + "best_rank": 3836, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 53, + "logit_lens_best_rank": 2963 + }, + { + "label": "dislocation", + "best_rank": 7438, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 53, + "logit_lens_best_rank": 8469 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "d", + "a", + "nt", + "o", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "al", + "ment", + "etal", + "er", + "emic", + "her" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "or", + "lli", + "she", + "1", + "ou", + "pple", + "orse" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ive", + "wards", + "ve", + "ish", + "et", + "d", + "her", + "in" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "her", + "elle", + "she", + "herself", + "she", + "avel", + "ive" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "elle", + "her", + "avel", + "ements", + "she", + "ally", + "she" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "she", + "her", + "elle", + "her", + "she", + "posta", + "She", + "ela" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "her", + "whats", + "kids", + "she", + "She", + "Yeah", + "hello", + "maybe" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Unfortunately", + "Would", + "So", + "fucking", + "calmness", + "Ferdinand", + "According", + "Definitely" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "atleast", + "mmmm", + "thats", + "Unfortunately", + "Whilst", + "fortun", + "upto" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "behaviour", + "colour", + "Whilst", + "odour", + "whilst", + "Behaviour", + "humour", + "avoid" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "colour", + "Whilst", + "behaviour", + "odour", + "whilst", + "rumours", + "apologise", + "humour" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "rumours", + "odour", + "behaviour", + "scepticism", + "marginalised", + "analysing", + "colour", + "minimising" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scientific", + "Scient", + "Science", + "scientifically", + "science" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scientific", + "Scient", + "Science", + "scient", + "science" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Science", + "Prediction", + "prediction", + "science", + "scientifically" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "ANSWER", + "hypoxia", + "SCIENCE", + "scientifically", + "Answer" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ANSWER", + "Scientific", + "SCIENCE", + "scientific", + "Answer", + "scientific", + "جواب", + "答案" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "SCIENCE", + "scientific", + "Scientific", + "ANSWER", + "Science", + "science", + "Scientific", + "Biotechnology" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Incorrect", + "正确", + "Scientific", + "correct", + "incorrect", + "Incorrect", + "scientific", + "과학" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Biotechnology", + "Scientific", + "científ", + "scientific", + "과학", + "ilmiah", + "scient", + "Artificial" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Similar", + "Specific", + "Analyze", + "ịp", + "Note", + "Different", + "However", + "Explicit" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Because", + "Absolutely", + "Both", + "Due", + "Absolutely", + "Highly", + "Definitely", + "Either" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Because", + "Because", + "because", + "Due", + "Therefore", + "Its", + "Those", + "Those" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Because", + "Because", + "because", + "因为它", + "때문이다", + "因為", + "Due", + "vì" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Because", + "因為", + "因为它", + "Because", + "เพราะ", + "because", + "Porque", + "因為" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "因為", + "Because", + "Porque", + "because", + "เพราะ", + "porque", + "因为它", + "が高い" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Porque", + "Porque", + "Because", + "porque", + "вторая", + "akty", + "Smaller", + "Generally" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Smaller", + "Porque", + "Because", + "Frequent", + "前者", + "Потому", + "Larger", + "Smaller" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Smaller", + "Larger", + "Frequent", + "Earlier", + "Fewer", + "Easier", + "Compared", + "Because" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Smaller", + "Earlier", + "Frequent", + "Conversely", + "前者", + "Compared", + "Dense", + "Faster" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Smaller", + "smaller", + "Smaller", + "小さい", + "steeper", + "finer", + "narrower", + "Small" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "smaller", + "Smaller", + "finer", + "小さい", + "мел", + "fine", + "Fine", + "narrower" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "finer", + "fine", + "Fine", + "finely", + "Fine", + "Smaller", + "smaller", + "細かい" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "fine", + "finer", + "Fine", + "Fine", + "finely", + "fine", + "fin", + "fina" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "fine", + "finer", + "Fine", + "finely", + "Fine", + "fin", + "fine", + "fina" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "fine", + "Fine", + "finer", + "fine", + "Fine", + "finely", + "fin", + "finest" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "fine", + "Fine", + "finer", + "fine", + "Fine", + "finely", + "fin", + "Fin" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "fine", + "Fine", + "fine", + "Fine", + "finer", + "fin", + "Fin", + "finely" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "fine", + "fine", + "Fine", + "Fine", + "finer", + "finely", + "fin", + "finest" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Fine", + "fine", + "f", + "F", + "fine", + "fin", + "FINE", + "Co" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 30.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "?", + "output_checked": true + }, + { + "concept": "diameter", + "score": 26.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sizes", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 24.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "respectively", + "score": 20.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "are", + "score": 18.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "crystals", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystals", + "output_checked": true + }, + { + "concept": "Explanation", + "score": 14.0, + "best_rank": 1, + "best_depth": 85.4, + "near_token": "", + "output_checked": true + }, + { + "concept": "only", + "score": 13.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "with", + "output_checked": true + }, + { + "concept": "toughness", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "also", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Grain", + "output_checked": true + }, + { + "concept": "but", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "identical", + "output_checked": true + }, + { + "concept": "answer", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ":", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-hall-02__grid.png", + "stream": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-hall-02__stream.png", + "trajectory": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-hall-02__trajectory.png", + "emergence": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-hall-02__emergence.png", + "heatmap": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-hall-02__heatmap.png" + } + }, + { + "slug": "reason-hall-03", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size comparison", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer.", + "prompt_text": "<|turn>user\nTwo otherwise identical polycrystals have mean grain sizes 40 and 4 micrometers. Grain interfaces impede carrier motion. Which specimen has the larger yield stress? Reply with exactly one word: fine or coarse.\n<|turn>model\n", + "prompt_tail": "crometers. Grain interfaces impede carrier motion. Which specimen has the larger yield stress? Reply with exactly one word: fine or coarse.\n<|turn>model\n", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 51 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size", + "answer": "fine", + "baseline": { + "required": true, + "correct": true, + "expected": [ + "fine" + ], + "greedy_token_id": 35022, + "greedy_token": "fine" + }, + "generated_completion": "fine", + "generated_token_ids": [ + 35022, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "Petch" + ], + "tracked": [ + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + }, + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + } + ], + "emergence": [ + { + "label": "Hall", + "best_rank": 10695, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 51, + "logit_lens_best_rank": 584 + }, + { + "label": "strengthening", + "best_rank": 3889, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 51, + "logit_lens_best_rank": 3414 + }, + { + "label": "dislocation", + "best_rank": 8131, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 51, + "logit_lens_best_rank": 10981 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "d", + "a", + "nt", + "o", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "al", + "ment", + "etal", + "er", + "emic", + "her" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "or", + "lli", + "she", + "ou", + "1", + "pple", + "of" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ive", + "wards", + "ve", + "ish", + "d", + "et", + "her", + "in" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "her", + "elle", + "she", + "herself", + "she", + "avel", + "ive" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "elle", + "her", + "avel", + "ements", + "she", + "ally", + "she" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "her", + "she", + "elle", + "her", + "she", + "posta", + "She", + "ela" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "her", + "whats", + "kids", + "she", + "She", + "Yeah", + "maybe", + "hello" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Unfortunately", + "Would", + "So", + "calmness", + "fucking", + "Ferdinand", + "According", + "Definitely" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "atleast", + "mmmm", + "thats", + "Unfortunately", + "fortun", + "Whilst", + "upto" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "behaviour", + "colour", + "Whilst", + "odour", + "whilst", + "Behaviour", + "humour", + "avoid" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "colour", + "Whilst", + "behaviour", + "odour", + "whilst", + "rumours", + "apologise", + "prioritise" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "rumours", + "odour", + "behaviour", + "analysing", + "marginalised", + "scepticism", + "colour", + "prioritise" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scientific", + "Scient", + "Science", + "scientifically", + "science" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scientific", + "Scient", + "scient", + "Science", + "science" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Science", + "Prediction", + "prediction", + "science", + "scientifically" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "ANSWER", + "hypoxia", + "SCIENCE", + "scientifically", + "Answer" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ANSWER", + "Scientific", + "SCIENCE", + "scientific", + "Answer", + "scientific", + "جواب", + "答案" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "SCIENCE", + "scientific", + "Scientific", + "ANSWER", + "Science", + "science", + "Biotechnology", + "Scientific" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Incorrect", + "正确", + "Scientific", + "correct", + "Incorrect", + "incorrect", + "과학", + "scientific" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Biotechnology", + "Scientific", + "científ", + "scientific", + "과학", + "ilmiah", + "scient", + "Artificial" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Similar", + "Specific", + "Analyze", + "ịp", + "Note", + "Because", + "iguously", + "However" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Because", + "Absolutely", + "Both", + "Due", + "Absolutely", + "Highly", + "Definitely", + "Either" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Because", + "Because", + "because", + "Due", + "Therefore", + "Its", + "Those", + "Since" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Because", + "Because", + "because", + "因为它", + "때문이다", + "因為", + "Due", + "vì" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Because", + "因為", + "Because", + "เพราะ", + "因为它", + "because", + "Porque", + "因为" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "因為", + "Because", + "Porque", + "because", + "เพราะ", + "porque", + "因为它", + "が高い" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Porque", + "Porque", + "Because", + "porque", + "вторая", + "akty", + "vì", + "Smaller" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Smaller", + "Porque", + "Because", + "Frequent", + "前者", + "Потому", + "Larger", + "Smaller" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Smaller", + "Larger", + "Earlier", + "Frequent", + "Fewer", + "Easier", + "Compared", + "Because" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Smaller", + "Earlier", + "Frequent", + "前者", + "Faster", + "Conversely", + "Larger", + "Better" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Smaller", + "smaller", + "Smaller", + "小さい", + "finer", + "steeper", + "narrower", + "Earlier" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "smaller", + "Smaller", + "finer", + "小さい", + "мел", + "fine", + "narrower", + "Fine" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "finer", + "fine", + "Fine", + "finely", + "Smaller", + "Fine", + "smaller", + "細かい" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "fine", + "finer", + "Fine", + "Fine", + "finely", + "fine", + "fin", + "fina" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "fine", + "finer", + "Fine", + "finely", + "Fine", + "fin", + "fine", + "fina" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "fine", + "Fine", + "finer", + "fine", + "Fine", + "finely", + "fin", + "finest" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "fine", + "Fine", + "finer", + "fine", + "Fine", + "finely", + "fin", + "Fin" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "fine", + "Fine", + "fine", + "Fine", + "finer", + "fin", + "Fin", + "finely" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "fine", + "fine", + "Fine", + "Fine", + "finer", + "finely", + "fin", + "finest" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "fine", + "Fine", + "f", + "fin", + "F", + "FINE", + "fine", + "Co" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 31.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "?", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 25.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "diameter", + "score": 25.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sizes", + "output_checked": true + }, + { + "concept": "respectively", + "score": 19.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "and", + "output_checked": true + }, + { + "concept": "are", + "score": 18.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "crystals", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystals", + "output_checked": true + }, + { + "concept": "also", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Grain", + "output_checked": true + }, + { + "concept": "Explanation", + "score": 13.0, + "best_rank": 1, + "best_depth": 85.4, + "near_token": "", + "output_checked": true + }, + { + "concept": "toughness", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "but", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "identical", + "output_checked": true + }, + { + "concept": "only", + "score": 12.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "with", + "output_checked": true + }, + { + "concept": "was", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "specimen", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-hall-03__grid.png", + "stream": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-hall-03__stream.png", + "trajectory": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-hall-03__trajectory.png", + "emergence": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-hall-03__emergence.png", + "heatmap": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-hall-03__heatmap.png" + } + }, + { + "slug": "reason-hall-04", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Grain-size comparison", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer.", + "prompt_text": "<|turn>user\nTwo otherwise identical polycrystals have mean grain sizes 80 and 8 micrometers. Grain interfaces impede carrier motion. Which specimen has the larger yield stress? Reply with exactly one word: fine or coarse.\n<|turn>model\n", + "prompt_tail": "crometers. Grain interfaces impede carrier motion. Which specimen has the larger yield stress? Reply with exactly one word: fine or coarse.\n<|turn>model\n", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 51 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "grain-size", + "answer": "fine", + "baseline": { + "required": true, + "correct": true, + "expected": [ + "fine" + ], + "greedy_token_id": 35022, + "greedy_token": "fine" + }, + "generated_completion": "fine", + "generated_token_ids": [ + 35022, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "Petch" + ], + "tracked": [ + { + "label": "Hall", + "surfaces": [ + "Hall" + ], + "token_ids": [ + 9519, + 48027, + 11967, + 31300 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + }, + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + } + ], + "emergence": [ + { + "label": "Hall", + "best_rank": 10363, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 51, + "logit_lens_best_rank": 591 + }, + { + "label": "strengthening", + "best_rank": 3807, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 51, + "logit_lens_best_rank": 3148 + }, + { + "label": "dislocation", + "best_rank": 8477, + "best_depth": 41.5, + "onset_depth": null, + "reached_top1": false, + "best_pos": 51, + "logit_lens_best_rank": 10741 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "d", + "a", + "nt", + "o", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "al", + "ment", + "etal", + "er", + "emic", + "her" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "or", + "lli", + "she", + "ou", + "1", + "pple", + "of" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ive", + "wards", + "ve", + "ish", + "d", + "her", + "et", + "in" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "her", + "elle", + "she", + "she", + "herself", + "avel", + "ive" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "elle", + "her", + "avel", + "she", + "ements", + "ally", + "ive" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "her", + "she", + "elle", + "her", + "she", + "posta", + "She", + "ela" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "her", + "whats", + "kids", + "she", + "She", + "Yeah", + "veggies", + "maybe" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Unfortunately", + "Would", + "So", + "calmness", + "fucking", + "Ferdinand", + "According", + "adorable" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "atleast", + "mmmm", + "thats", + "Unfortunately", + "fortun", + "Whilst", + "upto" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "behaviour", + "Whilst", + "colour", + "odour", + "whilst", + "avoid", + "Behaviour", + "humour" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "colour", + "Whilst", + "behaviour", + "whilst", + "odour", + "rumours", + "prioritise", + "apologise" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "rumours", + "odour", + "behaviour", + "analysing", + "marginalised", + "colour", + "scepticism", + "prioritise" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scientific", + "Scient", + "Science", + "scientifically", + "science" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scientific", + "Scient", + "scient", + "Science", + "science" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Prediction", + "Science", + "prediction", + "science", + "scientifically" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "ANSWER", + "hypoxia", + "SCIENCE", + "scientifically", + "Answer" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ANSWER", + "Scientific", + "SCIENCE", + "Answer", + "scientific", + "جواب", + "scientific", + "答案" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "SCIENCE", + "scientific", + "Scientific", + "ANSWER", + "Science", + "science", + "Biotechnology", + "Scientific" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Incorrect", + "正确", + "correct", + "Scientific", + "incorrect", + "Incorrect", + "正确的", + "과학" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Biotechnology", + "Scientific", + "científ", + "scientific", + "과학", + "ilmiah", + "scient", + "Artificial" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Similar", + "Specific", + "Analyze", + "ịp", + "Because", + "Note", + "However", + "iguously" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Because", + "Absolutely", + "Both", + "Due", + "Absolutely", + "Highly", + "Definitely", + "Either" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Because", + "Because", + "because", + "Due", + "Therefore", + "Its", + "Those", + "Since" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Because", + "Because", + "because", + "因为它", + "때문이다", + "因為", + "Due", + "vì" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Because", + "因為", + "Because", + "เพราะ", + "因为它", + "because", + "Porque", + "因为" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "因為", + "Because", + "Porque", + "because", + "เพราะ", + "porque", + "因为它", + "が高い" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Porque", + "Porque", + "Because", + "porque", + "вторая", + "akty", + "vì", + "越大" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Smaller", + "Porque", + "Because", + "Frequent", + "前者", + "Потому", + "Larger", + "Smaller" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Smaller", + "Larger", + "Frequent", + "Earlier", + "Fewer", + "Easier", + "Compared", + "Because" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Smaller", + "Earlier", + "Frequent", + "前者", + "Conversely", + "Larger", + "Faster", + "Compared" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Smaller", + "smaller", + "Smaller", + "小さい", + "steeper", + "finer", + "narrower", + "Earlier" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "smaller", + "Smaller", + "finer", + "小さい", + "fine", + "мел", + "narrower", + "tighter" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "finer", + "fine", + "Fine", + "finely", + "Smaller", + "Fine", + "smaller", + "細かい" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "fine", + "finer", + "Fine", + "Fine", + "finely", + "fine", + "fin", + "fina" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "fine", + "finer", + "Fine", + "finely", + "Fine", + "fin", + "fine", + "fina" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "fine", + "Fine", + "finer", + "fine", + "Fine", + "finely", + "fin", + "finest" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "fine", + "Fine", + "finer", + "fine", + "Fine", + "fin", + "finely", + "Fin" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "fine", + "Fine", + "fine", + "Fine", + "finer", + "fin", + "Fin", + "finely" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "fine", + "fine", + "Fine", + "Fine", + "finer", + "fin", + "finely", + "finest" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "fine", + "Fine", + "f", + "fin", + "F", + "fine", + "FINE", + "Co" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 31.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "?", + "output_checked": true + }, + { + "concept": "microstructure", + "score": 24.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "grain", + "output_checked": true + }, + { + "concept": "diameter", + "score": 22.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "sizes", + "output_checked": true + }, + { + "concept": "respectively", + "score": 22.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "and", + "output_checked": true + }, + { + "concept": "are", + "score": 18.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "crystals", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystals", + "output_checked": true + }, + { + "concept": "also", + "score": 13.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Grain", + "output_checked": true + }, + { + "concept": "only", + "score": 13.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "with", + "output_checked": true + }, + { + "concept": "Explanation", + "score": 13.0, + "best_rank": 1, + "best_depth": 85.4, + "near_token": "", + "output_checked": true + }, + { + "concept": "toughness", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "yield", + "output_checked": true + }, + { + "concept": "but", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "identical", + "output_checked": true + }, + { + "concept": "was", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "specimen", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-hall-04__grid.png", + "stream": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-hall-04__stream.png", + "trajectory": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-hall-04__trajectory.png", + "emergence": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-hall-04__emergence.png", + "heatmap": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-hall-04__heatmap.png" + } + }, + { + "slug": "reason-griffith-01", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-size scaling", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer.", + "prompt_text": "<|turn>user\nTwo elastic plates have the same modulus and surface energy. One contains an internal elliptical flaw 2 times as long as the other. Is the critical remote tensile stress of the longer-flaw plate higher or lower? Reply with exactly one word.\n<|turn>model\n", + "prompt_tail": " 2 times as long as the other. Is the critical remote tensile stress of the longer-flaw plate higher or lower? Reply with exactly one word.\n<|turn>model\n", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 58 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-scaling", + "answer": "lower", + "baseline": { + "required": true, + "correct": true, + "expected": [ + "lower" + ], + "greedy_token_id": 19503, + "greedy_token": "Lower" + }, + "generated_completion": "Lower", + "generated_token_ids": [ + 19503, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "Griffith", + "best_rank": 53360, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 58, + "logit_lens_best_rank": 35581 + }, + { + "label": "crack", + "best_rank": 3214, + "best_depth": 56.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 58, + "logit_lens_best_rank": 2831 + }, + { + "label": "fracture", + "best_rank": 958, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 58, + "logit_lens_best_rank": 3002 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "d", + "a", + "nt", + "o", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "al", + "ment", + "er", + "etal", + "ried", + "emic" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "or", + "lli", + "she", + "1", + "ou", + "pple", + "orse" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "ive", + "ish", + "ve", + "d", + "et", + "y", + "in" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "her", + "elle", + "herself", + "she", + "she", + "avel", + "ive" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "elle", + "her", + "she", + "avel", + "ements", + "she", + "ally" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "she", + "her", + "elle", + "She", + "she", + "her", + "posta", + "yo" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "kids", + "her", + "whats", + "pretty", + "Yeah", + "veggies", + "maybe", + "hello" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Unfortunately", + "calmness", + "fucking", + "Would", + "Ferdinand", + "pretty", + "So", + "happiness" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "atleast", + "mmmm", + "Unfortunately", + "NOT", + "thats", + "fortun", + "upto" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "colour", + "Whilst", + "behaviour", + "whilst", + "humour", + "odour", + "rumours", + "Behaviour" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "colour", + "Whilst", + "whilst", + "behaviour", + "rumours", + "humour", + "Whilst", + "apologise" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "rumours", + "colour", + "odour", + "behaviour", + "scepticism", + "rumour", + "apologise", + "humour" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "rumours", + "scepticism", + "Scientific", + "scientific", + "minimising", + "behaviour", + "odour", + "polarisation" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Scientific", + "scientific", + "scepticism", + "accuracy", + "Accuracy", + "behaviour", + "polarisation", + "Prediction" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "scepticism", + "Prediction", + "prediction", + "ambiguity", + "Scientific", + "prediction", + "scientific", + "predicting" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "Scientific", + "scientific", + "ANSWER", + "hypoxia", + "scientific", + "pneum", + "Answer", + "ANSWER" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ANSWER", + "جواب", + "Answer", + "SCIENCE", + "Scientific", + "答案", + "SCIENCE", + "ANSWER" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "SCIENCE", + "ANSWER", + "Scientific", + "scientific", + "Scientific", + "PHYSICS", + "Science", + "SCIENCE" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Incorrect", + "Scientific", + "incorrect", + "wrong", + "SCIENCE", + "Wrong", + "正确", + "científ" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Scientific", + "scientific", + "científ", + "Scient", + "Incorrect", + "과학", + "Science", + "Physics" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Analyze", + "Sulf", + "Avoid", + "Inicial", + "Watercolor", + "Unless", + "Minimize", + "Cite" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Due", + "Highly", + "Because", + "Either", + "Failure", + "Absolutely", + "Unless", + "Both" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Because", + "because", + "Because", + "Due", + "Unless", + "Its", + "due", + "Despite" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Because", + "because", + "Because", + "因为它", + "Unless", + "Probably", + "Due", + "Despite" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Because", + "because", + "因为它", + "보다", + "因為", + "Because", + "Increased", + "Unless" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "보다", + "because", + "decrease", + "Because", + "decre", + "decreasing", + "Decre", + "reduced" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "decrease", + "Decrease", + "decre", + "Less", + "Fewer", + "decreasing", + "Decre", + "Decrease" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Smaller", + "أقل", + "weaker", + "Fewer", + "낮은", + "менее", + "Less", + "weniger" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Smaller", + "weaker", + "Less", + "Fewer", + "أقل", + "weniger", + "меньше", + "менее" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "weaker", + "Smaller", + "меньше", + "较低", + "хуже", + "steeper", + "poorer", + "낮은" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "低い", + "weaker", + "lower", + "أقل", + "较低", + "낮은", + "меньше", + "Lower" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "lower", + "smaller", + "weaker", + "低い", + "higher", + "أقل", + "较低", + "shorter" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "lower", + "lower", + "Lower", + "低い", + "Lower", + "较低", + "smaller", + "낮은" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "lower", + "lower", + "Lower", + "Lower", + "higher", + "较低", + "低い", + "smaller" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "lower", + "lower", + "Lower", + "Lower", + "higher", + "LOWER", + "低い", + "较低" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "lower", + "lower", + "Lower", + "Lower", + "low", + "低い", + "较低", + "低" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "lower", + "lower", + "Lower", + "Lower", + "lowers", + "LOWER", + "higher", + "较低" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "lower", + "Lower", + "lower", + "Lower", + "LOWER", + "lowers", + "higher", + "Higher" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Lower", + "lower", + "Lower", + "lower", + "Higher", + "LOWER", + "Smaller", + "higher" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Lower", + "Higher", + "L", + "lower", + "Smaller", + "Lower", + "S", + "Tw" + ] + } + ], + "surprising": [ + { + "concept": "but", + "score": 45.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "One", + "output_checked": true + }, + { + "concept": "because", + "score": 24.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "identical", + "score": 21.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "same", + "output_checked": true + }, + { + "concept": "compared", + "score": 21.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "higher", + "output_checked": true + }, + { + "concept": "thickness", + "score": 18.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "same", + "output_checked": true + }, + { + "concept": "comparison", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Is", + "output_checked": true + }, + { + "concept": "also", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Reply", + "output_checked": true + }, + { + "concept": "They", + "score": 15.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "only", + "score": 14.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "with", + "output_checked": true + }, + { + "concept": "elasticity", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "elastic", + "output_checked": true + }, + { + "concept": "larger", + "score": 13.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "the", + "output_checked": true + }, + { + "concept": "size", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "other", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-griffith-01__grid.png", + "stream": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-griffith-01__stream.png", + "trajectory": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-griffith-01__trajectory.png", + "emergence": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-griffith-01__emergence.png", + "heatmap": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-griffith-01__heatmap.png" + } + }, + { + "slug": "reason-griffith-02", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-size scaling", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer.", + "prompt_text": "<|turn>user\nTwo elastic plates have the same modulus and surface energy. One contains an internal elliptical flaw 4 times as long as the other. Is the critical remote tensile stress of the longer-flaw plate higher or lower? Reply with exactly one word.\n<|turn>model\n", + "prompt_tail": " 4 times as long as the other. Is the critical remote tensile stress of the longer-flaw plate higher or lower? Reply with exactly one word.\n<|turn>model\n", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 58 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-scaling", + "answer": "lower", + "baseline": { + "required": true, + "correct": true, + "expected": [ + "lower" + ], + "greedy_token_id": 19503, + "greedy_token": "Lower" + }, + "generated_completion": "Lower", + "generated_token_ids": [ + 19503, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "Griffith", + "best_rank": 53289, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 58, + "logit_lens_best_rank": 36216 + }, + { + "label": "crack", + "best_rank": 3379, + "best_depth": 56.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 58, + "logit_lens_best_rank": 2859 + }, + { + "label": "fracture", + "best_rank": 945, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 58, + "logit_lens_best_rank": 2997 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "d", + "a", + "nt", + "o", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "al", + "ment", + "er", + "etal", + "ried", + "emic" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "or", + "lli", + "she", + "1", + "ou", + "pple", + "orse" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "ive", + "ish", + "ve", + "d", + "et", + "y", + "in" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "her", + "elle", + "she", + "herself", + "she", + "avel", + "ive" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "elle", + "her", + "she", + "avel", + "ements", + "ally", + "she" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "she", + "her", + "elle", + "She", + "she", + "her", + "posta", + "yo" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "kids", + "her", + "whats", + "pretty", + "Yeah", + "veggies", + "maybe", + "hello" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Unfortunately", + "fucking", + "calmness", + "Would", + "pretty", + "Ferdinand", + "So", + "happiness" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "atleast", + "mmmm", + "Unfortunately", + "NOT", + "thats", + "fortun", + "Whilst" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "colour", + "Whilst", + "behaviour", + "whilst", + "humour", + "odour", + "Behaviour", + "rumours" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "colour", + "Whilst", + "whilst", + "behaviour", + "humour", + "rumours", + "Whilst", + "odour" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "rumours", + "colour", + "odour", + "behaviour", + "scepticism", + "rumour", + "apologise", + "humour" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "rumours", + "scepticism", + "scientific", + "Scientific", + "minimising", + "behaviour", + "odour", + "rumour" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Scientific", + "scientific", + "scepticism", + "accuracy", + "Accuracy", + "behaviour", + "SCIENCE", + "sceptical" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "scepticism", + "Prediction", + "prediction", + "ambiguity", + "Scientific", + "scientific", + "prediction", + "Brexit" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "Scientific", + "scientific", + "ANSWER", + "hypoxia", + "pneum", + "scientific", + "Answer", + "antwort" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ANSWER", + "جواب", + "Answer", + "SCIENCE", + "Scientific", + "答案", + "SCIENCE", + "pneum" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "SCIENCE", + "ANSWER", + "Scientific", + "scientific", + "Scientific", + "PHYSICS", + "SCIENCE", + "Science" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Incorrect", + "Scientific", + "incorrect", + "wrong", + "SCIENCE", + "正确", + "Wrong", + "científ" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Scientific", + "scientific", + "científ", + "Incorrect", + "Scient", + "과학", + "Science", + "Physics" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Analyze", + "Sulf", + "Avoid", + "Inicial", + "Watercolor", + "Unless", + "Minimize", + "Flu" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Due", + "Highly", + "Because", + "Either", + "Failure", + "Absolutely", + "Unless", + "Both" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Because", + "because", + "Because", + "Due", + "Unless", + "Its", + "due", + "Despite" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Because", + "because", + "Because", + "因为它", + "Unless", + "Probably", + "Due", + "Despite" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Because", + "because", + "因为它", + "因為", + "보다", + "Increased", + "Because", + "Unless" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "보다", + "decrease", + "because", + "Because", + "decre", + "decreasing", + "Decre", + "reduced" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "decrease", + "Decrease", + "decre", + "Less", + "Fewer", + "decreasing", + "Decre", + "Reduced" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Smaller", + "أقل", + "weaker", + "Fewer", + "낮은", + "менее", + "Less", + "weniger" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Smaller", + "weaker", + "Less", + "Fewer", + "أقل", + "weniger", + "меньше", + "менее" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Smaller", + "weaker", + "меньше", + "较低", + "steeper", + "хуже", + "poorer", + "낮은" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "低い", + "weaker", + "lower", + "أقل", + "较低", + "낮은", + "меньше", + "Lower" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "lower", + "smaller", + "weaker", + "低い", + "higher", + "أقل", + "shorter", + "较低" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "lower", + "lower", + "Lower", + "低い", + "Lower", + "较低", + "smaller", + "낮은" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "lower", + "lower", + "Lower", + "Lower", + "higher", + "较低", + "低い", + "smaller" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "lower", + "lower", + "Lower", + "Lower", + "higher", + "LOWER", + "低い", + "较低" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "lower", + "lower", + "Lower", + "Lower", + "low", + "低い", + "较低", + "低" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "lower", + "lower", + "Lower", + "Lower", + "lowers", + "LOWER", + "较低", + "higher" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "lower", + "Lower", + "lower", + "Lower", + "LOWER", + "lowers", + "higher", + "Higher" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Lower", + "lower", + "Lower", + "lower", + "Higher", + "LOWER", + "Smaller", + "higher" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Lower", + "Higher", + "L", + "lower", + "Smaller", + "Lower", + "S", + "Sign" + ] + } + ], + "surprising": [ + { + "concept": "but", + "score": 42.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "One", + "output_checked": true + }, + { + "concept": "because", + "score": 24.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "identical", + "score": 21.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "same", + "output_checked": true + }, + { + "concept": "compared", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "thickness", + "score": 18.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "same", + "output_checked": true + }, + { + "concept": "comparison", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Is", + "output_checked": true + }, + { + "concept": "also", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Reply", + "output_checked": true + }, + { + "concept": "only", + "score": 14.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "with", + "output_checked": true + }, + { + "concept": "elasticity", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "elastic", + "output_checked": true + }, + { + "concept": "diameter", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "4", + "output_checked": true + }, + { + "concept": "They", + "score": 13.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "", + "output_checked": true + }, + { + "concept": "larger", + "score": 13.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "the", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-griffith-02__grid.png", + "stream": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-griffith-02__stream.png", + "trajectory": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-griffith-02__trajectory.png", + "emergence": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-griffith-02__emergence.png", + "heatmap": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-griffith-02__heatmap.png" + } + }, + { + "slug": "reason-griffith-03", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-size scaling", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer.", + "prompt_text": "<|turn>user\nTwo elastic plates have the same modulus and surface energy. One contains an internal elliptical flaw 9 times as long as the other. Is the critical remote tensile stress of the longer-flaw plate higher or lower? Reply with exactly one word.\n<|turn>model\n", + "prompt_tail": " 9 times as long as the other. Is the critical remote tensile stress of the longer-flaw plate higher or lower? Reply with exactly one word.\n<|turn>model\n", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 58 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-scaling", + "answer": "lower", + "baseline": { + "required": true, + "correct": true, + "expected": [ + "lower" + ], + "greedy_token_id": 19503, + "greedy_token": "Lower" + }, + "generated_completion": "Lower", + "generated_token_ids": [ + 19503, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "Griffith", + "best_rank": 53429, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 58, + "logit_lens_best_rank": 37449 + }, + { + "label": "crack", + "best_rank": 3644, + "best_depth": 56.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 58, + "logit_lens_best_rank": 2915 + }, + { + "label": "fracture", + "best_rank": 1001, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 58, + "logit_lens_best_rank": 3284 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "d", + "a", + "nt", + "o", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "al", + "ment", + "etal", + "er", + "ried", + "emic" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "or", + "lli", + "she", + "1", + "ou", + "pple", + "orse" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "ive", + "ish", + "ve", + "d", + "et", + "y", + "in" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "her", + "elle", + "she", + "herself", + "she", + "avel", + "ive" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "elle", + "her", + "she", + "avel", + "ements", + "she", + "ally" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "she", + "her", + "elle", + "She", + "she", + "her", + "posta", + "whats" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "kids", + "her", + "whats", + "pretty", + "Yeah", + "veggies", + "maybe", + "hello" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Unfortunately", + "fucking", + "calmness", + "Would", + "pretty", + "Ferdinand", + "So", + "happiness" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "atleast", + "mmmm", + "Unfortunately", + "NOT", + "thats", + "fortun", + "Whilst" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "colour", + "Whilst", + "behaviour", + "whilst", + "humour", + "odour", + "Behaviour", + "rumours" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "colour", + "Whilst", + "whilst", + "behaviour", + "humour", + "rumours", + "Whilst", + "odour" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "rumours", + "colour", + "odour", + "behaviour", + "scepticism", + "rumour", + "humour", + "apologise" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "rumours", + "scepticism", + "scientific", + "Scientific", + "minimising", + "behaviour", + "odour", + "rumour" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Scientific", + "scientific", + "scepticism", + "accuracy", + "Accuracy", + "behaviour", + "sceptical", + "SCIENCE" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "scepticism", + "Prediction", + "prediction", + "ambiguity", + "Scientific", + "scientific", + "prediction", + "Brexit" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "Scientific", + "scientific", + "ANSWER", + "pneum", + "scientific", + "hypoxia", + "Answer", + "antwort" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ANSWER", + "جواب", + "Answer", + "SCIENCE", + "Scientific", + "答案", + "SCIENCE", + "scientific" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "SCIENCE", + "ANSWER", + "Scientific", + "scientific", + "Scientific", + "PHYSICS", + "SCIENCE", + "Science" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Incorrect", + "Scientific", + "wrong", + "incorrect", + "SCIENCE", + "científ", + "scientific", + "正确" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Scientific", + "scientific", + "científ", + "과학", + "Scient", + "Science", + "Incorrect", + "Physics" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Analyze", + "Sulf", + "Avoid", + "Inicial", + "Watercolor", + "Unless", + "Flu", + "Initially" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Due", + "Highly", + "Because", + "Either", + "Failure", + "Absolutely", + "Unless", + "Both" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Because", + "because", + "Because", + "Due", + "Unless", + "Its", + "due", + "Despite" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Because", + "because", + "Because", + "因为它", + "Probably", + "Due", + "Unless", + "Despite" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Because", + "because", + "因为它", + "因為", + "보다", + "Increased", + "Because", + "Unless" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "보다", + "decrease", + "because", + "Because", + "decre", + "decreasing", + "reduced", + "Decre" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "decrease", + "Decrease", + "decre", + "Less", + "Fewer", + "decreasing", + "Decre", + "Reduced" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Smaller", + "أقل", + "Fewer", + "weaker", + "낮은", + "менее", + "Less", + "weniger" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Smaller", + "weaker", + "Less", + "Fewer", + "أقل", + "weniger", + "меньше", + "менее" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Smaller", + "weaker", + "меньше", + "较低", + "steeper", + "хуже", + "poorer", + "낮은" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "低い", + "lower", + "weaker", + "أقل", + "较低", + "낮은", + "меньше", + "Lower" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "lower", + "smaller", + "weaker", + "higher", + "低い", + "أقل", + "shorter", + "较低" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "lower", + "lower", + "Lower", + "低い", + "Lower", + "较低", + "smaller", + "낮은" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "lower", + "lower", + "Lower", + "Lower", + "higher", + "较低", + "低い", + "smaller" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "lower", + "lower", + "Lower", + "Lower", + "higher", + "LOWER", + "低い", + "较低" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "lower", + "lower", + "Lower", + "Lower", + "low", + "低い", + "较低", + "低" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "lower", + "lower", + "Lower", + "Lower", + "lowers", + "LOWER", + "higher", + "较低" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "lower", + "Lower", + "lower", + "Lower", + "LOWER", + "lowers", + "higher", + "Higher" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Lower", + "lower", + "Lower", + "lower", + "Higher", + "LOWER", + "Smaller", + "higher" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Lower", + "Higher", + "L", + "lower", + "Smaller", + "S", + "Sign", + "Lower" + ] + } + ], + "surprising": [ + { + "concept": "but", + "score": 43.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "One", + "output_checked": true + }, + { + "concept": "because", + "score": 23.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "identical", + "score": 22.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "same", + "output_checked": true + }, + { + "concept": "compared", + "score": 22.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "thickness", + "score": 18.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "same", + "output_checked": true + }, + { + "concept": "larger", + "score": 17.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "times", + "output_checked": true + }, + { + "concept": "comparison", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Is", + "output_checked": true + }, + { + "concept": "also", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Reply", + "output_checked": true + }, + { + "concept": "only", + "score": 14.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "with", + "output_checked": true + }, + { + "concept": "elasticity", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "elastic", + "output_checked": true + }, + { + "concept": "density", + "score": 12.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "surface", + "output_checked": true + }, + { + "concept": "than", + "score": 11.0, + "best_rank": 1, + "best_depth": 51.2, + "near_token": "longer", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-griffith-03__grid.png", + "stream": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-griffith-03__stream.png", + "trajectory": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-griffith-03__trajectory.png", + "emergence": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-griffith-03__emergence.png", + "heatmap": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-griffith-03__heatmap.png" + } + }, + { + "slug": "reason-griffith-04", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Flaw-size scaling", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer.", + "prompt_text": "<|turn>user\nTwo elastic plates have the same modulus and surface energy. One contains an internal elliptical flaw 16 times as long as the other. Is the critical remote tensile stress of the longer-flaw plate higher or lower? Reply with exactly one word.\n<|turn>model\n", + "prompt_tail": "16 times as long as the other. Is the critical remote tensile stress of the longer-flaw plate higher or lower? Reply with exactly one word.\n<|turn>model\n", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 59 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "flaw-scaling", + "answer": "lower", + "baseline": { + "required": true, + "correct": true, + "expected": [ + "lower" + ], + "greedy_token_id": 19503, + "greedy_token": "Lower" + }, + "generated_completion": "Lower", + "generated_token_ids": [ + 19503, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "Griffith", + "surfaces": [ + "Griffith" + ], + "token_ids": [ + 53755 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "Griffith", + "best_rank": 53594, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 59, + "logit_lens_best_rank": 37460 + }, + { + "label": "crack", + "best_rank": 3766, + "best_depth": 56.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 59, + "logit_lens_best_rank": 3050 + }, + { + "label": "fracture", + "best_rank": 1013, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 59, + "logit_lens_best_rank": 3406 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "d", + "a", + "nt", + "o", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "al", + "ment", + "etal", + "er", + "ried", + "emic" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "or", + "lli", + "she", + "1", + "ou", + "pple", + "orse" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "ive", + "ish", + "ve", + "d", + "et", + "y", + "in" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "her", + "elle", + "herself", + "she", + "she", + "avel", + "ive" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "elle", + "her", + "she", + "avel", + "ements", + "ally", + "she" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "she", + "her", + "elle", + "She", + "her", + "she", + "posta", + "yo" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "kids", + "her", + "whats", + "pretty", + "Yeah", + "veggies", + "maybe", + "hello" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Unfortunately", + "fucking", + "calmness", + "Would", + "pretty", + "Ferdinand", + "So", + "happiness" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "atleast", + "mmmm", + "Unfortunately", + "NOT", + "thats", + "fortun", + "Whilst" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "colour", + "Whilst", + "behaviour", + "whilst", + "humour", + "odour", + "Behaviour", + "Whilst" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "colour", + "Whilst", + "whilst", + "behaviour", + "humour", + "rumours", + "Whilst", + "odour" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "rumours", + "colour", + "odour", + "behaviour", + "scepticism", + "apologise", + "humour", + "rumour" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "rumours", + "scepticism", + "scientific", + "Scientific", + "minimising", + "behaviour", + "odour", + "rumour" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Scientific", + "scientific", + "scepticism", + "accuracy", + "Accuracy", + "behaviour", + "SCIENCE", + "sceptical" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "scepticism", + "Prediction", + "prediction", + "Scientific", + "ambiguity", + "scientific", + "prediction", + "Brexit" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "Scientific", + "scientific", + "ANSWER", + "scientific", + "pneum", + "hypoxia", + "Answer", + "SCIENCE" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ANSWER", + "جواب", + "Answer", + "SCIENCE", + "Scientific", + "答案", + "SCIENCE", + "scientific" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "SCIENCE", + "ANSWER", + "Scientific", + "scientific", + "Scientific", + "PHYSICS", + "SCIENCE", + "Science" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Incorrect", + "Scientific", + "SCIENCE", + "incorrect", + "wrong", + "scientific", + "científ", + "正确" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Scientific", + "scientific", + "científ", + "과학", + "Scient", + "Science", + "Incorrect", + "과학" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Analyze", + "Sulf", + "Avoid", + "Inicial", + "Watercolor", + "Unless", + "Similar", + "Initially" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Due", + "Because", + "Highly", + "Either", + "Failure", + "Absolutely", + "Both", + "Unless" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Because", + "because", + "Because", + "Due", + "Unless", + "due", + "Its", + "Despite" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Because", + "because", + "Because", + "因为它", + "Unless", + "Probably", + "Due", + "Despite" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Because", + "because", + "因为它", + "因為", + "보다", + "Increased", + "Because", + "Unless" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "보다", + "because", + "decrease", + "Because", + "decre", + "decreasing", + "reduced", + "Decre" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "decrease", + "Decrease", + "decre", + "Less", + "Fewer", + "decreasing", + "Decre", + "Reduced" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Smaller", + "أقل", + "weaker", + "Fewer", + "낮은", + "менее", + "Less", + "weniger" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Smaller", + "weaker", + "Less", + "Fewer", + "أقل", + "weniger", + "меньше", + "менее" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "weaker", + "Smaller", + "меньше", + "较低", + "steeper", + "хуже", + "poorer", + "낮은" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "低い", + "weaker", + "lower", + "أقل", + "较低", + "낮은", + "меньше", + "Lower" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "lower", + "smaller", + "weaker", + "higher", + "低い", + "أقل", + "shorter", + "较低" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "lower", + "lower", + "Lower", + "低い", + "Lower", + "较低", + "smaller", + "낮은" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "lower", + "lower", + "Lower", + "Lower", + "higher", + "较低", + "低い", + "smaller" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "lower", + "lower", + "Lower", + "Lower", + "higher", + "LOWER", + "低い", + "较低" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "lower", + "lower", + "Lower", + "Lower", + "low", + "低い", + "较低", + "低" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "lower", + "lower", + "Lower", + "Lower", + "lowers", + "LOWER", + "higher", + "较低" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "lower", + "Lower", + "lower", + "Lower", + "LOWER", + "lowers", + "higher", + "Higher" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Lower", + "lower", + "Lower", + "lower", + "Higher", + "LOWER", + "Smaller", + "higher" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Lower", + "Higher", + "L", + "lower", + "Smaller", + "S", + "Lower", + "Sign" + ] + } + ], + "surprising": [ + { + "concept": "but", + "score": 41.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "One", + "output_checked": true + }, + { + "concept": "because", + "score": 22.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "identical", + "score": 21.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "same", + "output_checked": true + }, + { + "concept": "diameter", + "score": 21.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "1", + "output_checked": true + }, + { + "concept": "compared", + "score": 21.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "higher", + "output_checked": true + }, + { + "concept": "thickness", + "score": 18.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "same", + "output_checked": true + }, + { + "concept": "whereas", + "score": 16.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "elliptical", + "output_checked": true + }, + { + "concept": "larger", + "score": 16.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "times", + "output_checked": true + }, + { + "concept": "also", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Reply", + "output_checked": true + }, + { + "concept": "only", + "score": 14.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "with", + "output_checked": true + }, + { + "concept": "elasticity", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "elastic", + "output_checked": true + }, + { + "concept": "comparison", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "Is", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-griffith-04__grid.png", + "stream": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-griffith-04__stream.png", + "trajectory": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-griffith-04__trajectory.png", + "emergence": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-griffith-04__emergence.png", + "heatmap": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-griffith-04__heatmap.png" + } + }, + { + "slug": "reason-schmid-01", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved-force threshold", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer.", + "prompt_text": "<|turn>user\nA single crystal has a resolved driving value of 120 MPa on its most favorably oriented system; the critical value is 80 MPa. Does microscopic plastic motion begin, or does the crystal remain elastic? Reply with exactly one word: slip or elastic.\n<|turn>model\n", + "prompt_tail": "l value is 80 MPa. Does microscopic plastic motion begin, or does the crystal remain elastic? Reply with exactly one word: slip or elastic.\n<|turn>model\n", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 62 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-threshold", + "answer": "slip", + "baseline": { + "required": true, + "correct": true, + "expected": [ + "slip" + ], + "greedy_token_id": 59722, + "greedy_token": "slip" + }, + "generated_completion": "slip", + "generated_token_ids": [ + 59722, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + }, + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + } + ], + "emergence": [ + { + "label": "Schmid", + "best_rank": 5574, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 62, + "logit_lens_best_rank": 4222 + }, + { + "label": "dislocation", + "best_rank": 3, + "best_depth": 87.8, + "onset_depth": 85.4, + "reached_top1": false, + "best_pos": 62, + "logit_lens_best_rank": 82 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "i", + "or", + "l", + "d", + "a", + "nt", + "o", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "al", + "ment", + "er", + "etal", + "her", + "ried" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "or", + "she", + "lli", + "ou", + "pple", + "1", + "d" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "her", + "ive", + "wards", + "ish", + "elle", + "et", + "d", + "ve" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "her", + "she", + "herself", + "elle", + "she", + "She", + "avel" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "elle", + "her", + "she", + "avel", + "she", + "ements", + "herself" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "her", + "she", + "she", + "her", + "She", + "elle", + "posta", + "ela" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "her", + "kids", + "whats", + "she", + "She", + "Yeah", + "pretty", + "veggies" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Unfortunately", + "fucking", + "So", + "calmness", + "Would", + "Ferdinand", + "adorable", + "Pom" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "mmmm", + "atleast", + "NOT", + "Unfortunately", + "fortun", + "thats", + "Lets" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "avoid", + "therefore", + "Avoid", + "avoidance", + "death", + "Missouri", + "UNKNOWN", + "failure" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "avoid", + "mmmm", + "loss", + "Avoid", + "Potato", + "UNKNOWN", + "Whilst", + "SOUND" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Scientific", + "scientific", + "science", + "scientific", + "cient", + "Science", + "Scient", + "Chemical" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scient", + "scientifically", + "Scientific", + "Science", + "science" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scient", + "science", + "Science", + "scient", + "SCIENCE" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Science", + "hypoxia", + "scientifically", + "Scient", + "science" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "hypoxia", + "Scientific", + "ANSWER", + "scientific", + "scientific", + "pneum", + "abiotic", + "physiological" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ANSWER", + "Answer", + "hypoxia", + "答案", + "جواب", + "ANSWER", + "pneum", + "Scientific" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "SCIENCE", + "ANSWER", + "Scientific", + "scientific", + "Biotechnology", + "immunology", + "Nuclear", + "Science" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Incorrect", + "Incorrect", + "incorrect", + "正确", + "ANSWER", + "incorrect", + "正确的", + "correct" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Biotechnology", + "Scientific", + "과학", + "Incorrect", + "mRNA", + "científ", + "biotechnology", + "Artificial" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Unless", + "๘", + "Analyze", + "ịp", + "iguously", + "Initially", + "neq", + "Initial" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Because", + "Absolutely", + "Due", + "Both", + "Either", + "Answer", + "Fuck", + "Unless" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Because", + "Because", + "Due", + "Again", + "Unless", + "because", + "Those", + "Those" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Because", + "Because", + "때문이다", + "因为它", + "Despite", + "because", + "Due", + "Çünkü" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Because", + "Because", + "because", + "因為", + "因为它", + "เพราะ", + "때문이다", + "vì" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Because", + "because", + "因為", + "때문이다", + "vì", + "因为它", + "Despite", + "Porque" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Again", + "Because", + "vì", + "because", + "졌다", + "دام", + "utig", + "Vì" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "porque", + "omdat", + "เพราะ", + "Porque", + "لأنه", + "뭔", + "کیونکہ", + "เพราะ" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Because", + "Porque", + "เพราะ", + "porque", + "Потому", + "뭔", + "Vì", + "لأنه" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Porque", + "đấy", + "Degrad", + "Definitely", + "Because", + "Guilty", + "Nahi", + "Collapse" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "deformation", + "Collapse", + "rupture", + "collapse", + "yes", + "Yes", + "deterioration", + "eruption" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "collapse", + "deformation", + "creep", + "plasticity", + "deterioration", + "đấy", + "rupture", + "ductile" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "deformation", + "plasticity", + "collapse", + "rupture", + "fracture", + "hysteresis", + "fatigue", + "creep" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "slip", + "Slip", + "slipping", + "plasticity", + "dislocation", + "creep", + "slips", + "deformation" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "slip", + "Slip", + "slipping", + "dislocation", + "plasticity", + "plastic", + "slips", + "creep" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "slip", + "Slip", + "creep", + "collapse", + "plastic", + "slip", + "glide", + "slipping" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "slip", + "Slip", + "plastic", + "creep", + "elastic", + "slip", + "fracture", + "dislocation" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "slip", + "slip", + "Slip", + "slide", + "glide", + "Either", + "creep", + "elastic" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "slip", + "slip", + "multiple", + "either", + "plastic", + "super", + "some", + "since" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "slip", + "Slip", + "sli", + "slice", + "slide", + "sl", + "plastic", + "elastic" + ] + } + ], + "surprising": [ + { + "concept": "metallurgical", + "score": 38.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "because", + "score": 36.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "has", + "output_checked": true + }, + { + "concept": "also", + "score": 28.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "threshold", + "score": 25.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "and", + "score": 25.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "but", + "score": 22.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "single", + "output_checked": true + }, + { + "concept": "when", + "score": 21.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "begin", + "output_checked": true + }, + { + "concept": "this", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Does", + "output_checked": true + }, + { + "concept": "for", + "score": 14.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "value", + "output_checked": true + }, + { + "concept": "whereas", + "score": 14.0, + "best_rank": 3, + "best_depth": 73.2, + "near_token": "1", + "output_checked": true + }, + { + "concept": "deformation", + "score": 13.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "plane", + "score": 13.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "oriented", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-schmid-01__grid.png", + "stream": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-schmid-01__stream.png", + "trajectory": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-schmid-01__trajectory.png", + "emergence": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-schmid-01__emergence.png", + "heatmap": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-schmid-01__heatmap.png" + } + }, + { + "slug": "reason-schmid-02", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved-force threshold", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer.", + "prompt_text": "<|turn>user\nA single crystal has a resolved driving value of 60 MPa on its most favorably oriented system; the critical value is 80 MPa. Does microscopic plastic motion begin, or does the crystal remain elastic? Reply with exactly one word: slip or elastic.\n<|turn>model\n", + "prompt_tail": "l value is 80 MPa. Does microscopic plastic motion begin, or does the crystal remain elastic? Reply with exactly one word: slip or elastic.\n<|turn>model\n", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 61 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-threshold", + "answer": "elastic", + "baseline": { + "required": true, + "correct": true, + "expected": [ + "elastic" + ], + "greedy_token_id": 29296, + "greedy_token": "elastic" + }, + "generated_completion": "elastic", + "generated_token_ids": [ + 29296, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + }, + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + } + ], + "emergence": [ + { + "label": "Schmid", + "best_rank": 6655, + "best_depth": 46.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 61, + "logit_lens_best_rank": 6820 + }, + { + "label": "dislocation", + "best_rank": 29, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 61, + "logit_lens_best_rank": 736 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "i", + "or", + "l", + "d", + "a", + "nt", + "o", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "al", + "ment", + "er", + "etal", + "her", + "ried" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "or", + "she", + "lli", + "ou", + "pple", + "1", + "d" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ive", + "her", + "wards", + "ish", + "elle", + "et", + "d", + "ve" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "her", + "herself", + "she", + "elle", + "she", + "She", + "그녀" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "elle", + "her", + "she", + "avel", + "she", + "ements", + "ally" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "her", + "she", + "she", + "her", + "elle", + "She", + "posta", + "ela" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "her", + "kids", + "whats", + "she", + "She", + "Yeah", + "pretty", + "veggies" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Unfortunately", + "fucking", + "So", + "calmness", + "Would", + "Ferdinand", + "adorable", + "Pom" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "mmmm", + "atleast", + "NOT", + "Unfortunately", + "fortun", + "thats", + "Lets" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "avoid", + "therefore", + "Avoid", + "avoidance", + "Missouri", + "death", + "failure", + "UNKNOWN" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "avoid", + "mmmm", + "loss", + "Avoid", + "Potato", + "UNKNOWN", + "SOUND", + "lack" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Scientific", + "scientific", + "science", + "scientific", + "cient", + "Science", + "Scient", + "Chemical" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scient", + "scientifically", + "Scientific", + "Science", + "science" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scient", + "science", + "Science", + "scient", + "Scientific" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Science", + "hypoxia", + "scientifically", + "Scient", + "science" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "hypoxia", + "ANSWER", + "Scientific", + "scientific", + "scientific", + "pneum", + "abiotic", + "physiological" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ANSWER", + "Answer", + "hypoxia", + "答案", + "جواب", + "ANSWER", + "pneum", + "Scientific" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "SCIENCE", + "ANSWER", + "Scientific", + "scientific", + "Biotechnology", + "Nuclear", + "immunology", + "Science" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Incorrect", + "Incorrect", + "incorrect", + "正确", + "ANSWER", + "incorrect", + "正确的", + "correct" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Biotechnology", + "Scientific", + "과학", + "Incorrect", + "científ", + "mRNA", + "과학", + "biotechnology" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Unless", + "๘", + "Analyze", + "ịp", + "iguously", + "Initially", + "neq", + "Sulf" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Because", + "Due", + "Absolutely", + "Both", + "Either", + "Answer", + "Fuck", + "Unless" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Because", + "Because", + "Due", + "Unless", + "Again", + "because", + "Those", + "This" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Because", + "Because", + "때문이다", + "因为它", + "Despite", + "because", + "Çünkü", + "Instead" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Because", + "Because", + "因为它", + "because", + "因為", + "때문이다", + "เพราะ", + "因為" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Because", + "because", + "因為", + "때문이다", + "Unable", + "Despite", + "因为它", + "vì" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Again", + "oretically", + "아직", + "Still", + "Because", + "Failed", + "Unable", + "Neither" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "아직", + "inconclusive", + "Neither", + "belum", + "없습니다", + "отсутствие", + "chưa", + "عدم" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Neither", + "아직", + "inconclusive", + "عدم", + "Either", + "недостаточно", + "belum", + "Nahi" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Neither", + "недостаточно", + "Nahi", + "하지", + "не", + "عدم", + "belum", + "نہیں" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "не", + "عدم", + "недостаточно", + "不会", + "没有", + "không", + "insufficient", + "tidak" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "elastic", + "не", + "insufficient", + "弹性", + "недостаточно", + "Elastic", + "inactive", + "inert" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "elastic", + "hysteresis", + "弹性", + "Elastic", + "deformation", + "dormant", + "inactive", + "inert" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "elastic", + "Elastic", + "elastic", + "elast", + "elasticity", + "Elastic", + "弹性", + "tensile" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "elastic", + "Elastic", + "elast", + "elastic", + "slip", + "deformation", + "Elastic", + "ductile" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "elastic", + "elastic", + "plastic", + "slip", + "tensile", + "elast", + "inelastic", + "Elastic" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "elastic", + "elastic", + "Elastic", + "plastic", + "slip", + "tensile", + "Elastic", + "inelastic" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "elastic", + "elastic", + "slip", + "Elastic", + "slip", + "plastic", + "Elastic", + "Slip" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "elastic", + "elastic", + "plastic", + "slip", + "no", + "not", + "yield", + "No" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "elastic", + "slip", + "Elastic", + "Slip", + "No", + "plastic", + "el", + "no" + ] + } + ], + "surprising": [ + { + "concept": "metallurgical", + "score": 36.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "because", + "score": 31.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "has", + "output_checked": true + }, + { + "concept": "threshold", + "score": 30.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "also", + "score": 28.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "and", + "score": 25.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "but", + "score": 23.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "single", + "output_checked": true + }, + { + "concept": "when", + "score": 23.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "begin", + "output_checked": true + }, + { + "concept": "this", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Does", + "output_checked": true + }, + { + "concept": "for", + "score": 15.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "value", + "output_checked": true + }, + { + "concept": "plane", + "score": 13.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "its", + "output_checked": true + }, + { + "concept": "deformation", + "score": 12.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "been", + "score": 11.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-schmid-02__grid.png", + "stream": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-schmid-02__stream.png", + "trajectory": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-schmid-02__trajectory.png", + "emergence": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-schmid-02__emergence.png", + "heatmap": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-schmid-02__heatmap.png" + } + }, + { + "slug": "reason-schmid-03", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved-force threshold", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer.", + "prompt_text": "<|turn>user\nA single crystal has a resolved driving value of 95 MPa on its most favorably oriented system; the critical value is 70 MPa. Does microscopic plastic motion begin, or does the crystal remain elastic? Reply with exactly one word: slip or elastic.\n<|turn>model\n", + "prompt_tail": "l value is 70 MPa. Does microscopic plastic motion begin, or does the crystal remain elastic? Reply with exactly one word: slip or elastic.\n<|turn>model\n", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 61 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-threshold", + "answer": "slip", + "baseline": { + "required": true, + "correct": true, + "expected": [ + "slip" + ], + "greedy_token_id": 59722, + "greedy_token": "slip" + }, + "generated_completion": "slip", + "generated_token_ids": [ + 59722, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + }, + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + } + ], + "emergence": [ + { + "label": "Schmid", + "best_rank": 5604, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 61, + "logit_lens_best_rank": 4195 + }, + { + "label": "dislocation", + "best_rank": 3, + "best_depth": 87.8, + "onset_depth": 85.4, + "reached_top1": false, + "best_pos": 61, + "logit_lens_best_rank": 97 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "i", + "or", + "l", + "d", + "a", + "nt", + "o", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "al", + "ment", + "er", + "etal", + "her", + "ried" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "or", + "she", + "lli", + "ou", + "pple", + "1", + "d" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ive", + "her", + "wards", + "ish", + "elle", + "et", + "ve", + "d" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "her", + "she", + "herself", + "elle", + "she", + "She", + "avel" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "elle", + "her", + "she", + "avel", + "she", + "ements", + "ally" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "her", + "she", + "she", + "her", + "elle", + "She", + "posta", + "ela" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "her", + "kids", + "whats", + "she", + "She", + "Yeah", + "pretty", + "veggies" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Unfortunately", + "fucking", + "So", + "calmness", + "Would", + "Ferdinand", + "adorable", + "Pom" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "mmmm", + "atleast", + "NOT", + "Unfortunately", + "fortun", + "thats", + "Lets" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "avoid", + "therefore", + "Avoid", + "avoidance", + "death", + "Missouri", + "failure", + "however" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "avoid", + "mmmm", + "loss", + "Avoid", + "UNKNOWN", + "Potato", + "SOUND", + "Whilst" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Scientific", + "scientific", + "science", + "scientific", + "cient", + "Science", + "Scient", + "Chemical" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scient", + "scientifically", + "Scientific", + "Science", + "science" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scient", + "science", + "Science", + "scient", + "Scientific" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Science", + "hypoxia", + "scientifically", + "Scient", + "science" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "hypoxia", + "Scientific", + "ANSWER", + "scientific", + "scientific", + "pneum", + "abiotic", + "physiological" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ANSWER", + "Answer", + "hypoxia", + "答案", + "جواب", + "pneum", + "ANSWER", + "Scientific" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "SCIENCE", + "ANSWER", + "Scientific", + "scientific", + "Biotechnology", + "Science", + "Nuclear", + "immunology" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Incorrect", + "Incorrect", + "incorrect", + "正确", + "ANSWER", + "incorrect", + "正确的", + "correct" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Biotechnology", + "Scientific", + "과학", + "Incorrect", + "mRNA", + "científ", + "biotechnology", + "과학" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Unless", + "๘", + "Analyze", + "ịp", + "iguously", + "Initially", + "neq", + "Initial" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Because", + "Absolutely", + "Due", + "Both", + "Answer", + "Either", + "Fuck", + "Unless" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Because", + "Because", + "Due", + "Again", + "because", + "Unless", + "Those", + "Therefore" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Because", + "Because", + "때문이다", + "因为它", + "because", + "Despite", + "Çünkü", + "Due" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Because", + "Because", + "because", + "因為", + "因为它", + "때문이다", + "เพราะ", + "因為" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Because", + "because", + "因為", + "때문이다", + "vì", + "因为它", + "Porque", + "เพราะ" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Because", + "Again", + "vì", + "because", + "دام", + "utig", + "졌다", + "Vì" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "porque", + "Porque", + "omdat", + "뭔", + "เพราะ", + "لأنه", + "Because", + "fordi" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Because", + "Porque", + "เพราะ", + "porque", + "Потому", + "뭔", + "Definitely", + "Vì" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Porque", + "Definitely", + "Degrad", + "Because", + "Collapse", + "Guilty", + "Shock", + "đấy" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "Collapse", + "Yes", + "deformation", + "collapse", + "yes", + "Definitely", + "rupture", + "eruption" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "collapse", + "deformation", + "creep", + "plasticity", + "deterioration", + "đấy", + "rupture", + "ductile" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "deformation", + "collapse", + "rupture", + "plasticity", + "fracture", + "hysteresis", + "fatigue", + "creep" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "slip", + "Slip", + "slipping", + "plasticity", + "dislocation", + "creep", + "slips", + "glide" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "slip", + "Slip", + "slipping", + "dislocation", + "slips", + "creep", + "deformation", + "plasticity" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "slip", + "Slip", + "creep", + "collapse", + "plastic", + "slip", + "glide", + "slipping" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "slip", + "Slip", + "creep", + "plastic", + "elastic", + "slip", + "fracture", + "collapse" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "slip", + "Slip", + "slip", + "slide", + "glide", + "Either", + "creep", + "elastic" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "slip", + "slip", + "multiple", + "either", + "plastic", + "some", + "super", + "several" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "slip", + "Slip", + "sli", + "slice", + "sl", + "slide", + "슬", + "lip" + ] + } + ], + "surprising": [ + { + "concept": "metallurgical", + "score": 35.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "because", + "score": 34.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "has", + "output_checked": true + }, + { + "concept": "threshold", + "score": 28.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "also", + "score": 28.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "and", + "score": 26.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "but", + "score": 22.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "single", + "output_checked": true + }, + { + "concept": "when", + "score": 20.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "begin", + "output_checked": true + }, + { + "concept": "this", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Does", + "output_checked": true + }, + { + "concept": "for", + "score": 13.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "value", + "output_checked": true + }, + { + "concept": "deformation", + "score": 12.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "plane", + "score": 12.0, + "best_rank": 1, + "best_depth": 80.5, + "near_token": "oriented", + "output_checked": true + }, + { + "concept": "which", + "score": 11.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "has", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-schmid-03__grid.png", + "stream": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-schmid-03__stream.png", + "trajectory": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-schmid-03__trajectory.png", + "emergence": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-schmid-03__emergence.png", + "heatmap": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-schmid-03__heatmap.png" + } + }, + { + "slug": "reason-schmid-04", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Resolved-force threshold", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer.", + "prompt_text": "<|turn>user\nA single crystal has a resolved driving value of 45 MPa on its most favorably oriented system; the critical value is 65 MPa. Does microscopic plastic motion begin, or does the crystal remain elastic? Reply with exactly one word: slip or elastic.\n<|turn>model\n", + "prompt_tail": "l value is 65 MPa. Does microscopic plastic motion begin, or does the crystal remain elastic? Reply with exactly one word: slip or elastic.\n<|turn>model\n", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 61 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "resolved-threshold", + "answer": "elastic", + "baseline": { + "required": true, + "correct": false, + "expected": [ + "elastic" + ], + "greedy_token_id": 59722, + "greedy_token": "slip" + }, + "generated_completion": "slip", + "generated_token_ids": [ + 59722, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": false, + "excluded_reasons": [ + "clean model did not produce the expected answer" + ], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "Schmid", + "surfaces": [ + "Schmid" + ], + "token_ids": [ + 145866 + ] + }, + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + } + ], + "emergence": [ + { + "label": "Schmid", + "best_rank": 6587, + "best_depth": 46.3, + "onset_depth": null, + "reached_top1": false, + "best_pos": 61, + "logit_lens_best_rank": 7164 + }, + { + "label": "dislocation", + "best_rank": 20, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 61, + "logit_lens_best_rank": 516 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "d", + "a", + "nt", + "o", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "al", + "ment", + "er", + "etal", + "her", + "ried" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "or", + "she", + "lli", + "ou", + "pple", + "1", + "d" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ive", + "her", + "wards", + "ish", + "elle", + "et", + "ve", + "d" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "her", + "herself", + "she", + "elle", + "she", + "She", + "avel" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "elle", + "her", + "she", + "avel", + "she", + "ements", + "herself" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "her", + "she", + "she", + "her", + "elle", + "She", + "posta", + "ela" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "her", + "kids", + "whats", + "she", + "She", + "Yeah", + "pretty", + "herself" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Unfortunately", + "fucking", + "So", + "calmness", + "Would", + "Ferdinand", + "adorable", + "Pom" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "mmmm", + "atleast", + "NOT", + "Unfortunately", + "fortun", + "thats", + "Lets" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "avoid", + "therefore", + "Avoid", + "avoidance", + "Missouri", + "death", + "however", + "failure" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "avoid", + "mmmm", + "loss", + "Avoid", + "Potato", + "UNKNOWN", + "SOUND", + "Whilst" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Scientific", + "scientific", + "science", + "scientific", + "cient", + "Science", + "Scient", + "Chemical" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scient", + "scientifically", + "Scientific", + "Science", + "science" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scient", + "science", + "Science", + "scient", + "Scientific" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Science", + "hypoxia", + "scientifically", + "Scient", + "science" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "hypoxia", + "ANSWER", + "Scientific", + "scientific", + "scientific", + "pneum", + "abiotic", + "physiological" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ANSWER", + "Answer", + "hypoxia", + "答案", + "جواب", + "pneum", + "ANSWER", + "Scientific" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "SCIENCE", + "ANSWER", + "Scientific", + "scientific", + "Biotechnology", + "Nuclear", + "Science", + "immunology" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Incorrect", + "Incorrect", + "incorrect", + "正确", + "ANSWER", + "incorrect", + "正确的", + "correct" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Biotechnology", + "Scientific", + "과학", + "Incorrect", + "científ", + "mRNA", + "biotechnology", + "과학" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Unless", + "๘", + "Analyze", + "ịp", + "iguously", + "Initially", + "neq", + "E" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Because", + "Due", + "Absolutely", + "Both", + "Either", + "Answer", + "Fuck", + "Unless" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Because", + "Because", + "Due", + "Again", + "Unless", + "because", + "Those", + "This" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Because", + "Because", + "때문이다", + "因为它", + "Despite", + "because", + "Çünkü", + "Probably" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Because", + "Because", + "因为它", + "because", + "因為", + "때문이다", + "เพราะ", + "因為" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Because", + "because", + "때문이다", + "因為", + "Unable", + "因为它", + "Despite", + "vì" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Again", + "oretically", + "Still", + "아직", + "Because", + "oterapia", + "openia", + "Unable" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "아직", + "inconclusive", + "Neither", + "없습니다", + "belum", + "отсутствие", + "chưa", + "عدم" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Neither", + "아직", + "Either", + "عدم", + "недостаточно", + "нет", + "belum", + "inconclusive" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Neither", + "недостаточно", + "Nahi", + "하지", + "belum", + "عدم", + "не", + "نہیں" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "عدم", + "недостаточно", + "не", + "insufficient", + "Neither", + "不会", + "하지", + "tidak" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "elastic", + "insufficient", + "не", + "hysteresis", + "недостаточно", + "inert", + "弹性", + "Elastic" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "elastic", + "hysteresis", + "deformation", + "dormant", + "弹性", + "Elastic", + "inert", + "plasticity" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "elastic", + "Elastic", + "elast", + "elastic", + "elasticity", + "slip", + "deformation", + "Elastic" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "elastic", + "slip", + "deformation", + "ductile", + "Elastic", + "plastic", + "elast", + "creep" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "elastic", + "slip", + "plastic", + "elastic", + "creep", + "inelastic", + "tensile", + "stress" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "elastic", + "slip", + "plastic", + "elastic", + "Elastic", + "inelastic", + "tensile", + "deformation" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "elastic", + "slip", + "elastic", + "slip", + "Slip", + "Elastic", + "plastic", + "inelastic" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "elastic", + "slip", + "plastic", + "no", + "elastic", + "not", + "either", + "yield" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "slip", + "elastic", + "Slip", + "Elastic", + "No", + "plastic", + "sli", + "el" + ] + } + ], + "surprising": [ + { + "concept": "metallurgical", + "score": 34.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "crystal", + "output_checked": true + }, + { + "concept": "because", + "score": 30.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "has", + "output_checked": true + }, + { + "concept": "threshold", + "score": 29.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "also", + "score": 29.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "is", + "output_checked": true + }, + { + "concept": "and", + "score": 24.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "when", + "score": 23.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "begin", + "output_checked": true + }, + { + "concept": "but", + "score": 20.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "single", + "output_checked": true + }, + { + "concept": "this", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Does", + "output_checked": true + }, + { + "concept": "for", + "score": 15.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "value", + "output_checked": true + }, + { + "concept": "whereas", + "score": 14.0, + "best_rank": 4, + "best_depth": 61.0, + "near_token": "its", + "output_checked": true + }, + { + "concept": "deformation", + "score": 12.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "plastic", + "output_checked": true + }, + { + "concept": "stress", + "score": 12.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-schmid-04__grid.png", + "stream": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-schmid-04__stream.png", + "trajectory": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-schmid-04__trajectory.png", + "emergence": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-schmid-04__emergence.png", + "heatmap": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-schmid-04__heatmap.png" + } + }, + { + "slug": "reason-particle-01", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Obstacle-spacing comparison", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer.", + "prompt_text": "<|turn>user\nA metal contains a fixed volume fraction of hard nonshearable particles. The center-to-center particle spacing decreases, so moving lattice line defects must curve between the obstacles. Is the required applied stress higher or lower? Reply with exactly one word.\n<|turn>model\n", + "prompt_tail": " moving lattice line defects must curve between the obstacles. Is the required applied stress higher or lower? Reply with exactly one word.\n<|turn>model\n", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 59 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "particle-spacing", + "answer": "higher", + "baseline": { + "required": true, + "correct": true, + "expected": [ + "higher" + ], + "greedy_token_id": 98458, + "greedy_token": "Higher" + }, + "generated_completion": "Higher", + "generated_token_ids": [ + 98458, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "Orowan" + ], + "tracked": [ + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "bowing", + "best_rank": 28678, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 59, + "logit_lens_best_rank": 3438 + }, + { + "label": "precipitation", + "best_rank": 1887, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 59, + "logit_lens_best_rank": 18201 + }, + { + "label": "strengthening", + "best_rank": 509, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 59, + "logit_lens_best_rank": 135 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "i", + "or", + "l", + "d", + "a", + "nt", + "o", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "al", + "ment", + "er", + "etal", + "ried", + "emic" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "or", + "lli", + "she", + "ou", + "pple", + "1", + "orse" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "ive", + "ish", + "d", + "ve", + "in", + "et", + "her" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "her", + "she", + "herself", + "elle", + "she", + "avel", + "She" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "elle", + "her", + "she", + "avel", + "she", + "ive", + "ements" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "she", + "her", + "she", + "her", + "She", + "elle", + "whats", + "posta" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "her", + "whats", + "kids", + "maybe", + "pretty", + "she", + "Yeah", + "She" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "fucking", + "Unfortunately", + "calmness", + "Would", + "So", + "Ferdinand", + "happiness", + "According" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "atleast", + "mmmm", + "NOT", + "Unfortunately", + "fortun", + "thats", + "upto" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "avoid", + "Whilst", + "behaviour", + "whilst", + "colour", + "odour", + "humour", + "sulph" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "Whilst", + "colour", + "avoid", + "whilst", + "behaviour", + "odour", + "Whilst", + "apologise" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "rumours", + "scepticism", + "odour", + "Scientific", + "scientific", + "behaviour", + "sceptical", + "apologise" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scient", + "Science", + "Scientific", + "science", + "scientifically" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scient", + "science", + "Science", + "SCIENCE", + "astrophysics" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "astrophysics", + "hysteresis", + "Prediction", + "Science", + "Scient" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "hypoxia", + "ANSWER", + "SCIENCE", + "physiological", + "pneum" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ANSWER", + "Scientific", + "SCIENCE", + "scientific", + "scientific", + "Answer", + "SCIENCE", + "hypoxia" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "SCIENCE", + "Scientific", + "ANSWER", + "scientific", + "Scientific", + "PHYSICS", + "Science", + "scientific" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Scientific", + "SCIENCE", + "científ", + "scientific", + "과학", + "SCIENCE", + "Incorrect", + "Science" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Scientific", + "과학", + "científ", + "scientific", + "Scient", + "Science", + "과학", + "Physics" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Analyze", + "Sulf", + "Avoid", + "Minimize", + "Explicit", + "Optimize", + "Flavor", + "Unless" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Due", + "Failure", + "Because", + "Both", + "Highly", + "entropy", + "Increased", + "Entropy" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Because", + "because", + "Due", + "Because", + "due", + "Its", + "Unless", + "Increased" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Because", + "because", + "Because", + "因为它", + "Increased", + "Due", + "Unless", + "due" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Because", + "因为它", + "Increased", + "because", + "Difficult", + "因為", + "Increasing", + "히려" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Increased", + "increased", + "increases", + "Increasing", + "Difficult", + "increase", + "increasing", + "difficult" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Increased", + "increased", + "Increasing", + "Increased", + "increases", + "increase", + "increasing", + "Increase" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Increased", + "Larger", + "Increasing", + "höhere", + "Higher", + "Increased", + "Increases", + "höher" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Larger", + "Higher", + "Increased", + "höhere", + "更大", + "höher", + "更高的", + "Bigger" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Higher", + "Larger", + "Increased", + "steeper", + "更大", + "höher", + "höhere", + "greater" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "higher", + "Higher", + "Increased", + "greater", + "höhere", + "更高的", + "höher", + "Higher" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "higher", + "Higher", + "higher", + "höher", + "Higher", + "greater", + "更高的", + "höhere" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "higher", + "higher", + "Higher", + "Higher", + "höher", + "höhere", + "更高的", + "更高" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "higher", + "Higher", + "higher", + "Higher", + "höher", + "höhere", + "更高的", + "更高" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "higher", + "higher", + "Higher", + "Higher", + "höher", + "höhere", + "steeper", + "höheren" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "higher", + "higher", + "Higher", + "Higher", + "höher", + "höhere", + "höheren", + "更高的" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "higher", + "Higher", + "higher", + "Higher", + "höher", + "HIG", + "lower", + "höhere" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "higher", + "Higher", + "Higher", + "higher", + "höher", + "höhere", + "höheren", + "HIG" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Higher", + "higher", + "Higher", + "higher", + "Lower", + "höher", + "höhere", + "höheren" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Higher", + "Lower", + "higher", + "Greater", + "Sign", + "HIG", + "H", + "L" + ] + } + ], + "surprising": [ + { + "concept": "density", + "score": 37.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "fraction", + "output_checked": true + }, + { + "concept": "because", + "score": 36.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "and", + "score": 21.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "also", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "this", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "but", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Reply", + "output_checked": true + }, + { + "concept": "was", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "only", + "score": 14.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "with", + "output_checked": true + }, + { + "concept": "mixture", + "score": 13.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "pressure", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "applied", + "output_checked": true + }, + { + "concept": "percentage", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-particle-01__grid.png", + "stream": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-particle-01__stream.png", + "trajectory": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-particle-01__trajectory.png", + "emergence": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-particle-01__emergence.png", + "heatmap": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-particle-01__heatmap.png" + } + }, + { + "slug": "reason-particle-02", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Obstacle-spacing comparison", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer.", + "prompt_text": "<|turn>user\nA metal contains a fixed volume fraction of hard nonshearable particles. The center-to-center particle spacing increases, so moving lattice line defects must curve between the obstacles. Is the required applied stress higher or lower? Reply with exactly one word.\n<|turn>model\n", + "prompt_tail": " moving lattice line defects must curve between the obstacles. Is the required applied stress higher or lower? Reply with exactly one word.\n<|turn>model\n", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 59 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "particle-spacing", + "answer": "lower", + "baseline": { + "required": true, + "correct": false, + "expected": [ + "lower" + ], + "greedy_token_id": 98458, + "greedy_token": "Higher" + }, + "generated_completion": "Higher", + "generated_token_ids": [ + 98458, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": false, + "excluded_reasons": [ + "clean model did not produce the expected answer" + ], + "discovered": false, + "tracked_dropped": [ + "Orowan" + ], + "tracked": [ + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "bowing", + "best_rank": 27655, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 59, + "logit_lens_best_rank": 3111 + }, + { + "label": "precipitation", + "best_rank": 2079, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 59, + "logit_lens_best_rank": 18844 + }, + { + "label": "strengthening", + "best_rank": 603, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 59, + "logit_lens_best_rank": 139 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "d", + "a", + "nt", + "o", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "al", + "ment", + "er", + "etal", + "ried", + "emic" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "or", + "lli", + "she", + "ou", + "pple", + "1", + "orse" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "ive", + "ish", + "d", + "ve", + "in", + "et", + "her" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "her", + "she", + "herself", + "elle", + "she", + "avel", + "She" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "elle", + "her", + "she", + "avel", + "she", + "ive", + "ements" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "she", + "her", + "she", + "her", + "She", + "elle", + "whats", + "posta" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "her", + "whats", + "kids", + "maybe", + "pretty", + "she", + "Yeah", + "kinda" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "fucking", + "Unfortunately", + "calmness", + "Would", + "So", + "Ferdinand", + "happiness", + "According" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "atleast", + "mmmm", + "NOT", + "Unfortunately", + "fortun", + "thats", + "upto" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "avoid", + "Whilst", + "behaviour", + "whilst", + "colour", + "odour", + "sulph", + "humour" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "Whilst", + "colour", + "avoid", + "whilst", + "behaviour", + "odour", + "Whilst", + "apologise" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "rumours", + "scepticism", + "odour", + "Scientific", + "scientific", + "behaviour", + "sceptical", + "apologise" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scient", + "Science", + "Scientific", + "science", + "scientifically" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scient", + "science", + "Science", + "SCIENCE", + "physics" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "astrophysics", + "Prediction", + "hysteresis", + "Science", + "Scient" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "Scientific", + "scientific", + "hypoxia", + "scientific", + "ANSWER", + "SCIENCE", + "physiological", + "Answer" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ANSWER", + "Scientific", + "SCIENCE", + "scientific", + "scientific", + "Answer", + "SCIENCE", + "hypoxia" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "SCIENCE", + "Scientific", + "ANSWER", + "scientific", + "Scientific", + "PHYSICS", + "Science", + "scientific" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Scientific", + "SCIENCE", + "científ", + "scientific", + "SCIENCE", + "과학", + "Incorrect", + "Science" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Scientific", + "과학", + "científ", + "scientific", + "Scient", + "Science", + "Physics", + "과학" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Analyze", + "Sulf", + "Avoid", + "Minimize", + "Explicit", + "Flavor", + "Optimize", + "Unless" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Due", + "Failure", + "Because", + "Both", + "Highly", + "entropy", + "Increased", + "Its" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Because", + "because", + "Due", + "Because", + "due", + "Its", + "Unless", + "Increased" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Because", + "because", + "Because", + "因为它", + "Increased", + "Due", + "Unless", + "히려" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Because", + "因为它", + "Increased", + "because", + "Difficult", + "Increasing", + "因為", + "히려" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Increased", + "increased", + "increases", + "Increasing", + "Difficult", + "increase", + "increasing", + "difficult" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Increased", + "increased", + "Increasing", + "increases", + "increasing", + "Increased", + "increase", + "Increase" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Increased", + "Increasing", + "Larger", + "höhere", + "Increases", + "Higher", + "Increased", + "höher" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Larger", + "Higher", + "Increased", + "更大", + "höhere", + "höher", + "更高的", + "Longer" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Larger", + "Higher", + "Increased", + "更大", + "höher", + "höhere", + "steeper", + "更高" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "higher", + "Higher", + "Increased", + "höhere", + "greater", + "更高的", + "höher", + "Higher" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "higher", + "Higher", + "higher", + "höher", + "Higher", + "greater", + "更高的", + "höhere" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "higher", + "higher", + "Higher", + "Higher", + "höher", + "höhere", + "更高的", + "更高" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "higher", + "Higher", + "higher", + "Higher", + "höher", + "höhere", + "更高的", + "更高" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "higher", + "higher", + "Higher", + "Higher", + "höher", + "höhere", + "lower", + "steeper" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "higher", + "higher", + "Higher", + "Higher", + "höher", + "höhere", + "höheren", + "更高的" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "higher", + "Higher", + "higher", + "Higher", + "höher", + "lower", + "HIG", + "höhere" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "higher", + "Higher", + "Higher", + "higher", + "höher", + "höhere", + "höheren", + "lower" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Higher", + "higher", + "Higher", + "higher", + "Lower", + "lower", + "höher", + "höhere" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Higher", + "Lower", + "higher", + "Greater", + "Sign", + "L", + "HIG", + "H" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 34.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "density", + "score": 30.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "fraction", + "output_checked": true + }, + { + "concept": "and", + "score": 20.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "also", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "was", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "but", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Reply", + "output_checked": true + }, + { + "concept": "this", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "only", + "score": 14.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "with", + "output_checked": true + }, + { + "concept": "mixture", + "score": 13.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Answer", + "score": 13.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "", + "output_checked": true + }, + { + "concept": "pressure", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "applied", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-particle-02__grid.png", + "stream": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-particle-02__stream.png", + "trajectory": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-particle-02__trajectory.png", + "emergence": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-particle-02__emergence.png", + "heatmap": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-particle-02__heatmap.png" + } + }, + { + "slug": "reason-particle-03", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Obstacle-spacing comparison", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer.", + "prompt_text": "<|turn>user\nA metal contains a fixed volume fraction of hard nonshearable particles. The center-to-center particle spacing halves, so moving lattice line defects must curve between the obstacles. Is the required applied stress higher or lower? Reply with exactly one word.\n<|turn>model\n", + "prompt_tail": " moving lattice line defects must curve between the obstacles. Is the required applied stress higher or lower? Reply with exactly one word.\n<|turn>model\n", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 59 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "particle-spacing", + "answer": "higher", + "baseline": { + "required": true, + "correct": true, + "expected": [ + "higher" + ], + "greedy_token_id": 98458, + "greedy_token": "Higher" + }, + "generated_completion": "Higher", + "generated_token_ids": [ + 98458, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [ + "Orowan" + ], + "tracked": [ + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "bowing", + "best_rank": 32188, + "best_depth": 85.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 59, + "logit_lens_best_rank": 4198 + }, + { + "label": "precipitation", + "best_rank": 2168, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 59, + "logit_lens_best_rank": 19577 + }, + { + "label": "strengthening", + "best_rank": 517, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 59, + "logit_lens_best_rank": 124 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "d", + "a", + "nt", + "o", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "al", + "ment", + "er", + "etal", + "ried", + "emic" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "or", + "lli", + "she", + "pple", + "ou", + "1", + "orse" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "ive", + "ish", + "d", + "ve", + "in", + "et", + "y" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "her", + "she", + "herself", + "she", + "elle", + "avel", + "She" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "elle", + "her", + "she", + "avel", + "she", + "ements", + "ive" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "she", + "her", + "she", + "her", + "She", + "elle", + "whats", + "posta" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "her", + "whats", + "kids", + "pretty", + "maybe", + "she", + "Yeah", + "kinda" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "fucking", + "Unfortunately", + "calmness", + "Would", + "So", + "Ferdinand", + "happiness", + "According" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "atleast", + "mmmm", + "NOT", + "Unfortunately", + "thats", + "fortun", + "upto" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "Whilst", + "avoid", + "behaviour", + "colour", + "whilst", + "odour", + "humour", + "Behaviour" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "Whilst", + "colour", + "whilst", + "avoid", + "behaviour", + "odour", + "Whilst", + "apologise" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "rumours", + "scepticism", + "odour", + "behaviour", + "sceptical", + "Scientific", + "scientific", + "apologise" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scient", + "Science", + "science", + "astrophysics", + "Scientific" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scient", + "science", + "Science", + "SCIENCE", + "physics" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "astrophysics", + "Prediction", + "hysteresis", + "Science", + "science" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "hypoxia", + "ANSWER", + "SCIENCE", + "pneum", + "physiological" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "Scientific", + "ANSWER", + "SCIENCE", + "scientific", + "scientific", + "SCIENCE", + "hypoxia", + "ciencia" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "SCIENCE", + "Scientific", + "scientific", + "Scientific", + "ANSWER", + "PHYSICS", + "Science", + "scientific" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Scientific", + "científ", + "SCIENCE", + "scientific", + "과학", + "SCIENCE", + "Incorrect", + "科學" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Scientific", + "과학", + "científ", + "Scient", + "scientific", + "Science", + "Physics", + "과학" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Analyze", + "Sulf", + "Avoid", + "Minimize", + "Explicit", + "Flavor", + "Unless", + "Optimize" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Due", + "Failure", + "Because", + "Both", + "Highly", + "entropy", + "Entropy", + "Increased" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Because", + "because", + "Due", + "Because", + "Increased", + "due", + "Its", + "Unless" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Because", + "because", + "Because", + "Increased", + "Due", + "因为它", + "Unless", + "Probably" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Because", + "Increased", + "因为它", + "because", + "因為", + "Difficult", + "Increasing", + "Unless" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Increased", + "increased", + "increases", + "Increasing", + "increase", + "Difficult", + "increasing", + "Increase" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Increased", + "increased", + "Increasing", + "Increased", + "increase", + "increases", + "increasing", + "Increase" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Increased", + "Increasing", + "höhere", + "Increased", + "Larger", + "Increases", + "Higher", + "höher" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Larger", + "Increased", + "Higher", + "höhere", + "更大", + "höher", + "更高的", + "Bigger" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Larger", + "Increased", + "Higher", + "更大", + "höhere", + "steeper", + "höher", + "greater" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "higher", + "Higher", + "Increased", + "greater", + "höhere", + "更高的", + "höher", + "increased" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "higher", + "Higher", + "higher", + "höher", + "greater", + "Higher", + "更高的", + "höhere" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "higher", + "higher", + "Higher", + "Higher", + "höher", + "höhere", + "更高的", + "更高" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "higher", + "Higher", + "higher", + "Higher", + "höher", + "höhere", + "更高的", + "更高" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "higher", + "higher", + "Higher", + "Higher", + "höher", + "höhere", + "steeper", + "höheren" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "higher", + "higher", + "Higher", + "Higher", + "höher", + "höhere", + "höheren", + "更高的" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "higher", + "Higher", + "higher", + "Higher", + "höher", + "HIG", + "lower", + "höhere" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "higher", + "Higher", + "Higher", + "higher", + "höher", + "höhere", + "höheren", + "HIG" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Higher", + "higher", + "Higher", + "higher", + "Lower", + "höher", + "höhere", + "höheren" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Higher", + "Lower", + "higher", + "Sign", + "Greater", + "HIG", + "L", + "H" + ] + } + ], + "surprising": [ + { + "concept": "density", + "score": 32.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "fraction", + "output_checked": true + }, + { + "concept": "because", + "score": 28.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Reply", + "output_checked": true + }, + { + "concept": "and", + "score": 21.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "also", + "score": 20.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "was", + "score": 17.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "but", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": ",", + "output_checked": true + }, + { + "concept": "this", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "while", + "score": 15.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": "halves", + "output_checked": true + }, + { + "concept": "compared", + "score": 13.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "or", + "output_checked": true + }, + { + "concept": "only", + "score": 13.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "with", + "output_checked": true + }, + { + "concept": "mixture", + "score": 13.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-particle-03__grid.png", + "stream": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-particle-03__stream.png", + "trajectory": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-particle-03__trajectory.png", + "emergence": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-particle-03__emergence.png", + "heatmap": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-particle-03__heatmap.png" + } + }, + { + "slug": "reason-particle-04", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Obstacle-spacing comparison", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer.", + "prompt_text": "<|turn>user\nA metal contains a fixed volume fraction of hard nonshearable particles. The center-to-center particle spacing doubles, so moving lattice line defects must curve between the obstacles. Is the required applied stress higher or lower? Reply with exactly one word.\n<|turn>model\n", + "prompt_tail": " moving lattice line defects must curve between the obstacles. Is the required applied stress higher or lower? Reply with exactly one word.\n<|turn>model\n", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 59 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "particle-spacing", + "answer": "lower", + "baseline": { + "required": true, + "correct": false, + "expected": [ + "lower" + ], + "greedy_token_id": 98458, + "greedy_token": "Higher" + }, + "generated_completion": "Higher", + "generated_token_ids": [ + 98458, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": false, + "excluded_reasons": [ + "clean model did not produce the expected answer" + ], + "discovered": false, + "tracked_dropped": [ + "Orowan" + ], + "tracked": [ + { + "label": "bowing", + "surfaces": [ + "bowing" + ], + "token_ids": [ + 186570 + ] + }, + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "strengthening", + "surfaces": [ + "strengthening" + ], + "token_ids": [ + 38080, + 205711 + ] + } + ], + "emergence": [ + { + "label": "bowing", + "best_rank": 30453, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 59, + "logit_lens_best_rank": 4010 + }, + { + "label": "precipitation", + "best_rank": 2428, + "best_depth": 73.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 59, + "logit_lens_best_rank": 19490 + }, + { + "label": "strengthening", + "best_rank": 662, + "best_depth": 70.7, + "onset_depth": null, + "reached_top1": false, + "best_pos": 59, + "logit_lens_best_rank": 131 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "d", + "a", + "nt", + "o", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "al", + "ment", + "er", + "etal", + "ried", + "emic" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "or", + "lli", + "she", + "ou", + "pple", + "1", + "orse" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "ive", + "ish", + "d", + "ve", + "in", + "et", + "her" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "her", + "she", + "herself", + "she", + "elle", + "avel", + "She" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "elle", + "her", + "she", + "avel", + "she", + "ements", + "ive" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "she", + "her", + "she", + "her", + "She", + "elle", + "whats", + "posta" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "her", + "whats", + "kids", + "maybe", + "pretty", + "she", + "Yeah", + "kinda" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "fucking", + "Unfortunately", + "calmness", + "Would", + "So", + "Ferdinand", + "happiness", + "According" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "atleast", + "mmmm", + "NOT", + "Unfortunately", + "thats", + "fortun", + "upto" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "avoid", + "Whilst", + "behaviour", + "colour", + "whilst", + "odour", + "humour", + "Behaviour" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "Whilst", + "colour", + "avoid", + "whilst", + "behaviour", + "odour", + "Whilst", + "apologise" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "rumours", + "scepticism", + "odour", + "behaviour", + "Scientific", + "scientific", + "sceptical", + "apologise" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scient", + "Science", + "science", + "astrophysics", + "Scientific" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scient", + "science", + "Science", + "physics", + "astrophysics" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "astrophysics", + "Prediction", + "hysteresis", + "Science", + "science" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "hypoxia", + "ANSWER", + "SCIENCE", + "pneum", + "physiological" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ANSWER", + "Scientific", + "SCIENCE", + "scientific", + "scientific", + "SCIENCE", + "hypoxia", + "ciencia" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "SCIENCE", + "Scientific", + "scientific", + "Scientific", + "ANSWER", + "PHYSICS", + "Science", + "scientific" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Scientific", + "científ", + "SCIENCE", + "scientific", + "과학", + "SCIENCE", + "Incorrect", + "科學" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Scientific", + "과학", + "científ", + "Scient", + "scientific", + "Science", + "Physics", + "과학" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Analyze", + "Sulf", + "Avoid", + "Minimize", + "Flavor", + "Explicit", + "Unless", + "Optimize" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Due", + "Failure", + "Because", + "Both", + "Highly", + "entropy", + "Entropy", + "Its" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Because", + "because", + "Due", + "Because", + "Increased", + "due", + "Its", + "Unless" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Because", + "because", + "Because", + "Increased", + "因为它", + "Due", + "Probably", + "Unless" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Increased", + "Because", + "因为它", + "because", + "Increasing", + "Unless", + "因為", + "Difficult" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Increased", + "increased", + "increases", + "Increasing", + "increase", + "Difficult", + "increasing", + "Increase" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Increased", + "increased", + "Increasing", + "Increased", + "increase", + "increases", + "increasing", + "Increase" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Increased", + "Increasing", + "Larger", + "höhere", + "Increases", + "Increased", + "Higher", + "höher" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Larger", + "Increased", + "Higher", + "更大", + "höhere", + "höher", + "更高的", + "Bigger" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Larger", + "更大", + "Increased", + "Higher", + "höhere", + "höher", + "steeper", + "更高" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "higher", + "Higher", + "Increased", + "höhere", + "greater", + "更高的", + "höher", + "更高" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "higher", + "higher", + "Higher", + "höher", + "Higher", + "greater", + "更高的", + "höhere" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "higher", + "higher", + "Higher", + "Higher", + "höher", + "höhere", + "更高的", + "更高" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "higher", + "Higher", + "higher", + "Higher", + "höher", + "höhere", + "更高的", + "更高" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "higher", + "higher", + "Higher", + "Higher", + "höher", + "höhere", + "lower", + "steeper" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "higher", + "higher", + "Higher", + "Higher", + "höher", + "höhere", + "höheren", + "lower" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "higher", + "Higher", + "higher", + "Higher", + "höher", + "lower", + "HIG", + "höhere" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "higher", + "Higher", + "Higher", + "higher", + "höher", + "höhere", + "lower", + "höheren" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Higher", + "higher", + "Higher", + "higher", + "Lower", + "lower", + "höher", + "Lower" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Higher", + "Lower", + "higher", + "Sign", + "Greater", + "L", + "H", + "HIG" + ] + } + ], + "surprising": [ + { + "concept": "density", + "score": 30.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "fraction", + "output_checked": true + }, + { + "concept": "because", + "score": 27.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Reply", + "output_checked": true + }, + { + "concept": "also", + "score": 21.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "The", + "output_checked": true + }, + { + "concept": "and", + "score": 20.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "A", + "output_checked": true + }, + { + "concept": "was", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "stress", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "contains", + "output_checked": true + }, + { + "concept": "this", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "but", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "the", + "output_checked": true + }, + { + "concept": "compared", + "score": 14.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "or", + "output_checked": true + }, + { + "concept": "instead", + "score": 13.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "or", + "output_checked": true + }, + { + "concept": "only", + "score": 13.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "with", + "output_checked": true + }, + { + "concept": "mixture", + "score": 13.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-particle-04__grid.png", + "stream": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-particle-04__stream.png", + "trajectory": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-particle-04__trajectory.png", + "emergence": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-particle-04__emergence.png", + "heatmap": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-particle-04__heatmap.png" + } + }, + { + "slug": "reason-intensity-01", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Stress-intensity threshold", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer.", + "prompt_text": "<|turn>user\nA notched plate has applied mode-I intensity 20 MPa square-root-meter and a critical intensity 40 MPa square-root-meter. Is rapid extension stable or unstable? Reply with exactly one word.\n<|turn>model\n", + "prompt_tail": "Pa square-root-meter and a critical intensity 40 MPa square-root-meter. Is rapid extension stable or unstable? Reply with exactly one word.\n<|turn>model\n", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 54 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "intensity-threshold", + "answer": "stable", + "baseline": { + "required": true, + "correct": false, + "expected": [ + "stable" + ], + "greedy_token_id": 2805, + "greedy_token": "Un" + }, + "generated_completion": "Unstable", + "generated_token_ids": [ + 2805, + 24137, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": false, + "excluded_reasons": [ + "clean model did not produce the expected answer" + ], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 4316, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 54, + "logit_lens_best_rank": 6923 + }, + { + "label": "crack", + "best_rank": 729, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 54, + "logit_lens_best_rank": 269 + }, + { + "label": "fracture", + "best_rank": 278, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 54, + "logit_lens_best_rank": 77 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "d", + "a", + "nt", + "o", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "al", + "ment", + "er", + "ried", + "etal", + "emic" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "lli", + "or", + "she", + "1", + "pple", + "ou", + "orse" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "ive", + "ish", + "et", + "ve", + "d", + "y", + "in" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "her", + "she", + "herself", + "elle", + "she", + "She", + "avel" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "elle", + "her", + "she", + "avel", + "she", + "ements", + "herself" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "her", + "she", + "she", + "She", + "elle", + "her", + "whats", + "didn" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "her", + "kids", + "whats", + "she", + "pretty", + "Yeah", + "She", + "maybe" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "calmness", + "Unfortunately", + "Ferdinand", + "fucking", + "So", + "Would", + "splendid", + "adorable" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "atleast", + "mmmm", + "Unfortunately", + "NOT", + "thats", + "upto", + "fortun" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "avoid", + "Whilst", + "whilst", + "therefore", + "behaviour", + "odour", + "colour", + "however" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "Whilst", + "whilst", + "avoid", + "colour", + "Whilst", + "mmmm", + "loss", + "odour" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "odour", + "behaviour", + "scientific", + "rumours", + "prioritise", + "minimising", + "Scientific", + "apologise" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scient", + "Scientific", + "Science", + "scientifically", + "scient" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scient", + "scient", + "Scientific", + "hypoxia", + "science" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "hypoxia", + "Prediction", + "prediction", + "ambiguity", + "prediction" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "ANSWER", + "hypoxia", + "pneum", + "scientific", + "Scientific", + "Answer", + "scientific", + "antwort" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ANSWER", + "Answer", + "pneum", + "ANSWER", + "جواب", + "prediction", + "答案", + "SCIENCE" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "SCIENCE", + "ANSWER", + "Scientific", + "scientific", + "Answer", + "Nuclear", + "Scientific", + "Science" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Incorrect", + "Incorrect", + "ANSWER", + "Scientific", + "incorrect", + "ERROR", + "正确", + "incorrect" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Scientific", + "Biotechnology", + "científ", + "Scientific", + "scientific", + "Incorrect", + "Artificial", + "과학" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Analyze", + "Unless", + "Sulf", + "Initially", + "своём", + "Minimize", + "лё", + "Avoid" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Because", + "Due", + "Both", + "Absolutely", + "Either", + "Failure", + "Unless", + "Actually" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Because", + "Because", + "because", + "Due", + "due", + "Unless", + "Its", + "Since" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Because", + "Because", + "because", + "Despite", + "Probably", + "Due", + "Unless", + "Rather" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Because", + "Because", + "because", + "Despite", + "因为它", + "Unless", + "Probably", + "Rather" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Failed", + "Unable", + "failed", + "Difficult", + "Never", + "impossible", + "Because", + "never" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Failed", + "impossible", + "Unable", + "failed", + "Impossible", + "poor", + "Never", + "rejected" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "inconclusive", + "不稳定", + "Failed", + "Because", + "Unavailable", + "unsustainable", + "Unable", + "unsatisfactory" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Failed", + "不稳定", + "unstable", + "Incorrect", + "Unable", + "失败", + "Decline", + "불안" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "不稳定", + "unstable", + "不安定", + "Failed", + "불안", + "unsustainable", + "невозможно", + "inconclusive" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "unstable", + "不稳定", + "不安定", + "불안", + "unsustainable", + "instability", + "unsafe", + "inconclusive" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "unstable", + "不稳定", + "不安定", + "instability", + "불안", + "unsustainable", + "unsafe", + "unsteady" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "unstable", + "不稳定", + "instability", + "不安定", + "불안", + "destabil", + "Stable", + "instabilities" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "unstable", + "不稳定", + "不安定", + "instability", + "stable", + "Stable", + "Stable", + "stable" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "unstable", + "不稳定", + "stable", + "不安定", + "Stable", + "instability", + "stable", + "Stable" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "unstable", + "不稳定", + "stable", + "Stable", + "stable", + "Stable", + "不安定", + "instability" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "unstable", + "不稳定", + "Inst", + "不安定", + "instability", + "inst", + "Inst", + "불안" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "unstable", + "不稳定", + "Un", + "Inst", + "不安定", + "instability", + "inst", + "Stable" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Un", + "Un", + "unstable", + "un", + "un", + "unst", + "अन", + "UN" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Un", + "Stable", + "Inst", + "un", + "In", + "U", + "St", + "unstable" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 38.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "mode", + "output_checked": true + }, + { + "concept": "threshold", + "score": 23.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "tensile", + "score": 22.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "stress", + "score": 21.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "mode", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "I", + "output_checked": true + }, + { + "concept": "which", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "has", + "output_checked": true + }, + { + "concept": "whereas", + "score": 16.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "or", + "output_checked": true + }, + { + "concept": "What", + "score": 16.0, + "best_rank": 1, + "best_depth": 68.3, + "near_token": ".", + "output_checked": true + }, + { + "concept": "also", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Reply", + "output_checked": true + }, + { + "concept": "was", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "coefficient", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "root", + "output_checked": true + }, + { + "concept": "the", + "score": 12.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "Is", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-intensity-01__grid.png", + "stream": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-intensity-01__stream.png", + "trajectory": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-intensity-01__trajectory.png", + "emergence": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-intensity-01__emergence.png", + "heatmap": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-intensity-01__heatmap.png" + } + }, + { + "slug": "reason-intensity-02", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Stress-intensity threshold", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer.", + "prompt_text": "<|turn>user\nA notched plate has applied mode-I intensity 50 MPa square-root-meter and a critical intensity 40 MPa square-root-meter. Is rapid extension stable or unstable? Reply with exactly one word.\n<|turn>model\n", + "prompt_tail": "Pa square-root-meter and a critical intensity 40 MPa square-root-meter. Is rapid extension stable or unstable? Reply with exactly one word.\n<|turn>model\n", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 54 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "intensity-threshold", + "answer": "unstable", + "baseline": { + "required": true, + "correct": false, + "expected": [ + "unstable" + ], + "greedy_token_id": 2805, + "greedy_token": "Un" + }, + "generated_completion": "Unstable", + "generated_token_ids": [ + 2805, + 24137, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": false, + "excluded_reasons": [ + "clean model did not produce the expected answer" + ], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 4379, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 54, + "logit_lens_best_rank": 7498 + }, + { + "label": "crack", + "best_rank": 511, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 54, + "logit_lens_best_rank": 235 + }, + { + "label": "fracture", + "best_rank": 202, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 54, + "logit_lens_best_rank": 77 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "d", + "a", + "nt", + "o", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "al", + "ment", + "er", + "ried", + "etal", + "emic" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "lli", + "or", + "she", + "1", + "pple", + "ou", + "orse" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "ive", + "ish", + "et", + "ve", + "d", + "y", + "in" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "her", + "she", + "herself", + "elle", + "she", + "She", + "avel" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "elle", + "her", + "she", + "avel", + "she", + "ements", + "herself" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "her", + "she", + "she", + "elle", + "She", + "her", + "whats", + "didn" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "her", + "kids", + "whats", + "she", + "pretty", + "Yeah", + "maybe", + "She" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "calmness", + "Unfortunately", + "Ferdinand", + "fucking", + "So", + "Would", + "splendid", + "adorable" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "atleast", + "mmmm", + "Unfortunately", + "NOT", + "thats", + "upto", + "fortun" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "Whilst", + "avoid", + "whilst", + "behaviour", + "colour", + "odour", + "therefore", + "isation" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "Whilst", + "whilst", + "colour", + "avoid", + "Whilst", + "behaviour", + "odour", + "mmmm" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "odour", + "behaviour", + "rumours", + "prioritise", + "minimising", + "apologise", + "scientific", + "marginalised" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scient", + "Scientific", + "Science", + "scientifically", + "scient" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scient", + "hypoxia", + "scient", + "Scientific", + "science" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "hypoxia", + "Prediction", + "prediction", + "ambiguity", + "ANSWER" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "ANSWER", + "hypoxia", + "pneum", + "scientific", + "Scientific", + "Answer", + "scientific", + "antwort" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ANSWER", + "Answer", + "جواب", + "pneum", + "ANSWER", + "prediction", + "hypoxia", + "答案" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "SCIENCE", + "ANSWER", + "Scientific", + "scientific", + "Answer", + "Nuclear", + "Scientific", + "Science" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Incorrect", + "Incorrect", + "ANSWER", + "incorrect", + "ERROR", + "Scientific", + "incorrect", + "正确" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Scientific", + "Biotechnology", + "científ", + "Incorrect", + "Scientific", + "scientific", + "Artificial", + "Scient" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Analyze", + "Unless", + "Initially", + "Sulf", + "Avoid", + "Minimize", + "своём", + "лё" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Because", + "Due", + "Absolutely", + "Both", + "Either", + "Failure", + "Unless", + "Incorrect" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Because", + "Because", + "because", + "Due", + "Unless", + "due", + "Its", + "Since" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Because", + "Because", + "because", + "Despite", + "Due", + "Probably", + "因为它", + "Unless" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Because", + "Because", + "because", + "Despite", + "因为它", + "Probably", + "Unless", + "Failed" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Failed", + "Unable", + "failed", + "impossible", + "Difficult", + "Failure", + "Because", + "failure" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Failed", + "impossible", + "Impossible", + "failed", + "Unable", + "rejected", + "Rejected", + "Wrong" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "inconclusive", + "Failed", + "Because", + "不稳定", + "Unavailable", + "unsustainable", + "Unable", + "unsatisfactory" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Failed", + "unstable", + "不稳定", + "Incorrect", + "失败", + "Unable", + "Decline", + "불안" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "unstable", + "不稳定", + "不安定", + "Failed", + "불안", + "unsustainable", + "невозможно", + "Guilty" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "unstable", + "不稳定", + "不安定", + "불안", + "unsustainable", + "instability", + "unsafe", + "destabil" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "unstable", + "不稳定", + "不安定", + "instability", + "unsustainable", + "불안", + "unsafe", + "unsteady" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "unstable", + "不稳定", + "instability", + "不安定", + "불안", + "destabil", + "instabilities", + "Stable" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "unstable", + "不稳定", + "不安定", + "instability", + "Stable", + "stable", + "Stable", + "stable" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "unstable", + "不稳定", + "不安定", + "stable", + "instability", + "Stable", + "Stable", + "stable" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "unstable", + "不稳定", + "stable", + "Stable", + "不安定", + "Stable", + "stable", + "instability" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "unstable", + "不稳定", + "Inst", + "不安定", + "instability", + "inst", + "Inst", + "불안" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "unstable", + "不稳定", + "Inst", + "Un", + "不安定", + "instability", + "inst", + "unst" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Un", + "Un", + "unstable", + "un", + "un", + "unst", + "अन", + "UN" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Un", + "Stable", + "Inst", + "un", + "In", + "U", + "St", + "unstable" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 37.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "mode", + "output_checked": true + }, + { + "concept": "tensile", + "score": 22.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "stress", + "score": 21.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "mode", + "output_checked": true + }, + { + "concept": "threshold", + "score": 20.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "whereas", + "score": 19.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "or", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "I", + "output_checked": true + }, + { + "concept": "also", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "4", + "output_checked": true + }, + { + "concept": "which", + "score": 15.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "has", + "output_checked": true + }, + { + "concept": "What", + "score": 15.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "was", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "only", + "score": 12.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "with", + "output_checked": true + }, + { + "concept": "either", + "score": 12.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Reply", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-intensity-02__grid.png", + "stream": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-intensity-02__stream.png", + "trajectory": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-intensity-02__trajectory.png", + "emergence": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-intensity-02__emergence.png", + "heatmap": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-intensity-02__heatmap.png" + } + }, + { + "slug": "reason-intensity-03", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Stress-intensity threshold", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer.", + "prompt_text": "<|turn>user\nA notched plate has applied mode-I intensity 15 MPa square-root-meter and a critical intensity 30 MPa square-root-meter. Is rapid extension stable or unstable? Reply with exactly one word.\n<|turn>model\n", + "prompt_tail": "Pa square-root-meter and a critical intensity 30 MPa square-root-meter. Is rapid extension stable or unstable? Reply with exactly one word.\n<|turn>model\n", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 54 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "intensity-threshold", + "answer": "stable", + "baseline": { + "required": true, + "correct": false, + "expected": [ + "stable" + ], + "greedy_token_id": 2805, + "greedy_token": "Un" + }, + "generated_completion": "Unstable", + "generated_token_ids": [ + 2805, + 24137, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": false, + "excluded_reasons": [ + "clean model did not produce the expected answer" + ], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 4286, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 54, + "logit_lens_best_rank": 7142 + }, + { + "label": "crack", + "best_rank": 657, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 54, + "logit_lens_best_rank": 249 + }, + { + "label": "fracture", + "best_rank": 247, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 54, + "logit_lens_best_rank": 69 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "d", + "a", + "nt", + "o", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "al", + "ment", + "er", + "ried", + "etal", + "emic" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "lli", + "or", + "she", + "1", + "ou", + "pple", + "orse" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "ive", + "ish", + "et", + "ve", + "d", + "y", + "in" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "her", + "she", + "herself", + "elle", + "she", + "She", + "avel" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "elle", + "her", + "she", + "avel", + "she", + "ements", + "herself" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "her", + "she", + "she", + "elle", + "She", + "her", + "whats", + "didn" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "her", + "kids", + "whats", + "she", + "pretty", + "Yeah", + "maybe", + "She" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "calmness", + "Unfortunately", + "Ferdinand", + "fucking", + "So", + "Would", + "splendid", + "happiness" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "atleast", + "mmmm", + "NOT", + "Unfortunately", + "thats", + "upto", + "fortun" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "avoid", + "Whilst", + "whilst", + "therefore", + "behaviour", + "odour", + "however", + "colour" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "Whilst", + "whilst", + "avoid", + "colour", + "Whilst", + "mmmm", + "odour", + "loss" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "odour", + "behaviour", + "scientific", + "prioritise", + "minimising", + "rumours", + "Scientific", + "apologise" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scient", + "Scientific", + "Science", + "scientifically", + "scient" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scient", + "scient", + "Scientific", + "hypoxia", + "science" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "hypoxia", + "Prediction", + "prediction", + "ANSWER", + "Computational" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "ANSWER", + "hypoxia", + "pneum", + "scientific", + "Scientific", + "Answer", + "scientific", + "antwort" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ANSWER", + "Answer", + "pneum", + "ANSWER", + "جواب", + "prediction", + "答案", + "SCIENCE" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "SCIENCE", + "ANSWER", + "Scientific", + "scientific", + "Answer", + "Nuclear", + "Scientific", + "Science" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Incorrect", + "Incorrect", + "ANSWER", + "incorrect", + "Scientific", + "ERROR", + "正确", + "incorrect" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Scientific", + "Biotechnology", + "científ", + "Scientific", + "scientific", + "Incorrect", + "Artificial", + "과학" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Analyze", + "Unless", + "Sulf", + "Initially", + "своём", + "лё", + "Minimize", + "Avoid" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Because", + "Due", + "Both", + "Absolutely", + "Either", + "Failure", + "Unless", + "Actually" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Because", + "Because", + "because", + "Due", + "due", + "Unless", + "Its", + "Since" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Because", + "Because", + "because", + "Despite", + "Probably", + "Due", + "Unless", + "因为它" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Because", + "Because", + "because", + "Despite", + "Probably", + "因为它", + "Unless", + "Rather" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Failed", + "Unable", + "failed", + "Difficult", + "impossible", + "Because", + "Never", + "Failure" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Failed", + "impossible", + "Unable", + "failed", + "Impossible", + "rejected", + "poor", + "Rejected" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "inconclusive", + "不稳定", + "Because", + "Failed", + "Unavailable", + "unsustainable", + "Unable", + "unsatisfactory" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Failed", + "不稳定", + "unstable", + "Incorrect", + "Unable", + "失败", + "Decline", + "불안" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "不稳定", + "unstable", + "不安定", + "불안", + "Failed", + "unsustainable", + "невозможно", + "Guilty" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "unstable", + "不稳定", + "不安定", + "불안", + "unsustainable", + "instability", + "unsafe", + "inconclusive" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "unstable", + "不稳定", + "不安定", + "instability", + "불안", + "unsustainable", + "unsafe", + "unsteady" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "unstable", + "不稳定", + "instability", + "不安定", + "불안", + "destabil", + "Stable", + "instabilities" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "unstable", + "不稳定", + "不安定", + "instability", + "stable", + "Stable", + "Stable", + "stable" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "unstable", + "不稳定", + "stable", + "不安定", + "Stable", + "instability", + "stable", + "Stable" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "unstable", + "不稳定", + "stable", + "Stable", + "stable", + "Stable", + "不安定", + "instability" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "unstable", + "不稳定", + "Inst", + "不安定", + "instability", + "inst", + "Inst", + "불안" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "unstable", + "不稳定", + "Un", + "Inst", + "不安定", + "instability", + "inst", + "Stable" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Un", + "Un", + "unstable", + "un", + "un", + "unst", + "अन", + "UN" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Un", + "Stable", + "Inst", + "un", + "In", + "U", + "St", + "unstable" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 40.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "mode", + "output_checked": true + }, + { + "concept": "threshold", + "score": 22.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "stress", + "score": 22.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "mode", + "output_checked": true + }, + { + "concept": "tensile", + "score": 21.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "I", + "output_checked": true + }, + { + "concept": "which", + "score": 19.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "has", + "output_checked": true + }, + { + "concept": "whereas", + "score": 17.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "or", + "output_checked": true + }, + { + "concept": "coefficient", + "score": 15.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "root", + "output_checked": true + }, + { + "concept": "What", + "score": 15.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "also", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Reply", + "output_checked": true + }, + { + "concept": "was", + "score": 13.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "", + "output_checked": true + }, + { + "concept": "millimeters", + "score": 13.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "-", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-intensity-03__grid.png", + "stream": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-intensity-03__stream.png", + "trajectory": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-intensity-03__trajectory.png", + "emergence": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-intensity-03__emergence.png", + "heatmap": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-intensity-03__heatmap.png" + } + }, + { + "slug": "reason-intensity-04", + "shape": "MULTIHOP", + "protocol": "lens_eval", + "domain": "materials", + "title": "Stress-intensity threshold", + "description": "Chat-formatted one-word reasoning pilot with a preregistered latent mechanism.", + "note": "Pilot inclusion requires the clean next token to equal the declared one-word answer.", + "prompt_text": "<|turn>user\nA notched plate has applied mode-I intensity 45 MPa square-root-meter and a critical intensity 35 MPa square-root-meter. Is rapid extension stable or unstable? Reply with exactly one word.\n<|turn>model\n", + "prompt_tail": "Pa square-root-meter and a critical intensity 35 MPa square-root-meter. Is rapid extension stable or unstable? Reply with exactly one word.\n<|turn>model\n", + "readout_selector": "before_answer", + "readout_at": -1, + "score_positions": [ + 54 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "intensity-threshold", + "answer": "unstable", + "baseline": { + "required": true, + "correct": false, + "expected": [ + "unstable" + ], + "greedy_token_id": 2805, + "greedy_token": "Un" + }, + "generated_completion": "Unstable", + "generated_token_ids": [ + 2805, + 24137, + 106 + ], + "protocol_violations": [], + "valid_for_metrics": false, + "excluded_reasons": [ + "clean model did not produce the expected answer" + ], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "toughness", + "surfaces": [ + "toughness" + ], + "token_ids": [ + 89582 + ] + }, + { + "label": "crack", + "surfaces": [ + "crack" + ], + "token_ids": [ + 11890, + 91888, + 78772, + 141677 + ] + }, + { + "label": "fracture", + "surfaces": [ + "fracture" + ], + "token_ids": [ + 34164, + 213826 + ] + } + ], + "emergence": [ + { + "label": "toughness", + "best_rank": 4237, + "best_depth": 51.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 54, + "logit_lens_best_rank": 7542 + }, + { + "label": "crack", + "best_rank": 466, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 54, + "logit_lens_best_rank": 203 + }, + { + "label": "fracture", + "best_rank": 179, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 54, + "logit_lens_best_rank": 62 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "d", + "a", + "nt", + "o", + "r" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "al", + "ment", + "er", + "ried", + "etal", + "emic" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "lli", + "or", + "she", + "1", + "pple", + "ou", + "orse" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "wards", + "ive", + "ish", + "et", + "ve", + "d", + "y", + "in" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "her", + "she", + "herself", + "elle", + "she", + "She", + "avel" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "elle", + "her", + "she", + "avel", + "she", + "ements", + "herself" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "her", + "she", + "she", + "elle", + "She", + "her", + "whats", + "didn" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "her", + "kids", + "whats", + "she", + "pretty", + "Yeah", + "She", + "maybe" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "calmness", + "Unfortunately", + "Ferdinand", + "fucking", + "So", + "Would", + "splendid", + "adorable" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "atleast", + "mmmm", + "Unfortunately", + "NOT", + "thats", + "upto", + "fortun" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "avoid", + "Whilst", + "whilst", + "therefore", + "behaviour", + "odour", + "colour", + "however" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "Whilst", + "whilst", + "colour", + "avoid", + "Whilst", + "mmmm", + "behaviour", + "odour" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "odour", + "behaviour", + "prioritise", + "minimising", + "rumours", + "scientific", + "apologise", + "Scientific" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scient", + "Scientific", + "Science", + "scientifically", + "scient" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "Scient", + "scient", + "hypoxia", + "Scientific", + "science" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Scientific", + "scientific", + "scientific", + "hypoxia", + "Prediction", + "prediction", + "ANSWER", + "prediction" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "ANSWER", + "hypoxia", + "pneum", + "scientific", + "Scientific", + "Answer", + "ANSWER", + "scientific" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ANSWER", + "Answer", + "ANSWER", + "pneum", + "جواب", + "prediction", + "答案", + "Prediction" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "ANSWER", + "SCIENCE", + "Scientific", + "scientific", + "Answer", + "Nuclear", + "Scientific", + "Science" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Incorrect", + "Incorrect", + "incorrect", + "ANSWER", + "ERROR", + "Scientific", + "incorrect", + "正确" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Biotechnology", + "Scientific", + "Incorrect", + "científ", + "Artificial", + "Scientific", + "scientific", + "과학" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Analyze", + "Unless", + "Sulf", + "Initially", + "Avoid", + "Minimize", + "своём", + "лё" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Because", + "Due", + "Both", + "Absolutely", + "Either", + "Failure", + "Unless", + "Actually" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Because", + "Because", + "because", + "Due", + "Unless", + "due", + "Its", + "Despite" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Because", + "Because", + "because", + "Despite", + "Due", + "Probably", + "Despite", + "因为它" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Because", + "Because", + "because", + "Despite", + "因为它", + "Probably", + "Failed", + "Unless" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Failed", + "failed", + "Unable", + "impossible", + "Failure", + "Difficult", + "Because", + "failure" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Failed", + "impossible", + "Impossible", + "failed", + "Unable", + "rejected", + "Rejected", + "Wrong" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "inconclusive", + "Failed", + "Because", + "Unavailable", + "unsustainable", + "不稳定", + "Unable", + "unsatisfactory" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Failed", + "unstable", + "Incorrect", + "不稳定", + "Decline", + "失败", + "Unable", + "Unavailable" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "unstable", + "不稳定", + "Failed", + "不安定", + "불안", + "unsustainable", + "Guilty", + "невозможно" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "unstable", + "不稳定", + "不安定", + "불안", + "unsustainable", + "instability", + "unsafe", + "unfavorable" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "unstable", + "不稳定", + "不安定", + "instability", + "불안", + "unsustainable", + "unsafe", + "unsteady" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "unstable", + "不稳定", + "instability", + "不安定", + "불안", + "destabil", + "instabilities", + "Stable" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "unstable", + "不稳定", + "不安定", + "instability", + "Stable", + "stable", + "Stable", + "stable" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "unstable", + "不稳定", + "stable", + "不安定", + "instability", + "Stable", + "Stable", + "stable" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "unstable", + "不稳定", + "stable", + "Stable", + "不安定", + "Stable", + "stable", + "instability" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "unstable", + "不稳定", + "Inst", + "不安定", + "instability", + "inst", + "Inst", + "불안" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "unstable", + "不稳定", + "Inst", + "Un", + "不安定", + "instability", + "inst", + "unst" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Un", + "Un", + "unstable", + "un", + "un", + "unst", + "अन", + "UN" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Un", + "Stable", + "Inst", + "un", + "In", + "U", + "St", + "unstable" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 36.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "mode", + "output_checked": true + }, + { + "concept": "threshold", + "score": 22.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "critical", + "output_checked": true + }, + { + "concept": "tensile", + "score": 21.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "plate", + "output_checked": true + }, + { + "concept": "stress", + "score": 21.0, + "best_rank": 1, + "best_depth": 78.0, + "near_token": "mode", + "output_checked": true + }, + { + "concept": "whereas", + "score": 18.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "or", + "output_checked": true + }, + { + "concept": "hydrostatic", + "score": 17.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "I", + "output_checked": true + }, + { + "concept": "also", + "score": 17.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Reply", + "output_checked": true + }, + { + "concept": "was", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "and", + "output_checked": true + }, + { + "concept": "What", + "score": 15.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": ".", + "output_checked": true + }, + { + "concept": "which", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "has", + "output_checked": true + }, + { + "concept": "only", + "score": 12.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "with", + "output_checked": true + }, + { + "concept": "either", + "score": 12.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "Reply", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-intensity-04__grid.png", + "stream": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-intensity-04__stream.png", + "trajectory": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-intensity-04__trajectory.png", + "emergence": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-intensity-04__emergence.png", + "heatmap": "figures/gemma4-materials-reasoning-pilot-v1/materials/reason-intensity-04__heatmap.png" + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-materials-report-swap-a025.json b/jlens_materials/runs/gemma4-materials-report-swap-a025.json new file mode 100644 index 0000000000000000000000000000000000000000..18295e48ebfac76494224378bca7f5a2fa9e68bc --- /dev/null +++ b/jlens_materials/runs/gemma4-materials-report-swap-a025.json @@ -0,0 +1,7479 @@ +{ + "format_version": 2, + "created_at": "2026-07-10T21:34:52.096404+00:00", + "model": "google/gemma-4-E4B-it", + "model_identity": { + "requested_id": "google/gemma-4-E4B-it", + "requested_revision": null, + "model_class": "Gemma4ForConditionalGeneration", + "config_name_or_path": "google/gemma-4-E4B-it", + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-E4B-it", + "vocab_size": 262144, + "n_layers": 42, + "d_model": 2560, + "dtype": "float32" + }, + "tag": "gemma4-materials-report-swap-a025", + "n_layers": 42, + "d_model": 2560, + "lens_n_prompts": 1000, + "lens_provenance": null, + "methodology": { + "recipe": { + "name": "demo", + "n_fit": 12, + "max_seq_len": 64, + "target_layer": null, + "report_layer_count": null, + "skip_first": 16, + "strict_corpus": false, + "description": "Fast exploratory fit. Results from this profile are not a quantitative replication of the paper." + }, + "claims_level": "exploratory demo", + "paper_protocol_complete": false, + "strict_protocol": false, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 50, + "evaluation_max_seq_len": 512, + "generation_max_new_tokens": 1, + "model_revision": null, + "dtype": "float32", + "layer_stride": 1, + "prompt_source": "prompts/materials-report-swap-dose-v1.json", + "swaps_enabled": true, + "swap_alpha": 0.25 + }, + "shapes": [ + "REPORT_SWAP" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": {}, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 19, + "n_graded": 19, + "minimum_required": 50, + "sufficient_sample": false, + "protocol_success_rate": 0.0, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [ + "SWAPS" + ], + "prompts": [ + { + "slug": "dose-report-defect", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Crystalline defect report", + "description": "Dynamically select the clean report and install sibling defect coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n", + "prompt_tail": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 20 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "defect", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Vacancy", + "generated_token_ids": [ + 190211 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "interstitial", + "surfaces": [ + "interstitial" + ], + "token_ids": [ + 57610, + 181763 + ] + }, + { + "label": "twin", + "surfaces": [ + "twin" + ], + "token_ids": [ + 25276, + 123243, + 50863, + 135706 + ] + }, + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 0, + "best_depth": 82.9, + "onset_depth": 80.5, + "reached_top1": true, + "best_pos": 20, + "logit_lens_best_rank": 0 + }, + { + "label": "dislocation", + "best_rank": 7, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 8 + }, + { + "label": "interstitial", + "best_rank": 19, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 20 + }, + { + "label": "twin", + "best_rank": 890, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 389 + }, + { + "label": "boundary", + "best_rank": 403, + "best_depth": 56.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 549 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "a", + "d", + "o", + "r", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "al", + "emic", + "ried", + "er", + "ment", + "nce" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "lli", + "or", + "she", + "1", + "pple", + "nbsp", + "orse" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ish", + "ive", + "maybe", + "in", + "et", + "wards", + "elle", + "d" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "herself", + "she", + "elle", + "her", + "udos", + "ited", + "ally" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "she", + "herself", + "elle", + "ements", + "ally", + "her", + "she" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "she", + "her", + "she", + "etto", + "She", + "elle", + "herself", + "her" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "her", + "she", + "herself", + "นะคะ", + "veggies", + "kids", + "Yeah", + "그녀" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Ferdinand", + "Unfortunately", + "calmness", + "Almighty", + "So", + "her", + "herself", + "darling" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "atleast", + "mmmm", + "Unfortunately", + "upto", + "thats", + "fortun", + "The" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "hmm", + "Whilst", + "mmmm", + "kinda", + "wouldn", + "alot", + "Anyways", + "avoid" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "mmmm", + "alot", + "Whilst", + "kinda", + "hmm", + "amazing", + "maybe", + "AMAZING" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Whis", + "death", + "whisper", + "rumours", + "YES", + "Seek", + "Silence", + "whispers" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "UNKNOWN", + "xyz", + "Trivia", + "Joke", + "Whis", + "YES", + "Seek", + "Jaw" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Seek", + "Jaw", + "plexity", + "Einstein", + "Whis", + "YES", + "Soup", + "riddle" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "riddle", + "cryptic", + "FAKE", + "Answer", + "Jaw", + "Silence", + "joke", + "ambiguity" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "ANSWER", + "cryptic", + "Answer", + "monos", + "antwort", + "fleeting", + "symbolism", + "Ephemeral" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ANSWER", + "Answer", + "brevity", + "monos", + "answer", + "pneum", + "fleeting", + "NAME" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "ANSWER", + "Answer", + "Answer", + "Chlor", + "olymp", + "Biotechnology", + "brevity", + "SCIENCE" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Chaos", + "ANSWER", + "Answer", + "Entropy", + "Cyber", + "ENERGY", + "pneum", + "elektrom" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "pneum", + "Biome", + "gkin", + "Stainless", + "Biotechnology", + "Sodium", + "Energ", + "elektrom" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Somos", + "Sulf", + "Optimize", + "Convergence", + "Optimizer", + "Optimization", + "Minimize", + "Hyd" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Entropy", + "Chaos", + "Fract", + "Dys", + "entropy", + "Emerald", + "Là", + "Turb" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Often", + "Known", + "Maybe", + "Recent", + "Might", + "Should", + "might", + "Its" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Often", + "Known", + "Example", + "Presence", + "Existence", + "maybe", + "Otherwise", + "Maybe" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Presence", + "Wrong", + "Example", + "Often", + "vì", + "Existence", + "Dys", + "Excellent" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Dys", + "presence", + "deviation", + "Presence", + "opacity", + "Entropy", + "Fragmentation", + "corruption" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Dys", + "crash", + "Loss", + "Crash", + "chaos", + "Bott", + "Fract", + "corruption" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Fractals", + "Fragmentation", + "optosis", + "Erosion", + "Distortion", + "Racism", + "Turbulence", + "Hamlet" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Dislocations", + "Erosion", + "Corrosion", + "Distortion", + "Fractals", + "Fracture", + "Oxidation", + "Fragmentation" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Dislocations", + "Fracture", + "Oxidation", + "Distortion", + "Fract", + "Schottky", + "Fractals", + "偏差" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "缺陷", + "imperfection", + "Defects", + "defects", + "Dislocations", + "impurity", + "瑕", + "imperfections" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "defects", + "缺陷", + "Vacancy", + "dislocations", + "vacancy", + "imperfection", + "vacancies", + "Dislocations" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "vacancy", + "vacancies", + "Vacancy", + "defects", + "vacancy", + "缺陷", + "defect", + "Defects" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "vacancy", + "Vacancy", + "vacancies", + "vacancy", + "Vac", + "defects", + "defect", + "Defects" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "vacancy", + "Vacancy", + "vacancies", + "vacancy", + "Vac", + "defect", + "defects", + "dislocation" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "vacancy", + "Vacancy", + "vacancies", + "Vac", + "vacancy", + "defects", + "defect", + "Vac" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "vacancy", + "vacancies", + "Vacancy", + "Vac", + "vacancy", + "Vac", + "dislocation", + "vac" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "vacancy", + "Vacancy", + "vacancy", + "Vac", + "vacancies", + "Vac", + "vac", + "dislocation" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Vacancy", + "vacancy", + "vacancy", + "Vac", + "Vac", + "Dis", + "vacancies", + "Vacuum" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Vacancy", + "Vac", + "Dis", + "Interstitial", + "vacancy", + "Void", + "Sch", + "F" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 16.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "also", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "description", + "score": 12.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "in", + "output_checked": true + }, + { + "concept": "and", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Example", + "score": 10.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "that", + "score": 10.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "only", + "score": 8.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "about", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "sentence", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Example", + "score": 8.0, + "best_rank": 4, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "imaginative", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Perhaps", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-report-swap-a025/materials/dose-report-defect__grid.png", + "stream": "figures/gemma4-materials-report-swap-a025/materials/dose-report-defect__stream.png", + "trajectory": "figures/gemma4-materials-report-swap-a025/materials/dose-report-defect__trajectory.png", + "emergence": "figures/gemma4-materials-report-swap-a025/materials/dose-report-defect__emergence.png", + "heatmap": "figures/gemma4-materials-report-swap-a025/materials/dose-report-defect__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n", + "source": "Vacancy", + "target": "dislocation", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20 + ], + "clean_top": [ + [ + "Vacancy", + 0.9394376277923584 + ], + [ + "Vac", + 0.059544339776039124 + ], + [ + "Dis", + 0.0008438319782726467 + ], + [ + "Interstitial", + 6.705999112455174e-05 + ], + [ + "vacancy", + 5.267114102025516e-05 + ], + [ + "Void", + 2.7695612516254187e-05 + ], + [ + "Sch", + 7.963339157868177e-06 + ], + [ + "**", + 5.802299256174592e-06 + ] + ], + "swapped_top": [ + [ + "", + 0.9871894717216492 + ], + [ + "s", + 0.006432217545807362 + ], + [ + "", + 0.0017991072963923216 + ], + [ + "**", + 0.0016830824315547943 + ], + [ + "crystalline", + 0.0007079472416080534 + ], + [ + "", + 0.0005482448032125831 + ], + [ + "crystalline", + 0.0001577340590301901 + ], + [ + "crystals", + 0.0001503269886597991 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 38487, + "target_rank_clean": 2357, + "target_rank_swapped": 55510, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Vacancy", + "trials": [ + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n", + "source": "Vacancy", + "target": "dislocation", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20 + ], + "clean_top": [ + [ + "Vacancy", + 0.9394376277923584 + ], + [ + "Vac", + 0.059544339776039124 + ], + [ + "Dis", + 0.0008438319782726467 + ], + [ + "Interstitial", + 6.705999112455174e-05 + ], + [ + "vacancy", + 5.267114102025516e-05 + ], + [ + "Void", + 2.7695612516254187e-05 + ], + [ + "Sch", + 7.963339157868177e-06 + ], + [ + "**", + 5.802299256174592e-06 + ] + ], + "swapped_top": [ + [ + "", + 0.9871894717216492 + ], + [ + "s", + 0.006432217545807362 + ], + [ + "", + 0.0017991072963923216 + ], + [ + "**", + 0.0016830824315547943 + ], + [ + "crystalline", + 0.0007079472416080534 + ], + [ + "", + 0.0005482448032125831 + ], + [ + "crystalline", + 0.0001577340590301901 + ], + [ + "crystals", + 0.0001503269886597991 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 38487, + "target_rank_clean": 2357, + "target_rank_swapped": 55510, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n", + "source": "Vacancy", + "target": "interstitial", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20 + ], + "clean_top": [ + [ + "Vacancy", + 0.9394376277923584 + ], + [ + "Vac", + 0.059544339776039124 + ], + [ + "Dis", + 0.0008438319782726467 + ], + [ + "Interstitial", + 6.705999112455174e-05 + ], + [ + "vacancy", + 5.267114102025516e-05 + ], + [ + "Void", + 2.7695612516254187e-05 + ], + [ + "Sch", + 7.963339157868177e-06 + ], + [ + "**", + 5.802299256174592e-06 + ] + ], + "swapped_top": [ + [ + "", + 0.9870096445083618 + ], + [ + "**", + 0.004478218965232372 + ], + [ + "**", + 0.0024614366702735424 + ], + [ + "", + 0.0024382462725043297 + ], + [ + "", + 0.0019638361409306526 + ], + [ + "crystalline", + 0.0004135934286750853 + ], + [ + "", + 0.0002428674342809245 + ], + [ + "s", + 0.00011721408372977749 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 17426, + "target_rank_clean": 653, + "target_rank_swapped": 58868, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n", + "source": "Vacancy", + "target": "twin", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20 + ], + "clean_top": [ + [ + "Vacancy", + 0.9394376277923584 + ], + [ + "Vac", + 0.059544339776039124 + ], + [ + "Dis", + 0.0008438319782726467 + ], + [ + "Interstitial", + 6.705999112455174e-05 + ], + [ + "vacancy", + 5.267114102025516e-05 + ], + [ + "Void", + 2.7695612516254187e-05 + ], + [ + "Sch", + 7.963339157868177e-06 + ], + [ + "**", + 5.802299256174592e-06 + ] + ], + "swapped_top": [ + [ + "", + 0.9920181632041931 + ], + [ + "", + 0.002158768940716982 + ], + [ + "", + 0.0014970165211707354 + ], + [ + "", + 0.0011086626909673214 + ], + [ + "**", + 0.0008362944354303181 + ], + [ + "", + 0.0003628083795774728 + ], + [ + "crystalline", + 0.00033583614276722074 + ], + [ + "s", + 0.0002857863437384367 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 58012, + "target_rank_clean": 111820, + "target_rank_swapped": 91498, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n", + "source": "Vacancy", + "target": "boundary", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20 + ], + "clean_top": [ + [ + "Vacancy", + 0.9394376277923584 + ], + [ + "Vac", + 0.059544339776039124 + ], + [ + "Dis", + 0.0008438319782726467 + ], + [ + "Interstitial", + 6.705999112455174e-05 + ], + [ + "vacancy", + 5.267114102025516e-05 + ], + [ + "Void", + 2.7695612516254187e-05 + ], + [ + "Sch", + 7.963339157868177e-06 + ], + [ + "**", + 5.802299256174592e-06 + ] + ], + "swapped_top": [ + [ + "", + 0.9857288599014282 + ], + [ + "", + 0.0058912611566483974 + ], + [ + ":", + 0.00251914095133543 + ], + [ + ".", + 0.0017483861884102225 + ], + [ + "", + 0.0007822338957339525 + ], + [ + "", + 0.0006914325058460236 + ], + [ + "", + 0.0005961635033600032 + ], + [ + "s", + 0.00040900357998907566 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 68150, + "target_rank_clean": 165485, + "target_rank_swapped": 142821, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 4, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-failure", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Failure-mode report", + "description": "Dynamically select the clean report and install sibling failure-mode coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n", + "prompt_tail": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 21 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "failure-mode", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Fat", + "generated_token_ids": [ + 77310 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + }, + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 51, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 49 + }, + { + "label": "brittle", + "best_rank": 9, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 5 + }, + { + "label": "fatigue", + "best_rank": 0, + "best_depth": 87.8, + "onset_depth": 82.9, + "reached_top1": true, + "best_pos": 21, + "logit_lens_best_rank": 1 + }, + { + "label": "cleavage", + "best_rank": 81, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 50 + }, + { + "label": "creep", + "best_rank": 20, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 11 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "a", + "d", + "o", + "r", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "emic", + "al", + "ried", + "er", + "ment", + "etal" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "lli", + "or", + "she", + "1", + "pple", + "orse", + "nbsp" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ive", + "ish", + "elle", + "in", + "et", + "maybe", + "d", + "her" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "herself", + "she", + "elle", + "her", + "udos", + "ça", + "she" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "she", + "herself", + "elle", + "she", + "her", + "ally", + "ements" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "she", + "her", + "she", + "She", + "herself", + "elle", + "etto", + "그녀" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "her", + "she", + "herself", + "นะคะ", + "veggies", + "kids", + "Yeah", + "그녀" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Ferdinand", + "Unfortunately", + "calmness", + "Almighty", + "So", + "her", + "So", + "Would" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "atleast", + "mmmm", + "thats", + "Unfortunately", + "upto", + "The", + "swift" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "kinda", + "hmm", + "alot", + "thats", + "wouldn", + "mmmm", + "wouldnt", + "crazy" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "alot", + "thats", + "kinda", + "mmmm", + "maybe", + "wouldnt", + "Whats", + "amazing" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "death", + "Death", + "Whis", + "hmm", + "thats", + "whisper", + "wouldnt", + "Silence" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "Zombie", + "UNKNOWN", + "Fuck", + "Joke", + "ERROR", + "ChatGPT", + "xyz", + "Whis" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Zombie", + "Fuck", + "Chaos", + "Soup", + "Survival", + "hmm", + "Void", + "fuck" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Zombie", + "FAKE", + "ambiguity", + "Silence", + "joke", + "Chaos", + "cryptic", + "chaos" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "brevity", + "fleeting", + "adrenaline", + "cryptic", + "Silence", + "ANSWER", + "adrenal", + "Entropy" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "brevity", + "ANSWER", + "Answer", + "Chaos", + "fleeting", + "adrenaline", + "succinctly", + "dystopian" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "brevity", + "Chaos", + "Cyber", + "Answer", + "ANSWER", + "Chaos", + "Biotechnology", + "Answer" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Chaos", + "Cyber", + "adrenaline", + "Entropy", + "ENERGY", + "Chaos", + "Panic", + "brevity" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Optimization", + "Stainless", + "能源", + "Cyber", + "pneum", + "Biome", + "Industrial", + "Biotechnology" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Somos", + "Optimize", + "Sulf", + "Optimization", + "Convergence", + "Jump", + "Optimizer", + "Minimize" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Chaos", + "chaos", + "destruction", + "Dys", + "Entropy", + "Fract", + "entropy", + "Diversity" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Due", + "Often", + "Its", + "due", + "Requires", + "Recent", + "Should", + "Potential" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Wrong", + "Failed", + "Lack", + "Often", + "Failure", + "might", + "Maybe", + "Efficiency" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Failed", + "Failure", + "Wrong", + "Lack", + "Unexpected", + "Violation", + "Corruption", + "Loss" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "corruption", + "failure", + "Failure", + "Loss", + "destruction", + "Corruption", + "erosion", + "Failed" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "erosion", + "collapse", + "Loss", + "destruction", + "corruption", + "loss", + "failure", + "Collapse" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "deterioro", + "Erosion", + "deterioration", + "Collapse", + "Fragmentation", + "Decline", + "Oxidation", + "contaminación" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Erosion", + "Corrosion", + "劣化", + "deterioro", + "deterioration", + "corrosion", + "Collapse", + "Degrad" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Corrosion", + "deterioration", + "corrosion", + "劣化", + "Fracture", + "Erosion", + "deterioro", + "Oxidation" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "corrosion", + "Corrosion", + "deterioration", + "Fracture", + "fracture", + "劣化", + "破損", + "Erosion" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "corrosion", + "裂", + "fracture", + "cracking", + "cracks", + "Corrosion", + "Fracture", + "deterioration" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "fracture", + "fatigue", + "cracking", + "cracks", + "疲", + "crack", + "corrosion", + "Fracture" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "fracture", + "fatigue", + "cracking", + "cracks", + "corrosion", + "Fracture", + "crack", + "Fatigue" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "fatigue", + "fracture", + "corrosion", + "cracking", + "Fracture", + "cracks", + "Fatigue", + "crack" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "fatigue", + "fracture", + "corrosion", + "cracking", + "Fracture", + "Fatigue", + "crack", + "cracks" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "fatigue", + "fracture", + "Fatigue", + "corrosion", + "cracking", + "Fracture", + "crack", + "疲" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "fatigue", + "Fatigue", + "fracture", + "Fracture", + "corrosion", + "Fat", + "cracking", + "Fract" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Fat", + "Fract", + "fatigue", + "Cor", + "Fatigue", + "Fracture", + "Cre", + "Cr" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Fat", + "Fract", + "Cre", + "Cor", + "Cr", + "Br", + "Crack", + "Yield" + ] + } + ], + "surprising": [ + { + "concept": "scenario", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "because", + "score": 17.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "and", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "also", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "Example", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "description", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "that", + "score": 11.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "mode", + "output_checked": true + }, + { + "concept": "sentence", + "score": 11.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "one", + "output_checked": true + }, + { + "concept": "tweet", + "score": 9.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Then", + "score": 8.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "about", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "imaginative", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-report-swap-a025/materials/dose-report-failure__grid.png", + "stream": "figures/gemma4-materials-report-swap-a025/materials/dose-report-failure__stream.png", + "trajectory": "figures/gemma4-materials-report-swap-a025/materials/dose-report-failure__trajectory.png", + "emergence": "figures/gemma4-materials-report-swap-a025/materials/dose-report-failure__emergence.png", + "heatmap": "figures/gemma4-materials-report-swap-a025/materials/dose-report-failure__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n", + "source": "Fat", + "target": "ductile", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Fat", + 0.6501960158348083 + ], + [ + "Fract", + 0.26546522974967957 + ], + [ + "Cre", + 0.0632791742682457 + ], + [ + "Cor", + 0.010528599843382835 + ], + [ + "Cr", + 0.006391939241439104 + ], + [ + "Br", + 0.0033330630976706743 + ], + [ + "Crack", + 0.0007112449966371059 + ], + [ + "Yield", + 2.7293084713164717e-05 + ] + ], + "swapped_top": [ + [ + "", + 0.977117657661438 + ], + [ + "s", + 0.008530255407094955 + ], + [ + "**", + 0.0056757028214633465 + ], + [ + ",", + 0.0013597673969343305 + ], + [ + "is", + 0.0006554657011292875 + ], + [ + "The", + 0.0005446182913146913 + ], + [ + "safety", + 0.00031176378251984715 + ], + [ + "should", + 0.0003068858350161463 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 780, + "target_rank_clean": 6427, + "target_rank_swapped": 169508, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Fat", + "trials": [ + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n", + "source": "Fat", + "target": "ductile", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Fat", + 0.6501960158348083 + ], + [ + "Fract", + 0.26546522974967957 + ], + [ + "Cre", + 0.0632791742682457 + ], + [ + "Cor", + 0.010528599843382835 + ], + [ + "Cr", + 0.006391939241439104 + ], + [ + "Br", + 0.0033330630976706743 + ], + [ + "Crack", + 0.0007112449966371059 + ], + [ + "Yield", + 2.7293084713164717e-05 + ] + ], + "swapped_top": [ + [ + "", + 0.977117657661438 + ], + [ + "s", + 0.008530255407094955 + ], + [ + "**", + 0.0056757028214633465 + ], + [ + ",", + 0.0013597673969343305 + ], + [ + "is", + 0.0006554657011292875 + ], + [ + "The", + 0.0005446182913146913 + ], + [ + "safety", + 0.00031176378251984715 + ], + [ + "should", + 0.0003068858350161463 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 780, + "target_rank_clean": 6427, + "target_rank_swapped": 169508, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n", + "source": "Fat", + "target": "brittle", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Fat", + 0.6501960158348083 + ], + [ + "Fract", + 0.26546522974967957 + ], + [ + "Cre", + 0.0632791742682457 + ], + [ + "Cor", + 0.010528599843382835 + ], + [ + "Cr", + 0.006391939241439104 + ], + [ + "Br", + 0.0033330630976706743 + ], + [ + "Crack", + 0.0007112449966371059 + ], + [ + "Yield", + 2.7293084713164717e-05 + ] + ], + "swapped_top": [ + [ + "", + 0.7741840481758118 + ], + [ + "Failure", + 0.15160439908504486 + ], + [ + "**", + 0.0633179321885109 + ], + [ + "failure", + 0.003742142114788294 + ], + [ + "Deg", + 0.0019495129818096757 + ], + [ + "Break", + 0.0007494583842344582 + ], + [ + "Collapse", + 0.0006600802298635244 + ], + [ + "Fract", + 0.0006556021398864686 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 37, + "target_rank_clean": 214, + "target_rank_swapped": 192495, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n", + "source": "Fat", + "target": "fatigue", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Fat", + 0.6501960158348083 + ], + [ + "Fract", + 0.26546522974967957 + ], + [ + "Cre", + 0.0632791742682457 + ], + [ + "Cor", + 0.010528599843382835 + ], + [ + "Cr", + 0.006391939241439104 + ], + [ + "Br", + 0.0033330630976706743 + ], + [ + "Crack", + 0.0007112449966371059 + ], + [ + "Yield", + 2.7293084713164717e-05 + ] + ], + "swapped_top": [ + [ + "**", + 0.6496930718421936 + ], + [ + "Cor", + 0.22162023186683655 + ], + [ + "E", + 0.02534903958439827 + ], + [ + "W", + 0.02105099707841873 + ], + [ + "Fract", + 0.01979777403175831 + ], + [ + "Cre", + 0.011524857021868229 + ], + [ + "Ox", + 0.01093426626175642 + ], + [ + "Br", + 0.009973647072911263 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1142, + "target_rank_clean": 26, + "target_rank_swapped": 148371, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n", + "source": "Fat", + "target": "cleavage", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Fat", + 0.6501960158348083 + ], + [ + "Fract", + 0.26546522974967957 + ], + [ + "Cre", + 0.0632791742682457 + ], + [ + "Cor", + 0.010528599843382835 + ], + [ + "Cr", + 0.006391939241439104 + ], + [ + "Br", + 0.0033330630976706743 + ], + [ + "Crack", + 0.0007112449966371059 + ], + [ + "Yield", + 2.7293084713164717e-05 + ] + ], + "swapped_top": [ + [ + "Fract", + 0.5902462601661682 + ], + [ + "**", + 0.31348279118537903 + ], + [ + "Cor", + 0.035738687962293625 + ], + [ + "Cre", + 0.03284192085266113 + ], + [ + "Br", + 0.022320762276649475 + ], + [ + "Cr", + 0.004557986278086901 + ], + [ + "##", + 0.00035135552752763033 + ], + [ + "", + 0.00013560775551013649 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 25, + "target_rank_clean": 22946, + "target_rank_swapped": 167158, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n", + "source": "Fat", + "target": "creep", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Fat", + 0.6501960158348083 + ], + [ + "Fract", + 0.26546522974967957 + ], + [ + "Cre", + 0.0632791742682457 + ], + [ + "Cor", + 0.010528599843382835 + ], + [ + "Cr", + 0.006391939241439104 + ], + [ + "Br", + 0.0033330630976706743 + ], + [ + "Crack", + 0.0007112449966371059 + ], + [ + "Yield", + 2.7293084713164717e-05 + ] + ], + "swapped_top": [ + [ + "**", + 0.7257959246635437 + ], + [ + "Ox", + 0.20319363474845886 + ], + [ + "Cor", + 0.03323200345039368 + ], + [ + "oxidation", + 0.007031348068267107 + ], + [ + "Cat", + 0.0042417943477630615 + ], + [ + "Failure", + 0.0038433047011494637 + ], + [ + "Chemical", + 0.0031618985813111067 + ], + [ + "cor", + 0.0022507256362587214 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 124, + "target_rank_clean": 382, + "target_rank_swapped": 150418, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 5, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-lattice", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Crystal-lattice report", + "description": "Dynamically select the clean report and install sibling lattice coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n", + "prompt_tail": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 21 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "FCC", + "generated_token_ids": [ + 216015 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "FCC", + "surfaces": [ + "FCC" + ], + "token_ids": [ + 60822, + 216015, + 191332 + ] + }, + { + "label": "BCC", + "surfaces": [ + "BCC" + ], + "token_ids": [ + 161574, + 161507 + ] + }, + { + "label": "HCP", + "surfaces": [ + "HCP" + ], + "token_ids": [ + 144542 + ] + } + ], + "emergence": [ + { + "label": "FCC", + "best_rank": 0, + "best_depth": 87.8, + "onset_depth": 75.6, + "reached_top1": true, + "best_pos": 21, + "logit_lens_best_rank": 0 + }, + { + "label": "BCC", + "best_rank": 1, + "best_depth": 87.8, + "onset_depth": 85.4, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 2 + }, + { + "label": "HCP", + "best_rank": 2, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 8 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "a", + "d", + "o", + "r", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "al", + "emic", + "ried", + "er", + "ment", + "etal" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "lli", + "or", + "she", + "1", + "nbsp", + "ou", + "pple" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ive", + "in", + "elle", + "PF", + "ish", + "d", + "et", + "ve" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "herself", + "she", + "elle", + "her", + "ited", + "udos", + "ally" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "herself", + "she", + "elle", + "ally", + "her", + "avel", + "ements" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "kiddos", + "alot", + "whats", + "thats", + "she", + "udos", + "Okay", + "yo" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Yeah", + "pretty", + "นะคะ", + "kids", + "her", + "Okay", + "just", + "whats" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Ferdinand", + "Unfortunately", + "Washington", + "Would", + "Would", + "pretty", + "and", + "Yeah" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "mmmm", + "Unfortunately", + "thats", + "atleast", + "The", + "swift", + "Incorrect" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "Whilst", + "whilst", + "Whilst", + "colour", + "shire", + "humour", + "savoury", + "avoid" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "Whilst", + "whilst", + "Whilst", + "colour", + "mmmm", + "savoury", + "alot", + "avoid" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "rumours", + "odour", + "Whilst", + "humour", + "rumour", + "whilst", + "savoury", + "prioritise" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "Trivia", + "Incorrect", + "trivia", + "UNKNOWN", + "Joke", + "Scientific", + "Scient", + "humour" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "riddle", + "Incorrect", + "INGO", + "matical", + "Jaw", + "Joke", + "actose", + "Einstein" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Answer", + "riddle", + "FAKE", + "cryptic", + "answer", + "answer", + "antwort", + "ANSWER" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "monos", + "cryptic", + "abbreviation", + "breviation", + "simbol", + "symbol", + "acronym", + "ANSWER" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "monos", + "brevity", + "ANSWER", + "breviation", + "Nuclear", + "Chlor", + "abbreviation", + "NUCLEAR" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "Chlor", + "Emoji", + "monos", + "Nuclear", + "Carbon", + "olimp", + "SCIENCE", + "brevity" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Chlor", + "ANSWER", + "monos", + "ENERGY", + "Chlor", + "Emoji", + "Nitrogen", + "iodine" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Biotechnology", + "Indust", + "Nuclear", + "ATOM", + "pneum", + "Calcium", + "breviation", + "iodine" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "TEC", + "Somos", + "NYC", + "Cite", + "Jump", + "BIB", + "Sulf", + "EtOH" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Là", + "Huge", + "YES", + "Fract", + "Oui", + "Dys", + "Diesel", + "Chaos" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Often", + "Maybe", + "Often", + "Known", + "Might", + "Example", + "THIS", + "Should" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Often", + "Often", + "Example", + "Maybe", + "Usually", + "Known", + "Might", + "Its" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Often", + "Often", + "Usually", + "Typically", + "Maybe", + "Example", + "Typical", + "Porque" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Fitz", + "RGB", + "CMR", + "Typically", + "PEM", + "Pax", + "Often", + "Lucy" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "ROY", + "PEM", + "VF", + "QE", + "RGB", + "CJ", + "GFP", + "LK" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "WWW", + "SUS", + "LOL", + "BOB", + "BX", + "BAL", + "POL", + "BTW" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "NaCl", + "PLA", + "WWW", + "HDPE", + "SUS", + "CMOS", + "SMO", + "CONFIG" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "NaCl", + "PLA", + "SiO", + "FCC", + "ZnO", + "HDPE", + "isotropic", + "HCl" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "NaCl", + "FCC", + "NaCl", + "SiO", + "晶", + "lattice", + "MgO", + "ZnO" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "NaCl", + "FCC", + "NaCl", + "晶", + "立方", + "lattice", + "BCC", + "CMOS" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "NaCl", + "lattice", + "晶", + "lattices", + "立方", + "NaCl", + "hexagonal", + "cubic" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "NaCl", + "FCC", + "BCC", + "lattice", + "lattices", + "FCC", + "NaCl", + "晶" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "FCC", + "BCC", + "NaCl", + "cubic", + "fcc", + "HCP", + "FCC", + "立方" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "FCC", + "BCC", + "HCP", + "FCC", + "NaCl", + "fcc", + "cubic", + "NaCl" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "FCC", + "BCC", + "FCC", + "fcc", + "HCP", + "NaCl", + "cubic", + "NaCl" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "FCC", + "BCC", + "FCC", + "fcc", + "HCP", + "cubic", + "NaCl", + "SCC" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "FCC", + "FCC", + "BCC", + "SC", + "fcc", + "cubic", + "B", + "bcc" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "FCC", + "B", + "F", + "SC", + "f", + "C", + "Cs", + "NaCl" + ] + } + ], + "surprising": [ + { + "concept": "and", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "because", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "examples", + "score": 15.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "also", + "score": 13.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "example", + "score": 12.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "NaCl", + "score": 11.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "model", + "output_checked": true + }, + { + "concept": "Example", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Either", + "score": 9.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "model", + "output_checked": true + }, + { + "concept": "about", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "for", + "score": 8.0, + "best_rank": 2, + "best_depth": 78.0, + "near_token": "abbreviation", + "output_checked": true + }, + { + "concept": "imaginative", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "emoji", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "one", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-report-swap-a025/materials/dose-report-lattice__grid.png", + "stream": "figures/gemma4-materials-report-swap-a025/materials/dose-report-lattice__stream.png", + "trajectory": "figures/gemma4-materials-report-swap-a025/materials/dose-report-lattice__trajectory.png", + "emergence": "figures/gemma4-materials-report-swap-a025/materials/dose-report-lattice__emergence.png", + "heatmap": "figures/gemma4-materials-report-swap-a025/materials/dose-report-lattice__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n", + "source": "FCC", + "target": "BCC", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "FCC", + 0.9444856643676758 + ], + [ + "B", + 0.02515692263841629 + ], + [ + "F", + 0.013032384216785431 + ], + [ + "SC", + 0.006592345889657736 + ], + [ + "**", + 0.004213536158204079 + ], + [ + "$\\", + 0.0022315778769552708 + ], + [ + "f", + 0.0018136786529794335 + ], + [ + "C", + 0.001165101770311594 + ] + ], + "swapped_top": [ + [ + "C", + 0.8706483244895935 + ], + [ + "**", + 0.09035313129425049 + ], + [ + "c", + 0.017954980954527855 + ], + [ + "$\\", + 0.016841812059283257 + ], + [ + "", + 0.001264929655008018 + ], + [ + "SC", + 0.000979673583060503 + ], + [ + "Cs", + 0.0009261450613848865 + ], + [ + "*", + 0.000382112106308341 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 544, + "target_rank_clean": 148, + "target_rank_swapped": 20728, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "FCC", + "trials": [ + { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n", + "source": "FCC", + "target": "BCC", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "FCC", + 0.9444856643676758 + ], + [ + "B", + 0.02515692263841629 + ], + [ + "F", + 0.013032384216785431 + ], + [ + "SC", + 0.006592345889657736 + ], + [ + "**", + 0.004213536158204079 + ], + [ + "$\\", + 0.0022315778769552708 + ], + [ + "f", + 0.0018136786529794335 + ], + [ + "C", + 0.001165101770311594 + ] + ], + "swapped_top": [ + [ + "C", + 0.8706483244895935 + ], + [ + "**", + 0.09035313129425049 + ], + [ + "c", + 0.017954980954527855 + ], + [ + "$\\", + 0.016841812059283257 + ], + [ + "", + 0.001264929655008018 + ], + [ + "SC", + 0.000979673583060503 + ], + [ + "Cs", + 0.0009261450613848865 + ], + [ + "*", + 0.000382112106308341 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 544, + "target_rank_clean": 148, + "target_rank_swapped": 20728, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n", + "source": "FCC", + "target": "HCP", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "FCC", + 0.9444856643676758 + ], + [ + "B", + 0.02515692263841629 + ], + [ + "F", + 0.013032384216785431 + ], + [ + "SC", + 0.006592345889657736 + ], + [ + "**", + 0.004213536158204079 + ], + [ + "$\\", + 0.0022315778769552708 + ], + [ + "f", + 0.0018136786529794335 + ], + [ + "C", + 0.001165101770311594 + ] + ], + "swapped_top": [ + [ + "C", + 0.9498446583747864 + ], + [ + "**", + 0.029364025220274925 + ], + [ + "$\\", + 0.010032291524112225 + ], + [ + "B", + 0.00979191530495882 + ], + [ + "Cs", + 0.0006387371686287224 + ], + [ + "SC", + 0.0001719728170428425 + ], + [ + "$", + 3.856135663227178e-05 + ], + [ + "*", + 3.611459396779537e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 93, + "target_rank_clean": 1504, + "target_rank_swapped": 71453, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 2, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-deformation", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Deformation-mechanism report", + "description": "Dynamically select the clean report and install sibling deformation coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n", + "prompt_tail": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 21 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Plastic", + "generated_token_ids": [ + 99176 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + }, + { + "label": "twinning", + "surfaces": [ + "twinning" + ], + "token_ids": [ + 192329 + ] + }, + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + } + ], + "emergence": [ + { + "label": "slip", + "best_rank": 19, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 14 + }, + { + "label": "twinning", + "best_rank": 137, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 61 + }, + { + "label": "creep", + "best_rank": 5, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 1 + }, + { + "label": "diffusion", + "best_rank": 13, + "best_depth": 65.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 58 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "a", + "d", + "o", + "r", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "emic", + "al", + "ried", + "er", + "ment", + "etal" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "lli", + "she", + "or", + "1", + "pple", + "orse", + "ou" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ish", + "ive", + "in", + "elle", + "et", + "her", + "wards", + "maybe" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "herself", + "she", + "elle", + "her", + "udos", + "ça", + "she" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "she", + "herself", + "elle", + "she", + "her", + "ally", + "ements" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "she", + "her", + "she", + "herself", + "She", + "etto", + "elle", + "그녀" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "her", + "she", + "herself", + "kids", + "นะคะ", + "veggies", + "Yeah", + "그녀" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Ferdinand", + "calmness", + "Almighty", + "Unfortunately", + "So", + "So", + "Zam", + "splendid" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "atleast", + "alot", + "mmmm", + "upto", + "thats", + "Unfortunately", + "The", + "swift" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "hmm", + "kinda", + "Whilst", + "alot", + "Firstly", + "Anyways", + "crazy", + "amazing" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "alot", + "mmmm", + "maybe", + "thats", + "kinda", + "Whilst", + "amazing", + "hmm" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "rumours", + "death", + "YES", + "prioritise", + "hmm", + "xyz", + "Firstly", + "odour" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "xyz", + "YES", + "mention", + "UNKNOWN", + "Jaw", + "Incorrect", + "ChatGPT", + "Einstein" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Jaw", + "Fuck", + "YES", + "xyz", + "pure", + "Survival", + "plexity", + "Einstein" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "FAKE", + "ambiguity", + "Jaw", + "Answer", + "cryptic", + "Brain", + "Silence", + "RESPONSE" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "ANSWER", + "ronym", + "monos", + "adrenaline", + "brevity", + "physiological", + "cryptic", + "adrenal" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "brevity", + "ANSWER", + "Answer", + "monos", + "physiological", + "abiotic", + "ENERGY", + "pneum" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "Biotechnology", + "SCIENCE", + "ANSWER", + "ENERGY", + "brevity", + "abiotic", + "Nuclear", + "olymp" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "ENERGY", + "Chaos", + "Entropy", + "ENERGY", + "adrenaline", + "Cyber", + "Biotechnology", + "ANSWER" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Biotechnology", + "Biome", + "kinetic", + "Industrial", + "Optimization", + "ENERGY", + "Energ", + "能源" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Optimize", + "Somos", + "Convergence", + "Sulf", + "Optimization", + "Minimize", + "Optimizer", + "Minimal" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Entropy", + "Chaos", + "Diversity", + "Fract", + "Dys", + "Hyd", + "entropy", + "Diesel" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Often", + "Should", + "Its", + "Might", + "Known", + "Recent", + "Requires", + "might" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Often", + "Practice", + "Example", + "Known", + "Should", + "Maybe", + "Might", + "Otherwise" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Practice", + "Transformation", + "Exposure", + "transformation", + "Absorption", + "Might", + "Evolution", + "Entropy" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "transformation", + "Transformation", + "growth", + "absorption", + "destruction", + "Absorption", + "Evolution", + "infiltration" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "transformation", + "growth", + "Transformation", + "erosion", + "Evolution", + "Growth", + "regression", + "destruction" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Fragmentation", + "Erosion", + "Oxidation", + "Displacement", + "transformation", + "Fragmentation", + "Transformation", + "Turbulence" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Erosion", + "Deformation", + "Oxidation", + "Fragmentation", + "Dislocations", + "Corrosion", + "Displacement", + "Turbulence" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Deformation", + "Dislocations", + "Fracture", + "Oxidation", + "deformation", + "Erosion", + "optosis", + "deformation" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "deformation", + "Deformation", + "deformation", + "变形", + "Dislocations", + "Fracture", + "bending", + "plasticity" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "deformation", + "plasticity", + "ductile", + "Deformation", + "塑", + "deformation", + "ductility", + "Plastic" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "deformation", + "Deformation", + "plasticity", + "deformation", + "deform", + "creep", + "变形", + "Plastic" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "deformation", + "plasticity", + "Deformation", + "Plastic", + "deformation", + "Plastic", + "creep", + "ductile" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "deformation", + "plasticity", + "Plastic", + "ductile", + "plastic", + "Deformation", + "塑", + "deformation" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "deformation", + "plasticity", + "塑", + "Plastic", + "plastic", + "Plastic", + "ductile", + "plast" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "plasticity", + "Plastic", + "塑", + "plastic", + "Plastic", + "deformation", + "plast", + "plastic" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Plastic", + "Plastic", + "plasticity", + "plastic", + "塑", + "plastic", + "Slip", + "deformation" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Plastic", + "Pl", + "Slip", + "D", + "Cre", + "De", + "Dis", + "Yield" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Plastic", + "D", + "Slip", + "Cre", + "Yield", + "Pl", + "Dis", + "Rec" + ] + } + ], + "surprising": [ + { + "concept": "that", + "score": 29.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "material", + "output_checked": true + }, + { + "concept": "because", + "score": 21.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "Example", + "score": 17.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "also", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "and", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "description", + "score": 9.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "detail", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "in", + "output_checked": true + }, + { + "concept": "about", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "sentence", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "one", + "output_checked": true + }, + { + "concept": "imaginative", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "plasticity", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "mechanism", + "output_checked": true + }, + { + "concept": "scenario", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "deformation", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-report-swap-a025/materials/dose-report-deformation__grid.png", + "stream": "figures/gemma4-materials-report-swap-a025/materials/dose-report-deformation__stream.png", + "trajectory": "figures/gemma4-materials-report-swap-a025/materials/dose-report-deformation__trajectory.png", + "emergence": "figures/gemma4-materials-report-swap-a025/materials/dose-report-deformation__emergence.png", + "heatmap": "figures/gemma4-materials-report-swap-a025/materials/dose-report-deformation__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n", + "source": "Plastic", + "target": "slip", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Plastic", + 0.8317742347717285 + ], + [ + "D", + 0.07106970250606537 + ], + [ + "Slip", + 0.05058375373482704 + ], + [ + "Cre", + 0.03069944679737091 + ], + [ + "Yield", + 0.010298473760485649 + ], + [ + "Pl", + 0.002343307016417384 + ], + [ + "Dis", + 0.0021496955305337906 + ], + [ + "Rec", + 0.0004084550018887967 + ] + ], + "swapped_top": [ + [ + "", + 0.560875415802002 + ], + [ + "**", + 0.38006141781806946 + ], + [ + "\\", + 0.013304785825312138 + ], + [ + "", + 0.012185195460915565 + ], + [ + "s", + 0.010980726219713688 + ], + [ + "", + 0.005214429460465908 + ], + [ + "*", + 0.003808883484452963 + ], + [ + "", + 0.0034371265210211277 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 3112, + "target_rank_clean": 47, + "target_rank_swapped": 1726, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Plastic", + "trials": [ + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n", + "source": "Plastic", + "target": "slip", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Plastic", + 0.8317742347717285 + ], + [ + "D", + 0.07106970250606537 + ], + [ + "Slip", + 0.05058375373482704 + ], + [ + "Cre", + 0.03069944679737091 + ], + [ + "Yield", + 0.010298473760485649 + ], + [ + "Pl", + 0.002343307016417384 + ], + [ + "Dis", + 0.0021496955305337906 + ], + [ + "Rec", + 0.0004084550018887967 + ] + ], + "swapped_top": [ + [ + "", + 0.560875415802002 + ], + [ + "**", + 0.38006141781806946 + ], + [ + "\\", + 0.013304785825312138 + ], + [ + "", + 0.012185195460915565 + ], + [ + "s", + 0.010980726219713688 + ], + [ + "", + 0.005214429460465908 + ], + [ + "*", + 0.003808883484452963 + ], + [ + "", + 0.0034371265210211277 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 3112, + "target_rank_clean": 47, + "target_rank_swapped": 1726, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n", + "source": "Plastic", + "target": "twinning", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Plastic", + 0.8317742347717285 + ], + [ + "D", + 0.07106970250606537 + ], + [ + "Slip", + 0.05058375373482704 + ], + [ + "Cre", + 0.03069944679737091 + ], + [ + "Yield", + 0.010298473760485649 + ], + [ + "Pl", + 0.002343307016417384 + ], + [ + "Dis", + 0.0021496955305337906 + ], + [ + "Rec", + 0.0004084550018887967 + ] + ], + "swapped_top": [ + [ + "", + 0.9964410662651062 + ], + [ + "**", + 0.0022069020196795464 + ], + [ + "deformation", + 0.0004284219176042825 + ], + [ + "", + 0.00015686773986089975 + ], + [ + "", + 0.00012584018986672163 + ], + [ + "", + 0.00010360990563640371 + ], + [ + "\\", + 7.183004345279187e-05 + ], + [ + "", + 6.056280471966602e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 23552, + "target_rank_clean": 277, + "target_rank_swapped": 2957, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n", + "source": "Plastic", + "target": "creep", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Plastic", + 0.8317742347717285 + ], + [ + "D", + 0.07106970250606537 + ], + [ + "Slip", + 0.05058375373482704 + ], + [ + "Cre", + 0.03069944679737091 + ], + [ + "Yield", + 0.010298473760485649 + ], + [ + "Pl", + 0.002343307016417384 + ], + [ + "Dis", + 0.0021496955305337906 + ], + [ + "Rec", + 0.0004084550018887967 + ] + ], + "swapped_top": [ + [ + "slip", + 0.8819547891616821 + ], + [ + "dis", + 0.09044170379638672 + ], + [ + "**", + 0.01289910078048706 + ], + [ + "*", + 0.0063226185739040375 + ], + [ + "yielding", + 0.0037700613029301167 + ], + [ + "$\\", + 0.0017359944758936763 + ], + [ + "\\", + 0.001357401954010129 + ], + [ + "1", + 0.0005144001333974302 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 12947, + "target_rank_clean": 239, + "target_rank_swapped": 213774, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n", + "source": "Plastic", + "target": "diffusion", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Plastic", + 0.8317742347717285 + ], + [ + "D", + 0.07106970250606537 + ], + [ + "Slip", + 0.05058375373482704 + ], + [ + "Cre", + 0.03069944679737091 + ], + [ + "Yield", + 0.010298473760485649 + ], + [ + "Pl", + 0.002343307016417384 + ], + [ + "Dis", + 0.0021496955305337906 + ], + [ + "Rec", + 0.0004084550018887967 + ] + ], + "swapped_top": [ + [ + "", + 0.9940270185470581 + ], + [ + "**", + 0.0034631891176104546 + ], + [ + "", + 0.0006084462511353195 + ], + [ + "", + 0.0005778194754384458 + ], + [ + "", + 0.00035202683648094535 + ], + [ + "\\", + 0.000295778940198943 + ], + [ + "�", + 0.00017156254034489393 + ], + [ + "", + 7.64824144425802e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 12013, + "target_rank_clean": 7129, + "target_rank_swapped": 161634, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 4, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-strengthening", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Strengthening-mechanism report", + "description": "Dynamically select the clean report and install sibling strengthening coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n", + "prompt_tail": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 21 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Pre", + "generated_token_ids": [ + 3695 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "solution", + "surfaces": [ + "solution" + ], + "token_ids": [ + 3465, + 47213, + 23130, + 15607 + ] + }, + { + "label": "grain", + "surfaces": [ + "grain" + ], + "token_ids": [ + 11261, + 99208, + 79171, + 221098 + ] + }, + { + "label": "work", + "surfaces": [ + "work" + ], + "token_ids": [ + 981, + 2025, + 5490, + 9004 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 2, + "best_depth": 87.8, + "onset_depth": 87.8, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 1 + }, + { + "label": "solution", + "best_rank": 208, + "best_depth": 63.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 152 + }, + { + "label": "grain", + "best_rank": 10, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 6 + }, + { + "label": "work", + "best_rank": 138, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 136 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "a", + "d", + "o", + "r", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "emic", + "al", + "ried", + "er", + "ment", + "etal" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "lli", + "or", + "she", + "1", + "pple", + "orse", + "nbsp" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ish", + "ive", + "maybe", + "in", + "wards", + "et", + "ally", + "er" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "herself", + "she", + "elle", + "her", + "udos", + "ça", + "skaya" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "she", + "herself", + "elle", + "ally", + "ements", + "her", + "she" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "she", + "her", + "she", + "etto", + "herself", + "She", + "elle", + "her" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "her", + "she", + "herself", + "kids", + "veggies", + "นะคะ", + "Yeah", + "AMAZING" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Ferdinand", + "Unfortunately", + "calmness", + "Almighty", + "So", + "So", + "splendid", + "Zam" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "atleast", + "alot", + "mmmm", + "upto", + "thats", + "Unfortunately", + "The", + "Let" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "Whilst", + "alot", + "hmm", + "Firstly", + "thats", + "kinda", + "whilst", + "mmmm" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "alot", + "Whilst", + "mmmm", + "thats", + "amazing", + "Firstly", + "hmm", + "maybe" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "rumours", + "prioritise", + "Firstly", + "YES", + "thats", + "alot", + "hmm", + "death" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "YES", + "xyz", + "UNKNOWN", + "mention", + "Incorrect", + "ONLY", + "Jaw", + "Joke" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "YES", + "Jaw", + "hmm", + "pure", + "Seek", + "Survival", + "Pure", + "Soup" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Answer", + "FAKE", + "Jaw", + "YES", + "cryptic", + "Silence", + "Brain", + "ambiguity" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "ronym", + "ANSWER", + "adrenaline", + "monos", + "symbolism", + "cryptic", + "pneum", + "symbol" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ANSWER", + "brevity", + "Answer", + "ENERGY", + "pneum", + "SPEED", + "YES", + "monos" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "Biotechnology", + "ANSWER", + "ENERGY", + "SCIENCE", + "olimp", + "Answer", + "Answer", + "Nuclear" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "ENERGY", + "ENERGY", + "ANSWER", + "Unlock", + "Biotechnology", + "adrenaline", + "Chaos", + "Cyber" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Biotechnology", + "Optimization", + "Optimize", + "Metal", + "Biome", + "ENERGY", + "Industrial", + "Energ" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Convergence", + "Somos", + "Optimize", + "Sulf", + "Optimization", + "Optimizer", + "Minimize", + "Utilization" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Diversity", + "Entropy", + "Fract", + "Chaos", + "Hyd", + "Rain", + "Sustainable", + "Dys" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Often", + "Its", + "Should", + "Known", + "Requires", + "Recent", + "Due", + "Might" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Often", + "Successful", + "Known", + "Practice", + "Presence", + "Increased", + "Effective", + "Example" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Practice", + "Absorption", + "Exposure", + "Often", + "Increased", + "Mechanism", + "Improved", + "Extraction" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "optimization", + "transformation", + "integration", + "Increased", + "modification", + "Absorption", + "Integration", + "absorption" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "compression", + "growth", + "transformation", + "gravity", + "augmentation", + "oxidation", + "integration", + "expansion" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Oxidation", + "Fragmentation", + "Polarization", + "Socialism", + "Compression", + "Displacement", + "recursion", + "Turbulence" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Oxidation", + "Metallurgy", + "Corrosion", + "compaction", + "polymerization", + "强化", + "phosphorylation", + "hypertrophy" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Oxidation", + "polymerization", + "alloying", + "Dislocations", + "Metallurgy", + "Irradiation", + "Epoxy", + "fortification" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "alloying", + "合金", + "鍛", + "Metallurgy", + "alloy", + "ductility", + "hardening", + "强化" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "hardening", + "alloying", + "合金", + "hardening", + "强化", + "harden", + "alloy", + "鍛" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "合金", + "alloying", + "alloy", + "hardening", + "强化", + "strengthening", + "alloys", + "annealing" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "alloying", + "hardening", + "annealing", + "合金", + "alloy", + "strengthening", + "强化", + "hardening" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "alloying", + "hardening", + "precipitation", + "alloy", + "strengthening", + "annealing", + "合金", + "tempering" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "alloying", + "hardening", + "precipitation", + "Precipitation", + "annealing", + "tempering", + "strengthening", + "合金" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "precipitation", + "alloying", + "Precipitation", + "hardening", + "strengthening", + "precipitates", + "precipitation", + "合金" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "precipitation", + "Precipitation", + "alloying", + "hardening", + "precipitation", + "precipitates", + "Strengthening", + "Precip" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "precipitation", + "Precipitation", + "Work", + "Pre", + "Grain", + "Strain", + "precipitation", + "work" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Pre", + "Work", + "Strain", + "Grain", + "Solid", + "Qu", + "Cold", + "Hard" + ] + } + ], + "surprising": [ + { + "concept": "and", + "score": 23.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "that", + "score": 23.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "because", + "score": 18.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "also", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "Example", + "score": 14.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "alloying", + "score": 12.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "strengthening", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "strengthening", + "output_checked": true + }, + { + "concept": "tweet", + "score": 8.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "about", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "sentence", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "one", + "output_checked": true + }, + { + "concept": "imaginative", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "technique", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "strengthening", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-report-swap-a025/materials/dose-report-strengthening__grid.png", + "stream": "figures/gemma4-materials-report-swap-a025/materials/dose-report-strengthening__stream.png", + "trajectory": "figures/gemma4-materials-report-swap-a025/materials/dose-report-strengthening__trajectory.png", + "emergence": "figures/gemma4-materials-report-swap-a025/materials/dose-report-strengthening__emergence.png", + "heatmap": "figures/gemma4-materials-report-swap-a025/materials/dose-report-strengthening__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n", + "source": "Pre", + "target": "precipitation", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Pre", + 0.6030349135398865 + ], + [ + "Work", + 0.2911812365055084 + ], + [ + "Strain", + 0.05143919959664345 + ], + [ + "Grain", + 0.0422559529542923 + ], + [ + "Solid", + 0.0036108409985899925 + ], + [ + "Qu", + 0.002712381538003683 + ], + [ + "Cold", + 0.002194484695792198 + ], + [ + "Hard", + 0.0006799895199947059 + ] + ], + "swapped_top": [ + [ + "Work", + 0.9392488598823547 + ], + [ + "**", + 0.03096568025648594 + ], + [ + "Grain", + 0.014653959311544895 + ], + [ + "Strain", + 0.012179997749626637 + ], + [ + "Qu", + 0.0010672960197553039 + ], + [ + "\\", + 0.0010193509515374899 + ], + [ + "Cold", + 0.00023300942848436534 + ], + [ + "Anne", + 0.00019106459512840956 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 28, + "target_rank_clean": 8, + "target_rank_swapped": 1752, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Pre", + "trials": [ + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n", + "source": "Pre", + "target": "precipitation", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Pre", + 0.6030349135398865 + ], + [ + "Work", + 0.2911812365055084 + ], + [ + "Strain", + 0.05143919959664345 + ], + [ + "Grain", + 0.0422559529542923 + ], + [ + "Solid", + 0.0036108409985899925 + ], + [ + "Qu", + 0.002712381538003683 + ], + [ + "Cold", + 0.002194484695792198 + ], + [ + "Hard", + 0.0006799895199947059 + ] + ], + "swapped_top": [ + [ + "Work", + 0.9392488598823547 + ], + [ + "**", + 0.03096568025648594 + ], + [ + "Grain", + 0.014653959311544895 + ], + [ + "Strain", + 0.012179997749626637 + ], + [ + "Qu", + 0.0010672960197553039 + ], + [ + "\\", + 0.0010193509515374899 + ], + [ + "Cold", + 0.00023300942848436534 + ], + [ + "Anne", + 0.00019106459512840956 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 28, + "target_rank_clean": 8, + "target_rank_swapped": 1752, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n", + "source": "Pre", + "target": "solution", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Pre", + 0.6030349135398865 + ], + [ + "Work", + 0.2911812365055084 + ], + [ + "Strain", + 0.05143919959664345 + ], + [ + "Grain", + 0.0422559529542923 + ], + [ + "Solid", + 0.0036108409985899925 + ], + [ + "Qu", + 0.002712381538003683 + ], + [ + "Cold", + 0.002194484695792198 + ], + [ + "Hard", + 0.0006799895199947059 + ] + ], + "swapped_top": [ + [ + "**", + 0.7602333426475525 + ], + [ + "Precipitation", + 0.08218605071306229 + ], + [ + "", + 0.062497496604919434 + ], + [ + "", + 0.04779289290308952 + ], + [ + "**", + 0.011948076076805592 + ], + [ + "precipitation", + 0.009233356453478336 + ], + [ + "Grain", + 0.006407774053514004 + ], + [ + "Allo", + 0.0038209983613342047 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1722, + "target_rank_clean": 350, + "target_rank_swapped": 1466, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n", + "source": "Pre", + "target": "grain", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Pre", + 0.6030349135398865 + ], + [ + "Work", + 0.2911812365055084 + ], + [ + "Strain", + 0.05143919959664345 + ], + [ + "Grain", + 0.0422559529542923 + ], + [ + "Solid", + 0.0036108409985899925 + ], + [ + "Qu", + 0.002712381538003683 + ], + [ + "Cold", + 0.002194484695792198 + ], + [ + "Hard", + 0.0006799895199947059 + ] + ], + "swapped_top": [ + [ + "Precipitation", + 0.8903146386146545 + ], + [ + "**", + 0.05465203896164894 + ], + [ + "Work", + 0.034616388380527496 + ], + [ + "", + 0.004898404702544212 + ], + [ + "**", + 0.0026342682540416718 + ], + [ + "Work", + 0.0021943822503089905 + ], + [ + "Hard", + 0.0018244223902001977 + ], + [ + "Precip", + 0.001703987130895257 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 27, + "target_rank_clean": 432, + "target_rank_swapped": 120684, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n", + "source": "Pre", + "target": "work", + "alpha": 0.25, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Pre", + 0.6030349135398865 + ], + [ + "Work", + 0.2911812365055084 + ], + [ + "Strain", + 0.05143919959664345 + ], + [ + "Grain", + 0.0422559529542923 + ], + [ + "Solid", + 0.0036108409985899925 + ], + [ + "Qu", + 0.002712381538003683 + ], + [ + "Cold", + 0.002194484695792198 + ], + [ + "Hard", + 0.0006799895199947059 + ] + ], + "swapped_top": [ + [ + "", + 0.6153995990753174 + ], + [ + "**", + 0.34065353870391846 + ], + [ + "hardening", + 0.011056821793317795 + ], + [ + "strengthening", + 0.008835281245410442 + ], + [ + "", + 0.0042589083313941956 + ], + [ + "solidification", + 0.001293274573981762 + ], + [ + "thickening", + 0.0011506638256832957 + ], + [ + "strength", + 0.0011074651265516877 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 8397, + "target_rank_clean": 34, + "target_rank_swapped": 83140, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 4, + "protocol_success_rate": 0.0 + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-materials-report-swap-a05.json b/jlens_materials/runs/gemma4-materials-report-swap-a05.json new file mode 100644 index 0000000000000000000000000000000000000000..5261d2cf7c7101c2045ef3278c3a49978f459da8 --- /dev/null +++ b/jlens_materials/runs/gemma4-materials-report-swap-a05.json @@ -0,0 +1,7479 @@ +{ + "format_version": 2, + "created_at": "2026-07-10T21:36:23.299267+00:00", + "model": "google/gemma-4-E4B-it", + "model_identity": { + "requested_id": "google/gemma-4-E4B-it", + "requested_revision": null, + "model_class": "Gemma4ForConditionalGeneration", + "config_name_or_path": "google/gemma-4-E4B-it", + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-E4B-it", + "vocab_size": 262144, + "n_layers": 42, + "d_model": 2560, + "dtype": "float32" + }, + "tag": "gemma4-materials-report-swap-a05", + "n_layers": 42, + "d_model": 2560, + "lens_n_prompts": 1000, + "lens_provenance": null, + "methodology": { + "recipe": { + "name": "demo", + "n_fit": 12, + "max_seq_len": 64, + "target_layer": null, + "report_layer_count": null, + "skip_first": 16, + "strict_corpus": false, + "description": "Fast exploratory fit. Results from this profile are not a quantitative replication of the paper." + }, + "claims_level": "exploratory demo", + "paper_protocol_complete": false, + "strict_protocol": false, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 50, + "evaluation_max_seq_len": 512, + "generation_max_new_tokens": 1, + "model_revision": null, + "dtype": "float32", + "layer_stride": 1, + "prompt_source": "prompts/materials-report-swap-dose-v1.json", + "swaps_enabled": true, + "swap_alpha": 0.5 + }, + "shapes": [ + "REPORT_SWAP" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": {}, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 19, + "n_graded": 19, + "minimum_required": 50, + "sufficient_sample": false, + "protocol_success_rate": 0.0, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [ + "SWAPS" + ], + "prompts": [ + { + "slug": "dose-report-defect", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Crystalline defect report", + "description": "Dynamically select the clean report and install sibling defect coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n", + "prompt_tail": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 20 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "defect", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Vacancy", + "generated_token_ids": [ + 190211 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "interstitial", + "surfaces": [ + "interstitial" + ], + "token_ids": [ + 57610, + 181763 + ] + }, + { + "label": "twin", + "surfaces": [ + "twin" + ], + "token_ids": [ + 25276, + 123243, + 50863, + 135706 + ] + }, + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 0, + "best_depth": 82.9, + "onset_depth": 80.5, + "reached_top1": true, + "best_pos": 20, + "logit_lens_best_rank": 0 + }, + { + "label": "dislocation", + "best_rank": 7, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 8 + }, + { + "label": "interstitial", + "best_rank": 19, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 20 + }, + { + "label": "twin", + "best_rank": 890, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 389 + }, + { + "label": "boundary", + "best_rank": 403, + "best_depth": 56.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 549 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "a", + "d", + "o", + "r", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "al", + "emic", + "ried", + "er", + "ment", + "nce" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "lli", + "or", + "she", + "1", + "pple", + "nbsp", + "orse" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ish", + "ive", + "maybe", + "in", + "et", + "wards", + "elle", + "d" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "herself", + "she", + "elle", + "her", + "udos", + "ited", + "ally" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "she", + "herself", + "elle", + "ements", + "ally", + "her", + "she" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "she", + "her", + "she", + "etto", + "She", + "elle", + "herself", + "her" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "her", + "she", + "herself", + "นะคะ", + "veggies", + "kids", + "Yeah", + "그녀" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Ferdinand", + "Unfortunately", + "calmness", + "Almighty", + "So", + "her", + "herself", + "darling" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "atleast", + "mmmm", + "Unfortunately", + "upto", + "thats", + "fortun", + "The" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "hmm", + "Whilst", + "mmmm", + "kinda", + "wouldn", + "alot", + "Anyways", + "avoid" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "mmmm", + "alot", + "Whilst", + "kinda", + "hmm", + "amazing", + "maybe", + "AMAZING" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Whis", + "death", + "whisper", + "rumours", + "YES", + "Seek", + "Silence", + "whispers" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "UNKNOWN", + "xyz", + "Trivia", + "Joke", + "Whis", + "YES", + "Seek", + "Jaw" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Seek", + "Jaw", + "plexity", + "Einstein", + "Whis", + "YES", + "Soup", + "riddle" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "riddle", + "cryptic", + "FAKE", + "Answer", + "Jaw", + "Silence", + "joke", + "ambiguity" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "ANSWER", + "cryptic", + "Answer", + "monos", + "antwort", + "fleeting", + "symbolism", + "Ephemeral" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ANSWER", + "Answer", + "brevity", + "monos", + "answer", + "pneum", + "fleeting", + "NAME" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "ANSWER", + "Answer", + "Answer", + "Chlor", + "olymp", + "Biotechnology", + "brevity", + "SCIENCE" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Chaos", + "ANSWER", + "Answer", + "Entropy", + "Cyber", + "ENERGY", + "pneum", + "elektrom" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "pneum", + "Biome", + "gkin", + "Stainless", + "Biotechnology", + "Sodium", + "Energ", + "elektrom" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Somos", + "Sulf", + "Optimize", + "Convergence", + "Optimizer", + "Optimization", + "Minimize", + "Hyd" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Entropy", + "Chaos", + "Fract", + "Dys", + "entropy", + "Emerald", + "Là", + "Turb" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Often", + "Known", + "Maybe", + "Recent", + "Might", + "Should", + "might", + "Its" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Often", + "Known", + "Example", + "Presence", + "Existence", + "maybe", + "Otherwise", + "Maybe" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Presence", + "Wrong", + "Example", + "Often", + "vì", + "Existence", + "Dys", + "Excellent" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Dys", + "presence", + "deviation", + "Presence", + "opacity", + "Entropy", + "Fragmentation", + "corruption" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Dys", + "crash", + "Loss", + "Crash", + "chaos", + "Bott", + "Fract", + "corruption" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Fractals", + "Fragmentation", + "optosis", + "Erosion", + "Distortion", + "Racism", + "Turbulence", + "Hamlet" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Dislocations", + "Erosion", + "Corrosion", + "Distortion", + "Fractals", + "Fracture", + "Oxidation", + "Fragmentation" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Dislocations", + "Fracture", + "Oxidation", + "Distortion", + "Fract", + "Schottky", + "Fractals", + "偏差" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "缺陷", + "imperfection", + "Defects", + "defects", + "Dislocations", + "impurity", + "瑕", + "imperfections" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "defects", + "缺陷", + "Vacancy", + "dislocations", + "vacancy", + "imperfection", + "vacancies", + "Dislocations" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "vacancy", + "vacancies", + "Vacancy", + "defects", + "vacancy", + "缺陷", + "defect", + "Defects" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "vacancy", + "Vacancy", + "vacancies", + "vacancy", + "Vac", + "defects", + "defect", + "Defects" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "vacancy", + "Vacancy", + "vacancies", + "vacancy", + "Vac", + "defect", + "defects", + "dislocation" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "vacancy", + "Vacancy", + "vacancies", + "Vac", + "vacancy", + "defects", + "defect", + "Vac" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "vacancy", + "vacancies", + "Vacancy", + "Vac", + "vacancy", + "Vac", + "dislocation", + "vac" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "vacancy", + "Vacancy", + "vacancy", + "Vac", + "vacancies", + "Vac", + "vac", + "dislocation" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Vacancy", + "vacancy", + "vacancy", + "Vac", + "Vac", + "Dis", + "vacancies", + "Vacuum" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Vacancy", + "Vac", + "Dis", + "Interstitial", + "vacancy", + "Void", + "Sch", + "F" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 16.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "also", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "description", + "score": 12.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "in", + "output_checked": true + }, + { + "concept": "and", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Example", + "score": 10.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "that", + "score": 10.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "only", + "score": 8.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "about", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "sentence", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Example", + "score": 8.0, + "best_rank": 4, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "imaginative", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Perhaps", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-report-swap-a05/materials/dose-report-defect__grid.png", + "stream": "figures/gemma4-materials-report-swap-a05/materials/dose-report-defect__stream.png", + "trajectory": "figures/gemma4-materials-report-swap-a05/materials/dose-report-defect__trajectory.png", + "emergence": "figures/gemma4-materials-report-swap-a05/materials/dose-report-defect__emergence.png", + "heatmap": "figures/gemma4-materials-report-swap-a05/materials/dose-report-defect__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n", + "source": "Vacancy", + "target": "dislocation", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20 + ], + "clean_top": [ + [ + "Vacancy", + 0.9394376277923584 + ], + [ + "Vac", + 0.059544339776039124 + ], + [ + "Dis", + 0.0008438319782726467 + ], + [ + "Interstitial", + 6.705999112455174e-05 + ], + [ + "vacancy", + 5.267114102025516e-05 + ], + [ + "Void", + 2.7695612516254187e-05 + ], + [ + "Sch", + 7.963339157868177e-06 + ], + [ + "**", + 5.802299256174592e-06 + ] + ], + "swapped_top": [ + [ + "", + 0.8580137491226196 + ], + [ + "**", + 0.044496677815914154 + ], + [ + "defect", + 0.04391783848404884 + ], + [ + "", + 0.023445863276720047 + ], + [ + "crystalline", + 0.012632448226213455 + ], + [ + "defects", + 0.009408647194504738 + ], + [ + "**", + 0.001857325085438788 + ], + [ + "crystal", + 0.0015368014574050903 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 5812, + "target_rank_clean": 2357, + "target_rank_swapped": 32978, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Vacancy", + "trials": [ + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n", + "source": "Vacancy", + "target": "dislocation", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20 + ], + "clean_top": [ + [ + "Vacancy", + 0.9394376277923584 + ], + [ + "Vac", + 0.059544339776039124 + ], + [ + "Dis", + 0.0008438319782726467 + ], + [ + "Interstitial", + 6.705999112455174e-05 + ], + [ + "vacancy", + 5.267114102025516e-05 + ], + [ + "Void", + 2.7695612516254187e-05 + ], + [ + "Sch", + 7.963339157868177e-06 + ], + [ + "**", + 5.802299256174592e-06 + ] + ], + "swapped_top": [ + [ + "", + 0.8580137491226196 + ], + [ + "**", + 0.044496677815914154 + ], + [ + "defect", + 0.04391783848404884 + ], + [ + "", + 0.023445863276720047 + ], + [ + "crystalline", + 0.012632448226213455 + ], + [ + "defects", + 0.009408647194504738 + ], + [ + "**", + 0.001857325085438788 + ], + [ + "crystal", + 0.0015368014574050903 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 5812, + "target_rank_clean": 2357, + "target_rank_swapped": 32978, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n", + "source": "Vacancy", + "target": "interstitial", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20 + ], + "clean_top": [ + [ + "Vacancy", + 0.9394376277923584 + ], + [ + "Vac", + 0.059544339776039124 + ], + [ + "Dis", + 0.0008438319782726467 + ], + [ + "Interstitial", + 6.705999112455174e-05 + ], + [ + "vacancy", + 5.267114102025516e-05 + ], + [ + "Void", + 2.7695612516254187e-05 + ], + [ + "Sch", + 7.963339157868177e-06 + ], + [ + "**", + 5.802299256174592e-06 + ] + ], + "swapped_top": [ + [ + "", + 0.9868651032447815 + ], + [ + "**", + 0.004196552559733391 + ], + [ + "**", + 0.0027835993096232414 + ], + [ + "", + 0.002184813842177391 + ], + [ + "crystalline", + 0.0008556620450690389 + ], + [ + "", + 0.000632640381809324 + ], + [ + "", + 0.00035672701778821647 + ], + [ + "##", + 0.0002975397219415754 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 11735, + "target_rank_clean": 653, + "target_rank_swapped": 40784, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n", + "source": "Vacancy", + "target": "twin", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20 + ], + "clean_top": [ + [ + "Vacancy", + 0.9394376277923584 + ], + [ + "Vac", + 0.059544339776039124 + ], + [ + "Dis", + 0.0008438319782726467 + ], + [ + "Interstitial", + 6.705999112455174e-05 + ], + [ + "vacancy", + 5.267114102025516e-05 + ], + [ + "Void", + 2.7695612516254187e-05 + ], + [ + "Sch", + 7.963339157868177e-06 + ], + [ + "**", + 5.802299256174592e-06 + ] + ], + "swapped_top": [ + [ + "", + 0.9937020540237427 + ], + [ + "", + 0.00244676205329597 + ], + [ + "", + 0.0023214221000671387 + ], + [ + "", + 0.000630699098110199 + ], + [ + "", + 0.00019518553745001554 + ], + [ + "**", + 0.0001257528056157753 + ], + [ + ".", + 7.535787881352007e-05 + ], + [ + "**", + 3.2537875085836276e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 57482, + "target_rank_clean": 111820, + "target_rank_swapped": 58720, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n", + "source": "Vacancy", + "target": "boundary", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20 + ], + "clean_top": [ + [ + "Vacancy", + 0.9394376277923584 + ], + [ + "Vac", + 0.059544339776039124 + ], + [ + "Dis", + 0.0008438319782726467 + ], + [ + "Interstitial", + 6.705999112455174e-05 + ], + [ + "vacancy", + 5.267114102025516e-05 + ], + [ + "Void", + 2.7695612516254187e-05 + ], + [ + "Sch", + 7.963339157868177e-06 + ], + [ + "**", + 5.802299256174592e-06 + ] + ], + "swapped_top": [ + [ + "", + 0.8856363296508789 + ], + [ + "", + 0.0836011990904808 + ], + [ + ":", + 0.013354254886507988 + ], + [ + "", + 0.008431407622992992 + ], + [ + ".", + 0.0048067932948470116 + ], + [ + "", + 0.002323620021343231 + ], + [ + "", + 0.0010915709426626563 + ], + [ + "**", + 0.0002908007591031492 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 38744, + "target_rank_clean": 165485, + "target_rank_swapped": 69688, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 4, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-failure", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Failure-mode report", + "description": "Dynamically select the clean report and install sibling failure-mode coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n", + "prompt_tail": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 21 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "failure-mode", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Fat", + "generated_token_ids": [ + 77310 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + }, + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 51, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 49 + }, + { + "label": "brittle", + "best_rank": 9, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 5 + }, + { + "label": "fatigue", + "best_rank": 0, + "best_depth": 87.8, + "onset_depth": 82.9, + "reached_top1": true, + "best_pos": 21, + "logit_lens_best_rank": 1 + }, + { + "label": "cleavage", + "best_rank": 81, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 50 + }, + { + "label": "creep", + "best_rank": 20, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 11 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "a", + "d", + "o", + "r", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "emic", + "al", + "ried", + "er", + "ment", + "etal" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "lli", + "or", + "she", + "1", + "pple", + "orse", + "nbsp" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ive", + "ish", + "elle", + "in", + "et", + "maybe", + "d", + "her" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "herself", + "she", + "elle", + "her", + "udos", + "ça", + "she" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "she", + "herself", + "elle", + "she", + "her", + "ally", + "ements" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "she", + "her", + "she", + "She", + "herself", + "elle", + "etto", + "그녀" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "her", + "she", + "herself", + "นะคะ", + "veggies", + "kids", + "Yeah", + "그녀" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Ferdinand", + "Unfortunately", + "calmness", + "Almighty", + "So", + "her", + "So", + "Would" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "atleast", + "mmmm", + "thats", + "Unfortunately", + "upto", + "The", + "swift" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "kinda", + "hmm", + "alot", + "thats", + "wouldn", + "mmmm", + "wouldnt", + "crazy" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "alot", + "thats", + "kinda", + "mmmm", + "maybe", + "wouldnt", + "Whats", + "amazing" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "death", + "Death", + "Whis", + "hmm", + "thats", + "whisper", + "wouldnt", + "Silence" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "Zombie", + "UNKNOWN", + "Fuck", + "Joke", + "ERROR", + "ChatGPT", + "xyz", + "Whis" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Zombie", + "Fuck", + "Chaos", + "Soup", + "Survival", + "hmm", + "Void", + "fuck" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Zombie", + "FAKE", + "ambiguity", + "Silence", + "joke", + "Chaos", + "cryptic", + "chaos" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "brevity", + "fleeting", + "adrenaline", + "cryptic", + "Silence", + "ANSWER", + "adrenal", + "Entropy" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "brevity", + "ANSWER", + "Answer", + "Chaos", + "fleeting", + "adrenaline", + "succinctly", + "dystopian" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "brevity", + "Chaos", + "Cyber", + "Answer", + "ANSWER", + "Chaos", + "Biotechnology", + "Answer" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Chaos", + "Cyber", + "adrenaline", + "Entropy", + "ENERGY", + "Chaos", + "Panic", + "brevity" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Optimization", + "Stainless", + "能源", + "Cyber", + "pneum", + "Biome", + "Industrial", + "Biotechnology" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Somos", + "Optimize", + "Sulf", + "Optimization", + "Convergence", + "Jump", + "Optimizer", + "Minimize" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Chaos", + "chaos", + "destruction", + "Dys", + "Entropy", + "Fract", + "entropy", + "Diversity" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Due", + "Often", + "Its", + "due", + "Requires", + "Recent", + "Should", + "Potential" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Wrong", + "Failed", + "Lack", + "Often", + "Failure", + "might", + "Maybe", + "Efficiency" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Failed", + "Failure", + "Wrong", + "Lack", + "Unexpected", + "Violation", + "Corruption", + "Loss" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "corruption", + "failure", + "Failure", + "Loss", + "destruction", + "Corruption", + "erosion", + "Failed" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "erosion", + "collapse", + "Loss", + "destruction", + "corruption", + "loss", + "failure", + "Collapse" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "deterioro", + "Erosion", + "deterioration", + "Collapse", + "Fragmentation", + "Decline", + "Oxidation", + "contaminación" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Erosion", + "Corrosion", + "劣化", + "deterioro", + "deterioration", + "corrosion", + "Collapse", + "Degrad" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Corrosion", + "deterioration", + "corrosion", + "劣化", + "Fracture", + "Erosion", + "deterioro", + "Oxidation" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "corrosion", + "Corrosion", + "deterioration", + "Fracture", + "fracture", + "劣化", + "破損", + "Erosion" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "corrosion", + "裂", + "fracture", + "cracking", + "cracks", + "Corrosion", + "Fracture", + "deterioration" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "fracture", + "fatigue", + "cracking", + "cracks", + "疲", + "crack", + "corrosion", + "Fracture" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "fracture", + "fatigue", + "cracking", + "cracks", + "corrosion", + "Fracture", + "crack", + "Fatigue" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "fatigue", + "fracture", + "corrosion", + "cracking", + "Fracture", + "cracks", + "Fatigue", + "crack" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "fatigue", + "fracture", + "corrosion", + "cracking", + "Fracture", + "Fatigue", + "crack", + "cracks" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "fatigue", + "fracture", + "Fatigue", + "corrosion", + "cracking", + "Fracture", + "crack", + "疲" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "fatigue", + "Fatigue", + "fracture", + "Fracture", + "corrosion", + "Fat", + "cracking", + "Fract" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Fat", + "Fract", + "fatigue", + "Cor", + "Fatigue", + "Fracture", + "Cre", + "Cr" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Fat", + "Fract", + "Cre", + "Cor", + "Cr", + "Br", + "Crack", + "Yield" + ] + } + ], + "surprising": [ + { + "concept": "scenario", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "because", + "score": 17.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "and", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "also", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "Example", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "description", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "that", + "score": 11.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "mode", + "output_checked": true + }, + { + "concept": "sentence", + "score": 11.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "one", + "output_checked": true + }, + { + "concept": "tweet", + "score": 9.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Then", + "score": 8.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "about", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "imaginative", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-report-swap-a05/materials/dose-report-failure__grid.png", + "stream": "figures/gemma4-materials-report-swap-a05/materials/dose-report-failure__stream.png", + "trajectory": "figures/gemma4-materials-report-swap-a05/materials/dose-report-failure__trajectory.png", + "emergence": "figures/gemma4-materials-report-swap-a05/materials/dose-report-failure__emergence.png", + "heatmap": "figures/gemma4-materials-report-swap-a05/materials/dose-report-failure__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n", + "source": "Fat", + "target": "ductile", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Fat", + 0.6501960158348083 + ], + [ + "Fract", + 0.26546522974967957 + ], + [ + "Cre", + 0.0632791742682457 + ], + [ + "Cor", + 0.010528599843382835 + ], + [ + "Cr", + 0.006391939241439104 + ], + [ + "Br", + 0.0033330630976706743 + ], + [ + "Crack", + 0.0007112449966371059 + ], + [ + "Yield", + 2.7293084713164717e-05 + ] + ], + "swapped_top": [ + [ + "", + 0.987747073173523 + ], + [ + ",", + 0.005765726324170828 + ], + [ + "**", + 0.0020377773325890303 + ], + [ + "", + 0.0005680547328665853 + ], + [ + "Damage", + 0.00025777597329579294 + ], + [ + "(", + 0.00020387870608828962 + ], + [ + "The", + 0.00016845203936100006 + ], + [ + "Sud", + 0.00012149297981522977 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 133, + "target_rank_clean": 6427, + "target_rank_swapped": 104436, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Fat", + "trials": [ + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n", + "source": "Fat", + "target": "ductile", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Fat", + 0.6501960158348083 + ], + [ + "Fract", + 0.26546522974967957 + ], + [ + "Cre", + 0.0632791742682457 + ], + [ + "Cor", + 0.010528599843382835 + ], + [ + "Cr", + 0.006391939241439104 + ], + [ + "Br", + 0.0033330630976706743 + ], + [ + "Crack", + 0.0007112449966371059 + ], + [ + "Yield", + 2.7293084713164717e-05 + ] + ], + "swapped_top": [ + [ + "", + 0.987747073173523 + ], + [ + ",", + 0.005765726324170828 + ], + [ + "**", + 0.0020377773325890303 + ], + [ + "", + 0.0005680547328665853 + ], + [ + "Damage", + 0.00025777597329579294 + ], + [ + "(", + 0.00020387870608828962 + ], + [ + "The", + 0.00016845203936100006 + ], + [ + "Sud", + 0.00012149297981522977 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 133, + "target_rank_clean": 6427, + "target_rank_swapped": 104436, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n", + "source": "Fat", + "target": "brittle", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Fat", + 0.6501960158348083 + ], + [ + "Fract", + 0.26546522974967957 + ], + [ + "Cre", + 0.0632791742682457 + ], + [ + "Cor", + 0.010528599843382835 + ], + [ + "Cr", + 0.006391939241439104 + ], + [ + "Br", + 0.0033330630976706743 + ], + [ + "Crack", + 0.0007112449966371059 + ], + [ + "Yield", + 2.7293084713164717e-05 + ] + ], + "swapped_top": [ + [ + "", + 0.9109483361244202 + ], + [ + "Failure", + 0.05710882693529129 + ], + [ + "**", + 0.015800880268216133 + ], + [ + "Fract", + 0.0096487021073699 + ], + [ + "Break", + 0.0008470335160382092 + ], + [ + "Deg", + 0.0008051631157286465 + ], + [ + "R", + 0.0006632572039961815 + ], + [ + "Collapse", + 0.0005536069511435926 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 8, + "target_rank_clean": 214, + "target_rank_swapped": 133005, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n", + "source": "Fat", + "target": "fatigue", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Fat", + 0.6501960158348083 + ], + [ + "Fract", + 0.26546522974967957 + ], + [ + "Cre", + 0.0632791742682457 + ], + [ + "Cor", + 0.010528599843382835 + ], + [ + "Cr", + 0.006391939241439104 + ], + [ + "Br", + 0.0033330630976706743 + ], + [ + "Crack", + 0.0007112449966371059 + ], + [ + "Yield", + 2.7293084713164717e-05 + ] + ], + "swapped_top": [ + [ + "**", + 0.7820721864700317 + ], + [ + "Cor", + 0.09387170523405075 + ], + [ + "", + 0.021815743297338486 + ], + [ + "Fract", + 0.021785015240311623 + ], + [ + "W", + 0.013336993753910065 + ], + [ + "Cr", + 0.012847240082919598 + ], + [ + "E", + 0.010008227080106735 + ], + [ + "Br", + 0.006534152198582888 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 407, + "target_rank_clean": 26, + "target_rank_swapped": 82581, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n", + "source": "Fat", + "target": "cleavage", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Fat", + 0.6501960158348083 + ], + [ + "Fract", + 0.26546522974967957 + ], + [ + "Cre", + 0.0632791742682457 + ], + [ + "Cor", + 0.010528599843382835 + ], + [ + "Cr", + 0.006391939241439104 + ], + [ + "Br", + 0.0033330630976706743 + ], + [ + "Crack", + 0.0007112449966371059 + ], + [ + "Yield", + 2.7293084713164717e-05 + ] + ], + "swapped_top": [ + [ + "Fract", + 0.6584171056747437 + ], + [ + "**", + 0.11645228415727615 + ], + [ + "Cre", + 0.1146026998758316 + ], + [ + "Br", + 0.05449645221233368 + ], + [ + "Cor", + 0.0425872728228569 + ], + [ + "Cr", + 0.012909844517707825 + ], + [ + "##", + 0.00010578349611023441 + ], + [ + "Crack", + 7.896092574810609e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 8, + "target_rank_clean": 22946, + "target_rank_swapped": 135429, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n", + "source": "Fat", + "target": "creep", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Fat", + 0.6501960158348083 + ], + [ + "Fract", + 0.26546522974967957 + ], + [ + "Cre", + 0.0632791742682457 + ], + [ + "Cor", + 0.010528599843382835 + ], + [ + "Cr", + 0.006391939241439104 + ], + [ + "Br", + 0.0033330630976706743 + ], + [ + "Crack", + 0.0007112449966371059 + ], + [ + "Yield", + 2.7293084713164717e-05 + ] + ], + "swapped_top": [ + [ + "**", + 0.9100710153579712 + ], + [ + "Failure", + 0.014915663748979568 + ], + [ + "Ox", + 0.010968959890305996 + ], + [ + "Cor", + 0.007761721964925528 + ], + [ + "Chemical", + 0.007574694696813822 + ], + [ + "", + 0.007164753973484039 + ], + [ + "Fract", + 0.005498826969414949 + ], + [ + "Cat", + 0.004646622575819492 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 49, + "target_rank_clean": 382, + "target_rank_swapped": 144846, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 5, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-lattice", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Crystal-lattice report", + "description": "Dynamically select the clean report and install sibling lattice coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n", + "prompt_tail": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 21 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "FCC", + "generated_token_ids": [ + 216015 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "FCC", + "surfaces": [ + "FCC" + ], + "token_ids": [ + 60822, + 216015, + 191332 + ] + }, + { + "label": "BCC", + "surfaces": [ + "BCC" + ], + "token_ids": [ + 161574, + 161507 + ] + }, + { + "label": "HCP", + "surfaces": [ + "HCP" + ], + "token_ids": [ + 144542 + ] + } + ], + "emergence": [ + { + "label": "FCC", + "best_rank": 0, + "best_depth": 87.8, + "onset_depth": 75.6, + "reached_top1": true, + "best_pos": 21, + "logit_lens_best_rank": 0 + }, + { + "label": "BCC", + "best_rank": 1, + "best_depth": 87.8, + "onset_depth": 85.4, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 2 + }, + { + "label": "HCP", + "best_rank": 2, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 8 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "a", + "d", + "o", + "r", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "al", + "emic", + "ried", + "er", + "ment", + "etal" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "lli", + "or", + "she", + "1", + "nbsp", + "ou", + "pple" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ive", + "in", + "elle", + "PF", + "ish", + "d", + "et", + "ve" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "herself", + "she", + "elle", + "her", + "ited", + "udos", + "ally" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "herself", + "she", + "elle", + "ally", + "her", + "avel", + "ements" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "kiddos", + "alot", + "whats", + "thats", + "she", + "udos", + "Okay", + "yo" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Yeah", + "pretty", + "นะคะ", + "kids", + "her", + "Okay", + "just", + "whats" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Ferdinand", + "Unfortunately", + "Washington", + "Would", + "Would", + "pretty", + "and", + "Yeah" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "mmmm", + "Unfortunately", + "thats", + "atleast", + "The", + "swift", + "Incorrect" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "Whilst", + "whilst", + "Whilst", + "colour", + "shire", + "humour", + "savoury", + "avoid" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "Whilst", + "whilst", + "Whilst", + "colour", + "mmmm", + "savoury", + "alot", + "avoid" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "rumours", + "odour", + "Whilst", + "humour", + "rumour", + "whilst", + "savoury", + "prioritise" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "Trivia", + "Incorrect", + "trivia", + "UNKNOWN", + "Joke", + "Scientific", + "Scient", + "humour" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "riddle", + "Incorrect", + "INGO", + "matical", + "Jaw", + "Joke", + "actose", + "Einstein" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Answer", + "riddle", + "FAKE", + "cryptic", + "answer", + "answer", + "antwort", + "ANSWER" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "monos", + "cryptic", + "abbreviation", + "breviation", + "simbol", + "symbol", + "acronym", + "ANSWER" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "monos", + "brevity", + "ANSWER", + "breviation", + "Nuclear", + "Chlor", + "abbreviation", + "NUCLEAR" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "Chlor", + "Emoji", + "monos", + "Nuclear", + "Carbon", + "olimp", + "SCIENCE", + "brevity" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Chlor", + "ANSWER", + "monos", + "ENERGY", + "Chlor", + "Emoji", + "Nitrogen", + "iodine" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Biotechnology", + "Indust", + "Nuclear", + "ATOM", + "pneum", + "Calcium", + "breviation", + "iodine" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "TEC", + "Somos", + "NYC", + "Cite", + "Jump", + "BIB", + "Sulf", + "EtOH" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Là", + "Huge", + "YES", + "Fract", + "Oui", + "Dys", + "Diesel", + "Chaos" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Often", + "Maybe", + "Often", + "Known", + "Might", + "Example", + "THIS", + "Should" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Often", + "Often", + "Example", + "Maybe", + "Usually", + "Known", + "Might", + "Its" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Often", + "Often", + "Usually", + "Typically", + "Maybe", + "Example", + "Typical", + "Porque" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Fitz", + "RGB", + "CMR", + "Typically", + "PEM", + "Pax", + "Often", + "Lucy" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "ROY", + "PEM", + "VF", + "QE", + "RGB", + "CJ", + "GFP", + "LK" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "WWW", + "SUS", + "LOL", + "BOB", + "BX", + "BAL", + "POL", + "BTW" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "NaCl", + "PLA", + "WWW", + "HDPE", + "SUS", + "CMOS", + "SMO", + "CONFIG" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "NaCl", + "PLA", + "SiO", + "FCC", + "ZnO", + "HDPE", + "isotropic", + "HCl" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "NaCl", + "FCC", + "NaCl", + "SiO", + "晶", + "lattice", + "MgO", + "ZnO" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "NaCl", + "FCC", + "NaCl", + "晶", + "立方", + "lattice", + "BCC", + "CMOS" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "NaCl", + "lattice", + "晶", + "lattices", + "立方", + "NaCl", + "hexagonal", + "cubic" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "NaCl", + "FCC", + "BCC", + "lattice", + "lattices", + "FCC", + "NaCl", + "晶" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "FCC", + "BCC", + "NaCl", + "cubic", + "fcc", + "HCP", + "FCC", + "立方" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "FCC", + "BCC", + "HCP", + "FCC", + "NaCl", + "fcc", + "cubic", + "NaCl" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "FCC", + "BCC", + "FCC", + "fcc", + "HCP", + "NaCl", + "cubic", + "NaCl" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "FCC", + "BCC", + "FCC", + "fcc", + "HCP", + "cubic", + "NaCl", + "SCC" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "FCC", + "FCC", + "BCC", + "SC", + "fcc", + "cubic", + "B", + "bcc" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "FCC", + "B", + "F", + "SC", + "f", + "C", + "Cs", + "NaCl" + ] + } + ], + "surprising": [ + { + "concept": "and", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "because", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "examples", + "score": 15.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "also", + "score": 13.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "example", + "score": 12.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "NaCl", + "score": 11.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "model", + "output_checked": true + }, + { + "concept": "Example", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Either", + "score": 9.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "model", + "output_checked": true + }, + { + "concept": "about", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "for", + "score": 8.0, + "best_rank": 2, + "best_depth": 78.0, + "near_token": "abbreviation", + "output_checked": true + }, + { + "concept": "imaginative", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "emoji", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "one", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-report-swap-a05/materials/dose-report-lattice__grid.png", + "stream": "figures/gemma4-materials-report-swap-a05/materials/dose-report-lattice__stream.png", + "trajectory": "figures/gemma4-materials-report-swap-a05/materials/dose-report-lattice__trajectory.png", + "emergence": "figures/gemma4-materials-report-swap-a05/materials/dose-report-lattice__emergence.png", + "heatmap": "figures/gemma4-materials-report-swap-a05/materials/dose-report-lattice__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n", + "source": "FCC", + "target": "BCC", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "FCC", + 0.9444856643676758 + ], + [ + "B", + 0.02515692263841629 + ], + [ + "F", + 0.013032384216785431 + ], + [ + "SC", + 0.006592345889657736 + ], + [ + "**", + 0.004213536158204079 + ], + [ + "$\\", + 0.0022315778769552708 + ], + [ + "f", + 0.0018136786529794335 + ], + [ + "C", + 0.001165101770311594 + ] + ], + "swapped_top": [ + [ + "C", + 0.7021731734275818 + ], + [ + "**", + 0.21556209027767181 + ], + [ + "SC", + 0.03907226026058197 + ], + [ + "$\\", + 0.02073359489440918 + ], + [ + "c", + 0.00943247601389885 + ], + [ + "Cs", + 0.0037049592938274145 + ], + [ + "", + 0.003094791667535901 + ], + [ + "f", + 0.0017893267795443535 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 63, + "target_rank_clean": 148, + "target_rank_swapped": 7190, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "FCC", + "trials": [ + { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n", + "source": "FCC", + "target": "BCC", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "FCC", + 0.9444856643676758 + ], + [ + "B", + 0.02515692263841629 + ], + [ + "F", + 0.013032384216785431 + ], + [ + "SC", + 0.006592345889657736 + ], + [ + "**", + 0.004213536158204079 + ], + [ + "$\\", + 0.0022315778769552708 + ], + [ + "f", + 0.0018136786529794335 + ], + [ + "C", + 0.001165101770311594 + ] + ], + "swapped_top": [ + [ + "C", + 0.7021731734275818 + ], + [ + "**", + 0.21556209027767181 + ], + [ + "SC", + 0.03907226026058197 + ], + [ + "$\\", + 0.02073359489440918 + ], + [ + "c", + 0.00943247601389885 + ], + [ + "Cs", + 0.0037049592938274145 + ], + [ + "", + 0.003094791667535901 + ], + [ + "f", + 0.0017893267795443535 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 63, + "target_rank_clean": 148, + "target_rank_swapped": 7190, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n", + "source": "FCC", + "target": "HCP", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "FCC", + 0.9444856643676758 + ], + [ + "B", + 0.02515692263841629 + ], + [ + "F", + 0.013032384216785431 + ], + [ + "SC", + 0.006592345889657736 + ], + [ + "**", + 0.004213536158204079 + ], + [ + "$\\", + 0.0022315778769552708 + ], + [ + "f", + 0.0018136786529794335 + ], + [ + "C", + 0.001165101770311594 + ] + ], + "swapped_top": [ + [ + "C", + 0.8089904189109802 + ], + [ + "**", + 0.08207053691148758 + ], + [ + "B", + 0.07703874260187149 + ], + [ + "$\\", + 0.017101991921663284 + ], + [ + "SC", + 0.009225234389305115 + ], + [ + "Cs", + 0.003995618317276239 + ], + [ + "F", + 0.0010257798712700605 + ], + [ + "", + 0.0001559418742544949 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 16, + "target_rank_clean": 1504, + "target_rank_swapped": 41947, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 2, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-deformation", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Deformation-mechanism report", + "description": "Dynamically select the clean report and install sibling deformation coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n", + "prompt_tail": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 21 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Plastic", + "generated_token_ids": [ + 99176 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + }, + { + "label": "twinning", + "surfaces": [ + "twinning" + ], + "token_ids": [ + 192329 + ] + }, + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + } + ], + "emergence": [ + { + "label": "slip", + "best_rank": 19, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 14 + }, + { + "label": "twinning", + "best_rank": 137, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 61 + }, + { + "label": "creep", + "best_rank": 5, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 1 + }, + { + "label": "diffusion", + "best_rank": 13, + "best_depth": 65.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 58 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "a", + "d", + "o", + "r", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "emic", + "al", + "ried", + "er", + "ment", + "etal" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "lli", + "she", + "or", + "1", + "pple", + "orse", + "ou" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ish", + "ive", + "in", + "elle", + "et", + "her", + "wards", + "maybe" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "herself", + "she", + "elle", + "her", + "udos", + "ça", + "she" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "she", + "herself", + "elle", + "she", + "her", + "ally", + "ements" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "she", + "her", + "she", + "herself", + "She", + "etto", + "elle", + "그녀" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "her", + "she", + "herself", + "kids", + "นะคะ", + "veggies", + "Yeah", + "그녀" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Ferdinand", + "calmness", + "Almighty", + "Unfortunately", + "So", + "So", + "Zam", + "splendid" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "atleast", + "alot", + "mmmm", + "upto", + "thats", + "Unfortunately", + "The", + "swift" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "hmm", + "kinda", + "Whilst", + "alot", + "Firstly", + "Anyways", + "crazy", + "amazing" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "alot", + "mmmm", + "maybe", + "thats", + "kinda", + "Whilst", + "amazing", + "hmm" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "rumours", + "death", + "YES", + "prioritise", + "hmm", + "xyz", + "Firstly", + "odour" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "xyz", + "YES", + "mention", + "UNKNOWN", + "Jaw", + "Incorrect", + "ChatGPT", + "Einstein" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Jaw", + "Fuck", + "YES", + "xyz", + "pure", + "Survival", + "plexity", + "Einstein" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "FAKE", + "ambiguity", + "Jaw", + "Answer", + "cryptic", + "Brain", + "Silence", + "RESPONSE" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "ANSWER", + "ronym", + "monos", + "adrenaline", + "brevity", + "physiological", + "cryptic", + "adrenal" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "brevity", + "ANSWER", + "Answer", + "monos", + "physiological", + "abiotic", + "ENERGY", + "pneum" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "Biotechnology", + "SCIENCE", + "ANSWER", + "ENERGY", + "brevity", + "abiotic", + "Nuclear", + "olymp" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "ENERGY", + "Chaos", + "Entropy", + "ENERGY", + "adrenaline", + "Cyber", + "Biotechnology", + "ANSWER" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Biotechnology", + "Biome", + "kinetic", + "Industrial", + "Optimization", + "ENERGY", + "Energ", + "能源" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Optimize", + "Somos", + "Convergence", + "Sulf", + "Optimization", + "Minimize", + "Optimizer", + "Minimal" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Entropy", + "Chaos", + "Diversity", + "Fract", + "Dys", + "Hyd", + "entropy", + "Diesel" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Often", + "Should", + "Its", + "Might", + "Known", + "Recent", + "Requires", + "might" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Often", + "Practice", + "Example", + "Known", + "Should", + "Maybe", + "Might", + "Otherwise" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Practice", + "Transformation", + "Exposure", + "transformation", + "Absorption", + "Might", + "Evolution", + "Entropy" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "transformation", + "Transformation", + "growth", + "absorption", + "destruction", + "Absorption", + "Evolution", + "infiltration" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "transformation", + "growth", + "Transformation", + "erosion", + "Evolution", + "Growth", + "regression", + "destruction" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Fragmentation", + "Erosion", + "Oxidation", + "Displacement", + "transformation", + "Fragmentation", + "Transformation", + "Turbulence" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Erosion", + "Deformation", + "Oxidation", + "Fragmentation", + "Dislocations", + "Corrosion", + "Displacement", + "Turbulence" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Deformation", + "Dislocations", + "Fracture", + "Oxidation", + "deformation", + "Erosion", + "optosis", + "deformation" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "deformation", + "Deformation", + "deformation", + "变形", + "Dislocations", + "Fracture", + "bending", + "plasticity" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "deformation", + "plasticity", + "ductile", + "Deformation", + "塑", + "deformation", + "ductility", + "Plastic" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "deformation", + "Deformation", + "plasticity", + "deformation", + "deform", + "creep", + "变形", + "Plastic" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "deformation", + "plasticity", + "Deformation", + "Plastic", + "deformation", + "Plastic", + "creep", + "ductile" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "deformation", + "plasticity", + "Plastic", + "ductile", + "plastic", + "Deformation", + "塑", + "deformation" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "deformation", + "plasticity", + "塑", + "Plastic", + "plastic", + "Plastic", + "ductile", + "plast" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "plasticity", + "Plastic", + "塑", + "plastic", + "Plastic", + "deformation", + "plast", + "plastic" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Plastic", + "Plastic", + "plasticity", + "plastic", + "塑", + "plastic", + "Slip", + "deformation" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Plastic", + "Pl", + "Slip", + "D", + "Cre", + "De", + "Dis", + "Yield" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Plastic", + "D", + "Slip", + "Cre", + "Yield", + "Pl", + "Dis", + "Rec" + ] + } + ], + "surprising": [ + { + "concept": "that", + "score": 29.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "material", + "output_checked": true + }, + { + "concept": "because", + "score": 21.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "Example", + "score": 17.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "also", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "and", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "description", + "score": 9.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "detail", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "in", + "output_checked": true + }, + { + "concept": "about", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "sentence", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "one", + "output_checked": true + }, + { + "concept": "imaginative", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "plasticity", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "mechanism", + "output_checked": true + }, + { + "concept": "scenario", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "deformation", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-report-swap-a05/materials/dose-report-deformation__grid.png", + "stream": "figures/gemma4-materials-report-swap-a05/materials/dose-report-deformation__stream.png", + "trajectory": "figures/gemma4-materials-report-swap-a05/materials/dose-report-deformation__trajectory.png", + "emergence": "figures/gemma4-materials-report-swap-a05/materials/dose-report-deformation__emergence.png", + "heatmap": "figures/gemma4-materials-report-swap-a05/materials/dose-report-deformation__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n", + "source": "Plastic", + "target": "slip", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Plastic", + 0.8317742347717285 + ], + [ + "D", + 0.07106970250606537 + ], + [ + "Slip", + 0.05058375373482704 + ], + [ + "Cre", + 0.03069944679737091 + ], + [ + "Yield", + 0.010298473760485649 + ], + [ + "Pl", + 0.002343307016417384 + ], + [ + "Dis", + 0.0021496955305337906 + ], + [ + "Rec", + 0.0004084550018887967 + ] + ], + "swapped_top": [ + [ + "", + 0.9552138447761536 + ], + [ + "**", + 0.035068221390247345 + ], + [ + "deformation", + 0.005574864335358143 + ], + [ + "\\", + 0.001894174376502633 + ], + [ + "", + 0.0005233353585936129 + ], + [ + "deformation", + 0.00037239649100229144 + ], + [ + "", + 0.00019850274838972837 + ], + [ + "s", + 0.00017503277922514826 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 4568, + "target_rank_clean": 47, + "target_rank_swapped": 54725, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Plastic", + "trials": [ + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n", + "source": "Plastic", + "target": "slip", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Plastic", + 0.8317742347717285 + ], + [ + "D", + 0.07106970250606537 + ], + [ + "Slip", + 0.05058375373482704 + ], + [ + "Cre", + 0.03069944679737091 + ], + [ + "Yield", + 0.010298473760485649 + ], + [ + "Pl", + 0.002343307016417384 + ], + [ + "Dis", + 0.0021496955305337906 + ], + [ + "Rec", + 0.0004084550018887967 + ] + ], + "swapped_top": [ + [ + "", + 0.9552138447761536 + ], + [ + "**", + 0.035068221390247345 + ], + [ + "deformation", + 0.005574864335358143 + ], + [ + "\\", + 0.001894174376502633 + ], + [ + "", + 0.0005233353585936129 + ], + [ + "deformation", + 0.00037239649100229144 + ], + [ + "", + 0.00019850274838972837 + ], + [ + "s", + 0.00017503277922514826 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 4568, + "target_rank_clean": 47, + "target_rank_swapped": 54725, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n", + "source": "Plastic", + "target": "twinning", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Plastic", + 0.8317742347717285 + ], + [ + "D", + 0.07106970250606537 + ], + [ + "Slip", + 0.05058375373482704 + ], + [ + "Cre", + 0.03069944679737091 + ], + [ + "Yield", + 0.010298473760485649 + ], + [ + "Pl", + 0.002343307016417384 + ], + [ + "Dis", + 0.0021496955305337906 + ], + [ + "Rec", + 0.0004084550018887967 + ] + ], + "swapped_top": [ + [ + "", + 0.9961341619491577 + ], + [ + "", + 0.0011057774536311626 + ], + [ + "deformation", + 0.000753378844819963 + ], + [ + "", + 0.0007070997962728143 + ], + [ + "", + 0.00016931435675360262 + ], + [ + "**", + 7.508687122026458e-05 + ], + [ + "", + 5.7942295825341716e-05 + ], + [ + "**", + 5.344536839402281e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 22103, + "target_rank_clean": 277, + "target_rank_swapped": 5980, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n", + "source": "Plastic", + "target": "creep", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Plastic", + 0.8317742347717285 + ], + [ + "D", + 0.07106970250606537 + ], + [ + "Slip", + 0.05058375373482704 + ], + [ + "Cre", + 0.03069944679737091 + ], + [ + "Yield", + 0.010298473760485649 + ], + [ + "Pl", + 0.002343307016417384 + ], + [ + "Dis", + 0.0021496955305337906 + ], + [ + "Rec", + 0.0004084550018887967 + ] + ], + "swapped_top": [ + [ + "deformation", + 0.9739711284637451 + ], + [ + "**", + 0.01383068785071373 + ], + [ + "dis", + 0.0024760004598647356 + ], + [ + "*", + 0.0022313531953841448 + ], + [ + "yielding", + 0.002043375512585044 + ], + [ + "slip", + 0.0016972973244264722 + ], + [ + "", + 0.0006661967490799725 + ], + [ + "de", + 0.0006549957324750721 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 7937, + "target_rank_clean": 239, + "target_rank_swapped": 195765, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n", + "source": "Plastic", + "target": "diffusion", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Plastic", + 0.8317742347717285 + ], + [ + "D", + 0.07106970250606537 + ], + [ + "Slip", + 0.05058375373482704 + ], + [ + "Cre", + 0.03069944679737091 + ], + [ + "Yield", + 0.010298473760485649 + ], + [ + "Pl", + 0.002343307016417384 + ], + [ + "Dis", + 0.0021496955305337906 + ], + [ + "Rec", + 0.0004084550018887967 + ] + ], + "swapped_top": [ + [ + "", + 0.9341192841529846 + ], + [ + "", + 0.02997051179409027 + ], + [ + "deformation", + 0.028802409768104553 + ], + [ + "", + 0.0023492546752095222 + ], + [ + "**", + 0.001188756199553609 + ], + [ + "**", + 0.001025784993544221 + ], + [ + "", + 0.0003923123877029866 + ], + [ + "deform", + 0.000290613534161821 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 14792, + "target_rank_clean": 7129, + "target_rank_swapped": 38122, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 4, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-strengthening", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Strengthening-mechanism report", + "description": "Dynamically select the clean report and install sibling strengthening coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n", + "prompt_tail": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 21 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Pre", + "generated_token_ids": [ + 3695 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "solution", + "surfaces": [ + "solution" + ], + "token_ids": [ + 3465, + 47213, + 23130, + 15607 + ] + }, + { + "label": "grain", + "surfaces": [ + "grain" + ], + "token_ids": [ + 11261, + 99208, + 79171, + 221098 + ] + }, + { + "label": "work", + "surfaces": [ + "work" + ], + "token_ids": [ + 981, + 2025, + 5490, + 9004 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 2, + "best_depth": 87.8, + "onset_depth": 87.8, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 1 + }, + { + "label": "solution", + "best_rank": 208, + "best_depth": 63.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 152 + }, + { + "label": "grain", + "best_rank": 10, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 6 + }, + { + "label": "work", + "best_rank": 138, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 136 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "a", + "d", + "o", + "r", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "emic", + "al", + "ried", + "er", + "ment", + "etal" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "lli", + "or", + "she", + "1", + "pple", + "orse", + "nbsp" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ish", + "ive", + "maybe", + "in", + "wards", + "et", + "ally", + "er" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "herself", + "she", + "elle", + "her", + "udos", + "ça", + "skaya" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "she", + "herself", + "elle", + "ally", + "ements", + "her", + "she" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "she", + "her", + "she", + "etto", + "herself", + "She", + "elle", + "her" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "her", + "she", + "herself", + "kids", + "veggies", + "นะคะ", + "Yeah", + "AMAZING" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Ferdinand", + "Unfortunately", + "calmness", + "Almighty", + "So", + "So", + "splendid", + "Zam" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "atleast", + "alot", + "mmmm", + "upto", + "thats", + "Unfortunately", + "The", + "Let" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "Whilst", + "alot", + "hmm", + "Firstly", + "thats", + "kinda", + "whilst", + "mmmm" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "alot", + "Whilst", + "mmmm", + "thats", + "amazing", + "Firstly", + "hmm", + "maybe" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "rumours", + "prioritise", + "Firstly", + "YES", + "thats", + "alot", + "hmm", + "death" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "YES", + "xyz", + "UNKNOWN", + "mention", + "Incorrect", + "ONLY", + "Jaw", + "Joke" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "YES", + "Jaw", + "hmm", + "pure", + "Seek", + "Survival", + "Pure", + "Soup" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Answer", + "FAKE", + "Jaw", + "YES", + "cryptic", + "Silence", + "Brain", + "ambiguity" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "ronym", + "ANSWER", + "adrenaline", + "monos", + "symbolism", + "cryptic", + "pneum", + "symbol" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ANSWER", + "brevity", + "Answer", + "ENERGY", + "pneum", + "SPEED", + "YES", + "monos" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "Biotechnology", + "ANSWER", + "ENERGY", + "SCIENCE", + "olimp", + "Answer", + "Answer", + "Nuclear" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "ENERGY", + "ENERGY", + "ANSWER", + "Unlock", + "Biotechnology", + "adrenaline", + "Chaos", + "Cyber" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Biotechnology", + "Optimization", + "Optimize", + "Metal", + "Biome", + "ENERGY", + "Industrial", + "Energ" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Convergence", + "Somos", + "Optimize", + "Sulf", + "Optimization", + "Optimizer", + "Minimize", + "Utilization" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Diversity", + "Entropy", + "Fract", + "Chaos", + "Hyd", + "Rain", + "Sustainable", + "Dys" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Often", + "Its", + "Should", + "Known", + "Requires", + "Recent", + "Due", + "Might" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Often", + "Successful", + "Known", + "Practice", + "Presence", + "Increased", + "Effective", + "Example" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Practice", + "Absorption", + "Exposure", + "Often", + "Increased", + "Mechanism", + "Improved", + "Extraction" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "optimization", + "transformation", + "integration", + "Increased", + "modification", + "Absorption", + "Integration", + "absorption" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "compression", + "growth", + "transformation", + "gravity", + "augmentation", + "oxidation", + "integration", + "expansion" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Oxidation", + "Fragmentation", + "Polarization", + "Socialism", + "Compression", + "Displacement", + "recursion", + "Turbulence" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Oxidation", + "Metallurgy", + "Corrosion", + "compaction", + "polymerization", + "强化", + "phosphorylation", + "hypertrophy" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Oxidation", + "polymerization", + "alloying", + "Dislocations", + "Metallurgy", + "Irradiation", + "Epoxy", + "fortification" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "alloying", + "合金", + "鍛", + "Metallurgy", + "alloy", + "ductility", + "hardening", + "强化" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "hardening", + "alloying", + "合金", + "hardening", + "强化", + "harden", + "alloy", + "鍛" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "合金", + "alloying", + "alloy", + "hardening", + "强化", + "strengthening", + "alloys", + "annealing" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "alloying", + "hardening", + "annealing", + "合金", + "alloy", + "strengthening", + "强化", + "hardening" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "alloying", + "hardening", + "precipitation", + "alloy", + "strengthening", + "annealing", + "合金", + "tempering" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "alloying", + "hardening", + "precipitation", + "Precipitation", + "annealing", + "tempering", + "strengthening", + "合金" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "precipitation", + "alloying", + "Precipitation", + "hardening", + "strengthening", + "precipitates", + "precipitation", + "合金" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "precipitation", + "Precipitation", + "alloying", + "hardening", + "precipitation", + "precipitates", + "Strengthening", + "Precip" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "precipitation", + "Precipitation", + "Work", + "Pre", + "Grain", + "Strain", + "precipitation", + "work" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Pre", + "Work", + "Strain", + "Grain", + "Solid", + "Qu", + "Cold", + "Hard" + ] + } + ], + "surprising": [ + { + "concept": "and", + "score": 23.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "that", + "score": 23.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "because", + "score": 18.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "also", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "Example", + "score": 14.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "alloying", + "score": 12.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "strengthening", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "strengthening", + "output_checked": true + }, + { + "concept": "tweet", + "score": 8.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "about", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "sentence", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "one", + "output_checked": true + }, + { + "concept": "imaginative", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "technique", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "strengthening", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-report-swap-a05/materials/dose-report-strengthening__grid.png", + "stream": "figures/gemma4-materials-report-swap-a05/materials/dose-report-strengthening__stream.png", + "trajectory": "figures/gemma4-materials-report-swap-a05/materials/dose-report-strengthening__trajectory.png", + "emergence": "figures/gemma4-materials-report-swap-a05/materials/dose-report-strengthening__emergence.png", + "heatmap": "figures/gemma4-materials-report-swap-a05/materials/dose-report-strengthening__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n", + "source": "Pre", + "target": "precipitation", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Pre", + 0.6030349135398865 + ], + [ + "Work", + 0.2911812365055084 + ], + [ + "Strain", + 0.05143919959664345 + ], + [ + "Grain", + 0.0422559529542923 + ], + [ + "Solid", + 0.0036108409985899925 + ], + [ + "Qu", + 0.002712381538003683 + ], + [ + "Cold", + 0.002194484695792198 + ], + [ + "Hard", + 0.0006799895199947059 + ] + ], + "swapped_top": [ + [ + "Work", + 0.9415430426597595 + ], + [ + "Grain", + 0.019376536831259727 + ], + [ + "**", + 0.018396809697151184 + ], + [ + "Strain", + 0.018105238676071167 + ], + [ + "Qu", + 0.0006984929204918444 + ], + [ + "\\", + 0.0005913599743507802 + ], + [ + "Cold", + 0.00034698675153777003 + ], + [ + "Anne", + 0.00022820972662884742 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 13, + "target_rank_clean": 8, + "target_rank_swapped": 532, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Pre", + "trials": [ + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n", + "source": "Pre", + "target": "precipitation", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Pre", + 0.6030349135398865 + ], + [ + "Work", + 0.2911812365055084 + ], + [ + "Strain", + 0.05143919959664345 + ], + [ + "Grain", + 0.0422559529542923 + ], + [ + "Solid", + 0.0036108409985899925 + ], + [ + "Qu", + 0.002712381538003683 + ], + [ + "Cold", + 0.002194484695792198 + ], + [ + "Hard", + 0.0006799895199947059 + ] + ], + "swapped_top": [ + [ + "Work", + 0.9415430426597595 + ], + [ + "Grain", + 0.019376536831259727 + ], + [ + "**", + 0.018396809697151184 + ], + [ + "Strain", + 0.018105238676071167 + ], + [ + "Qu", + 0.0006984929204918444 + ], + [ + "\\", + 0.0005913599743507802 + ], + [ + "Cold", + 0.00034698675153777003 + ], + [ + "Anne", + 0.00022820972662884742 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 13, + "target_rank_clean": 8, + "target_rank_swapped": 532, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n", + "source": "Pre", + "target": "solution", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Pre", + 0.6030349135398865 + ], + [ + "Work", + 0.2911812365055084 + ], + [ + "Strain", + 0.05143919959664345 + ], + [ + "Grain", + 0.0422559529542923 + ], + [ + "Solid", + 0.0036108409985899925 + ], + [ + "Qu", + 0.002712381538003683 + ], + [ + "Cold", + 0.002194484695792198 + ], + [ + "Hard", + 0.0006799895199947059 + ] + ], + "swapped_top": [ + [ + "Precipitation", + 0.5824931263923645 + ], + [ + "**", + 0.2841862440109253 + ], + [ + "Grain", + 0.042146917432546616 + ], + [ + "", + 0.0194991622120142 + ], + [ + "Work", + 0.018572084605693817 + ], + [ + "Allo", + 0.01005608681589365 + ], + [ + "Strengthening", + 0.006875414866954088 + ], + [ + "precipitation", + 0.005894352216273546 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1258, + "target_rank_clean": 350, + "target_rank_swapped": 683, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n", + "source": "Pre", + "target": "grain", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Pre", + 0.6030349135398865 + ], + [ + "Work", + 0.2911812365055084 + ], + [ + "Strain", + 0.05143919959664345 + ], + [ + "Grain", + 0.0422559529542923 + ], + [ + "Solid", + 0.0036108409985899925 + ], + [ + "Qu", + 0.002712381538003683 + ], + [ + "Cold", + 0.002194484695792198 + ], + [ + "Hard", + 0.0006799895199947059 + ] + ], + "swapped_top": [ + [ + "Precipitation", + 0.834644079208374 + ], + [ + "Work", + 0.10586826503276825 + ], + [ + "**", + 0.026135601103305817 + ], + [ + "Pre", + 0.016592152416706085 + ], + [ + "Work", + 0.01114278007298708 + ], + [ + "precipitation", + 0.0014334621373564005 + ], + [ + "Strain", + 0.0008696393924765289 + ], + [ + "Precip", + 0.0005569769418798387 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 3, + "target_rank_clean": 432, + "target_rank_swapped": 62858, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n", + "source": "Pre", + "target": "work", + "alpha": 0.5, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Pre", + 0.6030349135398865 + ], + [ + "Work", + 0.2911812365055084 + ], + [ + "Strain", + 0.05143919959664345 + ], + [ + "Grain", + 0.0422559529542923 + ], + [ + "Solid", + 0.0036108409985899925 + ], + [ + "Qu", + 0.002712381538003683 + ], + [ + "Cold", + 0.002194484695792198 + ], + [ + "Hard", + 0.0006799895199947059 + ] + ], + "swapped_top": [ + [ + "**", + 0.607380211353302 + ], + [ + "", + 0.3653152585029602 + ], + [ + "", + 0.004137641750276089 + ], + [ + "strength", + 0.00235954113304615 + ], + [ + "intensification", + 0.0015794385690242052 + ], + [ + "strengthening", + 0.0012233878951519728 + ], + [ + "solidification", + 0.0012205328093841672 + ], + [ + "hardening", + 0.0006593995494768023 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 15630, + "target_rank_clean": 34, + "target_rank_swapped": 63421, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 4, + "protocol_success_rate": 0.0 + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-materials-report-swap-a10.json b/jlens_materials/runs/gemma4-materials-report-swap-a10.json new file mode 100644 index 0000000000000000000000000000000000000000..f5f25120913c97130f5af455eefad72f7253dd85 --- /dev/null +++ b/jlens_materials/runs/gemma4-materials-report-swap-a10.json @@ -0,0 +1,7479 @@ +{ + "format_version": 2, + "created_at": "2026-07-10T21:37:51.183050+00:00", + "model": "google/gemma-4-E4B-it", + "model_identity": { + "requested_id": "google/gemma-4-E4B-it", + "requested_revision": null, + "model_class": "Gemma4ForConditionalGeneration", + "config_name_or_path": "google/gemma-4-E4B-it", + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "tokenizer_class": "GemmaTokenizer", + "tokenizer_name_or_path": "google/gemma-4-E4B-it", + "vocab_size": 262144, + "n_layers": 42, + "d_model": 2560, + "dtype": "float32" + }, + "tag": "gemma4-materials-report-swap-a10", + "n_layers": 42, + "d_model": 2560, + "lens_n_prompts": 1000, + "lens_provenance": null, + "methodology": { + "recipe": { + "name": "demo", + "n_fit": 12, + "max_seq_len": 64, + "target_layer": null, + "report_layer_count": null, + "skip_first": 16, + "strict_corpus": false, + "description": "Fast exploratory fit. Results from this profile are not a quantitative replication of the paper." + }, + "claims_level": "exploratory demo", + "paper_protocol_complete": false, + "strict_protocol": false, + "workspace_band": [ + 38.0, + 92.0 + ], + "workspace_band_source": "preregistered_cli_or_config", + "score_reduction": "fixed span x fixed band x synonym minimum", + "emergence_threshold": 5, + "emergence_sustain": 2, + "pass_at_k": [ + 1, + 2, + 5, + 10, + 20, + 50, + 100 + ], + "minimum_items_per_shape": 50, + "evaluation_max_seq_len": 512, + "generation_max_new_tokens": 1, + "model_revision": null, + "dtype": "float32", + "layer_stride": 1, + "prompt_source": "prompts/materials-report-swap-dose-v1.json", + "swaps_enabled": true, + "swap_alpha": 1.0 + }, + "shapes": [ + "REPORT_SWAP" + ], + "domains": [ + "materials" + ], + "metrics": { + "by_shape": {}, + "directed_modulation_controls": {}, + "causal_swaps": { + "n_interventions": 19, + "n_graded": 19, + "minimum_required": 50, + "sufficient_sample": false, + "protocol_success_rate": 0.0, + "n_counterfactual": 0, + "causal_success_rate": null + } + }, + "errors": [], + "insufficient_sample_shapes": [ + "SWAPS" + ], + "prompts": [ + { + "slug": "dose-report-defect", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Crystalline defect report", + "description": "Dynamically select the clean report and install sibling defect coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n", + "prompt_tail": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 20 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "defect", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Vacancy", + "generated_token_ids": [ + 190211 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "vacancy", + "surfaces": [ + "vacancy" + ], + "token_ids": [ + 43976, + 153380, + 190211 + ] + }, + { + "label": "dislocation", + "surfaces": [ + "dislocation" + ], + "token_ids": [ + 25810 + ] + }, + { + "label": "interstitial", + "surfaces": [ + "interstitial" + ], + "token_ids": [ + 57610, + 181763 + ] + }, + { + "label": "twin", + "surfaces": [ + "twin" + ], + "token_ids": [ + 25276, + 123243, + 50863, + 135706 + ] + }, + { + "label": "boundary", + "surfaces": [ + "boundary" + ], + "token_ids": [ + 10134, + 63689, + 86526, + 86172 + ] + } + ], + "emergence": [ + { + "label": "vacancy", + "best_rank": 0, + "best_depth": 82.9, + "onset_depth": 80.5, + "reached_top1": true, + "best_pos": 20, + "logit_lens_best_rank": 0 + }, + { + "label": "dislocation", + "best_rank": 7, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 8 + }, + { + "label": "interstitial", + "best_rank": 19, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 20 + }, + { + "label": "twin", + "best_rank": 890, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 389 + }, + { + "label": "boundary", + "best_rank": 403, + "best_depth": 56.1, + "onset_depth": null, + "reached_top1": false, + "best_pos": 20, + "logit_lens_best_rank": 549 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "a", + "d", + "o", + "r", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "al", + "emic", + "ried", + "er", + "ment", + "nce" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "lli", + "or", + "she", + "1", + "pple", + "nbsp", + "orse" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ish", + "ive", + "maybe", + "in", + "et", + "wards", + "elle", + "d" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "herself", + "she", + "elle", + "her", + "udos", + "ited", + "ally" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "she", + "herself", + "elle", + "ements", + "ally", + "her", + "she" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "she", + "her", + "she", + "etto", + "She", + "elle", + "herself", + "her" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "her", + "she", + "herself", + "นะคะ", + "veggies", + "kids", + "Yeah", + "그녀" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Ferdinand", + "Unfortunately", + "calmness", + "Almighty", + "So", + "her", + "herself", + "darling" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "atleast", + "mmmm", + "Unfortunately", + "upto", + "thats", + "fortun", + "The" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "hmm", + "Whilst", + "mmmm", + "kinda", + "wouldn", + "alot", + "Anyways", + "avoid" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "mmmm", + "alot", + "Whilst", + "kinda", + "hmm", + "amazing", + "maybe", + "AMAZING" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "Whis", + "death", + "whisper", + "rumours", + "YES", + "Seek", + "Silence", + "whispers" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "UNKNOWN", + "xyz", + "Trivia", + "Joke", + "Whis", + "YES", + "Seek", + "Jaw" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Seek", + "Jaw", + "plexity", + "Einstein", + "Whis", + "YES", + "Soup", + "riddle" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "riddle", + "cryptic", + "FAKE", + "Answer", + "Jaw", + "Silence", + "joke", + "ambiguity" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "ANSWER", + "cryptic", + "Answer", + "monos", + "antwort", + "fleeting", + "symbolism", + "Ephemeral" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ANSWER", + "Answer", + "brevity", + "monos", + "answer", + "pneum", + "fleeting", + "NAME" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "ANSWER", + "Answer", + "Answer", + "Chlor", + "olymp", + "Biotechnology", + "brevity", + "SCIENCE" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Chaos", + "ANSWER", + "Answer", + "Entropy", + "Cyber", + "ENERGY", + "pneum", + "elektrom" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "pneum", + "Biome", + "gkin", + "Stainless", + "Biotechnology", + "Sodium", + "Energ", + "elektrom" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Somos", + "Sulf", + "Optimize", + "Convergence", + "Optimizer", + "Optimization", + "Minimize", + "Hyd" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Entropy", + "Chaos", + "Fract", + "Dys", + "entropy", + "Emerald", + "Là", + "Turb" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Often", + "Known", + "Maybe", + "Recent", + "Might", + "Should", + "might", + "Its" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Often", + "Known", + "Example", + "Presence", + "Existence", + "maybe", + "Otherwise", + "Maybe" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Presence", + "Wrong", + "Example", + "Often", + "vì", + "Existence", + "Dys", + "Excellent" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Dys", + "presence", + "deviation", + "Presence", + "opacity", + "Entropy", + "Fragmentation", + "corruption" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "Dys", + "crash", + "Loss", + "Crash", + "chaos", + "Bott", + "Fract", + "corruption" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Fractals", + "Fragmentation", + "optosis", + "Erosion", + "Distortion", + "Racism", + "Turbulence", + "Hamlet" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Dislocations", + "Erosion", + "Corrosion", + "Distortion", + "Fractals", + "Fracture", + "Oxidation", + "Fragmentation" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Dislocations", + "Fracture", + "Oxidation", + "Distortion", + "Fract", + "Schottky", + "Fractals", + "偏差" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "缺陷", + "imperfection", + "Defects", + "defects", + "Dislocations", + "impurity", + "瑕", + "imperfections" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "defects", + "缺陷", + "Vacancy", + "dislocations", + "vacancy", + "imperfection", + "vacancies", + "Dislocations" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "vacancy", + "vacancies", + "Vacancy", + "defects", + "vacancy", + "缺陷", + "defect", + "Defects" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "vacancy", + "Vacancy", + "vacancies", + "vacancy", + "Vac", + "defects", + "defect", + "Defects" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "vacancy", + "Vacancy", + "vacancies", + "vacancy", + "Vac", + "defect", + "defects", + "dislocation" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "vacancy", + "Vacancy", + "vacancies", + "Vac", + "vacancy", + "defects", + "defect", + "Vac" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "vacancy", + "vacancies", + "Vacancy", + "Vac", + "vacancy", + "Vac", + "dislocation", + "vac" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "vacancy", + "Vacancy", + "vacancy", + "Vac", + "vacancies", + "Vac", + "vac", + "dislocation" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Vacancy", + "vacancy", + "vacancy", + "Vac", + "Vac", + "Dis", + "vacancies", + "Vacuum" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Vacancy", + "Vac", + "Dis", + "Interstitial", + "vacancy", + "Void", + "Sch", + "F" + ] + } + ], + "surprising": [ + { + "concept": "because", + "score": 16.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "also", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "description", + "score": 12.0, + "best_rank": 1, + "best_depth": 41.5, + "near_token": "in", + "output_checked": true + }, + { + "concept": "and", + "score": 10.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Example", + "score": 10.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "that", + "score": 10.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "defect", + "output_checked": true + }, + { + "concept": "only", + "score": 8.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "about", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "sentence", + "score": 8.0, + "best_rank": 1, + "best_depth": 75.6, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Example", + "score": 8.0, + "best_rank": 4, + "best_depth": 75.6, + "near_token": ".", + "output_checked": true + }, + { + "concept": "imaginative", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "Perhaps", + "score": 7.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": ".", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-report-swap-a10/materials/dose-report-defect__grid.png", + "stream": "figures/gemma4-materials-report-swap-a10/materials/dose-report-defect__stream.png", + "trajectory": "figures/gemma4-materials-report-swap-a10/materials/dose-report-defect__trajectory.png", + "emergence": "figures/gemma4-materials-report-swap-a10/materials/dose-report-defect__emergence.png", + "heatmap": "figures/gemma4-materials-report-swap-a10/materials/dose-report-defect__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n", + "source": "Vacancy", + "target": "dislocation", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20 + ], + "clean_top": [ + [ + "Vacancy", + 0.9394376277923584 + ], + [ + "Vac", + 0.059544339776039124 + ], + [ + "Dis", + 0.0008438319782726467 + ], + [ + "Interstitial", + 6.705999112455174e-05 + ], + [ + "vacancy", + 5.267114102025516e-05 + ], + [ + "Void", + 2.7695612516254187e-05 + ], + [ + "Sch", + 7.963339157868177e-06 + ], + [ + "**", + 5.802299256174592e-06 + ] + ], + "swapped_top": [ + [ + "", + 0.3144843280315399 + ], + [ + "", + 0.06233185902237892 + ], + [ + "**", + 0.04274590685963631 + ], + [ + "Black", + 0.02588569186627865 + ], + [ + "Quartz", + 0.015480714850127697 + ], + [ + "Glass", + 0.01377929002046585 + ], + [ + "A", + 0.012514255940914154 + ], + [ + "Crystal", + 0.009810400195419788 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 412, + "target_rank_clean": 2357, + "target_rank_swapped": 7342, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Vacancy", + "trials": [ + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n", + "source": "Vacancy", + "target": "dislocation", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20 + ], + "clean_top": [ + [ + "Vacancy", + 0.9394376277923584 + ], + [ + "Vac", + 0.059544339776039124 + ], + [ + "Dis", + 0.0008438319782726467 + ], + [ + "Interstitial", + 6.705999112455174e-05 + ], + [ + "vacancy", + 5.267114102025516e-05 + ], + [ + "Void", + 2.7695612516254187e-05 + ], + [ + "Sch", + 7.963339157868177e-06 + ], + [ + "**", + 5.802299256174592e-06 + ] + ], + "swapped_top": [ + [ + "", + 0.3144843280315399 + ], + [ + "", + 0.06233185902237892 + ], + [ + "**", + 0.04274590685963631 + ], + [ + "Black", + 0.02588569186627865 + ], + [ + "Quartz", + 0.015480714850127697 + ], + [ + "Glass", + 0.01377929002046585 + ], + [ + "A", + 0.012514255940914154 + ], + [ + "Crystal", + 0.009810400195419788 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 412, + "target_rank_clean": 2357, + "target_rank_swapped": 7342, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n", + "source": "Vacancy", + "target": "interstitial", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20 + ], + "clean_top": [ + [ + "Vacancy", + 0.9394376277923584 + ], + [ + "Vac", + 0.059544339776039124 + ], + [ + "Dis", + 0.0008438319782726467 + ], + [ + "Interstitial", + 6.705999112455174e-05 + ], + [ + "vacancy", + 5.267114102025516e-05 + ], + [ + "Void", + 2.7695612516254187e-05 + ], + [ + "Sch", + 7.963339157868177e-06 + ], + [ + "**", + 5.802299256174592e-06 + ] + ], + "swapped_top": [ + [ + "", + 0.8641817569732666 + ], + [ + "**", + 0.016540823504328728 + ], + [ + "crystalline", + 0.00798631738871336 + ], + [ + "defect", + 0.005754084326326847 + ], + [ + "**", + 0.0053937723860144615 + ], + [ + "crystalline", + 0.0037992512807250023 + ], + [ + "crystal", + 0.003185893874615431 + ], + [ + "", + 0.0019888048991560936 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 36, + "target_rank_clean": 653, + "target_rank_swapped": 430, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n", + "source": "Vacancy", + "target": "twin", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20 + ], + "clean_top": [ + [ + "Vacancy", + 0.9394376277923584 + ], + [ + "Vac", + 0.059544339776039124 + ], + [ + "Dis", + 0.0008438319782726467 + ], + [ + "Interstitial", + 6.705999112455174e-05 + ], + [ + "vacancy", + 5.267114102025516e-05 + ], + [ + "Void", + 2.7695612516254187e-05 + ], + [ + "Sch", + 7.963339157868177e-06 + ], + [ + "**", + 5.802299256174592e-06 + ] + ], + "swapped_top": [ + [ + "", + 0.9139441251754761 + ], + [ + "crystalline", + 0.01325886882841587 + ], + [ + "defect", + 0.0027928187046200037 + ], + [ + "", + 0.0019397017313167453 + ], + [ + "", + 0.0015197967877611518 + ], + [ + "**", + 0.0013941439101472497 + ], + [ + "polycrystalline", + 0.000924440857488662 + ], + [ + "nucle", + 0.0008421562379226089 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1115, + "target_rank_clean": 111820, + "target_rank_swapped": 7830, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a crystalline defect. Answer in one word.\n<|turn>model\n", + "source": "Vacancy", + "target": "boundary", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20 + ], + "clean_top": [ + [ + "Vacancy", + 0.9394376277923584 + ], + [ + "Vac", + 0.059544339776039124 + ], + [ + "Dis", + 0.0008438319782726467 + ], + [ + "Interstitial", + 6.705999112455174e-05 + ], + [ + "vacancy", + 5.267114102025516e-05 + ], + [ + "Void", + 2.7695612516254187e-05 + ], + [ + "Sch", + 7.963339157868177e-06 + ], + [ + "**", + 5.802299256174592e-06 + ] + ], + "swapped_top": [ + [ + "", + 0.9004315733909607 + ], + [ + "", + 0.049831539392471313 + ], + [ + ".", + 0.011558274738490582 + ], + [ + "**", + 0.0039147911593317986 + ], + [ + "defect", + 0.003699478693306446 + ], + [ + "", + 0.003338836133480072 + ], + [ + "crystalline", + 0.0008587000775150955 + ], + [ + ",", + 0.0006719296798110008 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 604, + "target_rank_clean": 165485, + "target_rank_swapped": 1572, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 4, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-failure", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Failure-mode report", + "description": "Dynamically select the clean report and install sibling failure-mode coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n", + "prompt_tail": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 21 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "failure-mode", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Fat", + "generated_token_ids": [ + 77310 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "ductile", + "surfaces": [ + "ductile" + ], + "token_ids": [ + 185335 + ] + }, + { + "label": "brittle", + "surfaces": [ + "brittle" + ], + "token_ids": [ + 74042 + ] + }, + { + "label": "fatigue", + "surfaces": [ + "fatigue" + ], + "token_ids": [ + 28994, + 159037 + ] + }, + { + "label": "cleavage", + "surfaces": [ + "cleavage" + ], + "token_ids": [ + 60152 + ] + }, + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + } + ], + "emergence": [ + { + "label": "ductile", + "best_rank": 51, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 49 + }, + { + "label": "brittle", + "best_rank": 9, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 5 + }, + { + "label": "fatigue", + "best_rank": 0, + "best_depth": 87.8, + "onset_depth": 82.9, + "reached_top1": true, + "best_pos": 21, + "logit_lens_best_rank": 1 + }, + { + "label": "cleavage", + "best_rank": 81, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 50 + }, + { + "label": "creep", + "best_rank": 20, + "best_depth": 87.8, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 11 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "a", + "d", + "o", + "r", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "emic", + "al", + "ried", + "er", + "ment", + "etal" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "lli", + "or", + "she", + "1", + "pple", + "orse", + "nbsp" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ive", + "ish", + "elle", + "in", + "et", + "maybe", + "d", + "her" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "herself", + "she", + "elle", + "her", + "udos", + "ça", + "she" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "she", + "herself", + "elle", + "she", + "her", + "ally", + "ements" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "she", + "her", + "she", + "She", + "herself", + "elle", + "etto", + "그녀" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "her", + "she", + "herself", + "นะคะ", + "veggies", + "kids", + "Yeah", + "그녀" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Ferdinand", + "Unfortunately", + "calmness", + "Almighty", + "So", + "her", + "So", + "Would" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "atleast", + "mmmm", + "thats", + "Unfortunately", + "upto", + "The", + "swift" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "kinda", + "hmm", + "alot", + "thats", + "wouldn", + "mmmm", + "wouldnt", + "crazy" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "alot", + "thats", + "kinda", + "mmmm", + "maybe", + "wouldnt", + "Whats", + "amazing" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "death", + "Death", + "Whis", + "hmm", + "thats", + "whisper", + "wouldnt", + "Silence" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "Zombie", + "UNKNOWN", + "Fuck", + "Joke", + "ERROR", + "ChatGPT", + "xyz", + "Whis" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Zombie", + "Fuck", + "Chaos", + "Soup", + "Survival", + "hmm", + "Void", + "fuck" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Zombie", + "FAKE", + "ambiguity", + "Silence", + "joke", + "Chaos", + "cryptic", + "chaos" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "brevity", + "fleeting", + "adrenaline", + "cryptic", + "Silence", + "ANSWER", + "adrenal", + "Entropy" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "brevity", + "ANSWER", + "Answer", + "Chaos", + "fleeting", + "adrenaline", + "succinctly", + "dystopian" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "brevity", + "Chaos", + "Cyber", + "Answer", + "ANSWER", + "Chaos", + "Biotechnology", + "Answer" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Chaos", + "Cyber", + "adrenaline", + "Entropy", + "ENERGY", + "Chaos", + "Panic", + "brevity" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Optimization", + "Stainless", + "能源", + "Cyber", + "pneum", + "Biome", + "Industrial", + "Biotechnology" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Somos", + "Optimize", + "Sulf", + "Optimization", + "Convergence", + "Jump", + "Optimizer", + "Minimize" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Chaos", + "chaos", + "destruction", + "Dys", + "Entropy", + "Fract", + "entropy", + "Diversity" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Due", + "Often", + "Its", + "due", + "Requires", + "Recent", + "Should", + "Potential" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Wrong", + "Failed", + "Lack", + "Often", + "Failure", + "might", + "Maybe", + "Efficiency" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Failed", + "Failure", + "Wrong", + "Lack", + "Unexpected", + "Violation", + "Corruption", + "Loss" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "corruption", + "failure", + "Failure", + "Loss", + "destruction", + "Corruption", + "erosion", + "Failed" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "erosion", + "collapse", + "Loss", + "destruction", + "corruption", + "loss", + "failure", + "Collapse" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "deterioro", + "Erosion", + "deterioration", + "Collapse", + "Fragmentation", + "Decline", + "Oxidation", + "contaminación" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Erosion", + "Corrosion", + "劣化", + "deterioro", + "deterioration", + "corrosion", + "Collapse", + "Degrad" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Corrosion", + "deterioration", + "corrosion", + "劣化", + "Fracture", + "Erosion", + "deterioro", + "Oxidation" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "corrosion", + "Corrosion", + "deterioration", + "Fracture", + "fracture", + "劣化", + "破損", + "Erosion" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "corrosion", + "裂", + "fracture", + "cracking", + "cracks", + "Corrosion", + "Fracture", + "deterioration" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "fracture", + "fatigue", + "cracking", + "cracks", + "疲", + "crack", + "corrosion", + "Fracture" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "fracture", + "fatigue", + "cracking", + "cracks", + "corrosion", + "Fracture", + "crack", + "Fatigue" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "fatigue", + "fracture", + "corrosion", + "cracking", + "Fracture", + "cracks", + "Fatigue", + "crack" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "fatigue", + "fracture", + "corrosion", + "cracking", + "Fracture", + "Fatigue", + "crack", + "cracks" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "fatigue", + "fracture", + "Fatigue", + "corrosion", + "cracking", + "Fracture", + "crack", + "疲" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "fatigue", + "Fatigue", + "fracture", + "Fracture", + "corrosion", + "Fat", + "cracking", + "Fract" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Fat", + "Fract", + "fatigue", + "Cor", + "Fatigue", + "Fracture", + "Cre", + "Cr" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Fat", + "Fract", + "Cre", + "Cor", + "Cr", + "Br", + "Crack", + "Yield" + ] + } + ], + "surprising": [ + { + "concept": "scenario", + "score": 19.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "because", + "score": 17.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "and", + "score": 16.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "also", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "Example", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "description", + "score": 12.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "in", + "output_checked": true + }, + { + "concept": "that", + "score": 11.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "mode", + "output_checked": true + }, + { + "concept": "sentence", + "score": 11.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "one", + "output_checked": true + }, + { + "concept": "tweet", + "score": 9.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "Then", + "score": 8.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": ".", + "output_checked": true + }, + { + "concept": "about", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "imaginative", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-report-swap-a10/materials/dose-report-failure__grid.png", + "stream": "figures/gemma4-materials-report-swap-a10/materials/dose-report-failure__stream.png", + "trajectory": "figures/gemma4-materials-report-swap-a10/materials/dose-report-failure__trajectory.png", + "emergence": "figures/gemma4-materials-report-swap-a10/materials/dose-report-failure__emergence.png", + "heatmap": "figures/gemma4-materials-report-swap-a10/materials/dose-report-failure__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n", + "source": "Fat", + "target": "ductile", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Fat", + 0.6501960158348083 + ], + [ + "Fract", + 0.26546522974967957 + ], + [ + "Cre", + 0.0632791742682457 + ], + [ + "Cor", + 0.010528599843382835 + ], + [ + "Cr", + 0.006391939241439104 + ], + [ + "Br", + 0.0033330630976706743 + ], + [ + "Crack", + 0.0007112449966371059 + ], + [ + "Yield", + 2.7293084713164717e-05 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.3393332362174988 + ], + [ + "", + 0.1711231768131256 + ], + [ + "Fract", + 0.13929368555545807 + ], + [ + "fat", + 0.09155180305242538 + ], + [ + "fract", + 0.08513017743825912 + ], + [ + "**", + 0.03689289465546608 + ], + [ + "crack", + 0.03605470433831215 + ], + [ + "Crack", + 0.014865759760141373 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 6427, + "target_rank_swapped": 16015, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Fat", + "trials": [ + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n", + "source": "Fat", + "target": "ductile", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Fat", + 0.6501960158348083 + ], + [ + "Fract", + 0.26546522974967957 + ], + [ + "Cre", + 0.0632791742682457 + ], + [ + "Cor", + 0.010528599843382835 + ], + [ + "Cr", + 0.006391939241439104 + ], + [ + "Br", + 0.0033330630976706743 + ], + [ + "Crack", + 0.0007112449966371059 + ], + [ + "Yield", + 2.7293084713164717e-05 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.3393332362174988 + ], + [ + "", + 0.1711231768131256 + ], + [ + "Fract", + 0.13929368555545807 + ], + [ + "fat", + 0.09155180305242538 + ], + [ + "fract", + 0.08513017743825912 + ], + [ + "**", + 0.03689289465546608 + ], + [ + "crack", + 0.03605470433831215 + ], + [ + "Crack", + 0.014865759760141373 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 6427, + "target_rank_swapped": 16015, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n", + "source": "Fat", + "target": "brittle", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Fat", + 0.6501960158348083 + ], + [ + "Fract", + 0.26546522974967957 + ], + [ + "Cre", + 0.0632791742682457 + ], + [ + "Cor", + 0.010528599843382835 + ], + [ + "Cr", + 0.006391939241439104 + ], + [ + "Br", + 0.0033330630976706743 + ], + [ + "Crack", + 0.0007112449966371059 + ], + [ + "Yield", + 2.7293084713164717e-05 + ] + ], + "swapped_top": [ + [ + "Fat", + 0.6170554161071777 + ], + [ + "Fract", + 0.19197477400302887 + ], + [ + "", + 0.12201285362243652 + ], + [ + "Cre", + 0.024236926808953285 + ], + [ + "Cr", + 0.015072403475642204 + ], + [ + "**", + 0.010088683106005192 + ], + [ + "Failure", + 0.005285878200083971 + ], + [ + "Crack", + 0.004439895041286945 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 214, + "target_rank_swapped": 3383, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n", + "source": "Fat", + "target": "fatigue", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Fat", + 0.6501960158348083 + ], + [ + "Fract", + 0.26546522974967957 + ], + [ + "Cre", + 0.0632791742682457 + ], + [ + "Cor", + 0.010528599843382835 + ], + [ + "Cr", + 0.006391939241439104 + ], + [ + "Br", + 0.0033330630976706743 + ], + [ + "Crack", + 0.0007112449966371059 + ], + [ + "Yield", + 2.7293084713164717e-05 + ] + ], + "swapped_top": [ + [ + "", + 0.8245938420295715 + ], + [ + "**", + 0.04366304352879524 + ], + [ + "Fat", + 0.03190620616078377 + ], + [ + "Fract", + 0.022461753338575363 + ], + [ + "Crack", + 0.012033693492412567 + ], + [ + "**", + 0.010814351961016655 + ], + [ + "cracking", + 0.006866302341222763 + ], + [ + "Cr", + 0.004614400677382946 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 2, + "target_rank_clean": 26, + "target_rank_swapped": 145, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n", + "source": "Fat", + "target": "cleavage", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Fat", + 0.6501960158348083 + ], + [ + "Fract", + 0.26546522974967957 + ], + [ + "Cre", + 0.0632791742682457 + ], + [ + "Cor", + 0.010528599843382835 + ], + [ + "Cr", + 0.006391939241439104 + ], + [ + "Br", + 0.0033330630976706743 + ], + [ + "Crack", + 0.0007112449966371059 + ], + [ + "Yield", + 2.7293084713164717e-05 + ] + ], + "swapped_top": [ + [ + "Fract", + 0.4336508512496948 + ], + [ + "Fat", + 0.22247284650802612 + ], + [ + "Cre", + 0.20158983767032623 + ], + [ + "Br", + 0.06843290477991104 + ], + [ + "Cr", + 0.038887619972229004 + ], + [ + "Cor", + 0.01650337502360344 + ], + [ + "**", + 0.013474826700985432 + ], + [ + "Crack", + 0.0026201081927865744 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1, + "target_rank_clean": 22946, + "target_rank_swapped": 9876, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a materials failure mode. Answer in one word.\n<|turn>model\n", + "source": "Fat", + "target": "creep", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Fat", + 0.6501960158348083 + ], + [ + "Fract", + 0.26546522974967957 + ], + [ + "Cre", + 0.0632791742682457 + ], + [ + "Cor", + 0.010528599843382835 + ], + [ + "Cr", + 0.006391939241439104 + ], + [ + "Br", + 0.0033330630976706743 + ], + [ + "Crack", + 0.0007112449966371059 + ], + [ + "Yield", + 2.7293084713164717e-05 + ] + ], + "swapped_top": [ + [ + "", + 0.5937132835388184 + ], + [ + "**", + 0.18588998913764954 + ], + [ + "Fat", + 0.013137266039848328 + ], + [ + "Burn", + 0.007810162380337715 + ], + [ + "Dip", + 0.006216836161911488 + ], + [ + "Fract", + 0.005939222406595945 + ], + [ + "Heat", + 0.005216203164309263 + ], + [ + "Failure", + 0.004353008698672056 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 2, + "target_rank_clean": 382, + "target_rank_swapped": 9057, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 5, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-lattice", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Crystal-lattice report", + "description": "Dynamically select the clean report and install sibling lattice coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n", + "prompt_tail": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 21 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "lattice", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "FCC", + "generated_token_ids": [ + 216015 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "FCC", + "surfaces": [ + "FCC" + ], + "token_ids": [ + 60822, + 216015, + 191332 + ] + }, + { + "label": "BCC", + "surfaces": [ + "BCC" + ], + "token_ids": [ + 161574, + 161507 + ] + }, + { + "label": "HCP", + "surfaces": [ + "HCP" + ], + "token_ids": [ + 144542 + ] + } + ], + "emergence": [ + { + "label": "FCC", + "best_rank": 0, + "best_depth": 87.8, + "onset_depth": 75.6, + "reached_top1": true, + "best_pos": 21, + "logit_lens_best_rank": 0 + }, + { + "label": "BCC", + "best_rank": 1, + "best_depth": 87.8, + "onset_depth": 85.4, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 2 + }, + { + "label": "HCP", + "best_rank": 2, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 8 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "a", + "d", + "o", + "r", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "al", + "emic", + "ried", + "er", + "ment", + "etal" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "lli", + "or", + "she", + "1", + "nbsp", + "ou", + "pple" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ive", + "in", + "elle", + "PF", + "ish", + "d", + "et", + "ve" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "herself", + "she", + "elle", + "her", + "ited", + "udos", + "ally" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "herself", + "she", + "elle", + "ally", + "her", + "avel", + "ements" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "kiddos", + "alot", + "whats", + "thats", + "she", + "udos", + "Okay", + "yo" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "Yeah", + "pretty", + "นะคะ", + "kids", + "her", + "Okay", + "just", + "whats" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Ferdinand", + "Unfortunately", + "Washington", + "Would", + "Would", + "pretty", + "and", + "Yeah" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "alot", + "mmmm", + "Unfortunately", + "thats", + "atleast", + "The", + "swift", + "Incorrect" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "Whilst", + "whilst", + "Whilst", + "colour", + "shire", + "humour", + "savoury", + "avoid" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "Whilst", + "whilst", + "Whilst", + "colour", + "mmmm", + "savoury", + "alot", + "avoid" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "rumours", + "odour", + "Whilst", + "humour", + "rumour", + "whilst", + "savoury", + "prioritise" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "Trivia", + "Incorrect", + "trivia", + "UNKNOWN", + "Joke", + "Scientific", + "Scient", + "humour" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "riddle", + "Incorrect", + "INGO", + "matical", + "Jaw", + "Joke", + "actose", + "Einstein" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Answer", + "riddle", + "FAKE", + "cryptic", + "answer", + "answer", + "antwort", + "ANSWER" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "monos", + "cryptic", + "abbreviation", + "breviation", + "simbol", + "symbol", + "acronym", + "ANSWER" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "monos", + "brevity", + "ANSWER", + "breviation", + "Nuclear", + "Chlor", + "abbreviation", + "NUCLEAR" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "Chlor", + "Emoji", + "monos", + "Nuclear", + "Carbon", + "olimp", + "SCIENCE", + "brevity" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "Chlor", + "ANSWER", + "monos", + "ENERGY", + "Chlor", + "Emoji", + "Nitrogen", + "iodine" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Biotechnology", + "Indust", + "Nuclear", + "ATOM", + "pneum", + "Calcium", + "breviation", + "iodine" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "TEC", + "Somos", + "NYC", + "Cite", + "Jump", + "BIB", + "Sulf", + "EtOH" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Là", + "Huge", + "YES", + "Fract", + "Oui", + "Dys", + "Diesel", + "Chaos" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Often", + "Maybe", + "Often", + "Known", + "Might", + "Example", + "THIS", + "Should" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Often", + "Often", + "Example", + "Maybe", + "Usually", + "Known", + "Might", + "Its" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Often", + "Often", + "Usually", + "Typically", + "Maybe", + "Example", + "Typical", + "Porque" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "Fitz", + "RGB", + "CMR", + "Typically", + "PEM", + "Pax", + "Often", + "Lucy" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "ROY", + "PEM", + "VF", + "QE", + "RGB", + "CJ", + "GFP", + "LK" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "WWW", + "SUS", + "LOL", + "BOB", + "BX", + "BAL", + "POL", + "BTW" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "NaCl", + "PLA", + "WWW", + "HDPE", + "SUS", + "CMOS", + "SMO", + "CONFIG" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "NaCl", + "PLA", + "SiO", + "FCC", + "ZnO", + "HDPE", + "isotropic", + "HCl" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "NaCl", + "FCC", + "NaCl", + "SiO", + "晶", + "lattice", + "MgO", + "ZnO" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "NaCl", + "FCC", + "NaCl", + "晶", + "立方", + "lattice", + "BCC", + "CMOS" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "NaCl", + "lattice", + "晶", + "lattices", + "立方", + "NaCl", + "hexagonal", + "cubic" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "NaCl", + "FCC", + "BCC", + "lattice", + "lattices", + "FCC", + "NaCl", + "晶" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "FCC", + "BCC", + "NaCl", + "cubic", + "fcc", + "HCP", + "FCC", + "立方" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "FCC", + "BCC", + "HCP", + "FCC", + "NaCl", + "fcc", + "cubic", + "NaCl" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "FCC", + "BCC", + "FCC", + "fcc", + "HCP", + "NaCl", + "cubic", + "NaCl" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "FCC", + "BCC", + "FCC", + "fcc", + "HCP", + "cubic", + "NaCl", + "SCC" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "FCC", + "FCC", + "BCC", + "SC", + "fcc", + "cubic", + "B", + "bcc" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "FCC", + "B", + "F", + "SC", + "f", + "C", + "Cs", + "NaCl" + ] + } + ], + "surprising": [ + { + "concept": "and", + "score": 18.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "because", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "examples", + "score": 15.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "also", + "score": 13.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "example", + "score": 12.0, + "best_rank": 1, + "best_depth": 48.8, + "near_token": ".", + "output_checked": true + }, + { + "concept": "NaCl", + "score": 11.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "model", + "output_checked": true + }, + { + "concept": "Example", + "score": 10.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "a", + "output_checked": true + }, + { + "concept": "Either", + "score": 9.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "model", + "output_checked": true + }, + { + "concept": "about", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "for", + "score": 8.0, + "best_rank": 2, + "best_depth": 78.0, + "near_token": "abbreviation", + "output_checked": true + }, + { + "concept": "imaginative", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "emoji", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "one", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-report-swap-a10/materials/dose-report-lattice__grid.png", + "stream": "figures/gemma4-materials-report-swap-a10/materials/dose-report-lattice__stream.png", + "trajectory": "figures/gemma4-materials-report-swap-a10/materials/dose-report-lattice__trajectory.png", + "emergence": "figures/gemma4-materials-report-swap-a10/materials/dose-report-lattice__emergence.png", + "heatmap": "figures/gemma4-materials-report-swap-a10/materials/dose-report-lattice__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n", + "source": "FCC", + "target": "BCC", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "FCC", + 0.9444856643676758 + ], + [ + "B", + 0.02515692263841629 + ], + [ + "F", + 0.013032384216785431 + ], + [ + "SC", + 0.006592345889657736 + ], + [ + "**", + 0.004213536158204079 + ], + [ + "$\\", + 0.0022315778769552708 + ], + [ + "f", + 0.0018136786529794335 + ], + [ + "C", + 0.001165101770311594 + ] + ], + "swapped_top": [ + [ + "FCC", + 0.4746996760368347 + ], + [ + "B", + 0.40807485580444336 + ], + [ + "**", + 0.04817097261548042 + ], + [ + "F", + 0.03132501244544983 + ], + [ + "SC", + 0.018316170200705528 + ], + [ + "C", + 0.008761148899793625 + ], + [ + "$\\", + 0.0042323097586631775 + ], + [ + "f", + 0.0026597704272717237 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 148, + "target_rank_swapped": 52, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "FCC", + "trials": [ + { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n", + "source": "FCC", + "target": "BCC", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "FCC", + 0.9444856643676758 + ], + [ + "B", + 0.02515692263841629 + ], + [ + "F", + 0.013032384216785431 + ], + [ + "SC", + 0.006592345889657736 + ], + [ + "**", + 0.004213536158204079 + ], + [ + "$\\", + 0.0022315778769552708 + ], + [ + "f", + 0.0018136786529794335 + ], + [ + "C", + 0.001165101770311594 + ] + ], + "swapped_top": [ + [ + "FCC", + 0.4746996760368347 + ], + [ + "B", + 0.40807485580444336 + ], + [ + "**", + 0.04817097261548042 + ], + [ + "F", + 0.03132501244544983 + ], + [ + "SC", + 0.018316170200705528 + ], + [ + "C", + 0.008761148899793625 + ], + [ + "$\\", + 0.0042323097586631775 + ], + [ + "f", + 0.0026597704272717237 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 148, + "target_rank_swapped": 52, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a common crystal lattice. Answer using one abbreviation.\n<|turn>model\n", + "source": "FCC", + "target": "HCP", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "FCC", + 0.9444856643676758 + ], + [ + "B", + 0.02515692263841629 + ], + [ + "F", + 0.013032384216785431 + ], + [ + "SC", + 0.006592345889657736 + ], + [ + "**", + 0.004213536158204079 + ], + [ + "$\\", + 0.0022315778769552708 + ], + [ + "f", + 0.0018136786529794335 + ], + [ + "C", + 0.001165101770311594 + ] + ], + "swapped_top": [ + [ + "FCC", + 0.6081649661064148 + ], + [ + "B", + 0.3043016493320465 + ], + [ + "**", + 0.025555690750479698 + ], + [ + "F", + 0.023040352389216423 + ], + [ + "SC", + 0.019012724980711937 + ], + [ + "C", + 0.009885047562420368 + ], + [ + "$\\", + 0.0034509592223912477 + ], + [ + "f", + 0.0019224908901378512 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 1504, + "target_rank_swapped": 504, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 2, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-deformation", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Deformation-mechanism report", + "description": "Dynamically select the clean report and install sibling deformation coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n", + "prompt_tail": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 21 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "deformation", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Plastic", + "generated_token_ids": [ + 99176 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "slip", + "surfaces": [ + "slip" + ], + "token_ids": [ + 21078, + 59722, + 113487, + 209501 + ] + }, + { + "label": "twinning", + "surfaces": [ + "twinning" + ], + "token_ids": [ + 192329 + ] + }, + { + "label": "creep", + "surfaces": [ + "creep" + ], + "token_ids": [ + 32753, + 207042 + ] + }, + { + "label": "diffusion", + "surfaces": [ + "diffusion" + ], + "token_ids": [ + 16970, + 86087, + 94445, + 137960 + ] + } + ], + "emergence": [ + { + "label": "slip", + "best_rank": 19, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 14 + }, + { + "label": "twinning", + "best_rank": 137, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 61 + }, + { + "label": "creep", + "best_rank": 5, + "best_depth": 82.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 1 + }, + { + "label": "diffusion", + "best_rank": 13, + "best_depth": 65.9, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 58 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "a", + "d", + "o", + "r", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "emic", + "al", + "ried", + "er", + "ment", + "etal" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "lli", + "she", + "or", + "1", + "pple", + "orse", + "ou" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ish", + "ive", + "in", + "elle", + "et", + "her", + "wards", + "maybe" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "herself", + "she", + "elle", + "her", + "udos", + "ça", + "she" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "she", + "herself", + "elle", + "she", + "her", + "ally", + "ements" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "she", + "her", + "she", + "herself", + "She", + "etto", + "elle", + "그녀" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "her", + "she", + "herself", + "kids", + "นะคะ", + "veggies", + "Yeah", + "그녀" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Ferdinand", + "calmness", + "Almighty", + "Unfortunately", + "So", + "So", + "Zam", + "splendid" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "atleast", + "alot", + "mmmm", + "upto", + "thats", + "Unfortunately", + "The", + "swift" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "hmm", + "kinda", + "Whilst", + "alot", + "Firstly", + "Anyways", + "crazy", + "amazing" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "alot", + "mmmm", + "maybe", + "thats", + "kinda", + "Whilst", + "amazing", + "hmm" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "rumours", + "death", + "YES", + "prioritise", + "hmm", + "xyz", + "Firstly", + "odour" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "xyz", + "YES", + "mention", + "UNKNOWN", + "Jaw", + "Incorrect", + "ChatGPT", + "Einstein" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "Jaw", + "Fuck", + "YES", + "xyz", + "pure", + "Survival", + "plexity", + "Einstein" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "FAKE", + "ambiguity", + "Jaw", + "Answer", + "cryptic", + "Brain", + "Silence", + "RESPONSE" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "ANSWER", + "ronym", + "monos", + "adrenaline", + "brevity", + "physiological", + "cryptic", + "adrenal" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "brevity", + "ANSWER", + "Answer", + "monos", + "physiological", + "abiotic", + "ENERGY", + "pneum" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "Biotechnology", + "SCIENCE", + "ANSWER", + "ENERGY", + "brevity", + "abiotic", + "Nuclear", + "olymp" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "ENERGY", + "Chaos", + "Entropy", + "ENERGY", + "adrenaline", + "Cyber", + "Biotechnology", + "ANSWER" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Biotechnology", + "Biome", + "kinetic", + "Industrial", + "Optimization", + "ENERGY", + "Energ", + "能源" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Optimize", + "Somos", + "Convergence", + "Sulf", + "Optimization", + "Minimize", + "Optimizer", + "Minimal" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Entropy", + "Chaos", + "Diversity", + "Fract", + "Dys", + "Hyd", + "entropy", + "Diesel" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Often", + "Should", + "Its", + "Might", + "Known", + "Recent", + "Requires", + "might" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Often", + "Practice", + "Example", + "Known", + "Should", + "Maybe", + "Might", + "Otherwise" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Practice", + "Transformation", + "Exposure", + "transformation", + "Absorption", + "Might", + "Evolution", + "Entropy" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "transformation", + "Transformation", + "growth", + "absorption", + "destruction", + "Absorption", + "Evolution", + "infiltration" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "transformation", + "growth", + "Transformation", + "erosion", + "Evolution", + "Growth", + "regression", + "destruction" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Fragmentation", + "Erosion", + "Oxidation", + "Displacement", + "transformation", + "Fragmentation", + "Transformation", + "Turbulence" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Erosion", + "Deformation", + "Oxidation", + "Fragmentation", + "Dislocations", + "Corrosion", + "Displacement", + "Turbulence" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Deformation", + "Dislocations", + "Fracture", + "Oxidation", + "deformation", + "Erosion", + "optosis", + "deformation" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "deformation", + "Deformation", + "deformation", + "变形", + "Dislocations", + "Fracture", + "bending", + "plasticity" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "deformation", + "plasticity", + "ductile", + "Deformation", + "塑", + "deformation", + "ductility", + "Plastic" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "deformation", + "Deformation", + "plasticity", + "deformation", + "deform", + "creep", + "变形", + "Plastic" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "deformation", + "plasticity", + "Deformation", + "Plastic", + "deformation", + "Plastic", + "creep", + "ductile" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "deformation", + "plasticity", + "Plastic", + "ductile", + "plastic", + "Deformation", + "塑", + "deformation" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "deformation", + "plasticity", + "塑", + "Plastic", + "plastic", + "Plastic", + "ductile", + "plast" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "plasticity", + "Plastic", + "塑", + "plastic", + "Plastic", + "deformation", + "plast", + "plastic" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "Plastic", + "Plastic", + "plasticity", + "plastic", + "塑", + "plastic", + "Slip", + "deformation" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "Plastic", + "Pl", + "Slip", + "D", + "Cre", + "De", + "Dis", + "Yield" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Plastic", + "D", + "Slip", + "Cre", + "Yield", + "Pl", + "Dis", + "Rec" + ] + } + ], + "surprising": [ + { + "concept": "that", + "score": 29.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "material", + "output_checked": true + }, + { + "concept": "because", + "score": 21.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "Example", + "score": 17.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "also", + "score": 14.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "and", + "score": 14.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "description", + "score": 9.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "in", + "output_checked": true + }, + { + "concept": "detail", + "score": 8.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "in", + "output_checked": true + }, + { + "concept": "about", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "sentence", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "one", + "output_checked": true + }, + { + "concept": "imaginative", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "plasticity", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "mechanism", + "output_checked": true + }, + { + "concept": "scenario", + "score": 7.0, + "best_rank": 1, + "best_depth": 63.4, + "near_token": "deformation", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-report-swap-a10/materials/dose-report-deformation__grid.png", + "stream": "figures/gemma4-materials-report-swap-a10/materials/dose-report-deformation__stream.png", + "trajectory": "figures/gemma4-materials-report-swap-a10/materials/dose-report-deformation__trajectory.png", + "emergence": "figures/gemma4-materials-report-swap-a10/materials/dose-report-deformation__emergence.png", + "heatmap": "figures/gemma4-materials-report-swap-a10/materials/dose-report-deformation__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n", + "source": "Plastic", + "target": "slip", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Plastic", + 0.8317742347717285 + ], + [ + "D", + 0.07106970250606537 + ], + [ + "Slip", + 0.05058375373482704 + ], + [ + "Cre", + 0.03069944679737091 + ], + [ + "Yield", + 0.010298473760485649 + ], + [ + "Pl", + 0.002343307016417384 + ], + [ + "Dis", + 0.0021496955305337906 + ], + [ + "Rec", + 0.0004084550018887967 + ] + ], + "swapped_top": [ + [ + "", + 0.991191565990448 + ], + [ + "", + 0.0038915807381272316 + ], + [ + "", + 0.0010065205860882998 + ], + [ + "", + 0.0004930133582092822 + ], + [ + "**", + 0.00038936425698921084 + ], + [ + "", + 0.000196399909327738 + ], + [ + "##", + 0.00010832442785613239 + ], + [ + "", + 8.741404599277303e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 499, + "target_rank_clean": 47, + "target_rank_swapped": 21162, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Plastic", + "trials": [ + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n", + "source": "Plastic", + "target": "slip", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Plastic", + 0.8317742347717285 + ], + [ + "D", + 0.07106970250606537 + ], + [ + "Slip", + 0.05058375373482704 + ], + [ + "Cre", + 0.03069944679737091 + ], + [ + "Yield", + 0.010298473760485649 + ], + [ + "Pl", + 0.002343307016417384 + ], + [ + "Dis", + 0.0021496955305337906 + ], + [ + "Rec", + 0.0004084550018887967 + ] + ], + "swapped_top": [ + [ + "", + 0.991191565990448 + ], + [ + "", + 0.0038915807381272316 + ], + [ + "", + 0.0010065205860882998 + ], + [ + "", + 0.0004930133582092822 + ], + [ + "**", + 0.00038936425698921084 + ], + [ + "", + 0.000196399909327738 + ], + [ + "##", + 0.00010832442785613239 + ], + [ + "", + 8.741404599277303e-05 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 499, + "target_rank_clean": 47, + "target_rank_swapped": 21162, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n", + "source": "Plastic", + "target": "twinning", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Plastic", + 0.8317742347717285 + ], + [ + "D", + 0.07106970250606537 + ], + [ + "Slip", + 0.05058375373482704 + ], + [ + "Cre", + 0.03069944679737091 + ], + [ + "Yield", + 0.010298473760485649 + ], + [ + "Pl", + 0.002343307016417384 + ], + [ + "Dis", + 0.0021496955305337906 + ], + [ + "Rec", + 0.0004084550018887967 + ] + ], + "swapped_top": [ + [ + "", + 0.3153696060180664 + ], + [ + "bending", + 0.05014927312731743 + ], + [ + "deformation", + 0.038701534271240234 + ], + [ + "cracking", + 0.035936105996370316 + ], + [ + "shear", + 0.02975453995168209 + ], + [ + "", + 0.02257474884390831 + ], + [ + "plasticity", + 0.021905334666371346 + ], + [ + "**", + 0.016521837562322617 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 271, + "target_rank_clean": 277, + "target_rank_swapped": 130, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n", + "source": "Plastic", + "target": "creep", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Plastic", + 0.8317742347717285 + ], + [ + "D", + 0.07106970250606537 + ], + [ + "Slip", + 0.05058375373482704 + ], + [ + "Cre", + 0.03069944679737091 + ], + [ + "Yield", + 0.010298473760485649 + ], + [ + "Pl", + 0.002343307016417384 + ], + [ + "Dis", + 0.0021496955305337906 + ], + [ + "Rec", + 0.0004084550018887967 + ] + ], + "swapped_top": [ + [ + "**", + 0.0766625627875328 + ], + [ + "Plastic", + 0.04704468697309494 + ], + [ + "D", + 0.0425616055727005 + ], + [ + "Metal", + 0.03482048958539963 + ], + [ + "Ball", + 0.032550811767578125 + ], + [ + "T", + 0.027311896905303 + ], + [ + "Mel", + 0.022403933107852936 + ], + [ + "B", + 0.02102391980588436 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1, + "target_rank_clean": 239, + "target_rank_swapped": 6799, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a material deformation mechanism. Answer in one word.\n<|turn>model\n", + "source": "Plastic", + "target": "diffusion", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Plastic", + 0.8317742347717285 + ], + [ + "D", + 0.07106970250606537 + ], + [ + "Slip", + 0.05058375373482704 + ], + [ + "Cre", + 0.03069944679737091 + ], + [ + "Yield", + 0.010298473760485649 + ], + [ + "Pl", + 0.002343307016417384 + ], + [ + "Dis", + 0.0021496955305337906 + ], + [ + "Rec", + 0.0004084550018887967 + ] + ], + "swapped_top": [ + [ + "", + 0.6817587018013 + ], + [ + "plastic", + 0.07607131451368332 + ], + [ + "plasticity", + 0.04871498793363571 + ], + [ + "cracking", + 0.01596677675843239 + ], + [ + "slip", + 0.013893837109208107 + ], + [ + "deformation", + 0.013229502364993095 + ], + [ + "", + 0.01111463364213705 + ], + [ + "Plastic", + 0.008659834042191505 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 25, + "target_rank_clean": 7129, + "target_rank_swapped": 316, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 4, + "protocol_success_rate": 0.0 + } + }, + { + "slug": "dose-report-strengthening", + "shape": "REPORT_SWAP", + "protocol": "verbal_report", + "domain": "materials", + "title": "Strengthening-mechanism report", + "description": "Dynamically select the clean report and install sibling strengthening coordinates.", + "note": "", + "prompt_text": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n", + "prompt_tail": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n", + "readout_selector": "final_prompt_token", + "readout_at": -1, + "score_positions": [ + 21 + ], + "band": [ + 38.0, + 92.0 + ], + "band_source": "preregistered_cli_or_config", + "condition": null, + "control_group": null, + "phrasing_id": null, + "carrier_id": null, + "target_family": null, + "category": "strengthening", + "answer": null, + "baseline": { + "required": false, + "correct": null, + "expected": [] + }, + "generated_completion": "Pre", + "generated_token_ids": [ + 3695 + ], + "protocol_violations": [], + "valid_for_metrics": true, + "excluded_reasons": [], + "discovered": false, + "tracked_dropped": [], + "tracked": [ + { + "label": "precipitation", + "surfaces": [ + "precipitation" + ], + "token_ids": [ + 31632, + 44340, + 212775 + ] + }, + { + "label": "solution", + "surfaces": [ + "solution" + ], + "token_ids": [ + 3465, + 47213, + 23130, + 15607 + ] + }, + { + "label": "grain", + "surfaces": [ + "grain" + ], + "token_ids": [ + 11261, + 99208, + 79171, + 221098 + ] + }, + { + "label": "work", + "surfaces": [ + "work" + ], + "token_ids": [ + 981, + 2025, + 5490, + 9004 + ] + } + ], + "emergence": [ + { + "label": "precipitation", + "best_rank": 2, + "best_depth": 87.8, + "onset_depth": 87.8, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 1 + }, + { + "label": "solution", + "best_rank": 208, + "best_depth": 63.4, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 152 + }, + { + "label": "grain", + "best_rank": 10, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 6 + }, + { + "label": "work", + "best_rank": 138, + "best_depth": 90.2, + "onset_depth": null, + "reached_top1": false, + "best_pos": 21, + "logit_lens_best_rank": 136 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "에서", + "를", + "nbsp", + "는", + "³", + "라는", + "으로", + "을" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "i", + "l", + "a", + "d", + "o", + "r", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "or", + "ty", + "emic", + "al", + "ried", + "er", + "ment", + "etal" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "ried", + "lli", + "or", + "she", + "1", + "pple", + "orse", + "nbsp" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "ish", + "ive", + "maybe", + "in", + "wards", + "et", + "ally", + "er" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "her", + "herself", + "she", + "elle", + "her", + "udos", + "ça", + "skaya" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "her", + "she", + "herself", + "elle", + "ally", + "ements", + "her", + "she" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "she", + "her", + "she", + "etto", + "herself", + "She", + "elle", + "her" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "her", + "she", + "herself", + "kids", + "veggies", + "นะคะ", + "Yeah", + "AMAZING" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "Ferdinand", + "Unfortunately", + "calmness", + "Almighty", + "So", + "So", + "splendid", + "Zam" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "atleast", + "alot", + "mmmm", + "upto", + "thats", + "Unfortunately", + "The", + "Let" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "Whilst", + "alot", + "hmm", + "Firstly", + "thats", + "kinda", + "whilst", + "mmmm" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "alot", + "Whilst", + "mmmm", + "thats", + "amazing", + "Firstly", + "hmm", + "maybe" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "rumours", + "prioritise", + "Firstly", + "YES", + "thats", + "alot", + "hmm", + "death" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "YES", + "xyz", + "UNKNOWN", + "mention", + "Incorrect", + "ONLY", + "Jaw", + "Joke" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "YES", + "Jaw", + "hmm", + "pure", + "Seek", + "Survival", + "Pure", + "Soup" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "Answer", + "FAKE", + "Jaw", + "YES", + "cryptic", + "Silence", + "Brain", + "ambiguity" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "ronym", + "ANSWER", + "adrenaline", + "monos", + "symbolism", + "cryptic", + "pneum", + "symbol" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "ANSWER", + "brevity", + "Answer", + "ENERGY", + "pneum", + "SPEED", + "YES", + "monos" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "Biotechnology", + "ANSWER", + "ENERGY", + "SCIENCE", + "olimp", + "Answer", + "Answer", + "Nuclear" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "ENERGY", + "ENERGY", + "ANSWER", + "Unlock", + "Biotechnology", + "adrenaline", + "Chaos", + "Cyber" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "Biotechnology", + "Optimization", + "Optimize", + "Metal", + "Biome", + "ENERGY", + "Industrial", + "Energ" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "Convergence", + "Somos", + "Optimize", + "Sulf", + "Optimization", + "Optimizer", + "Minimize", + "Utilization" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "Diversity", + "Entropy", + "Fract", + "Chaos", + "Hyd", + "Rain", + "Sustainable", + "Dys" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "Often", + "Its", + "Should", + "Known", + "Requires", + "Recent", + "Due", + "Might" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "Often", + "Successful", + "Known", + "Practice", + "Presence", + "Increased", + "Effective", + "Example" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "Practice", + "Absorption", + "Exposure", + "Often", + "Increased", + "Mechanism", + "Improved", + "Extraction" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "optimization", + "transformation", + "integration", + "Increased", + "modification", + "Absorption", + "Integration", + "absorption" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "compression", + "growth", + "transformation", + "gravity", + "augmentation", + "oxidation", + "integration", + "expansion" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "Oxidation", + "Fragmentation", + "Polarization", + "Socialism", + "Compression", + "Displacement", + "recursion", + "Turbulence" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "Oxidation", + "Metallurgy", + "Corrosion", + "compaction", + "polymerization", + "强化", + "phosphorylation", + "hypertrophy" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "Oxidation", + "polymerization", + "alloying", + "Dislocations", + "Metallurgy", + "Irradiation", + "Epoxy", + "fortification" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "alloying", + "合金", + "鍛", + "Metallurgy", + "alloy", + "ductility", + "hardening", + "强化" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "hardening", + "alloying", + "合金", + "hardening", + "强化", + "harden", + "alloy", + "鍛" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "合金", + "alloying", + "alloy", + "hardening", + "强化", + "strengthening", + "alloys", + "annealing" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "alloying", + "hardening", + "annealing", + "合金", + "alloy", + "strengthening", + "强化", + "hardening" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "alloying", + "hardening", + "precipitation", + "alloy", + "strengthening", + "annealing", + "合金", + "tempering" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "alloying", + "hardening", + "precipitation", + "Precipitation", + "annealing", + "tempering", + "strengthening", + "合金" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "precipitation", + "alloying", + "Precipitation", + "hardening", + "strengthening", + "precipitates", + "precipitation", + "合金" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "precipitation", + "Precipitation", + "alloying", + "hardening", + "precipitation", + "precipitates", + "Strengthening", + "Precip" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "precipitation", + "Precipitation", + "Work", + "Pre", + "Grain", + "Strain", + "precipitation", + "work" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "Pre", + "Work", + "Strain", + "Grain", + "Solid", + "Qu", + "Cold", + "Hard" + ] + } + ], + "surprising": [ + { + "concept": "and", + "score": 23.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "of", + "output_checked": true + }, + { + "concept": "that", + "score": 23.0, + "best_rank": 1, + "best_depth": 65.9, + "near_token": "metal", + "output_checked": true + }, + { + "concept": "because", + "score": 18.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "also", + "score": 15.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "Answer", + "output_checked": true + }, + { + "concept": "Example", + "score": 14.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "<|turn>", + "output_checked": true + }, + { + "concept": "alloying", + "score": 12.0, + "best_rank": 1, + "best_depth": 46.3, + "near_token": "strengthening", + "output_checked": true + }, + { + "concept": "metallurgical", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "strengthening", + "output_checked": true + }, + { + "concept": "tweet", + "score": 8.0, + "best_rank": 1, + "best_depth": 43.9, + "near_token": "one", + "output_checked": true + }, + { + "concept": "about", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "Think", + "output_checked": true + }, + { + "concept": "sentence", + "score": 8.0, + "best_rank": 1, + "best_depth": 73.2, + "near_token": "one", + "output_checked": true + }, + { + "concept": "imaginative", + "score": 7.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "of", + "output_checked": true + }, + { + "concept": "technique", + "score": 7.0, + "best_rank": 1, + "best_depth": 70.7, + "near_token": "strengthening", + "output_checked": true + } + ], + "surprising_label": "exploratory surfaced candidates", + "figures": { + "grid": "figures/gemma4-materials-report-swap-a10/materials/dose-report-strengthening__grid.png", + "stream": "figures/gemma4-materials-report-swap-a10/materials/dose-report-strengthening__stream.png", + "trajectory": "figures/gemma4-materials-report-swap-a10/materials/dose-report-strengthening__trajectory.png", + "emergence": "figures/gemma4-materials-report-swap-a10/materials/dose-report-strengthening__emergence.png", + "heatmap": "figures/gemma4-materials-report-swap-a10/materials/dose-report-strengthening__heatmap.png" + }, + "swap": { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n", + "source": "Pre", + "target": "precipitation", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Pre", + 0.6030349135398865 + ], + [ + "Work", + 0.2911812365055084 + ], + [ + "Strain", + 0.05143919959664345 + ], + [ + "Grain", + 0.0422559529542923 + ], + [ + "Solid", + 0.0036108409985899925 + ], + [ + "Qu", + 0.002712381538003683 + ], + [ + "Cold", + 0.002194484695792198 + ], + [ + "Hard", + 0.0006799895199947059 + ] + ], + "swapped_top": [ + [ + "Work", + 0.5563185811042786 + ], + [ + "Pre", + 0.3457332253456116 + ], + [ + "Strain", + 0.03560484200716019 + ], + [ + "Grain", + 0.03380986303091049 + ], + [ + "**", + 0.009870132431387901 + ], + [ + "Solid", + 0.003105152864009142 + ], + [ + "Cold", + 0.0021341382525861263 + ], + [ + "Hard", + 0.001984918722882867 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1, + "target_rank_clean": 8, + "target_rank_swapped": 18, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true, + "protocol": "verbal_report", + "clean_source": "Pre", + "trials": [ + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n", + "source": "Pre", + "target": "precipitation", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Pre", + 0.6030349135398865 + ], + [ + "Work", + 0.2911812365055084 + ], + [ + "Strain", + 0.05143919959664345 + ], + [ + "Grain", + 0.0422559529542923 + ], + [ + "Solid", + 0.0036108409985899925 + ], + [ + "Qu", + 0.002712381538003683 + ], + [ + "Cold", + 0.002194484695792198 + ], + [ + "Hard", + 0.0006799895199947059 + ] + ], + "swapped_top": [ + [ + "Work", + 0.5563185811042786 + ], + [ + "Pre", + 0.3457332253456116 + ], + [ + "Strain", + 0.03560484200716019 + ], + [ + "Grain", + 0.03380986303091049 + ], + [ + "**", + 0.009870132431387901 + ], + [ + "Solid", + 0.003105152864009142 + ], + [ + "Cold", + 0.0021341382525861263 + ], + [ + "Hard", + 0.001984918722882867 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 1, + "target_rank_clean": 8, + "target_rank_swapped": 18, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n", + "source": "Pre", + "target": "solution", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Pre", + 0.6030349135398865 + ], + [ + "Work", + 0.2911812365055084 + ], + [ + "Strain", + 0.05143919959664345 + ], + [ + "Grain", + 0.0422559529542923 + ], + [ + "Solid", + 0.0036108409985899925 + ], + [ + "Qu", + 0.002712381538003683 + ], + [ + "Cold", + 0.002194484695792198 + ], + [ + "Hard", + 0.0006799895199947059 + ] + ], + "swapped_top": [ + [ + "Precipitation", + 0.4516651928424835 + ], + [ + "Work", + 0.26333290338516235 + ], + [ + "Grain", + 0.099030502140522 + ], + [ + "Strain", + 0.0690867155790329 + ], + [ + "Pre", + 0.06082478538155556 + ], + [ + "precipitation", + 0.012214199639856815 + ], + [ + "**", + 0.01147468201816082 + ], + [ + "Solution", + 0.0077568162232637405 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 4, + "target_rank_clean": 350, + "target_rank_swapped": 117, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n", + "source": "Pre", + "target": "grain", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Pre", + 0.6030349135398865 + ], + [ + "Work", + 0.2911812365055084 + ], + [ + "Strain", + 0.05143919959664345 + ], + [ + "Grain", + 0.0422559529542923 + ], + [ + "Solid", + 0.0036108409985899925 + ], + [ + "Qu", + 0.002712381538003683 + ], + [ + "Cold", + 0.002194484695792198 + ], + [ + "Hard", + 0.0006799895199947059 + ] + ], + "swapped_top": [ + [ + "Pre", + 0.7310545444488525 + ], + [ + "Work", + 0.20303091406822205 + ], + [ + "Precipitation", + 0.03932031989097595 + ], + [ + "Strain", + 0.01372701209038496 + ], + [ + "precipitation", + 0.003933724947273731 + ], + [ + "**", + 0.0018439812120050192 + ], + [ + "Solid", + 0.0014177613193169236 + ], + [ + "Qu", + 0.000936963246203959 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 0, + "target_rank_clean": 432, + "target_rank_swapped": 2368, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + }, + { + "prompt": "<|turn>user\nThink of a metal strengthening mechanism. Answer in one word.\n<|turn>model\n", + "source": "Pre", + "target": "work", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 16, + 17, + 18, + 19, + 20, + 21, + 22, + 23, + 24, + 25, + 26, + 27, + 28, + 29, + 30, + 31, + 32, + 33, + 34, + 35, + 36, + 37 + ], + "swap_positions": [ + 0, + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20, + 21 + ], + "clean_top": [ + [ + "Pre", + 0.6030349135398865 + ], + [ + "Work", + 0.2911812365055084 + ], + [ + "Strain", + 0.05143919959664345 + ], + [ + "Grain", + 0.0422559529542923 + ], + [ + "Solid", + 0.0036108409985899925 + ], + [ + "Qu", + 0.002712381538003683 + ], + [ + "Cold", + 0.002194484695792198 + ], + [ + "Hard", + 0.0006799895199947059 + ] + ], + "swapped_top": [ + [ + "Precipitation", + 0.5748143792152405 + ], + [ + "**", + 0.10035505890846252 + ], + [ + "precipitation", + 0.08838178962469101 + ], + [ + "Grain", + 0.07265998423099518 + ], + [ + "Strain", + 0.04225361347198486 + ], + [ + "Strengthening", + 0.026561027392745018 + ], + [ + "", + 0.013845649547874928 + ], + [ + "Hard", + 0.013313783332705498 + ] + ], + "source_rank_clean": 0, + "source_rank_swapped": 704, + "target_rank_clean": 34, + "target_rank_swapped": 24, + "expected_answer": null, + "swap_answer": null, + "baseline_correct": null, + "counterfactual_correct": null, + "causal_success": null, + "target_top1": false, + "protocol_success": false, + "dynamic_source": true + } + ], + "errors": [], + "n_targets": 4, + "protocol_success_rate": 0.0 + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gemma4-probe.json b/jlens_materials/runs/gemma4-probe.json new file mode 100644 index 0000000000000000000000000000000000000000..d8d402cd6acdac0088dab26d3c9d4bb381bbd759 --- /dev/null +++ b/jlens_materials/runs/gemma4-probe.json @@ -0,0 +1,773 @@ +{ + "model": "google/gemma-4-E4B-it", + "tag": "gemma4-probe", + "n_layers": 42, + "d_model": 2560, + "lens_n_prompts": 1000, + "shapes": [ + "MULTIHOP" + ], + "domains": [ + "fracture" + ], + "prompts": [ + { + "slug": "griffith-probe", + "shape": "MULTIHOP", + "domain": "fracture", + "title": "griffith-probe", + "description": "", + "note": "", + "prompt_text": "In linear elastic fracture mechanics, the stress needed to propagate a sharp crack falls as the crack grows longer, because the energy released scales with the square of the", + "prompt_tail": "stic fracture mechanics, the stress needed to propagate a sharp crack falls as the crack grows longer, because the energy released scales with the square of the", + "readout_at": -1, + "band": [ + 2.4, + 80.5 + ], + "discovered": true, + "tracked_dropped": [], + "emergence": [ + { + "label": "or", + "best_rank": 0, + "best_depth": 2.4, + "reached_top1": true, + "best_pos": 2 + }, + { + "label": "the", + "best_rank": 0, + "best_depth": 70.7, + "reached_top1": true, + "best_pos": 6 + }, + { + "label": "because", + "best_rank": 0, + "best_depth": 58.5, + "reached_top1": true, + "best_pos": 4 + }, + { + "label": "stress", + "best_rank": 0, + "best_depth": 80.5, + "reached_top1": true, + "best_pos": 7 + }, + { + "label": "crack", + "best_rank": 0, + "best_depth": 80.5, + "reached_top1": true, + "best_pos": 11 + }, + { + "label": "fracture", + "best_rank": 0, + "best_depth": 22.0, + "reached_top1": true, + "best_pos": 4 + }, + { + "label": "tensile", + "best_rank": 0, + "best_depth": 31.7, + "reached_top1": true, + "best_pos": 3 + }, + { + "label": "hydrostatic", + "best_rank": 0, + "best_depth": 34.1, + "reached_top1": true, + "best_pos": 7 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Dz", + "Tua", + "Eddy", + "Brest", + "Darm", + "Dar", + "ulares", + "DTS" + ] + }, + { + "layer": 1, + "depth": 2.4, + "top_tokens": [ + "or", + "l", + "d", + "al", + "ar", + "ay", + "ment", + "nt" + ] + }, + { + "layer": 2, + "depth": 4.9, + "top_tokens": [ + "vs", + "etc", + "d", + "or", + "al", + "ar", + "il", + "ft" + ] + }, + { + "layer": 3, + "depth": 7.3, + "top_tokens": [ + "or", + "vs", + "etc", + "guy", + "of", + "means", + "l", + "d" + ] + }, + { + "layer": 4, + "depth": 9.8, + "top_tokens": [ + "etc", + "or", + "of", + "vs", + "guy", + "in", + "on", + "at" + ] + }, + { + "layer": 5, + "depth": 12.2, + "top_tokens": [ + "guy", + "name", + "name", + "info", + "guy", + "area", + "plate", + "plot" + ] + }, + { + "layer": 6, + "depth": 14.6, + "top_tokens": [ + "guy", + "iest", + "guy", + "info", + "gonna", + "arry", + "his", + "etc" + ] + }, + { + "layer": 7, + "depth": 17.1, + "top_tokens": [ + "guy", + "ain", + "hence", + "requirement", + "gonna", + "his", + "policeman", + "guy" + ] + }, + { + "layer": 8, + "depth": 19.5, + "top_tokens": [ + "brutality", + "power", + "fame", + "name", + "law", + "death", + "race", + "mechanism" + ] + }, + { + "layer": 9, + "depth": 22.0, + "top_tokens": [ + "power", + "weakness", + "brutality", + "weight", + "velocity", + "rigidity", + "mythology", + "fury" + ] + }, + { + "layer": 10, + "depth": 24.4, + "top_tokens": [ + "behaviour", + "malaise", + "eponymous", + "formulae", + "vigour", + "invariably", + "extant", + "defences" + ] + }, + { + "layer": 11, + "depth": 26.8, + "top_tokens": [ + "utterance", + "morphology", + "geological", + "spectroscopic", + "articulation", + "metallurgical", + "interfacial", + "sculptural" + ] + }, + { + "layer": 12, + "depth": 29.3, + "top_tokens": [ + "metallurgical", + "fracture", + "tensile", + "fracturing", + "sculptural", + "metallurgy", + "acoustic", + "roughness" + ] + }, + { + "layer": 13, + "depth": 31.7, + "top_tokens": [ + "metallurgical", + "tensile", + "hydrostatic", + "geotechnical", + "fracture", + "geological", + "hydrodynamic", + "cavitation" + ] + }, + { + "layer": 14, + "depth": 34.1, + "top_tokens": [ + "hydrostatic", + "thermodynamic", + "tensile", + "hydrodynamic", + "thermodynam", + "metallurgical", + "structural", + "viscoelastic" + ] + }, + { + "layer": 15, + "depth": 36.6, + "top_tokens": [ + "tensile", + "hydrostatic", + "metallurgical", + "hydrodynamic", + "structural", + "cantilever", + "荷重", + "thermodynamic" + ] + }, + { + "layer": 16, + "depth": 39.0, + "top_tokens": [ + "hydrostatic", + "metallurgical", + "tensile", + "manufacturing", + "structural", + "steel", + "cantilever", + "manufacturer" + ] + }, + { + "layer": 17, + "depth": 41.5, + "top_tokens": [ + "hydrostatic", + "tensile", + "metallurgical", + "manufacturing", + "steel", + "corrosion", + "hydraulic", + "thép" + ] + }, + { + "layer": 18, + "depth": 43.9, + "top_tokens": [ + "tensile", + "hydrostatic", + "tension", + "metallurgical", + "steel", + "manufacturing", + "corrosion", + "fuselage" + ] + }, + { + "layer": 19, + "depth": 46.3, + "top_tokens": [ + "tensile", + "steel", + "corrosion", + "hydrostatic", + "metallurgical", + "metal", + "manufacturing", + "structural" + ] + }, + { + "layer": 20, + "depth": 48.8, + "top_tokens": [ + "tensile", + "hydrostatic", + "tension", + "corrosion", + "metallurgical", + "manufacturing", + "structural", + "deformation" + ] + }, + { + "layer": 21, + "depth": 51.2, + "top_tokens": [ + "tensile", + "metal", + "steel", + "manufacturing", + "deformation", + "alloy", + "hydrostatic", + "metallurgical" + ] + }, + { + "layer": 22, + "depth": 53.7, + "top_tokens": [ + "または", + "manufacture", + "使其", + "device", + "或", + "或其他", + "alloy", + "or" + ] + }, + { + "layer": 23, + "depth": 56.1, + "top_tokens": [ + "but", + "rather", + "because", + "combination", + "community", + "structure", + "defense", + "monster" + ] + }, + { + "layer": 24, + "depth": 58.5, + "top_tokens": [ + "rather", + "because", + "structure", + "due", + "presence", + "experience", + "its", + "capacity" + ] + }, + { + "layer": 25, + "depth": 61.0, + "top_tokens": [ + "rather", + "because", + "instead", + "simultaneously", + "nearby", + "somehow", + "surrounding", + "presence" + ] + }, + { + "layer": 26, + "depth": 63.4, + "top_tokens": [ + "rather", + "instead", + "supposedly", + "somehow", + "someone", + "percentage", + "capacity", + "decrease" + ] + }, + { + "layer": 27, + "depth": 65.9, + "top_tokens": [ + "population", + "size", + "percentage", + "rather", + "someone", + "perimeter", + "magnitude", + "protagonist" + ] + }, + { + "layer": 28, + "depth": 68.3, + "top_tokens": [ + "size", + "length", + "population", + "circumference", + "volume", + "scale", + "duration", + "thickness" + ] + }, + { + "layer": 29, + "depth": 70.7, + "top_tokens": [ + "population", + "circumference", + "size", + "length", + "duration", + "magnitude", + "width", + "original" + ] + }, + { + "layer": 30, + "depth": 73.2, + "top_tokens": [ + "population", + "circumference", + "size", + "length", + "thickness", + "magnitude", + "displacement", + "width" + ] + }, + { + "layer": 31, + "depth": 75.6, + "top_tokens": [ + "circumference", + "width", + "population", + "velocity", + "radius", + "thickness", + "amplitude", + "displacement" + ] + }, + { + "layer": 32, + "depth": 78.0, + "top_tokens": [ + "circumference", + "size", + "width", + "length", + "radius", + "dimensions", + "displacement", + "distance" + ] + }, + { + "layer": 33, + "depth": 80.5, + "top_tokens": [ + "width", + "length", + "circumference", + "radius", + "amplitude", + "displacement", + "size", + "distance" + ] + }, + { + "layer": 34, + "depth": 82.9, + "top_tokens": [ + "length", + "displacement", + "circumference", + "size", + "width", + "surface", + "crack", + "radius" + ] + }, + { + "layer": 35, + "depth": 85.4, + "top_tokens": [ + "length", + "crack", + "area", + "surface", + "stress", + "displacement", + "fracture", + "radius" + ] + }, + { + "layer": 36, + "depth": 87.8, + "top_tokens": [ + "crack", + "length", + "displacement", + "area", + "fracture", + "surface", + "stress", + "volume" + ] + }, + { + "layer": 37, + "depth": 90.2, + "top_tokens": [ + "crack", + "displacement", + "length", + "fracture", + "area", + "surface", + "stress", + "dimensions" + ] + }, + { + "layer": 38, + "depth": 92.7, + "top_tokens": [ + "crack", + "fracture", + "displacement", + "length", + "area", + "surface", + "stress", + "circumference" + ] + }, + { + "layer": 39, + "depth": 95.1, + "top_tokens": [ + "crack", + "area", + "fracture", + "length", + "surface", + "displacement", + "stress", + "circumference" + ] + }, + { + "layer": 40, + "depth": 97.6, + "top_tokens": [ + "crack", + "area", + "surface", + "length", + "fracture", + "displacement", + "circumference", + "distance" + ] + }, + { + "layer": 41, + "depth": 100.0, + "top_tokens": [ + "crack", + "fracture", + "length", + "area", + "surface", + "characteristic", + "remaining", + "displacement" + ] + } + ], + "surprising": [ + { + "concept": "rather", + "score": 27.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "scales" + }, + { + "concept": "hydrostatic", + "score": 24.0, + "best_rank": 1, + "best_depth": 31.7, + "near_token": "stress" + }, + { + "concept": "tensile", + "score": 19.0, + "best_rank": 1, + "best_depth": 29.3, + "near_token": "stress" + }, + { + "concept": "metallurgical", + "score": 16.0, + "best_rank": 1, + "best_depth": 26.8, + "near_token": "the" + }, + { + "concept": "fissure", + "score": 13.0, + "best_rank": 1, + "best_depth": 26.8, + "near_token": "crack" + }, + { + "concept": "magnitude", + "score": 11.0, + "best_rank": 1, + "best_depth": 24.4, + "near_token": "with" + }, + { + "concept": "entropy", + "score": 10.0, + "best_rank": 1, + "best_depth": 34.1, + "near_token": "energy" + }, + { + "concept": "destabil", + "score": 10.0, + "best_rank": 1, + "best_depth": 39.0, + "near_token": "propagate" + }, + { + "concept": "was", + "score": 9.0, + "best_rank": 1, + "best_depth": 56.1, + "near_token": "crack" + }, + { + "concept": "scenario", + "score": 9.0, + "best_rank": 1, + "best_depth": 61.0, + "near_token": "elastic" + }, + { + "concept": "methodologies", + "score": 8.0, + "best_rank": 1, + "best_depth": 31.7, + "near_token": "," + }, + { + "concept": "represents", + "score": 8.0, + "best_rank": 1, + "best_depth": 58.5, + "near_token": "a" + } + ], + "figures": { + "grid": "figures/gemma4-probe/fracture/griffith-probe__grid.png", + "stream": "figures/gemma4-probe/fracture/griffith-probe__stream.png", + "trajectory": "figures/gemma4-probe/fracture/griffith-probe__trajectory.png", + "emergence": "figures/gemma4-probe/fracture/griffith-probe__emergence.png", + "heatmap": "figures/gemma4-probe/fracture/griffith-probe__heatmap.png" + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gpt2lmheadmodel.json b/jlens_materials/runs/gpt2lmheadmodel.json new file mode 100644 index 0000000000000000000000000000000000000000..8967793e52a35b07ac0ff720f1df557e8abed03c --- /dev/null +++ b/jlens_materials/runs/gpt2lmheadmodel.json @@ -0,0 +1,3741 @@ +{ + "model": "gpt2", + "tag": "gpt2lmheadmodel", + "n_layers": 12, + "d_model": 768, + "lens_n_prompts": 12, + "shapes": [ + "ASSOCIATION", + "MULTIHOP", + "RECOGNITION" + ], + "domains": [ + "fracture", + "protein" + ], + "prompts": [ + { + "slug": "fracture-griffith", + "shape": "MULTIHOP", + "domain": "fracture", + "title": "Griffith criterion (multi-hop)", + "description": "Two-hop: the failure law for a brittle solid with a sharp flaw. Watch 'energy' / 'surface' / 'Griffith' surface before 'crack'.", + "note": "Griffith's result sigma_c ~ sqrt(2 E gamma / (pi a)). The answer token is 'crack (length)'; 'energy', 'surface' and the eponym 'Griffith' are unspoken intermediates the derivation passes through -- the fracture analogue of Mars->color->red.", + "prompt_tail": "balancing the released strain energy against the energy needed to create new surface. The critical stress therefore scales inversely with the square root of the", + "readout_at": -1, + "band": [ + 0.0, + 100.0 + ], + "discovered": false, + "tracked_dropped": [], + "emergence": [ + { + "label": "energy", + "best_rank": 0, + "best_depth": 0.0, + "reached_top1": true, + "best_pos": 23 + }, + { + "label": "surface", + "best_rank": 0, + "best_depth": 0.0, + "reached_top1": true, + "best_pos": 31 + }, + { + "label": "Griffith", + "best_rank": 7102, + "best_depth": 9.1, + "reached_top1": false, + "best_pos": 32 + }, + { + "label": "crack", + "best_rank": 19, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 14 + }, + { + "label": "length", + "best_rank": 11, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 42 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ingred", + "ModLoader", + "cryst", + "enthusi", + "destro", + "FANT", + "glim", + "notor" + ] + }, + { + "layer": 1, + "depth": 9.1, + "top_tokens": [ + "ingred", + "ModLoader", + "nodd", + "cryst", + "enthusi", + "glim", + "destro", + "ponies" + ] + }, + { + "layer": 2, + "depth": 18.2, + "top_tokens": [ + "mathemat", + "enthusi", + "glim", + "ingred", + "tremend", + "cryst", + "ModLoader", + "nodd" + ] + }, + { + "layer": 3, + "depth": 27.3, + "top_tokens": [ + "mathemat", + "proport", + "ingred", + "cryst", + "enthusi", + "sails", + "princ", + "cubes" + ] + }, + { + "layer": 4, + "depth": 36.4, + "top_tokens": [ + "proport", + "mathemat", + "horizont", + "ingred", + "cryst", + "princ", + "enthusi", + "lapt" + ] + }, + { + "layer": 5, + "depth": 45.5, + "top_tokens": [ + "ingred", + "proport", + "quot", + "mathemat", + "lapt", + "cryst", + "multiplier", + "horizont" + ] + }, + { + "layer": 6, + "depth": 54.5, + "top_tokens": [ + "mathemat", + "multiplier", + "multiplication", + "horizont", + "integers", + "ingred", + "theorem", + "quot" + ] + }, + { + "layer": 7, + "depth": 63.6, + "top_tokens": [ + "mathemat", + "squared", + "multiplier", + "numerical", + "magnitude", + "numer", + "multiplication", + "equation" + ] + }, + { + "layer": 8, + "depth": 72.7, + "top_tokens": [ + "multiplier", + "mathemat", + "coefficient", + "exponent", + "coefficients", + "magnitude", + "squared", + "equation" + ] + }, + { + "layer": 9, + "depth": 81.8, + "top_tokens": [ + "mathemat", + "coefficient", + "hardness", + "circumference", + "squared", + "curv", + "thickness", + "gravitational" + ] + }, + { + "layer": 10, + "depth": 90.9, + "top_tokens": [ + "stiffness", + "cube", + "elastic", + "hardness", + "squared", + "coefficient", + "gravitational", + "density" + ] + }, + { + "layer": 11, + "depth": 100.0, + "top_tokens": [ + "stress", + "elastic", + "force", + "strength", + "strain", + "pressure", + "square", + "energy" + ] + } + ], + "surprising": [ + { + "concept": "mathemat", + "score": 49.0, + "best_rank": 1, + "best_depth": 18.2, + "near_token": "the" + }, + { + "concept": "ModLoader", + "score": 43.0, + "best_rank": 1, + "best_depth": 0.0, + "near_token": "," + }, + { + "concept": "multiplier", + "score": 30.0, + "best_rank": 1, + "best_depth": 9.1, + "near_token": "stress" + }, + { + "concept": "ingred", + "score": 15.0, + "best_rank": 1, + "best_depth": 0.0, + "near_token": "needed" + }, + { + "concept": "tremend", + "score": 13.0, + "best_rank": 1, + "best_depth": 27.3, + "near_token": "a" + }, + { + "concept": "destro", + "score": 13.0, + "best_rank": 1, + "best_depth": 27.3, + "near_token": "the" + }, + { + "concept": "subsystem", + "score": 8.0, + "best_rank": 1, + "best_depth": 18.2, + "near_token": "critical" + }, + { + "concept": "inertia", + "score": 8.0, + "best_rank": 1, + "best_depth": 54.5, + "near_token": "against" + }, + { + "concept": "stiffness", + "score": 8.0, + "best_rank": 1, + "best_depth": 81.8, + "near_token": "the" + }, + { + "concept": "squares", + "score": 7.0, + "best_rank": 1, + "best_depth": 0.0, + "near_token": "square" + }, + { + "concept": "creations", + "score": 6.0, + "best_rank": 1, + "best_depth": 0.0, + "near_token": "create" + }, + { + "concept": "Sets", + "score": 4.0, + "best_rank": 1, + "best_depth": 0.0, + "near_token": "set" + } + ], + "figures": { + "grid": "figures/gpt2lmheadmodel/fracture/fracture-griffith__grid.png", + "stream": "figures/gpt2lmheadmodel/fracture/fracture-griffith__stream.png", + "trajectory": "figures/gpt2lmheadmodel/fracture/fracture-griffith__trajectory.png", + "emergence": "figures/gpt2lmheadmodel/fracture/fracture-griffith__emergence.png", + "heatmap": "figures/gpt2lmheadmodel/fracture/fracture-griffith__heatmap.png" + } + }, + { + "slug": "fracture-fatigue", + "shape": "MULTIHOP", + "domain": "fracture", + "title": "Cyclic loading -> failure mode (multi-hop)", + "description": "Cyclic sub-yield loading. 'fatigue' should lead 'crack', with 'Paris'/'striations' as deeper-layer associates.", + "note": "The answer is 'fatigue'. Whether 'Paris' (the Paris crack-growth law) or 'striations' (the fractographic fingerprint) appear in deeper layers probes how much associated fracture knowledge the workspace pulls in beyond the one-word answer.", + "prompt_tail": "lions of cycles. Tiny cracks nucleate at the surface and grow a little on every cycle until the part suddenly breaks. This progressive mode of failure is called", + "readout_at": -1, + "band": [ + 40.0, + 88.0 + ], + "discovered": false, + "tracked_dropped": [ + "cyclic", + "striations" + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 73, + "best_depth": 9.1, + "reached_top1": false, + "best_pos": 11 + }, + { + "label": "crack", + "best_rank": 3, + "best_depth": 0.0, + "reached_top1": false, + "best_pos": 18 + }, + { + "label": "Paris", + "best_rank": 487, + "best_depth": 72.7, + "reached_top1": false, + "best_pos": 0 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "call", + "Wraith", + "Call", + "Call", + "calling", + "CARD", + "call", + "called" + ] + }, + { + "layer": 1, + "depth": 9.1, + "top_tokens": [ + "calling", + "call", + "Call", + "calling", + "ModLoader", + "bluff", + "Accessory", + "mages" + ] + }, + { + "layer": 2, + "depth": 18.2, + "top_tokens": [ + "bluff", + "call", + "call", + "Call", + "calling", + "called", + "Miy", + "Call" + ] + }, + { + "layer": 3, + "depth": 27.3, + "top_tokens": [ + "called", + "laun", + "calling", + "called", + "abbrevi", + "GEAR", + "abbre", + "Call" + ] + }, + { + "layer": 4, + "depth": 36.4, + "top_tokens": [ + "called", + "laun", + "called", + "call", + "awa", + "call", + "ometimes", + "calling" + ] + }, + { + "layer": 5, + "depth": 45.5, + "top_tokens": [ + "called", + "called", + "abbre", + "ometimes", + "Calls", + "Tempest", + "call", + "oldown" + ] + }, + { + "layer": 6, + "depth": 54.5, + "top_tokens": [ + "Tempest", + "Despair", + "Vari", + "Cooldown", + "Shutdown", + "Depth", + "Secondary", + "Deaths" + ] + }, + { + "layer": 7, + "depth": 63.6, + "top_tokens": [ + "Sequence", + "phas", + "osis", + "Calling", + "abwe", + "staking", + "escription", + "Depth" + ] + }, + { + "layer": 8, + "depth": 72.7, + "top_tokens": [ + "Mechanical", + "horm", + "cytok", + "extinction", + "bluff", + "guiActiveUn", + "latency", + "millisec" + ] + }, + { + "layer": 9, + "depth": 81.8, + "top_tokens": [ + "horm", + "apopt", + "reper", + "resil", + "deflation", + "extinction", + "compression", + "coma" + ] + }, + { + "layer": 10, + "depth": 90.9, + "top_tokens": [ + "horm", + "apopt", + "structural", + "hydraulic", + "corrosion", + "compression", + "centrif", + "brittle" + ] + }, + { + "layer": 11, + "depth": 100.0, + "top_tokens": [ + "a", + "an", + "the", + "structural", + "de", + "cycl", + "micro", + "failure" + ] + } + ], + "surprising": [ + { + "concept": "mathemat", + "score": 9.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "its" + }, + { + "concept": "ModLoader", + "score": 7.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "A" + }, + { + "concept": "tremend", + "score": 6.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "is" + }, + { + "concept": "seams", + "score": 5.0, + "best_rank": 1, + "best_depth": 54.5, + "near_token": "at" + }, + { + "concept": "loader", + "score": 4.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "loaded" + }, + { + "concept": "multiplier", + "score": 4.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "stress" + }, + { + "concept": "billions", + "score": 4.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "millions" + }, + { + "concept": "disappears", + "score": 4.0, + "best_rank": 1, + "best_depth": 54.5, + "near_token": "suddenly" + }, + { + "concept": "distances", + "score": 3.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "far" + }, + { + "concept": "ingred", + "score": 3.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "the" + }, + { + "concept": "bit", + "score": 3.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "little" + }, + { + "concept": "manufacturing", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.6, + "near_token": "component" + } + ], + "figures": { + "grid": "figures/gpt2lmheadmodel/fracture/fracture-fatigue__grid.png", + "stream": "figures/gpt2lmheadmodel/fracture/fracture-fatigue__stream.png", + "trajectory": "figures/gpt2lmheadmodel/fracture/fracture-fatigue__trajectory.png", + "emergence": "figures/gpt2lmheadmodel/fracture/fracture-fatigue__emergence.png", + "heatmap": "figures/gpt2lmheadmodel/fracture/fracture-fatigue__heatmap.png" + } + }, + { + "slug": "fracture-toughness-chain", + "shape": "MULTIHOP", + "domain": "fracture", + "title": "Stress-intensity factor chain (multi-hop)", + "description": "Chain: geometry+load -> stress intensity K -> compare to K_Ic -> propagate. Track K / toughness / propagate in order.", + "note": "Multi-step like (4+17)*2+7: compute K, then compare to K_Ic, then conclude 'propagate'. The paper's claim is that these steps surface in the lens in computed order and at successively later layers.", + "prompt_tail": "mputes the stress intensity factor at the crack tip, then compares it against the material's fracture toughness. If the first exceeds the second, the crack will", + "readout_at": -1, + "band": [ + 0.0, + 100.0 + ], + "discovered": false, + "tracked_dropped": [], + "emergence": [ + { + "label": "stress", + "best_rank": 0, + "best_depth": 0.0, + "reached_top1": true, + "best_pos": 18 + }, + { + "label": "intensity", + "best_rank": 0, + "best_depth": 0.0, + "reached_top1": true, + "best_pos": 19 + }, + { + "label": "toughness", + "best_rank": 0, + "best_depth": 0.0, + "reached_top1": true, + "best_pos": 34 + }, + { + "label": "propagate", + "best_rank": 6, + "best_depth": 90.9, + "reached_top1": false, + "best_pos": 45 + }, + { + "label": "grow", + "best_rank": 9, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 45 + }, + { + "label": "unstable", + "best_rank": 705, + "best_depth": 90.9, + "reached_top1": false, + "best_pos": 45 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ingred", + "esm", + "ModLoader", + "wagen", + "ometimes", + "Adds", + "VIDE", + "IMAGES" + ] + }, + { + "layer": 1, + "depth": 9.1, + "top_tokens": [ + "ingred", + "rall", + "ebin", + "cryst", + "destro", + "nodd", + "awa", + "ril" + ] + }, + { + "layer": 2, + "depth": 18.2, + "top_tokens": [ + "ingred", + "toget", + "hopefully", + "oun", + "xual", + "doubtless", + "ngth", + "ometimes" + ] + }, + { + "layer": 3, + "depth": 27.3, + "top_tokens": [ + "ingred", + "toget", + "nep", + "RELEASE", + "awa", + "theless", + "xual", + "ende" + ] + }, + { + "layer": 4, + "depth": 36.4, + "top_tokens": [ + "ingred", + "dont", + "happ", + "doesnt", + "wont", + "didnt", + "alot", + "ende" + ] + }, + { + "layer": 5, + "depth": 45.5, + "top_tokens": [ + "ingred", + "happ", + "horizont", + "dx", + "toget", + "ende", + "wont", + "lapt" + ] + }, + { + "layer": 6, + "depth": 54.5, + "top_tokens": [ + "Decay", + "ende", + "ingred", + "crumble", + "likely", + "happ", + "overwrite", + "destro" + ] + }, + { + "layer": 7, + "depth": 63.6, + "top_tokens": [ + "crumble", + "automatically", + "likely", + "dx", + "overwrite", + "be", + "geometry", + "curves" + ] + }, + { + "layer": 8, + "depth": 72.7, + "top_tokens": [ + "crumble", + "tremend", + "deterior", + "deform", + "enlarge", + "shrink", + "ende", + "regress" + ] + }, + { + "layer": 9, + "depth": 81.8, + "top_tokens": [ + "crumble", + "fracture", + "rupture", + "deterior", + "deform", + "explode", + "widen", + "corro" + ] + }, + { + "layer": 10, + "depth": 90.9, + "top_tokens": [ + "fracture", + "crumble", + "rupture", + "shatter", + "weaken", + "explode", + "propagate", + "widen" + ] + }, + { + "layer": 11, + "depth": 100.0, + "top_tokens": [ + "be", + "break", + "crack", + "become", + "expand", + "fracture", + "not", + "rupture" + ] + } + ], + "surprising": [ + { + "concept": "mathemat", + "score": 36.0, + "best_rank": 1, + "best_depth": 9.1, + "near_token": "at" + }, + { + "concept": "ModLoader", + "score": 32.0, + "best_rank": 1, + "best_depth": 0.0, + "near_token": "with" + }, + { + "concept": "ingred", + "score": 24.0, + "best_rank": 1, + "best_depth": 0.0, + "near_token": "then" + }, + { + "concept": "equations", + "score": 10.0, + "best_rank": 1, + "best_depth": 36.4, + "near_token": "utes" + }, + { + "concept": "herself", + "score": 9.0, + "best_rank": 1, + "best_depth": 0.0, + "near_token": "She" + }, + { + "concept": "glim", + "score": 8.0, + "best_rank": 1, + "best_depth": 9.1, + "near_token": "'s" + }, + { + "concept": "multiplier", + "score": 8.0, + "best_rank": 1, + "best_depth": 27.3, + "near_token": "stress" + }, + { + "concept": "graphene", + "score": 7.0, + "best_rank": 1, + "best_depth": 27.3, + "near_token": "material" + }, + { + "concept": "edges", + "score": 5.0, + "best_rank": 1, + "best_depth": 27.3, + "near_token": "edge" + }, + { + "concept": "baseman", + "score": 4.0, + "best_rank": 1, + "best_depth": 18.2, + "near_token": "first" + }, + { + "concept": "cracked", + "score": 4.0, + "best_rank": 1, + "best_depth": 27.3, + "near_token": "crack" + }, + { + "concept": "clipboard", + "score": 4.0, + "best_rank": 1, + "best_depth": 36.4, + "near_token": "has" + } + ], + "figures": { + "grid": "figures/gpt2lmheadmodel/fracture/fracture-toughness-chain__grid.png", + "stream": "figures/gpt2lmheadmodel/fracture/fracture-toughness-chain__stream.png", + "trajectory": "figures/gpt2lmheadmodel/fracture/fracture-toughness-chain__trajectory.png", + "emergence": "figures/gpt2lmheadmodel/fracture/fracture-toughness-chain__emergence.png", + "heatmap": "figures/gpt2lmheadmodel/fracture/fracture-toughness-chain__heatmap.png" + } + }, + { + "slug": "fracture-brittle-assoc", + "shape": "ASSOCIATION", + "domain": "fracture", + "title": "Brittle fracture (association, unnamed)", + "description": "A vignette of glass shattering. Does 'brittle' / 'fracture' rise in the lens at the final token though never named?", + "note": "Association eval (paper: grief/Einstein/noir). The passage evokes brittle fracture without the words 'brittle' or 'fracture'; a workspace representation of the concept should be readable at the closing token.", + "prompt_tail": "e with the hammer. Without bending or warning it flew apart into a hundred glittering shards that skated across the floor, each edge sharp as the moment before.", + "readout_at": -1, + "band": [ + 27.3, + 100.0 + ], + "discovered": false, + "tracked_dropped": [], + "emergence": [ + { + "label": "brittle", + "best_rank": 24, + "best_depth": 81.8, + "reached_top1": false, + "best_pos": 20 + }, + { + "label": "fracture", + "best_rank": 143, + "best_depth": 54.5, + "reached_top1": false, + "best_pos": 24 + }, + { + "label": "glass", + "best_rank": 3, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 29 + }, + { + "label": "shatter", + "best_rank": 2, + "best_depth": 27.3, + "reached_top1": false, + "best_pos": 24 + }, + { + "label": "crack", + "best_rank": 12, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 32 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ModLoader", + "ingred", + "Vault", + "XCOM", + "Heist", + "glim", + "Wraith", + "Wasteland" + ] + }, + { + "layer": 1, + "depth": 9.1, + "top_tokens": [ + "ModLoader", + "cryst", + "ingred", + "Morrow", + "mathemat", + "Clockwork", + "glim", + "CODE" + ] + }, + { + "layer": 2, + "depth": 18.2, + "top_tokens": [ + "ModLoader", + "glim", + "ccording", + "CLASSIFIED", + "mathemat", + "esm", + "ARDIS", + "misunder" + ] + }, + { + "layer": 3, + "depth": 27.3, + "top_tokens": [ + "ingred", + "CODE", + "cryst", + "glim", + "Reborn", + "weap", + "ModLoader", + "mathemat" + ] + }, + { + "layer": 4, + "depth": 36.4, + "top_tokens": [ + "weap", + "ccording", + "ingred", + "Fn", + "blance", + "ensu", + "lapt", + "Swords" + ] + }, + { + "layer": 5, + "depth": 45.5, + "top_tokens": [ + "ingred", + "weap", + "Pastebin", + "lapt", + "confir", + "ccording", + "Subtle", + "Sung" + ] + }, + { + "layer": 6, + "depth": 54.5, + "top_tokens": [ + "Moments", + "Izan", + "Shards", + "Suddenly", + "Eventually", + "Pain", + "Each", + "Slowly" + ] + }, + { + "layer": 7, + "depth": 63.6, + "top_tokens": [ + "Suddenly", + "Dozens", + "Explos", + "Moments", + "Unable", + "Izan", + "Eventually", + "Then" + ] + }, + { + "layer": 8, + "depth": 72.7, + "top_tokens": [ + "Suddenly", + "Dozens", + "Then", + "Each", + "Somehow", + "Eventually", + "Slowly", + "Moments" + ] + }, + { + "layer": 9, + "depth": 81.8, + "top_tokens": [ + "Its", + "Slowly", + "Each", + "Then", + "Eventually", + "Moments", + "It", + "Suddenly" + ] + }, + { + "layer": 10, + "depth": 90.9, + "top_tokens": [ + "Its", + "Each", + "Slowly", + "Then", + "The", + "It", + "Moments", + "With" + ] + }, + { + "layer": 11, + "depth": 100.0, + "top_tokens": [ + "The", + "It", + "A", + "He", + "Then", + "As", + "She", + "His" + ] + } + ], + "surprising": [ + { + "concept": "ingred", + "score": 9.0, + "best_rank": 1, + "best_depth": 27.3, + "near_token": "the" + }, + { + "concept": "disappearing", + "score": 8.0, + "best_rank": 1, + "best_depth": 36.4, + "near_token": "before" + }, + { + "concept": "weap", + "score": 7.0, + "best_rank": 1, + "best_depth": 27.3, + "near_token": "with" + }, + { + "concept": "bends", + "score": 6.0, + "best_rank": 1, + "best_depth": 27.3, + "near_token": "bending" + }, + { + "concept": "tremend", + "score": 6.0, + "best_rank": 1, + "best_depth": 36.4, + "near_token": "a" + }, + { + "concept": "rooft", + "score": 6.0, + "best_rank": 1, + "best_depth": 63.6, + "near_token": "across" + }, + { + "concept": "ModLoader", + "score": 5.0, + "best_rank": 1, + "best_depth": 27.3, + "near_token": "The" + }, + { + "concept": "edges", + "score": 5.0, + "best_rank": 1, + "best_depth": 27.3, + "near_token": "edge" + }, + { + "concept": "taps", + "score": 5.0, + "best_rank": 1, + "best_depth": 36.4, + "near_token": "tapped" + }, + { + "concept": "OHN", + "score": 4.0, + "best_rank": 1, + "best_depth": 27.3, + "near_token": "Without" + }, + { + "concept": "flying", + "score": 4.0, + "best_rank": 1, + "best_depth": 27.3, + "near_token": "flew" + }, + { + "concept": "glim", + "score": 4.0, + "best_rank": 1, + "best_depth": 27.3, + "near_token": "a" + } + ], + "figures": { + "grid": "figures/gpt2lmheadmodel/fracture/fracture-brittle-assoc__grid.png", + "stream": "figures/gpt2lmheadmodel/fracture/fracture-brittle-assoc__stream.png", + "trajectory": "figures/gpt2lmheadmodel/fracture/fracture-brittle-assoc__trajectory.png", + "emergence": "figures/gpt2lmheadmodel/fracture/fracture-brittle-assoc__emergence.png", + "heatmap": "figures/gpt2lmheadmodel/fracture/fracture-brittle-assoc__heatmap.png" + } + }, + { + "slug": "fracture-ductile-assoc", + "shape": "ASSOCIATION", + "domain": "fracture", + "title": "Ductile failure (association, unnamed)", + "description": "A copper rod necking and drawing out. Contrast partner to the brittle vignette: expect 'ductile'/'plastic'/'neck'.", + "note": "The matched control for fracture-brittle-assoc. Comparing the two tests whether the lens cleanly separates the two canonical failure regimes from prose alone.", + "prompt_tail": " back. It grew visibly thinner at one waist, stretching and drawing out like warm taffy, holding on far past the point anyone expected before it finally parted.", + "readout_at": -1, + "band": [ + 40.0, + 88.0 + ], + "discovered": false, + "tracked_dropped": [ + "ductile", + "necking", + "deformation" + ], + "emergence": [ + { + "label": "plastic", + "best_rank": 45, + "best_depth": 81.8, + "reached_top1": false, + "best_pos": 16 + }, + { + "label": "yield", + "best_rank": 529, + "best_depth": 90.9, + "reached_top1": false, + "best_pos": 38 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ModLoader", + "Vault", + "XCOM", + "ingred", + "Heist", + "glim", + "Wasteland", + "Wraith" + ] + }, + { + "layer": 1, + "depth": 9.1, + "top_tokens": [ + "ModLoader", + "cryst", + "ingred", + "Morrow", + "Clockwork", + "mathemat", + "glim", + "Sins" + ] + }, + { + "layer": 2, + "depth": 18.2, + "top_tokens": [ + "ModLoader", + "ingred", + "ccording", + "mathemat", + "ARDIS", + "CLASSIFIED", + "glim", + "esm" + ] + }, + { + "layer": 3, + "depth": 27.3, + "top_tokens": [ + "ingred", + "CODE", + "cryst", + "weap", + "ModLoader", + "alot", + "Cortex", + "awa" + ] + }, + { + "layer": 4, + "depth": 36.4, + "top_tokens": [ + "ingred", + "weap", + "ccording", + "minus", + "Fn", + "surv", + "They", + "laun" + ] + }, + { + "layer": 5, + "depth": 45.5, + "top_tokens": [ + "ingred", + "weap", + "Eventually", + "ccording", + "Then", + "cryst", + "They", + "Pastebin" + ] + }, + { + "layer": 6, + "depth": 54.5, + "top_tokens": [ + "Slowly", + "Eventually", + "Occasionally", + "Worse", + "Its", + "Abandon", + "Thankfully", + "Styles" + ] + }, + { + "layer": 7, + "depth": 63.6, + "top_tokens": [ + "Suddenly", + "Slowly", + "Worse", + "Its", + "Eventually", + "Dozens", + "Somehow", + "Then" + ] + }, + { + "layer": 8, + "depth": 72.7, + "top_tokens": [ + "Suddenly", + "Worse", + "Eventually", + "Then", + "Somehow", + "Slowly", + "Dozens", + "Thankfully" + ] + }, + { + "layer": 9, + "depth": 81.8, + "top_tokens": [ + "Its", + "Slowly", + "Eventually", + "It", + "Then", + "Worse", + "Somehow", + "Suddenly" + ] + }, + { + "layer": 10, + "depth": 90.9, + "top_tokens": [ + "Its", + "Slowly", + "It", + "Eventually", + "Then", + "The", + "There", + "Suddenly" + ] + }, + { + "layer": 11, + "depth": 100.0, + "top_tokens": [ + "The", + "It", + "A", + "I", + "As", + "Then", + "There", + "He" + ] + } + ], + "surprising": [ + { + "concept": "ingred", + "score": 5.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "," + }, + { + "concept": "relent", + "score": 5.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "finally" + }, + { + "concept": "ModLoader", + "score": 5.0, + "best_rank": 1, + "best_depth": 54.5, + "near_token": "the" + }, + { + "concept": "horizont", + "score": 4.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "holding" + }, + { + "concept": "else", + "score": 4.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "anyone" + }, + { + "concept": "tremend", + "score": 3.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "the" + }, + { + "concept": "loader", + "score": 3.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "load" + }, + { + "concept": "climbing", + "score": 3.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "climbed" + }, + { + "concept": "weap", + "score": 3.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "." + }, + { + "concept": "brim", + "score": 3.0, + "best_rank": 1, + "best_depth": 54.5, + "near_token": "y" + }, + { + "concept": "louder", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.6, + "near_token": "visibly" + }, + { + "concept": "disappearing", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.6, + "near_token": "and" + } + ], + "figures": { + "grid": "figures/gpt2lmheadmodel/fracture/fracture-ductile-assoc__grid.png", + "stream": "figures/gpt2lmheadmodel/fracture/fracture-ductile-assoc__stream.png", + "trajectory": "figures/gpt2lmheadmodel/fracture/fracture-ductile-assoc__trajectory.png", + "emergence": "figures/gpt2lmheadmodel/fracture/fracture-ductile-assoc__emergence.png", + "heatmap": "figures/gpt2lmheadmodel/fracture/fracture-ductile-assoc__heatmap.png" + } + }, + { + "slug": "fracture-stress-recognition", + "shape": "RECOGNITION", + "domain": "fracture", + "title": "Stress state from a tensor (recognition)", + "description": "A raw Cauchy stress tensor with one large tensile eigenvalue. Does the lens read out 'tension'/'crack'/'mode'?", + "note": "Analogue of the paper reading 'protein' out of a raw sequence: here the model must parse a numeric tensor, recognise near-uniaxial tension, and (in fracture terms) associate it with Mode I opening.", + "prompt_tail": "Consider the Cauchy stress tensor (MPa):\n[[420, 0, 0],\n [ 0, 15, 0],\n [ 0, 0, 10]]\nThe dominant loading state this represents is", + "readout_at": -1, + "band": [ + 90.9, + 100.0 + ], + "discovered": false, + "tracked_dropped": [ + "tensile", + "uniaxial" + ], + "emergence": [ + { + "label": "tension", + "best_rank": 6, + "best_depth": 90.9, + "reached_top1": false, + "best_pos": 51 + }, + { + "label": "crack", + "best_rank": 653, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 8 + }, + { + "label": "opening", + "best_rank": 131, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 1 + }, + { + "label": "mode", + "best_rank": 15, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 52 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ModLoader", + "ingred", + "destro", + "senal", + "ometimes", + "gobl", + "awa", + "RIP" + ] + }, + { + "layer": 1, + "depth": 9.1, + "top_tokens": [ + "ModLoader", + "ingred", + "destro", + "mathemat", + "senal", + "oun", + "awa", + "nodd" + ] + }, + { + "layer": 2, + "depth": 18.2, + "top_tokens": [ + "ingred", + "senal", + "ModLoader", + "oun", + "ometimes", + "mathemat", + "awa", + "ccording" + ] + }, + { + "layer": 3, + "depth": 27.3, + "top_tokens": [ + "senal", + "oun", + "alot", + "ingred", + "awa", + "tremend", + "ometimes", + "destro" + ] + }, + { + "layer": 4, + "depth": 36.4, + "top_tokens": [ + "senal", + "tremend", + "alot", + "doesnt", + "confir", + "awa", + "ometimes", + "yip" + ] + }, + { + "layer": 5, + "depth": 45.5, + "top_tokens": [ + "senal", + "ometimes", + "eto", + "alot", + "tremend", + "ingred", + "awa", + "doesnt" + ] + }, + { + "layer": 6, + "depth": 54.5, + "top_tokens": [ + "senal", + "tremend", + "ngth", + "yip", + "CLASSIFIED", + "ometimes", + "rael", + "omorphic" + ] + }, + { + "layer": 7, + "depth": 63.6, + "top_tokens": [ + "omorphic", + "senal", + "omorph", + "ModLoader", + "dictated", + "ynchronous", + "CLASSIFIED", + "tremend" + ] + }, + { + "layer": 8, + "depth": 72.7, + "top_tokens": [ + "omorphic", + "omorph", + "senal", + "ModLoader", + "ynchronous", + "CLASSIFIED", + "srf", + "skelet" + ] + }, + { + "layer": 9, + "depth": 81.8, + "top_tokens": [ + "omorphic", + "aerobic", + "senal", + "srf", + "tiss", + "facult", + "maximal", + "equilibrium" + ] + }, + { + "layer": 10, + "depth": 90.9, + "top_tokens": [ + "maximal", + "aerobic", + "analges", + "equilibrium", + "anterior", + "tiss", + "omorphic", + "leptin" + ] + }, + { + "layer": 11, + "depth": 100.0, + "top_tokens": [ + "the", + "a", + "that", + "in", + "an", + "not", + "at", + "C" + ] + } + ], + "surprising": [ + { + "concept": "Notice", + "score": 2.0, + "best_rank": 1, + "best_depth": 90.9, + "near_token": "" + }, + { + "concept": "teasp", + "score": 2.0, + "best_rank": 7, + "best_depth": 90.9, + "near_token": "0" + }, + { + "concept": "URRENT", + "score": 1.0, + "best_rank": 1, + "best_depth": 90.9, + "near_token": "C" + }, + { + "concept": "coils", + "score": 1.0, + "best_rank": 1, + "best_depth": 90.9, + "near_token": "or" + }, + { + "concept": "When", + "score": 1.0, + "best_rank": 1, + "best_depth": 90.9, + "near_token": "):" + }, + { + "concept": "mechanism", + "score": 1.0, + "best_rank": 1, + "best_depth": 90.9, + "near_token": "loading" + }, + { + "concept": "occurs", + "score": 1.0, + "best_rank": 1, + "best_depth": 90.9, + "near_token": "state" + }, + { + "concept": "maximal", + "score": 1.0, + "best_rank": 1, + "best_depth": 90.9, + "near_token": "is" + }, + { + "concept": "Page", + "score": 1.0, + "best_rank": 2, + "best_depth": 90.9, + "near_token": "[[" + }, + { + "concept": "pione", + "score": 1.0, + "best_rank": 2, + "best_depth": 90.9, + "near_token": "[" + }, + { + "concept": "Magikarp", + "score": 1.0, + "best_rank": 3, + "best_depth": 90.9, + "near_token": "" + }, + { + "concept": "EStream", + "score": 1.0, + "best_rank": 4, + "best_depth": 90.9, + "near_token": "0" + } + ], + "figures": { + "grid": "figures/gpt2lmheadmodel/fracture/fracture-stress-recognition__grid.png", + "stream": "figures/gpt2lmheadmodel/fracture/fracture-stress-recognition__stream.png", + "trajectory": "figures/gpt2lmheadmodel/fracture/fracture-stress-recognition__trajectory.png", + "emergence": "figures/gpt2lmheadmodel/fracture/fracture-stress-recognition__emergence.png", + "heatmap": "figures/gpt2lmheadmodel/fracture/fracture-stress-recognition__heatmap.png" + } + }, + { + "slug": "protein-helix-multihop", + "shape": "MULTIHOP", + "domain": "protein", + "title": "Backbone H-bonds -> secondary structure (multi-hop)", + "description": "i to i+4 backbone hydrogen bonding. Track 'hydrogen'/'backbone' before 'helix'.", + "note": "Two-hop: i,i+4 H-bond pattern -> alpha helix. 'hydrogen'/'bond'/'backbone' are the unspoken intermediates before the answer 'helix'.", + "prompt_tail": "ne residue accepts a hydrogen bond from the amide of the residue four positions later, and this repeats down the chain, the local fold that results is the alpha", + "readout_at": -1, + "band": [ + 0.0, + 100.0 + ], + "discovered": false, + "tracked_dropped": [ + "helix" + ], + "emergence": [ + { + "label": "hydrogen", + "best_rank": 0, + "best_depth": 0.0, + "reached_top1": true, + "best_pos": 18 + }, + { + "label": "bond", + "best_rank": 0, + "best_depth": 100.0, + "reached_top1": true, + "best_pos": 18 + }, + { + "label": "backbone", + "best_rank": 0, + "best_depth": 0.0, + "reached_top1": true, + "best_pos": 8 + }, + { + "label": "spiral", + "best_rank": 39, + "best_depth": 90.9, + "reached_top1": false, + "best_pos": 35 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alpha", + "Alpha", + "Alpha", + "Beta", + "alpha", + "beta", + "Beta", + "beta" + ] + }, + { + "layer": 1, + "depth": 9.1, + "top_tokens": [ + "alpha", + "Alpha", + "Alpha", + "beta", + "Beta", + "Beta", + "alpha", + "beta" + ] + }, + { + "layer": 2, + "depth": 18.2, + "top_tokens": [ + "alpha", + "Alpha", + "alpha", + "Alpha", + "beta", + "beta", + "gamma", + "omega" + ] + }, + { + "layer": 3, + "depth": 27.3, + "top_tokens": [ + "alpha", + "alpha", + "Alpha", + "Alpha", + "gamma", + "beta", + "omega", + "delta" + ] + }, + { + "layer": 4, + "depth": 36.4, + "top_tokens": [ + "alpha", + "alpha", + "Alpha", + "Alpha", + "beta", + "gamma", + "omega", + "delta" + ] + }, + { + "layer": 5, + "depth": 45.5, + "top_tokens": [ + "alpha", + "alpha", + "Alpha", + "Alpha", + "beta", + "gamma", + "tremend", + "omega" + ] + }, + { + "layer": 6, + "depth": 54.5, + "top_tokens": [ + "alpha", + "alpha", + "beta", + "Alpha", + "subscript", + "Centauri", + "gamma", + "Alpha" + ] + }, + { + "layer": 7, + "depth": 63.6, + "top_tokens": [ + "alpha", + "alpha", + "subscript", + "beta", + "gamma", + "Alpha", + "acids", + "delta" + ] + }, + { + "layer": 8, + "depth": 72.7, + "top_tokens": [ + "teasp", + "alpha", + "escription", + "ActionCode", + "StreamerBot", + "hyde", + "quickShip", + "embedreportprint" + ] + }, + { + "layer": 9, + "depth": 81.8, + "top_tokens": [ + "subscript", + "carbohyd", + "teasp", + "allele", + "ゴン", + "oxidation", + "ActionCode", + "residue" + ] + }, + { + "layer": 10, + "depth": 90.9, + "top_tokens": [ + "residue", + "molecule", + "protein", + "helic", + "amino", + "particle", + "carb", + "oxidation" + ] + }, + { + "layer": 11, + "depth": 100.0, + "top_tokens": [ + "of", + "residue", + "and", + "carb", + "channel", + "protein", + "bond", + "particle" + ] + } + ], + "surprising": [ + { + "concept": "ModLoader", + "score": 52.0, + "best_rank": 1, + "best_depth": 0.0, + "near_token": "," + }, + { + "concept": "mathemat", + "score": 32.0, + "best_rank": 1, + "best_depth": 0.0, + "near_token": "this" + }, + { + "concept": "ingred", + "score": 27.0, + "best_rank": 1, + "best_depth": 0.0, + "near_token": "the" + }, + { + "concept": "bonded", + "score": 8.0, + "best_rank": 1, + "best_depth": 18.2, + "near_token": "bond" + }, + { + "concept": "horizont", + "score": 6.0, + "best_rank": 1, + "best_depth": 18.2, + "near_token": "positions" + }, + { + "concept": "LOAD", + "score": 5.0, + "best_rank": 1, + "best_depth": 0.0, + "near_token": "down" + }, + { + "concept": "oun", + "score": 5.0, + "best_rank": 1, + "best_depth": 9.1, + "near_token": "am" + }, + { + "concept": "whence", + "score": 4.0, + "best_rank": 1, + "best_depth": 27.3, + "near_token": "from" + }, + { + "concept": "electrons", + "score": 4.0, + "best_rank": 1, + "best_depth": 81.8, + "near_token": "accepts" + }, + { + "concept": "weap", + "score": 3.0, + "best_rank": 1, + "best_depth": 0.0, + "near_token": "In" + }, + { + "concept": "pione", + "score": 3.0, + "best_rank": 1, + "best_depth": 27.3, + "near_token": "am" + }, + { + "concept": "tremend", + "score": 3.0, + "best_rank": 1, + "best_depth": 36.4, + "near_token": "a" + } + ], + "figures": { + "grid": "figures/gpt2lmheadmodel/protein/protein-helix-multihop__grid.png", + "stream": "figures/gpt2lmheadmodel/protein/protein-helix-multihop__stream.png", + "trajectory": "figures/gpt2lmheadmodel/protein/protein-helix-multihop__trajectory.png", + "emergence": "figures/gpt2lmheadmodel/protein/protein-helix-multihop__emergence.png", + "heatmap": "figures/gpt2lmheadmodel/protein/protein-helix-multihop__heatmap.png" + } + }, + { + "slug": "protein-gfp-recognition", + "shape": "RECOGNITION", + "domain": "protein", + "title": "GFP sequence -> function (recognition)", + "description": "The paper's own example, ported: a GFP N-terminal fragment. Watch 'protein'/'fluor'/'green' appear a few residues in.", + "note": "Direct port of the paper's Figure 3 protein example (GFP). Their lens reads 'protein' ~5 residues in, then 'fluor' and 'green'. Reproducing this on Gemma is the cleanest cross-model check that the fitted lens is behaving.", + "prompt_tail": "What is this? MSKGEELFTGVVPILVELDGDVNGHKFSVSGEGEGDATYGKLTLKFICTTGKLPVPWPTL", + "readout_at": -1, + "band": [ + 40.0, + 88.0 + ], + "discovered": false, + "tracked_dropped": [ + "GFP" + ], + "emergence": [ + { + "label": "protein", + "best_rank": 1558, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 3 + }, + { + "label": "fluor", + "best_rank": 2492, + "best_depth": 27.3, + "reached_top1": false, + "best_pos": 6 + }, + { + "label": "green", + "best_rank": 545, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 3 + }, + { + "label": "sequence", + "best_rank": 2371, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 3 + }, + { + "label": "amino", + "best_rank": 2161, + "best_depth": 0.0, + "reached_top1": false, + "best_pos": 5 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ModLoader", + "ingred", + "emort", + "lvl", + "Lol", + "destro", + "veter", + "lol" + ] + }, + { + "layer": 1, + "depth": 9.1, + "top_tokens": [ + "ingred", + "ModLoader", + "destro", + "yrics", + "ILCS", + "ende", + "RIP", + "enthusi" + ] + }, + { + "layer": 2, + "depth": 18.2, + "top_tokens": [ + "RIP", + "ModLoader", + "ingred", + "yrics", + "aughter", + "gobl", + "VL", + "ensu" + ] + }, + { + "layer": 3, + "depth": 27.3, + "top_tokens": [ + "ILCS", + "RIP", + "UX", + "yrics", + "YR", + "VL", + "ANC", + "LY" + ] + }, + { + "layer": 4, + "depth": 36.4, + "top_tokens": [ + "YR", + "yrics", + "senal", + "UX", + "DR", + "OUP", + "LCS", + "ANS" + ] + }, + { + "layer": 5, + "depth": 45.5, + "top_tokens": [ + "UX", + "YR", + "yrics", + "SK", + "KN", + "DR", + "UNCH", + "OSS" + ] + }, + { + "layer": 6, + "depth": 54.5, + "top_tokens": [ + "yrics", + "YR", + "senal", + "UTH", + "Dialogue", + "UX", + "ACP", + "UNCH" + ] + }, + { + "layer": 7, + "depth": 63.6, + "top_tokens": [ + "YR", + "ADS", + "UTH", + "OV", + "KN", + "OSS", + "YN", + "RIP" + ] + }, + { + "layer": 8, + "depth": 72.7, + "top_tokens": [ + "teasp", + "UTH", + "ActionCode", + "KN", + "ÍÍ", + "YR", + "YN", + "OV" + ] + }, + { + "layer": 9, + "depth": 81.8, + "top_tokens": [ + "FK", + "KN", + "YR", + "WT", + "YC", + "WN", + "OV", + "KC" + ] + }, + { + "layer": 10, + "depth": 90.9, + "top_tokens": [ + "WT", + "FK", + "PT", + "GN", + "KK", + "GV", + "WN", + "KT" + ] + }, + { + "layer": 11, + "depth": 100.0, + "top_tokens": [ + "K", + "Q", + "W", + "X", + "Z", + "F", + "H", + "J" + ] + } + ], + "surprising": [ + { + "concept": "GGGGGGGG", + "score": 32.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "G" + }, + { + "concept": "GGGG", + "score": 7.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "NG" + }, + { + "concept": "PDATE", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.6, + "near_token": "V" + }, + { + "concept": "Answer", + "score": 4.0, + "best_rank": 1, + "best_depth": 54.5, + "near_token": "?" + }, + { + "concept": "TOR", + "score": 3.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "K" + }, + { + "concept": "OOL", + "score": 3.0, + "best_rank": 1, + "best_depth": 54.5, + "near_token": "PT" + }, + { + "concept": "ORK", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.6, + "near_token": "Y" + }, + { + "concept": "StreamerBot", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.7, + "near_token": "K" + }, + { + "concept": "FIELD", + "score": 2.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "GE" + }, + { + "concept": "AND", + "score": 2.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "EL" + }, + { + "concept": "WAYS", + "score": 2.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "IL" + }, + { + "concept": "ModLoader", + "score": 2.0, + "best_rank": 1, + "best_depth": 54.5, + "near_token": "is" + } + ], + "figures": { + "grid": "figures/gpt2lmheadmodel/protein/protein-gfp-recognition__grid.png", + "stream": "figures/gpt2lmheadmodel/protein/protein-gfp-recognition__stream.png", + "trajectory": "figures/gpt2lmheadmodel/protein/protein-gfp-recognition__trajectory.png", + "emergence": "figures/gpt2lmheadmodel/protein/protein-gfp-recognition__emergence.png", + "heatmap": "figures/gpt2lmheadmodel/protein/protein-gfp-recognition__heatmap.png" + } + }, + { + "slug": "protein-collagen-recognition", + "shape": "RECOGNITION", + "domain": "protein", + "title": "Gly-X-Y repeat -> collagen (recognition)", + "description": "A (Gly-Pro-Hyp)_n-like repeat. Does the lens surface 'collagen'/'triple'/'helix' from the motif alone?", + "note": "Gly-X-Y (often Gly-Pro-Hyp) is the collagen signature. Whether the lens jumps from generic 'protein' to specific 'collagen' probes how much structured biochemical knowledge sits in the workspace.", + "prompt_tail": "What is this? GPPGPKGDPGPQGPRGPAGPPGPAGPQGPKGDPGPQGPRGPAGPP", + "readout_at": -1, + "band": [ + 40.0, + 88.0 + ], + "discovered": false, + "tracked_dropped": [ + "helix", + "glycine", + "proline", + "fibril" + ], + "emergence": [ + { + "label": "collagen", + "best_rank": 4416, + "best_depth": 63.6, + "reached_top1": false, + "best_pos": 3 + }, + { + "label": "triple", + "best_rank": 376, + "best_depth": 0.0, + "reached_top1": false, + "best_pos": 5 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "PP", + "PP", + "PW", + "pse", + "NP", + "ikuman", + "GP", + "retty" + ] + }, + { + "layer": 1, + "depth": 9.1, + "top_tokens": [ + "PP", + "PP", + "pse", + "GP", + "PW", + "CP", + "MP", + "NP" + ] + }, + { + "layer": 2, + "depth": 18.2, + "top_tokens": [ + "PP", + "PP", + "GP", + "MP", + "pse", + "retty", + "ERC", + "TON" + ] + }, + { + "layer": 3, + "depth": 27.3, + "top_tokens": [ + "PP", + "PP", + "TON", + "pse", + "HP", + "GP", + "NG", + "retty" + ] + }, + { + "layer": 4, + "depth": 36.4, + "top_tokens": [ + "PP", + "KK", + "OHN", + "retty", + "PP", + "ometimes", + "OOOO", + "yip" + ] + }, + { + "layer": 5, + "depth": 45.5, + "top_tokens": [ + "PP", + "OHN", + "GGGG", + "KK", + "GGGGGGGG", + "JJ", + "ometimes", + "PS" + ] + }, + { + "layer": 6, + "depth": 54.5, + "top_tokens": [ + "PP", + "GGGG", + "retty", + "OHN", + "GGGGGGGG", + "ometimes", + "olicy", + "ERC" + ] + }, + { + "layer": 7, + "depth": 63.6, + "top_tokens": [ + "PP", + "GGGGGGGG", + "GGGG", + "ÃÂÃÂÃÂÃÂÃÂÃÂÃÂÃÂ", + "retty", + "StreamerBot", + "ÛÛ", + "RandomRedditor" + ] + }, + { + "layer": 8, + "depth": 72.7, + "top_tokens": [ + "StreamerBot", + "ActionCode", + "embedreportprint", + "RandomRedditor", + "ÃÂÃÂÃÂÃÂÃÂÃÂÃÂÃÂ", + "rawdownload", + "reportprint", + "externalToEVA" + ] + }, + { + "layer": 9, + "depth": 81.8, + "top_tokens": [ + "PP", + "PK", + "GGGG", + "GP", + "PG", + "FK", + "FP", + "PDATE" + ] + }, + { + "layer": 10, + "depth": 90.9, + "top_tokens": [ + "PK", + "PG", + "PP", + "GP", + "Q", + "TP", + "FK", + "FG" + ] + }, + { + "layer": 11, + "depth": 100.0, + "top_tokens": [ + "Q", + "G", + "P", + "K", + "GP", + "PG", + "PK", + "PP" + ] + } + ], + "surprising": [ + { + "concept": "GGGGGGGG", + "score": 33.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "G" + }, + { + "concept": "PDATE", + "score": 12.0, + "best_rank": 1, + "best_depth": 72.7, + "near_token": "G" + }, + { + "concept": "teasp", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.6, + "near_token": "K" + }, + { + "concept": "StreamerBot", + "score": 5.0, + "best_rank": 1, + "best_depth": 72.7, + "near_token": "GP" + }, + { + "concept": "and", + "score": 4.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "<|endoftext|>" + }, + { + "concept": "Answer", + "score": 4.0, + "best_rank": 1, + "best_depth": 54.5, + "near_token": "?" + }, + { + "concept": "GGGG", + "score": 4.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "G" + }, + { + "concept": "ADRA", + "score": 4.0, + "best_rank": 1, + "best_depth": 63.6, + "near_token": "DP" + }, + { + "concept": "ActionCode", + "score": 4.0, + "best_rank": 1, + "best_depth": 72.7, + "near_token": "PA" + }, + { + "concept": "ModLoader", + "score": 2.0, + "best_rank": 1, + "best_depth": 54.5, + "near_token": "is" + }, + { + "concept": "OUP", + "score": 2.0, + "best_rank": 1, + "best_depth": 54.5, + "near_token": "PR" + }, + { + "concept": "Lies", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.6, + "near_token": "What" + } + ], + "figures": { + "grid": "figures/gpt2lmheadmodel/protein/protein-collagen-recognition__grid.png", + "stream": "figures/gpt2lmheadmodel/protein/protein-collagen-recognition__stream.png", + "trajectory": "figures/gpt2lmheadmodel/protein/protein-collagen-recognition__trajectory.png", + "emergence": "figures/gpt2lmheadmodel/protein/protein-collagen-recognition__emergence.png", + "heatmap": "figures/gpt2lmheadmodel/protein/protein-collagen-recognition__heatmap.png" + } + }, + { + "slug": "protein-transmembrane-recognition", + "shape": "RECOGNITION", + "domain": "protein", + "title": "Hydrophobic stretch -> transmembrane (recognition)", + "description": "A ~20-residue hydrophobic run. Expect 'membrane'/'hydrophobic'/'transmembrane'/'helix'.", + "note": "A flanked poly-(L/I/V/A/G/F) stretch is the transmembrane-helix signature. Recognising it requires reading residue *chemistry*, not just 'this is a sequence'.", + "prompt_tail": "What is this? KKPNGFILVGGVLLLGAAIIGGVMLFAYVVKKPN", + "readout_at": -1, + "band": [ + 40.0, + 88.0 + ], + "discovered": false, + "tracked_dropped": [ + "hydrophobic", + "transmembrane", + "helix" + ], + "emergence": [ + { + "label": "membrane", + "best_rank": 1388, + "best_depth": 90.9, + "reached_top1": false, + "best_pos": 3 + }, + { + "label": "lipid", + "best_rank": 2943, + "best_depth": 90.9, + "reached_top1": false, + "best_pos": 2 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "PN", + "ot", + "Fuk", + "ajor", + "PP", + "Pwr", + "Nish", + "yen" + ] + }, + { + "layer": 1, + "depth": 9.1, + "top_tokens": [ + "PN", + "Fuk", + "ajor", + "ot", + "PP", + "P", + "Pok", + "PT" + ] + }, + { + "layer": 2, + "depth": 18.2, + "top_tokens": [ + "PN", + "ajor", + "JR", + "PG", + "PP", + "ulhu", + "TY", + "Pug" + ] + }, + { + "layer": 3, + "depth": 27.3, + "top_tokens": [ + "PN", + "ajor", + "PG", + "KK", + "TY", + "PI", + "PP", + "JP" + ] + }, + { + "layer": 4, + "depth": 36.4, + "top_tokens": [ + "PN", + "KK", + "EGIN", + "TY", + "FK", + "IZE", + "ajor", + "KO" + ] + }, + { + "layer": 5, + "depth": 45.5, + "top_tokens": [ + "PN", + "KI", + "KK", + "KN", + "GGGGGGGG", + "FK", + "OHN", + "EGIN" + ] + }, + { + "layer": 6, + "depth": 54.5, + "top_tokens": [ + "PN", + "FK", + "GGGG", + "KI", + "GGGGGGGG", + "ADRA", + "KN", + "IX" + ] + }, + { + "layer": 7, + "depth": 63.6, + "top_tokens": [ + "FK", + "KN", + "PN", + "GGGG", + "GGGGGGGG", + "OV", + "IX", + "AZ" + ] + }, + { + "layer": 8, + "depth": 72.7, + "top_tokens": [ + "GGGGGGGG", + "FK", + "ADRA", + "GGGG", + "KN", + "KI", + "KR", + "ActionCode" + ] + }, + { + "layer": 9, + "depth": 81.8, + "top_tokens": [ + "FK", + "YC", + "NN", + "GGGGGGGG", + "GGGG", + "KI", + "KN", + "KK" + ] + }, + { + "layer": 10, + "depth": 90.9, + "top_tokens": [ + "FK", + "KK", + "NN", + "BN", + "YC", + "ZI", + "GG", + "NT" + ] + }, + { + "layer": 11, + "depth": 100.0, + "top_tokens": [ + "Q", + "X", + "Y", + "J", + "V", + "Z", + "W", + "K" + ] + } + ], + "surprising": [ + { + "concept": "GGGG", + "score": 27.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "AY" + }, + { + "concept": "GGGGGGGG", + "score": 16.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "IG" + }, + { + "concept": "Answer", + "score": 4.0, + "best_rank": 1, + "best_depth": 54.5, + "near_token": "?" + }, + { + "concept": "ModLoader", + "score": 4.0, + "best_rank": 1, + "best_depth": 54.5, + "near_token": "is" + }, + { + "concept": "PDATE", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.6, + "near_token": "V" + }, + { + "concept": "ActionCode", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.7, + "near_token": "K" + }, + { + "concept": "OOOO", + "score": 2.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "LL" + }, + { + "concept": "Lies", + "score": 2.0, + "best_rank": 1, + "best_depth": 63.6, + "near_token": "What" + }, + { + "concept": "Collider", + "score": 1.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "What" + }, + { + "concept": "DragonMagazine", + "score": 1.0, + "best_rank": 1, + "best_depth": 54.5, + "near_token": "V" + }, + { + "concept": "HHHH", + "score": 1.0, + "best_rank": 1, + "best_depth": 63.6, + "near_token": "I" + }, + { + "concept": "Mayhem", + "score": 1.0, + "best_rank": 1, + "best_depth": 72.7, + "near_token": "is" + } + ], + "figures": { + "grid": "figures/gpt2lmheadmodel/protein/protein-transmembrane-recognition__grid.png", + "stream": "figures/gpt2lmheadmodel/protein/protein-transmembrane-recognition__stream.png", + "trajectory": "figures/gpt2lmheadmodel/protein/protein-transmembrane-recognition__trajectory.png", + "emergence": "figures/gpt2lmheadmodel/protein/protein-transmembrane-recognition__emergence.png", + "heatmap": "figures/gpt2lmheadmodel/protein/protein-transmembrane-recognition__heatmap.png" + } + }, + { + "slug": "protein-amyloid-assoc", + "shape": "ASSOCIATION", + "domain": "protein", + "title": "Amyloid aggregation (association, unnamed)", + "description": "A vignette of misfolding and fibril formation. Does 'amyloid'/'aggregate'/'fibril' rise without being named?", + "note": "Association eval. The passage describes cross-beta amyloid formation (misfolding -> stacked beta strands -> fibrils/plaques) without the diagnostic words; a workspace concept of 'amyloid' should be readable at the close.", + "prompt_tail": " folds. They had stacked edge to edge into long stiff ribbons that clumped into tangled plaques, each strand locked into its neighbour in a rigid pleated sheet.", + "readout_at": -1, + "band": [ + 40.0, + 88.0 + ], + "discovered": false, + "tracked_dropped": [ + "amyloid", + "fibril", + "misfold" + ], + "emergence": [ + { + "label": "aggregate", + "best_rank": 314, + "best_depth": 54.5, + "reached_top1": false, + "best_pos": 5 + }, + { + "label": "beta", + "best_rank": 135, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 5 + }, + { + "label": "plaque", + "best_rank": 0, + "best_depth": 0.0, + "reached_top1": true, + "best_pos": 29 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ingred", + "ModLoader", + "enthusi", + "Colour", + "Heist", + "colours", + "UK", + "XCOM" + ] + }, + { + "layer": 1, + "depth": 9.1, + "top_tokens": [ + "ModLoader", + "ingred", + "mathemat", + "cryst", + "Morrow", + "glim", + "ISBN", + "Clockwork" + ] + }, + { + "layer": 2, + "depth": 18.2, + "top_tokens": [ + "ModLoader", + "mathemat", + "ARDIS", + "BBC", + "surv", + "misunder", + "ccording", + "maths" + ] + }, + { + "layer": 3, + "depth": 27.3, + "top_tokens": [ + "ingred", + "maths", + "ModLoader", + "weap", + "mathemat", + "colours", + "surv", + "cryst" + ] + }, + { + "layer": 4, + "depth": 36.4, + "top_tokens": [ + "weap", + "ModLoader", + "laun", + "surv", + "ingred", + "ensu", + "lapt", + "colours" + ] + }, + { + "layer": 5, + "depth": 45.5, + "top_tokens": [ + "tyres", + "realised", + "colours", + "aluminium", + "ensu", + "maths", + "armour", + "rumours" + ] + }, + { + "layer": 6, + "depth": 54.5, + "top_tokens": [ + "They", + "mathemat", + "Whilst", + "mould", + "Each", + "maths", + "colours", + "realised" + ] + }, + { + "layer": 7, + "depth": 63.6, + "top_tokens": [ + "They", + "Suddenly", + "Then", + "These", + "Each", + "ModLoader", + "Eventually", + "Dozens" + ] + }, + { + "layer": 8, + "depth": 72.7, + "top_tokens": [ + "They", + "Suddenly", + "Eventually", + "Then", + "Their", + "Dozens", + "Each", + "Scientists" + ] + }, + { + "layer": 9, + "depth": 81.8, + "top_tokens": [ + "Their", + "They", + "Each", + "Eventually", + "Occasionally", + "Then", + "These", + "Slowly" + ] + }, + { + "layer": 10, + "depth": 90.9, + "top_tokens": [ + "Their", + "Each", + "They", + "Eventually", + "Slowly", + "Then", + "When", + "Suddenly" + ] + }, + { + "layer": 11, + "depth": 100.0, + "top_tokens": [ + "The", + "They", + "It", + "In", + "A", + "This", + "When", + "As" + ] + } + ], + "surprising": [ + { + "concept": "mathemat", + "score": 7.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "the" + }, + { + "concept": "edges", + "score": 4.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "edge" + }, + { + "concept": "maze", + "score": 4.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "a" + }, + { + "concept": "ModLoader", + "score": 4.0, + "best_rank": 1, + "best_depth": 54.5, + "near_token": "in" + }, + { + "concept": "cryst", + "score": 3.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "into" + }, + { + "concept": "individually", + "score": 3.0, + "best_rank": 1, + "best_depth": 45.5, + "near_token": "each" + }, + { + "concept": "adorned", + "score": 3.0, + "best_rank": 1, + "best_depth": 54.5, + "near_token": "bons" + }, + { + "concept": "undergone", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.6, + "near_token": "had" + }, + { + "concept": "fists", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.6, + "near_token": "into" + }, + { + "concept": "resembled", + "score": 3.0, + "best_rank": 1, + "best_depth": 63.6, + "near_token": "that" + }, + { + "concept": "horizont", + "score": 2.0, + "best_rank": 1, + "best_depth": 54.5, + "near_token": "to" + }, + { + "concept": "predecessors", + "score": 2.0, + "best_rank": 1, + "best_depth": 54.5, + "near_token": "its" + } + ], + "figures": { + "grid": "figures/gpt2lmheadmodel/protein/protein-amyloid-assoc__grid.png", + "stream": "figures/gpt2lmheadmodel/protein/protein-amyloid-assoc__stream.png", + "trajectory": "figures/gpt2lmheadmodel/protein/protein-amyloid-assoc__trajectory.png", + "emergence": "figures/gpt2lmheadmodel/protein/protein-amyloid-assoc__emergence.png", + "heatmap": "figures/gpt2lmheadmodel/protein/protein-amyloid-assoc__heatmap.png" + } + }, + { + "slug": "protein-fold-multihop", + "shape": "MULTIHOP", + "domain": "protein", + "title": "Hydrophobic collapse -> tertiary fold (multi-hop)", + "description": "Chain: sequence -> hydrophobic core -> native fold. Track 'hydrophobic'/'core'/'fold' in order.", + "note": "Anfinsen-style hydrophobic-collapse chain: the intermediates 'hydrophobic' and 'core' should precede the answer 'fold'/'structure' across layers.", + "prompt_tail": "ut of contact with solvent and pack together in the interior, and this burial of hydrophobic residues is the main force that drives the chain back to its native", + "readout_at": -1, + "band": [ + 18.2, + 90.9 + ], + "discovered": false, + "tracked_dropped": [ + "hydrophobic" + ], + "emergence": [ + { + "label": "core", + "best_rank": 29, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 49 + }, + { + "label": "collapse", + "best_rank": 117, + "best_depth": 90.9, + "reached_top1": false, + "best_pos": 46 + }, + { + "label": "fold", + "best_rank": 27, + "best_depth": 36.4, + "reached_top1": false, + "best_pos": 8 + }, + { + "label": "structure", + "best_rank": 3, + "best_depth": 90.9, + "reached_top1": false, + "best_pos": 46 + }, + { + "label": "native", + "best_rank": 0, + "best_depth": 18.2, + "reached_top1": true, + "best_pos": 50 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Native", + "native", + "native", + "Native", + "natives", + "language", + "anguages", + "Languages" + ] + }, + { + "layer": 1, + "depth": 9.1, + "top_tokens": [ + "native", + "native", + "Native", + "Native", + "anguages", + "natives", + "language", + "Languages" + ] + }, + { + "layer": 2, + "depth": 18.2, + "top_tokens": [ + "native", + "native", + "language", + "Native", + "anguages", + "natives", + "Native", + "flora" + ] + }, + { + "layer": 3, + "depth": 27.3, + "top_tokens": [ + "native", + "native", + "Native", + "language", + "Native", + "natives", + "flora", + "tribes" + ] + }, + { + "layer": 4, + "depth": 36.4, + "top_tokens": [ + "native", + "native", + "natives", + "Native", + "language", + "Native", + "tribes", + "flora" + ] + }, + { + "layer": 5, + "depth": 45.5, + "top_tokens": [ + "native", + "language", + "native", + "Native", + "natives", + "flora", + "Native", + "language" + ] + }, + { + "layer": 6, + "depth": 54.5, + "top_tokens": [ + "habitat", + "native", + "flora", + "native", + "language", + "extinction", + "tribe", + "language" + ] + }, + { + "layer": 7, + "depth": 63.6, + "top_tokens": [ + "habitat", + "flora", + "forests", + "ecology", + "homeland", + "language", + "woodland", + "extinction" + ] + }, + { + "layer": 8, + "depth": 72.7, + "top_tokens": [ + "habitat", + "habitats", + "cryst", + "surroundings", + "flora", + "extinction", + "ecosystems", + "ancestor" + ] + }, + { + "layer": 9, + "depth": 81.8, + "top_tokens": [ + "habitat", + "substrate", + "equilibrium", + "habitats", + "soil", + "freshwater", + "morphology", + "surroundings" + ] + }, + { + "layer": 10, + "depth": 90.9, + "top_tokens": [ + "substrate", + "habitat", + "soil", + "equilibrium", + "pH", + "morphology", + "solvent", + "tissues" + ] + }, + { + "layer": 11, + "depth": 100.0, + "top_tokens": [ + "state", + "water", + "form", + "environment", + "location", + "surface", + "pH", + "place" + ] + } + ], + "surprising": [ + { + "concept": "ingred", + "score": 25.0, + "best_rank": 1, + "best_depth": 18.2, + "near_token": "and" + }, + { + "concept": "ModLoader", + "score": 23.0, + "best_rank": 1, + "best_depth": 18.2, + "near_token": "A" + }, + { + "concept": "mathemat", + "score": 20.0, + "best_rank": 1, + "best_depth": 18.2, + "near_token": "this" + }, + { + "concept": "cryst", + "score": 10.0, + "best_rank": 1, + "best_depth": 18.2, + "near_token": "the" + }, + { + "concept": "substrate", + "score": 5.0, + "best_rank": 1, + "best_depth": 63.6, + "near_token": "with" + }, + { + "concept": "relics", + "score": 4.0, + "best_rank": 1, + "best_depth": 36.4, + "near_token": "of" + }, + { + "concept": "exerted", + "score": 4.0, + "best_rank": 1, + "best_depth": 36.4, + "near_token": "force" + }, + { + "concept": "whence", + "score": 4.0, + "best_rank": 1, + "best_depth": 54.5, + "near_token": "," + }, + { + "concept": "habitat", + "score": 4.0, + "best_rank": 1, + "best_depth": 54.5, + "near_token": "native" + }, + { + "concept": "contacts", + "score": 3.0, + "best_rank": 1, + "best_depth": 18.2, + "near_token": "contact" + }, + { + "concept": "awa", + "score": 3.0, + "best_rank": 1, + "best_depth": 27.3, + "near_token": "p" + }, + { + "concept": "redistributed", + "score": 3.0, + "best_rank": 1, + "best_depth": 72.7, + "near_token": "and" + } + ], + "figures": { + "grid": "figures/gpt2lmheadmodel/protein/protein-fold-multihop__grid.png", + "stream": "figures/gpt2lmheadmodel/protein/protein-fold-multihop__stream.png", + "trajectory": "figures/gpt2lmheadmodel/protein/protein-fold-multihop__trajectory.png", + "emergence": "figures/gpt2lmheadmodel/protein/protein-fold-multihop__emergence.png", + "heatmap": "figures/gpt2lmheadmodel/protein/protein-fold-multihop__heatmap.png" + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/gpt2lmheadmodel_analysis.json b/jlens_materials/runs/gpt2lmheadmodel_analysis.json new file mode 100644 index 0000000000000000000000000000000000000000..512eee7b7be7a69540ecfc034a51ceaa0d431d53 --- /dev/null +++ b/jlens_materials/runs/gpt2lmheadmodel_analysis.json @@ -0,0 +1,105 @@ +{ + "model": "gpt2", + "provider": "anthropic", + "analysis_model": "claude-opus-4-8", + "offline": true, + "per_prompt": [ + { + "slug": "fracture-griffith", + "title": "Griffith criterion (multi-hop)", + "shape": "MULTIHOP", + "domain": "fracture", + "model_used": "offline", + "analysis": "[offline template] Concepts reaching lens rank 1: 'energy' (depth 0.0%), 'surface' (depth 0.0%). Concepts reaching the lens top-5: 'energy' (rank 1, depth 0.0%), 'surface' (rank 1, depth 0.0%). Hidden thoughts (surfaced in the workspace band, not in the prompt or output): mathemat, ModLoader, multiplier, ingred, tremend, destro." + }, + { + "slug": "fracture-fatigue", + "title": "Cyclic loading -> failure mode (multi-hop)", + "shape": "MULTIHOP", + "domain": "fracture", + "model_used": "offline", + "analysis": "[offline template] Concepts reaching the lens top-5: 'crack' (rank 4, depth 0.0%). Not trackable (multi-token, paper limitation section 9.1): cyclic, striations. Hidden thoughts (surfaced in the workspace band, not in the prompt or output): mathemat, ModLoader, tremend, seams, loader, multiplier." + }, + { + "slug": "fracture-toughness-chain", + "title": "Stress-intensity factor chain (multi-hop)", + "shape": "MULTIHOP", + "domain": "fracture", + "model_used": "offline", + "analysis": "[offline template] Concepts reaching lens rank 1: 'stress' (depth 0.0%), 'intensity' (depth 0.0%), 'toughness' (depth 0.0%). Concepts reaching the lens top-5: 'stress' (rank 1, depth 0.0%), 'intensity' (rank 1, depth 0.0%), 'toughness' (rank 1, depth 0.0%). Hidden thoughts (surfaced in the workspace band, not in the prompt or output): mathemat, ModLoader, ingred, equations, herself, glim." + }, + { + "slug": "fracture-brittle-assoc", + "title": "Brittle fracture (association, unnamed)", + "shape": "ASSOCIATION", + "domain": "fracture", + "model_used": "offline", + "analysis": "[offline template] Concepts reaching the lens top-5: 'glass' (rank 4, depth 100.0%), 'shatter' (rank 3, depth 27.3%). Hidden thoughts (surfaced in the workspace band, not in the prompt or output): ingred, disappearing, weap, bends, tremend, rooft." + }, + { + "slug": "fracture-ductile-assoc", + "title": "Ductile failure (association, unnamed)", + "shape": "ASSOCIATION", + "domain": "fracture", + "model_used": "offline", + "analysis": "[offline template] No tracked concept reached the lens top-5 at any depth — either the model lacks these concepts or they are multi-token and untrackable. Not trackable (multi-token, paper limitation section 9.1): ductile, necking, deformation. Hidden thoughts (surfaced in the workspace band, not in the prompt or output): ingred, relent, ModLoader, horizont, else, tremend." + }, + { + "slug": "fracture-stress-recognition", + "title": "Stress state from a tensor (recognition)", + "shape": "RECOGNITION", + "domain": "fracture", + "model_used": "offline", + "analysis": "[offline template] No tracked concept reached the lens top-5 at any depth — either the model lacks these concepts or they are multi-token and untrackable. Not trackable (multi-token, paper limitation section 9.1): tensile, uniaxial. Hidden thoughts (surfaced in the workspace band, not in the prompt or output): Notice, teasp, URRENT, coils, When, mechanism." + }, + { + "slug": "protein-helix-multihop", + "title": "Backbone H-bonds -> secondary structure (multi-hop)", + "shape": "MULTIHOP", + "domain": "protein", + "model_used": "offline", + "analysis": "[offline template] Concepts reaching lens rank 1: 'hydrogen' (depth 0.0%), 'bond' (depth 100.0%), 'backbone' (depth 0.0%). Concepts reaching the lens top-5: 'hydrogen' (rank 1, depth 0.0%), 'bond' (rank 1, depth 100.0%), 'backbone' (rank 1, depth 0.0%). Not trackable (multi-token, paper limitation section 9.1): helix. Hidden thoughts (surfaced in the workspace band, not in the prompt or output): ModLoader, mathemat, ingred, bonded, horizont, LOAD." + }, + { + "slug": "protein-gfp-recognition", + "title": "GFP sequence -> function (recognition)", + "shape": "RECOGNITION", + "domain": "protein", + "model_used": "offline", + "analysis": "[offline template] No tracked concept reached the lens top-5 at any depth — either the model lacks these concepts or they are multi-token and untrackable. Not trackable (multi-token, paper limitation section 9.1): GFP. Hidden thoughts (surfaced in the workspace band, not in the prompt or output): GGGGGGGG, GGGG, PDATE, Answer, TOR, OOL." + }, + { + "slug": "protein-collagen-recognition", + "title": "Gly-X-Y repeat -> collagen (recognition)", + "shape": "RECOGNITION", + "domain": "protein", + "model_used": "offline", + "analysis": "[offline template] No tracked concept reached the lens top-5 at any depth — either the model lacks these concepts or they are multi-token and untrackable. Not trackable (multi-token, paper limitation section 9.1): helix, glycine, proline, fibril. Hidden thoughts (surfaced in the workspace band, not in the prompt or output): GGGGGGGG, PDATE, teasp, StreamerBot, and, Answer." + }, + { + "slug": "protein-transmembrane-recognition", + "title": "Hydrophobic stretch -> transmembrane (recognition)", + "shape": "RECOGNITION", + "domain": "protein", + "model_used": "offline", + "analysis": "[offline template] No tracked concept reached the lens top-5 at any depth — either the model lacks these concepts or they are multi-token and untrackable. Not trackable (multi-token, paper limitation section 9.1): hydrophobic, transmembrane, helix. Hidden thoughts (surfaced in the workspace band, not in the prompt or output): GGGG, GGGGGGGG, Answer, ModLoader, PDATE, ActionCode." + }, + { + "slug": "protein-amyloid-assoc", + "title": "Amyloid aggregation (association, unnamed)", + "shape": "ASSOCIATION", + "domain": "protein", + "model_used": "offline", + "analysis": "[offline template] Concepts reaching lens rank 1: 'plaque' (depth 0.0%). Concepts reaching the lens top-5: 'plaque' (rank 1, depth 0.0%). Not trackable (multi-token, paper limitation section 9.1): amyloid, fibril, misfold. Hidden thoughts (surfaced in the workspace band, not in the prompt or output): mathemat, edges, maze, ModLoader, cryst, individually." + }, + { + "slug": "protein-fold-multihop", + "title": "Hydrophobic collapse -> tertiary fold (multi-hop)", + "shape": "MULTIHOP", + "domain": "protein", + "model_used": "offline", + "analysis": "[offline template] Concepts reaching lens rank 1: 'native' (depth 18.2%). Concepts reaching the lens top-5: 'structure' (rank 4, depth 90.9%), 'native' (rank 1, depth 18.2%). Not trackable (multi-token, paper limitation section 9.1): hydrophobic. Hidden thoughts (surfaced in the workspace band, not in the prompt or output): ingred, ModLoader, mathemat, cryst, substrate, relics." + } + ], + "synthesis": "[offline template] Run over gpt2 (12 layers). By experiment type — MULTIHOP: 5/5 prompts with a top-5 concept; ASSOCIATION: 2/3 prompts with a top-5 concept; RECOGNITION: 0/4 prompts with a top-5 concept. Most frequent unprompted 'hidden thoughts' across prompts: ModLoader (×11), mathemat (×6), ingred (×7), GGGGGGGG (×3), multiplier (×3), GGGG (×3), tremend (×5), PDATE (×3), edges (×3), destro (×1), weap (×3), cryst (×2)." +} \ No newline at end of file diff --git a/jlens_materials/runs/qwen2forcausallm.json b/jlens_materials/runs/qwen2forcausallm.json new file mode 100644 index 0000000000000000000000000000000000000000..9fd9d88783c379adabddb23b8e8511a6a0115d6c --- /dev/null +++ b/jlens_materials/runs/qwen2forcausallm.json @@ -0,0 +1,7575 @@ +{ + "model": "Qwen/Qwen2.5-0.5B-Instruct", + "tag": "qwen2forcausallm", + "n_layers": 24, + "d_model": 896, + "lens_n_prompts": 8, + "shapes": [ + "ASSOCIATION", + "MODULATION", + "MULTIHOP", + "RECOGNITION", + "REPORT_SWAP" + ], + "domains": [ + "fracture", + "protein" + ], + "prompts": [ + { + "slug": "fracture-griffith", + "shape": "MULTIHOP", + "domain": "fracture", + "title": "Griffith criterion (multi-hop)", + "description": "Two-hop: the failure law for a brittle solid with a sharp flaw. Watch 'energy' / 'surface' / 'Griffith' surface before 'crack'.", + "note": "Griffith's result sigma_c ~ sqrt(2 E gamma / (pi a)). The answer token is 'crack (length)'; 'energy', 'surface' and the eponym 'Griffith' are unspoken intermediates the derivation passes through -- the fracture analogue of Mars->color->red.", + "prompt_tail": "balancing the released strain energy against the energy needed to create new surface. The critical stress therefore scales inversely with the square root of the", + "readout_at": -1, + "band": [ + 0.0, + 100.0 + ], + "discovered": false, + "tracked_dropped": [], + "emergence": [ + { + "label": "energy", + "best_rank": 0, + "best_depth": 43.5, + "reached_top1": true, + "best_pos": 20 + }, + { + "label": "surface", + "best_rank": 0, + "best_depth": 0.0, + "reached_top1": true, + "best_pos": 30 + }, + { + "label": "Griffith", + "best_rank": 57, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 17 + }, + { + "label": "crack", + "best_rank": 0, + "best_depth": 100.0, + "reached_top1": true, + "best_pos": 10 + }, + { + "label": "length", + "best_rank": 6, + "best_depth": 95.7, + "reached_top1": false, + "best_pos": 42 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "tas", + "s", + "幛", + "iếu", + "mountains", + "irlines", + "many", + "writing" + ] + }, + { + "layer": 1, + "depth": 4.3, + "top_tokens": [ + "s", + "many", + "others", + "the", + "e", + "people", + "following", + "land" + ] + }, + { + "layer": 2, + "depth": 8.7, + "top_tokens": [ + "land", + "mountain", + "s", + "many", + "Mount", + "Mountain", + "company", + "flying" + ] + }, + { + "layer": 3, + "depth": 13.0, + "top_tokens": [ + "flying", + "northern", + "s", + "land", + "provinces", + "north", + "mountain", + "island" + ] + }, + { + "layer": 4, + "depth": 17.4, + "top_tokens": [ + "people", + "others", + "computer", + "s", + "Rings", + "land", + "island", + "plane" + ] + }, + { + "layer": 5, + "depth": 21.7, + "top_tokens": [ + "world", + "hero", + "plane", + "flying", + "people", + "heroes", + "legendary", + "land" + ] + }, + { + "layer": 6, + "depth": 26.1, + "top_tokens": [ + "mathematical", + "physics", + "mathematics", + "numerical", + "planet", + "math", + "orbit", + "cube" + ] + }, + { + "layer": 7, + "depth": 30.4, + "top_tokens": [ + "mathematical", + "numerical", + "computational", + "scientific", + "mathematics", + "dimension", + "space", + "sciences" + ] + }, + { + "layer": 8, + "depth": 34.8, + "top_tokens": [ + "mathematical", + "numerical", + "computational", + "mathematics", + "scientific", + "magnitude", + "space", + "sciences" + ] + }, + { + "layer": 9, + "depth": 39.1, + "top_tokens": [ + "mathematical", + "mathematics", + "numerical", + "computational", + "scientific", + "complexity", + "magnitude", + "science" + ] + }, + { + "layer": 10, + "depth": 43.5, + "top_tokens": [ + "computational", + "numerical", + "mathematical", + "magnitude", + "mathematics", + "complexity", + "calculations", + "dataSize" + ] + }, + { + "layer": 11, + "depth": 47.8, + "top_tokens": [ + "mathematical", + "computational", + "magnitude", + "mathematics", + "numerical", + "complexity", + "scientific", + "calculations" + ] + }, + { + "layer": 12, + "depth": 52.2, + "top_tokens": [ + "computational", + "mathematical", + "numerical", + "mathematics", + "magnitude", + "complexity", + "technological", + "exponential" + ] + }, + { + "layer": 13, + "depth": 56.5, + "top_tokens": [ + "mathematical", + "numerical", + "computational", + "mathematics", + "magnitude", + "exponential", + "logarith", + "calculations" + ] + }, + { + "layer": 14, + "depth": 60.9, + "top_tokens": [ + "magnitude", + "density", + "numerical", + "dataSize", + "geometric", + "diameter", + "computational", + "mathematical" + ] + }, + { + "layer": 15, + "depth": 65.2, + "top_tokens": [ + "density", + "dataSize", + "magnitude", + "diameter", + "密度", + "thickness", + "几何", + "scale" + ] + }, + { + "layer": 16, + "depth": 69.6, + "top_tokens": [ + "density", + "密度", + "dataSize", + "magnitude", + "atomic", + "diameter", + "exponential", + "scaleFactor" + ] + }, + { + "layer": 17, + "depth": 73.9, + "top_tokens": [ + "density", + "magnitude", + "diameter", + "scale", + "topology", + "geometry", + "exponential", + "thickness" + ] + }, + { + "layer": 18, + "depth": 78.3, + "top_tokens": [ + "density", + "diameter", + "magnitude", + "thickness", + "curvature", + "radius", + "dimensions", + "密度" + ] + }, + { + "layer": 19, + "depth": 82.6, + "top_tokens": [ + "density", + "diameter", + "magnitude", + "thickness", + "radius", + "ratio", + "size", + "curvature" + ] + }, + { + "layer": 20, + "depth": 87.0, + "top_tokens": [ + "thickness", + "modulus", + "fracture", + "diameter", + "density", + "cube", + "magnitude", + "curvature" + ] + }, + { + "layer": 21, + "depth": 91.3, + "top_tokens": [ + "fracture", + "density", + "modulus", + "volume", + "deformation", + "strength", + "length", + "thickness" + ] + }, + { + "layer": 22, + "depth": 95.7, + "top_tokens": [ + "strain", + "stress", + "fracture", + "square", + "modulus", + "number", + "thickness", + "load" + ] + }, + { + "layer": 23, + "depth": 100.0, + "top_tokens": [ + "number", + "strain", + "initial", + "area", + "material", + "stress", + "square", + "surface" + ] + } + ], + "surprising": [ + { + "concept": "computational", + "score": 43.0, + "best_rank": 1, + "best_depth": 30.4, + "near_token": "the" + }, + { + "concept": "mathematical", + "score": 30.0, + "best_rank": 1, + "best_depth": 26.1, + "near_token": "the" + }, + { + "concept": "density", + "score": 27.0, + "best_rank": 1, + "best_depth": 30.4, + "near_token": "stress" + }, + { + "concept": "gravitational", + "score": 16.0, + "best_rank": 1, + "best_depth": 69.6, + "near_token": "balancing" + }, + { + "concept": "deformation", + "score": 15.0, + "best_rank": 1, + "best_depth": 30.4, + "near_token": "strain" + }, + { + "concept": "magnitude", + "score": 14.0, + "best_rank": 1, + "best_depth": 43.5, + "near_token": "of" + }, + { + "concept": "balance", + "score": 10.0, + "best_rank": 1, + "best_depth": 8.7, + "near_token": "balancing" + }, + { + "concept": "surfaces", + "score": 10.0, + "best_rank": 1, + "best_depth": 30.4, + "near_token": "surface" + }, + { + "concept": "thresholds", + "score": 10.0, + "best_rank": 1, + "best_depth": 60.9, + "near_token": "critical" + }, + { + "concept": "equilibrium", + "score": 9.0, + "best_rank": 1, + "best_depth": 30.4, + "near_token": "balancing" + }, + { + "concept": "geometric", + "score": 8.0, + "best_rank": 1, + "best_depth": 60.9, + "near_token": "therefore" + }, + { + "concept": "geometry", + "score": 8.0, + "best_rank": 1, + "best_depth": 60.9, + "near_token": "linear" + } + ], + "figures": { + "grid": "figures/qwen2forcausallm/fracture/fracture-griffith__grid.png", + "stream": "figures/qwen2forcausallm/fracture/fracture-griffith__stream.png", + "trajectory": "figures/qwen2forcausallm/fracture/fracture-griffith__trajectory.png", + "emergence": "figures/qwen2forcausallm/fracture/fracture-griffith__emergence.png", + "heatmap": "figures/qwen2forcausallm/fracture/fracture-griffith__heatmap.png" + } + }, + { + "slug": "fracture-fatigue", + "shape": "MULTIHOP", + "domain": "fracture", + "title": "Cyclic loading -> failure mode (multi-hop)", + "description": "Cyclic sub-yield loading. 'fatigue' should lead 'crack', with 'Paris'/'striations' as deeper-layer associates.", + "note": "The answer is 'fatigue'. Whether 'Paris' (the Paris crack-growth law) or 'striations' (the fractographic fingerprint) appear in deeper layers probes how much associated fracture knowledge the workspace pulls in beyond the one-word answer.", + "prompt_tail": "lions of cycles. Tiny cracks nucleate at the surface and grow a little on every cycle until the part suddenly breaks. This progressive mode of failure is called", + "readout_at": -1, + "band": [ + 17.4, + 100.0 + ], + "discovered": false, + "tracked_dropped": [ + "striations" + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 0, + "best_depth": 95.7, + "reached_top1": true, + "best_pos": 42 + }, + { + "label": "crack", + "best_rank": 2, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 37 + }, + { + "label": "cyclic", + "best_rank": 2, + "best_depth": 17.4, + "reached_top1": false, + "best_pos": 5 + }, + { + "label": "Paris", + "best_rank": 193, + "best_depth": 8.7, + "reached_top1": false, + "best_pos": 22 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Cham", + "phones", + "phone", + "Ville", + "called", + "Sok", + "巴斯", + "summoned" + ] + }, + { + "layer": 1, + "depth": 4.3, + "top_tokens": [ + "called", + "Cham", + "phone", + "Sok", + "summon", + "phones", + "Vo", + "summoned" + ] + }, + { + "layer": 2, + "depth": 8.7, + "top_tokens": [ + "called", + "Cham", + "Vo", + "call", + "Call", + "Sok", + "Cas", + "calling" + ] + }, + { + "layer": 3, + "depth": 13.0, + "top_tokens": [ + "called", + "Cham", + "呼", + "Vo", + "Von", + "Ville", + "Pont", + "itto" + ] + }, + { + "layer": 4, + "depth": 17.4, + "top_tokens": [ + "Cham", + "called", + "telephone", + "Nome", + "呼", + "Vo", + "Pont", + "Caller" + ] + }, + { + "layer": 5, + "depth": 21.7, + "top_tokens": [ + "呼", + "Caller", + "Kansas", + "Vo", + "summons", + "Nome", + "Cham", + "called" + ] + }, + { + "layer": 6, + "depth": 26.1, + "top_tokens": [ + "Nome", + "呼", + "Cham", + "telephone", + "Caption", + "Name", + "Champ", + "Caller" + ] + }, + { + "layer": 7, + "depth": 30.4, + "top_tokens": [ + "Nome", + "呼", + "Cham", + "Patent", + "called", + "Von", + "称之为", + "Doctor" + ] + }, + { + "layer": 8, + "depth": 34.8, + "top_tokens": [ + "called", + "Champ", + "Caller", + "Doctor", + "Cham", + "呼", + "telephone", + "Von" + ] + }, + { + "layer": 9, + "depth": 39.1, + "top_tokens": [ + "Champ", + "Cham", + "Caller", + "Nome", + "Patent", + "Healing", + "Call", + "Doctor" + ] + }, + { + "layer": 10, + "depth": 43.5, + "top_tokens": [ + "Champ", + "Kansas", + "Healing", + "呼", + "called", + "Nome", + "叫做", + "称之为" + ] + }, + { + "layer": 11, + "depth": 47.8, + "top_tokens": [ + "叫做", + "Kansas", + "Champ", + "Name", + "Nome", + "Lambda", + "Healing", + "Galaxy" + ] + }, + { + "layer": 12, + "depth": 52.2, + "top_tokens": [ + "叫做", + "Lambda", + "Origin", + "Galaxy", + "称之为", + "Cortex", + "Gamma", + "终结" + ] + }, + { + "layer": 13, + "depth": 56.5, + "top_tokens": [ + "Lambda", + "Origin", + "Galaxy", + "Gamma", + "Photon", + "Invocation", + "Oxygen", + "Cortex" + ] + }, + { + "layer": 14, + "depth": 60.9, + "top_tokens": [ + "Lazar", + "Adaptive", + "VX", + "Patent", + "patented", + "Scale", + "Photon", + "Destructor" + ] + }, + { + "layer": 15, + "depth": 65.2, + "top_tokens": [ + "命周期", + "Syndrome", + "Adaptive", + "蓄电池", + "Scale", + "哪种", + "MainAxisAlignment", + "Mutation" + ] + }, + { + "layer": 16, + "depth": 69.6, + "top_tokens": [ + "Structural", + "Syndrome", + "Adaptive", + "Modular", + "Mutation", + "Cata", + "Decom", + "Radiation" + ] + }, + { + "layer": 17, + "depth": 73.9, + "top_tokens": [ + "命周期", + "Adaptive", + "Structural", + "Prototype", + "停产", + "Sequential", + "精益", + "Cata" + ] + }, + { + "layer": 18, + "depth": 78.3, + "top_tokens": [ + "Cata", + "fragmentation", + "mutation", + "Mutation", + "corrosion", + "锈", + "Syndrome", + "catastrophic" + ] + }, + { + "layer": 19, + "depth": 82.6, + "top_tokens": [ + "catastrophic", + "exponential", + "mutation", + "corrosion", + "fragmentation", + "Cata", + "fracture", + "premature" + ] + }, + { + "layer": 20, + "depth": 87.0, + "top_tokens": [ + "fracture", + "断裂", + "brittle", + "deformation", + "rupture", + "fract", + "fractures", + "corrosion" + ] + }, + { + "layer": 21, + "depth": 91.3, + "top_tokens": [ + "fracture", + "deformation", + "brittle", + "fatigue", + "fract", + "plastic", + "stress", + "elastic" + ] + }, + { + "layer": 22, + "depth": 95.7, + "top_tokens": [ + "fatigue", + "fracture", + "plastic", + "brittle", + "stress", + "catastrophic", + "creep", + "elastic" + ] + }, + { + "layer": 23, + "depth": 100.0, + "top_tokens": [ + "brittle", + "fatigue", + "creep", + "plastic", + "progressive", + "catastrophic", + "cyclic", + "the" + ] + } + ], + "surprising": [ + { + "concept": "billions", + "score": 11.0, + "best_rank": 1, + "best_depth": 39.1, + "near_token": "of" + }, + { + "concept": "freight", + "score": 9.0, + "best_rank": 1, + "best_depth": 21.7, + "near_token": "loaded" + }, + { + "concept": "geometric", + "score": 9.0, + "best_rank": 4, + "best_depth": 39.1, + "near_token": "is" + }, + { + "concept": "startling", + "score": 8.0, + "best_rank": 1, + "best_depth": 30.4, + "near_token": "suddenly" + }, + { + "concept": "surfaces", + "score": 7.0, + "best_rank": 1, + "best_depth": 34.8, + "near_token": "surface" + }, + { + "concept": "stuff", + "score": 6.0, + "best_rank": 1, + "best_depth": 17.4, + "near_token": "little" + }, + { + "concept": "modulation", + "score": 6.0, + "best_rank": 1, + "best_depth": 17.4, + "near_token": "mode" + }, + { + "concept": "spacecraft", + "score": 6.0, + "best_rank": 1, + "best_depth": 26.1, + "near_token": "the" + }, + { + "concept": "simulations", + "score": 6.0, + "best_rank": 1, + "best_depth": 82.6, + "near_token": "millions" + }, + { + "concept": "seams", + "score": 6.0, + "best_rank": 1, + "best_depth": 69.6, + "near_token": "at" + }, + { + "concept": "onto", + "score": 6.0, + "best_rank": 1, + "best_depth": 73.9, + "near_token": "loaded" + }, + { + "concept": "thus", + "score": 6.0, + "best_rank": 3, + "best_depth": 17.4, + "near_token": "and" + } + ], + "figures": { + "grid": "figures/qwen2forcausallm/fracture/fracture-fatigue__grid.png", + "stream": "figures/qwen2forcausallm/fracture/fracture-fatigue__stream.png", + "trajectory": "figures/qwen2forcausallm/fracture/fracture-fatigue__trajectory.png", + "emergence": "figures/qwen2forcausallm/fracture/fracture-fatigue__emergence.png", + "heatmap": "figures/qwen2forcausallm/fracture/fracture-fatigue__heatmap.png" + } + }, + { + "slug": "fracture-toughness-chain", + "shape": "MULTIHOP", + "domain": "fracture", + "title": "Stress-intensity factor chain (multi-hop)", + "description": "Chain: geometry+load -> stress intensity K -> compare to K_Ic -> propagate. Track K / toughness / propagate in order.", + "note": "Multi-step like (4+17)*2+7: compute K, then compare to K_Ic, then conclude 'propagate'. The paper's claim is that these steps surface in the lens in computed order and at successively later layers.", + "prompt_tail": "mputes the stress intensity factor at the crack tip, then compares it against the material's fracture toughness. If the first exceeds the second, the crack will", + "readout_at": -1, + "band": [ + 4.3, + 100.0 + ], + "discovered": false, + "tracked_dropped": [], + "emergence": [ + { + "label": "stress", + "best_rank": 0, + "best_depth": 91.3, + "reached_top1": true, + "best_pos": 9 + }, + { + "label": "intensity", + "best_rank": 2, + "best_depth": 4.3, + "reached_top1": false, + "best_pos": 17 + }, + { + "label": "toughness", + "best_rank": 0, + "best_depth": 95.7, + "reached_top1": true, + "best_pos": 31 + }, + { + "label": "propagate", + "best_rank": 0, + "best_depth": 95.7, + "reached_top1": true, + "best_pos": 43 + }, + { + "label": "grow", + "best_rank": 5, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 43 + }, + { + "label": "unstable", + "best_rank": 341, + "best_depth": 87.0, + "reached_top1": false, + "best_pos": 43 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "s", + "t", + "names", + "m", + "c", + "sie", + "n", + "l" + ] + }, + { + "layer": 1, + "depth": 4.3, + "top_tokens": [ + "s", + "t", + "m", + "er", + "ing", + "n", + "c", + "a" + ] + }, + { + "layer": 2, + "depth": 8.7, + "top_tokens": [ + "s", + "t", + "school", + "er", + "general", + "n", + "ing", + "m" + ] + }, + { + "layer": 3, + "depth": 13.0, + "top_tokens": [ + "s", + "t", + "l", + "n", + "m", + "ly", + "c", + "a" + ] + }, + { + "layer": 4, + "depth": 17.4, + "top_tokens": [ + "s", + "t", + "er", + "l", + "ing", + "m", + "a", + "n" + ] + }, + { + "layer": 5, + "depth": 21.7, + "top_tokens": [ + "s", + "t", + "l", + "ing", + "n", + "er", + "c", + "ly" + ] + }, + { + "layer": 6, + "depth": 26.1, + "top_tokens": [ + "s", + "t", + "l", + "ing", + "n", + "er", + "c", + "ter" + ] + }, + { + "layer": 7, + "depth": 30.4, + "top_tokens": [ + "s", + "ing", + "onder", + "cene", + "t", + "flow", + "erre", + "nell" + ] + }, + { + "layer": 8, + "depth": 34.8, + "top_tokens": [ + "ing", + "s", + "cene", + "onder", + "turnout", + "flow", + "骝", + "t" + ] + }, + { + "layer": 9, + "depth": 39.1, + "top_tokens": [ + "s", + "onder", + "ing", + "骝", + "cene", + "predict", + "predicting", + "ieg" + ] + }, + { + "layer": 10, + "depth": 43.5, + "top_tokens": [ + "ing", + "onder", + "s", + "predicting", + "predict", + "flow", + "outcomes", + "rains" + ] + }, + { + "layer": 11, + "depth": 47.8, + "top_tokens": [ + "ing", + "onder", + "ieg", + "predicting", + "s", + "rains", + "许可证", + "destroying" + ] + }, + { + "layer": 12, + "depth": 52.2, + "top_tokens": [ + "predicting", + "predicts", + "킬", + "chlorine", + "predicted", + "可能导致", + "否", + "ieg" + ] + }, + { + "layer": 13, + "depth": 56.5, + "top_tokens": [ + "chlorine", + "predicting", + "킬", + "predicted", + "的概率", + "deton", + "predicts", + "预警" + ] + }, + { + "layer": 14, + "depth": 60.9, + "top_tokens": [ + "抢险", + "deton", + "hazards", + "ença", + "灭火", + "containment", + "cery", + "的概率" + ] + }, + { + "layer": 15, + "depth": 65.2, + "top_tokens": [ + "抢险", + "deton", + "爆炸", + "hazards", + "逃生", + "灭火", + "的安全", + "ença" + ] + }, + { + "layer": 16, + "depth": 69.6, + "top_tokens": [ + "爆炸", + "deton", + "explode", + "hazards", + "断裂", + "catastrophic", + "防线", + "FindObjectOfType" + ] + }, + { + "layer": 17, + "depth": 73.9, + "top_tokens": [ + "deton", + "fracture", + "断裂", + "破裂", + "事故发生", + "爆炸", + "rupture", + "catastrophic" + ] + }, + { + "layer": 18, + "depth": 78.3, + "top_tokens": [ + "survive", + "explode", + "破裂", + "fracture", + "stabilize", + "deton", + "断裂", + "explode" + ] + }, + { + "layer": 19, + "depth": 82.6, + "top_tokens": [ + "survive", + "explode", + "deton", + "fracture", + "破裂", + "remain", + "stabilize", + "断裂" + ] + }, + { + "layer": 20, + "depth": 87.0, + "top_tokens": [ + "fracture", + "破裂", + "断裂", + "rupture", + "fractures", + "explode", + "deton", + "survive" + ] + }, + { + "layer": 21, + "depth": 91.3, + "top_tokens": [ + "fracture", + "survive", + "propagate", + "remain", + "crack", + "rupture", + "explode", + "断裂" + ] + }, + { + "layer": 22, + "depth": 95.7, + "top_tokens": [ + "propagate", + "fail", + "fracture", + "expand", + "crack", + "break", + "rupture", + "initiate" + ] + }, + { + "layer": 23, + "depth": 100.0, + "top_tokens": [ + "propagate", + "not", + "fail", + "be", + "fracture", + "grow", + "crack", + "undergo" + ] + } + ], + "surprising": [ + { + "concept": "computational", + "score": 20.0, + "best_rank": 1, + "best_depth": 30.4, + "near_token": "the" + }, + { + "concept": "density", + "score": 17.0, + "best_rank": 1, + "best_depth": 30.4, + "near_token": "stress" + }, + { + "concept": "calculations", + "score": 16.0, + "best_rank": 1, + "best_depth": 43.5, + "near_token": "the" + }, + { + "concept": "thresholds", + "score": 15.0, + "best_rank": 1, + "best_depth": 65.2, + "near_token": "against" + }, + { + "concept": "measurements", + "score": 12.0, + "best_rank": 1, + "best_depth": 60.9, + "near_token": "the" + }, + { + "concept": "weld", + "score": 11.0, + "best_rank": 1, + "best_depth": 26.1, + "near_token": "crack" + }, + { + "concept": "comparisons", + "score": 10.0, + "best_rank": 1, + "best_depth": 47.8, + "near_token": "compares" + }, + { + "concept": "sensor", + "score": 9.0, + "best_rank": 1, + "best_depth": 26.1, + "near_token": "intensity" + }, + { + "concept": "fibers", + "score": 9.0, + "best_rank": 1, + "best_depth": 39.1, + "near_token": "material" + }, + { + "concept": "MATLAB", + "score": 9.0, + "best_rank": 1, + "best_depth": 60.9, + "near_token": "has" + }, + { + "concept": "engineering", + "score": 8.0, + "best_rank": 1, + "best_depth": 34.8, + "near_token": "'s" + }, + { + "concept": "Everest", + "score": 8.0, + "best_rank": 1, + "best_depth": 60.9, + "near_token": "exceeds" + } + ], + "figures": { + "grid": "figures/qwen2forcausallm/fracture/fracture-toughness-chain__grid.png", + "stream": "figures/qwen2forcausallm/fracture/fracture-toughness-chain__stream.png", + "trajectory": "figures/qwen2forcausallm/fracture/fracture-toughness-chain__trajectory.png", + "emergence": "figures/qwen2forcausallm/fracture/fracture-toughness-chain__emergence.png", + "heatmap": "figures/qwen2forcausallm/fracture/fracture-toughness-chain__heatmap.png" + } + }, + { + "slug": "fracture-brittle-assoc", + "shape": "ASSOCIATION", + "domain": "fracture", + "title": "Brittle fracture (association, unnamed)", + "description": "A vignette of glass shattering. Does 'brittle' / 'fracture' rise in the lens at the final token though never named?", + "note": "Association eval (paper: grief/Einstein/noir). The passage evokes brittle fracture without the words 'brittle' or 'fracture'; a workspace representation of the concept should be readable at the closing token.", + "prompt_tail": "e with the hammer. Without bending or warning it flew apart into a hundred glittering shards that skated across the floor, each edge sharp as the moment before.", + "readout_at": -1, + "band": [ + 91.3, + 100.0 + ], + "discovered": false, + "tracked_dropped": [ + "shatter" + ], + "emergence": [ + { + "label": "brittle", + "best_rank": 135, + "best_depth": 91.3, + "reached_top1": false, + "best_pos": 35 + }, + { + "label": "fracture", + "best_rank": 35, + "best_depth": 91.3, + "reached_top1": false, + "best_pos": 19 + }, + { + "label": "glass", + "best_rank": 0, + "best_depth": 91.3, + "reached_top1": true, + "best_pos": 5 + }, + { + "label": "crack", + "best_rank": 15, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 19 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Rarity", + "Buff", + "Pai", + "atoi", + "Slots", + "Gems", + "鸨", + "Cats" + ] + }, + { + "layer": 1, + "depth": 4.3, + "top_tokens": [ + "Hak", + "Horse", + "Buff", + "Bug", + "Caval", + "General", + "Main", + "Grand" + ] + }, + { + "layer": 2, + "depth": 8.7, + "top_tokens": [ + "Minor", + "Pil", + "Migration", + "Main", + "Buff", + "Tales", + "Hak", + "Caval" + ] + }, + { + "layer": 3, + "depth": 13.0, + "top_tokens": [ + "Migration", + "Lat", + "Minor", + "Fl", + "Pon", + "Horse", + "Gos", + "Arch" + ] + }, + { + "layer": 4, + "depth": 17.4, + "top_tokens": [ + "Old", + "though", + "sigh", + "But", + "accompanied", + "Anim", + "Though", + "Happ" + ] + }, + { + "layer": 5, + "depth": 21.7, + "top_tokens": [ + "Birds", + "Old", + "Anim", + "Bird", + "But", + "Hunter", + "Cut", + "though" + ] + }, + { + "layer": 6, + "depth": 26.1, + "top_tokens": [ + "Birds", + "Bird", + "Old", + "Horse", + "Crane", + "Jud", + "But", + "sigh" + ] + }, + { + "layer": 7, + "depth": 30.4, + "top_tokens": [ + "Gaw", + "Birds", + "Bird", + "sigh", + "Old", + "fleeting", + "Horse", + "shri" + ] + }, + { + "layer": 8, + "depth": 34.8, + "top_tokens": [ + "shimmer", + "Stunning", + "sigh", + "precisely", + "flick", + "fleeting", + "Birds", + "Gaw" + ] + }, + { + "layer": 9, + "depth": 39.1, + "top_tokens": [ + "Stunning", + "Birds", + "shimmer", + "Bird", + "fleeting", + "Gaw", + "场景", + "But" + ] + }, + { + "layer": 10, + "depth": 43.5, + "top_tokens": [ + "Stunning", + "shimmer", + "stunning", + "shri", + "glowing", + "breathtaking", + "sigh", + "flick" + ] + }, + { + "layer": 11, + "depth": 47.8, + "top_tokens": [ + "stunning", + "Stunning", + "beautifully", + "shri", + "gorgeous", + "glowing", + "breathtaking", + "sigh" + ] + }, + { + "layer": 12, + "depth": 52.2, + "top_tokens": [ + "stunning", + "beautifully", + "breathtaking", + "gorgeous", + "Stunning", + "exquisite", + "shri", + "astonishing" + ] + }, + { + "layer": 13, + "depth": 56.5, + "top_tokens": [ + "beautifully", + "stunning", + "breathtaking", + "vivid", + "exquisite", + "gorgeous", + "Stunning", + "beautiful" + ] + }, + { + "layer": 14, + "depth": 60.9, + "top_tokens": [ + "Stunning", + "But", + "Hanson", + "Amazing", + "Words", + "Gorgeous", + "Birds", + "Then" + ] + }, + { + "layer": 15, + "depth": 65.2, + "top_tokens": [ + "Hanson", + "Stunning", + "Words", + "Then", + "Panic", + "Suddenly", + "But", + "Fotos" + ] + }, + { + "layer": 16, + "depth": 69.6, + "top_tokens": [ + "But", + "Then", + "Its", + "Those", + "Hanson", + "Suddenly", + "It", + "What" + ] + }, + { + "layer": 17, + "depth": 73.9, + "top_tokens": [ + "Then", + "But", + "When", + "What", + "It", + "Each", + "Suddenly", + "Its" + ] + }, + { + "layer": 18, + "depth": 78.3, + "top_tokens": [ + "It", + "What", + "When", + "But", + "The", + "Its", + "Then", + "Each" + ] + }, + { + "layer": 19, + "depth": 82.6, + "top_tokens": [ + "When", + "Each", + "The", + "After", + "It", + "Then", + "With", + "That" + ] + }, + { + "layer": 20, + "depth": 87.0, + "top_tokens": [ + "When", + "With", + "After", + "The", + "That", + "Then", + "It", + "They" + ] + }, + { + "layer": 21, + "depth": 91.3, + "top_tokens": [ + "The", + "When", + "After", + "It", + "With", + "They", + "That", + "What" + ] + }, + { + "layer": 22, + "depth": 95.7, + "top_tokens": [ + "The", + "When", + "He", + "It", + "What", + "After", + "With", + "They" + ] + }, + { + "layer": 23, + "depth": 100.0, + "top_tokens": [ + "The", + "I", + "He", + "It", + "As", + "What", + "With", + "In" + ] + } + ], + "surprising": [ + { + "concept": "hitting", + "score": 4.0, + "best_rank": 1, + "best_depth": 91.3, + "near_token": "," + }, + { + "concept": "noticing", + "score": 2.0, + "best_rank": 1, + "best_depth": 91.3, + "near_token": "Without" + }, + { + "concept": "keyboard", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.3, + "near_token": "the" + }, + { + "concept": "knives", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.3, + "near_token": "as" + }, + { + "concept": "bottom", + "score": 1.0, + "best_rank": 1, + "best_depth": 95.7, + "near_token": "the" + }, + { + "concept": "piercing", + "score": 1.0, + "best_rank": 1, + "best_depth": 95.7, + "near_token": "edge" + }, + { + "concept": "instantly", + "score": 1.0, + "best_rank": 3, + "best_depth": 91.3, + "near_token": "apart" + } + ], + "figures": { + "grid": "figures/qwen2forcausallm/fracture/fracture-brittle-assoc__grid.png", + "stream": "figures/qwen2forcausallm/fracture/fracture-brittle-assoc__stream.png", + "trajectory": "figures/qwen2forcausallm/fracture/fracture-brittle-assoc__trajectory.png", + "emergence": "figures/qwen2forcausallm/fracture/fracture-brittle-assoc__emergence.png", + "heatmap": "figures/qwen2forcausallm/fracture/fracture-brittle-assoc__heatmap.png" + } + }, + { + "slug": "fracture-ductile-assoc", + "shape": "ASSOCIATION", + "domain": "fracture", + "title": "Ductile failure (association, unnamed)", + "description": "A copper rod necking and drawing out. Contrast partner to the brittle vignette: expect 'ductile'/'plastic'/'neck'.", + "note": "The matched control for fracture-brittle-assoc. Comparing the two tests whether the lens cleanly separates the two canonical failure regimes from prose alone.", + "prompt_tail": " back. It grew visibly thinner at one waist, stretching and drawing out like warm taffy, holding on far past the point anyone expected before it finally parted.", + "readout_at": -1, + "band": [ + 40.0, + 88.0 + ], + "discovered": false, + "tracked_dropped": [ + "ductile", + "necking" + ], + "emergence": [ + { + "label": "plastic", + "best_rank": 12, + "best_depth": 82.6, + "reached_top1": false, + "best_pos": 24 + }, + { + "label": "yield", + "best_rank": 234, + "best_depth": 95.7, + "reached_top1": false, + "best_pos": 8 + }, + { + "label": "deformation", + "best_rank": 29, + "best_depth": 34.8, + "reached_top1": false, + "best_pos": 20 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Rarity", + "Buff", + "Pai", + "atoi", + "Profiler", + "鸨", + "MutableList", + "Chance" + ] + }, + { + "layer": 1, + "depth": 4.3, + "top_tokens": [ + "Hak", + "Horse", + "Buff", + "General", + "Main", + "Caval", + "Com", + "Bug" + ] + }, + { + "layer": 2, + "depth": 8.7, + "top_tokens": [ + "Migration", + "Buff", + "Minor", + "Histor", + "Pil", + "Capt", + "Caval", + "Main" + ] + }, + { + "layer": 3, + "depth": 13.0, + "top_tokens": [ + "Migration", + "Lat", + "Caval", + "Capt", + "Western", + "Cast", + "Celt", + "Fl" + ] + }, + { + "layer": 4, + "depth": 17.4, + "top_tokens": [ + "New", + "though", + "Though", + "Old", + "while", + "Cold", + "perhaps", + "Anim" + ] + }, + { + "layer": 5, + "depth": 21.7, + "top_tokens": [ + "Hunter", + "Anim", + "Old", + "Birds", + "Farm", + "Water", + "Farmers", + "Appalachian" + ] + }, + { + "layer": 6, + "depth": 26.1, + "top_tokens": [ + "Birds", + "Bird", + "Dust", + "Crane", + "But", + "River", + "Flesh", + "Valley" + ] + }, + { + "layer": 7, + "depth": 30.4, + "top_tokens": [ + "Dust", + "Appalachian", + "Flesh", + "Birds", + "Species", + "Butter", + "Anim", + "Bird" + ] + }, + { + "layer": 8, + "depth": 34.8, + "top_tokens": [ + "Appalachian", + "Slow", + "Stunning", + "Birds", + "lumber", + "Dust", + "Butter", + "Species" + ] + }, + { + "layer": 9, + "depth": 39.1, + "top_tokens": [ + "Stunning", + "Birds", + "Dust", + "Slow", + "Rather", + "Narr", + "Bird", + "Horse" + ] + }, + { + "layer": 10, + "depth": 43.5, + "top_tokens": [ + "shimmer", + "Stunning", + "Slow", + "swirling", + "glowing", + "fleeting", + "Dust", + "Orn" + ] + }, + { + "layer": 11, + "depth": 47.8, + "top_tokens": [ + "Slow", + "swirling", + "Stunning", + "slowed", + "shimmer", + "slow", + "slowing", + "glowing" + ] + }, + { + "layer": 12, + "depth": 52.2, + "top_tokens": [ + "swirling", + "Slow", + "shimmer", + "stunning", + "breathtaking", + "slowed", + "But", + "Dust" + ] + }, + { + "layer": 13, + "depth": 56.5, + "top_tokens": [ + "stunning", + "beautifully", + "breathtaking", + "gorgeous", + "swirling", + "shimmer", + "Stunning", + "But" + ] + }, + { + "layer": 14, + "depth": 60.9, + "top_tokens": [ + "But", + "Slow", + "Stunning", + "Riders", + "Birds", + "Hanson", + "That", + "Tales" + ] + }, + { + "layer": 15, + "depth": 65.2, + "top_tokens": [ + "But", + "Riders", + "Slow", + "Thankfully", + "Hanson", + "Tales", + "Sculpt", + "Birds" + ] + }, + { + "layer": 16, + "depth": 69.6, + "top_tokens": [ + "But", + "It", + "Its", + "Slow", + "That", + "Yet", + "Then", + "Perhaps" + ] + }, + { + "layer": 17, + "depth": 73.9, + "top_tokens": [ + "But", + "It", + "Its", + "Slow", + "That", + "When", + "Then", + "Something" + ] + }, + { + "layer": 18, + "depth": 78.3, + "top_tokens": [ + "It", + "But", + "Its", + "When", + "The", + "That", + "At", + "Slow" + ] + }, + { + "layer": 19, + "depth": 82.6, + "top_tokens": [ + "Its", + "It", + "When", + "That", + "But", + "The", + "Each", + "Then" + ] + }, + { + "layer": 20, + "depth": 87.0, + "top_tokens": [ + "It", + "When", + "Its", + "That", + "With", + "The", + "After", + "Then" + ] + }, + { + "layer": 21, + "depth": 91.3, + "top_tokens": [ + "It", + "The", + "When", + "Its", + "And", + "That", + "After", + "As" + ] + }, + { + "layer": 22, + "depth": 95.7, + "top_tokens": [ + "It", + "The", + "And", + "When", + "Its", + "As", + "That", + "But" + ] + }, + { + "layer": 23, + "depth": 100.0, + "top_tokens": [ + "The", + "It", + "I", + "As", + "And", + "A", + "But", + "This" + ] + } + ], + "surprising": [ + { + "concept": "climbing", + "score": 11.0, + "best_rank": 1, + "best_depth": 43.5, + "near_token": "climbed" + }, + { + "concept": "slowing", + "score": 11.0, + "best_rank": 1, + "best_depth": 78.3, + "near_token": "and" + }, + { + "concept": "fibers", + "score": 10.0, + "best_rank": 1, + "best_depth": 69.6, + "near_token": "stretching" + }, + { + "concept": "anymore", + "score": 7.0, + "best_rank": 1, + "best_depth": 65.2, + "near_token": "ing" + }, + { + "concept": "taller", + "score": 7.0, + "best_rank": 1, + "best_depth": 73.9, + "near_token": "grew" + }, + { + "concept": "into", + "score": 7.0, + "best_rank": 1, + "best_depth": 73.9, + "near_token": "drawing" + }, + { + "concept": "warmth", + "score": 6.0, + "best_rank": 1, + "best_depth": 43.5, + "near_token": "warm" + }, + { + "concept": "wasn", + "score": 6.0, + "best_rank": 1, + "best_depth": 69.6, + "near_token": "It" + }, + { + "concept": "loader", + "score": 6.0, + "best_rank": 2, + "best_depth": 43.5, + "near_token": "load" + }, + { + "concept": "toward", + "score": 5.0, + "best_rank": 1, + "best_depth": 78.3, + "near_token": "stretching" + }, + { + "concept": "But", + "score": 5.0, + "best_rank": 1, + "best_depth": 60.9, + "near_token": "." + }, + { + "concept": "intervals", + "score": 5.0, + "best_rank": 1, + "best_depth": 60.9, + "near_token": "at" + } + ], + "figures": { + "grid": "figures/qwen2forcausallm/fracture/fracture-ductile-assoc__grid.png", + "stream": "figures/qwen2forcausallm/fracture/fracture-ductile-assoc__stream.png", + "trajectory": "figures/qwen2forcausallm/fracture/fracture-ductile-assoc__trajectory.png", + "emergence": "figures/qwen2forcausallm/fracture/fracture-ductile-assoc__emergence.png", + "heatmap": "figures/qwen2forcausallm/fracture/fracture-ductile-assoc__heatmap.png" + } + }, + { + "slug": "fracture-stress-recognition", + "shape": "RECOGNITION", + "domain": "fracture", + "title": "Stress state from a tensor (recognition)", + "description": "A raw Cauchy stress tensor with one large tensile eigenvalue. Does the lens read out 'tension'/'crack'/'mode'?", + "note": "Analogue of the paper reading 'protein' out of a raw sequence: here the model must parse a numeric tensor, recognise near-uniaxial tension, and (in fracture terms) associate it with Mode I opening.", + "prompt_tail": "Consider the Cauchy stress tensor (MPa):\n[[420, 0, 0],\n [ 0, 15, 0],\n [ 0, 0, 10]]\nThe dominant loading state this represents is", + "readout_at": -1, + "band": [ + 40.0, + 88.0 + ], + "discovered": false, + "tracked_dropped": [ + "tensile", + "uniaxial" + ], + "emergence": [ + { + "label": "tension", + "best_rank": 85, + "best_depth": 95.7, + "reached_top1": false, + "best_pos": 58 + }, + { + "label": "crack", + "best_rank": 207, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 54 + }, + { + "label": "opening", + "best_rank": 541, + "best_depth": 4.3, + "reached_top1": false, + "best_pos": 1 + }, + { + "label": "mode", + "best_rank": 3, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 53 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "fis", + "pis", + "than", + "eri", + "aki", + "hips", + "lice", + "li" + ] + }, + { + "layer": 1, + "depth": 4.3, + "top_tokens": [ + "than", + "hi", + "the", + "followed", + "hips", + "then", + "ris", + "li" + ] + }, + { + "layer": 2, + "depth": 8.7, + "top_tokens": [ + "ris", + "hips", + "hi", + "than", + "canon", + "being", + "hip", + "then" + ] + }, + { + "layer": 3, + "depth": 13.0, + "top_tokens": [ + "being", + "li", + "hi", + "iam", + "than", + "hips", + "tf", + "amongst" + ] + }, + { + "layer": 4, + "depth": 17.4, + "top_tokens": [ + "hips", + "hi", + "ris", + "Pik", + "known", + "being", + "aki", + "hir" + ] + }, + { + "layer": 5, + "depth": 21.7, + "top_tokens": [ + "Pik", + "hips", + "known", + "Snake", + "hip", + "where", + "li", + "than" + ] + }, + { + "layer": 6, + "depth": 26.1, + "top_tokens": [ + "Pik", + "ㅤ", + "Knot", + "chem", + "Fallout", + "hi", + "he", + "Cul" + ] + }, + { + "layer": 7, + "depth": 30.4, + "top_tokens": [ + "Pik", + "沮", + "plateau", + "clear", + "ometric", + "White", + "Greater", + "Horizontal" + ] + }, + { + "layer": 8, + "depth": 34.8, + "top_tokens": [ + "ometric", + "AK", + "Horizontal", + "clear", + "MSR", + "Pik", + "French", + "describing" + ] + }, + { + "layer": 9, + "depth": 39.1, + "top_tokens": [ + "ometric", + "describing", + "AK", + "Pik", + "how", + "defined", + "clear", + "AWS" + ] + }, + { + "layer": 10, + "depth": 43.5, + "top_tokens": [ + "defined", + "ometric", + "Horizontal", + "describing", + "clear", + "Clear", + "Describe", + "MQTT" + ] + }, + { + "layer": 11, + "depth": 47.8, + "top_tokens": [ + "Horizontal", + "AK", + "Linear", + "clear", + "Sensor", + "Clear", + "ometric", + "descending" + ] + }, + { + "layer": 12, + "depth": 52.2, + "top_tokens": [ + "Horizontal", + "哪种", + "ometric", + "Sensor", + "CX", + "ença", + "AK", + "Pare" + ] + }, + { + "layer": 13, + "depth": 56.5, + "top_tokens": [ + "哪种", + "because", + "Horizontal", + "Sensor", + "because", + "Keto", + "吗", + "hé" + ] + }, + { + "layer": 14, + "depth": 60.9, + "top_tokens": [ + "哪种", + "Horizontal", + "Sensor", + "hé", + "Linear", + "ença", + "Natural", + "Gaussian" + ] + }, + { + "layer": 15, + "depth": 65.2, + "top_tokens": [ + "哪种", + "哪个", + "哪些", + "什么呢", + "哪", + "吗", + "什么意思", + "哪一个" + ] + }, + { + "layer": 16, + "depth": 69.6, + "top_tokens": [ + "哪种", + "哪个", + "哪一个", + "哪", + "在哪", + "Horizontal", + "吗", + "什么呢" + ] + }, + { + "layer": 17, + "depth": 73.9, + "top_tokens": [ + "哪种", + "Horizontal", + "otope", + "哪一个", + "Linear", + "ㅤ", + "下列", + "哪" + ] + }, + { + "layer": 18, + "depth": 78.3, + "top_tokens": [ + "Horizontal", + "otope", + "哪种", + "Linear", + "Dense", + "ㅤ", + "Scale", + "othermal" + ] + }, + { + "layer": 19, + "depth": 82.6, + "top_tokens": [ + "Horizontal", + "likely", + "otope", + "Linear", + "horizontal", + "described", + "atmospheric", + "known" + ] + }, + { + "layer": 20, + "depth": 87.0, + "top_tokens": [ + "likely", + "gravitational", + "hydraulic", + "atmospheric", + "gravity", + "known", + "compression", + "horizontal" + ] + }, + { + "layer": 21, + "depth": 91.3, + "top_tokens": [ + "known", + "compression", + "hydraulic", + "likely", + "hydro", + "deformation", + "gravity", + "pressure" + ] + }, + { + "layer": 22, + "depth": 95.7, + "top_tokens": [ + "known", + "compression", + "the", + "load", + "stress", + "loading", + "compress", + "pressure" + ] + }, + { + "layer": 23, + "depth": 100.0, + "top_tokens": [ + "the", + "a", + "likely", + "which", + "compression", + "shear", + "compress", + "an" + ] + } + ], + "surprising": [ + { + "concept": "sqrt", + "score": 11.0, + "best_rank": 3, + "best_depth": 87.0, + "near_token": "" + }, + { + "concept": "computational", + "score": 10.0, + "best_rank": 1, + "best_depth": 43.5, + "near_token": "the" + }, + { + "concept": "blackColor", + "score": 8.0, + "best_rank": 3, + "best_depth": 73.9, + "near_token": "0" + }, + { + "concept": "TeX", + "score": 6.0, + "best_rank": 1, + "best_depth": 60.9, + "near_token": "Ca" + }, + { + "concept": "mathematical", + "score": 6.0, + "best_rank": 1, + "best_depth": 43.5, + "near_token": "y" + }, + { + "concept": "velocities", + "score": 6.0, + "best_rank": 1, + "best_depth": 43.5, + "near_token": "loading" + }, + { + "concept": "polynomial", + "score": 5.0, + "best_rank": 1, + "best_depth": 69.6, + "near_token": "the" + }, + { + "concept": "Computational", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.5, + "near_token": "The" + }, + { + "concept": "Mathematical", + "score": 4.0, + "best_rank": 1, + "best_depth": 56.5, + "near_token": "y" + }, + { + "concept": "BUFFER", + "score": 4.0, + "best_rank": 1, + "best_depth": 60.9, + "near_token": "0" + }, + { + "concept": "coeffs", + "score": 4.0, + "best_rank": 1, + "best_depth": 65.2, + "near_token": "dominant" + }, + { + "concept": "Secondly", + "score": 4.0, + "best_rank": 6, + "best_depth": 65.2, + "near_token": "Consider" + } + ], + "figures": { + "grid": "figures/qwen2forcausallm/fracture/fracture-stress-recognition__grid.png", + "stream": "figures/qwen2forcausallm/fracture/fracture-stress-recognition__stream.png", + "trajectory": "figures/qwen2forcausallm/fracture/fracture-stress-recognition__trajectory.png", + "emergence": "figures/qwen2forcausallm/fracture/fracture-stress-recognition__emergence.png", + "heatmap": "figures/qwen2forcausallm/fracture/fracture-stress-recognition__heatmap.png" + } + }, + { + "slug": "fracture-modulation", + "shape": "MODULATION", + "domain": "fracture", + "title": "Hold 'crack-tip plasticity' while copying (modulation)", + "description": "Copy an unrelated sentence while concentrating on crack-tip plasticity. Does the concept surface over the carrier response?", + "note": "Directed-modulation protocol. Success = 'crack'/'plastic'/'zone' appear in the lens across the carrier sentence, whose surface text is about a notebook -- evidence the workspace holds an instructed concept independent of output.", + "prompt_tail": "entrate on crack-tip plasticity while you write the sentence. Don't write anything else.<|im_end|>\n<|im_start|>assistant\nThe lab notebook lay open on the bench.", + "readout_at": -1, + "band": [ + 8.7, + 100.0 + ], + "discovered": false, + "tracked_dropped": [ + "plasticity" + ], + "emergence": [ + { + "label": "crack", + "best_rank": 0, + "best_depth": 17.4, + "reached_top1": true, + "best_pos": 38 + }, + { + "label": "plastic", + "best_rank": 0, + "best_depth": 8.7, + "reached_top1": true, + "best_pos": 40 + }, + { + "label": "tip", + "best_rank": 8, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 59 + }, + { + "label": "yield", + "best_rank": 400, + "best_depth": 91.3, + "reached_top1": false, + "best_pos": 49 + }, + { + "label": "zone", + "best_rank": 272, + "best_depth": 4.3, + "reached_top1": false, + "best_pos": 63 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Rarity", + "Pai", + "Buff", + "Profiler", + "AppDelegate", + "鸨", + "atoi", + "ưới" + ] + }, + { + "layer": 1, + "depth": 4.3, + "top_tokens": [ + "Caval", + "Horse", + "Migration", + "General", + "Main", + "Flight", + "Ord", + "Com" + ] + }, + { + "layer": 2, + "depth": 8.7, + "top_tokens": [ + "Pil", + "Caval", + "Migration", + "Letter", + "Mount", + "accompanied", + "while", + "because" + ] + }, + { + "layer": 3, + "depth": 13.0, + "top_tokens": [ + "pag", + "Pil", + "Migration", + "Alt", + "because", + "flying", + "flight", + "Flight" + ] + }, + { + "layer": 4, + "depth": 17.4, + "top_tokens": [ + "айн", + "WWW", + "飞船", + "Scrolls", + "Flying", + "atoi", + "Appe", + "teleport" + ] + }, + { + "layer": 5, + "depth": 21.7, + "top_tokens": [ + "flying", + "flight", + "Flying", + "Flight", + "飞", + "飞行", + "Fly", + "however" + ] + }, + { + "layer": 6, + "depth": 26.1, + "top_tokens": [ + "Flying", + "Flight", + "flying", + "flight", + "Fly", + "Birds", + "Bird", + "Gaz" + ] + }, + { + "layer": 7, + "depth": 30.4, + "top_tokens": [ + "Flying", + "Flight", + "descriptions", + "flying", + "Gabriel", + "翅膀", + "Fly", + "Description" + ] + }, + { + "layer": 8, + "depth": 34.8, + "top_tokens": [ + "flying", + "Flying", + "Flight", + "Pil", + "descriptions", + "Gaz", + "flight", + "Birds" + ] + }, + { + "layer": 9, + "depth": 39.1, + "top_tokens": [ + "descriptions", + "flying", + "Flying", + "describing", + "Gaz", + "Google", + "indeed", + "Description" + ] + }, + { + "layer": 10, + "depth": 43.5, + "top_tokens": [ + "Description", + "flying", + "Flight", + "Flying", + "description", + "Gaz", + "describing", + "descriptions" + ] + }, + { + "layer": 11, + "depth": 47.8, + "top_tokens": [ + "Description", + "descriptions", + "description", + "Brief", + "描述", + "Describe", + "详细介绍", + "describes" + ] + }, + { + "layer": 12, + "depth": 52.2, + "top_tokens": [ + "描述", + "详细介绍", + "descriptions", + "description", + "Description", + "Flying", + "Travel", + "travelers" + ] + }, + { + "layer": 13, + "depth": 56.5, + "top_tokens": [ + "描述", + "详细介绍", + "美景", + "飞行", + "骑行", + "Description", + "揭示", + "描写" + ] + }, + { + "layer": 14, + "depth": 60.9, + "top_tokens": [ + "详细介绍", + "Pil", + "Mutable", + "Initially", + "Hover", + "Здесь", + "Indeed", + "Its" + ] + }, + { + "layer": 15, + "depth": 65.2, + "top_tokens": [ + "宽敞", + "感受到了", + "Measurements", + "Mutable", + "Initially", + "observations", + "İki", + "Updating" + ] + }, + { + "layer": 16, + "depth": 69.6, + "top_tokens": [ + "Initially", + "这是因为", + "This", + "Notice", + "Visibility", + "Measurements", + "Everything", + "Here" + ] + }, + { + "layer": 17, + "depth": 73.9, + "top_tokens": [ + "Initially", + "This", + "Suddenly", + "It", + "Clearly", + "Its", + "Visibility", + "Notice" + ] + }, + { + "layer": 18, + "depth": 78.3, + "top_tokens": [ + "Initially", + "Suddenly", + "This", + "Its", + "Each", + "Everything", + "It", + "uddenly" + ] + }, + { + "layer": 19, + "depth": 82.6, + "top_tokens": [ + "Its", + "Initially", + "It", + "Upon", + "Everything", + "Suddenly", + "Each", + "With" + ] + }, + { + "layer": 20, + "depth": 87.0, + "top_tokens": [ + "Its", + "It", + "The", + "Upon", + "Initially", + "Each", + "This", + "Everything" + ] + }, + { + "layer": 21, + "depth": 91.3, + "top_tokens": [ + "It", + "The", + "Its", + "Upon", + "Each", + "With", + "This", + "Everything" + ] + }, + { + "layer": 22, + "depth": 95.7, + "top_tokens": [ + "The", + "It", + "Crack", + "Cr", + "Its", + "This", + "There", + "Each" + ] + }, + { + "layer": 23, + "depth": 100.0, + "top_tokens": [ + "The", + "It", + "Crack", + "This", + "Its", + "There", + "With", + "Initially" + ] + } + ], + "surprising": [ + { + "concept": "Writing", + "score": 24.0, + "best_rank": 1, + "best_depth": 39.1, + "near_token": "Write" + }, + { + "concept": "labs", + "score": 22.0, + "best_rank": 1, + "best_depth": 26.1, + "near_token": "lab" + }, + { + "concept": "things", + "score": 15.0, + "best_rank": 1, + "best_depth": 8.7, + "near_token": "anything" + }, + { + "concept": "yourself", + "score": 15.0, + "best_rank": 1, + "best_depth": 21.7, + "near_token": "you" + }, + { + "concept": "Flying", + "score": 14.0, + "best_rank": 1, + "best_depth": 17.4, + "near_token": "The" + }, + { + "concept": "board", + "score": 10.0, + "best_rank": 1, + "best_depth": 8.7, + "near_token": "on" + }, + { + "concept": "sentences", + "score": 8.0, + "best_rank": 1, + "best_depth": 8.7, + "near_token": "sentence" + }, + { + "concept": "cracks", + "score": 8.0, + "best_rank": 1, + "best_depth": 26.1, + "near_token": "crack" + }, + { + "concept": "focusing", + "score": 7.0, + "best_rank": 1, + "best_depth": 34.8, + "near_token": "on" + }, + { + "concept": "dynamics", + "score": 7.0, + "best_rank": 2, + "best_depth": 47.8, + "near_token": "ity" + }, + { + "concept": "flying", + "score": 6.0, + "best_rank": 1, + "best_depth": 39.1, + "near_token": "'t" + }, + { + "concept": "Tencent", + "score": 6.0, + "best_rank": 1, + "best_depth": 34.8, + "near_token": "Cloud" + } + ], + "figures": { + "grid": "figures/qwen2forcausallm/fracture/fracture-modulation__grid.png", + "stream": "figures/qwen2forcausallm/fracture/fracture-modulation__stream.png", + "trajectory": "figures/qwen2forcausallm/fracture/fracture-modulation__trajectory.png", + "emergence": "figures/qwen2forcausallm/fracture/fracture-modulation__emergence.png", + "heatmap": "figures/qwen2forcausallm/fracture/fracture-modulation__heatmap.png" + } + }, + { + "slug": "fracture-report-swap", + "shape": "REPORT_SWAP", + "domain": "fracture", + "title": "Think of a failure mode -> swap (verbal report)", + "description": "'Think of a failure mode. Answer in one word.' Swap the chosen mode's lens vector for a sibling and check the report changes.", + "note": "Verbal-report swap (paper: Soccer->Rugby). The siblings are all single-word failure modes; swapping the chosen word's J-lens coordinate for a sibling's should flip the one-word answer.", + "prompt_tail": "ed by Alibaba Cloud. You are a helpful assistant.<|im_end|>\n<|im_start|>user\nThink of a metal failure mode. Answer in one word.<|im_end|>\n<|im_start|>assistant\n", + "readout_at": -1, + "band": [ + 82.6, + 87.0 + ], + "discovered": false, + "tracked_dropped": [ + "buckling" + ], + "emergence": [ + { + "label": "fatigue", + "best_rank": 65, + "best_depth": 91.3, + "reached_top1": false, + "best_pos": 40 + }, + { + "label": "creep", + "best_rank": 323, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 40 + }, + { + "label": "corrosion", + "best_rank": 4, + "best_depth": 82.6, + "reached_top1": false, + "best_pos": 40 + }, + { + "label": "fracture", + "best_rank": 2, + "best_depth": 87.0, + "reached_top1": false, + "best_pos": 40 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "炸弹", + "ustin", + "chedulers", + "rots", + "entence", + "igers", + "ents", + "Ymd" + ] + }, + { + "layer": 1, + "depth": 4.3, + "top_tokens": [ + "s", + "PN", + "VN", + "Wings", + "like", + "兵", + "about", + "sim" + ] + }, + { + "layer": 2, + "depth": 8.7, + "top_tokens": [ + "like", + "like", + "columns", + "weed", + "LIKE", + "Language", + "s", + "tent" + ] + }, + { + "layer": 3, + "depth": 13.0, + "top_tokens": [ + "fortunes", + "folio", + "hire", + "like", + "Chin", + "Songs", + "sit", + "Song" + ] + }, + { + "layer": 4, + "depth": 17.4, + "top_tokens": [ + "pls", + "CW", + "NW", + "like", + "wand", + "vw", + "credits", + "UK" + ] + }, + { + "layer": 5, + "depth": 21.7, + "top_tokens": [ + "world", + "昆仑", + "hud", + "wand", + "ян", + "alar", + "itech", + "ched" + ] + }, + { + "layer": 6, + "depth": 26.1, + "top_tokens": [ + "Shanghai", + "Fog", + "logging", + "Jiang", + "GRID", + "backend", + "Bloomberg", + "Asset" + ] + }, + { + "layer": 7, + "depth": 30.4, + "top_tokens": [ + "wechat", + "Warsaw", + "logging", + "Bloomberg", + "äng", + "alar", + "Serviço", + "OWL" + ] + }, + { + "layer": 8, + "depth": 34.8, + "top_tokens": [ + "Putin", + "wechat", + "Bloomberg", + "logging", + "Languages", + "London", + "languages", + "alar" + ] + }, + { + "layer": 9, + "depth": 39.1, + "top_tokens": [ + "Kensington", + "raise", + "Hans", + "Wol", + "We", + "倫", + "metaphor", + "London" + ] + }, + { + "layer": 10, + "depth": 43.5, + "top_tokens": [ + "Words", + "Word", + "这个词", + "单词", + "words", + "词语", + "phrase", + "WORD" + ] + }, + { + "layer": 11, + "depth": 47.8, + "top_tokens": [ + "unicorn", + "词语", + "Politico", + "錾", + "attro", + "gettext", + "üsseldorf", + "Gdańsk" + ] + }, + { + "layer": 12, + "depth": 52.2, + "top_tokens": [ + "词语", + "词汇", + "单词", + "精准", + "unicorn", + "İşte", + "驭", + "精益" + ] + }, + { + "layer": 13, + "depth": 56.5, + "top_tokens": [ + "unicorn", + "İşte", + "expérience", + "智慧", + "词语", + "ColumnName", + "精益", + "勇气" + ] + }, + { + "layer": 14, + "depth": 60.9, + "top_tokens": [ + "destruct", + "故障", + "severity", + "致命", + "锈", + "灾难", + "Severity", + "catastrophic" + ] + }, + { + "layer": 15, + "depth": 65.2, + "top_tokens": [ + "Severity", + "severity", + "锈", + "故障", + "灾难", + "oxid", + "typeName", + "destruct" + ] + }, + { + "layer": 16, + "depth": 69.6, + "top_tokens": [ + "Armor", + "severity", + "锈", + "Severity", + "Destructor", + "destruct", + "Fault", + "Precision" + ] + }, + { + "layer": 17, + "depth": 73.9, + "top_tokens": [ + "锈", + "Failure", + "failure", + "Failure", + "destruct", + "Destructor", + "Severity", + "爆炸" + ] + }, + { + "layer": 18, + "depth": 78.3, + "top_tokens": [ + "爆炸", + "explosions", + "collapse", + "锈", + "failure", + "collision", + "Failure", + "腐蚀" + ] + }, + { + "layer": 19, + "depth": 82.6, + "top_tokens": [ + "爆炸", + "腐蚀", + "Collision", + "explosions", + "corrosion", + "Damage", + "collapse", + "collision" + ] + }, + { + "layer": 20, + "depth": 87.0, + "top_tokens": [ + "断裂", + "腐蚀", + "fracture", + "锈", + "corrosion", + "破裂", + "爆炸", + "Broken" + ] + }, + { + "layer": 21, + "depth": 91.3, + "top_tokens": [ + "腐蚀", + "断裂", + "锈", + "fracture", + "Cr", + "Metal", + "Alloy", + "corrosion" + ] + }, + { + "layer": 22, + "depth": 95.7, + "top_tokens": [ + "Cr", + "De", + "腐蚀", + "Compression", + "Cor", + "Pl", + "Exp", + "Steel" + ] + }, + { + "layer": 23, + "depth": 100.0, + "top_tokens": [ + "De", + "Cr", + "F", + "Brit", + "Fr", + "Mel", + "Impact", + "Break" + ] + } + ], + "surprising": [ + { + "concept": "Mechanical", + "score": 2.0, + "best_rank": 1, + "best_depth": 82.6, + "near_token": "assistant" + }, + { + "concept": "Entertainment", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.6, + "near_token": "Alibaba" + }, + { + "concept": "humanoid", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.6, + "near_token": "a" + }, + { + "concept": "Describe", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.6, + "near_token": "" + }, + { + "concept": "involving", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.6, + "near_token": "mode" + }, + { + "concept": "words", + "score": 1.0, + "best_rank": 1, + "best_depth": 82.6, + "near_token": "one" + }, + { + "concept": "designing", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.0, + "near_token": "," + }, + { + "concept": "Tencent", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.0, + "near_token": "Alibaba" + }, + { + "concept": "intelligent", + "score": 1.0, + "best_rank": 1, + "best_depth": 87.0, + "near_token": "a" + }, + { + "concept": "Constraints", + "score": 1.0, + "best_rank": 3, + "best_depth": 87.0, + "near_token": "." + }, + { + "concept": "Software", + "score": 1.0, + "best_rank": 5, + "best_depth": 82.6, + "near_token": "Cloud" + }, + { + "concept": "specializing", + "score": 1.0, + "best_rank": 5, + "best_depth": 82.6, + "near_token": "assistant" + } + ], + "figures": { + "grid": "figures/qwen2forcausallm/fracture/fracture-report-swap__grid.png", + "stream": "figures/qwen2forcausallm/fracture/fracture-report-swap__stream.png", + "trajectory": "figures/qwen2forcausallm/fracture/fracture-report-swap__trajectory.png", + "emergence": "figures/qwen2forcausallm/fracture/fracture-report-swap__emergence.png", + "heatmap": "figures/qwen2forcausallm/fracture/fracture-report-swap__heatmap.png" + }, + "swap": { + "prompt": "<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\n<|im_start|>user\nThink of a metal failure mode. Answer in one word.<|im_end|>\n<|im_start|>assistant\n", + "source": "fatigue", + "target": "creep", + "alpha": 1.0, + "band_layers": [ + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20 + ], + "clean_top": [ + [ + "De", + 0.23160246014595032 + ], + [ + "Cr", + 0.12486392259597778 + ], + [ + "F", + 0.05140974000096321 + ], + [ + "Brit", + 0.038718465715646744 + ], + [ + "Fr", + 0.036939285695552826 + ], + [ + "Mel", + 0.027046190574765205 + ], + [ + "Impact", + 0.022976715117692947 + ], + [ + "Break", + 0.022163180634379387 + ] + ], + "swapped_top": [ + [ + "Cr", + 0.3298183083534241 + ], + [ + "M", + 0.06180741637945175 + ], + [ + "De", + 0.035260897129774094 + ], + [ + "Met", + 0.034897517412900925 + ], + [ + "F", + 0.03211316093802452 + ], + [ + "Mel", + 0.030260246247053146 + ], + [ + "Sl", + 0.017998890951275826 + ], + [ + "Metal", + 0.017956886440515518 + ] + ], + "source_rank_clean": 85, + "source_rank_swapped": 7932, + "target_rank_clean": 323, + "target_rank_swapped": 153 + } + }, + { + "slug": "protein-helix-multihop", + "shape": "MULTIHOP", + "domain": "protein", + "title": "Backbone H-bonds -> secondary structure (multi-hop)", + "description": "i to i+4 backbone hydrogen bonding. Track 'hydrogen'/'backbone' before 'helix'.", + "note": "Two-hop: i,i+4 H-bond pattern -> alpha helix. 'hydrogen'/'bond'/'backbone' are the unspoken intermediates before the answer 'helix'.", + "prompt_tail": "ne residue accepts a hydrogen bond from the amide of the residue four positions later, and this repeats down the chain, the local fold that results is the alpha", + "readout_at": -1, + "band": [ + 4.3, + 47.8 + ], + "discovered": false, + "tracked_dropped": [ + "helix" + ], + "emergence": [ + { + "label": "hydrogen", + "best_rank": 0, + "best_depth": 30.4, + "reached_top1": true, + "best_pos": 10 + }, + { + "label": "bond", + "best_rank": 0, + "best_depth": 13.0, + "reached_top1": true, + "best_pos": 18 + }, + { + "label": "backbone", + "best_rank": 0, + "best_depth": 4.3, + "reached_top1": true, + "best_pos": 7 + }, + { + "label": "spiral", + "best_rank": 7, + "best_depth": 47.8, + "reached_top1": false, + "best_pos": 33 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "alpha", + "beta", + "alpha", + "Alpha", + "phi", + "tau", + "Beta", + "alfa" + ] + }, + { + "layer": 1, + "depth": 4.3, + "top_tokens": [ + "alpha", + "beta", + "phi", + "alpha", + "Alpha", + "alfa", + "ALPHA", + "sa" + ] + }, + { + "layer": 2, + "depth": 8.7, + "top_tokens": [ + "alpha", + "beta", + "Alpha", + "alpha", + "phi", + "Beta", + "beta", + "alfa" + ] + }, + { + "layer": 3, + "depth": 13.0, + "top_tokens": [ + "alpha", + "beta", + "Alpha", + "phi", + "alpha", + "Beta", + "rho", + "vegas" + ] + }, + { + "layer": 4, + "depth": 17.4, + "top_tokens": [ + "alpha", + "beta", + "phi", + "alpha", + "Alpha", + "nu", + "rho", + "Beta" + ] + }, + { + "layer": 5, + "depth": 21.7, + "top_tokens": [ + "alpha", + "beta", + "alpha", + "tau", + "beta", + "Beta", + "Alpha", + "rho" + ] + }, + { + "layer": 6, + "depth": 26.1, + "top_tokens": [ + "alpha", + "tau", + "rho", + "beta", + "phi", + "alfa", + "alpha", + "vuel" + ] + }, + { + "layer": 7, + "depth": 30.4, + "top_tokens": [ + "alpha", + "alfa", + "tau", + "phi", + "rho", + "alpha", + "alph", + "gamma" + ] + }, + { + "layer": 8, + "depth": 34.8, + "top_tokens": [ + "alpha", + "tau", + "rho", + "gamma", + "alfa", + "alpha", + "phi", + "beta" + ] + }, + { + "layer": 9, + "depth": 39.1, + "top_tokens": [ + "alpha", + "rho", + "phi", + "tau", + "gamma", + "alpha", + "omega", + "theta" + ] + }, + { + "layer": 10, + "depth": 43.5, + "top_tokens": [ + "alpha", + "rho", + "omega", + "tau", + "alpha", + "gamma", + "phi", + "theta" + ] + }, + { + "layer": 11, + "depth": 47.8, + "top_tokens": [ + "alpha", + "rho", + "alpha", + "omega", + "gamma", + "phi", + "tau", + "deltas" + ] + }, + { + "layer": 12, + "depth": 52.2, + "top_tokens": [ + "alpha", + "rho", + "gamma", + "alpha", + "phi", + "deltas", + "omega", + "tau" + ] + }, + { + "layer": 13, + "depth": 56.5, + "top_tokens": [ + "alpha", + "rho", + "gamma", + "alpha", + "beta", + "deltas", + "phi", + "β" + ] + }, + { + "layer": 14, + "depth": 60.9, + "top_tokens": [ + "rho", + "gamma", + "phi", + "deltas", + "alpha", + "omega", + "tau", + "ylon" + ] + }, + { + "layer": 15, + "depth": 65.2, + "top_tokens": [ + "rho", + "lineWidth", + "ylon", + "egis", + "deltas", + "合金", + "β", + "omega" + ] + }, + { + "layer": 16, + "depth": 69.6, + "top_tokens": [ + "氨基酸", + "rho", + "β", + "alph", + "gene", + "alpha", + "beta", + "gamma" + ] + }, + { + "layer": 17, + "depth": 73.9, + "top_tokens": [ + "β", + "triangle", + "gamma", + "α", + "β", + "beta", + "Beta", + "beta" + ] + }, + { + "layer": 18, + "depth": 78.3, + "top_tokens": [ + "triangle", + "β", + "Shape", + "omega", + "beta", + "gamma", + "omega", + "modulation" + ] + }, + { + "layer": 19, + "depth": 82.6, + "top_tokens": [ + "triangle", + "omega", + "plate", + "β", + "cube", + "modulation", + "beta", + "shape" + ] + }, + { + "layer": 20, + "depth": 87.0, + "top_tokens": [ + "protein", + "amino", + "肽", + "peptide", + "chain", + "structure", + "strand", + "beta" + ] + }, + { + "layer": 21, + "depth": 91.3, + "top_tokens": [ + "hel", + "strand", + "beta", + "chain", + "alpha", + "肽", + "fold", + "domain" + ] + }, + { + "layer": 22, + "depth": 95.7, + "top_tokens": [ + "hel", + "beta", + "strand", + "fold", + "alpha", + "螺旋", + "折叠", + "shape" + ] + }, + { + "layer": 23, + "depth": 100.0, + "top_tokens": [ + "hel", + "beta", + "fold", + "sheet", + "shape", + "strand", + "turn", + "alpha" + ] + } + ], + "surprising": [ + { + "concept": "rst", + "score": 6.0, + "best_rank": 1, + "best_depth": 4.3, + "near_token": "repeats" + }, + { + "concept": "scientific", + "score": 6.0, + "best_rank": 1, + "best_depth": 34.8, + "near_token": "the" + }, + { + "concept": "thus", + "score": 6.0, + "best_rank": 4, + "best_depth": 17.4, + "near_token": "and" + }, + { + "concept": "outcomes", + "score": 6.0, + "best_rank": 20, + "best_depth": 34.8, + "near_token": "results" + }, + { + "concept": "RequestOptions", + "score": 5.0, + "best_rank": 1, + "best_depth": 30.4, + "near_token": "In" + }, + { + "concept": "geometric", + "score": 5.0, + "best_rank": 12, + "best_depth": 47.8, + "near_token": "is" + }, + { + "concept": "than", + "score": 4.0, + "best_rank": 1, + "best_depth": 4.3, + "near_token": "later" + }, + { + "concept": "Xavier", + "score": 4.0, + "best_rank": 1, + "best_depth": 30.4, + "near_token": "from" + }, + { + "concept": "repetition", + "score": 4.0, + "best_rank": 1, + "best_depth": 30.4, + "near_token": "repeats" + }, + { + "concept": "circuit", + "score": 4.0, + "best_rank": 1, + "best_depth": 30.4, + "near_token": "the" + }, + { + "concept": "anatom", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.5, + "near_token": "," + }, + { + "concept": "mountain", + "score": 3.0, + "best_rank": 2, + "best_depth": 30.4, + "near_token": "the" + } + ], + "figures": { + "grid": "figures/qwen2forcausallm/protein/protein-helix-multihop__grid.png", + "stream": "figures/qwen2forcausallm/protein/protein-helix-multihop__stream.png", + "trajectory": "figures/qwen2forcausallm/protein/protein-helix-multihop__trajectory.png", + "emergence": "figures/qwen2forcausallm/protein/protein-helix-multihop__emergence.png", + "heatmap": "figures/qwen2forcausallm/protein/protein-helix-multihop__heatmap.png" + } + }, + { + "slug": "protein-gfp-recognition", + "shape": "RECOGNITION", + "domain": "protein", + "title": "GFP sequence -> function (recognition)", + "description": "The paper's own example, ported: a GFP N-terminal fragment. Watch 'protein'/'fluor'/'green' appear a few residues in.", + "note": "Direct port of the paper's Figure 3 protein example (GFP). Their lens reads 'protein' ~5 residues in, then 'fluor' and 'green'. Reproducing this on Gemma is the cleanest cross-model check that the fitted lens is behaving.", + "prompt_tail": "What is this? MSKGEELFTGVVPILVELDGDVNGHKFSVSGEGEGDATYGKLTLKFICTTGKLPVPWPTL", + "readout_at": -1, + "band": [ + 40.0, + 88.0 + ], + "discovered": false, + "tracked_dropped": [], + "emergence": [ + { + "label": "protein", + "best_rank": 365, + "best_depth": 95.7, + "reached_top1": false, + "best_pos": 0 + }, + { + "label": "fluor", + "best_rank": 1616, + "best_depth": 0.0, + "reached_top1": false, + "best_pos": 27 + }, + { + "label": "green", + "best_rank": 51, + "best_depth": 91.3, + "reached_top1": false, + "best_pos": 0 + }, + { + "label": "GFP", + "best_rank": 3367, + "best_depth": 95.7, + "reached_top1": false, + "best_pos": 15 + }, + { + "label": "sequence", + "best_rank": 34, + "best_depth": 95.7, + "reached_top1": false, + "best_pos": 2 + }, + { + "label": "amino", + "best_rank": 261, + "best_depth": 56.5, + "reached_top1": false, + "best_pos": 16 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "ows", + "indsay", + "凇", + "orent", + "uggage", + "izzie", + "aptops", + "iers" + ] + }, + { + "layer": 1, + "depth": 4.3, + "top_tokens": [ + "oper", + "sv", + "com", + "cs", + "mod", + "sc", + "sw", + "tr" + ] + }, + { + "layer": 2, + "depth": 8.7, + "top_tokens": [ + "sv", + "sc", + "cs", + "net", + "sw", + "mt", + "com", + "br" + ] + }, + { + "layer": 3, + "depth": 13.0, + "top_tokens": [ + "tl", + "tran", + "sub", + "to", + "sv", + "vl", + "view", + "sc" + ] + }, + { + "layer": 4, + "depth": 17.4, + "top_tokens": [ + "sv", + "tl", + "sl", + "mt", + "wi", + "mod", + "vl", + "to" + ] + }, + { + "layer": 5, + "depth": 21.7, + "top_tokens": [ + "sl", + "vl", + "wi", + "sv", + "mod", + "tl", + "sc", + "mt" + ] + }, + { + "layer": 6, + "depth": 26.1, + "top_tokens": [ + "aci", + "vl", + "om", + "wi", + "sl", + "sv", + "tl", + "itol" + ] + }, + { + "layer": 7, + "depth": 30.4, + "top_tokens": [ + "aci", + "ua", + "om", + "ur", + "mt", + "stance", + "sv", + "us" + ] + }, + { + "layer": 8, + "depth": 34.8, + "top_tokens": [ + "ua", + "om", + "ur", + "us", + "ener", + "ush", + "oms", + "itol" + ] + }, + { + "layer": 9, + "depth": 39.1, + "top_tokens": [ + "ur", + "us", + "om", + "ua", + "ener", + "ush", + "itol", + "ci" + ] + }, + { + "layer": 10, + "depth": 43.5, + "top_tokens": [ + "ua", + "ener", + "us", + "ur", + "om", + "ci", + "ica", + "itol" + ] + }, + { + "layer": 11, + "depth": 47.8, + "top_tokens": [ + "ci", + "ur", + "us", + "ua", + "ica", + "ener", + "itol", + "ta" + ] + }, + { + "layer": 12, + "depth": 52.2, + "top_tokens": [ + "ur", + "us", + "ci", + "itol", + "sc", + "ai", + "ua", + "ener" + ] + }, + { + "layer": 13, + "depth": 56.5, + "top_tokens": [ + "itol", + "ix", + "ur", + "ci", + "ont", + "acin", + "us", + "ure" + ] + }, + { + "layer": 14, + "depth": 60.9, + "top_tokens": [ + "ci", + "itol", + "Chains", + "ny", + "acin", + "ene", + "Usa", + "ener" + ] + }, + { + "layer": 15, + "depth": 65.2, + "top_tokens": [ + "ci", + "ny", + "ene", + "acin", + "itol", + "aci", + "Usa", + "wy" + ] + }, + { + "layer": 16, + "depth": 69.6, + "top_tokens": [ + "ci", + "kd", + "kb", + "ty", + "kg", + "ka", + "vel", + "kl" + ] + }, + { + "layer": 17, + "depth": 73.9, + "top_tokens": [ + "ci", + "ty", + "gef", + "ka", + "ny", + "kd", + "kb", + "ok" + ] + }, + { + "layer": 18, + "depth": 78.3, + "top_tokens": [ + "kd", + "ka", + "KF", + "ny", + "ty", + "gef", + "ci", + "ene" + ] + }, + { + "layer": 19, + "depth": 82.6, + "top_tokens": [ + "GE", + "KE", + "GE", + "FE", + "TE", + "KN", + "NK", + "MD" + ] + }, + { + "layer": 20, + "depth": 87.0, + "top_tokens": [ + "GE", + "FT", + "VT", + "KE", + "VL", + "GE", + "FE", + "KT" + ] + }, + { + "layer": 21, + "depth": 91.3, + "top_tokens": [ + "KG", + "KS", + "VT", + "KF", + "VP", + "FT", + "FS", + "HF" + ] + }, + { + "layer": 22, + "depth": 95.7, + "top_tokens": [ + "FT", + "VP", + "KE", + "KG", + "KT", + "CK", + "VT", + "FG" + ] + }, + { + "layer": 23, + "depth": 100.0, + "top_tokens": [ + "Q", + "PT", + "W", + "TV", + "H", + "VP", + "PG", + "FG" + ] + } + ], + "surprising": [ + { + "concept": "Moscow", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.5, + "near_token": "K" + }, + { + "concept": "Secondly", + "score": 4.0, + "best_rank": 4, + "best_depth": 82.6, + "near_token": "What" + }, + { + "concept": "Answers", + "score": 3.0, + "best_rank": 1, + "best_depth": 73.9, + "near_token": "?" + }, + { + "concept": "phrase", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.0, + "near_token": "this" + }, + { + "concept": "Awards", + "score": 3.0, + "best_rank": 3, + "best_depth": 73.9, + "near_token": "GE" + }, + { + "concept": "RequestOptions", + "score": 2.0, + "best_rank": 1, + "best_depth": 47.8, + "near_token": "What" + }, + { + "concept": "Calcul", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.3, + "near_token": "is" + }, + { + "concept": "Training", + "score": 2.0, + "best_rank": 2, + "best_depth": 78.3, + "near_token": "GE" + }, + { + "concept": "Hospital", + "score": 2.0, + "best_rank": 2, + "best_depth": 78.3, + "near_token": "K" + }, + { + "concept": "Emoji", + "score": 2.0, + "best_rank": 20, + "best_depth": 65.2, + "near_token": "is" + }, + { + "concept": "Describe", + "score": 2.0, + "best_rank": 26, + "best_depth": 52.2, + "near_token": "is" + }, + { + "concept": "Pokemon", + "score": 2.0, + "best_rank": 27, + "best_depth": 47.8, + "near_token": "this" + } + ], + "figures": { + "grid": "figures/qwen2forcausallm/protein/protein-gfp-recognition__grid.png", + "stream": "figures/qwen2forcausallm/protein/protein-gfp-recognition__stream.png", + "trajectory": "figures/qwen2forcausallm/protein/protein-gfp-recognition__trajectory.png", + "emergence": "figures/qwen2forcausallm/protein/protein-gfp-recognition__emergence.png", + "heatmap": "figures/qwen2forcausallm/protein/protein-gfp-recognition__heatmap.png" + } + }, + { + "slug": "protein-collagen-recognition", + "shape": "RECOGNITION", + "domain": "protein", + "title": "Gly-X-Y repeat -> collagen (recognition)", + "description": "A (Gly-Pro-Hyp)_n-like repeat. Does the lens surface 'collagen'/'triple'/'helix' from the motif alone?", + "note": "Gly-X-Y (often Gly-Pro-Hyp) is the collagen signature. Whether the lens jumps from generic 'protein' to specific 'collagen' probes how much structured biochemical knowledge sits in the workspace.", + "prompt_tail": "What is this? GPPGPKGDPGPQGPRGPAGPPGPAGPQGPKGDPGPQGPRGPAGPP", + "readout_at": -1, + "band": [ + 40.0, + 88.0 + ], + "discovered": false, + "tracked_dropped": [ + "helix", + "glycine", + "proline", + "fibril" + ], + "emergence": [ + { + "label": "collagen", + "best_rank": 3778, + "best_depth": 87.0, + "reached_top1": false, + "best_pos": 1 + }, + { + "label": "triple", + "best_rank": 736, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 1 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "s", + "sse", + "sar", + "sic", + "PP", + "d", + "mpp", + "sf" + ] + }, + { + "layer": 1, + "depth": 4.3, + "top_tokens": [ + "s", + "d", + "e", + "t", + "i", + "m", + "es", + "y" + ] + }, + { + "layer": 2, + "depth": 8.7, + "top_tokens": [ + "s", + "sse", + "d", + "sd", + "sic", + "t", + "sdk", + "e" + ] + }, + { + "layer": 3, + "depth": 13.0, + "top_tokens": [ + "s", + "d", + "t", + "e", + "y", + "n", + "es", + "sse" + ] + }, + { + "layer": 4, + "depth": 17.4, + "top_tokens": [ + "s", + "d", + "t", + "sse", + "su", + "y", + "tf", + "PP" + ] + }, + { + "layer": 5, + "depth": 21.7, + "top_tokens": [ + "s", + "d", + "su", + "t", + "sse", + "PP", + "y", + "i" + ] + }, + { + "layer": 6, + "depth": 26.1, + "top_tokens": [ + "s", + "PP", + "sse", + "pp", + "d", + "su", + "u", + "y" + ] + }, + { + "layer": 7, + "depth": 30.4, + "top_tokens": [ + "s", + "PP", + "u", + "sse", + "pp", + "BP", + "su", + "dt" + ] + }, + { + "layer": 8, + "depth": 34.8, + "top_tokens": [ + "s", + "PP", + "es", + "sse", + "PP", + "u", + "y", + "dt" + ] + }, + { + "layer": 9, + "depth": 39.1, + "top_tokens": [ + "s", + "y", + "es", + "PP", + "sse", + "u", + "uk", + "i" + ] + }, + { + "layer": 10, + "depth": 43.5, + "top_tokens": [ + "s", + "u", + "y", + "es", + "PP", + "i", + "sse", + "o" + ] + }, + { + "layer": 11, + "depth": 47.8, + "top_tokens": [ + "s", + "PP", + "u", + "y", + "PP", + "ec", + "ny", + "ppt" + ] + }, + { + "layer": 12, + "depth": 52.2, + "top_tokens": [ + "s", + "u", + "y", + "PP", + "ur", + "es", + "uk", + "i" + ] + }, + { + "layer": 13, + "depth": 56.5, + "top_tokens": [ + "u", + "y", + "s", + "PP", + "ur", + "o", + "ufreq", + "rol" + ] + }, + { + "layer": 14, + "depth": 60.9, + "top_tokens": [ + "ufreq", + "ny", + "u", + "ure", + "s", + "y", + "Pty", + "enate" + ] + }, + { + "layer": 15, + "depth": 65.2, + "top_tokens": [ + "ene", + "enate", + "lernen", + "ny", + "IPPROTO", + "Ỹ", + "Indices", + "ode" + ] + }, + { + "layer": 16, + "depth": 69.6, + "top_tokens": [ + "GP", + "gp", + "PP", + "BP", + "QP", + "MP", + "gc", + "GP" + ] + }, + { + "layer": 17, + "depth": 73.9, + "top_tokens": [ + "GP", + "gp", + "PP", + "GP", + "g", + "s", + "BP", + "GPL" + ] + }, + { + "layer": 18, + "depth": 78.3, + "top_tokens": [ + "GP", + "gp", + "GP", + "PP", + "g", + "gx", + "GE", + "GR" + ] + }, + { + "layer": 19, + "depth": 82.6, + "top_tokens": [ + "GP", + "GP", + "PP", + "gp", + "GE", + "GG", + "g", + "GR" + ] + }, + { + "layer": 20, + "depth": 87.0, + "top_tokens": [ + "GP", + "PP", + "GP", + "gp", + "PG", + "PP", + "BP", + "GG" + ] + }, + { + "layer": 21, + "depth": 91.3, + "top_tokens": [ + "GP", + "GP", + "G", + "GR", + "GG", + "gp", + "PG", + "g" + ] + }, + { + "layer": 22, + "depth": 95.7, + "top_tokens": [ + "GP", + "G", + "GP", + "GG", + "GD", + "PG", + "P", + "GPC" + ] + }, + { + "layer": 23, + "depth": 100.0, + "top_tokens": [ + "GP", + "G", + "P", + "GG", + "GP", + "GR", + "Q", + "GPS" + ] + } + ], + "surprising": [ + { + "concept": "Chemical", + "score": 6.0, + "best_rank": 2, + "best_depth": 78.3, + "near_token": "G" + }, + { + "concept": "Toolbox", + "score": 4.0, + "best_rank": 1, + "best_depth": 73.9, + "near_token": "PKG" + }, + { + "concept": "Secondly", + "score": 4.0, + "best_rank": 4, + "best_depth": 82.6, + "near_token": "What" + }, + { + "concept": "Answers", + "score": 3.0, + "best_rank": 1, + "best_depth": 73.9, + "near_token": "?" + }, + { + "concept": "phrase", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.0, + "near_token": "this" + }, + { + "concept": "RequestOptions", + "score": 2.0, + "best_rank": 1, + "best_depth": 47.8, + "near_token": "What" + }, + { + "concept": "Energy", + "score": 2.0, + "best_rank": 1, + "best_depth": 60.9, + "near_token": "G" + }, + { + "concept": "Calcul", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.3, + "near_token": "is" + }, + { + "concept": "Metadata", + "score": 2.0, + "best_rank": 5, + "best_depth": 56.5, + "near_token": "PKG" + }, + { + "concept": "Calculator", + "score": 2.0, + "best_rank": 8, + "best_depth": 60.9, + "near_token": "PP" + }, + { + "concept": "Emoji", + "score": 2.0, + "best_rank": 20, + "best_depth": 65.2, + "near_token": "is" + }, + { + "concept": "Describe", + "score": 2.0, + "best_rank": 26, + "best_depth": 52.2, + "near_token": "is" + } + ], + "figures": { + "grid": "figures/qwen2forcausallm/protein/protein-collagen-recognition__grid.png", + "stream": "figures/qwen2forcausallm/protein/protein-collagen-recognition__stream.png", + "trajectory": "figures/qwen2forcausallm/protein/protein-collagen-recognition__trajectory.png", + "emergence": "figures/qwen2forcausallm/protein/protein-collagen-recognition__emergence.png", + "heatmap": "figures/qwen2forcausallm/protein/protein-collagen-recognition__heatmap.png" + } + }, + { + "slug": "protein-transmembrane-recognition", + "shape": "RECOGNITION", + "domain": "protein", + "title": "Hydrophobic stretch -> transmembrane (recognition)", + "description": "A ~20-residue hydrophobic run. Expect 'membrane'/'hydrophobic'/'transmembrane'/'helix'.", + "note": "A flanked poly-(L/I/V/A/G/F) stretch is the transmembrane-helix signature. Recognising it requires reading residue *chemistry*, not just 'this is a sequence'.", + "prompt_tail": "What is this? KKPNGFILVGGVLLLGAAIIGGVMLFAYVVKKPN", + "readout_at": -1, + "band": [ + 40.0, + 88.0 + ], + "discovered": false, + "tracked_dropped": [ + "hydrophobic", + "transmembrane", + "helix" + ], + "emergence": [ + { + "label": "membrane", + "best_rank": 803, + "best_depth": 95.7, + "reached_top1": false, + "best_pos": 2 + }, + { + "label": "lipid", + "best_rank": 1316, + "best_depth": 91.3, + "reached_top1": false, + "best_pos": 1 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "omaly", + "exus", + "atively", + "essen", + "PN", + "PN", + "tering", + "ially" + ] + }, + { + "layer": 1, + "depth": 4.3, + "top_tokens": [ + "PN", + "PN", + "pn", + "essen", + "HostException", + "pn", + "OPSIS", + "teenth" + ] + }, + { + "layer": 2, + "depth": 8.7, + "top_tokens": [ + "PN", + "PN", + "s", + "pn", + "ter", + "atively", + "ised", + "ition" + ] + }, + { + "layer": 3, + "depth": 13.0, + "top_tokens": [ + "ly", + "ter", + "lid", + "s", + "atively", + "ure", + "pn", + "n" + ] + }, + { + "layer": 4, + "depth": 17.4, + "top_tokens": [ + "ter", + "PN", + "tf", + "pn", + "ny", + "essen", + "n", + "atively" + ] + }, + { + "layer": 5, + "depth": 21.7, + "top_tokens": [ + "ter", + "PN", + "PN", + "pn", + "ure", + "ld", + "atively", + "ite" + ] + }, + { + "layer": 6, + "depth": 26.1, + "top_tokens": [ + "ter", + "ure", + "ite", + "PN", + "ld", + "ect", + "n", + "ct" + ] + }, + { + "layer": 7, + "depth": 30.4, + "top_tokens": [ + "ter", + "ite", + "ure", + "ix", + "ect", + "ld", + "ly", + "ition" + ] + }, + { + "layer": 8, + "depth": 34.8, + "top_tokens": [ + "ter", + "ite", + "ly", + "ure", + "ix", + "ect", + "ition", + "ct" + ] + }, + { + "layer": 9, + "depth": 39.1, + "top_tokens": [ + "ite", + "ter", + "ix", + "ure", + "ly", + "ect", + "ny", + "ition" + ] + }, + { + "layer": 10, + "depth": 43.5, + "top_tokens": [ + "ite", + "ter", + "ix", + "ure", + "ect", + "ly", + "uria", + "ition" + ] + }, + { + "layer": 11, + "depth": 47.8, + "top_tokens": [ + "ix", + "ite", + "ter", + "ure", + "exus", + "ect", + "ly", + "uria" + ] + }, + { + "layer": 12, + "depth": 52.2, + "top_tokens": [ + "ix", + "ure", + "ter", + "ite", + "ect", + "uria", + "ly", + "ny" + ] + }, + { + "layer": 13, + "depth": 56.5, + "top_tokens": [ + "ix", + "ure", + "uria", + "ter", + "ite", + "ly", + "ect", + "agram" + ] + }, + { + "layer": 14, + "depth": 60.9, + "top_tokens": [ + "ure", + "ny", + "ix", + "ite", + "uria", + "ode", + "acin", + "ter" + ] + }, + { + "layer": 15, + "depth": 65.2, + "top_tokens": [ + "ny", + "ode", + "ix", + "agrams", + "ci", + "ure", + "IPPROTO", + "ter" + ] + }, + { + "layer": 16, + "depth": 69.6, + "top_tokens": [ + "PN", + "ci", + "ode", + "ix", + "IKE", + "QP", + "u", + "MH" + ] + }, + { + "layer": 17, + "depth": 73.9, + "top_tokens": [ + "IPPROTO", + "ny", + "PN", + "i", + "assium", + "k", + "r", + "ci" + ] + }, + { + "layer": 18, + "depth": 78.3, + "top_tokens": [ + "k", + "ny", + "n", + "r", + "i", + "PN", + "PF", + "IPPROTO" + ] + }, + { + "layer": 19, + "depth": 82.6, + "top_tokens": [ + "PP", + "PN", + "PF", + "IH", + "KE", + "SH", + "RF", + "KF" + ] + }, + { + "layer": 20, + "depth": 87.0, + "top_tokens": [ + "l", + "FK", + "FB", + "KF", + "PF", + "k", + "FF", + "f" + ] + }, + { + "layer": 21, + "depth": 91.3, + "top_tokens": [ + "PP", + "GG", + "FF", + "PF", + "FG", + "KF", + "PN", + "KK" + ] + }, + { + "layer": 22, + "depth": 95.7, + "top_tokens": [ + "GG", + "Q", + "K", + "KH", + "G", + "F", + "KG", + "PP" + ] + }, + { + "layer": 23, + "depth": 100.0, + "top_tokens": [ + "K", + "F", + "V", + "L", + "Q", + "P", + "H", + "LL" + ] + } + ], + "surprising": [ + { + "concept": "Secondly", + "score": 4.0, + "best_rank": 4, + "best_depth": 82.6, + "near_token": "What" + }, + { + "concept": "Answers", + "score": 3.0, + "best_rank": 1, + "best_depth": 73.9, + "near_token": "?" + }, + { + "concept": "phrase", + "score": 3.0, + "best_rank": 1, + "best_depth": 87.0, + "near_token": "this" + }, + { + "concept": "Logo", + "score": 3.0, + "best_rank": 1, + "best_depth": 78.3, + "near_token": "PNG" + }, + { + "concept": "RequestOptions", + "score": 2.0, + "best_rank": 1, + "best_depth": 47.8, + "near_token": "What" + }, + { + "concept": "LAG", + "score": 2.0, + "best_rank": 1, + "best_depth": 69.6, + "near_token": "GV" + }, + { + "concept": "Calcul", + "score": 2.0, + "best_rank": 1, + "best_depth": 78.3, + "near_token": "is" + }, + { + "concept": "Emoji", + "score": 2.0, + "best_rank": 20, + "best_depth": 65.2, + "near_token": "is" + }, + { + "concept": "Describe", + "score": 2.0, + "best_rank": 26, + "best_depth": 52.2, + "near_token": "is" + }, + { + "concept": "Pokemon", + "score": 2.0, + "best_rank": 27, + "best_depth": 47.8, + "near_token": "this" + }, + { + "concept": "description", + "score": 2.0, + "best_rank": 29, + "best_depth": 52.2, + "near_token": "this" + }, + { + "concept": "Monsters", + "score": 2.0, + "best_rank": 81, + "best_depth": 60.9, + "near_token": "?" + } + ], + "figures": { + "grid": "figures/qwen2forcausallm/protein/protein-transmembrane-recognition__grid.png", + "stream": "figures/qwen2forcausallm/protein/protein-transmembrane-recognition__stream.png", + "trajectory": "figures/qwen2forcausallm/protein/protein-transmembrane-recognition__trajectory.png", + "emergence": "figures/qwen2forcausallm/protein/protein-transmembrane-recognition__emergence.png", + "heatmap": "figures/qwen2forcausallm/protein/protein-transmembrane-recognition__heatmap.png" + } + }, + { + "slug": "protein-amyloid-assoc", + "shape": "ASSOCIATION", + "domain": "protein", + "title": "Amyloid aggregation (association, unnamed)", + "description": "A vignette of misfolding and fibril formation. Does 'amyloid'/'aggregate'/'fibril' rise without being named?", + "note": "Association eval. The passage describes cross-beta amyloid formation (misfolding -> stacked beta strands -> fibrils/plaques) without the diagnostic words; a workspace concept of 'amyloid' should be readable at the close.", + "prompt_tail": " folds. They had stacked edge to edge into long stiff ribbons that clumped into tangled plaques, each strand locked into its neighbour in a rigid pleated sheet.", + "readout_at": -1, + "band": [ + 40.0, + 88.0 + ], + "discovered": false, + "tracked_dropped": [ + "amyloid", + "fibril", + "misfold" + ], + "emergence": [ + { + "label": "aggregate", + "best_rank": 152, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 5 + }, + { + "label": "beta", + "best_rank": 54, + "best_depth": 95.7, + "reached_top1": false, + "best_pos": 4 + }, + { + "label": "plaque", + "best_rank": 2, + "best_depth": 91.3, + "reached_top1": false, + "best_pos": 30 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Rarity", + "Buff", + "Pai", + "atoi", + "鸨", + "Profiler", + "MutableList", + "flere" + ] + }, + { + "layer": 1, + "depth": 4.3, + "top_tokens": [ + "Hak", + "Horse", + "Caval", + "Buff", + "Main", + "Bug", + "General", + "Com" + ] + }, + { + "layer": 2, + "depth": 8.7, + "top_tokens": [ + "Pil", + "Minor", + "Main", + "Buff", + "Capt", + "Migration", + "Caval", + "Histor" + ] + }, + { + "layer": 3, + "depth": 13.0, + "top_tokens": [ + "Migration", + "Lat", + "Caval", + "Capt", + "Horse", + "Fl", + "Arch", + "Pop" + ] + }, + { + "layer": 4, + "depth": 17.4, + "top_tokens": [ + "however", + "accompanied", + "rather", + "perhaps", + "though", + "Old", + "whilst", + "then" + ] + }, + { + "layer": 5, + "depth": 21.7, + "top_tokens": [ + "Birds", + "Old", + "Bird", + "Tales", + "Animal", + "Hunter", + "Guild", + "Mount" + ] + }, + { + "layer": 6, + "depth": 26.1, + "top_tokens": [ + "Birds", + "Quarter", + "Bird", + "Flesh", + "Copper", + "Stone", + "Craft", + "Mount" + ] + }, + { + "layer": 7, + "depth": 30.4, + "top_tokens": [ + "Mount", + "Gaw", + "Flesh", + "Birds", + "Appalachian", + "Species", + "Sutton", + "ephem" + ] + }, + { + "layer": 8, + "depth": 34.8, + "top_tokens": [ + "Mount", + "Birds", + "Species", + "Rather", + "Stunning", + "Sutton", + "起重机", + "species" + ] + }, + { + "layer": 9, + "depth": 39.1, + "top_tokens": [ + "Birds", + "Rather", + "Stunning", + "Slow", + "Sutton", + "起重机", + "Rolls", + "Flesh" + ] + }, + { + "layer": 10, + "depth": 43.5, + "top_tokens": [ + "Stunning", + "Slow", + "Flesh", + "Photograph", + "Creatures", + "Architecture", + "Species", + "Rather" + ] + }, + { + "layer": 11, + "depth": 47.8, + "top_tokens": [ + "Slow", + "Photograph", + "Stunning", + "swirling", + "stunning", + "Gaw", + "Flesh", + "Architecture" + ] + }, + { + "layer": 12, + "depth": 52.2, + "top_tokens": [ + "painstaking", + "precisely", + "Photograph", + "Slow", + "But", + "lumber", + "utterly", + "towering" + ] + }, + { + "layer": 13, + "depth": 56.5, + "top_tokens": [ + "But", + "painstaking", + "Photograph", + "vivid", + "bizarre", + "precisely", + "Rather", + "eerie" + ] + }, + { + "layer": 14, + "depth": 60.9, + "top_tokens": [ + "But", + "Everything", + "Rather", + "Hanson", + "Words", + "Photograph", + "Stunning", + "Slow" + ] + }, + { + "layer": 15, + "depth": 65.2, + "top_tokens": [ + "Words", + "Photograph", + "Diagram", + "Images", + "Writing", + "Bits", + "Pictures", + "Everything" + ] + }, + { + "layer": 16, + "depth": 69.6, + "top_tokens": [ + "Photograph", + "Images", + "But", + "Scientists", + "Everything", + "These", + "Unlike", + "They" + ] + }, + { + "layer": 17, + "depth": 73.9, + "top_tokens": [ + "Each", + "It", + "They", + "Their", + "These", + "But", + "Unlike", + "Its" + ] + }, + { + "layer": 18, + "depth": 78.3, + "top_tokens": [ + "Each", + "The", + "It", + "These", + "Its", + "They", + "Their", + "Those" + ] + }, + { + "layer": 19, + "depth": 82.6, + "top_tokens": [ + "They", + "Each", + "Their", + "These", + "The", + "When", + "There", + "Those" + ] + }, + { + "layer": 20, + "depth": 87.0, + "top_tokens": [ + "They", + "Their", + "Each", + "The", + "Only", + "These", + "There", + "This" + ] + }, + { + "layer": 21, + "depth": 91.3, + "top_tokens": [ + "They", + "The", + "Their", + "Each", + "These", + "There", + "This", + "Some" + ] + }, + { + "layer": 22, + "depth": 95.7, + "top_tokens": [ + "The", + "They", + "These", + "There", + "Their", + "This", + "Each", + "When" + ] + }, + { + "layer": 23, + "depth": 100.0, + "top_tokens": [ + "The", + "They", + "In", + "This", + "It", + "There", + "No", + "These" + ] + } + ], + "surprising": [ + { + "concept": "onto", + "score": 12.0, + "best_rank": 1, + "best_depth": 73.9, + "near_token": "umped" + }, + { + "concept": "plates", + "score": 8.0, + "best_rank": 1, + "best_depth": 65.2, + "near_token": "ated" + }, + { + "concept": "fibers", + "score": 8.0, + "best_rank": 1, + "best_depth": 65.2, + "near_token": "that" + }, + { + "concept": "wires", + "score": 7.0, + "best_rank": 1, + "best_depth": 56.5, + "near_token": "strand" + }, + { + "concept": "stacks", + "score": 6.0, + "best_rank": 1, + "best_depth": 43.5, + "near_token": "stacked" + }, + { + "concept": "weren", + "score": 6.0, + "best_rank": 1, + "best_depth": 65.2, + "near_token": "They" + }, + { + "concept": "resembling", + "score": 6.0, + "best_rank": 1, + "best_depth": 73.9, + "near_token": "," + }, + { + "concept": "quilt", + "score": 5.0, + "best_rank": 1, + "best_depth": 43.5, + "near_token": "ated" + }, + { + "concept": "circuits", + "score": 4.0, + "best_rank": 2, + "best_depth": 47.8, + "near_token": "its" + }, + { + "concept": "Secondly", + "score": 4.0, + "best_rank": 6, + "best_depth": 65.2, + "near_token": "Under" + }, + { + "concept": "rows", + "score": 4.0, + "best_rank": 8, + "best_depth": 47.8, + "near_token": "edge" + }, + { + "concept": "rather", + "score": 4.0, + "best_rank": 15, + "best_depth": 56.5, + "near_token": "," + } + ], + "figures": { + "grid": "figures/qwen2forcausallm/protein/protein-amyloid-assoc__grid.png", + "stream": "figures/qwen2forcausallm/protein/protein-amyloid-assoc__stream.png", + "trajectory": "figures/qwen2forcausallm/protein/protein-amyloid-assoc__trajectory.png", + "emergence": "figures/qwen2forcausallm/protein/protein-amyloid-assoc__emergence.png", + "heatmap": "figures/qwen2forcausallm/protein/protein-amyloid-assoc__heatmap.png" + } + }, + { + "slug": "protein-fold-multihop", + "shape": "MULTIHOP", + "domain": "protein", + "title": "Hydrophobic collapse -> tertiary fold (multi-hop)", + "description": "Chain: sequence -> hydrophobic core -> native fold. Track 'hydrophobic'/'core'/'fold' in order.", + "note": "Anfinsen-style hydrophobic-collapse chain: the intermediates 'hydrophobic' and 'core' should precede the answer 'fold'/'structure' across layers.", + "prompt_tail": "ut of contact with solvent and pack together in the interior, and this burial of hydrophobic residues is the main force that drives the chain back to its native", + "readout_at": -1, + "band": [ + 100.0, + 100.0 + ], + "discovered": false, + "tracked_dropped": [ + "hydrophobic" + ], + "emergence": [ + { + "label": "core", + "best_rank": 10, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 27 + }, + { + "label": "collapse", + "best_rank": 24, + "best_depth": 95.7, + "reached_top1": false, + "best_pos": 45 + }, + { + "label": "fold", + "best_rank": 9, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 49 + }, + { + "label": "structure", + "best_rank": 2, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 49 + }, + { + "label": "native", + "best_rank": 0, + "best_depth": 100.0, + "reached_top1": true, + "best_pos": 48 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Native", + "indigenous", + "Indigenous", + "tribal", + "ancestral", + "Tribal", + "iOS", + "疣" + ] + }, + { + "layer": 1, + "depth": 4.3, + "top_tokens": [ + "Terra", + "realms", + "artifacts", + "artifact", + "Native", + "realm", + "Tribal", + "tribal" + ] + }, + { + "layer": 2, + "depth": 8.7, + "top_tokens": [ + "tribal", + "realms", + "Tribal", + "tribes", + "Native", + "native", + "indigenous", + "Terra" + ] + }, + { + "layer": 3, + "depth": 13.0, + "top_tokens": [ + "tribal", + "Native", + "Tribal", + "tribes", + "realms", + "Native", + "Terra", + "indigenous" + ] + }, + { + "layer": 4, + "depth": 17.4, + "top_tokens": [ + "realms", + "tribal", + "tribes", + "ancestral", + "indigenous", + "dias", + "Tribal", + "archetype" + ] + }, + { + "layer": 5, + "depth": 21.7, + "top_tokens": [ + "aquatic", + "DNA", + "tribal", + "realms", + "ancestral", + "Arctic", + "gem", + "tribes" + ] + }, + { + "layer": 6, + "depth": 26.1, + "top_tokens": [ + "DNA", + "tribal", + "aquatic", + "artifacts", + "artifact", + "ancestral", + "indigenous", + "tribes" + ] + }, + { + "layer": 7, + "depth": 30.4, + "top_tokens": [ + "terrestrial", + "ancestral", + "DNA", + "artifact", + "血脉", + "aquatic", + "realms", + "artifacts" + ] + }, + { + "layer": 8, + "depth": 34.8, + "top_tokens": [ + "DNA", + "artifacts", + "realms", + "artifact", + "ancestral", + "cultures", + "tribal", + "biome" + ] + }, + { + "layer": 9, + "depth": 39.1, + "top_tokens": [ + "artifacts", + "artifact", + "DNA", + "biome", + "cultures", + "ancestral", + "habitat", + "flora" + ] + }, + { + "layer": 10, + "depth": 43.5, + "top_tokens": [ + "artifacts", + "DNA", + "habitat", + "artifact", + "biome", + "ancestral", + "cultures", + "文化和" + ] + }, + { + "layer": 11, + "depth": 47.8, + "top_tokens": [ + "artifacts", + "DNA", + "文化和", + "artifact", + "biome", + "ancestral", + "cultures", + "habitat" + ] + }, + { + "layer": 12, + "depth": 52.2, + "top_tokens": [ + "artifacts", + "biome", + "DNA", + "ancestral", + "habitat", + "文化和", + "artifact", + "flora" + ] + }, + { + "layer": 13, + "depth": 56.5, + "top_tokens": [ + "biome", + "artifacts", + "文化和", + "ancestral", + "DNA", + "flora", + "artifact", + "cultures" + ] + }, + { + "layer": 14, + "depth": 60.9, + "top_tokens": [ + "fibers", + "molecules", + "energies", + "molecular", + "文化和", + "molecule", + "fluids", + "DNA" + ] + }, + { + "layer": 15, + "depth": 65.2, + "top_tokens": [ + "molecules", + "fibers", + "molecule", + "genome", + "molecular", + "substrate", + "densities", + "ismic" + ] + }, + { + "layer": 16, + "depth": 69.6, + "top_tokens": [ + "molecules", + "molecule", + "fibers", + "molecular", + "proteins", + "面目", + "genome", + "矿物" + ] + }, + { + "layer": 17, + "depth": 73.9, + "top_tokens": [ + "molecules", + "molecule", + "proteins", + "molecular", + "DNA", + "genome", + "phenotype", + "筇" + ] + }, + { + "layer": 18, + "depth": 78.3, + "top_tokens": [ + "molecules", + "molecular", + "molecule", + "phenotype", + "proteins", + "physiology", + "DNA", + "morphology" + ] + }, + { + "layer": 19, + "depth": 82.6, + "top_tokens": [ + "phenotype", + "morphology", + "shape", + "molecular", + "configuration", + "molecule", + "temperature", + "molecules" + ] + }, + { + "layer": 20, + "depth": 87.0, + "top_tokens": [ + "position", + "protein", + "orientation", + "proteins", + "molecular", + "molecule", + "alignment", + "structure" + ] + }, + { + "layer": 21, + "depth": 91.3, + "top_tokens": [ + "position", + "orientation", + "shape", + "structure", + "state", + "protein", + "alignment", + "molecular" + ] + }, + { + "layer": 22, + "depth": 95.7, + "top_tokens": [ + "shape", + "state", + "form", + "structure", + "configuration", + "formation", + "orientation", + "position" + ] + }, + { + "layer": 23, + "depth": 100.0, + "top_tokens": [ + "con", + "shape", + "structure", + "state", + "form", + "folding", + "folded", + "conform" + ] + } + ], + "surprising": [], + "figures": { + "grid": "figures/qwen2forcausallm/protein/protein-fold-multihop__grid.png", + "stream": "figures/qwen2forcausallm/protein/protein-fold-multihop__stream.png", + "trajectory": "figures/qwen2forcausallm/protein/protein-fold-multihop__trajectory.png", + "emergence": "figures/qwen2forcausallm/protein/protein-fold-multihop__emergence.png", + "heatmap": "figures/qwen2forcausallm/protein/protein-fold-multihop__heatmap.png" + } + }, + { + "slug": "protein-modulation", + "shape": "MODULATION", + "domain": "protein", + "title": "Hold 'disulfide bond' while copying (modulation)", + "description": "Copy an unrelated sentence while concentrating on disulfide bonds. Does 'disulfide'/'cysteine'/'bridge' surface?", + "note": "Directed modulation. The carrier is about rain; success is 'disulfide'/'cysteine' appearing in the lens across it, showing the workspace holds an instructed biochemical concept off-output.", + "prompt_tail": "te on disulfide bonds while you write the sentence. Don't write anything else.<|im_end|>\n<|im_start|>assistant\nThe rain tapped against the window all afternoon.", + "readout_at": -1, + "band": [ + 91.3, + 100.0 + ], + "discovered": false, + "tracked_dropped": [ + "disulfide", + "cysteine" + ], + "emergence": [ + { + "label": "bridge", + "best_rank": 2, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 40 + }, + { + "label": "bond", + "best_rank": 0, + "best_depth": 91.3, + "reached_top1": true, + "best_pos": 40 + }, + { + "label": "sulfur", + "best_rank": 0, + "best_depth": 91.3, + "reached_top1": true, + "best_pos": 59 + }, + { + "label": "cross", + "best_rank": 14, + "best_depth": 100.0, + "reached_top1": false, + "best_pos": 40 + } + ], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "Rarity", + "Buff", + "Pai", + "Profiler", + "AppDelegate", + "atoi", + "鸨", + "Gems" + ] + }, + { + "layer": 1, + "depth": 4.3, + "top_tokens": [ + "Horse", + "Caval", + "General", + "Migration", + "Hak", + "Flight", + "Buff", + "Main" + ] + }, + { + "layer": 2, + "depth": 8.7, + "top_tokens": [ + "Pil", + "Migration", + "Caval", + "Flight", + "Minor", + "Mount", + "Main", + "Buff" + ] + }, + { + "layer": 3, + "depth": 13.0, + "top_tokens": [ + "pag", + "Migration", + "Pil", + "Caval", + "accompanied", + "Gos", + "Flight", + "Pont" + ] + }, + { + "layer": 4, + "depth": 17.4, + "top_tokens": [ + "scrolls", + "WWW", + "urls", + "Scrolls", + "hakk", + "鸶", + "金币", + "Urls" + ] + }, + { + "layer": 5, + "depth": 21.7, + "top_tokens": [ + "flying", + "flight", + "Flying", + "Flight", + "飞", + "飞行", + "however", + "Bird" + ] + }, + { + "layer": 6, + "depth": 26.1, + "top_tokens": [ + "Flying", + "Flight", + "flying", + "flight", + "Birds", + "Bird", + "Fly", + "飞行" + ] + }, + { + "layer": 7, + "depth": 30.4, + "top_tokens": [ + "Flying", + "Flight", + "descriptions", + "详细介绍", + "Gabriel", + "飞行", + "flying", + "Description" + ] + }, + { + "layer": 8, + "depth": 34.8, + "top_tokens": [ + "flying", + "Flight", + "Flying", + "descriptions", + "Pil", + "flight", + "飞行", + "Birds" + ] + }, + { + "layer": 9, + "depth": 39.1, + "top_tokens": [ + "descriptions", + "Flying", + "flying", + "describing", + "Flight", + "accompanied", + "Description", + "详细介绍" + ] + }, + { + "layer": 10, + "depth": 43.5, + "top_tokens": [ + "Flight", + "flying", + "Description", + "Flying", + "Bird", + "descriptions", + "详细介绍", + "describing" + ] + }, + { + "layer": 11, + "depth": 47.8, + "top_tokens": [ + "descriptions", + "Description", + "description", + "详细介绍", + "描述", + "describing", + "describes", + "accompanied" + ] + }, + { + "layer": 12, + "depth": 52.2, + "top_tokens": [ + "详细介绍", + "描述", + "descriptions", + "travelers", + "Flying", + "Travel", + "flying", + "Pil" + ] + }, + { + "layer": 13, + "depth": 56.5, + "top_tokens": [ + "详细介绍", + "描述", + "飞行", + "美景", + "场景", + "乘客", + "Travel", + "揭示" + ] + }, + { + "layer": 14, + "depth": 60.9, + "top_tokens": [ + "Glyph", + "Cly", + "Birds", + "Words", + "Proto", + "返回搜狐", + "Lyrics", + "Morph" + ] + }, + { + "layer": 15, + "depth": 65.2, + "top_tokens": [ + "Words", + "silica", + "MUSIC", + "Çalış", + "Noise", + "Lyrics", + "萜", + "Vibr" + ] + }, + { + "layer": 16, + "depth": 69.6, + "top_tokens": [ + "这是因为", + "Sentence", + "MUSIC", + "Vibr", + "Carb", + "Lyrics", + "Words", + "Each" + ] + }, + { + "layer": 17, + "depth": 73.9, + "top_tokens": [ + "Sentence", + "Noise", + "Each", + "Explanation", + "Notice", + "Unary", + "Chlor", + "这是因为" + ] + }, + { + "layer": 18, + "depth": 78.3, + "top_tokens": [ + "Each", + "Explanation", + "Initially", + "Sentence", + "molecules", + "Energy", + "Notice", + "Molecular" + ] + }, + { + "layer": 19, + "depth": 82.6, + "top_tokens": [ + "Each", + "There", + "Using", + "This", + "Explanation", + "Initially", + "The", + "These" + ] + }, + { + "layer": 20, + "depth": 87.0, + "top_tokens": [ + "This", + "There", + "Chemical", + "The", + "Each", + "Using", + "Molecular", + "These" + ] + }, + { + "layer": 21, + "depth": 91.3, + "top_tokens": [ + "This", + "The", + "There", + "硫", + "Chemical", + "Each", + "Bonds", + "Acid" + ] + }, + { + "layer": 22, + "depth": 95.7, + "top_tokens": [ + "The", + "This", + "Chemical", + "Acid", + "Dis", + "These", + "There", + "Diss" + ] + }, + { + "layer": 23, + "depth": 100.0, + "top_tokens": [ + "The", + "Dis", + "Diss", + "This", + "As", + "In", + "Con", + "There" + ] + } + ], + "surprising": [ + { + "concept": "using", + "score": 2.0, + "best_rank": 5, + "best_depth": 95.7, + "near_token": "sentence" + }, + { + "concept": "intelligent", + "score": 1.0, + "best_rank": 1, + "best_depth": 91.3, + "near_token": "a" + }, + { + "concept": "because", + "score": 1.0, + "best_rank": 57, + "best_depth": 91.3, + "near_token": "afternoon" + } + ], + "figures": { + "grid": "figures/qwen2forcausallm/protein/protein-modulation__grid.png", + "stream": "figures/qwen2forcausallm/protein/protein-modulation__stream.png", + "trajectory": "figures/qwen2forcausallm/protein/protein-modulation__trajectory.png", + "emergence": "figures/qwen2forcausallm/protein/protein-modulation__emergence.png", + "heatmap": "figures/qwen2forcausallm/protein/protein-modulation__heatmap.png" + } + }, + { + "slug": "protein-report-swap", + "shape": "REPORT_SWAP", + "domain": "protein", + "title": "Think of an amino acid -> swap (verbal report)", + "description": "'Think of an amino acid. Answer in one word.' Swap the chosen residue's lens vector for a sibling; check the report changes.", + "note": "Verbal-report swap. Amino-acid names are the 'sport' category analogue; the swap tests whether the reported residue is set by the workspace coordinate at the report position.", + "prompt_tail": ", created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\n<|im_start|>user\nThink of an amino acid. Answer in one word.<|im_end|>\n<|im_start|>assistant\n", + "readout_at": -1, + "band": [ + 40.0, + 88.0 + ], + "discovered": false, + "tracked_dropped": [ + "glycine", + "alanine", + "leucine", + "serine", + "proline" + ], + "emergence": [], + "layer_readouts": [ + { + "layer": 0, + "depth": 0.0, + "top_tokens": [ + "炸弹", + "ustin", + "chedulers", + "rots", + "entence", + "igers", + "ents", + "Ymd" + ] + }, + { + "layer": 1, + "depth": 4.3, + "top_tokens": [ + "s", + "PN", + "Wings", + "VN", + "like", + "about", + "兵", + "sim" + ] + }, + { + "layer": 2, + "depth": 8.7, + "top_tokens": [ + "like", + "like", + "weed", + "LIKE", + "tent", + "columns", + "s", + "Language" + ] + }, + { + "layer": 3, + "depth": 13.0, + "top_tokens": [ + "fortunes", + "hire", + "folio", + "like", + "Songs", + "Chin", + "Ymd", + "sit" + ] + }, + { + "layer": 4, + "depth": 17.4, + "top_tokens": [ + "pls", + "CW", + "NW", + "like", + "wand", + "python", + "vue", + "lvl" + ] + }, + { + "layer": 5, + "depth": 21.7, + "top_tokens": [ + "world", + "ян", + "wand", + "昆仑", + "hud", + "ched", + "alar", + "hire" + ] + }, + { + "layer": 6, + "depth": 26.1, + "top_tokens": [ + "Shanghai", + "Fog", + "logging", + "Jiang", + "backend", + "GRID", + "Chin", + "Wiki" + ] + }, + { + "layer": 7, + "depth": 30.4, + "top_tokens": [ + "wechat", + "Warsaw", + "logging", + "Serviço", + "OWL", + "Workflow", + "äng", + "Bloomberg" + ] + }, + { + "layer": 8, + "depth": 34.8, + "top_tokens": [ + "Putin", + "wechat", + "Languages", + "languages", + "logging", + "Bloomberg", + "alar", + "Gdańsk" + ] + }, + { + "layer": 9, + "depth": 39.1, + "top_tokens": [ + "Kensington", + "Wol", + "raise", + "We", + "Hans", + "Boris", + "倫", + "汩" + ] + }, + { + "layer": 10, + "depth": 43.5, + "top_tokens": [ + "Words", + "这个词", + "词语", + "单词", + "words", + "Word", + "Python", + "减值" + ] + }, + { + "layer": 11, + "depth": 47.8, + "top_tokens": [ + "unicorn", + "Politico", + "词语", + "Immutable", + "üsseldorf", + "錾", + "gettext", + "喏" + ] + }, + { + "layer": 12, + "depth": 52.2, + "top_tokens": [ + "词语", + "词汇", + "unicorn", + "单词", + "勇气", + "精准", + "İşte", + "驭" + ] + }, + { + "layer": 13, + "depth": 56.5, + "top_tokens": [ + "unicorn", + "智慧", + "expérience", + "İşte", + "勇气", + "moduleName", + "opération", + "ModuleName" + ] + }, + { + "layer": 14, + "depth": 60.9, + "top_tokens": [ + "unicorn", + "İşte", + "typeName", + "glyph", + "神秘", + "oteric", + "moduleName", + "woord" + ] + }, + { + "layer": 15, + "depth": 65.2, + "top_tokens": [ + "unicorn", + "品种", + "typeName", + "İşte", + "Species", + "moduleName", + "有色金属", + "woord" + ] + }, + { + "layer": 16, + "depth": 69.6, + "top_tokens": [ + "unicorn", + "typeName", + "品种", + "黢", + "Species", + "CustomerId", + "Armor", + "GraphQL" + ] + }, + { + "layer": 17, + "depth": 73.9, + "top_tokens": [ + "unicorn", + "Python", + "品种", + "Species", + "Unknown", + "species", + "Oxygen", + "Knife" + ] + }, + { + "layer": 18, + "depth": 78.3, + "top_tokens": [ + "Oxygen", + "unicorn", + "Python", + "Respir", + "氧气", + "Plasma", + "Chlor", + "Ruby" + ] + }, + { + "layer": 19, + "depth": 82.6, + "top_tokens": [ + "Oxygen", + "氧气", + "unicorn", + "Python", + "Chlor", + "oxy", + "Concrete", + "Steel" + ] + }, + { + "layer": 20, + "depth": 87.0, + "top_tokens": [ + "氨基酸", + "protein", + "Protein", + "氨", + "amino", + "Atom", + "Human", + "蛋白质" + ] + }, + { + "layer": 21, + "depth": 91.3, + "top_tokens": [ + "氨基酸", + "氨", + "Pro", + "Am", + "amino", + "ammonia", + "Nit", + "Meth" + ] + }, + { + "layer": 22, + "depth": 95.7, + "top_tokens": [ + "Am", + "Al", + "Alan", + "Pro", + "Le", + "ASP", + "Gl", + "Ty" + ] + }, + { + "layer": 23, + "depth": 100.0, + "top_tokens": [ + "L", + "Alan", + "Le", + "I", + "Al", + "Am", + "Pro", + "Ty" + ] + } + ], + "surprising": [ + { + "concept": "Brain", + "score": 15.0, + "best_rank": 1, + "best_depth": 43.5, + "near_token": "Think" + }, + { + "concept": "Describe", + "score": 6.0, + "best_rank": 1, + "best_depth": 60.9, + "near_token": "." + }, + { + "concept": "software", + "score": 5.0, + "best_rank": 1, + "best_depth": 69.6, + "near_token": "created" + }, + { + "concept": "Studio", + "score": 4.0, + "best_rank": 1, + "best_depth": 69.6, + "near_token": "by" + }, + { + "concept": "words", + "score": 4.0, + "best_rank": 1, + "best_depth": 43.5, + "near_token": "word" + }, + { + "concept": "Tencent", + "score": 4.0, + "best_rank": 1, + "best_depth": 47.8, + "near_token": "Cloud" + }, + { + "concept": "Secondly", + "score": 4.0, + "best_rank": 6, + "best_depth": 82.6, + "near_token": "<|im_start|>" + }, + { + "concept": "time", + "score": 3.0, + "best_rank": 1, + "best_depth": 43.5, + "near_token": "one" + }, + { + "concept": "questions", + "score": 3.0, + "best_rank": 1, + "best_depth": 73.9, + "near_token": "Answer" + }, + { + "concept": "Memory", + "score": 3.0, + "best_rank": 1, + "best_depth": 73.9, + "near_token": "assistant" + }, + { + "concept": "Reddit", + "score": 3.0, + "best_rank": 2, + "best_depth": 52.2, + "near_token": "user" + }, + { + "concept": "someone", + "score": 3.0, + "best_rank": 9, + "best_depth": 52.2, + "near_token": "." + } + ], + "figures": { + "grid": "figures/qwen2forcausallm/protein/protein-report-swap__grid.png", + "stream": "figures/qwen2forcausallm/protein/protein-report-swap__stream.png" + } + } + ] +} \ No newline at end of file diff --git a/jlens_materials/runs/qwen2forcausallm_analysis.json b/jlens_materials/runs/qwen2forcausallm_analysis.json new file mode 100644 index 0000000000000000000000000000000000000000..9d8563c2bf18820a6ecb3d60bb6ccba6dd0e768c --- /dev/null +++ b/jlens_materials/runs/qwen2forcausallm_analysis.json @@ -0,0 +1,137 @@ +{ + "model": "Qwen/Qwen2.5-0.5B-Instruct", + "provider": "anthropic", + "analysis_model": "claude-opus-4-8", + "offline": true, + "per_prompt": [ + { + "slug": "fracture-griffith", + "title": "Griffith criterion (multi-hop)", + "shape": "MULTIHOP", + "domain": "fracture", + "model_used": "offline", + "analysis": "[offline template] Concepts reaching lens rank 1: 'energy' (depth 43.5%), 'surface' (depth 0.0%), 'crack' (depth 100.0%). Concepts reaching the lens top-5: 'energy' (rank 1, depth 43.5%), 'surface' (rank 1, depth 0.0%), 'crack' (rank 1, depth 100.0%). Hidden thoughts (surfaced in the workspace band, not in the prompt or output): computational, mathematical, density, gravitational, deformation, magnitude." + }, + { + "slug": "fracture-fatigue", + "title": "Cyclic loading -> failure mode (multi-hop)", + "shape": "MULTIHOP", + "domain": "fracture", + "model_used": "offline", + "analysis": "[offline template] Concepts reaching lens rank 1: 'fatigue' (depth 95.7%). Concepts reaching the lens top-5: 'fatigue' (rank 1, depth 95.7%), 'crack' (rank 3, depth 100.0%), 'cyclic' (rank 3, depth 17.4%). Not trackable (multi-token, paper limitation section 9.1): striations. Hidden thoughts (surfaced in the workspace band, not in the prompt or output): billions, freight, geometric, startling, surfaces, stuff." + }, + { + "slug": "fracture-toughness-chain", + "title": "Stress-intensity factor chain (multi-hop)", + "shape": "MULTIHOP", + "domain": "fracture", + "model_used": "offline", + "analysis": "[offline template] Concepts reaching lens rank 1: 'stress' (depth 91.3%), 'toughness' (depth 95.7%), 'propagate' (depth 95.7%). Concepts reaching the lens top-5: 'stress' (rank 1, depth 91.3%), 'intensity' (rank 3, depth 4.3%), 'toughness' (rank 1, depth 95.7%), 'propagate' (rank 1, depth 95.7%). Hidden thoughts (surfaced in the workspace band, not in the prompt or output): computational, density, calculations, thresholds, measurements, weld." + }, + { + "slug": "fracture-brittle-assoc", + "title": "Brittle fracture (association, unnamed)", + "shape": "ASSOCIATION", + "domain": "fracture", + "model_used": "offline", + "analysis": "[offline template] Concepts reaching lens rank 1: 'glass' (depth 91.3%). Concepts reaching the lens top-5: 'glass' (rank 1, depth 91.3%). Not trackable (multi-token, paper limitation section 9.1): shatter. Hidden thoughts (surfaced in the workspace band, not in the prompt or output): hitting, noticing, keyboard, knives, bottom, piercing." + }, + { + "slug": "fracture-ductile-assoc", + "title": "Ductile failure (association, unnamed)", + "shape": "ASSOCIATION", + "domain": "fracture", + "model_used": "offline", + "analysis": "[offline template] No tracked concept reached the lens top-5 at any depth — either the model lacks these concepts or they are multi-token and untrackable. Not trackable (multi-token, paper limitation section 9.1): ductile, necking. Hidden thoughts (surfaced in the workspace band, not in the prompt or output): climbing, slowing, fibers, anymore, taller, into." + }, + { + "slug": "fracture-stress-recognition", + "title": "Stress state from a tensor (recognition)", + "shape": "RECOGNITION", + "domain": "fracture", + "model_used": "offline", + "analysis": "[offline template] Concepts reaching the lens top-5: 'mode' (rank 4, depth 100.0%). Not trackable (multi-token, paper limitation section 9.1): tensile, uniaxial. Hidden thoughts (surfaced in the workspace band, not in the prompt or output): sqrt, computational, blackColor, TeX, mathematical, velocities." + }, + { + "slug": "fracture-modulation", + "title": "Hold 'crack-tip plasticity' while copying (modulation)", + "shape": "MODULATION", + "domain": "fracture", + "model_used": "offline", + "analysis": "[offline template] Concepts reaching lens rank 1: 'crack' (depth 17.4%), 'plastic' (depth 8.7%). Concepts reaching the lens top-5: 'crack' (rank 1, depth 17.4%), 'plastic' (rank 1, depth 8.7%). Not trackable (multi-token, paper limitation section 9.1): plasticity. Hidden thoughts (surfaced in the workspace band, not in the prompt or output): Writing, labs, things, yourself, Flying, board." + }, + { + "slug": "fracture-report-swap", + "title": "Think of a failure mode -> swap (verbal report)", + "shape": "REPORT_SWAP", + "domain": "fracture", + "model_used": "offline", + "analysis": "[offline template] Concepts reaching the lens top-5: 'corrosion' (rank 5, depth 82.6%), 'fracture' (rank 3, depth 87.0%). Not trackable (multi-token, paper limitation section 9.1): buckling. Hidden thoughts (surfaced in the workspace band, not in the prompt or output): Mechanical, Entertainment, humanoid, Describe, involving, words." + }, + { + "slug": "protein-helix-multihop", + "title": "Backbone H-bonds -> secondary structure (multi-hop)", + "shape": "MULTIHOP", + "domain": "protein", + "model_used": "offline", + "analysis": "[offline template] Concepts reaching lens rank 1: 'hydrogen' (depth 30.4%), 'bond' (depth 13.0%), 'backbone' (depth 4.3%). Concepts reaching the lens top-5: 'hydrogen' (rank 1, depth 30.4%), 'bond' (rank 1, depth 13.0%), 'backbone' (rank 1, depth 4.3%). Not trackable (multi-token, paper limitation section 9.1): helix. Hidden thoughts (surfaced in the workspace band, not in the prompt or output): rst, scientific, thus, outcomes, RequestOptions, geometric." + }, + { + "slug": "protein-gfp-recognition", + "title": "GFP sequence -> function (recognition)", + "shape": "RECOGNITION", + "domain": "protein", + "model_used": "offline", + "analysis": "[offline template] No tracked concept reached the lens top-5 at any depth — either the model lacks these concepts or they are multi-token and untrackable. Hidden thoughts (surfaced in the workspace band, not in the prompt or output): Moscow, Secondly, Answers, phrase, Awards, RequestOptions." + }, + { + "slug": "protein-collagen-recognition", + "title": "Gly-X-Y repeat -> collagen (recognition)", + "shape": "RECOGNITION", + "domain": "protein", + "model_used": "offline", + "analysis": "[offline template] No tracked concept reached the lens top-5 at any depth — either the model lacks these concepts or they are multi-token and untrackable. Not trackable (multi-token, paper limitation section 9.1): helix, glycine, proline, fibril. Hidden thoughts (surfaced in the workspace band, not in the prompt or output): Chemical, Toolbox, Secondly, Answers, phrase, RequestOptions." + }, + { + "slug": "protein-transmembrane-recognition", + "title": "Hydrophobic stretch -> transmembrane (recognition)", + "shape": "RECOGNITION", + "domain": "protein", + "model_used": "offline", + "analysis": "[offline template] No tracked concept reached the lens top-5 at any depth — either the model lacks these concepts or they are multi-token and untrackable. Not trackable (multi-token, paper limitation section 9.1): hydrophobic, transmembrane, helix. Hidden thoughts (surfaced in the workspace band, not in the prompt or output): Secondly, Answers, phrase, Logo, RequestOptions, LAG." + }, + { + "slug": "protein-amyloid-assoc", + "title": "Amyloid aggregation (association, unnamed)", + "shape": "ASSOCIATION", + "domain": "protein", + "model_used": "offline", + "analysis": "[offline template] Concepts reaching the lens top-5: 'plaque' (rank 3, depth 91.3%). Not trackable (multi-token, paper limitation section 9.1): amyloid, fibril, misfold. Hidden thoughts (surfaced in the workspace band, not in the prompt or output): onto, plates, fibers, wires, stacks, weren." + }, + { + "slug": "protein-fold-multihop", + "title": "Hydrophobic collapse -> tertiary fold (multi-hop)", + "shape": "MULTIHOP", + "domain": "protein", + "model_used": "offline", + "analysis": "[offline template] Concepts reaching lens rank 1: 'native' (depth 100.0%). Concepts reaching the lens top-5: 'structure' (rank 3, depth 100.0%), 'native' (rank 1, depth 100.0%). Not trackable (multi-token, paper limitation section 9.1): hydrophobic." + }, + { + "slug": "protein-modulation", + "title": "Hold 'disulfide bond' while copying (modulation)", + "shape": "MODULATION", + "domain": "protein", + "model_used": "offline", + "analysis": "[offline template] Concepts reaching lens rank 1: 'bond' (depth 91.3%), 'sulfur' (depth 91.3%). Concepts reaching the lens top-5: 'bridge' (rank 3, depth 100.0%), 'bond' (rank 1, depth 91.3%), 'sulfur' (rank 1, depth 91.3%). Not trackable (multi-token, paper limitation section 9.1): disulfide, cysteine. Hidden thoughts (surfaced in the workspace band, not in the prompt or output): using, intelligent, because." + }, + { + "slug": "protein-report-swap", + "title": "Think of an amino acid -> swap (verbal report)", + "shape": "REPORT_SWAP", + "domain": "protein", + "model_used": "offline", + "analysis": "[offline template] No tracked concept reached the lens top-5 at any depth — either the model lacks these concepts or they are multi-token and untrackable. Not trackable (multi-token, paper limitation section 9.1): glycine, alanine, leucine, serine, proline. Hidden thoughts (surfaced in the workspace band, not in the prompt or output): Brain, Describe, software, Studio, words, Tencent." + } + ], + "synthesis": "[offline template] Run over Qwen/Qwen2.5-0.5B-Instruct (24 layers). By experiment type — MULTIHOP: 5/5 prompts with a top-5 concept; ASSOCIATION: 2/3 prompts with a top-5 concept; RECOGNITION: 1/4 prompts with a top-5 concept; MODULATION: 2/2 prompts with a top-5 concept; REPORT_SWAP: 1/2 prompts with a top-5 concept. Most frequent unprompted 'hidden thoughts' across prompts: computational (×3), density (×2), mathematical (×2), fibers (×3), thresholds (×2), Secondly (×6), Writing (×1), geometric (×3), labs (×1), onto (×2), surfaces (×2), gravitational (×1)." +} \ No newline at end of file diff --git a/jlens_materials/runs/qwen2forcausallm_swaps.json b/jlens_materials/runs/qwen2forcausallm_swaps.json new file mode 100644 index 0000000000000000000000000000000000000000..2d2dcbe6d8eef6f689e863b84271b98d9f098af7 --- /dev/null +++ b/jlens_materials/runs/qwen2forcausallm_swaps.json @@ -0,0 +1,175 @@ +{ + "created_at": "2026-07-08T02:51:29", + "run": "jlens_materials/runs/qwen2forcausallm.json", + "model": "Qwen/Qwen2.5-0.5B-Instruct", + "lens": "/Users/mbuehler/LOCALCODES/Substrates/jlens_materials/lens_qwen2forcausallm.pt", + "method": "pinv", + "tag": "qwen2forcausallm", + "provider": "offline", + "analysis_model": null, + "proposals": [ + { + "slug": "fracture-report-swap", + "title": "Think of a failure mode -> swap (verbal report)", + "domain": "fracture", + "shape": "REPORT_SWAP", + "source": "fracture", + "target": "fatigue", + "source_rank": 3, + "source_depth": 87.0, + "rationale": "'fracture' surfaced strongly in the run (rank 3 at depth 87.0%). 'fatigue' is a same-domain counterfactual target.", + "expected": "The swap should suppress 'fracture', install 'fatigue', and move the next-token distribution toward the target.", + "confidence": 0.89, + "provider": "offline", + "target_token_id": 35609, + "source_token_id": 58804 + } + ], + "approved": [ + { + "slug": "fracture-report-swap", + "title": "Think of a failure mode -> swap (verbal report)", + "domain": "fracture", + "shape": "REPORT_SWAP", + "source": "fracture", + "target": "fatigue", + "source_rank": 3, + "source_depth": 87.0, + "rationale": "'fracture' surfaced strongly in the run (rank 3 at depth 87.0%). 'fatigue' is a same-domain counterfactual target.", + "expected": "The swap should suppress 'fracture', install 'fatigue', and move the next-token distribution toward the target.", + "confidence": 0.89, + "provider": "offline", + "target_token_id": 35609, + "source_token_id": 58804 + } + ], + "results": [ + { + "proposal": { + "slug": "fracture-report-swap", + "title": "Think of a failure mode -> swap (verbal report)", + "domain": "fracture", + "shape": "REPORT_SWAP", + "source": "fracture", + "target": "fatigue", + "source_rank": 3, + "source_depth": 87.0, + "rationale": "'fracture' surfaced strongly in the run (rank 3 at depth 87.0%). 'fatigue' is a same-domain counterfactual target.", + "expected": "The swap should suppress 'fracture', install 'fatigue', and move the next-token distribution toward the target.", + "confidence": 0.89, + "provider": "offline", + "target_token_id": 35609, + "source_token_id": 58804 + }, + "alphas": [ + { + "alpha": 1.0, + "swap": { + "prompt": "<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\n<|im_start|>user\nThink of a metal failure mode. Answer in one word.<|im_end|>\n<|im_start|>assistant\n", + "source": "fracture", + "target": "fatigue", + "alpha": 1.0, + "method": "pinv", + "band_layers": [ + 10, + 11, + 12, + 13, + 14, + 15, + 16, + 17, + 18, + 19, + 20 + ], + "clean_top": [ + [ + "De", + 0.2316262274980545 + ], + [ + "Cr", + 0.12487851828336716 + ], + [ + "F", + 0.0514170303940773 + ], + [ + "Brit", + 0.03872358053922653 + ], + [ + "Fr", + 0.03694424033164978 + ], + [ + "Mel", + 0.027049869298934937 + ], + [ + "Impact", + 0.022980516776442528 + ], + [ + "Break", + 0.022165875881910324 + ] + ], + "swapped_top": [ + [ + "De", + 0.33347177505493164 + ], + [ + "fatigue", + 0.17106041312217712 + ], + [ + "Fat", + 0.08845178037881851 + ], + [ + "疲劳", + 0.03729505091905594 + ], + [ + "F", + 0.033300094306468964 + ], + [ + "D", + 0.028340017423033714 + ], + [ + "P", + 0.022221265360713005 + ], + [ + "Pl", + 0.018454940989613533 + ] + ], + "source_rank_clean": 71, + "source_rank_swapped": 4265, + "target_rank_clean": 85, + "target_rank_swapped": 1 + }, + "metrics": { + "source_suppressed": true, + "target_installed": true, + "target_top1": false, + "target_top5": true, + "top_changed": false, + "source_rank_delta": 4194, + "target_rank_delta": 84 + } + } + ] + } + ], + "plots": [ + "figures/qwen2forcausallm/swaps/fracture-report-swap__swap_effect.png" + ] +} \ No newline at end of file diff --git a/jlens_materials/scripts/amend_answer_code_binding_protocol.py b/jlens_materials/scripts/amend_answer_code_binding_protocol.py new file mode 100644 index 0000000000000000000000000000000000000000..b5a3602d98fdf1168b1b9bd0a2543e889d8bed77 --- /dev/null +++ b/jlens_materials/scripts/amend_answer_code_binding_protocol.py @@ -0,0 +1,75 @@ +#!/usr/bin/env python3 +"""Record the pre-forward contextual-tokenization amendment, exactly once.""" + +from __future__ import annotations + +import json +from datetime import datetime, timezone +from pathlib import Path + +import freeze_lexical_adversarial_representation as shared + +ROOT = Path(__file__).resolve().parents[1] +OUT = ROOT / "experiments" / "answer-code-binding-2026-07-17" +ORIGINAL = OUT / "protocol.json" +AMENDED = OUT / "protocol-amendment-v1.json" +RUNNER = ROOT / "scripts" / "run_answer_code_binding.py" +ATTEMPT = OUT / "execution-attempt-1-pre-forward.json" + + +def main() -> None: + if AMENDED.exists() or ATTEMPT.exists(): + raise FileExistsError("Amendment record already exists; do not overwrite.") + protocol = json.loads(ORIGINAL.read_text()) + original_hash = shared.sha256(ORIGINAL) + original_runner_hash = protocol["inputs"]["runner_sha256"] + protocol["status"] = ( + "prospectively frozen scientific design; protocol amendment v1 was " + "made after execution attempt 1 aborted before any model forward pass" + ) + protocol["amendment"] = { + "amended_at": datetime.now(timezone.utc).isoformat(), + "original_protocol": str(ORIGINAL.relative_to(ROOT)), + "original_protocol_sha256": original_hash, + "reason": ( + "The isolated token `checkpoint` has id 73093, whereas the exact " + "in-prompt substring ` checkpoint` has id 61077. Attempt 1 searched " + "for 73093, found zero matches, and raised before model.forward." + ), + "scientific_design_changed": False, + "prompts_changed": False, + "endpoints_changed": False, + "only_change": ( + "Match the already-frozen marker in its exact contextual " + "tokenization, ` checkpoint`." + ), + "attempt_record": str(ATTEMPT.relative_to(ROOT)), + } + protocol["checkpoint_token_text"] = " checkpoint" + protocol["tokenization_preflight"][" checkpoint"] = [61077] + protocol["inputs"]["runner_sha256_before_amendment"] = original_runner_hash + protocol["inputs"]["runner_sha256"] = shared.sha256(RUNNER) + shared.dump(AMENDED, protocol) + shared.dump(ATTEMPT, { + "study_id": protocol["study_id"], + "attempt": 1, + "outcome": "aborted before any model forward pass", + "original_protocol_sha256": original_hash, + "original_runner_sha256": original_runner_hash, + "model_loaded": True, + "n_prompts_forwarded": 0, + "error": ( + "First prompt had zero matches for isolated checkpoint token id " + "73093; contextual token id is 61077." + ), + "retained_because": ( + "Pre-forward failures and amendments are part of the complete " + "prospective record." + ), + }) + print(f"wrote {AMENDED.relative_to(ROOT)}") + print(f"amended protocol sha256: {shared.sha256(AMENDED)}") + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/analyze_abstract_physics_semantic.py b/jlens_materials/scripts/analyze_abstract_physics_semantic.py new file mode 100644 index 0000000000000000000000000000000000000000..d38d6a1cd52683f4b9a3af2ded712eaa81a39097 --- /dev/null +++ b/jlens_materials/scripts/analyze_abstract_physics_semantic.py @@ -0,0 +1,371 @@ +#!/usr/bin/env python3 +"""Analyze the semantic-answer abstract-physics replication.""" + +from __future__ import annotations + +import hashlib +import json +from pathlib import Path + +import matplotlib + +matplotlib.use("Agg") +import matplotlib.pyplot as plt # noqa: E402 +import numpy as np # noqa: E402 +import pandas as pd # noqa: E402 +from sklearn.feature_extraction.text import TfidfVectorizer # noqa: E402 +from sklearn.metrics import roc_auc_score # noqa: E402 + +from analyze_abstract_physics_composition import ( + bootstrap, + centroid_direction, + contrast_parallelism, + discovery_ccgp, + exact_signflip, + normalize, + replication_law_scores, + safe_dot, +) + + +ROOT = Path(__file__).resolve().parents[1] +OUT = ROOT / "experiments" / "abstract-physics-semantic-2026-07-18" +PROTOCOL = OUT / "protocol.json" +MANIFEST = OUT / "prompt_manifest.json" +RAW = OUT / "raw.json" +STATES = OUT / "representations.npz" +FIG = OUT / "figures" + + +def sha256(path: Path) -> str: + return hashlib.sha256(path.read_bytes()).hexdigest() + + +def main() -> None: + protocol = json.loads(PROTOCOL.read_text()) + manifest = json.loads(MANIFEST.read_text()) + raw = json.loads(RAW.read_text()) + for name in ("prompt_manifest", "analyzer"): + row = protocol["inputs"][name] + if sha256(ROOT / row["path"]) != row["sha256"]: + raise RuntimeError(f"{name} fingerprint mismatch") + if raw["provenance"]["protocol_sha256"] != sha256(PROTOCOL): + raise RuntimeError("raw protocol fingerprint mismatch") + if raw["provenance"]["states_sha256"] != sha256(STATES): + raise RuntimeError("state archive fingerprint mismatch") + + with np.load(STATES, allow_pickle=False) as arrays: + prompt_ids = arrays["prompt_ids"].astype(str) + positions = arrays["positions"].astype(str) + layers = arrays["layers"].astype(int) + states = arrays["raw_states"].astype(np.float64) + by_id = {row["prompt_id"]: row for row in manifest["prompts"]} + rows = [by_id[prompt_id] for prompt_id in prompt_ids] + meta = { + "law": np.asarray([row["law_id"] for row in rows]), + "split": np.asarray([row["split"] for row in rows]), + "orientation": np.asarray([row["law_sign"] == 1 for row in rows]), + "numeric": np.asarray([row["numerical_sign"] == 1 for row in rows]), + "physical": np.asarray([row["physical_sign"] == 1 for row in rows]), + "surface": np.asarray([row["surface"] for row in rows]), + "answer_order": np.asarray([row["answer_order"] for row in rows]), + } + if positions.tolist() != protocol["positions"]: + raise RuntimeError("position mismatch") + depths = 100.0 * layers / max(int(layers.max()), 1) + decision_index = int(np.flatnonzero(positions == "decision")[0]) + + layer_rows = [] + for position_index, position in enumerate(positions): + for layer_index, layer in enumerate(layers): + values = normalize(states[position_index, :, layer_index]) + for target in ("physical", "numeric"): + layer_rows.append( + { + "position": str(position), + "layer": int(layer), + "depth_percent": float(depths[layer_index]), + "target": target, + "discovery_ccgp": discovery_ccgp( + values, meta[target], meta + ), + } + ) + layer_frame = pd.DataFrame(layer_rows) + selection = layer_frame[ + (layer_frame["position"] == "decision") + & (layer_frame["target"] == "physical") + ].sort_values(["discovery_ccgp", "layer"], ascending=[False, True]) + selected_layer = int(selection.iloc[0]["layer"]) + selected_index = int(np.flatnonzero(layers == selected_layer)[0]) + values = normalize(states[decision_index, :, selected_index]) + + law_rows = [] + for target in ("physical", "numeric"): + for row in replication_law_scores(values, meta[target], meta): + law_rows.append({"target": target, **row}) + law_frame = pd.DataFrame(law_rows) + physical_laws = law_frame[law_frame["target"] == "physical"].copy() + aucs = physical_laws["auc"].to_numpy(float) + ci = bootstrap( + aucs, + np.random.default_rng(protocol["bootstrap"]["seed"]), + protocol["bootstrap"]["resamples"], + ) + + _, parallel = contrast_parallelism(values, meta, "replication") + cross = parallel.loc[ + ~parallel["same_orientation"], "physical_contrast_cosine" + ].to_numpy(float) + cross_ci = bootstrap( + cross, + np.random.default_rng(protocol["bootstrap"]["seed"] + 1), + protocol["bootstrap"]["resamples"], + ) + + formula_rows = [] + discovery = meta["split"] == "discovery" + replication = meta["split"] == "replication" + for train_surface, test_surface in (("a", "b"), ("b", "a")): + for target in ("physical", "numeric"): + train = discovery & (meta["surface"] == train_surface) + direction, midpoint = centroid_direction( + values[train], meta[target][train] + ) + for law_id in sorted(set(meta["law"][replication])): + test = ( + replication + & (meta["surface"] == test_surface) + & (meta["law"] == law_id) + ) + scores = safe_dot(values[test] - midpoint, direction) + formula_rows.append( + { + "train_surface": train_surface, + "test_surface": test_surface, + "target": target, + "law_id": str(law_id), + "auc": float( + roc_auc_score(meta[target][test].astype(int), scores) + ), + } + ) + formula = pd.DataFrame(formula_rows) + + texts = [row["user"].split("†", maxsplit=1)[0] + "†" for row in rows] + control_rows = [] + for method, vectorizer in { + "word_tfidf": TfidfVectorizer( + lowercase=True, ngram_range=(1, 2), sublinear_tf=True + ), + "character_tfidf": TfidfVectorizer( + lowercase=True, + analyzer="char_wb", + ngram_range=(3, 5), + sublinear_tf=True, + max_features=20000, + ), + }.items(): + control_values = normalize( + vectorizer.fit_transform(texts).toarray().astype(np.float64) + ) + for target in ("physical", "numeric"): + for row in replication_law_scores( + control_values, meta[target], meta + ): + control_rows.append({"method": method, "target": target, **row}) + controls = pd.DataFrame(control_rows) + + behavior = pd.DataFrame(raw["clean_rows"]) + overall_accuracy = float(behavior["registered_answer_correct"].mean()) + rule = protocol["success_rule"] + primary = { + "selected_layer": selected_layer, + "selected_depth_percent": float(depths[selected_index]), + "discovery_selected_ccgp": float(selection.iloc[0]["discovery_ccgp"]), + "replication_mean_law_auc": float(aucs.mean()), + "replication_law_bootstrap_95": list(ci), + "replication_laws_above_chance": int(np.sum(aucs > 0.5)), + "replication_laws_total": int(len(aucs)), + "two_sided_exact_signflip_p_auc_minus_half": exact_signflip(aucs - 0.5), + "behavior_accuracy": overall_accuracy, + } + primary["passes_frozen_rule"] = bool( + overall_accuracy >= rule["behavior_accuracy_minimum"] + and aucs.mean() >= rule["mean_replication_auc_minimum"] + and ci[0] > rule["bootstrap_95_lower_above"] + and np.sum(aucs > 0.5) >= rule["positive_replication_laws_minimum"] + ) + + formula_physical = float( + formula.loc[formula["target"] == "physical", "auc"].mean() + ) + control_summary = { + f"{method}_{target}": float( + controls.loc[ + (controls["method"] == method) + & (controls["target"] == target), + "auc", + ].mean() + ) + for method in sorted(set(controls["method"])) + for target in ("physical", "numeric") + } + statistics = { + "study_id": protocol["study_id"], + "protocol_sha256": sha256(PROTOCOL), + "input_fingerprints": { + "manifest": sha256(MANIFEST), + "raw": sha256(RAW), + "states": sha256(STATES), + }, + "primary": primary, + "behavior": { + "overall_accuracy": overall_accuracy, + "discovery_accuracy": float( + behavior.loc[ + behavior["split"] == "discovery", + "registered_answer_correct", + ].mean() + ), + "replication_accuracy": float( + behavior.loc[ + behavior["split"] == "replication", + "registered_answer_correct", + ].mean() + ), + "law_accuracy": { + str(key): float(value) + for key, value in behavior.groupby("law_id")[ + "registered_answer_correct" + ].mean().items() + }, + }, + "parallelism": { + "cross_orientation_mean_physical_contrast_cosine": float( + cross.mean() + ), + "cross_orientation_pair_bootstrap_95": list(cross_ci), + "positive_cross_orientation_pairs": int(np.sum(cross > 0)), + "cross_orientation_pairs": int(len(cross)), + }, + "formula_cross_generalization_physical_auc": formula_physical, + "tfidf_controls": control_summary, + "interpretation_boundary": ( + "Passing would establish an answer-vocabulary-free, cross-law " + "physical-outcome geometry for supplied monotonic equations. " + "Causal use and equation-free natural-language physics remain " + "separate questions." + ), + } + (OUT / "statistics.json").write_text( + json.dumps(statistics, indent=2, sort_keys=True) + "\n" + ) + layer_frame.to_csv(OUT / "layerwise_ccgp.csv", index=False) + law_frame.to_csv(OUT / "replication_law_auc.csv", index=False) + parallel.to_csv(OUT / "replication_parallelism_pairs.csv", index=False) + formula.to_csv(OUT / "formula_cross_generalization.csv", index=False) + controls.to_csv(OUT / "tfidf_controls.csv", index=False) + behavior.to_csv(OUT / "clean_behavior.csv", index=False) + + direction, midpoint = centroid_direction( + values[discovery], meta["physical"][discovery] + ) + numeric_direction, numeric_midpoint = centroid_direction( + values[discovery], meta["numeric"][discovery] + ) + np.savez_compressed( + OUT / "discovery_directions.npz", + selected_layer=np.asarray(selected_layer, dtype=np.int16), + position=np.asarray("decision"), + physical_direction=direction.astype(np.float32), + physical_midpoint=midpoint.astype(np.float32), + numeric_direction=numeric_direction.astype(np.float32), + numeric_midpoint=numeric_midpoint.astype(np.float32), + ) + + FIG.mkdir(parents=True, exist_ok=True) + fig, axes = plt.subplots(1, 3, figsize=(11.0, 3.35)) + for target, color in (("physical", "#16697A"), ("numeric", "#B56576")): + part = layer_frame[ + (layer_frame["position"] == "decision") + & (layer_frame["target"] == target) + ] + axes[0].plot( + part["depth_percent"], + part["discovery_ccgp"], + marker="o", + markersize=2.5, + label=target.capitalize(), + color=color, + ) + axes[0].axhline(0.5, color="#888888", linestyle=":", linewidth=1) + axes[0].axvline( + primary["selected_depth_percent"], + color="#555555", + linestyle="--", + linewidth=1, + ) + axes[0].set(xlabel="Layer depth (%)", ylabel="Discovery CCGP (AUC)") + axes[0].legend(frameon=False, fontsize=8) + order = physical_laws.sort_values(["test_orientation", "auc"]) + axes[1].barh( + order["law_id"], + order["auc"], + color=[ + "#5A7D8C" if value == "direct" else "#7A6AA2" + for value in order["test_orientation"] + ], + ) + axes[1].axvline(0.5, color="#555555", linestyle="--", linewidth=1) + axes[1].set(xlim=(0, 1), xlabel="Held-out physical AUC") + law_accuracy = behavior.groupby("law_id")[ + "registered_answer_correct" + ].mean().reindex(order["law_id"]) + axes[2].barh( + law_accuracy.index, + law_accuracy.values, + color="#5B8C5A", + ) + axes[2].axvline(0.5, color="#555555", linestyle=":", linewidth=1) + axes[2].set(xlim=(0, 1), xlabel="Clean answer accuracy") + fig.tight_layout() + for suffix in ("png", "pdf"): + fig.savefig(FIG / f"abstract-physics-semantic.{suffix}", dpi=300) + plt.close(fig) + + report = [ + "# Semantic-answer abstract-physics result", + "", + "## Frozen primary endpoint", + "", + f"- Clean higher/lower accuracy: **{overall_accuracy:.1%}**.", + f"- Discovery-selected layer: **{selected_layer}** " + f"({primary['selected_depth_percent']:.1f}% depth).", + f"- Discovery cross-orientation CCGP: " + f"**{primary['discovery_selected_ccgp']:.3f}**.", + f"- Replication mean held-out-law AUC: **{aucs.mean():.3f}** " + f"(95% law bootstrap {ci[0]:.3f} to {ci[1]:.3f}).", + f"- Laws above chance: **{int(np.sum(aucs > 0.5))}/8**; " + f"exact sign-flip `p={primary['two_sided_exact_signflip_p_auc_minus_half']:.4g}`.", + f"- Frozen success rule: " + f"**{'PASS' if primary['passes_frozen_rule'] else 'FAIL'}**.", + "", + "## Controls", + "", + f"- Cross-form physical AUC: **{formula_physical:.3f}**.", + f"- Cross-orientation physical-contrast cosine: " + f"**{cross.mean():+.3f}**.", + f"- Word TF-IDF physical AUC: " + f"**{control_summary['word_tfidf_physical']:.3f}**.", + f"- Character TF-IDF physical AUC: " + f"**{control_summary['character_tfidf_physical']:.3f}**.", + "", + statistics["interpretation_boundary"], + ] + (OUT / "REPORT.md").write_text("\n".join(report) + "\n") + print("\n".join(report)) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/analyze_candidate_nonsteering.py b/jlens_materials/scripts/analyze_candidate_nonsteering.py new file mode 100644 index 0000000000000000000000000000000000000000..e1d7052097908cd282cb93fe7a646bf2a20f3ab4 --- /dev/null +++ b/jlens_materials/scripts/analyze_candidate_nonsteering.py @@ -0,0 +1,813 @@ +#!/usr/bin/env python3 +"""Run frozen candidate non-steering analyses for the materials J-lens paper.""" + +from __future__ import annotations + +import hashlib +import itertools +import json +import math +import re +from collections import Counter, defaultdict +from pathlib import Path + +import matplotlib + +matplotlib.use("Agg") +import matplotlib.pyplot as plt # noqa: E402 +import numpy as np # noqa: E402 +import pandas as pd # noqa: E402 +from scipy import stats # noqa: E402 + + +ROOT = Path(__file__).resolve().parents[1] +OUT = ROOT / "experiments" / "candidate-nonsteering-2026-07-16" +FIG = OUT / "figures" +PROTOCOL_PATH = OUT / "protocol.json" +STATS_PATH = ROOT / "experiments" / "materials-heldout-v1_statistics.json" +NPZ_PATH = ROOT / "experiments" / "materials-heldout-v1_latent_vectors.npz" +META_PATH = ROOT / "experiments" / "materials-heldout-v1_latent_vectors.meta.json" +RUN_PATHS = [ROOT / "runs" / f"gemma4-e4b-it-heldout-v1-seed{i}.json" for i in range(3)] +SEED = 20260716 +N_BOOT = 30_000 +N_CLASS_PERM = 10_000 +N_RSA_PERM = 30_000 +N_ROLE_PERM = 10_000 +BAND = (38.0, 92.0) + + +def sha256(path: Path) -> str: + return hashlib.sha256(path.read_bytes()).hexdigest() + + +def dump_json(path: Path, payload: object) -> None: + path.write_text(json.dumps(payload, indent=2, allow_nan=False) + "\n") + + +def normalize_rows(values: np.ndarray) -> np.ndarray: + values = np.asarray(values, dtype=float) + norm = np.linalg.norm(values, axis=-1, keepdims=True) + return values / np.maximum(norm, 1e-12) + + +def token_words(text: str) -> set[str]: + return set(re.findall(r"[a-z][a-z'-]{2,}", text.lower())) + + +def candidate_removed(token: str, prompt_words: set[str], mode: str) -> bool: + if mode == "all": + return False + if token in prompt_words: + return True + if mode == "prompt_exact_removed": + return False + if mode != "prompt_morphology_removed": + raise ValueError(mode) + return any( + min(len(token), len(word)) >= 5 + and (token.startswith(word) or word.startswith(token)) + for word in prompt_words + ) + + +def validate_inputs() -> tuple[dict, list[dict], dict]: + protocol = json.loads(PROTOCOL_PATH.read_text()) + expected = protocol["inputs"] + checks = { + STATS_PATH: expected["heldout_statistics_sha256"], + NPZ_PATH: expected["latent_vectors_sha256"], + META_PATH: expected["latent_metadata_sha256"], + **{RUN_PATHS[i]: expected[f"heldout_seed{i}_sha256"] for i in range(3)}, + } + for path, fingerprint in checks.items(): + if sha256(path) != fingerprint: + raise RuntimeError(f"fingerprint mismatch: {path}") + heldout = json.loads(STATS_PATH.read_text()) + runs = [json.loads(path.read_text()) for path in RUN_PATHS] + return heldout, runs, protocol + + +def macro_f1(y_true: np.ndarray, y_pred: np.ndarray, labels: list[str]) -> float: + scores = [] + for label in labels: + tp = np.sum((y_true == label) & (y_pred == label)) + fp = np.sum((y_true != label) & (y_pred == label)) + fn = np.sum((y_true == label) & (y_pred != label)) + precision = tp / (tp + fp) if tp + fp else 0.0 + recall = tp / (tp + fn) if tp + fn else 0.0 + scores.append(2 * precision * recall / (precision + recall) if precision + recall else 0.0) + return float(np.mean(scores)) + + +def build_fold_features( + records: list[dict], + families: np.ndarray, + folds: np.ndarray, + *, + mode: str, + input_baseline: bool = False, +) -> list[dict]: + output = [] + for heldout_fold in sorted(set(folds)): + train = np.where(folds != heldout_fold)[0] + test = np.where(folds == heldout_fold)[0] + weighted: list[dict[str, float]] = [] + for record in records: + words = token_words(record["prompt"]) + if input_baseline: + weighted.append({word: 1.0 for word in words}) + else: + weighted.append({ + row["token"]: float(row["consensus_score"]) + for row in record["filtered_consensus_candidates"] + if not candidate_removed(row["token"], words, mode) + }) + document_frequency = Counter( + token for index in train for token in weighted[index] + ) + vocabulary = sorted(document_frequency) + lookup = {token: col for col, token in enumerate(vocabulary)} + idf = { + token: math.log(len(train) / count) + for token, count in document_frequency.items() + } + + def matrix(indices: np.ndarray) -> np.ndarray: + values = np.zeros((len(indices), len(vocabulary)), dtype=float) + for row_index, source_index in enumerate(indices): + for token, score in weighted[int(source_index)].items(): + if token in lookup: + values[row_index, lookup[token]] = score * idf[token] + return normalize_rows(values) + + x_train = matrix(train) + x_test = matrix(test) + output.append({ + "fold": int(heldout_fold), + "train": train, + "test": test, + "x_train": x_train, + "x_test": x_test, + "k_test_train": np.einsum("id,jd->ij", x_test, x_train, optimize=True), + "k_train_train": np.einsum("id,jd->ij", x_train, x_train, optimize=True), + "empty_test_vectors": int(np.sum(np.linalg.norm(x_test, axis=1) == 0)), + }) + return output + + +def predict_from_labels( + fold_data: dict, train_labels: np.ndarray, label_names: list[str] +) -> np.ndarray: + similarities = np.empty((len(fold_data["test"]), len(label_names)), dtype=float) + for label_index, label in enumerate(label_names): + mask = train_labels == label + numerator = fold_data["k_test_train"][:, mask].sum(axis=1) + norm_sq = float(fold_data["k_train_train"][np.ix_(mask, mask)].sum()) + similarities[:, label_index] = numerator / math.sqrt(max(norm_sq, 1e-12)) + return np.asarray(label_names)[np.argmax(similarities, axis=1)] + + +def evaluate_folds( + fold_data: list[dict], labels: np.ndarray, label_names: list[str] +) -> tuple[np.ndarray, np.ndarray]: + predictions = np.empty(len(labels), dtype=object) + for fold in fold_data: + predictions[fold["test"]] = predict_from_labels( + fold, labels[fold["train"]], label_names + ) + return predictions, predictions == labels + + +def permutation_accuracies( + fold_data: list[dict], + permuted_labels: np.ndarray, + true_folds: np.ndarray, + label_names: list[str], + *, + batch_size: int = 250, +) -> np.ndarray: + n_permutations = len(permuted_labels) + correct = np.zeros(n_permutations, dtype=float) + label_to_int = {label: index for index, label in enumerate(label_names)} + encoded = np.vectorize(label_to_int.get)(permuted_labels) + for fold in fold_data: + train = fold["train"] + test = fold["test"] + k_qt = fold["k_test_train"] + k_tt = fold["k_train_train"] + for start in range(0, n_permutations, batch_size): + stop = min(start + batch_size, n_permutations) + train_codes = encoded[start:stop, train] + indicators = np.eye(len(label_names), dtype=float)[train_codes] + numerators = np.einsum("ij,bjc->bic", k_qt, indicators, optimize=True) + norm_sq = np.einsum( + "bjc,jk,bkc->bc", indicators, k_tt, indicators, optimize=True + ) + similarities = numerators / np.sqrt(np.maximum(norm_sq[:, None, :], 1e-12)) + prediction_codes = np.argmax(similarities, axis=2) + correct[start:stop] += np.sum( + prediction_codes == encoded[start:stop, test], axis=1 + ) + return correct / len(true_folds) + + +def family_bootstrap(correct: np.ndarray, families: np.ndarray, rng: np.random.Generator) -> list[float]: + names = sorted(set(families)) + means = np.asarray([np.mean(correct[families == name]) for name in names]) + indices = rng.integers(0, len(names), size=(N_BOOT, len(names))) + draws = means[indices].mean(axis=1) + return [float(means.mean()), *[float(v) for v in np.quantile(draws, [0.025, 0.975])]] + + +def analyze_semantic_classification( + heldout: dict, runs: list[dict] +) -> tuple[pd.DataFrame, dict]: + reference = {record["slug"]: record for record in runs[0]["prompts"]} + jac_records = heldout["open_vocabulary"]["methods"]["jacobian"]["per_prompt"] + direct_records = heldout["open_vocabulary"]["methods"]["logit"]["per_prompt"] + slugs = np.asarray([row["slug"] for row in jac_records]) + families = np.asarray([row["family"] for row in jac_records]) + folds = np.asarray([ + int(reference[slug]["phrasing_id"].rsplit("-", 1)[-1]) for slug in slugs + ]) + label_names = sorted(set(families)) + configs: dict[str, list[dict]] = {} + for method, records in (("Jacobian", jac_records), ("direct", direct_records)): + for mode in ("all", "prompt_exact_removed", "prompt_morphology_removed"): + configs[f"{method}::{mode}"] = build_fold_features( + records, families, folds, mode=mode + ) + configs["input_TFIDF::all"] = build_fold_features( + jac_records, families, folds, mode="all", input_baseline=True + ) + + rng = np.random.default_rng(SEED) + permuted_labels = np.empty((N_CLASS_PERM, len(families)), dtype=object) + for iteration in range(N_CLASS_PERM): + candidate = families.copy() + for fold in sorted(set(folds)): + indices = np.where(folds == fold)[0] + candidate[indices] = rng.permutation(candidate[indices]) + permuted_labels[iteration] = candidate + + result_rows = [] + item_rows = [] + permutation_by_config = {} + observed_by_config = {} + correctness_by_config = {} + for config_name, fold_data in configs.items(): + predictions, correct = evaluate_folds(fold_data, families, label_names) + accuracy = float(np.mean(correct)) + permutation = permutation_accuracies( + fold_data, permuted_labels, folds, label_names + ) + permutation_by_config[config_name] = permutation + observed_by_config[config_name] = accuracy + correctness_by_config[config_name] = correct + method, mode = config_name.split("::") + bootstrap_ci = family_bootstrap(correct, families, rng) + result_rows.append({ + "config": config_name, + "method": method, + "filter": mode, + "accuracy": accuracy, + "macro_f1": macro_f1(families, predictions, label_names), + "permutation_p": float((1 + np.sum(permutation >= accuracy - 1e-15)) / (1 + len(permutation))), + "family_bootstrap_mean": bootstrap_ci[0], + "family_bootstrap_low": bootstrap_ci[1], + "family_bootstrap_high": bootstrap_ci[2], + "empty_test_vectors": int(sum(fold["empty_test_vectors"] for fold in fold_data)), + }) + for index, slug in enumerate(slugs): + item_rows.append({ + "config": config_name, + "slug": slug, + "family": families[index], + "fold": int(folds[index]), + "prediction": predictions[index], + "correct": bool(correct[index]), + }) + maximum_null = np.max(np.column_stack(list(permutation_by_config.values())), axis=1) + for row in result_rows: + observed = row["accuracy"] + row["max_config_corrected_p"] = float( + (1 + np.sum(maximum_null >= observed - 1e-15)) / (1 + len(maximum_null)) + ) + + # Paired Jacobian-versus-direct comparisons under identical filters. + paired = {} + for mode in ("all", "prompt_exact_removed", "prompt_morphology_removed"): + j = correctness_by_config[f"Jacobian::{mode}"].astype(int) + d = correctness_by_config[f"direct::{mode}"].astype(int) + wins = int(np.sum((j == 1) & (d == 0))) + losses = int(np.sum((j == 0) & (d == 1))) + paired[mode] = { + "jacobian_only_correct": wins, + "direct_only_correct": losses, + "both_correct": int(np.sum((j == 1) & (d == 1))), + "both_wrong": int(np.sum((j == 0) & (d == 0))), + "exact_two_sided_mcnemar_p": float( + stats.binomtest(wins, wins + losses, 0.5).pvalue + if wins + losses else 1.0 + ), + } + + summary_frame = pd.DataFrame(result_rows).sort_values( + ["accuracy", "config"], ascending=[False, True] + ) + item_frame = pd.DataFrame(item_rows) + summary_frame.to_csv(OUT / "semantic_classification_summary.csv", index=False) + item_frame.to_csv(OUT / "semantic_classification_items.csv", index=False) + per_family = ( + item_frame.groupby(["config", "family"], as_index=False).correct.mean() + ) + per_family.to_csv(OUT / "semantic_classification_by_family.csv", index=False) + payload = { + "status": "retrospective candidate analysis under frozen protocol", + "n_prompts": 50, + "n_families": 10, + "folds": 5, + "results": summary_frame.to_dict(orient="records"), + "paired_jacobian_vs_direct": paired, + "permutation_resamples": N_CLASS_PERM, + "maximum_over_configs_null_95": float(np.quantile(maximum_null, 0.95)), + } + dump_json(OUT / "semantic_classification_statistics.json", payload) + return item_frame, payload + + +def centroid_distances(vectors: np.ndarray, families: np.ndarray, family_order: list[str]) -> np.ndarray: + centroids = normalize_rows(np.asarray([ + normalize_rows(vectors[families == family]).mean(axis=0) + for family in family_order + ])) + similarity = np.einsum("id,jd->ij", centroids, centroids, optimize=True) + return (1.0 - similarity)[np.triu_indices(len(family_order), k=1)] + + +def expert_distances(protocol: dict, family_order: list[str], kind: str) -> tuple[np.ndarray, np.ndarray]: + matrix = np.zeros((len(family_order), len(family_order)), dtype=float) + ontology = protocol["family_ontology"] + for i, first in enumerate(family_order): + for j, second in enumerate(family_order): + if kind == "response_class": + matrix[i, j] = float( + ontology[first]["response_class"] != ontology[second]["response_class"] + ) + elif kind == "multi_attribute": + a = set(ontology[first]["attributes"]) + b = set(ontology[second]["attributes"]) + matrix[i, j] = 1.0 - len(a & b) / len(a | b) + else: + raise ValueError(kind) + return matrix, matrix[np.triu_indices(len(family_order), k=1)] + + +def rank_unit(values: np.ndarray) -> np.ndarray: + ranks = stats.rankdata(values, method="average", axis=-1) + ranks = ranks - ranks.mean(axis=-1, keepdims=True) + return ranks / np.maximum(np.linalg.norm(ranks, axis=-1, keepdims=True), 1e-12) + + +def analyze_ontology_rsa(protocol: dict) -> tuple[pd.DataFrame, dict]: + with np.load(NPZ_PATH, allow_pickle=False) as data: + raw = normalize_rows(data["raw_states"].astype(float)) + transported = normalize_rows(data["transported_states"].astype(float)) + transported_mean = normalize_rows(transported.mean(axis=0)) + target = normalize_rows(data["target_states"].astype(float)) + lexical = normalize_rows(data["lexical_states"].astype(float)) + families = data["families"].astype(str) + depths = data["depths"].astype(float) + source_layers = data["source_layers"].astype(int) + family_order = sorted(set(families)) + j_distances = np.asarray([ + centroid_distances(transported_mean[:, layer], families, family_order) + for layer in range(len(depths)) + ]) + raw_distances = np.asarray([ + centroid_distances(raw[:, layer], families, family_order) + for layer in range(len(depths)) + ]) + target_distances = centroid_distances(target, families, family_order) + lexical_distances = centroid_distances(lexical, families, family_order) + + rng = np.random.default_rng(SEED) + permutations = np.asarray([ + rng.permutation(len(family_order)) for _ in range(N_RSA_PERM) + ]) + rows = [] + payload = {"ontology_permutation_resamples": N_RSA_PERM, "ontologies": {}} + for kind in ("response_class", "multi_attribute"): + matrix, expert = expert_distances(protocol, family_order, kind) + expert_rank = rank_unit(expert[None, :])[0] + j_rank = rank_unit(j_distances) + raw_rank = rank_unit(raw_distances) + target_rank = rank_unit(target_distances[None, :])[0] + lexical_rank = rank_unit(lexical_distances[None, :])[0] + j_corr = np.einsum("ld,d->l", j_rank, expert_rank, optimize=True) + raw_corr = np.einsum("ld,d->l", raw_rank, expert_rank, optimize=True) + target_corr = float(np.einsum("d,d->", target_rank, expert_rank, optimize=True)) + lexical_corr = float(np.einsum("d,d->", lexical_rank, expert_rank, optimize=True)) + + perm_expert = np.empty((N_RSA_PERM, len(expert)), dtype=float) + upper = np.triu_indices(len(family_order), k=1) + for start in range(0, N_RSA_PERM, 1000): + stop = min(start + 1000, N_RSA_PERM) + for offset, permutation in enumerate(permutations[start:stop]): + perm_expert[start + offset] = matrix[np.ix_(permutation, permutation)][upper] + perm_rank = rank_unit(perm_expert) + null_j = np.einsum("pd,ld->pl", perm_rank, j_rank, optimize=True) + null_raw = np.einsum("pd,ld->pl", perm_rank, raw_rank, optimize=True) + null_target = np.einsum("pd,d->p", perm_rank, target_rank, optimize=True) + null_lexical = np.einsum("pd,d->p", perm_rank, lexical_rank, optimize=True) + j_best = int(np.argmax(np.abs(j_corr))) + raw_best = int(np.argmax(np.abs(raw_corr))) + + def corrected_p(null_values: np.ndarray, observed: float) -> float: + maximum = np.max(np.abs(null_values), axis=1) if null_values.ndim == 2 else np.abs(null_values) + return float((1 + np.sum(maximum >= abs(observed) - 1e-15)) / (1 + len(maximum))) + + leave_one = {"Jacobian": [], "raw": [], "target": [], "lexical": []} + for omitted_index, omitted in enumerate(family_order): + keep_family = [i for i in range(len(family_order)) if i != omitted_index] + pair_mask = np.asarray([ + first in keep_family and second in keep_family + for first, second in zip(*upper) + ]) + for method, vector in ( + ("Jacobian", j_distances[j_best]), + ("raw", raw_distances[raw_best]), + ("target", target_distances), + ("lexical", lexical_distances), + ): + value = stats.spearmanr(vector[pair_mask], expert[pair_mask]).statistic + leave_one[method].append({"omitted_family": omitted, "rho": float(value)}) + + kind_payload = { + "family_order": family_order, + "Jacobian": { + "rho_by_layer": [float(v) for v in j_corr], + "best_abs_layer": int(source_layers[j_best]), + "best_abs_depth": float(depths[j_best]), + "best_abs_rho": float(j_corr[j_best]), + "max_layer_corrected_p": corrected_p(null_j, float(j_corr[j_best])), + }, + "raw": { + "rho_by_layer": [float(v) for v in raw_corr], + "best_abs_layer": int(source_layers[raw_best]), + "best_abs_depth": float(depths[raw_best]), + "best_abs_rho": float(raw_corr[raw_best]), + "max_layer_corrected_p": corrected_p(null_raw, float(raw_corr[raw_best])), + }, + "target": {"rho": target_corr, "permutation_p": corrected_p(null_target, target_corr)}, + "lexical": {"rho": lexical_corr, "permutation_p": corrected_p(null_lexical, lexical_corr)}, + "leave_one_family_out": leave_one, + } + payload["ontologies"][kind] = kind_payload + for method, correlations in (("Jacobian", j_corr), ("raw", raw_corr)): + for index, correlation in enumerate(correlations): + rows.append({ + "ontology": kind, "method": method, + "layer": int(source_layers[index]), "depth": float(depths[index]), + "spearman_rho": float(correlation), + }) + rows.extend([ + {"ontology": kind, "method": "target", "layer": np.nan, "depth": np.nan, "spearman_rho": target_corr}, + {"ontology": kind, "method": "lexical", "layer": np.nan, "depth": np.nan, "spearman_rho": lexical_corr}, + ]) + frame = pd.DataFrame(rows) + frame.to_csv(OUT / "ontology_rsa_layer_curves.csv", index=False) + dump_json(OUT / "ontology_rsa_statistics.json", payload) + return frame, payload + + +def first_sustained_depth(depths: np.ndarray, ranks: np.ndarray, threshold: int = 1000) -> float: + hits = ranks <= threshold + for index in range(len(hits) - 1): + if hits[index] and hits[index + 1]: + return float(depths[index]) + return float("nan") + + +def analyze_concept_roles(runs: list[dict], protocol: dict) -> tuple[pd.DataFrame, dict]: + role_lookup = { + concept: role + for role, concepts in protocol["concept_roles"].items() + for concept in concepts + } + indexes = [{record["slug"]: record for record in run["prompts"]} for run in runs] + technical = [] + for seed, index in enumerate(indexes): + for slug, record in index.items(): + for source_key, method in (("jacobian_lens", "Jacobian"), ("logit_lens", "direct")): + for trajectory in record["concept_trajectories"][source_key]: + label = trajectory["label"] + if label not in role_lookup: + raise RuntimeError(f"unassigned concept role: {label}") + depths = np.asarray(trajectory["depths"], dtype=float) + ranks = np.asarray(trajectory["ranks"], dtype=float) + mask = (depths >= BAND[0]) & (depths <= BAND[1]) + depths = depths[mask] + ranks = ranks[mask] + best_index = int(np.argmin(ranks)) + technical.append({ + "seed": seed, "slug": slug, "family": record["target_family"], + "concept": label, "role": role_lookup[label], "method": method, + "best_depth": float(depths[best_index]), + "best_rank": float(ranks[best_index]), + "first_sustained_top1000_depth": first_sustained_depth(depths, ranks), + "sustained_top1000": bool(np.isfinite(first_sustained_depth(depths, ranks))), + }) + technical_frame = pd.DataFrame(technical) + technical_frame.to_csv(OUT / "concept_role_onsets_by_seed.csv", index=False) + units = ( + technical_frame.groupby(["slug", "family", "concept", "role", "method"], as_index=False) + .agg( + best_depth=("best_depth", "mean"), + best_rank=("best_rank", "mean"), + first_sustained_top1000_depth=("first_sustained_top1000_depth", "mean"), + sustained_top1000=("sustained_top1000", "mean"), + ) + ) + units["sustained_top1000"] = units.sustained_top1000 > 0 + units.to_csv(OUT / "concept_role_onsets.csv", index=False) + + rng = np.random.default_rng(SEED) + roles = list(protocol["concept_roles"]) + methods_payload = {} + for method, method_rows in units.groupby("method"): + role_summary = {} + for role in roles: + subset = method_rows[method_rows.role.eq(role)] + onset = subset.first_sustained_top1000_depth.dropna().to_numpy() + role_summary[role] = { + "n_units": int(len(subset)), + "sustained_event_fraction": float(subset.sustained_top1000.mean()), + "n_sustained": int(subset.sustained_top1000.sum()), + "median_sustained_onset_depth": float(np.median(onset)) if len(onset) else None, + "median_best_depth": float(subset.best_depth.median()), + } + + observed_medians = { + role: method_rows[method_rows.role.eq(role)].best_depth.median() + for role in roles + } + observed_stat = max( + abs(observed_medians[a] - observed_medians[b]) + for a, b in itertools.combinations(roles, 2) + ) + null = np.empty(N_ROLE_PERM, dtype=float) + family_concepts = { + family: method_rows[method_rows.family.eq(family)][["concept", "role"]] + .drop_duplicates().to_records(index=False) + for family in sorted(method_rows.family.unique()) + } + for iteration in range(N_ROLE_PERM): + mapping = {} + for family, entries in family_concepts.items(): + concepts = [entry[0] for entry in entries] + shuffled_roles = rng.permutation([entry[1] for entry in entries]) + mapping.update({(family, concept): role for concept, role in zip(concepts, shuffled_roles)}) + perm_roles = np.asarray([ + mapping[(row.family, row.concept)] for row in method_rows.itertuples() + ]) + medians = { + role: np.median(method_rows.best_depth.to_numpy()[perm_roles == role]) + for role in roles if np.any(perm_roles == role) + } + null[iteration] = max( + abs(medians[a] - medians[b]) + for a, b in itertools.combinations(medians, 2) + ) + + bootstrap = {} + family_names = sorted(method_rows.family.unique()) + family_role_values = { + (family, role): method_rows[ + (method_rows.family.eq(family)) & (method_rows.role.eq(role)) + ].best_depth.to_numpy() + for family in family_names for role in roles + } + for role in roles: + estimates = [] + for _ in range(N_BOOT): + selected = rng.choice(family_names, size=len(family_names), replace=True) + arrays = [ + family_role_values[(family, role)] + for family in selected if len(family_role_values[(family, role)]) + ] + if arrays: + estimates.append(float(np.median(np.concatenate(arrays)))) + bootstrap[role] = [float(v) for v in np.quantile(estimates, [0.025, 0.975])] + methods_payload[method] = { + "roles": role_summary, + "family_clustered_best_depth_ci95": bootstrap, + "max_pairwise_median_best_depth_difference": float(observed_stat), + "family_blocked_max_difference_permutation_p": float( + (1 + np.sum(null >= observed_stat - 1e-15)) / (1 + len(null)) + ), + "permutation_resamples": N_ROLE_PERM, + } + payload = { + "registered_band_percent": list(BAND), + "concept_roles": protocol["concept_roles"], + "methods": methods_payload, + } + dump_json(OUT / "concept_role_onset_statistics.json", payload) + return units, payload + + +def plot_semantic_classification(items: pd.DataFrame, payload: dict) -> None: + FIG.mkdir(parents=True, exist_ok=True) + results = pd.DataFrame(payload["results"]) + filters = ["all", "prompt_exact_removed", "prompt_morphology_removed"] + labels = ["All target-free", "Exact prompt\nwords removed", "Morphology-aware\nremoval"] + colors = {"Jacobian": "#147A8A", "direct": "#777777"} + fig, axes = plt.subplots(1, 2, figsize=(10.8, 4.3)) + ax = axes[0] + x = np.arange(len(filters)); width = 0.34 + for offset, method in ((-width / 2, "Jacobian"), (width / 2, "direct")): + values = [ + float(results[(results.method.eq(method)) & (results["filter"].eq(mode))].accuracy.iloc[0]) + for mode in filters + ] + ax.bar(x + offset, values, width, label=method, color=colors[method]) + lexical = float(results[results.method.eq("input_TFIDF")].accuracy.iloc[0]) + ax.axhline(0.1, color="#999999", ls=":", label="chance") + ax.axhline(lexical, color="#B35C44", ls="--", label="prompt TF-IDF") + ax.set_xticks(x, labels); ax.set_ylim(0, 1.02) + ax.set_ylabel("Leave-one-phrasing-out accuracy") + ax.legend(frameon=False, fontsize=8, ncol=2) + ax.text(0.01, 0.98, "A", transform=ax.transAxes, va="top", fontweight="bold") + + ax = axes[1] + config = "Jacobian::prompt_morphology_removed" + subset = items[items.config.eq(config)] + names = sorted(subset.family.unique()) + matrix = pd.crosstab(subset.family, subset.prediction).reindex( + index=names, columns=names, fill_value=0 + ).to_numpy() + image = ax.imshow(matrix, cmap="Blues", vmin=0, vmax=5) + for i in range(len(names)): + for j in range(len(names)): + if matrix[i, j]: + ax.text(j, i, str(matrix[i, j]), ha="center", va="center", fontsize=7, + color="white" if matrix[i, j] >= 3 else "black") + short = [name.replace("high-temperature-deformation", "high-T deform.") + .replace("hot-air-surface-layer", "surface oxide") + .replace("line-defect-motion", "line defect") + .replace("particle-strengthening", "particle strength.") + .replace("rapid-transformation", "transformation") + .replace("notch-resistance", "notch") + .replace("boundary-attack", "boundary attack") for name in names] + ax.set_xticks(range(len(names)), short, rotation=55, ha="right", fontsize=7) + ax.set_yticks(range(len(names)), short, fontsize=7) + ax.set_xlabel("Predicted family"); ax.set_ylabel("True family") + ax.text(-0.14, 1.04, "B", transform=ax.transAxes, ha="left", va="bottom", + fontweight="bold", clip_on=False) + fig.colorbar(image, ax=ax, fraction=0.046, pad=0.04, label="prompts") + fig.tight_layout() + for suffix in ("png", "pdf"): + fig.savefig(FIG / f"semantic-classification.{suffix}", dpi=300, bbox_inches="tight") + plt.close(fig) + + fig, ax = plt.subplots(figsize=(6.4, 3.5)) + x = np.arange(len(filters)) + containers = [] + for offset, method in ((-width / 2, "Jacobian"), (width / 2, "direct")): + values = [ + float(results[(results.method.eq(method)) & (results["filter"].eq(mode))].accuracy.iloc[0]) + for mode in filters + ] + containers.append( + ax.bar(x + offset, values, width, label=method, color=colors[method]) + ) + ax.axhline(0.1, color="#999999", ls=":", label="chance") + ax.axhline(lexical, color="#B35C44", ls="--", label="prompt TF-IDF") + ax.set_xticks(x, labels) + ax.set_ylim(0, 1.02) + ax.set_ylabel("Leave-one-phrasing-out accuracy") + ax.legend(frameon=False, fontsize=8, ncol=2) + for container in containers: + ax.bar_label( + container, + labels=[f"{100 * bar.get_height():.0f}%" for bar in container], + padding=3, + fontsize=8, + ) + fig.tight_layout() + for suffix in ("png", "pdf"): + fig.savefig( + FIG / f"semantic-classification-summary.{suffix}", + dpi=300, bbox_inches="tight", + ) + plt.close(fig) + + +def plot_rsa(frame: pd.DataFrame, payload: dict) -> None: + fig, axes = plt.subplots(1, 2, figsize=(10.8, 4.0), sharey=True) + colors = {"Jacobian": "#147A8A", "raw": "#7562A8"} + for ax, kind, panel in zip(axes, ("response_class", "multi_attribute"), ("A", "B")): + subset = frame[(frame.ontology.eq(kind)) & frame.method.isin(["Jacobian", "raw"])] + for method, group in subset.groupby("method"): + ax.plot(group.depth, group.spearman_rho, marker="o", ms=3, + color=colors[method], label=method) + target = payload["ontologies"][kind]["target"]["rho"] + lexical = payload["ontologies"][kind]["lexical"]["rho"] + ax.axhline(target, color="#4F8A5B", ls="--", label="target state") + ax.axhline(lexical, color="#B35C44", ls=":", label="prompt embedding") + ax.axhline(0, color="#999999", lw=0.7) + ax.set_xlabel("Layer depth (%)") + ax.set_title(kind.replace("_", " ")) + ax.text(0.01, 0.98, panel, transform=ax.transAxes, va="top", fontweight="bold") + axes[0].set_ylabel("Spearman alignment with materials ontology") + axes[1].legend(frameon=False, fontsize=8) + fig.tight_layout() + for suffix in ("png", "pdf"): + fig.savefig(FIG / f"materials-ontology-rsa.{suffix}", dpi=300, bbox_inches="tight") + plt.close(fig) + + +def plot_roles(units: pd.DataFrame, payload: dict) -> None: + roles = list(payload["concept_roles"]) + labels = ["Entity/state", "Process/mechanism", "Response/property"] + colors = {"Jacobian": "#147A8A", "direct": "#777777"} + fig, axes = plt.subplots(1, 2, figsize=(10.5, 4.0)) + for ax, method, panel in zip(axes, ("Jacobian", "direct"), ("A", "B")): + subset = units[units.method.eq(method)] + data = [subset[subset.role.eq(role)].best_depth.to_numpy() for role in roles] + positions = np.arange(len(roles)) + box = ax.boxplot(data, positions=positions, widths=0.55, patch_artist=True, showfliers=False) + for patch in box["boxes"]: + patch.set_facecolor(colors[method]); patch.set_alpha(0.75) + for position, values in zip(positions, data): + jitter = np.linspace(-0.16, 0.16, len(values)) + ax.scatter(np.full(len(values), position) + jitter, values, s=8, + color="#333333", alpha=0.35) + ax.set_xticks(positions, labels, rotation=12) + ax.set_ylim(BAND[0] - 2, BAND[1] + 2) + ax.set_ylabel("Best-rank layer depth (%)") + ax.set_title(method) + ax.text(0.01, 0.98, panel, transform=ax.transAxes, va="top", fontweight="bold") + fig.tight_layout() + for suffix in ("png", "pdf"): + fig.savefig(FIG / f"concept-role-depths.{suffix}", dpi=300, bbox_inches="tight") + plt.close(fig) + + +def write_report(classification: dict, rsa: dict, roles: dict) -> None: + results = {row["config"]: row for row in classification["results"]} + j_clean = results["Jacobian::prompt_morphology_removed"] + d_clean = results["direct::prompt_morphology_removed"] + lexical = results["input_TFIDF::all"] + rsa_multi = rsa["ontologies"]["multi_attribute"] + role_j = roles["methods"]["Jacobian"] + lines = [ + "# Candidate non-steering results", + "", + "These outputs are retrospective candidates under the frozen `PROTOCOL.md`; none has been added to the manuscript.", + "", + "## Target-free mechanism classification", + "", + f"After morphology-aware prompt-word removal, Jacobian target-free vocabulary classifies {j_clean['accuracy']:.1%} of the 50 held-out prompts by mechanism family (macro-F1 {j_clean['macro_f1']:.3f}); direct vocabulary reaches {d_clean['accuracy']:.1%}. The prompt TF-IDF baseline reaches {lexical['accuracy']:.1%}. The Jacobian max-configuration-corrected permutation p-value is {j_clean['max_config_corrected_p']:.4g}.", + f"Under the strict filter, Jacobian alone is correct for {classification['paired_jacobian_vs_direct']['prompt_morphology_removed']['jacobian_only_correct']} prompts and direct alone for {classification['paired_jacobian_vs_direct']['prompt_morphology_removed']['direct_only_correct']} (exact paired p={classification['paired_jacobian_vs_direct']['prompt_morphology_removed']['exact_two_sided_mcnemar_p']:.4g}).", + "", + "## Materials-ontology alignment", + "", + f"For the multi-attribute ontology, the strongest Jacobian layer has rho={rsa_multi['Jacobian']['best_abs_rho']:+.3f} at {rsa_multi['Jacobian']['best_abs_depth']:.1f}% depth (max-layer-corrected p={rsa_multi['Jacobian']['max_layer_corrected_p']:.4g}). Raw states peak at rho={rsa_multi['raw']['best_abs_rho']:+.3f}; the target and prompt-embedding baselines are {rsa_multi['target']['rho']:+.3f} and {rsa_multi['lexical']['rho']:+.3f}.", + "", + "## Concept-role depth", + "", + f"The maximum Jacobian difference among entity/state, process/mechanism, and response/property median best depths is {role_j['max_pairwise_median_best_depth_difference']:.1f} percentage points (family-blocked p={role_j['family_blocked_max_difference_permutation_p']:.4g}). Event rates and exact medians are in `concept_role_onset_statistics.json`.", + "", + "## Decision guidance", + "", + "The lexical-decontaminated classifier is the most directly useful addition if it remains above the corrected null: it turns target-free ribbons into a cross-validated quantitative result. Ontology RSA is valuable only if both frozen ontologies and leave-one-family-out checks agree. Concept-role ordering should remain supplementary unless it is strong, stable, and similar under both readouts.", + "", + ] + (OUT / "RESULTS.md").write_text("\n".join(lines)) + + +def main() -> None: + OUT.mkdir(parents=True, exist_ok=True) + FIG.mkdir(parents=True, exist_ok=True) + heldout, runs, protocol = validate_inputs() + classification_items, classification = analyze_semantic_classification(heldout, runs) + rsa_frame, rsa = analyze_ontology_rsa(protocol) + role_units, roles = analyze_concept_roles(runs, protocol) + plot_semantic_classification(classification_items, classification) + plot_rsa(rsa_frame, rsa) + plot_roles(role_units, roles) + combined = { + "protocol_sha256": sha256(PROTOCOL_PATH), + "semantic_classification": classification, + "ontology_rsa": rsa, + "concept_roles": roles, + } + dump_json(OUT / "candidate_nonsteering_results.json", combined) + write_report(classification, rsa, roles) + print((OUT / "RESULTS.md").read_text()) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/analyze_causal_relational_comment3_audit.py b/jlens_materials/scripts/analyze_causal_relational_comment3_audit.py new file mode 100644 index 0000000000000000000000000000000000000000..4cc034c20f310f0e4616fe1b956cc932b18509d5 --- /dev/null +++ b/jlens_materials/scripts/analyze_causal_relational_comment3_audit.py @@ -0,0 +1,500 @@ +#!/usr/bin/env python3 +"""Retrospective Comment 3 sensitivity audit; never modifies the frozen study. + +Run from any directory using Python with NumPy, pandas, and matplotlib. +All selection rules are in the dated ANALYSIS_PLAN.md and law_overlap_taxonomy.json. +No model inference, direction refitting for target subsets, or manuscript edits. +""" +from __future__ import annotations + +import hashlib +import itertools +import json +import math +import os +from pathlib import Path + +import numpy as np +import pandas as pd + +ROOT = Path(__file__).resolve().parents[1] +REPO = ROOT.parent +SOURCE = ROOT / "experiments/causal-relational-knockout-2026-09-02" +OUT = ROOT / "experiments/causal-relational-comment3-audit-2026-09-06" +PORTABLE = REPO / "PAPER_REVISION/Materials_Science_Interpretability/causal_relational_knockout_data" +SCALES = ["4b", "12b", "31b"] +COHORTS = { + "full_24": {"exact", "related", "ambiguous", "unmatched"}, + "exclude_exact": {"related", "ambiguous", "unmatched"}, + "exclude_exact_and_related": {"ambiguous", "unmatched"}, + "conservative_unmatched": {"unmatched"}, +} +METHODS = ["neutralize", "counterfactual_coordinate", "correct_centroid", "wrong_centroid", + "full_counterfactual", "full_counterfactual_direction_restored"] +FACTORS = ["category", "answer_vocabulary", "answer_order", "physical_sign"] +ENDPOINTS = ["neutralize", "neutralize_control_mean", "neutralization_specific", + "counterfactual_coordinate", "counterfactual_control_mean", "counterfactual_specific", + "full_counterfactual", "full_counterfactual_direction_restored", "restoration_reduction"] +BOOTSTRAPS = 30000 +SEED = 20260902 + + +def sha(path): + digest = hashlib.sha256() + with Path(path).open("rb") as stream: + for chunk in iter(lambda: stream.read(8 * 1024 * 1024), b""): + digest.update(chunk) + return digest.hexdigest() + + +def json_write(name, obj): + (OUT / name).write_text(json.dumps(obj, indent=2, allow_nan=False) + "\n") + + +def read_rows(path): + return pd.DataFrame([json.loads(line) for line in path.read_text().splitlines() if line.strip()]) + + +def exact_sign_flip(values): + """Exact two-sided paired sign-flip p via meet-in-the-middle enumeration. + + Assumes sign exchangeability under the null at the stated cluster level. + This is an analysis assumption, not a consequence of target randomization. + """ + x = np.asarray(values, dtype=np.float64) + assert len(x) and np.isfinite(x).all() + observed = abs(x.sum()) + tolerance = 32 * np.finfo(float).eps * max(1.0, np.abs(x).sum()) + if observed <= tolerance: + return 1.0 + + def sums(items): + result = np.array([0.0]) + for item in items: + result = np.concatenate((result - item, result + item)) + return result + + left = sums(x[:len(x) // 2]) + right = np.sort(sums(x[len(x) // 2:])) + threshold = observed - tolerance + lower = np.searchsorted(right, -threshold - left, side="right").sum() + upper = (len(right) - np.searchsorted(right, threshold - left, side="left")).sum() + return float((int(lower) + int(upper)) / (2 ** len(x))) + + +def check_sign_flip(): + rng = np.random.default_rng(614) + cases = [[0], [1], [1, 1], [1, -1], [0, 1, 2], [0, 0, 0], [1, -2, 3, -4]] + cases += [rng.normal(size=n).tolist() for n in range(2, 11)] + for x in cases: + x = np.asarray(x) + signs = np.asarray(list(itertools.product([-1, 1], repeat=len(x)))) + tolerance = 32 * np.finfo(float).eps * max(1.0, np.abs(x).sum()) + expected = np.mean(np.abs((signs * x).sum(axis=1)) >= abs(x.sum()) - tolerance) + assert exact_sign_flip(x) == expected, (x, expected, exact_sign_flip(x)) + assert exact_sign_flip(np.ones(24)) == 2 / 2 ** 24 + return len(cases) + 1 + + +def estimate(values, seed, denominator=None): + x = np.asarray(values, dtype=float) + rng = np.random.default_rng(seed) + ix = rng.integers(0, len(x), size=(BOOTSTRAPS, len(x))) + draws = x[ix].mean(axis=1) + point = float(x.mean()) + undefined = 0 + if denominator is not None: + den = np.asarray(denominator, dtype=float) + ddraws = den[ix].mean(axis=1) + undefined = int((np.abs(ddraws) <= 1e-12).sum()) + draws = np.divide(draws, ddraws, out=np.full_like(draws, np.nan), where=np.abs(ddraws) > 1e-12) + point = float(x.mean() / den.mean()) + lo, hi = np.nanquantile(draws, [.025, .975]) + result = {"estimate": point, "ci95_low": float(lo), "ci95_high": float(hi), "n_clusters": len(x)} + if denominator is None: + result.update(exact_sign_flip_p=exact_sign_flip(x), positive_clusters=int((x > 0).sum()), + zero_clusters=int((x == 0).sum())) + else: + result["undefined_bootstrap_draws"] = undefined + return result + + +def mcnemar(cw, wc): + n = cw + wc + return min(1.0, 2 * sum(math.comb(n, k) for k in range(min(cw, wc) + 1)) / 2 ** n) if n else 1.0 + + +def fitted_direction_audit(spec, frozen): + manifest = json.loads((ROOT / spec["development_manifest"]).read_text()) + prompts = manifest["prompts"] + path = ROOT / spec["development_states"] + if path.suffix == ".npy": + states = np.load(path).astype(float) + else: + with np.load(path) as arrays: + positions = arrays["positions"].astype(str).tolist() + layers = arrays["layers"].astype(int).tolist() + states = arrays["raw_states"][positions.index("final_prompt"), :, layers.index(spec["probe_layer"])].astype(float) + by_id = {p["prompt_id"]: p for p in prompts} + prompts = [by_id[x] for x in arrays["prompt_ids"].astype(str)] + labels = np.array([p["physical_sign"] > 0 for p in prompts]) + assert len(prompts) == 128 and len({p["law_id"] for p in prompts}) == 16 + assert labels.sum() == 64 and states.shape[0] == 128 and np.isfinite(states).all() + unit = states / np.maximum(np.linalg.norm(states, axis=-1, keepdims=True), 1e-12) + pos, neg = unit[labels].mean(0), unit[~labels].mean(0) + direction = pos - neg + direction /= np.linalg.norm(direction) + midpoint = .5 * (pos + neg) + delta = float(np.max(np.abs(direction.astype(np.float32) - frozen["direction"]))) + assert delta < 1e-7 + assert np.allclose(midpoint.astype(np.float32), frozen["development_midpoint"], atol=1e-8, rtol=0) + coord_errors = {} + for key, value in [("midpoint_coordinate", midpoint), ("positive_coordinate", pos), ("negative_coordinate", neg)]: + coord_errors[key] = abs(float(np.sum(value * direction)) - float(frozen[key])) + assert coord_errors[key] < 1e-8 + basis = np.vstack([frozen["direction"], frozen["control_directions"]]).astype(float) + orthogonality = float(np.abs(basis @ basis.T - np.eye(4)).max()) + assert orthogonality < 2e-6 + return {"n_prompts": len(prompts), "n_laws": 16, "positive_count": int(labels.sum()), + "max_direction_error": delta, "coordinate_errors": coord_errors, + "max_basis_orthogonality_error": orthogonality, + "actual_fitted_law_ids": sorted({p["law_id"] for p in prompts}), + "original_split_labels_all_used": sorted({p["split"] for p in prompts})}, manifest + + +def build_scale(scale, manifest): + clean = read_rows(SOURCE / scale / "clean_rows.jsonl") + rows = read_rows(SOURCE / scale / "intervention_rows.jsonl") + expected = set(METHODS + [f"{kind}_control_{i}_{sign}" for kind in ["neutralize", "counterfactual"] + for i in range(3) for sign in ["minus", "plus"]]) + assert len(clean) == 192 and len(rows) == 3456 and clean.prompt_id.is_unique + assert not rows.duplicated(["prompt_id", "intervention"]).any() + assert set(rows.intervention) == expected + assert (rows.groupby("prompt_id").size() == 18).all() + meta = pd.DataFrame(manifest["prompts"]).set_index("prompt_id") + c = clean.set_index("prompt_id").loc[meta.index] + assert set(clean.prompt_id) == set(rows.prompt_id) == set(meta.index) + for column in ["law_id", "category", "numerical_sign", "physical_sign", "answer_vocabulary", "answer_order", "expected_answer", "counterpart_prompt_id"]: + assert (c[column] == meta[column]).all(), column + assert (rows[column].to_numpy() == meta.loc[rows.prompt_id, column].to_numpy()).all(), column + cells = set(itertools.product([-1, 1], ["higher-lower", "greater-smaller"], ["standard", "reversed"])) + for _, frame in clean.groupby("law_id"): + assert set(zip(frame.numerical_sign, frame.answer_vocabulary, frame.answer_order)) == cells + for prompt in manifest["prompts"]: + mate = meta.loc[prompt["counterpart_prompt_id"]] + assert mate.counterpart_prompt_id == prompt["prompt_id"] + assert mate.law_id == prompt["law_id"] and mate.physical_sign == -prompt["physical_sign"] + assert mate.expected_answer == prompt["incorrect_answer"] + before = c.correct_answer_margin.reindex(rows.prompt_id).to_numpy() + movement = before - rows.correct_answer_margin.to_numpy() + margin_error = float(np.max(np.abs(movement - rows.movement_toward_counterfactual))) + assert margin_error < 1e-10 + assert np.allclose(-movement, rows.correct_margin_change, rtol=0, atol=1e-10) + for frame in [clean, rows]: + assert np.isfinite(frame.correct_answer_margin).all() + assert (frame.answer_margin_correct == (frame.correct_answer_margin > 0)).all() + rows["movement"] = movement + rows["margin_change"] = -movement + rows["kl"] = rows.clean_to_intervened_kl + rows["answer_mass"] = rows.registered_answer_probability_mass + distance = rows.pivot(index="prompt_id", columns="intervention", values="replacement_distance") + distance_errors = {} + for prefix, physical in [("neutralize_control_", "neutralize"), ("counterfactual_control_", "counterfactual_coordinate")]: + distance_errors[prefix] = float(distance.filter(regex=f"^{prefix}").sub(distance[physical], axis=0).abs().to_numpy().max()) + assert distance_errors[prefix] < 2e-5 + augmented = [rows] + for prefix in ["neutralize", "counterfactual"]: + control = rows[rows.intervention.str.startswith(prefix + "_control_")].groupby("prompt_id")[["movement", "margin_change", "kl", "answer_mass"]].mean() + control["intervention"] = prefix + "_control_mean" + for col in ["law_id", *FACTORS, "numerical_sign", "expected_answer"]: + control[col] = c[col] + augmented.append(control.reset_index()) + augmented = pd.concat(augmented, ignore_index=True) + law_long = augmented.groupby(["law_id", "intervention"])[["movement", "margin_change", "kl", "answer_mass"]].mean().reset_index() + wide = augmented.pivot(index="prompt_id", columns="intervention", values="movement") + wide["neutralization_specific"] = wide.neutralize - wide.neutralize_control_mean + wide["counterfactual_specific"] = wide.counterfactual_coordinate - wide.counterfactual_control_mean + wide["restoration_reduction"] = wide.full_counterfactual - wide.full_counterfactual_direction_restored + for col in ["law_id", *FACTORS, "numerical_sign", "expected_answer"]: + wide[col] = c[col] + wide["clean_margin"] = c.correct_answer_margin + wide["clean_correct"] = c.answer_margin_correct + margins = rows.pivot(index="prompt_id", columns="intervention", values="correct_answer_margin") + for method in METHODS: + wide[method + "_margin"] = margins[method] + law_wide = wide.groupby("law_id")[ENDPOINTS].mean() + return clean, rows, wide, law_long, law_wide, { + "clean_rows": len(clean), "intervention_rows": len(rows), "law_count": 24, + "factor_cells_per_law": 8, "methods_per_prompt": 18, + "max_reconstructed_margin_error": margin_error, "max_control_distance_error": distance_errors, + "clean_strict_negative": int((c.correct_answer_margin < 0).sum()), + "clean_ties": int((c.correct_answer_margin == 0).sum()), + } + + +def cohort_analysis(frame, scale, cohort, seed): + law = frame.groupby("law_id")[ENDPOINTS].mean() + summary = {"scale": scale, "cohort": cohort, "n_laws": len(law), "n_prompts": len(frame), + "n_canonical_families": frame.canonical_family.nunique(), + "clean_accuracy": float(frame.clean_correct.mean()), + "clean_strict_negative": int((frame.clean_margin < 0).sum()), + "clean_ties": int((frame.clean_margin == 0).sum()), "endpoints": {}} + for i, endpoint in enumerate(ENDPOINTS): + summary["endpoints"][endpoint] = estimate(law[endpoint], seed + i) + for offset, (name, numerator) in enumerate([("coordinate_over_full", "counterfactual_coordinate"), + ("restoration_over_full", "restoration_reduction")]): + summary["endpoints"][name] = estimate(law[numerator], seed + 9 + offset, denominator=law.full_counterfactual) + transitions = [] + for i, method in enumerate(METHODS): + correct = frame[method + "_margin"] > 0 + cw = frame.clean_correct & ~correct + wc = ~frame.clean_correct & correct + delta = (correct.astype(float) - frame.clean_correct.astype(float)).groupby(frame.law_id).mean() + transitions.append({"scale": scale, "cohort": cohort, "intervention": method, + "n_prompts": len(frame), "n_laws": len(law), "clean_accuracy": summary["clean_accuracy"], + "intervention_accuracy": float(correct.mean()), "correct_to_wrong": int(cw.sum()), + "correct_to_wrong_laws": int(frame.loc[cw, "law_id"].nunique()), + "positive_to_strict_negative": int((frame.clean_correct & (frame[method + "_margin"] < 0)).sum()), + "positive_to_strict_negative_laws": int(frame.loc[frame.clean_correct & (frame[method + "_margin"] < 0), "law_id"].nunique()), + "positive_to_tie": int((frame.clean_correct & (frame[method + "_margin"] == 0)).sum()), + "wrong_to_correct_including_ties": int(wc.sum()), + "wrong_to_correct_laws": int(frame.loc[wc, "law_id"].nunique()), + "strict_negative_to_positive": int(((frame.clean_margin < 0) & correct).sum()), + "tie_to_positive": int(((frame.clean_margin == 0) & correct).sum()), + "intervention_ties": int((frame[method + "_margin"] == 0).sum()), + "prompt_mcnemar_descriptive_only": mcnemar(int(cw.sum()), int(wc.sum())), + **{"law_accuracy_delta_" + k: v for k, v in estimate(delta, seed + 30 + i).items()}}) + errors = frame[frame.clean_margin < 0] + repaired = errors[errors.correct_centroid_margin > 0] + summary["repair"] = {"initially_negative_prompts": len(errors), "initially_negative_laws": errors.law_id.nunique(), + "repaired_prompts": len(repaired), "repaired_laws": repaired.law_id.nunique(), + "error_law_ids": sorted(errors.law_id.unique()), "repaired_law_ids": sorted(repaired.law_id.unique()), + "mean_margin_before": float(errors.clean_margin.mean()) if len(errors) else None, + "mean_margin_after": float(errors.correct_centroid_margin.mean()) if len(errors) else None, + "mean_margin_change": float((errors.correct_centroid_margin - errors.clean_margin).mean()) if len(errors) else None} + strata = [] + for fi, factor in enumerate(FACTORS): + for vi, (value, sub) in enumerate(frame.groupby(factor)): + subset = sub.groupby("law_id")[ENDPOINTS].mean() + for ei, endpoint in enumerate(["neutralization_specific", "counterfactual_specific"]): + strata.append({"scale": scale, "cohort": cohort, "factor": factor, "value": str(value), + "endpoint": endpoint, "n_prompts": len(sub), **estimate(subset[endpoint], seed + 100 + fi * 10 + vi * 2 + ei)}) + vocab = frame.groupby(["law_id", "answer_vocabulary"])[["neutralization_specific", "counterfactual_specific"]].mean().unstack() + summary["vocabulary_contrasts_greater_smaller_minus_higher_lower"] = { + endpoint: estimate(vocab[(endpoint, "greater-smaller")] - vocab[(endpoint, "higher-lower")], seed + 200 + i) + for i, endpoint in enumerate(["neutralization_specific", "counterfactual_specific"])} + return summary, transitions, strata + + +def main(): + taxonomy = json.loads((OUT / "law_overlap_taxonomy.json").read_text()) + tax = pd.DataFrame(taxonomy["laws"]).set_index("law_id") + assert tax.level.value_counts().to_dict() == {"ambiguous": 8, "related": 7, "unmatched": 6, "exact": 3} + manifest = json.loads((SOURCE / "prompt_manifest.json").read_text()) + protocol = json.loads((SOURCE / "protocol.json").read_text()) + assert set(tax.index) == {law["law_id"] for law in manifest["laws"]} + validation = {"exact_sign_flip_checks": check_sign_flip(), "scales": {}, "portable_matches": []} + inputs = {SOURCE / name for name in ["protocol.json", "control_amendment.json", "prompt_manifest.json", "statistics.json", "law_level_effects.csv"]} + for scale, spec in protocol["models"].items(): + inputs.update(ROOT / spec[key] for key in ["development_manifest", "development_states"]) + inputs.update(SOURCE / scale / name for name in ["clean_rows.jsonl", "intervention_rows.jsonl", "frozen_direction.npz", "clean_states.npy", "clean_logits.npy", "preflight.json", "run_record.json"]) + inputs.update([Path(__file__).resolve(), OUT / "ANALYSIS_PLAN.md", OUT / "law_overlap_taxonomy.json"]) + inputs.update((REPO / "PAPER_REVISION/Materials_Science_Interpretability").glob("*.tex")) + inputs.update([REPO / "PAPER_REVISION/COMMENTS PEER REVIEW_FINAL.docx", REPO / "PAPER_REVISION/RESPONSES TO REVIEWERS.pdf"]) + for path in sorted(PORTABLE.rglob("*")): + peer = SOURCE / path.relative_to(PORTABLE) + if path.is_file() and peer.is_file(): + inputs.update([path, peer]) + match = sha(path) == sha(peer) + validation["portable_matches"].append({"relative_path": str(path.relative_to(PORTABLE)), "sha256_equal": match}) + assert match, path + before_hashes = {str(path.relative_to(REPO)): sha(path) for path in sorted(inputs)} + originals = {x["scale"]: x for x in json.loads((SOURCE / "statistics.json").read_text())["scales"]} + original_laws = pd.read_csv(SOURCE / "law_level_effects.csv") + summaries, transitions, strata, prompts_all, law_all, errors_all, loo, family_results = [], [], [], [], [], [], [], [] + development_inventory = [] + for si, scale in enumerate(SCALES): + print(f"Auditing {scale} archived inputs", flush=True) + frozen = np.load(SOURCE / scale / "frozen_direction.npz") + direction, dev_manifest = fitted_direction_audit(protocol["models"][scale], frozen) + for target in taxonomy["laws"]: + assert set(target["development_matches"]).issubset(direction["actual_fitted_law_ids"]) + for law in dev_manifest["laws"]: + development_inventory.append({"scale": scale, **law, "fitted_prompt_count": sum(p["law_id"] == law["law_id"] for p in dev_manifest["prompts"])}) + clean, rows, prompt, long, law, checks = build_scale(scale, manifest) + checks["development_direction"] = direction + states = np.load(SOURCE / scale / "clean_states.npy", mmap_mode="r") + logits = np.load(SOURCE / scale / "clean_logits.npy", mmap_mode="r") + assert states.shape == (192, len(frozen["direction"])) and logits.shape[0] == 192 + preflight = json.loads((SOURCE / scale / "preflight.json").read_text()) + token_ids = preflight["answer_token_ids"] + logit_margins = np.array([float(logits[i, token_ids[row.expected_answer]]) - float(logits[i, token_ids[row.incorrect_answer]]) for i, row in clean.iterrows()]) + checks["max_clean_logit_margin_error"] = float(np.abs(logit_margins - clean.correct_answer_margin).max()) + assert checks["max_clean_logit_margin_error"] == 0 + checks["clean_state_shape"] = list(states.shape) + checks["clean_logit_shape"] = list(logits.shape) + expected_law = original_laws[original_laws.scale == scale].set_index(["law_id", "intervention"]) + calculated = long.set_index(["law_id", "intervention"]).loc[expected_law.index] + err = float(np.abs(calculated[["movement", "margin_change", "kl", "answer_mass"]] - expected_law[["movement", "margin_change", "kl", "answer_mass"]]).to_numpy().max()) + assert err < 1e-10 + checks["max_original_law_table_error"] = err + prompt = prompt.join(tax[["level", "canonical_family"]], on="law_id") + for cohort, levels in COHORTS.items(): + prompt["included_" + cohort] = prompt.level.isin(levels) + prompt["scale"] = scale + prompts_all.append(prompt.reset_index()) + long["scale"] = scale + law_all.append(long) + error_cases = prompt[prompt.clean_margin <= 0].copy() + error_cases["baseline_status"] = np.where(error_cases.clean_margin < 0, "strict_negative", "tie") + error_cases["correct_centroid_repaired"] = (error_cases.clean_margin < 0) & (error_cases.correct_centroid_margin > 0) + errors_all.append(error_cases.reset_index()) + for ci, (cohort, levels) in enumerate(COHORTS.items()): + frame = prompt[prompt.level.isin(levels)] + summary, trans, strat = cohort_analysis(frame, scale, cohort, SEED + si * 100 + ci * 10000) + summaries.append(summary); transitions.extend(trans); strata.extend(strat) + if cohort == "full_24": + mapping = [("necessity_margin_drop", "estimate_ci95", "neutralize"), + ("necessity_margin_drop", "activation_control_estimate_ci95", "neutralize_control_mean"), + ("necessity_margin_drop", "specific_estimate_ci95", "neutralization_specific"), + ("counterfactual_coordinate", "estimate_ci95", "counterfactual_coordinate"), + ("counterfactual_coordinate", "activation_control_estimate_ci95", "counterfactual_control_mean"), + ("counterfactual_coordinate", "specific_estimate_ci95", "counterfactual_specific"), + ("full_counterfactual", "estimate_ci95", "full_counterfactual"), + ("full_counterfactual", "direction_restored_estimate_ci95", "full_counterfactual_direction_restored"), + ("full_counterfactual", "restoration_reduction_estimate_ci95", "restoration_reduction"), + ("causal_mediation_fraction", "coordinate_over_full_estimate_ci95", "coordinate_over_full"), + ("causal_mediation_fraction", "restoration_over_full_estimate_ci95", "restoration_over_full")] + ci_errors = [] + for section, key, endpoint in mapping: + new = summary["endpoints"][endpoint] + triple = [new[k] for k in ["estimate", "ci95_low", "ci95_high"]] + ci_errors.append(float(np.max(np.abs(np.array(triple) - originals[scale][section][key])))) + assert max(ci_errors) < 1e-10 + checks["max_original_estimate_and_ci_error"] = max(ci_errors) + assert summary["clean_accuracy"] == originals[scale]["baseline_answer_margin_accuracy"] + for tr in trans: + old = originals[scale]["accuracy_transitions"][tr["intervention"]] + assert tr["correct_to_wrong"] == old["correct_to_wrong"] + assert tr["wrong_to_correct_including_ties"] == old["wrong_to_correct"] + assert abs(tr["prompt_mcnemar_descriptive_only"] - old["exact_mcnemar_p"]) < 1e-12 + assert summary["repair"]["repaired_prompts"] == originals[scale]["error_repair"]["repaired_prompts"] + if cohort == "exclude_exact": + by_law = frame.groupby("law_id")[ENDPOINTS].mean() + for excluded in by_law.index: + remaining = by_law.drop(excluded) + loo.append({"scale": scale, "cohort": cohort, "omitted_law_id": excluded, + "remaining_n_laws": len(remaining), **{k: float(remaining[k].mean()) for k in ENDPOINTS}}) + if cohort == "conservative_unmatched": + # First equal-weight laws, then equal-weight canonical families. + by_law = frame.groupby(["canonical_family", "law_id"])[ENDPOINTS].mean() + by_family = by_law.groupby(level="canonical_family").mean() + for ei, endpoint in enumerate(["neutralization_specific", "counterfactual_specific"]): + family_results.append({"scale": scale, "cohort": cohort, "endpoint": endpoint, + "families": sorted(by_family.index), "family_means": by_family[endpoint].to_dict(), + **estimate(by_family[endpoint], SEED + 90000 + si * 100 + ei)}) + validation["scales"][scale] = checks + # Holm family comprises exactly two primary endpoints at each of three scales. + primary = [(s, e) for s in summaries if s["cohort"] == "exclude_exact" + for e in ["neutralization_specific", "counterfactual_specific"]] + ordered = sorted(primary, key=lambda item: item[0]["endpoints"][item[1]]["exact_sign_flip_p"]) + running = 0.0 + for rank, (summary, endpoint) in enumerate(ordered): + result = summary["endpoints"][endpoint] + running = max(running, min(1., (len(ordered) - rank) * result["exact_sign_flip_p"])) + result["holm_p_six_primary_tests"] = running + target_inventory = pd.DataFrame(manifest["laws"]).set_index("law_id").join(tax) + dev_laws = {x["law_id"]: x for x in development_inventory if x["scale"] == "4b"} + target_inventory["development_evidence"] = target_inventory.development_matches.map( + lambda ids: " | ".join(f"{i}: {dev_laws[i]['control']} -> {dev_laws[i]['response']}; {dev_laws[i]['formula_a']}" for i in ids)) + target_inventory["development_matches"] = target_inventory.development_matches.map(lambda x: ";".join(x)) + for cohort, levels in COHORTS.items(): + target_inventory["included_" + cohort] = target_inventory.level.isin(levels) + target_inventory.to_csv(OUT / "overlap_inventory.csv") + pd.DataFrame(development_inventory).to_csv(OUT / "development_law_inventory.csv", index=False) + pd.concat(prompts_all, ignore_index=True).to_csv(OUT / "reconstructed_prompt_effects.csv", index=False) + pd.concat(law_all, ignore_index=True).to_csv(OUT / "reconstructed_law_effects.csv", index=False) + pd.concat(errors_all, ignore_index=True).to_csv(OUT / "all_baseline_errors_and_ties.csv", index=False) + pd.DataFrame(transitions).to_csv(OUT / "accuracy_transitions.csv", index=False) + pd.DataFrame(strata).to_csv(OUT / "stratified_effects.csv", index=False) + pd.DataFrame(loo).to_csv(OUT / "leave_one_law_out.csv", index=False) + flat = [{k: s[k] for k in ["scale", "cohort", "n_laws", "n_prompts", "n_canonical_families", "clean_accuracy", "clean_strict_negative", "clean_ties"]} + | {"endpoint": e} | result for s in summaries for e, result in s["endpoints"].items()] + pd.DataFrame(flat).to_csv(OUT / "cohort_effects.csv", index=False) + pd.DataFrame([{k: s[k] for k in ["scale", "cohort", "n_laws", "n_prompts"]} | s["repair"] for s in summaries]).to_csv(OUT / "repair_summary.csv", index=False) + json_write("cohort_statistics.json", {"analysis": "retrospective sensitivity; frozen axes unchanged", "bootstrap_resamples": BOOTSTRAPS, + "bootstrap_base_seed": SEED, "primary_holm_family_size": 6, "cohorts": summaries, + "conservative_family_level_diagnostics": family_results}) + after_hashes = {str(path.relative_to(REPO)): sha(path) for path in sorted(inputs)} + assert before_hashes == after_hashes + json_write("input_sha256.json", before_hashes) + validation.update(status="passed", source_and_manuscript_hashes_unchanged=True, + n_hashed_inputs=len(inputs), semantic_disjointness_of_original_24="fails: three exact physical relations repeat under different IDs", + family_classification="retrospective expert-reviewable sensitivity taxonomy, not a prospective family holdout") + json_write("validation.json", validation) + plot(summaries, strata) + print(json.dumps({"status": "passed", "output": str(OUT), "primary": [s for s in summaries if s["cohort"] == "exclude_exact"], + "family_diagnostic": family_results}, indent=2), flush=True) + + +def plot(summaries, strata): + os.environ.setdefault("MPLCONFIGDIR", "/tmp/comment3-mpl") + import matplotlib + matplotlib.use("Agg") + import matplotlib.pyplot as plt + colors = ["#85919c", "#147d92", "#805caf", "#bb6a29"] + labels = ["All 24", "Exclude exact (21)", "Exclude exact + related (14)", "Conservative subset (6)"] + plt.rcParams.update({"font.family": "DejaVu Sans", "font.size": 10, "axes.spines.top": False, "axes.spines.right": False}) + fig, axes = plt.subplots(2, 3, figsize=(12, 6.5), sharey="row", layout="constrained") + for si, scale in enumerate(SCALES): + for ei, (endpoint, label) in enumerate([("neutralization_specific", "Neutralization minus controls (logits)"), + ("counterfactual_specific", "Coordinate swap minus controls (logits)")]): + ax = axes[ei, si] + for ci, cohort in enumerate(COHORTS): + result = next(s for s in summaries if s["scale"] == scale and s["cohort"] == cohort)["endpoints"][endpoint] + m, lo, hi = (result[k] for k in ["estimate", "ci95_low", "ci95_high"]) + ax.errorbar(ci, m, yerr=[[m - lo], [hi - m]], fmt="o", color=colors[ci], capsize=4, ms=6) + ax.axhline(0, color="#666666", linewidth=.7) + ax.set_xticks(range(4), ["24", "21", "14", "6"]) + ax.set_xlim(-.5, 3.5) + if ei == 0: + ax.set_title(scale.upper(), fontweight="bold") + if si == 0: + ax.set_ylabel(label) + if ei == 1: + ax.set_xlabel("Relations retained") + handles = [plt.Line2D([], [], marker="o", ls="", color=color, label=label) for color, label in zip(colors, labels)] + fig.legend(handles=handles, loc="outside lower center", ncol=2, frameon=False) + fig.suptitle("Causal effects under retrospective overlap exclusions\nMean and 95% relation-cluster bootstrap interval", fontsize=13) + fig.savefig(OUT / "overlap_sensitivity.png", dpi=180) + plt.close(fig) + fig, axes = plt.subplots(2, 3, figsize=(12, 7), sharey="row", layout="constrained") + groups = [("answer_vocabulary", "higher-lower", "higher /\nlower"), + ("answer_vocabulary", "greater-smaller", "greater /\nsmaller"), + ("physical_sign", "-1", "Negative\noutcome"), + ("physical_sign", "1", "Positive\noutcome")] + colors = ["#147d92", "#147d92", "#805caf", "#805caf"] + for si, scale in enumerate(SCALES): + for ei, (endpoint, label) in enumerate([("neutralization_specific", "Neutralization minus controls (logits)"), + ("counterfactual_specific", "Coordinate swap minus controls (logits)")]): + ax = axes[ei, si] + for gi, (factor, value, _) in enumerate(groups): + result = next(r for r in strata if r["scale"] == scale and r["cohort"] == "exclude_exact" + and r["endpoint"] == endpoint and r["factor"] == factor and r["value"] == value) + m, lo, hi = (result[k] for k in ["estimate", "ci95_low", "ci95_high"]) + ax.errorbar(gi, m, yerr=[[m - lo], [hi - m]], fmt="o", color=colors[gi], capsize=4, ms=6) + ax.axhline(0, color="#666666", linewidth=.7) + ax.axvline(1.5, color="#cccccc", linewidth=.7, linestyle="--") + ax.set_xticks(range(4), [g[2] for g in groups], fontsize=9) + ax.set_xlim(-.5, 3.5) + if ei == 0: + ax.set_title(scale.upper(), fontweight="bold") + if si == 0: + ax.set_ylabel(label) + fig.suptitle("Context dependence after excluding the three repeated relations\n21 relations; mean and 95% relation-cluster bootstrap interval", fontsize=13) + fig.savefig(OUT / "vocabulary_and_polarity.png", dpi=180) + plt.close(fig) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/analyze_causal_relational_knockout.py b/jlens_materials/scripts/analyze_causal_relational_knockout.py new file mode 100644 index 0000000000000000000000000000000000000000..5889628bfbd043ab55b1d945f42c5ef1ea68b5ee --- /dev/null +++ b/jlens_materials/scripts/analyze_causal_relational_knockout.py @@ -0,0 +1,648 @@ +#!/usr/bin/env python3 +"""Analyze and plot the frozen causal relational knockout experiment.""" + +from __future__ import annotations + +import json +import math +from pathlib import Path + +import matplotlib + +matplotlib.use("Agg") +import matplotlib.pyplot as plt # noqa: E402 +import numpy as np # noqa: E402 +import pandas as pd # noqa: E402 + + +ROOT = Path(__file__).resolve().parents[1] +EXP = ROOT / "experiments" / "causal-relational-knockout-2026-09-02" +SCALES = ["4b", "12b", "31b"] +SCALE_LABELS = {"4b": "4B", "12b": "12B", "31b": "31B"} +COLORS = { + "coordinate": "#178f8f", + "full": "#315f9b", + "control": "#9aa0a4", + "restored": "#7656a8", + "correct": "#d19a2a", + "wrong": "#bb5b4c", +} + + +def read_jsonl(path: Path) -> list[dict]: + return [json.loads(line) for line in path.read_text().splitlines() if line.strip()] + + +def bootstrap_mean(values: np.ndarray, *, seed: int, n: int = 30000) -> tuple[float, float, float]: + values = np.asarray(values, dtype=float) + rng = np.random.default_rng(seed) + draws = values[rng.integers(0, len(values), size=(n, len(values)))].mean(axis=1) + return float(values.mean()), float(np.quantile(draws, 0.025)), float(np.quantile(draws, 0.975)) + + +def paired_permutation(values: np.ndarray, *, seed: int, n: int = 100000) -> float: + values = np.asarray(values, dtype=float) + observed = abs(float(values.mean())) + rng = np.random.default_rng(seed) + extreme = 0 + batch = 5000 + for start in range(0, n, batch): + count = min(batch, n - start) + signs = rng.choice(np.asarray([-1.0, 1.0]), size=(count, len(values))) + null = np.abs((signs * values).mean(axis=1)) + extreme += int(np.sum(null >= observed - 1e-15)) + return float((extreme + 1) / (n + 1)) + + +def exact_paired_accuracy_p(correct_to_wrong: int, wrong_to_correct: int) -> float: + """Exact two-sided McNemar/binomial test on discordant prompt outcomes.""" + discordant = correct_to_wrong + wrong_to_correct + if discordant == 0: + return 1.0 + tail = min(correct_to_wrong, wrong_to_correct) + probability = sum(math.comb(discordant, k) for k in range(tail + 1)) / (2 ** discordant) + return float(min(1.0, 2.0 * probability)) + + +def one_sided_sign_p(positive: int, total: int) -> float: + """Exact probability of at least this many positive signs under p=0.5.""" + return float(sum(math.comb(total, k) for k in range(positive, total + 1)) / (2 ** total)) + + +def bootstrap_ratio(numerator: np.ndarray, denominator: np.ndarray, *, seed: int, + n: int = 30000) -> tuple[float, float, float]: + numerator = np.asarray(numerator, dtype=float) + denominator = np.asarray(denominator, dtype=float) + rng = np.random.default_rng(seed) + indices = rng.integers(0, len(numerator), size=(n, len(numerator))) + num = numerator[indices].mean(axis=1) + den = denominator[indices].mean(axis=1) + ratios = np.divide(num, den, out=np.full_like(num, np.nan), where=np.abs(den) > 1e-12) + observed = float(numerator.mean() / denominator.mean()) + return observed, float(np.nanquantile(ratios, 0.025)), float(np.nanquantile(ratios, 0.975)) + + +def aggregate_scale(scale: str, protocol: dict) -> tuple[dict, pd.DataFrame, pd.DataFrame]: + folder = EXP / scale + clean = pd.DataFrame(read_jsonl(folder / "clean_rows.jsonl")) + rows = pd.DataFrame(read_jsonl(folder / "intervention_rows.jsonl")) + control_amendment = json.loads((EXP / "control_amendment.json").read_text()) + n_control_axes = len(control_amendment["construction"]["seeds"]) + expected = len(clean) * (6 + 4 * n_control_axes) + if len(clean) != 192 or len(rows) != expected: + raise RuntimeError(f"incomplete {scale}: clean={len(clean)}, interventions={len(rows)}/{expected}") + + control_neutral = rows[rows["intervention"].str.startswith("neutralize_control_")].groupby( + "prompt_id", as_index=False + ).agg( + movement_toward_counterfactual=("movement_toward_counterfactual", "mean"), + correct_margin_change=("correct_margin_change", "mean"), + clean_to_intervened_kl=("clean_to_intervened_kl", "mean"), + registered_answer_probability_mass=("registered_answer_probability_mass", "mean"), + ) + control_neutral["intervention"] = "neutralize_control_mean" + control_cf = rows[rows["intervention"].str.startswith("counterfactual_control_")].groupby( + "prompt_id", as_index=False + ).agg( + movement_toward_counterfactual=("movement_toward_counterfactual", "mean"), + correct_margin_change=("correct_margin_change", "mean"), + clean_to_intervened_kl=("clean_to_intervened_kl", "mean"), + registered_answer_probability_mass=("registered_answer_probability_mass", "mean"), + ) + control_cf["intervention"] = "counterfactual_control_mean" + metadata = clean.drop( + columns=[ + "correct_answer_margin", "answer_margin_correct", "first_minus_second_logit", + "registered_answer_probability_mass", "global_top_is_registered_answer", + "clean_to_intervened_kl", "state_norm", "n_tokens", + ], + errors="ignore", + ) + rows_augmented = pd.concat( + [rows, control_neutral.merge(metadata, on="prompt_id"), control_cf.merge(metadata, on="prompt_id")], + ignore_index=True, + sort=False, + ) + + law = rows_augmented.groupby(["law_id", "intervention"], as_index=False).agg( + movement=("movement_toward_counterfactual", "mean"), + margin_change=("correct_margin_change", "mean"), + kl=("clean_to_intervened_kl", "mean"), + answer_mass=("registered_answer_probability_mass", "mean"), + ) + wide_movement = law.pivot(index="law_id", columns="intervention", values="movement") + necessity = wide_movement["neutralize"].to_numpy() + necessity_control = wide_movement["neutralize_control_mean"].to_numpy() + necessity_specific = necessity - necessity_control + coordinate = wide_movement["counterfactual_coordinate"].to_numpy() + coordinate_control = wide_movement["counterfactual_control_mean"].to_numpy() + coordinate_specific = coordinate - coordinate_control + full = wide_movement["full_counterfactual"].to_numpy() + restored = wide_movement["full_counterfactual_direction_restored"].to_numpy() + restoration = full - restored + seed = int(protocol["inference"]["bootstrap_seed"]) + SCALES.index(scale) * 100 + + clean_margin = clean.set_index("prompt_id")["correct_answer_margin"] + correct_centroid = rows[rows["intervention"] == "correct_centroid"].set_index("prompt_id") + wrong_mask = clean_margin < 0 + wrong_ids = clean_margin.index[wrong_mask] + repair_before = clean_margin.loc[wrong_ids].to_numpy(dtype=float) + repair_after = correct_centroid.loc[wrong_ids, "correct_answer_margin"].to_numpy(dtype=float) + repaired = int(np.sum(repair_after > 0)) + + intervention_accuracy = { + "clean": float(clean["answer_margin_correct"].mean()) + } + for name, frame in rows.groupby("intervention"): + intervention_accuracy[name] = float(frame["answer_margin_correct"].mean()) + + clean_correct = clean.set_index("prompt_id")["answer_margin_correct"].astype(bool) + accuracy_transitions = {} + for name in ( + "neutralize", + "counterfactual_coordinate", + "wrong_centroid", + "correct_centroid", + "full_counterfactual", + "full_counterfactual_direction_restored", + ): + intervened = rows[rows["intervention"] == name].set_index("prompt_id")[ + "answer_margin_correct" + ].astype(bool).reindex(clean_correct.index) + correct_to_wrong = int(np.sum(clean_correct & ~intervened)) + wrong_to_correct = int(np.sum(~clean_correct & intervened)) + accuracy_transitions[name] = { + "correct_to_wrong": correct_to_wrong, + "wrong_to_correct": wrong_to_correct, + "unchanged_correct": int(np.sum(clean_correct & intervened)), + "unchanged_wrong": int(np.sum(~clean_correct & ~intervened)), + "exact_mcnemar_p": exact_paired_accuracy_p(correct_to_wrong, wrong_to_correct), + } + + full_choice = rows[rows["intervention"] == "full_counterfactual"].set_index( + "prompt_id" + )["answer_margin_correct"].astype(bool).reindex(clean_correct.index) + restored_choice = rows[ + rows["intervention"] == "full_counterfactual_direction_restored" + ].set_index("prompt_id")["answer_margin_correct"].astype(bool).reindex(clean_correct.index) + full_counterfactual_wrong = ~full_choice + restored_original = full_counterfactual_wrong & restored_choice + + strata = {} + for factor in ("category", "answer_vocabulary", "answer_order"): + strata[factor] = {} + for value, frame in rows_augmented.groupby(factor): + stratum_law = frame.groupby(["law_id", "intervention"], as_index=False).agg( + movement=("movement_toward_counterfactual", "mean") + ) + stratum_wide = stratum_law.pivot( + index="law_id", columns="intervention", values="movement" + ) + neutral_specific = ( + stratum_wide["neutralize"] + - stratum_wide["neutralize_control_mean"] + ).to_numpy() + counterfactual_specific = ( + stratum_wide["counterfactual_coordinate"] + - stratum_wide["counterfactual_control_mean"] + ).to_numpy() + factor_seed = seed + 1000 + len(strata[factor]) * 20 + strata[factor][str(value)] = { + "n_laws": int(len(stratum_wide)), + "necessity_specific_estimate_ci95": bootstrap_mean( + neutral_specific, seed=factor_seed + ), + "counterfactual_specific_estimate_ci95": bootstrap_mean( + counterfactual_specific, seed=factor_seed + 1 + ), + } + + result = { + "scale": scale, + "model": protocol["models"][scale]["model"], + "probe_layer": protocol["models"][scale]["probe_layer"], + "n_laws": int(law["law_id"].nunique()), + "n_prompts": int(len(clean)), + "baseline_answer_margin_accuracy": intervention_accuracy["clean"], + "necessity_margin_drop": { + "estimate_ci95": bootstrap_mean(necessity, seed=seed), + "activation_control_estimate_ci95": bootstrap_mean(necessity_control, seed=seed + 1), + "specific_estimate_ci95": bootstrap_mean(necessity_specific, seed=seed + 2), + "specific_permutation_p": paired_permutation( + necessity_specific, + seed=int(protocol["inference"]["permutation_seed"]) + SCALES.index(scale), + n=int(protocol["inference"]["law_sign_permutations"]), + ), + }, + "counterfactual_coordinate": { + "estimate_ci95": bootstrap_mean(coordinate, seed=seed + 3), + "activation_control_estimate_ci95": bootstrap_mean(coordinate_control, seed=seed + 4), + "specific_estimate_ci95": bootstrap_mean(coordinate_specific, seed=seed + 5), + "specific_permutation_p": paired_permutation( + coordinate_specific, + seed=int(protocol["inference"]["permutation_seed"]) + 10 + SCALES.index(scale), + n=int(protocol["inference"]["law_sign_permutations"]), + ), + }, + "full_counterfactual": { + "estimate_ci95": bootstrap_mean(full, seed=seed + 6), + "direction_restored_estimate_ci95": bootstrap_mean(restored, seed=seed + 7), + "restoration_reduction_estimate_ci95": bootstrap_mean(restoration, seed=seed + 8), + "restoration_permutation_p": paired_permutation( + restoration, + seed=int(protocol["inference"]["permutation_seed"]) + 20 + SCALES.index(scale), + n=int(protocol["inference"]["law_sign_permutations"]), + ), + }, + "causal_mediation_fraction": { + "coordinate_over_full_estimate_ci95": bootstrap_ratio( + coordinate, full, seed=seed + 9 + ), + "restoration_over_full_estimate_ci95": bootstrap_ratio( + restoration, full, seed=seed + 10 + ), + }, + "law_level_breadth": { + "neutralization_positive": int(np.sum(necessity > 0)), + "neutralization_specific_positive": int(np.sum(necessity_specific > 0)), + "counterfactual_coordinate_positive": int(np.sum(coordinate > 0)), + "counterfactual_specific_positive": int(np.sum(coordinate_specific > 0)), + "restoration_reduction_positive": int(np.sum(restoration > 0)), + "denominator_laws": int(len(wide_movement)), + "neutralization_specific_one_sided_sign_p": one_sided_sign_p( + int(np.sum(necessity_specific > 0)), len(wide_movement) + ), + "counterfactual_specific_one_sided_sign_p": one_sided_sign_p( + int(np.sum(coordinate_specific > 0)), len(wide_movement) + ), + "restoration_one_sided_sign_p": one_sided_sign_p( + int(np.sum(restoration > 0)), len(wide_movement) + ), + }, + "next_token_kl": { + "neutralize_estimate_ci95": bootstrap_mean( + law.pivot(index="law_id", columns="intervention", values="kl")["neutralize"].to_numpy(), + seed=seed + 11, + ), + "neutralize_control_estimate_ci95": bootstrap_mean( + law.pivot(index="law_id", columns="intervention", values="kl")["neutralize_control_mean"].to_numpy(), + seed=seed + 12, + ), + "counterfactual_coordinate_estimate_ci95": bootstrap_mean( + law.pivot(index="law_id", columns="intervention", values="kl")["counterfactual_coordinate"].to_numpy(), + seed=seed + 13, + ), + "counterfactual_control_estimate_ci95": bootstrap_mean( + law.pivot(index="law_id", columns="intervention", values="kl")["counterfactual_control_mean"].to_numpy(), + seed=seed + 14, + ), + "full_counterfactual_estimate_ci95": bootstrap_mean( + law.pivot(index="law_id", columns="intervention", values="kl")["full_counterfactual"].to_numpy(), + seed=seed + 15, + ), + }, + "error_repair": { + "initially_wrong_prompts": int(len(wrong_ids)), + "repaired_prompts": repaired, + "repair_fraction": float(repaired / len(wrong_ids)) if len(wrong_ids) else None, + "mean_margin_before": float(repair_before.mean()) if len(wrong_ids) else None, + "mean_margin_after": float(repair_after.mean()) if len(wrong_ids) else None, + "mean_margin_change": float((repair_after - repair_before).mean()) if len(wrong_ids) else None, + }, + "answer_margin_accuracy_by_intervention": intervention_accuracy, + "accuracy_transitions": accuracy_transitions, + "counterfactual_restoration_decisions": { + "full_swap_not_original_answer": int(full_counterfactual_wrong.sum()), + "original_answer_recovered_after_coordinate_restoration": int( + restored_original.sum() + ), + "recovery_fraction": float( + restored_original.sum() / full_counterfactual_wrong.sum() + ), + }, + "stratified_specific_effects": strata, + } + + law["scale"] = scale + prompt_export = rows_augmented.copy() + prompt_export["scale"] = scale + return result, law, prompt_export + + +def interval(ax, x: float, triple: list[float] | tuple[float, float, float], color: str, + marker: str = "o", label: str | None = None) -> None: + mean, low, high = triple + ax.errorbar( + [x], [mean], yerr=[[mean - low], [high - mean]], fmt=marker, ms=6.2, + capsize=3.2, color=color, ecolor=color, elinewidth=1.4, label=label, zorder=5, + ) + + +def plot( + results: list[dict], + law_all: pd.DataFrame, + *, + figures_dir: Path | None = None, + font_scale: float = 1.0, + include_supplementary: bool = True, +) -> None: + plt.rcParams.update( + { + "font.family": "DejaVu Sans", + "font.size": 8.5 * font_scale, + "axes.labelsize": 9 * font_scale, + "xtick.labelsize": 8 * font_scale, + "ytick.labelsize": 8 * font_scale, + "axes.spines.top": False, + "axes.spines.right": False, + "pdf.fonttype": 42, + "ps.fonttype": 42, + } + ) + figures = figures_dir or EXP / "figures" + figures.mkdir(parents=True, exist_ok=True) + fig, axes = plt.subplots(2, 2, figsize=(7.35, 5.85), constrained_layout=True) + ax_a, ax_b, ax_c, ax_d = axes.ravel() + x = np.arange(len(results), dtype=float) + law_jitter = np.linspace(-0.045, 0.045, 24) + + for index, result in enumerate(results): + frame = law_all[law_all["scale"] == result["scale"]] + wide = frame.pivot(index="law_id", columns="intervention", values="movement").sort_index() + for position, column, color, marker in ( + (index - 0.11, "neutralize", COLORS["coordinate"], "o"), + (index + 0.11, "neutralize_control_mean", COLORS["control"], "s"), + ): + ax_a.scatter( + position + law_jitter, wide[column].to_numpy(), s=8, marker=marker, + color=color, alpha=0.28, linewidth=0, zorder=2, + ) + interval( + ax_a, index - 0.11, result["necessity_margin_drop"]["estimate_ci95"], + COLORS["coordinate"], label="Relational coordinate" if index == 0 else None, + ) + interval( + ax_a, index + 0.11, result["necessity_margin_drop"]["activation_control_estimate_ci95"], + COLORS["control"], marker="s", + label="Activation-matched control" if index == 0 else None, + ) + ax_a.axhline(0, color="#666666", lw=0.8) + ax_a.set_xticks(x, [SCALE_LABELS[r["scale"]] for r in results]) + ax_a.set_ylabel("Loss of correct-answer margin") + ax_a.legend( + frameon=False, fontsize=7.2 * font_scale, + loc="lower center", bbox_to_anchor=(0.5, 1.015), + ncol=2, borderaxespad=0, + ) + ax_a.text(-0.06, 1.22, "A", transform=ax_a.transAxes, fontweight="bold", va="bottom") + + offsets = [-0.22, 0.0, 0.22] + for index, result in enumerate(results): + frame = law_all[law_all["scale"] == result["scale"]] + wide = frame.pivot(index="law_id", columns="intervention", values="movement").sort_index() + for offset, column, color, marker in ( + (offsets[0], "counterfactual_coordinate", COLORS["coordinate"], "o"), + (offsets[1], "full_counterfactual", COLORS["full"], "D"), + (offsets[2], "counterfactual_control_mean", COLORS["control"], "s"), + ): + ax_b.scatter( + index + offset + law_jitter, wide[column].to_numpy(), s=8, marker=marker, + color=color, alpha=0.25, linewidth=0, zorder=2, + ) + interval( + ax_b, index + offsets[0], result["counterfactual_coordinate"]["estimate_ci95"], + COLORS["coordinate"], label="One-coordinate swap" if index == 0 else None, + ) + interval( + ax_b, index + offsets[1], result["full_counterfactual"]["estimate_ci95"], + COLORS["full"], marker="D", label="Full-state swap" if index == 0 else None, + ) + interval( + ax_b, index + offsets[2], result["counterfactual_coordinate"]["activation_control_estimate_ci95"], + COLORS["control"], marker="s", + label="Activation-matched control" if index == 0 else None, + ) + ax_b.axhline(0, color="#666666", lw=0.8) + ax_b.set_xticks(x, [SCALE_LABELS[r["scale"]] for r in results]) + ax_b.set_ylabel("Movement toward counterfactual answer") + ax_b.legend( + frameon=False, fontsize=7.2 * font_scale, + loc="lower center", bbox_to_anchor=(0.65, 1.015), + ncol=2, borderaxespad=0, + ) + ax_b.text(-0.06, 1.22, "B", transform=ax_b.transAxes, fontweight="bold", va="bottom") + + for index, result in enumerate(results): + interval( + ax_c, index - 0.10, + result["causal_mediation_fraction"]["coordinate_over_full_estimate_ci95"], + COLORS["coordinate"], label="Coordinate / full effect" if index == 0 else None, + ) + interval( + ax_c, index + 0.10, + result["causal_mediation_fraction"]["restoration_over_full_estimate_ci95"], + COLORS["restored"], marker="D", + label="Effect removed by restoring coordinate" if index == 0 else None, + ) + ax_c.axhline(0, color="#666666", lw=0.8) + ax_c.axhline(1, color="#888888", lw=0.8, ls="--") + ax_c.set_xticks(x, [SCALE_LABELS[r["scale"]] for r in results]) + ax_c.set_ylabel("Fraction of full-state effect") + ax_c.legend( + frameon=False, fontsize=7.2 * font_scale, loc="lower right", + bbox_to_anchor=(1.0, 1.015), borderaxespad=0, + ) + ax_c.text(-0.06, 1.19, "C", transform=ax_c.transAxes, fontweight="bold", va="bottom") + + names = [ + "clean", "neutralize", "counterfactual_coordinate", "full_counterfactual", + "full_counterfactual_direction_restored", + ] + display = [ + "Clean", "Neutralized", "Coordinate swap", "Full-state swap", + "Coordinate restored", + ] + scale_colors = ["#5e94b9", "#2a747b", "#846caf"] + for scale_index, result in enumerate(results): + values = [result["answer_margin_accuracy_by_intervention"][name] for name in names] + ax_d.plot( + np.arange(len(names)), values, marker="o", ms=4.5, lw=1.5, + color=scale_colors[scale_index], label=SCALE_LABELS[result["scale"]], + ) + ax_d.axhline(0.5, color="#777777", lw=0.8, ls="--") + ax_d.set_ylim(0, 1.04) + ax_d.set_xticks(np.arange(len(names)), display) + plt.setp( + ax_d.get_xticklabels(), rotation=24, ha="right", rotation_mode="anchor", + ) + ax_d.set_ylabel("Answer-margin accuracy") + ax_d.legend( + frameon=False, fontsize=7.2 * font_scale, ncol=len(results), + loc="upper center", bbox_to_anchor=(0.5, -0.40), borderaxespad=0, + columnspacing=1.2, handletextpad=0.5, + ) + ax_d.text(-0.06, 1.035, "D", transform=ax_d.transAxes, fontweight="bold", va="bottom") + + for extension in ("pdf", "png", "svg"): + fig.savefig( + figures / f"causal-relational-knockout.{extension}", + dpi=400 if extension == "png" else None, bbox_inches="tight", facecolor="white", + ) + plt.close(fig) + + if not include_supplementary: + return + + # A law-level paired audit retains every independent unit without area distortion. + fig, axes = plt.subplots( + 1, len(results), figsize=(7.35, 3.0), sharey=True, constrained_layout=True + ) + axes_array = np.atleast_1d(axes) + for panel_index, (ax, result) in enumerate(zip(axes_array, results)): + frame = law_all[law_all["scale"] == result["scale"]] + wide = frame.pivot(index="law_id", columns="intervention", values="movement").sort_index() + control = wide["neutralize_control_mean"].to_numpy() + physical = wide["neutralize"].to_numpy() + for left, right in zip(control, physical): + color = COLORS["coordinate"] if right > left else COLORS["wrong"] + ax.plot([0, 1], [left, right], color=color, lw=0.75, alpha=0.42, zorder=1) + ax.scatter( + np.zeros(len(control)), control, s=11, color=COLORS["control"], + alpha=0.75, linewidth=0, zorder=2, + ) + ax.scatter( + np.ones(len(physical)), physical, s=13, color=COLORS["coordinate"], + alpha=0.78, linewidth=0, zorder=2, + ) + ax.axhline(0, color="#777777", lw=0.75, ls="--") + ax.set_xlim(-0.28, 1.28) + ax.set_xticks([0, 1], ["Control", "Coordinate"]) + ax.set_title(SCALE_LABELS[result["scale"]], fontsize=9 * font_scale, fontweight="normal") + ax.text( + -0.10, 1.04, chr(ord("A") + panel_index), transform=ax.transAxes, + fontweight="bold", va="bottom", + ) + axes_array[0].set_ylabel("Loss of correct-answer margin") + for extension in ("pdf", "png", "svg"): + fig.savefig( + figures / f"causal-relational-knockout-law-audit.{extension}", + dpi=400 if extension == "png" else None, bbox_inches="tight", facecolor="white", + ) + plt.close(fig) + + # Conditional error repair is shown for every scale with naturally wrong margins. + repair_scales = [ + result["scale"] for result in results + if result["error_repair"]["initially_wrong_prompts"] + ] + if repair_scales: + fig, axes = plt.subplots( + 1, len(repair_scales), figsize=(7.35, 2.75), sharey=True, + constrained_layout=True, + ) + axes_array = np.atleast_1d(axes) + for panel_index, (ax, scale) in enumerate(zip(axes_array, repair_scales)): + clean = pd.DataFrame(read_jsonl(EXP / scale / "clean_rows.jsonl")).set_index("prompt_id") + rows = pd.DataFrame(read_jsonl(EXP / scale / "intervention_rows.jsonl")) + repaired = rows[rows["intervention"] == "correct_centroid"].set_index("prompt_id") + selected = clean[clean["correct_answer_margin"] < 0] + before = selected["correct_answer_margin"].to_numpy() + after = repaired.loc[selected.index, "correct_answer_margin"].to_numpy() + for left, right in zip(before, after): + color = COLORS["coordinate"] if right > 0 else COLORS["control"] + ax.plot([0, 1], [left, right], color=color, lw=1.0, alpha=0.7) + ax.scatter([0, 1], [left, right], s=16, color=color, zorder=3) + ax.axhline(0, color="#555555", lw=0.8) + ax.set_xlim(-0.25, 1.25) + ax.set_xticks([0, 1], ["Clean", "Correct-centroid\nintervention"]) + ax.set_title(SCALE_LABELS[scale], fontsize=9 * font_scale, fontweight="normal") + ax.text( + -0.08, 1.04, chr(ord("A") + panel_index), transform=ax.transAxes, + fontweight="bold", va="bottom", + ) + repaired_count = int(np.sum(after > 0)) + ax.text( + 0.98, 0.04, f"{repaired_count}/{len(before)} cross zero", + transform=ax.transAxes, ha="right", va="bottom", fontsize=7.3 * font_scale, + color="#555555", + ) + axes_array[0].set_ylabel("Correct-answer margin") + for extension in ("pdf", "png", "svg"): + fig.savefig( + figures / f"causal-relational-knockout-error-repair.{extension}", + dpi=400 if extension == "png" else None, bbox_inches="tight", facecolor="white", + ) + plt.close(fig) + + +def main() -> None: + protocol = json.loads((EXP / "protocol.json").read_text()) + results = [] + laws = [] + prompts = [] + for scale in SCALES: + if not (EXP / scale / "run_record.json").exists(): + continue + result, law, prompt = aggregate_scale(scale, protocol) + results.append(result) + laws.append(law) + prompts.append(prompt) + (EXP / scale / "statistics.json").write_text( + json.dumps(result, indent=2) + "\n", encoding="utf-8" + ) + if not results: + raise SystemExit("no complete scale runs") + law_all = pd.concat(laws, ignore_index=True) + prompt_all = pd.concat(prompts, ignore_index=True) + law_all.to_csv(EXP / "law_level_effects.csv", index=False) + prompt_all.to_csv(EXP / "prompt_level_effects.csv", index=False) + summary_rows = [] + stratum_rows = [] + for result in results: + summary_rows.append( + { + "scale": result["scale"], + "clean_accuracy": result["baseline_answer_margin_accuracy"], + "neutralization_margin_loss": result["necessity_margin_drop"]["estimate_ci95"][0], + "neutralization_specific": result["necessity_margin_drop"]["specific_estimate_ci95"][0], + "neutralization_specific_ci_low": result["necessity_margin_drop"]["specific_estimate_ci95"][1], + "neutralization_specific_ci_high": result["necessity_margin_drop"]["specific_estimate_ci95"][2], + "counterfactual_coordinate_movement": result["counterfactual_coordinate"]["estimate_ci95"][0], + "counterfactual_specific": result["counterfactual_coordinate"]["specific_estimate_ci95"][0], + "full_counterfactual_movement": result["full_counterfactual"]["estimate_ci95"][0], + "coordinate_over_full": result["causal_mediation_fraction"]["coordinate_over_full_estimate_ci95"][0], + "restoration_over_full": result["causal_mediation_fraction"]["restoration_over_full_estimate_ci95"][0], + "positive_neutralization_laws": result["law_level_breadth"]["neutralization_specific_positive"], + "positive_counterfactual_laws": result["law_level_breadth"]["counterfactual_specific_positive"], + "initially_wrong_prompts": result["error_repair"]["initially_wrong_prompts"], + "repaired_prompts": result["error_repair"]["repaired_prompts"], + } + ) + for factor, values in result["stratified_specific_effects"].items(): + for level, estimates in values.items(): + stratum_rows.append( + { + "scale": result["scale"], + "factor": factor, + "level": level, + "n_laws": estimates["n_laws"], + "neutralization_specific": estimates["necessity_specific_estimate_ci95"][0], + "neutralization_ci_low": estimates["necessity_specific_estimate_ci95"][1], + "neutralization_ci_high": estimates["necessity_specific_estimate_ci95"][2], + "counterfactual_specific": estimates["counterfactual_specific_estimate_ci95"][0], + "counterfactual_ci_low": estimates["counterfactual_specific_estimate_ci95"][1], + "counterfactual_ci_high": estimates["counterfactual_specific_estimate_ci95"][2], + } + ) + pd.DataFrame(summary_rows).to_csv(EXP / "summary_table.csv", index=False) + pd.DataFrame(stratum_rows).to_csv(EXP / "stratum_effects.csv", index=False) + (EXP / "statistics.json").write_text( + json.dumps({"study_id": protocol["study_id"], "scales": results}, indent=2) + "\n", + encoding="utf-8", + ) + plot(results, law_all) + print(json.dumps(results, indent=2)) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/analyze_core_discovery_discipline.py b/jlens_materials/scripts/analyze_core_discovery_discipline.py new file mode 100644 index 0000000000000000000000000000000000000000..b9a3e46187ff6c7ec8ccb82097f49adeda12130d --- /dev/null +++ b/jlens_materials/scripts/analyze_core_discovery_discipline.py @@ -0,0 +1,957 @@ +#!/usr/bin/env python3 +"""Run the archived-data core-discovery discipline audit.""" + +from __future__ import annotations + +import hashlib +import itertools +import json +import math +from pathlib import Path +from typing import Iterable, Mapping, Sequence + +import matplotlib + +matplotlib.use("Agg") +import matplotlib.pyplot as plt # noqa: E402 +import numpy as np # noqa: E402 +import pandas as pd # noqa: E402 +from sklearn.feature_extraction.text import TfidfVectorizer # noqa: E402 +from sklearn.metrics import roc_auc_score # noqa: E402 + +from analyze_graph_topology_rigorous import cosine_layers # noqa: E402 + + +ROOT = Path(__file__).resolve().parents[1] +OUT = ROOT / "experiments" / "core-discovery-discipline-audit-2026-07-18" +PROTOCOL = OUT / "protocol.json" +FIG = OUT / "figures" + + +COLORS = { + "jacobian": "#16697A", + "direct": "#5A7D8C", + "raw": "#7A6AA2", + "word_tfidf": "#D17C38", + "char_tfidf": "#B56576", + "own": "#16697A", + "wrong-mechanism": "#7A6AA2", + "direct_control": "#5B8C5A", + "random": "#8C8C8C", +} + +METHOD_LABELS = { + "jacobian": "Jacobian", + "direct": "Direct", + "raw": "Raw", + "word_tfidf": "Word TF-IDF", + "char_tfidf": "Character TF-IDF", +} + + +def sha256(path: Path) -> str: + return hashlib.sha256(path.read_bytes()).hexdigest() + + +def normalize(values: np.ndarray) -> np.ndarray: + denom = np.linalg.norm(values, axis=-1, keepdims=True) + return values / np.maximum(denom, 1e-12) + + +def json_safe(value: object) -> object: + if isinstance(value, np.generic): + return json_safe(value.item()) + if isinstance(value, float) and not math.isfinite(value): + return None + if isinstance(value, dict): + return {str(k): json_safe(v) for k, v in value.items()} + if isinstance(value, (list, tuple)): + return [json_safe(v) for v in value] + return value + + +def exact_signflip(values: Sequence[float]) -> float: + values = np.asarray(values, dtype=float) + observed = abs(float(values.mean())) + means = [] + for signs in itertools.product((-1.0, 1.0), repeat=len(values)): + means.append(float(np.mean(values * np.asarray(signs)))) + return float(np.mean(np.abs(means) >= observed - 1e-15)) + + +def bootstrap_interval( + values: Sequence[float], rng: np.random.Generator, n_boot: int +) -> tuple[float, float]: + values = np.asarray(values, dtype=float) + indices = rng.integers(0, len(values), size=(n_boot, len(values))) + means = values[indices].mean(axis=1) + low, high = np.quantile(means, [0.025, 0.975]) + return float(low), float(high) + + +def validate_inputs(protocol: Mapping[str, object]) -> dict[str, str]: + actual: dict[str, str] = {} + for name, row in protocol["inputs"].items(): # type: ignore[index] + path = ROOT / str(row["path"]) + actual[name] = sha256(path) + expected = str(row["sha256"]) + if actual[name] != expected: + raise RuntimeError( + f"input fingerprint mismatch for {name}: " + f"{actual[name]} != {expected}" + ) + return actual + + +def family_orientations( + rows: Sequence[Mapping[str, object]], +) -> dict[str, str]: + orientations: dict[str, str] = {} + for row in rows: + if str(row["numeric_direction"]) != "increase": + continue + family = str(row["family_id"]) + direct = str(row["expected_outcome"]) == str(row["outcome_positive"]) + value = "direct" if direct else "inverse" + if family in orientations and orientations[family] != value: + raise RuntimeError(f"inconsistent orientation for {family}") + orientations[family] = value + if sorted(orientations.values()).count("direct") != 3: + raise RuntimeError(f"unexpected orientation balance: {orientations}") + if sorted(orientations.values()).count("inverse") != 3: + raise RuntimeError(f"unexpected orientation balance: {orientations}") + return orientations + + +def cross_law_contrast( + similarity: np.ndarray, + rows: Sequence[Mapping[str, object]], + family_a: str, + family_b: str, +) -> tuple[float, list[float]]: + families = np.asarray([str(row["family_id"]) for row in rows]) + variants = np.asarray([str(row["variant"]) for row in rows]) + numeric = np.asarray([str(row["numeric_direction"]) for row in rows]) + physical = np.asarray( + [ + str(row["expected_outcome"]) == str(row["outcome_positive"]) + for row in rows + ], + dtype=bool, + ) + cells = [] + for variant_a in sorted(set(variants)): + for variant_b in sorted(set(variants)): + source = np.flatnonzero( + (families == family_a) & (variants == variant_a) + ) + target = np.flatnonzero( + (families == family_b) & (variants == variant_b) + ) + pair_scores = similarity[np.ix_(source, target)].reshape(-1) + same_numeric = ( + numeric[source, None] == numeric[target][None, :] + ).reshape(-1) + same_physical = ( + physical[source, None] == physical[target][None, :] + ).reshape(-1) + if len(pair_scores) != 16: + raise RuntimeError("each surface cell must contain 16 pairs") + if int(same_numeric.sum()) != 8 or int(same_physical.sum()) != 8: + raise RuntimeError("surface cell is not balanced") + if not np.array_equal(same_physical, ~same_numeric): + raise RuntimeError( + "direct-inverse cell does not oppose physical and numeric" + ) + cells.append( + float( + pair_scores[same_physical].mean() + - pair_scores[same_numeric].mean() + ) + ) + if len(cells) != 9: + raise RuntimeError("expected nine surface-variant cells") + return float(np.mean(cells)), cells + + +def run_geometry_audit( + protocol: Mapping[str, object], + rng: np.random.Generator, +) -> tuple[ + dict[str, object], + pd.DataFrame, + pd.DataFrame, + pd.DataFrame, + dict[str, np.ndarray], +]: + manifest_path = ROOT / str( + protocol["inputs"]["prompt_manifest"]["path"] # type: ignore[index] + ) + states_path = ROOT / str( + protocol["inputs"]["option_free_states"]["path"] # type: ignore[index] + ) + manifest = json.loads(manifest_path.read_text()) + metadata = {str(row["prompt_id"]): row for row in manifest["prompts"]} + with np.load(states_path, allow_pickle=False) as arrays: + prompt_ids = arrays["prompt_ids"].astype(str) + positions = arrays["positions"].astype(str) + layers = arrays["layers"].astype(int) + raw = arrays["raw_states"].astype(np.float64)[0] + direct = arrays["direct_decoder_basis"].astype(np.float64)[0] + jacobian = arrays["jacobian_decoder_basis"].astype(np.float64)[:, 0] + if positions.tolist() != ["question_end"]: + raise RuntimeError(f"unexpected state position: {positions.tolist()}") + # The option-free runner retained the historical ``--answer-code`` ID + # suffix even though the stored state stops at the natural question end. + # The scientific stem and metadata are keyed by the suffix-free manifest + # ID. + manifest_ids = [ + prompt_id.removesuffix("--answer-code") for prompt_id in prompt_ids + ] + rows = [metadata[prompt_id] for prompt_id in manifest_ids] + families = np.asarray([str(row["family_id"]) for row in rows]) + numeric = np.asarray( + [str(row["numeric_direction"]) == "increase" for row in rows] + ) + physical = np.asarray( + [ + str(row["expected_outcome"]) == str(row["outcome_positive"]) + for row in rows + ] + ) + stems = [str(row["stem"]) for row in rows] + orientations = family_orientations(rows) + direct_families = sorted( + family for family, value in orientations.items() if value == "direct" + ) + inverse_families = sorted( + family for family, value in orientations.items() if value == "inverse" + ) + family_pairs = list(itertools.product(direct_families, inverse_families)) + if len(family_pairs) != 9: + raise RuntimeError("expected nine direct-inverse mechanism pairs") + + depths = layers / 41.0 * 100.0 + band_low, band_high = protocol["registered_band_percent"] # type: ignore[misc] + band = (depths >= float(band_low)) & (depths <= float(band_high)) + + sim_j_seed = cosine_layers(jacobian) + layered = { + "jacobian": sim_j_seed.mean(axis=0), + "direct": cosine_layers(direct[None, ...])[0], + "raw": cosine_layers(raw[None, ...])[0], + } + word_features = TfidfVectorizer( + lowercase=True, + ngram_range=(1, 2), + sublinear_tf=True, + norm="l2", + ).fit_transform(stems) + char_features = TfidfVectorizer( + lowercase=True, + analyzer="char_wb", + ngram_range=(3, 5), + sublinear_tf=True, + norm="l2", + ).fit_transform(stems) + fixed = { + "word_tfidf": (word_features @ word_features.T).toarray(), + "char_tfidf": (char_features @ char_features.T).toarray(), + } + band_similarity = { + name: values[band].mean(axis=0) for name, values in layered.items() + } + band_similarity.update(fixed) + + pair_rows = [] + for method, similarity in band_similarity.items(): + for family_a, family_b in family_pairs: + value, cells = cross_law_contrast( + similarity, rows, family_a, family_b + ) + pair_rows.append( + { + "method": method, + "direct_family": family_a, + "inverse_family": family_b, + "family_pair": f"{family_a} | {family_b}", + "physical_minus_numeric_similarity": value, + "cell_min": float(np.min(cells)), + "cell_max": float(np.max(cells)), + } + ) + pair_frame = pd.DataFrame(pair_rows) + + layer_rows = [] + for method, similarities in layered.items(): + for layer_index, depth in enumerate(depths): + values = [] + for family_a, family_b in family_pairs: + value, _ = cross_law_contrast( + similarities[layer_index], + rows, + family_a, + family_b, + ) + values.append(value) + layer_rows.append( + { + "method": method, + "layer": int(layers[layer_index]), + "depth_percent": float(depth), + "mean_physical_minus_numeric_similarity": float( + np.mean(values) + ), + "positive_pair_count": int(np.sum(np.asarray(values) > 0)), + } + ) + layer_frame = pd.DataFrame(layer_rows) + + cross_summary: dict[str, object] = {} + n_boot = int(protocol["bootstrap"]["resamples"]) # type: ignore[index] + for method in band_similarity: + values = pair_frame.loc[ + pair_frame["method"] == method, + "physical_minus_numeric_similarity", + ].to_numpy(float) + low, high = bootstrap_interval(values, rng, n_boot) + cross_summary[method] = { + "mean_physical_minus_numeric_similarity": float(values.mean()), + "bootstrap_95": [low, high], + "positive_pair_count": int(np.sum(values > 0)), + "pair_count": int(len(values)), + "two_sided_exact_signflip_p": exact_signflip(values), + } + + # Fixed leave-one-mechanism-out mean-difference readout. + jac_norm = normalize(jacobian) + jac_ensemble = normalize(jac_norm.mean(axis=0)) + vector_methods = { + "jacobian": normalize(jac_ensemble[:, band].mean(axis=1)), + "direct": normalize(normalize(direct)[:, band].mean(axis=1)), + "raw": normalize(normalize(raw)[:, band].mean(axis=1)), + "word_tfidf": word_features.toarray(), + "char_tfidf": char_features.toarray(), + } + readout_rows = [] + labels = {"numeric_direction": numeric, "physical_outcome": physical} + for method, vectors in vector_methods.items(): + vectors = normalize(np.asarray(vectors, dtype=float)) + for target_name, target in labels.items(): + for held_out in sorted(set(families)): + train = families != held_out + test = families == held_out + positive = vectors[train & target].mean(axis=0) + negative = vectors[train & ~target].mean(axis=0) + direction = positive - negative + direction = direction / max(np.linalg.norm(direction), 1e-12) + midpoint = 0.5 * (positive + negative) + # ``einsum`` avoids a noisy Accelerate/BLAS warning observed + # for these small matrix-vector products on macOS while + # producing the identical finite dot products. + scores = np.einsum( + "ij,j->i", vectors[test] - midpoint, direction + ) + auc = float(roc_auc_score(target[test].astype(int), scores)) + readout_rows.append( + { + "method": method, + "target": target_name, + "held_out_family": held_out, + "held_out_orientation": orientations[held_out], + "auc": auc, + "orientation_free_auc": max(auc, 1.0 - auc), + } + ) + readout_frame = pd.DataFrame(readout_rows) + readout_summary: dict[str, object] = {} + for method in vector_methods: + method_rows = readout_frame[readout_frame["method"] == method] + by_target = {} + for target_name in labels: + values = method_rows.loc[ + method_rows["target"] == target_name, "auc" + ].to_numpy(float) + oriented = method_rows.loc[ + method_rows["target"] == target_name, + "orientation_free_auc", + ].to_numpy(float) + by_target[target_name] = { + "mean_auc": float(values.mean()), + "mean_orientation_free_auc": float(oriented.mean()), + "family_aucs": values.tolist(), + } + pivot = method_rows.pivot( + index="held_out_family", columns="target", values="auc" + ) + difference = ( + pivot["numeric_direction"] - pivot["physical_outcome"] + ).to_numpy(float) + readout_summary[method] = { + **by_target, + "mean_numeric_minus_physical_auc": float(difference.mean()), + "two_sided_exact_paired_signflip_p": exact_signflip(difference), + "numeric_better_family_count": int(np.sum(difference > 0)), + } + + summary = { + "prompt_count": len(rows), + "layer_count": len(layers), + "mechanism_count": len(set(families)), + "direct_families": direct_families, + "inverse_families": inverse_families, + "cross_law": cross_summary, + "held_out_readout": readout_summary, + } + plot_payload = { + "depths": depths, + "band": band, + "jacobian_vectors": vector_methods["jacobian"], + } + return summary, pair_frame, layer_frame, readout_frame, plot_payload + + +def steering_control_label(row: Mapping[str, object]) -> str: + control = str(row["control_type"]) + if control == "direct": + return "direct_control" + return control + + +def run_steering_audit( + protocol: Mapping[str, object], + rng: np.random.Generator, +) -> tuple[dict[str, object], pd.DataFrame, pd.DataFrame, pd.DataFrame]: + raw_path = ROOT / str( + protocol["inputs"]["prospective_grain_raw"]["path"] # type: ignore[index] + ) + registration_path = ROOT / str( + protocol["inputs"]["prospective_grain_registration"]["path"] # type: ignore[index] + ) + raw = json.loads(raw_path.read_text()) + registration = json.loads(registration_path.read_text()) + grain = next( + row + for row in registration["families"] + if row["family_id"] == "grain-size-strengthening" + ) + outcome_positive = str(grain["outcome_positive"]) + outcome_negative = str(grain["outcome_negative"]) + preflight = { + str(row["condition_id"]): row for row in raw["preflight"] + } + trajectory_groups: dict[tuple[object, ...], list[Mapping[str, object]]] = {} + for row in raw["intervention_rows"]: + if str(row["target_family_id"]) != "grain-size-strengthening": + continue + key = ( + str(row["condition_id"]), + str(row["prompt_id"]), + steering_control_label(row), + str(row.get("source_family_id")), + str(row.get("lens_seed")), + str(row.get("random_seed")), + ) + trajectory_groups.setdefault(key, []).append(row) + + trajectory_rows = [] + for key, rows in trajectory_groups.items(): + rows = sorted(rows, key=lambda row: float(row["dose_percent"])) + doses = np.asarray([float(row["dose_percent"]) for row in rows]) + if doses.tolist() != [-4.0, -2.0, 0.0, 2.0, 4.0]: + raise RuntimeError(f"incomplete dose trajectory: {key}") + logits = np.asarray([float(row["positive_log_odds"]) for row in rows]) + condition_id = str(key[0]) + expected = str(preflight[condition_id]["expected_outcome"]) + if expected not in (outcome_positive, outcome_negative): + raise RuntimeError(f"unexpected outcome label: {expected}") + expected_sign = 1.0 if expected == outcome_positive else -1.0 + aligned = expected_sign * logits + slope = float(np.polyfit(doses, aligned, 1)[0]) + raw_slope = float(np.polyfit(doses, logits, 1)[0]) + low_dose = float(aligned[doses == 2.0][0] - aligned[doses == -2.0][0]) + odd = float(0.5 * (aligned[-1] - aligned[0])) + even = float(0.5 * (aligned[-1] + aligned[0] - 2.0 * aligned[2])) + pair_id, relation = condition_id.rsplit("--", 1) + trajectory_rows.append( + { + "condition_id": condition_id, + "pair_id": pair_id, + "relation": relation, + "prompt_id": key[1], + "control": key[2], + "source_family_id": key[3], + "lens_seed": key[4], + "random_seed": key[5], + "expected_sign": expected_sign, + "aligned_slope_per_percent": slope, + "raw_higher_minus_lower_slope_per_percent": raw_slope, + "aligned_low_dose_minus2_to_plus2": low_dose, + "strictly_monotone": bool(np.all(np.diff(aligned) > 0)), + "positive_slope": bool(slope > 0), + "positive_low_dose": bool(low_dose > 0), + "odd_endpoint_component": odd, + "even_quadratic_component": even, + "abs_even_over_abs_odd": float( + abs(even) / max(abs(odd), 1e-12) + ), + } + ) + trajectory_frame = pd.DataFrame(trajectory_rows) + + condition_frame = ( + trajectory_frame.groupby( + ["pair_id", "relation", "condition_id", "control"], + as_index=False, + )[ + [ + "aligned_slope_per_percent", + "raw_higher_minus_lower_slope_per_percent", + "aligned_low_dose_minus2_to_plus2", + "abs_even_over_abs_odd", + ] + ] + .mean() + ) + pair_frame = ( + condition_frame.groupby(["pair_id", "control"], as_index=False)[ + [ + "aligned_slope_per_percent", + "aligned_low_dose_minus2_to_plus2", + "abs_even_over_abs_odd", + ] + ] + .mean() + ) + + own_conditions = condition_frame[condition_frame["control"] == "own"] + reversal_rows = [] + for pair_id, group in own_conditions.groupby("pair_id"): + raw_slopes = { + str(row["relation"]): float( + row["raw_higher_minus_lower_slope_per_percent"] + ) + for _, row in group.iterrows() + } + reversal_rows.append( + { + "pair_id": pair_id, + "refinement_raw_slope": raw_slopes["refinement"], + "coarsening_raw_slope": raw_slopes["coarsening"], + "relation_appropriate_reversal": bool( + raw_slopes["refinement"] > 0 + and raw_slopes["coarsening"] < 0 + ), + } + ) + reversal_frame = pd.DataFrame(reversal_rows) + + n_boot = int(protocol["bootstrap"]["resamples"]) # type: ignore[index] + controls = ["own", "wrong-mechanism", "direct_control", "random"] + summaries: dict[str, object] = {} + for control in controls: + rows = pair_frame[pair_frame["control"] == control] + result = {} + for metric in ( + "aligned_slope_per_percent", + "aligned_low_dose_minus2_to_plus2", + ): + values = rows[metric].to_numpy(float) + low, high = bootstrap_interval(values, rng, n_boot) + result[metric] = { + "mean": float(values.mean()), + "bootstrap_95": [low, high], + "positive_pair_count": int(np.sum(values > 0)), + "two_sided_exact_signflip_p": exact_signflip(values), + } + summaries[control] = result + + contrasts: dict[str, object] = {} + own = pair_frame[pair_frame["control"] == "own"].set_index("pair_id") + for control in ("wrong-mechanism", "direct_control", "random"): + other = pair_frame[pair_frame["control"] == control].set_index( + "pair_id" + ) + common = sorted(set(own.index) & set(other.index)) + result = {} + for metric in ( + "aligned_slope_per_percent", + "aligned_low_dose_minus2_to_plus2", + ): + values = ( + own.loc[common, metric].to_numpy(float) + - other.loc[common, metric].to_numpy(float) + ) + low, high = bootstrap_interval(values, rng, n_boot) + result[metric] = { + "mean_difference": float(values.mean()), + "bootstrap_95": [low, high], + "positive_pair_count": int(np.sum(values > 0)), + "two_sided_exact_signflip_p": exact_signflip(values), + } + contrasts[f"own_minus_{control}"] = result + + own_trajectories = trajectory_frame[ + trajectory_frame["control"] == "own" + ] + summary = { + "trajectory_count": int(len(trajectory_frame)), + "own_trajectory_count": int(len(own_trajectories)), + "own_positive_slope_count": int( + own_trajectories["positive_slope"].sum() + ), + "own_positive_low_dose_count": int( + own_trajectories["positive_low_dose"].sum() + ), + "own_strictly_monotone_count": int( + own_trajectories["strictly_monotone"].sum() + ), + "own_median_abs_even_over_abs_odd": float( + own_trajectories["abs_even_over_abs_odd"].median() + ), + "relation_appropriate_reversal_pair_count": int( + reversal_frame["relation_appropriate_reversal"].sum() + ), + "pair_count": int(len(reversal_frame)), + "controls": summaries, + "contrasts": contrasts, + } + return summary, pair_frame, trajectory_frame, reversal_frame + + +def plot_audit( + geometry: Mapping[str, object], + pair_frame: pd.DataFrame, + layer_frame: pd.DataFrame, + readout_frame: pd.DataFrame, + steering: Mapping[str, object], + steering_pairs: pd.DataFrame, +) -> None: + FIG.mkdir(parents=True, exist_ok=True) + fig, axes = plt.subplots(2, 2, figsize=(11.2, 8.0)) + ax = axes[0, 0] + methods = ["jacobian", "direct", "raw", "word_tfidf", "char_tfidf"] + x = np.arange(len(methods)) + for index, method in enumerate(methods): + values = pair_frame.loc[ + pair_frame["method"] == method, + "physical_minus_numeric_similarity", + ].to_numpy(float) + ax.scatter( + np.full_like(values, index, dtype=float), + values, + color=COLORS[method], + s=25, + alpha=0.80, + zorder=3, + ) + ax.plot( + [index - 0.22, index + 0.22], + [values.mean(), values.mean()], + color="black", + lw=1.5, + zorder=4, + ) + ax.axhline(0, color="#777777", lw=0.9) + ax.set_xticks(x, [METHOD_LABELS[m] for m in methods], rotation=22, ha="right") + ax.set_ylabel("same-physical minus same-numerical cosine") + ax.text(-0.10, 1.04, "A", transform=ax.transAxes, fontweight="bold") + + ax = axes[0, 1] + for method in ("jacobian", "direct", "raw"): + rows = layer_frame[layer_frame["method"] == method] + ax.plot( + rows["depth_percent"], + rows["mean_physical_minus_numeric_similarity"], + marker="o", + ms=3, + lw=1.6, + color=COLORS[method], + label=METHOD_LABELS[method], + ) + ax.axhline(0, color="#777777", lw=0.9) + ax.axvspan(38, 92, color="#DDE8EA", alpha=0.45, zorder=0) + ax.set_xlabel("layer depth (%)") + ax.set_ylabel("cross-law contrast") + ax.legend(frameon=False, ncol=3, loc="lower left") + ax.text(-0.10, 1.04, "B", transform=ax.transAxes, fontweight="bold") + + ax = axes[1, 0] + for index, method in enumerate(methods): + rows = readout_frame[readout_frame["method"] == method] + numeric = rows[rows["target"] == "numeric_direction"].set_index( + "held_out_family" + ) + physical = rows[rows["target"] == "physical_outcome"].set_index( + "held_out_family" + ) + families = sorted(set(numeric.index) & set(physical.index)) + for family in families: + ax.plot( + [index - 0.15, index + 0.15], + [numeric.loc[family, "auc"], physical.loc[family, "auc"]], + color="#B8B8B8", + lw=0.7, + zorder=1, + ) + ax.scatter( + np.full(len(families), index - 0.15), + numeric.loc[families, "auc"], + color=COLORS[method], + marker="o", + s=22, + zorder=3, + ) + ax.scatter( + np.full(len(families), index + 0.15), + physical.loc[families, "auc"], + facecolors="white", + edgecolors=COLORS[method], + marker="o", + s=22, + zorder=3, + ) + ax.axhline(0.5, color="#777777", lw=0.9, ls="--") + ax.set_xticks(x, [METHOD_LABELS[m] for m in methods], rotation=22, ha="right") + ax.set_ylabel("held-out-mechanism ROC-AUC") + ax.text( + 0.50, + 1.01, + "filled: numerical direction open: physical outcome", + transform=ax.transAxes, + ha="center", + va="bottom", + fontsize=8, + ) + ax.text(-0.10, 1.08, "C", transform=ax.transAxes, fontweight="bold") + + ax = axes[1, 1] + controls = ["own", "wrong-mechanism", "direct_control", "random"] + labels = ["Matched", "Other mechanisms", "Direct", "Random"] + for index, control in enumerate(controls): + values = steering_pairs.loc[ + steering_pairs["control"] == control, + "aligned_low_dose_minus2_to_plus2", + ].to_numpy(float) + ax.scatter( + np.full_like(values, index, dtype=float), + values, + color=COLORS[control], + s=28, + alpha=0.85, + zorder=3, + ) + ax.plot( + [index - 0.22, index + 0.22], + [values.mean(), values.mean()], + color="black", + lw=1.5, + zorder=4, + ) + ax.axhline(0, color="#777777", lw=0.9) + ax.set_xticks(np.arange(4), labels, rotation=20, ha="right") + ax.set_ylabel("correct-answer log-odds change, -2% to +2%") + ax.text(-0.10, 1.04, "D", transform=ax.transAxes, fontweight="bold") + + for ax in axes.flat: + ax.spines["top"].set_visible(False) + ax.spines["right"].set_visible(False) + ax.grid(axis="y", color="#E6E6E6", lw=0.7, zorder=0) + fig.tight_layout() + fig.savefig(FIG / "core-discovery-discipline-audit.pdf", bbox_inches="tight") + fig.savefig( + FIG / "core-discovery-discipline-audit.png", + dpi=240, + bbox_inches="tight", + ) + plt.close(fig) + + +def fmt_interval(values: Sequence[float]) -> str: + return f"[{values[0]:+.3f}, {values[1]:+.3f}]" + + +def build_report( + protocol_hash: str, + fingerprints: Mapping[str, str], + geometry: Mapping[str, object], + steering: Mapping[str, object], +) -> str: + cross = geometry["cross_law"] # type: ignore[index] + readout = geometry["held_out_readout"] # type: ignore[index] + lines = [ + "# Core-discovery discipline audit", + "", + "This is an analysis-only post hoc robustness audit of archived data. " + "It adds no prompt, model run, mechanism, or paper edit.", + "", + "## Provenance", + "", + f"- Protocol SHA-256: `{protocol_hash}`", + ] + lines.extend( + f"- {name}: `{value}`" for name, value in fingerprints.items() + ) + lines.extend( + [ + "", + "## A. Numerical comparison versus constitutive outcome", + "", + "The cross-law contrast is same-physical similarity minus " + "same-numerical similarity across the nine direct--inverse " + "mechanism pairs. Negative values mean that states group more " + "strongly by the direction of the stated numerical change.", + "", + "| Representation | Mean contrast | 95% pair bootstrap | " + "Positive pairs | Exact p |", + "|---|---:|---:|---:|---:|", + ] + ) + for method in ("jacobian", "direct", "raw", "word_tfidf", "char_tfidf"): + row = cross[method] # type: ignore[index] + lines.append( + f"| {METHOD_LABELS[method]} | " + f"{row['mean_physical_minus_numeric_similarity']:+.4f} | " + f"{fmt_interval(row['bootstrap_95'])} | " + f"{row['positive_pair_count']}/9 | " + f"{row['two_sided_exact_signflip_p']:.4g} |" + ) + lines.extend( + [ + "", + "The fixed leave-one-mechanism-out readout has no selected layer " + "or regularization parameter.", + "", + "| Representation | Numerical AUC | Physical AUC | " + "Physical orientation-free AUC | Paired exact p |", + "|---|---:|---:|---:|---:|", + ] + ) + for method in ("jacobian", "direct", "raw", "word_tfidf", "char_tfidf"): + row = readout[method] # type: ignore[index] + lines.append( + f"| {METHOD_LABELS[method]} | " + f"{row['numeric_direction']['mean_auc']:.3f} | " + f"{row['physical_outcome']['mean_auc']:.3f} | " + f"{row['physical_outcome']['mean_orientation_free_auc']:.3f} | " + f"{row['two_sided_exact_paired_signflip_p']:.4g} |" + ) + + own = steering["controls"]["own"] # type: ignore[index] + contrasts = steering["contrasts"] # type: ignore[index] + lines.extend( + [ + "", + "## B. Low-dose and full-curve causal robustness", + "", + f"- Own-direction trajectories with positive full-curve slope: " + f"{steering['own_positive_slope_count']}/" + f"{steering['own_trajectory_count']}.", + f"- Own-direction trajectories positive from -2% to +2%: " + f"{steering['own_positive_low_dose_count']}/" + f"{steering['own_trajectory_count']}.", + f"- Strictly monotone own-direction trajectories: " + f"{steering['own_strictly_monotone_count']}/" + f"{steering['own_trajectory_count']}.", + f"- Material pairs with positive refinement slope and negative " + f"coarsening slope: " + f"{steering['relation_appropriate_reversal_pair_count']}/" + f"{steering['pair_count']}.", + f"- Mean matched low-dose effect: " + f"{own['aligned_low_dose_minus2_to_plus2']['mean']:+.3f} " + f"{fmt_interval(own['aligned_low_dose_minus2_to_plus2']['bootstrap_95'])}.", + f"- Mean matched slope: " + f"{own['aligned_slope_per_percent']['mean']:+.3f} log-odds per " + f"percent residual norm " + f"{fmt_interval(own['aligned_slope_per_percent']['bootstrap_95'])}.", + f"- Median absolute even/odd ratio: " + f"{steering['own_median_abs_even_over_abs_odd']:.3f}.", + "", + "| Low-dose contrast | Mean difference | 95% pair bootstrap | " + "Positive pairs | Exact p |", + "|---|---:|---:|---:|---:|", + ] + ) + for name in ( + "own_minus_random", + "own_minus_wrong-mechanism", + "own_minus_direct_control", + ): + row = contrasts[name]["aligned_low_dose_minus2_to_plus2"] + lines.append( + f"| {name.replace('_', ' ')} | " + f"{row['mean_difference']:+.3f} | " + f"{fmt_interval(row['bootstrap_95'])} | " + f"{row['positive_pair_count']}/6 | " + f"{row['two_sided_exact_signflip_p']:.4g} |" + ) + lines.extend( + [ + "", + "## Interpretation boundary", + "", + "These analyses can strengthen only the paper's existing bounded " + "claims. They are post hoc checks of archived data, not new " + "prospective confirmation. A negative cross-law contrast supports " + "the numerical-comparison interpretation; a null contrast only " + "shows no detectable physical advantage. Low-dose robustness " + "supports a local causal pathway in the frozen higher/lower grain " + "format and does not repair the already failed vocabulary and " + "inverse-regime transfers.", + "", + ] + ) + return "\n".join(lines) + + +def main() -> None: + protocol = json.loads(PROTOCOL.read_text()) + fingerprints = validate_inputs(protocol) + seed = int(protocol["bootstrap"]["seed"]) + rng = np.random.default_rng(seed) + + geometry, pair_frame, layer_frame, readout_frame, _ = run_geometry_audit( + protocol, rng + ) + steering, steering_pairs, trajectories, reversals = run_steering_audit( + protocol, rng + ) + + OUT.mkdir(parents=True, exist_ok=True) + pair_frame.to_csv(OUT / "cross_law_pair_contrasts.csv", index=False) + layer_frame.to_csv(OUT / "cross_law_layer_trajectories.csv", index=False) + readout_frame.to_csv(OUT / "held_out_readout_auc.csv", index=False) + steering_pairs.to_csv(OUT / "steering_pair_robustness.csv", index=False) + trajectories.to_csv( + OUT / "steering_trajectory_diagnostics.csv", index=False + ) + reversals.to_csv(OUT / "steering_relation_reversals.csv", index=False) + + statistics = { + "study_id": protocol["study_id"], + "status": protocol["status"], + "protocol_sha256": sha256(PROTOCOL), + "input_sha256": fingerprints, + "geometry": geometry, + "steering": steering, + } + (OUT / "statistics.json").write_text( + json.dumps(json_safe(statistics), indent=2, sort_keys=True) + "\n" + ) + plot_audit( + geometry, + pair_frame, + layer_frame, + readout_frame, + steering, + steering_pairs, + ) + report = build_report( + sha256(PROTOCOL), fingerprints, geometry, steering + ) + (OUT / "REPORT.md").write_text(report) + print(json.dumps(json_safe(statistics), indent=2, sort_keys=True)) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/analyze_counterfactual_activation_patching.py b/jlens_materials/scripts/analyze_counterfactual_activation_patching.py new file mode 100644 index 0000000000000000000000000000000000000000..34145b7f453ba73c0aab194d3ba28c7684faa025 --- /dev/null +++ b/jlens_materials/scripts/analyze_counterfactual_activation_patching.py @@ -0,0 +1,637 @@ +#!/usr/bin/env python3 +"""Analyze the frozen candidate counterfactual activation-patching run.""" + +from __future__ import annotations + +import json +import math +from pathlib import Path + +import matplotlib + +matplotlib.use("Agg") +import matplotlib.pyplot as plt # noqa: E402 +import numpy as np # noqa: E402 +import pandas as pd # noqa: E402 +from scipy import stats # noqa: E402 + + +ROOT = Path(__file__).resolve().parents[1] +OUT = ROOT / "experiments" / "candidate-activation-patching-2026-07-16" +RAW = OUT / "raw.json" +DISTANCE_RAW = OUT / "distance_controls_raw.json" +PROTOCOL = OUT / "protocol.json" +FIG = OUT / "figures" +SEED = 20260716 +N_BOOT = 30_000 + + +def dump_json(path: Path, payload: object) -> None: + path.write_text(json.dumps(payload, indent=2, allow_nan=False) + "\n") + + +def bootstrap_mean(values: np.ndarray, rng: np.random.Generator) -> dict: + values = np.asarray(values, dtype=float) + draws = values[rng.integers(0, len(values), size=(N_BOOT, len(values)))].mean(axis=1) + return { + "mean": float(values.mean()), + "ci95": [float(value) for value in np.quantile(draws, [0.025, 0.975])], + "n_pairs": int(len(values)), + "positive_pairs": int(np.sum(values > 0)), + } + + +def paired_bootstrap( + left: pd.Series, right: pd.Series, rng: np.random.Generator +) -> dict: + aligned = pd.concat([left.rename("left"), right.rename("right")], axis=1).dropna() + return bootstrap_mean((aligned["left"] - aligned["right"]).to_numpy(), rng) + + +def circular_shift_test(x: np.ndarray, y: np.ndarray) -> dict: + observed = float(stats.spearmanr(x, y).statistic) + null = [] + for reverse in (False, True): + candidate = y[::-1] if reverse else y + for shift in range(len(y)): + if not reverse and shift == 0: + continue + null.append(float(stats.spearmanr(x, np.roll(candidate, shift)).statistic)) + null_array = np.asarray(null) + p_value = (1 + np.sum(np.abs(null_array) >= abs(observed))) / (1 + len(null_array)) + return { + "spearman_rho": observed, + "circular_shift_two_sided_p": float(p_value), + "null_transformations": int(len(null_array)), + } + + +def rowwise_spearman(x: np.ndarray, y: np.ndarray) -> np.ndarray: + rank_x = stats.rankdata(x, axis=1) + rank_y = stats.rankdata(y, axis=1) + rank_x -= rank_x.mean(axis=1, keepdims=True) + rank_y -= rank_y.mean(axis=1, keepdims=True) + numerator = np.sum(rank_x * rank_y, axis=1) + denominator = np.sqrt(np.sum(rank_x**2, axis=1) * np.sum(rank_y**2, axis=1)) + return numerator / np.maximum(denominator, 1e-12) + + +def correlation_difference_bootstrap( + layer_pairs: pd.DataFrame, + separation: pd.DataFrame, + rng: np.random.Generator, +) -> dict: + patch = layer_pairs[layer_pairs["control"] == "matched_reverse"].pivot( + index="pair_id", columns="layer", values="counterfactual_aligned_shift" + ) + jacobian = separation[separation["method"] == "jacobian"].pivot( + index="pair_id", columns="layer", values="relation_separation" + ) + direct = separation[separation["method"] == "direct"].pivot( + index="pair_id", columns="layer", values="relation_separation" + ) + common_pairs = sorted(set(patch.index) & set(jacobian.index) & set(direct.index)) + common_layers = sorted(set(patch.columns) & set(jacobian.columns) & set(direct.columns)) + patch_values = patch.loc[common_pairs, common_layers].to_numpy() + jacobian_values = jacobian.loc[common_pairs, common_layers].to_numpy() + direct_values = direct.loc[common_pairs, common_layers].to_numpy() + indices = rng.integers(0, len(common_pairs), size=(N_BOOT, len(common_pairs))) + patch_boot = patch_values[indices].mean(axis=1) + jacobian_boot = jacobian_values[indices].mean(axis=1) + direct_boot = direct_values[indices].mean(axis=1) + rho_j = rowwise_spearman(patch_boot, jacobian_boot) + rho_d = rowwise_spearman(patch_boot, direct_boot) + difference = rho_j - rho_d + observed_j = float(stats.spearmanr(patch_values.mean(axis=0), jacobian_values.mean(axis=0)).statistic) + observed_d = float(stats.spearmanr(patch_values.mean(axis=0), direct_values.mean(axis=0)).statistic) + return { + "observed_jacobian_minus_direct_rho": observed_j - observed_d, + "pair_bootstrap_ci95": [float(value) for value in np.quantile(difference, [0.025, 0.975])], + "pair_bootstrap_probability_difference_above_zero": float(np.mean(difference > 0)), + "resamples": N_BOOT, + "status": "post hoc falsification audit; not a frozen primary endpoint", + } + + +def relative_onsets(curves: dict[str, np.ndarray], depths: np.ndarray) -> dict: + output = {} + for label, values in curves.items(): + peak = float(np.max(values)) + output[label] = {"peak": peak} + for fraction in (0.1, 0.5): + hits = np.where(values >= fraction * peak)[0] + output[label][f"first_depth_at_{int(100 * fraction)}pct_peak"] = ( + None if len(hits) == 0 else float(depths[hits[0]]) + ) + return output + + +def validate(raw: dict, protocol: dict, patch: pd.DataFrame, readout: pd.DataFrame) -> None: + if raw["provenance"]["protocol_sha256"] != "447327e8f277ca5cfc60944a5514e526aca89d168bf5435575390f512fe54258": + raise RuntimeError("raw output is not tied to the frozen protocol") + if len(raw["clean_prompts"]) != 24 or len(patch) != 2400 or len(readout) != 2400: + raise RuntimeError("unexpected row count") + if patch[["receiver_prompt_id", "control", "layer"]].duplicated().any(): + raise RuntimeError("duplicate patch rows") + if readout[["prompt_id", "method", "lens_seed", "layer"]].fillna(-1).duplicated().any(): + raise RuntimeError("duplicate readout rows") + if not np.isfinite(patch.select_dtypes(include=[np.number]).to_numpy()).all(): + raise RuntimeError("non-finite patch value") + readout_numeric = readout.select_dtypes(include=[np.number]).drop( + columns=["lens_seed"], errors="ignore" + ) + if not np.isfinite(readout_numeric.to_numpy()).all(): + raise RuntimeError("non-finite readout value") + if sorted(patch["layer"].unique()) != protocol["source_layers"]: + raise RuntimeError("patch layers do not match protocol") + + +def pair_band_effects( + patch: pd.DataFrame, band: tuple[float, float] +) -> tuple[pd.DataFrame, pd.DataFrame]: + within = patch[ + patch["depth_percent"].between(band[0], band[1], inclusive="both") + ].copy() + prompt = ( + within.groupby( + [ + "receiver_pair_id", "receiver_condition_id", "receiver_relation", + "receiver_presentation_order", "control", + ], + as_index=False, + )["counterfactual_aligned_shift"] + .mean() + .rename(columns={"counterfactual_aligned_shift": "band_mean_shift"}) + ) + pair = ( + prompt.groupby(["receiver_pair_id", "control"], as_index=False)["band_mean_shift"] + .mean() + .rename(columns={"receiver_pair_id": "pair_id"}) + ) + return prompt, pair + + +def layer_pair_effects(patch: pd.DataFrame) -> pd.DataFrame: + return ( + patch.groupby( + ["receiver_pair_id", "control", "layer", "depth_percent"], as_index=False + )["counterfactual_aligned_shift"] + .mean() + .rename(columns={"receiver_pair_id": "pair_id"}) + ) + + +def readout_separation(readout: pd.DataFrame) -> pd.DataFrame: + collapsed = ( + readout.groupby( + [ + "prompt_id", "pair_id", "relation", "presentation_order", + "method", "layer", "depth_percent", + ], + as_index=False, + )["higher_minus_lower"] + .mean() + ) + pivot = collapsed.pivot_table( + index=["pair_id", "presentation_order", "method", "layer", "depth_percent"], + columns="relation", + values="higher_minus_lower", + ).reset_index() + pivot["relation_separation"] = 0.5 * ( + pivot["refinement"] - pivot["coarsening"] + ) + return ( + pivot.groupby( + ["pair_id", "method", "layer", "depth_percent"], as_index=False + )["relation_separation"] + .mean() + ) + + +def curve_with_ci( + frame: pd.DataFrame, value: str, group: str, rng: np.random.Generator +) -> pd.DataFrame: + rows = [] + for keys, subset in frame.groupby([group, "layer", "depth_percent"], sort=True): + group_value, layer, depth = keys + values = subset.sort_values("pair_id")[value].to_numpy() + summary = bootstrap_mean(values, rng) + rows.append({ + group: group_value, + "layer": int(layer), + "depth_percent": float(depth), + "mean": summary["mean"], + "ci_low": summary["ci95"][0], + "ci_high": summary["ci95"][1], + }) + return pd.DataFrame(rows) + + +def make_figure( + patch_curve: pd.DataFrame, + layer_pairs: pd.DataFrame, + readout_curve: pd.DataFrame, + correlations: dict, + *, + output_dir: Path = FIG, + font_scale: float = 1.0, + legend_y: float = 0.015, +) -> None: + output_dir.mkdir(parents=True, exist_ok=True) + plt.rcParams.update({ + "font.size": 9 * font_scale, + "axes.labelsize": 9 * font_scale, + "xtick.labelsize": 8 * font_scale, + "ytick.labelsize": 8 * font_scale, + "legend.fontsize": 7.5 * font_scale, + "axes.linewidth": 0.8, + }) + # A wide, shallow canvas keeps the three scientific panels readable at + # manuscript width. Explicit positions keep long material labels and the + # two colorbars from creating oversized automatic-layout gutters. + fig = plt.figure(figsize=(12.6, 3.5)) + ax_a = fig.add_axes([0.060, 0.245, 0.245, 0.700]) + ax_b = fig.add_axes([0.400, 0.245, 0.240, 0.700]) + colorbar_b_ax = fig.add_axes([0.647, 0.265, 0.010, 0.660]) + ax_c = fig.add_axes([0.725, 0.245, 0.220, 0.700]) + colorbar_c_ax = fig.add_axes([0.952, 0.265, 0.010, 0.660]) + legend_ax = fig.add_axes([0.060, legend_y, 0.902, 0.120]) + legend_ax.axis("off") + + palette = { + "matched_reverse": "#167D8D", + "cross_material_reverse": "#4C72B0", + "distance_matched_cross_material_same": "#777777", + "distance_matched_order_only": "#B8B8B8", + } + labels = { + "matched_reverse": "same material, relation reversed", + "cross_material_reverse": "new material, relation reversed", + "distance_matched_cross_material_same": "same relation, distance matched", + "distance_matched_order_only": "answer order, distance matched", + } + for control in [ + "matched_reverse", "cross_material_reverse", + "distance_matched_cross_material_same", "distance_matched_order_only", + ]: + subset = patch_curve[patch_curve["control"] == control].sort_values("depth_percent") + line_styles = { + "matched_reverse": "-", + "cross_material_reverse": "--", + "distance_matched_cross_material_same": "-.", + "distance_matched_order_only": ":", + } + ax_a.plot( + subset["depth_percent"], subset["mean"], marker="o", markersize=2.8, + linewidth=1.5, linestyle=line_styles[control], color=palette[control], + label=labels[control], + ) + if control == "matched_reverse": + ax_a.fill_between( + subset["depth_percent"].to_numpy(), subset["ci_low"].to_numpy(), + subset["ci_high"].to_numpy(), color=palette[control], alpha=0.15, + linewidth=0, + ) + ax_a.axhline(0, color="#555555", linewidth=0.7) + ax_a.axvspan(38, 92, color="#999999", alpha=0.08, linewidth=0) + ax_a.set_xlabel("Layer depth (%)") + ax_a.set_ylabel("Shift toward reversed answer\n(log-odds units)") + ax_a.text( + -0.055, 1.04, "A", transform=ax_a.transAxes, + ha="left", va="bottom", fontweight="bold", clip_on=False, + ) + handles, legend_labels = ax_a.get_legend_handles_labels() + legend_ax.legend( + handles, legend_labels, frameon=False, loc="center", ncol=4, + columnspacing=1.6, handlelength=2.6, + ) + + matched = layer_pairs[layer_pairs["control"] == "matched_reverse"] + heat = matched.pivot(index="pair_id", columns="depth_percent", values="counterfactual_aligned_shift") + heat = heat.loc[sorted(heat.index)] + vmax = float(np.quantile(np.abs(heat.to_numpy()), 0.98)) + image = ax_b.imshow( + heat.to_numpy(), aspect="auto", cmap="RdBu_r", vmin=-vmax, vmax=vmax, + interpolation="nearest", extent=[heat.columns.min(), heat.columns.max(), len(heat), 0], + ) + short_names = { + "bronze-36-9": "bronze", + "cobalt-alloy-56-14": "cobalt", + "low-carbon-steel-72-18": "low-carbon steel", + "magnesium-48-12": "magnesium", + "silver-40-10": "silver", + "titanium-64-8": "titanium", + } + short = [short_names.get(name, name) for name in heat.index] + ax_b.set_yticks(np.arange(len(short)) + 0.5, short) + ax_b.set_xlabel("Layer depth (%)") + colorbar = fig.colorbar(image, cax=colorbar_b_ax) + colorbar.ax.set_title("Δ log odds", fontsize=7.5 * font_scale, pad=9) + ax_b.text( + -0.055, 1.04, "B", transform=ax_b.transAxes, + ha="left", va="bottom", fontweight="bold", clip_on=False, + ) + + patch_match = patch_curve[patch_curve["control"] == "matched_reverse"].sort_values("layer") + for method, marker, color, label in [ + ("jacobian", "o", "#167D8D", "Jacobian readout"), + ("direct", "^", "#6F5AA8", "direct readout"), + ]: + read = readout_curve[readout_curve["method"] == method].sort_values("layer") + merged = patch_match.merge(read, on=["layer", "depth_percent"], suffixes=("_patch", "_read")) + scatter = ax_c.scatter( + merged["mean_read"], merged["mean_patch"], c=merged["depth_percent"], + cmap="viridis", marker=marker, s=30, edgecolor="none", label=label, + ) + ax_c.axhline(0, color="#777777", linewidth=0.7) + ax_c.axvline(0, color="#777777", linewidth=0.7) + ax_c.set_xlabel("Readable relation separation\n(log-odds units)") + ax_c.set_ylabel("Reverse-patch shift") + ax_c.yaxis.labelpad = 2 + ax_c.legend(frameon=False, loc="best") + ax_c.text( + 0.97, 0.04, + f"Jacobian ρ={correlations['jacobian']['spearman_rho']:+.2f}\n" + f"direct ρ={correlations['direct']['spearman_rho']:+.2f}", + transform=ax_c.transAxes, ha="right", va="bottom", + ) + ax_c.text( + -0.055, 1.04, "C", transform=ax_c.transAxes, + ha="left", va="bottom", fontweight="bold", clip_on=False, + ) + depth_bar = fig.colorbar(scatter, cax=colorbar_c_ax) + depth_bar.set_label("Depth (%)") + + for suffix in ("png", "pdf"): + fig.savefig(output_dir / f"counterfactual-activation-patching.{suffix}", dpi=300, bbox_inches="tight") + plt.close(fig) + + +def main() -> None: + raw = json.loads(RAW.read_text()) + distance_raw = json.loads(DISTANCE_RAW.read_text()) + protocol = json.loads(PROTOCOL.read_text()) + patch = pd.DataFrame(raw["patch_rows"]) + distance_patch = pd.DataFrame(distance_raw["rows"]) + readout = pd.DataFrame(raw["readout_rows"]) + validate(raw, protocol, patch, readout) + if len(distance_patch) != 1200 or distance_patch[ + ["receiver_prompt_id", "control", "layer"] + ].duplicated().any(): + raise RuntimeError("invalid distance-matched falsification rows") + norm_error = np.abs( + distance_patch["achieved_difference_norm"] + - distance_patch["target_reverse_difference_norm"] + ) + if float(norm_error.max()) > 1e-4: + raise RuntimeError("distance-matched control failed its norm constraint") + rng = np.random.default_rng(SEED) + band = tuple(float(value) for value in protocol["workspace_band_percent"]) + + prompt_band, pair_band = pair_band_effects(patch, band) + distance_prompt_band, distance_pair_band = pair_band_effects(distance_patch, band) + band_state_diagnostics = ( + patch[patch["depth_percent"].between(band[0], band[1], inclusive="both")] + .groupby("control", as_index=False)[ + [ + "receiver_donor_state_cosine", "state_difference_norm", + "receiver_state_norm", "donor_state_norm", + ] + ] + .mean() + ) + layer_pairs = layer_pair_effects(patch) + distance_layer_pairs = layer_pair_effects(distance_patch) + separation = readout_separation(readout) + patch_curve = curve_with_ci( + layer_pairs, "counterfactual_aligned_shift", "control", rng + ) + distance_patch_curve = curve_with_ci( + distance_layer_pairs, "counterfactual_aligned_shift", "control", rng + ) + display_patch_curve = pd.concat( + [patch_curve, distance_patch_curve], ignore_index=True + ) + readout_curve = curve_with_ci( + separation, "relation_separation", "method", rng + ) + + pair_pivot = pair_band.pivot(index="pair_id", columns="control", values="band_mean_shift") + endpoints = { + control: bootstrap_mean(pair_pivot[control].to_numpy(), rng) + for control in protocol["donor_controls"] + } + contrasts = { + "matched_minus_order_only": paired_bootstrap( + pair_pivot["matched_reverse"], pair_pivot["order_only"], rng + ), + "matched_minus_cross_material_same": paired_bootstrap( + pair_pivot["matched_reverse"], pair_pivot["cross_material_same"], rng + ), + "matched_minus_cross_material_reverse": paired_bootstrap( + pair_pivot["matched_reverse"], pair_pivot["cross_material_reverse"], rng + ), + } + distance_pair_pivot = distance_pair_band.pivot( + index="pair_id", columns="control", values="band_mean_shift" + ) + distance_endpoints = { + control: bootstrap_mean(distance_pair_pivot[control].to_numpy(), rng) + for control in distance_pair_pivot.columns + } + distance_contrasts = { + "matched_minus_distance_matched_cross_material_same": paired_bootstrap( + pair_pivot["matched_reverse"], + distance_pair_pivot["distance_matched_cross_material_same"], rng, + ), + "matched_minus_distance_matched_order_only": paired_bootstrap( + pair_pivot["matched_reverse"], + distance_pair_pivot["distance_matched_order_only"], rng, + ), + } + + condition = ( + prompt_band.groupby( + ["receiver_condition_id", "receiver_pair_id", "receiver_relation", "control"], + as_index=False, + )["band_mean_shift"] + .mean() + ) + matched_condition = condition[condition["control"] == "matched_reverse"] + positive_conditions = int(np.sum(matched_condition["band_mean_shift"] > 0)) + sign_test = float(stats.binomtest(positive_conditions, len(matched_condition), 0.5).pvalue) + + mean_matched = patch_curve[patch_curve["control"] == "matched_reverse"] + peak = mean_matched.loc[mean_matched["mean"].idxmax()] + peak_layer = int(peak["layer"]) + peak_rows = patch[(patch["control"] == "matched_reverse") & (patch["layer"] == peak_layer)].copy() + receiver_sign = np.where(peak_rows["receiver_relation"] == "refinement", 1.0, -1.0) + peak_rows["donor_answer_selected"] = ( + -receiver_sign * peak_rows["patched_higher_minus_lower"].to_numpy() > 0 + ) + peak_rows["receiver_clean_answer_selected"] = ( + receiver_sign * peak_rows["clean_higher_minus_lower"].to_numpy() > 0 + ) + + patch_match = mean_matched.sort_values("layer") + correlations = {} + for method in ("jacobian", "direct"): + method_curve = readout_curve[readout_curve["method"] == method].sort_values("layer") + merged = patch_match.merge(method_curve, on=["layer", "depth_percent"], suffixes=("_patch", "_read")) + correlations[method] = circular_shift_test( + merged["mean_patch"].to_numpy(), merged["mean_read"].to_numpy() + ) + + aligned_curves = { + "matched_patch": patch_match.sort_values("layer")["mean"].to_numpy(), + } + ordered_depths = patch_match.sort_values("layer")["depth_percent"].to_numpy() + first_difference = {} + for method in ("jacobian", "direct"): + method_curve = readout_curve[readout_curve["method"] == method].sort_values("layer") + aligned_curves[f"{method}_readout"] = method_curve["mean"].to_numpy() + first_difference[method] = float(stats.spearmanr( + np.diff(aligned_curves["matched_patch"]), + np.diff(aligned_curves[f"{method}_readout"]), + ).statistic) + posthoc_correlation_audit = { + "first_difference_spearman": first_difference, + "relative_onsets": relative_onsets(aligned_curves, ordered_depths), + "jacobian_minus_direct_pair_bootstrap": correlation_difference_bootstrap( + layer_pairs, separation, rng + ), + "interpretation": ( + "The level correlation can be driven by a shared late-layer transition. " + "First differences and relative onsets test whether the transitions coincide exactly." + ), + "status": "post hoc falsification audit added after inspecting the frozen outputs", + } + + clean = pd.DataFrame(raw["clean_prompts"]) + clean_sign = np.where(clean["relation"] == "refinement", 1.0, -1.0) + clean_correct = clean_sign * clean["clean_log_odds"].to_numpy() > 0 + + decision = { + "matched_reverse_ci_above_zero": endpoints["matched_reverse"]["ci95"][0] > 0, + "matched_minus_order_ci_above_zero": contrasts["matched_minus_order_only"]["ci95"][0] > 0, + "matched_minus_same_ci_above_zero": contrasts["matched_minus_cross_material_same"]["ci95"][0] > 0, + "cross_material_reverse_ci_above_zero": endpoints["cross_material_reverse"]["ci95"][0] > 0, + } + decision["causal_localization_candidate_pass"] = all([ + decision["matched_reverse_ci_above_zero"], + decision["matched_minus_order_ci_above_zero"], + decision["matched_minus_same_ci_above_zero"], + ]) + decision["distance_falsification_survives"] = all( + summary["ci95"][0] > 0 for summary in distance_contrasts.values() + ) + + statistics = { + "status": "exploratory causal follow-up under frozen protocol on previously inspected prompts", + "band_percent": list(band), + "n_material_pairs": 6, + "n_conditions": 12, + "n_prompt_orders": 24, + "n_layers": 25, + "clean": { + "physically_correct_prompt_orders": int(clean_correct.sum()), + "n_prompt_orders": int(len(clean)), + "global_top_is_registered_answer": int(clean["clean_top_is_registered_answer"].sum()), + "mean_registered_pair_probability": float(clean["clean_pair_probability"].mean()), + }, + "band_endpoints": endpoints, + "band_contrasts": contrasts, + "distance_matched_falsification": { + "status": "post-hoc falsification protocol frozen before control output", + "maximum_absolute_norm_matching_error": float(norm_error.max()), + "control_endpoints": distance_endpoints, + "matched_reverse_contrasts": distance_contrasts, + }, + "band_state_diagnostics_by_control": band_state_diagnostics.set_index( + "control" + ).to_dict(orient="index"), + "matched_reverse_condition_sign_test": { + "positive_conditions": positive_conditions, + "n_conditions": int(len(matched_condition)), + "exact_two_sided_p": sign_test, + }, + "descriptive_peak": { + "layer": peak_layer, + "depth_percent": float(peak["depth_percent"]), + "mean_shift": float(peak["mean"]), + "ci95": [float(peak["ci_low"]), float(peak["ci_high"])], + "donor_answer_selected_prompt_orders": int(peak_rows["donor_answer_selected"].sum()), + "receiver_clean_answer_selected_prompt_orders": int(peak_rows["receiver_clean_answer_selected"].sum()), + "n_prompt_orders": int(len(peak_rows)), + }, + "readout_causality_correlations": correlations, + "posthoc_readout_causality_audit": posthoc_correlation_audit, + "decision": decision, + "guardrail": ( + "Full-state activation patching tests causal sufficiency in a constrained matched task; " + "it is not a literal chain of thought, a necessity result, or unrestricted materials understanding." + ), + } + + prompt_band.to_csv(OUT / "band_prompt_effects.csv", index=False) + pair_band.to_csv(OUT / "band_pair_effects.csv", index=False) + distance_prompt_band.to_csv(OUT / "distance_control_band_prompt_effects.csv", index=False) + distance_pair_band.to_csv(OUT / "distance_control_band_pair_effects.csv", index=False) + condition.to_csv(OUT / "band_condition_effects.csv", index=False) + band_state_diagnostics.to_csv(OUT / "band_state_diagnostics.csv", index=False) + layer_pairs.to_csv(OUT / "layer_pair_effects.csv", index=False) + patch_curve.to_csv(OUT / "layer_curves.csv", index=False) + distance_patch_curve.to_csv(OUT / "distance_control_layer_curves.csv", index=False) + separation.to_csv(OUT / "readout_relation_separation_by_pair.csv", index=False) + readout_curve.to_csv(OUT / "readout_relation_separation_curves.csv", index=False) + dump_json(OUT / "statistics.json", statistics) + make_figure(display_patch_curve, layer_pairs, readout_curve, correlations) + + matched = endpoints["matched_reverse"] + reverse = endpoints["cross_material_reverse"] + order_contrast = contrasts["matched_minus_order_only"] + same_contrast = contrasts["matched_minus_cross_material_same"] + distance_same = distance_endpoints["distance_matched_cross_material_same"] + distance_order = distance_endpoints["distance_matched_order_only"] + distance_same_contrast = distance_contrasts[ + "matched_minus_distance_matched_cross_material_same" + ] + distance_order_contrast = distance_contrasts[ + "matched_minus_distance_matched_order_only" + ] + lines = [ + "# Candidate counterfactual activation-patching results", + "", + "This is an exploratory causal follow-up under a frozen protocol on a previously inspected prompt cohort. It has not been added to the manuscript.", + "", + "## What was done", + "", + "For six matched materials, the final-prompt-token residual from a refinement prompt was transplanted into its coarsening counterpart and vice versa at each of 25 layers. Same-relation, answer-order-only, and cross-material donors were run as controls. Positive shifts below mean movement toward the answer appropriate to the donor's reversed physical relation.", + "", + "## Registered band result", + "", + f"The same-material reversed-relation patch produced a mean shift of **{matched['mean']:+.3f} log-odds units** (95% pair-bootstrap CI {matched['ci95'][0]:+.3f} to {matched['ci95'][1]:+.3f}) over the frozen 38--92% layer band. It was positive for {positive_conditions}/12 physical conditions (two-sided sign-test p={sign_test:.4g}).", + f"Relative to the answer-order-only donor, the paired gain was **{order_contrast['mean']:+.3f}** (95% CI {order_contrast['ci95'][0]:+.3f} to {order_contrast['ci95'][1]:+.3f}); relative to a different-material donor with the same relation, it was **{same_contrast['mean']:+.3f}** (95% CI {same_contrast['ci95'][0]:+.3f} to {same_contrast['ci95'][1]:+.3f}).", + f"The reversed relation also transferred across materials: **{reverse['mean']:+.3f}** (95% CI {reverse['ci95'][0]:+.3f} to {reverse['ci95'][1]:+.3f}).", + "", + "## State-distance falsification", + "", + f"Reverse donors were farther from the receiver than the original controls, so a second protocol scaled the relation-preserving and order-only donor differences to exactly the reverse donor's state distance. The distance-matched same-relation control was **{distance_same['mean']:+.3f}** (95% CI {distance_same['ci95'][0]:+.3f} to {distance_same['ci95'][1]:+.3f}) and the distance-matched order control was **{distance_order['mean']:+.3f}** (95% CI {distance_order['ci95'][0]:+.3f} to {distance_order['ci95'][1]:+.3f}). The matched reverse advantage remained **{distance_same_contrast['mean']:+.3f}** and **{distance_order_contrast['mean']:+.3f}**, with respective 95% intervals {distance_same_contrast['ci95'][0]:+.3f} to {distance_same_contrast['ci95'][1]:+.3f} and {distance_order_contrast['ci95'][0]:+.3f} to {distance_order_contrast['ci95'][1]:+.3f}.", + "", + "## Layer localization and readout bridge", + "", + f"The descriptive matched-patch curve peaked at layer {peak_layer} ({float(peak['depth_percent']):.1f}% depth) with a mean shift of {float(peak['mean']):+.3f}. Across the 25 registered layers, its Spearman association with readable relation separation was {correlations['jacobian']['spearman_rho']:+.3f} for the Jacobian lens and {correlations['direct']['spearman_rho']:+.3f} for direct unembedding. However, the post-hoc first-difference correlations were {first_difference['jacobian']:+.3f} and {first_difference['direct']:+.3f}; the strong level correlation therefore reflects a broadly shared late-layer transition, not exact layer-by-layer coincidence. Circular-shift and pair-bootstrap sensitivities are stored in `statistics.json` and remain descriptive.", + "", + "## Decision", + "", + f"Frozen causal-localization decision: **{'PASS' if decision['causal_localization_candidate_pass'] else 'FAIL'}**. Cross-material transfer: **{'PASS' if decision['cross_material_reverse_ci_above_zero'] else 'FAIL'}**. Post-hoc state-distance falsification: **{'SURVIVES' if decision['distance_falsification_survives'] else 'DOES NOT SURVIVE'}**.", + "", + "The passing result shows causal sufficiency of a matched internal state for this constrained relation, not a private verbal chain of thought or unrestricted physical understanding. A disjoint prompt cohort is required before treating it as confirmatory.", + ] + (OUT / "RESULTS.md").write_text("\n".join(lines) + "\n") + + print(json.dumps(statistics, indent=2)) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/analyze_equation_free_relational_benchmark_amended.py b/jlens_materials/scripts/analyze_equation_free_relational_benchmark_amended.py new file mode 100644 index 0000000000000000000000000000000000000000..0a5f734f739c27ec28dd3118b93e98f8ce9cceaf --- /dev/null +++ b/jlens_materials/scripts/analyze_equation_free_relational_benchmark_amended.py @@ -0,0 +1,93 @@ +#!/usr/bin/env python3 +"""Run the frozen 60-law analysis with a documented zero-MAD control fix. + +The frozen analyzer stopped only when a lexical control assigned identical +contrasts to every calibration-neutral law. The primary hidden-state scale is +nondegenerate. This wrapper leaves the frozen analyzer file and every primary +calculation unchanged, but applies the unit display-scale convention already +used by the submitted 60-law analyzer when a *control* MAD is exactly zero. +""" + +from __future__ import annotations + +import hashlib +import json +import sys +from pathlib import Path + +import numpy as np + + +ROOT = Path(__file__).resolve().parents[1] +sys.path.insert(0, str(ROOT / "scripts")) + +import analyze_equation_free_relational_benchmark as frozen # noqa: E402 + + +OUT = ROOT / "experiments" / "equation-free-relational-physics-2026-08-21" +CONTROL_NAMES = ["output_head", "word_tfidf", "character_tfidf"] +CALL_INDEX = 0 +DEGENERATE_CONTROLS: list[str] = [] + + +def sha256(path: Path) -> str: + return hashlib.sha256(path.read_bytes()).hexdigest() + + +def safe_control_table(scores: np.ndarray, meta: dict) -> tuple: + global CALL_INDEX + name = CONTROL_NAMES[CALL_INDEX] + CALL_INDEX += 1 + table = frozen.aggregate_laws(frozen.matched_pairs(scores, meta)) + calibration = table.loc[ + (table["category"] == "neutral") + & (table["neutral_role"] == "calibration"), + "mean_contrast", + ].to_numpy() + center = float(np.median(calibration)) + mad = float(np.median(np.abs(calibration - center))) + scale = 1.4826 * mad + if scale <= 1e-12: + DEGENERATE_CONTROLS.append(name) + scale = 1.0 + table["natural_centered_contrast"] = table["mean_contrast"] - center + table["natural_z"] = table["natural_centered_contrast"] / scale + return table, { + **frozen.endpoint_metrics(table, "natural_centered_contrast"), + "natural_neutral_center": center, + "natural_neutral_scale": scale, + "neutral_mad_degenerate": name in DEGENERATE_CONTROLS, + } + + +def main() -> None: + protocol = json.loads((OUT / "protocol.json").read_text()) + frozen_path = ROOT / protocol["inputs"]["analyzer"]["path"] + if sha256(frozen_path) != protocol["inputs"]["analyzer"]["sha256"]: + raise RuntimeError("the frozen analyzer changed; amendment cannot proceed") + frozen.control_table = safe_control_table + frozen.main() + statistics_path = OUT / "statistics.json" + statistics = json.loads(statistics_path.read_text()) + statistics["analysis_amendment"] = { + "script": str(Path(__file__).resolve().relative_to(ROOT)), + "script_sha256": sha256(Path(__file__).resolve()), + "timing": "added after the frozen analyzer encountered a zero-MAD lexical control", + "scope": "control normalization only; primary hidden-state calculations unchanged", + "convention": "replace exactly zero control scale with 1.0 for finite diagnostic z values; AUC is unchanged", + "degenerate_controls": DEGENERATE_CONTROLS, + "frozen_analyzer_sha256": protocol["inputs"]["analyzer"]["sha256"], + } + statistics_path.write_text(json.dumps(statistics, indent=2, sort_keys=True) + "\n") + with (OUT / "REPORT.md").open("a") as handle: + handle.write( + "\nAnalysis amendment: the frozen analyzer encountered an exactly " + f"zero neutral MAD for {', '.join(DEGENERATE_CONTROLS)}. Following " + "the submitted benchmark's existing convention, only the control's " + "diagnostic display scale was set to 1.0; its AUC and every primary " + "hidden-state result are unchanged.\n" + ) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/analyze_equation_free_relational_pilot.py b/jlens_materials/scripts/analyze_equation_free_relational_pilot.py new file mode 100644 index 0000000000000000000000000000000000000000..5239de61b88596c68a9b1012c81bd4f9ea8fdea7 --- /dev/null +++ b/jlens_materials/scripts/analyze_equation_free_relational_pilot.py @@ -0,0 +1,308 @@ +#!/usr/bin/env python3 +"""Analyze frozen-direction transfer to natural prompts without supplied equations.""" + +from __future__ import annotations + +import itertools +import json +import sys +from pathlib import Path + +import matplotlib + +matplotlib.use("Agg") +import matplotlib.pyplot as plt # noqa: E402 +import numpy as np # noqa: E402 +import pandas as pd # noqa: E402 +from scipy.stats import spearmanr # noqa: E402 + + +ROOT = Path(__file__).resolve().parents[1] +sys.path.insert(0, str(ROOT / "scripts")) + +from analyze_neutral_anchored_relational_benchmark import ( # noqa: E402 + aggregate_laws, + fit_centroid, + load_development, + matched_pairs, + normalize, + pair_auc, + project, + prompt_arrays, + sha256, + stratified_auc_bootstrap, + tfidf_scores, +) + + +OUT = ROOT / "experiments" / "equation-free-relational-pilot-2026-08-21" +REFERENCE = ROOT / "experiments" / "neutral-anchored-relational-physics-2026-07-18" + + +def load_test() -> dict: + manifest = json.loads((OUT / "prompt_manifest.json").read_text()) + raw = json.loads((OUT / "raw.json").read_text()) + with np.load(OUT / "representations.npz", allow_pickle=False) as arrays: + ids = arrays["prompt_ids"].astype(str) + layer = int(arrays["layer"][0]) + states = arrays["raw_states"].astype(np.float64) + by_id = {x["prompt_id"]: x for x in manifest["prompts"]} + clean_by_id = {x["prompt_id"]: x for x in raw["clean_rows"]} + return { + "manifest": manifest, + "prompts": [by_id[x] for x in ids], + "clean": [clean_by_id[x] for x in ids], + "layer": layer, + "states": states, + } + + +def exact_direct_inverse_p(direct: np.ndarray, inverse: np.ndarray) -> tuple[float, float]: + values = np.concatenate([direct, inverse]) + n_direct = len(direct) + observed = pair_auc(direct, inverse) + statistics = [] + indices = set(range(len(values))) + for selected_tuple in itertools.combinations(range(len(values)), n_direct): + selected = set(selected_tuple) + positive = values[list(selected)] + negative = values[list(indices - selected)] + statistics.append(pair_auc(positive, negative)) + p = float(np.mean(np.asarray(statistics) >= observed - 1e-15)) + return observed, p + + +def exact_ordinal_p(scores: np.ndarray) -> tuple[float, float]: + labels = np.asarray([-1] * 4 + [0] * 4 + [1] * 4, dtype=int) + observed = float(spearmanr(labels, scores).statistic) + all_indices = set(range(12)) + extreme = 0 + total = 0 + for inverse_tuple in itertools.combinations(range(12), 4): + inverse = set(inverse_tuple) + remaining = sorted(all_indices - inverse) + for neutral_tuple in itertools.combinations(remaining, 4): + trial = np.ones(12, dtype=int) + trial[list(inverse)] = -1 + trial[list(neutral_tuple)] = 0 + statistic = float(spearmanr(trial, scores).statistic) + extreme += statistic >= observed - 1e-15 + total += 1 + return observed, float(extreme / total) + + +def main() -> None: + protocol = json.loads((OUT / "protocol.json").read_text()) + for name, record in protocol["inputs"].items(): + if name == "builder": + continue + if sha256(ROOT / record["path"]) != record["sha256"]: + raise RuntimeError(f"frozen input changed: {name}") + if sha256(Path(__file__).resolve()) != protocol["inputs"]["analyzer"]["sha256"]: + raise RuntimeError("analyzer fingerprint mismatch") + + dev = load_development() + test = load_test() + if test["layer"] != protocol["frozen_readout"]["layer"]: + raise RuntimeError("captured layer differs from frozen layer") + dev_position = int(np.flatnonzero(dev["positions"] == protocol["frozen_readout"]["position"])[0]) + dev_layer = int(np.flatnonzero(dev["layers"] == protocol["frozen_readout"]["layer"])[0]) + dev_values = normalize(dev["states"][dev_position, :, dev_layer]) + dev_labels = np.asarray([x["physical_sign"] > 0 for x in dev["prompts"]]) + direction, midpoint = fit_centroid(dev_values, dev_labels) + hidden_scores = project(normalize(test["states"]), direction, midpoint) + meta = prompt_arrays(test["prompts"]) + pairs = matched_pairs(hidden_scores, meta) + laws = aggregate_laws(pairs) + + frozen_center = float(protocol["frozen_readout"]["primary_center"]) + frozen_scale = float(protocol["frozen_readout"]["primary_scale"]) + laws["frozen_centered_contrast"] = laws["mean_contrast"] - frozen_center + laws["frozen_z"] = laws["frozen_centered_contrast"] / frozen_scale + pairs["frozen_z"] = (pairs["contrast"] - frozen_center) / frozen_scale + natural_neutrals = laws.loc[laws["category"] == "neutral", "mean_contrast"].to_numpy() + local_center = float(np.median(natural_neutrals)) + local_mad = float(np.median(np.abs(natural_neutrals - local_center))) + local_scale = max(1.4826 * local_mad, 1e-12) + laws["pilot_local_z_descriptive"] = (laws["mean_contrast"] - local_center) / local_scale + + direct = laws.loc[laws["category"] == "direct", "frozen_centered_contrast"].to_numpy() + inverse = laws.loc[laws["category"] == "inverse", "frozen_centered_contrast"].to_numpy() + neutral = laws.loc[laws["category"] == "neutral", "frozen_centered_contrast"].to_numpy() + direct_inverse_auc, exact_auc_p = exact_direct_inverse_p(direct, inverse) + direct_neutral_auc = pair_auc(direct, neutral) + neutral_inverse_auc = pair_auc(neutral, inverse) + directional = laws[laws["category"].isin(["direct", "inverse"])].copy() + sign_correct = (directional["frozen_centered_contrast"] > 0) == (directional["category"] == "direct") + sign_accuracy = float(sign_correct.mean()) + directional["sign_correct"] = sign_correct.to_numpy() + laws = laws.merge(directional[["law_id", "sign_correct"]], on="law_id", how="left") + + surface_auc = {} + surface_sign_accuracy = {} + for surface in ("a", "b"): + column = f"surface_{surface}_contrast" + d = laws.loc[laws["category"] == "direct", column].to_numpy() - frozen_center + i = laws.loc[laws["category"] == "inverse", column].to_numpy() - frozen_center + surface_auc[surface] = pair_auc(d, i) + surface_sign_accuracy[surface] = float(np.mean(np.concatenate([d > 0, i < 0]))) + + ordered = laws.sort_values("category", key=lambda x: x.map({"inverse": 0, "neutral": 1, "direct": 2})) + ordinal_scores = ordered["frozen_z"].to_numpy() + rho, ordinal_p = exact_ordinal_p(ordinal_scores) + + bootstrap = { + "direct_vs_inverse": stratified_auc_bootstrap(direct, inverse, protocol["inference"]["bootstrap_seed"], protocol["inference"]["bootstrap_resamples"]), + "direct_vs_neutral": stratified_auc_bootstrap(direct, neutral, protocol["inference"]["bootstrap_seed"] + 1, protocol["inference"]["bootstrap_resamples"]), + "neutral_vs_inverse": stratified_auc_bootstrap(neutral, inverse, protocol["inference"]["bootstrap_seed"] + 2, protocol["inference"]["bootstrap_resamples"]), + } + + output_scores = np.asarray([x["higher_minus_lower_logit"] for x in test["clean"]], dtype=float) + controls = {} + control_tables = {} + for name, scores in { + "output_head": output_scores, + "word_tfidf": tfidf_scores(dev, test, "word"), + "character_tfidf": tfidf_scores(dev, test, "character"), + }.items(): + table = aggregate_laws(matched_pairs(scores, meta)) + d = table.loc[table["category"] == "direct", "mean_contrast"].to_numpy() + i = table.loc[table["category"] == "inverse", "mean_contrast"].to_numpy() + n = table.loc[table["category"] == "neutral", "mean_contrast"].to_numpy() + controls[name] = { + "direct_vs_inverse_auc": pair_auc(d, i), + "direct_vs_neutral_auc": pair_auc(d, n), + "neutral_vs_inverse_auc": pair_auc(n, i), + } + control_tables[name] = table + + behavior = pd.DataFrame(test["clean"]) + behavior_by_category = {category: float(group["correct"].mean()) for category, group in behavior.groupby("category")} + behavior_by_law = {law_id: float(group["correct"].mean()) for law_id, group in behavior.groupby("law_id")} + behavior_overall = float(behavior["correct"].mean()) + + reference = pd.read_csv(REFERENCE / "law_level_neutral_normalized.csv") + reference = reference[["law_id", "neutral_z"]].rename(columns={"neutral_z": "scaffolded_frozen_z"}) + laws = laws.merge(reference, on="law_id", how="left", validate="one_to_one") + cross_scaffold_rho = float(spearmanr(laws["scaffolded_frozen_z"], laws["frozen_z"]).statistic) + within_category_rhos = {} + for category, group in laws.groupby("category"): + within_category_rhos[category] = float(spearmanr(group["scaffolded_frozen_z"], group["frozen_z"]).statistic) + + rule = protocol["supportive_rule"] + supportive = bool( + direct_inverse_auc >= rule["direct_inverse_auc_minimum"] + and sign_accuracy >= rule["directional_sign_accuracy_minimum"] + and min(surface_auc.values()) >= rule["both_surface_auc_minimum"] + and rho >= rule["ordinal_spearman_minimum"] + ) + summary = { + "study_id": protocol["study_id"], + "analysis_sha256": sha256(Path(__file__).resolve()), + "scope": protocol["design_scope"], + "primary_frozen_transfer": { + "direct_vs_inverse_auc": direct_inverse_auc, + "exact_label_permutation_p": exact_auc_p, + "direct_vs_neutral_auc": direct_neutral_auc, + "neutral_vs_inverse_auc": neutral_inverse_auc, + "bootstrap_95": bootstrap, + "directional_sign_accuracy": sign_accuracy, + "correct_directional_laws": int(sign_correct.sum()), + "directional_laws_total": int(len(sign_correct)), + "surface_direct_inverse_auc": surface_auc, + "surface_sign_accuracy": surface_sign_accuracy, + "ordinal_spearman": rho, + "ordinal_exact_permutation_p": ordinal_p, + "category_median_frozen_z": {category: float(group["frozen_z"].median()) for category, group in laws.groupby("category")}, + "passed_supportive_rule": supportive, + }, + "frozen_reference_calibration": {"center": frozen_center, "scale": frozen_scale}, + "pilot_local_neutral_calibration_descriptive_only": {"center": local_center, "scale": local_scale, "n_neutral_laws": 4}, + "controls": controls, + "behavior": {"overall_accuracy": behavior_overall, "accuracy_by_category": behavior_by_category, "accuracy_by_law": behavior_by_law}, + "cross_scaffold_comparison": {"spearman_all_12_laws": cross_scaffold_rho, "spearman_within_category": within_category_rhos}, + } + + pairs.to_csv(OUT / "matched_pair_contrasts.csv", index=False) + laws.to_csv(OUT / "law_level_results.csv", index=False) + behavior.to_csv(OUT / "behavior_rows.csv", index=False) + for name, table in control_tables.items(): + table.to_csv(OUT / f"{name}_law_level.csv", index=False) + (OUT / "statistics.json").write_text(json.dumps(summary, indent=2, sort_keys=True) + "\n") + + prompts_md = ["# Exact equation-free pilot prompts", "", "All prompts below were generated before new model output.", ""] + for law_record in test["manifest"]["laws"]: + prompts_md.extend([f"## {law_record['law_id']}", "", f"Category: `{law_record['category']}`; response: {law_record['response']}; control: {law_record['control']}.", ""]) + for prompt in [x for x in test["manifest"]["prompts"] if x["law_id"] == law_record["law_id"]]: + prompts_md.extend([f"- `{prompt['prompt_id']}`", f" - Expected: `{prompt['expected_answer']}`", f" - Prompt: {prompt['user']}"]) + prompts_md.append("") + (OUT / "PROMPTS.md").write_text("\n".join(prompts_md) + "\n") + + plt.rcParams.update({"font.size": 8, "axes.spines.top": False, "axes.spines.right": False}) + fig, axes = plt.subplots(2, 2, figsize=(10.4, 7.2)) + colors = {"inverse": "#7662a8", "neutral": "#8c8c8c", "direct": "#2a9d8f"} + for x, category in enumerate(("inverse", "neutral", "direct")): + group = laws[laws["category"] == category].sort_values("frozen_z") + axes[0, 0].scatter(np.full(len(group), x), group["frozen_z"], s=36, color=colors[category], edgecolor="white", linewidth=0.5) + for offset, (_, row) in enumerate(group.iterrows()): + axes[0, 0].annotate(row["law_id"].replace("-neutral", ""), (x, row["frozen_z"]), xytext=(5, -5 + 8 * (offset % 2)), textcoords="offset points", fontsize=6) + axes[0, 0].axhline(0, color="0.35", ls="--", lw=1) + axes[0, 0].set_xticks(range(3), ["Inverse", "Neutral", "Direct"]) + axes[0, 0].set_ylabel("Equation-free matched contrast\n(old neutral scale)") + + for category, group in laws.groupby("category"): + axes[0, 1].scatter(group["scaffolded_frozen_z"], group["frozen_z"], s=38, color=colors[category], label=category.capitalize(), edgecolor="white", linewidth=0.5) + axes[0, 1].axhline(0, color="0.7", lw=0.8) + axes[0, 1].axvline(0, color="0.7", lw=0.8) + axes[0, 1].set_xlabel("Original supplied-equation contrast (z)") + axes[0, 1].set_ylabel("Equation-free contrast (z)") + axes[0, 1].legend(frameon=False, fontsize=7) + + methods = ["Hidden", "Output", "Word TF-IDF", "Char TF-IDF"] + values = [direct_inverse_auc, controls["output_head"]["direct_vs_inverse_auc"], controls["word_tfidf"]["direct_vs_inverse_auc"], controls["character_tfidf"]["direct_vs_inverse_auc"]] + axes[1, 0].bar(range(4), values, color=["#276b9a", "#d39b35", "#aaaaaa", "#666666"]) + axes[1, 0].axhline(0.5, color="0.4", ls="--", lw=1) + axes[1, 0].set_xticks(range(4), methods, rotation=20, ha="right") + axes[1, 0].set_ylim(0, 1.03) + axes[1, 0].set_ylabel("Direct-versus-inverse AUC") + + categories = ["Inverse", "Neutral", "Direct", "Overall"] + accuracies = [behavior_by_category["inverse"], behavior_by_category["neutral"], behavior_by_category["direct"], behavior_overall] + axes[1, 1].bar(range(4), accuracies, color=[colors["inverse"], colors["neutral"], colors["direct"], "#276b9a"]) + axes[1, 1].set_xticks(range(4), categories) + axes[1, 1].set_ylim(0, 1.03) + axes[1, 1].set_ylabel("Exact one-word answer accuracy") + for axis, label in zip(axes.flat, "ABCD"): + axis.text(-0.12, 1.04, label, transform=axis.transAxes, fontsize=10, fontweight="bold", ha="left", va="bottom", clip_on=False) + fig.tight_layout(h_pad=2.4, w_pad=2.4) + (OUT / "figures").mkdir(exist_ok=True) + fig.savefig(OUT / "figures" / "equation-free-relational-pilot.png", dpi=240, bbox_inches="tight") + fig.savefig(OUT / "figures" / "equation-free-relational-pilot.pdf", bbox_inches="tight") + plt.close(fig) + + incorrect = laws.loc[laws["sign_correct"] == False, "law_id"].tolist() # noqa: E712 + report = [ + "# Equation-free relational-transfer pilot", + "", + "This exploratory pilot removed the equation, law name, direct/inverse label, and explicit two-stage composition instruction. It retained a natural controlled scenario and the one-word response format. The layer, hidden direction, midpoint, neutral center, and scale were reused without pilot refitting.", + "", + f"- Direct versus inverse hidden-state AUC: {direct_inverse_auc:.3f} (exact label-permutation p={exact_auc_p:.5f})", + f"- Direct versus neutral AUC: {direct_neutral_auc:.3f}", + f"- Neutral versus inverse AUC: {neutral_inverse_auc:.3f}", + f"- Frozen-neutral sign accuracy: {int(sign_correct.sum())}/{len(sign_correct)} ({sign_accuracy:.1%})", + f"- Surface A/B direct-versus-inverse AUC: {surface_auc['a']:.3f}/{surface_auc['b']:.3f}", + f"- Inverse-neutral-direct Spearman rho: {rho:.3f} (exact p={ordinal_p:.5f})", + f"- Exact answer accuracy: {behavior_overall:.1%}", + f"- Passed the pre-output supportive pilot rule: {supportive}", + f"- Directional sign errors: {', '.join(incorrect) if incorrect else 'none'}", + "", + "This is evidence about transfer of the previously measured relational coordinate to equation-free natural prompts. Because the laws were deliberately selected as clear associations after the original benchmark was known, it is not an independent population-level confirmation.", + "", + "See `PROMPTS.md`, `prompt_manifest.json`, `raw.json`, `representations.npz`, `matched_pair_contrasts.csv`, and `law_level_results.csv` for the complete audit trail.", + ] + (OUT / "REPORT.md").write_text("\n".join(report) + "\n") + print(json.dumps(summary, indent=2, sort_keys=True)) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/analyze_equation_free_relational_pilot_robustness.py b/jlens_materials/scripts/analyze_equation_free_relational_pilot_robustness.py new file mode 100644 index 0000000000000000000000000000000000000000..1b8f8de9a0de4169cd9fbe9094147607f4b2c8d8 --- /dev/null +++ b/jlens_materials/scripts/analyze_equation_free_relational_pilot_robustness.py @@ -0,0 +1,117 @@ +#!/usr/bin/env python3 +"""Post-output robustness audit for the equation-free relational pilot.""" + +from __future__ import annotations + +import json +from pathlib import Path + +import numpy as np +import pandas as pd + + +ROOT = Path(__file__).resolve().parents[1] +OUT = ROOT / "experiments" / "equation-free-relational-pilot-2026-08-21" + + +def auc(positive: np.ndarray, negative: np.ndarray) -> float: + delta = positive[:, None] - negative[None, :] + return float(np.mean(delta > 0) + 0.5 * np.mean(delta == 0)) + + +def summarize_law_table(table: pd.DataFrame, center: float) -> dict: + direct = table.loc[table["category"] == "direct", "contrast"].to_numpy() + inverse = table.loc[table["category"] == "inverse", "contrast"].to_numpy() + neutral = table.loc[table["category"] == "neutral", "contrast"].to_numpy() + correct = np.concatenate([direct > center, inverse < center]) + return { + "direct_vs_inverse_auc": auc(direct, inverse), + "direct_vs_neutral_auc": auc(direct, neutral), + "neutral_vs_inverse_auc": auc(neutral, inverse), + "directional_sign_accuracy_at_frozen_center": float(correct.mean()), + "correct_directional_laws": int(correct.sum()), + "directional_laws_total": int(len(correct)), + "category_medians": { + "direct": float(np.median(direct)), + "neutral": float(np.median(neutral)), + "inverse": float(np.median(inverse)), + }, + } + + +def grouped_metrics(pairs: pd.DataFrame, field: str, center: float) -> dict: + output = {} + for value, subset in pairs.groupby(field, sort=True): + laws = ( + subset.groupby(["law_id", "category"], as_index=False)["contrast"] + .mean() + ) + output[str(value)] = summarize_law_table(laws, center) + return output + + +def behavior_metrics(behavior: pd.DataFrame, field: str) -> dict: + return { + str(value): { + "accuracy": float(group["correct"].mean()), + "correct": int(group["correct"].sum()), + "total": int(len(group)), + } + for value, group in behavior.groupby(field, sort=True) + } + + +def main() -> None: + protocol = json.loads((OUT / "protocol.json").read_text()) + center = float(protocol["frozen_readout"]["primary_center"]) + pairs = pd.read_csv(OUT / "matched_pair_contrasts.csv") + behavior = pd.read_csv(OUT / "behavior_rows.csv") + directional_pairs = pairs[pairs["category"].isin(["direct", "inverse"])].copy() + pair_correct = np.where( + directional_pairs["category"] == "direct", + directional_pairs["contrast"] > center, + directional_pairs["contrast"] < center, + ) + pair_errors = directional_pairs.loc[~pair_correct].copy() + summary = { + "study_id": protocol["study_id"], + "status": "post-output robustness audit; not part of the frozen supportive rule", + "frozen_center_reused_without_stratum_refitting": center, + "hidden_state_by_answer_order": grouped_metrics(pairs, "answer_order", center), + "hidden_state_by_surface": grouped_metrics(pairs, "surface", center), + "hidden_state_by_case_index": grouped_metrics(pairs, "case_index", center), + "directional_pair_level": { + "correct": int(pair_correct.sum()), + "total": int(len(pair_correct)), + "accuracy": float(pair_correct.mean()), + "errors": pair_errors.to_dict(orient="records"), + }, + "behavior_by_answer_order": behavior_metrics(behavior, "answer_order"), + "behavior_by_surface": behavior_metrics(behavior, "surface"), + "behavior_by_numerical_sign": behavior_metrics(behavior, "numerical_sign"), + "behavior_by_case_index": behavior_metrics(behavior, "case_index"), + "behavior_unparsed_completions": int(behavior["predicted_answer"].isna().sum()), + } + (OUT / "robustness_statistics.json").write_text( + json.dumps(summary, indent=2, sort_keys=True) + "\n" + ) + order = summary["hidden_state_by_answer_order"] + behavior_order = summary["behavior_by_answer_order"] + report = [ + "# Post-output robustness audit", + "", + "These checks were added after the primary pilot output and are therefore descriptive. The original frozen neutral center is reused in every stratum; no answer-order-, surface-, or case-specific threshold is fitted.", + "", + f"- Directional matched-pair sign accuracy: {summary['directional_pair_level']['correct']}/{summary['directional_pair_level']['total']} ({summary['directional_pair_level']['accuracy']:.1%})", + f"- Standard answer order: hidden AUC {order['standard']['direct_vs_inverse_auc']:.3f}, sign accuracy {order['standard']['directional_sign_accuracy_at_frozen_center']:.1%}, behavioral accuracy {behavior_order['standard']['accuracy']:.1%}", + f"- Reversed answer order: hidden AUC {order['reversed']['direct_vs_inverse_auc']:.3f}, sign accuracy {order['reversed']['directional_sign_accuracy_at_frozen_center']:.1%}, behavioral accuracy {behavior_order['reversed']['accuracy']:.1%}", + f"- Unparsed greedy completions: {summary['behavior_unparsed_completions']}", + "", + "Complete surface, material-case, numerical-direction, and answer-order results are in `robustness_statistics.json`.", + ] + (OUT / "ROBUSTNESS.md").write_text("\n".join(report) + "\n") + print(json.dumps(summary, indent=2, sort_keys=True)) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/analyze_gemma12b_heldout_v1.py b/jlens_materials/scripts/analyze_gemma12b_heldout_v1.py new file mode 100644 index 0000000000000000000000000000000000000000..b71c67db58ec3e4c92ca5bfd3fb6bb356d34f2fb --- /dev/null +++ b/jlens_materials/scripts/analyze_gemma12b_heldout_v1.py @@ -0,0 +1,213 @@ +#!/usr/bin/env python3 +"""Apply the frozen Figure-2 analysis to three Gemma 12B lens fits.""" + +from __future__ import annotations + +import json +import sys +from pathlib import Path + +import numpy as np + + +ROOT = Path(__file__).resolve().parents[1] +sys.path.insert(0, str(ROOT / "scripts")) + +import analyze_materials_heldout_v1 as heldout # noqa: E402 + + +MODEL = "google/gemma-4-12B-it" +MODEL_REVISION = "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7" +HUB_REPO = "lamm-mit/gemma4-jacobian-lenses" +RUN_PATHS = [ + ROOT / "runs" / f"gemma4-12b-it-heldout-v1-seed{seed}.json" + for seed in range(3) +] +OUT = ROOT / "experiments" / "gemma12b-heldout-v1-2026-08-25" +FIGURES = OUT / "figures" +EXPECTED_SOURCE_LAYERS = [ + 0, 2, 4, 6, 8, 9, 11, 13, 15, 17, 19, 21, 22, + 24, 26, 28, 30, 32, 34, 36, 38, 39, 41, 43, 45, +] + + +def validate_12b_runs(runs: list[dict], indexes: list[dict[str, dict]]) -> dict: + audit = {"runs": []} + for seed, (run, index, path) in enumerate( + zip(runs, indexes, RUN_PATHS, strict=True) + ): + if run.get("model") != MODEL: + raise ValueError(f"seed {seed}: unexpected model {run.get('model')}") + methodology = run.get("methodology", {}) + if methodology.get("model_revision") != MODEL_REVISION: + raise ValueError(f"seed {seed}: model revision mismatch") + if methodology.get("workspace_band") != [38.0, 92.0]: + raise ValueError(f"seed {seed}: workspace band mismatch") + if methodology.get("generation_max_new_tokens") != 1: + raise ValueError(f"seed {seed}: generation length mismatch") + if methodology.get("prompt_source") != ( + "prompts/materials-heldout-v1-preregistered.json" + ): + raise ValueError(f"seed {seed}: prompt source mismatch") + + provenance = run.get("lens_provenance", {}) + model = provenance.get("model", {}) + recipe = provenance.get("recipe", {}) + corpus = provenance.get("corpus", {}) + hub = provenance.get("hub", {}) + expected_recipe = { + "name": "paper", + "n_fit": 1000, + "max_seq_len": 128, + "target_layer": -2, + "report_layer_count": 25, + } + for key, value in expected_recipe.items(): + if recipe.get(key) != value: + raise ValueError(f"seed {seed}: lens recipe mismatch for {key}") + expected_model = { + "requested_id": MODEL, + "model_revision": MODEL_REVISION, + "n_layers": 48, + "d_model": 3840, + "vocab_size": 262144, + } + for key, value in expected_model.items(): + if model.get(key) != value: + raise ValueError(f"seed {seed}: lens model mismatch for {key}") + if provenance.get("target_layer") != 46: + raise ValueError(f"seed {seed}: target layer is not penultimate") + if provenance.get("source_layers") != EXPECTED_SOURCE_LAYERS: + raise ValueError(f"seed {seed}: source-layer schedule mismatch") + if corpus.get("records") != 1000 or corpus.get("unique_records") != 1000: + raise ValueError(f"seed {seed}: corpus record count mismatch") + if corpus.get("subset") != "wikitext-103-raw-v1": + raise ValueError(f"seed {seed}: corpus subset mismatch") + if corpus.get("seed") != seed: + raise ValueError(f"seed {seed}: lens corpus seed mismatch") + if hub.get("repo_id") != HUB_REPO: + raise ValueError(f"seed {seed}: Hub repository mismatch") + if hub.get("path_in_repo") != f"gemma4-12b-it/paper/seed{seed}.pt": + raise ValueError(f"seed {seed}: Hub lens path mismatch") + if len(index) != 50: + raise ValueError(f"seed {seed}: expected 50 held-out prompts") + audit["runs"].append( + { + "seed": seed, + "path": str(path.relative_to(ROOT)), + "sha256": heldout.sha256(path), + "lens_corpus_sha256": corpus.get("sha256"), + "source_layers": provenance.get("source_layers"), + "target_layer": provenance.get("target_layer"), + } + ) + + reference = indexes[0] + for slug in reference: + reference_items = reference[slug]["emergence"] + expected_direct = [ + int(item["logit_lens_best_rank"]) for item in reference_items + ] + for seed in (1, 2): + observed = [ + int(item["logit_lens_best_rank"]) + for item in indexes[seed][slug]["emergence"] + ] + if observed != expected_direct: + raise ValueError( + f"{slug}: direct-unembedding ranks differ at seed {seed}" + ) + audit["direct_unembedding_identical_across_runs"] = True + return audit + + +def write_csv(path: Path, rows: list[dict]) -> None: + heldout.write_csv(path, rows) + + +def main() -> None: + missing = [path for path in RUN_PATHS if not path.exists()] + if missing: + formatted = "\n".join(f"- {path}" for path in missing) + raise FileNotFoundError( + "Download or generate the three 12B held-out run files first:\n" + + formatted + ) + OUT.mkdir(parents=True, exist_ok=True) + FIGURES.mkdir(parents=True, exist_ok=True) + + runs = [json.loads(path.read_text()) for path in RUN_PATHS] + slugs, indexes = heldout.validate_runs(runs, RUN_PATHS) + audit = validate_12b_runs(runs, indexes) + prompt_rows, concept_rows, ks = heldout.build_controlled_rows( + runs, slugs, indexes + ) + controlled = heldout.build_controlled_statistics( + runs, prompt_rows, concept_rows, ks + ) + + original = { + "FIG_DIR": heldout.FIG_DIR, + "CONTROLLED_FIGURE": heldout.CONTROLLED_FIGURE, + "REPRO_FIGURE": heldout.REPRO_FIGURE, + } + try: + heldout.FIG_DIR = FIGURES + heldout.CONTROLLED_FIGURE = FIGURES / "figure2-12b-three-fit" + heldout.REPRO_FIGURE = FIGURES / "figure-s1-12b-fit-reproducibility" + heldout.plot_controlled(controlled, prompt_rows, concept_rows) + heldout.plot_reproducibility(concept_rows) + finally: + for key, value in original.items(): + setattr(heldout, key, value) + + write_csv(OUT / "prompt_results.csv", prompt_rows) + write_csv(OUT / "concept_results.csv", concept_rows) + statistics = { + "study_id": "gemma12b-heldout-v1-2026-08-25", + "analysis_status": ( + "three-independent-lens replication of the frozen Figure-2 endpoint" + ), + "model": MODEL, + "model_revision": MODEL_REVISION, + "audit": audit, + "controlled": controlled, + "comparison_boundary": ( + "The 12B and submitted 4B endpoints average three independently fitted " + "lenses. The available 31B endpoint uses one lens and must be displayed " + "as a single-fit estimate without lens-fit reproducibility intervals." + ), + } + (OUT / "statistics.json").write_text( + json.dumps(statistics, indent=2, sort_keys=True) + "\n" + ) + + overall = controlled["overall"] + interval = overall["hierarchical_family_bootstrap"] + correlations = controlled["seed_rank_correlations"] + report = [ + "# Gemma 12B held-out Figure-2 replication", + "", + "The exact frozen 50-prompt materials cohort was evaluated with three independently fitted Gemma 12B Jacobian lenses. The analysis is identical to the submitted 4B controlled-recovery endpoint.", + "", + f"- Jacobian recovery AUC: **{overall['j_auc_mean']:.4f}**.", + f"- Direct-unembedding AUC: **{overall['logit_auc_mean']:.4f}**.", + f"- Difference: **{overall['delta_auc']:+.4f}** (family-hierarchical 95% interval {interval['low']:+.4f} to {interval['high']:+.4f}).", + f"- Prompt outcomes: {overall['j_wins']} Jacobian wins, {overall['ties']} ties, and {overall['j_losses']} losses.", + "", + "## Lens-fit rank reproducibility", + "", + f"- seed 0 versus 1: rho={correlations['seed0_vs_seed1']['rho']:.4f}", + f"- seed 0 versus 2: rho={correlations['seed0_vs_seed2']['rho']:.4f}", + f"- seed 1 versus 2: rho={correlations['seed1_vs_seed2']['rho']:.4f}", + "", + statistics["comparison_boundary"], + "", + ] + (OUT / "REPORT.md").write_text("\n".join(report)) + print("\n".join(report)) + print(f"wrote {OUT}") + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/analyze_gemma31b_compositional_physics_pilot.py b/jlens_materials/scripts/analyze_gemma31b_compositional_physics_pilot.py new file mode 100644 index 0000000000000000000000000000000000000000..7390b38eeeef19dd45aefd86475f97de92816e30 --- /dev/null +++ b/jlens_materials/scripts/analyze_gemma31b_compositional_physics_pilot.py @@ -0,0 +1,324 @@ +#!/usr/bin/env python3 +"""Analyze the frozen 31B two-link compositional-physics pilot.""" + +from __future__ import annotations + +import itertools +import json +from pathlib import Path + +import matplotlib + +matplotlib.use("Agg") +import matplotlib.pyplot as plt +import numpy as np +import pandas as pd +from sklearn.feature_extraction.text import TfidfVectorizer +from sklearn.metrics import roc_auc_score + + +ROOT = Path(__file__).resolve().parents[1] +OUT = ROOT / "experiments" / "gemma4-31b-compositional-physics-2026-08-25" +ONE_STEP = ROOT / "experiments" / "gemma4-31b-equation-free-relational-v1" / "frozen_direction.npz" +COLORS = {"context": "#999999", "perturbation": "#2E7E9E", "question": "#239B8F", "final_prompt": "#7153A2"} + + +def unit_rows(values: np.ndarray) -> np.ndarray: + values = np.asarray(values, dtype=np.float64) + return values / np.maximum(np.linalg.norm(values, axis=1, keepdims=True), 1e-12) + + +def fit_centroid(train_x: np.ndarray, train_y: np.ndarray) -> tuple[np.ndarray, np.ndarray]: + positive = train_x[train_y == 1].mean(axis=0) + negative = train_x[train_y == -1].mean(axis=0) + direction = positive - negative + direction /= max(np.linalg.norm(direction), 1e-12) + midpoint = 0.5 * (positive + negative) + return direction, midpoint + + +def score_direction(values: np.ndarray, direction: np.ndarray, midpoint: np.ndarray) -> np.ndarray: + return np.einsum("ij,j->i", values - midpoint, direction, optimize=True) + + +def evaluate(train_x: np.ndarray, train_y: np.ndarray, test_x: np.ndarray, test_y: np.ndarray) -> dict: + direction, midpoint = fit_centroid(unit_rows(train_x), train_y) + scores = score_direction(unit_rows(test_x), direction, midpoint) + return { + "auc": float(roc_auc_score(test_y == 1, scores)), + "accuracy": float(np.mean((scores > 0) == (test_y == 1))), + "scores": scores, + "direction": direction, + "midpoint": midpoint, + } + + +def exact_chain_parity_p(scores: np.ndarray, meta: pd.DataFrame, observed_auc: float) -> dict: + chains = sorted(meta["chain_id"].unique()) + if len(chains) != 12: + raise RuntimeError(f"expected 12 held-out chains, found {len(chains)}") + numerical = meta["numerical_sign"].to_numpy(dtype=int) + chain_array = meta["chain_id"].to_numpy() + null = [] + for positive_indices in itertools.combinations(range(len(chains)), len(chains) // 2): + positive = {chains[index] for index in positive_indices} + parity = np.asarray([1 if chain_id in positive else -1 for chain_id in chain_array]) + labels = parity * numerical + null.append(float(roc_auc_score(labels == 1, scores))) + null = np.asarray(null) + return { + "assignments": int(len(null)), + "p_one_sided": float(np.mean(null >= observed_auc - 1e-12)), + "null_mean": float(null.mean()), + "null_95": [float(np.quantile(null, 0.025)), float(np.quantile(null, 0.975))], + } + + +def lexical_control(meta: pd.DataFrame, target: str, analyzer: str) -> dict: + prefixes = [text.split("†", 1)[0] + "†" for text in meta["user"]] + if analyzer == "word": + vectorizer = TfidfVectorizer(ngram_range=(1, 2), sublinear_tf=True) + else: + vectorizer = TfidfVectorizer(analyzer="char", ngram_range=(3, 5), min_df=2, sublinear_tf=True) + development = meta["split"].to_numpy() == "development" + test = ~development + train_x = vectorizer.fit_transform(np.asarray(prefixes)[development]).toarray() + test_x = vectorizer.transform(np.asarray(prefixes)[test]).toarray() + result = evaluate( + train_x, + meta.loc[development, target].to_numpy(dtype=int), + test_x, + meta.loc[test, target].to_numpy(dtype=int), + ) + return {"auc": result["auc"], "accuracy": result["accuracy"]} + + +def answer_prefix_identity(states: np.ndarray, meta: pd.DataFrame, positions: list[str], layers: list[int]) -> dict: + position_index = positions.index("question") + differences = [] + keys = ["chain_id", "surface", "numerical_sign"] + for _, group in meta.groupby(keys, sort=True): + semantic = int(group.loc[group["answer_format"] == "semantic", "row_index"].iloc[0]) + arbitrary = int(group.loc[group["answer_format"] == "arbitrary", "row_index"].iloc[0]) + differences.append(np.abs(states[position_index, semantic] - states[position_index, arbitrary])) + values = np.stack(differences) + return { + "maximum_absolute_state_difference": float(values.max()), + "mean_absolute_state_difference": float(values.mean()), + "layers_checked": layers, + } + + +def main() -> None: + protocol = json.loads((OUT / "protocol.json").read_text()) + manifest = json.loads((OUT / "prompt_manifest.json").read_text()) + raw = json.loads((OUT / "raw.json").read_text()) + states = np.load(OUT / "states.npy", mmap_mode="r") + layers = [int(value) for value in protocol["layers_zero_indexed"]] + positions = list(protocol["positions"]) + meta = pd.DataFrame(manifest["prompts"]).reset_index(names="row_index") + rows = pd.DataFrame(raw["rows"]) + if len(meta) != len(rows) or states.shape[1] != len(meta): + raise RuntimeError("manifest, row, and state counts differ") + + # Before the suffix, semantic/arbitrary variants have an identical causal prefix. + prefix_identity = answer_prefix_identity(states, meta, positions, layers) + + # Use one copy of each prefix for answer-free analyses. + answer_free = meta["answer_format"].eq("semantic").to_numpy() + dev = meta["split"].eq("development").to_numpy() & answer_free + test = meta["split"].eq("test").to_numpy() & answer_free + targets = ["link1_sign", "link2_sign", "net_law_sign", "numerical_sign", "physical_sign"] + metric_rows = [] + cached = {} + for position_index, position in enumerate(positions): + for layer_index, layer in enumerate(layers): + for target in targets: + result = evaluate( + states[position_index, dev, layer_index], + meta.loc[dev, target].to_numpy(dtype=int), + states[position_index, test, layer_index], + meta.loc[test, target].to_numpy(dtype=int), + ) + metric_rows.append( + { + "position": position, + "layer": layer, + "target": target, + "auc": result["auc"], + "accuracy": result["accuracy"], + } + ) + cached[(position, layer, target)] = result + metrics = pd.DataFrame(metric_rows) + metrics.to_csv(OUT / "layerwise_decoding.csv", index=False) + + primary = cached[("question", 49, "physical_sign")] + primary_meta = meta.loc[test].reset_index(drop=True) + surface_auc = {} + for surface in ("a", "b"): + selected = primary_meta["surface"].eq(surface).to_numpy() + labels = primary_meta.loc[selected, "physical_sign"].to_numpy(dtype=int) + surface_auc[surface] = float(roc_auc_score(labels == 1, primary["scores"][selected])) + exact_null = exact_chain_parity_p(primary["scores"], primary_meta, primary["auc"]) + + lexical_meta = meta.loc[answer_free].reset_index(drop=True) + lexical = { + analyzer: lexical_control(lexical_meta, "physical_sign", analyzer) + for analyzer in ("word", "character") + } + + # Apply the previously frozen one-step layer-49 direction with no refitting. + one_step = np.load(ONE_STEP) + old_direction = one_step["direction"].astype(np.float64) + old_direction /= np.linalg.norm(old_direction) + old_midpoint = one_step["midpoint"].astype(np.float64) + question_index = positions.index("question") + layer49_index = layers.index(49) + test_question = unit_rows(states[question_index, test, layer49_index]) + old_scores = score_direction(test_question, old_direction, old_midpoint) + test_labels = meta.loc[test, "physical_sign"].to_numpy(dtype=int) + zero_shot_auc = float(roc_auc_score(test_labels == 1, old_scores)) + zero_shot_accuracy = float(np.mean((old_scores > 0) == (test_labels == 1))) + direction_cosine = float(np.einsum("i,i->", primary["direction"], old_direction)) + + # Transfer the final-state physical variable across answer vocabularies. + final_index = positions.index("final_prompt") + cross_vocab = {} + for train_format, test_format in (("semantic", "arbitrary"), ("arbitrary", "semantic")): + train_mask = meta["split"].eq("development").to_numpy() & meta["answer_format"].eq(train_format).to_numpy() + test_mask = meta["split"].eq("test").to_numpy() & meta["answer_format"].eq(test_format).to_numpy() + result = evaluate( + states[final_index, train_mask, layer49_index], + meta.loc[train_mask, "physical_sign"].to_numpy(dtype=int), + states[final_index, test_mask, layer49_index], + meta.loc[test_mask, "physical_sign"].to_numpy(dtype=int), + ) + cross_vocab[f"{train_format}_to_{test_format}"] = { + "auc": result["auc"], "accuracy": result["accuracy"] + } + + test_rows = rows[rows["split"].eq("test")] + behavior = { + "overall_pairwise_accuracy": float(test_rows["pairwise_correct"].mean()), + "by_answer_format": { + key: float(group["pairwise_correct"].mean()) + for key, group in test_rows.groupby("answer_format") + }, + "by_surface": { + key: float(group["pairwise_correct"].mean()) + for key, group in test_rows.groupby("surface") + }, + "global_top_is_allowed_pair": float(test_rows["global_top_is_pair_member"].mean()), + } + + primary_rule = protocol["success_criteria"] + passed = bool( + primary["auc"] >= primary_rule["primary_auc_minimum"] + and min(surface_auc.values()) >= primary_rule["each_surface_auc_minimum"] + and exact_null["p_one_sided"] <= primary_rule["exact_chain_parity_permutation_p_maximum"] + and lexical["word"]["auc"] <= primary_rule["word_tfidf_auc_maximum_for_nonlexical_support"] + ) + + statistics = { + "study_id": protocol["study_id"], + "analysis_status": "frozen pilot analysis", + "primary": { + "answer_free_question_layer49_physical_outcome_auc": primary["auc"], + "accuracy": primary["accuracy"], + "surface_auc": surface_auc, + "exact_balanced_chain_parity_null": exact_null, + "passed_all_frozen_criteria": passed, + }, + "zero_shot_one_step_direction_on_two_link_test": { + "auc": zero_shot_auc, + "accuracy_using_one_step_midpoint": zero_shot_accuracy, + "new_composition_direction_vs_one_step_direction_cosine": direction_cosine, + }, + "lexical_controls": lexical, + "answer_prefix_identity": prefix_identity, + "cross_answer_vocabulary_at_final_state": cross_vocab, + "behavior": behavior, + "guardrail": ( + "The prompts require composition of familiar monotonic mechanisms. They do not " + "test discovery of unknown laws, quantitative coefficients, or causal necessity." + ), + } + (OUT / "statistics.json").write_text(json.dumps(statistics, indent=2) + "\n") + + # Compact diagnostic figure. + fig, axes = plt.subplots(2, 2, figsize=(11.8, 8.0)) + ax = axes[0, 0] + for position in ("context", "perturbation", "question", "final_prompt"): + selected = metrics[(metrics["target"] == "physical_sign") & (metrics["position"] == position)] + ax.plot(selected["layer"], selected["auc"], marker="o", ms=4, color=COLORS[position], label=position.replace("_", " ")) + ax.axhline(0.5, color="#777777", ls="--", lw=1) + ax.set_ylim(0.4, 1.03) + ax.set_xlabel("layer (0-indexed)") + ax.set_ylabel("held-out physical-outcome AUC") + ax.legend(frameon=False, ncol=2) + + ax = axes[0, 1] + stage = metrics[(metrics["layer"] == 49) & metrics["position"].isin(["context", "perturbation", "question"])] + pivot = stage.pivot(index="target", columns="position", values="auc").loc[targets, ["context", "perturbation", "question"]] + image = ax.imshow(pivot.to_numpy(), vmin=0.4, vmax=1.0, cmap="viridis", aspect="auto") + ax.set_xticks(range(3), ["context", "after change", "after question"]) + ax.set_yticks(range(len(targets)), ["link 1", "link 2", "net law", "numeric change", "physical outcome"]) + for i in range(len(targets)): + for j in range(3): + ax.text(j, i, f"{pivot.iloc[i, j]:.2f}", ha="center", va="center", color="white" if pivot.iloc[i, j] < 0.78 else "black") + fig.colorbar(image, ax=ax, fraction=0.046, pad=0.04, label="held-out AUC") + + ax = axes[1, 0] + ax.scatter(old_scores, primary["scores"], c=np.where(test_labels > 0, "#239B8F", "#7153A2"), s=35, alpha=0.8, edgecolor="white", linewidth=0.4) + ax.axhline(0, color="#999999", lw=0.8) + ax.axvline(0, color="#999999", lw=0.8) + ax.set_xlabel("frozen one-step direction score") + ax.set_ylabel("development-chain composition score") + ax.text(0.04, 0.96, f"zero-shot AUC = {zero_shot_auc:.3f}\ndirection cosine = {direction_cosine:.3f}", transform=ax.transAxes, va="top") + + ax = axes[1, 1] + labels = ["hidden\ncomposition", "one-step\nzero-shot", "word\nTF-IDF", "character\nTF-IDF", "semantic\nbehavior", "code\nbehavior"] + values = [primary["auc"], zero_shot_auc, lexical["word"]["auc"], lexical["character"]["auc"], behavior["by_answer_format"]["semantic"], behavior["by_answer_format"]["arbitrary"]] + ax.bar(labels, values, color=["#239B8F", "#2E7E9E", "#AAAAAA", "#777777", "#D29B35", "#7153A2"]) + ax.axhline(0.5, color="#777777", ls="--", lw=1) + ax.set_ylim(0.35, 1.03) + ax.set_ylabel("AUC or accuracy") + + for label, axis in zip("ABCD", axes.ravel(), strict=True): + axis.text(-0.12, 1.04, label, transform=axis.transAxes, fontweight="bold") + axis.spines[["top", "right"]].set_visible(False) + fig.tight_layout(w_pad=2.0, h_pad=2.0) + figures = OUT / "figures" + figures.mkdir(exist_ok=True) + for suffix in ("png", "pdf", "svg"): + fig.savefig(figures / f"gemma31b-compositional-physics.{suffix}", dpi=240, bbox_inches="tight") + plt.close(fig) + + report = f"""# Gemma-4 31B compositional-physics pilot + +The pilot asks whether a late relational direction composes two familiar +materials mechanisms. Prompts contain no equation, direct/inverse label, or +instruction to multiply signs. A direction is fitted on 12 development chain +families and evaluated on 12 disjoint chain families at an answer-free marker. + +- Primary held-out two-link physical-outcome AUC: **{primary['auc']:.3f}** +- Surface A/B AUC: **{surface_auc['a']:.3f}/{surface_auc['b']:.3f}** +- Exact balanced chain-parity p: **{exact_null['p_one_sided']:.5f}** +- Frozen one-step direction applied zero-shot: **AUC {zero_shot_auc:.3f}** +- New composition direction versus one-step direction cosine: **{direction_cosine:.3f}** +- Word/character TF-IDF AUC: **{lexical['word']['auc']:.3f}/{lexical['character']['auc']:.3f}** +- Semantic/arbitrary-code pairwise behavior: **{behavior['by_answer_format']['semantic']:.3f}/{behavior['by_answer_format']['arbitrary']:.3f}** +- Passed all frozen pilot criteria: **{passed}** + +The context marker is causally before the numerical perturbation, so physical +outcome should be undecodable there when up/down cases are balanced. The +layerwise table and figure show when the composed outcome becomes readable. +This remains a familiar-mechanism composition test, not unknown-law discovery. +""" + (OUT / "REPORT.md").write_text(report) + print(json.dumps(statistics, indent=2)) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/analyze_gemma31b_relational_geometry_deep.py b/jlens_materials/scripts/analyze_gemma31b_relational_geometry_deep.py new file mode 100644 index 0000000000000000000000000000000000000000..52643c9f2129f029ee3af9017ee256650b0746fc --- /dev/null +++ b/jlens_materials/scripts/analyze_gemma31b_relational_geometry_deep.py @@ -0,0 +1,310 @@ +#!/usr/bin/env python3 +"""Audit the full-vector geometry behind the 31B equation-free law result. + +This is an exploratory, post-paper analysis of already archived states. It asks +whether matched up-minus-down movements for different constitutive laws share a +cross-domain direction, rather than merely producing correct scalar projections +onto the previously frozen development direction. +""" + +from __future__ import annotations + +import json +from pathlib import Path + +import matplotlib + +matplotlib.use("Agg") +import matplotlib.pyplot as plt +import numpy as np +import pandas as pd +from sklearn.feature_extraction.text import TfidfVectorizer +from sklearn.metrics import roc_auc_score + + +ROOT = Path(__file__).resolve().parents[1] +SOURCE = ROOT / "experiments" / "gemma4-31b-equation-free-relational-v1" +OUT = ROOT / "experiments" / "gemma4-31b-relational-geometry-deep-2026-08-25" +SEED = 20260825 +N_PERMUTATIONS = 10_000 + +COLORS = {"inverse": "#6C55A3", "direct": "#249C8F"} + + +def unit_rows(values: np.ndarray) -> np.ndarray: + values = np.asarray(values, dtype=np.float64) + norms = np.linalg.norm(values, axis=1, keepdims=True) + return values / np.maximum(norms, 1e-12) + + +def pair_differences(values: np.ndarray, prompts: list[dict]) -> tuple[np.ndarray, pd.DataFrame]: + meta = pd.DataFrame(prompts).reset_index(names="row_index") + keys = ["law_id", "surface", "case_index", "answer_order"] + rows: list[dict] = [] + differences: list[np.ndarray] = [] + for key, group in meta.groupby(keys, sort=True): + if set(group["numerical_sign"]) != {-1, 1} or len(group) != 2: + raise RuntimeError(f"invalid matched cell {key}: {len(group)} rows") + up = group.loc[group["numerical_sign"] == 1].iloc[0] + down = group.loc[group["numerical_sign"] == -1].iloc[0] + differences.append(values[int(up.row_index)] - values[int(down.row_index)]) + rows.append( + { + **dict(zip(keys, key, strict=True)), + "category": up.category, + "domain": up.domain, + "law_sign": int(up.law_sign), + } + ) + return np.vstack(differences), pd.DataFrame(rows) + + +def law_means(differences: np.ndarray, pair_meta: pd.DataFrame) -> tuple[np.ndarray, pd.DataFrame]: + rows: list[dict] = [] + means: list[np.ndarray] = [] + for law_id, group in pair_meta.groupby("law_id", sort=True): + indices = group.index.to_numpy() + means.append(differences[indices].mean(axis=0)) + first = group.iloc[0] + rows.append( + { + "law_id": law_id, + "category": first.category, + "domain": first.domain, + "law_sign": int(first.law_sign), + "n_matched_cells": int(len(group)), + } + ) + return np.vstack(means), pd.DataFrame(rows) + + +def centroid_scores(train_x: np.ndarray, train_y: np.ndarray, test_x: np.ndarray) -> np.ndarray: + positive = train_x[train_y == 1].mean(axis=0) + negative = train_x[train_y == -1].mean(axis=0) + direction = positive - negative + direction /= max(np.linalg.norm(direction), 1e-12) + midpoint = 0.5 * (positive + negative) + return np.einsum("ij,j->i", test_x - midpoint, direction, optimize=True) + + +def leave_one_domain_out(values: np.ndarray, meta: pd.DataFrame, labels: np.ndarray) -> dict: + scores = np.full(len(meta), np.nan, dtype=float) + for domain in sorted(meta["domain"].unique()): + test = meta["domain"].to_numpy() == domain + train = ~test + if len(np.unique(labels[train])) != 2: + raise RuntimeError(f"training fold for {domain} lacks both directional classes") + scores[test] = centroid_scores(values[train], labels[train], values[test]) + return { + "auc": float(roc_auc_score(labels == 1, scores)), + "accuracy": float(np.mean((scores > 0) == (labels == 1))), + "scores": scores, + } + + +def different_domain_cosine(values: np.ndarray, meta: pd.DataFrame, labels: np.ndarray) -> float: + signed = unit_rows(values) * labels[:, None] + gram = np.einsum("ik,jk->ij", signed, signed, optimize=True) + domains = meta["domain"].to_numpy() + mask = np.triu(domains[:, None] != domains[None, :], k=1) + return float(gram[mask].mean()) + + +def permutation_null(values: np.ndarray, meta: pd.DataFrame, labels: np.ndarray) -> dict: + rng = np.random.default_rng(SEED) + aucs = np.empty(N_PERMUTATIONS, dtype=float) + cosines = np.empty(N_PERMUTATIONS, dtype=float) + for index in range(N_PERMUTATIONS): + shuffled = rng.permutation(labels) + aucs[index] = leave_one_domain_out(values, meta, shuffled)["auc"] + cosines[index] = different_domain_cosine(values, meta, shuffled) + return {"auc": aucs, "cosine": cosines} + + +def p_greater(null: np.ndarray, observed: float) -> float: + return float((1 + np.sum(null >= observed)) / (len(null) + 1)) + + +def text_law_vectors(prompts: list[dict], analyzer: str) -> tuple[np.ndarray, pd.DataFrame]: + texts = [row["user"] for row in prompts] + if analyzer == "word": + vectorizer = TfidfVectorizer(ngram_range=(1, 2), min_df=1, sublinear_tf=True) + else: + vectorizer = TfidfVectorizer( + analyzer="char", ngram_range=(3, 5), min_df=2, sublinear_tf=True + ) + matrix = vectorizer.fit_transform(texts).toarray().astype(np.float64) + pair_values, pair_meta = pair_differences(matrix, prompts) + return law_means(pair_values, pair_meta) + + +def main() -> None: + OUT.mkdir(parents=True, exist_ok=True) + figures = OUT / "figures" + figures.mkdir(exist_ok=True) + + manifest = json.loads((SOURCE / "equation_free_prompt_manifest.json").read_text()) + raw_states = np.load(SOURCE / "equation_free_states.npy", mmap_mode="r") + normalized_states = unit_rows(raw_states) + pair_values, pair_meta = pair_differences(normalized_states, manifest["prompts"]) + law_values, law_meta = law_means(pair_values, pair_meta) + + directional = law_meta["category"].isin(["direct", "inverse"]).to_numpy() + x = unit_rows(law_values[directional]) + meta = law_meta.loc[directional].reset_index(drop=True) + labels = meta["law_sign"].to_numpy(dtype=int) + + hidden = leave_one_domain_out(x, meta, labels) + null = permutation_null(x, meta, labels) + observed_cosine = different_domain_cosine(x, meta, labels) + + controls: dict[str, dict] = {} + for analyzer in ("word", "character"): + text_values, text_meta = text_law_vectors(manifest["prompts"], analyzer) + text_directional = text_meta["category"].isin(["direct", "inverse"]).to_numpy() + text_x = unit_rows(text_values[text_directional]) + text_meta = text_meta.loc[text_directional].reset_index(drop=True) + text_labels = text_meta["law_sign"].to_numpy(dtype=int) + result = leave_one_domain_out(text_x, text_meta, text_labels) + controls[analyzer] = {"auc": result["auc"], "accuracy": result["accuracy"]} + + global_positive = x[labels == 1].mean(axis=0) + global_negative = x[labels == -1].mean(axis=0) + geometry_direction = global_positive - global_negative + geometry_direction /= np.linalg.norm(geometry_direction) + frozen = np.load(SOURCE / "frozen_direction.npz")["direction"].astype(np.float64) + frozen /= np.linalg.norm(frozen) + direction_cosine = float(np.einsum("i,i->", geometry_direction, frozen)) + + centered = x - x.mean(axis=0) + centered_gram = np.einsum("ik,jk->ij", centered, centered, optimize=True) + eigenvalues, eigenvectors = np.linalg.eigh(centered_gram) + order = np.argsort(eigenvalues)[::-1] + eigenvalues = np.maximum(eigenvalues[order], 0.0) + eigenvectors = eigenvectors[:, order] + n_components = min(10, len(x) - 1) + coordinates = eigenvectors[:, :n_components] * np.sqrt( + eigenvalues[:n_components] + )[None, :] + explained_variance_ratio = eigenvalues / max(eigenvalues.sum(), 1e-12) + pc1_auc = float(roc_auc_score(labels == 1, coordinates[:, 0])) + pc1_auc = max(pc1_auc, 1.0 - pc1_auc) + centroid_delta = global_positive - global_negative + between = float(np.einsum("i,i->", centroid_delta, centroid_delta)) * len(x) / 4.0 + total = float(np.einsum("ij,ij->", centered, centered)) + between_fraction = float(between / total) + + law_table = meta.copy() + law_table["lodo_score"] = hidden["scores"] + law_table["pc1"] = coordinates[:, 0] + law_table["pc2"] = coordinates[:, 1] + law_table.to_csv(OUT / "directional_law_geometry.csv", index=False) + + statistics = { + "study_id": "gemma4-31b-relational-geometry-deep-2026-08-25", + "status": "exploratory post hoc audit of archived equation-free states", + "source": str(SOURCE.relative_to(ROOT)), + "n_directional_laws": int(len(meta)), + "n_domains": int(meta["domain"].nunique()), + "full_vector_leave_one_domain_out": { + "auc": hidden["auc"], + "accuracy": hidden["accuracy"], + "permutation_p_one_sided": p_greater(null["auc"], hidden["auc"]), + }, + "sign_aligned_cross_domain_cosine": { + "mean": observed_cosine, + "permutation_mean": float(null["cosine"].mean()), + "permutation_95": [ + float(np.quantile(null["cosine"], 0.025)), + float(np.quantile(null["cosine"], 0.975)), + ], + "permutation_p_one_sided": p_greater(null["cosine"], observed_cosine), + }, + "lexical_controls": controls, + "geometry_direction_vs_frozen_development_direction_cosine": direction_cosine, + "pca": { + "pc1_explained_variance": float(explained_variance_ratio[0]), + "first_10_cumulative_variance": float( + explained_variance_ratio[:n_components].sum() + ), + "pc1_directional_auc_orientation_free": pc1_auc, + "direct_inverse_between_centroid_fraction_of_total_sum_squares": between_fraction, + }, + "interpretive_guardrail": ( + "A shared matched-displacement geometry supports cross-domain relational " + "structure at one late layer. It does not by itself establish multistep " + "composition, equation recovery, causal necessity, or unfamiliar-law discovery." + ), + } + (OUT / "statistics.json").write_text(json.dumps(statistics, indent=2) + "\n") + + fig, axes = plt.subplots(1, 3, figsize=(13.0, 4.0)) + for category in ("inverse", "direct"): + selected = meta["category"] == category + axes[0].scatter( + coordinates[selected, 0], + coordinates[selected, 1], + s=44, + color=COLORS[category], + edgecolor="white", + linewidth=0.6, + label=category, + ) + axes[0].axhline(0, color="#bbbbbb", lw=0.7) + axes[0].axvline(0, color="#bbbbbb", lw=0.7) + axes[0].set_xlabel("PC1 of law-level state movement") + axes[0].set_ylabel("PC2") + axes[0].legend(frameon=False) + + names = ["31B hidden\nmovement", "word\nTF-IDF", "character\nTF-IDF"] + values = [hidden["auc"], controls["word"]["auc"], controls["character"]["auc"]] + axes[1].bar(names, values, color=["#249C8F", "#AAAAAA", "#777777"], width=0.65) + axes[1].axhline(0.5, color="#666666", ls="--", lw=1) + axes[1].set_ylim(0.35, 1.03) + axes[1].set_ylabel("leave-one-domain-out direct/inverse AUC") + + axes[2].hist(null["cosine"], bins=40, color="#D7D9DC", edgecolor="white") + axes[2].axvline(observed_cosine, color="#249C8F", lw=2.5) + axes[2].set_xlabel("mean cross-domain cosine after physical-sign alignment") + axes[2].set_ylabel("label permutations") + axes[2].text( + 0.98, + 0.95, + f"observed = {observed_cosine:.3f}\np = {p_greater(null['cosine'], observed_cosine):.4g}", + transform=axes[2].transAxes, + ha="right", + va="top", + ) + for label, axis in zip("ABC", axes, strict=True): + axis.text(-0.14, 1.04, label, transform=axis.transAxes, fontweight="bold") + axis.spines[["top", "right"]].set_visible(False) + fig.tight_layout(w_pad=2.2) + for suffix in ("png", "pdf", "svg"): + fig.savefig(figures / f"gemma31b-relational-full-vector-audit.{suffix}", dpi=240, bbox_inches="tight") + plt.close(fig) + + report = f"""# 31B full-vector relational-geometry audit + +This post hoc audit uses the already archived 960 equation-free states at layer +49. For each law and nuisance-matched cell, it subtracts the down-control state +from the up-control state, averages the eight movements within law, and tests +whether the resulting full vectors generalize across held-out physical domains. + +- Leave-one-domain-out direct/inverse AUC: **{hidden['auc']:.3f}** +- Leave-one-domain-out sign accuracy: **{hidden['accuracy']:.3f}** +- AUC label-permutation p: **{p_greater(null['auc'], hidden['auc']):.5f}** +- Mean sign-aligned cross-domain cosine: **{observed_cosine:.4f}** +- Cosine label-permutation p: **{p_greater(null['cosine'], observed_cosine):.5f}** +- Word/character TF-IDF AUC: **{controls['word']['auc']:.3f}/{controls['character']['auc']:.3f}** +- Full-vector geometry direction versus frozen development direction cosine: **{direction_cosine:.3f}** + +The audit determines whether a cross-domain vector regularity exists at the +registered late layer. It is not a test of multistep physical composition; +that requires new prompts in which two mechanisms must be combined. +""" + (OUT / "REPORT.md").write_text(report) + print(json.dumps(statistics, indent=2)) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/analyze_gemma_scale_abstract_physics.py b/jlens_materials/scripts/analyze_gemma_scale_abstract_physics.py new file mode 100644 index 0000000000000000000000000000000000000000..a70493e76655fa32b0f619cb7660f6e26fa91d48 --- /dev/null +++ b/jlens_materials/scripts/analyze_gemma_scale_abstract_physics.py @@ -0,0 +1,883 @@ +#!/usr/bin/env python3 +"""Compare the frozen 4B and 31B abstract-physics cohorts. + +This script reuses the original discovery/replication law split and the +registered centroid endpoints. It evaluates (i) the answer-free decision +marker, (ii) the final prompt state under crossed law orientation and answer +order, (iii) transfer between semantic and arbitrary answer vocabularies, and +(iv) a fixed ~83%-depth audit that does not select a new layer at 31B. +""" + +from __future__ import annotations + +import hashlib +import json +import sys +from pathlib import Path + +import matplotlib + +matplotlib.use("Agg") +import matplotlib.pyplot as plt # noqa: E402 +import numpy as np # noqa: E402 +import pandas as pd # noqa: E402 + + +ROOT = Path(__file__).resolve().parents[1] +sys.path.insert(0, str(ROOT / "scripts")) + +from analyze_abstract_physics_composition import ( # noqa: E402 + bootstrap, + centroid_direction, + contrast_parallelism, + discovery_ccgp, + exact_signflip, + normalize, + replication_law_scores, + safe_dot, +) +from analyze_final_state_physics_abstraction import ( # noqa: E402 + dual_cross_auc, + replication_law_auc, +) + + +OUT = ROOT / "experiments" / "gemma-scale-abstract-physics-2026-08-23" +COHORTS = { + ("4B", "arbitrary_code"): ROOT + / "experiments" + / "abstract-physics-composition-2026-07-18", + ("4B", "semantic_answer"): ROOT + / "experiments" + / "abstract-physics-semantic-2026-07-18", + ("31B", "arbitrary_code"): ROOT + / "experiments" + / "gemma4-31b-abstract-physics-arbitrary-code-v1", + ("31B", "semantic_answer"): ROOT + / "experiments" + / "gemma4-31b-abstract-physics-semantic-v1", +} +BOOTSTRAP_RESAMPLES = 30000 +BOOTSTRAP_SEED = 20260824 +FIXED_DEPTH_FRACTION = 34 / 41 + + +def sha256(path: Path) -> str: + digest = hashlib.sha256() + with path.open("rb") as handle: + for chunk in iter(lambda: handle.read(1024 * 1024), b""): + digest.update(chunk) + return digest.hexdigest() + + +def make_meta(rows: list[dict], vocabulary: str) -> dict[str, np.ndarray]: + if vocabulary == "arbitrary_code": + positive_order = np.asarray( + [row["answer_order"] == "a-larger" for row in rows] + ) + code = np.asarray([row["expected_code"] == "A" for row in rows]) + else: + positive_order = np.asarray( + [row["answer_order"] == "higher-first" for row in rows] + ) + code = np.asarray( + [row["expected_answer"] == "higher" for row in rows] + ) + return { + "law": np.asarray([row["law_id"] for row in rows]), + "split": np.asarray([row["split"] for row in rows]), + "orientation": np.asarray([row["law_sign"] == 1 for row in rows]), + "numeric": np.asarray([row["numerical_sign"] == 1 for row in rows]), + "physical": np.asarray([row["physical_sign"] == 1 for row in rows]), + "surface": np.asarray([row["surface"] for row in rows]), + "positive_order": positive_order, + "code": code, + } + + +def summarize(values: np.ndarray, seed: int) -> dict: + values = np.asarray(values, dtype=float) + ci = bootstrap( + values, + np.random.default_rng(seed), + BOOTSTRAP_RESAMPLES, + ) + return { + "mean_law_auc": float(values.mean()), + "law_bootstrap_95": list(ci), + "laws_above_chance": int(np.sum(values > 0.5)), + "laws_total": int(len(values)), + "two_sided_exact_signflip_p_auc_minus_half": exact_signflip(values - 0.5), + } + + +def paired_change(values_4b: np.ndarray, values_31b: np.ndarray, seed: int) -> dict: + differences = np.asarray(values_31b, float) - np.asarray(values_4b, float) + ci = bootstrap( + differences, + np.random.default_rng(seed), + BOOTSTRAP_RESAMPLES, + ) + return { + "mean_31b_minus_4b": float(differences.mean()), + "paired_law_bootstrap_95": list(ci), + "laws_improved": int(np.sum(differences > 0)), + "laws_tied": int(np.sum(differences == 0)), + "laws_worsened": int(np.sum(differences < 0)), + "two_sided_exact_signflip_p": exact_signflip(differences), + } + + +def answer_free_cross_cohort( + train: dict, + test: dict, + layer: int, +) -> pd.DataFrame: + train_index = int(np.flatnonzero(train["layers"] == layer)[0]) + test_index = int(np.flatnonzero(test["layers"] == layer)[0]) + train_position = int(np.flatnonzero(train["positions"] == "decision")[0]) + test_position = int(np.flatnonzero(test["positions"] == "decision")[0]) + train_values = normalize(train["states"][train_position, :, train_index]) + test_values = normalize(test["states"][test_position, :, test_index]) + train_meta, test_meta = train["meta"], test["meta"] + output = [] + for train_orientation, test_orientation in ((True, False), (False, True)): + train_mask = ( + (train_meta["split"] == "discovery") + & (train_meta["orientation"] == train_orientation) + ) + direction, midpoint = centroid_direction( + train_values[train_mask], train_meta["physical"][train_mask] + ) + candidates = sorted( + set( + test_meta["law"][ + (test_meta["split"] == "replication") + & (test_meta["orientation"] == test_orientation) + ] + ) + ) + for law_id in candidates: + mask = ( + (test_meta["split"] == "replication") + & (test_meta["law"] == law_id) + ) + scores = safe_dot(test_values[mask] - midpoint, direction) + labels = test_meta["physical"][mask] + positive = scores[labels] + negative = scores[~labels] + comparison = positive[:, None] - negative[None, :] + auc = float( + np.mean(comparison > 0) + 0.5 * np.mean(comparison == 0) + ) + output.append( + { + "law_id": str(law_id), + "train_orientation": "direct" if train_orientation else "inverse", + "test_orientation": "direct" if test_orientation else "inverse", + "auc": auc, + } + ) + return pd.DataFrame(output) + + +def final_cross_cohort(train: dict, test: dict, layer: int) -> pd.DataFrame: + train_index = int(np.flatnonzero(train["layers"] == layer)[0]) + test_index = int(np.flatnonzero(test["layers"] == layer)[0]) + train_position = int(np.flatnonzero(train["positions"] == "final_prompt")[0]) + test_position = int(np.flatnonzero(test["positions"] == "final_prompt")[0]) + train_values = normalize(train["states"][train_position, :, train_index]) + test_values = normalize(test["states"][test_position, :, test_index]) + train_meta, test_meta = train["meta"], test["meta"] + output = [] + replication = test_meta["split"] == "replication" + for law_id in sorted(set(test_meta["law"][replication])): + orientation = bool(test_meta["orientation"][test_meta["law"] == law_id][0]) + law_aucs = [] + for train_order in (False, True): + train_mask = ( + (train_meta["split"] == "discovery") + & (train_meta["orientation"] != orientation) + & (train_meta["positive_order"] == train_order) + ) + test_mask = ( + replication + & (test_meta["law"] == law_id) + & (test_meta["positive_order"] != train_order) + ) + direction, midpoint = centroid_direction( + train_values[train_mask], train_meta["physical"][train_mask] + ) + scores = safe_dot(test_values[test_mask] - midpoint, direction) + labels = test_meta["physical"][test_mask] + positive = scores[labels] + negative = scores[~labels] + comparison = positive[:, None] - negative[None, :] + law_aucs.append( + float(np.mean(comparison > 0) + 0.5 * np.mean(comparison == 0)) + ) + output.append({"law_id": str(law_id), "auc": float(np.mean(law_aucs))}) + return pd.DataFrame(output) + + +def load_and_analyze(scale: str, vocabulary: str, path: Path, seed: int) -> dict: + protocol_path = path / "protocol.json" + manifest_path = path / "prompt_manifest.json" + raw_path = path / "raw.json" + states_path = path / "representations.npz" + protocol = json.loads(protocol_path.read_text()) + manifest = json.loads(manifest_path.read_text()) + raw = json.loads(raw_path.read_text()) + if raw["provenance"]["protocol_sha256"] != sha256(protocol_path): + raise RuntimeError(f"{scale} {vocabulary}: protocol fingerprint mismatch") + if raw["provenance"]["prompt_manifest_sha256"] != sha256(manifest_path): + raise RuntimeError(f"{scale} {vocabulary}: manifest fingerprint mismatch") + if raw["provenance"]["states_sha256"] != sha256(states_path): + raise RuntimeError(f"{scale} {vocabulary}: state fingerprint mismatch") + runner_path = ROOT / raw["provenance"]["runner"] + if runner_path.exists() and sha256(runner_path) != raw["provenance"]["runner_sha256"]: + snapshot = path / "code" / runner_path.name + if not snapshot.exists() or sha256(snapshot) != raw["provenance"]["runner_sha256"]: + raise RuntimeError(f"{scale} {vocabulary}: runner fingerprint mismatch") + + with np.load(states_path, allow_pickle=False) as arrays: + prompt_ids = arrays["prompt_ids"].astype(str) + positions = arrays["positions"].astype(str) + layers = arrays["layers"].astype(int) + states = arrays["raw_states"].astype(np.float16) + by_id = {row["prompt_id"]: row for row in manifest["prompts"]} + rows = [by_id[prompt_id] for prompt_id in prompt_ids] + if len(rows) != 256 or len(raw["clean_rows"]) != 256: + raise RuntimeError(f"{scale} {vocabulary}: incomplete prompt cohort") + if positions.tolist() != protocol["positions"]: + raise RuntimeError(f"{scale} {vocabulary}: position mismatch") + meta = make_meta(rows, vocabulary) + discovery_laws = set(meta["law"][meta["split"] == "discovery"]) + replication_laws = set(meta["law"][meta["split"] == "replication"]) + if discovery_laws & replication_laws: + raise RuntimeError(f"{scale} {vocabulary}: discovery/test law leakage") + + decision_position = int(np.flatnonzero(positions == "decision")[0]) + final_position = int(np.flatnonzero(positions == "final_prompt")[0]) + depths = 100.0 * layers / layers.max() + layer_rows = [] + for layer_index, layer in enumerate(layers): + answer_free = normalize(states[decision_position, :, layer_index]) + final = normalize(states[final_position, :, layer_index]) + for target in ("physical", "numeric"): + layer_rows.append( + { + "scale": scale, + "vocabulary": vocabulary, + "position": "answer_free_decision", + "target": target, + "layer": int(layer), + "depth_percent": float(depths[layer_index]), + "discovery_auc": discovery_ccgp(answer_free, meta[target], meta), + } + ) + layer_rows.append( + { + "scale": scale, + "vocabulary": vocabulary, + "position": "final_prompt", + "target": "physical", + "layer": int(layer), + "depth_percent": float(depths[layer_index]), + "discovery_auc": dual_cross_auc(final, meta["physical"], meta, "discovery"), + } + ) + layer_frame = pd.DataFrame(layer_rows) + + answer_selection = layer_frame[ + (layer_frame["position"] == "answer_free_decision") + & (layer_frame["target"] == "physical") + ].sort_values(["discovery_auc", "layer"], ascending=[False, True]) + final_selection = layer_frame[ + (layer_frame["position"] == "final_prompt") + & (layer_frame["target"] == "physical") + ].sort_values(["discovery_auc", "layer"], ascending=[False, True]) + answer_layer = int(answer_selection.iloc[0]["layer"]) + final_layer = int(final_selection.iloc[0]["layer"]) + fixed_layer = int(round(FIXED_DEPTH_FRACTION * int(layers.max()))) + + def answer_laws(layer: int) -> pd.DataFrame: + index = int(np.flatnonzero(layers == layer)[0]) + values = normalize(states[decision_position, :, index]) + return pd.DataFrame(replication_law_scores(values, meta["physical"], meta)) + + def final_laws(layer: int) -> pd.DataFrame: + index = int(np.flatnonzero(layers == layer)[0]) + values = normalize(states[final_position, :, index]) + return pd.DataFrame(replication_law_auc(values, meta["physical"], meta)) + + answer_selected_laws = answer_laws(answer_layer) + answer_fixed_laws = answer_laws(fixed_layer) + final_selected_laws = final_laws(final_layer) + final_fixed_laws = final_laws(fixed_layer) + + answer_values = normalize( + states[decision_position, :, int(np.flatnonzero(layers == answer_layer)[0])] + ) + _, parallel = contrast_parallelism(answer_values, meta, "replication") + cross_orientation = parallel.loc[ + ~parallel["same_orientation"], "physical_contrast_cosine" + ].to_numpy(float) + behavior = pd.DataFrame(raw["clean_rows"]) + correct_column = ( + "registered_code_correct" + if vocabulary == "arbitrary_code" + else "registered_answer_correct" + ) + + summaries = { + "answer_free_selected": { + "selected_layer": answer_layer, + "selected_depth_percent": float(100.0 * answer_layer / layers.max()), + "discovery_selected_auc": float(answer_selection.iloc[0]["discovery_auc"]), + **summarize(answer_selected_laws["auc"].to_numpy(), seed), + }, + "answer_free_fixed_depth": { + "layer": fixed_layer, + "depth_percent": float(100.0 * fixed_layer / layers.max()), + **summarize(answer_fixed_laws["auc"].to_numpy(), seed + 1), + }, + "final_selected": { + "selected_layer": final_layer, + "selected_depth_percent": float(100.0 * final_layer / layers.max()), + "discovery_selected_auc": float(final_selection.iloc[0]["discovery_auc"]), + **summarize(final_selected_laws["auc"].to_numpy(), seed + 2), + }, + "final_fixed_depth": { + "layer": fixed_layer, + "depth_percent": float(100.0 * fixed_layer / layers.max()), + **summarize(final_fixed_laws["auc"].to_numpy(), seed + 3), + }, + "behavior": { + "accuracy": float(behavior[correct_column].mean()), + "discovery_accuracy": float( + behavior.loc[behavior["split"] == "discovery", correct_column].mean() + ), + "replication_accuracy": float( + behavior.loc[behavior["split"] == "replication", correct_column].mean() + ), + }, + "answer_free_parallelism": { + "cross_orientation_mean_cosine": float(cross_orientation.mean()), + "bootstrap_95": list( + bootstrap( + cross_orientation, + np.random.default_rng(seed + 4), + BOOTSTRAP_RESAMPLES, + ) + ), + }, + } + law_frames = [] + for endpoint, layer, frame in ( + ("answer_free_selected", answer_layer, answer_selected_laws), + ("answer_free_fixed_depth", fixed_layer, answer_fixed_laws), + ("final_selected", final_layer, final_selected_laws), + ("final_fixed_depth", fixed_layer, final_fixed_laws), + ): + part = frame.copy() + part.insert(0, "endpoint", endpoint) + part.insert(0, "layer", layer) + part.insert(0, "vocabulary", vocabulary) + part.insert(0, "scale", scale) + law_frames.append(part) + + return { + "scale": scale, + "vocabulary": vocabulary, + "path": path, + "protocol": protocol, + "manifest_sha256": sha256(manifest_path), + "states_sha256": sha256(states_path), + "layers": layers, + "positions": positions, + "states": states, + "meta": meta, + "layer_frame": layer_frame, + "law_frame": pd.concat(law_frames, ignore_index=True), + "summaries": summaries, + "answer_selected_layer": answer_layer, + "final_selected_layer": final_layer, + } + + +def plot_diagnostic(layer_frame: pd.DataFrame, law_frame: pd.DataFrame, summaries: dict) -> None: + colors = {"4B": "#6C5A9E", "31B": "#188F8A"} + fig, axes = plt.subplots(2, 2, figsize=(11.2, 7.3)) + for column, vocabulary in enumerate(("semantic_answer", "arbitrary_code")): + ax = axes[0, column] + for scale in ("4B", "31B"): + part = layer_frame[ + (layer_frame["scale"] == scale) + & (layer_frame["vocabulary"] == vocabulary) + & (layer_frame["position"] == "answer_free_decision") + & (layer_frame["target"] == "physical") + ] + ax.plot( + part["depth_percent"], + part["discovery_auc"], + color=colors[scale], + linewidth=2, + label=scale, + ) + ax.axhline(0.5, color="#777777", linestyle="--", linewidth=1) + ax.set( + title=("Semantic answers" if vocabulary == "semantic_answer" else "Arbitrary A/B codes"), + xlabel="Normalized layer depth (%)", + ylabel="Discovery answer-free CCGP (AUC)", + ylim=(0.35, 1.01), + ) + ax.legend(frameon=False) + + ax = axes[1, 0] + summary_rows = [] + for scale in ("4B", "31B"): + for vocabulary in ("semantic_answer", "arbitrary_code"): + row = summaries[f"{scale}:{vocabulary}"]["answer_free_selected"] + summary_rows.append((scale, vocabulary, row)) + x = np.arange(2) + width = 0.34 + for offset, scale in ((-width / 2, "4B"), (width / 2, "31B")): + values, lows, highs = [], [], [] + for vocabulary in ("semantic_answer", "arbitrary_code"): + row = summaries[f"{scale}:{vocabulary}"]["answer_free_selected"] + values.append(row["mean_law_auc"]) + lows.append(row["law_bootstrap_95"][0]) + highs.append(row["law_bootstrap_95"][1]) + ax.bar(x + offset, values, width, color=colors[scale], label=scale) + ax.errorbar( + x + offset, + values, + yerr=[np.asarray(values) - lows, np.asarray(highs) - np.asarray(values)], + fmt="none", + ecolor="#333333", + capsize=3, + ) + ax.axhline(0.5, color="#777777", linestyle="--", linewidth=1) + ax.set( + xticks=x, + xticklabels=["Semantic", "Arbitrary A/B"], + ylabel="Held-out-law answer-free AUC", + ylim=(0, 1.02), + ) + ax.legend(frameon=False) + + ax = axes[1, 1] + selected = law_frame[law_frame["endpoint"] == "answer_free_selected"] + laws = sorted(selected["law_id"].unique()) + for vocabulary, marker in (("semantic_answer", "o"), ("arbitrary_code", "s")): + four = ( + selected[(selected["scale"] == "4B") & (selected["vocabulary"] == vocabulary)] + .set_index("law_id") + .loc[laws, "auc"] + ) + thirty = ( + selected[(selected["scale"] == "31B") & (selected["vocabulary"] == vocabulary)] + .set_index("law_id") + .loc[laws, "auc"] + ) + ax.scatter(four, thirty, marker=marker, s=48, alpha=0.8, label=vocabulary.replace("_", " ")) + ax.plot([0, 1], [0, 1], color="#777777", linestyle="--", linewidth=1) + ax.set( + xlabel="4B held-out-law AUC", + ylabel="31B held-out-law AUC", + xlim=(-0.02, 1.02), + ylim=(-0.02, 1.02), + ) + ax.legend(frameon=False) + for ax in axes.flat: + ax.spines[["top", "right"]].set_visible(False) + fig.tight_layout() + figure_dir = OUT / "figures" + figure_dir.mkdir(parents=True, exist_ok=True) + fig.savefig(figure_dir / "cross-scale-answer-free-diagnostic.png", dpi=220) + fig.savefig(figure_dir / "cross-scale-answer-free-diagnostic.svg") + plt.close(fig) + + +def plot_transfer_diagnostic( + layerwise_cross: pd.DataFrame, + cross_frame: pd.DataFrame, +) -> None: + colors = {"4B": "#6C5A9E", "31B": "#188F8A"} + styles = { + "arbitrary_code_to_semantic_answer": "-", + "semantic_answer_to_arbitrary_code": "--", + } + fig, axes = plt.subplots(1, 2, figsize=(11.2, 4.1)) + ax = axes[0] + final = layerwise_cross[layerwise_cross["position"] == "final_prompt"] + for scale in ("4B", "31B"): + for direction, style in styles.items(): + part = final[ + (final["scale"] == scale) & (final["direction"] == direction) + ] + ax.plot( + part["depth_percent"], + part["mean_law_auc"], + color=colors[scale], + linestyle=style, + linewidth=2, + label=f"{scale} {direction.replace('_', ' ')}", + ) + ax.axhline(0.5, color="#777777", linestyle=":", linewidth=1) + ax.set( + xlabel="Normalized layer depth (%)", + ylabel="Cross-vocabulary held-out-law AUC", + xlim=(0, 100), + ylim=(0, 1.02), + ) + ax.legend(frameon=False, fontsize=8, ncol=2, loc="lower left") + + ax = axes[1] + selected = cross_frame[cross_frame["position"] == "final_prompt"] + combined = selected.groupby(["scale", "law_id"], as_index=False)["auc"].mean() + four = combined[combined["scale"] == "4B"].set_index("law_id").sort_index() + thirty = combined[combined["scale"] == "31B"].set_index("law_id").sort_index() + if four.index.tolist() != thirty.index.tolist(): + raise RuntimeError("cross-vocabulary paired law mismatch") + ax.scatter(four["auc"], thirty["auc"], s=55, color="#188F8A", alpha=0.85) + ax.plot([0, 1], [0, 1], color="#777777", linestyle=":", linewidth=1) + ax.set( + xlabel="4B final cross-vocabulary law AUC", + ylabel="31B final cross-vocabulary law AUC", + xlim=(-0.02, 1.02), + ylim=(-0.02, 1.02), + ) + for axis in axes: + axis.spines[["top", "right"]].set_visible(False) + fig.tight_layout() + figure_dir = OUT / "figures" + figure_dir.mkdir(parents=True, exist_ok=True) + fig.savefig(figure_dir / "cross-scale-vocabulary-transfer-diagnostic.png", dpi=220) + fig.savefig(figure_dir / "cross-scale-vocabulary-transfer-diagnostic.svg") + plt.close(fig) + + +def main() -> None: + OUT.mkdir(parents=True, exist_ok=True) + results = {} + layer_frames = [] + law_frames = [] + audit = {"inputs": {}, "prompt_identity": {}} + for index, ((scale, vocabulary), path) in enumerate(COHORTS.items()): + result = load_and_analyze(scale, vocabulary, path, BOOTSTRAP_SEED + 20 * index) + results[(scale, vocabulary)] = result + layer_frames.append(result["layer_frame"]) + law_frames.append(result["law_frame"]) + audit["inputs"][f"{scale}:{vocabulary}"] = { + "path": str(path.relative_to(ROOT)), + "manifest_sha256": result["manifest_sha256"], + "states_sha256": result["states_sha256"], + "model": result["protocol"]["model"], + "model_revision": result["protocol"]["model_revision"], + } + + for vocabulary in ("arbitrary_code", "semantic_answer"): + four_manifest = json.loads((COHORTS[("4B", vocabulary)] / "prompt_manifest.json").read_text()) + thirty_manifest = json.loads((COHORTS[("31B", vocabulary)] / "prompt_manifest.json").read_text()) + audit["prompt_identity"][vocabulary] = { + "exact_json_match": four_manifest == thirty_manifest, + "same_prompt_ids": [x["prompt_id"] for x in four_manifest["prompts"]] + == [x["prompt_id"] for x in thirty_manifest["prompts"]], + "same_prompt_text": [x["user"] for x in four_manifest["prompts"]] + == [x["user"] for x in thirty_manifest["prompts"]], + } + + audit["frozen_4b_endpoint_recovery"] = {} + for vocabulary in ("arbitrary_code", "semantic_answer"): + frozen = json.loads( + (COHORTS[("4B", vocabulary)] / "statistics.json").read_text() + )["primary"] + recovered = results[("4B", vocabulary)]["summaries"]["answer_free_selected"] + audit["frozen_4b_endpoint_recovery"][vocabulary] = { + "selected_layer_exact": recovered["selected_layer"] + == frozen["selected_layer"], + "discovery_auc_exact": recovered["discovery_selected_auc"] + == frozen["discovery_selected_ccgp"], + "heldout_mean_auc_exact": recovered["mean_law_auc"] + == frozen["replication_mean_law_auc"], + } + + layer_frame = pd.concat(layer_frames, ignore_index=True) + law_frame = pd.concat(law_frames, ignore_index=True) + layer_frame.to_csv(OUT / "layerwise_cross_scale.csv", index=False) + law_frame.to_csv(OUT / "heldout_law_auc.csv", index=False) + + summaries = { + f"{scale}:{vocabulary}": result["summaries"] + for (scale, vocabulary), result in results.items() + } + paired = {} + for vocabulary in ("semantic_answer", "arbitrary_code"): + for endpoint in ( + "answer_free_selected", + "answer_free_fixed_depth", + "final_selected", + "final_fixed_depth", + ): + four = ( + law_frame[ + (law_frame["scale"] == "4B") + & (law_frame["vocabulary"] == vocabulary) + & (law_frame["endpoint"] == endpoint) + ] + .set_index("law_id") + .sort_index() + ) + thirty = ( + law_frame[ + (law_frame["scale"] == "31B") + & (law_frame["vocabulary"] == vocabulary) + & (law_frame["endpoint"] == endpoint) + ] + .set_index("law_id") + .sort_index() + ) + if four.index.tolist() != thirty.index.tolist(): + raise RuntimeError("paired law identity mismatch") + paired[f"{vocabulary}:{endpoint}"] = paired_change( + four["auc"].to_numpy(), + thirty["auc"].to_numpy(), + BOOTSTRAP_SEED + len(paired), + ) + + cross_rows = [] + cross_summaries = {} + for scale in ("4B", "31B"): + arbitrary = results[(scale, "arbitrary_code")] + semantic = results[(scale, "semantic_answer")] + for position, function, layer_key in ( + ("answer_free", answer_free_cross_cohort, "answer_selected_layer"), + ("final_prompt", final_cross_cohort, "final_selected_layer"), + ): + for train_name, train, test_name, test in ( + ("arbitrary_code", arbitrary, "semantic_answer", semantic), + ("semantic_answer", semantic, "arbitrary_code", arbitrary), + ): + layer = int(train[layer_key]) + frame = function(train, test, layer) + frame.insert(0, "layer", layer) + frame.insert(0, "test_vocabulary", test_name) + frame.insert(0, "train_vocabulary", train_name) + frame.insert(0, "position", position) + frame.insert(0, "scale", scale) + cross_rows.append(frame) + key = f"{scale}:{position}:{train_name}_to_{test_name}" + cross_summaries[key] = summarize( + frame["auc"].to_numpy(), + BOOTSTRAP_SEED + 100 + len(cross_summaries), + ) + cross_frame = pd.concat(cross_rows, ignore_index=True) + cross_frame.to_csv(OUT / "cross_vocabulary_law_auc.csv", index=False) + + layerwise_cross_rows = [] + for scale in ("4B", "31B"): + arbitrary = results[(scale, "arbitrary_code")] + semantic = results[(scale, "semantic_answer")] + for position, function in ( + ("answer_free", answer_free_cross_cohort), + ("final_prompt", final_cross_cohort), + ): + for train_name, train, test_name, test in ( + ("arbitrary_code", arbitrary, "semantic_answer", semantic), + ("semantic_answer", semantic, "arbitrary_code", arbitrary), + ): + for layer in train["layers"]: + frame = function(train, test, int(layer)) + layerwise_cross_rows.append( + { + "scale": scale, + "position": position, + "direction": f"{train_name}_to_{test_name}", + "layer": int(layer), + "depth_percent": float(100.0 * layer / train["layers"].max()), + "mean_law_auc": float(frame["auc"].mean()), + } + ) + layerwise_cross = pd.DataFrame(layerwise_cross_rows) + layerwise_cross.to_csv(OUT / "layerwise_cross_vocabulary.csv", index=False) + + descriptive_transfer = {} + for scale in ("4B", "31B"): + frame = layerwise_cross[ + (layerwise_cross["scale"] == scale) + & (layerwise_cross["position"] == "final_prompt") + ].pivot(index=["layer", "depth_percent"], columns="direction", values="mean_law_auc") + frame["weaker_direction_auc"] = frame.min(axis=1) + best = frame["weaker_direction_auc"].idxmax() + above = frame[frame["weaker_direction_auc"] >= 0.8].reset_index() + above_layers = above["layer"].astype(int).tolist() + runs: list[list[int]] = [] + for layer in above_layers: + if not runs or layer != runs[-1][-1] + 1: + runs.append([layer]) + else: + runs[-1].append(layer) + longest_run = max(runs, key=len) if runs else [] + depth_by_layer = { + int(row.layer): float(row.depth_percent) + for row in above.itertuples(index=False) + } + descriptive_transfer[scale] = { + "best_common_layer": int(best[0]), + "best_common_depth_percent": float(best[1]), + "best_weaker_direction_auc": float(frame.loc[best, "weaker_direction_auc"]), + "layers_both_directions_at_least_0_8": above_layers, + "depths_both_directions_at_least_0_8": above["depth_percent"].astype(float).tolist(), + "longest_consecutive_layer_run_both_directions_at_least_0_8": longest_run, + "longest_consecutive_depth_span": ( + [depth_by_layer[longest_run[0]], depth_by_layer[longest_run[-1]]] + if longest_run + else [] + ), + } + + paired_cross = {} + for position in ("answer_free", "final_prompt"): + for train_name, test_name in ( + ("arbitrary_code", "semantic_answer"), + ("semantic_answer", "arbitrary_code"), + ): + four = cross_frame[ + (cross_frame["scale"] == "4B") + & (cross_frame["position"] == position) + & (cross_frame["train_vocabulary"] == train_name) + & (cross_frame["test_vocabulary"] == test_name) + ].set_index("law_id").sort_index() + thirty = cross_frame[ + (cross_frame["scale"] == "31B") + & (cross_frame["position"] == position) + & (cross_frame["train_vocabulary"] == train_name) + & (cross_frame["test_vocabulary"] == test_name) + ].set_index("law_id").sort_index() + if four.index.tolist() != thirty.index.tolist(): + raise RuntimeError("paired cross-vocabulary law identity mismatch") + paired_cross[f"{position}:{train_name}_to_{test_name}"] = paired_change( + four["auc"].to_numpy(), + thirty["auc"].to_numpy(), + BOOTSTRAP_SEED + 200 + len(paired_cross), + ) + + frozen_success = {} + for vocabulary in ("semantic_answer", "arbitrary_code"): + result = results[("31B", vocabulary)] + rule = result["protocol"]["success_rule"] + row = summaries[f"31B:{vocabulary}"]["answer_free_selected"] + behavior = summaries[f"31B:{vocabulary}"]["behavior"]["accuracy"] + checks = { + "mean_replication_auc": row["mean_law_auc"] + >= rule["mean_replication_auc_minimum"], + "bootstrap_lower_above_chance": row["law_bootstrap_95"][0] + > rule["bootstrap_95_lower_above"], + "positive_replication_laws": row["laws_above_chance"] + >= rule["positive_replication_laws_minimum"], + } + if "behavior_accuracy_minimum" in rule: + checks["behavior_accuracy"] = ( + behavior >= rule["behavior_accuracy_minimum"] + ) + frozen_success[vocabulary] = { + "passes": bool(all(checks.values())), + "checks": checks, + } + + statistics = { + "study_id": "gemma-scale-abstract-physics-2026-08-23", + "analysis_status": "cross-scale analysis of previously frozen 4B endpoints on exact 31B prompt replications", + "fixed_depth_fraction": FIXED_DEPTH_FRACTION, + "bootstrap_resamples": BOOTSTRAP_RESAMPLES, + "summaries": summaries, + "paired_31b_minus_4b": paired, + "cross_vocabulary": cross_summaries, + "paired_cross_vocabulary_31b_minus_4b": paired_cross, + "descriptive_layerwise_cross_vocabulary": descriptive_transfer, + "frozen_31b_primary_success_rule": frozen_success, + "audit": audit, + "interpretation_boundary": ( + "The 31B answer-free signal is suggestive and transfers across held-out constitutive laws before the answer vocabulary is encountered, but neither cohort passes every element of the conservative frozen success rule. The strong final-prompt cross-vocabulary result shows that the larger model carries a common physical-outcome direction despite changing the output code. The experiment supplies equations and therefore does not test spontaneous discovery of unfamiliar physical laws or causal necessity." + ), + } + (OUT / "statistics.json").write_text( + json.dumps(statistics, indent=2, sort_keys=True) + "\n" + ) + (OUT / "audit.json").write_text(json.dumps(audit, indent=2, sort_keys=True) + "\n") + plot_diagnostic(layer_frame, law_frame, summaries) + plot_transfer_diagnostic(layerwise_cross, cross_frame) + + lines = [ + "# Gemma-scale abstract-physics analysis", + "", + "The exact frozen 4B prompt cohorts and endpoints are compared with their 31B replications.", + "", + "## Answer-free decision marker", + "", + ] + for vocabulary in ("semantic_answer", "arbitrary_code"): + for scale in ("4B", "31B"): + row = summaries[f"{scale}:{vocabulary}"]["answer_free_selected"] + lines.append( + f"- {scale} {vocabulary.replace('_', ' ')}: layer {row['selected_layer']} " + f"({row['selected_depth_percent']:.1f}% depth), discovery AUC " + f"{row['discovery_selected_auc']:.3f}, held-out-law AUC " + f"{row['mean_law_auc']:.3f} ({row['law_bootstrap_95'][0]:.3f} to " + f"{row['law_bootstrap_95'][1]:.3f}), {row['laws_above_chance']}/8 laws above chance." + ) + lines.extend(["", "## Frozen 31B success rule", ""]) + for vocabulary, row in frozen_success.items(): + failed = [name for name, passed in row["checks"].items() if not passed] + lines.append( + f"- {vocabulary.replace('_', ' ')}: **{'PASS' if row['passes'] else 'FAIL'}**" + + (f"; unmet: {', '.join(failed)}." if failed else ".") + ) + lines.extend(["", "## Behavioral accuracy and contrast alignment", ""]) + for vocabulary in ("semantic_answer", "arbitrary_code"): + for scale in ("4B", "31B"): + result = summaries[f"{scale}:{vocabulary}"] + behavior = result["behavior"]["accuracy"] + parallel = result["answer_free_parallelism"] + lines.append( + f"- {scale} {vocabulary.replace('_', ' ')}: behavior {behavior:.1%}; " + f"cross-orientation contrast cosine {parallel['cross_orientation_mean_cosine']:+.3f} " + f"({parallel['bootstrap_95'][0]:+.3f} to {parallel['bootstrap_95'][1]:+.3f})." + ) + lines.extend(["", "## Cross-vocabulary transfer", ""]) + for key, row in cross_summaries.items(): + lines.append( + f"- {key}: {row['mean_law_auc']:.3f} " + f"({row['law_bootstrap_95'][0]:.3f} to {row['law_bootstrap_95'][1]:.3f}); " + f"{row['laws_above_chance']}/8 laws above chance." + ) + lines.extend(["", "## Paired 31B minus 4B cross-vocabulary effects", ""]) + for key, row in paired_cross.items(): + lines.append( + f"- {key}: mean change {row['mean_31b_minus_4b']:+.3f} " + f"({row['paired_law_bootstrap_95'][0]:+.3f} to " + f"{row['paired_law_bootstrap_95'][1]:+.3f}); exact sign-flip " + f"p={row['two_sided_exact_signflip_p']:.4g}." + ) + lines.extend(["", "## Descriptive layerwise stability", ""]) + for scale, row in descriptive_transfer.items(): + span_depths = row["longest_consecutive_depth_span"] + if span_depths: + span = f"{span_depths[0]:.1f}% to {span_depths[1]:.1f}% depth" + else: + span = "no layer" + lines.append( + f"- {scale}: best common layer {row['best_common_layer']} " + f"({row['best_common_depth_percent']:.1f}% depth), where the weaker " + f"transfer direction reached {row['best_weaker_direction_auc']:.3f}; " + f"both directions reached AUC >= 0.8 at {span}." + ) + lines.extend(["", statistics["interpretation_boundary"], ""]) + (OUT / "REPORT.md").write_text("\n".join(lines)) + print("\n".join(lines)) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/analyze_gemma_scale_heldout_v1.py b/jlens_materials/scripts/analyze_gemma_scale_heldout_v1.py new file mode 100644 index 0000000000000000000000000000000000000000..27cece12fa89624016abf3356a9d41a1fb1f99bb --- /dev/null +++ b/jlens_materials/scripts/analyze_gemma_scale_heldout_v1.py @@ -0,0 +1,821 @@ +#!/usr/bin/env python3 +"""Reproduce Figure 2 and compare the frozen 4B and single-fit 31B runs. + +This analysis deliberately reuses the exact held-out-v1 prompts and the exact +controlled-rank endpoint from the submitted 4B study. It does not modify the +paper or its figure directory. All outputs are written to a dated experiment +directory so that later Gemma-scale runs can be added without overwriting the +submitted result. +""" + +from __future__ import annotations + +import csv +import hashlib +import itertools +import json +import math +import sys +from collections import defaultdict +from pathlib import Path + +import matplotlib.pyplot as plt +import numpy as np + + +ROOT = Path(__file__).resolve().parents[1] +sys.path.insert(0, str(ROOT)) +sys.path.insert(0, str(ROOT / "scripts")) + +import analyze_materials_heldout_v1 as heldout # noqa: E402 + + +RUN_31B = ROOT / "runs" / "gemma4-31b-it-heldout-v1-seed0.json" +EXPECTED_31B_HASH = "03f5a52699a878611db0317539d3641dfcaf7a47b6d85478735360fb99e3c3e5" +EXPECTED_31B_MODEL = "google/gemma-4-31B-it" +EXPECTED_31B_REVISION = "842da3794eaa0b77d5f08bae87a17459d91ff475" + +OUT_DIR = ROOT / "experiments" / "gemma-scale-heldout-v1-2026-08-23" +FIG_DIR = OUT_DIR / "figures" +STATS_PATH = OUT_DIR / "statistics.json" +PROMPT_31B_CSV = OUT_DIR / "prompt_results_31b.csv" +CONCEPT_31B_CSV = OUT_DIR / "concept_results_31b.csv" +CROSS_SCALE_CSV = OUT_DIR / "cross_scale_prompt_results.csv" +REPORT_PATH = OUT_DIR / "REPORT.md" + +FIGURE_4B = FIG_DIR / "figure2-4b-reproduced" +FIGURE_31B = FIG_DIR / "figure2-31b-single-lens" +FIGURE_COMPARE = FIG_DIR / "figure2-cross-scale-candidate" +ORIGINAL_4B_PNG = ( + ROOT / "figures" / "materials-heldout-v1" / "heldout-controlled-recovery.png" +) +FROZEN_4B_STATS = ROOT / "experiments" / "materials-heldout-v1_statistics.json" + +RNG_SEED = 20260823 +N_BOOT = 20_000 + +DISPLAY_FAMILY = heldout.DISPLAY_FAMILY +COLOR_4B = "#087F8C" +COLOR_31B = "#4F4C9A" +COLOR_DIRECT = "#68747C" +COLOR_NEGATIVE = "#C46C5A" +COLOR_NEUTRAL = "#687078" +COLOR_LIGHT = "#A7ADB2" + + +def sha256(path: Path) -> str: + return hashlib.sha256(path.read_bytes()).hexdigest() + + +def write_csv(path: Path, rows: list[dict]) -> None: + if not rows: + raise ValueError(f"refusing to write empty CSV: {path}") + path.parent.mkdir(parents=True, exist_ok=True) + with path.open("w", newline="") as handle: + writer = csv.DictWriter(handle, fieldnames=list(rows[0])) + writer.writeheader() + writer.writerows(rows) + + +def validate_31b( + run: dict, + slugs_4b: list[str], + indexes_4b: list[dict[str, dict]], +) -> dict[str, dict]: + if sha256(RUN_31B) != EXPECTED_31B_HASH: + raise ValueError("31B raw run differs from the frozen downloaded file") + if run.get("model") != EXPECTED_31B_MODEL: + raise ValueError(f"unexpected 31B model: {run.get('model')}") + if run.get("errors"): + raise ValueError("31B run contains errors") + methodology = run.get("methodology", {}) + if not methodology.get("paper_protocol_complete"): + raise ValueError("31B run is not paper-protocol complete") + if not methodology.get("strict_protocol"): + raise ValueError("31B run did not use strict protocol validation") + if methodology.get("workspace_band") != [38.0, 92.0]: + raise ValueError("31B workspace band differs from the frozen 4B band") + if methodology.get("model_revision") != EXPECTED_31B_REVISION: + raise ValueError("31B model revision differs from the frozen revision") + if methodology.get("generation_max_new_tokens") != 1: + raise ValueError("31B generation length differs from the frozen protocol") + + provenance = run.get("lens_provenance", {}) + model = provenance.get("model", {}) + recipe = provenance.get("recipe", {}) + corpus = provenance.get("corpus", {}) + expected_recipe = { + "name": "paper", + "n_fit": 1000, + "max_seq_len": 128, + "target_layer": -2, + "report_layer_count": 25, + } + for key, value in expected_recipe.items(): + if recipe.get(key) != value: + raise ValueError(f"31B lens recipe mismatch for {key}") + if model.get("requested_id") != EXPECTED_31B_MODEL: + raise ValueError("31B lens model ID mismatch") + if model.get("model_revision") != EXPECTED_31B_REVISION: + raise ValueError("31B lens model revision mismatch") + if model.get("n_layers") != 60 or model.get("d_model") != 5376: + raise ValueError("31B architecture metadata mismatch") + if model.get("vocab_size") != 262144: + raise ValueError("31B vocabulary size mismatch") + if provenance.get("target_layer") != 58: + raise ValueError("31B lens is not fitted to the penultimate target layer") + if len(provenance.get("source_layers", [])) != 25: + raise ValueError("31B lens does not contain 25 source layers") + if corpus.get("records") != 1000 or corpus.get("unique_records") != 1000: + raise ValueError("31B lens corpus record count mismatch") + if corpus.get("subset") != "wikitext-103-raw-v1" or corpus.get("seed") != 0: + raise ValueError("31B lens corpus identity or seed mismatch") + + index = heldout.indexed_records(run) + if list(index) != slugs_4b or len(index) != 50: + raise ValueError("31B prompt identities or order differ from the 4B cohort") + reference_index = indexes_4b[0] + for slug in slugs_4b: + record = index[slug] + reference = reference_index[slug] + if not record.get("valid_for_metrics"): + raise ValueError(f"31B prompt excluded from metrics: {slug}") + for key in ("prompt_text", "target_family", "phrasing_id", "score_positions"): + if record.get(key) != reference.get(key): + raise ValueError(f"31B prompt field differs for {slug}: {key}") + labels = [item["label"] for item in record.get("emergence", [])] + reference_labels = [item["label"] for item in reference.get("emergence", [])] + if labels != reference_labels: + raise ValueError(f"31B tracked concepts differ for {slug}") + config = record.get("open_vocabulary_config", {}) + if config.get("surprising_top") != 64: + raise ValueError(f"31B candidate retention differs for {slug}") + if not config.get("matched_logit_open_vocabulary_stored"): + raise ValueError(f"31B direct open-vocabulary baseline missing for {slug}") + return index + + +def build_31b_rows( + run: dict, + slugs: list[str], + index: dict[str, dict], +) -> tuple[list[dict], list[dict], list[int]]: + ks = list(run["metrics"]["by_shape"]["ASSOCIATION"]["ks"]) + prompt_rows: list[dict] = [] + concept_rows: list[dict] = [] + for slug in slugs: + record = index[slug] + family = record.get("target_family") or record["category"] + j_auc = heldout.item_auc( + [int(item["best_rank"]) for item in record["emergence"]], ks + ) + direct_auc = heldout.item_auc( + [int(item["logit_lens_best_rank"]) for item in record["emergence"]], ks + ) + prompt_rows.append({ + "slug": slug, + "family": family, + "phrasing_id": record.get("phrasing_id"), + "prompt": record["prompt_text"], + "generated_completion": record.get("generated_completion"), + "n_resolved_concepts": len(record["emergence"]), + "j_auc": j_auc, + "direct_auc": direct_auc, + "delta_auc": j_auc - direct_auc, + }) + for item in record["emergence"]: + j_rank = int(item["best_rank"]) + 1 + direct_rank = int(item["logit_lens_best_rank"]) + 1 + concept_rows.append({ + "slug": slug, + "family": family, + "concept": item["label"], + "j_rank": j_rank, + "direct_rank": direct_rank, + "j_log_rank": math.log10(j_rank), + "direct_log_rank": math.log10(direct_rank), + "log10_rank_advantage": math.log10(direct_rank) - math.log10(j_rank), + }) + return prompt_rows, concept_rows, ks + + +def grouped_family(rows: list[dict], key: str) -> dict[str, list[float]]: + grouped: dict[str, list[float]] = defaultdict(list) + for row in rows: + grouped[row["family"]].append(float(row[key])) + return grouped + + +def hierarchical_bootstrap(rows: list[dict], key: str, *, seed: int) -> dict: + grouped = grouped_family(rows, key) + families = sorted(grouped) + arrays = [np.asarray(grouped[family], dtype=float) for family in families] + rng = np.random.default_rng(seed) + estimates = np.empty(N_BOOT, dtype=float) + for iteration in range(N_BOOT): + family_indices = rng.integers(0, len(arrays), size=len(arrays)) + means = [] + for family_index in family_indices: + values = arrays[int(family_index)] + prompt_indices = rng.integers(0, len(values), size=len(values)) + means.append(float(np.mean(values[prompt_indices]))) + estimates[iteration] = float(np.mean(means)) + observed = float(np.mean([row[key] for row in rows])) + return { + "observed_mean": observed, + "bootstrap_mean": float(np.mean(estimates)), + "low": float(np.quantile(estimates, 0.025)), + "high": float(np.quantile(estimates, 0.975)), + "n_resamples": N_BOOT, + "unit": "10 mechanism families; five phrasings resampled within family", + } + + +def exact_family_sign_flip(rows: list[dict], key: str) -> dict: + grouped = grouped_family(rows, key) + family_means = np.asarray([ + float(np.mean(grouped[family])) for family in sorted(grouped) + ]) + observed = float(np.mean(family_means)) + null = np.asarray([ + float(np.mean(family_means * np.asarray(signs))) + for signs in itertools.product((-1.0, 1.0), repeat=len(family_means)) + ]) + return { + "observed_mean": observed, + "p_one_sided_positive": float(np.mean(null >= observed - 1e-15)), + "p_two_sided": float(np.mean(np.abs(null) >= abs(observed) - 1e-15)), + "n_permutations": int(len(null)), + } + + +def family_statistics(rows: list[dict], j_key: str, direct_key: str) -> dict: + grouped: dict[str, list[dict]] = defaultdict(list) + for row in rows: + grouped[row["family"]].append(row) + result = {} + for family, members in sorted(grouped.items()): + j_values = np.asarray([row[j_key] for row in members], dtype=float) + direct_values = np.asarray([row[direct_key] for row in members], dtype=float) + result[family] = { + "n_phrasings": len(members), + "j_auc_mean": float(np.mean(j_values)), + "direct_auc_mean": float(np.mean(direct_values)), + "delta_auc_mean": float(np.mean(j_values - direct_values)), + "prompt_deltas": (j_values - direct_values).tolist(), + } + return result + + +def merge_cross_scale( + prompt_4b: list[dict], + prompt_31b: list[dict], +) -> list[dict]: + index_31b = {row["slug"]: row for row in prompt_31b} + rows = [] + for row_4b in prompt_4b: + row_31b = index_31b[row_4b["slug"]] + rows.append({ + "slug": row_4b["slug"], + "family": row_4b["family"], + "phrasing_id": row_4b["phrasing_id"], + "j_auc_4b": float(row_4b["j_auc_mean_seed"]), + "direct_auc_4b": float(row_4b["logit_auc"]), + "j_advantage_4b": float(row_4b["delta_auc_mean_seed"]), + "j_auc_31b": float(row_31b["j_auc"]), + "direct_auc_31b": float(row_31b["direct_auc"]), + "j_advantage_31b": float(row_31b["delta_auc"]), + "j_scale_change": float(row_31b["j_auc"] - row_4b["j_auc_mean_seed"]), + "direct_scale_change": float(row_31b["direct_auc"] - row_4b["logit_auc"]), + "advantage_scale_change": float( + row_31b["delta_auc"] - row_4b["delta_auc_mean_seed"] + ), + }) + return rows + + +def cross_scale_concept_rows( + concept_4b: list[dict], concept_31b: list[dict] +) -> list[dict]: + index_31b = { + (row["slug"], row["concept"]): row for row in concept_31b + } + rows = [] + for row_4b in concept_4b: + row_31b = index_31b[(row_4b["slug"], row_4b["concept"])] + rows.append({ + "family": row_4b["family"], + "slug": row_4b["slug"], + "concept": row_4b["concept"], + "j_log_rank_4b": float(row_4b["j_log_rank_mean_seed"]), + "direct_log_rank_4b": float(row_4b["logit_log_rank"]), + "j_log_rank_31b": float(row_31b["j_log_rank"]), + "direct_log_rank_31b": float(row_31b["direct_log_rank"]), + }) + return rows + + +def save_figure(figure: plt.Figure, stem: Path) -> None: + stem.parent.mkdir(parents=True, exist_ok=True) + for suffix in ("png", "pdf", "svg"): + figure.savefig( + stem.with_suffix(f".{suffix}"), + dpi=240, + bbox_inches="tight", + facecolor="white", + ) + plt.close(figure) + + +def plot_31b( + run: dict, + rows: list[dict], + families: dict, +) -> None: + plt.rcParams.update({ + "font.family": "DejaVu Sans", + "font.size": 10, + "axes.spines.top": False, + "axes.spines.right": False, + }) + figure = plt.figure(figsize=(13.4, 8.7), constrained_layout=True) + grid = figure.add_gridspec(2, 2, height_ratios=[1.0, 1.05]) + axes = [ + figure.add_subplot(grid[0, 0]), + figure.add_subplot(grid[0, 1]), + figure.add_subplot(grid[1, :]), + ] + + metrics = run["metrics"]["by_shape"]["ASSOCIATION"] + ks = metrics["ks"] + axis = axes[0] + axis.plot( + ks, + metrics["jacobian_lens"]["pass_at_k"], + "o-", + color=COLOR_4B, + linewidth=2.4, + label="Jacobian lens (single 31B fit)", + ) + axis.plot( + ks, + metrics["logit_lens"]["pass_at_k"], + "s-", + color=COLOR_DIRECT, + linewidth=2.0, + label="Direct unembedding", + ) + axis.set_xscale("log") + axis.set_xlabel("Vocabulary cutoff k (lower is stricter)") + axis.set_ylabel("Fraction of predeclared concepts within top k") + axis.set_title("A", loc="left", fontweight="bold") + axis.grid(True, alpha=0.18) + axis.legend(frameon=False, loc="upper left") + + axis = axes[1] + x_values = np.asarray([row["direct_auc"] for row in rows]) + y_values = np.asarray([row["j_auc"] for row in rows]) + limit = max(float(np.max(x_values)), float(np.max(y_values)), 0.02) * 1.08 + axis.scatter( + x_values, y_values, color=COLOR_LIGHT, alpha=0.65, s=36, edgecolor="none" + ) + axis.plot([0, limit], [0, limit], linestyle="--", color=COLOR_NEUTRAL, linewidth=1) + axis.set_xlim(-0.006, limit) + axis.set_ylim(-0.006, limit) + axis.set_xlabel("Direct-unembedding prompt AUC") + axis.set_ylabel("Jacobian-lens prompt AUC (single 31B fit)") + axis.set_title("B", loc="left", fontweight="bold") + axis.grid(True, alpha=0.18) + + axis = axes[2] + ordered = sorted(families, key=lambda family: families[family]["delta_auc_mean"]) + positions = np.arange(len(ordered)) + for position, family in zip(positions, ordered, strict=True): + raw = families[family]["prompt_deltas"] + mean_value = families[family]["delta_auc_mean"] + color = ( + COLOR_4B if mean_value > 0 + else COLOR_NEGATIVE if mean_value < 0 + else COLOR_NEUTRAL + ) + axis.scatter(raw, np.full(len(raw), position), color=COLOR_LIGHT, alpha=0.45, s=25) + axis.plot([0, mean_value], [position, position], color=color, linewidth=2.2, alpha=0.75) + axis.scatter(mean_value, position, marker="D", color=color, s=52, zorder=3) + axis.text( + mean_value + (0.008 if mean_value >= 0 else -0.008), + position, + f"{mean_value:+.3f}", + va="center", + ha="left" if mean_value >= 0 else "right", + fontsize=8, + color=color, + ) + axis.axvline(0, color=COLOR_NEUTRAL, linewidth=1) + axis.set_yticks(positions, [DISPLAY_FAMILY[family] for family in ordered]) + axis.set_xlabel("Jacobian minus direct-unembedding AUC") + axis.set_title("C", loc="left", fontweight="bold") + axis.grid(True, axis="x", alpha=0.18) + values = [value for family in ordered for value in families[family]["prompt_deltas"]] + values += [families[family]["delta_auc_mean"] for family in ordered] + maximum = max(abs(min(values)), abs(max(values)), 0.1) + axis.set_xlim(-1.15 * maximum, 1.15 * maximum) + save_figure(figure, FIGURE_31B) + + +def plot_cross_scale( + controlled_4b: dict, + run_31b: dict, + cross_rows: list[dict], + families_31b: dict, + prompt_correlations: dict, +) -> None: + plt.rcParams.update({ + "font.family": "DejaVu Sans", + "font.size": 10, + "axes.spines.top": False, + "axes.spines.right": False, + }) + figure = plt.figure(figsize=(13.4, 8.7), constrained_layout=True) + grid = figure.add_gridspec(2, 2, height_ratios=[1.0, 1.08]) + axes = [ + figure.add_subplot(grid[0, 0]), + figure.add_subplot(grid[0, 1]), + figure.add_subplot(grid[1, :]), + ] + + axis = axes[0] + ks = controlled_4b["pass_at_k"]["ks"] + metrics_31b = run_31b["metrics"]["by_shape"]["ASSOCIATION"] + axis.plot( + ks, + controlled_4b["pass_at_k"]["j_mean"], + "o-", + color=COLOR_4B, + linewidth=2.3, + label="4B Jacobian (3-fit mean)", + ) + axis.plot( + ks, + controlled_4b["pass_at_k"]["logit"], + "s--", + color=COLOR_4B, + linewidth=1.9, + label="4B direct", + ) + axis.plot( + ks, + metrics_31b["jacobian_lens"]["pass_at_k"], + "o-", + color=COLOR_31B, + linewidth=2.3, + label="31B Jacobian (single fit)", + ) + axis.plot( + ks, + metrics_31b["logit_lens"]["pass_at_k"], + "s--", + color=COLOR_31B, + linewidth=1.9, + label="31B direct", + ) + axis.set_xscale("log") + axis.set_xlabel("Vocabulary cutoff k (lower is stricter)") + axis.set_ylabel("Fraction of predeclared concepts within top k") + axis.set_title("A", loc="left", fontweight="bold") + axis.grid(True, alpha=0.18) + axis.legend(frameon=False, loc="upper left", fontsize=8.8) + + axis = axes[1] + j4 = np.asarray([row["j_auc_4b"] for row in cross_rows]) + j31 = np.asarray([row["j_auc_31b"] for row in cross_rows]) + d4 = np.asarray([row["direct_auc_4b"] for row in cross_rows]) + d31 = np.asarray([row["direct_auc_31b"] for row in cross_rows]) + limit = max(float(np.max([j4.max(), j31.max(), d4.max(), d31.max()])), 0.02) * 1.08 + axis.scatter( + j4, j31, s=42, color=COLOR_31B, alpha=0.62, edgecolor="none", label="Jacobian" + ) + axis.scatter( + d4, d31, s=42, facecolor="white", edgecolor=COLOR_DIRECT, + linewidth=1.2, alpha=0.85, marker="s", label="Direct" + ) + axis.plot([0, limit], [0, limit], linestyle="--", color=COLOR_NEUTRAL, linewidth=1) + axis.set_xlim(-0.006, limit) + axis.set_ylim(-0.006, limit) + axis.set_xlabel("4B prompt AUC") + axis.set_ylabel("31B prompt AUC") + axis.set_title("B", loc="left", fontweight="bold") + axis.grid(True, alpha=0.18) + axis.legend(frameon=False, loc="upper left") + axis.text( + 0.98, + 0.05, + f"Jacobian $r_s$ = {prompt_correlations['jacobian']['rho']:.2f}\n" + f"Direct $r_s$ = {prompt_correlations['direct']['rho']:.2f}", + transform=axis.transAxes, + ha="right", + va="bottom", + color=COLOR_NEUTRAL, + fontsize=9, + ) + + axis = axes[2] + families_4b = controlled_4b["families"] + families = sorted( + families_4b, + key=lambda family: 0.5 * ( + families_4b[family]["delta_auc_mean"] + + families_31b[family]["delta_auc_mean"] + ), + ) + positions = np.arange(len(families)) + for position, family in zip(positions, families, strict=True): + value_4b = families_4b[family]["delta_auc_mean"] + value_31b = families_31b[family]["delta_auc_mean"] + axis.plot( + [value_4b, value_31b], [position, position], + color="#C8CDD1", linewidth=1.5, zorder=1, + ) + axis.scatter( + value_4b, position, s=48, facecolor="white", edgecolor=COLOR_4B, + linewidth=1.4, zorder=3, + ) + axis.scatter( + value_31b, position, s=48, color=COLOR_31B, marker="D", zorder=3, + ) + overall_position = len(families) + 0.35 + overall_4b = float(np.mean([row["j_advantage_4b"] for row in cross_rows])) + overall_31b = float(np.mean([row["j_advantage_31b"] for row in cross_rows])) + axis.axhline(len(families) - 0.35, color="#D7DBDE", linewidth=0.9) + axis.plot( + [overall_4b, overall_31b], [overall_position, overall_position], + color="#9DA5AA", linewidth=2.0, zorder=1, + ) + axis.scatter( + overall_4b, overall_position, s=62, facecolor="white", edgecolor=COLOR_4B, + linewidth=1.6, label="4B (3-fit mean)", zorder=3, + ) + axis.scatter( + overall_31b, overall_position, s=62, color=COLOR_31B, marker="D", + label="31B (single fit)", zorder=3, + ) + axis.axvline(0, color=COLOR_NEUTRAL, linewidth=1) + axis.set_yticks( + list(positions) + [overall_position], + [DISPLAY_FAMILY[family] for family in families] + ["overall"], + ) + axis.set_xlabel("Jacobian minus direct-unembedding AUC") + axis.set_title("C", loc="left", fontweight="bold") + axis.grid(True, axis="x", alpha=0.18) + axis.legend(frameon=False, loc="lower right", ncol=2) + all_values = [ + families_4b[family]["delta_auc_mean"] for family in families + ] + [ + families_31b[family]["delta_auc_mean"] for family in families + ] + [overall_4b, overall_31b] + maximum = max(abs(min(all_values)), abs(max(all_values)), 0.08) + axis.set_xlim(-1.18 * maximum, 1.18 * maximum) + axis.set_ylim(-0.65, overall_position + 0.75) + save_figure(figure, FIGURE_COMPARE) + + +def figure_pixel_check(original: Path, reproduced: Path) -> dict: + first = plt.imread(original) + second = plt.imread(reproduced) + same_shape = first.shape == second.shape + maximum_difference = ( + float(np.max(np.abs(first.astype(float) - second.astype(float)))) + if same_shape else None + ) + mean_difference = ( + float(np.mean(np.abs(first.astype(float) - second.astype(float)))) + if same_shape else None + ) + return { + "original": str(original.relative_to(ROOT)), + "reproduced": str(reproduced.relative_to(ROOT)), + "original_sha256": sha256(original), + "reproduced_sha256": sha256(reproduced), + "same_shape": same_shape, + "maximum_normalized_pixel_difference": maximum_difference, + "mean_normalized_pixel_difference": mean_difference, + "pixel_identical": bool(same_shape and maximum_difference == 0.0), + "note": "Numeric endpoints are audited separately; raster differences can reflect font and antialiasing state.", + } + + +def build_report(stats: dict) -> str: + result_31b = stats["single_fit_31b"]["overall"] + scale = stats["cross_scale"] + lens_effect = result_31b["hierarchical_family_bootstrap"] + j_scale = scale["hierarchical_bootstrap"]["jacobian_scale_change"] + d_scale = scale["hierarchical_bootstrap"]["direct_scale_change"] + return "\n".join([ + "# Gemma held-out-v1 scale comparison", + "", + "## Status and scope", + "", + "This is a locked-endpoint cross-scale analysis of the completed 31B run. It reproduces the submitted Figure 2 from the untouched 4B archives, applies the identical controlled-rank endpoint to the single 31B lens, and constructs a provisional comparison figure. It does not modify the manuscript. Because only one 31B lens was fitted, the analysis estimates prompt/family variation but cannot estimate 31B lens-fit reproducibility.", + "", + "## Input validation", + "", + f"- 31B raw run SHA-256: `{stats['inputs']['run_31b']['sha256']}`.", + f"- Exact model revision: `{stats['inputs']['run_31b']['model_revision']}`.", + "- Fifty of fifty prompt identities, prompt strings, family labels, phrasing identifiers, score positions, and predeclared concepts match the frozen 4B cohort.", + "- The 31B lens records 1,000 unique WikiText-103 fitting records, the penultimate target layer, 25 source layers, strict paper protocol, and the same 38--92% readout band.", + "", + "## Single-fit 31B replication", + "", + f"The 31B Jacobian recovery AUC is **{result_31b['j_auc_mean']:.4f}**, versus **{result_31b['direct_auc_mean']:.4f}** for direct unembedding. The paired difference is **{result_31b['delta_auc']:+.4f}**; its family-hierarchical 95% interval is **{lens_effect['low']:+.4f} to {lens_effect['high']:+.4f}**. Prompt outcomes are {result_31b['j_wins']} Jacobian wins, {result_31b['ties']} ties, and {result_31b['j_losses']} losses.", + "", + "## Cross-scale comparison", + "", + f"Relative to the 4B three-fit mean, 31B Jacobian AUC changes by **{j_scale['observed_mean']:+.4f}** (family-hierarchical 95% interval **{j_scale['low']:+.4f} to {j_scale['high']:+.4f}**). Direct-unembedding AUC changes by **{d_scale['observed_mean']:+.4f}** (**{d_scale['low']:+.4f} to {d_scale['high']:+.4f}**).", + "", + f"Prompt-level cross-scale Spearman correlation is {scale['prompt_correlations']['jacobian']['rho']:.3f} for the Jacobian endpoint and {scale['prompt_correlations']['direct']['rho']:.3f} for direct unembedding. Concept-rank correlation is {scale['concept_rank_correlations']['jacobian']['rho']:.3f} and {scale['concept_rank_correlations']['direct']['rho']:.3f}, respectively.", + "", + "These results should be interpreted as cross-scale readability, not as a universal Jacobian advantage. The single 31B fit is an independent lens checkpoint, but not a seed-reproducibility cohort.", + "", + "## Figures", + "", + "- `figures/figure2-4b-reproduced.*`: current Figure 2 regenerated from the three frozen 4B runs.", + "- `figures/figure2-31b-single-lens.*`: the identical Figure 2 logic applied to the one 31B lens.", + "- `figures/figure2-cross-scale-candidate.*`: provisional comparison; not inserted into the paper.", + "", + ]) + + +def main() -> None: + OUT_DIR.mkdir(parents=True, exist_ok=True) + FIG_DIR.mkdir(parents=True, exist_ok=True) + + runs_4b = [json.loads(path.read_text()) for path in heldout.RUN_PATHS] + slugs, indexes_4b = heldout.validate_runs(runs_4b, heldout.RUN_PATHS) + prompt_4b, concept_4b, ks_4b = heldout.build_controlled_rows( + runs_4b, slugs, indexes_4b + ) + controlled_4b = heldout.build_controlled_statistics( + runs_4b, prompt_4b, concept_4b, ks_4b + ) + frozen_4b = json.loads(FROZEN_4B_STATS.read_text())["controlled"] + if controlled_4b != frozen_4b: + raise ValueError("recomputed 4B controlled statistics differ from frozen Figure 2 statistics") + + original_figure_stem = heldout.CONTROLLED_FIGURE + original_figure_dir = heldout.FIG_DIR + try: + heldout.CONTROLLED_FIGURE = FIGURE_4B + heldout.FIG_DIR = FIG_DIR + heldout.plot_controlled(controlled_4b, prompt_4b, concept_4b) + finally: + heldout.CONTROLLED_FIGURE = original_figure_stem + heldout.FIG_DIR = original_figure_dir + + run_31b = json.loads(RUN_31B.read_text()) + index_31b = validate_31b(run_31b, slugs, indexes_4b) + prompt_31b, concept_31b, ks_31b = build_31b_rows( + run_31b, slugs, index_31b + ) + if ks_31b != ks_4b: + raise ValueError("31B vocabulary cutoffs differ from the 4B endpoint") + + families_31b = family_statistics(prompt_31b, "j_auc", "direct_auc") + overall_31b = { + "n_prompts": len(prompt_31b), + "n_families": len(families_31b), + "n_resolved_prompt_concepts": len(concept_31b), + "j_auc_mean": float(np.mean([row["j_auc"] for row in prompt_31b])), + "direct_auc_mean": float(np.mean([row["direct_auc"] for row in prompt_31b])), + "delta_auc": float(np.mean([row["delta_auc"] for row in prompt_31b])), + "relative_auc_gain": float( + np.mean([row["j_auc"] for row in prompt_31b]) + / np.mean([row["direct_auc"] for row in prompt_31b]) - 1 + ), + "j_wins": int(sum(row["delta_auc"] > 1e-12 for row in prompt_31b)), + "ties": int(sum(abs(row["delta_auc"]) <= 1e-12 for row in prompt_31b)), + "j_losses": int(sum(row["delta_auc"] < -1e-12 for row in prompt_31b)), + "hierarchical_family_bootstrap": hierarchical_bootstrap( + prompt_31b, "delta_auc", seed=RNG_SEED + ), + "exact_family_sign_flip": exact_family_sign_flip(prompt_31b, "delta_auc"), + } + + cross_rows = merge_cross_scale(prompt_4b, prompt_31b) + concepts_cross = cross_scale_concept_rows(concept_4b, concept_31b) + prompt_correlations = { + "jacobian": heldout.family_clustered_spearman( + cross_rows, "j_auc_4b", "j_auc_31b", seed=RNG_SEED + 1 + ), + "direct": heldout.family_clustered_spearman( + cross_rows, "direct_auc_4b", "direct_auc_31b", seed=RNG_SEED + 2 + ), + } + concept_correlations = { + "jacobian": heldout.family_clustered_spearman( + concepts_cross, "j_log_rank_4b", "j_log_rank_31b", seed=RNG_SEED + 3 + ), + "direct": heldout.family_clustered_spearman( + concepts_cross, "direct_log_rank_4b", "direct_log_rank_31b", seed=RNG_SEED + 4 + ), + } + + plot_31b(run_31b, prompt_31b, families_31b) + plot_cross_scale( + controlled_4b, run_31b, cross_rows, families_31b, prompt_correlations + ) + + stats = { + "analysis_status": "locked-endpoint cross-scale analysis; not inserted into paper", + "analysis_date": "2026-08-23", + "analysis_seed": RNG_SEED, + "bootstrap_resamples": N_BOOT, + "inputs": { + "runs_4b": [ + {"path": str(path.relative_to(ROOT)), "sha256": sha256(path)} + for path in heldout.RUN_PATHS + ], + "run_31b": { + "path": str(RUN_31B.relative_to(ROOT)), + "sha256": sha256(RUN_31B), + "model": EXPECTED_31B_MODEL, + "model_revision": EXPECTED_31B_REVISION, + }, + }, + "figure2_reproduction": figure_pixel_check( + ORIGINAL_4B_PNG, FIGURE_4B.with_suffix(".png") + ), + "figure2_numeric_reproduction": { + "frozen_statistics_path": str(FROZEN_4B_STATS.relative_to(ROOT)), + "frozen_statistics_sha256": sha256(FROZEN_4B_STATS), + "exact_controlled_json_match": True, + "note": "All submitted Figure 2 controlled endpoints were recomputed with the original analyzer and match the frozen statistics exactly.", + }, + "submitted_4b": controlled_4b, + "single_fit_31b": { + "overall": overall_31b, + "families": families_31b, + "pass_at_k": { + "ks": ks_31b, + "jacobian": run_31b["metrics"]["by_shape"]["ASSOCIATION"]["jacobian_lens"]["pass_at_k"], + "direct": run_31b["metrics"]["by_shape"]["ASSOCIATION"]["logit_lens"]["pass_at_k"], + }, + }, + "cross_scale": { + "hierarchical_bootstrap": { + "jacobian_scale_change": hierarchical_bootstrap( + cross_rows, "j_scale_change", seed=RNG_SEED + 10 + ), + "direct_scale_change": hierarchical_bootstrap( + cross_rows, "direct_scale_change", seed=RNG_SEED + 11 + ), + "change_in_jacobian_advantage": hierarchical_bootstrap( + cross_rows, "advantage_scale_change", seed=RNG_SEED + 12 + ), + }, + "exact_family_sign_flip": { + "jacobian_scale_change": exact_family_sign_flip( + cross_rows, "j_scale_change" + ), + "direct_scale_change": exact_family_sign_flip( + cross_rows, "direct_scale_change" + ), + "change_in_jacobian_advantage": exact_family_sign_flip( + cross_rows, "advantage_scale_change" + ), + }, + "prompt_correlations": prompt_correlations, + "concept_rank_correlations": concept_correlations, + }, + "limitations": [ + "Only one independently fitted 31B lens is available.", + "Prompt/family uncertainty does not measure lens-fit uncertainty.", + "The 31B analysis reuses the frozen 4B prompts and endpoints; it is a cross-scale replication, not a new held-out prompt cohort.", + "No manuscript figure is replaced by this analysis.", + ], + } + + write_csv(PROMPT_31B_CSV, prompt_31b) + write_csv(CONCEPT_31B_CSV, concept_31b) + write_csv(CROSS_SCALE_CSV, cross_rows) + STATS_PATH.write_text(json.dumps(stats, indent=2) + "\n") + REPORT_PATH.write_text(build_report(stats)) + + print(json.dumps({ + "figure2_reproduction": stats["figure2_reproduction"], + "single_fit_31b": overall_31b, + "cross_scale": stats["cross_scale"], + }, indent=2)) + for path in ( + STATS_PATH, + PROMPT_31B_CSV, + CONCEPT_31B_CSV, + CROSS_SCALE_CSV, + REPORT_PATH, + FIGURE_4B.with_suffix(".pdf"), + FIGURE_31B.with_suffix(".pdf"), + FIGURE_COMPARE.with_suffix(".pdf"), + ): + print(f"wrote {path}") + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/analyze_graph_topology_rigorous.py b/jlens_materials/scripts/analyze_graph_topology_rigorous.py new file mode 100644 index 0000000000000000000000000000000000000000..0ba898f51647c2bf24b249e712439f2770642f8c --- /dev/null +++ b/jlens_materials/scripts/analyze_graph_topology_rigorous.py @@ -0,0 +1,2663 @@ +#!/usr/bin/env python3 +"""Rigorous graph controls for materials-mechanism representations. + +This script implements the frozen protocol in +``experiments/graph-topology-rigorous-2026-07-17``. It uses only archived +representations and writes complete row-level tables, statistics, and figures. +""" + +from __future__ import annotations + +import hashlib +import itertools +import json +import math +import re +import warnings +from collections import Counter, defaultdict +from pathlib import Path +from typing import Iterable, Mapping, Sequence + +import matplotlib + +matplotlib.use("Agg") +import matplotlib.pyplot as plt # noqa: E402 +from matplotlib.colors import ListedColormap # noqa: E402 +from matplotlib.lines import Line2D # noqa: E402 +import networkx as nx # noqa: E402 +import numpy as np # noqa: E402 +import pandas as pd # noqa: E402 +from scipy.stats import rankdata # noqa: E402 +from sklearn.feature_extraction.text import TfidfVectorizer # noqa: E402 +from sklearn.metrics import adjusted_rand_score, roc_auc_score # noqa: E402 + +from analyze_graph_topology import ( # noqa: E402 + FAMILY_SHORT, + candidate_removed, + community_labels, + normalize, + token_words, + vocabulary_features, +) + + +ROOT = Path(__file__).resolve().parents[1] +OUT = ROOT / "experiments" / "graph-topology-rigorous-2026-07-17" +FIG = OUT / "figures" +PROTOCOL_PATH = OUT / "protocol.json" +AMENDMENT_PATH = OUT / "protocol-amendment-v1.json" +AMENDMENT_V2_PATH = OUT / "protocol-amendment-v2.json" +AMENDMENT_V2_CORRECTION_PATH = OUT / "protocol-amendment-v2-correction.json" +HELDOUT_NPZ = ROOT / "experiments" / "materials-heldout-v1_latent_vectors.npz" +HELDOUT_STATS = ROOT / "experiments" / "materials-heldout-v1_statistics.json" +HELDOUT_PROMPTS = ROOT / "prompts" / "materials-heldout-v1-preregistered.json" +REPLICATION_DIR = ( + ROOT + / "experiments" + / "late-physics-representation-replication-2026-07-17" +) +REPLICATION_NPZ = REPLICATION_DIR / "representations.npz" +REPLICATION_MANIFEST = REPLICATION_DIR / "prompt_manifest.json" +REPLICATION_PROTOCOL = REPLICATION_DIR / "protocol.json" + +SEED = 20260717 +N_PERM = 50_000 +N_BOOT = 50_000 +BAND = (38.0, 92.0) +LATE_BAND = (80.0, 96.0) + +COLORS = { + "jacobian": "#16697A", + "raw": "#6C5B7B", + "direct": "#B56576", + "token_embedding": "#D17C38", + "word_tfidf": "#5B8C5A", + "char_tfidf": "#73777D", + "target_free_jacobian": "#247BA0", + "target_free_direct": "#C06C84", + "chance": "#9AA0A6", +} + + +def sha256(path: Path) -> str: + return hashlib.sha256(path.read_bytes()).hexdigest() + + +def json_safe(value: object) -> object: + """Recursively convert NumPy scalars before serializing audit artifacts.""" + + if isinstance(value, np.generic): + return json_safe(value.item()) + if isinstance(value, float) and not math.isfinite(value): + return None + if isinstance(value, dict): + return {str(key): json_safe(item) for key, item in value.items()} + if isinstance(value, (list, tuple)): + return [json_safe(item) for item in value] + return value + + +def validate_inputs(protocol: Mapping[str, object]) -> None: + lookup = { + "heldout_vectors": HELDOUT_NPZ, + "heldout_statistics": HELDOUT_STATS, + "heldout_prompts": HELDOUT_PROMPTS, + "replication_vectors": REPLICATION_NPZ, + "replication_manifest": REPLICATION_MANIFEST, + "replication_protocol": REPLICATION_PROTOCOL, + } + for name, path in lookup.items(): + expected = str(protocol["inputs"][name]["sha256"]) # type: ignore[index] + actual = sha256(path) + if actual != expected: + raise RuntimeError( + f"input fingerprint mismatch for {path}: {actual} != {expected}" + ) + + +def cosine_layers(values: np.ndarray) -> np.ndarray: + """Return pairwise cosine matrices for ``[..., item, layer, feature]``.""" + + values = normalize(values) + with warnings.catch_warnings(): + warnings.simplefilter("ignore", RuntimeWarning) + output = np.einsum( + "...ild,...jld->...lij", values, values, optimize=True + ) + if not np.all(np.isfinite(output)): + raise FloatingPointError("non-finite layered cosine matrix") + return output + + +def cosine_matrix(values: np.ndarray) -> np.ndarray: + values = normalize(values) + with warnings.catch_warnings(): + warnings.simplefilter("ignore", RuntimeWarning) + output = np.einsum("id,jd->ij", values, values, optimize=True) + if not np.all(np.isfinite(output)): + raise FloatingPointError("non-finite cosine matrix") + return output + + +def prompt_feature_matrices(texts: Sequence[str]) -> dict[str, np.ndarray]: + word = TfidfVectorizer( + lowercase=True, + ngram_range=(1, 2), + sublinear_tf=True, + norm="l2", + ).fit_transform(texts) + char = TfidfVectorizer( + lowercase=True, + analyzer="char_wb", + ngram_range=(3, 5), + sublinear_tf=True, + norm="l2", + ).fit_transform(texts) + token_sets = [token_words(text) for text in texts] + jaccard = np.zeros((len(texts), len(texts)), dtype=float) + lengths = np.asarray([len(words) for words in token_sets], dtype=float) + for i, first in enumerate(token_sets): + for j in range(i, len(texts)): + second = token_sets[j] + union = first | second + value = len(first & second) / len(union) if union else 0.0 + jaccard[i, j] = jaccard[j, i] = value + return { + "word_tfidf": (word @ word.T).toarray(), + "char_tfidf": (char @ char.T).toarray(), + "token_jaccard": jaccard, + "length_difference": np.abs(lengths[:, None] - lengths[None, :]), + } + + +def cross_fold_edges( + similarity: np.ndarray, + folds: np.ndarray, + *, + neighbors_per_fold: int = 1, +) -> np.ndarray: + """Select a fixed number of directed neighbors in every other fold.""" + + edges: list[tuple[int, int]] = [] + for source in range(len(folds)): + for target_fold in sorted(set(folds)): + if target_fold == folds[source]: + continue + candidates = np.flatnonzero(folds == target_fold) + ordered = sorted( + candidates.tolist(), + key=lambda target: (-float(similarity[source, target]), target), + ) + edges.extend( + (source, target) + for target in ordered[: min(neighbors_per_fold, len(ordered))] + ) + return np.asarray(edges, dtype=np.int16) + + +def relation_edges( + similarity: np.ndarray, + families: np.ndarray, + variants: np.ndarray, + triplets: np.ndarray, +) -> np.ndarray: + """Within-family, cross-variant nearest edges excluding the same case.""" + + edges: list[tuple[int, int]] = [] + variant_values = sorted(set(variants)) + for source in range(len(families)): + for target_variant in variant_values: + if target_variant == variants[source]: + continue + candidates = np.flatnonzero( + (families == families[source]) + & (variants == target_variant) + & (triplets != triplets[source]) + ) + if not len(candidates): + raise RuntimeError("empty disjoint relation candidate set") + target = min( + candidates.tolist(), + key=lambda candidate: ( + -float(similarity[source, candidate]), + candidate, + ), + ) + edges.append((source, target)) + return np.asarray(edges, dtype=np.int16) + + +def case_preserving_exact_permutations( + families: np.ndarray, + variants: np.ndarray, + triplets: np.ndarray, + outcomes: np.ndarray, +) -> np.ndarray: + """Enumerate case labels while preserving the counterfactual sign flip.""" + + family_names = sorted(set(families)) + family_configurations: list[ + tuple[np.ndarray, list[np.ndarray]] + ] = [] + for family in family_names: + family_indices = np.flatnonzero(families == family) + family_triplets = sorted(set(triplets[family_indices])) + if len(family_triplets) != 4: + raise RuntimeError(f"{family} does not contain four material cases") + for triplet in family_triplets: + case = (families == family) & (triplets == triplet) + anchor = outcomes[case & (variants == "anchor")] + paraphrase = outcomes[ + case & (variants == "physics_paraphrase") + ] + counterfactual = outcomes[ + case & (variants == "lexical_counterfactual") + ] + if not ( + len(anchor) == len(paraphrase) == len(counterfactual) == 1 + and anchor[0] == paraphrase[0] + and anchor[0] != counterfactual[0] + ): + raise RuntimeError( + "material case does not have the registered sign transform" + ) + configurations = [] + for positive in itertools.combinations(range(4), 2): + positive_set = set(positive) + assignment = np.zeros(len(families), dtype=np.int8) + for index, triplet in enumerate(family_triplets): + case = (families == family) & (triplets == triplet) + base = int(index in positive_set) + assignment[ + case & (variants != "lexical_counterfactual") + ] = base + assignment[ + case & (variants == "lexical_counterfactual") + ] = 1 - base + configurations.append(assignment) + family_configurations.append((family_indices, configurations)) + combinations = list( + itertools.product(range(6), repeat=len(family_names)) + ) + output = np.empty((len(combinations), len(families)), dtype=np.int8) + for row_index, choice in enumerate(combinations): + row = np.empty(len(families), dtype=np.int8) + for family_index, configuration_index in enumerate(choice): + indices, configurations = family_configurations[family_index] + row[indices] = configurations[configuration_index][indices] + output[row_index] = row + if len(output) != 6 ** len(family_names): + raise RuntimeError("incorrect exact case-permutation count") + return output + + +def relation_ranking_summary( + similarity: np.ndarray, + families: np.ndarray, + variants: np.ndarray, + triplets: np.ndarray, + outcomes: np.ndarray, +) -> tuple[dict[str, object], pd.DataFrame]: + """Evaluate the complete three-candidate ranking behind each graph edge.""" + + rows: list[dict[str, object]] = [] + for source in range(len(families)): + for target_variant in sorted(set(variants)): + if target_variant == variants[source]: + continue + candidates = np.flatnonzero( + (families == families[source]) + & (variants == target_variant) + & (triplets != triplets[source]) + ) + same = outcomes[candidates] == outcomes[source] + if len(candidates) != 3 or int(np.sum(same)) not in (1, 2): + raise RuntimeError( + "relation ranking requires one or two positives among three candidates" + ) + positives = candidates[same] + negatives = candidates[~same] + ordered = sorted( + candidates.tolist(), + key=lambda candidate: ( + -float(similarity[source, candidate]), + candidate, + ), + ) + rank = min(ordered.index(int(positive)) + 1 for positive in positives) + positive_scores = similarity[source, positives] + negative_scores = similarity[source, negatives] + comparisons = positive_scores[:, None] - negative_scores[None, :] + auc = float( + np.mean(comparisons > 0) + + 0.5 * np.mean(comparisons == 0) + ) + rows.append( + { + "source_index": source, + "family": str(families[source]), + "source_variant": str(variants[source]), + "target_variant": str(target_variant), + "n_same_outcome_candidates": int(len(positives)), + "first_positive_rank": rank, + "top1_correct": bool( + outcomes[ordered[0]] == outcomes[source] + ), + "reciprocal_rank": 1.0 / rank, + "pairwise_auc": auc, + } + ) + frame = pd.DataFrame(rows) + family = ( + frame.groupby("family")[ + ["top1_correct", "reciprocal_rank", "pairwise_auc"] + ] + .mean() + .sort_index() + ) + leave_one_out = [] + for omitted in family.index: + retained = frame[frame["family"] != omitted] + leave_one_out.append( + { + "omitted_family": str(omitted), + "top1_accuracy": float(retained["top1_correct"].mean()), + "mean_reciprocal_rank": float( + retained["reciprocal_rank"].mean() + ), + "pairwise_auc": float(retained["pairwise_auc"].mean()), + } + ) + output = { + "n_rankings": int(len(frame)), + "candidates_per_ranking": 3, + "same_outcome_candidates_range": [1, 2], + "top1_accuracy": float(frame["top1_correct"].mean()), + "mean_reciprocal_rank": float(frame["reciprocal_rank"].mean()), + "pairwise_auc": float(frame["pairwise_auc"].mean()), + "family_metrics": { + str(name): { + "top1_accuracy": float(row["top1_correct"]), + "mean_reciprocal_rank": float(row["reciprocal_rank"]), + "pairwise_auc": float(row["pairwise_auc"]), + } + for name, row in family.iterrows() + }, + "leave_one_family_out": leave_one_out, + "leave_one_family_out_range": { + metric: [ + float(min(row[metric] for row in leave_one_out)), + float(max(row[metric] for row in leave_one_out)), + ] + for metric in ( + "top1_accuracy", + "mean_reciprocal_rank", + "pairwise_auc", + ) + }, + "chance": { + "top1_accuracy": float( + frame["n_same_outcome_candidates"].mean() / 3.0 + ), + "pairwise_auc": 0.5, + }, + } + return output, frame + + +def edge_precision(edges: np.ndarray, labels: np.ndarray) -> float: + return float(np.mean(labels[edges[:, 0]] == labels[edges[:, 1]])) + + +def per_query_precision(edges: np.ndarray, labels: np.ndarray) -> np.ndarray: + output = np.zeros(len(labels), dtype=float) + counts = np.zeros(len(labels), dtype=int) + for source, target in edges: + output[source] += labels[source] == labels[target] + counts[source] += 1 + if np.any(counts == 0): + raise RuntimeError("graph contains a node with no directed edges") + return output / counts + + +def family_means( + values: np.ndarray, families: np.ndarray +) -> tuple[list[str], np.ndarray]: + names = sorted(set(families)) + return names, np.asarray( + [np.mean(values[families == family]) for family in names], dtype=float + ) + + +def plus_one_p(null: np.ndarray, observed: float) -> float: + return float((1 + np.sum(null >= observed - 1e-15)) / (1 + len(null))) + + +def sign_flip_test(values: np.ndarray) -> float: + values = np.asarray(values, dtype=float) + signs = np.asarray(list(itertools.product((-1.0, 1.0), repeat=len(values)))) + observed = float(np.mean(values)) + null = np.mean(signs * values[None, :], axis=1) + return float(np.mean(null >= observed - 1e-15)) + + +def bootstrap_mean(values: np.ndarray, rng: np.random.Generator) -> list[float]: + values = np.asarray(values, dtype=float) + indices = rng.integers(0, len(values), size=(N_BOOT, len(values))) + samples = values[indices].mean(axis=1) + return [float(value) for value in np.quantile(samples, (0.025, 0.975))] + + +def permute_within_blocks( + labels: np.ndarray, + blocks: Sequence[tuple[object, ...]], + *, + rng: np.random.Generator, + n: int = N_PERM, +) -> np.ndarray: + output = np.empty((n, len(labels)), dtype=labels.dtype) + unique = sorted(set(blocks)) + indices = [ + np.asarray([i for i, block in enumerate(blocks) if block == value]) + for value in unique + ] + for iteration in range(n): + row = labels.copy() + for block_indices in indices: + row[block_indices] = rng.permutation(row[block_indices]) + output[iteration] = row + return output + + +def precision_null(edges: np.ndarray, permutations: np.ndarray) -> np.ndarray: + return np.mean( + permutations[:, edges[:, 0]] == permutations[:, edges[:, 1]], + axis=1, + ) + + +def layer_scan_null( + edges_by_layer: Sequence[np.ndarray], + permutations: np.ndarray, +) -> np.ndarray: + values = np.empty((len(permutations), len(edges_by_layer)), dtype=np.float32) + for layer, edges in enumerate(edges_by_layer): + values[:, layer] = precision_null(edges, permutations) + return values + + +def prompt_covariate_design( + feature_matrices: Mapping[str, np.ndarray], + folds: np.ndarray, + *, + upper_only: bool = True, + cross_fold_only: bool = False, +) -> tuple[np.ndarray, np.ndarray, np.ndarray]: + if upper_only: + first, second = np.triu_indices(len(folds), k=1) + else: + first, second = np.where(~np.eye(len(folds), dtype=bool)) + if cross_fold_only: + keep = folds[first] != folds[second] + first, second = first[keep], second[keep] + length = feature_matrices["length_difference"] + length_scaled = length / max(1.0, float(np.max(length))) + columns = [ + np.ones(len(first)), + feature_matrices["word_tfidf"][first, second], + feature_matrices["char_tfidf"][first, second], + feature_matrices["token_jaccard"][first, second], + length_scaled[first, second], + (folds[first] == folds[second]).astype(float), + ] + return np.column_stack(columns), first, second + + +def residualize_similarity( + similarity: np.ndarray, + design: np.ndarray, + first: np.ndarray, + second: np.ndarray, +) -> tuple[np.ndarray, np.ndarray]: + y = np.asarray(similarity[first, second], dtype=float) + with warnings.catch_warnings(): + warnings.simplefilter("ignore", RuntimeWarning) + coefficient = np.linalg.lstsq(design, y, rcond=None)[0] + residual = y - np.einsum("ij,j->i", design, coefficient) + if not np.all(np.isfinite(residual)): + raise FloatingPointError("non-finite prompt-residual similarity") + matrix = np.zeros_like(similarity, dtype=float) + matrix[first, second] = residual + matrix[second, first] = residual + np.fill_diagonal(matrix, np.max(residual) + 1.0) + return matrix, coefficient + + +def partial_family_coefficient( + similarity: np.ndarray, + design: np.ndarray, + first: np.ndarray, + second: np.ndarray, + labels: np.ndarray, +) -> float: + same = (labels[first] == labels[second]).astype(float) + full = np.column_stack((design, same)) + with warnings.catch_warnings(): + warnings.simplefilter("ignore", RuntimeWarning) + coefficient = np.linalg.lstsq( + full, similarity[first, second], rcond=None + )[0][-1] + if not np.isfinite(coefficient): + raise FloatingPointError("non-finite partial family coefficient") + return float(coefficient) + + +def partial_coefficient_null( + similarity: np.ndarray, + design: np.ndarray, + first: np.ndarray, + second: np.ndarray, + permutations: np.ndarray, +) -> np.ndarray: + y = similarity[first, second] + with warnings.catch_warnings(): + warnings.simplefilter("ignore", RuntimeWarning) + projection = np.einsum( + "ij,jk->ik", design, np.linalg.pinv(design), optimize=True + ) + y_residual = y - np.einsum( + "ij,j->i", projection, y, optimize=True + ) + if not np.all(np.isfinite(y_residual)): + raise FloatingPointError("non-finite residualized dyadic outcome") + output = np.empty(len(permutations), dtype=float) + chunk = 500 + for start in range(0, len(permutations), chunk): + stop = min(len(permutations), start + chunk) + same = ( + permutations[start:stop, first] + == permutations[start:stop, second] + ).astype(float) + with warnings.catch_warnings(): + warnings.simplefilter("ignore", RuntimeWarning) + same_residual = same - np.einsum( + "ij,jk->ik", same, projection, optimize=True + ) + numerator = np.einsum( + "ij,j->i", same_residual, y_residual, optimize=True + ) + denominator = np.sum(same_residual * same_residual, axis=1) + output[start:stop] = numerator / np.maximum(denominator, 1e-12) + if not np.all(np.isfinite(output)): + raise FloatingPointError("non-finite partial-coefficient null") + return output + + +def hard_negative_rows( + similarities: Mapping[str, np.ndarray], + lexical_score: np.ndarray, + families: np.ndarray, + folds: np.ndarray, + slugs: np.ndarray, +) -> pd.DataFrame: + rows: list[dict[str, object]] = [] + for source in range(len(families)): + for target_fold in sorted(set(folds)): + if target_fold == folds[source]: + continue + true_matches = np.flatnonzero( + (folds == target_fold) & (families == families[source]) + ) + if len(true_matches) != 1: + raise RuntimeError("cross-phrasing target is not unique") + target = int(true_matches[0]) + candidates = np.flatnonzero( + (folds == target_fold) & (families != families[source]) + ) + negative = min( + candidates.tolist(), + key=lambda index: (-float(lexical_score[source, index]), index), + ) + lexical_margin = float( + lexical_score[source, target] - lexical_score[source, negative] + ) + base = { + "source": source, + "source_slug": str(slugs[source]), + "family": str(families[source]), + "source_fold": int(folds[source]), + "target_fold": int(target_fold), + "true_target": target, + "true_slug": str(slugs[target]), + "hard_negative": negative, + "hard_negative_slug": str(slugs[negative]), + "hard_negative_family": str(families[negative]), + "prompt_only_margin": lexical_margin, + "lexical_trap": bool(lexical_margin < 0), + } + for method, similarity in similarities.items(): + rows.append( + { + **base, + "method": method, + "state_margin": float( + similarity[source, target] + - similarity[source, negative] + ), + } + ) + return pd.DataFrame(rows) + + +def summarize_hard_negatives( + frame: pd.DataFrame, + rng: np.random.Generator, +) -> dict[str, object]: + output: dict[str, object] = {} + for subset_name, subset in ( + ("all", frame), + ("lexical_traps", frame[frame["lexical_trap"]]), + ): + method_results = {} + for method, rows in subset.groupby("method"): + family = rows.groupby("family")["state_margin"].mean().sort_index() + values = family.to_numpy(dtype=float) + method_results[str(method)] = { + "n_comparisons": int(len(rows)), + "n_families": int(len(values)), + "mean_family_margin": float(np.mean(values)), + "family_bootstrap_95": bootstrap_mean(values, rng), + "one_sided_exact_family_sign_flip_p": sign_flip_test(values), + "positive_families": int(np.sum(values > 0)), + "family_margins": { + str(name): float(value) + for name, value in family.items() + }, + } + output[subset_name] = method_results + return output + + +def stability_scores( + similarities: np.ndarray, + folds: np.ndarray, + band_mask: np.ndarray, +) -> np.ndarray: + """Frequency for every directed cross-fold pair. + + ``similarities`` is ``[replicate, layer, item, item]``. + """ + + counts = np.zeros((len(folds), len(folds)), dtype=float) + total = 0 + for replicate in range(similarities.shape[0]): + for layer in np.flatnonzero(band_mask): + edges = cross_fold_edges(similarities[replicate, layer], folds) + counts[edges[:, 0], edges[:, 1]] += 1 + total += 1 + return counts / total + + +def stability_auc_null( + scores: np.ndarray, + labels: np.ndarray, + folds: np.ndarray, + permutations: np.ndarray, +) -> tuple[float, np.ndarray]: + first, second = np.where(folds[:, None] != folds[None, :]) + values = scores[first, second] + observed_binary = labels[first] == labels[second] + observed = float(roc_auc_score(observed_binary, values)) + ranks = rankdata(values, method="average") + n_pos = int(np.sum(observed_binary)) + n_total = len(values) + output = np.empty(len(permutations), dtype=float) + chunk = 500 + base = n_pos * (n_pos + 1) / 2.0 + denominator = n_pos * (n_total - n_pos) + for start in range(0, len(permutations), chunk): + stop = min(len(permutations), start + chunk) + same = ( + permutations[start:stop, first] + == permutations[start:stop, second] + ) + with warnings.catch_warnings(): + warnings.simplefilter("ignore", RuntimeWarning) + rank_sum = np.einsum( + "ij,j->i", same, ranks, optimize=True + ) + output[start:stop] = (rank_sum - base) / denominator + if not np.all(np.isfinite(output)): + raise FloatingPointError("non-finite stability AUC null") + return observed, output + + +def bh_adjust(p_values: np.ndarray) -> np.ndarray: + values = np.asarray(p_values, dtype=float) + order = np.argsort(values) + ranked = values[order] + adjusted = ranked * len(values) / np.arange(1, len(values) + 1) + adjusted = np.minimum.accumulate(adjusted[::-1])[::-1] + output = np.empty_like(adjusted) + output[order] = np.minimum(adjusted, 1.0) + return output + + +def concept_documents(records: Sequence[Mapping[str, object]]) -> tuple[np.ndarray, list[str]]: + documents: list[dict[str, float]] = [] + for record in records: + words = token_words(str(record["prompt"])) + filtered = [ + row + for row in record["filtered_consensus_candidates"] # type: ignore[index] + if not candidate_removed(str(row["token"]), words) + ][:20] + documents.append( + { + str(row["token"]): float(row["consensus_score"]) + for row in filtered + } + ) + frequency = Counter(token for document in documents for token in document) + vocabulary = sorted(frequency) + lookup = {token: index for index, token in enumerate(vocabulary)} + matrix = np.zeros((len(documents), len(vocabulary)), dtype=float) + for row, document in enumerate(documents): + for token, score in document.items(): + matrix[row, lookup[token]] = score * math.log( + (1 + len(documents)) / (1 + frequency[token]) + ) + return matrix, vocabulary + + +def concept_enrichment( + matrix: np.ndarray, + vocabulary: Sequence[str], + families: np.ndarray, + permutations: np.ndarray, +) -> pd.DataFrame: + family_names = sorted(set(families)) + family_codes = {family: index for index, family in enumerate(family_names)} + observed_codes = np.asarray([family_codes[value] for value in families]) + perm_codes = np.empty_like(permutations, dtype=np.int16) + for family, code in family_codes.items(): + perm_codes[permutations == family] = code + global_mean = np.mean(matrix, axis=0) + observed_means = np.vstack( + [np.mean(matrix[observed_codes == code], axis=0) for code in range(10)] + ) + observed_score = np.max(observed_means - global_mean[None, :], axis=0) + observed_family = np.argmax(observed_means - global_mean[None, :], axis=0) + exceed = np.zeros(len(vocabulary), dtype=np.int64) + for token_index in range(len(vocabulary)): + support = np.flatnonzero(matrix[:, token_index] > 0) + weights = matrix[support, token_index] + if not len(support): + continue + scores = np.full((len(permutations), 10), -global_mean[token_index]) + for code in range(10): + scores[:, code] += np.sum( + (perm_codes[:, support] == code) * weights[None, :], + axis=1, + ) / 5.0 + null = np.max(scores, axis=1) + exceed[token_index] = int( + np.sum(null >= observed_score[token_index] - 1e-15) + ) + p_values = (1 + exceed) / (1 + len(permutations)) + q_values = bh_adjust(p_values) + rows = [] + for index, token in enumerate(vocabulary): + family_index = int(observed_family[index]) + family = family_names[family_index] + rows.append( + { + "token": token, + "assigned_family": family, + "family_mean": float(observed_means[family_index, index]), + "global_mean": float(global_mean[index]), + "enrichment": float(observed_score[index]), + "prompt_support": int(np.sum(matrix[:, index] > 0)), + "permutation_p": float(p_values[index]), + "bh_q": float(q_values[index]), + "fdr_05": bool(q_values[index] <= 0.05), + } + ) + return pd.DataFrame(rows).sort_values( + ["fdr_05", "bh_q", "enrichment", "token"], + ascending=[False, True, False, True], + ) + + +def graph_from_directed( + edges: np.ndarray, + similarity: np.ndarray, +) -> nx.Graph: + graph = nx.Graph() + graph.add_nodes_from(range(similarity.shape[0])) + for first, second in edges: + weight = float(similarity[first, second]) + if graph.has_edge(int(first), int(second)): + graph[int(first)][int(second)]["weight"] = max( + graph[int(first)][int(second)]["weight"], weight + ) + else: + graph.add_edge(int(first), int(second), weight=weight) + return graph + + +def graph_summary( + similarity: np.ndarray, + labels: np.ndarray, + folds: np.ndarray, + permutations: np.ndarray, + *, + neighbors_per_fold: int = 1, +) -> tuple[dict[str, object], np.ndarray]: + edges = cross_fold_edges( + similarity, folds, neighbors_per_fold=neighbors_per_fold + ) + observed = edge_precision(edges, labels) + null = precision_null(edges, permutations) + query = per_query_precision(edges, labels) + names, family = family_means(query, labels) + graph = graph_from_directed(edges, similarity) + partition = community_labels(graph) + return ( + { + "directed_precision": observed, + "permutation_p": plus_one_p(null, observed), + "null_mean": float(np.mean(null)), + "null_95": [float(value) for value in np.quantile(null, (0.025, 0.975))], + "n_directed_edges": int(len(edges)), + "n_undirected_edges": int(graph.number_of_edges()), + "louvain_ari": float(adjusted_rand_score(labels, partition)), + "n_communities": int(len(set(partition))), + "family_precision": { + name: float(value) for name, value in zip(names, family) + }, + }, + edges, + ) + + +def undirected_edge_sensitivity( + edges: np.ndarray, + labels: np.ndarray, + permutations: np.ndarray, +) -> dict[str, object]: + directed = {(int(first), int(second)) for first, second in edges} + union = sorted( + {tuple(sorted((first, second))) for first, second in directed} + ) + mutual = sorted( + { + tuple(sorted((first, second))) + for first, second in directed + if (second, first) in directed + } + ) + output: dict[str, object] = {} + for name, values in (("union", union), ("mutual", mutual)): + array = np.asarray(values, dtype=np.int16) + if not len(array): + output[name] = { + "n_edges": 0, + "homophily": None, + "permutation_p": None, + } + continue + observed = edge_precision(array, labels) + null = precision_null(array, permutations) + output[name] = { + "n_edges": int(len(array)), + "homophily": observed, + "permutation_p": plus_one_p(null, observed), + "null_95": [ + float(value) for value in np.quantile(null, (0.025, 0.975)) + ], + } + return output + + +def edge_jaccard(first: np.ndarray, second: np.ndarray) -> float: + first_set = {(int(a), int(b)) for a, b in first} + second_set = {(int(a), int(b)) for a, b in second} + return float(len(first_set & second_set) / len(first_set | second_set)) + + +def relation_edge_diagnostics( + method: str, + similarity: np.ndarray, + edges: np.ndarray, + metadata: Sequence[Mapping[str, object]], +) -> pd.DataFrame: + rows = [] + for source, target in edges: + first = metadata[int(source)] + second = metadata[int(target)] + rows.append( + { + "method": method, + "source_index": int(source), + "target_index": int(target), + "family": str(first["family_id"]), + "source_variant": str(first["variant"]), + "target_variant": str(second["variant"]), + "source_presentation_order": str(first["presentation_order"]), + "target_presentation_order": str(second["presentation_order"]), + "same_presentation_order": bool( + first["presentation_order"] == second["presentation_order"] + ), + "source_numeric_direction": str(first["numeric_direction"]), + "target_numeric_direction": str(second["numeric_direction"]), + "same_numeric_direction": bool( + first["numeric_direction"] == second["numeric_direction"] + ), + "source_expected_outcome": str(first["expected_outcome"]), + "target_expected_outcome": str(second["expected_outcome"]), + "same_outcome": bool( + first["expected_outcome"] == second["expected_outcome"] + ), + "cosine": float(similarity[int(source), int(target)]), + } + ) + return pd.DataFrame(rows) + + +def deterministic_binary_similarity( + values: Sequence[object], +) -> np.ndarray: + values = np.asarray(values) + similarity = (values[:, None] == values[None, :]).astype(float) + # A tiny deterministic term makes ties reproducible without changing the + # binary grouping represented by the baseline. + index = np.arange(len(values), dtype=float) + similarity -= 1e-9 * index[None, :] + return similarity + + +def relation_family_contrasts( + fixed_edges: Mapping[str, np.ndarray], + outcomes: np.ndarray, + families: np.ndarray, + rng: np.random.Generator, +) -> dict[str, object]: + query = { + method: per_query_precision(edges, outcomes) + for method, edges in fixed_edges.items() + } + output = {} + for first, second in ( + ("jacobian_band", "direct_band"), + ("jacobian_band", "raw_band"), + ("jacobian_band", "word_tfidf"), + ("jacobian_band", "char_tfidf"), + ("jacobian_late", "direct_late"), + ("jacobian_late", "raw_late"), + ): + names, values = family_means(query[first] - query[second], families) + output[f"{first}_minus_{second}"] = { + "mean_difference": float(np.mean(values)), + "family_bootstrap_95": bootstrap_mean(values, rng), + "one_sided_exact_family_sign_flip_p": sign_flip_test(values), + "positive_families": int(np.sum(values > 0)), + "family_differences": { + name: float(value) for name, value in zip(names, values) + }, + } + return output + + +def analyze_heldout( + protocol: Mapping[str, object], + rng: np.random.Generator, +) -> tuple[dict[str, object], dict[str, object]]: + with np.load(HELDOUT_NPZ, allow_pickle=False) as data: + transported = data["transported_states"].astype(np.float64) + raw = data["raw_states"].astype(np.float64) + lexical = data["lexical_states"].astype(np.float64) + target = data["target_states"].astype(np.float64) + families = data["families"].astype(str) + depths = data["depths"].astype(float) + layers = data["source_layers"].astype(int) + slugs = data["slugs"].astype(str) + phrasing_ids = data["phrasing_ids"].astype(str) + folds = np.asarray( + [int(value.rsplit("-", 1)[-1]) for value in phrasing_ids], + dtype=np.int16, + ) + prompt_manifest = json.loads(HELDOUT_PROMPTS.read_text()) + prompt_by_slug = { + str(row["slug"]): str(row["text"]) + for row in prompt_manifest["prompts"] + } + texts = [prompt_by_slug[str(slug)] for slug in slugs] + features = prompt_feature_matrices(texts) + + sim_j_seed = cosine_layers(transported) + sim_j = np.mean(sim_j_seed, axis=0) + sim_raw = cosine_layers(raw[None, ...])[0] + sim_lexical = cosine_matrix(lexical) + sim_target = cosine_matrix(target) + band = (depths >= BAND[0]) & (depths <= BAND[1]) + band_j = np.mean(sim_j[band], axis=0) + band_raw = np.mean(sim_raw[band], axis=0) + + heldout = json.loads(HELDOUT_STATS.read_text()) + jac_records = heldout["open_vocabulary"]["methods"]["jacobian"]["per_prompt"] + direct_records = heldout["open_vocabulary"]["methods"]["logit"]["per_prompt"] + if [row["slug"] for row in jac_records] != slugs.tolist(): + raise RuntimeError("heldout target-free records do not match vector order") + vocabulary_j, vocabulary_j_words = vocabulary_features(jac_records) + vocabulary_d, vocabulary_d_words = vocabulary_features(direct_records) + sim_vocabulary_j = cosine_matrix(vocabulary_j) + sim_vocabulary_d = cosine_matrix(vocabulary_d) + + label_blocks = [(int(fold),) for fold in folds] + permutations = permute_within_blocks( + families, label_blocks, rng=np.random.default_rng(SEED) + ) + + fixed_similarities = { + "jacobian": band_j, + "raw": band_raw, + "token_embedding": sim_lexical, + "target_state": sim_target, + "word_tfidf": features["word_tfidf"], + "char_tfidf": features["char_tfidf"], + "target_free_jacobian": sim_vocabulary_j, + "target_free_direct": sim_vocabulary_d, + } + primary = {} + primary_edges = {} + for method, similarity in fixed_similarities.items(): + primary[method], primary_edges[method] = graph_summary( + similarity, families, folds, permutations + ) + + layer_rows = [] + layer_edges: dict[str, list[np.ndarray]] = {"jacobian": [], "raw": []} + for index, depth in enumerate(depths): + for method, similarity in ( + ("jacobian", sim_j[index]), + ("raw", sim_raw[index]), + ): + edges = cross_fold_edges(similarity, folds) + layer_edges[method].append(edges) + layer_rows.append( + { + "method": method, + "layer": int(layers[index]), + "depth_percent": float(depth), + "directed_precision": edge_precision(edges, families), + } + ) + layer_frame = pd.DataFrame(layer_rows) + layer_frame.to_csv(OUT / "heldout_cross_phrasing_layer_metrics.csv", index=False) + layer_scan = {} + for method in ("jacobian", "raw"): + observed = layer_frame[layer_frame["method"] == method][ + "directed_precision" + ].to_numpy() + null = layer_scan_null(layer_edges[method], permutations) + best = int(np.argmax(observed)) + layer_scan[method] = { + "best_precision": float(observed[best]), + "best_layer": int(layers[best]), + "best_depth_percent": float(depths[best]), + "max_layer_corrected_p": plus_one_p( + np.max(null, axis=1), float(observed[best]) + ), + "band_mean_layer_precision": float(np.mean(observed[band])), + "band_mean_layer_p": plus_one_p( + np.mean(null[:, band], axis=1), float(np.mean(observed[band])) + ), + } + + design, first, second = prompt_covariate_design( + features, folds, upper_only=True + ) + band_residual_j, residual_coefs_j = residualize_similarity( + band_j, design, first, second + ) + band_residual_raw, residual_coefs_raw = residualize_similarity( + band_raw, design, first, second + ) + residual_primary = {} + residual_edges = {} + for method, similarity in ( + ("jacobian", band_residual_j), + ("raw", band_residual_raw), + ): + residual_primary[method], residual_edges[method] = graph_summary( + similarity, families, folds, permutations + ) + + residual_layer_rows = [] + residual_layer_edges: dict[str, list[np.ndarray]] = { + "jacobian": [], + "raw": [], + } + residual_similarities: dict[str, list[np.ndarray]] = { + "jacobian": [], + "raw": [], + } + for index, depth in enumerate(depths): + for method, similarity in ( + ("jacobian", sim_j[index]), + ("raw", sim_raw[index]), + ): + residual, _ = residualize_similarity( + similarity, design, first, second + ) + edges = cross_fold_edges(residual, folds) + residual_layer_edges[method].append(edges) + residual_similarities[method].append(residual) + residual_layer_rows.append( + { + "method": method, + "layer": int(layers[index]), + "depth_percent": float(depth), + "directed_precision": edge_precision(edges, families), + } + ) + residual_frame = pd.DataFrame(residual_layer_rows) + residual_frame.to_csv( + OUT / "heldout_lexical_residual_layer_metrics.csv", index=False + ) + residual_scan = {} + for method in ("jacobian", "raw"): + observed = residual_frame[residual_frame["method"] == method][ + "directed_precision" + ].to_numpy() + null = layer_scan_null(residual_layer_edges[method], permutations) + best = int(np.argmax(observed)) + residual_scan[method] = { + "best_precision": float(observed[best]), + "best_layer": int(layers[best]), + "best_depth_percent": float(depths[best]), + "max_layer_corrected_p": plus_one_p( + np.max(null, axis=1), float(observed[best]) + ), + "band_mean_layer_precision": float(np.mean(observed[band])), + "band_mean_layer_p": plus_one_p( + np.mean(null[:, band], axis=1), float(np.mean(observed[band])) + ), + } + + cross_design, cross_first, cross_second = prompt_covariate_design( + features, folds, upper_only=True, cross_fold_only=True + ) + partial = {} + for method, similarity in ( + ("jacobian", band_j), + ("raw", band_raw), + ): + observed = partial_family_coefficient( + similarity, + cross_design, + cross_first, + cross_second, + families, + ) + null = partial_coefficient_null( + similarity, + cross_design, + cross_first, + cross_second, + permutations, + ) + partial[method] = { + "same_family_coefficient": observed, + "permutation_p": plus_one_p(null, observed), + "null_95": [float(value) for value in np.quantile(null, (0.025, 0.975))], + } + + lexical_score = 0.5 * ( + features["word_tfidf"] + features["char_tfidf"] + ) + hard_frame = hard_negative_rows( + { + "jacobian": band_j, + "raw": band_raw, + "token_embedding": sim_lexical, + "word_tfidf": features["word_tfidf"], + "char_tfidf": features["char_tfidf"], + "lexical_residual_jacobian": band_residual_j, + }, + lexical_score, + families, + folds, + slugs, + ) + hard_frame.to_csv(OUT / "heldout_lexical_hard_negatives.csv", index=False) + hard_summary = summarize_hard_negatives(hard_frame, rng) + + stability_j = stability_scores(sim_j_seed, folds, band) + stability_raw = stability_scores(sim_raw[None, ...], folds, band) + auc_j, auc_j_null = stability_auc_null( + stability_j, families, folds, permutations + ) + auc_raw, auc_raw_null = stability_auc_null( + stability_raw, families, folds, permutations + ) + stability = { + "jacobian": { + "same_family_auc": auc_j, + "permutation_p": plus_one_p(auc_j_null, auc_j), + "null_95": [float(value) for value in np.quantile(auc_j_null, (0.025, 0.975))], + }, + "raw": { + "same_family_auc": auc_raw, + "permutation_p": plus_one_p(auc_raw_null, auc_raw), + "null_95": [float(value) for value in np.quantile(auc_raw_null, (0.025, 0.975))], + }, + } + + family_contrasts = {} + for baseline in ( + "raw", + "token_embedding", + "word_tfidf", + "char_tfidf", + "target_free_direct", + ): + jac_query = per_query_precision(primary_edges["jacobian"], families) + base_query = per_query_precision(primary_edges[baseline], families) + names, values = family_means(jac_query - base_query, families) + family_contrasts[f"jacobian_minus_{baseline}"] = { + "mean_difference": float(np.mean(values)), + "family_bootstrap_95": bootstrap_mean(values, rng), + "one_sided_exact_family_sign_flip_p": sign_flip_test(values), + "positive_families": int(np.sum(values > 0)), + "family_differences": { + name: float(value) for name, value in zip(names, values) + }, + } + + sensitivity = {} + for count in (1, 2, 3): + sensitivity[str(count)] = {} + for method, similarity in ( + ("jacobian", band_j), + ("raw", band_raw), + ("word_tfidf", features["word_tfidf"]), + ("char_tfidf", features["char_tfidf"]), + ): + result, _ = graph_summary( + similarity, + families, + folds, + permutations, + neighbors_per_fold=count, + ) + sensitivity[str(count)][method] = result + lens_seed_results = [] + lens_seed_edges = [] + for seed_index in range(sim_j_seed.shape[0]): + similarity = np.mean(sim_j_seed[seed_index, band], axis=0) + result, edges = graph_summary( + similarity, families, folds, permutations + ) + lens_seed_results.append({"lens_seed": seed_index, **result}) + lens_seed_edges.append(edges) + lens_seed_edge_jaccard = { + f"{first}-{second}": edge_jaccard( + lens_seed_edges[first], lens_seed_edges[second] + ) + for first, second in ((0, 1), (0, 2), (1, 2)) + } + undirected = { + method: undirected_edge_sensitivity( + primary_edges[method], families, permutations + ) + for method in ("jacobian", "raw", "word_tfidf", "char_tfidf") + } + + concept_matrix, concept_words = concept_documents(jac_records) + enrichment = concept_enrichment( + concept_matrix, + concept_words, + families, + permutations, + ) + enrichment.to_csv(OUT / "target_free_concept_enrichment.csv", index=False) + concept_result = { + "candidate_words": len(concept_words), + "fdr_significant_words": int(enrichment["fdr_05"].sum()), + "families_with_fdr_words": sorted( + set(enrichment.loc[enrichment["fdr_05"], "assigned_family"]) + ), + "top_significant_words": enrichment[enrichment["fdr_05"]] + .head(50) + .to_dict(orient="records"), + "jacobian_vocabulary_size": len(vocabulary_j_words), + "direct_vocabulary_size": len(vocabulary_d_words), + } + + payload = { + "primary_cross_phrasing_graph": primary, + "primary_family_contrasts": family_contrasts, + "layer_scan": layer_scan, + "prompt_only_residualized_graph": residual_primary, + "residualized_layer_scan": residual_scan, + "prompt_adjusted_dyadic_coefficient": partial, + "lexical_hard_negatives": hard_summary, + "edge_stability": stability, + "neighbors_per_fold_sensitivity": sensitivity, + "per_lens_seed": lens_seed_results, + "per_lens_seed_directed_edge_jaccard": lens_seed_edge_jaccard, + "undirected_graph_sensitivity": undirected, + "target_free_concept_network": concept_result, + "residualization_coefficients": { + "covariates": [ + "intercept", + "word_tfidf_cosine", + "character_tfidf_cosine", + "token_jaccard", + "scaled_length_difference", + "same_phrasing_fold", + ], + "jacobian": [float(value) for value in residual_coefs_j], + "raw": [float(value) for value in residual_coefs_raw], + }, + } + figure_data = { + "depths": depths, + "layers": layers, + "families": families, + "folds": folds, + "slugs": slugs, + "layer_frame": layer_frame, + "residual_frame": residual_frame, + "band_j": band_j, + "band_residual_j": band_residual_j, + "primary_edges": primary_edges["jacobian"], + "residual_edges": residual_edges["jacobian"], + "hard_frame": hard_frame, + "stability_j": stability_j, + "enrichment": enrichment, + "concept_matrix": concept_matrix, + "concept_words": concept_words, + } + return payload, figure_data + + +def analyze_replication( + rng: np.random.Generator, +) -> tuple[dict[str, object], dict[str, object]]: + manifest = json.loads(REPLICATION_MANIFEST.read_text()) + metadata = {str(row["prompt_id"]): row for row in manifest["prompts"]} + with np.load(REPLICATION_NPZ, allow_pickle=False) as data: + prompt_ids = data["prompt_ids"].astype(str) + layers = data["layers"].astype(int) + raw = data["raw_states"].astype(np.float64) + direct = data["direct_decoder_basis"].astype(np.float64) + jacobian = data["jacobian_decoder_basis"].astype(np.float64) + rows = [metadata[str(prompt_id)] for prompt_id in prompt_ids] + families = np.asarray([str(row["family_id"]) for row in rows]) + outcomes = np.asarray([str(row["expected_outcome"]) for row in rows]) + variants = np.asarray([str(row["variant"]) for row in rows]) + triplets = np.asarray([str(row["triplet_id"]) for row in rows]) + presentation_orders = np.asarray( + [str(row["presentation_order"]) for row in rows] + ) + numeric_directions = np.asarray( + [str(row["numeric_direction"]) for row in rows] + ) + texts = [str(row["user"]) for row in rows] + depths = layers / 41.0 * 100.0 + features = prompt_feature_matrices(texts) + + sim_j_seed = cosine_layers(jacobian) + sim_j = np.mean(sim_j_seed, axis=0) + sim_direct = cosine_layers(direct[None, ...])[0] + sim_raw = cosine_layers(raw[None, ...])[0] + band = (depths >= BAND[0]) & (depths <= BAND[1]) + late = (depths >= LATE_BAND[0]) & (depths <= LATE_BAND[1]) + + blocks = [ + (str(family), str(variant)) + for family, variant in zip(families, variants) + ] + permutations = permute_within_blocks( + outcomes, blocks, rng=np.random.default_rng(SEED + 1) + ) + exact_case_permutations = case_preserving_exact_permutations( + families, + variants, + triplets, + outcomes, + ) + + fixed = { + "jacobian_band": np.mean(sim_j[band], axis=0), + "jacobian_late": np.mean(sim_j[late], axis=0), + "direct_band": np.mean(sim_direct[band], axis=0), + "direct_late": np.mean(sim_direct[late], axis=0), + "raw_band": np.mean(sim_raw[band], axis=0), + "raw_late": np.mean(sim_raw[late], axis=0), + "word_tfidf": features["word_tfidf"], + "char_tfidf": features["char_tfidf"], + "answer_order_only": deterministic_binary_similarity( + presentation_orders + ), + "numeric_direction_oracle": deterministic_binary_similarity( + numeric_directions + ), + } + fixed_results = {} + fixed_edges = {} + exact_nulls = {} + ranking_results = {} + ranking_frames = [] + for method, similarity in fixed.items(): + edges = relation_edges( + similarity, families, variants, triplets + ) + observed = edge_precision(edges, outcomes) + null = precision_null(edges, permutations) + exact_null = precision_null(edges, exact_case_permutations) + exact_nulls[method] = exact_null + query = per_query_precision(edges, outcomes) + names, values = family_means(query, families) + ranking, ranking_frame = relation_ranking_summary( + similarity, + families, + variants, + triplets, + outcomes, + ) + ranking_results[method] = ranking + ranking_frame.insert(0, "method", method) + ranking_frames.append(ranking_frame) + fixed_results[method] = { + "directed_same_outcome_precision": observed, + "permutation_p": plus_one_p(null, observed), + "null_mean": float(np.mean(null)), + "null_95": [float(value) for value in np.quantile(null, (0.025, 0.975))], + "case_preserving_exact_p": plus_one_p(exact_null, observed), + "case_preserving_exact_null_mean": float( + np.mean(exact_null) + ), + "case_preserving_exact_null_95": [ + float(value) + for value in np.quantile(exact_null, (0.025, 0.975)) + ], + "n_case_preserving_exact_assignments": int( + len(exact_case_permutations) + ), + "n_directed_edges": int(len(edges)), + "family_precision": { + name: float(value) for name, value in zip(names, values) + }, + "family_bootstrap_95": bootstrap_mean(values, rng), + "one_sided_exact_family_sign_flip_p": sign_flip_test( + values - float(np.mean(null)) + ), + } + fixed_edges[method] = edges + ranking_frame = pd.concat(ranking_frames, ignore_index=True) + ranking_frame.to_csv( + OUT / "replication_relation_candidate_ranks.csv", + index=False, + ) + + diagnostic_frames = [] + for method, similarity in fixed.items(): + diagnostic_frames.append( + relation_edge_diagnostics( + method, + similarity, + fixed_edges[method], + rows, + ) + ) + edge_frame = pd.concat(diagnostic_frames, ignore_index=True) + edge_frame.to_csv( + OUT / "replication_relation_graph_selected_edges.csv", + index=False, + ) + diagnostics = {} + for method, method_rows in edge_frame.groupby("method"): + variant_table = ( + method_rows.groupby( + ["source_variant", "target_variant"], as_index=False + ) + .agg( + n_edges=("same_outcome", "size"), + same_outcome_precision=("same_outcome", "mean"), + same_presentation_order_rate=( + "same_presentation_order", + "mean", + ), + same_numeric_direction_rate=( + "same_numeric_direction", + "mean", + ), + ) + ) + variant_p = [] + for row in variant_table.itertuples(index=False): + selected = method_rows[ + (method_rows["source_variant"] == row.source_variant) + & (method_rows["target_variant"] == row.target_variant) + ] + edges = selected[["source_index", "target_index"]].to_numpy( + dtype=np.int16 + ) + null = precision_null(edges, permutations) + variant_p.append( + plus_one_p(null, float(row.same_outcome_precision)) + ) + variant_table["permutation_p"] = variant_p + variant_table["bh_q_across_six_pairs"] = bh_adjust( + np.asarray(variant_p) + ) + order_table = ( + method_rows.groupby( + "same_presentation_order", as_index=False + ) + .agg( + n_edges=("same_outcome", "size"), + same_outcome_precision=("same_outcome", "mean"), + ) + ) + order_p = [] + for row in order_table.itertuples(index=False): + selected = method_rows[ + method_rows["same_presentation_order"] + == row.same_presentation_order + ] + edges = selected[["source_index", "target_index"]].to_numpy( + dtype=np.int16 + ) + null = precision_null(edges, permutations) + order_p.append( + plus_one_p(null, float(row.same_outcome_precision)) + ) + order_table["permutation_p"] = order_p + order_table["bh_q_across_two_groups"] = bh_adjust( + np.asarray(order_p) + ) + diagnostics[str(method)] = { + "by_ordered_variant_pair": variant_table.to_dict( + orient="records" + ), + "by_presentation_order_match": order_table.to_dict( + orient="records" + ), + "same_order_rate_among_correct_edges": float( + method_rows.loc[ + method_rows["same_outcome"], + "same_presentation_order", + ].mean() + ), + "same_order_rate_among_incorrect_edges": float( + method_rows.loc[ + ~method_rows["same_outcome"], + "same_presentation_order", + ].mean() + ), + "same_numeric_direction_rate": float( + method_rows["same_numeric_direction"].mean() + ), + } + + layer_rows = [] + layer_edges: dict[str, list[np.ndarray]] = { + "jacobian": [], + "direct": [], + "raw": [], + } + for index, depth in enumerate(depths): + for method, similarity in ( + ("jacobian", sim_j[index]), + ("direct", sim_direct[index]), + ("raw", sim_raw[index]), + ): + edges = relation_edges( + similarity, families, variants, triplets + ) + layer_edges[method].append(edges) + layer_rows.append( + { + "method": method, + "layer": int(layers[index]), + "depth_percent": float(depth), + "directed_same_outcome_precision": edge_precision( + edges, outcomes + ), + } + ) + layer_frame = pd.DataFrame(layer_rows) + layer_frame.to_csv(OUT / "replication_relation_graph_layers.csv", index=False) + layer_scan = {} + for method in ("jacobian", "direct", "raw"): + observed = layer_frame[layer_frame["method"] == method][ + "directed_same_outcome_precision" + ].to_numpy() + null = layer_scan_null(layer_edges[method], permutations) + best = int(np.argmax(observed)) + layer_scan[method] = { + "best_precision": float(observed[best]), + "best_layer": int(layers[best]), + "best_depth_percent": float(depths[best]), + "max_layer_corrected_p": plus_one_p( + np.max(null, axis=1), float(observed[best]) + ), + "workspace_band_mean_layer_precision": float(np.mean(observed[band])), + "workspace_band_mean_layer_p": plus_one_p( + np.mean(null[:, band], axis=1), float(np.mean(observed[band])) + ), + "late_band_mean_layer_precision": float(np.mean(observed[late])), + "late_band_mean_layer_p": plus_one_p( + np.mean(null[:, late], axis=1), float(np.mean(observed[late])) + ), + } + + payload = { + "fixed_graphs": fixed_results, + "paired_family_contrasts": relation_family_contrasts( + fixed_edges, + outcomes, + families, + rng, + ), + "answer_order_and_variant_falsification": diagnostics, + "complete_candidate_ranking": ranking_results, + "layer_scan": layer_scan, + "guardrail": ( + "Within-mechanism relation topology is a post-hoc graph analysis " + "of a cohort whose earlier registered similarity replication failed." + ), + } + figure_data = { + "depths": depths, + "layers": layers, + "families": families, + "outcomes": outcomes, + "variants": variants, + "triplets": triplets, + "layer_frame": layer_frame, + "fixed_results": fixed_results, + "fixed_edges": fixed_edges, + "edge_frame": edge_frame, + "ranking_frame": ranking_frame, + "exact_null_jacobian_band": exact_nulls["jacobian_band"], + "similarity": fixed["jacobian_late"], + } + return payload, figure_data + + +def panel_label(axis: plt.Axes, letter: str) -> None: + axis.text( + -0.12, + 1.04, + letter, + transform=axis.transAxes, + fontsize=10, + fontweight="bold", + va="bottom", + ) + + +def configure_matplotlib() -> None: + plt.rcParams.update( + { + "font.family": "DejaVu Sans", + "font.size": 8.3, + "axes.labelsize": 8.5, + "axes.titlesize": 8.5, + "xtick.labelsize": 7.4, + "ytick.labelsize": 7.4, + "legend.fontsize": 7.3, + "axes.spines.top": False, + "axes.spines.right": False, + "axes.linewidth": 0.7, + "pdf.fonttype": 42, + "ps.fonttype": 42, + "svg.fonttype": "none", + } + ) + + +def draw_mechanism_graph( + axis: plt.Axes, + similarity: np.ndarray, + edges: np.ndarray, + families: np.ndarray, + folds: np.ndarray, +) -> None: + graph = graph_from_directed(edges, similarity) + positions = nx.spring_layout( + graph, + seed=SEED, + weight="weight", + k=0.58, + iterations=600, + ) + same = [ + edge for edge in graph.edges() + if families[edge[0]] == families[edge[1]] + ] + other = [ + edge for edge in graph.edges() + if families[edge[0]] != families[edge[1]] + ] + nx.draw_networkx_edges( + graph, + positions, + edgelist=other, + width=0.45, + alpha=0.28, + edge_color="#B9BDC2", + ax=axis, + ) + nx.draw_networkx_edges( + graph, + positions, + edgelist=same, + width=1.1, + alpha=0.75, + edge_color=COLORS["jacobian"], + ax=axis, + ) + palette = plt.get_cmap("tab10") + color_lookup = { + family: palette(index) + for index, family in enumerate(sorted(set(families))) + } + markers = {1: "o", 2: "s", 3: "^", 4: "D", 5: "P"} + for fold in sorted(set(folds)): + nodes = np.flatnonzero(folds == fold).tolist() + nx.draw_networkx_nodes( + graph, + positions, + nodelist=nodes, + node_color=[color_lookup[families[node]] for node in nodes], + node_shape=markers[int(fold)], + node_size=44, + edgecolors="white", + linewidths=0.45, + ax=axis, + ) + axis.set_axis_off() + + +def plot_mechanism_evidence( + heldout: Mapping[str, object], + data: Mapping[str, object], +) -> None: + configure_matplotlib() + depths = np.asarray(data["depths"]) + layer_frame = data["layer_frame"] + residual_frame = data["residual_frame"] + families = np.asarray(data["families"]) + hard_frame = data["hard_frame"] + fig, axes = plt.subplots(2, 2, figsize=(10.4, 7.0)) + + axis = axes[0, 0] + for method, label in (("jacobian", "Jacobian"), ("raw", "raw state")): + rows = layer_frame[layer_frame["method"] == method] + axis.plot( + rows["depth_percent"], + rows["directed_precision"], + color=COLORS[method], + lw=2.0 if method == "jacobian" else 1.6, + label=label, + ) + primary = heldout["primary_cross_phrasing_graph"] + axis.axhline( + primary["word_tfidf"]["directed_precision"], + color=COLORS["word_tfidf"], + ls="--", + lw=1.25, + label="word TF–IDF", + ) + axis.axhline( + primary["char_tfidf"]["directed_precision"], + color=COLORS["char_tfidf"], + ls=":", + lw=1.35, + label="character TF–IDF", + ) + axis.axhline(0.1, color=COLORS["chance"], lw=0.9, ls=(0, (3, 2))) + axis.axvspan(*BAND, color="#D9DEE3", alpha=0.35, zorder=-2) + axis.set( + xlabel="layer depth (%)", + ylabel="cross-phrasing same-mechanism edges", + xlim=(0, 100), + ylim=(0, max(0.55, float(layer_frame["directed_precision"].max()) + 0.05)), + ) + axis.legend(frameon=False, ncol=2, loc="upper right") + panel_label(axis, "A") + + axis = axes[0, 1] + for method, label in (("jacobian", "Jacobian"), ("raw", "raw state")): + rows = residual_frame[residual_frame["method"] == method] + axis.plot( + rows["depth_percent"], + rows["directed_precision"], + color=COLORS[method], + lw=2.0 if method == "jacobian" else 1.6, + label=label, + ) + axis.axhline(0.1, color=COLORS["chance"], lw=0.9, ls=(0, (3, 2))) + axis.axvspan(*BAND, color="#D9DEE3", alpha=0.35, zorder=-2) + axis.set( + xlabel="layer depth (%)", + ylabel="same-mechanism edges after\nprompt-only residualization", + xlim=(0, 100), + ylim=(0, max(0.4, float(residual_frame["directed_precision"].max()) + 0.05)), + ) + axis.legend(frameon=False, loc="upper right") + panel_label(axis, "B") + + axis = axes[1, 0] + trap = hard_frame[hard_frame["lexical_trap"]].copy() + family_order = sorted(set(families)) + y = np.arange(len(family_order)) + for offset, (method, label, marker) in zip( + (-0.12, 0.12), + ( + ("jacobian", "Jacobian", "o"), + ("raw", "raw state", "s"), + ), + ): + all_values = ( + hard_frame[hard_frame["method"] == method] + .groupby("family")["state_margin"] + .mean() + .reindex(family_order) + ) + trap_values = ( + trap[trap["method"] == method] + .groupby("family")["state_margin"] + .mean() + .reindex(family_order) + ) + axis.scatter( + all_values, + y + offset, + color=COLORS[method], + marker=marker, + s=30, + label=f"{label}: all", + zorder=3, + ) + for index, value in enumerate(trap_values): + if np.isfinite(value): + axis.scatter( + value, + y[index] + offset, + facecolors="none", + edgecolors=COLORS[method], + marker=marker, + s=52, + linewidths=1.0, + zorder=4, + ) + axis.axvline(0, color=COLORS["chance"], lw=0.8) + axis.set_yticks( + y, + [FAMILY_SHORT.get(family, family[:2].upper()) for family in family_order], + ) + axis.set( + xlabel="true-mechanism minus lexical-competitor cosine", + ylabel="mechanism family", + ) + axis.legend( + handles=[ + Line2D( + [0], [0], marker="o", color="none", + markerfacecolor=COLORS["jacobian"], + markeredgecolor=COLORS["jacobian"], + markersize=5, label="Jacobian", + ), + Line2D( + [0], [0], marker="s", color="none", + markerfacecolor=COLORS["raw"], + markeredgecolor=COLORS["raw"], + markersize=5, label="raw state", + ), + Line2D( + [0], [0], marker="o", color="none", + markerfacecolor="none", + markeredgecolor="#55585C", + markersize=6, label="lexical-trap subset", + ), + ], + frameon=False, + loc="upper right", + ncol=1, + handletextpad=0.4, + ) + panel_label(axis, "C") + + axis = axes[1, 1] + folds = np.asarray(data["folds"]) + order = np.asarray( + sorted( + range(len(families)), + key=lambda index: (str(families[index]), int(folds[index])), + ), + dtype=int, + ) + inverse = np.empty(len(order), dtype=int) + inverse[order] = np.arange(len(order)) + adjacency = np.zeros((len(order), len(order)), dtype=int) + for source, target in np.asarray(data["residual_edges"]): + value = 2 if families[source] == families[target] else 1 + adjacency[inverse[source], inverse[target]] = value + axis.imshow( + adjacency, + cmap=ListedColormap(["#FFFFFF", "#D8DCE0", COLORS["jacobian"]]), + vmin=0, + vmax=2, + interpolation="nearest", + aspect="equal", + ) + for boundary in range(5, len(order), 5): + axis.axhline(boundary - 0.5, color="#AEB3B8", lw=0.45) + axis.axvline(boundary - 0.5, color="#AEB3B8", lw=0.45) + ordered_families = [str(families[index]) for index in order] + family_names = sorted(set(ordered_families)) + centers = [ + np.mean( + [ + index + for index, value in enumerate(ordered_families) + if value == family + ] + ) + for family in family_names + ] + axis.set_xticks( + centers, + [FAMILY_SHORT.get(family, family[:2].upper()) for family in family_names], + rotation=90, + ) + axis.set_yticks( + centers, + [FAMILY_SHORT.get(family, family[:2].upper()) for family in family_names], + ) + axis.set( + xlabel="target prompt ordered by mechanism", + ylabel="source prompt ordered by mechanism", + ) + axis.tick_params(length=0) + panel_label(axis, "D") + axis.legend( + handles=[ + Line2D( + [0], [0], marker="s", color="none", + markerfacecolor=COLORS["jacobian"], + markeredgecolor="none", markersize=6, + label="same mechanism", + ), + Line2D( + [0], [0], marker="s", color="none", + markerfacecolor="#D8DCE0", + markeredgecolor="none", markersize=6, + label="other mechanism", + ), + ], + frameon=False, + ncol=2, + loc="upper center", + bbox_to_anchor=(0.5, 1.12), + columnspacing=0.9, + handletextpad=0.25, + ) + + fig.subplots_adjust( + left=0.09, + right=0.985, + top=0.985, + bottom=0.08, + hspace=0.30, + wspace=0.26, + ) + FIG.mkdir(parents=True, exist_ok=True) + for suffix in ("png", "pdf", "svg"): + kwargs = {"dpi": 450} if suffix == "png" else {} + fig.savefig( + FIG / f"mechanism-graph-evidence.{suffix}", + bbox_inches="tight", + **kwargs, + ) + plt.close(fig) + + +def plot_replication_and_concepts( + replication: Mapping[str, object], + rep_data: Mapping[str, object], + heldout_data: Mapping[str, object], +) -> None: + configure_matplotlib() + fig, axes = plt.subplots(2, 2, figsize=(10.5, 7.1)) + axis = axes[0, 0] + frame = rep_data["layer_frame"] + for method, label in ( + ("jacobian", "Jacobian"), + ("direct", "direct decoder"), + ("raw", "raw state"), + ): + rows = frame[frame["method"] == method] + axis.plot( + rows["depth_percent"], + rows["directed_same_outcome_precision"], + color=COLORS[method], + lw=1.9 if method == "jacobian" else 1.4, + label=label, + ) + axis.axhline(0.5, color=COLORS["chance"], lw=0.9, ls=(0, (3, 2))) + axis.axvspan(*BAND, color="#D9DEE3", alpha=0.25, zorder=-2) + axis.axvspan(*LATE_BAND, color="#BFC8D1", alpha=0.25, zorder=-2) + axis.set( + xlabel="layer depth (%)", + ylabel="within-mechanism edges with\nsame physical direction", + xlim=(0, 100), + ylim=(0.25, 0.91), + ) + axis.legend(frameon=False, loc="upper left") + panel_label(axis, "A") + + axis = axes[0, 1] + fixed = replication["fixed_graphs"] + methods = [ + "jacobian_band", + "jacobian_late", + "direct_late", + "raw_late", + "word_tfidf", + "char_tfidf", + "answer_order_only", + "numeric_direction_oracle", + ] + labels = [ + "Jacobian\n38–92%", + "Jacobian\n80–96%", + "direct\n80–96%", + "raw\n80–96%", + "word\nTF–IDF", + "character\nTF–IDF", + "answer\norder only", + "numeric\ndirection", + ] + values = [ + fixed[method]["directed_same_outcome_precision"] for method in methods + ] + bar_colors = [ + COLORS["jacobian"], + COLORS["jacobian"], + COLORS["direct"], + COLORS["raw"], + COLORS["word_tfidf"], + COLORS["char_tfidf"], + "#A58F78", + "#4A4A4A", + ] + positions = np.arange(len(methods)) + bars = axis.barh(positions, values, color=bar_colors, height=0.66) + bars[-1].set_hatch("//") + axis.axvline(0.5, color=COLORS["chance"], lw=0.9, ls=(0, (3, 2))) + axis.set_yticks(positions, labels) + axis.invert_yaxis() + axis.set( + xlabel="same-direction edge fraction", + xlim=(0.25, 1.06), + ) + for bar, value in zip(bars, values): + axis.text( + value + 0.012, + bar.get_y() + bar.get_height() / 2, + f"{value:.2f}", + ha="left", + va="center", + fontsize=7.2, + ) + panel_label(axis, "B") + + axis = axes[1, 0] + family_names = [ + "obstacle-spacing-orowan", + "porosity-modulus", + "pearlite-spacing-strength", + "dislocation-density-strength", + "particle-fraction-modulus", + "crosslink-density-modulus", + ] + family_labels = [ + "Orowan spacing", + "porosity–modulus", + "pearlite spacing", + "dislocation density", + "particle fraction", + "crosslink density", + ] + y = np.arange(len(family_names)) + for offset, (method, label, marker, color) in zip( + (-0.18, -0.06, 0.06, 0.18), + ( + ("jacobian_late", "Jacobian", "o", COLORS["jacobian"]), + ("raw_late", "raw state", "s", COLORS["raw"]), + ("word_tfidf", "word TF–IDF", "^", COLORS["word_tfidf"]), + ("char_tfidf", "character TF–IDF", "D", COLORS["char_tfidf"]), + ), + ): + method_values = [ + fixed[method]["family_precision"][family] + for family in family_names + ] + axis.scatter( + method_values, + y + offset, + marker=marker, + color=color, + s=28, + label=label, + zorder=3, + ) + axis.axvline(0.5, color=COLORS["chance"], lw=0.9, ls=(0, (3, 2))) + axis.set_yticks(y, family_labels) + axis.invert_yaxis() + axis.set( + xlabel="same-direction edge fraction", + ylabel="held-out mechanism", + xlim=(0.2, 1.05), + ) + axis.legend( + frameon=False, + loc="upper center", + bbox_to_anchor=(0.5, 1.16), + ncol=4, + columnspacing=0.9, + handletextpad=0.35, + ) + panel_label(axis, "C") + + axis = axes[1, 1] + edge_frame = rep_data["edge_frame"] + selected = edge_frame[edge_frame["method"] == "jacobian_late"] + variants = ["anchor", "physics_paraphrase", "lexical_counterfactual"] + short = ["anchor", "paraphrase", "counterfactual"] + outcome = np.full((3, 3), np.nan) + order_rate = np.full((3, 3), np.nan) + for row, source_variant in enumerate(variants): + for column, target_variant in enumerate(variants): + if source_variant == target_variant: + continue + values_for_pair = selected[ + (selected["source_variant"] == source_variant) + & (selected["target_variant"] == target_variant) + ] + outcome[row, column] = float( + values_for_pair["same_outcome"].mean() + ) + order_rate[row, column] = float( + values_for_pair["same_presentation_order"].mean() + ) + image = axis.imshow( + outcome, + cmap="Blues", + vmin=0.0, + vmax=1.0, + interpolation="nearest", + ) + axis.set_xticks(np.arange(3), short, rotation=20, ha="right") + axis.set_yticks(np.arange(3), short) + axis.set( + xlabel="target surface variant", + ylabel="source surface variant", + ) + for row in range(3): + for column in range(3): + if not np.isfinite(outcome[row, column]): + continue + color = "white" if outcome[row, column] >= 0.65 else "#202124" + axis.text( + column, + row, + f"{outcome[row, column]:.2f}\n(order {order_rate[row, column]:.2f})", + ha="center", + va="center", + color=color, + fontsize=7.2, + ) + colorbar = fig.colorbar(image, ax=axis, fraction=0.046, pad=0.04) + colorbar.set_label("same-direction edge fraction", fontsize=7.5) + colorbar.ax.tick_params(labelsize=7) + panel_label(axis, "D") + + fig.subplots_adjust( + left=0.11, + right=0.965, + top=0.985, + bottom=0.105, + hspace=0.39, + wspace=0.29, + ) + FIG.mkdir(parents=True, exist_ok=True) + for suffix in ("png", "pdf", "svg"): + kwargs = {"dpi": 450} if suffix == "png" else {} + fig.savefig( + FIG / f"relation-graph-falsification.{suffix}", + bbox_inches="tight", + **kwargs, + ) + plt.close(fig) + + +def plot_relation_ranking_robustness( + replication: Mapping[str, object], + rep_data: Mapping[str, object], +) -> None: + configure_matplotlib() + fig, axes = plt.subplots(1, 2, figsize=(10.4, 3.75)) + + axis = axes[0] + null = np.asarray(rep_data["exact_null_jacobian_band"], dtype=float) + observed = float( + replication["fixed_graphs"]["jacobian_band"][ + "directed_same_outcome_precision" + ] + ) + bins = np.linspace( + float(np.min(null)) - 0.01, + float(np.max(null)) + 0.01, + 22, + ) + axis.hist( + null, + bins=bins, + color="#CBD3D9", + edgecolor="white", + linewidth=0.45, + ) + axis.axvline( + float(np.mean(null)), + color=COLORS["chance"], + lw=1.2, + ls=(0, (3, 2)), + label=f"exact-null mean {np.mean(null):.2f}", + ) + axis.axvline( + observed, + color=COLORS["jacobian"], + lw=2.4, + label=f"observed {observed:.2f}", + ) + axis.set( + xlabel="same-direction edge fraction", + ylabel="balanced case assignments", + xlim=(max(0.0, float(np.min(null)) - 0.03), observed + 0.04), + ) + axis.legend(frameon=False, loc="upper right") + panel_label(axis, "A") + + axis = axes[1] + rankings = replication["complete_candidate_ranking"] + methods = [ + "jacobian_band", + "direct_band", + "raw_band", + "word_tfidf", + "char_tfidf", + "answer_order_only", + "numeric_direction_oracle", + ] + labels = [ + "Jacobian", + "direct decoder", + "raw state", + "word TF–IDF", + "character TF–IDF", + "answer order only", + "numeric direction", + ] + colors = [ + COLORS["jacobian"], + COLORS["direct"], + COLORS["raw"], + COLORS["word_tfidf"], + COLORS["char_tfidf"], + "#A58F78", + "#4A4A4A", + ] + values = np.asarray( + [rankings[method]["pairwise_auc"] for method in methods], + dtype=float, + ) + ranges = [ + rankings[method]["leave_one_family_out_range"]["pairwise_auc"] + for method in methods + ] + lower = values - np.asarray([row[0] for row in ranges]) + upper = np.asarray([row[1] for row in ranges]) - values + positions = np.arange(len(methods)) + bars = axis.barh( + positions, + values, + color=colors, + height=0.64, + xerr=np.vstack((lower, upper)), + error_kw={ + "ecolor": "#202124", + "elinewidth": 0.8, + "capsize": 2.0, + "capthick": 0.8, + }, + ) + bars[-1].set_hatch("//") + axis.axvline(0.5, color=COLORS["chance"], lw=1.0, ls=(0, (3, 2))) + axis.set_yticks(positions, labels) + axis.invert_yaxis() + axis.set( + xlabel="pairwise ranking AUC", + xlim=(0.2, 1.06), + ) + for bar, value in zip(bars, values): + axis.text( + max(0.22, value - 0.07), + bar.get_y() + bar.get_height() / 2, + f"{value:.2f}", + ha="center", + va="center", + color="white", + fontsize=7.2, + ) + panel_label(axis, "B") + + fig.subplots_adjust( + left=0.09, + right=0.985, + top=0.96, + bottom=0.17, + wspace=0.34, + ) + FIG.mkdir(parents=True, exist_ok=True) + for suffix in ("png", "pdf", "svg"): + kwargs = {"dpi": 450} if suffix == "png" else {} + fig.savefig( + FIG / f"relation-ranking-robustness.{suffix}", + bbox_inches="tight", + **kwargs, + ) + plt.close(fig) + + +def write_results( + heldout: Mapping[str, object], + replication: Mapping[str, object], +) -> None: + primary = heldout["primary_cross_phrasing_graph"] + residual = heldout["prompt_only_residualized_graph"] + hard = heldout["lexical_hard_negatives"] + stability = heldout["edge_stability"] + concept = heldout["target_free_concept_network"] + fixed = replication["fixed_graphs"] + rankings = replication["complete_candidate_ranking"] + diagnostics = replication["answer_order_and_variant_falsification"] + contrasts = replication["paired_family_contrasts"] + late_diagnostics = diagnostics["jacobian_late"] + variant_rows = late_diagnostics["by_ordered_variant_pair"] + counterfactual_rows = [ + row + for row in variant_rows + if "lexical_counterfactual" + in (row["source_variant"], row["target_variant"]) + ] + counterfactual_precision = float( + np.average( + [row["same_outcome_precision"] for row in counterfactual_rows], + weights=[row["n_edges"] for row in counterfactual_rows], + ) + ) + counterfactual_max_q = max( + float(row["bh_q_across_six_pairs"]) + for row in counterfactual_rows + ) + seed_jaccards = heldout["per_lens_seed_directed_edge_jaccard"] + jaccard_values = list(seed_jaccards.values()) + undirected = heldout["undirected_graph_sensitivity"]["jacobian"] + versus_lexical = contrasts["jacobian_band_minus_word_tfidf"] + lines = [ + "# Rigorous graph-topology results", + "", + "## Cross-phrasing mechanism graph", + "", + ( + "The frozen-band Jacobian graph placed " + f"**{primary['jacobian']['directed_precision']:.1%}** of its " + "cross-phrasing edges within the correct mechanism family " + f"(blocked permutation p={primary['jacobian']['permutation_p']:.4g}; " + "balanced chance 10%)." + ), + ( + "The matched raw-state value was " + f"{primary['raw']['directed_precision']:.1%}; word and character " + f"TF--IDF reached {primary['word_tfidf']['directed_precision']:.1%} " + f"and {primary['char_tfidf']['directed_precision']:.1%}." + ), + "", + "## Prompt-only residualization and lexical traps", + "", + ( + "After removing the part of pairwise state similarity predictable " + "from word TF--IDF, character TF--IDF, token overlap, prompt length, " + "and phrasing fold, the Jacobian graph retained " + f"**{residual['jacobian']['directed_precision']:.1%}** " + f"same-mechanism edges (p={residual['jacobian']['permutation_p']:.4g})." + ), + ( + "Across all frozen lexical hard negatives, the Jacobian family-mean " + "true-minus-competitor cosine margin was " + f"{hard['all']['jacobian']['mean_family_margin']:+.4f} " + f"(95% family bootstrap " + f"{hard['all']['jacobian']['family_bootstrap_95'][0]:+.4f} to " + f"{hard['all']['jacobian']['family_bootstrap_95'][1]:+.4f})." + ), + ( + f"There were {hard['lexical_traps']['jacobian']['n_comparisons']} " + "comparisons in which prompt-only TF--IDF preferred the wrong " + "mechanism; their Jacobian family-mean margin was " + f"{hard['lexical_traps']['jacobian']['mean_family_margin']:+.4f}." + ), + "", + "## Repeated graph assembly", + "", + ( + "An edge's selection frequency across all registered band layers " + "and all three lens fits identified same-mechanism pairs with " + f"ROC--AUC **{stability['jacobian']['same_family_auc']:.3f}** " + f"(p={stability['jacobian']['permutation_p']:.4g}); raw-state " + f"stability gave {stability['raw']['same_family_auc']:.3f}." + ), + ( + "The three independently fitted lenses selected directed edge sets " + f"with pairwise Jaccard overlap {min(jaccard_values):.3f}--" + f"{max(jaccard_values):.3f}. Treating edges as undirected gave " + f"{undirected['union']['homophily']:.1%} union homophily and " + f"{undirected['mutual']['homophily']:.1%} mutual-edge homophily." + ), + "", + "## Disjoint signed-relation graph", + "", + ( + "Within each of six new mechanisms and after excluding the same " + "material case, the frozen-band Jacobian graph connected prompts " + "with the same physically correct outcome on " + f"**{fixed['jacobian_band']['directed_same_outcome_precision']:.1%}** " + f"of edges (p={fixed['jacobian_band']['permutation_p']:.4g}; " + "chance 50%)." + ), + ( + "Under the stricter exact null that preserves all three surface " + "variants of each material case—including the registered " + "counterfactual sign reversal—and enumerates all 46,656 balanced " + "base-case assignments, the frozen-band result had null mean " + f"{fixed['jacobian_band']['case_preserving_exact_null_mean']:.1%} " + f"and p={fixed['jacobian_band']['case_preserving_exact_p']:.4g}." + ), + ( + "The corresponding direct, raw, word-TF--IDF, and character-TF--IDF " + "values were " + f"{fixed['direct_band']['directed_same_outcome_precision']:.1%}, " + f"{fixed['raw_band']['directed_same_outcome_precision']:.1%}, " + f"{fixed['word_tfidf']['directed_same_outcome_precision']:.1%}, and " + f"{fixed['char_tfidf']['directed_same_outcome_precision']:.1%}." + ), + ( + "The deliberately non-semantic answer-order-only baseline reached " + f"{fixed['answer_order_only']['directed_same_outcome_precision']:.1%}; " + "a numeric-direction oracle reached " + f"{fixed['numeric_direction_oracle']['directed_same_outcome_precision']:.1%}. " + "The oracle is an interpretive ceiling, not model evidence." + ), + ( + "For the four ordered edge types that cross into or out of the " + "lexical-counterfactual variant, the late Jacobian graph retained " + f"**{counterfactual_precision:.1%}** same-direction precision. " + "Every crossing was significant after BH correction across the " + f"six ordered pairs (largest q={counterfactual_max_q:.4g}). " + "Thus the aggregate is not explained by preserving the displayed " + "answer order across surface variants." + ), + ( + "At the family level, the frozen-band Jacobian graph exceeded word " + f"TF--IDF by {versus_lexical['mean_difference']:+.1%} " + f"(exact one-sided six-family sign-flip " + f"p={versus_lexical['one_sided_exact_family_sign_flip_p']:.4g}), " + "but did not outperform matched raw or direct states. This is " + "evidence for model-state geometry, not a Jacobian-specific gain." + ), + ( + "Using all three eligible candidates rather than only the winning " + "edge, the frozen-band Jacobian ranking achieved pairwise AUC " + f"**{rankings['jacobian_band']['pairwise_auc']:.3f}** " + f"(chance 0.5) and mean reciprocal rank " + f"{rankings['jacobian_band']['mean_reciprocal_rank']:.3f}. " + "Its leave-one-mechanism-out AUC range was " + f"{rankings['jacobian_band']['leave_one_family_out_range']['pairwise_auc'][0]:.3f}--" + f"{rankings['jacobian_band']['leave_one_family_out_range']['pairwise_auc'][1]:.3f}." + ), + "", + "## Target-free concept network", + "", + ( + f"{concept['fdr_significant_words']} of " + f"{concept['candidate_words']} archived target-free consensus words " + "survived blocked permutation testing with BH FDR 0.05, spanning " + f"{len(concept['families_with_fdr_words'])} of ten mechanism families." + ), + "", + "## Interpretation boundary", + "", + ( + "The graph evidence is descriptive representational evidence. It " + "does not establish causal use, consciousness, a literal hidden " + "narrative, or unrestricted materials understanding. The disjoint " + "cohort's earlier registered triplet-similarity endpoint failed; " + "the graph result cannot erase that negative result." + ), + "", + "## Reproduce", + "", + "```bash", + "python scripts/analyze_graph_topology_rigorous.py", + "```", + "", + ] + (OUT / "RESULTS.md").write_text("\n".join(lines), encoding="utf-8") + + +def main() -> None: + protocol = json.loads(PROTOCOL_PATH.read_text()) + amendment = json.loads(AMENDMENT_PATH.read_text()) + amendment_v2 = json.loads(AMENDMENT_V2_PATH.read_text()) + amendment_v2_correction = json.loads( + AMENDMENT_V2_CORRECTION_PATH.read_text() + ) + validate_inputs(protocol) + OUT.mkdir(parents=True, exist_ok=True) + rng = np.random.default_rng(SEED) + + heldout, heldout_data = analyze_heldout(protocol, rng) + replication, replication_data = analyze_replication(rng) + payload = { + "study_id": protocol["study_id"], + "status": protocol["status"], + "protocol_sha256": sha256(PROTOCOL_PATH), + "falsification_amendment": { + "study_id": amendment["study_id"], + "status": amendment["status"], + "sha256": sha256(AMENDMENT_PATH), + }, + "ranking_robustness_amendment": { + "study_id": amendment_v2["study_id"], + "status": amendment_v2["status"], + "sha256": sha256(AMENDMENT_V2_PATH), + }, + "ranking_robustness_correction": { + "study_id": amendment_v2_correction["study_id"], + "status": amendment_v2_correction["status"], + "sha256": sha256(AMENDMENT_V2_CORRECTION_PATH), + }, + "input_fingerprints": protocol["inputs"], + "heldout": heldout, + "disjoint_relation_replication": replication, + "guardrail": protocol["guardrail"], + } + (OUT / "statistics.json").write_text( + json.dumps(json_safe(payload), indent=2) + "\n", + encoding="utf-8", + ) + plot_mechanism_evidence(heldout, heldout_data) + plot_replication_and_concepts( + replication, + replication_data, + heldout_data, + ) + plot_relation_ranking_robustness(replication, replication_data) + write_results(heldout, replication) + execution = { + "script": str(Path(__file__).relative_to(ROOT)), + "script_sha256": sha256(Path(__file__)), + "protocol": str(PROTOCOL_PATH.relative_to(ROOT)), + "protocol_sha256": sha256(PROTOCOL_PATH), + "falsification_amendment": str(AMENDMENT_PATH.relative_to(ROOT)), + "falsification_amendment_sha256": sha256(AMENDMENT_PATH), + "ranking_robustness_amendment": str( + AMENDMENT_V2_PATH.relative_to(ROOT) + ), + "ranking_robustness_amendment_sha256": sha256(AMENDMENT_V2_PATH), + "ranking_robustness_correction": str( + AMENDMENT_V2_CORRECTION_PATH.relative_to(ROOT) + ), + "ranking_robustness_correction_sha256": sha256( + AMENDMENT_V2_CORRECTION_PATH + ), + "outputs": { + str(path.relative_to(ROOT)): sha256(path) + for path in sorted(OUT.rglob("*")) + if path.is_file() + and path.name + not in { + "execution_record.json", + "validation.json", + "VALIDATION.md", + } + }, + } + (OUT / "execution_record.json").write_text( + json.dumps(json_safe(execution), indent=2) + "\n", + encoding="utf-8", + ) + print(json.dumps(json_safe(payload), indent=2)) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/analyze_graph_topology_robustness.py b/jlens_materials/scripts/analyze_graph_topology_robustness.py new file mode 100644 index 0000000000000000000000000000000000000000..0807d7557d62d4c8bd10719f6dd80e6087271303 --- /dev/null +++ b/jlens_materials/scripts/analyze_graph_topology_robustness.py @@ -0,0 +1,117 @@ +#!/usr/bin/env python3 +"""Robustness checks for the exploratory materials graph analysis.""" + +from __future__ import annotations + +import json + +import networkx as nx +import numpy as np +from sklearn.metrics import adjusted_rand_score + +from analyze_graph_topology import ( + BAND, + NPZ_PATH, + OUT, + edge_homophily, + graph_metrics, + knn_graph, + normalize, +) + + +def edge_jaccard(first: nx.Graph, second: nx.Graph) -> float: + a = {tuple(sorted(edge)) for edge in first.edges()} + b = {tuple(sorted(edge)) for edge in second.edges()} + return float(len(a & b) / len(a | b)) + + +def main() -> None: + with np.load(NPZ_PATH, allow_pickle=False) as data: + transported = normalize(data["transported_states"].astype(float)) + families = data["families"].astype(str) + depths = data["depths"].astype(float) + band = (depths >= BAND[0]) & (depths <= BAND[1]) + + per_seed = [] + seed_graphs = [] + for seed in range(3): + metrics = [ + graph_metrics(transported[seed, :, layer], families, 4) + for layer in range(len(depths)) + ] + homophily = np.asarray([row["homophily"] for row in metrics]) + best = int(np.argmax(homophily)) + per_seed.append({ + "lens_seed": seed, + "band_mean_homophily": float(np.mean(homophily[band])), + "best_homophily": float(homophily[best]), + "best_depth": float(depths[best]), + }) + seed_graphs.append([row["graph"] for row in metrics]) + + primary_layer = int(np.argmin(np.abs(depths - 39.024391))) + edge_stability = {} + for first, second in ((0, 1), (0, 2), (1, 2)): + edge_stability[f"{first}-{second}"] = edge_jaccard( + seed_graphs[first][primary_layer], + seed_graphs[second][primary_layer], + ) + + mean_states = normalize(np.mean(transported, axis=0)) + mutual = {} + for k in (3, 4, 5, 6): + values = [] + edges = [] + for layer in range(len(depths)): + graph, _ = knn_graph(mean_states[:, layer], k, mutual=True) + values.append(edge_homophily(graph, families)) + edges.append(graph.number_of_edges()) + values = np.asarray(values) + best = int(np.nanargmax(values)) + mutual[str(k)] = { + "band_mean_homophily": float(np.nanmean(values[band])), + "best_homophily": float(values[best]), + "best_depth": float(depths[best]), + "band_mean_edge_count": float(np.mean(np.asarray(edges)[band])), + } + + community_layer = int(np.argmin(np.abs(depths - 43.902439))) + graph, _ = knn_graph(mean_states[:, community_layer], 4) + louvain = {} + for resolution in (0.5, 0.75, 1.0, 1.25, 1.5): + scores = [] + counts = [] + for seed in range(50): + communities = nx.algorithms.community.louvain_communities( + graph, + weight="weight", + resolution=resolution, + seed=seed, + ) + partition = np.full(len(families), -1, dtype=int) + for index, community in enumerate(communities): + partition[list(community)] = index + scores.append(float(adjusted_rand_score(families, partition))) + counts.append(len(communities)) + louvain[str(resolution)] = { + "ari_median": float(np.median(scores)), + "ari_min": float(np.min(scores)), + "ari_max": float(np.max(scores)), + "community_count_median": float(np.median(counts)), + } + + payload = { + "status": "post hoc robustness checks after inspecting the primary graph analysis", + "per_lens_seed": per_seed, + "primary_layer_edge_jaccard_between_lens_fits": edge_stability, + "mutual_knn_sensitivity": mutual, + "louvain_seed_and_resolution_sensitivity": louvain, + "interpretation": "The edge topology is highly reproducible across lens fits and persists under mutual-kNN construction. Exact Louvain ARI depends on resolution and random initialization, so the community score should be presented as a sensitivity range rather than a unique value.", + } + (OUT / "robustness_checks.json").write_text(json.dumps(payload, indent=2) + "\n") + print(json.dumps(payload, indent=2)) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/analyze_lexical_adversarial_representation.py b/jlens_materials/scripts/analyze_lexical_adversarial_representation.py new file mode 100644 index 0000000000000000000000000000000000000000..5d5419890874f1ad593c2607d3b3c9a06d8ef52b --- /dev/null +++ b/jlens_materials/scripts/analyze_lexical_adversarial_representation.py @@ -0,0 +1,797 @@ +#!/usr/bin/env python3 +"""Analyze the frozen lexical-adversarial materials representation study.""" + +from __future__ import annotations + +import csv +import itertools +import json +import math +import re +from collections import defaultdict +from pathlib import Path + +import matplotlib.pyplot as plt +import numpy as np +import pandas as pd +from scipy import stats + +ROOT = Path(__file__).resolve().parents[1] +OUT = ROOT / "experiments" / "lexical-adversarial-representation-2026-07-17" +PROTOCOL_PATH = OUT / "protocol.json" +MANIFEST_PATH = OUT / "prompt_manifest.json" +RAW_PATH = OUT / "raw.json" +STATES_PATH = OUT / "representations.npz" +FIG = OUT / "figures" + + +def sha256(path: Path) -> str: + import hashlib + + digest = hashlib.sha256() + with path.open("rb") as handle: + for chunk in iter(lambda: handle.read(1024 * 1024), b""): + digest.update(chunk) + return digest.hexdigest() + + +def dump_json(path: Path, payload: dict) -> None: + path.write_text(json.dumps(payload, indent=2) + "\n") + + +def centered_rows(values: np.ndarray) -> np.ndarray: + values = np.asarray(values, dtype=np.float32) + values = values - values.mean(axis=0, keepdims=True) + norms = np.linalg.norm(values, axis=1, keepdims=True) + return values / np.maximum(norms, 1e-12) + + +def uncentered_rows(values: np.ndarray) -> np.ndarray: + values = np.asarray(values, dtype=np.float32) + norms = np.linalg.norm(values, axis=1, keepdims=True) + return values / np.maximum(norms, 1e-12) + + +def similarity_rows( + methods: dict[str, np.ndarray], + layers: np.ndarray, + triplets: list[dict], + prompt_index: dict[str, int], + *, + centered: bool, + accumulator_dtype: type[np.floating] = np.float32, +) -> pd.DataFrame: + output = [] + normalizer = centered_rows if centered else uncentered_rows + for method, array in methods.items(): + for layer_index, layer in enumerate(layers): + values = normalizer(array[:, layer_index]) + for triplet in triplets: + ids = triplet["prompt_ids"] + anchor = values[prompt_index[ids["anchor"]]] + paraphrase = values[prompt_index[ids["physics_paraphrase"]]] + counter = values[prompt_index[ids["lexical_counterfactual"]]] + # The discovery artifact was frozen with float32 accumulation. + # Later cohorts used float64 after an implementation-only + # numerical-stability amendment. The explicit argument lets + # both historical artifacts remain exactly reproducible. + ap = float(np.dot( + anchor.astype(accumulator_dtype, copy=False), + paraphrase.astype(accumulator_dtype, copy=False), + )) + ac = float(np.dot( + anchor.astype(accumulator_dtype, copy=False), + counter.astype(accumulator_dtype, copy=False), + )) + output.append({ + "method": method, + "centered": centered, + "layer": int(layer), + "depth_percent": 100.0 * int(layer) / 41.0, + "triplet_id": triplet["triplet_id"], + "family_id": triplet["family_id"], + "anchor_paraphrase_cosine": ap, + "anchor_counterfactual_cosine": ac, + "physics_minus_lexical_margin": ap - ac, + }) + return pd.DataFrame(output) + + +def two_stage_bootstrap( + frame: pd.DataFrame, + value: str, + *, + n_resamples: int, + seed: int, +) -> dict: + rng = np.random.default_rng(seed) + grouped = { + family: group[value].to_numpy(dtype=float) + for family, group in frame.groupby("family_id", sort=True) + } + families = sorted(grouped) + family_means = np.asarray([grouped[family].mean() for family in families]) + observed = float(family_means.mean()) + draws = np.empty(n_resamples, dtype=float) + for iteration in range(n_resamples): + selected = rng.integers(0, len(families), size=len(families)) + selected_means = [] + for family_index in selected: + values = grouped[families[family_index]] + sample = values[rng.integers(0, len(values), size=len(values))] + selected_means.append(float(sample.mean())) + draws[iteration] = float(np.mean(selected_means)) + return { + "mean": observed, + "ci95": [ + float(np.quantile(draws, 0.025)), + float(np.quantile(draws, 0.975)), + ], + "bootstrap_probability_above_zero": float(np.mean(draws > 0)), + "n_resamples": n_resamples, + "seed": seed, + } + + +def layer_summary_with_ci( + frame: pd.DataFrame, + value: str, + methods: list[str], + *, + n_resamples: int = 5000, +) -> pd.DataFrame: + output = [] + for method in methods: + for layer, group in frame[frame["method"] == method].groupby("layer"): + result = two_stage_bootstrap( + group, value, n_resamples=n_resamples, + seed=20260717 + int(layer) + 1000 * methods.index(method), + ) + output.append({ + "method": method, + "layer": int(layer), + "depth_percent": float(group["depth_percent"].iloc[0]), + **result, + }) + return pd.DataFrame(output) + + +def exact_family_sign_flip(values: np.ndarray) -> float: + observed = abs(float(np.mean(values))) + null = [ + abs(float(np.mean(values * np.asarray(signs)))) + for signs in itertools.product([-1.0, 1.0], repeat=len(values)) + ] + return float(sum(value >= observed - 1e-15 for value in null) / len(null)) + + +def behavior_summary(raw: dict, manifest: dict) -> tuple[pd.DataFrame, dict]: + clean = pd.DataFrame(raw["clean_rows"]) + prompt_meta = pd.DataFrame(manifest["prompts"])[[ + "prompt_id", "presentation_order", "outcome_positive", "outcome_negative" + ]] + clean = clean.merge(prompt_meta, on="prompt_id", how="left", validate="one_to_one") + triplet_consistency = [] + for triplet_id, group in clean.groupby("triplet_id"): + by_variant = group.set_index("variant") + anchor = by_variant.loc["anchor"] + paraphrase = by_variant.loc["physics_paraphrase"] + counter = by_variant.loc["lexical_counterfactual"] + triplet_consistency.append({ + "triplet_id": triplet_id, + "family_id": str(anchor["family_id"]), + "all_three_registered_pair_correct": bool( + anchor["registered_pair_correct"] + and paraphrase["registered_pair_correct"] + and counter["registered_pair_correct"] + ), + "anchor_paraphrase_same_prediction": ( + anchor["predicted_registered_outcome"] + == paraphrase["predicted_registered_outcome"] + ), + "counterfactual_reverses_prediction": ( + anchor["predicted_registered_outcome"] + != counter["predicted_registered_outcome"] + ), + "full_scientific_triplet_consistency": bool( + anchor["registered_pair_correct"] + and paraphrase["registered_pair_correct"] + and counter["registered_pair_correct"] + and anchor["predicted_registered_outcome"] + == paraphrase["predicted_registered_outcome"] + and anchor["predicted_registered_outcome"] + != counter["predicted_registered_outcome"] + ), + }) + triplet_frame = pd.DataFrame(triplet_consistency) + summary = { + "registered_pair_accuracy": float(clean["registered_pair_correct"].mean()), + "global_top_registered_answer_rate": float( + clean["global_top_is_registered_answer"].mean() + ), + "by_variant_accuracy": { + variant: float(group["registered_pair_correct"].mean()) + for variant, group in clean.groupby("variant") + }, + "triplets_all_three_correct": int( + triplet_frame["all_three_registered_pair_correct"].sum() + ), + "triplets_full_scientific_consistency": int( + triplet_frame["full_scientific_triplet_consistency"].sum() + ), + "n_triplets": len(triplet_frame), + "family_accuracy": { + family: float(group["registered_pair_correct"].mean()) + for family, group in clean.groupby("family_id") + }, + } + return clean, {**summary, "triplet_rows": triplet_consistency} + + +def prompt_words(text: str) -> set[str]: + return set(re.findall(r"[a-z][a-z'-]{2,}", text.lower())) + + +def keep_candidate(token: str, removed_words: set[str], stopwords: set[str]) -> bool: + token = token.lower().strip() + if not re.fullmatch(r"[a-z][a-z-]{2,}", token): + return False + if token in stopwords or token in removed_words: + return False + if any( + min(len(token), len(word)) >= 5 + and (token.startswith(word) or word.startswith(token)) + for word in removed_words + ): + return False + return True + + +def target_free_analysis( + raw: dict, + manifest: dict, + protocol: dict, +) -> tuple[pd.DataFrame, pd.DataFrame]: + prompts = {row["prompt_id"]: row for row in manifest["prompts"]} + rows = { + (row["prompt_id"], row["method"], int(row["layer"])): row + for row in raw["target_free_top_tokens"] + } + output = [] + examples = [] + display_k = int(protocol["target_free_display_k"]) + stopwords = set(protocol["frozen_stopwords"]) + for triplet_index, triplet in enumerate(manifest["triplets"]): + ids = triplet["prompt_ids"] + removed = set() + for prompt_id in ids.values(): + removed |= prompt_words(prompts[prompt_id]["user"]) + for method in ["direct", "jacobian_ensemble"]: + for layer in protocol["target_free_layers"]: + candidates = {} + for variant, prompt_id in ids.items(): + source = rows[(prompt_id, method, int(layer))] + filtered = [] + seen = set() + for token in source["tokens"]: + canonical = token.lower().strip() + if canonical in seen: + continue + if keep_candidate(canonical, removed, stopwords): + seen.add(canonical) + filtered.append(canonical) + if len(filtered) == display_k: + break + candidates[variant] = filtered + anchor = set(candidates["anchor"]) + paraphrase = set(candidates["physics_paraphrase"]) + counter = set(candidates["lexical_counterfactual"]) + ap_union = anchor | paraphrase + ac_union = anchor | counter + ap = len(anchor & paraphrase) / len(ap_union) if ap_union else 0.0 + ac = len(anchor & counter) / len(ac_union) if ac_union else 0.0 + output.append({ + "triplet_id": triplet["triplet_id"], + "family_id": triplet["family_id"], + "method": method, + "layer": int(layer), + "depth_percent": 100.0 * int(layer) / 41.0, + "anchor_paraphrase_jaccard": ap, + "anchor_counterfactual_jaccard": ac, + "physics_minus_lexical_jaccard": ap - ac, + "anchor_n": len(anchor), + "paraphrase_n": len(paraphrase), + "counterfactual_n": len(counter), + }) + if triplet_index % 4 == 0 and int(layer) == 28: + for variant in [ + "anchor", "physics_paraphrase", "lexical_counterfactual" + ]: + examples.append({ + "triplet_id": triplet["triplet_id"], + "family_id": triplet["family_id"], + "method": method, + "layer": int(layer), + "variant": variant, + "candidates": " | ".join(candidates[variant]), + }) + return pd.DataFrame(output), pd.DataFrame(examples) + + +def make_figure( + layer_frame: pd.DataFrame, + band_frame: pd.DataFrame, + family_frame: pd.DataFrame, + lexical_rows: pd.DataFrame, + target_free_frame: pd.DataFrame, +) -> None: + FIG.mkdir(parents=True, exist_ok=True) + plt.rcParams.update({ + "font.size": 9, + "axes.labelsize": 9, + "xtick.labelsize": 8, + "ytick.labelsize": 8, + "legend.fontsize": 8, + "axes.linewidth": 0.8, + }) + colors = { + "jacobian_ensemble": "#167D8D", + "direct": "#6F5AA8", + } + labels = { + "jacobian_ensemble": "Jacobian", + "direct": "direct", + } + fig, axes = plt.subplots(2, 2, figsize=(10.4, 6.6), constrained_layout=True) + ax_a, ax_b, ax_c, ax_d = axes.flat + + layer_summary = layer_summary_with_ci( + layer_frame, + "physics_minus_lexical_margin", + ["jacobian_ensemble", "direct"], + ) + for method in ["jacobian_ensemble", "direct"]: + subset = layer_summary[layer_summary["method"] == method].sort_values("layer") + x = subset["depth_percent"].to_numpy() + mean = subset["mean"].to_numpy() + low = np.asarray([value[0] for value in subset["ci95"]]) + high = np.asarray([value[1] for value in subset["ci95"]]) + ax_a.plot(x, mean, color=colors[method], linewidth=1.7, label=labels[method]) + ax_a.fill_between(x, low, high, color=colors[method], alpha=0.15, linewidth=0) + ax_a.axhline(0, color="#666666", linewidth=0.8) + ax_a.axvspan(38, 92, color="#999999", alpha=0.08, linewidth=0) + ax_a.set_xlabel("Layer depth (%)") + ax_a.set_ylabel("Physics-equivalence margin\n(centered cosine units)") + ax_a.text(0.02, 0.97, "A", transform=ax_a.transAxes, va="top", fontweight="bold") + + family_order = list(dict.fromkeys(family_frame["family_id"])) + x = np.arange(len(family_order)) + offsets = {"jacobian_ensemble": -0.14, "direct": 0.14} + for method in ["jacobian_ensemble", "direct"]: + subset = ( + family_frame[family_frame["method"] == method] + .set_index("family_id") + .loc[family_order] + ) + ax_b.scatter( + x + offsets[method], + subset["physics_minus_lexical_margin"], + s=38, + color=colors[method], + marker="o" if method == "jacobian_ensemble" else "^", + label=labels[method], + ) + ax_b.axhline(0, color="#666666", linewidth=0.8) + short_family = { + "grain-size-strength": "grain\nsize", + "crack-size-fracture": "crack\nsize", + "temperature-diffusion": "temperature–\ndiffusion", + "fiber-angle-stiffness": "fiber\nangle", + "fiber-fraction-stiffness": "fiber\nfraction", + "martensite-hardness": "martensite\nfraction", + } + ax_b.set_xticks(x, [short_family[value] for value in family_order]) + ax_b.set_ylabel("Band-mean physics-equivalence margin") + ax_b.text(0.02, 0.97, "B", transform=ax_b.transAxes, va="top", fontweight="bold") + + jacobian_band = band_frame[ + band_frame["method"] == "jacobian_ensemble" + ].set_index("triplet_id") + lexical = lexical_rows.set_index("triplet_id") + family_codes = {family: index for index, family in enumerate(family_order)} + scatter = ax_c.scatter( + lexical.loc[jacobian_band.index, "word_tfidf_margin"], + jacobian_band["physics_minus_lexical_margin"], + c=[family_codes[value] for value in jacobian_band["family_id"]], + cmap="tab10", + s=34, + edgecolor="white", + linewidth=0.4, + ) + ax_c.axhline(0, color="#666666", linewidth=0.8) + ax_c.axvline(0, color="#666666", linewidth=0.8) + ax_c.set_xlabel("Word TF–IDF margin") + ax_c.set_ylabel("Jacobian band margin") + ax_c.text(0.02, 0.97, "C", transform=ax_c.transAxes, va="top", fontweight="bold") + + target_summary = layer_summary_with_ci( + target_free_frame.rename( + columns={"physics_minus_lexical_jaccard": "margin"} + ), + "margin", + ["jacobian_ensemble", "direct"], + ) + for method in ["jacobian_ensemble", "direct"]: + subset = target_summary[ + target_summary["method"] == method + ].sort_values("layer") + x_values = subset["depth_percent"].to_numpy() + means = subset["mean"].to_numpy() + low = np.asarray([value[0] for value in subset["ci95"]]) + high = np.asarray([value[1] for value in subset["ci95"]]) + ax_d.errorbar( + x_values, + means, + yerr=[means - low, high - means], + color=colors[method], + marker="o" if method == "jacobian_ensemble" else "^", + linewidth=1.4, + capsize=2, + label=labels[method], + ) + ax_d.axhline(0, color="#666666", linewidth=0.8) + ax_d.axvspan(38, 92, color="#999999", alpha=0.08, linewidth=0) + ax_d.set_xlabel("Layer depth (%)") + ax_d.set_ylabel("Target-free word-set margin\n(Jaccard units)") + ax_d.text(0.02, 0.97, "D", transform=ax_d.transAxes, va="top", fontweight="bold") + + handles, legend_labels = ax_a.get_legend_handles_labels() + fig.legend( + handles, + legend_labels, + loc="outside lower center", + ncol=2, + frameon=False, + ) + for suffix in ["png", "pdf"]: + fig.savefig( + FIG / f"lexical-adversarial-representation.{suffix}", + dpi=300, + bbox_inches="tight", + ) + plt.close(fig) + + +def main() -> None: + protocol = json.loads(PROTOCOL_PATH.read_text()) + manifest = json.loads(MANIFEST_PATH.read_text()) + raw = json.loads(RAW_PATH.read_text()) + if raw["provenance"]["protocol_sha256"] != sha256(PROTOCOL_PATH): + raise RuntimeError("raw output does not match the frozen protocol") + if protocol["inputs"]["prompt_manifest_sha256"] != sha256(MANIFEST_PATH): + raise RuntimeError("prompt manifest fingerprint mismatch") + arrays = np.load(STATES_PATH) + prompt_ids = [str(value) for value in arrays["prompt_ids"]] + layers = arrays["layers"].astype(int) + expected_prompt_ids = [row["prompt_id"] for row in manifest["prompts"]] + if prompt_ids != expected_prompt_ids: + raise RuntimeError("state prompt order does not match manifest") + prompt_index = {prompt_id: index for index, prompt_id in enumerate(prompt_ids)} + jacobian = arrays["jacobian_decoder_basis"].astype(np.float32) + methods = { + "raw_residual": arrays["raw_states"].astype(np.float32), + "direct": arrays["direct_decoder_basis"].astype(np.float32), + "jacobian_seed0": jacobian[0], + "jacobian_seed1": jacobian[1], + "jacobian_seed2": jacobian[2], + "jacobian_ensemble": jacobian.mean(axis=0), + } + centered = similarity_rows( + methods, layers, manifest["triplets"], prompt_index, centered=True + ) + uncentered = similarity_rows( + methods, layers, manifest["triplets"], prompt_index, centered=False + ) + layer_frame = pd.concat([centered, uncentered], ignore_index=True) + layer_frame.to_csv(OUT / "layer_similarity_margins.csv", index=False) + + band = centered[ + centered["depth_percent"].between( + protocol["registered_band_percent"][0], + protocol["registered_band_percent"][1], + ) + ] + band_frame = ( + band.groupby(["method", "triplet_id", "family_id"], as_index=False)[ + "physics_minus_lexical_margin" + ] + .mean() + ) + band_frame.to_csv(OUT / "band_triplet_margins.csv", index=False) + family_frame = ( + band_frame.groupby(["method", "family_id"], as_index=False)[ + "physics_minus_lexical_margin" + ] + .mean() + ) + family_frame.to_csv(OUT / "family_band_margins.csv", index=False) + + bootstrap = { + method: two_stage_bootstrap( + band_frame[band_frame["method"] == method], + "physics_minus_lexical_margin", + n_resamples=30000, + seed=20260717 + method_index, + ) + for method_index, method in enumerate(methods) + } + pivot = band_frame.pivot( + index=["triplet_id", "family_id"], + columns="method", + values="physics_minus_lexical_margin", + ).reset_index() + pivot["jacobian_minus_direct"] = ( + pivot["jacobian_ensemble"] - pivot["direct"] + ) + contrast = two_stage_bootstrap( + pivot, + "jacobian_minus_direct", + n_resamples=30000, + seed=20260817, + ) + contrast_family = ( + pivot.groupby("family_id")["jacobian_minus_direct"].mean().to_numpy() + ) + contrast["exact_family_sign_flip_p"] = exact_family_sign_flip(contrast_family) + + lexical_protocol = protocol["lexical_adversarial_preflight"] + lexical_by_triplet = pd.DataFrame({ + "triplet_id": [ + row["triplet_id"] for row in lexical_protocol["word_tfidf"]["rows"] + ], + "word_tfidf_margin": [ + row["physics_minus_lexical_margin"] + for row in lexical_protocol["word_tfidf"]["rows"] + ], + "character_tfidf_margin": [ + row["physics_minus_lexical_margin"] + for row in lexical_protocol["character_tfidf"]["rows"] + ], + }) + lexical_by_triplet.to_csv(OUT / "lexical_baseline_margins.csv", index=False) + + clean_frame, behavior = behavior_summary(raw, manifest) + clean_frame.to_csv(OUT / "clean_behavior.csv", index=False) + pd.DataFrame(behavior["triplet_rows"]).to_csv( + OUT / "clean_triplet_consistency.csv", index=False + ) + + target_free, examples = target_free_analysis(raw, manifest, protocol) + target_free.to_csv(OUT / "target_free_jaccard_margins.csv", index=False) + examples.to_csv(OUT / "target_free_candidate_examples.csv", index=False) + selected_band_layers = [ + int(layer) for layer in protocol["target_free_layers"] + if protocol["registered_band_percent"][0] + <= 100.0 * int(layer) / 41.0 + <= protocol["registered_band_percent"][1] + ] + target_band = ( + target_free[target_free["layer"].isin(selected_band_layers)] + .groupby(["method", "triplet_id", "family_id"], as_index=False)[ + "physics_minus_lexical_jaccard" + ] + .mean() + ) + target_stats = { + method: two_stage_bootstrap( + target_band[target_band["method"] == method], + "physics_minus_lexical_jaccard", + n_resamples=30000, + seed=20260917 + method_index, + ) + for method_index, method in enumerate(["jacobian_ensemble", "direct"]) + } + + primary_rows = band_frame[ + band_frame["method"] == "jacobian_ensemble" + ] + primary_family = family_frame[ + family_frame["method"] == "jacobian_ensemble" + ] + primary_positive_triplets = int( + (primary_rows["physics_minus_lexical_margin"] > 0).sum() + ) + primary_positive_families = int( + (primary_family["physics_minus_lexical_margin"] > 0).sum() + ) + decision = { + "primary_ci_above_zero": bootstrap["jacobian_ensemble"]["ci95"][0] > 0, + "positive_triplets": primary_positive_triplets, + "triplet_breadth_pass": primary_positive_triplets >= 18, + "positive_families": primary_positive_families, + "family_breadth_pass": primary_positive_families >= 5, + } + decision["frozen_success_rule_pass"] = all([ + decision["primary_ci_above_zero"], + decision["triplet_breadth_pass"], + decision["family_breadth_pass"], + ]) + + statistics = { + "study_id": protocol["study_id"], + "status": protocol["status"], + "dimensions": raw["dimensions"], + "provenance": { + "protocol_sha256": sha256(PROTOCOL_PATH), + "manifest_sha256": sha256(MANIFEST_PATH), + "raw_sha256": sha256(RAW_PATH), + "representations_sha256": sha256(STATES_PATH), + }, + "lexical_preflight": { + key: { + field: value for field, value in result.items() if field != "rows" + } + for key, result in lexical_protocol.items() + }, + "behavior": { + key: value for key, value in behavior.items() if key != "triplet_rows" + }, + "centered_band_bootstrap": bootstrap, + "jacobian_minus_direct": contrast, + "primary_breadth": { + "positive_triplets": primary_positive_triplets, + "n_triplets": len(primary_rows), + "exact_two_sided_sign_p": float(stats.binomtest( + primary_positive_triplets, + len(primary_rows), + p=0.5, + alternative="two-sided", + ).pvalue), + "positive_families": primary_positive_families, + "n_families": len(primary_family), + }, + "family_band_margins": { + method: { + row["family_id"]: float(row["physics_minus_lexical_margin"]) + for _, row in family_frame[family_frame["method"] == method].iterrows() + } + for method in methods + }, + "target_free_selected_layers": selected_band_layers, + "target_free_jaccard_bootstrap": target_stats, + "decision": decision, + "guardrails": protocol["guardrails"], + } + dump_json(OUT / "statistics.json", statistics) + make_figure( + centered[centered["method"].isin(["jacobian_ensemble", "direct"])], + band_frame, + family_frame, + lexical_by_triplet, + target_free, + ) + + primary = bootstrap["jacobian_ensemble"] + direct = bootstrap["direct"] + raw_result = bootstrap["raw_residual"] + target_j = target_stats["jacobian_ensemble"] + target_d = target_stats["direct"] + lines = [ + "# Prospective lexical-adversarial representation results", + "", + "## Frozen question", + "", + ( + "Does Gemma represent a differently worded but physically equivalent " + "materials description as closer than a near-verbatim prompt in " + "which only the physical relation is reversed?" + ), + "", + "## Design check", + "", + ( + f"Word and character TF-IDF selected the lexical counterfactual in " + f"all 24 triplets. Their mean physics-minus-lexical margins were " + f"{lexical_protocol['word_tfidf']['mean_physics_minus_lexical_margin']:+.3f} " + f"and {lexical_protocol['character_tfidf']['mean_physics_minus_lexical_margin']:+.3f}. " + "Negative is the intended lexical trap." + ), + "", + "## Primary result", + "", + ( + f"The frozen centered Jacobian ensemble band margin was " + f"**{primary['mean']:+.4f}** (two-stage 95% CI " + f"{primary['ci95'][0]:+.4f} to {primary['ci95'][1]:+.4f}). " + f"{primary_positive_triplets}/24 triplets and " + f"{primary_positive_families}/6 family means were positive. " + f"Frozen decision: **{'PASS' if decision['frozen_success_rule_pass'] else 'FAIL'}**." + ), + "", + ( + f"The matched direct-decoder-basis result was {direct['mean']:+.4f} " + f"({direct['ci95'][0]:+.4f} to {direct['ci95'][1]:+.4f}); raw " + f"residual states gave {raw_result['mean']:+.4f} " + f"({raw_result['ci95'][0]:+.4f} to {raw_result['ci95'][1]:+.4f}). " + f"The paired Jacobian-minus-direct contrast was " + f"{contrast['mean']:+.4f} ({contrast['ci95'][0]:+.4f} to " + f"{contrast['ci95'][1]:+.4f}; exact family sign-flip " + f"p={contrast['exact_family_sign_flip_p']:.4f})." + ), + "", + "## Behavioral audit", + "", + ( + f"Registered-pair answer accuracy was " + f"{behavior['registered_pair_accuracy']:.1%}; the registered answer " + f"was the global top token in " + f"{behavior['global_top_registered_answer_rate']:.1%} of prompts. " + f"{behavior['triplets_full_scientific_consistency']}/24 triplets " + "gave the same correct decision for anchor and paraphrase and the " + "opposite correct decision for the lexical counterfactual." + ), + "", + "## Target-free vocabulary", + "", + ( + f"Across frozen in-band decoding layers, the target-free top-word " + f"Jaccard margin was {target_j['mean']:+.4f} " + f"({target_j['ci95'][0]:+.4f} to {target_j['ci95'][1]:+.4f}) for " + f"the Jacobian ensemble and {target_d['mean']:+.4f} " + f"({target_d['ci95'][0]:+.4f} to {target_d['ci95'][1]:+.4f}) for " + "direct decoding. Positive means that emergent word neighborhoods " + "follow physical equivalence more than near-verbatim wording." + ), + "", + "## Interpretation boundary", + "", + ( + "A positive similarity margin shows representational organization " + "under a deliberately adversarial lexical test. It is not a causal " + "intervention, a literal hidden chain of thought, or evidence that " + "the model can solve arbitrary materials problems. All prompts, " + "families, layers, clean errors, and target-free candidates are retained." + ), + "", + "## Files", + "", + "- `prompt_manifest.json`: all 72 exact prompts.", + "- `protocol.json` and `PROTOCOL.md`: frozen endpoints and fingerprints.", + "- `raw.json`: clean answers and 720 target-free top-token records.", + "- `representations.npz`: raw, direct-basis, and three-fit Jacobian states.", + "- `layer_similarity_margins.csv`: every triplet-by-layer similarity.", + "- `band_triplet_margins.csv`: primary independent-unit table.", + "- `family_band_margins.csv`: family-level summary.", + "- `target_free_jaccard_margins.csv`: target-free neighborhood comparison.", + "- `target_free_candidate_examples.csv`: fixed first-case examples.", + "- `statistics.json`: complete numerical decision record.", + "- `figures/lexical-adversarial-representation.{png,pdf}`: candidate figure.", + "", + ] + (OUT / "RESULTS.md").write_text("\n".join(lines)) + (OUT / "README.md").write_text( + "\n".join([ + "# Lexical-adversarial materials representation study", + "", + ( + "Prospectively frozen candidate experiment. It is not included " + "in the paper." + ), + "", + "## Reproduce", + "", + "```bash", + "python scripts/run_lexical_adversarial_representation.py --device mps --dtype bfloat16", + "python scripts/analyze_lexical_adversarial_representation.py", + "```", + "", + "Read `PROTOCOL.md` before `RESULTS.md`. The protocol and exact prompt " + "manifest were checksum-locked before any model forward pass.", + "", + ]) + ) + print(json.dumps(statistics, indent=2)) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/analyze_mechanism_name_v1.py b/jlens_materials/scripts/analyze_mechanism_name_v1.py new file mode 100644 index 0000000000000000000000000000000000000000..8b24da0abb9eecbf50d88a03f1a969226e0d9269 --- /dev/null +++ b/jlens_materials/scripts/analyze_mechanism_name_v1.py @@ -0,0 +1,305 @@ +#!/usr/bin/env python3 +"""Analyze and visualize the frozen mechanism-versus-eponym experiment.""" + +from __future__ import annotations + +import json +import math +from collections import defaultdict +from pathlib import Path + +import matplotlib.pyplot as plt +import numpy as np +from scipy.stats import wilcoxon + + +ROOT = Path(__file__).resolve().parents[1] +RUN = ROOT / "runs" / "gemma4-materials-mechanism-name-v1.json" +OUT_JSON = ROOT / "experiments" / "gemma4-materials-mechanism-name-v1_statistics.json" +OUT_MD = ROOT / "experiments" / "gemma4-materials-mechanism-name-v1_results.md" +APPENDIX_MD = ROOT / "experiments" / "gemma4-materials-mechanism-name-v1_appendix.md" +FIG_DIR = ROOT / "figures" / "gemma4-materials-mechanism-name-v1" +SEED = 20260710 +N_BOOT = 20_000 + + +PAIRS = { + "grain-size-strength": ("boundary", "Hall"), + "flaw-controlled-failure": ("crack", "Griffith"), + "resolved-slip-threshold": ("dislocation", "Schmid"), + "lattice-diffusion-creep": ("vacancy", "Herring"), + "diffusionless-lattice-change": ("tetragonal", "Bain"), +} + +FAMILY_LABELS = { + "grain-size-strength": "Grain-size strengthening", + "flaw-controlled-failure": "Flaw-controlled failure", + "resolved-slip-threshold": "Resolved slip threshold", + "lattice-diffusion-creep": "Lattice-diffusion creep", + "diffusionless-lattice-change": "Diffusionless lattice change", +} + + +def bootstrap(values: list[float], seed: int = SEED) -> dict: + x = np.asarray(values, dtype=float) + rng = np.random.default_rng(seed) + means = rng.choice(x, size=(N_BOOT, len(x)), replace=True).mean(axis=1) + return { + "n": len(x), + "mean": float(x.mean()), + "low": float(np.quantile(means, 0.025)), + "high": float(np.quantile(means, 0.975)), + } + + +def directional_test(values: list[float]) -> dict: + x = np.asarray(values, dtype=float) + try: + statistic, pvalue = wilcoxon(x, alternative="less", zero_method="wilcox") + statistic, pvalue = float(statistic), float(pvalue) + except ValueError: + statistic, pvalue = None, None + return { + "effect": bootstrap(values), + "mechanism_wins": int(np.sum(x < 0)), + "ties": int(np.sum(np.abs(x) < 1e-12)), + "name_wins": int(np.sum(x > 0)), + "wilcoxon_statistic": statistic, + "wilcoxon_p_one_sided": pvalue, + } + + +def analyze(run: dict) -> tuple[dict, list[dict]]: + rows = [] + for record in run["prompts"]: + family = record.get("category") + if not record.get("valid_for_metrics") or family not in PAIRS: + continue + mechanism, name = PAIRS[family] + emergence = {item["label"]: item for item in record["emergence"]} + mech = emergence[mechanism] + eponym = emergence[name] + row = { + "slug": record["slug"], + "family": family, + "family_label": FAMILY_LABELS[family], + "prompt": record["prompt_text"], + "completion": record.get("generated_completion", ""), + "mechanism": mechanism, + "name": name, + "j_mechanism_rank": int(mech["best_rank"]) + 1, + "j_name_rank": int(eponym["best_rank"]) + 1, + "logit_mechanism_rank": int(mech["logit_lens_best_rank"]) + 1, + "logit_name_rank": int(eponym["logit_lens_best_rank"]) + 1, + "j_contrast": math.log10(int(mech["best_rank"]) + 1) + - math.log10(int(eponym["best_rank"]) + 1), + "logit_contrast": math.log10(int(mech["logit_lens_best_rank"]) + 1) + - math.log10(int(eponym["logit_lens_best_rank"]) + 1), + } + row["j_minus_logit_contrast"] = row["j_contrast"] - row["logit_contrast"] + rows.append(row) + + by_family: dict[str, list[dict]] = defaultdict(list) + for row in rows: + by_family[row["family"]].append(row) + stats = { + "n_valid": len(rows), + "n_total": len(run["prompts"]), + "contrast_definition": "log10(mechanism rank) - log10(eponym rank); negative favors mechanism", + "jacobian_lens": directional_test([row["j_contrast"] for row in rows]), + "logit_lens": directional_test([row["logit_contrast"] for row in rows]), + "j_minus_logit": directional_test([row["j_minus_logit_contrast"] for row in rows]), + "families": {}, + } + for family, family_rows in sorted(by_family.items()): + stats["families"][family] = { + "label": FAMILY_LABELS[family], + "n": len(family_rows), + "mechanism": PAIRS[family][0], + "name": PAIRS[family][1], + "jacobian_lens": directional_test([row["j_contrast"] for row in family_rows]), + "logit_lens": directional_test([row["logit_contrast"] for row in family_rows]), + } + return stats, rows + + +def plot_summary(stats: dict, rows: list[dict]) -> None: + FIG_DIR.mkdir(parents=True, exist_ok=True) + plt.rcParams.update({ + "font.family": "DejaVu Sans", + "axes.spines.top": False, + "axes.spines.right": False, + }) + fig, axes = plt.subplots(1, 2, figsize=(12.6, 4.8), constrained_layout=True) + + ax = axes[0] + j = np.asarray([row["j_contrast"] for row in rows]) + l = np.asarray([row["logit_contrast"] for row in rows]) + for index, (a, b) in enumerate(zip(j, l)): + ax.plot([0, 1], [a, b], color="#b7b7b7", alpha=0.38, lw=0.7) + ax.scatter(np.zeros(len(j)), j, color="#c1553b", s=24, alpha=0.75, label="J-lens items") + ax.scatter(np.ones(len(l)), l, color="#2b7a8c", s=24, alpha=0.75, label="logit-lens items") + ax.scatter([0, 1], [j.mean(), l.mean()], marker="D", s=80, + color=["#8f2f27", "#185c6b"], edgecolor="white", zorder=5) + ax.axhline(0, color="#555555", lw=1) + ax.set_xticks([0, 1], ["Jacobian lens", "Logit lens"]) + ax.set_ylabel("log10 rank(mechanism) - log10 rank(name)") + ax.set_title("A Physical mechanism versus textbook name", loc="left", fontweight="bold") + ax.text(0.02, 0.02, "below zero = physical carrier is easier to read", + transform=ax.transAxes, fontsize=9, color="#555555") + ax.grid(True, axis="y", alpha=0.18) + + ax = axes[1] + families = list(stats["families"]) + y = np.arange(len(families)) + j_mean = [stats["families"][f]["jacobian_lens"]["effect"]["mean"] for f in families] + j_low = [stats["families"][f]["jacobian_lens"]["effect"]["low"] for f in families] + j_high = [stats["families"][f]["jacobian_lens"]["effect"]["high"] for f in families] + l_mean = [stats["families"][f]["logit_lens"]["effect"]["mean"] for f in families] + ax.errorbar(j_mean, y - 0.12, + xerr=[np.asarray(j_mean)-np.asarray(j_low), np.asarray(j_high)-np.asarray(j_mean)], + fmt="o", color="#c1553b", capsize=3, label="Jacobian lens") + ax.scatter(l_mean, y + 0.12, marker="s", color="#2b7a8c", label="Logit lens") + ax.axvline(0, color="#555555", lw=1) + ax.set_yticks(y, [FAMILY_LABELS[f] for f in families]) + ax.set_xlabel("mean mechanism-minus-name log-rank") + ax.set_title("B Effect by engineering principle", loc="left", fontweight="bold") + ax.legend(frameon=False) + ax.grid(True, axis="x", alpha=0.18) + + for suffix in ("png", "pdf"): + fig.savefig(FIG_DIR / f"mechanism-name-summary.{suffix}", dpi=240, + bbox_inches="tight", facecolor="white") + plt.close(fig) + + +def _trajectory_map(record: dict, lens: str) -> dict[str, dict]: + return { + item["label"]: item + for item in record["concept_trajectories"][lens] + } + + +def plot_concept_traces(run: dict) -> None: + representatives = [ + next(record for record in run["prompts"] + if record["slug"] == f"mechanism-name-{family}-01") + for family in PAIRS + ] + fig, axes = plt.subplots(5, 1, figsize=(10.5, 12.2), sharex=True, + constrained_layout=True) + for ax, record in zip(axes, representatives): + family = record["category"] + mechanism, name = PAIRS[family] + j = _trajectory_map(record, "jacobian_lens") + l = _trajectory_map(record, "logit_lens") + for label, color in ((mechanism, "#c1553b"), (name, "#6a51a3")): + jx = np.asarray(j[label]["depths"]) + jy = np.asarray(j[label]["ranks"], dtype=float) + keep = (jx >= 38) & (jx <= 92) & (jy > 0) + ax.plot(jx[keep], jy[keep], "-o", ms=2.8, lw=2, color=color, + label=f"{label}: Jacobian") + lx = np.asarray(l[label]["depths"]) + ly = np.asarray(l[label]["ranks"], dtype=float) + keep = ly > 0 + ax.plot(lx[keep], ly[keep], "--", lw=1.5, color=color, alpha=0.72, + label=f"{label}: logit") + ax.set_yscale("log") + ax.invert_yaxis() + ax.set_ylim(50000, 0.8) + ax.set_yticks([1, 10, 100, 1000, 10000], ["1", "10", "100", "1k", "10k"]) + ax.grid(True, which="major", alpha=0.18) + ax.set_ylabel("rank") + ax.set_title( + f"{FAMILY_LABELS[family]}: physical carrier '{mechanism}' vs name '{name}'", + loc="left", fontsize=10, fontweight="bold" + ) + ax.legend(frameon=False, ncol=4, fontsize=7.5, loc="lower left") + axes[-1].set_xlabel("network depth (%) - moving upward means easier to read") + fig.suptitle( + "Predeclared concept traces through Gemma-4 E4B-it\n" + "Solid = Jacobian lens; dashed = ordinary logit lens; these are readouts, not literal chain of thought", + fontsize=13, fontweight="bold" + ) + for suffix in ("png", "pdf"): + fig.savefig(FIG_DIR / f"mechanism-name-concept-traces.{suffix}", dpi=240, + bbox_inches="tight", facecolor="white") + plt.close(fig) + + +def write_outputs(stats: dict, rows: list[dict]) -> None: + OUT_JSON.write_text(json.dumps(stats, indent=2) + "\n") + j = stats["jacobian_lens"] + l = stats["logit_lens"] + delta = stats["j_minus_logit"] + lines = [ + "# Mechanism-versus-eponym v1: frozen results", + "", + f"Valid items: {stats['n_valid']}/{stats['n_total']}.", + "", + "Negative contrasts mean that the physical carrier is ranked ahead of the textbook surname.", + "", + "| lens | mean contrast | bootstrap 95% CI | carrier wins | ties | name wins | one-sided p |", + "|---|---:|---:|---:|---:|---:|---:|", + f"| Jacobian | {j['effect']['mean']:.3f} | [{j['effect']['low']:.3f}, {j['effect']['high']:.3f}] | {j['mechanism_wins']} | {j['ties']} | {j['name_wins']} | {j['wilcoxon_p_one_sided']:.4g} |", + f"| Logit | {l['effect']['mean']:.3f} | [{l['effect']['low']:.3f}, {l['effect']['high']:.3f}] | {l['mechanism_wins']} | {l['ties']} | {l['name_wins']} | {l['wilcoxon_p_one_sided']:.4g} |", + "", + f"The J-minus-logit contrast is {delta['effect']['mean']:.3f} " + f"(95% CI [{delta['effect']['low']:.3f}, {delta['effect']['high']:.3f}], " + f"one-sided p={delta['wilcoxon_p_one_sided']:.4g}).", + "", + "## Families", + "", + "| family | pair | J mean | logit mean |", + "|---|---|---:|---:|", + ] + for family, item in stats["families"].items(): + lines.append( + f"| {item['label']} | {item['mechanism']} vs {item['name']} | " + f"{item['jacobian_lens']['effect']['mean']:.3f} | " + f"{item['logit_lens']['effect']['mean']:.3f} |" + ) + lines.extend([ + "", + "## Interpretation boundary", + "", + "This experiment distinguishes readable physical carriers from readable eponyms. It does not demonstrate a complete derivation or a human-like hidden chain of thought. The reused lens remains exploratory because its fitting corpus provenance is incomplete.", + ]) + OUT_MD.write_text("\n".join(lines) + "\n") + + appendix = [ + "# Mechanism-versus-eponym v1: complete prompt and result appendix", + "", + "Ranks are one-indexed; rank 1 is strongest. Every prompt and one-token completion is shown.", + "", + ] + for index, row in enumerate(rows, start=1): + appendix.extend([ + f"## {index}. {row['slug']}", + "", + f"**Prompt:** {row['prompt']}", + "", + f"**Generated continuation:** `{row['completion']}`", + "", + f"**Tracked pair:** `{row['mechanism']}` vs `{row['name']}`", + "", + "| readout | mechanism rank | name rank | log10 contrast |", + "|---|---:|---:|---:|", + f"| Jacobian lens | {row['j_mechanism_rank']} | {row['j_name_rank']} | {row['j_contrast']:.3f} |", + f"| Logit lens | {row['logit_mechanism_rank']} | {row['logit_name_rank']} | {row['logit_contrast']:.3f} |", + "", + ]) + APPENDIX_MD.write_text("\n".join(appendix) + "\n") + + +def main() -> None: + run = json.loads(RUN.read_text()) + stats, rows = analyze(run) + write_outputs(stats, rows) + plot_summary(stats, rows) + plot_concept_traces(run) + print(json.dumps(stats, indent=2)) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/analyze_multiseed_association.py b/jlens_materials/scripts/analyze_multiseed_association.py new file mode 100644 index 0000000000000000000000000000000000000000..adef242625e2b08037e7788683f84e2931ce144f --- /dev/null +++ b/jlens_materials/scripts/analyze_multiseed_association.py @@ -0,0 +1,562 @@ +#!/usr/bin/env python3 +"""Integrated three-seed analysis of the frozen 50-item association suite. + +The lens-fit seed is treated as a repeated measurement, not as an independent +prompt. Population uncertainty is estimated by resampling mechanism families +and then phrasings within families. +""" + +from __future__ import annotations + +import csv +import itertools +import json +import math +import sys +from collections import defaultdict +from pathlib import Path + +import matplotlib.pyplot as plt +import numpy as np +from scipy.stats import spearmanr + +ROOT = Path(__file__).resolve().parents[1] +sys.path.insert(0, str(ROOT)) + +import paper_protocol as pp # noqa: E402 + + +RUN_PATHS = [ + ROOT / "runs" / f"gemma4-e4b-it-paper-seed{seed}.json" + for seed in range(3) +] +EXP_DIR = ROOT / "experiments" +FIG_DIR = ROOT / "figures" / "gemma4-paper-multiseed" +STATS_PATH = EXP_DIR / "gemma4-paper-multiseed-integrated_statistics.json" +CSV_PATH = EXP_DIR / "gemma4-paper-multiseed-integrated_prompt_results.csv" +RESULTS_PATH = EXP_DIR / "GEMMA4_PAPER_MULTI_SEED_INTEGRATED_ANALYSIS.md" +FIGURE_PATH = FIG_DIR / "integrated-association-analysis" +RNG_SEED = 20260714 +N_BOOT = 20_000 +N_CORR_BOOT = 5_000 + + +def item_auc(ranks: list[int], ks: list[int]) -> float: + pass_at_k = [float(np.mean([0 <= rank < k for rank in ranks])) for k in ks] + return float(pp.log_k_auc(ks, pass_at_k)) + + +def indexed_association_records(run: dict) -> dict[str, dict]: + return { + record["slug"]: record + for record in run["prompts"] + if record.get("shape") == "ASSOCIATION" + } + + +def validate_runs(runs: list[dict]) -> list[str]: + if len(runs) != 3: + raise ValueError("This analysis requires exactly three lens-fit seeds") + slugs = list(indexed_association_records(runs[0])) + if len(slugs) != 50: + raise ValueError(f"Expected 50 association prompts, found {len(slugs)}") + for seed, run in enumerate(runs): + if run.get("errors"): + raise ValueError(f"Seed {seed} contains run errors") + if not run.get("methodology", {}).get("paper_protocol_complete"): + raise ValueError(f"Seed {seed} is not paper-protocol complete") + records = indexed_association_records(run) + if list(records) != slugs: + raise ValueError(f"Seed {seed} prompt order/set differs") + if not all(record.get("valid_for_metrics") for record in records.values()): + raise ValueError(f"Seed {seed} contains excluded association prompts") + return slugs + + +def percentile_summary(values: np.ndarray) -> dict: + return { + "mean": float(np.mean(values)), + "low": float(np.quantile(values, 0.025)), + "high": float(np.quantile(values, 0.975)), + "n_resamples": int(len(values)), + } + + +def hierarchical_effect_bootstrap( + prompt_rows: list[dict], *, seed: int = RNG_SEED +) -> dict: + """Resample families, then phrasings, after averaging lens seeds per prompt.""" + grouped: dict[str, list[float]] = defaultdict(list) + for row in prompt_rows: + grouped[row["family"]].append(float(row["delta_auc_mean_seed"])) + families = sorted(grouped) + arrays = [np.asarray(grouped[family], dtype=float) for family in families] + rng = np.random.default_rng(seed) + estimates = np.empty(N_BOOT, dtype=float) + for index in range(N_BOOT): + chosen = rng.integers(0, len(arrays), size=len(arrays)) + family_estimates = [] + for family_index in chosen: + values = arrays[int(family_index)] + within = rng.integers(0, len(values), size=len(values)) + family_estimates.append(float(np.mean(values[within]))) + estimates[index] = float(np.mean(family_estimates)) + result = percentile_summary(estimates) + result["observed_mean"] = float(np.mean([ + row["delta_auc_mean_seed"] for row in prompt_rows + ])) + result["unit"] = "10 mechanism families; five phrasings resampled within family" + return result + + +def exact_family_sign_flip(family_effects: dict[str, float]) -> dict: + values = np.asarray([family_effects[name] for name in sorted(family_effects)]) + observed = float(np.mean(values)) + null = np.asarray([ + float(np.mean(values * np.asarray(signs))) + for signs in itertools.product((-1.0, 1.0), repeat=len(values)) + ]) + return { + "observed_mean": observed, + "p_one_sided": float(np.mean(null >= observed - 1e-15)), + "n_permutations": int(len(null)), + "unit": "mechanism-family mean effect", + } + + +def spearman_value(first: np.ndarray, second: np.ndarray) -> float: + if len(np.unique(first)) < 2 or len(np.unique(second)) < 2: + return float("nan") + result = spearmanr(first, second) + return float(result.statistic) + + +def family_clustered_spearman( + rows: list[dict], first_key: str, second_key: str, *, seed: int +) -> dict: + grouped: dict[str, list[dict]] = defaultdict(list) + for row in rows: + grouped[row["family"]].append(row) + families = sorted(grouped) + observed = spearman_value( + np.asarray([row[first_key] for row in rows], dtype=float), + np.asarray([row[second_key] for row in rows], dtype=float), + ) + rng = np.random.default_rng(seed) + estimates = [] + for _ in range(N_CORR_BOOT): + chosen = rng.integers(0, len(families), size=len(families)) + sampled = [row for index in chosen for row in grouped[families[int(index)]]] + estimate = spearman_value( + np.asarray([row[first_key] for row in sampled], dtype=float), + np.asarray([row[second_key] for row in sampled], dtype=float), + ) + if math.isfinite(estimate): + estimates.append(estimate) + estimates_array = np.asarray(estimates, dtype=float) + return { + "rho": observed, + "family_clustered_low": float(np.quantile(estimates_array, 0.025)), + "family_clustered_high": float(np.quantile(estimates_array, 0.975)), + "n_rows": len(rows), + "n_resamples": len(estimates), + } + + +def build_rows(runs: list[dict], slugs: list[str]) -> tuple[list[dict], list[dict], list[int]]: + indexed = [indexed_association_records(run) for run in runs] + ks = list(runs[0]["metrics"]["by_shape"]["ASSOCIATION"]["ks"]) + prompt_rows = [] + concept_rows = [] + for slug in slugs: + records = [records_by_slug[slug] for records_by_slug in indexed] + reference = records[0] + labels = [[item["label"] for item in record["emergence"]] for record in records] + if labels[1:] != labels[:1] * 2: + raise ValueError(f"Tracked concepts differ across seeds for {slug}") + j_aucs = [ + item_auc([int(item["best_rank"]) for item in record["emergence"]], ks) + for record in records + ] + logit_auc = item_auc( + [int(item["logit_lens_best_rank"]) for item in reference["emergence"]], + ks, + ) + prompt_rows.append({ + "slug": slug, + "family": reference["category"], + "phrasing_id": reference.get("phrasing_id"), + "prompt": reference["prompt_text"], + "n_concepts": len(reference["emergence"]), + "j_auc_seed0": j_aucs[0], + "j_auc_seed1": j_aucs[1], + "j_auc_seed2": j_aucs[2], + "j_auc_mean_seed": float(np.mean(j_aucs)), + "logit_auc": logit_auc, + "delta_auc_mean_seed": float(np.mean(j_aucs) - logit_auc), + }) + for concept_index, label in enumerate(labels[0]): + emergence = [record["emergence"][concept_index] for record in records] + j_ranks = [int(item["best_rank"]) + 1 for item in emergence] + logit_rank = int(emergence[0]["logit_lens_best_rank"]) + 1 + j_log_ranks = [math.log10(rank) for rank in j_ranks] + concept_rows.append({ + "slug": slug, + "family": reference["category"], + "concept": label, + "j_rank_seed0": j_ranks[0], + "j_rank_seed1": j_ranks[1], + "j_rank_seed2": j_ranks[2], + "j_log_rank_seed0": j_log_ranks[0], + "j_log_rank_seed1": j_log_ranks[1], + "j_log_rank_seed2": j_log_ranks[2], + "j_log_rank_mean_seed": float(np.mean(j_log_ranks)), + "logit_rank": logit_rank, + "logit_log_rank": math.log10(logit_rank), + "log10_rank_advantage": float(math.log10(logit_rank) - np.mean(j_log_ranks)), + }) + return prompt_rows, concept_rows, ks + + +def build_statistics(runs: list[dict], prompt_rows: list[dict], concept_rows: list[dict], ks: list[int]) -> dict: + per_seed = [] + for seed in range(3): + j = np.asarray([row[f"j_auc_seed{seed}"] for row in prompt_rows]) + logit = np.asarray([row["logit_auc"] for row in prompt_rows]) + per_seed.append({ + "seed": seed, + "j_auc_mean": float(np.mean(j)), + "logit_auc_mean": float(np.mean(logit)), + "delta_auc": float(np.mean(j - logit)), + "j_wins": int(np.sum(j > logit + 1e-12)), + "ties": int(np.sum(np.abs(j - logit) <= 1e-12)), + "j_losses": int(np.sum(j < logit - 1e-12)), + }) + + family_groups: dict[str, list[dict]] = defaultdict(list) + for row in prompt_rows: + family_groups[row["family"]].append(row) + families = {} + for family, rows in sorted(family_groups.items()): + deltas = np.asarray([row["delta_auc_mean_seed"] for row in rows]) + families[family] = { + "n_phrasings": len(rows), + "j_auc_mean_seed_and_prompt": float(np.mean([ + row["j_auc_mean_seed"] for row in rows + ])), + "logit_auc_mean_prompt": float(np.mean([row["logit_auc"] for row in rows])), + "delta_auc_mean": float(np.mean(deltas)), + "delta_auc_min": float(np.min(deltas)), + "delta_auc_max": float(np.max(deltas)), + } + + mean_j = np.asarray([row["j_auc_mean_seed"] for row in prompt_rows]) + logit = np.asarray([row["logit_auc"] for row in prompt_rows]) + overall = { + "n_prompts": len(prompt_rows), + "n_families": len(families), + "n_declared_concepts": len(concept_rows), + "j_auc_mean_across_seeds_and_prompts": float(np.mean(mean_j)), + "logit_auc_mean_across_prompts": float(np.mean(logit)), + "delta_auc": float(np.mean(mean_j - logit)), + "relative_auc_gain": float(np.mean(mean_j) / np.mean(logit) - 1), + "j_wins": int(np.sum(mean_j > logit + 1e-12)), + "ties": int(np.sum(np.abs(mean_j - logit) <= 1e-12)), + "j_losses": int(np.sum(mean_j < logit - 1e-12)), + "hierarchical_family_bootstrap": hierarchical_effect_bootstrap(prompt_rows), + "exact_family_sign_flip": exact_family_sign_flip({ + family: result["delta_auc_mean"] for family, result in families.items() + }), + } + + prompt_correlations = {} + concept_correlations = {} + for first in range(3): + for second in range(first + 1, 3): + label = f"seed{first}_vs_seed{second}" + prompt_correlations[label] = family_clustered_spearman( + prompt_rows, + f"j_auc_seed{first}", + f"j_auc_seed{second}", + seed=RNG_SEED + 10 * first + second, + ) + concept_correlations[label] = family_clustered_spearman( + concept_rows, + f"j_log_rank_seed{first}", + f"j_log_rank_seed{second}", + seed=RNG_SEED + 100 + 10 * first + second, + ) + prompt_correlations["mean_j_vs_logit"] = family_clustered_spearman( + prompt_rows, + "j_auc_mean_seed", + "logit_auc", + seed=RNG_SEED + 200, + ) + concept_correlations["mean_j_vs_logit"] = family_clustered_spearman( + concept_rows, + "j_log_rank_mean_seed", + "logit_log_rank", + seed=RNG_SEED + 201, + ) + + pass_at_k = { + "ks": ks, + "j_by_seed": [ + runs[seed]["metrics"]["by_shape"]["ASSOCIATION"]["jacobian_lens"]["pass_at_k"] + for seed in range(3) + ], + "j_mean": np.mean(np.asarray([ + runs[seed]["metrics"]["by_shape"]["ASSOCIATION"]["jacobian_lens"]["pass_at_k"] + for seed in range(3) + ]), axis=0).tolist(), + "logit": runs[0]["metrics"]["by_shape"]["ASSOCIATION"]["logit_lens"]["pass_at_k"], + } + return { + "analysis_status": "retrospective integrated robustness analysis", + "analysis_seed": RNG_SEED, + "bootstrap_resamples": N_BOOT, + "correlation_bootstrap_resamples": N_CORR_BOOT, + "runs": [str(path.relative_to(ROOT)) for path in RUN_PATHS], + "overall": overall, + "per_seed": per_seed, + "families": families, + "correlations": { + "prompt_auc": prompt_correlations, + "concept_log10_rank": concept_correlations, + }, + "pass_at_k": pass_at_k, + } + + +def write_prompt_csv(rows: list[dict]) -> None: + with CSV_PATH.open("w", newline="") as handle: + writer = csv.DictWriter(handle, fieldnames=list(rows[0])) + writer.writeheader() + writer.writerows(rows) + + +def plot_results(stats: dict, prompt_rows: list[dict], concept_rows: list[dict]) -> None: + FIG_DIR.mkdir(parents=True, exist_ok=True) + plt.rcParams.update({ + "font.family": "DejaVu Sans", + "font.size": 10, + "axes.spines.top": False, + "axes.spines.right": False, + }) + j_color = "#C33C54" + logit_color = "#287C8E" + neutral = "#6E7781" + fig, axes = plt.subplots(2, 2, figsize=(13.4, 10.2), constrained_layout=True) + + pass_data = stats["pass_at_k"] + ks = pass_data["ks"] + ax = axes[0, 0] + for seed, values in enumerate(pass_data["j_by_seed"]): + ax.plot(ks, values, color=j_color, alpha=0.25, linewidth=1.2) + ax.plot(ks, pass_data["j_mean"], "o-", color=j_color, linewidth=2.4, + label="J-lens (mean of 3 fits)") + ax.plot(ks, pass_data["logit"], "s-", color=logit_color, linewidth=2.0, + label="logit lens") + ax.set_xscale("log") + ax.set_xlabel("Allowed vocabulary rank, k") + ax.set_ylabel("Fraction of declared concepts recovered") + ax.set_title("A Recovery of predeclared concepts", loc="left", fontweight="bold") + ax.grid(True, alpha=0.18) + ax.legend(frameon=False, loc="upper left") + + ax = axes[0, 1] + x = np.asarray([row["logit_auc"] for row in prompt_rows]) + y = np.asarray([row["j_auc_mean_seed"] for row in prompt_rows]) + limit = max(float(np.max(x)), float(np.max(y))) * 1.08 + ax.scatter(x, y, s=42, color=neutral, alpha=0.75, edgecolor="none") + ax.plot([0, limit], [0, limit], linestyle="--", color=neutral, linewidth=1) + ax.set_xlim(-0.006, limit) + ax.set_ylim(-0.006, limit) + ax.set_xlabel("Logit-lens prompt AUC") + ax.set_ylabel("Mean three-seed J-lens prompt AUC") + ax.set_title("B Prompt-level comparison", loc="left", fontweight="bold") + overall = stats["overall"] + ci = overall["hierarchical_family_bootstrap"] + ax.text( + 0.04, 0.95, + f"mean difference = {overall['delta_auc']:+.4f}\n" + f"family-hierarchical 95% CI\n{ci['low']:+.4f} to {ci['high']:+.4f}", + transform=ax.transAxes, va="top", + ) + ax.grid(True, alpha=0.18) + + ax = axes[1, 0] + families = sorted(stats["families"], key=lambda name: stats["families"][name]["delta_auc_mean"]) + y_positions = np.arange(len(families)) + for y_position, family in zip(y_positions, families): + raw = [row["delta_auc_mean_seed"] for row in prompt_rows if row["family"] == family] + ax.scatter(raw, np.full(len(raw), y_position), s=24, color=neutral, alpha=0.35) + ax.scatter(stats["families"][family]["delta_auc_mean"], y_position, + marker="D", s=48, color=j_color, zorder=3) + ax.axvline(0, color=neutral, linewidth=1) + ax.set_yticks(y_positions, [name.replace("-", " ") for name in families]) + ax.set_xlabel("J-lens minus logit-lens AUC (right favors J-lens)") + ax.set_title("C Heterogeneity across mechanism families", loc="left", fontweight="bold") + ax.grid(True, axis="x", alpha=0.18) + + ax = axes[1, 1] + variables = ["J seed 0", "J seed 1", "J seed 2", "logit"] + arrays = [ + np.asarray([row[f"j_log_rank_seed{seed}"] for row in concept_rows]) + for seed in range(3) + ] + [np.asarray([row["logit_log_rank"] for row in concept_rows])] + matrix = np.asarray([ + [spearman_value(first, second) for second in arrays] + for first in arrays + ]) + image = ax.imshow(matrix, vmin=0, vmax=1, cmap="viridis") + ax.set_xticks(range(4), variables, rotation=25, ha="right") + ax.set_yticks(range(4), variables) + for row in range(4): + for column in range(4): + value = matrix[row, column] + ax.text(column, row, f"{value:.3f}", ha="center", va="center", + color="white" if value < 0.72 else "black") + ax.set_title("D Rank reproducibility across 150 concepts", loc="left", fontweight="bold") + colorbar = fig.colorbar(image, ax=ax, fraction=0.046, pad=0.04) + colorbar.set_label("Spearman rank correlation") + + fig.suptitle( + "Three lens fits agree closely; the average J-lens advantage is small and family-dependent", + fontsize=15, + fontweight="bold", + ) + fig.text( + 0.5, -0.01, + "Lens-fit seeds are repeated measurements. Population uncertainty resamples 10 mechanism families and five phrasings within each family.", + ha="center", fontsize=9, color=neutral, + ) + for suffix in ("png", "pdf", "svg"): + fig.savefig(FIGURE_PATH.with_suffix(f".{suffix}"), dpi=240, + bbox_inches="tight", facecolor="white") + plt.close(fig) + + +def fmt_ci(result: dict) -> str: + return f"{result['rho']:.3f} ({result['family_clustered_low']:.3f} to {result['family_clustered_high']:.3f})" + + +def write_results(stats: dict) -> None: + overall = stats["overall"] + bootstrap = overall["hierarchical_family_bootstrap"] + sign_flip = overall["exact_family_sign_flip"] + concept_corr = stats["correlations"]["concept_log10_rank"] + prompt_corr = stats["correlations"]["prompt_auc"] + lines = [ + "# Integrated three-seed analysis of the 50 materials association prompts", + "", + "## Bottom line", + "", + f"Across the 50 prompts, mean J-lens recovery AUC was {overall['j_auc_mean_across_seeds_and_prompts']:.4f}; " + f"logit-lens AUC was {overall['logit_auc_mean_across_prompts']:.4f}. The absolute difference was " + f"{overall['delta_auc']:+.4f} ({100 * overall['relative_auc_gain']:.1f}% relative), with a " + f"family-hierarchical 95% interval of {bootstrap['low']:+.4f} to {bootstrap['high']:+.4f}. " + f"The exact one-sided family sign-flip p-value was {sign_flip['p_one_sided']:.3f}. The interval crosses zero: " + "these paper-protocol lenses do **not** support a universal aggregate J-lens advantage on this suite.", + "", + f"The scientifically stronger positive result is reproducibility. Across all {overall['n_declared_concepts']} declared " + "prompt-concept pairs, independently fitted J-lenses produced almost identical rank orderings:", + "", + f"- seed 0 versus 1: rho = {fmt_ci(concept_corr['seed0_vs_seed1'])};", + f"- seed 0 versus 2: rho = {fmt_ci(concept_corr['seed0_vs_seed2'])};", + f"- seed 1 versus 2: rho = {fmt_ci(concept_corr['seed1_vs_seed2'])}.", + "", + "Intervals above are family-clustered bootstrap intervals. They describe reproducibility, not evidence that a decoded word is causal or that the model understands the mechanism.", + "", + "![Integrated three-seed analysis](../figures/gemma4-paper-multiseed/integrated-association-analysis.png)", + "", + "## What is correlated?", + "", + "The seed-to-seed correlations compare the full-vocabulary ranks assigned to the same declared scientific concept in the same prompt. They answer: *if the lens is refitted on a different WikiText sample, do the same prompt-concept pairs remain easy or hard to read?* The answer is yes.", + "", + f"The mean J-lens and logit-lens concept ranks were only moderately associated: rho = {fmt_ci(concept_corr['mean_j_vs_logit'])}. " + "Thus the methods share some notion of which concepts are intrinsically easy or hard, but the J-lens is not merely a noisy copy of direct unembedding. This correlation does not itself show that either lens is correct.", + "", + "At the coarser prompt-AUC level, correlations are inflated by many prompts with zero recovery for both methods and should be treated as descriptive:", + "", + f"- seed 0 versus 1: rho = {fmt_ci(prompt_corr['seed0_vs_seed1'])};", + f"- seed 0 versus 2: rho = {fmt_ci(prompt_corr['seed0_vs_seed2'])};", + f"- seed 1 versus 2: rho = {fmt_ci(prompt_corr['seed1_vs_seed2'])};", + f"- mean J-lens versus logit lens: rho = {fmt_ci(prompt_corr['mean_j_vs_logit'])}.", + "", + "## Per-seed aggregate results", + "", + "| lens-fit seed | J AUC | logit AUC | difference | J wins | ties | J losses |", + "|---:|---:|---:|---:|---:|---:|---:|", + ] + for row in stats["per_seed"]: + lines.append( + f"| {row['seed']} | {row['j_auc_mean']:.4f} | {row['logit_auc_mean']:.4f} | " + f"{row['delta_auc']:+.4f} | {row['j_wins']} | {row['ties']} | {row['j_losses']} |" + ) + lines.extend([ + "", + "The logit-lens value is identical across rows because no fitted lens is involved in direct unembedding.", + "", + "## Mechanism-family heterogeneity", + "", + "| family | mean J AUC | logit AUC | difference |", + "|---|---:|---:|---:|", + ]) + for family, row in sorted(stats["families"].items()): + lines.append( + f"| {family} | {row['j_auc_mean_seed_and_prompt']:.4f} | " + f"{row['logit_auc_mean_prompt']:.4f} | {row['delta_auc_mean']:+.4f} |" + ) + lines.extend([ + "", + "These five-phrasing family estimates are descriptive. Notch resistance and ductile failure favor the J-lens, whereas cyclic loading and particle strengthening favor direct unembedding. This heterogeneity is why a single pooled correlation or p-value would tell an incomplete story.", + "", + "## Integrated analysis to add after the new experiments", + "", + "The final paper should connect three independently defined prompt-level scores on genuinely held-out prompts:", + "", + "1. **Open-vocabulary semantic agreement:** whether a frozen, unrestricted decoder and blinded ontology recover the correct mechanism family.", + "2. **Counterfactual sensitivity:** whether the readout moves in the physically correct direction when one causal feature is changed.", + "3. **Behavioral performance:** whether the model answers a separate scientific question correctly.", + "", + "We can then estimate family-blocked Spearman correlations among these three scores and the predeclared readout score. The most meaningful paper result would be a positive association between readable mechanism evidence and correct counterfactual/behavioral performance. A correlation only between two lenses is a reproducibility or shared-difficulty result, not evidence of understanding.", + "", + "## Statistical guardrails", + "", + "- Average the three lens-fit seeds within each prompt before population inference.", + "- Resample or permute at the 10-family level; do not count 150 seed-prompt rows as independent.", + "- Treat the three seed values as robustness measurements, not as n=3 biological-style replicates.", + "- Label this analysis retrospective; reserve confirmatory claims for the new held-out prompt suite.", + "- Report effect sizes and clustered intervals even when showing a correlation coefficient.", + "", + "## Artifacts", + "", + "- Exact prompts and per-concept values: [`PAPER_ASSOCIATION_PROMPTS_MULTI_SEED_SI.md`](PAPER_ASSOCIATION_PROMPTS_MULTI_SEED_SI.md)", + "- Prompt-level CSV: [`gemma4-paper-multiseed-integrated_prompt_results.csv`](gemma4-paper-multiseed-integrated_prompt_results.csv)", + "- Machine-readable statistics: [`gemma4-paper-multiseed-integrated_statistics.json`](gemma4-paper-multiseed-integrated_statistics.json)", + "- Figure (vector): [`../figures/gemma4-paper-multiseed/integrated-association-analysis.pdf`](../figures/gemma4-paper-multiseed/integrated-association-analysis.pdf)", + "- Reproduce: `python scripts/analyze_multiseed_association.py`", + "", + ]) + RESULTS_PATH.write_text("\n".join(lines)) + + +def main() -> None: + runs = [json.loads(path.read_text()) for path in RUN_PATHS] + slugs = validate_runs(runs) + prompt_rows, concept_rows, ks = build_rows(runs, slugs) + stats = build_statistics(runs, prompt_rows, concept_rows, ks) + EXP_DIR.mkdir(parents=True, exist_ok=True) + STATS_PATH.write_text(json.dumps(stats, indent=2) + "\n") + write_prompt_csv(prompt_rows) + plot_results(stats, prompt_rows, concept_rows) + write_results(stats) + print(f"wrote {STATS_PATH}") + print(f"wrote {CSV_PATH}") + print(f"wrote {RESULTS_PATH}") + print(f"wrote {FIGURE_PATH.with_suffix('.pdf')}") + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/analyze_multiseed_prompt.py b/jlens_materials/scripts/analyze_multiseed_prompt.py new file mode 100644 index 0000000000000000000000000000000000000000..a6586127fee8c202f9b577bb75fd7f987ecd41b9 --- /dev/null +++ b/jlens_materials/scripts/analyze_multiseed_prompt.py @@ -0,0 +1,371 @@ +#!/usr/bin/env python3 +"""Analyze one prompt across independently fitted paper-protocol lenses. + +This consumes stored run JSON files only; it does not load Gemma or lens weights. +""" + +from __future__ import annotations + +import argparse +import json +import math +import os +import sys +import tempfile +from pathlib import Path + +os.environ.setdefault("MPLCONFIGDIR", str(Path(tempfile.gettempdir()) / "jlens-matplotlib")) +import matplotlib +matplotlib.use("Agg") +import matplotlib.pyplot as plt +import numpy as np + + +ROOT = Path(__file__).resolve().parents[1] +sys.path.insert(0, str(ROOT)) +import matviz # noqa: E402 + + +DEFAULT_RUNS = [ + ROOT / "runs" / f"gemma4-e4b-it-paper-seed{seed}.json" + for seed in range(3) +] +DEFAULT_SLUG = "paper-v2-assoc-notch-resistance-01" +DEFAULT_CONCEPT = "toughness" + + +def one_indexed(value: object) -> int | None: + if value is None or int(value) < 0: + return None + return int(value) + 1 + + +def average_ranks(values: list[float]) -> np.ndarray: + """Return average ranks, including the midpoint treatment of ties.""" + order = np.argsort(values, kind="mergesort") + ranks = np.empty(len(values), dtype=float) + start = 0 + while start < len(order): + stop = start + 1 + while stop < len(order) and values[order[stop]] == values[order[start]]: + stop += 1 + ranks[order[start:stop]] = (start + stop - 1) / 2.0 + 1.0 + start = stop + return ranks + + +def spearman(values_a: list[float], values_b: list[float]) -> float: + if len(values_a) != len(values_b) or len(values_a) < 2: + raise ValueError("Spearman inputs must have the same length >= 2") + return float(np.corrcoef(average_ranks(values_a), average_ranks(values_b))[0, 1]) + + +def concept_trajectory(record: dict, lens_name: str, label: str) -> dict: + return next( + item for item in record["concept_trajectories"][lens_name] + if item["label"] == label + ) + + +def emergence(record: dict, label: str) -> dict: + return next(item for item in record["emergence"] if item["label"] == label) + + +def load_prompt_records(run_paths: list[Path], slug: str) -> tuple[list[dict], list[dict]]: + runs = [json.loads(path.read_text()) for path in run_paths] + records = [next(item for item in run["prompts"] if item["slug"] == slug) for run in runs] + reference = records[0] + expected = { + "model": runs[0]["model"], + "model_revision": runs[0]["model_identity"]["model_revision"], + "prompt_text": reference["prompt_text"], + "score_positions": reference["score_positions"], + "tracked": [item["label"] for item in reference["tracked"]], + } + for index, (run, record) in enumerate(zip(runs, records)): + observed = { + "model": run["model"], + "model_revision": run["model_identity"]["model_revision"], + "prompt_text": record["prompt_text"], + "score_positions": record["score_positions"], + "tracked": [item["label"] for item in record["tracked"]], + } + if observed != expected: + raise ValueError(f"seed {index} is not comparable") + if not run["methodology"].get("paper_protocol_complete"): + raise ValueError(f"seed {index} is not a complete paper-protocol run") + if not record.get("valid_for_metrics"): + raise ValueError(f"seed {index} excluded {slug}: {record.get('excluded_reasons')}") + return runs, records + + +def top_tokens_at_depth(record: dict, depth: float) -> list[str]: + layer = min(record["layer_readouts"], key=lambda item: abs(float(item["depth"]) - depth)) + return [str(token).strip() for token in layer["top_tokens"]] + + +def plot_prompt(records: list[dict], concept: str, output_base: Path) -> list[Path]: + colors = matviz.SERIES[:3] + trajectories = [concept_trajectory(record, "jacobian_lens", concept) for record in records] + logit = concept_trajectory(records[0], "logit_lens", concept) + tracked = [item["label"] for item in records[0]["tracked"]] + + fig, (ax_trace, ax_specificity) = plt.subplots( + 1, 2, figsize=(11.0, 4.4), gridspec_kw={"width_ratios": [1.65, 1.0]} + ) + band = records[0]["band"] + ax_trace.axvspan(band[0], band[1], color=matviz.GRID, alpha=0.18, zorder=0) + for seed, (trajectory, color) in enumerate(zip(trajectories, colors)): + ax_trace.plot( + trajectory["depths"], trajectory["ranks"], marker="o", ms=4.2, + lw=1.8, color=color, label=f"Jacobian lens, seed {seed}", zorder=3, + ) + ax_trace.plot( + logit["depths"], logit["ranks"], color=matviz.MUTE, lw=1.8, + linestyle="--", marker="s", ms=3.5, label="logit lens", zorder=2, + ) + best = emergence(records[0], concept) + best_rank = one_indexed(best["best_rank"]) + ax_trace.annotate( + f"{concept}: rank {best_rank} in all 3 seeds\nlayer depth {best['best_depth']:.1f}%", + xy=(best["best_depth"], best_rank), xytext=(best["best_depth"] + 8, 8), + arrowprops={"arrowstyle": "->", "color": matviz.INK, "lw": 0.9}, + fontsize=8.5, color=matviz.INK, + ) + ax_trace.set_yscale("log") + ax_trace.invert_yaxis() + ax_trace.set_xlim(0, 100) + ax_trace.set_ylim(300000, 0.8) + ax_trace.set_xlabel("layer depth (reindexed 0–100)") + ax_trace.set_ylabel("vocabulary rank (lower is stronger)") + ax_trace.grid(True, which="both", color=matviz.GRID, lw=0.55, alpha=0.7) + ax_trace.legend(loc="lower left", fontsize=7.5, framealpha=0.92) + ax_trace.set_title("A Transient concept emergence across depth", loc="left", fontweight="bold") + + x = np.arange(len(tracked), dtype=float) + offsets = (-0.17, 0.0, 0.17) + for seed, (record, color, offset) in enumerate(zip(records, colors, offsets)): + ranks = [one_indexed(emergence(record, label)["best_rank"]) for label in tracked] + ax_specificity.scatter( + x + offset, ranks, s=56, color=color, edgecolor=matviz.INK, + linewidth=0.45, label=f"seed {seed}", zorder=4, + ) + logit_ranks = [one_indexed(emergence(records[0], label)["logit_lens_best_rank"]) for label in tracked] + ax_specificity.scatter( + x, logit_ranks, s=62, marker="s", facecolor="none", edgecolor=matviz.MUTE, + linewidth=1.4, label="logit lens", zorder=3, + ) + ax_specificity.set_yscale("log") + ax_specificity.invert_yaxis() + ax_specificity.set_ylim(50000, 0.8) + ax_specificity.set_xticks(x) + ax_specificity.set_xticklabels(tracked) + ax_specificity.set_ylabel("best rank in preregistered band") + ax_specificity.grid(True, axis="y", which="both", color=matviz.GRID, lw=0.55, alpha=0.7) + ax_specificity.set_title("B The readout is mechanism-specific", loc="left", fontweight="bold") + ax_specificity.legend(loc="lower left", fontsize=7.5, framealpha=0.92) + + fig.suptitle( + "One prompt, three independently fitted lenses: latent fracture toughness", + x=0.055, ha="left", fontsize=15, fontweight="bold", + ) + fig.text( + 0.055, 0.93, + "Same Gemma checkpoint and prompt; lenses fitted on three independently shuffled 1,000-record WikiText samples.", + ha="left", color=matviz.MUTE, fontsize=8.5, + ) + fig.subplots_adjust(left=0.08, right=0.985, bottom=0.15, top=0.82, wspace=0.30) + + output_base.parent.mkdir(parents=True, exist_ok=True) + written = [] + for suffix in (".png", ".svg"): + output = output_base.with_suffix(suffix) + fig.savefig(output, dpi=220, bbox_inches="tight") + written.append(output) + plt.close(fig) + return written + + +def build_report( + runs: list[dict], records: list[dict], run_paths: list[Path], concept: str, + figure_path: Path, +) -> tuple[str, dict]: + trajectories = [concept_trajectory(record, "jacobian_lens", concept) for record in records] + pairwise = [] + for first in range(len(trajectories)): + for second in range(first + 1, len(trajectories)): + rho = spearman( + [math.log10(rank) for rank in trajectories[first]["ranks"]], + [math.log10(rank) for rank in trajectories[second]["ranks"]], + ) + pairwise.append({"seeds": [first, second], "spearman_rho": rho}) + + tracked = [item["label"] for item in records[0]["tracked"]] + primary = [] + for seed, (run, record) in enumerate(zip(runs, records)): + item = emergence(record, concept) + j_rank = one_indexed(item["best_rank"]) + logit_rank = one_indexed(item["logit_lens_best_rank"]) + depth = float(item["best_depth"]) + trajectory = concept_trajectory(record, "jacobian_lens", concept) + best_index = trajectory["depths"].index(depth) + primary.append({ + "seed": seed, + "corpus_sha256": run["lens_provenance"]["corpus"]["sha256"], + "jacobian_rank": j_rank, + "logit_rank": logit_rank, + "rank_improvement_ratio": logit_rank / j_rank, + "best_depth": depth, + "source_layer": trajectory["layers"][best_index], + "sustained_top5_onset": item["onset_depth"], + "top_tokens": top_tokens_at_depth(record, depth), + }) + + specificity = [] + for label in tracked: + seed_rows = [] + for seed, record in enumerate(records): + item = emergence(record, label) + seed_rows.append({ + "seed": seed, + "jacobian_rank": one_indexed(item["best_rank"]), + "best_depth": item["best_depth"], + "logit_rank": one_indexed(item["logit_lens_best_rank"]), + }) + specificity.append({"concept": label, "seeds": seed_rows}) + + stats = { + "slug": records[0]["slug"], + "title": records[0]["title"], + "prompt": records[0]["prompt_text"], + "generated_completion": records[0]["generated_completion"], + "score_positions": records[0]["score_positions"], + "workspace_band": records[0]["band"], + "model": runs[0]["model"], + "model_revision": runs[0]["model_identity"]["model_revision"], + "lens_records_per_seed": [run["lens_n_prompts"] for run in runs], + "primary_concept": concept, + "primary_results": primary, + "trajectory_pairwise_spearman": pairwise, + "specificity_results": specificity, + } + + lines = [ + f"# Deep dive: `{concept}` from one compact-tension prompt across three paper lenses", + "", + "## Exact prompt", + "", + f"> {records[0]['prompt_text']}", + "", + f"The predeclared tracked concepts were {', '.join(f'`{label}`' for label in tracked)}. " + f"They were absent from the tokenized input and the clean one-token continuation " + f"(`{records[0]['generated_completion'].strip()}`). The fixed readout was the final prompt " + f"token at position `{records[0]['score_positions'][0]}`, and the preregistered comparison " + f"band was {records[0]['band'][0]:.0f}–{records[0]['band'][1]:.0f}% network depth.", + "", + "## Result", + "", + "| lens seed | Jacobian rank | best depth | source layer | logit-lens rank | rank ratio | peak decoded tokens |", + "|---:|---:|---:|---:|---:|---:|---|", + ] + for row in primary: + tokens = ", ".join(f"`{token}`" for token in row["top_tokens"][:5]) + lines.append( + f"| {row['seed']} | **{row['jacobian_rank']}** | {row['best_depth']:.1f}% | " + f"{row['source_layer']} | {row['logit_rank']:,} | {row['rank_improvement_ratio']:.0f}× | {tokens} |" + ) + relative_figure = figure_path.relative_to(ROOT) + lines.extend([ + "", + f"![Three-seed concept analysis](../{relative_figure.as_posix()})", + "", + "The same localized event appeared in every independently fitted lens: `toughness` rose " + "to rank 2 at source layer 18 (43.9% depth). At that layer, all three seeds decoded the " + "same leading sequence: `robustness`, `toughness`, `capability`, `abilitas`, and `ductility`. " + "The matched logit lens never ranked `toughness` better than 1,276 anywhere in the fixed " + "band, a 638-fold rank contrast.", + "", + "## Trajectory reproducibility", + "", + ]) + for item in pairwise: + lines.append( + f"- Seeds {item['seeds'][0]} and {item['seeds'][1]}: Spearman " + f"$\\rho={item['spearman_rho']:.3f}$ across the full 26-point depth trajectory." + ) + lines.extend([ + "", + "Immediately before the peak, the three ranks were 84, 78, and 86 at 39.0% depth. " + "Immediately after it, they were 465, 522, and 450 at 48.8%. The concept is therefore a " + "sharp, reproducible intermediate-layer event rather than a generally elevated word.", + "", + "## Specificity and limitations", + "", + "| tracked concept | seed-0 J rank | seed-1 J rank | seed-2 J rank | logit rank |", + "|---|---:|---:|---:|---:|", + ]) + for item in specificity: + rows = item["seeds"] + lines.append( + f"| `{item['concept']}` | {rows[0]['jacobian_rank']:,} | {rows[1]['jacobian_rank']:,} | " + f"{rows[2]['jacobian_rank']:,} | {rows[0]['logit_rank']:,} |" + ) + lines.extend([ + "", + "The Jacobian lens selectively elevated the engineering property `toughness`; it did not " + "indiscriminately elevate the related words `crack` and `fracture`. This supports a " + "mechanism-specific readout interpretation for this example.", + "", + "This remains an illustrative case, not a population-level statistical result. Rank 2 " + "occurred at one sampled source layer, so the preregistered two-layer sustained-top-5 " + "criterion was not met. A readable representation also does not establish that the " + "representation caused the model's output, nor does it constitute a literal transcript " + "of internal prose. Population claims must use all 50 prompts with family-clustered " + "uncertainty; causal claims require a separate intervention experiment.", + "", + "## Reproducibility", + "", + f"- Model: `{runs[0]['model']}` at `{runs[0]['model_identity']['model_revision']}`", + "- Lens fit: 1,000 unique WikiText-103 records per seed; 128 tokens; target layer 40; 25 source layers", + f"- Run files: {', '.join(f'`{path.relative_to(ROOT).as_posix()}`' for path in run_paths)}", + "- Ranks in this document are one-indexed; lower is stronger.", + "", + ]) + return "\n".join(lines), stats + + +def main() -> None: + parser = argparse.ArgumentParser() + parser.add_argument("--runs", nargs="+", type=Path, default=DEFAULT_RUNS) + parser.add_argument("--slug", default=DEFAULT_SLUG) + parser.add_argument("--concept", default=DEFAULT_CONCEPT) + parser.add_argument( + "--output-base", type=Path, + default=ROOT / "figures" / "gemma4-paper-multiseed" / "notch-resistance-01-multiseed", + ) + parser.add_argument( + "--report", type=Path, + default=ROOT / "experiments" / "DEEP_DIVE_NOTCH_TOUGHNESS_MULTI_SEED.md", + ) + parser.add_argument( + "--statistics", type=Path, + default=ROOT / "experiments" / "deep-dive-notch-toughness-multiseed_statistics.json", + ) + args = parser.parse_args() + + run_paths = [path.resolve() for path in args.runs] + runs, records = load_prompt_records(run_paths, args.slug) + written = plot_prompt(records, args.concept, args.output_base.resolve()) + report, stats = build_report(runs, records, run_paths, args.concept, written[0].resolve()) + args.report.parent.mkdir(parents=True, exist_ok=True) + args.report.write_text(report + "\n") + args.statistics.parent.mkdir(parents=True, exist_ok=True) + args.statistics.write_text(json.dumps(stats, indent=2) + "\n") + print(f"wrote {args.report}") + print(f"wrote {args.statistics}") + for path in written: + print(f"wrote {path}") + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/analyze_neutral_anchored_relational_benchmark.py b/jlens_materials/scripts/analyze_neutral_anchored_relational_benchmark.py new file mode 100644 index 0000000000000000000000000000000000000000..a6b0fcc5203413dbe00532fa297b6899d7e4ff5c --- /dev/null +++ b/jlens_materials/scripts/analyze_neutral_anchored_relational_benchmark.py @@ -0,0 +1,584 @@ +#!/usr/bin/env python3 +"""Analyze the frozen 60-law neutral-anchored relational benchmark.""" + +from __future__ import annotations + +import hashlib +import json +from pathlib import Path + +import matplotlib + +matplotlib.use("Agg") +import matplotlib.pyplot as plt # noqa: E402 +import numpy as np # noqa: E402 +import pandas as pd # noqa: E402 +from scipy.stats import spearmanr # noqa: E402 +from sklearn.feature_extraction.text import TfidfVectorizer # noqa: E402 + + +ROOT = Path(__file__).resolve().parents[1] +DEV = ROOT / "experiments" / "elicited-physics-abstraction-2026-07-18" +OUT = ROOT / "experiments" / "neutral-anchored-relational-physics-2026-07-18" + + +def sha256(path: Path) -> str: + return hashlib.sha256(path.read_bytes()).hexdigest() + + +def normalize(values: np.ndarray) -> np.ndarray: + values = np.asarray(values, dtype=np.float64) + return values / np.maximum(np.linalg.norm(values, axis=1, keepdims=True), 1e-12) + + +def fit_centroid(values: np.ndarray, labels: np.ndarray) -> tuple[np.ndarray, np.ndarray]: + positive, negative = values[labels].mean(0), values[~labels].mean(0) + direction = positive - negative + direction /= max(float(np.linalg.norm(direction)), 1e-12) + return direction, 0.5 * (positive + negative) + + +def project(values: np.ndarray, direction: np.ndarray, midpoint: np.ndarray) -> np.ndarray: + return np.einsum( + "ij,j->i", values - midpoint, direction, optimize=False + ) + + +def load_development() -> dict: + manifest = json.loads((DEV / "prompt_manifest.json").read_text()) + with np.load(DEV / "representations.npz", allow_pickle=False) as arrays: + ids = arrays["prompt_ids"].astype(str) + positions = arrays["positions"].astype(str) + layers = arrays["layers"].astype(int) + states = arrays["raw_states"].astype(np.float64) + by_id = {x["prompt_id"]: x for x in manifest["prompts"]} + prompts = [by_id[x] for x in ids] + return { + "prompts": prompts, + "positions": positions, + "layers": layers, + "states": states, + } + + +def load_test() -> dict: + manifest = json.loads((OUT / "prompt_manifest.json").read_text()) + raw = json.loads((OUT / "raw.json").read_text()) + with np.load(OUT / "representations.npz", allow_pickle=False) as arrays: + ids = arrays["prompt_ids"].astype(str) + layer = int(arrays["layer"][0]) + states = arrays["raw_states"].astype(np.float64) + by_id = {x["prompt_id"]: x for x in manifest["prompts"]} + clean_by_id = {x["prompt_id"]: x for x in raw["clean_rows"]} + return { + "manifest": manifest, + "prompts": [by_id[x] for x in ids], + "clean": [clean_by_id[x] for x in ids], + "layer": layer, + "states": states, + } + + +def prompt_arrays(prompts: list[dict]) -> dict[str, np.ndarray]: + return { + "law": np.asarray([x["law_id"] for x in prompts]), + "category": np.asarray([x.get("category", "") for x in prompts]), + "domain": np.asarray([x.get("domain", "") for x in prompts]), + "law_sign": np.asarray([x["law_sign"] for x in prompts], dtype=int), + "neutral_role": np.asarray([x.get("neutral_role") or "" for x in prompts]), + "physical": np.asarray([x["physical_sign"] > 0 for x in prompts]), + "numeric": np.asarray([x["numerical_sign"] > 0 for x in prompts]), + "surface": np.asarray([x["surface"] for x in prompts]), + "case": np.asarray([x["case_index"] for x in prompts], dtype=int), + "order": np.asarray([x["answer_order"] for x in prompts]), + } + + +def matched_pairs(scores: np.ndarray, meta: dict) -> pd.DataFrame: + rows = [] + for law_id in sorted(set(meta["law"])): + for surface in ("a", "b"): + for case in (0, 1): + for order in sorted(set(meta["order"])): + base = ( + (meta["law"] == law_id) + & (meta["surface"] == surface) + & (meta["case"] == case) + & (meta["order"] == order) + ) + up, down = base & meta["numeric"], base & ~meta["numeric"] + if up.sum() != 1 or down.sum() != 1: + raise RuntimeError( + f"bad matched cell: {law_id}, {surface}, {case}, {order}" + ) + rows.append( + { + "law_id": str(law_id), + "category": str(meta["category"][up][0]), + "domain": str(meta["domain"][up][0]), + "law_sign": int(meta["law_sign"][up][0]), + "neutral_role": str(meta["neutral_role"][up][0]), + "surface": surface, + "case_index": case, + "answer_order": order, + "contrast": float(scores[up][0] - scores[down][0]), + } + ) + return pd.DataFrame(rows) + + +def aggregate_laws(pairs: pd.DataFrame) -> pd.DataFrame: + rows = [] + for law_id, group in pairs.groupby("law_id", sort=True): + rows.append( + { + "law_id": law_id, + "category": group["category"].iloc[0], + "domain": group["domain"].iloc[0], + "law_sign": int(group["law_sign"].iloc[0]), + "neutral_role": group["neutral_role"].iloc[0], + "mean_contrast": float(group["contrast"].mean()), + "median_contrast": float(group["contrast"].median()), + "contrast_sd": float(group["contrast"].std(ddof=1)), + "surface_a_contrast": float( + group.loc[group["surface"] == "a", "contrast"].mean() + ), + "surface_b_contrast": float( + group.loc[group["surface"] == "b", "contrast"].mean() + ), + "n_pairs": int(len(group)), + } + ) + return pd.DataFrame(rows) + + +def pair_auc(positive: np.ndarray, negative: np.ndarray) -> float: + comparison = positive[:, None] - negative[None, :] + return float(np.mean(comparison > 0) + 0.5 * np.mean(comparison == 0)) + + +def endpoint_metrics(laws: pd.DataFrame, score_column: str) -> dict: + direct = laws.loc[laws["category"] == "direct", score_column].to_numpy() + inverse = laws.loc[laws["category"] == "inverse", score_column].to_numpy() + neutral = laws.loc[ + (laws["category"] == "neutral") + & (laws["neutral_role"] == "validation"), + score_column, + ].to_numpy() + return { + "direct_vs_inverse_auc": pair_auc(direct, inverse), + "direct_vs_validation_neutral_auc": pair_auc(direct, neutral), + "validation_neutral_vs_inverse_auc": pair_auc(neutral, inverse), + } + + +def calibrate(laws: pd.DataFrame, column: str = "mean_contrast") -> tuple[float, float]: + calibration = laws.loc[ + (laws["category"] == "neutral") + & (laws["neutral_role"] == "calibration"), + column, + ].to_numpy() + center = float(np.median(calibration)) + mad = float(np.median(np.abs(calibration - center))) + scale = 1.4826 * mad + if scale <= 1e-12: + raise RuntimeError(f"neutral MAD is degenerate: {scale}") + return center, scale + + +def stratified_auc_bootstrap( + positive: np.ndarray, + negative: np.ndarray, + seed: int, + n: int, +) -> list[float]: + rng = np.random.default_rng(seed) + output = np.empty(n) + for start in range(0, n, 5000): + count = min(5000, n - start) + p = rng.choice(positive, size=(count, len(positive)), replace=True) + q = rng.choice(negative, size=(count, len(negative)), replace=True) + differences = p[:, :, None] - q[:, None, :] + output[start : start + count] = ( + np.mean(differences > 0, axis=(1, 2)) + + 0.5 * np.mean(differences == 0, axis=(1, 2)) + ) + return [float(x) for x in np.quantile(output, [0.025, 0.975])] + + +def ordinal_permutation( + signs: np.ndarray, + scores: np.ndarray, + seed: int, + n: int, +) -> tuple[float, float]: + observed = float(spearmanr(signs, scores).statistic) + rng = np.random.default_rng(seed) + extreme = 0 + for _ in range(n): + permuted = rng.permutation(signs) + statistic = float(spearmanr(permuted, scores).statistic) + extreme += statistic >= observed - 1e-15 + return observed, float((extreme + 1) / (n + 1)) + + +def tfidf_scores(dev: dict, test: dict, method: str) -> np.ndarray: + if method == "word": + vectorizer = TfidfVectorizer( + lowercase=True, ngram_range=(1, 2), sublinear_tf=True + ) + else: + vectorizer = TfidfVectorizer( + lowercase=True, + analyzer="char_wb", + ngram_range=(3, 5), + max_features=30000, + sublinear_tf=True, + ) + dev_values = normalize( + vectorizer.fit_transform([x["user"] for x in dev["prompts"]]).toarray() + ) + test_values = normalize( + vectorizer.transform([x["user"] for x in test["prompts"]]).toarray() + ) + labels = np.asarray([x["physical_sign"] > 0 for x in dev["prompts"]]) + direction, midpoint = fit_centroid(dev_values, labels) + return project(test_values, direction, midpoint) + + +def main() -> None: + protocol = json.loads((OUT / "protocol.json").read_text()) + for name in ("prompt_manifest", "runner", "development_manifest", "development_states"): + record = protocol["inputs"][name] + if sha256(ROOT / record["path"]) != record["sha256"]: + raise RuntimeError(f"frozen input changed: {name}") + dev, test = load_development(), load_test() + if test["layer"] != protocol["frozen_lens"]["layer"]: + raise RuntimeError("captured layer differs from frozen layer") + dev_position = int( + np.flatnonzero( + dev["positions"] == protocol["frozen_lens"]["position"] + )[0] + ) + dev_layer = int( + np.flatnonzero(dev["layers"] == protocol["frozen_lens"]["layer"])[0] + ) + dev_values = normalize(dev["states"][dev_position, :, dev_layer]) + dev_labels = np.asarray( + [x["physical_sign"] > 0 for x in dev["prompts"]] + ) + direction, midpoint = fit_centroid(dev_values, dev_labels) + hidden_scores = project(normalize(test["states"]), direction, midpoint) + meta = prompt_arrays(test["prompts"]) + pairs = matched_pairs(hidden_scores, meta) + laws = aggregate_laws(pairs) + center, scale = calibrate(laws) + laws["neutral_centered_contrast"] = laws["mean_contrast"] - center + laws["neutral_z"] = laws["neutral_centered_contrast"] / scale + pairs["neutral_z"] = (pairs["contrast"] - center) / scale + + endpoints = endpoint_metrics(laws, "neutral_centered_contrast") + directional = laws[laws["category"].isin(["direct", "inverse"])] + calibrated_accuracy = float( + np.mean( + (directional["neutral_centered_contrast"] > 0) + == (directional["category"] == "direct") + ) + ) + ordinal = laws[ + (laws["category"] != "neutral") + | (laws["neutral_role"] == "validation") + ] + rho, ordinal_p = ordinal_permutation( + ordinal["law_sign"].to_numpy(), + ordinal["neutral_z"].to_numpy(), + protocol["inference"]["permutation_seed"], + protocol["inference"]["permutations"], + ) + surface_endpoints = {} + for surface in ("a", "b"): + column = f"surface_{surface}_contrast" + local = laws.copy() + local_center, _ = calibrate(local, column) + local[f"{column}_centered"] = local[column] - local_center + surface_endpoints[surface] = endpoint_metrics( + local, f"{column}_centered" + )["direct_vs_inverse_auc"] + + direct = laws.loc[ + laws["category"] == "direct", "neutral_centered_contrast" + ].to_numpy() + inverse = laws.loc[ + laws["category"] == "inverse", "neutral_centered_contrast" + ].to_numpy() + neutral_validation = laws.loc[ + (laws["category"] == "neutral") + & (laws["neutral_role"] == "validation"), + "neutral_centered_contrast", + ].to_numpy() + bootstrap = { + "direct_vs_inverse": stratified_auc_bootstrap( + direct, + inverse, + protocol["inference"]["bootstrap_seed"], + protocol["inference"]["bootstrap_resamples"], + ), + "direct_vs_neutral": stratified_auc_bootstrap( + direct, + neutral_validation, + protocol["inference"]["bootstrap_seed"] + 1, + protocol["inference"]["bootstrap_resamples"], + ), + "neutral_vs_inverse": stratified_auc_bootstrap( + neutral_validation, + inverse, + protocol["inference"]["bootstrap_seed"] + 2, + protocol["inference"]["bootstrap_resamples"], + ), + } + + output_scores = np.asarray( + [x["higher_minus_lower_logit"] for x in test["clean"]], dtype=float + ) + controls = {} + control_law_tables = {} + for name, scores in { + "output_head": output_scores, + "word_tfidf": tfidf_scores(dev, test, "word"), + "character_tfidf": tfidf_scores(dev, test, "character"), + }.items(): + table = aggregate_laws(matched_pairs(scores, meta)) + calibration_values = table.loc[ + (table["category"] == "neutral") + & (table["neutral_role"] == "calibration"), + "mean_contrast", + ].to_numpy() + control_center = float(np.median(calibration_values)) + control_mad = float( + np.median(np.abs(calibration_values - control_center)) + ) + control_scale = 1.4826 * control_mad + # A text control can assign exactly the same score to both members of + # every neutral pair, making its null MAD exactly zero. AUC is + # threshold-free and remains well-defined; unit scale is used only to + # keep the diagnostic z column finite. + if control_scale <= 1e-12: + control_scale = 1.0 + table["neutral_centered_contrast"] = table["mean_contrast"] - control_center + table["neutral_z"] = table["neutral_centered_contrast"] / control_scale + controls[name] = endpoint_metrics(table, "neutral_centered_contrast") + control_law_tables[name] = table + + behavior = pd.DataFrame(test["clean"]) + behavior_summary = { + category: float(group.loc[group["behavior_evaluable"], "correct"].mean()) + for category, group in behavior.groupby("category") + if bool(group["behavior_evaluable"].any()) + } + rule = protocol["success_rule"] + passed = bool( + endpoints["direct_vs_inverse_auc"] + >= rule["direct_inverse_auc_minimum"] + and endpoints["direct_vs_validation_neutral_auc"] + >= rule["direct_neutral_auc_minimum"] + and endpoints["validation_neutral_vs_inverse_auc"] + >= rule["neutral_inverse_auc_minimum"] + and calibrated_accuracy + >= rule["calibrated_direct_inverse_accuracy_minimum"] + and min(surface_endpoints.values()) + >= rule["both_surface_direct_inverse_auc_minimum"] + and rho >= rule["ordinal_spearman_minimum"] + and ordinal_p <= rule["ordinal_permutation_p_maximum"] + ) + summary = { + "study_id": protocol["study_id"], + "analysis_sha256": sha256(Path(__file__).resolve()), + "neutral_calibration": { + "center": center, + "robust_scale_1.4826_mad": scale, + "n_calibration_laws": 10, + "n_validation_laws": 10, + }, + "primary": { + **endpoints, + "bootstrap_95": bootstrap, + "calibrated_direct_inverse_accuracy": calibrated_accuracy, + "correct_directional_laws": int( + np.sum( + (directional["neutral_centered_contrast"] > 0) + == (directional["category"] == "direct") + ) + ), + "directional_laws_total": int(len(directional)), + "surface_direct_inverse_auc": surface_endpoints, + "ordinal_spearman": rho, + "ordinal_permutation_p": ordinal_p, + "category_median_z": { + category: float(group["neutral_z"].median()) + for category, group in laws.groupby("category") + }, + }, + "controls": controls, + "behavior_accuracy": behavior_summary, + "passed_all_frozen_criteria": passed, + } + pairs.to_csv(OUT / "matched_pair_contrasts.csv", index=False) + laws.to_csv(OUT / "law_level_neutral_normalized.csv", index=False) + for name, table in control_law_tables.items(): + table.to_csv(OUT / f"{name}_law_level.csv", index=False) + (OUT / "statistics.json").write_text( + json.dumps(summary, indent=2, sort_keys=True) + "\n" + ) + + # Publication-quality audit figure. + plt.rcParams.update( + { + "font.size": 8, + "axes.spines.top": False, + "axes.spines.right": False, + } + ) + fig, axes = plt.subplots(2, 2, figsize=(10.8, 7.2)) + category_order = ["inverse", "neutral", "direct"] + colors = {"inverse": "#7662a8", "neutral": "#8c8c8c", "direct": "#2a9d8f"} + rng = np.random.default_rng(20260725) + for index, category in enumerate(category_order): + selected = laws[laws["category"] == category]["neutral_z"].to_numpy() + jitter = rng.uniform(-0.10, 0.10, len(selected)) + axes[0, 0].scatter( + np.full(len(selected), index) + jitter, + selected, + s=22, + alpha=0.8, + color=colors[category], + edgecolor="white", + linewidth=0.4, + ) + axes[0, 0].plot( + [index - 0.22, index + 0.22], + [np.median(selected)] * 2, + color="black", + lw=2, + ) + axes[0, 0].axhline(0, color="0.35", ls="--", lw=1) + axes[0, 0].set_xticks(range(3), ["Inverse", "Neutral", "Direct"]) + axes[0, 0].set_ylabel("Contrast relative to neutral median (robust z)") + + ordered = laws.sort_values("neutral_z") + axes[0, 1].barh( + range(len(ordered)), + ordered["neutral_z"], + color=ordered["category"].map(colors), + height=0.82, + ) + axes[0, 1].axvline(0, color="0.25", lw=1) + axes[0, 1].set_yticks([]) + axes[0, 1].set_xlabel("Neutral-normalized matched contrast") + + endpoint_names = [ + "Direct vs\ninverse", + "Direct vs\nneutral", + "Neutral vs\ninverse", + ] + method_names = ["Hidden", "Output", "Word TF-IDF", "Char TF-IDF"] + method_values = { + "Hidden": list(endpoints.values()), + "Output": list(controls["output_head"].values()), + "Word TF-IDF": list(controls["word_tfidf"].values()), + "Char TF-IDF": list(controls["character_tfidf"].values()), + } + x = np.arange(3) + width = 0.19 + method_colors = ["#276b9a", "#d39b35", "#a7a7a7", "#666666"] + for index, name in enumerate(method_names): + axes[1, 0].bar( + x + (index - 1.5) * width, + method_values[name], + width, + label=name, + color=method_colors[index], + ) + axes[1, 0].axhline(0.5, color="0.45", ls="--", lw=1) + axes[1, 0].set_xticks(x, endpoint_names) + axes[1, 0].set_ylim(0, 1.03) + axes[1, 0].set_ylabel("Pairwise AUC") + legend_handles, legend_labels = axes[1, 0].get_legend_handles_labels() + + surface_values = [ + surface_endpoints["a"], + surface_endpoints["b"], + endpoints["direct_vs_inverse_auc"], + calibrated_accuracy, + ] + axes[1, 1].bar( + range(4), + surface_values, + color=["#5c8fb6", "#5c8fb6", "#276b9a", "#2a9d8f"], + ) + axes[1, 1].axhline(0.5, color="0.45", ls="--", lw=1) + axes[1, 1].set_xticks( + range(4), + ["Explicit\nsurface", "Rearranged\nsurface", "Threshold-free\nAUC", "Neutral-cut\naccuracy"], + fontsize=7, + ) + axes[1, 1].set_ylim(0, 1.03) + axes[1, 1].set_ylabel("Performance") + for axis, label in zip(axes.flat, "ABCD"): + axis.text( + -0.10, + 1.04, + label, + transform=axis.transAxes, + fontsize=10, + fontweight="bold", + ha="left", + va="bottom", + clip_on=False, + ) + fig.legend( + legend_handles, + legend_labels, + frameon=False, + fontsize=7.5, + ncol=4, + loc="lower center", + bbox_to_anchor=(0.5, 0.01), + ) + fig.tight_layout(rect=(0.02, 0.075, 1.0, 0.98), h_pad=2.4, w_pad=2.0) + (OUT / "figures").mkdir(exist_ok=True) + fig.savefig( + OUT / "figures" / "neutral-anchored-relational-physics.png", + dpi=240, + bbox_inches="tight", + ) + fig.savefig( + OUT / "figures" / "neutral-anchored-relational-physics.pdf", + bbox_inches="tight", + ) + plt.close(fig) + + report = [ + "# Neutral-anchored relational physics", + "", + "The empirical null is defined by ten calibration-neutral laws, not by an assumed raw zero.", + ( + f"Neutral center = {center:.6g}; robust scale = {scale:.6g}. " + "Ten different neutral laws validate the calibration." + ), + "", + f"- Direct versus inverse AUC: {endpoints['direct_vs_inverse_auc']:.3f}", + f"- Direct versus validation-neutral AUC: {endpoints['direct_vs_validation_neutral_auc']:.3f}", + f"- Validation-neutral versus inverse AUC: {endpoints['validation_neutral_vs_inverse_auc']:.3f}", + f"- Neutral-cut direct/inverse accuracy: {calibrated_accuracy:.3f}", + f"- Explicit/rearranged surface AUC: {surface_endpoints['a']:.3f}/{surface_endpoints['b']:.3f}", + f"- Ordinal Spearman rho: {rho:.3f}; permutation p={ordinal_p:.6g}", + f"- Passed all frozen criteria: {passed}", + "", + "All prompts, raw outputs, matched-pair contrasts, and law-level results are retained in this directory.", + ] + (OUT / "REPORT.md").write_text("\n".join(report) + "\n") + print(json.dumps(summary, indent=2, sort_keys=True)) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/analyze_patchscope_physics_outcome.py b/jlens_materials/scripts/analyze_patchscope_physics_outcome.py new file mode 100644 index 0000000000000000000000000000000000000000..0ea0b77a75d2a6eb5057637844519e66774f06ef --- /dev/null +++ b/jlens_materials/scripts/analyze_patchscope_physics_outcome.py @@ -0,0 +1,294 @@ +#!/usr/bin/env python3 +"""Select an outcome Patchscope on discovery laws and test replication laws.""" + +from __future__ import annotations + +import hashlib +import itertools +import json +from pathlib import Path + +import matplotlib + +matplotlib.use("Agg") +import matplotlib.pyplot as plt # noqa: E402 +import numpy as np # noqa: E402 +import pandas as pd # noqa: E402 +from sklearn.metrics import roc_auc_score # noqa: E402 + +from analyze_abstract_physics_composition import ( + bootstrap, + exact_signflip, +) + + +ROOT = Path(__file__).resolve().parents[1] +OUT = ROOT / "experiments" / "patchscope-physics-outcome-2026-07-18" +PROTOCOL = OUT / "protocol.json" +RAW = OUT / "raw.json" +FIG = OUT / "figures" + + +def sha256(path: Path) -> str: + return hashlib.sha256(path.read_bytes()).hexdigest() + + +def law_auc_rows( + frame: pd.DataFrame, + score_column: str, +) -> list[dict]: + output = [] + for law_id, group in frame.groupby("law_id"): + order_aucs = [] + for answer_order, order_group in group.groupby("answer_order"): + auc = float( + roc_auc_score( + (order_group["physical_sign"] == 1).astype(int), + order_group[score_column], + ) + ) + order_aucs.append(auc) + output.append( + { + "law_id": law_id, + "law_name": group["law_name"].iloc[0], + "split": group["split"].iloc[0], + "law_sign": int(group["law_sign"].iloc[0]), + "mean_order_auc": float(np.mean(order_aucs)), + "minimum_order_auc": float(np.min(order_aucs)), + "maximum_order_auc": float(np.max(order_aucs)), + } + ) + return output + + +def main() -> None: + protocol = json.loads(PROTOCOL.read_text()) + raw = json.loads(RAW.read_text()) + if sha256(Path(__file__).resolve()) != protocol["inputs"]["analyzer"]["sha256"]: + raise RuntimeError("analyzer fingerprint mismatch") + if raw["provenance"]["protocol_sha256"] != sha256(PROTOCOL): + raise RuntimeError("raw protocol fingerprint mismatch") + frame = pd.DataFrame(raw["rows"]) + + candidates = [] + law_tables = {} + for (target_id, layer), group in frame.groupby(["target_id", "layer"]): + for method, column in ( + ("patchscope", "patchscope_positive_minus_negative"), + ("direct", "direct_positive_minus_negative"), + ): + laws = pd.DataFrame(law_auc_rows(group, column)) + law_tables[(target_id, int(layer), method)] = laws + discovery = laws[laws["split"] == "discovery"] + candidates.append( + { + "target_id": target_id, + "target_style": group["target_style"].iloc[0], + "answer_vocabulary": group["answer_vocabulary"].iloc[0], + "layer": int(layer), + "depth_percent": float(group["depth_percent"].iloc[0]), + "method": method, + "discovery_mean_law_auc": float( + discovery["mean_order_auc"].mean() + ), + "discovery_minimum_law_auc": float( + discovery["mean_order_auc"].min() + ), + "discovery_laws_above_chance": int( + np.sum(discovery["mean_order_auc"] > 0.5) + ), + } + ) + candidates = pd.DataFrame(candidates) + patch_candidates = candidates[candidates["method"] == "patchscope"] + selection = patch_candidates.sort_values( + [ + "discovery_mean_law_auc", + "discovery_minimum_law_auc", + "layer", + "target_id", + ], + ascending=[False, False, True, True], + ).iloc[0] + key = ( + str(selection["target_id"]), + int(selection["layer"]), + "patchscope", + ) + selected_laws = law_tables[key] + replication = selected_laws[ + selected_laws["split"] == "replication" + ].copy() + values = replication["mean_order_auc"].to_numpy(float) + ci = bootstrap( + values, + np.random.default_rng(protocol["bootstrap"]["seed"]), + protocol["bootstrap"]["resamples"], + ) + primary = { + "selected_target_id": str(selection["target_id"]), + "selected_target_style": str(selection["target_style"]), + "selected_answer_vocabulary": str(selection["answer_vocabulary"]), + "selected_layer": int(selection["layer"]), + "selected_depth_percent": float(selection["depth_percent"]), + "discovery_mean_law_auc": float( + selection["discovery_mean_law_auc"] + ), + "discovery_minimum_law_auc": float( + selection["discovery_minimum_law_auc"] + ), + "replication_mean_law_auc": float(values.mean()), + "replication_law_bootstrap_95": list(ci), + "replication_laws_above_chance": int(np.sum(values > 0.5)), + "replication_laws_total": int(len(values)), + "replication_exact_signflip_p_auc_minus_half": exact_signflip( + values - 0.5 + ), + "replication_minimum_law_auc": float(values.min()), + } + rule = protocol["success_rule"] + primary["passes_frozen_rule"] = bool( + values.mean() >= rule["mean_law_auc_minimum"] + and ci[0] > rule["bootstrap_95_lower_above"] + and np.sum(values > 0.5) >= rule["positive_laws_minimum"] + and values.min() >= rule["minimum_law_auc"] + ) + + candidate_replication = [] + for key, laws in law_tables.items(): + target_id, layer, method = key + test = laws[laws["split"] == "replication"] + candidate_replication.append( + { + "target_id": target_id, + "layer": layer, + "method": method, + "replication_mean_law_auc": float( + test["mean_order_auc"].mean() + ), + "replication_minimum_law_auc": float( + test["mean_order_auc"].min() + ), + } + ) + candidate_replication = pd.DataFrame(candidate_replication) + all_candidates = candidates.merge( + candidate_replication, + on=["target_id", "layer", "method"], + how="left", + ) + candidates.to_csv(OUT / "discovery_candidate_selection.csv", index=False) + all_candidates.to_csv( + OUT / "all_candidate_discovery_replication.csv", index=False + ) + selected_laws.to_csv(OUT / "selected_law_auc.csv", index=False) + + direct_laws = law_tables[ + ( + str(selection["target_id"]), + int(selection["layer"]), + "direct", + ) + ] + direct_replication = direct_laws[ + direct_laws["split"] == "replication" + ] + statistics = { + "study_id": protocol["study_id"], + "protocol_sha256": sha256(PROTOCOL), + "raw_sha256": sha256(RAW), + "primary": primary, + "matched_direct_unembedding": { + "replication_mean_law_auc": float( + direct_replication["mean_order_auc"].mean() + ), + "replication_minimum_law_auc": float( + direct_replication["mean_order_auc"].min() + ), + }, + "interpretation_boundary": ( + "A passing result shows that a fixed nonlinear Patchscope translates " + "an arbitrary-code source state into an answer-vocabulary-independent " + "physical outcome across unseen laws and both code mappings. It " + "still does not prove that the decoded variable is causally used in " + "the original A/B decision; that requires interchange intervention." + ), + } + (OUT / "statistics.json").write_text( + json.dumps(statistics, indent=2, sort_keys=True) + "\n" + ) + + FIG.mkdir(parents=True, exist_ok=True) + fig, axes = plt.subplots(1, 3, figsize=(11.2, 3.7)) + display = patch_candidates + for target_id, group in display.groupby("target_id"): + axes[0].plot( + group["depth_percent"], + group["discovery_mean_law_auc"], + marker="o", + markersize=3, + linewidth=1.2, + label=target_id, + ) + axes[0].axhline(0.5, color="#777777", linestyle=":", linewidth=1) + axes[0].set(xlabel="Layer depth (%)", ylabel="Discovery mean law AUC") + axes[0].legend(frameon=False, fontsize=6.5, ncol=2) + + selected_display = selected_laws.sort_values(["split", "mean_order_auc"]) + axes[1].barh( + selected_display["law_id"], + selected_display["mean_order_auc"], + color=[ + "#16697A" if value == "discovery" else "#7A6AA2" + for value in selected_display["split"] + ], + ) + axes[1].axvline(0.5, color="#555555", linestyle="--", linewidth=1) + axes[1].set(xlim=(0, 1), xlabel="Physical-outcome AUC") + + comparison = all_candidates[ + (all_candidates["target_id"] == selection["target_id"]) + & (all_candidates["layer"] == selection["layer"]) + ] + axes[2].bar( + comparison["method"], + comparison["replication_mean_law_auc"], + color=["#8C8C8C" if value == "direct" else "#5B8C5A" for value in comparison["method"]], + ) + axes[2].axhline(0.5, color="#555555", linestyle="--", linewidth=1) + axes[2].set(ylim=(0, 1), ylabel="Replication mean law AUC") + fig.tight_layout() + for suffix in ("png", "pdf"): + fig.savefig(FIG / f"patchscope-physics-outcome.{suffix}", dpi=300) + plt.close(fig) + + report = [ + "# Patchscope physical-outcome result", + "", + f"- Selected target: **{primary['selected_target_id']}** " + f"({primary['selected_answer_vocabulary']}).", + f"- Selected layer: **{primary['selected_layer']}** " + f"({primary['selected_depth_percent']:.1f}% depth).", + f"- Discovery mean/minimum law AUC: " + f"**{primary['discovery_mean_law_auc']:.3f}/" + f"{primary['discovery_minimum_law_auc']:.3f}**.", + f"- Replication mean law AUC: " + f"**{primary['replication_mean_law_auc']:.3f}** " + f"(95% law bootstrap {ci[0]:.3f} to {ci[1]:.3f}).", + f"- Replication laws above chance: " + f"**{primary['replication_laws_above_chance']}/8**; exact " + f"`p={primary['replication_exact_signflip_p_auc_minus_half']:.4g}`.", + f"- Matched direct-unembedding mean law AUC: " + f"**{statistics['matched_direct_unembedding']['replication_mean_law_auc']:.3f}**.", + f"- Frozen success rule: " + f"**{'PASS' if primary['passes_frozen_rule'] else 'FAIL'}**.", + "", + statistics["interpretation_boundary"], + ] + (OUT / "REPORT.md").write_text("\n".join(report) + "\n") + print("\n".join(report)) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/analyze_relational_grain_steering_v4.py b/jlens_materials/scripts/analyze_relational_grain_steering_v4.py new file mode 100644 index 0000000000000000000000000000000000000000..af02e0b1e74587e9b208136099eec7d1d51e3006 --- /dev/null +++ b/jlens_materials/scripts/analyze_relational_grain_steering_v4.py @@ -0,0 +1,434 @@ +#!/usr/bin/env python3 +"""Analyze the preregistered matched-pair grain relation confirmation.""" + +from __future__ import annotations + +import json +from pathlib import Path + +import matplotlib + +matplotlib.use("Agg") +import matplotlib.pyplot as plt # noqa: E402 +import numpy as np # noqa: E402 +import pandas as pd # noqa: E402 +from scipy import stats # noqa: E402 + +from analyze_semantic_steering_v3 import ( # noqa: E402 + COLORS, + CONTROL_LABELS, + MARKERS, + bootstrap_mean, + control_condition_table, + endpoint_tables, + fmt_ci, + safe_wilcoxon, +) + + +ROOT = Path(__file__).resolve().parents[1] +RAW = ROOT / "experiments/relational-grain-steering-v4_raw.json" +MANIFEST = ROOT / "experiments/relational-grain-steering-v4-preregistration.json" +OUT_MD = ROOT / "experiments/relational-grain-steering-v4_results.md" +OUT_INVENTORY = ROOT / "experiments/relational-grain-steering-v4_prompt_inventory.md" +OUT_PROMPT = ROOT / "experiments/relational-grain-steering-v4_prompt_effects.csv" +OUT_CONDITION = ROOT / "experiments/relational-grain-steering-v4_condition_effects.csv" +OUT_PAIR = ROOT / "experiments/relational-grain-steering-v4_pair_effects.csv" +OUT_CURVES = ROOT / "experiments/relational-grain-steering-v4_curves.csv" +OUT_STATS = ROOT / "experiments/relational-grain-steering-v4_statistics.json" +FIG_DIR = ROOT / "figures/relational-grain-steering-v4" + +PAIR_LABELS = { + "titanium-64-8": "titanium alloy", + "magnesium-48-12": "magnesium alloy", + "low-carbon-steel-72-18": "low-carbon steel", + "silver-40-10": "silver", + "cobalt-alloy-56-14": "cobalt alloy", + "bronze-36-9": "bronze", +} + + +def main() -> None: + raw = json.loads(RAW.read_text()) + manifest = json.loads(MANIFEST.read_text()) + rows_raw = pd.DataFrame(raw["intervention_rows"]) + preflight = pd.DataFrame(raw["preflight"]) + rows, endpoint_rep, prompt_effects, condition_long = endpoint_tables(rows_raw) + prompt_effects["pair_id"] = prompt_effects["condition_id"].str.rsplit("--", n=1).str[0] + prompt_effects["relation"] = prompt_effects["condition_id"].str.rsplit("--", n=1).str[1] + prompt_effects.to_csv(OUT_PROMPT, index=False) + + condition = control_condition_table(condition_long) + condition["pair_id"] = condition["condition_id"].str.rsplit("--", n=1).str[0] + condition["relation"] = condition["condition_id"].str.rsplit("--", n=1).str[1] + condition["expected_sign"] = condition["relation"].map( + {"refinement": 1.0, "coarsening": -1.0} + ) + columns = { + "own_jacobian": "own_expected_aligned", + "mean_wrong_mechanisms": "wrong_expected_aligned", + "direct_decoder": "direct_expected_aligned", + "random_directions": "random_expected_aligned", + } + for source, destination in columns.items(): + condition[destination] = condition[source] * condition["expected_sign"] + condition.to_csv(OUT_CONDITION, index=False) + + pair = ( + condition.groupby("pair_id", as_index=False) + .agg( + own_expected_aligned=("own_expected_aligned", "mean"), + wrong_expected_aligned=("wrong_expected_aligned", "mean"), + direct_expected_aligned=("direct_expected_aligned", "mean"), + random_expected_aligned=("random_expected_aligned", "mean"), + ) + ) + pair.to_csv(OUT_PAIR, index=False) + + # Technical-replicate dose curves with frozen relation alignment. + curves = ( + rows.groupby( + [ + "condition_id", "prompt_id", "presentation_order", "regime", + "control_type", "dose_percent", + ], + as_index=False, + ) + .agg( + delta_log_odds=("delta_log_odds", "mean"), + valid_choice_probability=("valid_choice_probability", "mean"), + global_top_is_valid_choice=("global_top_is_valid_choice", "mean"), + kl_clean_to_intervened=("kl_clean_to_intervened", "mean"), + ) + ) + curves["pair_id"] = curves["condition_id"].str.rsplit("--", n=1).str[0] + curves["relation"] = curves["condition_id"].str.rsplit("--", n=1).str[1] + curves["expected_sign"] = curves["relation"].map( + {"refinement": 1.0, "coarsening": -1.0} + ) + curves["expected_aligned_delta_log_odds"] = ( + curves["delta_log_odds"] * curves["expected_sign"] + ) + curves.to_csv(OUT_CURVES, index=False) + + rng = np.random.default_rng(20260716) + own = pair["own_expected_aligned"].to_numpy() + wrong = pair["wrong_expected_aligned"].to_numpy() + direct = pair["direct_expected_aligned"].to_numpy() + random = pair["random_expected_aligned"].to_numpy() + own_ci = bootstrap_mean(own, rng) + own_random_ci = bootstrap_mean(own - random, rng) + own_wrong_ci = bootstrap_mean(own - wrong, rng) + own_direct_ci = bootstrap_mean(own - direct, rng) + + own_conditions = condition["own_expected_aligned"].to_numpy() + both_correct = [] + for _, group in condition.groupby("pair_id"): + both_correct.append(bool((group["own_expected_aligned"] > 0).all())) + own_prompt = prompt_effects[prompt_effects["control_type"].eq("own")] + order_agreements = [] + for _, group in own_prompt.groupby("condition_id"): + ordered = group.set_index("presentation_order")["endpoint_change_log_odds"] + a = float(ordered["positive-first"]) + b = float(ordered["negative-first"]) + order_agreements.append(a != 0 and b != 0 and np.sign(a) == np.sign(b)) + + own_rows = rows[rows["control_type"].eq("own")] + top_valid_fraction = float(own_rows["global_top_is_valid_choice"].mean()) + criteria = manifest["design"]["success_criteria"] + condition_fraction = float(np.mean(own_conditions > 0)) + pair_fraction = float(np.mean(both_correct)) + order_fraction = float(np.mean(order_agreements)) + passed = bool( + condition_fraction + >= criteria["individual_conditions_expected_aligned_positive_fraction_at_least"] + and pair_fraction + >= criteria["matched_pairs_both_relations_correct_fraction_at_least"] + and order_fraction + >= criteria["presentation_orders_same_nonzero_raw_sign_fraction_at_least"] + and own_random_ci[1] > 0 + and own_wrong_ci[1] > 0 + and own_direct_ci[1] > 0 + and top_valid_fraction + >= criteria["registered_answer_first_token_is_global_top_fraction_at_least"] + ) + + refinement_raw = condition[condition["relation"].eq("refinement")]["own_jacobian"] + coarsening_raw = condition[condition["relation"].eq("coarsening")]["own_jacobian"] + determinate = preflight[preflight["expected_outcome"].notna()] + clean_accuracy = float(determinate["clean_expected_correct"].mean()) + clean_pair_mass = preflight["clean"].map( + lambda value: value["valid_choice_probability"] + ) + seed_endpoint = endpoint_rep[endpoint_rep["control_type"].eq("own")].pivot( + index="prompt_id", columns="direction_id", values="endpoint_change_log_odds" + ) + seed_correlation = seed_endpoint.corr() + seed_correlation_values = seed_correlation.to_numpy() + upper = seed_correlation_values[ + np.triu_indices_from(seed_correlation_values, k=1) + ] + upper = upper[np.isfinite(upper)] + + stats_payload = { + "study_id": raw["study_id"], + "registered_pass": passed, + "design_accounting": { + "matched_material_pairs": int(pair.shape[0]), + "physical_conditions": int(condition.shape[0]), + "prompt_orders": int(preflight.shape[0]), + "raw_intervention_rows": int(rows_raw.shape[0]), + }, + "primary": { + "matched_expected_aligned": own_ci, + "matched_minus_random": own_random_ci, + "matched_minus_wrong_mechanisms": own_wrong_ci, + "matched_minus_direct": own_direct_ci, + "random_expected_aligned": bootstrap_mean(random, rng), + "wrong_expected_aligned": bootstrap_mean(wrong, rng), + "direct_expected_aligned": bootstrap_mean(direct, rng), + "individual_correct_direction_conditions": int((own_conditions > 0).sum()), + "n_conditions": int(len(own_conditions)), + "matched_pairs_both_relations_correct": int(sum(both_correct)), + "n_pairs": int(len(both_correct)), + "presentation_order_agreements": int(sum(order_agreements)), + "n_conditions_with_orders": int(len(order_agreements)), + "refinement_raw_positive": int((refinement_raw > 0).sum()), + "n_refinement": int(len(refinement_raw)), + "coarsening_raw_negative": int((coarsening_raw < 0).sum()), + "n_coarsening": int(len(coarsening_raw)), + "sign_test_conditions_p": float( + stats.binomtest(int((own_conditions > 0).sum()), len(own_conditions), 0.5).pvalue + ), + "wilcoxon_matched_vs_random_p": safe_wilcoxon(own - random), + "wilcoxon_matched_vs_wrong_p": safe_wilcoxon(own - wrong), + "wilcoxon_matched_vs_direct_p": safe_wilcoxon(own - direct), + }, + "integrity": { + "clean_expected_accuracy_prompt_orders": clean_accuracy, + "own_rows_global_top_valid_fraction": top_valid_fraction, + "clean_pair_probability_minimum": float(clean_pair_mass.min()), + "clean_pair_probability_median": float(clean_pair_mass.median()), + "own_rows_minimum_pair_probability": float( + own_rows["valid_choice_probability"].min() + ), + "own_rows_maximum_kl": float(own_rows["kl_clean_to_intervened"].max()), + "median_lens_seed_endpoint_correlation": float(np.median(upper)), + }, + } + OUT_STATS.write_text(json.dumps(stats_payload, indent=2) + "\n") + make_figure(condition, pair, curves) + write_inventory(preflight) + write_report(stats_payload, condition, pair) + print(OUT_MD.read_text()) + + +def make_figure(condition: pd.DataFrame, pair: pd.DataFrame, curves: pd.DataFrame) -> None: + FIG_DIR.mkdir(parents=True, exist_ok=True) + plt.rcParams.update({ + "font.family": "DejaVu Sans", + "font.size": 9, + "axes.spines.top": False, + "axes.spines.right": False, + "axes.linewidth": 0.8, + "pdf.fonttype": 42, + }) + fig, axes = plt.subplots(1, 3, figsize=(13.8, 4.6)) + + # A: raw sign reversal for every matched material pair. + ax = axes[0] + for pair_id, group in condition.groupby("pair_id"): + ordered = group.set_index("relation")["own_jacobian"] + ax.plot( + [0, 1], [ordered["refinement"], ordered["coarsening"]], + color=COLORS["own"], alpha=0.35, linewidth=1.2, marker="o", + markersize=4, + ) + means = condition.groupby("relation")["own_jacobian"].mean() + ax.plot( + [0, 1], [means["refinement"], means["coarsening"]], + color=COLORS["own"], linewidth=3.0, marker="o", markersize=7, + markeredgecolor="white", markeredgewidth=0.8, + ) + ax.axhline(0, color="#888888", linewidth=0.85) + ax.set_xticks([0, 1], ["Refinement", "Coarsening"]) + ax.set_ylabel("Raw endpoint: higher − lower log odds") + ax.grid(axis="y", color="#E6E6E6", linewidth=0.65) + ax.text(-0.14, 1.03, "A", transform=ax.transAxes, fontweight="bold") + + # B: pair-level expected-answer-aligned controls. + ax = axes[1] + plot_columns = { + "own": "own_expected_aligned", + "wrong-mechanism": "wrong_expected_aligned", + "direct": "direct_expected_aligned", + "random": "random_expected_aligned", + } + rng = np.random.default_rng(20260716) + for y, (control, column) in enumerate(plot_columns.items()): + values = pair[column].to_numpy() + jitter = rng.uniform(-0.08, 0.08, size=len(values)) + ax.scatter( + values, y + jitter, color=COLORS[control], marker=MARKERS[control], + s=24, alpha=0.52, zorder=2, + ) + estimate = bootstrap_mean(values, rng) + ax.errorbar( + estimate[0], y, + xerr=[[estimate[0] - estimate[1]], [estimate[2] - estimate[0]]], + color=COLORS[control], marker=MARKERS[control], markersize=7, + linewidth=1.8, capsize=3, markeredgecolor="white", + markeredgewidth=0.7, zorder=4, + ) + ax.axvline(0, color="#888888", linewidth=0.85) + ax.set_yticks(range(4), [CONTROL_LABELS[value] for value in plot_columns], fontsize=8) + ax.invert_yaxis() + ax.set_xlabel("Pair-level change toward correct answer") + ax.grid(axis="x", color="#E6E6E6", linewidth=0.65) + ax.text(-0.14, 1.03, "B", transform=ax.transAxes, fontweight="bold") + + # C: expected-answer-aligned dose response, equal weight per pair. + ax = axes[2] + doses = [-4, -2, 0, 2, 4] + for control in plot_columns: + subset = curves[curves["control_type"].eq(control)] + pair_curve = ( + subset.groupby(["pair_id", "dose_percent"], as_index=False) + .agg(value=("expected_aligned_delta_log_odds", "mean")) + ) + wide = pair_curve.pivot( + index="pair_id", columns="dose_percent", values="value" + ).reindex(columns=doses) + mean = wide.mean(axis=0) + sem = wide.sem(axis=0) + ax.plot( + doses, mean, color=COLORS[control], marker=MARKERS[control], + markersize=4.5, linewidth=2.0 if control == "own" else 1.4, + label=CONTROL_LABELS[control], + ) + ax.fill_between( + doses, mean - sem, mean + sem, color=COLORS[control], + alpha=0.10, linewidth=0, + ) + ax.axhline(0, color="#888888", linewidth=0.85) + ax.axvline(0, color="#D5D5D5", linewidth=0.8) + ax.set_xlabel("Intervention dose (% residual norm)") + ax.set_ylabel("Change toward correct answer") + ax.grid(axis="y", color="#E6E6E6", linewidth=0.65) + ax.legend(frameon=False, fontsize=7.7, loc="upper left") + ax.text(-0.14, 1.03, "C", transform=ax.transAxes, fontweight="bold") + + fig.subplots_adjust(left=0.075, right=0.985, bottom=0.15, top=0.94, wspace=0.38) + fig.savefig(FIG_DIR / "relational_confirmation.png", dpi=300) + fig.savefig(FIG_DIR / "relational_confirmation.pdf") + plt.close(fig) + + +def write_inventory(preflight: pd.DataFrame) -> None: + lines = [ + "# Relational grain steering v4 exact prompt inventory", + "", + "Every prompt below was frozen before v4 execution. Each physical condition " + "appears in two answer-word presentation orders.", + "", + ] + for condition_id, group in preflight.groupby("condition_id", sort=False): + pair_id, relation = condition_id.rsplit("--", 1) + lines.extend([ + f"## {PAIR_LABELS[pair_id]} — {relation}", + "", + f"Pair id: `{pair_id}`. Expected answer: `{group.iloc[0]['expected_outcome']}`.", + "", + ]) + for row in group.itertuples(): + clean = row.clean + lines.extend([ + f"- `{row.presentation_order}` — clean `{clean['choice']}`, " + f"higher-minus-lower log odds {clean['positive_log_odds']:+.3f}, " + f"pair mass {clean['valid_choice_probability']:.3%}.", + f" - {row.user}", + ]) + lines.append("") + OUT_INVENTORY.write_text("\n".join(lines) + "\n") + + +def write_report(stats_payload: dict, condition: pd.DataFrame, pair: pd.DataFrame) -> None: + primary = stats_payload["primary"] + integrity = stats_payload["integrity"] + pair_lines = [ + "| Matched material pair | Matched J | Other mechanisms | Direct | Random | Both relations correct |", + "|---|---:|---:|---:|---:|---:|", + ] + for row in pair.itertuples(): + group = condition[condition["pair_id"].eq(row.pair_id)] + both = bool((group["own_expected_aligned"] > 0).all()) + pair_lines.append( + f"| {PAIR_LABELS[row.pair_id]} | {row.own_expected_aligned:+.3f} | " + f"{row.wrong_expected_aligned:+.3f} | {row.direct_expected_aligned:+.3f} | " + f"{row.random_expected_aligned:+.3f} | {'yes' if both else 'no'} |" + ) + condition_lines = [ + "| Material | Relation | Raw matched endpoint | Expected-aligned endpoint |", + "|---|---|---:|---:|", + ] + for row in condition.sort_values(["pair_id", "relation"]).itertuples(): + condition_lines.append( + f"| {PAIR_LABELS[row.pair_id]} | {row.relation} | " + f"{row.own_jacobian:+.3f} | {row.own_expected_aligned:+.3f} |" + ) + + report = f"""# Relational grain steering v4 confirmatory results + +This study prospectively tested the context-sensitive grain-size result first noticed post hoc in v3. It was frozen before any v4 model output and has not yet been added to the manuscript. + +## What was tested + +Six entirely new materials formed matched pairs. Within each pair, alloy identity, the two grain-size values, all controlled covariates, and the answer words were held fixed; only the direction of change was reversed. The same frozen layer-16 grain-size Jacobian direction was then applied to both prompts. A genuine relation-sensitive result should increase `higher` after refinement but increase `lower` after coarsening. + +- 6 matched material pairs, 12 physical conditions, and 24 exact answer-order prompts. +- 2,400 registered dose rows: three lens seeds, two wrong-mechanism directions across three seeds, direct decoder, ten random controls, and five symmetric doses. +- Primary statistical unit: matched material pair. +- No v4 layer, direction, concept, dose, prompt, or threshold tuning. + +## Preregistered result + +**Verdict: {'PASS' if stats_payload['registered_pass'] else 'FAIL'}.** + +The matched direction moved toward the frozen correct answer by {fmt_ci(primary['matched_expected_aligned'])}. Matched minus random was {fmt_ci(primary['matched_minus_random'])} (Wilcoxon p={primary['wilcoxon_matched_vs_random_p']:.4g}); matched minus the two other materials mechanisms was {fmt_ci(primary['matched_minus_wrong_mechanisms'])} (p={primary['wilcoxon_matched_vs_wrong_p']:.4g}); and matched minus direct decoder was {fmt_ci(primary['matched_minus_direct'])} (p={primary['wilcoxon_matched_vs_direct_p']:.4g}). + +The effect moved in the correct direction in {primary['individual_correct_direction_conditions']}/{primary['n_conditions']} individual conditions and in both relations for {primary['matched_pairs_both_relations_correct']}/{primary['n_pairs']} material pairs. It was raw-positive for {primary['refinement_raw_positive']}/{primary['n_refinement']} refinement conditions and raw-negative for {primary['coarsening_raw_negative']}/{primary['n_coarsening']} coarsening conditions. The two answer-word orders had the same nonzero raw sign in {primary['presentation_order_agreements']}/{primary['n_conditions_with_orders']} conditions. + +{chr(10).join(pair_lines)} + +## Every physical condition + +`Raw matched endpoint` is the change in higher-minus-lower log odds from −4% to +4%. `Expected-aligned` reverses the sign for coarsening, so positive always means movement toward the frozen physically correct answer. + +{chr(10).join(condition_lines)} + +## Integrity + +- Clean expected-answer accuracy across prompt orders: {integrity['clean_expected_accuracy_prompt_orders']:.1%}. +- A registered answer beginning remained global top-1 in {integrity['own_rows_global_top_valid_fraction']:.1%} of matched-direction rows. +- Clean answer-pair probability: minimum {integrity['clean_pair_probability_minimum']:.3%}, median {integrity['clean_pair_probability_median']:.3%}. +- Minimum pair mass under matched interventions: {integrity['own_rows_minimum_pair_probability']:.3%}; maximum clean-to-intervened KL: {integrity['own_rows_maximum_kl']:.4f}. +- Median endpoint correlation across the three independent lens seeds: {integrity['median_lens_seed_endpoint_correlation']:.3f}. + +## Interpretation + +If the registered test passes, the direction is not acting as a fixed `higher`-token bias: its effect reverses when the physical relation reverses, while unrelated materials directions and the direct decoder are controlled at the same layer and dose. This is evidence for a context-dependent causal pathway linking a grain-boundary mechanism representation to a materials decision. It remains a localized intervention result, not a literal chain of thought or a claim of unrestricted understanding. + +## Files + +- Frozen protocol: `experiments/relational-grain-steering-v4-preregistration.json` +- Exact prompts and clean answers: `experiments/relational-grain-steering-v4_prompt_inventory.md` +- Raw rows: `experiments/relational-grain-steering-v4_raw.json` +- Statistics: `experiments/relational-grain-steering-v4_statistics.json` +- Prompt, condition, pair, and curve CSV files: `experiments/relational-grain-steering-v4_*.csv` +- Figure: `figures/relational-grain-steering-v4/relational_confirmation.pdf` +""" + OUT_MD.write_text(report) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/analyze_report_swap_dose.py b/jlens_materials/scripts/analyze_report_swap_dose.py new file mode 100644 index 0000000000000000000000000000000000000000..f80f00cccb08c959a871dc8ffd477800daf65d61 --- /dev/null +++ b/jlens_materials/scripts/analyze_report_swap_dose.py @@ -0,0 +1,56 @@ +#!/usr/bin/env python3 +"""Summarize the three-strength materials verbal-report swap experiment.""" + +from __future__ import annotations + +import json +import math +from pathlib import Path + + +ROOT = Path(__file__).resolve().parents[1] +RUNS = {0.25: "gemma4-materials-report-swap-a025.json", 0.5: "gemma4-materials-report-swap-a05.json", 1.0: "gemma4-materials-report-swap-a10.json"} + + +def main(): + summary = {} + for alpha, filename in RUNS.items(): + run = json.loads((ROOT / "runs" / filename).read_text()) + trials = [] + for record in run["prompts"]: + trials.extend(record.get("swap", {}).get("trials", [])) + target_improved = [t for t in trials if t["target_rank_swapped"] < t["target_rank_clean"]] + source_suppressed = [t for t in trials if t["source_rank_swapped"] > t["source_rank_clean"]] + log_changes = [math.log10((t["target_rank_clean"] + 1) / (t["target_rank_swapped"] + 1)) for t in trials] + special = [t for t in trials if t["swapped_top"][0][0].startswith("<") or not t["swapped_top"][0][0].strip()] + summary[str(alpha)] = { + "n_trials": len(trials), + "target_top1": sum(bool(t.get("target_top1")) for t in trials), + "protocol_success": sum(bool(t.get("protocol_success")) for t in trials), + "target_rank_improved": len(target_improved), + "source_rank_suppressed": len(source_suppressed), + "mean_log10_target_rank_gain": sum(log_changes) / len(log_changes), + "special_or_empty_swapped_top1": len(special), + } + out = ROOT / "experiments" / "gemma4-materials-report-swap-dose-v1_results.json" + out.write_text(json.dumps(summary, indent=2) + "\n") + md = [ + "# Materials verbal-report swap dose study", + "", + "Five materials report prompts were evaluated at three intervention strengths. Each eligible sibling target is one trial.", + "", + "| alpha | trials | target top-1 | target rank improved | source suppressed | mean log10 target-rank gain | special/empty top-1 |", + "|---:|---:|---:|---:|---:|---:|---:|", + ] + for alpha, values in summary.items(): + md.append(f"| {alpha} | {values['n_trials']} | {values['target_top1']} | {values['target_rank_improved']} | {values['source_rank_suppressed']} | {values['mean_log10_target_rank_gain']:+.3f} | {values['special_or_empty_swapped_top1']} |") + md.extend([ + "", + "No intervention installed its target as the model's top report. Rank movement without a target report is not causal success. The dose study therefore provides a robust negative result for coordinate transfer under this legacy Gemma lens.", + ]) + (ROOT / "experiments" / "gemma4-materials-report-swap-dose-v1_results.md").write_text("\n".join(md) + "\n") + print(json.dumps(summary, indent=2)) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/analyze_semantic_steering_v3.py b/jlens_materials/scripts/analyze_semantic_steering_v3.py new file mode 100644 index 0000000000000000000000000000000000000000..086dbc11297fc13c717a192f23471338d3e906f0 --- /dev/null +++ b/jlens_materials/scripts/analyze_semantic_steering_v3.py @@ -0,0 +1,955 @@ +#!/usr/bin/env python3 +"""Analyze the frozen v3 semantic-answer steering confirmation. + +The physical condition is always the independent statistical unit. Lens +seeds, random seeds, and answer-word presentation orders are technical +replicates that are averaged before family-level inference. +""" + +from __future__ import annotations + +import json +import math +from pathlib import Path + +import matplotlib + +matplotlib.use("Agg") +import matplotlib.pyplot as plt # noqa: E402 +import numpy as np # noqa: E402 +import pandas as pd # noqa: E402 +from scipy import stats # noqa: E402 + + +ROOT = Path(__file__).resolve().parents[1] +RAW = ROOT / "experiments/semantic-steering-v3_raw.json" +MANIFEST = ROOT / "experiments/semantic-steering-v3-preregistration.json" +OUT_MD = ROOT / "experiments/semantic-steering-v3_results.md" +OUT_INVENTORY = ROOT / "experiments/semantic-steering-v3_prompt_inventory.md" +OUT_PROMPT = ROOT / "experiments/semantic-steering-v3_prompt_effects.csv" +OUT_CONDITION = ROOT / "experiments/semantic-steering-v3_condition_effects.csv" +OUT_CURVES = ROOT / "experiments/semantic-steering-v3_curves.csv" +OUT_SPECIFICITY = ROOT / "experiments/semantic-steering-v3_specificity_matrix.csv" +OUT_ALIGNED = ROOT / "experiments/semantic-steering-v3_expected_aligned_secondary.csv" +OUT_STATS = ROOT / "experiments/semantic-steering-v3_statistics.json" +FIG_DIR = ROOT / "figures/semantic-steering-v3" + +FAMILY_LABELS = { + "intergranular-corrosion": "Intergranular corrosion", + "martensitic-transformation": "Martensitic transformation", + "grain-size-strengthening": "Grain-size strengthening", +} +FAMILY_SHORT = { + "intergranular-corrosion": "Corrosion", + "martensitic-transformation": "Transformation", + "grain-size-strengthening": "Grain size", +} +CONDITION_SHORT = { + "long-sensitizing-service": "long sensitizing service", + "stress-relief-carbide-network": "stress-relief carbides", + "aged-high-carbon-sheet": "aged high-carbon sheet", + "failed-stabilization-cycle": "failed stabilization", + "proper-titanium-stabilization": "proper Ti stabilization", + "ultralow-carbon-transient-cycle": "ultralow-C transient", + "desensitized-by-remelting": "desensitized remelt", + "carbon-scavenged-niobium": "Nb carbon scavenging", + "brief-ambiguous-dwell": "brief ambiguous dwell", + "unknown-carbon-short-stress-relief": "unknown-C stress relief", + "laser-self-quenched-track": "laser self-quench", + "induction-hardened-gear-tooth": "induction-hardened gear", + "high-hardenability-gas-quench": "high-hardenability gas quench", + "cryogenic-retained-austenite": "cryogenic conversion", + "isothermal-pearlite-completion": "isothermal pearlite", + "austempered-bainitic-state": "austempered bainite", + "normalized-thick-plain-carbon": "normalized thick section", + "spheroidized-carbide-aggregate": "spheroidized carbides", + "polymer-quenched-shaft-center": "polymer-quenched center", + "compressed-air-thin-plate": "compressed-air plate", + "ecap-refined-aluminum": "ECAP-refined aluminum", + "recrystallized-fine-brass": "fine recrystallized brass", + "pinned-ferritic-steel-grains": "pinned ferritic grains", + "fine-grained-nickel-foil": "fine nickel foil", + "annealed-copper-grain-growth": "annealed copper growth", + "inhibitor-loss-electrical-steel": "inhibitor-loss steel", + "overannealed-alpha-brass": "overannealed brass", + "coarsened-ferritic-plate": "coarsened ferritic plate", + "nearly-equal-grain-sizes": "nearly equal sizes", + "nanocrystalline-crossover": "nanocrystalline crossover", +} +CONTROL_LABELS = { + "own": "Matched Jacobian", + "wrong-mechanism": "Other mechanisms", + "direct": "Direct decoder", + "random": "Random directions", +} +COLORS = { + "own": "#147A8A", + "wrong-mechanism": "#7562A8", + "direct": "#4F8A5B", + "random": "#777777", +} +MARKERS = {"own": "o", "wrong-mechanism": "^", "direct": "s", "random": "D"} +PRESENTATION_EXAMPLES = { + "intergranular-corrosion": "long-sensitizing-service", + "martensitic-transformation": "laser-self-quenched-track", + "grain-size-strengthening": "ecap-refined-aluminum", +} + + +def bootstrap_mean( + values: np.ndarray, rng: np.random.Generator, n_boot: int = 30000 +) -> tuple[float, float, float]: + values = np.asarray(values, dtype=float) + if len(values) == 0: + return (float("nan"), float("nan"), float("nan")) + samples = rng.choice(values, size=(n_boot, len(values)), replace=True).mean(axis=1) + return float(values.mean()), *np.quantile(samples, [0.025, 0.975]).tolist() + + +def fmt_ci(values: tuple[float, float, float]) -> str: + return f"{values[0]:+.3f} [{values[1]:+.3f}, {values[2]:+.3f}]" + + +def safe_wilcoxon(values: np.ndarray) -> float: + values = np.asarray(values, dtype=float) + if len(values) == 0 or np.allclose(values, 0): + return 1.0 + return float(stats.wilcoxon(values, alternative="two-sided").pvalue) + + +def endpoint_tables(rows: pd.DataFrame) -> tuple[pd.DataFrame, pd.DataFrame, pd.DataFrame]: + rows = rows.copy() + rows["direction_id"] = np.select( + [ + rows["method"].eq("semantic_jacobian"), + rows["method"].eq("semantic_direct"), + rows["method"].eq("random"), + ], + [ + "jac-" + rows["source_family_id"].fillna("") + + "-lens-" + rows["lens_seed"].fillna(-1).astype(int).astype(str), + "direct", + "random-" + rows["random_seed"].fillna(-1).astype(int).astype(str), + ], + default="unknown", + ) + clean = rows[rows["dose_percent"].eq(0)][ + ["prompt_id", "direction_id", "positive_log_odds"] + ].rename(columns={"positive_log_odds": "direction_clean_log_odds"}) + rows = rows.merge(clean, on=["prompt_id", "direction_id"], how="left") + rows["delta_log_odds"] = rows["positive_log_odds"] - rows["direction_clean_log_odds"] + + endpoint_records = [] + group_cols = [ + "target_family_id", "condition_id", "prompt_id", "presentation_order", + "regime", "method", "control_type", "source_family_id", "direction_id", + ] + for keys, group in rows.groupby(group_cols, dropna=False): + values = group.set_index("dose_percent")["positive_log_odds"] + minus = group.loc[group["dose_percent"].eq(-4.0)].iloc[0] + plus = group.loc[group["dose_percent"].eq(4.0)].iloc[0] + endpoint_records.append({ + **dict(zip(group_cols, keys)), + "endpoint_change_log_odds": float(values.loc[4.0] - values.loc[-4.0]), + "linear_slope_per_percent": float( + np.polyfit(group["dose_percent"], group["positive_log_odds"], 1)[0] + ), + "endpoint_choice_flip": bool(minus["choice"] != plus["choice"]), + "minus_choice": minus["choice"], + "plus_choice": plus["choice"], + }) + endpoint_rep = pd.DataFrame(endpoint_records) + + prompt_effects = ( + endpoint_rep.groupby( + [ + "target_family_id", "condition_id", "prompt_id", + "presentation_order", "regime", "method", "control_type", + "source_family_id", + ], + as_index=False, + dropna=False, + ) + .agg( + endpoint_change_log_odds=("endpoint_change_log_odds", "mean"), + endpoint_replicate_sd=("endpoint_change_log_odds", "std"), + linear_slope_per_percent=("linear_slope_per_percent", "mean"), + replicate_flip_fraction=("endpoint_choice_flip", "mean"), + n_replicates=("direction_id", "nunique"), + ) + ) + condition_effects_long = ( + prompt_effects.groupby( + [ + "target_family_id", "condition_id", "regime", "method", + "control_type", "source_family_id", + ], + as_index=False, + dropna=False, + ) + .agg( + endpoint_change_log_odds=("endpoint_change_log_odds", "mean"), + presentation_order_sd=("endpoint_change_log_odds", "std"), + linear_slope_per_percent=("linear_slope_per_percent", "mean"), + mean_replicate_flip_fraction=("replicate_flip_fraction", "mean"), + ) + ) + return rows, endpoint_rep, prompt_effects, condition_effects_long + + +def control_condition_table(condition_long: pd.DataFrame) -> pd.DataFrame: + records = [] + for (family_id, condition_id, regime), group in condition_long.groupby( + ["target_family_id", "condition_id", "regime"] + ): + own = group[group["control_type"].eq("own")]["endpoint_change_log_odds"] + wrong = group[group["control_type"].eq("wrong-mechanism")][ + "endpoint_change_log_odds" + ] + direct = group[group["control_type"].eq("direct")]["endpoint_change_log_odds"] + random = group[group["control_type"].eq("random")]["endpoint_change_log_odds"] + records.append({ + "target_family_id": family_id, + "condition_id": condition_id, + "regime": regime, + "own_jacobian": float(own.iloc[0]), + "mean_wrong_mechanisms": float(wrong.mean()), + "direct_decoder": float(direct.iloc[0]), + "random_directions": float(random.iloc[0]), + }) + return pd.DataFrame(records) + + +def analyze() -> None: + raw = json.loads(RAW.read_text()) + manifest = json.loads(MANIFEST.read_text()) + rows_raw = pd.DataFrame(raw["intervention_rows"]) + preflight = pd.DataFrame(raw["preflight"]) + rows, endpoint_rep, prompt_effects, condition_long = endpoint_tables(rows_raw) + prompt_effects.to_csv(OUT_PROMPT, index=False) + condition = control_condition_table(condition_long) + condition.to_csv(OUT_CONDITION, index=False) + + # Dose curves average only technical replicates, retaining prompt orders. + curves = ( + rows.groupby( + [ + "target_family_id", "condition_id", "prompt_id", + "presentation_order", "regime", "control_type", "dose_percent", + ], + as_index=False, + ) + .agg( + delta_log_odds=("delta_log_odds", "mean"), + technical_replicate_sd=("delta_log_odds", "std"), + valid_choice_probability=("valid_choice_probability", "mean"), + global_top_is_valid_choice=("global_top_is_valid_choice", "mean"), + kl_clean_to_intervened=("kl_clean_to_intervened", "mean"), + ) + ) + curves.to_csv(OUT_CURVES, index=False) + + rng = np.random.default_rng(20260716) + criteria = manifest["design"]["family_success_criteria"] + family_summaries = [] + for family_id in FAMILY_LABELS: + subset = condition[condition["target_family_id"].eq(family_id)] + own = subset["own_jacobian"].to_numpy() + wrong = subset["mean_wrong_mechanisms"].to_numpy() + direct = subset["direct_decoder"].to_numpy() + random = subset["random_directions"].to_numpy() + own_prompt = prompt_effects[ + prompt_effects["target_family_id"].eq(family_id) + & prompt_effects["control_type"].eq("own") + ] + agreements = [] + for _, group in own_prompt.groupby("condition_id"): + ordered = group.set_index("presentation_order")["endpoint_change_log_odds"] + required = {"positive-first", "negative-first"} + if required.issubset(ordered.index): + a = float(ordered["positive-first"]) + b = float(ordered["negative-first"]) + agreements.append(a != 0 and b != 0 and np.sign(a) == np.sign(b)) + integrity_rows = rows[ + rows["target_family_id"].eq(family_id) & rows["control_type"].eq("own") + ] + own_minus_random = bootstrap_mean(own - random, rng) + own_minus_wrong = bootstrap_mean(own - wrong, rng) + positive_fraction = float(np.mean(own > 0)) + order_fraction = float(np.mean(agreements)) + top_valid_fraction = float(integrity_rows["global_top_is_valid_choice"].mean()) + passed = bool( + positive_fraction >= criteria["positive_condition_fraction_at_least"] + and order_fraction + >= criteria["presentation_orders_same_nonzero_sign_fraction_at_least"] + and own_minus_random[1] > 0 + and own_minus_wrong[1] > 0 + and top_valid_fraction + >= criteria[ + "registered_answer_first_token_is_global_top_fraction_at_least" + ] + ) + family_summaries.append({ + "family_id": family_id, + "own_jacobian": bootstrap_mean(own, rng), + "mean_wrong_mechanisms": bootstrap_mean(wrong, rng), + "direct_decoder": bootstrap_mean(direct, rng), + "random_directions": bootstrap_mean(random, rng), + "own_minus_random": own_minus_random, + "own_minus_mean_wrong": own_minus_wrong, + "positive_conditions": int((own > 0).sum()), + "n_conditions": int(len(own)), + "positive_condition_fraction": positive_fraction, + "presentation_order_agreement_count": int(sum(agreements)), + "presentation_order_agreement_n": int(len(agreements)), + "presentation_order_agreement_fraction": order_fraction, + "global_top_valid_fraction_own_rows": top_valid_fraction, + "minimum_pair_probability_own_rows": float( + integrity_rows["valid_choice_probability"].min() + ), + "median_pair_probability_own_rows": float( + integrity_rows["valid_choice_probability"].median() + ), + "maximum_kl_own_rows": float(integrity_rows["kl_clean_to_intervened"].max()), + "wilcoxon_own_vs_random_p": safe_wilcoxon(own - random), + "wilcoxon_own_vs_wrong_p": safe_wilcoxon(own - wrong), + "sign_test_positive_p": float( + stats.binomtest(int((own > 0).sum()), len(own), 0.5).pvalue + ), + "registered_pass": passed, + }) + + # Full layer-matched target-by-source specificity matrix. + specificity_records = [] + semantic_conditions = condition_long[ + condition_long["method"].eq("semantic_jacobian") + ] + for target_id in FAMILY_LABELS: + for source_id in FAMILY_LABELS: + values = semantic_conditions[ + semantic_conditions["target_family_id"].eq(target_id) + & semantic_conditions["source_family_id"].eq(source_id) + ]["endpoint_change_log_odds"].to_numpy() + estimate = bootstrap_mean(values, rng) + specificity_records.append({ + "target_family_id": target_id, + "source_family_id": source_id, + "matched": target_id == source_id, + "mean_endpoint_change_log_odds": estimate[0], + "ci95_low": estimate[1], + "ci95_high": estimate[2], + "n_physical_conditions": len(values), + }) + specificity = pd.DataFrame(specificity_records) + specificity.to_csv(OUT_SPECIFICITY, index=False) + + # Aggregate inference weights each physical condition once. + own_all = condition["own_jacobian"].to_numpy() + wrong_all = condition["mean_wrong_mechanisms"].to_numpy() + direct_all = condition["direct_decoder"].to_numpy() + random_all = condition["random_directions"].to_numpy() + aggregate = { + "own_jacobian": bootstrap_mean(own_all, rng), + "mean_wrong_mechanisms": bootstrap_mean(wrong_all, rng), + "direct_decoder": bootstrap_mean(direct_all, rng), + "random_directions": bootstrap_mean(random_all, rng), + "own_minus_random": bootstrap_mean(own_all - random_all, rng), + "own_minus_mean_wrong": bootstrap_mean(own_all - wrong_all, rng), + "own_minus_direct": bootstrap_mean(own_all - direct_all, rng), + "positive_conditions": int((own_all > 0).sum()), + "n_conditions": int(len(own_all)), + "sign_test_positive_p": float( + stats.binomtest(int((own_all > 0).sum()), len(own_all), 0.5).pvalue + ), + "wilcoxon_own_vs_random_p": safe_wilcoxon(own_all - random_all), + "wilcoxon_own_vs_wrong_p": safe_wilcoxon(own_all - wrong_all), + "wilcoxon_own_vs_direct_p": safe_wilcoxon(own_all - direct_all), + } + + # Secondary, explicitly non-preregistered analysis: does the same positive + # mechanism direction improve the frozen expected answer in both positive + # and negative physical contexts? Threshold cases have no expected label. + aligned = condition[~condition["regime"].eq("near-threshold")].copy() + aligned["expected_sign"] = aligned["regime"].map( + {"positive": 1.0, "negative": -1.0} + ) + aligned_columns = { + "own_jacobian": "own_expected_aligned", + "mean_wrong_mechanisms": "wrong_expected_aligned", + "direct_decoder": "direct_expected_aligned", + "random_directions": "random_expected_aligned", + } + for source, destination in aligned_columns.items(): + aligned[destination] = aligned[source] * aligned["expected_sign"] + aligned.to_csv(OUT_ALIGNED, index=False) + secondary_families = [] + for family_id in FAMILY_LABELS: + subset = aligned[aligned["target_family_id"].eq(family_id)] + own = subset["own_expected_aligned"].to_numpy() + wrong = subset["wrong_expected_aligned"].to_numpy() + direct = subset["direct_expected_aligned"].to_numpy() + random = subset["random_expected_aligned"].to_numpy() + positive_context = subset[subset["regime"].eq("positive")]["own_jacobian"] + negative_context = subset[subset["regime"].eq("negative")]["own_jacobian"] + secondary_families.append({ + "family_id": family_id, + "own_expected_aligned": bootstrap_mean(own, rng), + "wrong_expected_aligned": bootstrap_mean(wrong, rng), + "direct_expected_aligned": bootstrap_mean(direct, rng), + "random_expected_aligned": bootstrap_mean(random, rng), + "own_minus_random_expected_aligned": bootstrap_mean(own - random, rng), + "own_minus_wrong_expected_aligned": bootstrap_mean(own - wrong, rng), + "own_minus_direct_expected_aligned": bootstrap_mean(own - direct, rng), + "aligned_positive_conditions": int((own > 0).sum()), + "n_determinate_conditions": int(len(own)), + "positive_context_raw_positive": int((positive_context > 0).sum()), + "n_positive_contexts": int(len(positive_context)), + "negative_context_raw_negative": int((negative_context < 0).sum()), + "n_negative_contexts": int(len(negative_context)), + "sign_test_aligned_p": float( + stats.binomtest(int((own > 0).sum()), len(own), 0.5).pvalue + ), + "wilcoxon_own_vs_random_p": safe_wilcoxon(own - random), + "wilcoxon_own_vs_wrong_p": safe_wilcoxon(own - wrong), + "wilcoxon_own_vs_direct_p": safe_wilcoxon(own - direct), + }) + aligned_own = aligned["own_expected_aligned"].to_numpy() + aligned_wrong = aligned["wrong_expected_aligned"].to_numpy() + aligned_direct = aligned["direct_expected_aligned"].to_numpy() + aligned_random = aligned["random_expected_aligned"].to_numpy() + secondary_aggregate = { + "own_expected_aligned": bootstrap_mean(aligned_own, rng), + "wrong_expected_aligned": bootstrap_mean(aligned_wrong, rng), + "direct_expected_aligned": bootstrap_mean(aligned_direct, rng), + "random_expected_aligned": bootstrap_mean(aligned_random, rng), + "own_minus_random_expected_aligned": bootstrap_mean( + aligned_own - aligned_random, rng + ), + "own_minus_wrong_expected_aligned": bootstrap_mean( + aligned_own - aligned_wrong, rng + ), + "own_minus_direct_expected_aligned": bootstrap_mean( + aligned_own - aligned_direct, rng + ), + "aligned_positive_conditions": int((aligned_own > 0).sum()), + "n_determinate_conditions": int(len(aligned_own)), + "sign_test_aligned_p": float( + stats.binomtest( + int((aligned_own > 0).sum()), len(aligned_own), 0.5 + ).pvalue + ), + "wilcoxon_own_vs_random_p": safe_wilcoxon(aligned_own - aligned_random), + "wilcoxon_own_vs_wrong_p": safe_wilcoxon(aligned_own - aligned_wrong), + "wilcoxon_own_vs_direct_p": safe_wilcoxon(aligned_own - aligned_direct), + } + + determinate = preflight[preflight["expected_outcome"].notna()] + clean_accuracy = float(determinate["clean_expected_correct"].mean()) + clean_top_valid = float(preflight["clean"].map( + lambda value: value["global_top_is_valid_choice"] + ).mean()) + clean_pair_mass = preflight["clean"].map( + lambda value: value["valid_choice_probability"] + ) + own_endpoint_rep = endpoint_rep[endpoint_rep["control_type"].eq("own")] + seed_pivot = own_endpoint_rep.pivot( + index="prompt_id", columns="direction_id", values="endpoint_change_log_odds" + ) + correlation = seed_pivot.corr() + correlation_values = correlation.to_numpy() + seed_values = correlation_values[ + np.triu_indices_from(correlation_values, k=1) + ] + seed_values = seed_values[np.isfinite(seed_values)] + median_seed_correlation = float(np.median(seed_values)) + own_flips = int(own_endpoint_rep["endpoint_choice_flip"].sum()) + own_endpoint_count = int(len(own_endpoint_rep)) + + integrity = { + "clean_expected_accuracy_determinate_prompt_orders": clean_accuracy, + "clean_global_top_valid_fraction_all_prompt_orders": clean_top_valid, + "clean_pair_probability_minimum": float(clean_pair_mass.min()), + "clean_pair_probability_median": float(clean_pair_mass.median()), + "own_jacobian_endpoint_choice_flips": own_flips, + "own_jacobian_endpoint_replicates": own_endpoint_count, + "median_lens_seed_endpoint_correlation": median_seed_correlation, + } + + statistics = { + "study_id": raw["study_id"], + "design_accounting": { + "physical_conditions": int(condition.shape[0]), + "prompt_orders": int(preflight.shape[0]), + "raw_intervention_rows": int(rows_raw.shape[0]), + "lens_seeds": 3, + "random_directions": 10, + "doses": [-4, -2, 0, 2, 4], + }, + "aggregate": aggregate, + "families": family_summaries, + "integrity": integrity, + "secondary_expected_aligned": { + "status": "post hoc secondary analysis; requires new-data confirmation", + "aggregate": secondary_aggregate, + "families": secondary_families, + }, + } + OUT_STATS.write_text(json.dumps(statistics, indent=2) + "\n") + + make_figures(curves, condition, specificity, aligned) + write_inventory(preflight, manifest) + write_report( + raw, manifest, statistics, condition, specificity, prompt_effects, + endpoint_rep, + ) + print(OUT_MD.read_text()) + + +def make_figures( + curves: pd.DataFrame, + condition: pd.DataFrame, + specificity: pd.DataFrame, + aligned: pd.DataFrame, +) -> None: + FIG_DIR.mkdir(parents=True, exist_ok=True) + plt.rcParams.update({ + "font.family": "DejaVu Sans", + "font.size": 9, + "axes.spines.top": False, + "axes.spines.right": False, + "axes.linewidth": 0.8, + "pdf.fonttype": 42, + "ps.fonttype": 42, + }) + doses = [-4, -2, 0, 2, 4] + + # Equal-weight family dose responses across physical conditions. + fig, axes = plt.subplots(1, 3, figsize=(13.2, 4.25), sharex=True) + for index, family_id in enumerate(FAMILY_LABELS): + ax = axes[index] + subset = curves[curves["target_family_id"].eq(family_id)] + for control_type in CONTROL_LABELS: + control = subset[subset["control_type"].eq(control_type)] + condition_curve = ( + control.groupby(["condition_id", "dose_percent"], as_index=False) + .agg(delta_log_odds=("delta_log_odds", "mean")) + ) + wide = condition_curve.pivot( + index="condition_id", columns="dose_percent", values="delta_log_odds" + ).reindex(columns=doses) + mean = wide.mean(axis=0) + sem = wide.sem(axis=0) + ax.plot( + doses, mean, marker=MARKERS[control_type], markersize=4.5, + linewidth=2.0 if control_type == "own" else 1.45, + color=COLORS[control_type], label=CONTROL_LABELS[control_type], + ) + ax.fill_between( + doses, mean - sem, mean + sem, color=COLORS[control_type], + alpha=0.10, linewidth=0, + ) + ax.axhline(0, color="#9A9A9A", linewidth=0.8) + ax.axvline(0, color="#D5D5D5", linewidth=0.8) + ax.grid(axis="y", color="#E6E6E6", linewidth=0.65) + ax.set_title(FAMILY_LABELS[family_id], fontsize=10.5, pad=8) + ax.set_xlabel("Intervention dose (% residual norm)") + if index == 0: + ax.set_ylabel("Change in positive-answer log odds") + ax.text( + -0.13, 1.04, chr(ord("A") + index), transform=ax.transAxes, + fontweight="bold", va="bottom", + ) + handles, labels = axes[0].get_legend_handles_labels() + fig.legend( + handles, labels, frameon=False, ncol=4, loc="upper center", + bbox_to_anchor=(0.5, 0.995), fontsize=8.2, + ) + fig.subplots_adjust(left=0.075, right=0.985, bottom=0.16, top=0.80, wspace=0.27) + fig.savefig(FIG_DIR / "family_dose_response.png", dpi=300) + fig.savefig(FIG_DIR / "family_dose_response.pdf") + plt.close(fig) + + # Target answer by source mechanism specificity matrix. + family_ids = list(FAMILY_LABELS) + matrix = specificity.pivot( + index="target_family_id", columns="source_family_id", + values="mean_endpoint_change_log_odds", + ).reindex(index=family_ids, columns=family_ids) + limit = max(0.25, float(np.abs(matrix.to_numpy()).max())) + fig, ax = plt.subplots(figsize=(6.6, 5.4)) + image = ax.imshow(matrix.to_numpy(), cmap="PRGn", vmin=-limit, vmax=limit) + ax.set_xticks(range(3), [FAMILY_SHORT[value] for value in family_ids], rotation=25, + ha="right") + ax.set_yticks(range(3), [FAMILY_SHORT[value] for value in family_ids]) + ax.set_xlabel("Source steering direction") + ax.set_ylabel("Target scientific answer") + for row_index, target_id in enumerate(family_ids): + for col_index, source_id in enumerate(family_ids): + value = float(matrix.loc[target_id, source_id]) + text_color = "white" if abs(value) > 0.62 * limit else "black" + ax.text( + col_index, row_index, f"{value:+.2f}", ha="center", va="center", + color=text_color, fontsize=10, fontweight="bold" if row_index == col_index else "normal", + ) + if row_index == col_index: + ax.add_patch(plt.Rectangle( + (col_index - 0.48, row_index - 0.48), 0.96, 0.96, + fill=False, edgecolor="black", linewidth=1.8, + )) + colorbar = fig.colorbar(image, ax=ax, fraction=0.046, pad=0.05) + colorbar.set_label("Endpoint change in target-answer log odds") + ax.spines[:].set_visible(False) + fig.subplots_adjust(left=0.21, right=0.88, bottom=0.22, top=0.97) + fig.savefig(FIG_DIR / "cross_mechanism_specificity.png", dpi=300) + fig.savefig(FIG_DIR / "cross_mechanism_specificity.pdf") + plt.close(fig) + + # All physical conditions, exposing heterogeneity rather than only averages. + fig, axes = plt.subplots(1, 3, figsize=(14.8, 7.1), sharex=True) + all_values = condition[ + ["own_jacobian", "mean_wrong_mechanisms", "direct_decoder", "random_directions"] + ].to_numpy() + xlimit = max(0.5, float(np.nanmax(np.abs(all_values))) * 1.18) + offsets = {"own": -0.24, "wrong-mechanism": -0.08, "direct": 0.08, "random": 0.24} + columns = { + "own": "own_jacobian", + "wrong-mechanism": "mean_wrong_mechanisms", + "direct": "direct_decoder", + "random": "random_directions", + } + for index, family_id in enumerate(FAMILY_LABELS): + ax = axes[index] + subset = condition[condition["target_family_id"].eq(family_id)].copy() + subset["regime_order"] = subset["regime"].map( + {"positive": 0, "negative": 1, "near-threshold": 2} + ) + subset = subset.sort_values(["regime_order", "condition_id"]) + y = np.arange(len(subset)) + for control_type, column in columns.items(): + ax.scatter( + subset[column], y + offsets[control_type], + marker=MARKERS[control_type], s=34 if control_type == "own" else 25, + color=COLORS[control_type], label=CONTROL_LABELS[control_type], zorder=3, + ) + ax.axvline(0, color="#8E8E8E", linewidth=0.85) + ax.grid(axis="x", color="#E6E6E6", linewidth=0.65) + ax.set_xlim(-xlimit, xlimit) + ax.set_yticks(y, [CONDITION_SHORT[value] for value in subset["condition_id"]], + fontsize=7.7) + ax.invert_yaxis() + ax.set_title(FAMILY_LABELS[family_id], fontsize=10.5, pad=8) + ax.set_xlabel("Endpoint change in positive-answer log odds") + ax.text( + -0.15, 1.035, chr(ord("A") + index), transform=ax.transAxes, + fontweight="bold", va="bottom", + ) + handles, labels = axes[0].get_legend_handles_labels() + fig.legend( + handles, labels, frameon=False, ncol=4, loc="upper center", + bbox_to_anchor=(0.5, 0.995), fontsize=8.2, + ) + fig.subplots_adjust(left=0.125, right=0.985, bottom=0.11, top=0.86, wspace=0.48) + fig.savefig(FIG_DIR / "condition_endpoints.png", dpi=300) + fig.savefig(FIG_DIR / "condition_endpoints.pdf") + plt.close(fig) + + # Three predeclared, physically transparent examples. + fig, axes = plt.subplots(1, 3, figsize=(13.2, 4.35), sharex=True) + for index, (family_id, condition_id) in enumerate(PRESENTATION_EXAMPLES.items()): + ax = axes[index] + subset = curves[ + curves["target_family_id"].eq(family_id) + & curves["condition_id"].eq(condition_id) + ] + for control_type in CONTROL_LABELS: + line = ( + subset[subset["control_type"].eq(control_type)] + .groupby("dose_percent", as_index=False) + .agg(delta_log_odds=("delta_log_odds", "mean")) + .sort_values("dose_percent") + ) + ax.plot( + line["dose_percent"], line["delta_log_odds"], + marker=MARKERS[control_type], markersize=4.5, + linewidth=2.0 if control_type == "own" else 1.45, + color=COLORS[control_type], label=CONTROL_LABELS[control_type], + ) + ax.axhline(0, color="#9A9A9A", linewidth=0.8) + ax.axvline(0, color="#D5D5D5", linewidth=0.8) + ax.grid(axis="y", color="#E6E6E6", linewidth=0.65) + ax.set_title( + f"{FAMILY_LABELS[family_id]}\n{CONDITION_SHORT[condition_id]}", + fontsize=10.2, pad=8, + ) + ax.set_xlabel("Intervention dose (% residual norm)") + if index == 0: + ax.set_ylabel("Change in positive-answer log odds") + ax.text( + -0.13, 1.04, chr(ord("A") + index), transform=ax.transAxes, + fontweight="bold", va="bottom", + ) + handles, labels = axes[0].get_legend_handles_labels() + fig.legend( + handles, labels, frameon=False, ncol=4, loc="upper center", + bbox_to_anchor=(0.5, 0.995), fontsize=8.2, + ) + fig.subplots_adjust(left=0.075, right=0.985, bottom=0.16, top=0.75, wspace=0.27) + fig.savefig(FIG_DIR / "three_predeclared_examples.png", dpi=300) + fig.savefig(FIG_DIR / "three_predeclared_examples.pdf") + plt.close(fig) + + # Explicitly secondary: frozen expected-answer alignment in determinate cases. + aligned_plot_columns = { + "own": "own_expected_aligned", + "wrong-mechanism": "wrong_expected_aligned", + "direct": "direct_expected_aligned", + "random": "random_expected_aligned", + } + fig, axes = plt.subplots(1, 3, figsize=(13.2, 4.6), sharex=True, sharey=True) + plot_rng = np.random.default_rng(20260716) + for index, family_id in enumerate(FAMILY_LABELS): + ax = axes[index] + subset = aligned[aligned["target_family_id"].eq(family_id)] + for y, (control_type, column) in enumerate(aligned_plot_columns.items()): + values = subset[column].to_numpy() + jitter = plot_rng.uniform(-0.09, 0.09, size=len(values)) + ax.scatter( + values, y + jitter, s=20, marker=MARKERS[control_type], + color=COLORS[control_type], alpha=0.48, zorder=2, + ) + estimate = bootstrap_mean(values, plot_rng) + ax.errorbar( + estimate[0], y, xerr=[[estimate[0] - estimate[1]], + [estimate[2] - estimate[0]]], + marker=MARKERS[control_type], markersize=7, + color=COLORS[control_type], linewidth=1.8, capsize=3, + markeredgecolor="white", markeredgewidth=0.7, zorder=4, + ) + ax.axvline(0, color="#888888", linewidth=0.85) + ax.grid(axis="x", color="#E6E6E6", linewidth=0.65) + ax.set_title(FAMILY_LABELS[family_id], fontsize=10.5, pad=8) + ax.set_xlabel("Change toward frozen correct answer") + ax.text( + -0.13, 1.04, chr(ord("A") + index), transform=ax.transAxes, + fontweight="bold", va="bottom", + ) + axes[0].set_yticks( + range(4), [CONTROL_LABELS[value] for value in aligned_plot_columns], fontsize=8.2 + ) + axes[0].invert_yaxis() + fig.subplots_adjust(left=0.14, right=0.985, bottom=0.15, top=0.87, wspace=0.18) + fig.savefig(FIG_DIR / "expected_answer_alignment_secondary.png", dpi=300) + fig.savefig(FIG_DIR / "expected_answer_alignment_secondary.pdf") + plt.close(fig) + + +def write_inventory(preflight: pd.DataFrame, manifest: dict) -> None: + lines = [ + "# Semantic-steering v3 exact prompt inventory", + "", + "This file records every exact model prompt and its clean semantic-token answer. " + "Each physical condition was asked twice; only the order of the two answer words changed.", + "", + ] + for family in manifest["families"]: + family_id = family["family_id"] + lines.extend([ + f"## {FAMILY_LABELS[family_id]}", + "", + f"Fixed layer: {family['fixed_layer']}. Positive answer: " + f"`{family['outcome_positive']}`. Negative answer: " + f"`{family['outcome_negative']}`.", + "", + ]) + subset = preflight[preflight["family_id"].eq(family_id)] + for condition_id, group in subset.groupby("condition_id", sort=False): + lines.extend([ + f"### {condition_id}", + "", + f"Regime: `{group.iloc[0]['regime']}`. Expected outcome: " + f"`{group.iloc[0]['expected_outcome']}`.", + "", + ]) + for row in group.itertuples(): + clean = row.clean + lines.extend([ + f"- `{row.presentation_order}` — clean choice `{clean['choice']}`, " + f"positive log odds {clean['positive_log_odds']:+.3f}, " + f"pair probability {clean['valid_choice_probability']:.3%}.", + f" - {row.user}", + ]) + lines.append("") + OUT_INVENTORY.write_text("\n".join(lines) + "\n") + + +def write_report( + raw: dict, + manifest: dict, + statistics: dict, + condition: pd.DataFrame, + specificity: pd.DataFrame, + prompt_effects: pd.DataFrame, + endpoint_rep: pd.DataFrame, +) -> None: + aggregate = statistics["aggregate"] + integrity = statistics["integrity"] + family_lines = [ + "| Materials mechanism | Matched Jacobian | Matched − random | Matched − other mechanisms | Positive cases | Order agreement | Valid top word | Verdict |", + "|---|---:|---:|---:|---:|---:|---:|---:|", + ] + for summary in statistics["families"]: + family_lines.append( + f"| {FAMILY_LABELS[summary['family_id']]} | " + f"{fmt_ci(summary['own_jacobian'])} | {fmt_ci(summary['own_minus_random'])} | " + f"{fmt_ci(summary['own_minus_mean_wrong'])} | " + f"{summary['positive_conditions']}/{summary['n_conditions']} | " + f"{summary['presentation_order_agreement_count']}/" + f"{summary['presentation_order_agreement_n']} | " + f"{summary['global_top_valid_fraction_own_rows']:.1%} | " + f"{'PASS' if summary['registered_pass'] else 'FAIL'} |" + ) + + secondary = statistics["secondary_expected_aligned"] + aligned_lines = [ + "| Materials mechanism | Matched direction toward correct answer | Matched − random | Matched − other mechanisms | Correct-direction cases | Positive contexts ↑ | Negative contexts ↓ |", + "|---|---:|---:|---:|---:|---:|---:|", + ] + for summary in secondary["families"]: + aligned_lines.append( + f"| {FAMILY_LABELS[summary['family_id']]} | " + f"{fmt_ci(summary['own_expected_aligned'])} | " + f"{fmt_ci(summary['own_minus_random_expected_aligned'])} | " + f"{fmt_ci(summary['own_minus_wrong_expected_aligned'])} | " + f"{summary['aligned_positive_conditions']}/" + f"{summary['n_determinate_conditions']} | " + f"{summary['positive_context_raw_positive']}/" + f"{summary['n_positive_contexts']} | " + f"{summary['negative_context_raw_negative']}/" + f"{summary['n_negative_contexts']} |" + ) + + matrix = specificity.pivot( + index="target_family_id", columns="source_family_id", + values="mean_endpoint_change_log_odds", + ).reindex(index=FAMILY_LABELS, columns=FAMILY_LABELS) + matrix_lines = [ + "| Target answer \\ source direction | Corrosion | Transformation | Grain size |", + "|---|---:|---:|---:|", + ] + for target_id in FAMILY_LABELS: + matrix_lines.append( + f"| {FAMILY_SHORT[target_id]} | " + + " | ".join(f"{matrix.loc[target_id, source_id]:+.3f}" for source_id in FAMILY_LABELS) + + " |" + ) + + condition_lines = [ + "| Family and new physical condition | Regime | Matched J | Other mechanisms | Direct | Random | Odds multiplier |", + "|---|---|---:|---:|---:|---:|---:|", + ] + for row in condition.sort_values(["target_family_id", "regime", "condition_id"]).itertuples(): + condition_lines.append( + f"| {FAMILY_SHORT[row.target_family_id]} — {row.condition_id} | {row.regime} | " + f"{row.own_jacobian:+.3f} | {row.mean_wrong_mechanisms:+.3f} | " + f"{row.direct_decoder:+.3f} | {row.random_directions:+.3f} | " + f"{math.exp(row.own_jacobian):.2f}× |" + ) + + # Post-hoc examples are explicitly labeled and do not affect inference. + strongest_lines = [] + for family_id in FAMILY_LABELS: + subset = condition[ + condition["target_family_id"].eq(family_id) + & ~condition["regime"].eq("near-threshold") + ].copy() + subset["selectivity"] = subset["own_jacobian"] - subset["mean_wrong_mechanisms"] + row = subset.sort_values(["selectivity", "own_jacobian"], ascending=False).iloc[0] + strongest_lines.append( + f"- {FAMILY_LABELS[family_id]}: `{row['condition_id']}` moved by " + f"{row['own_jacobian']:+.3f} log odds ({math.exp(row['own_jacobian']):.2f}× odds); " + f"the mean wrong-mechanism effect was {row['mean_wrong_mechanisms']:+.3f}." + ) + + report = f"""# Semantic-answer steering v3 confirmatory results + +This frozen study is separate from the manuscript and has not yet been added to it. + +## What was tested + +The experiment asked whether a Jacobian direction derived from a materials mechanism can *causally move the model's scientific answer*, and whether it does so more strongly than unrelated mechanism directions. It used the actual answer words—`grooves` versus `clean`, `hard` versus `soft`, and `higher` versus `lower`—instead of hiding those outcomes behind A/B labels. + +- 30 entirely new physical conditions: 10 per family, each with four clear positive, four clear negative, and two near-threshold cases. +- 60 exact prompts because each condition was asked with both answer-word presentation orders. +- Fixed v2 layers only: corrosion layer 16, transformation layer 24, grain size layer 16. No v3 tuning or layer selection. +- At every prompt: three matched Jacobian directions (lens seeds), six wrong-mechanism directions (two mechanisms times three seeds), one matched direct-decoder direction, ten random directions, and five symmetric doses. +- {statistics['design_accounting']['raw_intervention_rows']:,} raw registered rows; the physical condition—not a row, seed, or wording order—is the statistical unit. + +## Preregistered family results + +{chr(10).join(family_lines)} + +The registered family verdict requires all five conditions simultaneously: at least 8/10 positive physical conditions, at least 8/10 same-sign presentation orders, a 95% bootstrap interval above zero for matched minus random, a 95% interval above zero for matched minus wrong mechanisms, and the next-token global top beginning one of the two registered scientific answers in at least 90% of matched-Jacobian rows. + +## Integrated result + +Across all 30 physical conditions, the matched Jacobian endpoint was {fmt_ci(aggregate['own_jacobian'])}. Random directions produced {fmt_ci(aggregate['random_directions'])}; other material mechanisms produced {fmt_ci(aggregate['mean_wrong_mechanisms'])}; and the direct-decoder control produced {fmt_ci(aggregate['direct_decoder'])}. + +The paired matched-minus-random effect was {fmt_ci(aggregate['own_minus_random'])} (Wilcoxon p={aggregate['wilcoxon_own_vs_random_p']:.4g}); matched minus other mechanisms was {fmt_ci(aggregate['own_minus_mean_wrong'])} (p={aggregate['wilcoxon_own_vs_wrong_p']:.4g}); and matched minus direct was {fmt_ci(aggregate['own_minus_direct'])} (p={aggregate['wilcoxon_own_vs_direct_p']:.4g}). The matched direction moved the intended scientific contrast positively in {aggregate['positive_conditions']}/{aggregate['n_conditions']} physical conditions (exact sign-test p={aggregate['sign_test_positive_p']:.4g}). + +## Secondary context-aligned result + +This analysis was **not preregistered** and is therefore hypothesis-generating. The physical answers and positive/negative regimes were frozen before execution, but the decision to orient each endpoint toward the frozen correct answer was made after observing that the grain-size direction changed sign between refinement and coarsening. Positive values below mean that the same positive mechanism intervention moved toward `higher` after refinement and toward `lower` after coarsening (and analogously toward the frozen correct word in the other families). + +{chr(10).join(aligned_lines)} + +Across all 24 determinate conditions, the matched expected-answer-aligned effect was {fmt_ci(secondary['aggregate']['own_expected_aligned'])}. It was positive in {secondary['aggregate']['aligned_positive_conditions']}/{secondary['aggregate']['n_determinate_conditions']} conditions (exact sign-test p={secondary['aggregate']['sign_test_aligned_p']:.4g}). Matched minus random was {fmt_ci(secondary['aggregate']['own_minus_random_expected_aligned'])} (Wilcoxon p={secondary['aggregate']['wilcoxon_own_vs_random_p']:.4g}); matched minus other mechanisms was {fmt_ci(secondary['aggregate']['own_minus_wrong_expected_aligned'])} (p={secondary['aggregate']['wilcoxon_own_vs_wrong_p']:.4g}); and matched minus direct was {fmt_ci(secondary['aggregate']['own_minus_direct_expected_aligned'])} (p={secondary['aggregate']['wilcoxon_own_vs_direct_p']:.4g}). Grain-size strengthening showed the cleanest relational pattern: all four refinement cases moved toward `higher`, and all four coarsening cases moved toward `lower`. A new, disjoint matched-pair experiment is required before treating this as confirmatory evidence. + +## Cross-mechanism specificity + +Each row below is the target scientific answer; each column is the source mechanism used to build the Jacobian direction. The diagonal is the scientifically matched intervention. All directions were reconstructed at the target row's fixed layer, so this comparison is not confounded by layer or dose. + +{chr(10).join(matrix_lines)} + +## Every physical condition + +Endpoint values are changes in positive-answer log odds from −4% to +4% residual-norm dose. `Odds multiplier` is `exp(endpoint)` and expresses how much the positive-versus-negative answer odds changed across that dose range. + +{chr(10).join(condition_lines)} + +## Strong descriptive examples + +These are selected post hoc by matched-minus-wrong-mechanism effect and are for illustration only; they do not enter a separate hypothesis test. + +{chr(10).join(strongest_lines)} + +## Output integrity and reproducibility + +- Clean accuracy on determinate prompt orders: {integrity['clean_expected_accuracy_determinate_prompt_orders']:.1%}. +- Either scientific answer was the clean global top token in {integrity['clean_global_top_valid_fraction_all_prompt_orders']:.1%} of prompt orders. +- Clean probability mass on the two registered answer beginnings: minimum {integrity['clean_pair_probability_minimum']:.3%}, median {integrity['clean_pair_probability_median']:.3%}. +- Matched-Jacobian endpoint choice flips: {integrity['own_jacobian_endpoint_choice_flips']}/{integrity['own_jacobian_endpoint_replicates']} lens-by-prompt replicates. +- Median endpoint correlation among the three independently fitted lens seeds: {integrity['median_lens_seed_endpoint_correlation']:.3f}. +- The frozen protocol, exact prompt text, clean outputs, every dose row, analysis tables, and figures are all retained below. + +## Interpretation + +A selective positive effect means the frozen mechanism direction is not merely changing generic confidence: moving along that internal direction changes the odds of the corresponding scientific answer more than random vectors or unrelated materials mechanisms. This is causal evidence about a localized representation-to-output pathway. It is not evidence that the plotted/read-out words are a literal private chain of thought, nor by itself proof of complete physical understanding. + +## Files + +- Frozen protocol: `experiments/semantic-steering-v3-preregistration.json` +- Exact prompts and clean answers: `experiments/semantic-steering-v3_prompt_inventory.md` +- Raw rows: `experiments/semantic-steering-v3_raw.json` +- Machine-readable statistics: `experiments/semantic-steering-v3_statistics.json` +- Prompt-order effects: `experiments/semantic-steering-v3_prompt_effects.csv` +- Physical-condition effects: `experiments/semantic-steering-v3_condition_effects.csv` +- Cross-mechanism matrix: `experiments/semantic-steering-v3_specificity_matrix.csv` +- Expected-answer-aligned secondary table: `experiments/semantic-steering-v3_expected_aligned_secondary.csv` +- Dose curves: `experiments/semantic-steering-v3_curves.csv` +- Figures: `figures/semantic-steering-v3/` +""" + OUT_MD.write_text(report) + + +if __name__ == "__main__": + analyze() diff --git a/jlens_materials/scripts/audit_graph_topology_rigorous.py b/jlens_materials/scripts/audit_graph_topology_rigorous.py new file mode 100644 index 0000000000000000000000000000000000000000..462d9e1f909a5df9ecc6963b9b5c826e9695a5ae --- /dev/null +++ b/jlens_materials/scripts/audit_graph_topology_rigorous.py @@ -0,0 +1,263 @@ +#!/usr/bin/env python3 +"""Audit invariants and reported values for the rigorous graph analysis.""" + +from __future__ import annotations + +import hashlib +import json +import math +from pathlib import Path +from typing import Any + +import numpy as np +import pandas as pd + + +ROOT = Path(__file__).resolve().parents[1] +OUT = ROOT / "experiments" / "graph-topology-rigorous-2026-07-17" +STATS = OUT / "statistics.json" +EDGES = OUT / "replication_relation_graph_selected_edges.csv" +RANKS = OUT / "replication_relation_candidate_ranks.csv" +MANIFEST = ( + ROOT + / "experiments" + / "late-physics-representation-replication-2026-07-17" + / "prompt_manifest.json" +) +VECTORS = ( + ROOT + / "experiments" + / "late-physics-representation-replication-2026-07-17" + / "representations.npz" +) + + +def sha256(path: Path) -> str: + return hashlib.sha256(path.read_bytes()).hexdigest() + + +def strict_json(path: Path) -> Any: + return json.loads( + path.read_text(encoding="utf-8"), + parse_constant=lambda value: (_ for _ in ()).throw( + ValueError(f"non-standard JSON constant {value} in {path}") + ), + ) + + +def assert_finite(value: Any, path: str = "root") -> None: + if isinstance(value, dict): + for key, item in value.items(): + assert_finite(item, f"{path}.{key}") + elif isinstance(value, list): + for index, item in enumerate(value): + assert_finite(item, f"{path}[{index}]") + elif isinstance(value, float) and not math.isfinite(value): + raise AssertionError(f"non-finite statistic at {path}: {value}") + + +def main() -> None: + checks: list[dict[str, object]] = [] + + def record(name: str, detail: str) -> None: + checks.append({"check": name, "status": "pass", "detail": detail}) + + statistics = strict_json(STATS) + assert_finite(statistics) + record("strict_json_and_finite_values", "statistics.json is strict and finite") + + for name, entry in statistics["input_fingerprints"].items(): + path = ROOT / entry["path"] + assert path.is_file(), path + assert sha256(path) == entry["sha256"], name + record("input_fingerprints", "all six frozen input SHA-256 hashes match") + + heldout = statistics["heldout"] + primary = heldout["primary_cross_phrasing_graph"] + assert all(row["n_directed_edges"] == 200 for row in primary.values()) + assert primary["jacobian"]["null_95"][1] < primary["jacobian"]["directed_precision"] + assert ( + heldout["prompt_only_residualized_graph"]["jacobian"]["directed_precision"] + > 0.10 + ) + record( + "heldout_graph_design", + "all methods have 50 prompts × 4 cross-phrasing edges; Jacobian exceeds its null", + ) + + jaccards = list( + heldout["per_lens_seed_directed_edge_jaccard"].values() + ) + assert min(jaccards) >= 0.95 + assert ( + heldout["undirected_graph_sensitivity"]["jacobian"]["mutual"][ + "homophily" + ] + > heldout["undirected_graph_sensitivity"]["jacobian"]["union"][ + "homophily" + ] + ) + record( + "lens_and_graph_sensitivity", + f"lens edge Jaccard {min(jaccards):.3f}–{max(jaccards):.3f}; mutual edges are more homophilic", + ) + + manifest = strict_json(MANIFEST) + metadata = {str(row["prompt_id"]): row for row in manifest["prompts"]} + with np.load(VECTORS, allow_pickle=False) as vectors: + prompt_ids = vectors["prompt_ids"].astype(str) + rows = [metadata[prompt_id] for prompt_id in prompt_ids] + + edge_frame = pd.read_csv(EDGES) + methods = sorted(edge_frame["method"].unique()) + assert len(methods) == 10 + assert len(edge_frame) == 10 * 72 * 2 + for method, method_rows in edge_frame.groupby("method"): + assert len(method_rows) == 144, method + assert method_rows.groupby("source_index").size().eq(2).all(), method + assert (method_rows["source_index"] != method_rows["target_index"]).all() + for edge in method_rows.itertuples(index=False): + source = rows[int(edge.source_index)] + target = rows[int(edge.target_index)] + assert source["family_id"] == target["family_id"] + assert source["variant"] != target["variant"] + assert source["triplet_id"] != target["triplet_id"] + assert bool(edge.same_outcome) == ( + source["expected_outcome"] == target["expected_outcome"] + ) + record( + "relation_edge_invariants", + "1,440 audited edges: two per source, cross-variant, same-family, different material case", + ) + + fixed = statistics["disjoint_relation_replication"]["fixed_graphs"] + for method, method_rows in edge_frame.groupby("method"): + observed = float(method_rows["same_outcome"].mean()) + expected = float(fixed[method]["directed_same_outcome_precision"]) + assert math.isclose(observed, expected, abs_tol=1e-12), method + record( + "reported_precision_recalculation", + "all ten graph precisions exactly match row-level selected edges", + ) + assert all( + row["n_case_preserving_exact_assignments"] == 46_656 + for row in fixed.values() + ) + assert ( + fixed["jacobian_band"]["case_preserving_exact_p"] < 0.05 + ) + record( + "case_preserving_exact_null", + "all fixed graphs use 46,656 balanced case-level assignments; Jacobian p<0.05", + ) + + rank_frame = pd.read_csv(RANKS) + assert len(rank_frame) == 10 * 72 * 2 + assert rank_frame["first_positive_rank"].between(1, 3).all() + assert rank_frame["n_same_outcome_candidates"].between(1, 2).all() + assert rank_frame["pairwise_auc"].between(0, 1).all() + rankings = statistics["disjoint_relation_replication"][ + "complete_candidate_ranking" + ] + jacobian_ranking = rankings["jacobian_band"] + assert jacobian_ranking["pairwise_auc"] > 0.5 + assert ( + jacobian_ranking["leave_one_family_out_range"]["pairwise_auc"][0] + > 0.5 + ) + record( + "complete_candidate_rankings", + "1,440 three-candidate rankings audited; Jacobian AUC and every leave-one-family-out AUC exceed chance", + ) + + diagnostics = statistics["disjoint_relation_replication"][ + "answer_order_and_variant_falsification" + ]["jacobian_late"] + crossings = [ + row + for row in diagnostics["by_ordered_variant_pair"] + if "lexical_counterfactual" + in (row["source_variant"], row["target_variant"]) + ] + assert len(crossings) == 4 + assert min(row["same_outcome_precision"] for row in crossings) >= 0.75 + assert max(row["bh_q_across_six_pairs"] for row in crossings) < 0.05 + order_groups = { + bool(row["same_presentation_order"]): row + for row in diagnostics["by_presentation_order_match"] + } + assert ( + order_groups[False]["same_outcome_precision"] + > order_groups[True]["same_outcome_precision"] + ) + record( + "surface_form_falsification", + "all four counterfactual crossings are ≥75% and BH q<0.05; opposite-order edges are more accurate", + ) + + assert fixed["answer_order_only"]["directed_same_outcome_precision"] < 0.5 + assert math.isclose( + fixed["numeric_direction_oracle"]["directed_same_outcome_precision"], + 1.0, + ) + record( + "artifact_baselines", + "answer-order-only is below chance; numeric-direction oracle is the 100% ceiling", + ) + + figures = [ + OUT / "figures" / "mechanism-graph-evidence.png", + OUT / "figures" / "mechanism-graph-evidence.pdf", + OUT / "figures" / "mechanism-graph-evidence.svg", + OUT / "figures" / "relation-graph-falsification.png", + OUT / "figures" / "relation-graph-falsification.pdf", + OUT / "figures" / "relation-graph-falsification.svg", + OUT / "figures" / "relation-ranking-robustness.png", + OUT / "figures" / "relation-ranking-robustness.pdf", + OUT / "figures" / "relation-ranking-robustness.svg", + ] + assert all(path.stat().st_size > 10_000 for path in figures) + record("figure_artifacts", "all three figures exist as non-empty PNG, PDF, and SVG") + + validation = { + "status": "pass", + "n_checks": len(checks), + "checks": checks, + "audited_artifacts": { + str(path.relative_to(ROOT)): sha256(path) + for path in [STATS, EDGES, RANKS, *figures] + }, + } + (OUT / "validation.json").write_text( + json.dumps(validation, indent=2) + "\n", + encoding="utf-8", + ) + lines = [ + "# Graph-analysis validation", + "", + f"**Status: PASS ({len(checks)} checks).**", + "", + ] + lines.extend( + f"- **{row['check']}** — {row['detail']}" for row in checks + ) + lines.extend( + [ + "", + "Reproduce:", + "", + "```bash", + "python scripts/audit_graph_topology_rigorous.py", + "```", + "", + ] + ) + (OUT / "VALIDATION.md").write_text( + "\n".join(lines), + encoding="utf-8", + ) + print(json.dumps(validation, indent=2)) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/build_abstract_physics_composition.py b/jlens_materials/scripts/build_abstract_physics_composition.py new file mode 100644 index 0000000000000000000000000000000000000000..b58cc6798da6c9c346580d11a52656350760e361 --- /dev/null +++ b/jlens_materials/scripts/build_abstract_physics_composition.py @@ -0,0 +1,457 @@ +#!/usr/bin/env python3 +"""Freeze a factorial benchmark for abstract constitutive-law composition. + +The benchmark crosses three binary variables: + + law sign direct (+1) versus inverse (-1) + numerical sign increase (+1) versus decrease (-1) + physical sign product of law sign and numerical sign + +Every law also crosses two algebraically equivalent formula forms, two +material cases, and two answer-code orders. The physical decision checkpoint +precedes the answer key, so its causal-mask state cannot contain the later +``A``/``B`` mapping. +""" + +from __future__ import annotations + +import argparse +import hashlib +import json +from datetime import datetime, timezone +from pathlib import Path + + +ROOT = Path(__file__).resolve().parents[1] +OUT = ROOT / "experiments" / "abstract-physics-composition-2026-07-18" +MANIFEST = OUT / "prompt_manifest.json" +PROTOCOL = OUT / "protocol.json" +RUNNER = ROOT / "scripts" / "run_abstract_physics_composition.py" +ANALYZER = ROOT / "scripts" / "analyze_abstract_physics_composition.py" + + +def sha256(path: Path) -> str: + return hashlib.sha256(path.read_bytes()).hexdigest() + + +def atomic_json(path: Path, payload: object) -> None: + path.parent.mkdir(parents=True, exist_ok=True) + temporary = path.with_suffix(path.suffix + ".tmp") + temporary.write_text(json.dumps(payload, indent=2, sort_keys=True) + "\n") + temporary.replace(path) + + +LAWS = [ + { + "law_id": "taylor-strengthening", + "split": "discovery", + "law_sign": 1, + "law_name": "Taylor dislocation strengthening", + "response": "flow stress sigma_y", + "control": "dislocation density rho", + "formula_a": "sigma_y = sigma_0 + C sqrt(rho)", + "formula_b": "(sigma_y - sigma_0)^2 = C^2 rho", + "cases": [ + ("aluminum alloy", "1e12 m^-2", "1e14 m^-2"), + ("copper alloy", "4e12 m^-2", "4e14 m^-2"), + ], + }, + { + "law_id": "voigt-reinforcement", + "split": "discovery", + "law_sign": 1, + "law_name": "longitudinal Voigt stiffness", + "response": "longitudinal modulus E_L", + "control": "stiff reinforcement fraction f", + "formula_a": "E_L = E_m + (E_r - E_m) f, with E_r > E_m", + "formula_b": "(E_L - E_m)/f = E_r - E_m, with E_r > E_m", + "cases": [ + ("unidirectional carbon-epoxy composite", "0.20", "0.60"), + ("aligned silicon-carbide aluminum composite", "0.15", "0.45"), + ], + }, + { + "law_id": "rubber-network", + "split": "discovery", + "law_sign": 1, + "law_name": "rubber-elastic network stiffness", + "response": "shear modulus G", + "control": "network-strand density nu", + "formula_a": "G = nu k_B T", + "formula_b": "G/nu = k_B T", + "cases": [ + ("crosslinked natural rubber at fixed temperature", "2e25 m^-3", "8e25 m^-3"), + ("crosslinked silicone elastomer at fixed temperature", "1e25 m^-3", "5e25 m^-3"), + ], + }, + { + "law_id": "norton-creep", + "split": "discovery", + "law_sign": 1, + "law_name": "Norton power-law creep", + "response": "steady creep rate eps_dot", + "control": "applied stress sigma", + "formula_a": "eps_dot = A sigma^n, with n > 0", + "formula_b": "eps_dot/sigma^n = A, with n > 0", + "cases": [ + ("nickel superalloy at fixed temperature", "120 MPa", "240 MPa"), + ("ferritic steel at fixed temperature", "80 MPa", "200 MPa"), + ], + }, + { + "law_id": "orowan-spacing", + "split": "discovery", + "law_sign": -1, + "law_name": "Orowan obstacle bypass", + "response": "bypass stress tau", + "control": "obstacle spacing lambda", + "formula_a": "tau = C/lambda", + "formula_b": "tau lambda = C", + "cases": [ + ("precipitation-strengthened nickel alloy", "40 nm", "160 nm"), + ("dispersion-strengthened aluminum alloy", "30 nm", "120 nm"), + ], + }, + { + "law_id": "hall-petch", + "split": "discovery", + "law_sign": -1, + "law_name": "Hall-Petch grain-size strengthening", + "response": "yield stress sigma_y", + "control": "grain size d", + "formula_a": "sigma_y = sigma_0 + k/sqrt(d)", + "formula_b": "(sigma_y - sigma_0) sqrt(d) = k", + "cases": [ + ("polycrystalline steel", "5 micrometers", "45 micrometers"), + ("polycrystalline magnesium alloy", "3 micrometers", "27 micrometers"), + ], + }, + { + "law_id": "griffith-strength", + "split": "discovery", + "law_sign": -1, + "law_name": "Griffith fracture strength", + "response": "critical fracture stress sigma_c", + "control": "crack half-length a", + "formula_a": "sigma_c = C/sqrt(a)", + "formula_b": "sigma_c^2 a = C^2", + "cases": [ + ("brittle glass plate", "20 micrometers", "180 micrometers"), + ("silicon-carbide ceramic", "10 micrometers", "90 micrometers"), + ], + }, + { + "law_id": "porosity-modulus", + "split": "discovery", + "law_sign": -1, + "law_name": "porosity-dependent elastic modulus", + "response": "effective elastic modulus E", + "control": "porosity P", + "formula_a": "E/E_0 = (1 - P)^n, with n > 0 and 0 < P < 1", + "formula_b": "(E/E_0)^(1/n) + P = 1, with n > 0", + "cases": [ + ("sintered alumina", "0.03", "0.18"), + ("porous titanium", "0.05", "0.25"), + ], + }, + { + "law_id": "griffith-energy-release", + "split": "replication", + "law_sign": 1, + "law_name": "Griffith energy-release rate at fixed stress", + "response": "energy-release rate G", + "control": "crack half-length a", + "formula_a": "G = C a", + "formula_b": "G/a = C", + "cases": [ + ("brittle polymer sheet at fixed remote stress", "0.2 mm", "1.8 mm"), + ("glass plate at fixed remote stress", "0.1 mm", "0.9 mm"), + ], + }, + { + "law_id": "fick-flux", + "split": "replication", + "law_sign": 1, + "law_name": "Fickian diffusion-flux magnitude", + "response": "diffusive flux magnitude J_mag", + "control": "concentration-gradient magnitude g", + "formula_a": "J_mag = D g", + "formula_b": "J_mag/g = D", + "cases": [ + ("carbon diffusion in austenite at fixed temperature", "2 mol m^-4", "10 mol m^-4"), + ("hydrogen diffusion in nickel at fixed temperature", "3 mol m^-4", "15 mol m^-4"), + ], + }, + { + "law_id": "stress-intensity", + "split": "replication", + "law_sign": 1, + "law_name": "mode-I stress intensity at fixed stress", + "response": "stress-intensity factor K_I", + "control": "crack length a", + "formula_a": "K_I = C sqrt(a)", + "formula_b": "K_I^2/a = C^2", + "cases": [ + ("aluminum panel at fixed geometry factor and stress", "1 mm", "9 mm"), + ("steel plate at fixed geometry factor and stress", "2 mm", "18 mm"), + ], + }, + { + "law_id": "diffusion-distance", + "split": "replication", + "law_sign": 1, + "law_name": "diffusion distance at fixed diffusivity", + "response": "characteristic diffusion distance ell", + "control": "annealing time t", + "formula_a": "ell = sqrt(D t)", + "formula_b": "ell^2/t = D", + "cases": [ + ("carbon in iron at fixed temperature", "1 hour", "9 hours"), + ("boron in silicon at fixed temperature", "2 hours", "18 hours"), + ], + }, + { + "law_id": "coble-grain-size", + "split": "replication", + "law_sign": -1, + "law_name": "Coble grain-boundary-diffusion creep", + "response": "creep rate eps_dot", + "control": "grain size d", + "formula_a": "eps_dot = C/d^3", + "formula_b": "eps_dot d^3 = C", + "cases": [ + ("fine-grained ceramic at fixed stress and temperature", "0.5 micrometers", "4 micrometers"), + ("nanocrystalline metal at fixed stress and temperature", "0.2 micrometers", "1.6 micrometers"), + ], + }, + { + "law_id": "diffusion-time", + "split": "replication", + "law_sign": -1, + "law_name": "diffusive homogenization time at fixed length", + "response": "homogenization time t", + "control": "diffusivity D", + "formula_a": "t = L^2/D", + "formula_b": "t D = L^2", + "cases": [ + ("solute homogenization across a fixed slab", "1e-15 m^2 s^-1", "1e-13 m^2 s^-1"), + ("hydrogen transport across a fixed membrane", "2e-14 m^2 s^-1", "2e-12 m^2 s^-1"), + ], + }, + { + "law_id": "beam-deflection", + "split": "replication", + "law_sign": -1, + "law_name": "elastic beam deflection at fixed load and geometry", + "response": "midspan deflection delta", + "control": "Young modulus E", + "formula_a": "delta = C/E", + "formula_b": "delta E = C", + "cases": [ + ("simply supported composite beam", "20 GPa", "180 GPa"), + ("cantilever alloy beam", "40 GPa", "200 GPa"), + ], + }, + { + "law_id": "capillary-pressure", + "split": "replication", + "law_sign": -1, + "law_name": "Young-Laplace capillary pressure", + "response": "capillary pressure magnitude p_c", + "control": "pore radius r", + "formula_a": "p_c = C/r", + "formula_b": "p_c r = C", + "cases": [ + ("wetting liquid in a ceramic pore at fixed surface tension", "0.2 micrometers", "2 micrometers"), + ("molten metal in a capillary at fixed contact angle", "0.5 micrometers", "5 micrometers"), + ], + }, +] + + +def make_prompt( + law: dict, + surface: str, + case_index: int, + numerical_sign: int, + answer_order: str, +) -> dict: + system, low, high = law["cases"][case_index] + start, end = (low, high) if numerical_sign == 1 else (high, low) + physical_sign = int(law["law_sign"]) * numerical_sign + formula = law[f"formula_{surface}"] + if answer_order == "a-larger": + key = "A means larger and B means smaller" + expected_code = "A" if physical_sign == 1 else "B" + else: + key = "A means smaller and B means larger" + expected_code = "B" if physical_sign == 1 else "A" + prompt_id = ( + f"{law['law_id']}--{surface}--case{case_index + 1}--" + f"{'up' if numerical_sign == 1 else 'down'}--{answer_order}" + ) + user = ( + f"Constitutive relation for {law['law_name']}: {formula}. " + "All stated coefficients are positive, and quantities not varied below " + f"remain fixed. § In {system}, {law['control']} changes from {start} " + f"to {end}. ¶ What is the resulting direction of change in " + f"{law['response']}? † Choice key: {key}. Respond with A or B only." + ) + return { + "prompt_id": prompt_id, + "law_id": law["law_id"], + "law_name": law["law_name"], + "split": law["split"], + "law_sign": int(law["law_sign"]), + "surface": surface, + "case_index": case_index, + "system": system, + "control": law["control"], + "response": law["response"], + "numeric_start": start, + "numeric_end": end, + "numerical_sign": numerical_sign, + "physical_sign": physical_sign, + "answer_order": answer_order, + "expected_code": expected_code, + "user": user, + } + + +def build_manifest() -> dict: + prompts = [] + for law in LAWS: + for surface in ("a", "b"): + for case_index in range(2): + for numerical_sign in (-1, 1): + for answer_order in ("a-larger", "a-smaller"): + prompts.append( + make_prompt( + law, + surface, + case_index, + numerical_sign, + answer_order, + ) + ) + by_id = {row["prompt_id"]: row for row in prompts} + for row in prompts: + opposite = row["prompt_id"].replace( + "--up--" if row["numerical_sign"] == 1 else "--down--", + "--down--" if row["numerical_sign"] == 1 else "--up--", + ) + if opposite not in by_id: + raise RuntimeError(f"missing paired prompt for {row['prompt_id']}") + row["opposite_numerical_prompt_id"] = opposite + return { + "study_id": "abstract-physics-composition-2026-07-18", + "markers": { + "law": "§", + "comparison": "¶", + "decision": "†", + }, + "laws": LAWS, + "prompts": prompts, + "dimensions": { + "n_laws": len(LAWS), + "n_discovery_laws": sum(row["split"] == "discovery" for row in LAWS), + "n_replication_laws": sum(row["split"] == "replication" for row in LAWS), + "n_prompts": len(prompts), + }, + } + + +def main() -> None: + parser = argparse.ArgumentParser() + parser.add_argument("--force", action="store_true") + args = parser.parse_args() + if not RUNNER.exists() or not ANALYZER.exists(): + raise RuntimeError("create the runner and analyzer before freezing") + if (OUT / "raw.json").exists() and args.force: + raise RuntimeError("refusing to overwrite a protocol after raw output exists") + + manifest = build_manifest() + atomic_json(MANIFEST, manifest) + previous = json.loads(PROTOCOL.read_text()) if PROTOCOL.exists() else {} + frozen_at = previous.get("frozen_at", datetime.now(timezone.utc).isoformat()) + protocol = { + "study_id": manifest["study_id"], + "status": "frozen-before-output", + "frozen_at": frozen_at, + "scientific_question": ( + "Does Gemma form a reusable physical-outcome representation that " + "cross-generalizes between direct and inverse constitutive laws, " + "rather than only encoding numerical direction or answer code?" + ), + "model": "google/gemma-4-E4B-it", + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "inputs": { + "prompt_manifest": { + "path": str(MANIFEST.relative_to(ROOT)), + "sha256": sha256(MANIFEST), + }, + "runner": { + "path": str(RUNNER.relative_to(ROOT)), + "sha256": sha256(RUNNER), + }, + "analyzer": { + "path": str(ANALYZER.relative_to(ROOT)), + "sha256": sha256(ANALYZER), + }, + }, + "positions": ["law", "comparison", "decision", "final_prompt"], + "layer_selection": { + "data": "discovery laws only", + "criterion": ( + "mean physical-outcome AUC for direct-to-inverse and " + "inverse-to-direct centroid cross-decoding at the decision marker" + ), + "tie_break": "earliest layer", + }, + "primary_endpoint": { + "data": "replication laws only", + "representation": "raw residual stream at discovery-selected layer and decision marker", + "metric": ( + "mean of law-level physical-outcome AUCs: a direction trained " + "on discovery direct laws is tested on replication inverse laws, " + "and a direction trained on discovery inverse laws is tested on " + "replication direct laws" + ), + "independent_unit": "held-out constitutive law", + "inference": "30000 law bootstrap resamples and exact sign flip of AUC minus 0.5", + }, + "success_rule": { + "mean_replication_auc_minimum": 0.70, + "bootstrap_95_lower_above": 0.50, + "positive_replication_laws_minimum": 6, + "replication_laws_total": 8, + }, + "secondary_endpoints": [ + "parallelism of physical-outcome contrast vectors across direct and inverse laws", + "formula-form cross-generalization", + "answer-code-order cross-generalization at the final prompt state", + "numerical-direction decoding", + "word and character TF-IDF controls", + "layer-resolved emergence", + ], + "guardrails": [ + "The decision marker occurs before the answer key, so causal masking prevents answer-code leakage.", + "Layer selection uses discovery laws only.", + "Replication laws are never used to choose a layer or classifier hyperparameter.", + "The primary decoder is a parameter-free centroid direction.", + "All prompts and all model outputs are retained.", + "Passing representation tests alone does not establish causal use; interchange intervention is a separate stage.", + ], + "bootstrap": {"seed": 20260718, "resamples": 30000}, + } + atomic_json(PROTOCOL, protocol) + print( + f"frozen {manifest['dimensions']['n_prompts']} prompts across " + f"{manifest['dimensions']['n_laws']} laws" + ) + print(f"manifest sha256: {sha256(MANIFEST)}") + print(f"protocol sha256: {sha256(PROTOCOL)}") + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/build_causal_relational_knockout.py b/jlens_materials/scripts/build_causal_relational_knockout.py new file mode 100644 index 0000000000000000000000000000000000000000..3ce71a33cdd45478142a5564b985944753d73f4a --- /dev/null +++ b/jlens_materials/scripts/build_causal_relational_knockout.py @@ -0,0 +1,518 @@ +#!/usr/bin/env python3 +"""Freeze a disjoint equation-free cohort for causal knockout and repair.""" + +from __future__ import annotations + +import json +from datetime import datetime, timezone +from pathlib import Path + + +ROOT = Path(__file__).resolve().parents[1] +OUT = ROOT / "experiments" / "causal-relational-knockout-2026-09-02" + + +LAWS = [ + { + "law_id": "elastic-strain-tensile-stress", + "domain": "mechanics", + "law_sign": 1, + "system": "a uniaxially loaded titanium coupon in its linear-elastic regime", + "control": "tensile stress", + "response": "elastic axial strain", + "low": "40 MPa", + "high": "240 MPa", + }, + { + "law_id": "thermal-strain-temperature-rise", + "domain": "thermal mechanics", + "law_sign": 1, + "system": "a freely expanding nickel strip with fixed thermal-expansion coefficient", + "control": "temperature rise above its reference state", + "response": "thermal strain", + "low": "20 kelvin", + "high": "180 kelvin", + }, + { + "law_id": "heat-flux-temperature-gradient", + "domain": "thermal transport", + "law_sign": 1, + "system": "a homogeneous ceramic slab with constant thermal conductivity", + "control": "temperature-gradient magnitude", + "response": "conductive heat-flux magnitude", + "low": "5 kelvin per meter", + "high": "45 kelvin per meter", + }, + { + "law_id": "diffusion-flux-concentration-gradient", + "domain": "mass transport", + "law_sign": 1, + "system": "a single-phase alloy at fixed temperature with constant diffusivity", + "control": "concentration-gradient magnitude", + "response": "diffusive solute-flux magnitude", + "low": "0.2 mole fraction per meter", + "high": "1.8 mole fraction per meter", + }, + { + "law_id": "resistance-conductor-length", + "domain": "electrical materials", + "law_sign": 1, + "system": "a uniform copper trace with fixed cross-section and resistivity", + "control": "conductor length", + "response": "electrical resistance", + "low": "2 centimeters", + "high": "18 centimeters", + }, + { + "law_id": "capacitance-permittivity", + "domain": "dielectrics", + "law_sign": 1, + "system": "a parallel-plate capacitor with fixed area and plate spacing", + "control": "dielectric relative permittivity", + "response": "capacitance", + "low": "2", + "high": "12", + }, + { + "law_id": "oxide-thickness-exposure-time", + "domain": "oxidation", + "law_sign": 1, + "system": "an alloy oxidizing isothermally within one parabolic-growth regime", + "control": "oxidation exposure time", + "response": "oxide-scale thickness", + "low": "1 hour", + "high": "25 hours", + }, + { + "law_id": "creep-rate-applied-stress", + "domain": "high-temperature deformation", + "law_sign": 1, + "system": "a superalloy deforming in one steady-state creep regime at fixed temperature", + "control": "applied uniaxial stress", + "response": "steady creep rate", + "low": "60 MPa", + "high": "180 MPa", + }, + { + "law_id": "dislocation-speed-shear-stress", + "domain": "crystal plasticity", + "law_sign": 1, + "system": "a crystal in a drag-controlled glide regime at fixed temperature", + "control": "resolved shear stress", + "response": "mean dislocation glide speed", + "low": "8 MPa", + "high": "48 MPa", + }, + { + "law_id": "vacancy-concentration-temperature", + "domain": "point defects", + "law_sign": 1, + "system": "a pure crystal below melting with fixed vacancy-formation energy", + "control": "absolute temperature", + "response": "equilibrium vacancy concentration", + "low": "500 kelvin", + "high": "1000 kelvin", + }, + { + "law_id": "sintering-neck-hold-time", + "domain": "powder processing", + "law_sign": 1, + "system": "two identical powder particles in one early-stage isothermal sintering regime", + "control": "sintering hold time", + "response": "interparticle neck radius", + "low": "2 minutes", + "high": "50 minutes", + }, + { + "law_id": "crack-opening-tensile-load", + "domain": "fracture mechanics", + "law_sign": 1, + "system": "a cracked plate under small-scale yielding with fixed crack geometry", + "control": "remote tensile load", + "response": "crack-opening displacement", + "low": "4 kilonewtons", + "high": "28 kilonewtons", + }, + { + "law_id": "fatigue-life-stress-amplitude", + "domain": "fatigue", + "law_sign": -1, + "system": "a polished steel specimen in one high-cycle fatigue regime", + "control": "cyclic stress amplitude", + "response": "fatigue life", + "low": "120 MPa", + "high": "300 MPa", + }, + { + "law_id": "temperature-gradient-conductivity", + "domain": "thermal transport", + "law_sign": -1, + "system": "a homogeneous slab carrying a fixed steady heat flux", + "control": "thermal conductivity", + "response": "required temperature-gradient magnitude", + "low": "2 watts per meter-kelvin", + "high": "20 watts per meter-kelvin", + }, + { + "law_id": "homogenization-time-diffusivity", + "domain": "mass transport", + "law_sign": -1, + "system": "an alloy diffusion couple with fixed homogenization distance", + "control": "solute diffusivity", + "response": "characteristic homogenization time", + "low": "1e-15 square meters per second", + "high": "1e-13 square meters per second", + }, + { + "law_id": "resistivity-carrier-mobility", + "domain": "electronic materials", + "law_sign": -1, + "system": "a semiconductor with fixed carrier concentration and charge", + "control": "carrier mobility", + "response": "electrical resistivity", + "low": "100 square centimeters per volt-second", + "high": "900 square centimeters per volt-second", + }, + { + "law_id": "cantilever-frequency-length", + "domain": "structural dynamics", + "law_sign": -1, + "system": "a uniform cantilever with fixed material, cross-section, and end condition", + "control": "cantilever length", + "response": "fundamental resonance frequency", + "low": "20 millimeters", + "high": "80 millimeters", + }, + { + "law_id": "strength-porosity", + "domain": "porous materials", + "law_sign": -1, + "system": "a brittle ceramic with fixed composition and pore morphology", + "control": "porosity", + "response": "tensile strength", + "low": "2 percent", + "high": "18 percent", + }, + { + "law_id": "corrosion-current-polarization-resistance", + "domain": "corrosion", + "law_sign": -1, + "system": "a metal-electrolyte interface within the linear-polarization regime", + "control": "polarization resistance", + "response": "corrosion-current density", + "low": "2 kilohm square-centimeters", + "high": "20 kilohm square-centimeters", + }, + { + "law_id": "cooling-rate-section-thickness", + "domain": "heat treatment", + "law_sign": -1, + "system": "a metal plate quenched with fixed alloy chemistry and surface conditions", + "control": "section thickness", + "response": "cooling-rate magnitude at the center", + "low": "2 millimeters", + "high": "20 millimeters", + }, + { + "law_id": "rupture-life-temperature", + "domain": "high-temperature deformation", + "law_sign": -1, + "system": "a superalloy held at fixed tensile stress in one creep-rupture regime", + "control": "absolute temperature", + "response": "creep-rupture life", + "low": "850 kelvin", + "high": "1150 kelvin", + }, + { + "law_id": "nucleation-rate-interfacial-energy", + "domain": "phase transformation", + "law_sign": -1, + "system": "a homogeneous nucleation process at fixed undercooling and temperature", + "control": "nucleus-matrix interfacial energy", + "response": "nucleation rate", + "low": "0.05 joules per square meter", + "high": "0.25 joules per square meter", + }, + { + "law_id": "surface-volume-ratio-particle-diameter", + "domain": "nanomaterials", + "law_sign": -1, + "system": "a population of geometrically similar spherical particles", + "control": "particle diameter", + "response": "surface-area-to-volume ratio", + "low": "10 nanometers", + "high": "100 nanometers", + }, + { + "law_id": "buckling-load-column-length", + "domain": "structural mechanics", + "law_sign": -1, + "system": "a slender elastic column with fixed flexural rigidity and end conditions", + "control": "column length", + "response": "critical buckling load", + "low": "0.5 meters", + "high": "2 meters", + }, +] + +VOCABULARIES = { + "higher-lower": ("higher", "lower"), + "greater-smaller": ("greater", "smaller"), +} + +MODEL_SPECS = { + "4b": { + "model": "google/gemma-4-E4B-it", + "revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "probe_layer": 34, + "development_manifest": "experiments/elicited-physics-abstraction-2026-07-18/prompt_manifest.json", + "development_states": "experiments/elicited-physics-abstraction-2026-07-18/representations.npz", + }, + "12b": { + "model": "google/gemma-4-12B-it", + "revision": "707f0a3b8a3c7ad586ed01e27eafbad8a27dd0f7", + "probe_layer": 39, + "development_manifest": "experiments/gemma4-12b-equation-free-relational-v1/development_prompt_manifest.json", + "development_states": "experiments/gemma4-12b-equation-free-relational-v1/development_states.npy", + }, + "31b": { + "model": "google/gemma-4-31B-it", + "revision": "842da3794eaa0b77d5f08bae87a17459d91ff475", + "probe_layer": 49, + "development_manifest": "experiments/gemma4-31b-equation-free-relational-v1/development_prompt_manifest.json", + "development_states": "experiments/gemma4-31b-equation-free-relational-v1/development_states.npy", + }, +} + + +def prompt_text(law: dict, start: str, end: str, words: tuple[str, str]) -> str: + return ( + f"For {law['system']}, all other relevant physical conditions are unchanged. " + f"The {law['control']} changes from {start} to {end}. What happens to " + f"{law['response']}? Reply with exactly one lowercase word from this ordered " + f"set: {words[0]}, {words[1]}." + ) + + +def build_prompts() -> list[dict]: + prompts = [] + for law in LAWS: + category = "direct" if law["law_sign"] == 1 else "inverse" + for numerical_sign, start, end in [ + (-1, law["high"], law["low"]), + (1, law["low"], law["high"]), + ]: + physical_sign = int(law["law_sign"] * numerical_sign) + for vocab_id, base_words in VOCABULARIES.items(): + correct = base_words[0] if physical_sign > 0 else base_words[1] + incorrect = base_words[1] if physical_sign > 0 else base_words[0] + for order_id, words in [ + ("standard", base_words), + ("reversed", tuple(reversed(base_words))), + ]: + prompt_id = ( + f"crk24--{law['law_id']}--n{numerical_sign:+d}--" + f"{vocab_id}--{order_id}" + ) + counterpart_id = ( + f"crk24--{law['law_id']}--n{-numerical_sign:+d}--" + f"{vocab_id}--{order_id}" + ) + prompts.append( + { + "prompt_id": prompt_id, + "counterpart_prompt_id": counterpart_id, + "law_id": law["law_id"], + "domain": law["domain"], + "category": category, + "law_sign": law["law_sign"], + "numerical_sign": numerical_sign, + "physical_sign": physical_sign, + "answer_vocabulary": vocab_id, + "answer_order": order_id, + "answer_words": list(base_words), + "presented_words": list(words), + "expected_answer": correct, + "incorrect_answer": incorrect, + "user": prompt_text(law, start, end, words), + } + ) + return prompts + + +def write_inventory(prompts: list[dict]) -> None: + lines = [ + "# Exact prompts for the causal relational knockout study", + "", + "All prompts below were written before any intervention output was examined.", + "No equation, law name, direct/inverse label, or sign-composition instruction is shown to the model.", + "", + ] + for row in prompts: + lines.extend( + [ + f"## `{row['prompt_id']}`", + "", + f"- Law identity: `{row['law_id']}`", + f"- Registered category: `{row['category']}`", + f"- Expected answer: `{row['expected_answer']}`", + f"- Matched counterfactual: `{row['counterpart_prompt_id']}`", + f"- Prompt: {row['user']}", + "", + ] + ) + (OUT / "PROMPTS.md").write_text("\n".join(lines), encoding="utf-8") + + +def main() -> None: + OUT.mkdir(parents=True, exist_ok=True) + protocol_path = OUT / "protocol.json" + if protocol_path.exists(): + raise SystemExit(f"Refusing to overwrite frozen protocol: {protocol_path}") + prompts = build_prompts() + assert len(LAWS) == 24 + assert len(prompts) == 192 + assert len({row["prompt_id"] for row in prompts}) == len(prompts) + ids = {row["prompt_id"] for row in prompts} + assert all(row["counterpart_prompt_id"] in ids for row in prompts) + assert not ({row["law_id"] for row in prompts} & { + "taylor-strengthening", "voigt-reinforcement", "rubber-network", + "norton-creep", "orowan-spacing", "hall-petch", "griffith-strength", + "porosity-modulus", "griffith-energy-release", "fick-flux", + "stress-intensity", "diffusion-distance", "coble-grain-size", + "diffusion-time", "beam-deflection", "capillary-pressure", + }) + + manifest = { + "study_id": "causal-relational-knockout-24law-v1", + "created_at": datetime.now(timezone.utc).isoformat(), + "laws": LAWS, + "prompts": prompts, + } + (OUT / "prompt_manifest.json").write_text( + json.dumps(manifest, indent=2) + "\n", encoding="utf-8" + ) + write_inventory(prompts) + + protocol = { + "study_id": manifest["study_id"], + "status": "frozen-before-any-study-model-output", + "frozen_at": datetime.now(timezone.utc).isoformat(), + "scientific_question": ( + "Does a development-fitted relational coordinate make a selective causal " + "contribution to ordinary correct decisions, mediate counterfactual answer " + "changes, and repair initially incorrect answer margins?" + ), + "cohort": { + "law_identities": 24, + "direct": 12, + "inverse": 12, + "prompts": 192, + "factors": [ + "two numerical directions", + "higher/lower and greater/smaller answer vocabularies", + "both presentation orders", + ], + "independent_unit": "law identity", + "equation_free": True, + "disjoint_from_direction_fit_laws": True, + }, + "models": MODEL_SPECS, + "direction": ( + "One unit physical-outcome centroid direction per model, fitted only on " + "the pre-existing 16-law development cohort at the prespecified layer." + ), + "position": "final prompt token after the registered transformer block", + "interventions": { + "clean": "Unmodified forward pass.", + "neutralize": ( + "Set only the normalized-state coordinate along the frozen direction " + "to the development midpoint, retaining the orthogonal residual." + ), + "counterfactual_coordinate": ( + "Set only that coordinate to the value in the exact matched prompt " + "with reversed numerical change." + ), + "correct_centroid": ( + "Set only that coordinate to the development centroid for the prompt's " + "registered physical outcome; evaluated as error repair only on all " + "initially wrong answer-margin cases." + ), + "wrong_centroid": ( + "Set the coordinate to the opposite development centroid as a signed " + "falsification." + ), + "full_counterfactual": ( + "Replace the complete state with its exact matched counterfactual state." + ), + "full_counterfactual_direction_restored": ( + "Apply the full counterfactual state but restore its frozen-direction " + "coordinate to the clean receiver value." + ), + "random_controls": ( + "Three deterministic unit directions orthogonal to the frozen direction; " + "each receives exactly the same receiver-specific L2 perturbation as " + "neutralization or counterfactual-coordinate replacement." + ), + }, + "primary_endpoints": { + "necessity": ( + "Law-level clean correct-answer margin minus neutralized margin; the " + "95% law bootstrap interval must exceed zero and the effect must exceed " + "the mean matched random-control effect." + ), + "counterfactual_sufficiency": ( + "Law-level movement toward the matched counterfactual answer under the " + "one-coordinate swap; interval above zero and larger than random control." + ), + "causal_mediation": ( + "Ratio of one-coordinate counterfactual shift to full-state " + "counterfactual shift, reported with an untruncated law bootstrap interval." + ), + "direction_restoration": ( + "Reduction of the full-state counterfactual effect when the frozen " + "coordinate is restored to its clean value." + ), + "error_repair": ( + "On every clean case whose registered answer margin is below zero, change " + "in correct-answer margin and fraction crossing above zero after the " + "correct-centroid intervention. No minimum error count is guaranteed." + ), + }, + "secondary_endpoints": [ + "answer-margin accuracy before and after each intervention", + "higher/lower versus greater/smaller strata", + "direct versus inverse laws", + "answer-order agreement", + "next-token KL divergence and registered-answer probability mass", + "4B, 12B, and 31B replication without assuming monotonic scaling", + ], + "inference": { + "law_bootstrap_resamples": 30000, + "bootstrap_seed": 20260902, + "law_sign_permutations": 100000, + "permutation_seed": 20260903, + "random_direction_seeds": [1701, 1702, 1703], + }, + "guardrails": [ + "Every frozen prompt and intervention row is retained.", + "No layer, direction, prompt, answer vocabulary, or control is selected from study output.", + "Necessity is claimed only for a selective contribution of the tested linear coordinate, never unique or global necessity.", + "A negative neutralization result leaves the prior sufficiency claim unchanged.", + "The 31B study uses the same intervention definitions despite having only one archived Jacobian lens; the primary direction is raw-state based and lens independent.", + ], + } + protocol_path.write_text(json.dumps(protocol, indent=2) + "\n", encoding="utf-8") + (OUT / "PROTOCOL.md").write_text( + "# Frozen causal relational knockout protocol\n\n" + "This protocol was written before any model output for the 24-law cohort. " + "The machine-readable specification is `protocol.json`; all 192 exact prompts " + "are in `prompt_manifest.json` and `PROMPTS.md`. The experiment tests a selective " + "linear coordinate, not unique necessity of a complete physical concept.\n", + encoding="utf-8", + ) + print(f"frozen {len(prompts)} prompts across {len(LAWS)} laws -> {OUT}") + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/build_engineering_appendix.py b/jlens_materials/scripts/build_engineering_appendix.py new file mode 100644 index 0000000000000000000000000000000000000000..185a67ef1df135ce91198df8b9248a10f11ed9a2 --- /dev/null +++ b/jlens_materials/scripts/build_engineering_appendix.py @@ -0,0 +1,147 @@ +#!/usr/bin/env python3 +"""Build a lay-readable, complete prompt and result appendix from raw runs.""" + +from __future__ import annotations + +import json +from pathlib import Path + + +ROOT = Path(__file__).resolve().parents[1] +OUTPUT = ROOT / "experiments" / "ENGINEERING_APPENDIX.md" + +RUNS = [ + ("Initial qualitative cases", "gemma4-materials-qual.json"), + ("Initial causal cases", "gemma4-materials-causal.json"), + ("Independent case-study replication", "gemma4-materials-paper-v1.json"), + ("Preregistered association and modulation study", "gemma4-materials-paper-v2.json"), + ("Closed-answer reasoning pilot", "gemma4-materials-reasoning-pilot-v1.json"), + ("Report-swap dose, alpha 0.25", "gemma4-materials-report-swap-a025.json"), + ("Report-swap dose, alpha 0.5", "gemma4-materials-report-swap-a05.json"), + ("Report-swap dose, alpha 1.0", "gemma4-materials-report-swap-a10.json"), + ("Mechanism-versus-eponym study", "gemma4-materials-mechanism-name-v1.json"), + ("Key concept-trace replication", "gemma4-materials-key-concept-traces-v1.json"), +] + + +def clean(text: object) -> str: + if text is None: + return "" + return str(text).replace("\n", " ").strip() + + +def score_table(record: dict) -> list[str]: + emergence = record.get("emergence") or [] + if not emergence: + return [] + rows = [ + "| concept | Jacobian rank | logit rank | best depth | sustained top-5 onset |", + "|---|---:|---:|---:|---:|", + ] + for item in emergence: + j = item.get("best_rank") + l = item.get("logit_lens_best_rank") + j = "-" if j is None or int(j) < 0 else str(int(j) + 1) + l = "-" if l is None or int(l) < 0 else str(int(l) + 1) + rows.append( + f"| `{item.get('label', '')}` | {j} | {l} | " + f"{item.get('best_depth', '-')} | {item.get('onset_depth', '-')} |" + ) + return rows + + +def swap_table(record: dict) -> list[str]: + swap = record.get("swap") + if not swap: + return [] + lines = ["**Intervention record:**", "", "```json"] + lines.extend(json.dumps(swap, indent=2).splitlines()) + lines.append("```") + return lines + + +def record_section(index: int, record: dict) -> list[str]: + status = "included" if record.get("valid_for_metrics") else "excluded" + excluded = "; ".join(record.get("excluded_reasons") or []) or "none" + tracked = ", ".join( + f"`{item.get('label', '')}`" for item in record.get("tracked", []) + ) or "none" + dropped = ", ".join( + f"`{item.get('label', item) if isinstance(item, dict) else item}`" + for item in record.get("tracked_dropped", []) + ) or "none" + lines = [ + f"### {index}. {record.get('slug', 'unnamed')}", + "", + f"- **Experiment type:** `{record.get('shape', '')}` / `{record.get('protocol', '')}`", + f"- **Metric status:** {status}; exclusion reasons: {excluded}", + f"- **Predetermined readout:** `{record.get('readout_selector', '')}` at token position(s) `{record.get('score_positions', [])}`", + f"- **Tracked concepts:** {tracked}", + f"- **Tokenizer-dropped concepts:** {dropped}", + "", + f"**Exact model input:** {clean(record.get('prompt_text'))}", + "", + f"**Clean generated or teacher-forced continuation:** `{clean(record.get('generated_completion'))}`", + "", + ] + baseline = record.get("baseline") or {} + if baseline.get("required"): + lines.extend([ + f"**Clean-answer check:** expected `{baseline.get('expected')}`; model produced " + f"`{baseline.get('greedy_token', '')}`; correct = `{baseline.get('correct')}`.", + "", + ]) + lines.extend(score_table(record)) + if record.get("emergence"): + lines.append("") + lines.extend(swap_table(record)) + if record.get("swap"): + lines.append("") + return lines + + +def main() -> None: + lines = [ + "# Engineering appendix: every Gemma materials experiment", + "", + "This appendix is generated directly from the stored run JSON files. It is intended for engineers and materials scientists who do not specialize in neural-network interpretability.", + "", + "## Plain-language guide", + "", + "A transformer processes text through a sequence of computational stages called layers. At each layer, its state is a long vector rather than a sentence. A lens converts that vector into a ranked vocabulary list so that we can ask whether a predeclared word such as `toughness` is easy or difficult to read from that state.", + "", + "- **Rank 1** means the selected word is the strongest vocabulary readout at that layer and position. Rank 10 means only nine vocabulary tokens score more highly. Lower is therefore stronger.", + "- The **logit lens** directly reuses the model's final word-output coordinates at every intermediate layer. This is simple, but early layers may use different coordinates.", + "- The **Jacobian lens** first applies an average map describing how a small change at an intermediate layer propagates toward later verbal output. It attempts to correct for those changing coordinates.", + "- A plotted **concept trace** is a sequence of lens ranks through the network. It is a measurement produced by a linear readout, not a transcript of private prose and not proof of a human-like chain of thought.", + "- A concept being readable does not prove that it caused the answer. That is why separate intervention experiments attempt to modify the state and observe whether behavior changes.", + "", + "## Common experimental controls", + "", + "Tracked words are declared before running the prompt. The scored token position and layer band are fixed. Association items require the tracked token to be absent from both the tokenized input and the clean continuation. Both lenses use the same word forms, token positions, and layer band. Invalid clean answers are excluded rather than reinterpreted after inspection.", + "", + "The current 1,000-record Gemma lens is exploratory: its fitting-corpus fingerprint is unavailable and its layer recipe predates the source paper's final protocol. This affects the strength of the scientific claim, not the completeness of the record below.", + "", + ] + for heading, filename in RUNS: + path = ROOT / "runs" / filename + if not path.exists(): + continue + run = json.loads(path.read_text()) + records = run.get("prompts", []) + lines.extend([ + f"## {heading}", + "", + f"Raw run: [`runs/{filename}`](../runs/{filename})", + "", + f"Records: {len(records)}.", + "", + ]) + for index, record in enumerate(records, start=1): + lines.extend(record_section(index, record)) + OUTPUT.write_text("\n".join(lines) + "\n") + print(f"wrote {OUTPUT} ({OUTPUT.stat().st_size:,} bytes)") + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/build_equation_free_relational_benchmark.py b/jlens_materials/scripts/build_equation_free_relational_benchmark.py new file mode 100644 index 0000000000000000000000000000000000000000..18e7ccbbbcf4a8b4d1c9c07ae84dd5475dd8a490 --- /dev/null +++ b/jlens_materials/scripts/build_equation_free_relational_benchmark.py @@ -0,0 +1,381 @@ +#!/usr/bin/env python3 +"""Freeze the equation-free prompt-format transfer benchmark over all 60 laws.""" + +from __future__ import annotations + +import hashlib +import json +import sys +from datetime import datetime, timezone +from pathlib import Path + + +ROOT = Path(__file__).resolve().parents[1] +sys.path.insert(0, str(ROOT / "scripts")) + +from build_neutral_anchored_relational_benchmark import LAWS as SOURCE_LAWS # noqa: E402 + + +OUT = ROOT / "experiments" / "equation-free-relational-physics-2026-08-21" +MANIFEST = OUT / "prompt_manifest.json" +PROMPTS_MD = OUT / "PROMPTS.md" +PROTOCOL = OUT / "protocol.json" +RUNNER = ROOT / "scripts" / "run_equation_free_relational_benchmark.py" +ANALYZER = ROOT / "scripts" / "analyze_equation_free_relational_benchmark.py" +VALIDATOR = ROOT / "scripts" / "validate_equation_free_relational_benchmark.py" +SOURCE_BUILDER = ROOT / "scripts" / "build_neutral_anchored_relational_benchmark.py" +DEVELOPMENT = ROOT / "experiments" / "elicited-physics-abstraction-2026-07-18" +REFERENCE = ROOT / "experiments" / "neutral-anchored-relational-physics-2026-07-18" + + +ANSWER_ORDERS = { + "standard": ["higher", "lower", "unchanged"], + "reversed": ["unchanged", "lower", "higher"], +} + +# The supplied equations in the source benchmark fixed positive coefficients. +# Once those equations are removed, a few signed quantities would otherwise be +# ambiguous (for example, the Hall coefficient of an n-type material is +# negative even though its magnitude falls with carrier density). These +# wording-only overrides state the positive magnitude intended by the original +# relation without disclosing its monotonic orientation. +NATURAL_OVERRIDES = { + "hall-voltage-field": { + "response": "Hall-voltage magnitude V_H", + "control": "magnetic-field magnitude B", + }, + "hall-coefficient-carriers": { + "response": "single-carrier Hall-coefficient magnitude R_H", + }, + "magnetization-field": { + "response": "magnetization magnitude M", + "control": "magnetic-field strength H", + }, + "settling-speed-viscosity": { + "response": "terminal settling-speed magnitude v_s", + }, + "capillary-rise-surface-tension": { + "case_context": {1: "a wetting molten metal in a fixed capillary"}, + }, + "capillary-rise-radius": { + "response": "capillary-height magnitude h_c", + "case_context": {1: "a wetting molten salt in a capillary"}, + }, +} + + +def sha256(path: Path) -> str: + return hashlib.sha256(path.read_bytes()).hexdigest() + + +def write_json(path: Path, value: object) -> None: + path.parent.mkdir(parents=True, exist_ok=True) + path.write_text(json.dumps(value, indent=2, sort_keys=True) + "\n") + + +def clean_law(source: dict) -> dict: + """Retain experimental metadata but deliberately omit equation and law name.""" + output = { + "law_id": source["law_id"], + "category": source["category"], + "law_sign": source["law_sign"], + "domain": source["domain"], + "response": source["response"], + "control": source["control"], + "cases": [ + {"context": context, "low": low, "high": high} + for context, low, high in source["cases"] + ], + "neutral_role": source.get("neutral_role"), + } + override = NATURAL_OVERRIDES.get(source["law_id"], {}) + for field in ("response", "control"): + if field in override: + output[field] = override[field] + for case_index, context in override.get("case_context", {}).items(): + output["cases"][int(case_index)]["context"] = context + return output + + +def make_prompt(item: dict, surface: str, case_index: int, numerical_sign: int, order: str) -> dict: + selected = item["cases"][case_index] + start, end = ( + (selected["low"], selected["high"]) + if numerical_sign > 0 + else (selected["high"], selected["low"]) + ) + choices = ", ".join(ANSWER_ORDERS[order]) + if surface == "a": + user = ( + f"For {selected['context']}, all other relevant physical conditions " + f"are unchanged. The {item['control']} changes from {start} to {end}. " + f"What happens to {item['response']}? Reply with exactly one lowercase " + f"word from this ordered set: {choices}." + ) + else: + user = ( + f"Consider {selected['context']}. Change only the {item['control']} " + f"from {start} to {end} while keeping every other relevant condition " + f"the same. Determine the resulting trend in {item['response']}. " + f"Answer exactly one lowercase word from this ordered set: {choices}." + ) + physical_sign = int(item["law_sign"] * numerical_sign) + return { + "prompt_id": f"eqfree60--{item['law_id']}--s{surface}--c{case_index}--n{numerical_sign:+d}--{order}", + "law_id": item["law_id"], + "category": item["category"], + "law_sign": item["law_sign"], + "domain": item["domain"], + "neutral_role": item.get("neutral_role"), + "response": item["response"], + "control": item["control"], + "surface": surface, + "case_index": case_index, + "numerical_sign": numerical_sign, + "physical_sign": physical_sign, + "answer_order": order, + "expected_answer": {1: "higher", -1: "lower", 0: "unchanged"}[physical_sign], + "user": user, + } + + +def render_prompt_inventory(manifest: dict) -> str: + lines = [ + "# Exact equation-free 60-law prompts", + "", + "This inventory was generated and frozen before model execution. It contains all 960 exact prompts.", + "", + ] + prompts = manifest["prompts"] + for law_record in manifest["laws"]: + lines.extend( + [ + f"## {law_record['law_id']}", + "", + ( + f"Category: `{law_record['category']}`; domain: `{law_record['domain']}`; " + f"response: {law_record['response']}; control: {law_record['control']}; " + f"neutral role: `{law_record.get('neutral_role') or 'not applicable'}`." + ), + "", + ] + ) + for prompt in (row for row in prompts if row["law_id"] == law_record["law_id"]): + lines.extend( + [ + f"- `{prompt['prompt_id']}`", + f" - Expected: `{prompt['expected_answer']}`", + f" - Prompt: {prompt['user']}", + ] + ) + lines.append("") + return "\n".join(lines) + "\n" + + +def main() -> None: + if (OUT / "raw.json").exists(): + raise RuntimeError("refusing to rebuild after model outputs exist") + required = [ + RUNNER, + ANALYZER, + VALIDATOR, + SOURCE_BUILDER, + DEVELOPMENT / "prompt_manifest.json", + DEVELOPMENT / "representations.npz", + REFERENCE / "statistics.json", + REFERENCE / "law_level_neutral_normalized.csv", + REFERENCE / "prompt_manifest.json", + ] + missing = [str(path) for path in required if not path.exists()] + if missing: + raise RuntimeError(f"missing required inputs: {missing}") + + laws = [clean_law(item) for item in SOURCE_LAWS] + counts = { + category: sum(item["category"] == category for item in laws) + for category in ("direct", "inverse", "neutral") + } + if counts != {"direct": 20, "inverse": 20, "neutral": 20}: + raise RuntimeError(f"unbalanced law inventory: {counts}") + if len({item["law_id"] for item in laws}) != 60: + raise RuntimeError("law ids are not 60 unique values") + neutral_roles = { + role: sum(item.get("neutral_role") == role for item in laws) + for role in ("calibration", "validation") + } + if neutral_roles != {"calibration": 10, "validation": 10}: + raise RuntimeError(f"bad neutral split: {neutral_roles}") + + prompts = [ + make_prompt(item, surface, case_index, numerical_sign, order) + for item in laws + for surface in ("a", "b") + for case_index in (0, 1) + for numerical_sign in (-1, 1) + for order in ANSWER_ORDERS + ] + forbidden = ( + "constitutive equation", + "direct-response law", + "inverse-response law", + "stage 1", + "stage 2", + "silently compose", + " = ", + ) + offenders = [ + row["prompt_id"] + for row in prompts + if any(term in row["user"].lower() for term in forbidden) + ] + if offenders: + raise RuntimeError(f"equation/scaffold leakage: {offenders[:5]}") + + manifest = { + "study_id": "equation-free-relational-physics-2026-08-21", + "laws": laws, + "prompts": prompts, + "dimensions": { + "n_laws": 60, + "n_direct": 20, + "n_inverse": 20, + "n_neutral": 20, + "n_neutral_calibration": 10, + "n_neutral_validation": 10, + "n_surfaces": 2, + "n_cases_per_law": 2, + "n_answer_orders": 2, + "n_prompts": len(prompts), + "n_matched_pairs": len(prompts) // 2, + }, + } + write_json(MANIFEST, manifest) + PROMPTS_MD.parent.mkdir(parents=True, exist_ok=True) + PROMPTS_MD.write_text(render_prompt_inventory(manifest)) + + frozen_paths = { + "prompt_manifest": MANIFEST, + "prompt_inventory": PROMPTS_MD, + "builder": Path(__file__).resolve(), + "runner": RUNNER, + "analyzer": ANALYZER, + "validator": VALIDATOR, + "source_60_law_builder": SOURCE_BUILDER, + "development_manifest": DEVELOPMENT / "prompt_manifest.json", + "development_states": DEVELOPMENT / "representations.npz", + "reference_statistics": REFERENCE / "statistics.json", + "reference_law_table": REFERENCE / "law_level_neutral_normalized.csv", + "reference_prompt_manifest": REFERENCE / "prompt_manifest.json", + } + protocol = { + "study_id": manifest["study_id"], + "status": "full-prompt-format-transfer-frozen-before-model-output", + "frozen_at": datetime.now(timezone.utc).isoformat(), + "model": "google/gemma-4-E4B-it", + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "design_scope": ( + "All 60 law identities are reused from the earlier scaffolded benchmark, " + "but every prompt is newly generated without an equation, law name, " + "law-orientation label, or explicit sign-composition instruction. This " + "isolates prompt-format transfer and is not a fresh-law confirmation." + ), + "prompt_ablation": { + "removed": [ + "constitutive equation", + "law name", + "direct/inverse/neutral label", + "two-stage monotonicity decomposition", + "instruction to compose law sign with numerical sign", + ], + "retained": [ + "response and control names", + "material scenario", + "controlled numerical reversal", + "all-other-conditions-unchanged clause", + "one-word higher/lower/unchanged answer format", + ], + }, + "inputs": { + name: {"path": str(path.relative_to(ROOT)), "sha256": sha256(path)} + for name, path in frozen_paths.items() + }, + "frozen_readout": { + "position": "final_prompt", + "layer": 34, + "state_normalization": "unit L2", + "direction": "positive-minus-negative centroids from the original 16 development laws", + "benchmark_refit": "none", + "old_scaffold_center": 0.013596733322224686, + "old_scaffold_scale": 0.008536733931615473, + }, + "natural_neutral_calibration": { + "center": "median law contrast over the 10 preassigned calibration-neutral laws", + "scale": "1.4826 times MAD over those 10 calibration-neutral laws", + "validation": "the other 10 neutral laws do not contribute to center or scale", + }, + "matched_contrast": ( + "Within each law/surface/case/answer-order cell, frozen-direction " + "score for numerical-up minus score for numerical-down." + ), + "primary_endpoints": [ + "direct-versus-inverse law AUC", + "direct-versus-validation-neutral law AUC", + "validation-neutral-versus-inverse law AUC", + "directional sign accuracy at the natural calibration-neutral median", + "direct-versus-inverse AUC on both natural surfaces", + "inverse-neutral-direct ordinal Spearman correlation using validation neutrals", + ], + "success_rule": { + "direct_inverse_auc_minimum": 0.90, + "direct_neutral_auc_minimum": 0.80, + "neutral_inverse_auc_minimum": 0.80, + "calibrated_directional_accuracy_minimum": 0.80, + "both_surface_direct_inverse_auc_minimum": 0.85, + "ordinal_spearman_minimum": 0.60, + "ordinal_permutation_p_maximum": 0.01, + }, + "secondary_endpoints": [ + "directional sign accuracy under the old scaffolded neutral center", + "law-score correlation with the supplied-equation condition", + "answer-order, surface, and material-case strata", + "greedy three-way answer accuracy", + ], + "controls": [ + "output-head higher-minus-lower matched change", + "word TF-IDF direction trained on original development prompts", + "character TF-IDF direction trained on original development prompts", + ], + "inference": { + "bootstrap_seed": 20260822, + "bootstrap_resamples": 50000, + "permutation_seed": 20260823, + "permutations": 100000, + }, + "guardrails": [ + "All 60 original law identities are retained without exclusion.", + "All 960 prompts are written to machine- and human-readable files before execution.", + "No equation, law name, law-orientation label, or decomposition instruction appears in a prompt.", + "No benchmark state refits the layer, hidden direction, or midpoint.", + "Only the 10 assigned natural calibration neutrals define the natural-format center and scale.", + "The old scaffolded center and scale remain a separately reported cross-format endpoint.", + "All outputs and failures are retained.", + ], + } + write_json(PROTOCOL, protocol) + (OUT / "PROTOCOL.md").write_text( + "# Equation-free 60-law relational benchmark\n\n" + "All 60 original law identities are evaluated under natural prompts that " + "omit the equation, law name, orientation label, and explicit two-stage " + "composition scaffold. The layer-34 direction is reused without refitting. " + "Ten preassigned neutral laws calibrate the natural prompt format and ten " + "different neutral laws validate it. All 960 prompts were frozen before " + "model execution and are printed in `PROMPTS.md`.\n" + ) + print(f"frozen {len(prompts)} prompts over 60 laws: {counts}") + print(f"manifest sha256: {sha256(MANIFEST)}") + print(f"prompt inventory sha256: {sha256(PROMPTS_MD)}") + print(f"protocol sha256: {sha256(PROTOCOL)}") + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/build_gemma31b_compositional_physics_pilot.py b/jlens_materials/scripts/build_gemma31b_compositional_physics_pilot.py new file mode 100644 index 0000000000000000000000000000000000000000..207f8f83463d65a0c66902b9b7b9234398d3c3a7 --- /dev/null +++ b/jlens_materials/scripts/build_gemma31b_compositional_physics_pilot.py @@ -0,0 +1,278 @@ +#!/usr/bin/env python3 +"""Build the frozen 31B equation-free two-link physics-composition pilot.""" + +from __future__ import annotations + +import hashlib +import json +from pathlib import Path + + +ROOT = Path(__file__).resolve().parents[1] +OUT = ROOT / "experiments" / "gemma4-31b-compositional-physics-2026-08-25" +MODEL = "google/gemma-4-31B-it" +MODEL_REVISION = "842da3794eaa0b77d5f08bae87a17459d91ff475" +LAYERS = [0, 8, 16, 24, 32, 40, 45, 49, 53, 57, 59] +MARKERS = {"context": "§", "perturbation": "¶", "question": "†"} + + +def sha256(path: Path) -> str: + return hashlib.sha256(path.read_bytes()).hexdigest() + + +def chain( + chain_id: str, + split: str, + domain: str, + link1: int, + link2: int, + control: str, + low: str, + high: str, + response: str, + context_a: str, + context_b: str, +) -> dict: + return locals() + + +CHAINS = [ + # (+,+): net direct + chain("underaged-precipitation-strength", "development", "precipitation", 1, 1, + "aging time", "2 h", "8 h", "yield strength", + "An Al-Cu alloy remains in the underaged regime. Aging controls the coherent precipitate fraction, and those precipitates obstruct dislocation glide.", + "Consider an underaged aluminum-copper alloy whose coherent-particle population is set by aging and whose strength is controlled by particle resistance to glide."), + chain("strain-hardening", "development", "plasticity", 1, 1, + "accumulated plastic strain", "0.05", "0.25", "flow stress", + "A metal remains in the conventional strain-hardening regime. Plastic deformation stores dislocations, and Taylor strengthening controls the flow stress.", + "Consider ordinary work hardening: deformation builds the dislocation population and dislocation interactions govern the stress needed for further flow."), + chain("carburization-hardness", "development", "surface treatment", 1, 1, + "carburizing time", "1 h", "6 h", "surface hardness", + "A steel remains in the diffusion-controlled carburizing regime before saturation. Carbon uptake controls the near-surface carbon content, and carbon in solid solution controls hardness.", + "Consider a nonsaturated carburizing treatment in which carbon incorporation sets the surface composition and solid-solution carbon governs indentation hardness."), + chain("oxidation-resistance", "test", "oxidation", 1, 1, + "oxidation time", "1 h", "10 h", "electrical resistance across the scale", + "A dense insulating oxide remains in its normal growth regime. Exposure controls scale thickness, and charge must traverse that scale normal to its surface.", + "Consider a compact dielectric oxide that continues to grow normally; its exposure history sets film thickness and current crosses the film through its thickness."), + chain("sinter-neck-stiffness", "test", "sintering", 1, 1, + "sintering dwell time", "5 min", "60 min", "compact stiffness", + "A powder compact remains in initial-stage sintering. Dwell time controls interparticle neck development, and load transfer occurs through those necks.", + "Consider early sintering of a particulate compact, where thermal dwell sets neck development and the neck network carries the elastic load."), + chain("polymer-cure-modulus", "test", "polymers", 1, 1, + "cure time", "10 min", "60 min", "elastic modulus", + "A thermoset remains before vitrification and below full conversion. Cure progression controls crosslink density, and the network connectivity controls elastic modulus.", + "Consider an incompletely cured thermoset in its monotonic conversion regime; reaction progress sets network crosslinking and that network governs stiffness."), + + # (+,-): net inverse + chain("grain-growth-hall-petch", "development", "microstructure", 1, -1, + "annealing time", "5 min", "120 min", "yield strength", + "A polycrystal remains in normal grain growth during annealing. Its yield stress is governed by Hall-Petch grain-boundary strengthening.", + "Consider a single-phase polycrystal undergoing ordinary annealing-driven grain growth while grain-boundary strengthening controls yielding."), + chain("fatigue-crack-load", "development", "fracture", 1, -1, + "fatigue-cycle count", "10000 cycles", "1000000 cycles", "remaining fracture load", + "A component remains in stable Paris-regime fatigue growth. Its remaining load capacity is controlled by the longest crack through linear-elastic fracture mechanics.", + "Consider stable cyclic crack extension in a brittle component, with the critical remaining load set by the dominant crack length."), + chain("creep-void-life", "development", "creep", 1, -1, + "creep exposure time", "100 h", "1000 h", "remaining creep life", + "An alloy remains in tertiary creep with progressive grain-boundary cavitation. The remaining lifetime is governed by the accumulated void population.", + "Consider a high-temperature alloy in a monotonic cavitation regime, where exposure develops boundary voids and those voids control residual creep life."), + chain("irradiation-thermal-conductivity", "test", "irradiation", 1, -1, + "irradiation dose", "0.1 dpa", "5 dpa", "thermal conductivity", + "A crystal remains in a defect-accumulation regime without amorphization. Irradiation sets the point-defect and cluster population, and phonons are scattered by those defects.", + "Consider crystalline irradiation below amorphization: dose controls retained defect density and defect scattering controls heat transport."), + chain("corrosion-pit-fatigue", "test", "corrosion", 1, -1, + "chloride exposure time", "1 day", "30 days", "fatigue strength", + "A metal remains in stable localized pitting. Exposure controls the deepest pit, and cyclic failure initiates from that dominant pit.", + "Consider a chloride-exposed alloy in a monotonic pitting regime, where exposure develops the critical pit and that flaw governs fatigue resistance."), + chain("hydrogen-cohesion", "test", "hydrogen embrittlement", 1, -1, + "hydrogen charging time", "10 min", "120 min", "grain-boundary cohesive strength", + "A steel remains below hydride formation while hydrogen uptake is monotonic. Boundary hydrogen occupancy controls cohesive strength through hydrogen-enhanced decohesion.", + "Consider a hydrogen-charged steel before hydride precipitation; charging sets interfacial hydrogen occupancy and decohesion governs boundary strength."), + + # (-,+): net inverse + chain("recovery-dislocation-strength", "development", "recovery", -1, 1, + "recovery time", "1 min", "60 min", "flow stress", + "A cold-worked metal remains in static recovery without recrystallization. Recovery controls the stored dislocation density, and Taylor strengthening controls flow stress.", + "Consider a deformed alloy during recovery before recrystallization, with the dislocation population set by recovery and glide resistance set by dislocation strengthening."), + chain("viscosity-pressure-drop", "development", "rheology", -1, 1, + "melt temperature", "450 K", "550 K", "extrusion pressure drop", + "A Newtonian polymer melt is extruded at fixed throughput and geometry. Temperature controls melt viscosity, and viscous resistance controls the required pressure drop.", + "Consider fixed-rate extrusion of a Newtonian melt through an unchanged die; thermal state sets viscosity and viscosity sets the pumping pressure."), + chain("stress-relief-distortion", "development", "residual stress", -1, 1, + "stress-relief time", "10 min", "120 min", "machining distortion", + "A welded plate remains in the stress-relief regime without microstructural transformation. The treatment controls residual stress, and elastic unloading of that stress controls machining distortion.", + "Consider subcritical stress relief of a welded component, where the treatment changes locked-in stress and release of that stress governs shape change during machining."), + chain("particle-size-dissolution", "test", "surface kinetics", -1, 1, + "particle radius", "0.5 micrometers", "5 micrometers", "initial dissolution rate", + "A monodisperse powder has fixed total solid mass and remains surface-reaction controlled. Particle size controls specific surface area, and exposed area controls the initial dissolution rate.", + "Consider equal powder mass divided into monodisperse particles under surface-controlled dissolution; particle radius sets area per mass and that area sets the initial rate."), + chain("grain-size-boundary-diffusion", "test", "diffusion", -1, 1, + "grain size", "0.5 micrometers", "50 micrometers", "effective diffusivity", + "A dense polycrystal remains in a grain-boundary-diffusion-dominated regime. Grain size controls boundary area density, and the boundary network carries the fast transport path.", + "Consider a pore-free polycrystal whose transport is dominated by grain boundaries; microstructural scale sets boundary density and the boundaries set effective transport."), + chain("pressure-free-volume-diffusion", "test", "high-pressure transport", -1, 1, + "hydrostatic pressure", "0.1 GPa", "1.0 GPa", "atomic diffusivity", + "A dense amorphous solid remains below structural transformation. Pressure controls free volume, and atomic mobility is governed by the available free volume.", + "Consider an amorphous material under hydrostatic compression without a phase change, where packing sets free volume and free volume controls diffusion."), + + # (-,-): net direct + chain("cooling-grain-strength", "development", "solidification", -1, -1, + "cooling rate", "1 K/s", "100 K/s", "yield strength", + "A cast alloy remains in a grain-refinement-by-cooling regime. Cooling history controls final grain size, and Hall-Petch strengthening governs yielding.", + "Consider solidification where cooling rate sets the grain scale and the resulting polycrystal follows Hall-Petch yielding."), + chain("compaction-porosity-modulus", "development", "powder processing", -1, -1, + "compaction pressure", "50 MPa", "500 MPa", "elastic modulus", + "A powder body remains in monotonic densification without particle fracture. Pressing controls residual porosity, and porosity controls the effective elastic modulus.", + "Consider pressure-assisted compaction in its densification regime; processing pressure sets the pore fraction and the pore fraction governs stiffness."), + chain("grain-refiner-fatigue", "development", "alloy processing", -1, -1, + "grain-refiner addition", "0.01 wt percent", "0.10 wt percent", "fatigue limit", + "An alloy remains in the effective inoculation regime without particle agglomeration. Refiner addition controls final grain size, and grain size controls the fatigue limit through boundary-mediated slip resistance.", + "Consider monotonic grain refinement by an inoculant below its agglomeration limit, with the resulting grain scale governing fatigue resistance."), + chain("temperature-viscosity-settling", "test", "fluid mechanics", -1, -1, + "liquid temperature", "290 K", "350 K", "particle settling speed", + "A dilute suspension remains Newtonian and in the Stokes-settling regime. Temperature controls liquid viscosity, and viscous drag controls terminal settling speed.", + "Consider isolated particles settling at low Reynolds number in a Newtonian liquid; thermal state sets viscosity and Stokes drag sets terminal motion."), + chain("anneal-defects-conductivity", "test", "electronic transport", -1, -1, + "defect-annealing time", "1 min", "60 min", "electrical conductivity", + "A metal remains in point-defect recovery without precipitation. Annealing controls retained defect density, and electron scattering by those defects controls conductivity.", + "Consider defect annealing in a single-phase metal, where recovery sets the scattering-center population and defect scattering governs charge transport."), + chain("crosslink-mobility-modulus", "test", "polymer networks", -1, -1, + "crosslink density", "0.1 mol/L", "1.0 mol/L", "elastic modulus", + "A rubbery network remains above its glass transition. Crosslink density controls segmental mobility, and that mobility controls compliance and therefore the elastic modulus.", + "Consider a rubber-elastic polymer network in which crosslinking sets chain mobility and chain mobility governs mechanical compliance."), +] + + +def prompt_text(item: dict, surface: str, numerical_sign: int, answer_format: str, code_flip: bool) -> tuple[str, str, str]: + context = item[f"context_{surface}"] + start, end = (item["low"], item["high"]) if numerical_sign > 0 else (item["high"], item["low"]) + prefix = ( + f"{context} All unstated conditions remain fixed. {MARKERS['context']} " + f"The {item['control']} changes from {start} to {end}. {MARKERS['perturbation']} " + f"What happens to the {item['response']}? {MARKERS['question']}" + ) + physical_sign = item["link1"] * item["link2"] * numerical_sign + semantic_answer = "higher" if physical_sign > 0 else "lower" + if answer_format == "semantic": + order = ["higher", "lower"] if not code_flip else ["lower", "higher"] + suffix = f" Reply with exactly one lowercase word from this ordered pair: {order[0]}, {order[1]}." + expected = semantic_answer + mapping = {"higher": "higher", "lower": "lower"} + else: + mapping = ({"higher": "A", "lower": "B"} if not code_flip else {"higher": "B", "lower": "A"}) + suffix = ( + f" Use this code: A means {'higher' if mapping['higher'] == 'A' else 'lower'} and " + f"B means {'lower' if mapping['lower'] == 'B' else 'higher'}. " + "Reply with exactly one uppercase letter from this ordered pair: A, B." + ) + expected = mapping[semantic_answer] + return prefix + suffix, expected, semantic_answer + + +def main() -> None: + OUT.mkdir(parents=True, exist_ok=True) + prompts = [] + for chain_index, item in enumerate(CHAINS): + for surface in ("a", "b"): + for numerical_sign in (-1, 1): + for answer_format in ("semantic", "arbitrary"): + code_flip = (chain_index + (surface == "b")) % 2 == 1 + user, expected, semantic_answer = prompt_text( + item, surface, numerical_sign, answer_format, code_flip + ) + physical_sign = item["link1"] * item["link2"] * numerical_sign + prompt_id = ( + f"compose--{item['chain_id']}--s{surface}--n{numerical_sign:+d}--{answer_format}" + ) + prompts.append( + { + "prompt_id": prompt_id, + "chain_id": item["chain_id"], + "split": item["split"], + "domain": item["domain"], + "surface": surface, + "answer_format": answer_format, + "code_flip": code_flip, + "link1_sign": item["link1"], + "link2_sign": item["link2"], + "net_law_sign": item["link1"] * item["link2"], + "numerical_sign": numerical_sign, + "physical_sign": physical_sign, + "control": item["control"], + "response": item["response"], + "expected_answer": expected, + "semantic_answer": semantic_answer, + "user": user, + } + ) + + manifest = { + "study_id": "gemma4-31b-compositional-physics-2026-08-25", + "markers": MARKERS, + "dimensions": { + "chains": len(CHAINS), + "development_chains": sum(row["split"] == "development" for row in CHAINS), + "test_chains": sum(row["split"] == "test" for row in CHAINS), + "surfaces": 2, + "numerical_directions": 2, + "answer_formats": 2, + "prompts": len(prompts), + }, + "prompts": prompts, + } + manifest_path = OUT / "prompt_manifest.json" + manifest_path.write_text(json.dumps(manifest, indent=2) + "\n") + + runner = ROOT / "scripts" / "run_gemma31b_compositional_physics_pilot.py" + analyzer = ROOT / "scripts" / "analyze_gemma31b_compositional_physics_pilot.py" + protocol = { + "study_id": manifest["study_id"], + "status": "frozen-before-model-output", + "model": MODEL, + "model_revision": MODEL_REVISION, + "dtype": "bfloat16", + "layers_zero_indexed": LAYERS, + "positions": ["context", "perturbation", "question", "final_prompt"], + "primary_endpoint": ( + "test-chain physical-outcome AUC at the answer-free question marker and layer 49, " + "using a centroid direction fitted only on development chains" + ), + "success_criteria": { + "primary_auc_minimum": 0.80, + "each_surface_auc_minimum": 0.75, + "exact_chain_parity_permutation_p_maximum": 0.05, + "word_tfidf_auc_maximum_for_nonlexical_support": 0.70, + }, + "secondary_endpoints": [ + "layerwise context-to-question emergence of net physical outcome", + "held-out decoding of link-1 sign, link-2 sign, net law sign, and numerical sign", + "zero-shot application of the previously frozen one-step layer-49 direction to held-out two-link chains", + "semantic-to-arbitrary and arbitrary-to-semantic final-state transfer", + "paired answer-format identity before the answer suffix", + "pairwise answer-logit accuracy by answer format and held-out chain", + ], + "guardrails": [ + "No equation, law sign, direct/inverse label, or sign-composition instruction appears in a prompt.", + "Chain identity is disjoint between development and test splits.", + "All four link-sign combinations are balanced 3/3 between development and test.", + "The scientific question marker precedes all semantic or arbitrary answer mappings.", + "This pilot tests composition of familiar mechanisms, not discovery of unfamiliar laws.", + ], + "inputs": { + "manifest": {"path": str(manifest_path.relative_to(ROOT)), "sha256": sha256(manifest_path)}, + "builder": {"path": str(Path(__file__).resolve().relative_to(ROOT)), "sha256": sha256(Path(__file__).resolve())}, + "runner": {"path": str(runner.relative_to(ROOT)), "sha256": sha256(runner)}, + "analyzer": {"path": str(analyzer.relative_to(ROOT)), "sha256": sha256(analyzer)}, + }, + } + (OUT / "protocol.json").write_text(json.dumps(protocol, indent=2) + "\n") + + lines = ["# Exact compositional-physics prompts", ""] + for row in prompts: + lines.extend([f"## `{row['prompt_id']}`", "", row["user"], ""]) + (OUT / "PROMPTS.md").write_text("\n".join(lines)) + print(json.dumps(manifest["dimensions"], indent=2)) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/build_gemma31b_goal_specific_causal_roles.py b/jlens_materials/scripts/build_gemma31b_goal_specific_causal_roles.py new file mode 100644 index 0000000000000000000000000000000000000000..6e847510d555f5a5c49a6a2b006da2ebe02cd25f --- /dev/null +++ b/jlens_materials/scripts/build_gemma31b_goal_specific_causal_roles.py @@ -0,0 +1,465 @@ +#!/usr/bin/env python3 +"""Freeze a prospective 31B causal-role intervention benchmark.""" + +from __future__ import annotations + +import hashlib +import json +from pathlib import Path + + +ROOT = Path(__file__).resolve().parents[1] +OUT = ROOT / "experiments" / "gemma4-31b-goal-specific-causal-roles-2026-09-02" +MODEL = "google/gemma-4-31B-it" +MODEL_REVISION = "842da3794eaa0b77d5f08bae87a17459d91ff475" +PROBE_LAYER = 49 +MARKERS = {"context": "§", "perturbation": "¶", "question": "†"} + + +def sha256(path: Path) -> str: + return hashlib.sha256(path.read_bytes()).hexdigest() + + +def chain( + chain_id: str, + domain: str, + link1: int, + link2: int, + control: str, + low: str, + high: str, + intermediate: str, + response: str, + context_a: str, + context_b: str, +) -> dict: + return locals() + + +# These 24 chain identities are disjoint from all 24 chains used to discover the +# role-specific hypothesis. Six chains instantiate each of the four possible +# sign compositions. Prompts state familiar regimes but provide no equation or +# instruction to multiply signs. +CHAINS = [ + # (+,+): an increase raises the intermediate and the intermediate raises y. + chain( + "solute-misfit-yield-strength", "solid-solution strengthening", 1, 1, + "substitutional solute concentration", "0.2 at percent", "2.0 at percent", + "lattice-misfit strain field density", "yield strength", + "A dilute single-phase alloy remains below its solubility limit. More substitutional solute produces more elastic misfit fields, and those fields impede dislocation glide.", + "Consider a homogeneous substitutional solid solution without precipitation. Solute content sets the population of lattice-distortion fields, which controls resistance to slip.", + ), + chain( + "fiber-fraction-longitudinal-modulus", "composites", 1, 1, + "aligned fiber volume fraction", "10 percent", "50 percent", + "load-bearing fiber fraction", "longitudinal elastic modulus", + "A unidirectional composite is loaded along continuous stiff fibers with intact interfaces. Fiber content controls the load-bearing fiber fraction, which controls axial stiffness.", + "Consider an aligned continuous-fiber composite under iso-strain loading. Added fibers increase the stiff load-carrying phase and thereby govern the longitudinal modulus.", + ), + chain( + "deformation-twin-hardening", "plasticity", 1, 1, + "plastic strain", "0.02", "0.20", + "deformation-twin density", "flow stress", + "A low-stacking-fault-energy alloy remains in a twinning-assisted hardening regime. Plastic strain creates deformation twins, whose boundaries obstruct subsequent slip.", + "Consider monotonic deformation of a twinning-prone metal before damage. Strain builds a twin-boundary network and that network raises resistance to dislocation motion.", + ), + chain( + "boron-hardenability-martensite", "steel processing", 1, 1, + "dissolved boron concentration", "5 ppm", "25 ppm", + "hardenability", "martensite fraction after a fixed quench", + "A low-alloy steel remains below the boron-solubility and embrittlement limits. Dissolved boron suppresses ferrite nucleation, increasing hardenability, which controls martensite formation in a fixed quench.", + "Consider a steel in the effective microalloying range for boron. Boron delays diffusional transformation, thereby setting hardenability and the amount transformed martensitically under one cooling schedule.", + ), + chain( + "cement-hydration-stiffness", "cementitious materials", 1, 1, + "curing time", "1 day", "28 days", + "load-bearing hydrate fraction", "elastic modulus", + "A cement paste remains in ordinary hydration without drying damage. Curing develops load-bearing hydrates, and the connected hydrate skeleton controls stiffness.", + "Consider sealed curing of a cementitious binder in its monotonic hydration regime. Reaction time sets the solid hydrate network, which carries elastic load.", + ), + chain( + "poling-domain-piezoelectricity", "functional ceramics", 1, 1, + "poling electric field", "0.2 kV/mm", "2.0 kV/mm", + "aligned ferroelectric domain fraction", "piezoelectric coefficient", + "A ferroelectric ceramic remains below electrical breakdown and before complete saturation. A stronger poling field aligns more domains, and aligned domains control the macroscopic piezoelectric response.", + "Consider sub-breakdown poling of a multidomain piezoceramic. Field magnitude sets domain alignment and the aligned population governs electromechanical coupling.", + ), + + # (+,-): an increase raises the intermediate, which lowers y. + chain( + "chloride-corrosion-section", "corrosion", 1, -1, + "chloride concentration", "0.01 mol/L", "1.0 mol/L", + "localized corrosion rate", "remaining load-bearing cross-sectional area", + "A steel remains in an active chloride-pitting regime for a fixed exposure time. Chloride increases localized corrosion, and material loss reduces the remaining load-bearing section.", + "Consider a passivity-broken steel exposed for the same duration. Chloride level controls pit growth and pit growth removes structural cross section.", + ), + chain( + "stress-amplitude-crack-life", "fatigue", 1, -1, + "cyclic stress amplitude", "80 MPa", "240 MPa", + "fatigue-crack growth rate", "remaining fatigue life", + "A component remains in stable fatigue-crack propagation under otherwise identical cycling. Stress amplitude controls crack-growth rate, and faster growth consumes the remaining life.", + "Consider two specimens in the Paris-growth regime with the same initial flaw. The applied cyclic amplitude sets propagation speed, which governs cycles remaining before failure.", + ), + chain( + "porosity-stress-fracture", "fracture", 1, -1, + "pore volume fraction", "1 percent", "12 percent", + "local tensile stress concentration", "fracture strength", + "A brittle porous solid retains the same pore shape and matrix chemistry. More porosity raises local tensile stress concentration, which lowers the remote stress required for fracture.", + "Consider a ceramic with geometrically similar pores and unchanged matrix toughness. Pore fraction sets stress amplification and that amplification controls macroscopic failure strength.", + ), + chain( + "hydrogen-traps-ductility", "hydrogen embrittlement", 1, -1, + "diffusible hydrogen concentration", "0.1 wppm", "5 wppm", + "occupied embrittling-trap fraction", "tensile ductility", + "A high-strength steel remains below hydride formation. More diffusible hydrogen fills more embrittling traps, and occupied traps promote premature localization that reduces tensile ductility.", + "Consider hydrogen charging of a steel without a phase change. Hydrogen content controls occupancy of damage-relevant traps, which governs loss of elongation.", + ), + chain( + "sulfur-inclusions-impact", "steel cleanliness", 1, -1, + "sulfur concentration", "0.002 wt percent", "0.05 wt percent", + "manganese-sulfide inclusion density", "Charpy impact energy", + "A steel has sufficient manganese to bind sulfur and otherwise fixed processing. Added sulfur forms more manganese-sulfide inclusions, which nucleate voids and reduce absorbed impact energy.", + "Consider steels differing only in sulfur within the inclusion-forming regime. Sulfur content sets sulfide inclusion density and the inclusions control impact toughness.", + ), + chain( + "irradiation-defects-elongation", "irradiation damage", 1, -1, + "neutron dose", "0.01 dpa", "2 dpa", + "obstacle-defect cluster density", "uniform tensile elongation", + "A structural alloy remains crystalline and below swelling-dominated damage. Irradiation creates more defect clusters, and those obstacles promote localization that reduces uniform elongation.", + "Consider sub-amorphizing irradiation of an alloy. Dose sets the retained cluster population and cluster hardening governs the loss of tensile deformability.", + ), + + # (-,+): an increase lowers the intermediate, and the intermediate raises y. + chain( + "anneal-vacancy-resistivity", "defect annealing", -1, 1, + "annealing time", "1 min", "120 min", + "retained vacancy concentration", "electrical resistivity", + "A quenched metal remains in point-defect recovery without precipitation. Longer annealing removes more vacancies, and retained vacancies increase electron scattering and resistivity.", + "Consider isothermal vacancy annealing in a single-phase conductor. Treatment time lowers the surviving vacancy population, which sets the defect contribution to resistivity.", + ), + chain( + "grain-size-boundary-strength", "grain-boundary strengthening", -1, 1, + "mean grain diameter", "1 micrometer", "100 micrometers", + "grain-boundary area density", "yield strength", + "A polycrystal remains in the conventional Hall-Petch regime. Increasing grain diameter reduces boundary area density, and boundaries impede slip transfer and raise yield strength.", + "Consider a fully dense polycrystal above the inverse Hall-Petch range. Grain scale sets boundary density, which governs resistance to dislocation transmission.", + ), + chain( + "temperature-viscosity-damping", "polymer rheology", -1, 1, + "temperature", "320 K", "420 K", + "melt viscosity", "viscous damping coefficient", + "A polymer melt remains Newtonian with unchanged geometry and oscillation rate. Heating lowers viscosity, and viscous resistance controls the measured damping coefficient.", + "Consider small-amplitude motion in a Newtonian polymer melt. Thermal state sets viscosity and viscosity sets dissipative damping under fixed kinematics.", + ), + chain( + "consolidation-porosity-permeability", "porous materials", -1, 1, + "hot-pressing pressure", "20 MPa", "200 MPa", + "connected porosity", "gas permeability", + "A powder compact densifies monotonically without cracking. Higher pressing pressure closes connected pores, and the connected pore network controls gas permeability.", + "Consider pressure-assisted consolidation with no open cracks. Processing pressure reduces continuous void space, which provides the transport paths for gas flow.", + ), + chain( + "tempering-dislocations-coercivity", "magnetic materials", -1, 1, + "recovery heat-treatment time", "2 min", "60 min", + "dislocation density", "magnetic coercivity", + "A ferromagnetic alloy undergoes recovery without recrystallization or precipitation. Longer treatment removes dislocations, and dislocations pin domain walls and raise coercivity.", + "Consider subcritical recovery of a magnetic metal. Treatment duration lowers the line-defect population, which controls domain-wall pinning and coercive field.", + ), + chain( + "particle-radius-area-reaction", "surface reaction", -1, 1, + "mean particle radius", "0.2 micrometers", "10 micrometers", + "specific surface area", "initial heterogeneous reaction rate", + "A monodisperse powder has fixed mass and remains surface-reaction controlled. Larger particles provide less area per mass, and exposed area controls the initial heterogeneous reaction rate.", + "Consider equal solid mass partitioned into nonporous spherical particles. Particle radius sets specific surface, which sets the initial surface-limited conversion rate.", + ), + + # (-,-): an increase lowers the intermediate, which lowers y. + chain( + "deoxidizer-inclusions-ductility", "metal processing", -1, -1, + "effective deoxidizer addition", "0.005 wt percent", "0.05 wt percent", + "oxide inclusion density", "tensile ductility", + "A molten alloy remains within the effective deoxidation window without forming excess inclusions. More deoxidizer lowers oxide inclusion density, and inclusions nucleate voids that reduce tensile ductility.", + "Consider controlled melt deoxidation below the over-treatment regime. Addition level reduces oxide particles, which otherwise limit elongation by initiating damage.", + ), + chain( + "homogenization-segregation-corrosion", "alloy homogenization", -1, -1, + "homogenization time", "10 min", "10 h", + "microsegregation amplitude", "corrosion resistance", + "A cast alloy homogenizes without grain growth or second-phase precipitation. Longer treatment reduces solute microsegregation, and segregation creates local electrochemical cells that lower corrosion resistance.", + "Consider diffusion homogenization of a cast solid solution. Treatment time smooths composition gradients, which otherwise promote galvanic attack and impair corrosion resistance.", + ), + chain( + "anneal-dislocations-thermal-conductivity", "thermal transport", -1, -1, + "recovery annealing time", "1 min", "90 min", + "stored dislocation density", "thermal conductivity", + "A cold-worked pure metal recovers without recrystallization. Annealing removes dislocations, and dislocations scatter heat carriers and reduce thermal conductivity.", + "Consider recovery of a deformed metallic conductor with unchanged chemistry. Treatment duration lowers line-defect density, which otherwise impedes heat transport.", + ), + chain( + "pressure-pores-toughness", "ceramic consolidation", -1, -1, + "sintering pressure", "5 MPa", "100 MPa", + "residual pore fraction", "fracture toughness", + "A ceramic densifies without abnormal grain growth. Higher sintering pressure reduces residual pores, and pores initiate cracks that lower fracture toughness.", + "Consider pressure-assisted sintering at fixed thermal history. Applied pressure closes voids, which otherwise concentrate stress and impair resistance to crack extension.", + ), + chain( + "purification-impurities-carrier-mobility", "electronic materials", -1, -1, + "zone-refining pass count", "1 pass", "20 passes", + "electrically active impurity concentration", "charge-carrier mobility", + "A semiconductor remains at fixed intentional doping. Additional zone-refining passes reduce unwanted impurities, and impurity scattering lowers charge-carrier mobility.", + "Consider repeated purification of a semiconductor without changing its designed dopant level. Pass count removes background impurities, which otherwise scatter mobile carriers.", + ), + chain( + "stress-relief-residual-fatigue", "residual stress", -1, -1, + "stress-relief time", "5 min", "120 min", + "tensile residual stress", "fatigue life", + "A welded component is stress relieved below transformation temperature. Longer treatment lowers tensile residual stress, and tensile residual stress accelerates fatigue damage and reduces life.", + "Consider subcritical stress relief with unchanged microstructure. Treatment time relaxes locked-in tension, which otherwise promotes cyclic crack initiation and shortens fatigue life.", + ), +] + + +def answer_order(chain_index: int, surface: str, question_type: str) -> list[str]: + offset = chain_index + (surface == "b") + if question_type != "invariant": + return ["higher", "lower"] if offset % 2 == 0 else ["lower", "higher"] + orders = [ + ["higher", "lower", "same"], + ["lower", "same", "higher"], + ["same", "higher", "lower"], + ["lower", "higher", "same"], + ["higher", "same", "lower"], + ["same", "lower", "higher"], + ] + return orders[offset % len(orders)] + + +def main() -> None: + OUT.mkdir(parents=True, exist_ok=True) + if len(CHAINS) != 24: + raise RuntimeError("prospective target cohort must contain 24 chains") + counts = {} + for row in CHAINS: + counts[(row["link1"], row["link2"])] = counts.get((row["link1"], row["link2"]), 0) + 1 + if set(counts.values()) != {6}: + raise RuntimeError(f"link-sign cells are not balanced: {counts}") + + prompts = [] + for chain_index, item in enumerate(CHAINS): + for surface in ("a", "b"): + for numerical_sign in (-1, 1): + start, end = ( + (item["low"], item["high"]) + if numerical_sign > 0 + else (item["high"], item["low"]) + ) + intermediate_sign = item["link1"] * numerical_sign + target_sign = item["link1"] * item["link2"] * numerical_sign + prefix = ( + f"{item[f'context_{surface}']} All unstated conditions remain fixed. " + f"{MARKERS['context']} The {item['control']} changes from {start} to {end}. " + f"{MARKERS['perturbation']} " + ) + questions = { + "target": (f"What happens to the {item['response']}?", target_sign), + "intermediate": ( + f"What happens to the {item['intermediate']}?", + intermediate_sign, + ), + "invariant": ("What happens to the total specimen mass?", 0), + } + for question_type, (question, query_sign) in questions.items(): + words = answer_order(chain_index, surface, question_type) + expected = "same" if query_sign == 0 else ("higher" if query_sign > 0 else "lower") + prompt_id = ( + f"goalrole--{item['chain_id']}--s{surface}--n{numerical_sign:+d}--{question_type}" + ) + counterpart_id = ( + f"goalrole--{item['chain_id']}--s{surface}--n{-numerical_sign:+d}--{question_type}" + ) + user = ( + prefix + + question + + f" {MARKERS['question']} Reply with exactly one lowercase word from this ordered " + + ("pair: " if len(words) == 2 else "set: ") + + ", ".join(words) + + "." + ) + prompts.append( + { + "prompt_id": prompt_id, + "counterpart_prompt_id": counterpart_id, + "chain_id": item["chain_id"], + "domain": item["domain"], + "surface": surface, + "question_type": question_type, + "link1_sign": item["link1"], + "link2_sign": item["link2"], + "net_law_sign": item["link1"] * item["link2"], + "numerical_sign": numerical_sign, + "intermediate_sign": intermediate_sign, + "target_sign": target_sign, + "query_sign": query_sign, + "control": item["control"], + "intermediate": item["intermediate"], + "response": item["response"], + "answer_words": words, + "expected_answer": expected, + "user": user, + } + ) + + expected_prompts = 24 * 2 * 2 * 3 + if len(prompts) != expected_prompts: + raise RuntimeError(f"expected {expected_prompts} prompts, found {len(prompts)}") + prompt_ids = {row["prompt_id"] for row in prompts} + if len(prompt_ids) != len(prompts): + raise RuntimeError("duplicate prompt ids") + if any(row["counterpart_prompt_id"] not in prompt_ids for row in prompts): + raise RuntimeError("missing numerical-reversal counterpart") + + manifest = { + "study_id": "gemma4-31b-goal-specific-causal-roles-v1", + "status": "frozen-before-new-target-output", + "markers": MARKERS, + "dimensions": { + "target_chains": len(CHAINS), + "link_sign_cells": 4, + "chains_per_link_sign_cell": 6, + "surfaces": 2, + "numerical_directions": 2, + "question_types": 3, + "prompts": len(prompts), + }, + "prompts": prompts, + } + manifest_path = OUT / "prompt_manifest.json" + manifest_path.write_text(json.dumps(manifest, indent=2) + "\n") + + runner = ROOT / "scripts" / "run_gemma31b_goal_specific_causal_roles.py" + analyzer = ROOT / "scripts" / "analyze_gemma31b_goal_specific_causal_roles.py" + validator = ROOT / "scripts" / "validate_gemma31b_goal_specific_causal_roles.py" + discovery = ROOT / "experiments" / "gemma4-31b-query-gated-physics-2026-08-25" + protocol = { + "study_id": manifest["study_id"], + "status": "frozen-before-new-target-output", + "hypothesis_origin": ( + "Prospective causal test of a post hoc observational finding: independently fitted " + "downstream and intermediate outcome directions generalized on an earlier disjoint " + "cohort with AUC 0.826 and 0.778 and formed an angle of 79.99 degrees." + ), + "model": MODEL, + "model_revision": MODEL_REVISION, + "dtype": "bfloat16", + "probe_layer_zero_indexed": PROBE_LAYER, + "probe_position": "the answer-free question marker", + "development_data": { + "manifest": str((discovery / "prompt_manifest.json").relative_to(ROOT)), + "states": str((discovery / "states.npy").relative_to(ROOT)), + "protocol": str((discovery / "protocol.json").relative_to(ROOT)), + "development_chain_count": 12, + "target_and_intermediate_prompts_each": 24, + }, + "interventions": { + "role_neutralization": ( + "Set one role direction's normalized-state projection to its development midpoint " + "while exactly preserving the other role projection and the receiver state norm." + ), + "role_counterfactual": ( + "Set one role projection to its value in the matched reversed-input prompt while " + "preserving the other role projection and receiver norm." + ), + "full_counterfactual": "Replace the marker state with the matched reversed-input state.", + "role_restoration": ( + "Within the full counterfactual state, restore either role projection to its clean " + "receiver value while preserving the other counterfactual projection and state norm." + ), + "centroid_repair": ( + "Set either role projection to its development centroid for the registered sign; " + "analyze only naturally incorrect clean binary decisions." + ), + "activation_controls": ( + "Four sign-shuffled activation-derived directions orthogonal to the two-role span; " + "apply antithetic plus/minus perturbations at exactly the physical intervention norm." + ), + "dose_matched_other_role": ( + "For each queried role, perturb the other physical-role coordinate by exactly the " + "same Euclidean distance on the same state-norm sphere while preserving the queried-role " + "projection. This is the comparator used in the double-dissociation endpoints." + ), + }, + "independent_unit": "physical chain, after averaging surfaces and numerical directions", + "primary_endpoint": ( + "Dose-matched neutralization double dissociation: for each binary question, compare " + "neutralizing its own role coordinate with an equal-distance, equal-norm movement along " + "the other physical-role coordinate; average target and intermediate contrasts within " + "each of 24 chains." + ), + "confirmatory_endpoints": [ + "the analogous role-specific double dissociation under coordinate counterfactuals", + "the analogous double dissociation when restoring one coordinate inside a full counterfactual state", + "own-role neutralization and reversal effects relative to activation-matched null controls", + "stability of invariant-mass decisions and registered output probability mass", + ], + "success_criteria": { + "primary_chain_bootstrap_ci_lower_above_zero": True, + "primary_one_sided_exact_sign_flip_p_maximum": 0.05, + "minimum_positive_chain_fraction": 0.75, + "both_question_specific_mean_contrasts_positive": True, + "own_role_neutralization_exceeds_activation_control_ci_lower_above_zero": True, + }, + "secondary_endpoints": [ + "prospective held-out AUC of each frozen role direction", + "clean answer accuracy and correct-to-error transitions", + "role-specific mediation fraction relative to full-state counterfactual replacement", + "natural-error repair by the correct role centroid and falsification by the wrong centroid", + "law, surface, numerical-direction, and link-sign-cell heterogeneity", + ], + "guardrails": [ + "All 24 target chain identities are disjoint from the 24 chains used in the observational discovery study.", + "Directions, layer, prompt grammar, endpoints, controls, and success criteria are frozen before target-model output.", + "No prompt supplies an equation or instructs the model to compose signs.", + "The primary unit is the chain, not an individual prompt.", + "A positive result would establish role-selective causal contribution at one layer and token position, not a literal graph, unique necessity, or a complete reasoning trace.", + ], + "inputs": { + "manifest": {"path": str(manifest_path.relative_to(ROOT)), "sha256": sha256(manifest_path)}, + "builder": {"path": str(Path(__file__).resolve().relative_to(ROOT)), "sha256": sha256(Path(__file__).resolve())}, + "runner": {"path": str(runner.relative_to(ROOT)), "sha256": sha256(runner)}, + "analyzer": {"path": str(analyzer.relative_to(ROOT)), "sha256": sha256(analyzer)}, + "validator": {"path": str(validator.relative_to(ROOT)), "sha256": sha256(validator)}, + "development_manifest": {"path": str((discovery / "prompt_manifest.json").relative_to(ROOT)), "sha256": sha256(discovery / "prompt_manifest.json")}, + "development_states": {"path": str((discovery / "states.npy").relative_to(ROOT)), "sha256": sha256(discovery / "states.npy")}, + "development_protocol": {"path": str((discovery / "protocol.json").relative_to(ROOT)), "sha256": sha256(discovery / "protocol.json")}, + }, + } + (OUT / "protocol.json").write_text(json.dumps(protocol, indent=2) + "\n") + + lines = [ + "# Exact prompts for the prospective goal-specific causal-role experiment", + "", + "All 288 prompts below were frozen before any target-cohort model output.", + "", + ] + for row in prompts: + lines.extend([f"## `{row['prompt_id']}`", "", row["user"], ""]) + (OUT / "PROMPTS.md").write_text("\n".join(lines)) + + brief = """# Frozen protocol + +This is a prospective causal test of a post hoc observational hypothesis. Two +directions—one for an intermediate physical variable and one for a downstream +response—are fitted only from the 12 development chains archived in the 31B +query-gating experiment. They are then intervened on in 24 completely new +two-link chains. The primary endpoint is a chain-level double dissociation. + +The experiment directory is deliberately separate from the manuscript. No +result will be added to the paper unless it survives the frozen tests and is +reviewed with the author. +""" + (OUT / "PROTOCOL.md").write_text(brief) + print(json.dumps({"dimensions": manifest["dimensions"], "link_sign_counts": {str(k): v for k, v in counts.items()}}, indent=2)) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/build_gemma31b_semantic_streams.py b/jlens_materials/scripts/build_gemma31b_semantic_streams.py new file mode 100644 index 0000000000000000000000000000000000000000..f423419f809555c7a0ec1cb8dd8a11edbd929988 --- /dev/null +++ b/jlens_materials/scripts/build_gemma31b_semantic_streams.py @@ -0,0 +1,554 @@ +#!/usr/bin/env python3 +"""Build the descriptive 31B semantic-stream Supplementary figure. + +The left column exactly reproduces the unfiltered single-fit stream protocol +used for the 4B paper figure. The right column is necessarily single-fit +because only one 31B Jacobian lens exists. It therefore replaces three-fit +intersection with a frozen lexical-decontamination and corpus-specificity rule. +No declared materials term is used to generate, filter, retain, or rank words. +""" + +from __future__ import annotations + +import csv +import hashlib +import json +import math +import re +import shutil +from collections import Counter, defaultdict +from pathlib import Path + +import matplotlib.pyplot as plt +import numpy as np +from wordfreq import zipf_frequency + +from analyze_materials_heldout_v1 import FUNCTION_WORDS +from build_final_paper_figures import ( + TOKEN_COLORS, + configure_style, + stream_panel, + unfiltered_prompt_stream, +) + + +ROOT = Path(__file__).resolve().parents[1] +REPO_ROOT = ROOT.parent +RUN_PATH = ROOT / "runs" / "gemma4-31b-it-heldout-v1-seed0.json" +OUT_DIR = ROOT / "experiments" / "gemma4-31b-semantic-streams-2026-08-26" +FIG_DIR = OUT_DIR / "figures" +PAPER_FIG_DIR = ( + REPO_ROOT + / "PAPER_REVISION" + / "Materials_Science_Interpretability" + / "figures" +) +FIGURE_STEM = "figure-s28-gemma31b-semantic-streams" + +BAND = (38.0, 92.0) +DISPLAY_LIMIT = 6 +MIN_ZIPF = 2.0 +SHORT_TOKEN_ZIPF = 4.0 +IDF_POWER = 2.0 + +STREAM_CASES = [ + ("A", "Boundary attack", "heldout-v1-assoc-boundary-attack-05"), + ("B", "Notch resistance", "heldout-v1-assoc-notch-resistance-01"), + ("C", "Line-defect motion", "heldout-v1-assoc-line-defect-motion-04"), + ("D", "Ductile failure", "heldout-v1-assoc-ductile-03"), + ("E", "Cleavage", "heldout-v1-assoc-cleavage-03"), +] + +INTERPRETATIONS = { + "A": ( + "A late chemical-degradation neighborhood contains dissolution, " + "attacks, etching, and melting, alongside temporal connective words." + ), + "B": ( + "A constraint/failure-threshold neighborhood contains allowable, " + "critical, threshold, and longer." + ), + "C": ( + "A permanent-deformation neighborhood contains deformation, " + "permanently, and dislocations, alongside consequence words." + ), + "D": ( + "A joining neighborhood contains linking and bridging, but is " + "mixed with generic words such as interactions and remaining." + ), + "E": ( + "The cleavage case contains cleaved and breached, but " + "remains mixed with generic descriptive vocabulary." + ), +} + + +def normalize_specific_token(raw: str) -> str | None: + """Frozen target-agnostic lexical screen for the 31B case series.""" + token = raw.strip().lower() + if len(token) < 4 or not token.isascii() or not token.isalpha(): + return None + frequency = float(zipf_frequency(token, "en")) + if frequency < MIN_ZIPF: + return None + if len(token) < 5 and frequency < SHORT_TOKEN_ZIPF: + return None + return token + + +def record_words(record: dict) -> set[str]: + text = f"{record.get('prompt_text', '')} {record.get('generated_completion', '')}" + return set(re.findall(r"[a-z]+", text.lower())) + + +def source_sha256(path: Path) -> str: + return hashlib.sha256(path.read_bytes()).hexdigest() + + +def document_frequency(records: list[dict]) -> Counter[str]: + """Count prompts containing a candidate anywhere in the registered band.""" + frequency: Counter[str] = Counter() + for record in records: + forbidden = record_words(record) | FUNCTION_WORDS + present: set[str] = set() + for row in record["layer_readouts"]: + if not BAND[0] <= float(row["depth"]) <= BAND[1]: + continue + for raw in row["top_tokens"]: + token = normalize_specific_token(raw) + if token is not None and token not in forbidden: + present.add(token) + frequency.update(present) + return frequency + + +def decontaminated_prompt_stream( + record: dict, + *, + prompt_frequency: Counter[str], + n_prompts: int, +) -> tuple[np.ndarray, list[str], np.ndarray, dict]: + """Single-fit, prompt-removed, English-frequency and IDF-filtered stream.""" + depths = np.asarray( + [float(row["depth"]) for row in record["layer_readouts"]], dtype=float + ) + width = max(len(row["top_tokens"]) for row in record["layer_readouts"]) + forbidden = record_words(record) | FUNCTION_WORDS + scores: dict[str, np.ndarray] = defaultdict( + lambda: np.zeros(len(depths), dtype=float) + ) + + for layer_index, row in enumerate(record["layer_readouts"]): + seen: set[str] = set() + for rank_index, raw in enumerate(row["top_tokens"]): + token = normalize_specific_token(raw) + if token is None or token in forbidden or token in seen: + continue + seen.add(token) + scores[token][layer_index] = max( + scores[token][layer_index], + (width - rank_index) / width, + ) + + band = (depths >= BAND[0]) & (depths <= BAND[1]) + integrated = { + token: float(np.trapezoid(values[band], depths[band])) + for token, values in scores.items() + if np.any(values[band] > 0) + } + specificity = { + token: value + * math.log((n_prompts + 1) / (prompt_frequency[token] + 1)) ** IDF_POWER + for token, value in integrated.items() + } + ranked = sorted( + specificity, + key=lambda token: (-specificity[token], token), + ) + selected: list[str] = [] + for token in ranked: + prefix_related = any( + min(len(token), len(existing)) >= 4 + and (token.startswith(existing) or existing.startswith(token)) + for existing in selected + ) + if prefix_related: + continue + selected.append(token) + if len(selected) == DISPLAY_LIMIT: + break + first_layer = { + token: next( + (index for index, value in enumerate(scores[token]) if value > 0), + len(depths), + ) + for token in selected + } + selected.sort( + key=lambda token: (first_layer[token], -specificity[token], token) + ) + matrix = np.asarray([scores[token] for token in selected], dtype=float) + + selected_metadata = [] + for token in selected: + values = scores[token] + nonzero = np.flatnonzero(values > 0) + peak = int(np.argmax(values)) + selected_metadata.append( + { + "token": token, + "integrated_rank_prominence_in_band": integrated[token], + "idf_squared_specificity_score": specificity[token], + "heldout_prompt_frequency": int(prompt_frequency[token]), + "english_zipf_frequency": float(zipf_frequency(token, "en")), + "first_nonzero_depth": float(depths[int(nonzero[0])]), + "peak_depth": float(depths[peak]), + "peak_rank_prominence": float(values[peak]), + } + ) + + return depths, selected, matrix, { + "protocol": ( + "single 31B lens; prompt/output and frozen function words removed; " + "wordfreq 3.1.1 English Zipf screen; squared heldout-suite IDF and " + "conservative exact-prefix deduplication used only for selecting six " + "displayed words" + ), + "selected_tokens": selected_metadata, + "series": { + token: [float(value) for value in scores[token]] for token in selected + }, + } + + +def build_figure(cases: list[dict]) -> None: + configure_style() + figure, axes = plt.subplots( + len(cases), + 2, + figsize=(13.5, 12.8), + sharex=True, + constrained_layout=True, + ) + for row_index, case in enumerate(cases): + raw = case["unfiltered"] + filtered = case["decontaminated"] + stream_panel( + axes[row_index, 0], + np.asarray(raw["depths"], dtype=float), + raw["tokens"], + np.asarray(raw["matrix"], dtype=float), + show_xlabel=row_index == len(cases) - 1, + ) + stream_panel( + axes[row_index, 1], + np.asarray(filtered["depths"], dtype=float), + filtered["tokens"], + np.asarray(filtered["matrix"], dtype=float), + show_xlabel=row_index == len(cases) - 1, + ) + # The 31B ribbons are concentrated in a narrow late-depth interval. + # Direct labels therefore collide even when their anchor depths differ. + # Preserve every selected ribbon and color, but move its label into the + # genuinely empty early-depth region as a compact direct color key. + for text in list(axes[row_index, 1].texts): + if text.get_text() in filtered["tokens"]: + text.remove() + key_y = np.linspace(0.84, 0.16, len(filtered["tokens"])) + for token_index, (token, y_value) in enumerate( + zip(filtered["tokens"], key_y, strict=True) + ): + color = TOKEN_COLORS[token_index % len(TOKEN_COLORS)] + axes[row_index, 1].plot( + [0.035, 0.070], + [y_value, y_value], + transform=axes[row_index, 1].transAxes, + color=color, + linewidth=4.2, + solid_capstyle="butt", + clip_on=False, + ) + axes[row_index, 1].text( + 0.080, + y_value, + token, + transform=axes[row_index, 1].transAxes, + ha="left", + va="center", + fontsize=8.2, + color="#17222A", + ) + axes[row_index, 0].text( + 0.0, + 1.04, + f"{case['panel']} {case['family_label']}", + transform=axes[row_index, 0].transAxes, + ha="left", + va="bottom", + fontsize=10, + fontweight="bold", + ) + axes[0, 0].text( + 0.5, + 1.28, + "Unfiltered single fit", + transform=axes[0, 0].transAxes, + ha="center", + va="bottom", + fontsize=11, + fontweight="bold", + ) + axes[0, 1].text( + 0.5, + 1.28, + "Decontaminated single fit", + transform=axes[0, 1].transAxes, + ha="center", + va="bottom", + fontsize=11, + fontweight="bold", + ) + figure.supylabel("rank-derived display prominence", x=-0.012, fontsize=10) + + FIG_DIR.mkdir(parents=True, exist_ok=True) + PAPER_FIG_DIR.mkdir(parents=True, exist_ok=True) + for suffix in ("pdf", "svg", "png"): + output = FIG_DIR / f"{FIGURE_STEM}.{suffix}" + kwargs = {"bbox_inches": "tight", "facecolor": "white"} + if suffix == "png": + kwargs["dpi"] = 300 + figure.savefig(output, **kwargs) + shutil.copy2(output, PAPER_FIG_DIR / output.name) + plt.close(figure) + + +def write_selected_csv(cases: list[dict]) -> None: + rows = [] + for case in cases: + for display_order, token in enumerate( + case["decontaminated"]["metadata"]["selected_tokens"], start=1 + ): + rows.append( + { + "panel": case["panel"], + "family": case["family_label"], + "slug": case["slug"], + "display_order": display_order, + **token, + } + ) + with (OUT_DIR / "selected_terms.csv").open("w", newline="") as handle: + writer = csv.DictWriter(handle, fieldnames=list(rows[0])) + writer.writeheader() + writer.writerows(rows) + + +def write_report(cases: list[dict], payload: dict) -> None: + lines = [ + "# Gemma 4 31B single-lens semantic-stream case series", + "", + "## Status and purpose", + "", + ( + "This is a retrospective descriptive extension of the published 4B " + "semantic-stream display. It reuses the identical five held-out prompts " + "and the stored final-prompt top-32 vocabulary rankings. No new Gemma " + "forward pass was run. Because only one 31B lens is available, this " + "analysis cannot apply or estimate the 4B three-fit-consensus rule." + ), + "", + "## What the paired columns mean", + "", + ( + "The left column exactly follows the original unfiltered single-fit " + "renderer. The right column removes literal prompt/output words and the " + "same frozen function-word list, applies a target-agnostic English " + "frequency screen, and selects words using squared inverse document " + "frequency across all 50 stored 31B prompts. IDF selects which words are " + "displayed; ribbon thickness remains the original rank-derived score. " + "Because the retained 31B ribbons cluster late, the word labels are " + "placed as a direct color key in the empty early-depth region." + ), + "", + "## Case-level observations", + "", + ] + for case in cases: + tokens = ", ".join(case["decontaminated"]["tokens"]) + lines.extend( + [ + f"- **{case['panel']} {case['family_label']}:** " + f"{case['interpretation']} Displayed terms: `{tokens}`.", + ] + ) + lines.extend( + [ + "", + "## Interpretation", + "", + ( + "The 31B lens yields localized vocabulary neighborhoods for chemical " + "degradation, failure thresholds, permanent deformation, and joining. " + "The cleavage and ductile cases remain mixed, preserving visible " + "measurement noise. This supports only the descriptive claim that " + "materials-relevant vocabulary can be decoded in selected 31B states. " + "It does not show that 31B is better than 4B, that the words are causal, " + "or that the ribbons are a literal reasoning transcript." + ), + ( + f"Across the {payload['descriptive_summary']['selected_term_count']} " + "displayed decontaminated terms, the median peak occurs at " + f"{payload['descriptive_summary']['median_peak_depth_percent']:.2f}% " + "normalized depth; " + f"{payload['descriptive_summary']['terms_peaking_at_or_after_60_percent']} " + f"of {payload['descriptive_summary']['selected_term_count']} peak at " + "or after 60%. This timing is descriptive rather than " + "an independent onset test because term selection itself is restricted " + "to the registered 38--92% analysis band." + ), + "", + "## Reproduction", + "", + "```bash", + "python scripts/build_gemma31b_semantic_streams.py", + "```", + "", + f"Source run SHA-256: `{payload['source_run_sha256']}`.", + "", + ] + ) + (OUT_DIR / "REPORT.md").write_text("\n".join(lines)) + + +def main() -> None: + run = json.loads(RUN_PATH.read_text()) + records = run["prompts"] + index = {record["slug"]: record for record in records} + missing = [slug for _, _, slug in STREAM_CASES if slug not in index] + if missing: + raise RuntimeError(f"Missing required 31B prompts: {missing}") + prompt_frequency = document_frequency(records) + + cases = [] + for panel, family_label, slug in STREAM_CASES: + record = index[slug] + raw_depths, raw_tokens, raw_matrix, raw_metadata = unfiltered_prompt_stream( + record + ) + clean_depths, clean_tokens, clean_matrix, clean_metadata = ( + decontaminated_prompt_stream( + record, + prompt_frequency=prompt_frequency, + n_prompts=len(records), + ) + ) + if not np.allclose(raw_depths, clean_depths): + raise RuntimeError(f"Depth mismatch for {slug}") + cases.append( + { + "panel": panel, + "family_label": family_label, + "slug": slug, + "prompt": record["prompt_text"], + "generated_completion": record.get("generated_completion", ""), + "interpretation": INTERPRETATIONS[panel], + "unfiltered": { + "depths": [float(value) for value in raw_depths], + "tokens": raw_tokens, + "matrix": raw_matrix.tolist(), + "metadata": raw_metadata, + }, + "decontaminated": { + "depths": [float(value) for value in clean_depths], + "tokens": clean_tokens, + "matrix": clean_matrix.tolist(), + "metadata": clean_metadata, + }, + } + ) + + OUT_DIR.mkdir(parents=True, exist_ok=True) + payload = { + "analysis_status": ( + "retrospective descriptive single-lens 31B semantic-stream case series" + ), + "comparison_boundary": ( + "same prompts and unfiltered renderer as 4B, but no 31B three-fit " + "consensus; not a quantitative 4B-versus-31B comparison" + ), + "source_run": str(RUN_PATH.relative_to(ROOT)), + "source_run_sha256": source_sha256(RUN_PATH), + "model_identity": run["model_identity"], + "lens_provenance": run["lens_provenance"], + "registered_band": list(BAND), + "function_word_count": len(FUNCTION_WORDS), + "lexical_filter": { + "package": "wordfreq", + "version": "3.1.1", + "language": "en", + "minimum_zipf_frequency": MIN_ZIPF, + "shorter_than_five_characters_minimum_zipf": SHORT_TOKEN_ZIPF, + "minimum_characters": 4, + "ascii_alphabetic_only": True, + }, + "selection": { + "candidate_source": "stored top-32 Jacobian vocabulary tokens by layer", + "input_and_output_words_removed": True, + "frozen_function_words_removed": True, + "document_frequency_population": len(records), + "idf_formula": "log((N+1)/(df+1))", + "idf_power": IDF_POWER, + "display_limit": DISPLAY_LIMIT, + "display_prefix_deduplication": ( + "reject a lower-ranked word when it starts with an already selected " + "word, or vice versa, and the shorter form has at least four letters" + ), + "declared_materials_terms_used": False, + "ribbon_width": "(stored_width-rank_index)/stored_width", + }, + "cases": cases, + } + selected_rows = [ + term + for case in cases + for term in case["decontaminated"]["metadata"]["selected_tokens"] + ] + peak_depths = np.asarray( + [term["peak_depth"] for term in selected_rows], dtype=float + ) + payload["descriptive_summary"] = { + "selected_term_count": int(len(selected_rows)), + "median_peak_depth_percent": float(np.median(peak_depths)), + "terms_peaking_at_or_after_60_percent": int(np.sum(peak_depths >= 60.0)), + "terms_peaking_at_or_after_80_percent": int(np.sum(peak_depths >= 80.0)), + "interpretation": ( + "descriptive only; the 38--92% selection band makes late localization " + "partly design-dependent" + ), + } + (OUT_DIR / "statistics.json").write_text(json.dumps(payload, indent=2) + "\n") + (OUT_DIR / "prompt_manifest.json").write_text( + json.dumps( + [ + { + "panel": case["panel"], + "family": case["family_label"], + "slug": case["slug"], + "prompt": case["prompt"], + "generated_completion": case["generated_completion"], + } + for case in cases + ], + indent=2, + ) + + "\n" + ) + write_selected_csv(cases) + build_figure(cases) + write_report(cases, payload) + print(f"wrote {OUT_DIR}") + print(f"copied figure to {PAPER_FIG_DIR / (FIGURE_STEM + '.pdf')}") + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/build_graph_si_inventory.py b/jlens_materials/scripts/build_graph_si_inventory.py new file mode 100644 index 0000000000000000000000000000000000000000..39cf930fe19c7f6851d84a80faa68b2056d6a969 --- /dev/null +++ b/jlens_materials/scripts/build_graph_si_inventory.py @@ -0,0 +1,242 @@ +#!/usr/bin/env python3 +"""Build self-contained LaTeX and CSV inventories for the graph-study SI.""" + +from __future__ import annotations + +import csv +import json +from collections import defaultdict +from pathlib import Path + +import numpy as np + + +ROOT = Path(__file__).resolve().parents[1] +PAPER = ROOT / "paper" +EXPERIMENT = ROOT / "experiments" / "graph-topology-rigorous-2026-07-17" +REPLICATION = ( + ROOT + / "experiments" + / "late-physics-representation-replication-2026-07-17" +) + + +def latex(value: object) -> str: + text = str(value) + replacements = { + "\\": r"\textbackslash{}", + "&": r"\&", + "%": r"\%", + "$": r"\$", + "#": r"\#", + "_": r"\_", + "{": r"\{", + "}": r"\}", + "~": r"\textasciitilde{}", + "^": r"\textasciicircum{}", + } + return "".join(replacements.get(character, character) for character in text) + + +def variant_label(value: str) -> str: + return { + "anchor": "anchor", + "physics_paraphrase": "physical paraphrase", + "lexical_counterfactual": "lexical counterfactual", + }[value] + + +def build_prompt_inventory(prompts: list[dict[str, object]]) -> None: + families: dict[str, list[dict[str, object]]] = defaultdict(list) + family_names: dict[str, str] = {} + for prompt in prompts: + family = str(prompt["family_id"]) + families[family].append(prompt) + family_names[family] = str(prompt["family_name"]) + + lines = [ + "% Generated by scripts/build_graph_si_inventory.py.", + "% Do not edit manually; regenerate from the frozen prompt manifest.", + ] + for family in sorted(families): + lines.extend( + [ + "", + rf"\subsubsection*{{{latex(family_names[family])}}}", + ] + ) + by_case: dict[str, list[dict[str, object]]] = defaultdict(list) + for prompt in families[family]: + by_case[str(prompt["case_id"])].append(prompt) + for case in sorted(by_case): + lines.append(rf"\paragraph{{Material case: \texttt{{{latex(case)}}}.}}") + for prompt in sorted( + by_case[case], + key=lambda row: ( + "anchor", + "physics_paraphrase", + "lexical_counterfactual", + ).index(str(row["variant"])), + ): + lines.extend( + [ + r"\begin{quote}\small", + rf"\textbf{{Prompt ID:}} \path{{{prompt['prompt_id']}}}.\\", + ( + rf"\textbf{{{latex(variant_label(str(prompt['variant'])))}}}; " + rf"numeric direction: \texttt{{{latex(prompt['numeric_direction'])}}}; " + rf"expected answer: \texttt{{{latex(prompt['expected_outcome'])}}}; " + rf"answer order: \texttt{{{latex(prompt['presentation_order'])}}}." + ), + "", + rf"\emph{{{latex(prompt['user'])}}}", + r"\end{quote}", + ] + ) + (PAPER / "graph_prompt_inventory.tex").write_text( + "\n".join(lines) + "\n", + encoding="utf-8", + ) + + +def build_edge_inventory( + prompts: list[dict[str, object]], + edge_rows: list[dict[str, str]], + rank_rows: list[dict[str, str]], +) -> None: + ranks = { + (int(row["source_index"]), row["target_variant"]): row + for row in rank_rows + if row["method"] == "jacobian_band" + } + primary = [ + row for row in edge_rows if row["method"] == "jacobian_band" + ] + by_family: dict[str, list[dict[str, str]]] = defaultdict(list) + mapped_csv = [] + for row in primary: + source_index = int(row["source_index"]) + target_index = int(row["target_index"]) + rank = ranks[(source_index, row["target_variant"])] + source = prompts[source_index] + target = prompts[target_index] + enriched = { + **row, + "source_prompt_id": str(source["prompt_id"]), + "source_case_id": str(source["case_id"]), + "target_prompt_id": str(target["prompt_id"]), + "target_case_id": str(target["case_id"]), + "first_same_outcome_rank": rank["first_positive_rank"], + "pairwise_auc": rank["pairwise_auc"], + } + mapped_csv.append(enriched) + by_family[row["family"]].append(enriched) + + output_csv = PAPER / "graph_data" / "primary_jacobian_edges_with_ids.csv" + output_csv.parent.mkdir(parents=True, exist_ok=True) + with output_csv.open("w", newline="", encoding="utf-8") as handle: + writer = csv.DictWriter(handle, fieldnames=list(mapped_csv[0])) + writer.writeheader() + writer.writerows(mapped_csv) + + family_names = { + str(prompt["family_id"]): str(prompt["family_name"]) + for prompt in prompts + } + lines = [ + "% Generated by scripts/build_graph_si_inventory.py.", + "% Complete 144-edge primary frozen-band Jacobian inventory.", + ] + for family in sorted(by_family): + lines.extend( + [ + "", + rf"\subsubsection*{{{latex(family_names[family])}}}", + r"\begingroup\scriptsize", + r"\begin{longtable}{>{\raggedright\arraybackslash}p{0.19\linewidth}>{\raggedright\arraybackslash}p{0.14\linewidth}>{\raggedright\arraybackslash}p{0.19\linewidth}rrrr}", + r"\toprule", + r"Source case / variant & Target variant & Selected target case & Correct & First valid rank & Pair AUC & Cosine \\", + r"\midrule", + r"\endhead", + ] + ) + for row in sorted( + by_family[family], + key=lambda item: ( + item["source_case_id"], + item["source_variant"], + item["target_variant"], + ), + ): + source_short = ( + rf"\texttt{{{latex(row['source_case_id'])}}} / " + rf"{latex(variant_label(row['source_variant']))}" + ) + lines.append( + " & ".join( + [ + source_short, + latex(variant_label(row["target_variant"])), + rf"\texttt{{{latex(row['target_case_id'])}}}", + "yes" if row["same_outcome"] == "True" else "no", + latex(row["first_same_outcome_rank"]), + f"{float(row['pairwise_auc']):.2f}", + f"{float(row['cosine']):.4f}", + ] + ) + + r" \\" + ) + lines.extend( + [ + r"\bottomrule", + r"\end{longtable}", + r"\endgroup", + ] + ) + (PAPER / "graph_primary_edge_inventory.tex").write_text( + "\n".join(lines) + "\n", + encoding="utf-8", + ) + + +def main() -> None: + manifest = json.loads( + (REPLICATION / "prompt_manifest.json").read_text(encoding="utf-8") + ) + prompt_by_id = { + str(prompt["prompt_id"]): prompt for prompt in manifest["prompts"] + } + with np.load(REPLICATION / "representations.npz", allow_pickle=False) as data: + prompt_ids = data["prompt_ids"].astype(str).tolist() + prompts = [prompt_by_id[prompt_id] for prompt_id in prompt_ids] + + with (EXPERIMENT / "replication_relation_graph_selected_edges.csv").open( + newline="", + encoding="utf-8", + ) as handle: + edge_rows = list(csv.DictReader(handle)) + with (EXPERIMENT / "replication_relation_candidate_ranks.csv").open( + newline="", + encoding="utf-8", + ) as handle: + rank_rows = list(csv.DictReader(handle)) + + build_prompt_inventory(prompts) + build_edge_inventory(prompts, edge_rows, rank_rows) + print( + json.dumps( + { + "prompts": len(prompts), + "primary_edges": sum( + row["method"] == "jacobian_band" for row in edge_rows + ), + "prompt_inventory": "paper/graph_prompt_inventory.tex", + "edge_inventory": "paper/graph_primary_edge_inventory.tex", + }, + indent=2, + ) + ) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/build_neutral_anchored_relational_benchmark.py b/jlens_materials/scripts/build_neutral_anchored_relational_benchmark.py new file mode 100644 index 0000000000000000000000000000000000000000..9fd79f2f0d987c12951f5bbb921682493a543a50 --- /dev/null +++ b/jlens_materials/scripts/build_neutral_anchored_relational_benchmark.py @@ -0,0 +1,309 @@ +#!/usr/bin/env python3 +"""Freeze a large, diverse, neutral-anchored relational benchmark.""" + +from __future__ import annotations + +import hashlib +import json +from datetime import datetime, timezone +from pathlib import Path + + +ROOT = Path(__file__).resolve().parents[1] +OUT = ROOT / "experiments" / "neutral-anchored-relational-physics-2026-07-18" +MANIFEST = OUT / "prompt_manifest.json" +PROTOCOL = OUT / "protocol.json" +RUNNER = ROOT / "scripts" / "run_neutral_anchored_relational_benchmark.py" +DEVELOPMENT = ROOT / "experiments" / "elicited-physics-abstraction-2026-07-18" + + +def law( + law_id: str, + category: str, + domain: str, + law_name: str, + response: str, + control: str, + formula_a: str, + formula_b: str, + case_1: tuple[str, str, str], + case_2: tuple[str, str, str], + *, + neutral_role: str | None = None, +) -> dict: + sign = {"direct": 1, "inverse": -1, "neutral": 0}[category] + return { + "law_id": law_id, + "category": category, + "domain": domain, + "law_sign": sign, + "law_name": law_name, + "response": response, + "control": control, + "formula_a": formula_a, + "formula_b": formula_b, + "cases": [case_1, case_2], + "neutral_role": neutral_role, + } + + +LAWS = [ + # Twenty direct relations. + law("shear-strain-stress", "direct", "mechanics", "linear shear response", "shear strain gamma", "shear stress tau", "gamma = tau/G, with G fixed and positive", "gamma G = tau, with G fixed and positive", ("an elastic aluminum element", "5 MPa", "50 MPa"), ("an elastic polymer layer", "0.2 MPa", "2 MPa")), + law("axial-elongation-force", "direct", "mechanics", "axial extension at fixed geometry", "elongation delta_L", "axial force F", "delta_L = F L/(E A), with L, E, and A fixed", "delta_L/F = L/(E A), with L, E, and A fixed", ("a steel tie", "1 kN", "10 kN"), ("a polymer fiber", "10 N", "100 N")), + law("spring-energy-displacement", "direct", "mechanics", "elastic spring energy", "stored energy U", "displacement x", "U = k x^2/2, with k fixed and positive", "2 U/x^2 = k, with k fixed and positive", ("a coil spring", "1 mm", "10 mm"), ("an elastic flexure", "0.2 mm", "2 mm")), + law("stress-intensity-applied-stress", "direct", "fracture", "mode-I intensity at fixed crack geometry", "stress intensity K_I", "applied stress sigma", "K_I = C sigma", "K_I/sigma = C", ("a cracked aluminum panel", "10 MPa", "100 MPa"), ("a cracked glass plate", "2 MPa", "20 MPa")), + law("paris-rate-delta-k", "direct", "fatigue", "Paris fatigue-crack growth", "crack-growth rate da_dN", "stress-intensity range Delta_K", "da_dN = C Delta_K^m, with m > 0", "da_dN/Delta_K^m = C, with m > 0", ("a cyclically loaded steel", "5 MPa sqrt(m)", "20 MPa sqrt(m)"), ("a cyclically loaded aluminum alloy", "2 MPa sqrt(m)", "12 MPa sqrt(m)")), + law("pore-permeability-radius", "direct", "transport", "pore-radius permeability scaling", "permeability k_perm", "pore radius r_p", "k_perm = C r_p^2", "k_perm/r_p^2 = C", ("a porous ceramic", "0.1 micrometers", "1 micrometer"), ("a model sandstone", "2 micrometers", "20 micrometers")), + law("heat-capacity-mass", "direct", "thermal", "total heat capacity", "total heat capacity C_tot", "sample mass m_s", "C_tot = c_p m_s, with c_p fixed", "C_tot/m_s = c_p, with c_p fixed", ("an aluminum specimen", "1 g", "100 g"), ("a polymer specimen", "2 g", "200 g")), + law("thermal-energy-temperature", "direct", "thermal", "sensible heating at fixed mass", "added thermal energy Q_h", "temperature rise Delta_T", "Q_h = m c_p Delta_T, with m and c_p fixed", "Q_h/Delta_T = m c_p, with m and c_p fixed", ("a copper block", "5 K", "50 K"), ("a ceramic pellet", "10 K", "100 K")), + law("current-voltage", "direct", "electrical", "Ohmic current at fixed resistance", "electric current I_e", "applied voltage V", "I_e = V/R, with R fixed and positive", "I_e R = V, with R fixed and positive", ("a metallic resistor", "1 V", "10 V"), ("a conducting composite", "0.5 V", "5 V")), + law("joule-power-current", "direct", "electrical", "Joule heating at fixed resistance", "electrical power P_e", "electric current I_e", "P_e = R I_e^2, with R fixed and positive", "P_e/I_e^2 = R, with R fixed and positive", ("a resistive wire", "0.1 A", "1 A"), ("a thin-film heater", "0.02 A", "0.2 A")), + law("hall-voltage-field", "direct", "electronic", "Hall voltage at fixed current and geometry", "Hall voltage V_H", "magnetic field B", "V_H = C B", "V_H/B = C", ("a semiconductor Hall bar", "0.1 T", "1 T"), ("a metallic Hall sensor", "0.05 T", "0.5 T")), + law("magnetization-field", "direct", "magnetic", "linear magnetic susceptibility", "magnetization M", "magnetic field H", "M = chi H, with chi fixed and positive", "M/H = chi, with chi fixed and positive", ("a paramagnetic crystal", "100 A m^-1", "1000 A m^-1"), ("a linear magnetic composite", "50 A m^-1", "500 A m^-1")), + law("absorbance-thickness", "direct", "optical", "Beer-Lambert absorbance", "optical absorbance A_opt", "absorber thickness L", "A_opt = alpha L, with alpha fixed and positive", "A_opt/L = alpha, with alpha fixed and positive", ("a dyed polymer film", "10 micrometers", "100 micrometers"), ("an absorbing semiconductor layer", "0.1 micrometers", "1 micrometer")), + law("capillary-rise-surface-tension", "direct", "interfacial", "capillary rise at fixed tube radius", "capillary height h_c", "surface tension gamma_s", "h_c = C gamma_s", "h_c/gamma_s = C", ("a wetting liquid in a glass tube", "0.02 N m^-1", "0.08 N m^-1"), ("a molten metal in a fixed capillary", "0.2 N m^-1", "0.8 N m^-1")), + law("nucleation-rate-sites", "direct", "phase transformation", "heterogeneous nucleation at fixed per-site rate", "total nucleation rate J_n", "active-site density N_s", "J_n = C N_s", "J_n/N_s = C", ("a solidifying alloy", "1e8 m^-3", "1e12 m^-3"), ("a crystallizing glass", "1e10 m^-3", "1e14 m^-3")), + law("grain-size-time", "direct", "microstructure", "normal grain growth at fixed mobility", "grain size d_g", "annealing time t", "d_g^2 = d_0^2 + K t, with K > 0", "(d_g^2 - d_0^2)/t = K, with K > 0", ("an annealed steel", "1 hour", "16 hours"), ("a sintered ceramic", "0.5 hour", "8 hours")), + law("creep-strain-time", "direct", "deformation", "steady creep accumulation", "creep strain epsilon_c", "exposure time t", "epsilon_c = eps_dot t, with eps_dot fixed and positive", "epsilon_c/t = eps_dot, with eps_dot fixed and positive", ("a superalloy at fixed stress and temperature", "10 hours", "1000 hours"), ("a polymer under fixed load", "1 hour", "100 hours")), + law("corrosion-loss-time", "direct", "corrosion", "constant-rate corrosion mass loss", "mass loss m_loss", "exposure time t", "m_loss = C t", "m_loss/t = C", ("a steel coupon in a fixed environment", "1 day", "100 days"), ("a magnesium coupon in a fixed electrolyte", "2 hours", "200 hours")), + law("pressure-drop-flow", "direct", "fluid mechanics", "linear pressure drop at fixed hydraulic resistance", "pressure drop Delta_p", "volumetric flow Q_v", "Delta_p = R_h Q_v, with R_h fixed and positive", "Delta_p/Q_v = R_h, with R_h fixed and positive", ("flow through a porous plug", "1 mL s^-1", "10 mL s^-1"), ("flow through a microchannel", "0.1 mL s^-1", "1 mL s^-1")), + law("reaction-extent-time", "direct", "kinetics", "constant-rate reaction extent", "transformed fraction X", "reaction time t", "X = k t, with k fixed and 0 < X < 1", "X/t = k, with k fixed and 0 < X < 1", ("an early-stage solid-state reaction", "1 minute", "5 minutes"), ("an early-stage cure reaction", "2 minutes", "10 minutes")), + # Twenty inverse relations. + law("shear-strain-modulus", "inverse", "mechanics", "shear strain at fixed stress", "shear strain gamma", "shear modulus G", "gamma = tau/G, with tau fixed and positive", "gamma G = tau, with tau fixed and positive", ("an elastic layer at fixed shear stress", "1 GPa", "50 GPa"), ("a composite at fixed shear stress", "2 GPa", "20 GPa")), + law("axial-elongation-area", "inverse", "mechanics", "axial extension versus section area", "elongation delta_L", "cross-sectional area A", "delta_L = F L/(E A), with F, L, and E fixed", "delta_L A = F L/E, with F, L, and E fixed", ("a tensile bar", "1 mm^2", "100 mm^2"), ("a polymer ligament", "0.1 mm^2", "10 mm^2")), + law("frequency-mass", "inverse", "vibrations", "spring-mass natural frequency", "natural frequency f_n", "attached mass m", "f_n = C/sqrt(m)", "f_n^2 m = C^2", ("a laboratory oscillator", "0.1 kg", "10 kg"), ("a microresonator with an added mass", "1 microgram", "100 micrograms")), + law("fatigue-life-delta-k", "inverse", "fatigue", "power-law fatigue life", "fatigue life N_f", "stress-intensity range Delta_K", "N_f = C/Delta_K^m, with m > 0", "N_f Delta_K^m = C, with m > 0", ("a cyclically loaded steel", "5 MPa sqrt(m)", "20 MPa sqrt(m)"), ("a cyclically loaded titanium alloy", "3 MPa sqrt(m)", "15 MPa sqrt(m)")), + law("hydraulic-resistance-permeability", "inverse", "transport", "Darcy resistance at fixed geometry", "hydraulic resistance R_h", "permeability k_perm", "R_h = C/k_perm", "R_h k_perm = C", ("a porous ceramic filter", "1e-16 m^2", "1e-12 m^2"), ("a sandstone core", "1e-15 m^2", "1e-13 m^2")), + law("diffusive-flux-tortuosity", "inverse", "transport", "effective diffusion flux at fixed gradient", "diffusive flux magnitude J", "tortuosity tau_t", "J = C/tau_t", "J tau_t = C", ("a porous electrode", "1.2", "4.8"), ("a polymer membrane", "1.5", "6.0")), + law("diffusion-time-diffusivity-new", "inverse", "transport", "diffusive equilibration time", "equilibration time t_eq", "effective diffusivity D_eff", "t_eq = C/D_eff", "t_eq D_eff = C", ("a fixed porous slab", "1e-12 m^2 s^-1", "1e-9 m^2 s^-1"), ("a fixed coating", "1e-15 m^2 s^-1", "1e-11 m^2 s^-1")), + law("thermal-time-coefficient", "inverse", "thermal", "lumped thermal time versus heat-transfer coefficient", "thermal time constant tau_th", "heat-transfer coefficient h", "tau_th = C/h", "tau_th h = C", ("a fixed metal body", "5 W m^-2 K^-1", "500 W m^-2 K^-1"), ("a fixed ceramic component", "10 W m^-2 K^-1", "1000 W m^-2 K^-1")), + law("current-resistance", "inverse", "electrical", "Ohmic current at fixed voltage", "electric current I_e", "electrical resistance R", "I_e = V/R, with V fixed and positive", "I_e R = V, with V fixed and positive", ("a circuit at fixed voltage", "1 ohm", "100 ohm"), ("a sensor at fixed bias", "10 ohm", "1000 ohm")), + law("capacitance-separation", "inverse", "electrical", "parallel-plate capacitance versus separation", "capacitance C_p", "plate separation d", "C_p = epsilon A/d, with epsilon and A fixed", "C_p d = epsilon A, with epsilon and A fixed", ("a ceramic capacitor", "1 micrometer", "100 micrometers"), ("an air-gap capacitor", "0.1 mm", "10 mm")), + law("hall-coefficient-carriers", "inverse", "electronic", "single-carrier Hall coefficient", "Hall coefficient R_H", "carrier density n", "R_H = 1/(q n), with q fixed and positive", "R_H q n = 1, with q fixed and positive", ("an n-type semiconductor", "1e20 m^-3", "1e24 m^-3"), ("a conducting oxide", "1e22 m^-3", "1e26 m^-3")), + law("skin-depth-frequency", "inverse", "electromagnetic", "electromagnetic skin depth", "skin depth delta_s", "frequency f", "delta_s = C/sqrt(f)", "delta_s^2 f = C^2", ("a copper conductor", "1 kHz", "1 MHz"), ("a magnetic alloy", "100 Hz", "100 kHz")), + law("transmission-absorption", "inverse", "optical", "Beer-Lambert transmission", "transmitted intensity I_t", "absorption coefficient alpha", "I_t = I_0 exp(-alpha L), with I_0 and L fixed", "ln(I_t/I_0) = -alpha L, with I_0 and L fixed", ("a fixed optical film", "1e3 m^-1", "1e6 m^-1"), ("a fixed semiconductor layer", "1e4 m^-1", "1e7 m^-1")), + law("capillary-rise-radius", "inverse", "interfacial", "capillary rise versus tube radius", "capillary height h_c", "tube radius r", "h_c = C/r", "h_c r = C", ("a wetting liquid in a glass tube", "10 micrometers", "1 mm"), ("a molten salt in a capillary", "50 micrometers", "5 mm")), + law("nucleation-barrier-undercooling", "inverse", "phase transformation", "classical nucleation barrier scaling", "nucleation barrier Delta_G_star", "undercooling Delta_T", "Delta_G_star = C/Delta_T^2", "Delta_G_star Delta_T^2 = C", ("a solidifying pure metal", "5 K", "50 K"), ("a crystallizing melt", "10 K", "100 K")), + law("boundary-area-grain-size", "inverse", "microstructure", "grain-boundary area density", "boundary area per volume S_v", "grain size d_g", "S_v = C/d_g", "S_v d_g = C", ("an equiaxed polycrystal", "1 micrometer", "100 micrometers"), ("a nanocrystalline metal", "20 nm", "2 micrometers")), + law("rupture-life-stress", "inverse", "deformation", "power-law creep-rupture life", "rupture life t_r", "applied stress sigma", "t_r = C/sigma^n, with n > 0", "t_r sigma^n = C, with n > 0", ("a superalloy at fixed temperature", "100 MPa", "500 MPa"), ("a polymer at fixed temperature", "2 MPa", "20 MPa")), + law("corrosion-resistance-defects", "inverse", "corrosion", "barrier resistance versus defect density", "polarization resistance R_p", "coating defect density n_d", "R_p = C/n_d", "R_p n_d = C", ("a coated steel surface", "1e2 m^-2", "1e6 m^-2"), ("a coated magnesium alloy", "1e3 m^-2", "1e7 m^-2")), + law("pipe-drop-radius", "inverse", "fluid mechanics", "Poiseuille pressure drop versus radius", "pressure drop Delta_p", "pipe radius r", "Delta_p = C/r^4", "Delta_p r^4 = C", ("a capillary at fixed flow", "10 micrometers", "100 micrometers"), ("a tube at fixed flow", "0.5 mm", "5 mm")), + law("settling-speed-viscosity", "inverse", "fluid mechanics", "Stokes settling speed at fixed particle size", "settling speed v_s", "fluid viscosity eta", "v_s = C/eta", "v_s eta = C", ("a particle in a Newtonian liquid", "1 mPa s", "100 mPa s"), ("a ceramic inclusion in a melt", "0.01 Pa s", "1 Pa s")), + # Twenty neutral relations. First ten calibrate the empirical null; the + # final ten validate it without contributing to centering or scaling. + law("modulus-specimen-length", "neutral", "mechanics", "material modulus independent of specimen length", "Young modulus E", "specimen length L", "E = C", "E/L^0 = C", ("a homogeneous steel specimen", "10 mm", "1 m"), ("a homogeneous ceramic specimen", "1 mm", "100 mm"), neutral_role="calibration"), + law("poisson-area", "neutral", "mechanics", "Poisson ratio independent of section area", "Poisson ratio nu", "cross-sectional area A", "nu = C", "nu/A^0 = C", ("a homogeneous aluminum specimen", "1 mm^2", "100 mm^2"), ("a homogeneous polymer specimen", "0.1 mm^2", "10 mm^2"), neutral_role="calibration"), + law("yield-stress-gauge-length", "neutral", "mechanics", "local yield stress independent of gauge length", "yield stress sigma_y", "gauge length L_g", "sigma_y = C", "sigma_y/L_g^0 = C", ("a uniform steel coupon", "10 mm", "100 mm"), ("a uniform aluminum coupon", "5 mm", "50 mm"), neutral_role="calibration"), + law("toughness-crack-length", "neutral", "fracture", "material toughness independent of test crack length", "fracture toughness K_IC", "initial crack length a", "K_IC = C", "K_IC/a^0 = C", ("a homogeneous ceramic under valid K-dominance", "0.1 mm", "1 mm"), ("a homogeneous alloy under valid K-dominance", "1 mm", "10 mm"), neutral_role="calibration"), + law("burgers-density", "neutral", "crystal defects", "Burgers-vector magnitude independent of dislocation density", "Burgers-vector magnitude b", "dislocation density rho_d", "b = C", "b/rho_d^0 = C", ("one crystal structure at fixed composition", "1e10 m^-2", "1e15 m^-2"), ("a second fixed crystal structure", "1e9 m^-2", "1e14 m^-2"), neutral_role="calibration"), + law("lattice-parameter-cell-count", "neutral", "crystallography", "lattice parameter independent of modeled cell count", "lattice parameter a_0", "number of unit cells N_c", "a_0 = C", "a_0/N_c^0 = C", ("a perfect crystal at fixed state", "10", "1000"), ("a second perfect crystal at fixed state", "20", "2000"), neutral_role="calibration"), + law("diffusivity-slab-thickness-neutral", "neutral", "transport", "intrinsic diffusivity independent of slab thickness", "intrinsic diffusivity D", "slab thickness L", "D = C", "D/L^0 = C", ("one homogeneous material at fixed temperature", "10 micrometers", "1 mm"), ("a second homogeneous material at fixed temperature", "0.1 mm", "10 mm"), neutral_role="calibration"), + law("conductivity-sample-area-neutral", "neutral", "thermal", "intrinsic conductivity independent of sample area", "thermal conductivity k", "sample area A", "k = C", "k/A^0 = C", ("a homogeneous ceramic at fixed temperature", "1 mm^2", "100 mm^2"), ("a homogeneous polymer at fixed temperature", "10 mm^2", "1000 mm^2"), neutral_role="calibration"), + law("specific-heat-mass-neutral", "neutral", "thermal", "specific heat independent of sample mass", "specific heat c_p", "sample mass m_s", "c_p = C", "c_p/m_s^0 = C", ("a homogeneous metal at fixed temperature", "1 g", "1 kg"), ("a homogeneous polymer at fixed temperature", "0.1 g", "100 g"), neutral_role="calibration"), + law("melting-temperature-mass", "neutral", "phase equilibrium", "melting temperature independent of macroscopic sample mass", "melting temperature T_m", "sample mass m_s", "T_m = C", "T_m/m_s^0 = C", ("a pure bulk metal", "1 mg", "1 kg"), ("a pure bulk ceramic", "10 mg", "10 kg"), neutral_role="calibration"), + law("resistivity-wire-length-neutral", "neutral", "electrical", "intrinsic resistivity independent of wire length", "electrical resistivity rho_e", "wire length L", "rho_e = C", "rho_e/L^0 = C", ("a uniform copper wire at fixed temperature", "1 cm", "10 m"), ("a uniform alloy wire at fixed temperature", "2 cm", "20 m"), neutral_role="validation"), + law("permittivity-capacitor-area-neutral", "neutral", "electrical", "intrinsic permittivity independent of electrode area", "dielectric permittivity epsilon_d", "electrode area A", "epsilon_d = C", "epsilon_d/A^0 = C", ("a homogeneous dielectric", "1 mm^2", "100 mm^2"), ("a second homogeneous dielectric", "10 mm^2", "1000 mm^2"), neutral_role="validation"), + law("susceptibility-volume-neutral", "neutral", "magnetic", "intrinsic susceptibility independent of specimen volume", "magnetic susceptibility chi", "specimen volume V_s", "chi = C", "chi/V_s^0 = C", ("a homogeneous paramagnet", "1 mm^3", "1 cm^3"), ("a homogeneous diamagnet", "10 mm^3", "10 cm^3"), neutral_role="validation"), + law("index-path-length-neutral", "neutral", "optical", "refractive index independent of optical path length", "refractive index n_r", "path length L", "n_r = C", "n_r/L^0 = C", ("a homogeneous glass at fixed wavelength", "0.1 mm", "10 cm"), ("a homogeneous polymer at fixed wavelength", "1 mm", "1 m"), neutral_role="validation"), + law("surface-energy-area-neutral", "neutral", "interfacial", "specific surface energy independent of exposed area", "specific surface energy gamma_s", "exposed area A", "gamma_s = C", "gamma_s/A^0 = C", ("one clean crystal facet", "1 micrometer^2", "1 mm^2"), ("a second clean crystal facet", "10 micrometers^2", "10 mm^2"), neutral_role="validation"), + law("boundary-energy-grain-size-neutral", "neutral", "microstructure", "specific boundary energy independent of grain size", "grain-boundary energy gamma_gb", "grain size d_g", "gamma_gb = C", "gamma_gb/d_g^0 = C", ("one boundary character at fixed chemistry", "100 nm", "100 micrometers"), ("a second boundary character at fixed chemistry", "1 micrometer", "1 mm"), neutral_role="validation"), + law("hardness-specimen-width-neutral", "neutral", "mechanical properties", "bulk hardness independent of specimen width", "hardness H", "specimen width w", "H = C", "H/w^0 = C", ("a sufficiently large homogeneous steel sample", "2 mm", "20 mm"), ("a sufficiently large homogeneous ceramic sample", "1 mm", "10 mm"), neutral_role="validation"), + law("expansion-coefficient-length-neutral", "neutral", "thermal", "expansion coefficient independent of specimen length", "thermal expansion coefficient alpha", "specimen length L", "alpha = C", "alpha/L^0 = C", ("a homogeneous alloy at fixed temperature", "1 mm", "1 m"), ("a homogeneous glass at fixed temperature", "2 mm", "2 m"), neutral_role="validation"), + law("activation-energy-anneal-time-neutral", "neutral", "kinetics", "activation energy independent of measurement duration", "activation energy Q_a", "measurement duration t", "Q_a = C", "Q_a/t^0 = C", ("one fixed diffusion mechanism", "1 minute", "100 hours"), ("a second fixed reaction mechanism", "10 seconds", "10 hours"), neutral_role="validation"), + law("atomic-mass-temperature-neutral", "neutral", "atomic physics", "atomic mass independent of temperature", "atomic mass m_a", "temperature T", "m_a = C", "m_a/T^0 = C", ("one isotope below ionization", "100 K", "1000 K"), ("a second isotope below ionization", "50 K", "500 K"), neutral_role="validation"), +] + + +def sha256(path: Path) -> str: + return hashlib.sha256(path.read_bytes()).hexdigest() + + +def write_json(path: Path, payload: object) -> None: + path.parent.mkdir(parents=True, exist_ok=True) + tmp = path.with_suffix(path.suffix + ".tmp") + tmp.write_text(json.dumps(payload, indent=2, sort_keys=True) + "\n") + tmp.replace(path) + + +def make_prompt( + item: dict, + surface: str, + case_index: int, + numerical_sign: int, + answer_order: str, +) -> dict: + system, low, high = item["cases"][case_index] + start, end = (low, high) if numerical_sign == 1 else (high, low) + physical_sign = int(item["law_sign"]) * numerical_sign + expected = {1: "higher", -1: "lower", 0: "unchanged"}[physical_sign] + words = ( + ("higher", "lower", "unchanged") + if answer_order == "higher-first" + else ("unchanged", "lower", "higher") + ) + prompt_id = ( + f"{item['law_id']}--{surface}--case{case_index + 1}--" + f"{'up' if numerical_sign == 1 else 'down'}--{answer_order}" + ) + user = ( + "Apply the same two-stage physical test to every case. Stage 1: use " + "only the constitutive equation, not associations with material names, " + "to determine whether the response increases, decreases, or remains " + "unchanged as the control increases while all other quantities are " + f"fixed. For {item['law_name']}, the response is {item['response']}, " + f"the control is {item['control']}, and the relation is " + f"{item[f'formula_{surface}']}. All stated coefficients are positive. " + f"Complete this relation step silently. In {system}, " + f"{item['control']} changes from {start} to {end}. Determine the " + "numerical-change direction silently. Now compose the relation with " + f"the numerical change to determine the direction of {item['response']}. " + "Reply with exactly one lowercase word from this ordered set: " + f"{words[0]}, {words[1]}, {words[2]}." + ) + return { + "prompt_id": prompt_id, + "law_id": item["law_id"], + "category": item["category"], + "domain": item["domain"], + "law_sign": int(item["law_sign"]), + "neutral_role": item["neutral_role"], + "surface": surface, + "case_index": case_index, + "system": system, + "control": item["control"], + "response": item["response"], + "numeric_start": start, + "numeric_end": end, + "numerical_sign": numerical_sign, + "physical_sign": physical_sign, + "answer_order": answer_order, + "expected_answer": expected, + "user": user, + } + + +def main() -> None: + if (OUT / "raw.json").exists(): + raise RuntimeError("refusing to rebuild after model outputs exist") + counts = { + category: sum(x["category"] == category for x in LAWS) + for category in ("direct", "inverse", "neutral") + } + if counts != {"direct": 20, "inverse": 20, "neutral": 20}: + raise RuntimeError(f"unbalanced law inventory: {counts}") + if len({x["law_id"] for x in LAWS}) != len(LAWS): + raise RuntimeError("duplicate law id") + prompts = [ + make_prompt(item, surface, case, numerical, order) + for item in LAWS + for surface in ("a", "b") + for case in range(2) + for numerical in (-1, 1) + for order in ("higher-first", "unchanged-first") + ] + manifest = { + "study_id": "neutral-anchored-relational-physics-2026-07-18", + "laws": LAWS, + "prompts": prompts, + "dimensions": { + "n_laws": len(LAWS), + "n_direct": counts["direct"], + "n_inverse": counts["inverse"], + "n_neutral": counts["neutral"], + "n_neutral_calibration": 10, + "n_neutral_validation": 10, + "n_prompts": len(prompts), + "n_matched_pairs": len(prompts) // 2, + }, + } + write_json(MANIFEST, manifest) + protocol = { + "study_id": manifest["study_id"], + "status": "frozen-before-large-cohort-output", + "frozen_at": datetime.now(timezone.utc).isoformat(), + "model": "google/gemma-4-E4B-it", + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "inputs": { + "prompt_manifest": { + "path": str(MANIFEST.relative_to(ROOT)), + "sha256": sha256(MANIFEST), + }, + "runner": { + "path": str(RUNNER.relative_to(ROOT)), + "sha256": sha256(RUNNER), + }, + "development_manifest": { + "path": str((DEVELOPMENT / "prompt_manifest.json").relative_to(ROOT)), + "sha256": sha256(DEVELOPMENT / "prompt_manifest.json"), + }, + "development_states": { + "path": str((DEVELOPMENT / "representations.npz").relative_to(ROOT)), + "sha256": sha256(DEVELOPMENT / "representations.npz"), + }, + }, + "frozen_lens": { + "position": "final_prompt", + "layer": 34, + "state_normalization": "unit L2", + "direction": "old-law positive-minus-negative physical-outcome centroids", + "large_cohort_refit": "none", + }, + "matched_contrast": ( + "Within each law/surface/case/answer-order cell, frozen physical " + "score for numerical-up minus score for numerical-down." + ), + "neutral_normalization": { + "center": "median law contrast over the 10 calibration-neutral laws", + "scale": "1.4826 times MAD over the 10 calibration-neutral laws", + "validation_neutrals": "the other 10 neutral laws are excluded from normalization", + "reason": "defines an empirical physical null instead of assuming raw zero", + }, + "primary_endpoints": { + "direct_vs_inverse_auc": "threshold-free, 20 versus 20 laws", + "direct_vs_validation_neutral_auc": "20 versus 10 laws", + "validation_neutral_vs_inverse_auc": "10 versus 20 laws", + "calibrated_sign_accuracy": "direct above and inverse below calibration-neutral median", + "ordinal_spearman": "law sign -1/0/+1 versus neutral-normalized contrast, validation neutral only", + }, + "success_rule": { + "direct_inverse_auc_minimum": 0.90, + "direct_neutral_auc_minimum": 0.80, + "neutral_inverse_auc_minimum": 0.80, + "calibrated_direct_inverse_accuracy_minimum": 0.80, + "both_surface_direct_inverse_auc_minimum": 0.85, + "ordinal_spearman_minimum": 0.60, + "ordinal_permutation_p_maximum": 0.01, + }, + "inference": { + "bootstrap_seed": 20260723, + "bootstrap_resamples": 50000, + "permutation_seed": 20260724, + "permutations": 100000, + }, + "guardrails": [ + "The cohort has 20 direct, 20 inverse, and 20 neutral laws.", + "The 60 laws span mechanics, fracture, fatigue, transport, thermal, electrical, magnetic, optical, interfacial, microstructural, corrosion, fluid, and kinetic domains.", + "Only calibration-neutral laws define center and scale.", + "Direct, inverse, and validation-neutral labels never alter the normalization.", + "Every law crosses two equation surfaces, two cases, two numerical directions, and two answer orders.", + "The layer and hidden direction remain frozen from old laws.", + "All outputs, including failures, are retained.", + ], + } + write_json(PROTOCOL, protocol) + (OUT / "PROTOCOL.md").write_text( + "# Neutral-anchored relational physics benchmark\n\n" + "Sixty laws are balanced among direct, inverse, and physically neutral " + "relations. Ten neutral laws define the empirical null center and robust " + "scale; ten different neutral laws test that calibration. Direct and " + "inverse outcomes are evaluated without refitting the old-law lens. " + "Threshold-free AUC remains primary, while the neutral median supplies " + "a physically interpretable cutoff for signed classification.\n" + ) + print(f"frozen {len(prompts)} prompts over {len(LAWS)} laws: {counts}") + print(f"protocol sha256: {sha256(PROTOCOL)}") + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/build_revision_figure10.py b/jlens_materials/scripts/build_revision_figure10.py new file mode 100644 index 0000000000000000000000000000000000000000..84ef4ed5d7af4d607c966efbee7c351564ea6834 --- /dev/null +++ b/jlens_materials/scripts/build_revision_figure10.py @@ -0,0 +1,443 @@ +#!/usr/bin/env python3 +"""Build the reviewer-revision version of Figure 10. + +This is a display-only analysis. It reads the frozen supplied-equation and +equation-free law-level outputs, and it does not refit a direction or modify +either experiment's registered statistics. +""" + +from __future__ import annotations + +import hashlib +import json +from pathlib import Path + +import matplotlib + +matplotlib.use("Agg") +import matplotlib.pyplot as plt # noqa: E402 +import numpy as np # noqa: E402 +import pandas as pd # noqa: E402 +from matplotlib.lines import Line2D # noqa: E402 + + +ROOT = Path(__file__).resolve().parents[1] +SUPPLIED = ROOT / "experiments" / "neutral-anchored-relational-physics-2026-07-18" +EQUATION_FREE = ROOT / "experiments" / "equation-free-relational-physics-2026-08-21" +OUT = EQUATION_FREE / "figures" + +SUPPLIED_LAWS = SUPPLIED / "law_level_neutral_normalized.csv" +SUPPLIED_STATS = SUPPLIED / "statistics.json" +EQUATION_FREE_LAWS = EQUATION_FREE / "law_level_results.csv" +EQUATION_FREE_STATS = EQUATION_FREE / "statistics.json" + +CATEGORY_ORDER = ["inverse", "neutral", "direct"] +CATEGORY_COLORS = { + "inverse": "#7662a8", + "neutral": "#8c8c8c", + "direct": "#2a9d8f", +} +METHODS = ["Hidden", "Output", "Word TF-IDF", "Char TF-IDF"] +METHOD_COLORS = { + "Hidden": "#276b9a", + "Output": "#d39b35", + "Word TF-IDF": "#a7a7a7", + "Char TF-IDF": "#666666", +} + + +def sha256(path: Path) -> str: + return hashlib.sha256(path.read_bytes()).hexdigest() + + +def load_inputs() -> tuple[pd.DataFrame, dict, dict]: + supplied_laws = pd.read_csv(SUPPLIED_LAWS) + equation_free_laws = pd.read_csv(EQUATION_FREE_LAWS) + supplied_stats = json.loads(SUPPLIED_STATS.read_text()) + equation_free_stats = json.loads(EQUATION_FREE_STATS.read_text()) + + required_old = {"law_id", "category", "neutral_z"} + required_new = {"law_id", "category", "old_scale_z", "scaffolded_z"} + if not required_old.issubset(supplied_laws.columns): + raise RuntimeError(f"Missing supplied-law columns: {required_old - set(supplied_laws.columns)}") + if not required_new.issubset(equation_free_laws.columns): + raise RuntimeError( + f"Missing equation-free columns: {required_new - set(equation_free_laws.columns)}" + ) + + paired = supplied_laws[["law_id", "category", "neutral_z"]].merge( + equation_free_laws[["law_id", "category", "old_scale_z", "scaffolded_z"]], + on="law_id", + how="inner", + suffixes=("_supplied", "_equation_free"), + validate="one_to_one", + ) + if len(paired) != 60: + raise RuntimeError(f"Expected 60 matched laws, found {len(paired)}") + if not np.array_equal( + paired["category_supplied"].to_numpy(), + paired["category_equation_free"].to_numpy(), + ): + raise RuntimeError("Law categories disagree across prompt formats") + if not np.allclose( + paired["neutral_z"].to_numpy(), + paired["scaffolded_z"].to_numpy(), + atol=1e-12, + rtol=0, + ): + raise RuntimeError("Archived scaffolded scores disagree across result files") + + paired = paired.rename( + columns={ + "category_supplied": "category", + "neutral_z": "supplied_z", + "old_scale_z": "equation_free_z", + } + ).drop(columns=["category_equation_free", "scaffolded_z"]) + return paired, supplied_stats, equation_free_stats + + +def endpoint_values(stats: dict) -> dict[str, list[float]]: + primary = stats["primary"] + controls = stats["controls"] + keys = [ + "direct_vs_inverse_auc", + "direct_vs_validation_neutral_auc", + "validation_neutral_vs_inverse_auc", + ] + return { + "Hidden": [primary[key] for key in keys], + "Output": [controls["output_head"][key] for key in keys], + "Word TF-IDF": [controls["word_tfidf"][key] for key in keys], + "Char TF-IDF": [controls["character_tfidf"][key] for key in keys], + } + + +def add_panel_labels(axes: np.ndarray) -> None: + for axis, label in zip(axes.flat, "ABCD"): + axis.text( + -0.115, + 1.045, + label, + transform=axis.transAxes, + fontsize=10.5, + fontweight="bold", + ha="left", + va="bottom", + clip_on=False, + ) + + +def main() -> None: + paired, supplied_stats, equation_free_stats = load_inputs() + + plt.rcParams.update( + { + "font.size": 8.5, + "axes.labelsize": 9, + "axes.linewidth": 0.8, + "axes.spines.top": False, + "axes.spines.right": False, + "xtick.labelsize": 8, + "ytick.labelsize": 8, + "legend.fontsize": 7.5, + "pdf.fonttype": 42, + "ps.fonttype": 42, + } + ) + + fig, axes = plt.subplots(2, 2, figsize=(11.2, 7.4)) + rng = np.random.default_rng(20260821) + + # A: class distributions for both prompt formats on one fixed calibration. + ax = axes[0, 0] + offsets = {"supplied": -0.14, "equation_free": 0.14} + for category_index, category in enumerate(CATEGORY_ORDER): + group = paired.loc[paired["category"] == category] + jitter = rng.uniform(-0.055, 0.055, len(group)) + color = CATEGORY_COLORS[category] + for format_name, column in ( + ("supplied", "supplied_z"), + ("equation_free", "equation_free_z"), + ): + x = category_index + offsets[format_name] + jitter + values = group[column].to_numpy() + if format_name == "supplied": + ax.scatter( + x, + values, + s=27, + facecolors="white", + edgecolors=color, + linewidths=1.15, + alpha=0.95, + zorder=3, + ) + else: + ax.scatter( + x, + values, + s=27, + facecolors=color, + edgecolors="white", + linewidths=0.45, + alpha=0.88, + zorder=3, + ) + median = float(np.median(values)) + center = category_index + offsets[format_name] + ax.plot( + [center - 0.085, center + 0.085], + [median, median], + color="black", + lw=1.8, + solid_capstyle="butt", + zorder=4, + ) + ax.axhline(0, color="0.42", ls="--", lw=0.9, zorder=1) + ax.set_xticks(range(3), ["Inverse", "Neutral", "Direct"]) + ax.set_ylabel("Matched contrast\n(common neutral scale, robust z)") + ax.set_xlim(-0.55, 2.55) + ax.grid(axis="y", color="0.9", lw=0.6, zorder=0) + + # B: every law remains one row, now with its cross-format pair connected. + ax = axes[0, 1] + ordered = paired.sort_values("supplied_z").reset_index(drop=True) + y = np.arange(len(ordered)) + for row_index, row in ordered.iterrows(): + color = CATEGORY_COLORS[row["category"]] + ax.plot( + [row["supplied_z"], row["equation_free_z"]], + [row_index, row_index], + color=color, + alpha=0.28, + lw=0.85, + zorder=1, + ) + for category in CATEGORY_ORDER: + mask = ordered["category"] == category + color = CATEGORY_COLORS[category] + ax.scatter( + ordered.loc[mask, "supplied_z"], + y[mask.to_numpy()], + s=16, + facecolors="white", + edgecolors=color, + linewidths=0.9, + zorder=3, + ) + ax.scatter( + ordered.loc[mask, "equation_free_z"], + y[mask.to_numpy()], + s=16, + facecolors=color, + edgecolors="white", + linewidths=0.35, + zorder=4, + ) + ax.axvline(0, color="0.35", lw=0.9, zorder=0) + ax.set_yticks([]) + ax.set_xlabel("Matched law contrast (common neutral scale)") + ax.set_ylabel("60 laws ordered by supplied-equation score") + ax.set_ylim(-1, len(ordered)) + ax.grid(axis="x", color="0.91", lw=0.6, zorder=0) + + # C: readout and lexical controls, paired by prompt format. + ax = axes[1, 0] + supplied_endpoints = endpoint_values(supplied_stats) + equation_free_endpoints = endpoint_values(equation_free_stats) + endpoint_x = np.arange(3) + method_offsets = np.linspace(-0.27, 0.27, len(METHODS)) + for method, offset in zip(METHODS, method_offsets): + color = METHOD_COLORS[method] + old_values = np.asarray(supplied_endpoints[method], dtype=float) + new_values = np.asarray(equation_free_endpoints[method], dtype=float) + x = endpoint_x + offset + for xx, old_value, new_value in zip(x, old_values, new_values): + ax.plot( + [xx, xx], + [old_value, new_value], + color=color, + lw=1.0, + alpha=0.65, + zorder=1, + ) + ax.scatter( + x, + old_values, + s=35, + facecolors="white", + edgecolors=color, + linewidths=1.15, + zorder=3, + ) + ax.scatter( + x, + new_values, + s=35, + facecolors=color, + edgecolors="white", + linewidths=0.45, + zorder=4, + ) + ax.axhline(0.5, color="0.45", ls="--", lw=0.9) + ax.set_xticks( + endpoint_x, + ["Direct vs\ninverse", "Direct vs\nneutral", "Neutral vs\ninverse"], + ) + ax.set_ylim(0.30, 1.025) + ax.set_ylabel("Pairwise AUC") + ax.grid(axis="y", color="0.9", lw=0.6, zorder=0) + + # D: the four original summary endpoints, now paired across prompt formats. + ax = axes[1, 1] + supplied_primary = supplied_stats["primary"] + equation_free_primary = equation_free_stats["primary"] + supplied_summary = np.asarray( + [ + supplied_primary["surface_direct_inverse_auc"]["a"], + supplied_primary["surface_direct_inverse_auc"]["b"], + supplied_primary["direct_vs_inverse_auc"], + supplied_primary["calibrated_direct_inverse_accuracy"], + ], + dtype=float, + ) + equation_free_summary = np.asarray( + [ + equation_free_primary["surface_direct_inverse_auc"]["a"], + equation_free_primary["surface_direct_inverse_auc"]["b"], + equation_free_primary["direct_vs_inverse_auc"], + equation_free_primary["natural_calibrated_directional_accuracy"], + ], + dtype=float, + ) + summary_x = np.arange(4) + for xx, old_value, new_value in zip( + summary_x, supplied_summary, equation_free_summary + ): + ax.plot( + [xx - 0.10, xx + 0.10], + [old_value, new_value], + color="0.55", + lw=1.1, + zorder=1, + ) + ax.scatter( + summary_x - 0.10, + supplied_summary, + s=45, + facecolors="white", + edgecolors="#37474f", + linewidths=1.25, + zorder=3, + ) + ax.scatter( + summary_x + 0.10, + equation_free_summary, + s=45, + facecolors="#2a9d8f", + edgecolors="white", + linewidths=0.5, + zorder=4, + ) + ax.set_xticks( + summary_x, + ["Surface A", "Surface B", "Direct–inverse\nAUC", "Directional\naccuracy"], + ) + ax.set_ylim(0.90, 1.005) + ax.set_ylabel("Performance") + ax.set_yticks(np.arange(0.90, 1.001, 0.025)) + ax.grid(axis="y", color="0.9", lw=0.6, zorder=0) + + add_panel_labels(axes) + + method_handles = [ + Line2D( + [0], + [0], + marker="o", + color="none", + markerfacecolor=METHOD_COLORS[name], + markeredgecolor="white", + markersize=6.0, + label=name, + ) + for name in METHODS + ] + format_handles = [ + Line2D( + [0], + [0], + marker="o", + color="none", + markerfacecolor="white", + markeredgecolor="#37474f", + markeredgewidth=1.0, + markersize=6.0, + label="Equation supplied", + ), + Line2D( + [0], + [0], + marker="o", + color="none", + markerfacecolor="#2a9d8f", + markeredgecolor="white", + markersize=6.0, + label="Equation-free", + ), + ] + fig.legend( + handles=method_handles + format_handles, + frameon=False, + loc="lower center", + bbox_to_anchor=(0.5, 0.018), + ncol=6, + columnspacing=1.45, + handletextpad=0.45, + ) + fig.subplots_adjust( + left=0.085, + right=0.985, + top=0.955, + bottom=0.145, + hspace=0.42, + wspace=0.28, + ) + + OUT.mkdir(parents=True, exist_ok=True) + png = OUT / "figure10-relational-physics-revision.png" + pdf = OUT / "figure10-relational-physics-revision.pdf" + fig.savefig(png, dpi=300, bbox_inches="tight", facecolor="white") + fig.savefig(pdf, bbox_inches="tight", facecolor="white") + plt.close(fig) + + manifest = { + "status": "revision candidate; not yet inserted into the paper", + "script": str(Path(__file__).resolve().relative_to(ROOT)), + "inputs": { + str(path.relative_to(ROOT)): sha256(path) + for path in ( + SUPPLIED_LAWS, + SUPPLIED_STATS, + EQUATION_FREE_LAWS, + EQUATION_FREE_STATS, + ) + }, + "outputs": { + str(png.relative_to(ROOT)): sha256(png), + str(pdf.relative_to(ROOT)): sha256(pdf), + }, + "common_scale": ( + "The submitted supplied-equation neutral center and robust scale are " + "used for both formats in panels A and B." + ), + "n_matched_laws": int(len(paired)), + } + (OUT / "figure10-relational-physics-revision-manifest.json").write_text( + json.dumps(manifest, indent=2, sort_keys=True) + "\n" + ) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/build_symbolic_equivalence_lens.py b/jlens_materials/scripts/build_symbolic_equivalence_lens.py new file mode 100644 index 0000000000000000000000000000000000000000..8f9c6525cbbe662131e59bbf13294a5aa704026a --- /dev/null +++ b/jlens_materials/scripts/build_symbolic_equivalence_lens.py @@ -0,0 +1,133 @@ +#!/usr/bin/env python3 +"""Build explicit/implicit symbolic equations for algebra-invariant probing.""" + +from __future__ import annotations + +import hashlib +import json +from datetime import datetime, timezone +from pathlib import Path + +from build_symbolic_monotonicity_lens import VARIABLES + + +ROOT = Path(__file__).resolve().parents[1] +OUT = ROOT / "experiments" / "symbolic-equivalence-lens-2026-07-18" +MANIFEST = OUT / "prompt_manifest.json" +PROTOCOL = OUT / "protocol.json" +RUNNER = ROOT / "scripts" / "run_symbolic_equivalence_lens.py" + + +def sha256(path: Path) -> str: + return hashlib.sha256(path.read_bytes()).hexdigest() + + +def write_json(path: Path, payload: object) -> None: + path.parent.mkdir(parents=True, exist_ok=True) + tmp = path.with_suffix(path.suffix + ".tmp") + tmp.write_text(json.dumps(payload, indent=2, sort_keys=True) + "\n") + tmp.replace(path) + + +def formula_rows(y: str, x: str) -> list[tuple[str, int, str, str]]: + return [ + (f"{y} = C {x}", 1, "explicit", "linear"), + (f"{y} = C {x}^2", 1, "explicit", "power"), + (f"{y} = C sqrt({x})", 1, "explicit", "root"), + (f"{y} = y_0 + C {x}^3", 1, "explicit", "offset"), + (f"{y} = C/{x}", -1, "explicit", "linear"), + (f"{y} = C/{x}^2", -1, "explicit", "power"), + (f"{y} = C {x}^(-1)", -1, "explicit", "negative-power"), + (f"{y} = y_0 + C/sqrt({x})", -1, "explicit", "offset"), + (f"{y}/{x} = C", 1, "implicit", "linear"), + (f"{y}/{x}^2 = C", 1, "implicit", "power"), + (f"{y}^2/{x} = C", 1, "implicit", "root"), + (f"({y} - y_0)/{x}^3 = C", 1, "implicit", "offset"), + (f"{y} {x} = C", -1, "implicit", "linear"), + (f"{y} {x}^2 = C", -1, "implicit", "power"), + (f"(1/{y})/{x} = C", -1, "implicit", "reciprocal"), + (f"({y} - y_0) sqrt({x}) = C", -1, "implicit", "offset"), + ] + + +def main() -> None: + prompts = [] + for variable_index, (response, control) in enumerate(VARIABLES): + for index, (formula, sign, surface, family) in enumerate( + formula_rows(response, control) + ): + user = ( + "Apply the same two-stage physical test to every case. " + "Stage 1: use only the constitutive equation, not associations " + "with material names, to determine the monotonic sign of the " + "response with respect to the changed control while all other " + "quantities are fixed. For an anonymous constitutive relation, " + f"the response is {response}, the control is {control}, and " + f"the relation is {formula}. C is positive; y_0, when present, " + "is fixed. Complete this relation-sign step silently. §" + ) + prompts.append( + { + "prompt_id": f"equiv-{variable_index:02d}-{surface}-{index:02d}", + "variable_index": variable_index, + "response": response, + "control": control, + "formula": formula, + "law_sign": sign, + "surface": surface, + "family": family, + "user": user, + } + ) + manifest = { + "study_id": "symbolic-equivalence-lens-2026-07-18", + "markers": {"law": "§"}, + "prompts": prompts, + "dimensions": { + "n_prompts": len(prompts), + "n_variable_pairs": len(VARIABLES), + "n_surfaces": 2, + }, + } + write_json(MANIFEST, manifest) + protocol = { + "study_id": manifest["study_id"], + "status": "developmental-symbolic-equivalence", + "frozen_at": datetime.now(timezone.utc).isoformat(), + "model": "google/gemma-4-E4B-it", + "model_revision": "a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + "inputs": { + "prompt_manifest": { + "path": str(MANIFEST.relative_to(ROOT)), + "sha256": sha256(MANIFEST), + }, + "runner": { + "path": str(RUNNER.relative_to(ROOT)), + "sha256": sha256(RUNNER), + }, + }, + "candidate_layer_rule": ( + "Maximize the mean of explicit-to-implicit and " + "implicit-to-explicit sign AUC, with variable-pair folds and the " + "earliest layer breaking ties." + ), + "guardrails": [ + "Both surfaces use identical anonymous-variable inventories.", + "Every surface is balanced for direct and inverse relations.", + "Cross-surface validation reverses algebraic syntax.", + "Materials prompts are not used to select the candidate layer.", + ], + } + write_json(PROTOCOL, protocol) + (OUT / "PROTOCOL.md").write_text( + "# Algebra-invariant symbolic lens\n\n" + "Layer selection requires a direction learned from explicit equations " + "to classify implicit equivalents, and vice versa. This rejects layers " + "that merely recognize slash or product syntax within one surface.\n" + ) + print(f"frozen {len(prompts)} equivalence prompts") + print(f"protocol sha256: {sha256(PROTOCOL)}") + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/freeze_answer_code_binding.py b/jlens_materials/scripts/freeze_answer_code_binding.py new file mode 100644 index 0000000000000000000000000000000000000000..8c32a319561272ef038bb75bd6d8dff31f71fa9a --- /dev/null +++ b/jlens_materials/scripts/freeze_answer_code_binding.py @@ -0,0 +1,275 @@ +#!/usr/bin/env python3 +"""Freeze the arbitrary answer-code binding falsification study.""" + +from __future__ import annotations + +import json +from datetime import datetime, timezone +from pathlib import Path + +from transformers import AutoTokenizer + +import freeze_lexical_adversarial_representation as shared + +ROOT = Path(__file__).resolve().parents[1] +SOURCE = ( + ROOT / "experiments" + / "late-physics-representation-replication-2026-07-17" +) +OUT = ROOT / "experiments" / "answer-code-binding-2026-07-17" +MANIFEST = OUT / "prompt_manifest.json" +PROTOCOL = OUT / "protocol.json" +PROTOCOL_MD = OUT / "PROTOCOL.md" +RUNNER = ROOT / "scripts" / "run_answer_code_binding.py" + + +def transform_prompt(row: dict, anchor_outcome: str) -> dict: + """Replace the semantic answer pair with a deliberately conflicting code.""" + positive = row["outcome_positive"] + negative = row["outcome_negative"] + if row["variant"] == "anchor": + mapping = {anchor_outcome: "A"} + mapping[negative if anchor_outcome == positive else positive] = "B" + else: + mapping = {anchor_outcome: "B"} + mapping[negative if anchor_outcome == positive else positive] = "A" + expected_physical = row["expected_outcome"] + first, second = ( + (positive, negative) + if row["presentation_order"] == "positive-first" + else (negative, positive) + ) + user = ( + f"{row['stem']} Internal checkpoint. Now apply this arbitrary reporting " + f"code: if the scientific answer is {first}, output {mapping[first]}; " + f"if it is {second}, output {mapping[second]}. Answer exactly one " + "uppercase letter: A or B." + ) + return { + **row, + "prompt_id": f"{row['prompt_id']}--answer-code", + "source_prompt_id": row["prompt_id"], + "expected_physical_outcome": expected_physical, + "expected_code": mapping[expected_physical], + "code_mapping": mapping, + "checkpoint_word": "checkpoint", + "user": user, + } + + +def build_manifest(source: dict) -> dict: + source_by_triplet = { + row["triplet_id"]: row for row in source["triplets"] + } + prompts = [] + prompt_ids = {} + for row in source["prompts"]: + triplet = source_by_triplet[row["triplet_id"]] + transformed = transform_prompt(row, triplet["anchor_expected_outcome"]) + prompts.append(transformed) + prompt_ids[(row["triplet_id"], row["variant"])] = transformed["prompt_id"] + triplets = [] + for row in source["triplets"]: + triplets.append({ + **row, + "source_prompt_ids": row["prompt_ids"], + "prompt_ids": { + variant: prompt_ids[(row["triplet_id"], variant)] + for variant in [ + "anchor", + "physics_paraphrase", + "lexical_counterfactual", + ] + }, + "registered_code_pattern": { + "anchor": "A", + "physics_paraphrase": "B", + "lexical_counterfactual": "A", + }, + }) + return { + "study_id": "answer-code-binding-2026-07-17", + "created_at": datetime.now(timezone.utc).isoformat(), + "design": ( + "Prospective falsification of the replicated late transition. " + "Anchor and physical paraphrase retain the same scientific answer " + "but receive different arbitrary output codes; anchor and physical " + "counterfactual have opposite scientific answers but share code A. " + "A checkpoint marker precedes the mapping, so its state cannot " + "encode the future arbitrary assignment." + ), + "source_study_id": source["study_id"], + "families": source["families"], + "triplets": triplets, + "prompts": prompts, + } + + +def main() -> None: + if PROTOCOL.exists() or MANIFEST.exists(): + raise FileExistsError("Frozen files already exist; do not overwrite.") + source_manifest_path = SOURCE / "prompt_manifest.json" + source_statistics_path = SOURCE / "statistics.json" + if not source_manifest_path.exists() or not source_statistics_path.exists(): + raise FileNotFoundError("The completed disjoint replication is required.") + source = json.loads(source_manifest_path.read_text()) + manifest = build_manifest(source) + shared.dump(MANIFEST, manifest) + + tokenizer = AutoTokenizer.from_pretrained( + shared.MODEL, + revision=shared.MODEL_REVISION, + local_files_only=True, + ) + words = {"checkpoint", "A", "B"} + for family in manifest["families"]: + words.add(family["outcome_positive"]) + words.add(family["outcome_negative"]) + tokenization = { + word: [ + int(value) + for value in tokenizer.encode(word, add_special_tokens=False) + ] + for word in sorted(words) + } + if any(len(ids) != 1 for ids in tokenization.values()): + raise RuntimeError(f"Registered readouts must be one token: {tokenization}") + lenses = [ + {**row, "sha256": shared.sha256(ROOT / row["path"])} + for row in shared.LENS_ROWS + ] + protocol = { + "study_id": manifest["study_id"], + "status": ( + "prospectively frozen before any model forward pass for this " + "answer-code cohort; motivated by the completed late-transition " + "replication" + ), + "frozen_at": datetime.now(timezone.utc).isoformat(), + "scientific_question": ( + "Does the late transition represent the scientific relation before " + "the arbitrary answer mapping is visible, and then bind that " + "relation to the requested A/B code after the mapping?" + ), + "model": shared.MODEL, + "model_revision": shared.MODEL_REVISION, + "lenses": lenses, + "source_layers": shared.LAYERS, + "checkpoint_word": "checkpoint", + "registered_band_percent": [80.0, 96.0], + "inputs": { + "prompt_manifest": str(MANIFEST.relative_to(ROOT)), + "prompt_manifest_sha256": shared.sha256(MANIFEST), + "runner": str(RUNNER.relative_to(ROOT)), + "runner_sha256": shared.sha256(RUNNER), + "source_prompt_manifest": str(source_manifest_path.relative_to(ROOT)), + "source_prompt_manifest_sha256": shared.sha256(source_manifest_path), + "source_statistics": str(source_statistics_path.relative_to(ROOT)), + "source_statistics_sha256": shared.sha256(source_statistics_path), + }, + "tokenization_preflight": tokenization, + "registered_endpoints": { + "checkpoint_physics_separation": ( + "For each triplet, sign the positive-minus-negative physical " + "readout so that the anchor answer is positive, then compute " + "mean(anchor, physics paraphrase) minus counterfactual. Average " + "over the frozen 80--96% window." + ), + "final_code_separation": ( + "At the final prompt position compute mean(A-minus-B for anchor " + "and counterfactual) minus A-minus-B for the paraphrase. Average " + "over the frozen 80--96% window." + ), + "code_binding_transition": ( + "Final-position code separation minus checkpoint-position code " + "separation over the frozen 80--96% window." + ), + "inference": ( + "30,000 two-stage bootstrap resamples over six families and " + "four triplets per family; fixed analysis seeds." + ), + }, + "success_rule": { + "confidence": ( + "All three Jacobian-ensemble endpoint 95% intervals are above zero." + ), + "breadth": ( + "For both checkpoint physics separation and final code " + "separation, at least 18/24 triplets and 5/6 family means are positive." + ), + "all_outputs_retained": True, + }, + "secondary_endpoints": [ + "direct-decoding versions and paired Jacobian-minus-direct contrasts", + "clean A/B answer accuracy and consistency", + "layer-resolved endpoint trajectories", + "centered full-state anchor-paraphrase minus anchor-counterfactual geometry at both positions", + ], + "guardrails": [ + "The prompt explicitly names scientific answer words; readout is a registered relational contrast, not open-vocabulary discovery.", + "The checkpoint state cannot attend to the future mapping, but it includes the complete scientific question and the words 'Internal checkpoint'.", + "A positive result would support staged relation formation and answer-code binding, not a literal chain of thought or human-like understanding.", + "Every prompt, family, layer, lens seed, behavior error, and state is retained.", + ], + } + shared.dump(PROTOCOL, protocol) + PROTOCOL_MD.write_text( + "\n".join([ + "# Frozen arbitrary answer-code binding falsification", + "", + f"Frozen: `{protocol['frozen_at']}`", + "", + "## Why this experiment", + "", + ( + "The preceding disjoint cohort showed a large late-minus-middle " + "shift, but direct decoding and the Jacobian lens behaved almost " + "identically. That effect could therefore be scientific relation " + "formation, imminent answer-token preparation, or both. This " + "study creates a conflict between physics and output labels." + ), + "", + "## Exact conflict", + "", + ( + "Within each triplet, anchor and physical paraphrase have the " + "same scientific answer but are mapped to different letters. " + "Anchor and physical counterfactual have opposite scientific " + "answers but are both mapped to A. The word `checkpoint` occurs " + "before the mapping. Its state has seen the full scientific " + "question but cannot attend to the future arbitrary code." + ), + "", + "## Frozen tests", + "", + f"1. {protocol['registered_endpoints']['checkpoint_physics_separation']}", + f"2. {protocol['registered_endpoints']['final_code_separation']}", + f"3. {protocol['registered_endpoints']['code_binding_transition']}", + "", + "## Success rule", + "", + f"- {protocol['success_rule']['confidence']}", + f"- {protocol['success_rule']['breadth']}", + "- All outputs are retained.", + "", + "## Fingerprints", + "", + f"- transformed manifest: `{protocol['inputs']['prompt_manifest_sha256']}`", + f"- execution runner: `{protocol['inputs']['runner_sha256']}`", + f"- source manifest: `{protocol['inputs']['source_prompt_manifest_sha256']}`", + f"- motivating statistics: `{protocol['inputs']['source_statistics_sha256']}`", + *[ + f"- lens seed {row['seed']}: `{row['sha256']}`" + for row in lenses + ], + "", + ]) + "\n" + ) + print(f"wrote {MANIFEST.relative_to(ROOT)}") + print(f"manifest sha256: {shared.sha256(MANIFEST)}") + print(f"wrote {PROTOCOL.relative_to(ROOT)}") + print(f"protocol sha256: {shared.sha256(PROTOCOL)}") + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/make_pdf_contact_sheet.py b/jlens_materials/scripts/make_pdf_contact_sheet.py new file mode 100644 index 0000000000000000000000000000000000000000..35102a0095003d43682968e80bd9f73fe7363e0a --- /dev/null +++ b/jlens_materials/scripts/make_pdf_contact_sheet.py @@ -0,0 +1,53 @@ +#!/usr/bin/env python3 +"""Make a labeled contact sheet from rendered PDF page PNGs for visual QA.""" + +from __future__ import annotations + +import argparse +from pathlib import Path + +from PIL import Image, ImageDraw + + +def main() -> None: + parser = argparse.ArgumentParser() + parser.add_argument("page_dir", type=Path) + parser.add_argument("output", type=Path) + parser.add_argument("--columns", type=int, default=4) + parser.add_argument("--width", type=int, default=280) + args = parser.parse_args() + + files = sorted(args.page_dir.glob("page-*.png")) + if not files: + raise SystemExit(f"no rendered pages in {args.page_dir}") + pad, label_height = 16, 24 + pages: list[Image.Image] = [] + for index, path in enumerate(files, start=1): + page = Image.open(path).convert("RGB") + height = round(page.height * args.width / page.width) + page = page.resize((args.width, height)) + labeled = Image.new("RGB", (args.width, height + label_height), "white") + labeled.paste(page, (0, label_height)) + ImageDraw.Draw(labeled).text((5, 4), f"Page {index}", fill="black") + pages.append(labeled) + + rows = (len(pages) + args.columns - 1) // args.columns + cell_height = max(page.height for page in pages) + sheet = Image.new( + "RGB", + ( + args.columns * args.width + (args.columns - 1) * pad, + rows * cell_height + (rows - 1) * pad, + ), + (220, 220, 220), + ) + for index, page in enumerate(pages): + x = (index % args.columns) * (args.width + pad) + y = (index // args.columns) * (cell_height + pad) + sheet.paste(page, (x, y)) + args.output.parent.mkdir(parents=True, exist_ok=True) + sheet.save(args.output) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/plot_equation_free_relational_pilot.py b/jlens_materials/scripts/plot_equation_free_relational_pilot.py new file mode 100644 index 0000000000000000000000000000000000000000..f387ebc76ba282ce0c6b45339bc8d0923fbc882a --- /dev/null +++ b/jlens_materials/scripts/plot_equation_free_relational_pilot.py @@ -0,0 +1,130 @@ +#!/usr/bin/env python3 +"""Render the equation-free relational pilot from saved analysis tables.""" + +from __future__ import annotations + +import json +from pathlib import Path + +import matplotlib + +matplotlib.use("Agg") +import matplotlib.pyplot as plt # noqa: E402 +import numpy as np # noqa: E402 +import pandas as pd # noqa: E402 + + +ROOT = Path(__file__).resolve().parents[1] +OUT = ROOT / "experiments" / "equation-free-relational-pilot-2026-08-21" + +DISPLAY_NAMES = { + "capacitance-separation": "Capacitance / plate separation", + "diffusion-time-diffusivity-new": "Equilibration time / diffusivity", + "fatigue-life-delta-k": "Fatigue life / stress-intensity range", + "settling-speed-viscosity": "Settling speed / viscosity", + "conductivity-sample-area-neutral": "Conductivity / sample area", + "melting-temperature-mass": "Melting temperature / sample mass", + "modulus-specimen-length": "Young's modulus / specimen length", + "resistivity-wire-length-neutral": "Resistivity / wire length", + "corrosion-loss-time": "Corrosion loss / exposure time", + "creep-strain-time": "Creep strain / loading time", + "current-voltage": "Current / voltage", + "grain-size-time": "Grain size / annealing time", +} + + +def main() -> None: + laws = pd.read_csv(OUT / "law_level_results.csv").sort_values("frozen_z") + statistics = json.loads((OUT / "statistics.json").read_text()) + behavior = statistics["behavior"] + controls = statistics["controls"] + colors = {"inverse": "#7662a8", "neutral": "#8c8c8c", "direct": "#2a9d8f"} + plt.rcParams.update( + { + "font.family": "DejaVu Sans", + "font.size": 8, + "axes.spines.top": False, + "axes.spines.right": False, + "pdf.fonttype": 42, + } + ) + fig, axes = plt.subplots(2, 2, figsize=(10.6, 7.5)) + + y = np.arange(len(laws)) + bar_colors = [colors[value] for value in laws["category"]] + axes[0, 0].barh(y, laws["frozen_z"], color=bar_colors, height=0.68) + axes[0, 0].axvline(0, color="0.35", ls="--", lw=1) + axes[0, 0].set_yticks(y, [DISPLAY_NAMES[x] for x in laws["law_id"]], fontsize=6.8) + axes[0, 0].set_xlabel("Equation-free matched contrast (old neutral scale)") + + for category, group in laws.groupby("category"): + axes[0, 1].scatter( + group["scaffolded_frozen_z"], + group["frozen_z"], + s=40, + color=colors[category], + label=category.capitalize(), + edgecolor="white", + linewidth=0.5, + ) + axes[0, 1].axhline(0, color="0.75", lw=0.8) + axes[0, 1].axvline(0, color="0.75", lw=0.8) + axes[0, 1].set_xlabel("Original supplied-equation contrast (z)") + axes[0, 1].set_ylabel("Equation-free contrast (z)") + axes[0, 1].legend(frameon=False, fontsize=7, loc="upper left") + + methods = ["Hidden", "Output", "Word TF-IDF", "Char TF-IDF"] + values = [ + statistics["primary_frozen_transfer"]["direct_vs_inverse_auc"], + controls["output_head"]["direct_vs_inverse_auc"], + controls["word_tfidf"]["direct_vs_inverse_auc"], + controls["character_tfidf"]["direct_vs_inverse_auc"], + ] + axes[1, 0].bar( + range(4), + values, + color=["#276b9a", "#d39b35", "#aaaaaa", "#666666"], + ) + axes[1, 0].axhline(0.5, color="0.4", ls="--", lw=1) + axes[1, 0].set_xticks(range(4), methods, rotation=18, ha="right") + axes[1, 0].set_ylim(0, 1.03) + axes[1, 0].set_ylabel("Direct-versus-inverse AUC") + + categories = ["Inverse", "Neutral", "Direct", "Overall"] + accuracies = [ + behavior["accuracy_by_category"]["inverse"], + behavior["accuracy_by_category"]["neutral"], + behavior["accuracy_by_category"]["direct"], + behavior["overall_accuracy"], + ] + axes[1, 1].bar( + range(4), + accuracies, + color=[colors["inverse"], colors["neutral"], colors["direct"], "#276b9a"], + ) + axes[1, 1].set_xticks(range(4), categories) + axes[1, 1].set_ylim(0, 1.03) + axes[1, 1].set_ylabel("Exact greedy-answer accuracy") + + for axis, label in zip(axes.flat, "ABCD"): + axis.text( + -0.12, + 1.04, + label, + transform=axis.transAxes, + fontsize=10, + fontweight="bold", + ha="left", + va="bottom", + clip_on=False, + ) + fig.tight_layout(h_pad=2.5, w_pad=2.7) + fig_dir = OUT / "figures" + fig_dir.mkdir(exist_ok=True) + fig.savefig(fig_dir / "equation-free-relational-pilot-summary.png", dpi=240, bbox_inches="tight") + fig.savefig(fig_dir / "equation-free-relational-pilot-summary.pdf", bbox_inches="tight") + plt.close(fig) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/plot_key_concept_traces.py b/jlens_materials/scripts/plot_key_concept_traces.py new file mode 100644 index 0000000000000000000000000000000000000000..637523ff1b8a0ab78a016866c509b0a6c360e2fe --- /dev/null +++ b/jlens_materials/scripts/plot_key_concept_traces.py @@ -0,0 +1,91 @@ +#!/usr/bin/env python3 +"""Create engineering-facing concept traces for fixed positive/negative cases.""" + +from __future__ import annotations + +import json +from pathlib import Path + +import matplotlib.pyplot as plt +import numpy as np + + +ROOT = Path(__file__).resolve().parents[1] +RUN = ROOT / "runs" / "gemma4-materials-key-concept-traces-v1.json" +OUT = ROOT / "figures" / "gemma4-materials-key-concept-traces-v1" + +PANELS = [ + ("paper-v2-assoc-notch-resistance-04", "toughness", "Notch resistance", "strong positive"), + ("paper-v2-assoc-ductile-02", "coalescence", "Ductile failure", "strong positive"), + ("paper-v2-assoc-line-defect-motion-01", "dislocation", "Line-defect motion", "strong positive"), + ("paper-v2-assoc-rapid-transformation-04", "tetragonal", "Diffusionless transformation", "strong positive"), + ("paper-v2-assoc-cleavage-03", "cleavage", "Low-temperature cleavage", "prespecified weak case"), + ("paper-v2-assoc-hot-air-surface-layer-01", "oxidation", "Hot-air surface reaction", "prespecified weak case"), +] + + +def find_curve(record: dict, lens: str, label: str) -> dict: + return next( + item for item in record["concept_trajectories"][lens] + if item["label"] == label + ) + + +def main() -> None: + OUT.mkdir(parents=True, exist_ok=True) + run = json.loads(RUN.read_text()) + by_slug = {record["slug"]: record for record in run["prompts"]} + fig, axes = plt.subplots(2, 3, figsize=(15, 8.7), sharex=True, sharey=True, + constrained_layout=True) + for ax, (slug, label, panel_title, status) in zip(axes.flat, PANELS): + record = by_slug[slug] + j = find_curve(record, "jacobian_lens", label) + l = find_curve(record, "logit_lens", label) + jx = np.asarray(j["depths"]) + jy = np.asarray(j["ranks"], dtype=float) + keep = (jx >= 38) & (jx <= 92) & (jy > 0) + lx = np.asarray(l["depths"]) + ly = np.asarray(l["ranks"], dtype=float) + lkeep = ly > 0 + ax.plot(jx[keep], jy[keep], "-o", ms=3.5, lw=2.3, color="#c1553b", + label="Jacobian lens") + ax.plot(lx[lkeep], ly[lkeep], "--", lw=2.0, color="#2b7a8c", + label="Logit lens") + emergence = next(item for item in record["emergence"] if item["label"] == label) + jbest = int(emergence["best_rank"]) + 1 + lbest = int(emergence["logit_lens_best_rank"]) + 1 + ax.axhspan(1, 100, color="#f3e7c6", alpha=0.28, zorder=-2) + ax.set_yscale("log") + ax.invert_yaxis() + ax.set_ylim(50000, 0.8) + ax.set_xlim(37, 93) + ax.set_yticks([1, 10, 100, 1000, 10000], ["1", "10", "100", "1k", "10k"]) + ax.grid(True, which="major", alpha=0.18) + ax.set_title(f"{panel_title}: '{label}'", loc="left", fontsize=11, + fontweight="bold", color="#333333", pad=8) + ax.text(0.0, 0.97, status, transform=ax.transAxes, + fontsize=8.0, color="#666666", va="top") + ax.text(0.98, 0.96, f"best rank\nJ: {jbest:,}\nlogit: {lbest:,}", + transform=ax.transAxes, ha="right", va="top", fontsize=8.5, + bbox={"boxstyle": "round,pad=0.25", "facecolor": "white", + "edgecolor": "#cccccc", "alpha": 0.92}) + ax.spines[["top", "right"]].set_visible(False) + for ax in axes[:, 0]: + ax.set_ylabel("vocabulary rank (higher on page = easier to read)") + for ax in axes[-1, :]: + ax.set_xlabel("network depth (%)") + axes[0, 0].legend(frameon=False, loc="lower left") + fig.suptitle( + "Readable scientific concepts across Gemma-4 E4B-it's layers\n" + "Tracked words were absent from both prompt and one-token continuation; traces are readouts, not literal private prose", + fontsize=14, fontweight="bold" + ) + for suffix in ("png", "pdf"): + fig.savefig(OUT / f"key-concept-traces.{suffix}", dpi=240, + bbox_inches="tight", facecolor="white") + plt.close(fig) + print(f"wrote {OUT / 'key-concept-traces.pdf'}") + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/plot_lens_explainer.py b/jlens_materials/scripts/plot_lens_explainer.py new file mode 100644 index 0000000000000000000000000000000000000000..980a67d00b7ff93a8484b01584477838d7a999b3 --- /dev/null +++ b/jlens_materials/scripts/plot_lens_explainer.py @@ -0,0 +1,88 @@ +#!/usr/bin/env python3 +"""Create a plain-language diagram comparing the two readout methods.""" + +from __future__ import annotations + +from pathlib import Path + +import matplotlib.pyplot as plt +from matplotlib.patches import FancyArrowPatch, FancyBboxPatch + + +ROOT = Path(__file__).resolve().parents[1] +OUT = ROOT / "figures" / "engineering" + + +def box(ax, xy, width, height, text, *, face, edge="#444444", fontsize=10): + patch = FancyBboxPatch( + xy, width, height, + boxstyle="round,pad=0.02,rounding_size=0.02", + facecolor=face, edgecolor=edge, linewidth=1.1, + ) + ax.add_patch(patch) + ax.text(xy[0] + width / 2, xy[1] + height / 2, text, + ha="center", va="center", fontsize=fontsize) + return patch + + +def arrow(ax, start, end, *, color="#555555", style="-|>", lw=1.6): + ax.add_patch(FancyArrowPatch(start, end, arrowstyle=style, + mutation_scale=13, color=color, linewidth=lw)) + + +def main() -> None: + OUT.mkdir(parents=True, exist_ok=True) + fig, ax = plt.subplots(figsize=(12.4, 5.6)) + ax.set_xlim(0, 1.03) + ax.set_ylim(0, 1) + ax.axis("off") + + box(ax, (0.03, 0.39), 0.18, 0.22, + "Engineering prompt\n\n'Large flaw, modest load,\nsudden brittle failure'", + face="#f2f2f2", fontsize=9.5) + arrow(ax, (0.21, 0.50), (0.28, 0.50)) + + layer_x = [0.29, 0.35, 0.41, 0.47, 0.53] + for index, x in enumerate(layer_x): + box(ax, (x, 0.36), 0.045, 0.28, f"L{index+1}", + face="#dceaf2" if index != 2 else "#f6d8cc", fontsize=9) + if index < len(layer_x) - 1: + arrow(ax, (x + 0.045, 0.50), (layer_x[index + 1], 0.50), lw=1.0) + ax.text(0.42, 0.75, "Gemma hidden state changes across layers", + ha="center", fontsize=10, fontweight="bold") + ax.text(0.432, 0.30, "read the hidden vector here", + ha="center", fontsize=9, color="#8f2f27") + + arrow(ax, (0.432, 0.36), (0.67, 0.72), color="#2b7a8c") + arrow(ax, (0.432, 0.36), (0.67, 0.28), color="#c1553b") + + box(ax, (0.67, 0.62), 0.18, 0.21, + "LOGIT LENS\n\nApply final word-output\ncoordinates directly", + face="#d7ebef", edge="#2b7a8c", fontsize=9.5) + box(ax, (0.67, 0.17), 0.18, 0.25, + "JACOBIAN LENS\n\nFirst map through the\naverage downstream effect,\nthen read words", + face="#f5d8ce", edge="#c1553b", fontsize=8.8) + + arrow(ax, (0.85, 0.725), (0.91, 0.725), color="#2b7a8c") + arrow(ax, (0.85, 0.295), (0.91, 0.295), color="#c1553b") + box(ax, (0.90, 0.61), 0.105, 0.23, + "Ranked words\n\n1: This\n...\n6261: toughness", + face="#f7f7f7", edge="#2b7a8c", fontsize=7.9) + box(ax, (0.90, 0.18), 0.105, 0.23, + "Ranked words\n\n1. ...\n2. toughness\n3. ...", + face="#f7f7f7", edge="#c1553b", fontsize=8.0) + + ax.text(0.50, 0.03, + "Both are measurement tools. A high-ranked concept is readable; it is not automatically the cause of the answer.", + ha="center", fontsize=9.5, color="#444444") + fig.suptitle("Two ways to translate an intermediate model state into engineering words", + fontsize=14, fontweight="bold", y=0.97) + for suffix in ("png", "pdf"): + fig.savefig(OUT / f"lens-comparison-explainer.{suffix}", dpi=240, + bbox_inches="tight", facecolor="white") + plt.close(fig) + print(f"wrote {OUT / 'lens-comparison-explainer.pdf'}") + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/rebuild_review_robustness_outputs.sh b/jlens_materials/scripts/rebuild_review_robustness_outputs.sh new file mode 100644 index 0000000000000000000000000000000000000000..fabdb8a4f8b15e24504af1d55eedb4c42749ce51 --- /dev/null +++ b/jlens_materials/scripts/rebuild_review_robustness_outputs.sh @@ -0,0 +1,27 @@ +#!/usr/bin/env bash +# Rebuild July 2026 review-response tables and figures from archived raw data. +# This script does not rerun Gemma or alter any frozen protocol. + +set -euo pipefail + +cd "$(dirname "$0")/.." + +export MPLCONFIGDIR="${MPLCONFIGDIR:-/private/tmp/jlens-materials-mpl}" +mkdir -p "$MPLCONFIGDIR" + +python scripts/analyze_option_free_relation_graph.py +python scripts/analyze_option_free_question_end.py +python scripts/analyze_cross_mechanism_outcome.py +python scripts/plot_multitoken_sequence_robustness.py +python scripts/plot_relation_graph_robustness.py + +if [[ -f experiments/cross-mechanism-activation-patching-2026-07-18/raw.json ]]; then + python scripts/analyze_cross_mechanism_activation_patching.py + python scripts/audit_cross_mechanism_activation_patching.py + python scripts/plot_cross_mechanism_activation_patching.py +fi + +python scripts/build_review_robustness_si_inventory.py +python scripts/validate_robustness_bundle.py + +echo "Review-response analyses, figures, SI inventory, and validation rebuilt." diff --git a/jlens_materials/scripts/run_abstract_physics_semantic.py b/jlens_materials/scripts/run_abstract_physics_semantic.py new file mode 100644 index 0000000000000000000000000000000000000000..8886085e3161b7ee33bb7ed4d26e0ffb574782c1 --- /dev/null +++ b/jlens_materials/scripts/run_abstract_physics_semantic.py @@ -0,0 +1,214 @@ +#!/usr/bin/env python3 +"""Capture Gemma states for the semantic-answer abstract-physics cohort.""" + +from __future__ import annotations + +import argparse +import json +import platform +import sys +from datetime import datetime, timezone +from pathlib import Path + +import numpy as np +import torch + +ROOT = Path(__file__).resolve().parents[1] +sys.path.insert(0, str(ROOT)) +sys.path.insert(0, str(ROOT / "_vendor_jlens")) +sys.path.insert(0, str(ROOT / "scripts")) + +from jlens.hooks import ActivationRecorder # noqa: E402 +from run_abstract_physics_composition import marker_positions # noqa: E402 +from run_jacobian_steering_pilot import atomic_json, format_chat, sha256 # noqa: E402 +from run_lens import _DTYPES, load_model # noqa: E402 +from run_lexical_adversarial_representation import pair_logits # noqa: E402 +from run_semantic_steering_v3 import continuation_tokens # noqa: E402 + + +DEFAULT_PROTOCOL = "experiments/abstract-physics-semantic-2026-07-18/protocol.json" +DEFAULT_OUTPUT = "experiments/abstract-physics-semantic-2026-07-18/raw.json" +DEFAULT_STATES = ( + "experiments/abstract-physics-semantic-2026-07-18/representations.npz" +) + + +def validate_hash(path: Path, expected: str) -> None: + actual = sha256(path) + if actual != expected: + raise RuntimeError(f"fingerprint mismatch for {path}: {actual} != {expected}") + + +@torch.inference_mode() +def capture( + model, + prompts: list[dict], + marker_ids: dict[str, int], + answer_ids: tuple[int, int], +) -> tuple[np.ndarray, list[dict], list[int]]: + layers = list(range(model.n_layers)) + positions = ["law", "comparison", "decision", "final_prompt"] + states = np.empty( + (len(positions), len(prompts), len(layers), model.d_model), + dtype=np.float16, + ) + clean_rows = [] + for prompt_index, prompt in enumerate(prompts): + text = format_chat(model.tokenizer, prompt["user"]) + input_ids = model.encode(text, max_length=512) + locations = marker_positions(input_ids, marker_ids, prompt["prompt_id"]) + with ActivationRecorder(model.layers, at=layers) as recorder: + model.forward(input_ids) + for layer_index, layer in enumerate(layers): + activation = recorder.activations[layer][0] + for position_index, position in enumerate(positions): + states[position_index, prompt_index, layer_index] = ( + activation[locations[position]] + .detach() + .float() + .cpu() + .numpy() + .astype(np.float16) + ) + final_state = recorder.activations[layers[-1]][ + 0, locations["final_prompt"] : locations["final_prompt"] + 1 + ].detach() + normalized = model._final_norm( + final_state.to( + device=model._lm_head.weight.device, + dtype=model._lm_head.weight.dtype, + ) + ).float() + logits = pair_logits(model, normalized, answer_ids)[0].detach().cpu() + predicted = "higher" if float(logits[0]) > float(logits[1]) else "lower" + full_logits = model.unembed(final_state).float()[0] + top_id = int(full_logits.argmax()) + clean_rows.append( + { + "prompt_id": prompt["prompt_id"], + "law_id": prompt["law_id"], + "split": prompt["split"], + "surface": prompt["surface"], + "case_index": prompt["case_index"], + "law_sign": prompt["law_sign"], + "numerical_sign": prompt["numerical_sign"], + "physical_sign": prompt["physical_sign"], + "answer_order": prompt["answer_order"], + "expected_answer": prompt["expected_answer"], + "predicted_answer": predicted, + "registered_answer_correct": predicted + == prompt["expected_answer"], + "higher_minus_lower_log_odds": float(logits[0] - logits[1]), + "global_top_token_id": top_id, + "global_top_token": model.tokenizer.decode( + [top_id], clean_up_tokenization_spaces=False + ).strip(), + "global_top_is_registered_answer": top_id in answer_ids, + "n_tokens": int(input_ids.shape[1]), + "positions": locations, + } + ) + print( + f"captured {prompt_index + 1:03d}/{len(prompts):03d}: " + f"{prompt['prompt_id']}", + flush=True, + ) + return states, clean_rows, layers + + +def main() -> None: + parser = argparse.ArgumentParser() + parser.add_argument("--protocol", default=DEFAULT_PROTOCOL) + parser.add_argument("--output", default=DEFAULT_OUTPUT) + parser.add_argument("--states-output", default=DEFAULT_STATES) + parser.add_argument("--dtype", choices=sorted(_DTYPES), default="bfloat16") + parser.add_argument("--device", default=None) + args = parser.parse_args() + + protocol_path = (ROOT / args.protocol).resolve() + protocol = json.loads(protocol_path.read_text()) + manifest_path = ROOT / protocol["inputs"]["prompt_manifest"]["path"] + validate_hash(manifest_path, protocol["inputs"]["prompt_manifest"]["sha256"]) + validate_hash( + Path(__file__).resolve(), protocol["inputs"]["runner"]["sha256"] + ) + manifest = json.loads(manifest_path.read_text()) + model = load_model( + protocol["model"], + dtype=_DTYPES[args.dtype], + device=args.device, + revision=protocol["model_revision"], + ) + marker_ids = {} + for name, marker in manifest["markers"].items(): + ids = model.tokenizer.encode(" " + marker, add_special_tokens=False) + if len(ids) != 1: + raise RuntimeError(f"{name} marker is not one token: {ids}") + marker_ids[name] = int(ids[0]) + higher = continuation_tokens(model.tokenizer, "higher") + lower = continuation_tokens(model.tokenizer, "lower") + if len(higher) != 1 or len(lower) != 1: + raise RuntimeError(f"semantic answers are not single tokens: {higher=} {lower=}") + answer_ids = (higher[0], lower[0]) + + states, clean_rows, layers = capture( + model, manifest["prompts"], marker_ids, answer_ids + ) + states_path = (ROOT / args.states_output).resolve() + states_path.parent.mkdir(parents=True, exist_ok=True) + np.savez_compressed( + states_path, + prompt_ids=np.asarray( + [row["prompt_id"] for row in manifest["prompts"]] + ), + positions=np.asarray(protocol["positions"]), + layers=np.asarray(layers, dtype=np.int16), + raw_states=states, + ) + output_path = (ROOT / args.output).resolve() + payload = { + "study_id": protocol["study_id"], + "created_at": datetime.now(timezone.utc).isoformat(), + "completed_at": datetime.now(timezone.utc).isoformat(), + "provenance": { + "protocol": str(protocol_path.relative_to(ROOT)), + "protocol_sha256": sha256(protocol_path), + "prompt_manifest": str(manifest_path.relative_to(ROOT)), + "prompt_manifest_sha256": sha256(manifest_path), + "runner": str(Path(__file__).resolve().relative_to(ROOT)), + "runner_sha256": sha256(Path(__file__).resolve()), + "states": str(states_path.relative_to(ROOT)), + "states_sha256": sha256(states_path), + "model": protocol["model"], + "model_revision": protocol["model_revision"], + "dtype": args.dtype, + "device": str(model.input_device), + "torch": torch.__version__, + "python": sys.version, + "platform": platform.platform(), + }, + "dimensions": { + **manifest["dimensions"], + "n_positions": len(protocol["positions"]), + "n_layers": len(layers), + "d_model": model.d_model, + }, + "markers": { + name: {"text": manifest["markers"][name], "token_id": token_id} + for name, token_id in marker_ids.items() + }, + "answer_tokens": { + "higher": answer_ids[0], + "lower": answer_ids[1], + "decoded_higher": model.tokenizer.decode([answer_ids[0]]), + "decoded_lower": model.tokenizer.decode([answer_ids[1]]), + }, + "clean_rows": clean_rows, + } + atomic_json(output_path, payload) + print(f"saved {states.shape} states to {states_path}", flush=True) + print(f"states sha256: {sha256(states_path)}", flush=True) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/run_answer_code_binding.py b/jlens_materials/scripts/run_answer_code_binding.py new file mode 100644 index 0000000000000000000000000000000000000000..448205c0401b63e93338f84ab619605acfb282ef --- /dev/null +++ b/jlens_materials/scripts/run_answer_code_binding.py @@ -0,0 +1,334 @@ +#!/usr/bin/env python3 +"""Run the frozen arbitrary-answer-code binding falsification study.""" + +from __future__ import annotations + +import argparse +import json +import platform +import sys +from collections import defaultdict +from datetime import datetime, timezone +from pathlib import Path + +import numpy as np +import torch + +ROOT = Path(__file__).resolve().parents[1] +sys.path.insert(0, str(ROOT)) +sys.path.insert(0, str(ROOT / "_vendor_jlens")) +sys.path.insert(0, str(ROOT / "scripts")) + +import jlens # noqa: E402 +from jlens.hooks import ActivationRecorder # noqa: E402 +from run_jacobian_steering_pilot import atomic_json, format_chat, sha256 # noqa: E402 +from run_lens import _DTYPES, load_model # noqa: E402 +from run_lexical_adversarial_representation import ( # noqa: E402 + decoder_basis_representations, + pair_logits, +) +from run_semantic_steering_v3 import continuation_tokens # noqa: E402 + +DEFAULT_PROTOCOL = ( + "experiments/answer-code-binding-2026-07-17/protocol-amendment-v1.json" +) +DEFAULT_OUTPUT = "experiments/answer-code-binding-2026-07-17/raw.json" +DEFAULT_STATES = "experiments/answer-code-binding-2026-07-17/representations.npz" + + +def validate_hash(path: Path, expected: str) -> None: + actual = sha256(path) + if actual != expected: + raise RuntimeError(f"fingerprint mismatch for {path}: {actual} != {expected}") + + +@torch.inference_mode() +def capture_two_positions( + model, + prompts: list[dict], + layers: list[int], + checkpoint_token_id: int, + code_ids: tuple[int, int], +) -> tuple[np.ndarray, list[dict]]: + states = np.empty( + (2, len(prompts), len(layers), model.d_model), dtype=np.float16 + ) + clean_rows = [] + for prompt_index, prompt in enumerate(prompts): + text = format_chat(model.tokenizer, prompt["user"]) + input_ids = model.encode(text, max_length=512) + matches = ( + input_ids[0] == checkpoint_token_id + ).nonzero(as_tuple=False).flatten().tolist() + if len(matches) != 1: + decoded = model.tokenizer.decode( + input_ids[0].detach().cpu().tolist(), + clean_up_tokenization_spaces=False, + ) + raise RuntimeError( + f"{prompt['prompt_id']} has {len(matches)} checkpoint tokens: {decoded}" + ) + checkpoint_position = int(matches[0]) + final_position = int(input_ids.shape[1] - 1) + final_layer = model.n_layers - 1 + capture = sorted(set(layers + [final_layer])) + with ActivationRecorder(model.layers, at=capture) as recorder: + model.forward(input_ids) + for layer_index, layer in enumerate(layers): + activation = recorder.activations[layer][0] + states[0, prompt_index, layer_index] = ( + activation[checkpoint_position] + .detach().float().cpu().numpy().astype(np.float16) + ) + states[1, prompt_index, layer_index] = ( + activation[final_position] + .detach().float().cpu().numpy().astype(np.float16) + ) + final_state = recorder.activations[final_layer][ + 0, final_position:final_position + 1 + ].detach() + normalized = model._final_norm( + final_state.to( + device=model._lm_head.weight.device, + dtype=model._lm_head.weight.dtype, + ) + ).float() + logits = pair_logits(model, normalized, code_ids)[0].detach().cpu() + full_logits = model.unembed(final_state).float()[0] + top_id = int(full_logits.argmax()) + predicted = "A" if float(logits[0]) > float(logits[1]) else "B" + clean_rows.append({ + "prompt_id": prompt["prompt_id"], + "triplet_id": prompt["triplet_id"], + "family_id": prompt["family_id"], + "variant": prompt["variant"], + "expected_physical_outcome": prompt["expected_physical_outcome"], + "expected_code": prompt["expected_code"], + "predicted_code": predicted, + "registered_code_correct": predicted == prompt["expected_code"], + "A_minus_B_log_odds": float(logits[0] - logits[1]), + "global_top_token_id": top_id, + "global_top_token": model.tokenizer.decode( + [top_id], clean_up_tokenization_spaces=False + ).strip(), + "global_top_is_code": top_id in code_ids, + "checkpoint_position": checkpoint_position, + "final_position": final_position, + "n_tokens": int(input_ids.shape[1]), + }) + print( + f" captured {prompt_index + 1:02d}/{len(prompts):02d}: " + f"{prompt['prompt_id']}", + flush=True, + ) + return states, clean_rows + + +def score_readouts( + model, + prompts: list[dict], + layers: list[int], + positions: list[str], + direct: np.ndarray, + jacobian: np.ndarray, + physical_ids: dict[str, tuple[int, int]], + code_ids: tuple[int, int], +) -> list[dict]: + methods = { + "direct": direct, + "jacobian_seed0": jacobian[0], + "jacobian_seed1": jacobian[1], + "jacobian_seed2": jacobian[2], + "jacobian_ensemble": jacobian.astype(np.float32).mean(axis=0), + } + output = [] + device = model._lm_head.weight.device + for method, values in methods.items(): + for position_index, position in enumerate(positions): + for layer_index, layer in enumerate(layers): + states = torch.from_numpy( + values[position_index, :, layer_index].astype(np.float32) + ).to(device=device) + code = pair_logits(model, states, code_ids).detach().cpu() + by_family: dict[str, torch.Tensor] = {} + for family_id, ids in physical_ids.items(): + family_indices = [ + index for index, prompt in enumerate(prompts) + if prompt["family_id"] == family_id + ] + family_states = states[family_indices] + by_family[family_id] = pair_logits( + model, family_states, ids + ).detach().cpu() + family_offsets = defaultdict(int) + for prompt_index, prompt in enumerate(prompts): + family_id = prompt["family_id"] + within_family = family_offsets[family_id] + physical = by_family[family_id][within_family] + family_offsets[family_id] += 1 + output.append({ + "prompt_id": prompt["prompt_id"], + "triplet_id": prompt["triplet_id"], + "family_id": family_id, + "variant": prompt["variant"], + "method": method, + "position": position, + "layer": int(layer), + "depth_percent": 100.0 * int(layer) / (model.n_layers - 1), + "physical_positive_minus_negative": float( + physical[0] - physical[1] + ), + "code_A_minus_B": float(code[prompt_index, 0] - code[prompt_index, 1]), + }) + return output + + +def main() -> None: + parser = argparse.ArgumentParser() + parser.add_argument("--protocol", default=DEFAULT_PROTOCOL) + parser.add_argument("--output", default=DEFAULT_OUTPUT) + parser.add_argument("--states-output", default=DEFAULT_STATES) + parser.add_argument("--dtype", choices=sorted(_DTYPES), default="bfloat16") + parser.add_argument("--device", default=None) + parser.add_argument("--chunk-size", type=int, default=12) + args = parser.parse_args() + + protocol_path = (ROOT / args.protocol).resolve() + output_path = (ROOT / args.output).resolve() + states_path = (ROOT / args.states_output).resolve() + protocol = json.loads(protocol_path.read_text()) + manifest_path = ROOT / protocol["inputs"]["prompt_manifest"] + validate_hash(manifest_path, protocol["inputs"]["prompt_manifest_sha256"]) + validate_hash( + ROOT / protocol["inputs"]["runner"], protocol["inputs"]["runner_sha256"] + ) + validate_hash( + ROOT / protocol["inputs"]["source_statistics"], + protocol["inputs"]["source_statistics_sha256"], + ) + for lens_row in protocol["lenses"]: + validate_hash(ROOT / lens_row["path"], lens_row["sha256"]) + manifest = json.loads(manifest_path.read_text()) + prompts = manifest["prompts"] + layers = [int(layer) for layer in protocol["source_layers"]] + + model = load_model( + protocol["model"], + dtype=_DTYPES[args.dtype], + device=args.device, + revision=protocol["model_revision"], + ) + checkpoint = continuation_tokens( + model.tokenizer, + protocol.get("checkpoint_token_text", protocol["checkpoint_word"]), + ) + code_a = continuation_tokens(model.tokenizer, "A") + code_b = continuation_tokens(model.tokenizer, "B") + if len(checkpoint) != 1 or len(code_a) != 1 or len(code_b) != 1: + raise RuntimeError( + f"registered marker/code tokenization failed: " + f"{checkpoint=} {code_a=} {code_b=}" + ) + code_ids = (code_a[0], code_b[0]) + physical_ids = {} + for family in manifest["families"]: + positive = continuation_tokens( + model.tokenizer, family["outcome_positive"] + ) + negative = continuation_tokens( + model.tokenizer, family["outcome_negative"] + ) + if len(positive) != 1 or len(negative) != 1: + raise RuntimeError(f"physical answer tokenization failed: {family}") + physical_ids[family["family_id"]] = (positive[0], negative[0]) + lenses = [ + jlens.JacobianLens.load(ROOT / row["path"]) for row in protocol["lenses"] + ] + if any(lens.source_layers != layers for lens in lenses): + raise RuntimeError("lens source layers do not match protocol") + + raw, clean_rows = capture_two_positions( + model, prompts, layers, checkpoint[0], code_ids + ) + direct_positions = [] + jacobian_positions = [] + for position_index, position in enumerate(["checkpoint", "final_prompt"]): + print(f"transporting {position} states", flush=True) + direct, jacobian = decoder_basis_representations( + model, lenses, raw[position_index], layers, args.chunk_size + ) + direct_positions.append(direct) + jacobian_positions.append(jacobian) + direct_array = np.stack(direct_positions, axis=0) + jacobian_array = np.stack(jacobian_positions, axis=1) + readout_rows = score_readouts( + model, + prompts, + layers, + ["checkpoint", "final_prompt"], + direct_array, + jacobian_array, + physical_ids, + code_ids, + ) + + states_path.parent.mkdir(parents=True, exist_ok=True) + np.savez_compressed( + states_path, + prompt_ids=np.asarray([row["prompt_id"] for row in prompts]), + positions=np.asarray(["checkpoint", "final_prompt"]), + layers=np.asarray(layers, dtype=np.int16), + raw_states=raw, + direct_decoder_basis=direct_array, + jacobian_decoder_basis=jacobian_array, + ) + payload = { + "study_id": protocol["study_id"], + "created_at": datetime.now(timezone.utc).isoformat(), + "completed_at": datetime.now(timezone.utc).isoformat(), + "provenance": { + "protocol": str(protocol_path.relative_to(ROOT)), + "protocol_sha256": sha256(protocol_path), + "prompt_manifest": str(manifest_path.relative_to(ROOT)), + "prompt_manifest_sha256": sha256(manifest_path), + "runner": str(Path(__file__).resolve().relative_to(ROOT)), + "runner_sha256": sha256(Path(__file__).resolve()), + "states": str(states_path.relative_to(ROOT)), + "model": protocol["model"], + "model_revision": protocol["model_revision"], + "dtype": args.dtype, + "device": str(model.input_device), + "torch": torch.__version__, + "python": sys.version, + "platform": platform.platform(), + "lenses": protocol["lenses"], + }, + "dimensions": { + "n_prompts": len(prompts), + "n_triplets": len(manifest["triplets"]), + "n_families": len(manifest["families"]), + "n_layers": len(layers), + "n_positions": 2, + "d_model": model.d_model, + }, + "token_ids": { + "checkpoint": checkpoint, + "A": code_a, + "B": code_b, + "physical_by_family": { + family: list(ids) for family, ids in physical_ids.items() + }, + }, + "clean_rows": clean_rows, + "readout_rows": readout_rows, + } + atomic_json(output_path, payload) + print( + f"complete: {len(clean_rows)} clean rows, " + f"{len(readout_rows)} readout rows", + flush=True, + ) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/run_causal_relational_knockout.py b/jlens_materials/scripts/run_causal_relational_knockout.py new file mode 100644 index 0000000000000000000000000000000000000000..1a003b3653441a2c21cd58c50f8ffe73bb4223a0 --- /dev/null +++ b/jlens_materials/scripts/run_causal_relational_knockout.py @@ -0,0 +1,572 @@ +#!/usr/bin/env python3 +"""Run the frozen 24-law causal knockout, reversal, and repair study.""" + +from __future__ import annotations + +import argparse +import json +import os +import sys +from contextlib import contextmanager +from pathlib import Path + +import numpy as np +import torch + + +ROOT = Path(__file__).resolve().parents[1] +sys.path[:0] = [str(ROOT), str(ROOT / "_vendor_jlens"), str(ROOT / "scripts")] + +from jlens.hooks import ActivationRecorder # noqa: E402 +from run_jacobian_steering_pilot import format_chat # noqa: E402 +from run_lens import _DTYPES, load_model # noqa: E402 + + +EXPERIMENT = ROOT / "experiments" / "causal-relational-knockout-2026-09-02" + + +def read_json(path: Path) -> dict: + return json.loads(path.read_text(encoding="utf-8")) + + +def append_jsonl(path: Path, row: dict) -> None: + with path.open("a", encoding="utf-8") as handle: + handle.write(json.dumps(row, sort_keys=True) + "\n") + handle.flush() + os.fsync(handle.fileno()) + + +def read_jsonl(path: Path) -> list[dict]: + if not path.exists(): + return [] + return [json.loads(line) for line in path.read_text().splitlines() if line.strip()] + + +def normalize(values: np.ndarray) -> np.ndarray: + values = np.asarray(values, dtype=np.float64) + return values / np.maximum(np.linalg.norm(values, axis=-1, keepdims=True), 1e-12) + + +def load_development(spec: dict) -> tuple[list[dict], np.ndarray]: + manifest = read_json(ROOT / spec["development_manifest"]) + prompts = manifest["prompts"] + path = ROOT / spec["development_states"] + if path.suffix == ".npy": + states = np.load(path).astype(np.float64) + else: + arrays = np.load(path, allow_pickle=False) + prompt_ids = arrays["prompt_ids"].astype(str).tolist() + positions = arrays["positions"].astype(str).tolist() + layers = arrays["layers"].astype(int).tolist() + pindex = positions.index("final_prompt") + lindex = layers.index(int(spec["probe_layer"])) + states = arrays["raw_states"][pindex, :, lindex].astype(np.float64) + by_id = {row["prompt_id"]: row for row in prompts} + prompts = [by_id[prompt_id] for prompt_id in prompt_ids] + if states.shape[0] != len(prompts): + raise RuntimeError("development state/prompt count mismatch") + return prompts, states + + +def fit_direction(prompts: list[dict], states: np.ndarray) -> dict[str, np.ndarray | float]: + unit = normalize(states) + labels = np.asarray([int(row["physical_sign"]) > 0 for row in prompts]) + positive = unit[labels].mean(axis=0) + negative = unit[~labels].mean(axis=0) + direction = positive - negative + direction /= max(float(np.linalg.norm(direction)), 1e-12) + midpoint = 0.5 * (positive + negative) + return { + "direction": direction.astype(np.float32), + "development_midpoint": midpoint.astype(np.float32), + "midpoint_coordinate": float(np.sum(midpoint * direction, dtype=np.float64)), + "positive_coordinate": float(np.sum(positive * direction, dtype=np.float64)), + "negative_coordinate": float(np.sum(negative * direction, dtype=np.float64)), + "positive_count": int(labels.sum()), + "negative_count": int((~labels).sum()), + } + + +def empirical_control_directions( + prompts: list[dict], + states: np.ndarray, + direction: np.ndarray, + seeds: list[int], +) -> list[np.ndarray]: + """Build activation-derived null axes from sign-shuffled matched differences.""" + unit = normalize(states) + grouped: dict[tuple, list[int]] = {} + for index, row in enumerate(prompts): + key = (row["law_id"], row.get("surface"), row.get("case_index")) + grouped.setdefault(key, []).append(index) + paired_differences = [] + for key in sorted(grouped): + indices = grouped[key] + positive = [index for index in indices if int(prompts[index]["physical_sign"]) > 0] + negative = [index for index in indices if int(prompts[index]["physical_sign"]) < 0] + if len(positive) != 1 or len(negative) != 1: + raise RuntimeError( + f"development group {key} is not one matched sign pair: " + f"positive={len(positive)}, negative={len(negative)}" + ) + paired_differences.append(unit[positive[0]] - unit[negative[0]]) + paired = np.asarray(paired_differences, dtype=np.float64) + if len(paired) % 2: + raise RuntimeError("balanced sign controls require an even number of pairs") + + physical = np.asarray(direction, dtype=np.float64) + controls: list[np.ndarray] = [] + for seed in seeds: + rng = np.random.default_rng(seed) + signs = np.concatenate( + [np.ones(len(paired) // 2), -np.ones(len(paired) // 2)] + ) + rng.shuffle(signs) + vector = np.mean(signs[:, None] * paired, axis=0) + vector -= float(np.sum(vector * physical, dtype=np.float64)) * physical + for previous in controls: + previous64 = previous.astype(np.float64) + vector -= float(np.sum(vector * previous64, dtype=np.float64)) * previous64 + norm = float(np.linalg.norm(vector)) + if norm < 1e-10: + raise RuntimeError(f"degenerate activation-derived control for seed {seed}") + controls.append((vector / norm).astype(np.float32)) + basis = np.stack([physical.astype(np.float32), *controls]).astype(np.float64) + gram = basis @ basis.T + if not np.allclose(gram, np.eye(len(basis)), rtol=0.0, atol=2e-6): + raise RuntimeError(f"control basis is not orthonormal:\n{gram}") + return controls + + +@contextmanager +def replace_residual(model, layer: int, position: int, replacement: torch.Tensor): + def hook(_module, _inputs, output): + tensor = output[0] if isinstance(output, tuple) else output + patched = tensor.clone() + patched[:, position, :] = replacement.to(patched.device, patched.dtype) + return (patched, *output[1:]) if isinstance(output, tuple) else patched + + handle = model.layers[layer].register_forward_hook(hook) + try: + yield + finally: + handle.remove() + + +@torch.inference_mode() +def forward_logits(model, input_ids: torch.Tensor, *, layer: int | None = None, + replacement: torch.Tensor | None = None) -> torch.Tensor: + final_layer = model.n_layers - 1 + if replacement is None: + with ActivationRecorder(model.layers, at=[final_layer]) as recorder: + model.forward(input_ids) + else: + assert layer is not None + with replace_residual(model, layer, -1, replacement): + with ActivationRecorder(model.layers, at=[final_layer]) as recorder: + model.forward(input_ids) + final_state = recorder.activations[final_layer][0, -1:].detach() + return model.unembed(final_state).float()[0].cpu() + + +@torch.inference_mode() +def forward_logits_batch( + model, + input_ids: torch.Tensor, + *, + layer: int, + replacements: torch.Tensor, +) -> torch.Tensor: + """Evaluate several same-prompt replacements in one forward pass.""" + if replacements.ndim != 2: + raise ValueError("replacements must have shape [batch, d_model]") + batch_ids = input_ids.repeat(replacements.shape[0], 1) + final_layer = model.n_layers - 1 + with replace_residual(model, layer, -1, replacements): + with ActivationRecorder(model.layers, at=[final_layer]) as recorder: + model.forward(batch_ids) + final_states = recorder.activations[final_layer][:, -1].detach() + return model.unembed(final_states).float().cpu() + + +@torch.inference_mode() +def capture_state_and_logits(model, input_ids: torch.Tensor, layer: int) -> tuple[np.ndarray, np.ndarray]: + final_layer = model.n_layers - 1 + with ActivationRecorder(model.layers, at=[layer, final_layer]) as recorder: + model.forward(input_ids) + state = recorder.activations[layer][0, -1].detach().float().cpu().numpy() + final_state = recorder.activations[final_layer][0, -1:].detach() + logits = model.unembed(final_state).float()[0].cpu().numpy() + return state, logits + + +def token_id(tokenizer, word: str) -> int: + ids = tokenizer.encode(word, add_special_tokens=False) + if len(ids) != 1: + raise RuntimeError(f"registered answer {word!r} is not one token: {ids}") + return int(ids[0]) + + +def logits_summary( + logits: np.ndarray, + clean_logits: np.ndarray, + row: dict, + answer_token_ids: dict[str, int], +) -> dict: + first, second = row["answer_words"] + first_id, second_id = answer_token_ids[first], answer_token_ids[second] + expected_id = answer_token_ids[row["expected_answer"]] + incorrect_id = answer_token_ids[row["incorrect_answer"]] + values = torch.from_numpy(np.asarray(logits, dtype=np.float32)) + clean_values = torch.from_numpy(np.asarray(clean_logits, dtype=np.float32)) + logp = torch.log_softmax(values, dim=-1) + clean_logp = torch.log_softmax(clean_values, dim=-1) + clean_probability = clean_logp.exp() + kl = float((clean_probability * (clean_logp - logp)).sum()) + correct_margin = float(values[expected_id] - values[incorrect_id]) + return { + "first_minus_second_logit": float(values[first_id] - values[second_id]), + "correct_answer_margin": correct_margin, + "answer_margin_correct": bool(correct_margin > 0), + "registered_answer_probability_mass": float(logp[first_id].exp() + logp[second_id].exp()), + "global_top_is_registered_answer": int(values.argmax()) in {first_id, second_id}, + "clean_to_intervened_kl": kl, + } + + +def make_replacements( + receiver: np.ndarray, + counterpart: np.ndarray, + direction_info: dict, + control_directions: list[np.ndarray], + physical_sign: int, +) -> dict[str, tuple[np.ndarray, float]]: + direction = np.asarray(direction_info["direction"], dtype=np.float64) + receiver64 = receiver.astype(np.float64) + counterpart64 = counterpart.astype(np.float64) + receiver_norm = max(float(np.linalg.norm(receiver64)), 1e-12) + counterpart_norm = max(float(np.linalg.norm(counterpart64)), 1e-12) + receiver_coordinate = float( + np.sum((receiver64 / receiver_norm) * direction, dtype=np.float64) + ) + counterpart_coordinate = float( + np.sum((counterpart64 / counterpart_norm) * direction, dtype=np.float64) + ) + midpoint_target = float(direction_info["midpoint_coordinate"]) + correct_target = float( + direction_info["positive_coordinate"] if physical_sign > 0 + else direction_info["negative_coordinate"] + ) + wrong_target = float( + direction_info["negative_coordinate"] if physical_sign > 0 + else direction_info["positive_coordinate"] + ) + + def set_coordinate_along( + base: np.ndarray, axis: np.ndarray, target: float + ) -> tuple[np.ndarray, float]: + """Set the unit-normalized direction coordinate, preserving its orthogonal residual.""" + parallel = float(np.sum(base * axis, dtype=np.float64)) + orthogonal = base - parallel * axis + orthogonal_norm = max(float(np.linalg.norm(orthogonal)), 1e-12) + clipped = float(np.clip(target, -1.0 + 1e-10, 1.0 - 1e-10)) + target_parallel = clipped * orthogonal_norm / np.sqrt(1.0 - clipped * clipped) + scalar = target_parallel - parallel + return orthogonal + target_parallel * axis, float(scalar) + + neutralized, neutral_scalar = set_coordinate_along( + receiver64, direction, midpoint_target + ) + counterfactual_coordinate_state, counterfactual_scalar = set_coordinate_along( + receiver64, direction, counterpart_coordinate + ) + correct_centroid_state, correct_scalar = set_coordinate_along( + receiver64, direction, correct_target + ) + wrong_centroid_state, wrong_scalar = set_coordinate_along( + receiver64, direction, wrong_target + ) + restored, _ = set_coordinate_along(counterpart64, direction, receiver_coordinate) + replacements = { + "neutralize": (neutralized, abs(neutral_scalar)), + "counterfactual_coordinate": ( + counterfactual_coordinate_state, + abs(counterfactual_scalar), + ), + "correct_centroid": (correct_centroid_state, abs(correct_scalar)), + "wrong_centroid": (wrong_centroid_state, abs(wrong_scalar)), + "full_counterfactual": ( + counterpart64, + float(np.linalg.norm(counterpart64 - receiver64)), + ), + "full_counterfactual_direction_restored": ( + restored, + float(np.linalg.norm(restored - receiver64)), + ), + } + for index, control_direction in enumerate(control_directions): + control64 = control_direction.astype(np.float64) + for orientation, sign in (("plus", 1.0), ("minus", -1.0)): + neutral_name = f"neutralize_control_{index}_{orientation}" + counterfactual_name = f"counterfactual_control_{index}_{orientation}" + replacements[neutral_name] = ( + receiver64 + sign * abs(neutral_scalar) * control64, + abs(neutral_scalar), + ) + replacements[counterfactual_name] = ( + receiver64 + sign * abs(counterfactual_scalar) * control64, + abs(counterfactual_scalar), + ) + for name, intended_distance in ( + (neutral_name, abs(neutral_scalar)), + (counterfactual_name, abs(counterfactual_scalar)), + ): + observed_distance = float( + np.linalg.norm(replacements[name][0] - receiver64) + ) + if not np.isclose( + observed_distance, intended_distance, rtol=1e-8, atol=1e-8 + ): + raise RuntimeError( + f"distance-matched activation control failed for {name}: " + f"observed={observed_distance}, target={intended_distance}" + ) + coordinate_checks = { + "neutralize": midpoint_target, + "counterfactual_coordinate": counterpart_coordinate, + "correct_centroid": correct_target, + "wrong_centroid": wrong_target, + "full_counterfactual_direction_restored": receiver_coordinate, + } + for name, target in coordinate_checks.items(): + candidate = replacements[name][0] + observed = float( + np.sum( + (candidate / max(float(np.linalg.norm(candidate)), 1e-12)) * direction, + dtype=np.float64, + ) + ) + if not np.isclose(observed, target, rtol=0.0, atol=2e-6): + raise RuntimeError( + f"normalized coordinate replacement failed for {name}: " + f"observed={observed}, target={target}" + ) + return { + name: (replacement.astype(np.float32), distance) + for name, (replacement, distance) in replacements.items() + } + + +def main() -> None: + parser = argparse.ArgumentParser(description=__doc__) + parser.add_argument("--scale", choices=["4b", "12b", "31b"], required=True) + parser.add_argument("--dtype", choices=sorted(_DTYPES), default="bfloat16") + parser.add_argument("--device", default=None) + parser.add_argument("--max-seq-len", type=int, default=192) + parser.add_argument("--intervention-batch-size", type=int, default=1) + parser.add_argument("--resume", action="store_true") + args = parser.parse_args() + + protocol = read_json(EXPERIMENT / "protocol.json") + manifest = read_json(EXPERIMENT / "prompt_manifest.json") + spec = protocol["models"][args.scale] + model_out = EXPERIMENT / args.scale + model_out.mkdir(parents=True, exist_ok=True) + clean_rows_path = model_out / "clean_rows.jsonl" + intervention_rows_path = model_out / "intervention_rows.jsonl" + states_path = model_out / "clean_states.npy" + logits_path = model_out / "clean_logits.npy" + + model = load_model( + spec["model"], + dtype=_DTYPES[args.dtype], + device=args.device, + revision=spec["revision"], + ) + if model.d_model <= 0 or int(spec["probe_layer"]) >= model.n_layers: + raise RuntimeError("model dimensions do not match frozen protocol") + probe_layer = int(spec["probe_layer"]) + dev_prompts, dev_states = load_development(spec) + direction_info = fit_direction(dev_prompts, dev_states) + if len(direction_info["direction"]) != model.d_model: + raise RuntimeError("development direction width does not match model") + control_amendment = read_json(EXPERIMENT / "control_amendment.json") + control_seeds = control_amendment["construction"]["seeds"] + control_directions = empirical_control_directions( + dev_prompts, + dev_states, + direction_info["direction"], + control_seeds, + ) + np.savez_compressed( + model_out / "frozen_direction.npz", + direction=direction_info["direction"], + development_midpoint=direction_info["development_midpoint"], + midpoint_coordinate=direction_info["midpoint_coordinate"], + positive_coordinate=direction_info["positive_coordinate"], + negative_coordinate=direction_info["negative_coordinate"], + control_directions=np.stack(control_directions), + probe_layer=np.asarray([probe_layer], dtype=np.int16), + ) + + answer_words = sorted({word for row in manifest["prompts"] for word in row["answer_words"]}) + answer_token_ids = {word: token_id(model.tokenizer, word) for word in answer_words} + (model_out / "preflight.json").write_text( + json.dumps( + { + "scale": args.scale, + "model": spec["model"], + "model_revision": spec["revision"], + "probe_layer": probe_layer, + "n_layers": model.n_layers, + "d_model": model.d_model, + "answer_token_ids": answer_token_ids, + "direction_fit": { + key: value for key, value in direction_info.items() + if key not in {"direction", "development_midpoint"} + }, + "dtype": args.dtype, + "device": str(model.input_device), + }, + indent=2, + ) + "\n", + encoding="utf-8", + ) + + prompts = manifest["prompts"] + clean_existing = read_jsonl(clean_rows_path) + if clean_existing and not args.resume: + raise SystemExit(f"clean output exists; pass --resume: {clean_rows_path}") + if states_path.exists(): + states = np.lib.format.open_memmap(states_path, mode="r+") + else: + states = np.lib.format.open_memmap( + states_path, mode="w+", dtype=np.float16, shape=(len(prompts), model.d_model) + ) + if logits_path.exists(): + clean_logits = np.lib.format.open_memmap(logits_path, mode="r+") + else: + clean_logits = np.lib.format.open_memmap( + logits_path, + mode="w+", + dtype=np.float16, + shape=(len(prompts), int(model._lm_head.weight.shape[0])), + ) + + for index in range(len(clean_existing), len(prompts)): + row = prompts[index] + text = format_chat(model.tokenizer, row["user"]) + input_ids = model.encode(text, max_length=args.max_seq_len) + state, logits = capture_state_and_logits(model, input_ids, probe_layer) + states[index] = state.astype(np.float16) + clean_logits[index] = logits.astype(np.float16) + states.flush() + clean_logits.flush() + summary = logits_summary(logits, logits, row, answer_token_ids) + append_jsonl( + clean_rows_path, + { + **{key: row[key] for key in row if key != "user"}, + **summary, + "n_tokens": int(input_ids.shape[1]), + "state_norm": float(np.linalg.norm(state)), + }, + ) + if (index + 1) % 12 == 0 or index == 0: + print(f"{args.scale} clean {index + 1:03d}/{len(prompts):03d}", flush=True) + + states_array = np.asarray(states, dtype=np.float32) + logits_array = np.asarray(clean_logits, dtype=np.float32) + prompt_index = {row["prompt_id"]: index for index, row in enumerate(prompts)} + existing_rows = read_jsonl(intervention_rows_path) + existing_keys = {(row["prompt_id"], row["intervention"]) for row in existing_rows} + if existing_rows and not args.resume: + raise SystemExit(f"intervention output exists; pass --resume: {intervention_rows_path}") + + total_methods = 6 + 4 * len(control_directions) + total = len(prompts) * total_methods + completed = len(existing_rows) + for prompt_number, row in enumerate(prompts, 1): + receiver_index = prompt_index[row["prompt_id"]] + counterpart_index = prompt_index[row["counterpart_prompt_id"]] + receiver = states_array[receiver_index] + counterpart = states_array[counterpart_index] + replacements = make_replacements( + receiver, + counterpart, + direction_info, + control_directions, + int(row["physical_sign"]), + ) + text = format_chat(model.tokenizer, row["user"]) + input_ids = model.encode(text, max_length=args.max_seq_len) + clean = logits_array[receiver_index] + clean_summary = logits_summary(clean, clean, row, answer_token_ids) + pending = [ + (intervention, replacement, distance) + for intervention, (replacement, distance) in replacements.items() + if (row["prompt_id"], intervention) not in existing_keys + ] + batch_size = max(1, int(args.intervention_batch_size)) + for start in range(0, len(pending), batch_size): + chunk = pending[start : start + batch_size] + replacement_batch = torch.from_numpy( + np.stack([replacement for _, replacement, _ in chunk]) + ) + logits_batch = forward_logits_batch( + model, + input_ids, + layer=probe_layer, + replacements=replacement_batch, + ).numpy() + for (intervention, _replacement, distance), logits in zip(chunk, logits_batch): + summary = logits_summary(logits, clean, row, answer_token_ids) + append_jsonl( + intervention_rows_path, + { + **{key: row[key] for key in row if key != "user"}, + "intervention": intervention, + "replacement_distance": distance, + **summary, + "correct_margin_change": ( + summary["correct_answer_margin"] + - clean_summary["correct_answer_margin"] + ), + "movement_toward_counterfactual": ( + clean_summary["correct_answer_margin"] + - summary["correct_answer_margin"] + ), + }, + ) + completed += 1 + if prompt_number % 4 == 0 or prompt_number == 1: + print( + f"{args.scale} interventions prompt {prompt_number:03d}/{len(prompts):03d}; " + f"rows {completed:04d}/{total:04d}", + flush=True, + ) + + run_record = { + "study_id": protocol["study_id"], + "scale": args.scale, + "model": spec["model"], + "model_revision": spec["revision"], + "probe_layer": probe_layer, + "normalized_depth_percent": 100.0 * probe_layer / (model.n_layers - 1), + "d_model": model.d_model, + "dtype": args.dtype, + "device": str(model.input_device), + "intervention_batch_size": int(args.intervention_batch_size), + "clean_rows": len(read_jsonl(clean_rows_path)), + "intervention_rows": len(read_jsonl(intervention_rows_path)), + "expected_intervention_rows": total, + "complete": len(read_jsonl(intervention_rows_path)) == total, + } + (model_out / "run_record.json").write_text( + json.dumps(run_record, indent=2) + "\n", encoding="utf-8" + ) + print(json.dumps(run_record, indent=2), flush=True) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/run_elicited_physics_abstraction.py b/jlens_materials/scripts/run_elicited_physics_abstraction.py new file mode 100644 index 0000000000000000000000000000000000000000..98fb07649f5c0505b1bb285714bb96ad85b0461b --- /dev/null +++ b/jlens_materials/scripts/run_elicited_physics_abstraction.py @@ -0,0 +1,163 @@ +#!/usr/bin/env python3 +"""Capture all-layer states for the scaffolded abstraction development run.""" + +from __future__ import annotations + +import argparse +import json +import platform +import sys +from datetime import datetime, timezone +from pathlib import Path + +import numpy as np +import torch + +ROOT = Path(__file__).resolve().parents[1] +sys.path[:0] = [str(ROOT), str(ROOT / "_vendor_jlens"), str(ROOT / "scripts")] + +from jlens.hooks import ActivationRecorder # noqa: E402 +from run_abstract_physics_composition import marker_positions # noqa: E402 +from run_jacobian_steering_pilot import atomic_json, format_chat, sha256 # noqa: E402 +from run_lens import _DTYPES, load_model # noqa: E402 +from run_lexical_adversarial_representation import pair_logits # noqa: E402 +from run_semantic_steering_v3 import continuation_tokens # noqa: E402 + + +DEFAULT_DIR = "experiments/elicited-physics-abstraction-2026-07-18" + + +@torch.inference_mode() +def main() -> None: + parser = argparse.ArgumentParser() + parser.add_argument("--experiment-dir", default=DEFAULT_DIR) + parser.add_argument("--dtype", choices=sorted(_DTYPES), default="bfloat16") + parser.add_argument("--device", default=None) + args = parser.parse_args() + out = (ROOT / args.experiment_dir).resolve() + protocol_path = out / "protocol.json" + manifest_path = out / "prompt_manifest.json" + protocol = json.loads(protocol_path.read_text()) + manifest = json.loads(manifest_path.read_text()) + if sha256(manifest_path) != protocol["inputs"]["prompt_manifest"]["sha256"]: + raise RuntimeError("manifest fingerprint mismatch") + if sha256(Path(__file__).resolve()) != protocol["inputs"]["runner"]["sha256"]: + raise RuntimeError("runner fingerprint mismatch") + + model = load_model( + protocol["model"], + dtype=_DTYPES[args.dtype], + device=args.device, + revision=protocol["model_revision"], + ) + marker_ids = {} + for name, marker in manifest["markers"].items(): + ids = model.tokenizer.encode(" " + marker, add_special_tokens=False) + if len(ids) != 1: + raise RuntimeError(f"{name} marker is not one token: {ids}") + marker_ids[name] = int(ids[0]) + higher = continuation_tokens(model.tokenizer, "higher") + lower = continuation_tokens(model.tokenizer, "lower") + if len(higher) != 1 or len(lower) != 1: + raise RuntimeError(f"answers are not single tokens: {higher=}, {lower=}") + answer_ids = (int(higher[0]), int(lower[0])) + + prompts = manifest["prompts"] + positions = protocol["positions"] + layers = list(range(model.n_layers)) + states = np.empty( + (len(positions), len(prompts), len(layers), model.d_model), + dtype=np.float16, + ) + rows = [] + for prompt_index, prompt in enumerate(prompts): + text = format_chat(model.tokenizer, prompt["user"]) + input_ids = model.encode(text, max_length=512) + locations = marker_positions(input_ids, marker_ids, prompt["prompt_id"]) + with ActivationRecorder(model.layers, at=layers) as recorder: + model.forward(input_ids) + for layer_index, layer in enumerate(layers): + activation = recorder.activations[layer][0] + for position_index, position in enumerate(positions): + states[position_index, prompt_index, layer_index] = ( + activation[locations[position]] + .detach() + .float() + .cpu() + .numpy() + .astype(np.float16) + ) + final_state = recorder.activations[layers[-1]][ + 0, locations["final_prompt"] : locations["final_prompt"] + 1 + ] + logits = pair_logits( + model, + model._final_norm( + final_state.to( + device=model._lm_head.weight.device, + dtype=model._lm_head.weight.dtype, + ) + ).float(), + answer_ids, + )[0].float().cpu() + predicted = "higher" if float(logits[0]) > float(logits[1]) else "lower" + rows.append( + { + **{ + key: prompt[key] + for key in ( + "prompt_id", + "law_id", + "split", + "surface", + "case_index", + "law_sign", + "numerical_sign", + "physical_sign", + "expected_answer", + ) + }, + "predicted_answer": predicted, + "correct": predicted == prompt["expected_answer"], + "higher_minus_lower_log_odds": float(logits[0] - logits[1]), + "n_tokens": int(input_ids.shape[1]), + "positions": locations, + } + ) + print(f"{prompt_index + 1:03d}/{len(prompts):03d} {prompt['prompt_id']}") + + state_path = out / "representations.npz" + np.savez_compressed( + state_path, + prompt_ids=np.asarray([x["prompt_id"] for x in prompts]), + positions=np.asarray(positions), + layers=np.asarray(layers, dtype=np.int16), + raw_states=states, + ) + atomic_json( + out / "raw.json", + { + "study_id": protocol["study_id"], + "completed_at": datetime.now(timezone.utc).isoformat(), + "provenance": { + "protocol_sha256": sha256(protocol_path), + "manifest_sha256": sha256(manifest_path), + "runner_sha256": sha256(Path(__file__).resolve()), + "states_sha256": sha256(state_path), + "model": protocol["model"], + "model_revision": protocol["model_revision"], + "dtype": args.dtype, + "device": str(model.input_device), + "torch": torch.__version__, + "python": sys.version, + "platform": platform.platform(), + }, + "answer_tokens": {"higher": answer_ids[0], "lower": answer_ids[1]}, + "clean_rows": rows, + }, + ) + print(f"saved {states.shape} to {state_path}") + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/run_ensemble_steering_v2.py b/jlens_materials/scripts/run_ensemble_steering_v2.py new file mode 100644 index 0000000000000000000000000000000000000000..1dab2d688d0c412ea901b018e8474e3d8a553005 --- /dev/null +++ b/jlens_materials/scripts/run_ensemble_steering_v2.py @@ -0,0 +1,477 @@ +#!/usr/bin/env python3 +"""Calibrate and confirm transferable semantic-ensemble Jacobian steering.""" + +from __future__ import annotations + +import argparse +import json +import math +import platform +import sys +from datetime import datetime, timezone +from pathlib import Path + +import numpy as np +import torch + +ROOT = Path(__file__).resolve().parents[1] +sys.path.insert(0, str(ROOT)) +sys.path.insert(0, str(ROOT / "_vendor_jlens")) +sys.path.insert(0, str(ROOT / "scripts")) + +import jlens # noqa: E402 +from run_lens import _DTYPES, load_model # noqa: E402 +from run_jacobian_steering_pilot import ( # noqa: E402 + atomic_json, + capture_clean, + distribution_summary, + format_chat, + patched_logits, + random_direction, + sha256, + single_token, + token_score, +) + + +def ensemble_score(model, normalized: torch.Tensor, + positive_ids: list[int], negative_ids: list[int]) -> torch.Tensor: + positive = torch.stack([token_score(model, normalized, token_id) + for token_id in positive_ids]) + negative = torch.stack([token_score(model, normalized, token_id) + for token_id in negative_ids]) + return torch.logsumexp(positive, dim=0) - torch.logsumexp(negative, dim=0) + + +def semantic_jacobian_direction(model, lens, layer: int, + hidden_states: list[torch.Tensor], + positive_ids: list[int], + negative_ids: list[int]) -> tuple[torch.Tensor, list[float]]: + """Average prompt-normalized J^T semantic gradients into one family direction.""" + J = lens.jacobians[layer].float().cpu() + directions = [] + for hidden in hidden_states: + transported = (J @ hidden.float().cpu()).detach().requires_grad_(True) + normed = model._final_norm( + transported.to(model._lm_head.weight.device, model._lm_head.weight.dtype) + ) + score = ensemble_score(model, normed, positive_ids, negative_ids) + grad_transport = torch.autograd.grad(score, transported)[0].float().cpu() + direction = J.T @ grad_transport + directions.append(direction / direction.norm().clamp_min(1e-12)) + stacked = torch.stack(directions) + mean = stacked.mean(dim=0) + mean = mean / mean.norm().clamp_min(1e-12) + cosines = [float(torch.dot(direction, mean)) for direction in directions] + return mean, cosines + + +def semantic_direct_direction(model, hidden_states: list[torch.Tensor], + positive_ids: list[int], + negative_ids: list[int]) -> tuple[torch.Tensor, list[float]]: + directions = [] + for hidden in hidden_states: + state = hidden.detach().float().to(model._lm_head.weight.device).requires_grad_(True) + normed = model._final_norm(state.to(model._lm_head.weight.dtype)) + score = ensemble_score(model, normed, positive_ids, negative_ids) + direction = torch.autograd.grad(score, state)[0].float().cpu() + directions.append(direction / direction.norm().clamp_min(1e-12)) + stacked = torch.stack(directions) + mean = stacked.mean(dim=0) + mean = mean / mean.norm().clamp_min(1e-12) + cosines = [float(torch.dot(direction, mean)) for direction in directions] + return mean, cosines + + +def orthogonal_random(reference: torch.Tensor, direct: torch.Tensor, seed: int) -> torch.Tensor: + direction = random_direction(reference, seed) + direct_orthogonal = direct - torch.dot(direct, reference) * reference + if direct_orthogonal.norm() > 1e-8: + direct_orthogonal = direct_orthogonal / direct_orthogonal.norm() + direction = direction - torch.dot(direction, direct_orthogonal) * direct_orthogonal + return direction / direction.norm().clamp_min(1e-12) + + +def prompt_rows(family: dict, split: str) -> list[dict]: + output = [] + for prompt in family[f"{split}_prompts"]: + for order in ["ab", "ba"]: + if order == "ab": + option_a = family["outcome_positive"] + option_b = family["outcome_negative"] + else: + option_a = family["outcome_negative"] + option_b = family["outcome_positive"] + output.append({ + "family_id": family["family_id"], + "condition_id": prompt["condition_id"], + "prompt_id": f"{family['family_id']}--{split}--{prompt['condition_id']}--{order}", + "order": order, + "option_a": option_a, + "option_b": option_b, + "expected_outcome": prompt["expected_outcome"], + "user": ( + f"{prompt['stem']} A: {option_a}. B: {option_b}. " + "Answer exactly A or B." + ), + }) + return output + + +def answer_mapping(family: dict, prompt: dict) -> tuple[str, str | None]: + positive_answer = "A" if prompt["option_a"] == family["outcome_positive"] else "B" + expected_answer = None + if prompt["expected_outcome"] is not None: + expected_answer = "A" if prompt["option_a"] == prompt["expected_outcome"] else "B" + return positive_answer, expected_answer + + +def direction_fit_hidden(model, family: dict, layers: list[int]) -> dict[int, list[torch.Tensor]]: + result = {layer: [] for layer in layers} + for user in family["direction_fit_prompts"]: + text = format_chat(model.tokenizer, user) + hidden, _ = capture_clean(model, text, layers) + for layer in layers: + result[layer].append(hidden[layer]) + return result + + +def family_token_ids(tokenizer, family: dict) -> tuple[list[int], list[int]]: + positive = [single_token(tokenizer, word) for word in family["concept_positive"]] + negative = [single_token(tokenizer, word) for word in family["concept_negative"]] + return positive, negative + + +def summarize_clean(model, clean_logits: torch.Tensor, answer_a_id: int, + answer_b_id: int, positive_answer: str) -> dict: + return distribution_summary( + clean_logits, clean_logits, answer_a_id, answer_b_id, + positive_answer, model.tokenizer, + ) + + +def calibration_complete(payload: dict, family_id: str, layers: list[int], + n_prompts: int) -> bool: + expected = len(layers) * n_prompts * 3 + observed = sum(row["family_id"] == family_id for row in payload["calibration_rows"]) + return observed == expected + + +def select_layer(payload: dict, family_id: str, layers: list[int]) -> tuple[int, list[dict]]: + rows = [row for row in payload["calibration_rows"] if row["family_id"] == family_id] + endpoints = [] + for layer in layers: + layer_rows = [row for row in rows if row["layer"] == layer] + grouped: dict[str, dict[float, float]] = {} + for row in layer_rows: + grouped.setdefault(row["prompt_id"], {})[float(row["dose_percent"])] = float( + row["positive_log_odds"] + ) + values = [doses[4.0] - doses[-4.0] for doses in grouped.values()] + mean = float(np.mean(values)) + std = float(np.std(values, ddof=0)) + endpoints.append({ + "layer": layer, + "mean_endpoint": mean, + "population_std": std, + "selection_score": mean - std, + "positive_prompt_orders": int(sum(value > 0 for value in values)), + "n_prompt_orders": len(values), + "prompt_order_endpoints": values, + }) + selected = sorted(endpoints, key=lambda row: (-row["selection_score"], row["layer"]))[0] + return int(selected["layer"]), endpoints + + +def initialize_payload(manifest: dict, manifest_path: Path, output_path: Path, + model, lenses: list, args) -> dict: + if args.resume and output_path.exists(): + payload = json.loads(output_path.read_text()) + if payload["provenance"]["manifest_sha256"] != sha256(manifest_path): + raise SystemExit("resume manifest hash does not match output") + return payload + return { + "study_id": manifest["study_id"], + "created_at": datetime.now(timezone.utc).isoformat(), + "provenance": { + "manifest": str(manifest_path.relative_to(ROOT)), + "manifest_sha256": sha256(manifest_path), + "model": manifest["model"], + "model_revision": manifest["model_revision"], + "dtype": args.dtype, + "device": str(model.input_device), + "torch": torch.__version__, + "python": sys.version, + "platform": platform.platform(), + "lenses": [ + {"seed": seed, "path": path, "sha256": sha256(ROOT / path)} + for seed, path in enumerate(manifest["lens_paths"]) + ], + }, + "calibration_rows": [], + "layer_selection": {}, + "direction_diagnostics": {}, + "confirmation_preflight": [], + "confirmation_rows": [], + } + + +def run_calibration(model, lens, manifest: dict, families: list[dict], payload: dict, + output_path: Path, answer_a_id: int, answer_b_id: int) -> None: + layers = [int(layer) for layer in manifest["candidate_layers"]] + doses = [float(dose) for dose in manifest["calibration"]["doses_percent_residual_norm"]] + completed = { + (row["prompt_id"], int(row["layer"]), float(row["dose_percent"])) + for row in payload["calibration_rows"] + } + for family in families: + family_id = family["family_id"] + print(f"[calibration] {family_id}", flush=True) + positive_ids, negative_ids = family_token_ids(model.tokenizer, family) + fit_hidden = direction_fit_hidden(model, family, layers) + directions = {} + diagnostics = {} + for layer in layers: + direction, cosines = semantic_jacobian_direction( + model, lens, layer, fit_hidden[layer], positive_ids, negative_ids + ) + directions[layer] = direction + diagnostics[str(layer)] = {"fit_prompt_cosines_to_mean": cosines} + payload["direction_diagnostics"].setdefault(family_id, {})["calibration_seed0"] = diagnostics + atomic_json(output_path, payload) + + prompts = prompt_rows(family, "calibration") + for prompt in prompts: + text = format_chat(model.tokenizer, prompt["user"]) + hidden_by_layer, clean_logits = capture_clean(model, text, layers) + positive_answer, expected_answer = answer_mapping(family, prompt) + clean_summary = summarize_clean( + model, clean_logits, answer_a_id, answer_b_id, positive_answer + ) + for layer in layers: + residual_norm = float(hidden_by_layer[layer].norm()) + for dose in doses: + key = (prompt["prompt_id"], layer, dose) + if key in completed: + continue + delta = directions[layer] * dose / 100.0 * residual_norm + logits = clean_logits if dose == 0.0 else patched_logits( + model, text, layer, delta + ) + summary = distribution_summary( + logits, clean_logits, answer_a_id, answer_b_id, + positive_answer, model.tokenizer, + ) + payload["calibration_rows"].append({ + **{key: prompt[key] for key in [ + "family_id", "condition_id", "prompt_id", "order", + "option_a", "option_b", "expected_outcome", + ]}, + "expected_answer": expected_answer, + "layer": layer, + "method": "ensemble_jacobian", + "lens_seed": 0, + "dose_percent": dose, + "residual_norm": residual_norm, + "delta_norm": float(delta.norm()), + "clean": clean_summary, + **summary, + }) + completed.add(key) + atomic_json(output_path, payload) + + if not calibration_complete(payload, family_id, layers, len(prompts)): + raise RuntimeError(f"incomplete calibration rows for {family_id}") + selected, layer_rows = select_layer(payload, family_id, layers) + payload["layer_selection"][family_id] = { + "selected_layer": selected, + "candidate_results": layer_rows, + } + atomic_json(output_path, payload) + print(f" selected layer {selected}", flush=True) + + +def run_confirmation(model, lenses: list, manifest: dict, families: list[dict], + payload: dict, output_path: Path, answer_a_id: int, + answer_b_id: int) -> None: + doses = [float(dose) for dose in manifest["confirmation"]["doses_percent_residual_norm"]] + random_seeds = [int(seed) for seed in manifest["confirmation"]["random_seeds"]] + completed = { + (row["prompt_id"], row["method"], row.get("lens_seed"), + row.get("random_seed"), float(row["dose_percent"])) + for row in payload["confirmation_rows"] + } + preflight_done = {row["prompt_id"] for row in payload["confirmation_preflight"]} + + for family_index, family in enumerate(families): + family_id = family["family_id"] + if family_id not in payload["layer_selection"]: + raise SystemExit(f"calibration selection missing for {family_id}") + layer = int(payload["layer_selection"][family_id]["selected_layer"]) + print(f"[confirmation] {family_id} layer={layer}", flush=True) + positive_ids, negative_ids = family_token_ids(model.tokenizer, family) + fit_hidden = direction_fit_hidden(model, family, [layer])[layer] + + jacobian_directions = [] + lens_diagnostics = {} + for lens_seed, lens in enumerate(lenses): + direction, cosines = semantic_jacobian_direction( + model, lens, layer, fit_hidden, positive_ids, negative_ids + ) + jacobian_directions.append(direction) + lens_diagnostics[str(lens_seed)] = {"fit_prompt_cosines_to_mean": cosines} + direct, direct_cosines = semantic_direct_direction( + model, fit_hidden, positive_ids, negative_ids + ) + randoms = { + seed: orthogonal_random( + jacobian_directions[0], direct, + 20260716 + 10000 * family_index + seed, + ) + for seed in random_seeds + } + lens_cosines = np.eye(len(jacobian_directions)).tolist() + for i in range(len(jacobian_directions)): + for j in range(i + 1, len(jacobian_directions)): + value = float(torch.dot(jacobian_directions[i], jacobian_directions[j])) + lens_cosines[i][j] = value + lens_cosines[j][i] = value + payload["direction_diagnostics"].setdefault(family_id, {})["confirmation"] = { + "layer": layer, + "lens_fit_prompt_cosines": lens_diagnostics, + "lens_direction_cosine_matrix": lens_cosines, + "direct_fit_prompt_cosines_to_mean": direct_cosines, + "random_orthogonal_to": ["lens_seed0", "direct_component_orthogonal_to_lens_seed0"], + } + atomic_json(output_path, payload) + + directions = [ + ("ensemble_jacobian", seed, None, direction) + for seed, direction in enumerate(jacobian_directions) + ] + directions.append(("ensemble_direct", None, None, direct)) + directions.extend( + ("random", None, seed, direction) for seed, direction in randoms.items() + ) + + for prompt in prompt_rows(family, "confirmation"): + prompt_id = prompt["prompt_id"] + text = format_chat(model.tokenizer, prompt["user"]) + hidden_by_layer, clean_logits = capture_clean(model, text, [layer]) + hidden = hidden_by_layer[layer] + residual_norm = float(hidden.norm()) + positive_answer, expected_answer = answer_mapping(family, prompt) + clean_summary = summarize_clean( + model, clean_logits, answer_a_id, answer_b_id, positive_answer + ) + accepted = bool(clean_summary["global_top_is_valid_choice"]) + if prompt_id not in preflight_done: + payload["confirmation_preflight"].append({ + **{key: prompt[key] for key in [ + "family_id", "condition_id", "prompt_id", "order", + "option_a", "option_b", "expected_outcome", "user", + ]}, + "positive_answer": positive_answer, + "expected_answer": expected_answer, + "accepted": accepted, + "clean": clean_summary, + }) + preflight_done.add(prompt_id) + atomic_json(output_path, payload) + if not accepted: + print(f" excluded {prompt_id}: top={clean_summary['global_top_token']}", flush=True) + continue + + for method, lens_seed, random_seed, direction in directions: + for dose in doses: + key = (prompt_id, method, lens_seed, random_seed, dose) + if key in completed: + continue + delta = direction * dose / 100.0 * residual_norm + logits = clean_logits if dose == 0.0 else patched_logits( + model, text, layer, delta + ) + summary = distribution_summary( + logits, clean_logits, answer_a_id, answer_b_id, + positive_answer, model.tokenizer, + ) + payload["confirmation_rows"].append({ + **{field: prompt[field] for field in [ + "family_id", "condition_id", "prompt_id", "order", + "option_a", "option_b", "expected_outcome", + ]}, + "expected_answer": expected_answer, + "method": method, + "lens_seed": lens_seed, + "random_seed": random_seed, + "layer": layer, + "dose_percent": dose, + "residual_norm": residual_norm, + "delta_norm": float(delta.norm()), + **summary, + }) + completed.add(key) + atomic_json(output_path, payload) + print(f" complete {prompt_id}", flush=True) + + +def main() -> None: + parser = argparse.ArgumentParser() + parser.add_argument( + "--manifest", default="experiments/ensemble-steering-v2-preregistration.json" + ) + parser.add_argument("--output", default="experiments/ensemble-steering-v2_raw.json") + parser.add_argument("--stage", choices=["calibrate", "confirm", "all"], default="all") + parser.add_argument("--family", action="append", default=[]) + parser.add_argument("--dtype", choices=sorted(_DTYPES), default="bfloat16") + parser.add_argument("--device", default=None) + parser.add_argument("--resume", action="store_true") + args = parser.parse_args() + + manifest_path = (ROOT / args.manifest).resolve() + output_path = (ROOT / args.output).resolve() + manifest = json.loads(manifest_path.read_text()) + families = manifest["families"] + if args.family: + wanted = set(args.family) + families = [family for family in families if family["family_id"] in wanted] + missing = wanted - {family["family_id"] for family in families} + if missing: + raise SystemExit(f"unknown families: {sorted(missing)}") + + model = load_model( + manifest["model"], dtype=_DTYPES[args.dtype], device=args.device, + revision=manifest["model_revision"], + ) + lenses = [jlens.JacobianLens.load(ROOT / path) for path in manifest["lens_paths"]] + payload = initialize_payload(manifest, manifest_path, output_path, model, lenses, args) + answer_a_id = single_token(model.tokenizer, "A", prefer_plain=True) + answer_b_id = single_token(model.tokenizer, "B", prefer_plain=True) + + token_inventory = {} + for family in families: + positive, negative = family_token_ids(model.tokenizer, family) + token_inventory[family["family_id"]] = { + "positive": dict(zip(family["concept_positive"], positive)), + "negative": dict(zip(family["concept_negative"], negative)), + } + payload["token_inventory"] = token_inventory + atomic_json(output_path, payload) + + if args.stage in {"calibrate", "all"}: + run_calibration( + model, lenses[int(manifest["calibration"]["lens_seed"])], manifest, + families, payload, output_path, answer_a_id, answer_b_id, + ) + if args.stage in {"confirm", "all"}: + run_confirmation( + model, lenses, manifest, families, payload, output_path, + answer_a_id, answer_b_id, + ) + payload["completed_at"] = datetime.now(timezone.utc).isoformat() + atomic_json(output_path, payload) + print(f"complete -> {output_path.relative_to(ROOT)}", flush=True) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/run_equation_free_relational_benchmark.py b/jlens_materials/scripts/run_equation_free_relational_benchmark.py new file mode 100644 index 0000000000000000000000000000000000000000..716ded25e9d8c1b52954e36ad4d35b78aeffff45 --- /dev/null +++ b/jlens_materials/scripts/run_equation_free_relational_benchmark.py @@ -0,0 +1,130 @@ +#!/usr/bin/env python3 +"""Run the frozen equation-free 60-law relational benchmark.""" + +from __future__ import annotations + +import json +import platform +import sys +from datetime import datetime, timezone +from pathlib import Path + +import numpy as np +import torch + + +ROOT = Path(__file__).resolve().parents[1] +sys.path[:0] = [str(ROOT), str(ROOT / "_vendor_jlens"), str(ROOT / "scripts")] + +from jlens.hooks import ActivationRecorder # noqa: E402 +from run_jacobian_steering_pilot import atomic_json, format_chat, sha256 # noqa: E402 +from run_lens import generate_completion, load_model # noqa: E402 +from run_semantic_steering_v3 import continuation_tokens # noqa: E402 + + +OUT = ROOT / "experiments" / "equation-free-relational-physics-2026-08-21" + + +@torch.inference_mode() +def main() -> None: + protocol_path = OUT / "protocol.json" + manifest_path = OUT / "prompt_manifest.json" + protocol = json.loads(protocol_path.read_text()) + manifest = json.loads(manifest_path.read_text()) + if sha256(manifest_path) != protocol["inputs"]["prompt_manifest"]["sha256"]: + raise RuntimeError("prompt manifest fingerprint mismatch") + if sha256(Path(__file__).resolve()) != protocol["inputs"]["runner"]["sha256"]: + raise RuntimeError("runner fingerprint mismatch") + model = load_model( + protocol["model"], + dtype=torch.bfloat16, + device="mps", + revision=protocol["model_revision"], + ) + probe_layer = int(protocol["frozen_readout"]["layer"]) + final_layer = model.n_layers - 1 + answer_tokens = {} + for word in ("higher", "lower"): + tokens = continuation_tokens(model.tokenizer, word) + if len(tokens) != 1: + raise RuntimeError(f"{word!r} is not a one-token continuation: {tokens}") + answer_tokens[word] = int(tokens[0]) + + prompts = manifest["prompts"] + states = np.empty((len(prompts), model.d_model), dtype=np.float16) + rows = [] + for index, prompt in enumerate(prompts): + text = format_chat(model.tokenizer, prompt["user"]) + ids = model.encode(text, max_length=512) + with ActivationRecorder(model.layers, at=[probe_layer, final_layer]) as recorder: + model.forward(ids) + states[index] = recorder.activations[probe_layer][0, -1].float().cpu().numpy().astype(np.float16) + final_state = recorder.activations[final_layer][0, -1:] + logits = model.unembed(final_state).float()[0].cpu() + selected = {word: float(logits[token_id]) for word, token_id in answer_tokens.items()} + completion, generated_ids = generate_completion(model, text, max_new_tokens=3) + normalized = completion.strip().lower() + predicted = next( + (word for word in ("higher", "lower", "unchanged") if normalized.startswith(word)), + None, + ) + rows.append( + { + "prompt_id": prompt["prompt_id"], + "law_id": prompt["law_id"], + "category": prompt["category"], + "domain": prompt["domain"], + "neutral_role": prompt.get("neutral_role"), + "surface": prompt["surface"], + "case_index": prompt["case_index"], + "numerical_sign": prompt["numerical_sign"], + "physical_sign": prompt["physical_sign"], + "answer_order": prompt["answer_order"], + "expected_answer": prompt["expected_answer"], + "predicted_answer": predicted, + "greedy_completion": completion, + "greedy_token_ids": generated_ids, + "correct": predicted == prompt["expected_answer"], + "answer_logits": selected, + "higher_minus_lower_logit": selected["higher"] - selected["lower"], + "n_tokens": int(ids.shape[1]), + } + ) + if (index + 1) % 20 == 0 or index == 0: + print(f"{index + 1:04d}/{len(prompts):04d} {prompt['prompt_id']}", flush=True) + + state_path = OUT / "representations.npz" + np.savez_compressed( + state_path, + prompt_ids=np.asarray([row["prompt_id"] for row in prompts]), + layer=np.asarray([probe_layer], dtype=np.int16), + raw_states=states, + ) + atomic_json( + OUT / "raw.json", + { + "study_id": protocol["study_id"], + "completed_at": datetime.now(timezone.utc).isoformat(), + "provenance": { + "protocol_sha256": sha256(protocol_path), + "manifest_sha256": sha256(manifest_path), + "runner_sha256": sha256(Path(__file__).resolve()), + "states_sha256": sha256(state_path), + "model": protocol["model"], + "model_revision": protocol["model_revision"], + "probe_layer": probe_layer, + "device": str(model.input_device), + "dtype": "bfloat16", + "torch": torch.__version__, + "python": sys.version, + "platform": platform.platform(), + }, + "answer_tokens": answer_tokens, + "clean_rows": rows, + }, + ) + print(f"saved {states.shape} layer-{probe_layer} states to {state_path}") + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/run_gemma31b_goal_specific_causal_roles.py b/jlens_materials/scripts/run_gemma31b_goal_specific_causal_roles.py new file mode 100644 index 0000000000000000000000000000000000000000..170f9e672e89c160b44ba0a2aacd257959886e4d --- /dev/null +++ b/jlens_materials/scripts/run_gemma31b_goal_specific_causal_roles.py @@ -0,0 +1,686 @@ +#!/usr/bin/env python3 +"""Run the frozen 31B goal-specific causal-role intervention study.""" + +from __future__ import annotations + +import argparse +import json +import os +import sys +from contextlib import contextmanager +from pathlib import Path + +import numpy as np +import torch + + +ROOT = Path(__file__).resolve().parents[1] +sys.path[:0] = [str(ROOT), str(ROOT / "_vendor_jlens"), str(ROOT / "scripts")] + +from jlens.hooks import ActivationRecorder # noqa: E402 +from run_gemma31b_compositional_physics_pilot import ( # noqa: E402 + marker_positions, + sha256, +) +from run_jacobian_steering_pilot import format_chat # noqa: E402 +from run_lens import _DTYPES, load_model # noqa: E402 +from run_semantic_steering_v3 import continuation_tokens # noqa: E402 + + +OUT = ROOT / "experiments" / "gemma4-31b-goal-specific-causal-roles-2026-09-02" +DISCOVERY = ROOT / "experiments" / "gemma4-31b-query-gated-physics-2026-08-25" +ROLE_NAMES = ("target", "intermediate") +CONTROL_SEEDS = (17011, 27103, 37117, 47119) + + +def read_json(path: Path) -> dict: + return json.loads(path.read_text(encoding="utf-8")) + + +def read_jsonl(path: Path) -> list[dict]: + if not path.exists(): + return [] + return [json.loads(line) for line in path.read_text().splitlines() if line.strip()] + + +def append_jsonl(path: Path, row: dict) -> None: + with path.open("a", encoding="utf-8") as handle: + handle.write(json.dumps(row, sort_keys=True) + "\n") + handle.flush() + os.fsync(handle.fileno()) + + +def normalize(values: np.ndarray) -> np.ndarray: + values = np.asarray(values, dtype=np.float64) + return values / np.maximum(np.linalg.norm(values, axis=-1, keepdims=True), 1e-12) + + +def validate_frozen_inputs() -> tuple[dict, dict]: + protocol = read_json(OUT / "protocol.json") + for name, entry in protocol["inputs"].items(): + path = ROOT / entry["path"] + observed = sha256(path) + if observed != entry["sha256"]: + raise RuntimeError(f"frozen input changed for {name}: {path}") + manifest = read_json(OUT / "prompt_manifest.json") + if len(manifest["prompts"]) != 288: + raise RuntimeError("expected 288 prospective target prompts") + if len({row["chain_id"] for row in manifest["prompts"]}) != 24: + raise RuntimeError("expected 24 prospective target chains") + return protocol, manifest + + +def fit_role_directions() -> dict: + protocol = read_json(DISCOVERY / "protocol.json") + manifest = read_json(DISCOVERY / "prompt_manifest.json") + states = np.load(DISCOVERY / "states.npy", mmap_mode="r") + prompts = manifest["prompts"] + pindex = list(protocol["positions"]).index("question") + lindex = list(protocol["layers_zero_indexed"]).index(49) + layer_states = np.asarray(states[pindex, :, lindex], dtype=np.float64) + development = np.asarray([row["split"] == "development" for row in prompts]) + + directions = [] + midpoints = [] + positive_coordinates = [] + negative_coordinates = [] + role_rows = {} + for role in ROLE_NAMES: + selected = development & np.asarray([row["question_type"] == role for row in prompts]) + role_states = normalize(layer_states[selected]) + role_prompts = [row for row, keep in zip(prompts, selected, strict=True) if keep] + labels = np.asarray([int(row["query_sign"]) > 0 for row in role_prompts]) + positive = role_states[labels].mean(axis=0) + negative = role_states[~labels].mean(axis=0) + direction = positive - negative + direction /= max(float(np.linalg.norm(direction)), 1e-12) + midpoint = 0.5 * (positive + negative) + directions.append(direction) + midpoints.append(midpoint) + positive_coordinates.append(float(np.einsum("i,i->", positive, direction))) + negative_coordinates.append(float(np.einsum("i,i->", negative, direction))) + role_rows[role] = { + "prompts": role_prompts, + "states": role_states, + "direction": direction, + } + + axes = np.stack(directions) + gram = np.einsum("id,jd->ij", axes, axes, optimize=True) + if np.linalg.cond(gram) > 20: + raise RuntimeError(f"role directions are too collinear: {gram}") + return { + "axes": axes, + "gram": gram, + "midpoint_vectors": np.stack(midpoints), + "midpoint_coordinates": np.asarray( + [np.einsum("i,i->", midpoints[i], axes[i]) for i in range(2)], dtype=np.float64 + ), + "positive_coordinates": np.asarray(positive_coordinates), + "negative_coordinates": np.asarray(negative_coordinates), + "role_rows": role_rows, + } + + +def build_control_axes(direction_info: dict) -> np.ndarray: + axes = direction_info["axes"] + gram = np.einsum("id,jd->ij", axes, axes, optimize=True) + inverse_gram = np.linalg.inv(gram) + pair_differences = [] + for role in ROLE_NAMES: + payload = direction_info["role_rows"][role] + prompts = payload["prompts"] + states = payload["states"] + by_chain = {} + for index, row in enumerate(prompts): + by_chain.setdefault(row["chain_id"], []).append(index) + for chain_id in sorted(by_chain): + indices = by_chain[chain_id] + pos = [i for i in indices if int(prompts[i]["query_sign"]) > 0] + neg = [i for i in indices if int(prompts[i]["query_sign"]) < 0] + if len(pos) != 1 or len(neg) != 1: + raise RuntimeError(f"development pair malformed for {role}/{chain_id}") + pair_differences.append(states[pos[0]] - states[neg[0]]) + pair_differences = np.asarray(pair_differences) + controls = [] + for seed in CONTROL_SEEDS: + rng = np.random.default_rng(seed) + signs = np.concatenate( + [np.ones(len(pair_differences) // 2), -np.ones(len(pair_differences) // 2)] + ) + rng.shuffle(signs) + vector = np.mean(signs[:, None] * pair_differences, axis=0) + # Remove the complete two-role span, then previous control axes. + role_projection = np.einsum("id,d->i", axes, vector, optimize=True) + coefficients = np.einsum("ij,j->i", inverse_gram, role_projection, optimize=True) + vector -= np.einsum("i,id->d", coefficients, axes, optimize=True) + for previous in controls: + vector -= float(np.einsum("i,i->", vector, previous)) * previous + norm = float(np.linalg.norm(vector)) + if norm < 1e-10: + raise RuntimeError(f"degenerate control axis for seed {seed}") + controls.append(vector / norm) + controls = np.stack(controls) + control_role = np.einsum("id,jd->ij", controls, axes, optimize=True) + control_gram = np.einsum("id,jd->ij", controls, controls, optimize=True) + if np.max(np.abs(control_role)) > 2e-6: + raise RuntimeError("control axes are not orthogonal to the role span") + if not np.allclose(control_gram, np.eye(len(controls)), atol=2e-6, rtol=0): + raise RuntimeError("control axes are not mutually orthonormal") + return controls + + +def role_coordinates(state: np.ndarray, axes: np.ndarray) -> np.ndarray: + state = np.asarray(state, dtype=np.float64) + return np.einsum( + "id,d->i", + axes, + state / max(float(np.linalg.norm(state)), 1e-12), + optimize=True, + ) + + +def set_role_coordinates( + base: np.ndarray, + axes: np.ndarray, + desired_coordinates: np.ndarray, +) -> np.ndarray: + """Set both role projections exactly while preserving norm and orthogonal direction.""" + base = np.asarray(base, dtype=np.float64) + norm = max(float(np.linalg.norm(base)), 1e-12) + unit = base / norm + gram = np.einsum("id,jd->ij", axes, axes, optimize=True) + inverse_gram = np.linalg.inv(gram) + current = np.einsum("id,d->i", axes, unit, optimize=True) + current_coefficients = np.einsum("ij,j->i", inverse_gram, current, optimize=True) + current_parallel = np.einsum("i,id->d", current_coefficients, axes, optimize=True) + residual = unit - current_parallel + residual_norm = max(float(np.linalg.norm(residual)), 1e-12) + desired = np.asarray(desired_coordinates, dtype=np.float64) + desired_coefficients = np.einsum("ij,j->i", inverse_gram, desired, optimize=True) + desired_parallel = np.einsum("i,id->d", desired_coefficients, axes, optimize=True) + desired_parallel_norm2 = float(np.einsum("i,i->", desired_parallel, desired_parallel)) + if desired_parallel_norm2 >= 1.0: + raise RuntimeError(f"infeasible role coordinates: {desired}") + replacement_unit = desired_parallel + residual / residual_norm * np.sqrt( + max(1.0 - desired_parallel_norm2, 0.0) + ) + replacement = norm * replacement_unit + observed = role_coordinates(replacement, axes) + if not np.allclose(observed, desired, rtol=0, atol=2e-7): + raise RuntimeError(f"role coordinate replacement failed: {observed} != {desired}") + if not np.isclose(np.linalg.norm(replacement), norm, rtol=0, atol=2e-5): + raise RuntimeError("role coordinate replacement changed state norm") + return replacement.astype(np.float32) + + +def sphere_control( + receiver: np.ndarray, + axis: np.ndarray, + distance: float, + orientation: float, +) -> np.ndarray: + """Move on the receiver-norm sphere by an exactly matched chord length.""" + receiver = np.asarray(receiver, dtype=np.float64) + norm = max(float(np.linalg.norm(receiver)), 1e-12) + unit = receiver / norm + tangent = np.asarray(axis, dtype=np.float64) - float(np.einsum("i,i->", axis, unit)) * unit + tangent /= max(float(np.linalg.norm(tangent)), 1e-12) + ratio = np.clip(float(distance) / (2.0 * norm), 0.0, 1.0) + theta = 2.0 * np.arcsin(ratio) + moved = norm * (np.cos(theta) * unit + orientation * np.sin(theta) * tangent) + observed = float(np.linalg.norm(moved - receiver)) + if not np.isclose(observed, distance, rtol=0, atol=2e-5): + raise RuntimeError(f"sphere control distance mismatch: {observed} != {distance}") + return moved.astype(np.float32) + + +def move_role_coordinate_by_distance( + base: np.ndarray, + axes: np.ndarray, + role_index: int, + distance: float, + orientation: float, +) -> np.ndarray: + """Move one role coordinate by a fixed chord while preserving the other.""" + base = np.asarray(base, dtype=np.float64) + if distance <= 2e-7: + return base.astype(np.float32) + current = role_coordinates(base, axes) + orientation = 1.0 if orientation >= 0 else -1.0 + gram_inverse = np.linalg.inv(np.einsum("id,jd->ij", axes, axes, optimize=True)) + + def feasible(delta: float) -> bool: + desired = current.copy() + desired[role_index] += orientation * delta + coefficients = np.einsum("ij,j->i", gram_inverse, desired, optimize=True) + parallel = np.einsum("i,id->d", coefficients, axes, optimize=True) + return float(np.einsum("i,i->", parallel, parallel)) < 1.0 - 1e-9 + + def candidate(delta: float) -> np.ndarray: + desired = current.copy() + desired[role_index] += orientation * delta + return set_role_coordinates(base, axes, desired) + + # Locate the feasible coordinate boundary in the selected direction. + lower, upper = 0.0, 0.01 + while feasible(upper) and upper < 4.0: + upper *= 2.0 + if feasible(upper): + raise RuntimeError("failed to bracket the role-coordinate boundary") + for _ in range(80): + middle = 0.5 * (lower + upper) + if feasible(middle): + lower = middle + else: + upper = middle + maximum_delta = lower * (1.0 - 1e-8) + maximum = candidate(maximum_delta) + maximum_distance = float(np.linalg.norm(maximum.astype(np.float64) - base)) + if maximum_distance + 2e-5 < distance: + raise RuntimeError( + f"requested matched role dose {distance} exceeds feasible {maximum_distance}" + ) + + lower, upper = 0.0, maximum_delta + for _ in range(80): + middle = 0.5 * (lower + upper) + moved = candidate(middle) + observed = float(np.linalg.norm(moved.astype(np.float64) - base)) + if observed < distance: + lower = middle + else: + upper = middle + moved = candidate(0.5 * (lower + upper)) + observed = float(np.linalg.norm(moved.astype(np.float64) - base)) + if not np.isclose(observed, distance, rtol=0, atol=3e-5): + raise RuntimeError(f"matched role dose failed: {observed} != {distance}") + return moved.astype(np.float32) + + +def make_replacements( + receiver: np.ndarray, + counterpart: np.ndarray, + row: dict, + direction_info: dict, + controls: np.ndarray, +) -> dict[str, tuple[np.ndarray, float]]: + axes = direction_info["axes"] + receiver_coordinates = role_coordinates(receiver, axes) + counterpart_coordinates = role_coordinates(counterpart, axes) + midpoint = direction_info["midpoint_coordinates"] + positive = direction_info["positive_coordinates"] + negative = direction_info["negative_coordinates"] + replacements = {} + + for role_index, role in enumerate(ROLE_NAMES): + neutral_coordinates = receiver_coordinates.copy() + neutral_coordinates[role_index] = midpoint[role_index] + neutral = set_role_coordinates(receiver, axes, neutral_coordinates) + replacements[f"{role}_neutralize"] = ( + neutral, + float(np.linalg.norm(neutral.astype(np.float64) - receiver)), + ) + + counter_coordinates = receiver_coordinates.copy() + counter_coordinates[role_index] = counterpart_coordinates[role_index] + counter = set_role_coordinates(receiver, axes, counter_coordinates) + replacements[f"{role}_counterfactual"] = ( + counter, + float(np.linalg.norm(counter.astype(np.float64) - receiver)), + ) + + sign = int(row[f"{role}_sign"]) + correct_coordinates = receiver_coordinates.copy() + correct_coordinates[role_index] = positive[role_index] if sign > 0 else negative[role_index] + correct = set_role_coordinates(receiver, axes, correct_coordinates) + replacements[f"{role}_correct_centroid"] = ( + correct, + float(np.linalg.norm(correct.astype(np.float64) - receiver)), + ) + + wrong_coordinates = receiver_coordinates.copy() + wrong_coordinates[role_index] = negative[role_index] if sign > 0 else positive[role_index] + wrong = set_role_coordinates(receiver, axes, wrong_coordinates) + replacements[f"{role}_wrong_centroid"] = ( + wrong, + float(np.linalg.norm(wrong.astype(np.float64) - receiver)), + ) + + replacements["full_counterfactual"] = ( + counterpart.astype(np.float32), + float(np.linalg.norm(counterpart.astype(np.float64) - receiver)), + ) + for role_index, role in enumerate(ROLE_NAMES): + restored_coordinates = counterpart_coordinates.copy() + restored_coordinates[role_index] = receiver_coordinates[role_index] + restored = set_role_coordinates(counterpart, axes, restored_coordinates) + replacements[f"full_counterfactual_{role}_restored"] = ( + restored, + float(np.linalg.norm(restored.astype(np.float64) - counterpart)), + ) + + # The role-specific double dissociation uses question-conditioned, + # dose-matched other-role comparators. Natural midpoint operations for both + # axes remain available as secondary diagnostics. + own_role = row["question_type"] if row["question_type"] in ROLE_NAMES else "target" + other_role = "intermediate" if own_role == "target" else "target" + own_index = ROLE_NAMES.index(own_role) + other_index = ROLE_NAMES.index(other_role) + for operation in ("neutralize", "counterfactual"): + own_name = f"{own_role}_{operation}" + own_distance = replacements[own_name][1] + natural_other = ( + midpoint[other_index] + if operation == "neutralize" + else counterpart_coordinates[other_index] + ) + orientation = float(natural_other - receiver_coordinates[other_index]) + if abs(orientation) < 1e-12: + orientation = float(row[f"{other_role}_sign"]) + matched = move_role_coordinate_by_distance( + receiver, axes, other_index, own_distance, orientation + ) + replacements[f"matched_other_{operation}"] = (matched, own_distance) + + own_restored = replacements[f"full_counterfactual_{own_role}_restored"][0] + restoration_distance = float( + np.linalg.norm(own_restored.astype(np.float64) - counterpart) + ) + restoration_orientation = float( + receiver_coordinates[other_index] - counterpart_coordinates[other_index] + ) + if abs(restoration_orientation) < 1e-12: + restoration_orientation = float(row[f"{other_role}_sign"]) + matched_restoration = move_role_coordinate_by_distance( + counterpart, axes, other_index, restoration_distance, restoration_orientation + ) + replacements["full_counterfactual_matched_other_restored"] = ( + matched_restoration, + restoration_distance, + ) + + # Every physical coordinate operation receives eight norm- and distance- + # matched controls: four activation-derived tangent directions and their + # antithetic signs. + for role in ROLE_NAMES: + for operation in ("neutralize", "counterfactual"): + physical_name = f"{role}_{operation}" + distance = replacements[physical_name][1] + for control_index, control in enumerate(controls): + for orientation_name, orientation in (("plus", 1.0), ("minus", -1.0)): + name = f"{physical_name}_control_{control_index}_{orientation_name}" + replacements[name] = ( + sphere_control(receiver, control, distance, orientation), + distance, + ) + return replacements + + +@contextmanager +def replace_residual(model, layer: int, position: int, replacements: torch.Tensor): + def hook(_module, _inputs, output): + tensor = output[0] if isinstance(output, tuple) else output + patched = tensor.clone() + patched[:, position, :] = replacements.to(patched.device, patched.dtype) + return (patched, *output[1:]) if isinstance(output, tuple) else patched + + handle = model.layers[layer].register_forward_hook(hook) + try: + yield + finally: + handle.remove() + + +@torch.inference_mode() +def capture_clean(model, input_ids: torch.Tensor, layer: int, position: int) -> tuple[np.ndarray, np.ndarray]: + final_layer = model.n_layers - 1 + with ActivationRecorder(model.layers, at=[layer, final_layer]) as recorder: + model.forward(input_ids) + state = recorder.activations[layer][0, position].detach().float().cpu().numpy() + final_state = recorder.activations[final_layer][0, -1:].detach() + logits = model.unembed(final_state).float()[0].cpu().numpy() + return state, logits + + +@torch.inference_mode() +def intervened_logits( + model, + input_ids: torch.Tensor, + layer: int, + position: int, + replacements: torch.Tensor, +) -> torch.Tensor: + batch_ids = input_ids.repeat(replacements.shape[0], 1) + final_layer = model.n_layers - 1 + with replace_residual(model, layer, position, replacements): + with ActivationRecorder(model.layers, at=[final_layer]) as recorder: + model.forward(batch_ids) + return model.unembed(recorder.activations[final_layer][:, -1]).float().cpu() + + +def summarize_logits( + logits: np.ndarray, + clean_logits: np.ndarray, + row: dict, + token_ids: dict[str, int], +) -> dict: + values = torch.from_numpy(np.asarray(logits, dtype=np.float32)) + clean = torch.from_numpy(np.asarray(clean_logits, dtype=np.float32)) + words = row["answer_words"] + expected = row["expected_answer"] + expected_value = float(values[token_ids[expected]]) + alternatives = [word for word in words if word != expected] + alternative_values = [float(values[token_ids[word]]) for word in alternatives] + margin = expected_value - max(alternative_values) + logp = torch.log_softmax(values, dim=-1) + clean_logp = torch.log_softmax(clean, dim=-1) + clean_p = clean_logp.exp() + return { + "expected_margin": margin, + "answer_correct": bool(margin > 0), + "predicted_registered_answer": max(words, key=lambda word: float(values[token_ids[word]])), + "registered_probability_mass": float(sum(logp[token_ids[word]].exp() for word in words)), + "clean_to_intervened_kl": float((clean_p * (clean_logp - logp)).sum()), + "higher_minus_lower_logit": float(values[token_ids["higher"]] - values[token_ids["lower"]]), + "same_minus_higher_logit": float(values[token_ids["same"]] - values[token_ids["higher"]]), + "same_minus_lower_logit": float(values[token_ids["same"]] - values[token_ids["lower"]]), + } + + +def main() -> None: + parser = argparse.ArgumentParser(description=__doc__) + parser.add_argument("--device", default=None) + parser.add_argument("--dtype", choices=sorted(_DTYPES), default="bfloat16") + parser.add_argument("--max-seq-len", type=int, default=256) + parser.add_argument("--intervention-batch-size", type=int, default=18) + parser.add_argument("--resume", action="store_true") + parser.add_argument("--validate-only", action="store_true") + args = parser.parse_args() + + protocol, manifest = validate_frozen_inputs() + direction_info = fit_role_directions() + controls = build_control_axes(direction_info) + if args.validate_only: + print(json.dumps({ + "prompts": len(manifest["prompts"]), + "chains": len({row["chain_id"] for row in manifest["prompts"]}), + "direction_cosine": float(direction_info["gram"][0, 1]), + "control_count": len(controls), + "max_control_role_dot": float(np.max(np.abs(np.einsum("id,jd->ij", controls, direction_info["axes"], optimize=True)))), + }, indent=2)) + return + + model = load_model( + protocol["model"], + dtype=_DTYPES[args.dtype], + device=args.device, + revision=protocol["model_revision"], + ) + layer = int(protocol["probe_layer_zero_indexed"]) + if layer >= model.n_layers or model.d_model != direction_info["axes"].shape[1]: + raise RuntimeError("model does not match frozen role directions") + + marker_ids = {} + for name, marker in manifest["markers"].items(): + ids = model.tokenizer.encode(" " + marker, add_special_tokens=False) + if len(ids) != 1: + raise RuntimeError(f"marker {marker!r} is not one token: {ids}") + marker_ids[name] = int(ids[0]) + token_ids = {} + for word in ("higher", "lower", "same"): + ids = continuation_tokens(model.tokenizer, word) + if len(ids) != 1: + raise RuntimeError(f"answer {word!r} is not one token: {ids}") + token_ids[word] = int(ids[0]) + + np.savez_compressed( + OUT / "frozen_role_directions.npz", + role_names=np.asarray(ROLE_NAMES), + axes=direction_info["axes"].astype(np.float32), + gram=direction_info["gram"].astype(np.float32), + midpoint_coordinates=direction_info["midpoint_coordinates"].astype(np.float32), + positive_coordinates=direction_info["positive_coordinates"].astype(np.float32), + negative_coordinates=direction_info["negative_coordinates"].astype(np.float32), + control_axes=controls.astype(np.float32), + control_seeds=np.asarray(CONTROL_SEEDS, dtype=np.int64), + probe_layer=np.asarray([layer], dtype=np.int16), + ) + + prompts = manifest["prompts"] + clean_rows_path = OUT / "clean_rows.jsonl" + intervention_rows_path = OUT / "intervention_rows.jsonl" + states_path = OUT / "clean_states.npy" + logits_path = OUT / "clean_logits.npy" + clean_existing = read_jsonl(clean_rows_path) + if clean_existing and not args.resume: + raise SystemExit(f"clean outputs exist; pass --resume: {clean_rows_path}") + for index, row in enumerate(clean_existing): + if row["prompt_id"] != prompts[index]["prompt_id"]: + raise RuntimeError(f"clean resume mismatch at {index}") + + if states_path.exists(): + states = np.lib.format.open_memmap(states_path, mode="r+") + else: + states = np.lib.format.open_memmap( + states_path, mode="w+", dtype=np.float16, shape=(len(prompts), model.d_model) + ) + if logits_path.exists(): + clean_logits = np.lib.format.open_memmap(logits_path, mode="r+") + else: + clean_logits = np.lib.format.open_memmap( + logits_path, + mode="w+", + dtype=np.float16, + shape=(len(prompts), int(model._lm_head.weight.shape[0])), + ) + + for index in range(len(clean_existing), len(prompts)): + row = prompts[index] + text = format_chat(model.tokenizer, row["user"]) + input_ids = model.encode(text, max_length=args.max_seq_len) + positions = marker_positions(input_ids, marker_ids, row["prompt_id"]) + state, logits = capture_clean(model, input_ids, layer, positions["question"]) + states[index] = state.astype(np.float16) + clean_logits[index] = logits.astype(np.float16) + states.flush() + clean_logits.flush() + summary = summarize_logits(logits, logits, row, token_ids) + append_jsonl(clean_rows_path, { + **{key: value for key, value in row.items() if key != "user"}, + **summary, + "question_position": positions["question"], + "n_tokens": int(input_ids.shape[1]), + "state_norm": float(np.linalg.norm(state)), + "target_coordinate": float(role_coordinates(state, direction_info["axes"])[0]), + "intermediate_coordinate": float(role_coordinates(state, direction_info["axes"])[1]), + }) + if (index + 1) % 12 == 0 or index == 0: + print(f"31B clean {index + 1:03d}/{len(prompts):03d}", flush=True) + if torch.backends.mps.is_available() and (index + 1) % 12 == 0: + torch.mps.empty_cache() + + state_array = np.asarray(states, dtype=np.float32) + logits_array = np.asarray(clean_logits, dtype=np.float32) + prompt_index = {row["prompt_id"]: index for index, row in enumerate(prompts)} + intervention_existing = read_jsonl(intervention_rows_path) + if intervention_existing and not args.resume: + raise SystemExit(f"intervention outputs exist; pass --resume: {intervention_rows_path}") + existing_keys = {(row["prompt_id"], row["intervention"]) for row in intervention_existing} + expected_methods = 14 + 2 * 2 * len(controls) * 2 + expected_rows = len(prompts) * expected_methods + completed = len(intervention_existing) + + for prompt_number, row in enumerate(prompts, 1): + receiver_index = prompt_index[row["prompt_id"]] + counterpart_index = prompt_index[row["counterpart_prompt_id"]] + receiver = state_array[receiver_index] + counterpart = state_array[counterpart_index] + replacements = make_replacements(receiver, counterpart, row, direction_info, controls) + if len(replacements) != expected_methods: + raise RuntimeError(f"expected {expected_methods} interventions, got {len(replacements)}") + text = format_chat(model.tokenizer, row["user"]) + input_ids = model.encode(text, max_length=args.max_seq_len) + positions = marker_positions(input_ids, marker_ids, row["prompt_id"]) + clean = logits_array[receiver_index] + clean_summary = summarize_logits(clean, clean, row, token_ids) + pending = [ + (name, replacement, distance) + for name, (replacement, distance) in replacements.items() + if (row["prompt_id"], name) not in existing_keys + ] + batch_size = max(1, int(args.intervention_batch_size)) + for start in range(0, len(pending), batch_size): + chunk = pending[start:start + batch_size] + replacement_batch = torch.from_numpy(np.stack([item[1] for item in chunk])) + logits_batch = intervened_logits( + model, + input_ids, + layer, + positions["question"], + replacement_batch, + ).numpy() + for (name, _replacement, distance), logits in zip(chunk, logits_batch, strict=True): + summary = summarize_logits(logits, clean, row, token_ids) + append_jsonl(intervention_rows_path, { + **{key: value for key, value in row.items() if key != "user"}, + "intervention": name, + "replacement_distance": distance, + **summary, + "expected_margin_change": summary["expected_margin"] - clean_summary["expected_margin"], + "correct_evidence_removed": clean_summary["expected_margin"] - summary["expected_margin"], + }) + completed += 1 + if prompt_number % 4 == 0 or prompt_number == 1: + print( + f"31B interventions prompt {prompt_number:03d}/{len(prompts):03d}; " + f"rows {completed:05d}/{expected_rows:05d}", + flush=True, + ) + if torch.backends.mps.is_available() and prompt_number % 8 == 0: + torch.mps.empty_cache() + + record = { + "study_id": protocol["study_id"], + "model": protocol["model"], + "model_revision": protocol["model_revision"], + "probe_layer": layer, + "normalized_depth_percent": 100.0 * layer / (model.n_layers - 1), + "probe_position": "question marker", + "d_model": model.d_model, + "dtype": args.dtype, + "device": str(model.input_device), + "intervention_batch_size": int(args.intervention_batch_size), + "clean_rows": len(read_jsonl(clean_rows_path)), + "intervention_rows": len(read_jsonl(intervention_rows_path)), + "expected_intervention_rows": expected_rows, + "complete": len(read_jsonl(intervention_rows_path)) == expected_rows, + "answer_token_ids": token_ids, + "direction_cosine": float(direction_info["gram"][0, 1]), + } + (OUT / "run_record.json").write_text(json.dumps(record, indent=2) + "\n") + print(json.dumps(record, indent=2), flush=True) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/run_gemma31b_goal_specific_causal_roles_late_expand.py b/jlens_materials/scripts/run_gemma31b_goal_specific_causal_roles_late_expand.py new file mode 100644 index 0000000000000000000000000000000000000000..28e5038c463e8ef0972d7e17be06aa34bb10a267 --- /dev/null +++ b/jlens_materials/scripts/run_gemma31b_goal_specific_causal_roles_late_expand.py @@ -0,0 +1,282 @@ +#!/usr/bin/env python3 +"""Execution-only optimization for the frozen 31B causal-role protocol. + +The input prompt is evaluated with batch size one through the intervention +layer. A forward hook then expands the residual stream and installs every +registered replacement, so only downstream blocks are evaluated at the full +intervention batch size. Scientific inputs and interventions are imported +unchanged from the frozen runner. +""" + +from __future__ import annotations + +import argparse +import json +import sys +from contextlib import contextmanager +from pathlib import Path + +import numpy as np +import torch + + +ROOT = Path(__file__).resolve().parents[1] +sys.path[:0] = [str(ROOT), str(ROOT / "_vendor_jlens"), str(ROOT / "scripts")] + +from jlens.hooks import ActivationRecorder # noqa: E402 +from run_gemma31b_compositional_physics_pilot import marker_positions, sha256 # noqa: E402 +from run_gemma31b_goal_specific_causal_roles import ( # noqa: E402 + OUT, + append_jsonl, + build_control_axes, + fit_role_directions, + make_replacements, + read_jsonl, + summarize_logits, + validate_frozen_inputs, +) +from run_jacobian_steering_pilot import format_chat # noqa: E402 +from run_lens import _DTYPES, load_model # noqa: E402 +from run_semantic_steering_v3 import continuation_tokens # noqa: E402 + + +@contextmanager +def expand_and_replace(model, layer: int, position: int, replacements: torch.Tensor): + """Expand batch at one block output and install row-specific replacements.""" + def hook(_module, _inputs, output): + tensor = output[0] if isinstance(output, tuple) else output + if tensor.shape[0] != 1: + raise RuntimeError(f"late expansion expects batch one, found {tensor.shape}") + patched = tensor.repeat(replacements.shape[0], 1, 1) + patched[:, position, :] = replacements.to(patched.device, patched.dtype) + return (patched, *output[1:]) if isinstance(output, tuple) else patched + + handle = model.layers[layer].register_forward_hook(hook) + try: + yield + finally: + handle.remove() + + +@torch.inference_mode() +def late_expanded_logits( + model, + input_ids: torch.Tensor, + layer: int, + position: int, + replacements: torch.Tensor, +) -> torch.Tensor: + final_layer = model.n_layers - 1 + with expand_and_replace(model, layer, position, replacements): + with ActivationRecorder(model.layers, at=[final_layer]) as recorder: + model.forward(input_ids) + states = recorder.activations[final_layer][:, -1] + if states.shape[0] != replacements.shape[0]: + raise RuntimeError(f"expanded output batch mismatch: {states.shape}") + return model.unembed(states).float().cpu() + + +def prepare(model, manifest: dict) -> tuple[dict, np.ndarray, dict, dict]: + direction_info = fit_role_directions() + controls = build_control_axes(direction_info) + marker_ids = {} + for name, marker in manifest["markers"].items(): + ids = model.tokenizer.encode(" " + marker, add_special_tokens=False) + if len(ids) != 1: + raise RuntimeError(f"marker {marker!r} is not one token: {ids}") + marker_ids[name] = int(ids[0]) + token_ids = {} + for word in ("higher", "lower", "same"): + ids = continuation_tokens(model.tokenizer, word) + if len(ids) != 1: + raise RuntimeError(f"answer {word!r} is not one token: {ids}") + token_ids[word] = int(ids[0]) + return direction_info, controls, marker_ids, token_ids + + +def prompt_payload( + model, + row: dict, + prompts: list[dict], + prompt_index: dict[str, int], + states: np.ndarray, + direction_info: dict, + controls: np.ndarray, + marker_ids: dict, + max_seq_len: int, +) -> tuple[torch.Tensor, int, dict]: + receiver = states[prompt_index[row["prompt_id"]]] + counterpart = states[prompt_index[row["counterpart_prompt_id"]]] + replacements = make_replacements(receiver, counterpart, row, direction_info, controls) + if len(replacements) != 46: + raise RuntimeError(f"expected 46 interventions, got {len(replacements)}") + text = format_chat(model.tokenizer, row["user"]) + input_ids = model.encode(text, max_length=max_seq_len) + positions = marker_positions(input_ids, marker_ids, row["prompt_id"]) + return input_ids, positions["question"], replacements + + +def audit_equivalence( + model, + manifest: dict, + direction_info: dict, + controls: np.ndarray, + marker_ids: dict, + token_ids: dict, + max_seq_len: int, + audit_prompts: int, +) -> None: + states = np.load(OUT / "clean_states.npy", mmap_mode="r").astype(np.float32) + clean_logits = np.load(OUT / "clean_logits.npy", mmap_mode="r") + prompts = manifest["prompts"] + prompt_index = {row["prompt_id"]: index for index, row in enumerate(prompts)} + archived = read_jsonl(OUT / "intervention_rows.jsonl") + by_key = {(row["prompt_id"], row["intervention"]): row for row in archived} + completed_prompt_ids = [ + row["prompt_id"] for row in prompts + if sum((row["prompt_id"], name) in by_key for name in { + item["intervention"] for item in archived if item["prompt_id"] == row["prompt_id"] + }) == 46 + ][:audit_prompts] + if len(completed_prompt_ids) < audit_prompts: + raise RuntimeError("not enough completed prompts for execution-equivalence audit") + differences = [] + for prompt_id in completed_prompt_ids: + row = prompts[prompt_index[prompt_id]] + input_ids, position, replacements = prompt_payload( + model, row, prompts, prompt_index, states, direction_info, controls, + marker_ids, max_seq_len, + ) + names = list(replacements) + batch = torch.from_numpy(np.stack([replacements[name][0] for name in names])) + logits_batch = late_expanded_logits(model, input_ids, 49, position, batch).numpy() + clean = np.asarray(clean_logits[prompt_index[prompt_id]], dtype=np.float32) + for name, logits in zip(names, logits_batch, strict=True): + new = summarize_logits(logits, clean, row, token_ids) + old = by_key[(prompt_id, name)] + for metric in ( + "expected_margin", "registered_probability_mass", "clean_to_intervened_kl", + "higher_minus_lower_logit", "same_minus_higher_logit", "same_minus_lower_logit", + ): + differences.append(abs(float(new[metric]) - float(old[metric]))) + if bool(new["answer_correct"]) != bool(old["answer_correct"]): + raise RuntimeError(f"decision mismatch for {prompt_id}/{name}") + payload = { + "audit_prompts": completed_prompt_ids, + "interventions": len(completed_prompt_ids) * 46, + "max_absolute_metric_difference": max(differences, default=0.0), + "tolerance": 0.002, + "all_decisions_identical": True, + "passed": max(differences, default=0.0) <= 0.002, + } + (OUT / "late_expansion_equivalence_audit.json").write_text(json.dumps(payload, indent=2) + "\n") + print(json.dumps(payload, indent=2)) + if not payload["passed"]: + raise RuntimeError("late-expansion execution equivalence failed") + + +def run_remaining( + model, + protocol: dict, + manifest: dict, + direction_info: dict, + controls: np.ndarray, + marker_ids: dict, + token_ids: dict, + max_seq_len: int, +) -> None: + audit = json.loads((OUT / "late_expansion_equivalence_audit.json").read_text()) + if not audit["passed"]: + raise RuntimeError("late-expansion equivalence audit did not pass") + prompts = manifest["prompts"] + prompt_index = {row["prompt_id"]: index for index, row in enumerate(prompts)} + states = np.load(OUT / "clean_states.npy", mmap_mode="r").astype(np.float32) + clean_logits = np.load(OUT / "clean_logits.npy", mmap_mode="r") + output_path = OUT / "intervention_rows.jsonl" + existing = read_jsonl(output_path) + existing_keys = {(row["prompt_id"], row["intervention"]) for row in existing} + completed = len(existing) + expected = len(prompts) * 46 + for prompt_number, row in enumerate(prompts, 1): + input_ids, position, replacements = prompt_payload( + model, row, prompts, prompt_index, states, direction_info, controls, + marker_ids, max_seq_len, + ) + pending_names = [name for name in replacements if (row["prompt_id"], name) not in existing_keys] + if not pending_names: + continue + batch = torch.from_numpy(np.stack([replacements[name][0] for name in pending_names])) + logits_batch = late_expanded_logits(model, input_ids, 49, position, batch).numpy() + clean = np.asarray(clean_logits[prompt_index[row["prompt_id"]]], dtype=np.float32) + clean_summary = summarize_logits(clean, clean, row, token_ids) + for name, logits in zip(pending_names, logits_batch, strict=True): + summary = summarize_logits(logits, clean, row, token_ids) + append_jsonl(output_path, { + **{key: value for key, value in row.items() if key != "user"}, + "intervention": name, + "replacement_distance": replacements[name][1], + **summary, + "expected_margin_change": summary["expected_margin"] - clean_summary["expected_margin"], + "correct_evidence_removed": clean_summary["expected_margin"] - summary["expected_margin"], + }) + completed += 1 + if prompt_number % 4 == 0 or prompt_number == 1: + print( + f"31B late-expand prompt {prompt_number:03d}/{len(prompts):03d}; " + f"rows {completed:05d}/{expected:05d}", + flush=True, + ) + if torch.backends.mps.is_available() and prompt_number % 8 == 0: + torch.mps.empty_cache() + record = { + "study_id": protocol["study_id"], + "model": protocol["model"], + "model_revision": protocol["model_revision"], + "probe_layer": 49, + "normalized_depth_percent": 100.0 * 49 / (model.n_layers - 1), + "probe_position": "question marker", + "d_model": model.d_model, + "dtype": protocol["dtype"], + "device": str(model.input_device), + "execution": "late batch expansion after the intervention layer", + "execution_runner": str(Path(__file__).resolve().relative_to(ROOT)), + "execution_runner_sha256": sha256(Path(__file__).resolve()), + "equivalence_audit": "late_expansion_equivalence_audit.json", + "clean_rows": len(read_jsonl(OUT / "clean_rows.jsonl")), + "intervention_rows": len(read_jsonl(output_path)), + "expected_intervention_rows": expected, + "complete": len(read_jsonl(output_path)) == expected, + "answer_token_ids": token_ids, + "direction_cosine": float(direction_info["gram"][0, 1]), + } + (OUT / "run_record.json").write_text(json.dumps(record, indent=2) + "\n") + print(json.dumps(record, indent=2)) + + +def main() -> None: + parser = argparse.ArgumentParser(description=__doc__) + parser.add_argument("--device", default="mps") + parser.add_argument("--dtype", choices=sorted(_DTYPES), default="bfloat16") + parser.add_argument("--max-seq-len", type=int, default=256) + parser.add_argument("--audit-prompts", type=int, default=2) + parser.add_argument("--audit-only", action="store_true") + args = parser.parse_args() + protocol, manifest = validate_frozen_inputs() + model = load_model( + protocol["model"], dtype=_DTYPES[args.dtype], device=args.device, + revision=protocol["model_revision"], + ) + direction_info, controls, marker_ids, token_ids = prepare(model, manifest) + audit_equivalence( + model, manifest, direction_info, controls, marker_ids, token_ids, + args.max_seq_len, args.audit_prompts, + ) + if not args.audit_only: + run_remaining( + model, protocol, manifest, direction_info, controls, marker_ids, + token_ids, args.max_seq_len, + ) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/run_gemma31b_query_gated_physics.py b/jlens_materials/scripts/run_gemma31b_query_gated_physics.py new file mode 100644 index 0000000000000000000000000000000000000000..9f205789873f03732898529f54f0a32f0e3ff0b0 --- /dev/null +++ b/jlens_materials/scripts/run_gemma31b_query_gated_physics.py @@ -0,0 +1,165 @@ +#!/usr/bin/env python3 +"""Capture selected-layer 31B states for the frozen query-gating study.""" + +from __future__ import annotations + +import argparse +import json +import platform +import sys +import time +from datetime import datetime, timezone +from pathlib import Path + +import numpy as np +import torch + + +ROOT = Path(__file__).resolve().parents[1] +sys.path[:0] = [str(ROOT), str(ROOT / "_vendor_jlens"), str(ROOT / "scripts")] + +from jlens.hooks import ActivationRecorder # noqa: E402 +from run_gemma31b_compositional_physics_pilot import ( # noqa: E402 + append_jsonl, + atomic_json, + marker_positions, + read_jsonl, + sha256, +) +from run_jacobian_steering_pilot import format_chat # noqa: E402 +from run_lens import _DTYPES, load_model # noqa: E402 +from run_semantic_steering_v3 import continuation_tokens # noqa: E402 + + +DEFAULT_OUT = "experiments/gemma4-31b-query-gated-physics-2026-08-25" + + +def validate(out: Path) -> tuple[dict, dict]: + protocol = json.loads((out / "protocol.json").read_text()) + for name, entry in protocol["inputs"].items(): + if sha256(ROOT / entry["path"]) != entry["sha256"]: + raise RuntimeError(f"frozen {name} fingerprint differs") + manifest = json.loads((out / "prompt_manifest.json").read_text()) + if len(manifest["prompts"]) != 144: + raise RuntimeError("expected 144 frozen prompts") + return protocol, manifest + + +@torch.inference_mode() +def capture(model, protocol: dict, manifest: dict, out: Path) -> None: + layers = list(protocol["layers_zero_indexed"]) + positions = list(protocol["positions"]) + prompts = manifest["prompts"] + marker_ids = {} + for name, marker in manifest["markers"].items(): + ids = model.tokenizer.encode(" " + marker, add_special_tokens=False) + if len(ids) != 1: + raise RuntimeError(f"marker {marker!r} is not one token: {ids}") + marker_ids[name] = int(ids[0]) + answer_ids = {} + for word in ("higher", "lower"): + ids = continuation_tokens(model.tokenizer, word) + if len(ids) != 1: + raise RuntimeError(f"answer {word!r} is not one token: {ids}") + answer_ids[word] = int(ids[0]) + + rows_path = out / "rows.jsonl" + states_path = out / "states.npy" + existing = read_jsonl(rows_path) + for index, row in enumerate(existing): + if row["prompt_id"] != prompts[index]["prompt_id"]: + raise RuntimeError(f"resume mismatch at {index}") + expected_shape = (len(positions), len(prompts), len(layers), model.d_model) + if states_path.exists(): + states = np.lib.format.open_memmap(states_path, mode="r+") + if states.shape != expected_shape: + raise RuntimeError(f"state shape {states.shape} != {expected_shape}") + else: + states = np.lib.format.open_memmap(states_path, mode="w+", dtype=np.float16, shape=expected_shape) + + started = time.perf_counter() + for prompt_index in range(len(existing), len(prompts)): + prompt = prompts[prompt_index] + text = format_chat(model.tokenizer, prompt["user"]) + input_ids = model.encode(text, max_length=384) + locations = marker_positions(input_ids, marker_ids, prompt["prompt_id"]) + with ActivationRecorder(model.layers, at=layers) as recorder: + model.forward(input_ids) + for layer_index, layer in enumerate(layers): + activation = recorder.activations[layer][0] + for position_index, position in enumerate(positions): + states[position_index, prompt_index, layer_index] = ( + activation[locations[position]].detach().float().cpu().numpy().astype(np.float16) + ) + final_state = recorder.activations[layers[-1]][0, -1:] + logits = model.unembed(final_state).float()[0].cpu() + selected = {word: float(logits[token_id]) for word, token_id in answer_ids.items()} + predicted = "higher" if selected["higher"] > selected["lower"] else "lower" + binary = prompt["query_sign"] != 0 + append_jsonl( + rows_path, + { + **{key: value for key, value in prompt.items() if key != "user"}, + "predicted_binary_answer": predicted, + "binary_pairwise_correct": predicted == prompt["expected_answer"] if binary else None, + "higher_minus_lower_logit": selected["higher"] - selected["lower"], + "n_tokens": int(input_ids.shape[1]), + "positions": locations, + }, + ) + states.flush() + elapsed = time.perf_counter() - started + print( + f"query-gating: {prompt_index + 1:03d}/{len(prompts):03d} " + f"{prompt['prompt_id']} ({elapsed / max(prompt_index + 1 - len(existing), 1):.2f} s/prompt)", + flush=True, + ) + if torch.backends.mps.is_available() and (prompt_index + 1) % 8 == 0: + torch.mps.empty_cache() + + atomic_json( + out / "raw.json", + { + "study_id": protocol["study_id"], + "completed_at": datetime.now(timezone.utc).isoformat(), + "provenance": { + "protocol_sha256": sha256(out / "protocol.json"), + "manifest_sha256": sha256(out / "prompt_manifest.json"), + "runner_sha256": sha256(Path(__file__).resolve()), + "states_sha256": sha256(states_path), + "model": protocol["model"], + "model_revision": protocol["model_revision"], + "device": str(model.input_device), + "dtype": protocol["dtype"], + "torch": torch.__version__, + "python": sys.version, + "platform": platform.platform(), + }, + "dimensions": {**manifest["dimensions"], "positions": len(positions), "layers": len(layers), "d_model": model.d_model}, + "rows": read_jsonl(rows_path), + }, + ) + + +def main() -> None: + parser = argparse.ArgumentParser(description=__doc__) + parser.add_argument("--output-dir", default=DEFAULT_OUT) + parser.add_argument("--device", default=None) + parser.add_argument("--dtype", choices=sorted(_DTYPES), default="bfloat16") + parser.add_argument("--validate-only", action="store_true") + args = parser.parse_args() + out = (ROOT / args.output_dir).resolve() + protocol, manifest = validate(out) + if args.validate_only: + print(json.dumps(manifest["dimensions"], indent=2)) + return + if (out / "raw.json").exists(): + print(f"completed result already exists: {out / 'raw.json'}") + return + model = load_model(protocol["model"], dtype=_DTYPES[args.dtype], device=args.device, revision=protocol["model_revision"]) + capture(model, protocol, manifest, out) + print(f"complete: {out / 'raw.json'}") + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/run_graph_isomorphism_gin.py b/jlens_materials/scripts/run_graph_isomorphism_gin.py new file mode 100644 index 0000000000000000000000000000000000000000..2ceb10ad7aac863a4ec40ca7c985741d2423b62e --- /dev/null +++ b/jlens_materials/scripts/run_graph_isomorphism_gin.py @@ -0,0 +1,1190 @@ +#!/usr/bin/env python3 +"""Whole-mechanism-held-out GIN experiment from the frozen graph protocol. + +This script executes Study 3 in +``experiments/graph-isomorphism-generalization-2026-07-18/PROTOCOL.md``. +It uses archived hidden states only and never runs Gemma. +""" + +from __future__ import annotations + +import argparse +import copy +import hashlib +import itertools +import json +import math +import platform +import random +import sys +import time +import warnings +from dataclasses import dataclass +from pathlib import Path +from typing import Iterable, Mapping, Sequence + +import networkx as nx +import numpy as np +import pandas as pd +import sklearn +import torch +from sklearn.decomposition import PCA +from sklearn.metrics import accuracy_score, roc_auc_score + + +ROOT = Path(__file__).resolve().parents[1] +OUT = ( + ROOT + / "experiments" + / "graph-isomorphism-generalization-2026-07-18" +) +PROTOCOL = OUT / "protocol.json" +STATES = ( + ROOT + / "experiments" + / "option-free-question-end-2026-07-18" + / "representations.npz" +) +MANIFEST = ( + ROOT / "paper" / "graph_data" / "signed-relation-prompt-manifest.json" +) +VARIANTS = ("anchor", "physics_paraphrase", "lexical_counterfactual") +METHODS = ("jacobian", "direct", "raw") +BASE_SEED = 20260718 + + +def sha256(path: Path) -> str: + return hashlib.sha256(path.read_bytes()).hexdigest() + + +def safe_json(value: object) -> object: + if isinstance(value, np.generic): + return safe_json(value.item()) + if isinstance(value, float) and not math.isfinite(value): + return None + if isinstance(value, Mapping): + return {str(key): safe_json(item) for key, item in value.items()} + if isinstance(value, (list, tuple)): + return [safe_json(item) for item in value] + return value + + +def seed_everything(seed: int) -> None: + random.seed(seed) + np.random.seed(seed) + torch.manual_seed(seed) + torch.use_deterministic_algorithms(True) + + +def normalize(values: np.ndarray) -> np.ndarray: + norms = np.linalg.norm(values, axis=-1, keepdims=True) + if np.any(norms <= 0): + raise FloatingPointError("zero-norm state") + return values / norms + + +def cosine_layers(values: np.ndarray) -> np.ndarray: + unit = normalize(values.astype(np.float64)) + return np.einsum("ild,jld->lij", unit, unit, optimize=True) + + +def plus_one_signflip_p(values: Sequence[float]) -> float: + data = np.asarray(values, dtype=float) + observed = float(np.mean(data)) + signs = np.asarray( + list(itertools.product([-1.0, 1.0], repeat=len(data))) + ) + null = np.mean(signs * data[None, :], axis=1) + return float((1 + np.sum(null >= observed - 1e-12)) / (1 + len(null))) + + +def load_data() -> dict[str, object]: + protocol = json.loads(PROTOCOL.read_text()) + expected_states = protocol["inputs"]["representations"]["sha256"] + expected_manifest = protocol["inputs"]["prompt_manifest"]["sha256"] + if sha256(STATES) != expected_states or sha256(MANIFEST) != expected_manifest: + raise RuntimeError("frozen input fingerprint mismatch") + + manifest = json.loads(MANIFEST.read_text()) + metadata = { + str(row["prompt_id"]): row for row in manifest["prompts"] + } + with np.load(STATES, allow_pickle=False) as archive: + prompt_ids = archive["prompt_ids"].astype(str) + layers = archive["layers"].astype(int) + raw = archive["raw_states"][0].astype(np.float32) + direct = archive["direct_decoder_basis"][0].astype(np.float32) + jacobian_fits = archive["jacobian_decoder_basis"][ + :, 0 + ].astype(np.float32) + rows = [] + for prompt_id in prompt_ids: + key = prompt_id.removesuffix("--answer-code") + rows.append(metadata[key]) + families = np.asarray([str(row["family_id"]) for row in rows]) + cases = np.asarray([str(row["case_id"]) for row in rows]) + variants = np.asarray([str(row["variant"]) for row in rows]) + physical = np.asarray( + [ + bool(row["expected_outcome"] == row["outcome_positive"]) + for row in rows + ], + dtype=np.int64, + ) + numeric = np.asarray( + [bool(row["numeric_direction"] == "increase") for row in rows], + dtype=np.int64, + ) + states = { + "jacobian": np.mean(jacobian_fits, axis=0), + "direct": direct, + "raw": raw, + } + similarities = { + method: cosine_layers(values) + for method, values in states.items() + } + depths = layers / 41.0 * 100.0 + return { + "prompt_ids": prompt_ids, + "families": families, + "cases": cases, + "variants": variants, + "physical": physical, + "numeric": numeric, + "family_order": sorted(set(families)), + "layers": layers, + "depths": depths, + "band_mask": (depths >= 38.0) & (depths <= 92.0), + "states": states, + "similarities": similarities, + } + + +def selected_family_graph( + similarity: np.ndarray, + family: str, + data: Mapping[str, object], +) -> nx.DiGraph: + families = np.asarray(data["families"]) + cases = np.asarray(data["cases"]) + variants = np.asarray(data["variants"]) + physical = np.asarray(data["physical"]) + numeric = np.asarray(data["numeric"]) + global_indices = np.flatnonzero(families == family) + local = { + int(global_index): i + for i, global_index in enumerate(global_indices) + } + graph = nx.DiGraph() + for global_index in global_indices: + graph.add_node( + local[int(global_index)], + global_index=int(global_index), + variant=str(variants[global_index]), + case=str(cases[global_index]), + physical=int(physical[global_index]), + numeric=int(numeric[global_index]), + ) + for global_source in global_indices: + for target_variant in VARIANTS: + if target_variant == variants[global_source]: + continue + candidates = global_indices[ + (variants[global_indices] == target_variant) + & (cases[global_indices] != cases[global_source]) + ] + target = min( + candidates.tolist(), + key=lambda index: ( + -float(similarity[global_source, index]), + int(index), + ), + ) + graph.add_edge( + local[int(global_source)], + local[int(target)], + weight=float(similarity[global_source, target]), + ) + if graph.number_of_nodes() != 12 or graph.number_of_edges() != 24: + raise RuntimeError("unexpected graph dimensions") + return graph + + +def bidirectional_adjacency(graph: nx.DiGraph) -> np.ndarray: + adjacency = np.zeros((12, 12), dtype=np.float32) + for source, target, attributes in graph.edges(data=True): + weight = float(attributes["weight"]) + adjacency[source, target] += weight + adjacency[target, source] += weight + return adjacency + + +def shuffled_adjacency( + graph: nx.DiGraph, rng: np.random.Generator +) -> np.ndarray: + edges = [] + for source, attributes in graph.nodes(data=True): + for target_variant in VARIANTS: + if target_variant == attributes["variant"]: + continue + candidates = [ + node + for node, target_attributes in graph.nodes(data=True) + if target_attributes["variant"] == target_variant + and target_attributes["case"] != attributes["case"] + ] + edges.append((source, int(rng.choice(candidates)))) + weights = np.asarray( + [float(attributes["weight"]) for *_, attributes in graph.edges(data=True)] + ) + rng.shuffle(weights) + adjacency = np.zeros((12, 12), dtype=np.float32) + for (source, target), weight in zip(edges, weights): + adjacency[source, target] += float(weight) + adjacency[target, source] += float(weight) + return adjacency + + +@dataclass +class GraphExample: + family: str + method: str + layer_index: int + layer: int + depth: float + node_global_indices: np.ndarray + topology_features: np.ndarray + adjacency: np.ndarray + physical: np.ndarray + numeric: np.ndarray + graph: nx.DiGraph + + +def graph_examples( + data: Mapping[str, object], method: str +) -> list[GraphExample]: + layers = np.asarray(data["layers"]) + depths = np.asarray(data["depths"]) + similarity_layers = np.asarray(data["similarities"][method]) + examples = [] + for family in data["family_order"]: + for layer_index, (layer, depth) in enumerate(zip(layers, depths)): + graph = selected_family_graph( + similarity_layers[layer_index], str(family), data + ) + nodes = sorted(graph.nodes) + global_indices = np.asarray( + [graph.nodes[node]["global_index"] for node in nodes], + dtype=np.int64, + ) + variants = [ + str(graph.nodes[node]["variant"]) for node in nodes + ] + variant_onehot = np.asarray( + [ + [float(value == variant) for value in VARIANTS] + for variant in variants + ], + dtype=np.float32, + ) + in_degree = np.asarray( + [graph.in_degree(node) for node in nodes], + dtype=np.float32, + ) + out_degree = np.asarray( + [graph.out_degree(node) for node in nodes], + dtype=np.float32, + ) + in_strength = np.asarray( + [ + sum( + float(attributes["weight"]) + for *_, attributes in graph.in_edges( + node, data=True + ) + ) + for node in nodes + ], + dtype=np.float32, + ) + out_strength = np.asarray( + [ + sum( + float(attributes["weight"]) + for *_, attributes in graph.out_edges( + node, data=True + ) + ) + for node in nodes + ], + dtype=np.float32, + ) + numeric_sign = np.asarray( + [ + 1.0 if graph.nodes[node]["numeric"] else -1.0 + for node in nodes + ], + dtype=np.float32, + ) + topology = np.column_stack( + [ + np.ones(12, dtype=np.float32), + variant_onehot, + numeric_sign, + np.full(12, float(depth) / 100.0, dtype=np.float32), + in_degree, + out_degree, + in_strength, + out_strength, + ] + ).astype(np.float32) + examples.append( + GraphExample( + family=str(family), + method=method, + layer_index=layer_index, + layer=int(layer), + depth=float(depth), + node_global_indices=global_indices, + topology_features=topology, + adjacency=bidirectional_adjacency(graph), + physical=np.asarray( + [graph.nodes[node]["physical"] for node in nodes], + dtype=np.int64, + ), + numeric=np.asarray( + [graph.nodes[node]["numeric"] for node in nodes], + dtype=np.int64, + ), + graph=graph, + ) + ) + return examples + + +def fit_fold_pca( + data: Mapping[str, object], + method: str, + training_families: set[str], +) -> tuple[PCA, np.ndarray]: + # Use float64 for the randomized SVD. The archived arrays are finite, but + # the Accelerate-backed float32 matmul used by this scikit-learn build emits + # spurious overflow warnings during power iteration. + states = np.asarray(data["states"][method], dtype=np.float64) + families = np.asarray(data["families"]) + train_indices = np.flatnonzero( + np.isin(families, sorted(training_families)) + ) + matrix = states[train_indices].transpose(1, 0, 2).reshape( + -1, states.shape[-1] + ) + pca = PCA( + n_components=32, + svd_solver="randomized", + random_state=BASE_SEED, + ) + with warnings.catch_warnings(): + warnings.filterwarnings( + "ignore", category=RuntimeWarning, module="sklearn" + ) + pca.fit(matrix) + projected = np.empty( + (states.shape[0], states.shape[1], 32), dtype=np.float32 + ) + for layer_index in range(states.shape[1]): + with warnings.catch_warnings(): + warnings.filterwarnings( + "ignore", category=RuntimeWarning, module="sklearn" + ) + transformed = pca.transform(states[:, layer_index]) + if not np.all(np.isfinite(transformed)): + raise FloatingPointError( + f"non-finite PCA projection for {method}, layer " + f"{layer_index}" + ) + projected[:, layer_index] = transformed.astype(np.float32) + return pca, projected + + +def add_state_features( + examples: list[GraphExample], projected: np.ndarray +) -> list[np.ndarray]: + return [ + np.column_stack( + [ + example.topology_features, + projected[ + example.node_global_indices, example.layer_index + ], + ] + ).astype(np.float32) + for example in examples + ] + + +def topology_feature_list( + examples: list[GraphExample], +) -> list[np.ndarray]: + return [example.topology_features.copy() for example in examples] + + +def standardize( + feature_list: list[np.ndarray], train_indices: Sequence[int] +) -> tuple[list[np.ndarray], np.ndarray, np.ndarray]: + matrix = np.concatenate( + [feature_list[index] for index in train_indices], axis=0 + ) + mean = matrix.mean(axis=0) + scale = matrix.std(axis=0) + scale[scale < 1e-6] = 1.0 + transformed = [ + ((features - mean) / scale).astype(np.float32) + for features in feature_list + ] + return transformed, mean, scale + + +class GINBlock(torch.nn.Module): + def __init__(self, width: int, dropout: float) -> None: + super().__init__() + self.epsilon = torch.nn.Parameter(torch.zeros(())) + self.layers = torch.nn.Sequential( + torch.nn.Linear(width, width), + torch.nn.ReLU(), + torch.nn.Linear(width, width), + ) + self.dropout = torch.nn.Dropout(dropout) + + def forward( + self, hidden: torch.Tensor, adjacency: torch.Tensor + ) -> torch.Tensor: + aggregate = torch.bmm(adjacency, hidden) + update = self.layers((1.0 + self.epsilon) * hidden + aggregate) + return torch.relu(hidden + self.dropout(update)) + + +class GIN(torch.nn.Module): + def __init__(self, input_dim: int, width: int = 32) -> None: + super().__init__() + self.input = torch.nn.Linear(input_dim, width) + self.blocks = torch.nn.ModuleList( + [GINBlock(width, 0.10) for _ in range(3)] + ) + self.head = torch.nn.Linear(width, 1) + + def forward( + self, features: torch.Tensor, adjacency: torch.Tensor + ) -> torch.Tensor: + hidden = torch.relu(self.input(features)) + for block in self.blocks: + hidden = block(hidden, adjacency) + return self.head(hidden).squeeze(-1) + + +class NodeMLP(torch.nn.Module): + def __init__(self, input_dim: int, width: int = 32) -> None: + super().__init__() + self.layers = torch.nn.Sequential( + torch.nn.Linear(input_dim, width), + torch.nn.ReLU(), + torch.nn.Dropout(0.10), + torch.nn.Linear(width, width), + torch.nn.ReLU(), + torch.nn.Dropout(0.10), + torch.nn.Linear(width, width), + torch.nn.ReLU(), + torch.nn.Dropout(0.10), + torch.nn.Linear(width, 1), + ) + + def forward( + self, features: torch.Tensor, adjacency: torch.Tensor + ) -> torch.Tensor: + del adjacency + return self.layers(features).squeeze(-1) + + +def tensor_stack( + arrays: Iterable[np.ndarray], device: torch.device +) -> torch.Tensor: + return torch.as_tensor( + np.stack(list(arrays)), dtype=torch.float32, device=device + ) + + +def permute_batch( + features: torch.Tensor, + adjacency: torch.Tensor, + labels: torch.Tensor, + generator: torch.Generator, +) -> tuple[torch.Tensor, torch.Tensor, torch.Tensor]: + permuted_features = [] + permuted_adjacency = [] + permuted_labels = [] + for index in range(features.shape[0]): + order = torch.randperm( + features.shape[1], generator=generator, device=features.device + ) + permuted_features.append(features[index, order]) + permuted_adjacency.append( + adjacency[index][order][:, order] + ) + permuted_labels.append(labels[index, order]) + return ( + torch.stack(permuted_features), + torch.stack(permuted_adjacency), + torch.stack(permuted_labels), + ) + + +def evaluate_loss( + model: torch.nn.Module, + features: torch.Tensor, + adjacency: torch.Tensor, + labels: torch.Tensor, +) -> float: + model.eval() + with torch.no_grad(): + logits = model(features, adjacency) + return float( + torch.nn.functional.binary_cross_entropy_with_logits( + logits, labels + ).item() + ) + + +def train_one( + *, + model_kind: str, + feature_list: list[np.ndarray], + adjacency_list: list[np.ndarray], + labels_list: list[np.ndarray], + train_indices: Sequence[int], + validation_indices: Sequence[int], + test_indices: Sequence[int], + seed: int, + max_epochs: int, + patience: int, + device: torch.device, +) -> dict[str, object]: + seed_everything(seed) + features, _, _ = standardize(feature_list, train_indices) + train_x = tensor_stack( + [features[index] for index in train_indices], device + ) + train_a = tensor_stack( + [adjacency_list[index] for index in train_indices], device + ) + train_y = tensor_stack( + [labels_list[index] for index in train_indices], device + ) + val_x = tensor_stack( + [features[index] for index in validation_indices], device + ) + val_a = tensor_stack( + [adjacency_list[index] for index in validation_indices], device + ) + val_y = tensor_stack( + [labels_list[index] for index in validation_indices], device + ) + test_x = tensor_stack( + [features[index] for index in test_indices], device + ) + test_a = tensor_stack( + [adjacency_list[index] for index in test_indices], device + ) + test_y = tensor_stack( + [labels_list[index] for index in test_indices], device + ) + + model: torch.nn.Module + if model_kind == "gin": + model = GIN(train_x.shape[-1]) + elif model_kind == "mlp": + model = NodeMLP(train_x.shape[-1]) + else: + raise ValueError(model_kind) + model.to(device) + optimizer = torch.optim.Adam( + model.parameters(), lr=0.01, weight_decay=0.0001 + ) + best_loss = float("inf") + best_epoch = -1 + best_state = None + stale = 0 + generator = torch.Generator(device=device) + generator.manual_seed(seed + 9973) + for epoch in range(max_epochs): + model.train() + epoch_x, epoch_a, epoch_y = permute_batch( + train_x, train_a, train_y, generator + ) + optimizer.zero_grad(set_to_none=True) + logits = model(epoch_x, epoch_a) + loss = torch.nn.functional.binary_cross_entropy_with_logits( + logits, epoch_y + ) + loss.backward() + optimizer.step() + validation_loss = evaluate_loss( + model, val_x, val_a, val_y + ) + if validation_loss < best_loss - 1e-5: + best_loss = validation_loss + best_epoch = epoch + best_state = copy.deepcopy(model.state_dict()) + stale = 0 + else: + stale += 1 + if stale >= patience: + break + if best_state is None: + raise RuntimeError("training did not produce a checkpoint") + model.load_state_dict(best_state) + model.eval() + with torch.no_grad(): + logits = model(test_x, test_a).cpu().numpy() + + audit_generator = torch.Generator(device=device) + audit_generator.manual_seed(seed + 104729) + audit_x = [] + audit_a = [] + inverse_orders = [] + for index in range(test_x.shape[0]): + order = torch.randperm( + test_x.shape[1], + generator=audit_generator, + device=device, + ) + inverse = torch.argsort(order) + audit_x.append(test_x[index, order]) + audit_a.append(test_a[index][order][:, order]) + inverse_orders.append(inverse) + audit_logits = model( + torch.stack(audit_x), torch.stack(audit_a) + ) + audit_logits = torch.stack( + [ + audit_logits[index, inverse_orders[index]] + for index in range(audit_logits.shape[0]) + ] + ).cpu().numpy() + return { + "logits": logits, + "audit_logits": audit_logits, + "labels": test_y.cpu().numpy(), + "best_epoch": best_epoch, + "validation_loss": best_loss, + "epochs_run": epoch + 1, + "equivariance_max_abs_logit": float( + np.max(np.abs(logits - audit_logits)) + ), + } + + +def shuffled_labels( + examples: list[GraphExample], + true_labels: list[np.ndarray], + training_families: set[str], + seed: int, +) -> list[np.ndarray]: + rng = np.random.default_rng(seed) + output = [labels.copy() for labels in true_labels] + for family in sorted(training_families): + family_indices = [ + index + for index, example in enumerate(examples) + if example.family == family + ] + reference = true_labels[family_indices[0]].copy() + rng.shuffle(reference) + for index in family_indices: + output[index] = reference.copy() + return output + + +def shuffled_edges( + examples: list[GraphExample], seed: int +) -> list[np.ndarray]: + rng = np.random.default_rng(seed) + return [ + shuffled_adjacency(example.graph, rng) for example in examples + ] + + +def index_set( + examples: list[GraphExample], families: set[str] +) -> list[int]: + return [ + index + for index, example in enumerate(examples) + if example.family in families + ] + + +def auc_from_band( + logits: np.ndarray, + labels: np.ndarray, + examples: list[GraphExample], + indices: Sequence[int], + band_mask: np.ndarray, +) -> tuple[float, float, np.ndarray, np.ndarray]: + selected_positions = [ + position + for position, example_index in enumerate(indices) + if bool(band_mask[examples[example_index].layer_index]) + ] + band_logits = logits[selected_positions] + band_labels = labels[selected_positions] + if not np.all(band_labels == band_labels[0]): + raise RuntimeError("node labels differ across layers") + node_logits = np.mean(band_logits, axis=0) + node_labels = band_labels[0].astype(int) + auc = float(roc_auc_score(node_labels, node_logits)) + accuracy = float( + accuracy_score(node_labels, node_logits >= 0.0) + ) + return auc, accuracy, node_logits, node_labels + + +def configuration_specs() -> list[dict[str, str]]: + specs = [ + { + "configuration": "topology_gin_physical", + "method": "jacobian", + "feature_mode": "topology", + "model_kind": "gin", + "graph_mode": "observed", + "target": "physical", + "label_mode": "observed", + }, + { + "configuration": "topology_mlp_physical", + "method": "jacobian", + "feature_mode": "topology", + "model_kind": "mlp", + "graph_mode": "observed", + "target": "physical", + "label_mode": "observed", + }, + { + "configuration": "topology_gin_edge_shuffle_physical", + "method": "jacobian", + "feature_mode": "topology", + "model_kind": "gin", + "graph_mode": "shuffled", + "target": "physical", + "label_mode": "observed", + }, + { + "configuration": "topology_gin_label_shuffle_physical", + "method": "jacobian", + "feature_mode": "topology", + "model_kind": "gin", + "graph_mode": "observed", + "target": "physical", + "label_mode": "shuffled", + }, + { + "configuration": "topology_gin_numeric", + "method": "jacobian", + "feature_mode": "topology", + "model_kind": "gin", + "graph_mode": "observed", + "target": "numeric", + "label_mode": "observed", + }, + ] + for method in METHODS: + for model_kind in ("gin", "mlp"): + specs.append( + { + "configuration": ( + f"state_{method}_{model_kind}_physical" + ), + "method": method, + "feature_mode": "state", + "model_kind": model_kind, + "graph_mode": "observed", + "target": "physical", + "label_mode": "observed", + } + ) + return specs + + +def parse_seeds(value: str) -> list[int]: + if ":" in value: + start, stop = value.split(":", 1) + return list(range(int(start), int(stop))) + return [int(item) for item in value.split(",") if item] + + +def run(args: argparse.Namespace) -> None: + start = time.time() + data = load_data() + family_order = list(data["family_order"]) + band_mask = np.asarray(data["band_mask"]) + device = torch.device(args.device) + seeds = parse_seeds(args.seeds) + specs = configuration_specs() + if args.configurations: + selected = set(args.configurations.split(",")) + specs = [ + spec for spec in specs + if spec["configuration"] in selected + ] + examples_by_method = { + method: graph_examples(data, method) for method in METHODS + } + results_rows: list[dict[str, object]] = [] + node_rows: list[dict[str, object]] = [] + pca_cache: dict[tuple[str, str], np.ndarray] = {} + total = len(specs) * len(family_order) * len(seeds) + completed = 0 + + for spec in specs: + method = spec["method"] + examples = examples_by_method[method] + true_physical = [example.physical for example in examples] + true_numeric = [example.numeric for example in examples] + for heldout in family_order: + outer_training = set(family_order) - {heldout} + test_indices = index_set(examples, {heldout}) + if spec["feature_mode"] == "state": + cache_key = (method, heldout) + if cache_key not in pca_cache: + _, projected = fit_fold_pca( + data, method, outer_training + ) + pca_cache[cache_key] = projected + feature_list = add_state_features( + examples, pca_cache[cache_key] + ) + else: + feature_list = topology_feature_list(examples) + + for seed_index in seeds: + run_seed = ( + BASE_SEED + + 100_000 * family_order.index(heldout) + + 1_000 * seed_index + + sum(ord(char) for char in spec["configuration"]) + ) + validation_family = sorted(outer_training)[ + seed_index % len(outer_training) + ] + inner_training = outer_training - {validation_family} + train_indices = index_set(examples, inner_training) + validation_indices = index_set( + examples, {validation_family} + ) + + if spec["graph_mode"] == "shuffled": + adjacency_list = shuffled_edges(examples, run_seed) + else: + adjacency_list = [ + example.adjacency for example in examples + ] + target_labels = ( + true_physical + if spec["target"] == "physical" + else true_numeric + ) + if spec["label_mode"] == "shuffled": + training_labels = shuffled_labels( + examples, + target_labels, + outer_training, + run_seed, + ) + else: + training_labels = [ + labels.copy() for labels in target_labels + ] + + trained = train_one( + model_kind=spec["model_kind"], + feature_list=feature_list, + adjacency_list=adjacency_list, + labels_list=training_labels, + train_indices=train_indices, + validation_indices=validation_indices, + test_indices=test_indices, + seed=run_seed, + max_epochs=args.max_epochs, + patience=args.patience, + device=device, + ) + # Test labels are never shuffled, even for the label-shuffle + # falsification. + test_true = np.stack( + [target_labels[index] for index in test_indices] + ) + auc, accuracy, node_logits, node_labels = auc_from_band( + np.asarray(trained["logits"]), + test_true, + examples, + test_indices, + band_mask, + ) + audit_auc, _, audit_node_logits, _ = auc_from_band( + np.asarray(trained["audit_logits"]), + test_true, + examples, + test_indices, + band_mask, + ) + results_rows.append( + { + **spec, + "heldout_family": heldout, + "seed_index": seed_index, + "run_seed": run_seed, + "validation_family": validation_family, + "auc": auc, + "accuracy": accuracy, + "audit_auc": audit_auc, + "audit_auc_loss": auc - audit_auc, + "equivariance_max_abs_logit": trained[ + "equivariance_max_abs_logit" + ], + "best_epoch": trained["best_epoch"], + "epochs_run": trained["epochs_run"], + "validation_loss": trained["validation_loss"], + } + ) + reference_example = examples[test_indices[0]] + for node_index, (logit, audit_logit, label) in enumerate( + zip(node_logits, audit_node_logits, node_labels) + ): + global_index = int( + reference_example.node_global_indices[node_index] + ) + node_rows.append( + { + **spec, + "heldout_family": heldout, + "seed_index": seed_index, + "node_index": node_index, + "prompt_id": str( + data["prompt_ids"][global_index] + ), + "label": int(label), + "band_mean_logit": float(logit), + "audit_band_mean_logit": float(audit_logit), + } + ) + completed += 1 + if completed % max(1, min(20, len(seeds))) == 0: + elapsed = time.time() - start + print( + f"[{completed}/{total}] " + f"{spec['configuration']} heldout={heldout} " + f"elapsed={elapsed:.1f}s", + flush=True, + ) + + results = pd.DataFrame(results_rows) + nodes = pd.DataFrame(node_rows) + results.to_csv(OUT / "gin_seed_results.csv", index=False) + nodes.to_csv(OUT / "gin_node_logits.csv", index=False) + + # Ensemble seeds before inference. Each seed contributes one band-mean + # logit per held-out node. + ensemble_nodes = ( + nodes.groupby( + [ + "configuration", + "method", + "feature_mode", + "model_kind", + "graph_mode", + "target", + "label_mode", + "heldout_family", + "prompt_id", + "label", + ], + as_index=False, + )[["band_mean_logit", "audit_band_mean_logit"]] + .mean() + ) + family_rows = [] + for keys, frame in ensemble_nodes.groupby( + ["configuration", "heldout_family"], sort=True + ): + configuration, heldout = keys + labels = frame["label"].to_numpy(int) + logits = frame["band_mean_logit"].to_numpy(float) + audit_logits = frame["audit_band_mean_logit"].to_numpy(float) + family_rows.append( + { + "configuration": configuration, + "heldout_family": heldout, + "auc": float(roc_auc_score(labels, logits)), + "accuracy": float( + accuracy_score(labels, logits >= 0.0) + ), + "audit_auc": float( + roc_auc_score(labels, audit_logits) + ), + } + ) + family_metrics = pd.DataFrame(family_rows) + family_metrics["audit_auc_loss"] = ( + family_metrics["auc"] - family_metrics["audit_auc"] + ) + family_metrics.to_csv(OUT / "gin_family_metrics.csv", index=False) + ensemble_nodes.to_csv( + OUT / "gin_ensemble_node_logits.csv", index=False + ) + + pivot = family_metrics.pivot( + index="heldout_family", columns="configuration", values="auc" + ) + required_primary = { + "topology_gin_physical", + "topology_mlp_physical", + "topology_gin_edge_shuffle_physical", + "topology_gin_numeric", + } + if not required_primary.issubset(set(pivot.columns)): + partial = { + "study_id": json.loads(PROTOCOL.read_text())["study_id"], + "status": "partial_debug_run", + "configurations": sorted(pivot.columns.tolist()), + "seeds": seeds, + "max_epochs": args.max_epochs, + "family_metrics": family_metrics.to_dict(orient="records"), + "elapsed_seconds": float(time.time() - start), + } + (OUT / "study3_gin_statistics.json").write_text( + json.dumps(safe_json(partial), indent=2) + "\n" + ) + print(json.dumps(safe_json(partial), indent=2)) + return + primary = pivot["topology_gin_physical"] + gin_minus_mlp = primary - pivot["topology_mlp_physical"] + gin_minus_shuffle = ( + primary - pivot["topology_gin_edge_shuffle_physical"] + ) + physical_minus_numeric = ( + primary - pivot["topology_gin_numeric"] + ) + primary_audit = ( + family_metrics[ + family_metrics["configuration"] == "topology_gin_physical" + ] + .set_index("heldout_family")["audit_auc"] + .reindex(family_order) + ) + strong_gate = bool( + np.sum(primary.reindex(family_order).to_numpy() > 0.5) == 6 + and np.sum(gin_minus_mlp.reindex(family_order).to_numpy() > 0) == 6 + and np.sum( + gin_minus_shuffle.reindex(family_order).to_numpy() > 0 + ) == 6 + and plus_one_signflip_p(gin_minus_mlp.reindex(family_order)) <= 0.05 + and plus_one_signflip_p( + gin_minus_shuffle.reindex(family_order) + ) <= 0.05 + and np.max( + primary.reindex(family_order).to_numpy() + - primary_audit.to_numpy() + ) + <= 0.02 + and np.sum( + physical_minus_numeric.reindex(family_order).to_numpy() > 0 + ) + >= 4 + ) + summary = { + "study_id": json.loads(PROTOCOL.read_text())["study_id"], + "protocol_sha256": sha256(PROTOCOL), + "input_sha256": { + "representations": sha256(STATES), + "prompt_manifest": sha256(MANIFEST), + }, + "seeds": seeds, + "max_epochs": args.max_epochs, + "patience": args.patience, + "device": str(device), + "primary_family_auc": primary.reindex(family_order).to_dict(), + "gin_minus_mlp": gin_minus_mlp.reindex(family_order).to_dict(), + "gin_minus_edge_shuffle": gin_minus_shuffle.reindex( + family_order + ).to_dict(), + "physical_minus_numeric": physical_minus_numeric.reindex( + family_order + ).to_dict(), + "primary_families_above_half": int( + np.sum(primary.reindex(family_order).to_numpy() > 0.5) + ), + "gin_minus_mlp_positive_families": int( + np.sum(gin_minus_mlp.reindex(family_order).to_numpy() > 0) + ), + "gin_minus_edge_shuffle_positive_families": int( + np.sum( + gin_minus_shuffle.reindex(family_order).to_numpy() > 0 + ) + ), + "gin_minus_mlp_plus_one_signflip_p": plus_one_signflip_p( + gin_minus_mlp.reindex(family_order) + ), + "gin_minus_edge_shuffle_plus_one_signflip_p": ( + plus_one_signflip_p( + gin_minus_shuffle.reindex(family_order) + ) + ), + "max_permutation_audit_auc_loss": float( + np.max( + primary.reindex(family_order).to_numpy() + - primary_audit.to_numpy() + ) + ), + "physical_over_numeric_families": int( + np.sum( + physical_minus_numeric.reindex(family_order).to_numpy() + > 0 + ) + ), + "strong_whole_mechanism_gate": strong_gate, + "family_metrics": family_metrics.to_dict(orient="records"), + "environment": { + "python": sys.version, + "platform": platform.platform(), + "numpy": np.__version__, + "pandas": pd.__version__, + "sklearn": sklearn.__version__, + "torch": torch.__version__, + }, + "elapsed_seconds": float(time.time() - start), + } + (OUT / "study3_gin_statistics.json").write_text( + json.dumps(safe_json(summary), indent=2) + "\n" + ) + print(json.dumps(safe_json(summary), indent=2)) + + +def main() -> None: + parser = argparse.ArgumentParser() + parser.add_argument( + "--seeds", + default="0:20", + help="Seed indices as start:stop or comma-separated integers.", + ) + parser.add_argument("--max-epochs", type=int, default=400) + parser.add_argument("--patience", type=int, default=50) + parser.add_argument("--device", default="cpu") + parser.add_argument( + "--configurations", + default="", + help="Optional comma-separated configuration names.", + ) + run(parser.parse_args()) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/run_jacobian_steering_pilot.py b/jlens_materials/scripts/run_jacobian_steering_pilot.py new file mode 100644 index 0000000000000000000000000000000000000000..937d74e604ea4ab60a900f1daaa4ef537eee02b3 --- /dev/null +++ b/jlens_materials/scripts/run_jacobian_steering_pilot.py @@ -0,0 +1,408 @@ +#!/usr/bin/env python3 +"""Run localized, contrastive Jacobian steering without touching the paper. + +The intervention is intentionally narrower than the legacy global coordinate +swap: one residual position, one source layer, and a dose expressed as a +fraction of the clean residual norm. The primary direction differentiates a +positive-minus-negative concept score through Gemma's exact final norm and a +fitted Jacobian map. Results are checkpointed after every prompt. +""" + +from __future__ import annotations + +import argparse +import hashlib +import json +import math +import os +import platform +import sys +from contextlib import contextmanager +from datetime import datetime, timezone +from pathlib import Path + +import numpy as np +import torch + +ROOT = Path(__file__).resolve().parents[1] +sys.path.insert(0, str(ROOT)) +sys.path.insert(0, str(ROOT / "_vendor_jlens")) + +import jlens # noqa: E402 +from jlens.hooks import ActivationRecorder # noqa: E402 +from run_lens import _DTYPES, load_model # noqa: E402 + + +def sha256(path: Path) -> str: + h = hashlib.sha256() + with path.open("rb") as handle: + for chunk in iter(lambda: handle.read(1024 * 1024), b""): + h.update(chunk) + return h.hexdigest() + + +def atomic_json(path: Path, payload: dict) -> None: + path.parent.mkdir(parents=True, exist_ok=True) + tmp = path.with_suffix(path.suffix + ".tmp") + tmp.write_text(json.dumps(payload, indent=2) + "\n") + tmp.replace(path) + + +def single_token(tokenizer, text: str, *, prefer_plain: bool = False) -> int: + forms = [text, " " + text] if prefer_plain else [" " + text, text] + forms += [f.capitalize() for f in forms] + for form in forms: + ids = tokenizer.encode(form, add_special_tokens=False) + if len(ids) == 1: + return int(ids[0]) + raise ValueError(f"{text!r} has no usable one-token form") + + +def format_chat(tokenizer, user: str) -> str: + return tokenizer.apply_chat_template( + [{"role": "user", "content": user}], + tokenize=False, + add_generation_prompt=True, + ) + + +@torch.no_grad() +def capture_clean(model, text: str, layers: list[int]) -> tuple[dict[int, torch.Tensor], torch.Tensor]: + input_ids = model.encode(text, max_length=512) + capture = sorted(set(layers + [model.n_layers - 1])) + with ActivationRecorder(model.layers, at=capture) as recorder: + model.forward(input_ids) + hidden = { + layer: recorder.activations[layer][0, -1].detach().float().cpu() + for layer in layers + } + final = recorder.activations[model.n_layers - 1][0, -1:].detach() + logits = model.unembed(final).float()[0].cpu() + return hidden, logits + + +def token_score(model, normalized: torch.Tensor, token_id: int) -> torch.Tensor: + weight = model._lm_head.weight[token_id].to(normalized.device, normalized.dtype) + raw = (normalized * weight).sum() + softcap = getattr(model, "_logit_softcap", None) + if softcap is not None: + raw = softcap * torch.tanh(raw / softcap) + return raw + + +def exact_jacobian_direction(model, lens, layer: int, hidden: torch.Tensor, + positive_id: int, negative_id: int) -> torch.Tensor: + """Gradient of the J-lens token contrast, including exact final norm.""" + J = lens.jacobians[layer].float().cpu() + transported = (J @ hidden.float().cpu()).detach().requires_grad_(True) + normed = model._final_norm( + transported.to(model._lm_head.weight.device, model._lm_head.weight.dtype) + ) + score = token_score(model, normed, positive_id) - token_score(model, normed, negative_id) + grad_transport = torch.autograd.grad(score, transported)[0].float().cpu() + direction = J.T @ grad_transport + return direction / direction.norm().clamp_min(1e-12) + + +def direct_direction(model, hidden: torch.Tensor, positive_id: int, + negative_id: int) -> torch.Tensor: + """Matched direct-unembedding concept direction with exact final norm.""" + state = hidden.detach().float().to( + model._lm_head.weight.device + ).requires_grad_(True) + normed = model._final_norm(state.to(model._lm_head.weight.dtype)) + score = token_score(model, normed, positive_id) - token_score(model, normed, negative_id) + direction = torch.autograd.grad(score, state)[0].float().cpu() + return direction / direction.norm().clamp_min(1e-12) + + +def random_direction(reference: torch.Tensor, seed: int) -> torch.Tensor: + generator = torch.Generator(device="cpu").manual_seed(seed) + direction = torch.randn(reference.shape, generator=generator) + direction -= torch.dot(direction, reference) * reference + return direction / direction.norm().clamp_min(1e-12) + + +@contextmanager +def add_residual(model, layer: int, position: int, delta: torch.Tensor): + def hook(_module, _inputs, output): + tensor = output if torch.is_tensor(output) else output[0] + patched = tensor.clone() + patched[:, position, :] += delta.to(patched.device, patched.dtype) + if torch.is_tensor(output): + return patched + return (patched, *output[1:]) + + handle = model.layers[layer].register_forward_hook(hook) + try: + yield + finally: + handle.remove() + + +@torch.no_grad() +def patched_logits(model, text: str, layer: int, delta: torch.Tensor) -> torch.Tensor: + input_ids = model.encode(text, max_length=512) + final = model.n_layers - 1 + with add_residual(model, layer, -1, delta): + with ActivationRecorder(model.layers, at=[final]) as recorder: + model.forward(input_ids) + residual = recorder.activations[final][0, -1:].detach() + return model.unembed(residual).float()[0].cpu() + + +def distribution_summary(logits: torch.Tensor, clean_logits: torch.Tensor, + answer_a_id: int, answer_b_id: int, + positive_answer: str, tokenizer) -> dict: + logp = torch.log_softmax(logits, dim=-1) + clean_logp = torch.log_softmax(clean_logits, dim=-1) + clean_p = clean_logp.exp() + kl = float((clean_p * (clean_logp - logp)).sum()) + top_id = int(logits.argmax()) + answer_ids = {"A": answer_a_id, "B": answer_b_id} + negative_answer = "B" if positive_answer == "A" else "A" + choice = "A" if logits[answer_a_id] >= logits[answer_b_id] else "B" + return { + "positive_log_odds": float( + logits[answer_ids[positive_answer]] - logits[answer_ids[negative_answer]] + ), + "choice": choice, + "global_top_token": tokenizer.decode( + [top_id], clean_up_tokenization_spaces=False + ).strip(), + "global_top_token_id": top_id, + "global_top_is_valid_choice": top_id in answer_ids.values(), + "probability_a": float(logp[answer_a_id].exp()), + "probability_b": float(logp[answer_b_id].exp()), + "valid_choice_probability": float( + logp[answer_a_id].exp() + logp[answer_b_id].exp() + ), + "kl_clean_to_intervened": kl, + } + + +def flatten_cases(manifest: dict) -> list[tuple[dict, dict]]: + return [ + (case, prompt) + for case in manifest["cases"] + for prompt in case["prompts"] + ] + + +def main() -> None: + parser = argparse.ArgumentParser() + parser.add_argument( + "--manifest", + default="experiments/jacobian-steering-pilot-v1-preregistration.json", + ) + parser.add_argument( + "--output", + default="experiments/jacobian-steering-pilot-v1_raw.json", + ) + parser.add_argument("--dtype", choices=sorted(_DTYPES), default="bfloat16") + parser.add_argument("--device", default=None) + parser.add_argument( + "--methods", + default="jacobian_exact", + help="comma list: jacobian_exact,direct,random", + ) + parser.add_argument("--prompt-id", action="append", default=[]) + parser.add_argument("--resume", action="store_true") + args = parser.parse_args() + + manifest_path = (ROOT / args.manifest).resolve() + output_path = (ROOT / args.output).resolve() + manifest = json.loads(manifest_path.read_text()) + methods = [part.strip() for part in args.methods.split(",") if part.strip()] + unsupported = set(methods) - {"jacobian_exact", "direct", "random"} + if unsupported: + raise SystemExit(f"unsupported methods: {sorted(unsupported)}") + + selected = flatten_cases(manifest) + if args.prompt_id: + wanted = set(args.prompt_id) + selected = [(case, prompt) for case, prompt in selected if prompt["prompt_id"] in wanted] + missing = wanted - {prompt["prompt_id"] for _, prompt in selected} + if missing: + raise SystemExit(f"unknown prompt ids: {sorted(missing)}") + + model = load_model( + manifest["model"], + dtype=_DTYPES[args.dtype], + device=args.device, + revision=manifest["model_revision"], + ) + lenses = [jlens.JacobianLens.load(ROOT / path) for path in manifest["lens_paths"]] + lens_meta = [ + { + "seed": seed, + "path": path, + "sha256": sha256(ROOT / path), + } + for seed, path in enumerate(manifest["lens_paths"]) + ] + + if args.resume and output_path.exists(): + payload = json.loads(output_path.read_text()) + if payload["provenance"]["manifest_sha256"] != sha256(manifest_path): + raise SystemExit("resume manifest hash does not match existing output") + payload["methods"] = list(dict.fromkeys(payload.get("methods", []) + methods)) + else: + payload = { + "study_id": manifest["study_id"], + "created_at": datetime.now(timezone.utc).isoformat(), + "provenance": { + "manifest": str(manifest_path.relative_to(ROOT)), + "manifest_sha256": sha256(manifest_path), + "model": manifest["model"], + "model_revision": manifest["model_revision"], + "dtype": args.dtype, + "device": str(model.input_device), + "lenses": lens_meta, + "torch": torch.__version__, + "python": sys.version, + "platform": platform.platform(), + }, + "methods": methods, + "doses_percent_residual_norm": manifest["intervention"][ + "doses_percent_residual_norm" + ], + "preflight": [], + "interventions": [], + } + + completed = { + (row["prompt_id"], row["method"], row.get("lens_seed"), row.get("random_seed"), row["dose_percent"]) + for row in payload["interventions"] + } + preflight_done = {row["prompt_id"] for row in payload["preflight"]} + answer_a_id = single_token(model.tokenizer, "A", prefer_plain=True) + answer_b_id = single_token(model.tokenizer, "B", prefer_plain=True) + doses = manifest["intervention"]["doses_percent_residual_norm"] + + for case, prompt in selected: + prompt_id = prompt["prompt_id"] + print(f"[{prompt_id}] clean preflight and steering") + text = format_chat(model.tokenizer, prompt["user"]) + layer = int(case["primary_layer"]) + hidden_by_layer, clean_logits = capture_clean(model, text, [layer]) + hidden = hidden_by_layer[layer] + positive_answer = ( + "A" if prompt["option_a"] == case["outcome_positive"] else "B" + ) + expected_answer = None + if prompt["expected_outcome"] is not None: + expected_answer = ( + "A" if prompt["option_a"] == prompt["expected_outcome"] else "B" + ) + clean_summary = distribution_summary( + clean_logits, + clean_logits, + answer_a_id, + answer_b_id, + positive_answer, + model.tokenizer, + ) + clean_accepted = clean_summary["global_top_is_valid_choice"] and ( + expected_answer is None or clean_summary["choice"] == expected_answer + ) + if prompt_id not in preflight_done: + payload["preflight"].append({ + "case_id": case["case_id"], + "prompt_id": prompt_id, + "condition": prompt["condition"], + "inferential": prompt["inferential"], + "option_a": prompt["option_a"], + "option_b": prompt["option_b"], + "positive_answer": positive_answer, + "expected_answer": expected_answer, + "accepted": bool(clean_accepted), + "clean": clean_summary, + "prompt": prompt["user"], + }) + preflight_done.add(prompt_id) + atomic_json(output_path, payload) + if not clean_accepted: + print(f" excluded: clean choice={clean_summary['choice']} expected={expected_answer}") + continue + + positive_id = single_token(model.tokenizer, case["concept_positive"]) + negative_id = single_token(model.tokenizer, case["concept_negative"]) + directions: list[tuple[str, int | None, int | None, torch.Tensor]] = [] + if "jacobian_exact" in methods: + for lens_seed, lens in enumerate(lenses): + directions.append(( + "jacobian_exact", + lens_seed, + None, + exact_jacobian_direction( + model, lens, layer, hidden, positive_id, negative_id + ), + )) + if "direct" in methods: + directions.append(( + "direct", None, None, + direct_direction(model, hidden, positive_id, negative_id), + )) + if "random" in methods: + reference = directions[0][3] if directions else direct_direction( + model, hidden, positive_id, negative_id + ) + for random_seed in range(3): + directions.append(( + "random", None, random_seed, + random_direction(reference, 20260716 + 1000 * random_seed + len(prompt_id)), + )) + + residual_norm = float(hidden.norm()) + for method, lens_seed, random_seed, direction in directions: + for dose in doses: + key = (prompt_id, method, lens_seed, random_seed, float(dose)) + if key in completed: + continue + delta = direction * (float(dose) / 100.0) * residual_norm + logits = clean_logits if float(dose) == 0.0 else patched_logits( + model, text, layer, delta + ) + summary = distribution_summary( + logits, + clean_logits, + answer_a_id, + answer_b_id, + positive_answer, + model.tokenizer, + ) + payload["interventions"].append({ + "case_id": case["case_id"], + "prompt_id": prompt_id, + "condition": prompt["condition"], + "inferential": prompt["inferential"], + "method": method, + "lens_seed": lens_seed, + "random_seed": random_seed, + "layer": layer, + "dose_percent": float(dose), + "residual_norm": residual_norm, + "delta_norm": float(delta.norm()), + "concept_positive": case["concept_positive"], + "concept_negative": case["concept_negative"], + "positive_answer": positive_answer, + "expected_answer": expected_answer, + **summary, + }) + completed.add(key) + atomic_json(output_path, payload) + print( + f" {method} seed={lens_seed if lens_seed is not None else random_seed} " + f"dose={dose:+.2f}% logodds={summary['positive_log_odds']:+.3f} " + f"choice={summary['choice']} valid={summary['valid_choice_probability']:.3f} " + f"KL={summary['kl_clean_to_intervened']:.3g}" + ) + + payload["completed_at"] = datetime.now(timezone.utc).isoformat() + atomic_json(output_path, payload) + print(f"complete -> {output_path.relative_to(ROOT)}") + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/run_mechanism_steering.py b/jlens_materials/scripts/run_mechanism_steering.py new file mode 100644 index 0000000000000000000000000000000000000000..c756dfa63e2004352b11acbea99b3d29f05aedc3 --- /dev/null +++ b/jlens_materials/scripts/run_mechanism_steering.py @@ -0,0 +1,43 @@ +#!/usr/bin/env python3 +"""Run an archived mechanism-steering study through a neutral CLI.""" + +from __future__ import annotations + +import argparse +import sys + +from run_semantic_steering_v3 import main as run_manifest + + +STUDIES = { + "broad-screen": ( + "experiments/semantic-steering-v3-preregistration.json", + "experiments/semantic-steering-v3_raw.json", + ), + "prospective-grain": ( + "experiments/relational-grain-steering-v4-preregistration.json", + "experiments/relational-grain-steering-v4_raw.json", + ), +} + + +def main() -> None: + parser = argparse.ArgumentParser( + description="Run a frozen materials mechanism-steering experiment." + ) + parser.add_argument("--study", choices=sorted(STUDIES), required=True) + args, forwarded = parser.parse_known_args() + manifest, output = STUDIES[args.study] + sys.argv = [ + "run_mechanism_steering.py", + "--manifest", + manifest, + "--output", + output, + *forwarded, + ] + run_manifest() + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/run_multitoken_sequence_robustness.py b/jlens_materials/scripts/run_multitoken_sequence_robustness.py new file mode 100644 index 0000000000000000000000000000000000000000..8fdb0f1d43004264f17026e9de36585c128ed44c --- /dev/null +++ b/jlens_materials/scripts/run_multitoken_sequence_robustness.py @@ -0,0 +1,787 @@ +#!/usr/bin/env python3 +"""Score exact multi-token materials terms under direct and Jacobian readouts. + +The Jacobian lens is a next-token readout, so a multi-token word cannot be +ranked by pretending that every token piece is predicted from the same state. +This runner uses the lens only for the first continuation token. It then +teacher-forces the remaining pieces through the unchanged Gemma model. For +equal-token-length target and contrast words, the resulting target-minus- +contrast score is an exact restricted sequence log-odds ratio: the shared +first-token softmax denominator cancels. +""" + +from __future__ import annotations + +import argparse +import json +import platform +import sys +from datetime import datetime, timezone +from pathlib import Path + +import matplotlib + +matplotlib.use("Agg") +import matplotlib.pyplot as plt # noqa: E402 +import numpy as np # noqa: E402 +import pandas as pd # noqa: E402 +import torch # noqa: E402 + +ROOT = Path(__file__).resolve().parents[1] +sys.path.insert(0, str(ROOT)) +sys.path.insert(0, str(ROOT / "_vendor_jlens")) +sys.path.insert(0, str(ROOT / "scripts")) + +import jlens # noqa: E402 +from jlens.hooks import ActivationRecorder # noqa: E402 +from run_jacobian_steering_pilot import atomic_json, sha256 # noqa: E402 +from run_lens import _DTYPES, load_model # noqa: E402 +from run_lexical_adversarial_representation import ( # noqa: E402 + decoder_basis_representations, +) + + +DEFAULT_PROTOCOL = ( + "experiments/multitoken-sequence-robustness-2026-07-18/protocol.json" +) +DEFAULT_RAW = ( + "experiments/multitoken-sequence-robustness-2026-07-18/raw.json" +) +OUT = ROOT / "experiments" / "multitoken-sequence-robustness-2026-07-18" +FIG = OUT / "figures" + + +def validate_hash(path: Path, expected: str) -> None: + actual = sha256(path) + if actual != expected: + raise RuntimeError(f"fingerprint mismatch for {path}: {actual} != {expected}") + + +def continuation_tokens(tokenizer, word: str) -> list[int]: + token_ids = tokenizer.encode(word, add_special_tokens=False) + if not token_ids: + raise RuntimeError(f"empty continuation tokenization for {word!r}") + return [int(token_id) for token_id in token_ids] + + +@torch.inference_mode() +def capture_prompt_states( + model, + prompt_rows: list[dict], + layers: list[int], +) -> tuple[np.ndarray, dict[str, torch.Tensor], list[dict]]: + raw = np.empty( + (len(prompt_rows), len(layers), model.d_model), dtype=np.float16 + ) + encoded = {} + clean = [] + final_layer = model.n_layers - 1 + capture = sorted(set(layers + [final_layer])) + for prompt_index, row in enumerate(prompt_rows): + # Association prompts use their frozen plain-text field, exactly as in + # the held-out run; no chat template or suffix is added. + input_ids = model.encode(str(row["text"]), max_length=512) + final_position = int(input_ids.shape[1] - 1) + with ActivationRecorder(model.layers, at=capture) as recorder: + model.forward(input_ids) + for layer_index, layer in enumerate(layers): + raw[prompt_index, layer_index] = ( + recorder.activations[layer][0, final_position] + .detach() + .float() + .cpu() + .numpy() + .astype(np.float16) + ) + final_state = recorder.activations[final_layer][ + 0, final_position : final_position + 1 + ].detach() + logits = model.unembed(final_state).float()[0] + top_values, top_ids = torch.topk(logits, k=10) + encoded[str(row["slug"])] = input_ids.detach().clone() + clean.append( + { + "slug": str(row["slug"]), + "family": str(row["target_family"]), + "n_tokens": int(input_ids.shape[1]), + "final_position": final_position, + "top_tokens": [ + { + "rank": rank + 1, + "token_id": int(token_id), + "token": model.tokenizer.decode( + [int(token_id)], + clean_up_tokenization_spaces=False, + ), + "logit": float(value), + } + for rank, (value, token_id) in enumerate( + zip( + top_values.detach().cpu().tolist(), + top_ids.detach().cpu().tolist(), + ) + ) + ], + } + ) + print( + f" captured {prompt_index + 1:02d}/{len(prompt_rows):02d}: " + f"{row['slug']}", + flush=True, + ) + return raw, encoded, clean + + +@torch.inference_mode() +def remaining_piece_log_probability( + model, + input_ids: torch.Tensor, + token_ids: list[int], +) -> float: + if len(token_ids) == 1: + return 0.0 + prefix = torch.tensor( + token_ids[:-1], + device=input_ids.device, + dtype=input_ids.dtype, + ).unsqueeze(0) + extended = torch.cat([input_ids, prefix], dim=1) + prompt_final = int(input_ids.shape[1] - 1) + final_layer = model.n_layers - 1 + with ActivationRecorder(model.layers, at=[final_layer]) as recorder: + model.forward(extended) + # Position prompt_final predicts piece 0. Position prompt_final + j + # predicts piece j, so exclude the first prediction here. + states = recorder.activations[final_layer][ + 0, + prompt_final + 1 : prompt_final + len(token_ids), + ].detach() + if states.shape[0] != len(token_ids) - 1: + raise RuntimeError("teacher-forced continuation position mismatch") + logits = model.unembed(states).float() + logp = torch.log_softmax(logits, dim=-1) + targets = torch.tensor( + token_ids[1:], + device=logp.device, + dtype=torch.long, + ) + positions = torch.arange(len(targets), device=logp.device) + return float(logp[positions, targets].sum().detach().cpu()) + + +def first_piece_logits( + model, + states: np.ndarray, + token_ids: tuple[int, int], + chunk_size: int, +) -> np.ndarray: + output = np.empty( + (states.shape[0], states.shape[1], 2), dtype=np.float32 + ) + weight = model._lm_head.weight[ + torch.tensor(token_ids, device=model._lm_head.weight.device) + ].detach() + for layer_index in range(states.shape[1]): + for start in range(0, states.shape[0], chunk_size): + stop = min(start + chunk_size, states.shape[0]) + source = torch.from_numpy( + states[start:stop, layer_index].astype(np.float32) + ).to( + device=weight.device, + dtype=weight.dtype, + ) + output[start:stop, layer_index] = ( + (source @ weight.T) + .float() + .detach() + .cpu() + .numpy() + ) + return output + + +def make_figure( + rows: pd.DataFrame, + summary: pd.DataFrame, + layers: np.ndarray, + depths: np.ndarray, +) -> None: + plt.rcParams.update( + { + "font.family": "DejaVu Sans", + "font.size": 8.2, + "axes.labelsize": 8.5, + "xtick.labelsize": 7.2, + "ytick.labelsize": 7.2, + "legend.fontsize": 7.0, + "axes.spines.top": False, + "axes.spines.right": False, + "pdf.fonttype": 42, + "svg.fonttype": "none", + } + ) + colors = {"jacobian_ensemble": "#16697A", "direct": "#B56576"} + fig, axes = plt.subplots(2, 2, figsize=(7.15, 5.5)) + + primary = summary[ + summary["method"].isin(["jacobian_ensemble", "direct"]) + ] + slugs = sorted(primary["slug"].unique()) + x = np.arange(len(slugs)) + for offset, (method, label) in zip( + (-0.13, 0.13), + (("jacobian_ensemble", "Jacobian"), ("direct", "Direct")), + ): + values = ( + primary[primary["method"] == method] + .set_index("slug") + .loc[slugs, "band_sequence_margin"] + ) + axes[0, 0].scatter( + x + offset, + values, + color=colors[method], + s=25, + label=label, + ) + axes[0, 0].axhline(0, color="#8B8E91", linestyle="--", linewidth=0.9) + axes[0, 0].set_ylabel("target minus contrast\nsequence score") + axes[0, 0].set_xticks( + x, + [ + f"{'C' if 'cleavage' in slug else 'M'}{index + 1}" + for index, slug in enumerate(slugs) + ], + rotation=0, + ) + axes[0, 0].legend(frameon=False, ncol=2, loc="upper left") + axes[0, 0].text( + -0.15, + 1.04, + "A", + transform=axes[0, 0].transAxes, + fontweight="bold", + fontsize=10, + ) + + for family, linestyle in ( + ("cleavage", "-"), + ("rapid-transformation", "--"), + ): + for method, label in ( + ("jacobian_ensemble", "Jacobian"), + ("direct", "Direct"), + ): + curve = ( + rows[ + (rows["family"] == family) + & (rows["method"] == method) + ] + .groupby("layer", as_index=False)["sequence_margin"] + .mean() + .set_index("layer") + .loc[layers] + ) + axes[0, 1].plot( + depths, + curve["sequence_margin"], + color=colors[method], + linestyle=linestyle, + linewidth=1.5, + label=( + f"{label}, " + f"{'transgranular' if family == 'cleavage' else 'martensite'}" + ), + ) + axes[0, 1].axvspan(38, 92, color="#D9E7EA", alpha=0.45) + axes[0, 1].axhline(0, color="#8B8E91", linestyle=":", linewidth=0.9) + axes[0, 1].set_xlabel("layer depth (%)") + axes[0, 1].set_ylabel("target minus contrast\nsequence score") + axes[0, 1].legend(frameon=False, fontsize=6.5) + axes[0, 1].text( + -0.15, + 1.04, + "B", + transform=axes[0, 1].transAxes, + fontweight="bold", + fontsize=10, + ) + + j = summary[summary["method"] == "jacobian_ensemble"] + axes[1, 0].scatter( + j["band_first_piece_margin"], + j["band_sequence_margin"], + c=[ + "#D17C38" if family == "cleavage" else "#5B8C5A" + for family in j["family"] + ], + s=34, + edgecolor="white", + linewidth=0.5, + ) + low = min( + float(j["band_first_piece_margin"].min()), + float(j["band_sequence_margin"].min()), + ) + high = max( + float(j["band_first_piece_margin"].max()), + float(j["band_sequence_margin"].max()), + ) + axes[1, 0].plot([low, high], [low, high], color="#8B8E91", linestyle="--") + axes[1, 0].set_xlabel("first-piece margin") + axes[1, 0].set_ylabel("full sequence margin") + axes[1, 0].text( + -0.15, + 1.04, + "C", + transform=axes[1, 0].transAxes, + fontweight="bold", + fontsize=10, + ) + + seeds = summary[summary["method"].str.startswith("jacobian_seed")] + for family, marker, color in ( + ("cleavage", "o", "#D17C38"), + ("rapid-transformation", "s", "#5B8C5A"), + ): + subset = ( + seeds[seeds["family"] == family] + .groupby("method", as_index=False)["band_sequence_margin"] + .mean() + ) + axes[1, 1].scatter( + [0, 1, 2], + subset.set_index("method").loc[ + ["jacobian_seed0", "jacobian_seed1", "jacobian_seed2"], + "band_sequence_margin", + ], + color=color, + marker=marker, + s=34, + label=( + "transgranular vs intergranular" + if family == "cleavage" + else "martensite vs bainite" + ), + ) + axes[1, 1].axhline(0, color="#8B8E91", linestyle="--", linewidth=0.9) + axes[1, 1].set_xticks([0, 1, 2], ["fit 0", "fit 1", "fit 2"]) + axes[1, 1].set_ylabel("mean band sequence margin") + axes[1, 1].legend(frameon=False, fontsize=6.5) + axes[1, 1].text( + -0.15, + 1.04, + "D", + transform=axes[1, 1].transAxes, + fontweight="bold", + fontsize=10, + ) + + fig.subplots_adjust( + left=0.11, + right=0.985, + bottom=0.11, + top=0.97, + wspace=0.34, + hspace=0.38, + ) + FIG.mkdir(parents=True, exist_ok=True) + for suffix in ("pdf", "png", "svg"): + fig.savefig( + FIG / f"multitoken-sequence-robustness.{suffix}", + dpi=300, + bbox_inches="tight", + ) + plt.close(fig) + + +def main() -> None: + parser = argparse.ArgumentParser(description=__doc__) + parser.add_argument("--protocol", default=DEFAULT_PROTOCOL) + parser.add_argument( + "--amendment", + default=None, + help="optional implementation-only amendment bound to the base protocol", + ) + parser.add_argument("--output", default=DEFAULT_RAW) + parser.add_argument("--dtype", choices=sorted(_DTYPES), default="bfloat16") + parser.add_argument("--device", default=None) + parser.add_argument("--chunk-size", type=int, default=10) + parser.add_argument( + "--local-model-snapshot", + type=Path, + default=None, + help=( + "optional local Hugging Face snapshot for offline execution; " + "the frozen model id and revision remain the scientific provenance" + ), + ) + args = parser.parse_args() + + protocol_path = (ROOT / args.protocol).resolve() + output_path = (ROOT / args.output).resolve() + protocol = json.loads(protocol_path.read_text()) + amendment_path = None + amendment = None + if args.amendment is not None: + amendment_path = (ROOT / args.amendment).resolve() + amendment = json.loads(amendment_path.read_text()) + if amendment["base_protocol_sha256"] != sha256(protocol_path): + raise RuntimeError("amendment is not bound to the base protocol") + protocol["inputs"]["runner"]["sha256"] = amendment[ + "amended_runner_sha256" + ] + runner_path = Path(__file__).resolve() + validate_hash(runner_path, protocol["inputs"]["runner"]["sha256"]) + manifest_path = ROOT / protocol["inputs"]["prompt_manifest"]["path"] + validate_hash( + manifest_path, protocol["inputs"]["prompt_manifest"]["sha256"] + ) + for lens_row in protocol["lenses"]: + validate_hash(ROOT / lens_row["path"], lens_row["sha256"]) + + manifest = json.loads(manifest_path.read_text()) + selected_families = set(protocol["contrasts"]) + prompts = [ + row + for row in manifest["prompts"] + if str(row["target_family"]) in selected_families + ] + if len(prompts) != 10: + raise RuntimeError(f"expected 10 selected prompts, found {len(prompts)}") + for row in prompts: + if any( + term.lower() in str(row["text"]).lower() + for term in ( + protocol["contrasts"][str(row["target_family"])]["target"], + protocol["contrasts"][str(row["target_family"])]["contrast"], + ) + ): + raise RuntimeError(f"target/contrast leaks into prompt {row['slug']}") + + model_source = ( + str(args.local_model_snapshot.resolve()) + if args.local_model_snapshot is not None + else protocol["model"] + ) + model = load_model( + model_source, + dtype=_DTYPES[args.dtype], + device=args.device, + revision=None if args.local_model_snapshot is not None else protocol["model_revision"], + ) + layers = [int(layer) for layer in protocol["source_layers"]] + tokenization = {} + for family, contrast in protocol["contrasts"].items(): + target = continuation_tokens(model.tokenizer, contrast["target"]) + comparator = continuation_tokens(model.tokenizer, contrast["contrast"]) + if len(target) != len(comparator) or len(target) < 2: + raise RuntimeError( + f"contrast is not equal-length multi-token: {family}" + ) + tokenization[family] = { + "target": target, + "contrast": comparator, + "target_pieces": [ + model.tokenizer.decode( + [token_id], clean_up_tokenization_spaces=False + ) + for token_id in target + ], + "contrast_pieces": [ + model.tokenizer.decode( + [token_id], clean_up_tokenization_spaces=False + ) + for token_id in comparator + ], + } + expected_tokenization = protocol["tokenization_preflight"] + for family, resolved in tokenization.items(): + for key in ("target", "contrast"): + if resolved[key] != expected_tokenization[family][key]: + raise RuntimeError(f"tokenization changed for {family} {key}") + + lenses = [ + jlens.JacobianLens.load(ROOT / row["path"]) + for row in protocol["lenses"] + ] + if any(lens.source_layers != layers for lens in lenses): + raise RuntimeError("lens source layers do not match protocol") + + raw, encoded, clean = capture_prompt_states(model, prompts, layers) + direct, jacobian = decoder_basis_representations( + model, lenses, raw, layers, args.chunk_size + ) + + continuation = {} + for row in prompts: + family = str(row["target_family"]) + continuation[str(row["slug"])] = {} + for label in ("target", "contrast"): + continuation[str(row["slug"])][label] = ( + remaining_piece_log_probability( + model, + encoded[str(row["slug"])], + tokenization[family][label], + ) + ) + print(f" sequence continuation: {row['slug']}", flush=True) + + method_arrays = { + "direct": direct, + "jacobian_seed0": jacobian[0], + "jacobian_seed1": jacobian[1], + "jacobian_seed2": jacobian[2], + "jacobian_ensemble": jacobian.astype(np.float32).mean(axis=0), + } + result_rows = [] + for method, states in method_arrays.items(): + for prompt_index, row in enumerate(prompts): + family = str(row["target_family"]) + target_tokens = tokenization[family]["target"] + contrast_tokens = tokenization[family]["contrast"] + logits = first_piece_logits( + model, + states[prompt_index : prompt_index + 1], + (target_tokens[0], contrast_tokens[0]), + args.chunk_size, + )[0] + target_continuation = continuation[str(row["slug"])]["target"] + contrast_continuation = continuation[str(row["slug"])]["contrast"] + for layer_index, layer in enumerate(layers): + first_margin = float( + logits[layer_index, 0] - logits[layer_index, 1] + ) + sequence_margin = float( + first_margin + + target_continuation + - contrast_continuation + ) + result_rows.append( + { + "slug": str(row["slug"]), + "family": family, + "method": method, + "layer": int(layer), + "depth_percent": 100.0 + * int(layer) + / (model.n_layers - 1), + "target": protocol["contrasts"][family]["target"], + "contrast": protocol["contrasts"][family]["contrast"], + "n_pieces": len(target_tokens), + "target_first_piece_logit": float( + logits[layer_index, 0] + ), + "contrast_first_piece_logit": float( + logits[layer_index, 1] + ), + "first_piece_margin": first_margin, + "target_remaining_log_probability": float( + target_continuation + ), + "contrast_remaining_log_probability": float( + contrast_continuation + ), + "sequence_margin": sequence_margin, + "target_wins": bool(sequence_margin > 0), + } + ) + frame = pd.DataFrame(result_rows) + band_low, band_high = protocol["registered_band_percent"] + band = frame[ + (frame["depth_percent"] >= band_low) + & (frame["depth_percent"] <= band_high) + ] + summary = ( + band.groupby( + ["slug", "family", "method", "target", "contrast"], + as_index=False, + ) + .agg( + band_first_piece_margin=("first_piece_margin", "mean"), + band_sequence_margin=("sequence_margin", "mean"), + positive_layer_fraction=("target_wins", "mean"), + ) + ) + family_summary = ( + summary.groupby( + ["family", "method", "target", "contrast"], + as_index=False, + ) + .agg( + mean_band_first_piece_margin=("band_first_piece_margin", "mean"), + mean_band_sequence_margin=("band_sequence_margin", "mean"), + positive_prompts=("band_sequence_margin", lambda x: int((x > 0).sum())), + n_prompts=("slug", "size"), + ) + ) + + j = summary[summary["method"] == "jacobian_ensemble"].set_index("slug") + d = summary[summary["method"] == "direct"].set_index("slug") + prompt_delta = pd.DataFrame( + { + "slug": j.index, + "family": j["family"], + "jacobian_band_sequence_margin": j["band_sequence_margin"], + "direct_band_sequence_margin": d.loc[ + j.index, "band_sequence_margin" + ], + } + ).reset_index(drop=True) + prompt_delta["jacobian_minus_direct"] = ( + prompt_delta["jacobian_band_sequence_margin"] + - prompt_delta["direct_band_sequence_margin"] + ) + family_delta = ( + prompt_delta.groupby("family", as_index=False) + .agg( + jacobian_band_sequence_margin=( + "jacobian_band_sequence_margin", + "mean", + ), + direct_band_sequence_margin=( + "direct_band_sequence_margin", + "mean", + ), + jacobian_minus_direct=("jacobian_minus_direct", "mean"), + positive_jacobian_prompts=( + "jacobian_band_sequence_margin", + lambda x: int((x > 0).sum()), + ), + positive_delta_prompts=( + "jacobian_minus_direct", + lambda x: int((x > 0).sum()), + ), + ) + ) + + both_families_positive = bool( + np.all(family_delta["jacobian_band_sequence_margin"] > 0) + ) + positive_prompts = int( + np.sum(prompt_delta["jacobian_band_sequence_margin"] > 0) + ) + all_seed_family_signs = True + for family in selected_families: + seed_means = family_summary[ + (family_summary["family"] == family) + & family_summary["method"].str.startswith("jacobian_seed") + ]["mean_band_sequence_margin"] + all_seed_family_signs &= bool(np.all(seed_means > 0)) + robust = bool( + both_families_positive + and positive_prompts >= 8 + and all_seed_family_signs + ) + + OUT.mkdir(parents=True, exist_ok=True) + frame.to_csv(OUT / "layer_sequence_scores.csv", index=False) + summary.to_csv(OUT / "prompt_band_summary.csv", index=False) + family_summary.to_csv(OUT / "family_method_summary.csv", index=False) + prompt_delta.to_csv(OUT / "prompt_jacobian_direct_contrasts.csv", index=False) + family_delta.to_csv(OUT / "family_jacobian_direct_contrasts.csv", index=False) + make_figure( + frame, + summary, + np.asarray(layers), + np.asarray([100.0 * layer / (model.n_layers - 1) for layer in layers]), + ) + + payload = { + "study_id": protocol["study_id"], + "created_at": datetime.now(timezone.utc).isoformat(), + "protocol_sha256": sha256(protocol_path), + "protocol_amendment": ( + str(amendment_path.relative_to(ROOT)) + if amendment_path is not None + else None + ), + "protocol_amendment_sha256": ( + sha256(amendment_path) if amendment_path is not None else None + ), + "runner_sha256": sha256(runner_path), + "model": protocol["model"], + "model_revision": protocol["model_revision"], + "execution_model_source": model_source, + "device": str(model.input_device), + "dtype": args.dtype, + "torch": torch.__version__, + "python": sys.version, + "platform": platform.platform(), + "tokenization": tokenization, + "clean_rows": clean, + "continuation_log_probabilities": continuation, + "frozen_verdict": { + "sequence_robustness": "pass" if robust else "fail", + "both_family_jacobian_margins_positive": both_families_positive, + "positive_jacobian_prompts": positive_prompts, + "required_positive_prompts": 8, + "all_three_seed_family_margins_positive": all_seed_family_signs, + "jacobian_specific": bool( + np.all(family_delta["jacobian_minus_direct"] > 0) + ), + }, + "family_results": family_delta.to_dict(orient="records"), + "guardrail": ( + "This post-hoc robustness test evaluates two originally excluded " + "multi-token terms against equal-piece scientific contrasts. It " + "does not replace the preregistered single-token endpoint." + ), + } + atomic_json(output_path, payload) + (OUT / "statistics.json").write_text(json.dumps(payload, indent=2) + "\n") + (OUT / "RESULTS.md").write_text( + "\n".join( + [ + "# Multi-token sequence robustness", + "", + ( + f"Frozen verdict: **{'PASS' if robust else 'FAIL'}** " + "for the descriptive sequence-robustness rule." + ), + "", + "## Exact contrasts", + "", + "- `transgranular` versus `intergranular` (two pieces each).", + "- `martensite` versus `bainite` (three pieces each).", + "", + "The lens scores only the first piece from an intermediate", + "state. Remaining pieces are teacher-forced through unchanged", + "Gemma. Equal token lengths make the target-minus-contrast score", + "a restricted sequence log-odds ratio.", + "", + "## Family results", + "", + ] + + [ + ( + f"- {row.family}: Jacobian " + f"{row.jacobian_band_sequence_margin:+.3f}, direct " + f"{row.direct_band_sequence_margin:+.3f}, difference " + f"{row.jacobian_minus_direct:+.3f}; " + f"{int(row.positive_jacobian_prompts)}/5 prompts positive." + ) + for row in family_delta.itertuples(index=False) + ] + + [ + "", + ( + f"Across both families, {positive_prompts}/10 prompt-level " + "Jacobian band margins are positive." + ), + "", + "## Reproduction", + "", + "```bash", + "HF_HUB_OFFLINE=1 TRANSFORMERS_OFFLINE=1 \\", + " python scripts/run_multitoken_sequence_robustness.py --device cpu", + "```", + "", + ] + ) + ) + print(json.dumps(payload["frozen_verdict"], indent=2)) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/run_patchscope_physics_outcome.py b/jlens_materials/scripts/run_patchscope_physics_outcome.py new file mode 100644 index 0000000000000000000000000000000000000000..f5ab614ab582776bc2caac89875eabee18c9999e --- /dev/null +++ b/jlens_materials/scripts/run_patchscope_physics_outcome.py @@ -0,0 +1,212 @@ +#!/usr/bin/env python3 +"""Translate arbitrary-code final states into semantic physical outcomes.""" + +from __future__ import annotations + +import argparse +import json +import platform +import sys +from datetime import datetime, timezone +from pathlib import Path + +import numpy as np +import torch + +ROOT = Path(__file__).resolve().parents[1] +sys.path.insert(0, str(ROOT)) +sys.path.insert(0, str(ROOT / "_vendor_jlens")) +sys.path.insert(0, str(ROOT / "scripts")) + +from run_jacobian_steering_pilot import atomic_json, format_chat, sha256 # noqa: E402 +from run_lens import _DTYPES, load_model # noqa: E402 +from run_lexical_adversarial_representation import pair_logits # noqa: E402 +from run_patchscope_physics_relation import run_candidate, target_position # noqa: E402 +from run_semantic_steering_v3 import continuation_tokens # noqa: E402 + + +DEFAULT_PROTOCOL = ( + "experiments/patchscope-physics-outcome-2026-07-18/protocol.json" +) +DEFAULT_OUTPUT = ( + "experiments/patchscope-physics-outcome-2026-07-18/raw.json" +) + + +def validate_hash(path: Path, expected: str) -> None: + actual = sha256(path) + if actual != expected: + raise RuntimeError(f"fingerprint mismatch for {path}: {actual} != {expected}") + + +@torch.inference_mode() +def direct_scores( + model, + states: np.ndarray, + token_ids: tuple[int, int], + batch_size: int, +) -> np.ndarray: + output = [] + for start in range(0, len(states), batch_size): + stop = min(start + batch_size, len(states)) + values = torch.from_numpy(states[start:stop].astype(np.float32)).to( + device=model._lm_head.weight.device, + dtype=model._lm_head.weight.dtype, + ) + normalized = model._final_norm(values).float() + logits = pair_logits(model, normalized, token_ids).detach().cpu() + output.append((logits[:, 0] - logits[:, 1]).numpy()) + return np.concatenate(output) + + +def main() -> None: + parser = argparse.ArgumentParser() + parser.add_argument("--protocol", default=DEFAULT_PROTOCOL) + parser.add_argument("--output", default=DEFAULT_OUTPUT) + parser.add_argument("--dtype", choices=sorted(_DTYPES), default="bfloat16") + parser.add_argument("--device", default=None) + parser.add_argument("--batch-size", type=int, default=16) + args = parser.parse_args() + + protocol_path = (ROOT / args.protocol).resolve() + protocol = json.loads(protocol_path.read_text()) + for name in ("source_manifest", "source_states", "runner"): + row = protocol["inputs"][name] + validate_hash(ROOT / row["path"], row["sha256"]) + manifest = json.loads( + (ROOT / protocol["inputs"]["source_manifest"]["path"]).read_text() + ) + with np.load( + ROOT / protocol["inputs"]["source_states"]["path"], + allow_pickle=False, + ) as arrays: + prompt_ids = arrays["prompt_ids"].astype(str) + positions = arrays["positions"].astype(str) + layers = arrays["layers"].astype(int) + states = arrays["raw_states"].astype(np.float16) + source_position = int(np.flatnonzero(positions == "final_prompt")[0]) + by_id = {row["prompt_id"]: row for row in manifest["prompts"]} + source_rows = [by_id[prompt_id] for prompt_id in prompt_ids] + + model = load_model( + protocol["model"], + dtype=_DTYPES[args.dtype], + device=args.device, + revision=protocol["model_revision"], + ) + marker_tokens = model.tokenizer.encode( + " " + protocol["patch_marker"], add_special_tokens=False + ) + if len(marker_tokens) != 1: + raise RuntimeError(f"patch marker is not one token: {marker_tokens}") + marker_id = int(marker_tokens[0]) + + rows = [] + target_records = [] + for target in protocol["targets"]: + positive = continuation_tokens(model.tokenizer, target["positive_word"]) + negative = continuation_tokens(model.tokenizer, target["negative_word"]) + if len(positive) != 1 or len(negative) != 1: + raise RuntimeError(f"target tokens are not single: {target}") + token_ids = (positive[0], negative[0]) + input_ids, marker_position = target_position( + model, target["user"], marker_id + ) + target_records.append( + { + **target, + "positive_token_id": token_ids[0], + "negative_token_id": token_ids[1], + "marker_position": marker_position, + "n_tokens": int(input_ids.shape[1]), + } + ) + for layer in protocol["candidate_layers"]: + layer_index = int(np.flatnonzero(layers == int(layer))[0]) + donor = states[source_position, :, layer_index].astype(np.float32) + patch_scores, unpatched = run_candidate( + model, + input_ids, + marker_position, + int(layer), + donor, + token_ids, + args.batch_size, + ) + baseline = direct_scores( + model, donor, token_ids, args.batch_size + ) + for source, patch_score, direct_score in zip( + source_rows, patch_scores, baseline + ): + rows.append( + { + "prompt_id": source["prompt_id"], + "law_id": source["law_id"], + "law_name": source["law_name"], + "split": source["split"], + "law_sign": source["law_sign"], + "surface": source["surface"], + "case_index": source["case_index"], + "numerical_sign": source["numerical_sign"], + "physical_sign": source["physical_sign"], + "answer_order": source["answer_order"], + "expected_code": source["expected_code"], + "target_id": target["target_id"], + "target_style": target["style"], + "answer_vocabulary": target["answer_vocabulary"], + "layer": int(layer), + "depth_percent": float( + 100.0 * int(layer) / (model.n_layers - 1) + ), + "patchscope_positive_minus_negative": float(patch_score), + "direct_positive_minus_negative": float(direct_score), + "unpatched_positive_minus_negative": float(unpatched[0]), + } + ) + print( + f"outcome Patchscope {target['target_id']} layer {layer}: " + f"{len(source_rows)} sources", + flush=True, + ) + + output_path = (ROOT / args.output).resolve() + payload = { + "study_id": protocol["study_id"], + "created_at": datetime.now(timezone.utc).isoformat(), + "completed_at": datetime.now(timezone.utc).isoformat(), + "provenance": { + "protocol": str(protocol_path.relative_to(ROOT)), + "protocol_sha256": sha256(protocol_path), + "runner": str(Path(__file__).resolve().relative_to(ROOT)), + "runner_sha256": sha256(Path(__file__).resolve()), + "source_manifest_sha256": sha256( + ROOT / protocol["inputs"]["source_manifest"]["path"] + ), + "source_states_sha256": sha256( + ROOT / protocol["inputs"]["source_states"]["path"] + ), + "model": protocol["model"], + "model_revision": protocol["model_revision"], + "dtype": args.dtype, + "device": str(model.input_device), + "torch": torch.__version__, + "python": sys.version, + "platform": platform.platform(), + }, + "dimensions": { + "n_prompts": len(source_rows), + "n_laws": len(set(row["law_id"] for row in source_rows)), + "n_targets": len(protocol["targets"]), + "n_layers": len(protocol["candidate_layers"]), + "n_rows": len(rows), + }, + "targets": target_records, + "rows": rows, + } + atomic_json(output_path, payload) + print(f"saved {len(rows)} outcome-Patchscope rows to {output_path}") + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/run_symbolic_equivalence_lens.py b/jlens_materials/scripts/run_symbolic_equivalence_lens.py new file mode 100644 index 0000000000000000000000000000000000000000..b4bf96f9e533833e168ab7a683af8ac039626bc2 --- /dev/null +++ b/jlens_materials/scripts/run_symbolic_equivalence_lens.py @@ -0,0 +1,102 @@ +#!/usr/bin/env python3 +"""Capture relation-marker states for the symbolic equivalence benchmark.""" + +from __future__ import annotations + +import json +import platform +import sys +from datetime import datetime, timezone +from pathlib import Path + +import numpy as np +import torch + +ROOT = Path(__file__).resolve().parents[1] +sys.path[:0] = [str(ROOT), str(ROOT / "_vendor_jlens"), str(ROOT / "scripts")] + +from jlens.hooks import ActivationRecorder # noqa: E402 +from run_jacobian_steering_pilot import atomic_json, format_chat, sha256 # noqa: E402 +from run_lens import load_model # noqa: E402 + + +OUT = ROOT / "experiments" / "symbolic-equivalence-lens-2026-07-18" + + +@torch.inference_mode() +def main() -> None: + protocol_path = OUT / "protocol.json" + manifest_path = OUT / "prompt_manifest.json" + protocol = json.loads(protocol_path.read_text()) + manifest = json.loads(manifest_path.read_text()) + if sha256(manifest_path) != protocol["inputs"]["prompt_manifest"]["sha256"]: + raise RuntimeError("manifest fingerprint mismatch") + if sha256(Path(__file__).resolve()) != protocol["inputs"]["runner"]["sha256"]: + raise RuntimeError("runner fingerprint mismatch") + model = load_model( + protocol["model"], + dtype=torch.bfloat16, + device="mps", + revision=protocol["model_revision"], + ) + marker_id = int(model.tokenizer.encode(" §", add_special_tokens=False)[0]) + layers = list(range(model.n_layers)) + prompts = manifest["prompts"] + states = np.empty((len(prompts), len(layers), model.d_model), dtype=np.float16) + rows = [] + for index, prompt in enumerate(prompts): + ids = model.encode(format_chat(model.tokenizer, prompt["user"]), max_length=512) + matches = (ids[0] == marker_id).nonzero(as_tuple=False).flatten().tolist() + if len(matches) != 1: + raise RuntimeError(f"{prompt['prompt_id']}: marker count {len(matches)}") + location = int(matches[0]) + with ActivationRecorder(model.layers, at=layers) as recorder: + model.forward(ids) + for li, layer in enumerate(layers): + states[index, li] = ( + recorder.activations[layer][0, location] + .float() + .cpu() + .numpy() + .astype(np.float16) + ) + rows.append( + { + "prompt_id": prompt["prompt_id"], + "law_sign": prompt["law_sign"], + "surface": prompt["surface"], + "variable_index": prompt["variable_index"], + "marker_position": location, + } + ) + print(f"{index + 1:03d}/{len(prompts):03d} {prompt['prompt_id']}") + state_path = OUT / "representations.npz" + np.savez_compressed( + state_path, + prompt_ids=np.asarray([x["prompt_id"] for x in prompts]), + layers=np.asarray(layers, dtype=np.int16), + raw_states=states, + ) + atomic_json( + OUT / "raw.json", + { + "study_id": protocol["study_id"], + "completed_at": datetime.now(timezone.utc).isoformat(), + "provenance": { + "protocol_sha256": sha256(protocol_path), + "manifest_sha256": sha256(manifest_path), + "runner_sha256": sha256(Path(__file__).resolve()), + "states_sha256": sha256(state_path), + "device": str(model.input_device), + "dtype": "bfloat16", + "torch": torch.__version__, + "python": sys.version, + "platform": platform.platform(), + }, + "rows": rows, + }, + ) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/run_symbolic_monotonicity_lens.py b/jlens_materials/scripts/run_symbolic_monotonicity_lens.py new file mode 100644 index 0000000000000000000000000000000000000000..019a734c1c7a386db73b1ebdd758e8695c2acd39 --- /dev/null +++ b/jlens_materials/scripts/run_symbolic_monotonicity_lens.py @@ -0,0 +1,108 @@ +#!/usr/bin/env python3 +"""Capture all-layer relation-marker states for anonymous equations.""" + +from __future__ import annotations + +import json +import platform +import sys +from datetime import datetime, timezone +from pathlib import Path + +import numpy as np +import torch + +ROOT = Path(__file__).resolve().parents[1] +sys.path[:0] = [str(ROOT), str(ROOT / "_vendor_jlens"), str(ROOT / "scripts")] + +from jlens.hooks import ActivationRecorder # noqa: E402 +from run_jacobian_steering_pilot import atomic_json, format_chat, sha256 # noqa: E402 +from run_lens import load_model # noqa: E402 + + +OUT = ROOT / "experiments" / "symbolic-monotonicity-lens-2026-07-18" + + +@torch.inference_mode() +def main() -> None: + protocol_path = OUT / "protocol.json" + manifest_path = OUT / "prompt_manifest.json" + protocol = json.loads(protocol_path.read_text()) + manifest = json.loads(manifest_path.read_text()) + if sha256(manifest_path) != protocol["inputs"]["prompt_manifest"]["sha256"]: + raise RuntimeError("manifest fingerprint mismatch") + if sha256(Path(__file__).resolve()) != protocol["inputs"]["runner"]["sha256"]: + raise RuntimeError("runner fingerprint mismatch") + model = load_model( + protocol["model"], + dtype=torch.bfloat16, + device="mps", + revision=protocol["model_revision"], + ) + marker_tokens = model.tokenizer.encode(" §", add_special_tokens=False) + if len(marker_tokens) != 1: + raise RuntimeError(f"marker is not one token: {marker_tokens}") + marker_id = int(marker_tokens[0]) + layers = list(range(model.n_layers)) + prompts = manifest["prompts"] + states = np.empty((len(prompts), len(layers), model.d_model), dtype=np.float16) + rows = [] + for index, prompt in enumerate(prompts): + ids = model.encode(format_chat(model.tokenizer, prompt["user"]), max_length=512) + matches = (ids[0] == marker_id).nonzero(as_tuple=False).flatten().tolist() + if len(matches) != 1: + raise RuntimeError(f"{prompt['prompt_id']}: marker count {len(matches)}") + location = int(matches[0]) + with ActivationRecorder(model.layers, at=layers) as recorder: + model.forward(ids) + for layer_index, layer in enumerate(layers): + states[index, layer_index] = ( + recorder.activations[layer][0, location] + .float() + .cpu() + .numpy() + .astype(np.float16) + ) + rows.append( + { + "prompt_id": prompt["prompt_id"], + "law_sign": prompt["law_sign"], + "family": prompt["family"], + "variable_index": prompt["variable_index"], + "n_tokens": int(ids.shape[1]), + "marker_position": location, + } + ) + print(f"{index + 1:03d}/{len(prompts):03d} {prompt['prompt_id']}") + state_path = OUT / "representations.npz" + np.savez_compressed( + state_path, + prompt_ids=np.asarray([x["prompt_id"] for x in prompts]), + layers=np.asarray(layers, dtype=np.int16), + raw_states=states, + ) + atomic_json( + OUT / "raw.json", + { + "study_id": protocol["study_id"], + "completed_at": datetime.now(timezone.utc).isoformat(), + "provenance": { + "protocol_sha256": sha256(protocol_path), + "manifest_sha256": sha256(manifest_path), + "runner_sha256": sha256(Path(__file__).resolve()), + "states_sha256": sha256(state_path), + "model": protocol["model"], + "model_revision": protocol["model_revision"], + "device": str(model.input_device), + "dtype": "bfloat16", + "torch": torch.__version__, + "python": sys.version, + "platform": platform.platform(), + }, + "rows": rows, + }, + ) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/validate_causal_relational_knockout.py b/jlens_materials/scripts/validate_causal_relational_knockout.py new file mode 100644 index 0000000000000000000000000000000000000000..c3960518b77e518627ab120f677098cf3fd0c25a --- /dev/null +++ b/jlens_materials/scripts/validate_causal_relational_knockout.py @@ -0,0 +1,185 @@ +#!/usr/bin/env python3 +"""Validate completeness and intervention invariants for the 24-law causal study.""" + +from __future__ import annotations + +import json +from pathlib import Path + +import numpy as np + + +ROOT = Path(__file__).resolve().parents[1] +EXP = ROOT / "experiments" / "causal-relational-knockout-2026-09-02" +SCALES = ("4b", "12b", "31b") + + +def read_json(path: Path) -> dict: + return json.loads(path.read_text(encoding="utf-8")) + + +def read_jsonl(path: Path) -> list[dict]: + return [json.loads(line) for line in path.read_text().splitlines() if line.strip()] + + +def main() -> None: + protocol = read_json(EXP / "protocol.json") + amendment = read_json(EXP / "control_amendment.json") + prompts = read_json(EXP / "prompt_manifest.json")["prompts"] + prompt_ids = [row["prompt_id"] for row in prompts] + by_id = {row["prompt_id"]: row for row in prompts} + if len(prompts) != 192 or len(by_id) != 192: + raise RuntimeError("expected 192 unique frozen prompts") + for row in prompts: + counterpart = by_id[row["counterpart_prompt_id"]] + if counterpart["counterpart_prompt_id"] != row["prompt_id"]: + raise RuntimeError(f"counterpart mapping is not involutive: {row['prompt_id']}") + if counterpart["law_id"] != row["law_id"]: + raise RuntimeError(f"counterpart crosses laws: {row['prompt_id']}") + if int(counterpart["physical_sign"]) != -int(row["physical_sign"]): + raise RuntimeError(f"counterpart does not reverse physical sign: {row['prompt_id']}") + + frozen_laws = {row["law_id"] for row in prompts} + if len(frozen_laws) != 24: + raise RuntimeError("expected 24 frozen law identities") + if sum(row["category"] == "direct" for row in prompts) != 96: + raise RuntimeError("direct/inverse prompt balance failed") + if sum(row["answer_vocabulary"] == "higher-lower" for row in prompts) != 96: + raise RuntimeError("answer-vocabulary prompt balance failed") + if sum(row["answer_order"] == "standard" for row in prompts) != 96: + raise RuntimeError("answer-order prompt balance failed") + forbidden_scaffold = ("=", "constitutive equation", "monotonic", "proportional to") + for row in prompts: + lowered = row["user"].lower() + if any(term in lowered for term in forbidden_scaffold): + raise RuntimeError(f"equation/scaffold term in target prompt: {row['prompt_id']}") + for law_id in sorted(frozen_laws): + law_rows = [row for row in prompts if row["law_id"] == law_id] + if len(law_rows) != 8: + raise RuntimeError(f"{law_id}: expected eight prompt variants") + if sum(int(row["physical_sign"]) > 0 for row in law_rows) != 4: + raise RuntimeError(f"{law_id}: physical-sign balance failed") + if len({row["answer_vocabulary"] for row in law_rows}) != 2: + raise RuntimeError(f"{law_id}: answer-vocabulary coverage failed") + if len({row["answer_order"] for row in law_rows}) != 2: + raise RuntimeError(f"{law_id}: answer-order coverage failed") + + control_axes = len(amendment["construction"]["seeds"]) + expected_methods = { + "neutralize", + "counterfactual_coordinate", + "correct_centroid", + "wrong_centroid", + "full_counterfactual", + "full_counterfactual_direction_restored", + } + for index in range(control_axes): + for orientation in ("plus", "minus"): + expected_methods.add(f"neutralize_control_{index}_{orientation}") + expected_methods.add(f"counterfactual_control_{index}_{orientation}") + + scale_results = {} + for scale in SCALES: + folder = EXP / scale + if not (folder / "run_record.json").exists(): + continue + development = read_json(ROOT / protocol["models"][scale]["development_manifest"])[ + "prompts" + ] + development_laws = {row["law_id"] for row in development} + overlap = sorted(frozen_laws & development_laws) + if overlap: + raise RuntimeError(f"{scale}: target/development law overlap: {overlap}") + clean = read_jsonl(folder / "clean_rows.jsonl") + interventions = read_jsonl(folder / "intervention_rows.jsonl") + clean_ids = [row["prompt_id"] for row in clean] + keys = [(row["prompt_id"], row["intervention"]) for row in interventions] + if clean_ids != prompt_ids: + raise RuntimeError(f"{scale}: clean rows do not match frozen prompt order") + if len(keys) != len(set(keys)): + raise RuntimeError(f"{scale}: duplicate intervention keys") + if len(interventions) != len(prompts) * len(expected_methods): + raise RuntimeError(f"{scale}: incomplete intervention rows") + observed_methods = {row["intervention"] for row in interventions} + if observed_methods != expected_methods: + raise RuntimeError( + f"{scale}: intervention methods differ; " + f"missing={expected_methods - observed_methods}, extra={observed_methods - expected_methods}" + ) + numeric_fields = ( + "replacement_distance", + "first_minus_second_logit", + "correct_answer_margin", + "registered_answer_probability_mass", + "clean_to_intervened_kl", + "correct_margin_change", + "movement_toward_counterfactual", + ) + for field in numeric_fields: + values = np.asarray([row[field] for row in interventions], dtype=float) + if not np.all(np.isfinite(values)): + raise RuntimeError(f"{scale}: nonfinite {field}") + row_map = {key: row for key, row in zip(keys, interventions)} + maximum_distance_error = 0.0 + for prompt_id in prompt_ids: + neutral_distance = row_map[(prompt_id, "neutralize")]["replacement_distance"] + counterfactual_distance = row_map[ + (prompt_id, "counterfactual_coordinate") + ]["replacement_distance"] + for index in range(control_axes): + for orientation in ("plus", "minus"): + observed_neutral = row_map[ + (prompt_id, f"neutralize_control_{index}_{orientation}") + ]["replacement_distance"] + observed_counterfactual = row_map[ + (prompt_id, f"counterfactual_control_{index}_{orientation}") + ]["replacement_distance"] + maximum_distance_error = max( + maximum_distance_error, + abs(observed_neutral - neutral_distance), + abs(observed_counterfactual - counterfactual_distance), + ) + if maximum_distance_error > 1e-7: + raise RuntimeError(f"{scale}: control distance mismatch {maximum_distance_error}") + + archive = np.load(folder / "frozen_direction.npz") + basis = np.vstack([archive["direction"], archive["control_directions"]]).astype(float) + maximum_gram_error = float(np.max(np.abs(basis @ basis.T - np.eye(len(basis))))) + if maximum_gram_error > 2e-6: + raise RuntimeError(f"{scale}: non-orthonormal direction/control basis") + states = np.load(folder / "clean_states.npy", mmap_mode="r") + logits = np.load(folder / "clean_logits.npy", mmap_mode="r") + if states.shape[0] != 192 or logits.shape[0] != 192: + raise RuntimeError(f"{scale}: clean array row mismatch") + preflight = read_json(folder / "preflight.json") + if preflight["model_revision"] != protocol["models"][scale]["revision"]: + raise RuntimeError(f"{scale}: model revision mismatch") + scale_results[scale] = { + "clean_rows": len(clean), + "intervention_rows": len(interventions), + "methods_per_prompt": len(expected_methods), + "maximum_control_distance_error": maximum_distance_error, + "maximum_direction_gram_error": maximum_gram_error, + "clean_state_shape": list(states.shape), + "clean_logit_shape": list(logits.shape), + "development_law_count": len(development_laws), + "target_development_law_overlap": overlap, + } + + result = { + "valid": True, + "study_id": protocol["study_id"], + "amendment_id": amendment["amendment_id"], + "prompt_count": len(prompts), + "law_count": len(frozen_laws), + "expected_methods_per_prompt": len(expected_methods), + "scales": scale_results, + } + (EXP / "validation.json").write_text( + json.dumps(result, indent=2) + "\n", encoding="utf-8" + ) + print(json.dumps(result, indent=2)) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/validate_core_discovery_discipline.py b/jlens_materials/scripts/validate_core_discovery_discipline.py new file mode 100644 index 0000000000000000000000000000000000000000..5eb1f4c46b0c129b93b42efd815e097b6aa0be28 --- /dev/null +++ b/jlens_materials/scripts/validate_core_discovery_discipline.py @@ -0,0 +1,381 @@ +#!/usr/bin/env python3 +"""Independent structural and arithmetic validation for the core audit. + +This validator intentionally does not import the analysis implementation. It +recomputes key summaries from the archived CSV outputs, checks the frozen +protocol and input hashes, and writes a machine-readable validation record. +""" + +from __future__ import annotations + +import csv +import hashlib +import json +import math +from collections import Counter, defaultdict +from pathlib import Path +from typing import Iterable, Mapping + + +ROOT = Path(__file__).resolve().parents[1] +OUT = ROOT / "experiments" / "core-discovery-discipline-audit-2026-07-18" +PROTOCOL = OUT / "protocol.json" +READABILITY_PROTOCOL = OUT / "protocol_addendum_readability.json" +STATISTICS = OUT / "statistics.json" +READABILITY_STATISTICS = OUT / "readability_family_influence_statistics.json" +VALIDATION = OUT / "VALIDATION.json" + + +def sha256(path: Path) -> str: + digest = hashlib.sha256() + with path.open("rb") as handle: + for chunk in iter(lambda: handle.read(1 << 20), b""): + digest.update(chunk) + return digest.hexdigest() + + +def read_csv(name: str) -> list[dict[str, str]]: + with (OUT / name).open(newline="") as handle: + return list(csv.DictReader(handle)) + + +def finite_float(value: str) -> float: + parsed = float(value) + if not math.isfinite(parsed): + raise AssertionError(f"non-finite numeric value: {value!r}") + return parsed + + +def assert_close(actual: float, expected: float, *, atol: float = 1e-12) -> None: + if not math.isclose(actual, expected, rel_tol=0.0, abs_tol=atol): + raise AssertionError(f"{actual!r} != {expected!r}") + + +def mean(values: Iterable[float]) -> float: + values = list(values) + if not values: + raise AssertionError("cannot average an empty sequence") + return sum(values) / len(values) + + +def average_ranks(values: list[float]) -> list[float]: + order = sorted(range(len(values)), key=values.__getitem__) + ranks = [0.0] * len(values) + start = 0 + while start < len(order): + stop = start + 1 + while stop < len(order) and values[order[stop]] == values[order[start]]: + stop += 1 + average = 0.5 * ((start + 1) + stop) + for index in order[start:stop]: + ranks[index] = average + start = stop + return ranks + + +def spearman(x: list[float], y: list[float]) -> float: + x_rank = average_ranks(x) + y_rank = average_ranks(y) + x_mean = mean(x_rank) + y_mean = mean(y_rank) + numerator = sum( + (a - x_mean) * (b - y_mean) for a, b in zip(x_rank, y_rank) + ) + denominator = math.sqrt( + sum((a - x_mean) ** 2 for a in x_rank) + * sum((b - y_mean) ** 2 for b in y_rank) + ) + return numerator / denominator + + +def validate_hashes( + protocol: Mapping[str, object], statistics: Mapping[str, object] +) -> dict[str, str]: + protocol_hash = sha256(PROTOCOL) + assert statistics["protocol_sha256"] == protocol_hash + fingerprints: dict[str, str] = {} + for name, raw_spec in protocol["inputs"].items(): # type: ignore[union-attr] + spec = raw_spec # type: ignore[assignment] + path = ROOT / spec["path"] + observed = sha256(path) + assert observed == spec["sha256"] + assert observed == statistics["input_sha256"][name] # type: ignore[index] + fingerprints[name] = observed + return {"protocol": protocol_hash, **fingerprints} + + +def validate_rows() -> dict[str, int]: + expected = { + "cross_law_pair_contrasts.csv": 45, + "cross_law_layer_trajectories.csv": 75, + "held_out_readout_auc.csv": 60, + "steering_pair_robustness.csv": 24, + "steering_trajectory_diagnostics.csv": 480, + "steering_relation_reversals.csv": 6, + } + for filename, count in expected.items(): + rows = read_csv(filename) + assert len(rows) == count, (filename, len(rows), count) + assert len({tuple(row.items()) for row in rows}) == count, filename + for row in rows: + for key, value in row.items(): + if value is None or value == "": + raise AssertionError(f"missing value in {filename}:{key}") + return expected + + +def validate_geometry(statistics: Mapping[str, object]) -> dict[str, object]: + pair_rows = read_csv("cross_law_pair_contrasts.csv") + readout_rows = read_csv("held_out_readout_auc.csv") + layer_rows = read_csv("cross_law_layer_trajectories.csv") + + methods = {"jacobian", "direct", "raw", "word_tfidf", "char_tfidf"} + assert {row["method"] for row in pair_rows} == methods + assert Counter(row["method"] for row in pair_rows) == Counter( + {method: 9 for method in methods} + ) + assert Counter(row["method"] for row in readout_rows) == Counter( + {method: 12 for method in methods} + ) + assert Counter(row["method"] for row in layer_rows) == Counter( + {"jacobian": 25, "direct": 25, "raw": 25} + ) + + cross = statistics["geometry"]["cross_law"] # type: ignore[index] + for method in methods: + rows = [row for row in pair_rows if row["method"] == method] + values = [ + finite_float(row["physical_minus_numeric_similarity"]) for row in rows + ] + assert_close( + mean(values), + cross[method]["mean_physical_minus_numeric_similarity"], + ) + assert sum(value > 0.0 for value in values) == cross[method][ + "positive_pair_count" + ] + + held_out = statistics["geometry"]["held_out_readout"] # type: ignore[index] + for method in methods: + family_sets: list[set[str]] = [] + for target in ("numeric_direction", "physical_outcome"): + rows = [ + row + for row in readout_rows + if row["method"] == method and row["target"] == target + ] + assert len(rows) == 6 + family_sets.append({row["held_out_family"] for row in rows}) + aucs = [finite_float(row["auc"]) for row in rows] + oriented = [max(auc, 1.0 - auc) for auc in aucs] + assert_close(mean(aucs), held_out[method][target]["mean_auc"]) + assert_close( + mean(oriented), + held_out[method][target]["mean_orientation_free_auc"], + ) + assert family_sets[0] == family_sets[1] + + return { + "methods": sorted(methods), + "cross_law_pairs_per_method": 9, + "held_out_families_per_target": 6, + "layers_per_state_representation": 25, + } + + +def validate_steering(statistics: Mapping[str, object]) -> dict[str, object]: + pair_rows = read_csv("steering_pair_robustness.csv") + trajectory_rows = read_csv("steering_trajectory_diagnostics.csv") + reversal_rows = read_csv("steering_relation_reversals.csv") + + controls = {"own", "wrong-mechanism", "direct_control", "random"} + assert Counter(row["control"] for row in pair_rows) == Counter( + {control: 6 for control in controls} + ) + assert len({row["pair_id"] for row in pair_rows}) == 6 + pair_lookup: dict[tuple[str, str], dict[str, str]] = { + (row["pair_id"], row["control"]): row for row in pair_rows + } + + for control in controls: + rows = [row for row in pair_rows if row["control"] == control] + for metric in ( + "aligned_slope_per_percent", + "aligned_low_dose_minus2_to_plus2", + ): + observed = mean(finite_float(row[metric]) for row in rows) + expected = statistics["steering"]["controls"][control][metric]["mean"] # type: ignore[index] + assert_close(observed, expected) + + control_aliases = { + "own_minus_wrong-mechanism": "wrong-mechanism", + "own_minus_direct_control": "direct_control", + "own_minus_random": "random", + } + for contrast, control in control_aliases.items(): + for metric in ( + "aligned_slope_per_percent", + "aligned_low_dose_minus2_to_plus2", + ): + differences = [ + finite_float(pair_lookup[(pair_id, "own")][metric]) + - finite_float(pair_lookup[(pair_id, control)][metric]) + for pair_id in {row["pair_id"] for row in pair_rows} + ] + expected = statistics["steering"]["contrasts"][contrast][metric] # type: ignore[index] + assert_close(mean(differences), expected["mean_difference"]) + assert sum(value > 0.0 for value in differences) == expected[ + "positive_pair_count" + ] + + own_rows = [row for row in trajectory_rows if row["control"] == "own"] + assert len(own_rows) == statistics["steering"]["own_trajectory_count"] # type: ignore[index] + assert sum(row["positive_slope"] == "True" for row in own_rows) == statistics[ + "steering" + ]["own_positive_slope_count"] # type: ignore[index] + assert sum( + row["positive_low_dose"] == "True" for row in own_rows + ) == statistics["steering"]["own_positive_low_dose_count"] # type: ignore[index] + assert sum( + row["strictly_monotone"] == "True" for row in own_rows + ) == statistics["steering"]["own_strictly_monotone_count"] # type: ignore[index] + assert len(reversal_rows) == statistics["steering"]["pair_count"] # type: ignore[index] + assert all( + row["relation_appropriate_reversal"] == "True" + for row in reversal_rows + ) + + return { + "pair_count": 6, + "controls": sorted(controls), + "own_trajectory_count": len(own_rows), + "positive_full_curve_slopes": sum( + row["positive_slope"] == "True" for row in own_rows + ), + "positive_low_dose_endpoints": sum( + row["positive_low_dose"] == "True" for row in own_rows + ), + "strictly_monotone_trajectories": sum( + row["strictly_monotone"] == "True" for row in own_rows + ), + } + + +def validate_readability() -> dict[str, object]: + protocol = json.loads(READABILITY_PROTOCOL.read_text()) + statistics = json.loads(READABILITY_STATISTICS.read_text()) + assert statistics["protocol_sha256"] == sha256(READABILITY_PROTOCOL) + assert statistics["study_id"] == protocol["study_id"] + assert statistics["status"] == protocol["status"] + for name, spec in protocol["inputs"].items(): + observed = sha256(ROOT / spec["path"]) + assert observed == spec["sha256"] == statistics["input_sha256"][name] + + prompt_rows = read_csv("../materials-heldout-v1_prompt_results.csv") + concept_rows = read_csv("../materials-heldout-v1_concept_results.csv") + influence_rows = read_csv("readability_family_influence.csv") + reproducibility_rows = read_csv( + "readability_leave_one_family_reproducibility.csv" + ) + families = sorted({row["family"] for row in prompt_rows}) + assert len(families) == 10 + assert len(influence_rows) == 10 + assert len(reproducibility_rows) == 30 + + family_values: dict[str, list[float]] = defaultdict(list) + for row in prompt_rows: + family_values[row["family"]].append( + finite_float(row["delta_auc_mean_seed"]) + ) + family_means = { + family: mean(family_values[family]) for family in families + } + overall = mean(family_means.values()) + assert_close(overall, statistics["all_family_mean_delta_auc"]) + for row in influence_rows: + omitted = row["omitted_family"] + loo = mean( + value for family, value in family_means.items() if family != omitted + ) + assert_close( + finite_float(row["omitted_family_mean_delta_auc"]), + family_means[omitted], + ) + assert_close( + finite_float(row["leave_one_family_out_mean_delta_auc"]), loo + ) + + rho_values: list[float] = [] + seed_pairs = { + "seed0-seed1": ("seed0", "seed1"), + "seed0-seed2": ("seed0", "seed2"), + "seed1-seed2": ("seed1", "seed2"), + } + for row in reproducibility_rows: + omitted = row["omitted_family"] + left, right = seed_pairs[row["seed_pair"]] + retained = [item for item in concept_rows if item["family"] != omitted] + observed = spearman( + [finite_float(item[f"j_rank_{left}"]) for item in retained], + [finite_float(item[f"j_rank_{right}"]) for item in retained], + ) + reported = finite_float(row["spearman_rho"]) + assert_close(observed, reported) + rho_values.append(reported) + + assert_close( + min(rho_values), + statistics["leave_one_family_out_spearman_range"][0], + ) + assert_close( + max(rho_values), + statistics["leave_one_family_out_spearman_range"][1], + ) + return { + "family_count": len(families), + "leave_one_family_out_recovery_count": len(influence_rows), + "leave_one_family_out_correlation_count": len(reproducibility_rows), + "all_leave_one_family_out_recovery_estimates_positive": all( + finite_float(row["leave_one_family_out_mean_delta_auc"]) > 0 + for row in influence_rows + ), + "minimum_leave_one_family_out_spearman": min(rho_values), + } + + +def main() -> None: + protocol = json.loads(PROTOCOL.read_text()) + statistics = json.loads(STATISTICS.read_text()) + assert protocol["study_id"] == statistics["study_id"] + assert protocol["status"] == statistics["status"] + + result = { + "study_id": protocol["study_id"], + "validation_status": "pass", + "checks": { + "hashes": validate_hashes(protocol, statistics), + "row_counts": validate_rows(), + "geometry": validate_geometry(statistics), + "steering": validate_steering(statistics), + "readability": validate_readability(), + "artifacts": { + "report_nonempty": (OUT / "REPORT.md").stat().st_size > 0, + "figure_pdf_nonempty": ( + OUT / "figures" / "core-discovery-discipline-audit.pdf" + ).stat().st_size + > 0, + "figure_png_nonempty": ( + OUT / "figures" / "core-discovery-discipline-audit.png" + ).stat().st_size + > 0, + }, + }, + } + if not all(result["checks"]["artifacts"].values()): + raise AssertionError("one or more expected artifacts are empty") + VALIDATION.write_text(json.dumps(result, indent=2, sort_keys=True) + "\n") + print(json.dumps(result, indent=2, sort_keys=True)) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/validate_equation_free_relational_benchmark_postrun.py b/jlens_materials/scripts/validate_equation_free_relational_benchmark_postrun.py new file mode 100644 index 0000000000000000000000000000000000000000..1eb7ed83add9691eac8022056b1d8650c17390cc --- /dev/null +++ b/jlens_materials/scripts/validate_equation_free_relational_benchmark_postrun.py @@ -0,0 +1,89 @@ +#!/usr/bin/env python3 +"""Post-run integrity audit that counts off-format completions as behavior failures.""" + +from __future__ import annotations + +import hashlib +import json +from pathlib import Path + +import numpy as np +import pandas as pd + + +ROOT = Path(__file__).resolve().parents[1] +OUT = ROOT / "experiments" / "equation-free-relational-physics-2026-08-21" + + +def sha256(path: Path) -> str: + return hashlib.sha256(path.read_bytes()).hexdigest() + + +def require(condition: bool, message: str) -> None: + if not condition: + raise RuntimeError(message) + + +def main() -> None: + protocol_path = OUT / "protocol.json" + manifest_path = OUT / "prompt_manifest.json" + raw_path = OUT / "raw.json" + protocol = json.loads(protocol_path.read_text()) + manifest = json.loads(manifest_path.read_text()) + raw = json.loads(raw_path.read_text()) + for name, record in protocol["inputs"].items(): + path = ROOT / record["path"] + require(path.exists(), f"missing frozen input: {name}") + require(sha256(path) == record["sha256"], f"frozen input hash mismatch: {name}") + require(raw["provenance"]["protocol_sha256"] == sha256(protocol_path), "raw protocol hash mismatch") + require(raw["provenance"]["manifest_sha256"] == sha256(manifest_path), "raw manifest hash mismatch") + state_path = OUT / "representations.npz" + require(raw["provenance"]["states_sha256"] == sha256(state_path), "state hash mismatch") + prompt_ids = [row["prompt_id"] for row in manifest["prompts"]] + require([row["prompt_id"] for row in raw["clean_rows"]] == prompt_ids, "raw order mismatch") + with np.load(state_path, allow_pickle=False) as arrays: + require(arrays["raw_states"].shape == (960, 2560), "bad state shape") + require(arrays["prompt_ids"].astype(str).tolist() == prompt_ids, "state order mismatch") + require(int(arrays["layer"][0]) == 34, "wrong layer") + off_format = [row for row in raw["clean_rows"] if row["predicted_answer"] is None] + require(all(not row["correct"] for row in off_format), "an off-format completion was counted correct") + + statistics = json.loads((OUT / "statistics.json").read_text()) + require(statistics["analysis_sha256"] == protocol["inputs"]["analyzer"]["sha256"], "frozen analyzer provenance mismatch") + amendment = statistics.get("analysis_amendment", {}) + amendment_path = ROOT / amendment.get("script", "missing") + require(amendment_path.exists(), "missing analysis-amendment script") + require(sha256(amendment_path) == amendment.get("script_sha256"), "analysis-amendment hash mismatch") + pairs = pd.read_csv(OUT / "matched_pair_contrasts.csv") + laws = pd.read_csv(OUT / "law_level_results.csv") + behavior = pd.read_csv(OUT / "behavior_rows.csv") + require(len(pairs) == 480 and len(laws) == 60 and len(behavior) == 960, "analysis table row-count mismatch") + + by_surface = { + surface: int(sum(row["surface"] == surface for row in off_format)) + for surface in ("a", "b") + } + output = { + "study_id": protocol["study_id"], + "status": "complete-pass-with-retained-behavioral-format-failures", + "checks": { + "frozen_input_hashes": "pass", + "raw_provenance_hashes": "pass", + "raw_rows": 960, + "state_shape": [960, 2560], + "captured_layer": 34, + "matched_pair_rows": 480, + "law_result_rows": 60, + "behavior_rows": 960, + "off_format_completions_counted_incorrect": len(off_format), + "off_format_by_surface": by_surface, + "analysis_amendment_provenance": "pass", + }, + } + (OUT / "validation.json").write_text(json.dumps(output, indent=2, sort_keys=True) + "\n") + (OUT / "off_format_completions.json").write_text(json.dumps(off_format, indent=2, sort_keys=True) + "\n") + print(json.dumps(output, indent=2, sort_keys=True)) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/validate_graph_generalization_audit.py b/jlens_materials/scripts/validate_graph_generalization_audit.py new file mode 100644 index 0000000000000000000000000000000000000000..f9a90180c12d609ac8410b6bb876079c1e7ea680 --- /dev/null +++ b/jlens_materials/scripts/validate_graph_generalization_audit.py @@ -0,0 +1,224 @@ +#!/usr/bin/env python3 +"""Validate the complete graph-generalization experiment bundle.""" + +from __future__ import annotations + +import hashlib +import json +import math +from pathlib import Path + +import numpy as np +import pandas as pd + + +ROOT = Path(__file__).resolve().parents[1] +EXP = ( + ROOT + / "experiments" + / "graph-isomorphism-generalization-2026-07-18" +) +MANIFEST = ( + ROOT / "paper" / "graph_data" / "signed-relation-prompt-manifest.json" +) +STATES = ( + ROOT + / "experiments" + / "option-free-question-end-2026-07-18" + / "representations.npz" +) +EXPECTED_ROWS = { + "all_mapping_candidates.csv": 29160, + "constrained_graph_null.csv": 10000, + "exact_partition_bootstrap_summary.csv": 18, + "exact_partition_metrics.csv": 36, + "gauge_pair_agreement.csv": 45, + "gin_ensemble_node_logits.csv": 792, + "gin_family_metrics.csv": 66, + "gin_node_logits.csv": 15840, + "gin_seed_results.csv": 1320, + "global_atlas_heldout.csv": 45, + "isomorphism_pair_metrics.csv": 1170, + "isomorphism_tests.csv": 7, + "mapping_method_summary.csv": 3, + "pair_mappings.csv": 1215, + "permutation_cycles.csv": 60, + "relation_gin_ensemble_pair_logits.csv": 3888, + "relation_gin_family_metrics.csv": 54, + "relation_gin_pair_logits.csv": 77760, + "relation_gin_seed_results.csv": 1080, + "relation_nonparametric.csv": 18, + "spectral_community_layers.csv": 450, + "spectral_community_metrics.csv": 72, + "spectral_density_ablations.csv": 12, + "spectral_synthetic_controls.csv": 2000, +} +HASH_FILES = [ + MANIFEST, + STATES, + EXP / "PROTOCOL.md", + EXP / "protocol.json", + EXP / "GAUGE_PROTOCOL.md", + EXP / "gauge_protocol.json", + EXP / "SPECTRAL_PROTOCOL.md", + EXP / "spectral_protocol.json", + EXP / "PARTITION_PROTOCOL.md", + EXP / "partition_protocol.json", + EXP / "REPORT.md", + EXP / "ARTIFACT_INVENTORY.md", + EXP / "study12_statistics.json", + EXP / "study3_gin_statistics.json", + EXP / "study4abc_statistics.json", + EXP / "study4c_relation_gin_statistics.json", + EXP / "study5_spectral_statistics.json", + EXP / "study6_partition_statistics.json", +] + + +def sha256(path: Path) -> str: + return hashlib.sha256(path.read_bytes()).hexdigest() + + +def assert_finite_frame(frame: pd.DataFrame, name: str) -> None: + numeric = frame.select_dtypes(include=[np.number]) + if numeric.size and not np.isfinite(numeric.to_numpy()).all(): + raise AssertionError(f"non-finite numeric value in {name}") + + +def relation_identity() -> dict[str, str]: + prompts = json.loads(MANIFEST.read_text())["prompts"] + result = {} + for family in sorted({row["family_id"] for row in prompts}): + rows = [row for row in prompts if row["family_id"] == family] + physical = np.asarray( + [ + row["expected_outcome"] == row["outcome_positive"] + for row in rows + ], + dtype=bool, + ) + numeric = np.asarray( + [row["numeric_direction"] == "increase" for row in rows], + dtype=bool, + ) + if np.all(physical == numeric): + result[family] = "direct" + elif np.all(physical == ~numeric): + result[family] = "inverse" + else: + raise AssertionError( + f"physical/numeric factorization fails for {family}" + ) + for first in range(len(rows)): + for second in range(len(rows)): + if (physical[first] == physical[second]) != ( + numeric[first] == numeric[second] + ): + raise AssertionError( + f"relation identity fails for {family}" + ) + return result + + +def validate_seed_grid( + path: Path, configurations: int, expected_rows: int +) -> None: + frame = pd.read_csv(path) + if len(frame) != expected_rows: + raise AssertionError(f"unexpected rows in {path.name}") + counts = frame.groupby( + ["configuration", "heldout_family"] + ).size() + if len(counts) != configurations * 6 or not np.all( + counts.to_numpy() == 20 + ): + raise AssertionError(f"incomplete seed grid in {path.name}") + if sorted(frame["seed_index"].unique()) != list(range(20)): + raise AssertionError(f"unexpected seeds in {path.name}") + + +def main() -> None: + if len(json.loads(MANIFEST.read_text())["prompts"]) != 72: + raise AssertionError("prompt manifest does not contain 72 prompts") + with np.load(STATES, allow_pickle=False) as archive: + if archive["prompt_ids"].shape != (72,): + raise AssertionError("representation prompt alignment mismatch") + if archive["layers"].shape != (25,): + raise AssertionError("representation layer count mismatch") + for key in ( + "raw_states", + "direct_decoder_basis", + "jacobian_decoder_basis", + ): + if not np.isfinite(archive[key]).all(): + raise AssertionError(f"non-finite archived state: {key}") + + row_counts = {} + for name, expected in EXPECTED_ROWS.items(): + path = EXP / name + frame = pd.read_csv(path) + row_counts[name] = len(frame) + if len(frame) != expected: + raise AssertionError( + f"{name}: {len(frame)} rows, expected {expected}" + ) + assert_finite_frame(frame, name) + + validate_seed_grid( + EXP / "gin_seed_results.csv", configurations=11, expected_rows=1320 + ) + validate_seed_grid( + EXP / "relation_gin_seed_results.csv", + configurations=9, + expected_rows=1080, + ) + + for name in ( + "graph-generalization-model-tests.png", + "graph-generalization-model-tests.pdf", + "graph-generalization-partition-tests.png", + "graph-generalization-partition-tests.pdf", + "graph-generalization-network-examples.png", + "graph-generalization-network-examples.pdf", + "graph-identifiability-summary.png", + "graph-identifiability-summary.pdf", + ): + path = EXP / "figures" / name + if not path.exists() or path.stat().st_size <= 1000: + raise AssertionError(f"missing or empty figure: {name}") + + for name in ( + "study12_statistics.json", + "study3_gin_statistics.json", + "study4abc_statistics.json", + "study4c_relation_gin_statistics.json", + "study5_spectral_statistics.json", + "study6_partition_statistics.json", + ): + value = json.loads((EXP / name).read_text()) + if not value.get("study_id"): + raise AssertionError(f"missing study ID: {name}") + + orientations = relation_identity() + hashes = { + str(path.relative_to(ROOT)): sha256(path) for path in HASH_FILES + } + report = { + "status": "pass", + "prompt_count": 72, + "layer_count": 25, + "mechanism_count": 6, + "absolute_gin_runs": 1320, + "relation_gin_runs": 1080, + "row_counts": row_counts, + "mechanism_orientations": orientations, + "physical_numeric_relation_identity": True, + "sha256": hashes, + } + output = EXP / "VALIDATION.json" + output.write_text(json.dumps(report, indent=2) + "\n") + print(json.dumps(report, indent=2)) + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/validate_materials_heldout_v1.py b/jlens_materials/scripts/validate_materials_heldout_v1.py new file mode 100644 index 0000000000000000000000000000000000000000..8c99d1569328bf5639b038c86c99cad61b32d5b5 --- /dev/null +++ b/jlens_materials/scripts/validate_materials_heldout_v1.py @@ -0,0 +1,175 @@ +#!/usr/bin/env python3 +"""Pre-execution validation for the frozen materials held-out v1 suite.""" + +from __future__ import annotations + +import argparse +import hashlib +import json +import re +from collections import Counter +from pathlib import Path + +from transformers import AutoTokenizer + + +ROOT = Path(__file__).resolve().parents[1] + + +def sha256(path: Path) -> str: + return hashlib.sha256(path.read_bytes()).hexdigest() + + +def words(text: str) -> list[str]: + return re.findall(r"[a-z0-9]+", text.lower()) + + +def ngrams(text: str, n: int = 5) -> set[tuple[str, ...]]: + tokens = words(text) + return {tuple(tokens[i:i + n]) for i in range(max(0, len(tokens) - n + 1))} + + +def max_ngram_jaccard(text: str, comparison: list[str], n: int = 5) -> float: + left = ngrams(text, n) + if not left: + return 0.0 + best = 0.0 + for candidate in comparison: + right = ngrams(candidate, n) + union = left | right + best = max(best, len(left & right) / len(union) if union else 0.0) + return best + + +def main() -> None: + parser = argparse.ArgumentParser() + parser.add_argument( + "--manifest", + default="prompts/materials-heldout-v1-preregistered.json", + ) + parser.add_argument( + "--development-manifest", + default="prompts/materials-paper-v2-preregistered.json", + ) + parser.add_argument("--model", default="google/gemma-4-E4B-it") + parser.add_argument( + "--revision", + default="a4c2d58be94dda072b918d9db64ee85c8ed34e3f", + ) + parser.add_argument( + "--output", + default="experiments/materials-heldout-v1-preflight.json", + ) + parser.add_argument( + "--allow-download", + action="store_true", + help="allow tokenizer files to be fetched instead of requiring the local cache", + ) + args = parser.parse_args() + + manifest_path = ROOT / args.manifest + development_path = ROOT / args.development_manifest + output_path = ROOT / args.output + manifest = json.loads(manifest_path.read_text()) + development = json.loads(development_path.read_text()) + prompts = manifest["prompts"] + old_prompts = development["prompts"] + + tokenizer = AutoTokenizer.from_pretrained( + args.model, + revision=args.revision, + local_files_only=not args.allow_download, + ) + + slugs = [row["slug"] for row in prompts] + counts = Counter(row["target_family"] for row in prompts) + expected_families = set(counts) + structural_errors: list[str] = [] + if len(prompts) != 50: + structural_errors.append(f"expected 50 prompts, found {len(prompts)}") + if len(set(slugs)) != len(slugs): + structural_errors.append("prompt slugs are not unique") + if len(counts) != 10 or any(value != 5 for value in counts.values()): + structural_errors.append(f"expected 10 families x 5 prompts, found {dict(counts)}") + + input_leaks: list[dict] = [] + dropped_terms: list[dict] = [] + invalid_fields: list[dict] = [] + for row in prompts: + if row.get("shape") != "ASSOCIATION" or row.get("protocol") != "lens_eval": + invalid_fields.append({"slug": row["slug"], "reason": "shape/protocol"}) + if row.get("readout_selector") != "final_prompt_token": + invalid_fields.append({"slug": row["slug"], "reason": "readout selector"}) + prompt_ids = set(tokenizer.encode(row["text"], add_special_tokens=True)) + for term in row["tracked"]: + token_ids: set[int] = set() + for surface in (f" {term}", term, f" {term.capitalize()}", term.capitalize()): + encoded = tokenizer.encode(surface, add_special_tokens=False) + if len(encoded) == 1: + token_ids.add(int(encoded[0])) + if not token_ids: + dropped_terms.append({"slug": row["slug"], "term": term}) + overlap = sorted(prompt_ids & token_ids) + if overlap: + input_leaks.append({ + "slug": row["slug"], + "term": term, + "token_ids": overlap, + }) + + old_association_prompts = [ + row for row in old_prompts + if row.get("shape") == "ASSOCIATION" and row.get("text") + ] + old_texts = [row["text"] for row in old_association_prompts] + exact_duplicates = sorted( + row["slug"] for row in prompts if row["text"] in set(old_texts) + ) + maximum_jaccards = [max_ngram_jaccard(row["text"], old_texts) for row in prompts] + old_families = { + row.get("target_family") or row.get("category") + for row in old_association_prompts + } + + report = { + "status": "pass" if not ( + structural_errors or invalid_fields or input_leaks or exact_duplicates + ) else "fail", + "executed_before_heldout_lens_outputs": True, + "manifest": str(manifest_path.relative_to(ROOT)), + "manifest_sha256": sha256(manifest_path), + "generator_sha256": sha256(ROOT / "scripts/generate_materials_heldout_v1.py"), + "model": args.model, + "model_revision": args.revision, + "tokenizer_class": type(tokenizer).__name__, + "prompt_count": len(prompts), + "unique_slug_count": len(set(slugs)), + "family_counts": dict(sorted(counts.items())), + "same_family_set_as_development": expected_families == old_families, + "structural_errors": structural_errors, + "invalid_fields": invalid_fields, + "tokenizer_resolved_input_leaks": input_leaks, + "unresolved_single_token_terms": dropped_terms, + "exact_development_prompt_duplicates": exact_duplicates, + "development_overlap": { + "metric": "maximum pairwise Jaccard similarity of lowercase word 5-gram sets", + "mean": sum(maximum_jaccards) / len(maximum_jaccards), + "maximum": max(maximum_jaccards), + "per_prompt": dict(zip(slugs, maximum_jaccards, strict=True)), + }, + } + output_path.write_text(json.dumps(report, indent=2) + "\n") + print(json.dumps({key: value for key, value in report.items() + if key != "development_overlap"}, indent=2)) + print( + "development 5-gram overlap: " + f"mean={report['development_overlap']['mean']:.6f}, " + f"max={report['development_overlap']['maximum']:.6f}" + ) + print(f"wrote {output_path}") + if report["status"] != "pass": + raise SystemExit("held-out preflight validation failed") + + +if __name__ == "__main__": + main() diff --git a/jlens_materials/scripts/validate_robustness_bundle.py b/jlens_materials/scripts/validate_robustness_bundle.py new file mode 100644 index 0000000000000000000000000000000000000000..d81faa2c1ec5e32ee9a999f4b64602beb6fa01d0 --- /dev/null +++ b/jlens_materials/scripts/validate_robustness_bundle.py @@ -0,0 +1,363 @@ +#!/usr/bin/env python3 +"""Validate the July 2026 review-response experiment bundle. + +The script is intentionally read-only except for its JSON validation report. +It checks protocol fingerprints, prompt completeness, scaffold exclusion, +array dimensions, table cardinalities, and frozen numerical endpoints. +""" + +from __future__ import annotations + +import csv +import hashlib +import json +from collections import Counter +from pathlib import Path +from typing import Any + +import numpy as np + + +ROOT = Path(__file__).resolve().parents[1] +AUDIT = ROOT / "experiments" / "review-robustness-audit-2026-07-18" +REPORT = AUDIT / "validation.json" + + +def sha256(path: Path) -> str: + digest = hashlib.sha256() + with path.open("rb") as handle: + for chunk in iter(lambda: handle.read(1024 * 1024), b""): + digest.update(chunk) + return digest.hexdigest() + + +def read_json(relative: str) -> dict[str, Any]: + return json.loads((ROOT / relative).read_text()) + + +def csv_rows(relative: str) -> list[dict[str, str]]: + with (ROOT / relative).open(newline="") as handle: + return list(csv.DictReader(handle)) + + +def close(actual: float, expected: float, tolerance: float = 1e-12) -> bool: + return abs(actual - expected) <= tolerance + + +def main() -> None: + checks: list[dict[str, Any]] = [] + + def check(name: str, passed: bool, **details: Any) -> None: + checks.append({"name": name, "passed": bool(passed), **details}) + + study_dirs = { + "checkpoint": "experiments/option-free-relation-graph-2026-07-17", + "question_end": "experiments/option-free-question-end-2026-07-18", + "cross_mechanism": "experiments/cross-mechanism-outcome-2026-07-18", + "multitoken": ( + "experiments/multitoken-sequence-robustness-2026-07-18" + ), + "cross_mechanism_patching": ( + "experiments/cross-mechanism-activation-patching-2026-07-18" + ), + } + protocols = { + name: read_json(f"{directory}/protocol.json") + for name, directory in study_dirs.items() + } + statistics = { + name: read_json(f"{directory}/statistics.json") + for name, directory in study_dirs.items() + } + + for name, directory in study_dirs.items(): + protocol_path = ROOT / directory / "protocol.json" + actual = sha256(protocol_path) + recorded = statistics[name]["protocol_sha256"] + check( + f"{name}: protocol fingerprint", + actual == recorded, + actual=actual, + recorded=recorded, + ) + + manifest_spec = protocols["question_end"]["inputs"]["prompt_manifest"] + manifest_path = ROOT / manifest_spec["path"] + check( + "source manifest fingerprint", + sha256(manifest_path) == manifest_spec["sha256"], + actual=sha256(manifest_path), + recorded=manifest_spec["sha256"], + ) + manifest = json.loads(manifest_path.read_text()) + prompts = manifest["prompts"] + check("source prompt count", len(prompts) == 72, observed=len(prompts)) + family_counts = Counter(row["family_id"] for row in prompts) + variant_counts = Counter(row["variant"] for row in prompts) + outcome_counts = Counter(row["expected_outcome"] for row in prompts) + check( + "balanced family inventory", + len(family_counts) == 6 and set(family_counts.values()) == {12}, + counts=dict(sorted(family_counts.items())), + ) + check( + "balanced surface variants", + variant_counts + == Counter( + { + "anchor": 24, + "physics_paraphrase": 24, + "lexical_counterfactual": 24, + } + ), + counts=dict(sorted(variant_counts.items())), + ) + check( + "balanced physical outcomes", + outcome_counts == Counter({"higher": 36, "lower": 36}) + or outcome_counts == Counter( + {"higher": 18, "lower": 18, "greater": 18, "smaller": 18} + ), + counts=dict(sorted(outcome_counts.items())), + ) + forbidden = ( + "answer exactly", + "output a", + "output b", + "internal checkpoint", + "if the scientific answer", + ) + scaffold_leaks = [ + row["prompt_id"] + for row in prompts + if any(marker in row["stem"].lower() for marker in forbidden) + ] + check( + "natural question stems contain no answer scaffold", + not scaffold_leaks, + leaking_prompt_ids=scaffold_leaks, + ) + + question_states_path = ( + ROOT + / protocols["cross_mechanism"]["inputs"]["representations"]["path"] + ) + recorded_states_hash = protocols["cross_mechanism"]["inputs"][ + "representations" + ]["sha256"] + check( + "natural question-end state fingerprint", + sha256(question_states_path) == recorded_states_hash, + actual=sha256(question_states_path), + recorded=recorded_states_hash, + ) + with np.load(question_states_path) as arrays: + shapes = {key: list(arrays[key].shape) for key in arrays.files} + expected_shapes = { + "prompt_ids": [72], + "positions": [1], + "layers": [25], + "raw_states": [1, 72, 25, 2560], + "direct_decoder_basis": [1, 72, 25, 2560], + "jacobian_decoder_basis": [3, 1, 72, 25, 2560], + } + check( + "natural question-end array dimensions", + shapes == expected_shapes, + observed=shapes, + expected=expected_shapes, + ) + + checkpoint = statistics["checkpoint"] + check( + "checkpoint frozen endpoint", + checkpoint["frozen_verdict"]["option_free_evidence"] == "none" + and close(checkpoint["primary"]["graph_precision"], 0.5208333333333334) + and close(checkpoint["primary"]["candidate_auc"], 0.4861111111111111), + observed=checkpoint["primary"], + ) + question = statistics["question_end"] + check( + "natural question-end frozen endpoint", + question["frozen_verdict"]["option_free_evidence"] == "strong" + and close(question["primary"]["graph_precision"], 0.6736111111111112) + and close(question["primary"]["candidate_auc"], 0.6423611111111112), + observed=question["primary"], + ) + + rankings = csv_rows( + "experiments/cross-mechanism-outcome-2026-07-18/" + "all_query_rankings.csv" + ) + method_counts = Counter(row["method"] for row in rankings) + counter_counts = Counter( + row["method"] + for row in rankings + if row["opposite_response_orientation"] == "True" + ) + check( + "cross-mechanism query cardinality", + len(method_counts) == 10 + and set(method_counts.values()) == {1080} + and set(counter_counts.values()) == {648}, + all_queries_per_method=dict(sorted(method_counts.items())), + counter_numeric_queries_per_method=dict(sorted(counter_counts.items())), + ) + cross = statistics["cross_mechanism"] + check( + "cross-mechanism frozen endpoint", + cross["frozen_verdict"]["cross_mechanism_evidence"] == "none" + and close(cross["primary"]["overall_auc"], 0.513425925925926) + and close(cross["primary"]["counter_numeric_auc"], 0.470679012345679), + observed=cross["primary"], + ) + + sequence_rows = csv_rows( + "experiments/multitoken-sequence-robustness-2026-07-18/" + "layer_sequence_scores.csv" + ) + sequence_counts = Counter(row["method"] for row in sequence_rows) + check( + "multi-token layer-score cardinality", + len(sequence_counts) == 5 and set(sequence_counts.values()) == {250}, + rows_per_method=dict(sorted(sequence_counts.items())), + ) + multitoken = statistics["multitoken"] + current_runner = ROOT / "scripts/run_multitoken_sequence_robustness.py" + amendment_path = ROOT / multitoken["protocol_amendment"] + check( + "multi-token amended runner fingerprint", + sha256(current_runner) == multitoken["runner_sha256"], + actual=sha256(current_runner), + recorded=multitoken["runner_sha256"], + ) + check( + "multi-token amendment fingerprint", + sha256(amendment_path) == multitoken["protocol_amendment_sha256"], + actual=sha256(amendment_path), + recorded=multitoken["protocol_amendment_sha256"], + ) + check( + "multi-token frozen endpoint", + multitoken["frozen_verdict"]["sequence_robustness"] == "fail" + and multitoken["frozen_verdict"]["positive_jacobian_prompts"] == 7 + and multitoken["frozen_verdict"]["required_positive_prompts"] == 8, + observed=multitoken["frozen_verdict"], + ) + + patching = statistics["cross_mechanism_patching"] + patching_rows = csv_rows( + "experiments/cross-mechanism-activation-patching-2026-07-18/" + "all_patch_rows.csv" + ) + check( + "cross-mechanism patch cardinality", + len(patching_rows) == 1920 + and len({row["receiver_prompt_id"] for row in patching_rows}) == 24 + and len({row["donor_prompt_id"] for row in patching_rows}) == 24 + and { + int(row["layer"]) for row in patching_rows + } + == {16, 24, 32, 37}, + n_rows=len(patching_rows), + ) + check( + "cross-mechanism patch frozen endpoint", + patching["frozen_verdict"][ + "option_free_cross_mechanism_transfer" + ] + == "partial" + and patching["frozen_verdict"]["positive_donor_families"] == 4 + and close(patching["primary"]["all"]["mean"], 0.384951780239741) + and close( + patching["structured_donor_label_nulls"]["all"][ + "exact_two_sided_p" + ], + 0.031935871056241426, + ), + observed=patching["frozen_verdict"], + ) + patch_audit = read_json( + "experiments/cross-mechanism-activation-patching-2026-07-18/" + "validation.json" + ) + check( + "independent cross-mechanism patch audit", + patch_audit["passed"] + and patch_audit["n_checks"] == 27 + and patch_audit["n_passed"] == 27, + observed={ + "passed": patch_audit["passed"], + "n_checks": patch_audit["n_checks"], + "n_passed": patch_audit["n_passed"], + }, + ) + with np.load( + ROOT + / "experiments" + / "cross-mechanism-activation-patching-2026-07-18" + / "primary_exact_donor_label_nulls.npz" + ) as nulls: + check( + "structured donor-label null cardinality", + all(len(nulls[name]) == 46656 for name in ( + "all", + "cross_vocabulary", + "opposite_orientation", + "both", + )) + and nulls["assignment_indices"].shape == (46656, 6), + assignment_shape=list(nulls["assignment_indices"].shape), + ) + + artifact_paths = [ + "experiments/option-free-relation-graph-2026-07-17/" + "prompt_inventory.csv", + "experiments/option-free-question-end-2026-07-18/" + "representations.npz", + "experiments/option-free-question-end-2026-07-18/" + "all_candidate_rankings.csv", + "experiments/cross-mechanism-outcome-2026-07-18/" + "all_query_rankings.csv", + "experiments/cross-mechanism-outcome-2026-07-18/" + "exact_orientation_nulls.json", + "experiments/multitoken-sequence-robustness-2026-07-18/" + "layer_sequence_scores.csv", + "experiments/multitoken-sequence-robustness-2026-07-18/raw.json", + "experiments/cross-mechanism-activation-patching-2026-07-18/" + "raw.json", + "experiments/cross-mechanism-activation-patching-2026-07-18/" + "all_patch_rows.csv", + "experiments/cross-mechanism-activation-patching-2026-07-18/" + "primary_exact_donor_label_nulls.npz", + "experiments/cross-mechanism-activation-patching-2026-07-18/" + "validation.json", + ] + artifact_hashes = { + relative: sha256(ROOT / relative) for relative in artifact_paths + } + + passed = all(row["passed"] for row in checks) + report = { + "study_id": "review-robustness-audit-2026-07-18", + "passed": passed, + "n_checks": len(checks), + "n_passed": sum(row["passed"] for row in checks), + "checks": checks, + "artifact_sha256": artifact_hashes, + "guardrail": ( + "This validation confirms archive integrity and registered " + "calculation outputs. It is not a new inferential analysis." + ), + } + AUDIT.mkdir(parents=True, exist_ok=True) + REPORT.write_text(json.dumps(report, indent=2) + "\n") + if not passed: + failed = [row["name"] for row in checks if not row["passed"]] + raise SystemExit("validation failed: " + ", ".join(failed)) + print(f"validated {report['n_passed']}/{report['n_checks']} checks") + print(REPORT.relative_to(ROOT)) + + +if __name__ == "__main__": + main()